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Articles

@@ -144,47 +81,43 @@

All vignettes

-
-
Example evaluation of FOCUS Example Dataset D
-
-
Example evaluation of FOCUS Laboratory Data L1 to L3
-
-
Introduction to mkin
-
-
Calculation of time weighted average concentrations with mkin
-
-
Example evaluation of FOCUS dataset Z
-
-
Evaluation of example datasets from Attachment 1 to the US EPA SOP for the NAFTA guidance
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-
Benchmark timings for mkin
-
-
Performance benefit by using compiled model definitions in mkin
-
-
Example evaluations of the dimethenamid data from 2018
-
-
-
+
Example evaluation of FOCUS Example Dataset D
+
+
Example evaluation of FOCUS Laboratory Data L1 to L3
+
+
Introduction to mkin
+
+
Calculation of time weighted average concentrations with mkin
+
+
Example evaluation of FOCUS dataset Z
+
+
Evaluation of example datasets from Attachment 1 to the US EPA SOP for the NAFTA guidance
+
+
Benchmark timings for mkin
+
+
Performance benefit by using compiled model definitions in mkin
+
+
Example evaluations of the dimethenamid data from 2018
+
+
-
-
-

Developed by Johannes Ranke.

+
+

Developed by Johannes Ranke.

-

Site built with pkgdown 1.6.1.

+

Site built with pkgdown 2.0.2.

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-
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- - + + diff --git a/docs/dev/articles/mkin.html b/docs/dev/articles/mkin.html index fed85a33..6bfb63bc 100644 --- a/docs/dev/articles/mkin.html +++ b/docs/dev/articles/mkin.html @@ -20,6 +20,8 @@ + +
+

Introduction to mkin

-

Johannes Ranke

+

Johannes Ranke

-

Last change 15 February 2021 (rebuilt 2021-02-15)

+

Last change 15 February 2021 (rebuilt 2022-02-28)

- Source: vignettes/mkin.rmd + Source: vignettes/mkin.rmd
-

Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany
Privatdozent at the University of Bremen

-
-

-Abstract

+

Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany
Privatdozent at the University of Freiburg

+
+

Abstract +

In the regulatory evaluation of chemical substances like plant protection products (pesticides), biocides and other chemicals, degradation data play an important role. For the evaluation of pesticide degradation experiments, detailed guidance has been developed, based on nonlinear optimisation. The R add-on package mkin implements fitting some of the models recommended in this guidance from within R and calculates some statistical measures for data series within one or more compartments, for parent and metabolites.

-library("mkin", quietly = TRUE)
+library("mkin", quietly = TRUE)
 # Define the kinetic model
 m_SFO_SFO_SFO <- mkinmod(parent = mkinsub("SFO", "M1"),
                          M1 = mkinsub("SFO", "M2"),
@@ -125,12 +127,12 @@
 
 
 # Produce model predictions using some arbitrary parameters
-sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
+sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
 d_SFO_SFO_SFO <- mkinpredict(m_SFO_SFO_SFO,
-  c(k_parent = 0.03,
-    f_parent_to_M1 = 0.5, k_M1 = log(2)/100,
-    f_M1_to_M2 = 0.9, k_M2 = log(2)/50),
-  c(parent = 100, M1 = 0, M2 = 0),
+  c(k_parent = 0.03,
+    f_parent_to_M1 = 0.5, k_M1 = log(2)/100,
+    f_M1_to_M2 = 0.9, k_M2 = log(2)/50),
+  c(parent = 100, M1 = 0, M2 = 0),
   sampling_times)
 
 # Generate a dataset by adding normally distributed errors with
@@ -143,31 +145,31 @@
 f_SFO_SFO_SFO <- mkinfit(m_SFO_SFO_SFO, d_SFO_SFO_SFO_err[[1]], quiet = TRUE)
 
 # Plot the results separately for parent and metabolites
-plot_sep(f_SFO_SFO_SFO, lpos = c("topright", "bottomright", "bottomright"))
+plot_sep(f_SFO_SFO_SFO, lpos = c("topright", "bottomright", "bottomright"))

-
-

-Background

+
+

Background +

The mkin package (Ranke 2021) implements the approach to degradation kinetics recommended in the kinetics report provided by the FOrum for Co-ordination of pesticide fate models and their USe (FOCUS Work Group on Degradation Kinetics 2006, 2014). It covers data series describing the decline of one compound, data series with transformation products (commonly termed metabolites) and data series for more than one compartment. It is possible to include back reactions. Therefore, equilibrium reactions and equilibrium partitioning can be specified, although this often leads to an overparameterisation of the model.

When the first mkin code was published in 2010, the most commonly used tools for fitting more complex kinetic degradation models to experimental data were KinGUI (Schäfer et al. 2007), a MATLAB based tool with a graphical user interface that was specifically tailored to the task and included some output as proposed by the FOCUS Kinetics Workgroup, and ModelMaker, a general purpose compartment based tool providing infrastructure for fitting dynamic simulation models based on differential equations to data.

-

The ‘mkin’ code was first uploaded to the BerliOS development platform. When this was taken down, the version control history was imported into the R-Forge site (see e.g. the initial commit on 11 May 2010), where the code is still being updated.

+

The ‘mkin’ code was first uploaded to the BerliOS development platform. When this was taken down, the version control history was imported into the R-Forge site (see e.g. the initial commit on 11 May 2010), where the code is still being updated.

At that time, the R package FME (Flexible Modelling Environment) (Soetaert and Petzoldt 2010) was already available, and provided a good basis for developing a package specifically tailored to the task. The remaining challenge was to make it as easy as possible for the users (including the author of this vignette) to specify the system of differential equations and to include the output requested by the FOCUS guidance, such as the \(\chi^2\) error level as defined in this guidance.

Also, mkin introduced using analytical solutions for parent only kinetics for improved optimization speed. Later, Eigenvalue based solutions were introduced to mkin for the case of linear differential equations (i.e. where the FOMC or DFOP models were not used for the parent compound), greatly improving the optimization speed for these cases. This, has become somehow obsolete, as the use of compiled code described below gives even faster execution times.

The possibility to specify back-reactions and a biphasic model (SFORB) for metabolites were present in mkin from the very beginning.

-
-

-Derived software tools

+
+

Derived software tools +

Soon after the publication of mkin, two derived tools were published, namely KinGUII (developed at Bayer Crop Science) and CAKE (commissioned to Tessella by Syngenta), which added a graphical user interface (GUI), and added fitting by iteratively reweighted least squares (IRLS) and characterisation of likely parameter distributions by Markov Chain Monte Carlo (MCMC) sampling.

CAKE focuses on a smooth use experience, sacrificing some flexibility in the model definition, originally allowing only two primary metabolites in parallel. The current version 3.4 of CAKE released in May 2020 uses a scheme for up to six metabolites in a flexible arrangement and supports biphasic modelling of metabolites, but does not support back-reactions (non-instantaneous equilibria).

KinGUI offers an even more flexible widget for specifying complex kinetic models. Back-reactions (non-instantaneous equilibria) were supported early on, but until 2014, only simple first-order models could be specified for transformation products. Starting with KinGUII version 2.1, biphasic modelling of metabolites was also available in KinGUII.

-

A further graphical user interface (GUI) that has recently been brought to a decent degree of maturity is the browser based GUI named gmkin. Please see its documentation page and manual for further information.

+

A further graphical user interface (GUI) that has recently been brought to a decent degree of maturity is the browser based GUI named gmkin. Please see its documentation page and manual for further information.

A comparison of scope, usability and numerical results obtained with these tools has been recently been published by Ranke, Wöltjen, and Meinecke (2018).

-
-

-Unique features

+
+

Unique features +

Currently, the main unique features available in mkin are

  • the speed increase by using compiled code when a compiler is present,
    • @@ -178,66 +180,66 @@

The iteratively reweighted least squares fitting of different variances for each variable as introduced by Gao et al. (2011) has been available in mkin since version 0.9-22. With release 0.9.49.5, the IRLS algorithm has been complemented by direct or step-wise maximisation of the likelihood function, which makes it possible not only to fit the variance by variable error model but also a two-component error model inspired by error models developed in analytical chemistry (Ranke and Meinecke 2019).

-
-

-Internal parameter transformations

+
+

Internal parameter transformations +

For rate constants, the log transformation is used, as proposed by Bates and Watts (1988, 77, 149). Approximate intervals are constructed for the transformed rate constants (compare Bates and Watts 1988, 135), i.e. for their logarithms. Confidence intervals for the rate constants are then obtained using the appropriate backtransformation using the exponential function.

In the first version of mkin allowing for specifying models using formation fractions, a home-made reparameterisation was used in order to ensure that the sum of formation fractions would not exceed unity.

This method is still used in the current version of KinGUII (v2.1 from April 2014), with a modification that allows for fixing the pathway to sink to zero. CAKE uses penalties in the objective function in order to enforce this constraint.

In 2012, an alternative reparameterisation of the formation fractions was proposed together with René Lehmann (Ranke and Lehmann 2012), based on isometric logratio transformation (ILR). The aim was to improve the validity of the linear approximation of the objective function during the parameter estimation procedure as well as in the subsequent calculation of parameter confidence intervals. In the current version of mkin, a logit transformation is used for parameters that are bound between 0 and 1, such as the g parameter of the DFOP model.

-
-

-Confidence intervals based on transformed parameters

+
+

Confidence intervals based on transformed parameters +

In the first attempt at providing improved parameter confidence intervals introduced to mkin in 2013, confidence intervals obtained from FME on the transformed parameters were simply all backtransformed one by one to yield asymmetric confidence intervals for the backtransformed parameters.

However, while there is a 1:1 relation between the rate constants in the model and the transformed parameters fitted in the model, the parameters obtained by the isometric logratio transformation are calculated from the set of formation fractions that quantify the paths to each of the compounds formed from a specific parent compound, and no such 1:1 relation exists.

Therefore, parameter confidence intervals for formation fractions obtained with this method only appear valid for the case of a single transformation product, where currently the logit transformation is used for the formation fraction.

The confidence intervals obtained by backtransformation for the cases where a 1:1 relation between transformed and original parameter exist are considered by the author of this vignette to be more accurate than those obtained using a re-estimation of the Hessian matrix after backtransformation, as implemented in the FME package.

-
-

-Parameter t-test based on untransformed parameters

+
+

Parameter t-test based on untransformed parameters +

The standard output of many nonlinear regression software packages includes the results from a test for significant difference from zero for all parameters. Such a test is also recommended to check the validity of rate constants in the FOCUS guidance (FOCUS Work Group on Degradation Kinetics 2014, 96ff).

It has been argued that the precondition for this test, i.e. normal distribution of the estimator for the parameters, is not fulfilled in the case of nonlinear regression (Ranke and Lehmann 2015). However, this test is commonly used by industry, consultants and national authorities in order to decide on the reliability of parameter estimates, based on the FOCUS guidance mentioned above. Therefore, the results of this one-sided t-test are included in the summary output from mkin.

As it is not reasonable to test for significant difference of the transformed parameters (e.g. \(log(k)\)) from zero, the t-test is calculated based on the model definition before parameter transformation, i.e. in a similar way as in packages that do not apply such an internal parameter transformation. A note is included in the mkin output, pointing to the fact that the t-test is based on the unjustified assumption of normal distribution of the parameter estimators.

-
-

-References

+
+

References +

Bates, D., and D. Watts. 1988. Nonlinear Regression and Its Applications. Wiley-Interscience.

-

FOCUS Work Group on Degradation Kinetics. 2006. Guidance Document on Estimating Persistence and Degradation Kinetics from Environmental Fate Studies on Pesticides in Eu Registration. Report of the Focus Work Group on Degradation Kinetics. http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics.

+

FOCUS Work Group on Degradation Kinetics. 2006. Guidance Document on Estimating Persistence and Degradation Kinetics from Environmental Fate Studies on Pesticides in Eu Registration. Report of the Focus Work Group on Degradation Kinetics. http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics.

-

———. 2014. Generic Guidance for Estimating Persistence and Degradation Kinetics from Environmental Fate Studies on Pesticides in Eu Registration. 1.1 ed. http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics.

+

———. 2014. Generic Guidance for Estimating Persistence and Degradation Kinetics from Environmental Fate Studies on Pesticides in Eu Registration. 1.1 ed. http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics.

Gao, Z., J. W. Green, J. Vanderborght, and W. Schmitt. 2011. “Improving Uncertainty Analysis in Kinetic Evaluations Using Iteratively Reweighted Least Squares.” Journal. Environmental Science and Technology 45: 4429–37.

-

Ranke, J. 2021. ‘mkin‘: Kinetic Evaluation of Chemical Degradation Data. https://CRAN.R-project.org/package=mkin.

+

Ranke, J. 2021. ‘mkin‘: Kinetic Evaluation of Chemical Degradation Data. https://CRAN.R-project.org/package=mkin.

Ranke, J., and R. Lehmann. 2012. “Parameter Reliability in Kinetic Evaluation of Environmental Metabolism Data - Assessment and the Influence of Model Specification.” In SETAC World 20-24 May. Berlin.

-

———. 2015. “To T-Test or Not to T-Test, That Is the Question.” In XV Symposium on Pesticide Chemistry 2-4 September 2015. Piacenza. http://chem.uft.uni-bremen.de/ranke/posters/piacenza_2015.pdf.

+

———. 2015. “To T-Test or Not to T-Test, That Is the Question.” In XV Symposium on Pesticide Chemistry 2-4 September 2015. Piacenza. http://chem.uft.uni-bremen.de/ranke/posters/piacenza_2015.pdf.

-

Ranke, Johannes, and Stefan Meinecke. 2019. “Error Models for the Kinetic Evaluation of Chemical Degradation Data.” Environments 6 (12). https://doi.org/10.3390/environments6120124.

+

Ranke, Johannes, and Stefan Meinecke. 2019. “Error Models for the Kinetic Evaluation of Chemical Degradation Data.” Environments 6 (12). https://doi.org/10.3390/environments6120124.

-

Ranke, Johannes, Janina Wöltjen, and Stefan Meinecke. 2018. “Comparison of Software Tools for Kinetic Evaluation of Chemical Degradation Data.” Environmental Sciences Europe 30 (1): 17. https://doi.org/10.1186/s12302-018-0145-1.

+

Ranke, Johannes, Janina Wöltjen, and Stefan Meinecke. 2018. “Comparison of Software Tools for Kinetic Evaluation of Chemical Degradation Data.” Environmental Sciences Europe 30 (1): 17. https://doi.org/10.1186/s12302-018-0145-1.

Schäfer, D., B. Mikolasch, P. Rainbird, and B. Harvey. 2007. “KinGUI: A New Kinetic Software Tool for Evaluations According to FOCUS Degradation Kinetics.” In Proceedings of the Xiii Symposium Pesticide Chemistry, edited by Del Re A. A. M., Capri E., Fragoulis G., and Trevisan M., 916–23. Piacenza.

-

Soetaert, Karline, and Thomas Petzoldt. 2010. “Inverse Modelling, Sensitivity and Monte Carlo Analysis in R Using Package FME.” Journal of Statistical Software 33 (3): 1–28. https://www.jstatsoft.org/v33/i03/.

+

Soetaert, Karline, and Thomas Petzoldt. 2010. “Inverse Modelling, Sensitivity and Monte Carlo Analysis in R Using Package FME.” Journal of Statistical Software 33 (3): 1–28. https://doi.org/10.18637/jss.v033.i03.

@@ -254,11 +256,13 @@
-

Developed by Johannes Ranke.

+

+

Developed by Johannes Ranke.

-

Site built with pkgdown 1.6.1.

+

+

Site built with pkgdown 2.0.2.

@@ -267,5 +271,7 @@ + + diff --git a/docs/dev/articles/mkin_files/figure-html/unnamed-chunk-2-1.png b/docs/dev/articles/mkin_files/figure-html/unnamed-chunk-2-1.png index bf38fdd7..63246387 100644 Binary files a/docs/dev/articles/mkin_files/figure-html/unnamed-chunk-2-1.png and b/docs/dev/articles/mkin_files/figure-html/unnamed-chunk-2-1.png differ diff --git a/docs/dev/articles/web_only/dimethenamid_2018.html b/docs/dev/articles/web_only/dimethenamid_2018.html index a2ea5c8d..6b5c8c4e 100644 --- a/docs/dev/articles/web_only/dimethenamid_2018.html +++ b/docs/dev/articles/web_only/dimethenamid_2018.html @@ -20,6 +20,8 @@ + +
+

Example evaluations of the dimethenamid data from 2018

-

Johannes Ranke

+

Johannes Ranke

-

Last change 11 January 2022, built on 11 Jan 2022

+

Last change 10 February 2022, built on 28 Feb 2022

- Source: vignettes/web_only/dimethenamid_2018.rmd + Source: vignettes/web_only/dimethenamid_2018.rmd
-

Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany

-
-

-Introduction

+

Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany

+
+

Introduction +

During the preparation of the journal article on nonlinear mixed-effects models in degradation kinetics (Ranke et al. 2021) and the analysis of the dimethenamid degradation data analysed therein, a need for a more detailed analysis using not only nlme and saemix, but also nlmixr for fitting the mixed-effects models was identified, as many model variants do not converge when fitted with nlme, and not all relevant error models can be fitted with saemix.

This vignette is an attempt to satisfy this need.

-
-

-Data

-

Residue data forming the basis for the endpoints derived in the conclusion on the peer review of the pesticide risk assessment of dimethenamid-P published by the European Food Safety Authority (EFSA) in 2018 (EFSA 2018) were transcribed from the risk assessment report (Rapporteur Member State Germany, Co-Rapporteur Member State Bulgaria 2018) which can be downloaded from the Open EFSA repository https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716.

+
+

Data +

+

Residue data forming the basis for the endpoints derived in the conclusion on the peer review of the pesticide risk assessment of dimethenamid-P published by the European Food Safety Authority (EFSA) in 2018 (EFSA 2018) were transcribed from the risk assessment report (Rapporteur Member State Germany, Co-Rapporteur Member State Bulgaria 2018) which can be downloaded from the Open EFSA repository https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716.

The data are available in the mkin package. The following code (hidden by default, please use the button to the right to show it) treats the data available for the racemic mixture dimethenamid (DMTA) and its enantiomer dimethenamid-P (DMTAP) in the same way, as no difference between their degradation behaviour was identified in the EU risk assessment. The observation times of each dataset are multiplied with the corresponding normalisation factor also available in the dataset, in order to make it possible to describe all datasets with a single set of parameters.

Also, datasets observed in the same soil are merged, resulting in dimethenamid (DMTA) data from six soils.

-library(mkin, quietly = TRUE)
-dmta_ds <- lapply(1:7, function(i) {
+library(mkin, quietly = TRUE)
+dmta_ds <- lapply(1:7, function(i) {
   ds_i <- dimethenamid_2018$ds[[i]]$data
   ds_i[ds_i$name == "DMTAP", "name"] <-  "DMTA"
   ds_i$time <- ds_i$time * dimethenamid_2018$f_time_norm[i]
   ds_i
 })
-names(dmta_ds) <- sapply(dimethenamid_2018$ds, function(ds) ds$title)
-dmta_ds[["Elliot"]] <- rbind(dmta_ds[["Elliot 1"]], dmta_ds[["Elliot 2"]])
+names(dmta_ds) <- sapply(dimethenamid_2018$ds, function(ds) ds$title)
+dmta_ds[["Elliot"]] <- rbind(dmta_ds[["Elliot 1"]], dmta_ds[["Elliot 2"]])
 dmta_ds[["Elliot 1"]] <- NULL
 dmta_ds[["Elliot 2"]] <- NULL
-
-

-Parent degradation

+
+

Parent degradation +

We evaluate the observed degradation of the parent compound using simple exponential decline (SFO) and biexponential decline (DFOP), using constant variance (const) and a two-component variance (tc) as error models.

-
-

-Separate evaluations

+
+

Separate evaluations +

As a first step, to get a visual impression of the fit of the different models, we do separate evaluations for each soil using the mmkin function from the mkin package:

-f_parent_mkin_const <- mmkin(c("SFO", "DFOP"), dmta_ds,
+f_parent_mkin_const <- mmkin(c("SFO", "DFOP"), dmta_ds,
   error_model = "const", quiet = TRUE)
-f_parent_mkin_tc <- mmkin(c("SFO", "DFOP"), dmta_ds,
+f_parent_mkin_tc <- mmkin(c("SFO", "DFOP"), dmta_ds,
   error_model = "tc", quiet = TRUE)

The plot of the individual SFO fits shown below suggests that at least in some datasets the degradation slows down towards later time points, and that the scatter of the residuals error is smaller for smaller values (panel to the right):

-plot(mixed(f_parent_mkin_const["SFO", ]))
+plot(mixed(f_parent_mkin_const["SFO", ]))

Using biexponential decline (DFOP) results in a slightly more random scatter of the residuals:

-plot(mixed(f_parent_mkin_const["DFOP", ]))
+plot(mixed(f_parent_mkin_const["DFOP", ]))

The population curve (bold line) in the above plot results from taking the mean of the individual transformed parameters, i.e. of log k1 and log k2, as well as of the logit of the g parameter of the DFOP model). Here, this procedure does not result in parameters that represent the degradation well, because in some datasets the fitted value for k2 is extremely close to zero, leading to a log k2 value that dominates the average. This is alleviated if only rate constants that pass the t-test for significant difference from zero (on the untransformed scale) are considered in the averaging:

-plot(mixed(f_parent_mkin_const["DFOP", ]), test_log_parms = TRUE)
+plot(mixed(f_parent_mkin_const["DFOP", ]), test_log_parms = TRUE)

While this is visually much more satisfactory, such an average procedure could introduce a bias, as not all results from the individual fits enter the population curve with the same weight. This is where nonlinear mixed-effects models can help out by treating all datasets with equally by fitting a parameter distribution model together with the degradation model and the error model (see below).

The remaining trend of the residuals to be higher for higher predicted residues is reduced by using the two-component error model:

-plot(mixed(f_parent_mkin_tc["DFOP", ]), test_log_parms = TRUE)
+plot(mixed(f_parent_mkin_tc["DFOP", ]), test_log_parms = TRUE)

+

However, note that in the case of using this error model, the fits to the Flaach and BBA 2.3 datasets appear to be ill-defined, indicated by the fact that they did not converge:

+
+print(f_parent_mkin_tc["DFOP", ])
+
<mmkin> object
+Status of individual fits:
+
+      dataset
+model  Calke Borstel Flaach BBA 2.2 BBA 2.3 Elliot
+  DFOP OK    OK      C      OK      C       OK    
+
+OK: No warnings
+C: Optimisation did not converge:
+iteration limit reached without convergence (10)
-
-

-Nonlinear mixed-effects models

+
+

Nonlinear mixed-effects models +

Instead of taking a model selection decision for each of the individual fits, we fit nonlinear mixed-effects models (using different fitting algorithms as implemented in different packages) and do model selection using all available data at the same time. In order to make sure that these decisions are not unduly influenced by the type of algorithm used, by implementation details or by the use of wrong control parameters, we compare the model selection results obtained with different R packages, with different algorithms and checking control parameters.

-
-

-nlme

+
+

nlme +

The nlme package was the first R extension providing facilities to fit nonlinear mixed-effects models. We would like to do model selection from all four combinations of degradation models and error models based on the AIC. However, fitting the DFOP model with constant variance and using default control parameters results in an error, signalling that the maximum number of 50 iterations was reached, potentially indicating overparameterisation. Nevertheless, the algorithm converges when the two-component error model is used in combination with the DFOP model. This can be explained by the fact that the smaller residues observed at later sampling times get more weight when using the two-component error model which will counteract the tendency of the algorithm to try parameter combinations unsuitable for fitting these data.

-
-library(nlme)
-f_parent_nlme_sfo_const <- nlme(f_parent_mkin_const["SFO", ])
+
+library(nlme)
+f_parent_nlme_sfo_const <- nlme(f_parent_mkin_const["SFO", ])
 # f_parent_nlme_dfop_const <- nlme(f_parent_mkin_const["DFOP", ])
-f_parent_nlme_sfo_tc <- nlme(f_parent_mkin_tc["SFO", ])
-f_parent_nlme_dfop_tc <- nlme(f_parent_mkin_tc["DFOP", ])

+f_parent_nlme_sfo_tc <- nlme(f_parent_mkin_tc["SFO", ])
+f_parent_nlme_dfop_tc <- nlme(f_parent_mkin_tc["DFOP", ])

Note that a certain degree of overparameterisation is also indicated by a warning obtained when fitting DFOP with the two-component error model (‘false convergence’ in the ‘LME step’ in iteration 3). However, as this warning does not occur in later iterations, and specifically not in the last of the 6 iterations, we can ignore this warning.

The model comparison function of the nlme package can directly be applied to these fits showing a much lower AIC for the DFOP model fitted with the two-component error model. Also, the likelihood ratio test indicates that this difference is significant as the p-value is below 0.0001.

-
-anova(
+
+anova(
   f_parent_nlme_sfo_const, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc
 )

 
                        Model df    AIC    BIC  logLik   Test L.Ratio p-value
@@ -192,227 +207,215 @@ f_parent_nlme_sfo_const     1  5 796.60 811.82 -393.30
 f_parent_nlme_sfo_tc        2  6 798.60 816.86 -393.30 1 vs 2    0.00   0.998
 f_parent_nlme_dfop_tc       3 10 671.91 702.34 -325.96 2 vs 3  134.69  <.0001

 
In addition to these fits, attempts were also made to include correlations between random effects by using the log Cholesky parameterisation of the matrix specifying them. The code used for these attempts can be made visible below.

-
-f_parent_nlme_sfo_const_logchol <- nlme(f_parent_mkin_const["SFO", ],
-  random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
-anova(f_parent_nlme_sfo_const, f_parent_nlme_sfo_const_logchol)
-f_parent_nlme_sfo_tc_logchol <- nlme(f_parent_mkin_tc["SFO", ],
-  random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
-anova(f_parent_nlme_sfo_tc, f_parent_nlme_sfo_tc_logchol)
-f_parent_nlme_dfop_tc_logchol <- nlme(f_parent_mkin_const["DFOP", ],
-  random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)))
-anova(f_parent_nlme_dfop_tc, f_parent_nlme_dfop_tc_logchol)

+
+f_parent_nlme_sfo_const_logchol <- nlme(f_parent_mkin_const["SFO", ],
+  random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
+anova(f_parent_nlme_sfo_const, f_parent_nlme_sfo_const_logchol)
+f_parent_nlme_sfo_tc_logchol <- nlme(f_parent_mkin_tc["SFO", ],
+  random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
+anova(f_parent_nlme_sfo_tc, f_parent_nlme_sfo_tc_logchol)
+f_parent_nlme_dfop_tc_logchol <- nlme(f_parent_mkin_const["DFOP", ],
+  random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)))
+anova(f_parent_nlme_dfop_tc, f_parent_nlme_dfop_tc_logchol)

 
While the SFO variants converge fast, the additional parameters introduced by this lead to convergence warnings for the DFOP model. The model comparison clearly show that adding correlations between random effects does not improve the fits.

 
The selected model (DFOP with two-component error) fitted to the data assuming no correlations between random effects is shown below.

-
-plot(f_parent_nlme_dfop_tc)

+
+plot(f_parent_nlme_dfop_tc)
-
-

-saemix

+
+

saemix +

The saemix package provided the first Open Source implementation of the Stochastic Approximation to the Expectation Maximisation (SAEM) algorithm. SAEM fits of degradation models can be conveniently performed using an interface to the saemix package available in current development versions of the mkin package.

The corresponding SAEM fits of the four combinations of degradation and error models are fitted below. As there is no convergence criterion implemented in the saemix package, the convergence plots need to be manually checked for every fit. As we will compare the SAEM implementation of saemix to the results obtained using the nlmixr package later, we define control settings that work well for all the parent data fits shown in this vignette.

-
-library(saemix)
-saemix_control <- saemixControl(nbiter.saemix = c(800, 300), nb.chains = 15,
+
+library(saemix)
+saemix_control <- saemixControl(nbiter.saemix = c(800, 300), nb.chains = 15,
     print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)
-saemix_control_moreiter <- saemixControl(nbiter.saemix = c(1600, 300), nb.chains = 15,
+saemix_control_moreiter <- saemixControl(nbiter.saemix = c(1600, 300), nb.chains = 15,
+    print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)
+saemix_control_10k <- saemixControl(nbiter.saemix = c(10000, 300), nb.chains = 15,
     print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)

 
The convergence plot for the SFO model using constant variance is shown below.

-
+
 f_parent_saemix_sfo_const <- mkin::saem(f_parent_mkin_const["SFO", ], quiet = TRUE,
   control = saemix_control, transformations = "saemix")
-plot(f_parent_saemix_sfo_const$so, plot.type = "convergence")

+plot(f_parent_saemix_sfo_const$so, plot.type = "convergence")

 

 
Obviously the default number of iterations is sufficient to reach convergence. This can also be said for the SFO fit using the two-component error model.

-
+
 f_parent_saemix_sfo_tc <- mkin::saem(f_parent_mkin_tc["SFO", ], quiet = TRUE,
   control = saemix_control, transformations = "saemix")
-plot(f_parent_saemix_sfo_tc$so, plot.type = "convergence")

+plot(f_parent_saemix_sfo_tc$so, plot.type = "convergence")

 

 
When fitting the DFOP model with constant variance (see below), parameter convergence is not as unambiguous.

-
+
 f_parent_saemix_dfop_const <- mkin::saem(f_parent_mkin_const["DFOP", ], quiet = TRUE,
   control = saemix_control, transformations = "saemix")
-plot(f_parent_saemix_dfop_const$so, plot.type = "convergence")

+plot(f_parent_saemix_dfop_const$so, plot.type = "convergence")

 

 
This is improved when the DFOP model is fitted with the two-component error model. Convergence of the variance of k2 is enhanced, it remains more or less stable already after 200 iterations of the first phase.

-
+
 f_parent_saemix_dfop_tc <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
   control = saemix_control, transformations = "saemix")
-plot(f_parent_saemix_dfop_tc$so, plot.type = "convergence")

-

-
-# The last time I tried (2022-01-11) this gives an error in solve.default(omega.eta)
-# system is computationally singular: reciprocal condition number = 5e-17
-#f_parent_saemix_dfop_tc_10k <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
-#  control = saemix_control_10k, transformations = "saemix")
-# Now we do not get a significant improvement by using twice the number of iterations
 f_parent_saemix_dfop_tc_moreiter <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
   control = saemix_control_moreiter, transformations = "saemix")
-#plot(f_parent_saemix_dfop_tc_moreiter$so, plot.type = "convergence")

-
An alternative way to fit DFOP in combination with the two-component error model is to use the model formulation with transformed parameters as used per default in mkin.

-
-f_parent_saemix_dfop_tc_mkin <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
-  control = saemix_control, transformations = "mkin")
-plot(f_parent_saemix_dfop_tc_mkin$so, plot.type = "convergence")

-
 As the convergence plots do not clearly indicate that the algorithm has converged, we again use four times the number of iterations, which leads to almost satisfactory convergence (see below).

+plot(f_parent_saemix_dfop_tc$so, plot.type = "convergence")

+

+
Doubling the number of iterations in the first phase of the algorithm leads to a slightly lower likelihood, and therefore to slightly higher AIC and BIC values. With even more iterations, the algorithm stops with an error message. This is related to the variance of k2 approximating zero. This has been submitted as a bug to the saemix package, as the algorithm does not converge in this case.

+
An alternative way to fit DFOP in combination with the two-component error model is to use the model formulation with transformed parameters as used per default in mkin. When using this option, convergence is slower, but eventually the algorithm stops as well with the same error message.

+
The four combinations (SFO/const, SFO/tc, DFOP/const and DFOP/tc) and the version with increased iterations can be compared using the model comparison function of the saemix package:

 
-saemix_control_muchmoreiter <- saemixControl(nbiter.saemix = c(3200, 300), nb.chains = 15,
-    print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)
-f_parent_saemix_dfop_tc_mkin_muchmoreiter <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
-  control = saemix_control_muchmoreiter, transformations = "mkin")
-plot(f_parent_saemix_dfop_tc_mkin_muchmoreiter$so, plot.type = "convergence")

-

-
The four combinations (SFO/const, SFO/tc, DFOP/const and DFOP/tc), including the variations of the DFOP/tc combination can be compared using the model comparison function of the saemix package:

-
-AIC_parent_saemix <- saemix::compare.saemix(
+AIC_parent_saemix <- saemix::compare.saemix(
   f_parent_saemix_sfo_const$so,
   f_parent_saemix_sfo_tc$so,
   f_parent_saemix_dfop_const$so,
   f_parent_saemix_dfop_tc$so,
-  f_parent_saemix_dfop_tc_moreiter$so,
-  f_parent_saemix_dfop_tc_mkin$so,
-  f_parent_saemix_dfop_tc_mkin_muchmoreiter$so)

+  f_parent_saemix_dfop_tc_moreiter$so)
Likelihoods calculated by importance sampling
-
-rownames(AIC_parent_saemix) <- c(
-  "SFO const", "SFO tc", "DFOP const", "DFOP tc", "DFOP tc more iterations",
-  "DFOP tc mkintrans", "DFOP tc mkintrans more iterations")
-print(AIC_parent_saemix)
-
                                     AIC    BIC
-SFO const                         796.38 795.34
-SFO tc                            798.38 797.13
-DFOP const                        705.75 703.88
-DFOP tc                           665.65 663.57
-DFOP tc more iterations           665.88 663.80
-DFOP tc mkintrans                 674.02 671.94
-DFOP tc mkintrans more iterations 667.94 665.86
-

As in the case of nlme fits, the DFOP model fitted with two-component error (number 4) gives the lowest AIC. Using a much larger number of iterations does not significantly change the AIC. When the mkin transformations are used instead of the saemix transformations, we need four times the number of iterations to obtain a goodness of fit that almost as good as the result obtained with saemix transformations.

+
+rownames(AIC_parent_saemix) <- c(
+  "SFO const", "SFO tc", "DFOP const", "DFOP tc", "DFOP tc more iterations")
+print(AIC_parent_saemix)
+
                           AIC    BIC
+SFO const               796.38 795.34
+SFO tc                  798.38 797.13
+DFOP const              705.75 703.88
+DFOP tc                 665.65 663.57
+DFOP tc more iterations 665.88 663.80

In order to check the influence of the likelihood calculation algorithms implemented in saemix, the likelihood from Gaussian quadrature is added to the best fit, and the AIC values obtained from the three methods are compared.

-
+
 f_parent_saemix_dfop_tc$so <-
-  saemix::llgq.saemix(f_parent_saemix_dfop_tc$so)
-AIC_parent_saemix_methods <- c(
-  is = AIC(f_parent_saemix_dfop_tc$so, method = "is"),
-  gq = AIC(f_parent_saemix_dfop_tc$so, method = "gq"),
-  lin = AIC(f_parent_saemix_dfop_tc$so, method = "lin")
+  saemix::llgq.saemix(f_parent_saemix_dfop_tc$so)
+AIC_parent_saemix_methods <- c(
+  is = AIC(f_parent_saemix_dfop_tc$so, method = "is"),
+  gq = AIC(f_parent_saemix_dfop_tc$so, method = "gq"),
+  lin = AIC(f_parent_saemix_dfop_tc$so, method = "lin")
 )
-print(AIC_parent_saemix_methods)

+print(AIC_parent_saemix_methods)
    is     gq    lin 
 665.65 665.68 665.11
-

The AIC values based on importance sampling and Gaussian quadrature are very similar. Using linearisation is known to be less accurate, but still gives a similar value.

+

The AIC values based on importance sampling and Gaussian quadrature are very similar. Using linearisation is known to be less accurate, but still gives a similar value. In order to illustrate that the comparison of the three method depends on the degree of convergence obtained in the fit, the same comparison is shown below for the fit using the defaults for the number of iterations and the number of MCMC chains.

+
+f_parent_saemix_dfop_tc_defaults <- mkin::saem(f_parent_mkin_tc["DFOP", ])
+f_parent_saemix_dfop_tc_defaults$so <-
+  saemix::llgq.saemix(f_parent_saemix_dfop_tc_defaults$so)
+AIC_parent_saemix_methods_defaults <- c(
+  is = AIC(f_parent_saemix_dfop_tc_defaults$so, method = "is"),
+  gq = AIC(f_parent_saemix_dfop_tc_defaults$so, method = "gq"),
+  lin = AIC(f_parent_saemix_dfop_tc_defaults$so, method = "lin")
+)
+print(AIC_parent_saemix_methods_defaults)
+
    is     gq    lin 
+668.27 718.36 666.49
-
-

-nlmixr

+
+

nlmixr +

In the last years, a lot of effort has been put into the nlmixr package which is designed for pharmacokinetics, where nonlinear mixed-effects models are routinely used, but which can also be used for related data like chemical degradation data. A current development branch of the mkin package provides an interface between mkin and nlmixr. Here, we check if we get equivalent results when using a refined version of the First Order Conditional Estimation (FOCE) algorithm used in nlme, namely the First Order Conditional Estimation with Interaction (FOCEI), and the SAEM algorithm as implemented in nlmixr.

-

First, the focei algorithm is used for the four model combinations. A number of warnings are produced with unclear significance.

-
-library(nlmixr)
-f_parent_nlmixr_focei_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "focei")
-f_parent_nlmixr_focei_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "focei")
-f_parent_nlmixr_focei_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "focei")
-f_parent_nlmixr_focei_dfop_tc<- nlmixr(f_parent_mkin_tc["DFOP", ], est = "focei")
+

First, the focei algorithm is used for the four model combinations.

-aic_nlmixr_focei <- sapply(
-  list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm,
-    f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm),
-  AIC)
-

The AIC values are very close to the ones obtained with nlme which are repeated below for convenience.

+library(nlmixr) +f_parent_nlmixr_focei_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "focei") +f_parent_nlmixr_focei_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "focei") +f_parent_nlmixr_focei_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "focei") +f_parent_nlmixr_focei_dfop_tc<- nlmixr(f_parent_mkin_tc["DFOP", ], est = "focei")
+

For the SFO model with constant variance, the AIC values are the same, for the DFOP model, there are significant differences between the AIC values. These may be caused by different solutions that are found, but also by the fact that the AIC values for the nlmixr fits are calculated based on Gaussian quadrature, not on linearisation.

-aic_nlme <- sapply(
-  list(f_parent_nlme_sfo_const, NA, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc),
-  function(x) if (is.na(x[1])) NA else AIC(x))
-aic_nlme_nlmixr_focei <- data.frame(
-  "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"),
-  "Error model" = rep(c("constant variance", "two-component"), 2),
+aic_nlmixr_focei <- sapply(
+  list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm,
+    f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm),
+  AIC)
+aic_nlme <- sapply(
+  list(f_parent_nlme_sfo_const, NA, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc),
+  function(x) if (is.na(x[1])) NA else AIC(x))
+aic_nlme_nlmixr_focei <- data.frame(
+  "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"),
+  "Error model" = rep(c("constant variance", "two-component"), 2),
   "AIC (nlme)" = aic_nlme,
   "AIC (nlmixr with FOCEI)" = aic_nlmixr_focei,
   check.names = FALSE
 )
-print(aic_nlme_nlmixr_focei)
+print(aic_nlme_nlmixr_focei)
  Degradation model       Error model AIC (nlme) AIC (nlmixr with FOCEI)
 1               SFO constant variance     796.60                  796.60
 2               SFO     two-component         NA                  798.64
 3              DFOP constant variance     798.60                  745.87
 4              DFOP     two-component     671.91                  740.42
-

Secondly, we use the SAEM estimation routine and check the convergence plots. The control parameters also used for the saemix fits are defined beforehand.

+

Secondly, we use the SAEM estimation routine and check the convergence plots. The control parameters, which were also used for the saemix fits, are defined beforehand.

-nlmixr_saem_control_800 <- saemControl(logLik = TRUE,
+nlmixr_saem_control_800 <- saemControl(logLik = TRUE,
   nBurn = 800, nEm = 300, nmc = 15)
-nlmixr_saem_control_1000 <- saemControl(logLik = TRUE,
-  nBurn = 1000, nEm = 300, nmc = 15)
-nlmixr_saem_control_10k <- saemControl(logLik = TRUE,
+nlmixr_saem_control_moreiter <- saemControl(logLik = TRUE,
+  nBurn = 1600, nEm = 300, nmc = 15)
+nlmixr_saem_control_10k <- saemControl(logLik = TRUE,
   nBurn = 10000, nEm = 1000, nmc = 15)

Then we fit SFO with constant variance

-f_parent_nlmixr_saem_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "saem",
+f_parent_nlmixr_saem_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "saem",
   control = nlmixr_saem_control_800)
-traceplot(f_parent_nlmixr_saem_sfo_const$nm)
+traceplot(f_parent_nlmixr_saem_sfo_const$nm)

and SFO with two-component error.

-f_parent_nlmixr_saem_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "saem",
+f_parent_nlmixr_saem_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "saem",
   control = nlmixr_saem_control_800)
-traceplot(f_parent_nlmixr_saem_sfo_tc$nm)
+traceplot(f_parent_nlmixr_saem_sfo_tc$nm)

-

For DFOP with constant variance, the convergence plots show considerable instability of the fit, which indicates overparameterisation which was already observed above for this model combination.

+

For DFOP with constant variance, the convergence plots show considerable instability of the fit, which indicates overparameterisation which was already observed above for this model combination. Also note that the variance of k2 approximates zero, which was already observed in the saemix fits of the DFOP model.

-f_parent_nlmixr_saem_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "saem",
+f_parent_nlmixr_saem_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "saem",
   control = nlmixr_saem_control_800)
-traceplot(f_parent_nlmixr_saem_dfop_const$nm)
+traceplot(f_parent_nlmixr_saem_dfop_const$nm)

-

For DFOP with two-component error, a less erratic convergence is seen.

+

For DFOP with two-component error, a less erratic convergence is seen, but the variance of k2 again approximates zero.

-f_parent_nlmixr_saem_dfop_tc <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem",
+f_parent_nlmixr_saem_dfop_tc <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem",
   control = nlmixr_saem_control_800)
-traceplot(f_parent_nlmixr_saem_dfop_tc$nm)
+traceplot(f_parent_nlmixr_saem_dfop_tc$nm)

To check if an increase in the number of iterations improves the fit, we repeat the fit with 1000 iterations for the burn in phase and 300 iterations for the second phase.

-f_parent_nlmixr_saem_dfop_tc_1000 <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem",
-  control = nlmixr_saem_control_1000)
-traceplot(f_parent_nlmixr_saem_dfop_tc_1000$nm)
+f_parent_nlmixr_saem_dfop_tc_moreiter <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", + control = nlmixr_saem_control_moreiter) +traceplot(f_parent_nlmixr_saem_dfop_tc_moreiter$nm)

Here the fit looks very similar, but we will see below that it shows a higher AIC than the fit with 800 iterations in the burn in phase. Next we choose 10 000 iterations for the burn in phase and 1000 iterations for the second phase for comparison with saemix.

-f_parent_nlmixr_saem_dfop_tc_10k <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem",
+f_parent_nlmixr_saem_dfop_tc_10k <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem",
   control = nlmixr_saem_control_10k)
-traceplot(f_parent_nlmixr_saem_dfop_tc_10k$nm)
+traceplot(f_parent_nlmixr_saem_dfop_tc_10k$nm)

-

In the above convergence plot, the time course of ‘eta.DMTA_0’ and ‘log_k2’ indicate a false convergence.

The AIC values are internally calculated using Gaussian quadrature.

-AIC(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm,
+AIC(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm,
   f_parent_nlmixr_saem_dfop_const$nm, f_parent_nlmixr_saem_dfop_tc$nm,
-  f_parent_nlmixr_saem_dfop_tc_1000$nm,
+  f_parent_nlmixr_saem_dfop_tc_moreiter$nm,
   f_parent_nlmixr_saem_dfop_tc_10k$nm)
-
                                     df     AIC
-f_parent_nlmixr_saem_sfo_const$nm     5  798.71
-f_parent_nlmixr_saem_sfo_tc$nm        6  808.64
-f_parent_nlmixr_saem_dfop_const$nm    9 1995.96
-f_parent_nlmixr_saem_dfop_tc$nm      10  664.96
-f_parent_nlmixr_saem_dfop_tc_1000$nm 10  667.39
-f_parent_nlmixr_saem_dfop_tc_10k$nm  10     Inf
-

We can see that again, the DFOP/tc model shows the best goodness of fit. However, increasing the number of burn-in iterations from 800 to 1000 results in a higher AIC. If we further increase the number of iterations to 10 000 (burn-in) and 1000 (second phase), the AIC cannot be calculated for the nlmixr/saem fit, supporting that the fit did not converge properly.

+
                                         df     AIC
+f_parent_nlmixr_saem_sfo_const$nm         5  798.71
+f_parent_nlmixr_saem_sfo_tc$nm            6  808.64
+f_parent_nlmixr_saem_dfop_const$nm        9 1995.96
+f_parent_nlmixr_saem_dfop_tc$nm          10  664.96
+f_parent_nlmixr_saem_dfop_tc_moreiter$nm 10 4464.93
+f_parent_nlmixr_saem_dfop_tc_10k$nm      10     Inf
+

We can see that again, the DFOP/tc model shows the best goodness of fit. However, increasing the number of burn-in iterations from 800 to 1600 results in a higher AIC. If we further increase the number of iterations to 10 000 (burn-in) and 1000 (second phase), the AIC cannot be calculated for the nlmixr/saem fit, confirming that this fit does not converge properly with the SAEM algorithm.

-
-

-Comparison

+
+

Comparison +

The following table gives the AIC values obtained with the three packages using the same control parameters (800 iterations burn-in, 300 iterations second phase, 15 chains).

-AIC_all <- data.frame(
+AIC_all <- data.frame(
   check.names = FALSE,
-  "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"),
-  "Error model" = c("const", "tc", "const", "tc"),
-  nlme = c(AIC(f_parent_nlme_sfo_const), AIC(f_parent_nlme_sfo_tc), NA, AIC(f_parent_nlme_dfop_tc)),
-  nlmixr_focei = sapply(list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm,
+  "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"),
+  "Error model" = c("const", "tc", "const", "tc"),
+  nlme = c(AIC(f_parent_nlme_sfo_const), AIC(f_parent_nlme_sfo_tc), NA, AIC(f_parent_nlme_dfop_tc)),
+  nlmixr_focei = sapply(list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm,
   f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm), AIC),
-  saemix = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so,
+  saemix = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so,
     f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC),
-  nlmixr_saem = sapply(list(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm,
+  nlmixr_saem = sapply(list(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm,
   f_parent_nlmixr_saem_dfop_const$nm, f_parent_nlmixr_saem_dfop_tc$nm), AIC)
 )
 kable(AIC_all)
@@ -460,132 +463,22 @@ f_parent_nlmixr_saem_dfop_tc_10k$nm 10 Inf -
-intervals(f_parent_saemix_dfop_tc)
-
Approximate 95% confidence intervals
-
- Fixed effects:
-            lower       est.      upper
-DMTA_0 96.3087887 98.2761715 100.243554
-k1      0.0336893  0.0643651   0.095041
-k2      0.0062993  0.0088001   0.011301
-g       0.9100426  0.9524920   0.994941
-
- Random effects:
-               lower      est.    upper
-sd(DMTA_0)   0.41868 2.0607469  3.70281
-sd(k1)       0.25611 0.5935653  0.93102
-sd(k2)     -10.29603 0.0029188 10.30187
-sd(g)        0.38083 1.0572543  1.73368
-
- 
-      lower     est.    upper
-a.1 0.86253 1.061610 1.260690
-b.1 0.02262 0.029666 0.036712
-
-intervals(f_parent_saemix_dfop_tc)
-
Approximate 95% confidence intervals
-
- Fixed effects:
-            lower       est.      upper
-DMTA_0 96.3087887 98.2761715 100.243554
-k1      0.0336893  0.0643651   0.095041
-k2      0.0062993  0.0088001   0.011301
-g       0.9100426  0.9524920   0.994941
-
- Random effects:
-               lower      est.    upper
-sd(DMTA_0)   0.41868 2.0607469  3.70281
-sd(k1)       0.25611 0.5935653  0.93102
-sd(k2)     -10.29603 0.0029188 10.30187
-sd(g)        0.38083 1.0572543  1.73368
-
- 
-      lower     est.    upper
-a.1 0.86253 1.061610 1.260690
-b.1 0.02262 0.029666 0.036712
-
-intervals(f_parent_saemix_dfop_tc_mkin_muchmoreiter)
-
Approximate 95% confidence intervals
-
- Fixed effects:
-            lower       est.      upper
-DMTA_0 96.3402070 98.2789378 100.217669
-k1      0.0397896  0.0641976   0.103578
-k2      0.0041987  0.0084427   0.016977
-g       0.8656257  0.9521509   0.983992
-
- Random effects:
-                lower    est.   upper
-sd(DMTA_0)    0.38907 2.01821 3.64735
-sd(log_k1)    0.25653 0.59512 0.93371
-sd(log_k2)   -0.20501 0.37610 0.95721
-sd(g_qlogis)  0.39712 1.18296 1.96879
-
- 
-       lower     est.    upper
-a.1 0.868558 1.070260 1.271963
-b.1 0.022461 0.029505 0.036548
-
-intervals(f_parent_nlmixr_saem_dfop_tc)
-
Approximate 95% confidence intervals
-
- Fixed effects:
-            lower       est.      upper
-DMTA_0 96.3224806 98.2941093 100.265738
-k1      0.0402270  0.0648200   0.104448
-k2      0.0068547  0.0093928   0.012871
-g       0.8764066  0.9501419   0.980848
-
- Random effects:
-             lower     est. upper
-sd(DMTA_0)      NA 1.686509    NA
-sd(log_k1)      NA 0.592805    NA
-sd(log_k2)      NA 0.009766    NA
-sd(g_qlogis)    NA 1.082616    NA
-
- 
-          lower     est. upper
-sigma_low    NA 1.081677    NA
-rsd_high     NA 0.032073    NA
-
-intervals(f_parent_nlmixr_saem_dfop_tc_10k)
-
Approximate 95% confidence intervals
-
- Fixed effects:
-            lower       est.      upper
-DMTA_0 96.2302085 98.1641090 100.098010
-k1      0.0398514  0.0643909   0.104041
-k2      0.0066292  0.0090784   0.012432
-g       0.8831478  0.9527284   0.981734
-
- Random effects:
-             lower       est. upper
-sd(DMTA_0)      NA 1.6257e+00    NA
-sd(log_k1)      NA 5.9627e-01    NA
-sd(log_k2)      NA 5.8400e-07    NA
-sd(g_qlogis)    NA 1.0676e+00    NA
-
- 
-          lower     est. upper
-sigma_low    NA 1.087722    NA
-rsd_high     NA 0.031883    NA
-
-

-References

+
+

References +

EFSA. 2018. “Peer Review of the Pesticide Risk Assessment of the Active Substance Dimethenamid-P.” EFSA Journal 16 (4): 5211.

-

Ranke, Johannes, Janina Wöltjen, Jana Schmidt, and Emmanuelle Comets. 2021. “Taking Kinetic Evaluations of Degradation Data to the Next Level with Nonlinear Mixed-Effects Models.” Environments 8 (8). https://doi.org/10.3390/environments8080071.

+

Ranke, Johannes, Janina Wöltjen, Jana Schmidt, and Emmanuelle Comets. 2021. “Taking Kinetic Evaluations of Degradation Data to the Next Level with Nonlinear Mixed-Effects Models.” Environments 8 (8). https://doi.org/10.3390/environments8080071.

-

Rapporteur Member State Germany, Co-Rapporteur Member State Bulgaria. 2018. “Renewal Assessment Report Dimethenamid-P Volume 3 - B.8 Environmental fate and behaviour, Rev. 2 - November 2017.” https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716.

+

Rapporteur Member State Germany, Co-Rapporteur Member State Bulgaria. 2018. “Renewal Assessment Report Dimethenamid-P Volume 3 - B.8 Environmental fate and behaviour, Rev. 2 - November 2017.” https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716.

@@ -602,11 +495,13 @@ rsd_high NA 0.031883 NA
-

Developed by Johannes Ranke.

+

+

Developed by Johannes Ranke.

-

Site built with pkgdown 1.6.1.

+

+

Site built with pkgdown 2.0.2.

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-
-
- -
+
-
-

Authors

+
+
+

Authors

+
+ + +
  • +

    Johannes Ranke. Author, maintainer, copyright holder. +

    +
    • +
  • +

    Katrin Lindenberger. Contributor. +
    contributed to mkinresplot()

    +
    • +
  • +

    René Lehmann. Contributor. +
    ilr() and invilr()

    +
    • +
  • +

    Eurofins Regulatory AG. Copyright holder. +
    copyright for some of the contributions of JR 2012-2014

    +
    • +
+
+
+

Citation

+ Source: DESCRIPTION +
-
    -
  • -

    Johannes Ranke. Author, maintainer, copyright holder. -

    -
    • -
  • -

    Katrin Lindenberger. Contributor. -
    contributed to mkinresplot()

    -
    • -
  • -

    René Lehmann. Contributor. -
    ilr() and invilr()

    -
    • -
  • -

    Eurofins Regulatory AG. Copyright holder. -
    copyright for some of the contributions of JR 2012-2014

    -
    • -
+ +

Ranke J (2022). +mkin: Kinetic Evaluation of Chemical Degradation Data. +R package version 1.1.0, https://pkgdown.jrwb.de/mkin/. +

+ 
@Manual{,
+  title = {mkin: Kinetic Evaluation of Chemical Degradation Data},
+  author = {Johannes Ranke},
+  year = {2022},
+  note = {R package version 1.1.0},
+  url = {https://pkgdown.jrwb.de/mkin/},
+}
@@ -165,22 +122,20 @@ -
-
-

Developed by Johannes Ranke.

+
+

Developed by Johannes Ranke.

-

Site built with pkgdown 1.6.1.

+

Site built with pkgdown 2.0.2.

-
-
+
- - + + diff --git a/docs/dev/index.html b/docs/dev/index.html index fe365189..9490235c 100644 --- a/docs/dev/index.html +++ b/docs/dev/index.html @@ -31,6 +31,8 @@ + +
-
-

-mkin

+
+

mkin +

The R package mkin provides calculation routines for the analysis of chemical degradation data, including multicompartment kinetics as needed for modelling the formation and decline of transformation products, or if several degradation compartments are involved.

-
-

-Installation

-

You can install the latest released version from CRAN from within R:

+
+

Installation +

+

You can install the latest released version from CRAN from within R:

+install.packages("mkin")
-
-

-Background

+
+

Background +

In the regulatory evaluation of chemical substances like plant protection products (pesticides), biocides and other chemicals, degradation data play an important role. For the evaluation of pesticide degradation experiments, detailed guidance and helpful tools have been developed as detailed in ‘Credits and historical remarks’ below.

-
-

-Usage

+
+

Usage +

For a start, have a look at the code examples provided for plot.mkinfit and plot.mmkin, and at the package vignettes FOCUS L and FOCUS D.

-
-

-Documentation

-

The HTML documentation of the latest version released to CRAN is available at jrwb.de and github. Documentation of the development version is found in the ‘dev’ subdirectory.

+
+

Documentation +

+

The HTML documentation of the latest version released to CRAN is available at jrwb.de and github. Documentation of the development version is found in the ‘dev’ subdirectory.

-
-

-Features

-
-

-General

+
+

Features +

+
+

General +

  • Highly flexible model specification using mkinmod, including equilibrium reactions and using the single first-order reversible binding (SFORB) model, which will automatically create two latent state variables for the observed variable.
  • Model solution (forward modelling) in the function mkinpredict is performed either using the analytical solution for the case of parent only degradation, an eigenvalue based solution if only simple first-order (SFO) or SFORB kinetics are used in the model, or using a numeric solver from the deSolve package (default is lsoda).
    • @@ -150,9 +152,9 @@
  • The ‘variance by variable’ error model which is often fitted using Iteratively Reweighted Least Squares (IRLS) should now be specified as error_model = "obs".
-
-

-Unique in mkin

+
+

Unique in mkin +

  • Three different error models can be selected using the argument error_model to the mkinfit function. A two-component error model similar to the one proposed by Rocke and Lorenzato can be selected using the argument error_model = "tc".
  • Model comparisons using the Akaike Information Criterion (AIC) are supported which can also be used for non-constant variance. In such cases the FOCUS chi-squared error level is not meaningful.
    • @@ -162,37 +164,37 @@
  • Nonlinear mixed-effects models can be created from fits of the same degradation model to different datasets for the same compound by using the nlme.mmkin method. Note that the convergence of the nlme fits depends on the quality of the data. Convergence is better for simple models and data for many groups (e.g. soils).
-
-

-Performance

+
+

Performance +

  • Parallel fitting of several models to several datasets is supported, see for example plot.mmkin.
    • -
  • If a C compiler is installed, the kinetic models are compiled from automatically generated C code, see vignette compiled_models. The autogeneration of C code was inspired by the ccSolve package. Thanks to Karline Soetaert for her work on that.
    • -
  • Even if no compiler is installed, many degradation models still give very good performance, as current versions of mkin also have analytical solutions for some models with one metabolite, and if SFO or SFORB are used for the parent compound, Eigenvalue based solutions of the degradation model are available.
    • +
  • If a C compiler is installed, the kinetic models are compiled from automatically generated C code, see vignette compiled_models. The autogeneration of C code was inspired by the ccSolve package. Thanks to Karline Soetaert for her work on that.
    • +
  • Even if no compiler is installed, many degradation models still give very good performance, as current versions of mkin also have analytical solutions for some models with one metabolite, and if SFO or SFORB are used for the parent compound, Eigenvalue based solutions of the degradation model are available.
-
-

-GUI

-

There is a graphical user interface that may be useful. Please refer to its documentation page for installation instructions and a manual.

+
+

GUI +

+

There is a graphical user interface that may be useful. Please refer to its documentation page for installation instructions and a manual.

-
-

-News

-

There is a list of changes for the latest CRAN release and one for each github branch, e.g. the main branch.

+
+

News +

+

There is a list of changes for the latest CRAN release and one for each github branch, e.g. the main branch.

-
-

-Credits and historical remarks

-

mkin would not be possible without the underlying software stack consisting of, among others, R and the package deSolve. In previous version, mkin was also using the functionality of the FME package. Please refer to the package page on CRAN for the full list of imported and suggested R packages. Also, Debian Linux, the vim editor and the Nvim-R plugin have been invaluable in its development.

-

mkin could not have been written without me being introduced to regulatory fate modelling of pesticides by Adrian Gurney during my time at Harlan Laboratories Ltd (formerly RCC Ltd). mkin greatly profits from and largely follows the work done by the FOCUS Degradation Kinetics Workgroup, as detailed in their guidance document from 2006, slightly updated in 2011 and in 2014.

+
+

Credits and historical remarks +

+

mkin would not be possible without the underlying software stack consisting of, among others, R and the package deSolve. In previous version, mkin was also using the functionality of the FME package. Please refer to the package page on CRAN for the full list of imported and suggested R packages. Also, Debian Linux, the vim editor and the Nvim-R plugin have been invaluable in its development.

+

mkin could not have been written without me being introduced to regulatory fate modelling of pesticides by Adrian Gurney during my time at Harlan Laboratories Ltd (formerly RCC Ltd). mkin greatly profits from and largely follows the work done by the FOCUS Degradation Kinetics Workgroup, as detailed in their guidance document from 2006, slightly updated in 2011 and in 2014.

Also, it was inspired by the first version of KinGUI developed by BayerCropScience, which is based on the MatLab runtime environment.

-

The companion package kinfit (now deprecated) was started in 2008 and first published on CRAN on 01 May 2010.

-

The first mkin code was published on 11 May 2010 and the first CRAN version on 18 May 2010.

+

The companion package kinfit (now deprecated) was started in 2008 and first published on CRAN on 01 May 2010.

+

The first mkin code was published on 11 May 2010 and the first CRAN version on 18 May 2010.

In 2011, Bayer Crop Science started to distribute an R based successor to KinGUI named KinGUII whose R code is based on mkin, but which added, among other refinements, a closed source graphical user interface (GUI), iteratively reweighted least squares (IRLS) optimisation of the variance for each of the observed variables, and Markov Chain Monte Carlo (MCMC) simulation functionality, similar to what is available e.g. in the FME package.

-

Somewhat in parallel, Syngenta has sponsored the development of an mkin and KinGUII based GUI application called CAKE, which also adds IRLS and MCMC, is more limited in the model formulation, but puts more weight on usability. CAKE is available for download from the CAKE website, where you can also find a zip archive of the R scripts derived from mkin, published under the GPL license.

-

Finally, there is KineticEval, which contains a further development of the scripts used for KinGUII, so the different tools will hopefully be able to learn from each other in the future as well.

+

Somewhat in parallel, Syngenta has sponsored the development of an mkin and KinGUII based GUI application called CAKE, which also adds IRLS and MCMC, is more limited in the model formulation, but puts more weight on usability. CAKE is available for download from the CAKE website, where you can also find a zip archive of the R scripts derived from mkin, published under the GPL license.

+

Finally, there is KineticEval, which contains a further development of the scripts used for KinGUII, so the different tools will hopefully be able to learn from each other in the future as well.

Thanks to René Lehmann, formerly working at the Umweltbundesamt, for the nice cooperation cooperation on parameter transformations, especially the isometric log-ratio transformation that is now used for formation fractions in case there are more than two transformation targets.

Many inspirations for improvements of mkin resulted from doing kinetic evaluations of degradation data for my clients while working at Harlan Laboratories and at Eurofins Regulatory AG, and now as an independent consultant.

Funding was received from the Umweltbundesamt in the course of the projects

@@ -205,30 +207,30 @@
  • Project Number 146839 (Checking the feasibility of using mixed-effects models for the derivation of kinetic modelling parameters from degradation studies, 2020-2021)
    • -
    -

    -References

    +
    +

    References +

    -Ranke J, Wöltjen J, Schmidt J, and Comets E (2021) Taking kinetic evaluations of degradation data to the next level with nonlinear mixed-effects models. Environments 8 (8) 71 doi:10.3390/environments8080071 +Ranke J, Wöltjen J, Schmidt J, and Comets E (2021) Taking kinetic evaluations of degradation data to the next level with nonlinear mixed-effects models. Environments 8 (8) 71 doi:10.3390/environments8080071
    -Ranke J, Meinecke S (2019) Error Models for the Kinetic Evaluation of Chemical Degradation Data Environments 6 (12) 124 doi:10.3390/environments6120124 +Ranke J, Meinecke S (2019) Error Models for the Kinetic Evaluation of Chemical Degradation Data Environments 6 (12) 124 doi:10.3390/environments6120124
    -Ranke J, Wöltjen J, Meinecke S (2018) Comparison of software tools for kinetic evaluation of chemical degradation data Environmental Sciences Europe 30 17 doi:10.1186/s12302-018-0145-1 +Ranke J, Wöltjen J, Meinecke S (2018) Comparison of software tools for kinetic evaluation of chemical degradation data Environmental Sciences Europe 30 17 doi:10.1186/s12302-018-0145-1
    -
    -

    -Development

    +
    +

    Development +

    Contributions are welcome!

    @@ -236,48 +238,58 @@ Ranke J, Wöltjen J, Meinecke S (2018) Comparison of software tools for kinetic -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/pkgdown.css b/docs/dev/pkgdown.css index 1273238d..80ea5b83 100644 --- a/docs/dev/pkgdown.css +++ b/docs/dev/pkgdown.css @@ -56,8 +56,10 @@ img.icon { float: right; } -img { +/* Ensure in-page images don't run outside their container */ +.contents img { max-width: 100%; + height: auto; } /* Fix bug in bootstrap (only seen in firefox) */ @@ -78,11 +80,10 @@ dd { /* Section anchors ---------------------------------*/ a.anchor { - margin-left: -30px; - display:inline-block; - width: 30px; - height: 30px; - visibility: hidden; + display: none; + margin-left: 5px; + width: 20px; + height: 20px; background-image: url(./link.svg); background-repeat: no-repeat; @@ -90,17 +91,15 @@ a.anchor { background-position: center center; } -.hasAnchor:hover a.anchor { - visibility: visible; -} - -@media (max-width: 767px) { - .hasAnchor:hover a.anchor { - visibility: hidden; - } +h1:hover .anchor, +h2:hover .anchor, +h3:hover .anchor, +h4:hover .anchor, +h5:hover .anchor, +h6:hover .anchor { + display: inline-block; } - /* Fixes for fixed navbar --------------------------*/ .contents h1, .contents h2, .contents h3, .contents h4 { @@ -264,31 +263,26 @@ table { /* Syntax highlighting ---------------------------------------------------- */ -pre { - word-wrap: normal; - word-break: normal; - border: 1px solid #eee; -} - -pre, code { +pre, code, pre code { background-color: #f8f8f8; color: #333; } +pre, pre code { + white-space: pre-wrap; + word-break: break-all; + overflow-wrap: break-word; +} -pre code { - overflow: auto; - word-wrap: normal; - white-space: pre; +pre { + border: 1px solid #eee; } -pre .img { +pre .img, pre .r-plt { margin: 5px 0; } -pre .img img { +pre .img img, pre .r-plt img { background-color: #fff; - display: block; - height: auto; } code a, pre a { @@ -305,9 +299,8 @@ a.sourceLine:hover { .kw {color: #264D66;} /* keyword */ .co {color: #888888;} /* comment */ -.message { color: black; font-weight: bolder;} -.error { color: orange; font-weight: bolder;} -.warning { color: #6A0366; font-weight: bolder;} +.error {font-weight: bolder;} +.warning {font-weight: bolder;} /* Clipboard --------------------------*/ @@ -365,3 +358,27 @@ mark { content: ""; } } + +/* Section anchors --------------------------------- + Added in pandoc 2.11: https://github.com/jgm/pandoc-templates/commit/9904bf71 +*/ + +div.csl-bib-body { } +div.csl-entry { + clear: both; +} +.hanging-indent div.csl-entry { + margin-left:2em; + text-indent:-2em; +} +div.csl-left-margin { + min-width:2em; + float:left; +} +div.csl-right-inline { + margin-left:2em; + padding-left:1em; +} +div.csl-indent { + margin-left: 2em; +} diff --git a/docs/dev/pkgdown.js b/docs/dev/pkgdown.js index 7e7048fa..6f0eee40 100644 --- a/docs/dev/pkgdown.js +++ b/docs/dev/pkgdown.js @@ -80,7 +80,7 @@ $(document).ready(function() { var copyButton = ""; - $(".examples, div.sourceCode").addClass("hasCopyButton"); + $("div.sourceCode").addClass("hasCopyButton"); // Insert copy buttons: $(copyButton).prependTo(".hasCopyButton"); @@ -91,7 +91,7 @@ // Initialize clipboard: var clipboardBtnCopies = new ClipboardJS('[data-clipboard-copy]', { text: function(trigger) { - return trigger.parentNode.textContent; + return trigger.parentNode.textContent.replace(/\n#>[^\n]*/g, ""); } }); diff --git a/docs/dev/pkgdown.yml b/docs/dev/pkgdown.yml index cecb4035..b5257483 100644 --- a/docs/dev/pkgdown.yml +++ b/docs/dev/pkgdown.yml @@ -1,17 +1,17 @@ pandoc: 2.9.2.1 -pkgdown: 1.6.1 +pkgdown: 2.0.2 pkgdown_sha: ~ articles: FOCUS_D: FOCUS_D.html FOCUS_L: FOCUS_L.html mkin: mkin.html twa: twa.html - web_only/FOCUS_Z: FOCUS_Z.html - web_only/NAFTA_examples: NAFTA_examples.html - web_only/benchmarks: benchmarks.html - web_only/compiled_models: compiled_models.html - web_only/dimethenamid_2018: dimethenamid_2018.html -last_built: 2022-01-11T18:34Z + FOCUS_Z: web_only/FOCUS_Z.html + NAFTA_examples: web_only/NAFTA_examples.html + benchmarks: web_only/benchmarks.html + compiled_models: web_only/compiled_models.html + dimethenamid_2018: web_only/dimethenamid_2018.html +last_built: 2022-02-28T14:05Z urls: reference: https://pkgdown.jrwb.de/mkin/reference article: https://pkgdown.jrwb.de/mkin/articles diff --git a/docs/dev/reference/Rplot001.png b/docs/dev/reference/Rplot001.png index 05495b6a..17a35806 100644 Binary files a/docs/dev/reference/Rplot001.png and b/docs/dev/reference/Rplot001.png differ diff --git a/docs/dev/reference/Rplot002.png b/docs/dev/reference/Rplot002.png index bb1f61b8..e40f40a0 100644 Binary files a/docs/dev/reference/Rplot002.png and b/docs/dev/reference/Rplot002.png differ diff --git a/docs/dev/reference/Rplot003.png b/docs/dev/reference/Rplot003.png index c90dd2e2..fa29fc43 100644 Binary files a/docs/dev/reference/Rplot003.png and b/docs/dev/reference/Rplot003.png differ diff --git a/docs/dev/reference/dimethenamid_2018.html b/docs/dev/reference/dimethenamid_2018.html index 60c15ade..5fb94988 100644 --- a/docs/dev/reference/dimethenamid_2018.html +++ b/docs/dev/reference/dimethenamid_2018.html @@ -1,72 +1,17 @@ - - - - - - - -Aerobic soil degradation data on dimethenamid and dimethenamid-P from the EU assessment in 2018 — dimethenamid_2018 • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Aerobic soil degradation data on dimethenamid and dimethenamid-P from the EU assessment in 2018 — dimethenamid_2018 • mkin - - - - - - - - - + + - - - - -
    -
    - -
    - -
    +

    Aerobic soil degradation data on dimethenamid and dimethenamid-P from the EU assessment in 2018

    - Source: R/dimethenamid_2018.R + Source: R/dimethenamid_2018.R
    @@ -157,294 +93,368 @@ context of pesticide registrations, as the use of the data may be constrained by data protection regulations.

    - 
    dimethenamid_2018
    - - -

    Format

    - -

    An mkindsg object grouping seven datasets with some meta information

    -

    Source

    +
    + 
    dimethenamid_2018
    +
    +
    +

    Format

    +

    An mkindsg object grouping seven datasets with some meta information

    +
    +
    +

    Source

    Rapporteur Member State Germany, Co-Rapporteur Member State Bulgaria (2018) Renewal Assessment Report Dimethenamid-P Volume 3 - B.8 Environmental fate and behaviour Rev. 2 - November 2017 -https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716

    -

    Details

    - +https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716

    +
    +
    +

    Details

    The R code used to create this data object is installed with this package in the 'dataset_generation' directory. In the code, page numbers are given for specific pieces of information in the comments.

    +
    -

    Examples

    - 
    print(dimethenamid_2018)
-
    #> <mkindsg> holding 7 mkinds objects
-#> Title $title:  Aerobic soil degradation data on dimethenamid-P from the EU assessment in 2018 
-#> Occurrence of observed compounds $observed_n:
-#> DMTAP   M23   M27   M31  DMTA 
-#>     3     7     7     7     4 
-#> Time normalisation factors $f_time_norm:
-#> [1] 1.0000000 0.9706477 1.2284784 1.2284784 0.6233856 0.7678922 0.6733938
-#> Meta information $meta:
-#>                      study  usda_soil_type study_moisture_ref_type rel_moisture
-#> Calke        Unsworth 2014      Sandy loam                     pF2         1.00
-#> Borstel  Staudenmaier 2009            Sand                     pF1         0.50
-#> Elliot 1        Wendt 1997       Clay loam                   pF2.5         0.75
-#> Elliot 2        Wendt 1997       Clay loam                   pF2.5         0.75
-#> Flaach          König 1996 Sandy clay loam                     pF1         0.40
-#> BBA 2.2         König 1995      Loamy sand                     pF1         0.40
-#> BBA 2.3         König 1995      Sandy loam                     pF1         0.40
-#>          study_ref_moisture temperature
-#> Calke                    NA          20
-#> Borstel               23.00          20
-#> Elliot 1              33.37          23
-#> Elliot 2              33.37          23
-#> Flaach                   NA          20
-#> BBA 2.2                  NA          20
-#> BBA 2.3                  NA          20
    dmta_ds <- lapply(1:7, function(i) {
-  ds_i <- dimethenamid_2018$ds[[i]]$data
-  ds_i[ds_i$name == "DMTAP", "name"] <-  "DMTA"
-  ds_i$time <- ds_i$time * dimethenamid_2018$f_time_norm[i]
-  ds_i
-})
-names(dmta_ds) <- sapply(dimethenamid_2018$ds, function(ds) ds$title)
-dmta_ds[["Elliot"]] <- rbind(dmta_ds[["Elliot 1"]], dmta_ds[["Elliot 2"]])
-dmta_ds[["Elliot 1"]] <- NULL
-dmta_ds[["Elliot 2"]] <- NULL
-# \dontrun{
-dfop_sfo3_plus <- mkinmod(
-  DMTA = mkinsub("DFOP", c("M23", "M27", "M31")),
-  M23 = mkinsub("SFO"),
-  M27 = mkinsub("SFO"),
-  M31 = mkinsub("SFO", "M27", sink = FALSE),
-  quiet = TRUE
-)
-f_dmta_mkin_tc <- mmkin(
-  list("DFOP-SFO3+" = dfop_sfo3_plus),
-  dmta_ds, quiet = TRUE, error_model = "tc")
-nlmixr_model(f_dmta_mkin_tc)
-
    #> With est = 'saem', a different error model is required for each observed variableChanging the error model to 'obs_tc' (Two-component error for each observed variable)
    #> Warning: number of items to replace is not a multiple of replacement length
    #> function () 
-#> {
-#>     ini({
-#>         DMTA_0 = 98.7132391714013
-#>         eta.DMTA_0 ~ 2.32692496033921
-#>         log_k_M23 = -3.92162409637283
-#>         eta.log_k_M23 ~ 0.549278519419884
-#>         log_k_M27 = -4.33057580082049
-#>         eta.log_k_M27 ~ 0.855184233768426
-#>         log_k_M31 = -4.24415516780733
-#>         eta.log_k_M31 ~ 0.745746058085877
-#>         log_k1 = -2.23515804885306
-#>         eta.log_k1 ~ 0.901033446532357
-#>         log_k2 = -3.77581484944379
-#>         eta.log_k2 ~ 1.57682329638124
-#>         g_qlogis = 0.436302910942805
-#>         eta.g_qlogis ~ 3.10190528862808
-#>         f_DMTA_tffm0_1_qlogis = -2.0914852208395
-#>         eta.f_DMTA_tffm0_1_qlogis ~ 0.3
-#>         f_DMTA_tffm0_2_qlogis = -2.17879574608926
-#>         eta.f_DMTA_tffm0_2_qlogis ~ 0.3
-#>         f_DMTA_tffm0_3_qlogis = -2.14036526460782
-#>         eta.f_DMTA_tffm0_3_qlogis ~ 0.3
-#>         sigma_low_DMTA = 0.700117227383809
-#>         rsd_high_DMTA = 0.0257724286053519
-#>         sigma_low_M23 = 0.700117227383809
-#>         rsd_high_M23 = 0.0257724286053519
-#>         sigma_low_M27 = 0.700117227383809
-#>         rsd_high_M27 = 0.0257724286053519
-#>         sigma_low_M31 = 0.700117227383809
-#>         rsd_high_M31 = 0.0257724286053519
-#>     })
-#>     model({
-#>         DMTA_0_model = DMTA_0 + eta.DMTA_0
-#>         DMTA(0) = DMTA_0_model
-#>         k_M23 = exp(log_k_M23 + eta.log_k_M23)
-#>         k_M27 = exp(log_k_M27 + eta.log_k_M27)
-#>         k_M31 = exp(log_k_M31 + eta.log_k_M31)
-#>         k1 = exp(log_k1 + eta.log_k1)
-#>         k2 = exp(log_k2 + eta.log_k2)
-#>         g = expit(g_qlogis + eta.g_qlogis)
-#>         f_DMTA_to_M23 = expit(f_DMTA_tffm0_1_qlogis + eta.f_DMTA_tffm0_1_qlogis)
-#>         f_DMTA_to_M23 = expit(f_DMTA_tffm0_2_qlogis + eta.f_DMTA_tffm0_2_qlogis)
-#>         f_DMTA_to_M23 = expit(f_DMTA_tffm0_3_qlogis + eta.f_DMTA_tffm0_3_qlogis)
-#>         f_DMTA_to_M23 = f_DMTA_tffm0_1
-#>         f_DMTA_to_M27 = f_DMTA_tffm0_2 * (1 - f_DMTA_tffm0_1)
-#>         f_DMTA_to_M31 = f_DMTA_tffm0_3 * (1 - f_DMTA_tffm0_2) * 
-#>             (1 - f_DMTA_tffm0_1)
-#>         d/dt(DMTA) = -((k1 * g * exp(-k1 * time) + k2 * (1 - 
-#>             g) * exp(-k2 * time))/(g * exp(-k1 * time) + (1 - 
-#>             g) * exp(-k2 * time))) * DMTA
-#>         d/dt(M23) = +f_DMTA_to_M23 * ((k1 * g * exp(-k1 * time) + 
-#>             k2 * (1 - g) * exp(-k2 * time))/(g * exp(-k1 * time) + 
-#>             (1 - g) * exp(-k2 * time))) * DMTA - k_M23 * M23
-#>         d/dt(M27) = +f_DMTA_to_M27 * ((k1 * g * exp(-k1 * time) + 
-#>             k2 * (1 - g) * exp(-k2 * time))/(g * exp(-k1 * time) + 
-#>             (1 - g) * exp(-k2 * time))) * DMTA - k_M27 * M27 + 
-#>             k_M31 * M31
-#>         d/dt(M31) = +f_DMTA_to_M31 * ((k1 * g * exp(-k1 * time) + 
-#>             k2 * (1 - g) * exp(-k2 * time))/(g * exp(-k1 * time) + 
-#>             (1 - g) * exp(-k2 * time))) * DMTA - k_M31 * M31
-#>         DMTA ~ add(sigma_low_DMTA) + prop(rsd_high_DMTA)
-#>         M23 ~ add(sigma_low_M23) + prop(rsd_high_M23)
-#>         M27 ~ add(sigma_low_M27) + prop(rsd_high_M27)
-#>         M31 ~ add(sigma_low_M31) + prop(rsd_high_M31)
-#>     })
-#> }
-#> <environment: 0x555559d89920>
    # The focei fit takes about four minutes on my system
-system.time(
-  f_dmta_nlmixr_focei <- nlmixr(f_dmta_mkin_tc, est = "focei",
-    control = nlmixr::foceiControl(print = 500))
-)
-
    #> Warning: number of items to replace is not a multiple of replacement length
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:02 
-#> 
    #> → calculate sensitivities
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:04 
-#> 
    #> → calculate ∂(f)/∂(η)
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:01 
-#> 
    #> → calculate ∂(R²)/∂(η)
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:09 
-#> 
    #> → finding duplicate expressions in inner model...
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:07 
-#> 
    #> → optimizing duplicate expressions in inner model...
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:06 
-#> 
    #> → finding duplicate expressions in EBE model...
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:00 
-#> 
    #> → optimizing duplicate expressions in EBE model...
    #> [====|====|====|====|====|====|====|====|====|====] 0:00:00 
-#> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → optimizing duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> Model:
    #> cmt(DMTA);
-#> cmt(M23);
-#> cmt(M27);
-#> cmt(M31);
-#> rx_expr_14~ETA[1]+THETA[1];
-#> DMTA(0)=rx_expr_14;
-#> rx_expr_15~ETA[5]+THETA[5];
-#> rx_expr_16~ETA[7]+THETA[7];
-#> rx_expr_17~ETA[6]+THETA[6];
-#> rx_expr_24~exp(rx_expr_15);
-#> rx_expr_25~exp(rx_expr_17);
-#> rx_expr_29~t*rx_expr_24;
-#> rx_expr_30~t*rx_expr_25;
-#> rx_expr_31~exp(-(rx_expr_16));
-#> rx_expr_35~1+rx_expr_31;
-#> rx_expr_40~1/(rx_expr_35);
-#> rx_expr_42~(rx_expr_40);
-#> rx_expr_43~1-rx_expr_42;
-#> d/dt(DMTA)=-DMTA*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
-#> rx_expr_18~ETA[2]+THETA[2];
-#> rx_expr_26~exp(rx_expr_18);
-#> d/dt(M23)=-rx_expr_26*M23+DMTA*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))*f_DMTA_tffm0_1/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
-#> rx_expr_19~ETA[3]+THETA[3];
-#> rx_expr_20~ETA[4]+THETA[4];
-#> rx_expr_21~1-f_DMTA_tffm0_1;
-#> rx_expr_27~exp(rx_expr_19);
-#> rx_expr_28~exp(rx_expr_20);
-#> d/dt(M27)=-rx_expr_27*M27+rx_expr_28*M31+DMTA*(rx_expr_21)*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))*f_DMTA_tffm0_2/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
-#> rx_expr_22~1-f_DMTA_tffm0_2;
-#> d/dt(M31)=-rx_expr_28*M31+DMTA*(rx_expr_22)*(rx_expr_21)*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))*f_DMTA_tffm0_3/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
-#> rx_expr_0~CMT==4;
-#> rx_expr_1~CMT==2;
-#> rx_expr_2~CMT==1;
-#> rx_expr_3~CMT==3;
-#> rx_expr_4~1-(rx_expr_0);
-#> rx_expr_5~1-(rx_expr_1);
-#> rx_expr_6~1-(rx_expr_3);
-#> rx_yj_~(rx_expr_4)*((2*(rx_expr_5)*(rx_expr_2)+2*(rx_expr_1))*(rx_expr_6)+2*(rx_expr_3))+2*(rx_expr_0);
-#> rx_expr_7~(rx_expr_1);
-#> rx_expr_8~(rx_expr_3);
-#> rx_expr_9~(rx_expr_0);
-#> rx_expr_13~(rx_expr_5);
-#> rx_expr_32~rx_expr_13*(rx_expr_2);
-#> rx_lambda_~(rx_expr_4)*((rx_expr_32+rx_expr_7)*(rx_expr_6)+rx_expr_8)+rx_expr_9;
-#> rx_hi_~(rx_expr_4)*((rx_expr_32+rx_expr_7)*(rx_expr_6)+rx_expr_8)+rx_expr_9;
-#> rx_low_~0;
-#> rx_expr_10~M31*(rx_expr_0);
-#> rx_expr_11~M27*(rx_expr_3);
-#> rx_expr_12~M23*(rx_expr_1);
-#> rx_expr_23~DMTA*(rx_expr_5);
-#> rx_expr_36~rx_expr_23*(rx_expr_2);
-#> rx_pred_=(rx_expr_4)*((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_3)+((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2))*(rx_expr_6))+(rx_expr_0)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)));
-#> rx_expr_33~Rx_pow_di(THETA[12],2);
-#> rx_expr_34~Rx_pow_di(THETA[11],2);
-#> rx_r_=(rx_expr_4)*((rx_expr_33*Rx_pow_di(((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_3)+((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2))*(rx_expr_6)),2)+rx_expr_34)*(rx_expr_3)+((rx_expr_1)*(rx_expr_33*Rx_pow_di(((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2)),2)+rx_expr_34)+(rx_expr_33*Rx_pow_di(((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2)),2)+rx_expr_34)*(rx_expr_5)*(rx_expr_2))*(rx_expr_6))+(rx_expr_0)*(rx_expr_33*Rx_pow_di(((rx_expr_4)*((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_3)+((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2))*(rx_expr_6))+(rx_expr_0)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))),2)+rx_expr_34);
-#> DMTA_0=THETA[1];
-#> log_k_M23=THETA[2];
-#> log_k_M27=THETA[3];
-#> log_k_M31=THETA[4];
-#> log_k1=THETA[5];
-#> log_k2=THETA[6];
-#> g_qlogis=THETA[7];
-#> f_DMTA_tffm0_1_qlogis=THETA[8];
-#> f_DMTA_tffm0_2_qlogis=THETA[9];
-#> f_DMTA_tffm0_3_qlogis=THETA[10];
-#> sigma_low=THETA[11];
-#> rsd_high=THETA[12];
-#> eta.DMTA_0=ETA[1];
-#> eta.log_k_M23=ETA[2];
-#> eta.log_k_M27=ETA[3];
-#> eta.log_k_M31=ETA[4];
-#> eta.log_k1=ETA[5];
-#> eta.log_k2=ETA[6];
-#> eta.g_qlogis=ETA[7];
-#> eta.f_DMTA_tffm0_1_qlogis=ETA[8];
-#> eta.f_DMTA_tffm0_2_qlogis=ETA[9];
-#> eta.f_DMTA_tffm0_3_qlogis=ETA[10];
-#> DMTA_0_model=rx_expr_14;
-#> k_M23=rx_expr_26;
-#> k_M27=rx_expr_27;
-#> k_M31=rx_expr_28;
-#> k1=rx_expr_24;
-#> k2=rx_expr_25;
-#> g=1/(rx_expr_35);
-#> f_DMTA_to_M23=1/(1+exp(-(ETA[8]+THETA[8])));
-#> f_DMTA_to_M23=1/(1+exp(-(ETA[9]+THETA[9])));
-#> f_DMTA_to_M23=1/(1+exp(-(ETA[10]+THETA[10])));
-#> f_DMTA_to_M23=f_DMTA_tffm0_1;
-#> f_DMTA_to_M27=(rx_expr_21)*f_DMTA_tffm0_2;
-#> f_DMTA_to_M31=(rx_expr_22)*(rx_expr_21)*f_DMTA_tffm0_3;
-#> tad=tad();
-#> dosenum=dosenum();
    #> Needed Covariates:
    #> [1] "f_DMTA_tffm0_1" "f_DMTA_tffm0_2" "f_DMTA_tffm0_3" "CMT"           
    #> Error in (function (data, inits, PKpars, model = NULL, pred = NULL, err = NULL,     lower = -Inf, upper = Inf, fixed = NULL, skipCov = NULL,     control = foceiControl(), thetaNames = NULL, etaNames = NULL,     etaMat = NULL, ..., env = NULL, keep = NULL, drop = NULL) {    set.seed(control$seed)    .pt <- proc.time()    RxODE::.setWarnIdSort(FALSE)    on.exit(RxODE::.setWarnIdSort(TRUE))    loadNamespace("n1qn1")    if (!RxODE::rxIs(control, "foceiControl")) {        control <- do.call(foceiControl, control)    }    if (is.null(env)) {        .ret <- new.env(parent = emptyenv())    }    else {        .ret <- env    }    .ret$origData <- data    .ret$etaNames <- etaNames    .ret$thetaFixed <- fixed    .ret$control <- control    .ret$control$focei.mu.ref <- integer(0)    if (is(model, "RxODE") || is(model, "character")) {        .ret$ODEmodel <- TRUE        if (class(pred) != "function") {            stop("pred must be a function specifying the prediction variables in this model.")        }    }    else {        .ret$ODEmodel <- TRUE        model <- RxODE::rxGetLin(PKpars)        pred <- eval(parse(text = "function(){return(Central);}"))    }    .square <- function(x) x * x    .ret$diagXformInv <- c(sqrt = ".square", log = "exp", identity = "identity")[control$diagXform]    if (is.null(err)) {        err <- eval(parse(text = paste0("function(){err", paste(inits$ERROR[[1]],             collapse = ""), "}")))    }    .covNames <- .parNames <- c()    .ret$adjLik <- control$adjLik    .mixed <- !is.null(inits$OMGA) && length(inits$OMGA) > 0    if (!exists("noLik", envir = .ret)) {        .atol <- rep(control$atol, length(RxODE::rxModelVars(model)$state))        .rtol <- rep(control$rtol, length(RxODE::rxModelVars(model)$state))        .ssAtol <- rep(control$ssAtol, length(RxODE::rxModelVars(model)$state))        .ssRtol <- rep(control$ssRtol, length(RxODE::rxModelVars(model)$state))        .ret$model <- RxODE::rxSymPySetupPred(model, pred, PKpars,             err, grad = (control$derivMethod == 2L), pred.minus.dv = TRUE,             sum.prod = control$sumProd, theta.derivs = FALSE,             optExpression = control$optExpression, interaction = (control$interaction ==                 1L), only.numeric = !.mixed, run.internal = TRUE,             addProp = control$addProp)        if (!is.null(.ret$model$inner)) {            .atol <- c(.atol, rep(control$atolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.atol)))            .rtol <- c(.rtol, rep(control$rtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.rtol)))            .ret$control$rxControl$atol <- .atol            .ret$control$rxControl$rtol <- .rtol            .ssAtol <- c(.ssAtol, rep(control$ssAtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.ssAtol)))            .ssRtol <- c(.ssRtol, rep(control$ssRtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.ssRtol)))            .ret$control$rxControl$ssAtol <- .ssAtol            .ret$control$rxControl$ssRtol <- .ssRtol        }        .covNames <- .parNames <- RxODE::rxParams(.ret$model$pred.only)        .covNames <- .covNames[regexpr(rex::rex(start, or("THETA",             "ETA"), "[", numbers, "]", end), .covNames) == -1]        colnames(data) <- sapply(names(data), function(x) {            if (any(x == .covNames)) {                return(x)            }            else {                return(toupper(x))            }        })        .lhs <- c(names(RxODE::rxInits(.ret$model$pred.only)),             RxODE::rxLhs(.ret$model$pred.only))        if (length(.lhs) > 0) {            .covNames <- .covNames[regexpr(rex::rex(start, or(.lhs),                 end), .covNames) == -1]        }        if (length(.covNames) > 0) {            if (!all(.covNames %in% names(data))) {                message("Model:")                RxODE::rxCat(.ret$model$pred.only)                message("Needed Covariates:")                nlmixrPrint(.covNames)                stop("Not all the covariates are in the dataset.")            }            message("Needed Covariates:")            print(.covNames)        }        .extraPars <- .ret$model$extra.pars    }    else {        if (.ret$noLik) {            .atol <- rep(control$atol, length(RxODE::rxModelVars(model)$state))            .rtol <- rep(control$rtol, length(RxODE::rxModelVars(model)$state))            .ret$model <- RxODE::rxSymPySetupPred(model, pred,                 PKpars, err, grad = FALSE, pred.minus.dv = TRUE,                 sum.prod = control$sumProd, theta.derivs = FALSE,                 optExpression = control$optExpression, run.internal = TRUE,                 only.numeric = TRUE, addProp = control$addProp)            if (!is.null(.ret$model$inner)) {                .atol <- c(.atol, rep(control$atolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                   length(.atol)))                .rtol <- c(.rtol, rep(control$rtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                   length(.rtol)))                .ret$control$rxControl$atol <- .atol                .ret$control$rxControl$rtol <- .rtol            }            .covNames <- .parNames <- RxODE::rxParams(.ret$model$pred.only)            .covNames <- .covNames[regexpr(rex::rex(start, or("THETA",                 "ETA"), "[", numbers, "]", end), .covNames) ==                 -1]            colnames(data) <- sapply(names(data), function(x) {                if (any(x == .covNames)) {                  return(x)                }                else {                  return(toupper(x))                }            })            .lhs <- c(names(RxODE::rxInits(.ret$model$pred.only)),                 RxODE::rxLhs(.ret$model$pred.only))            if (length(.lhs) > 0) {                .covNames <- .covNames[regexpr(rex::rex(start,                   or(.lhs), end), .covNames) == -1]            }            if (length(.covNames) > 0) {                if (!all(.covNames %in% names(data))) {                  message("Model:")                  RxODE::rxCat(.ret$model$pred.only)                  message("Needed Covariates:")                  nlmixrPrint(.covNames)                  stop("Not all the covariates are in the dataset.")                }                message("Needed Covariates:")                print(.covNames)            }            .extraPars <- .ret$model$extra.pars        }        else {            .extraPars <- NULL        }    }    .ret$skipCov <- skipCov    if (is.null(skipCov)) {        if (is.null(fixed)) {            .tmp <- rep(FALSE, length(inits$THTA))        }        else {            if (length(fixed) < length(inits$THTA)) {                .tmp <- c(fixed, rep(FALSE, length(inits$THTA) -                   length(fixed)))            }            else {                .tmp <- fixed[1:length(inits$THTA)]            }        }        if (exists("uif", envir = .ret)) {            .uifErr <- .ret$uif$ini$err[!is.na(.ret$uif$ini$ntheta)]            .uifErr <- sapply(.uifErr, function(x) {                if (is.na(x)) {                  return(FALSE)                }                return(!any(x == c("pow2", "tbs", "tbsYj")))            })            .tmp <- (.tmp | .uifErr)        }        .ret$skipCov <- c(.tmp, rep(TRUE, length(.extraPars)))        .ret$control$focei.mu.ref <- .ret$uif$focei.mu.ref    }    if (is.null(.extraPars)) {        .nms <- c(sprintf("THETA[%s]", seq_along(inits$THTA)))    }    else {        .nms <- c(sprintf("THETA[%s]", seq_along(inits$THTA)),             sprintf("ERR[%s]", seq_along(.extraPars)))    }    if (!is.null(thetaNames) && (length(inits$THTA) + length(.extraPars)) ==         length(thetaNames)) {        .nms <- thetaNames    }    .ret$thetaNames <- .nms    .thetaReset$thetaNames <- .nms    if (length(lower) == 1) {        lower <- rep(lower, length(inits$THTA))    }    else if (length(lower) != length(inits$THTA)) {        print(inits$THTA)        print(lower)        stop("Lower must be a single constant for all the THETA lower bounds, or match the dimension of THETA.")    }    if (length(upper) == 1) {        upper <- rep(upper, length(inits$THTA))    }    else if (length(lower) != length(inits$THTA)) {        stop("Upper must be a single constant for all the THETA lower bounds, or match the dimension of THETA.")    }    if (!is.null(.extraPars)) {        .ret$model$extra.pars <- eval(call(control$diagXform,             .ret$model$extra.pars))        if (length(.ret$model$extra.pars) > 0) {            inits$THTA <- c(inits$THTA, .ret$model$extra.pars)            .lowerErr <- rep(control$atol[1] * 10, length(.ret$model$extra.pars))            .upperErr <- rep(Inf, length(.ret$model$extra.pars))            lower <- c(lower, .lowerErr)            upper <- c(upper, .upperErr)        }    }    if (is.null(data$ID))         stop("\"ID\" not found in data")    if (is.null(data$DV))         stop("\"DV\" not found in data")    if (is.null(data$EVID))         data$EVID <- 0    if (is.null(data$AMT))         data$AMT <- 0    for (.v in c("TIME", "AMT", "DV", .covNames)) {        data[[.v]] <- as.double(data[[.v]])    }    .ret$dataSav <- data    .ds <- data[data$EVID != 0 & data$EVID != 2, c("ID", "TIME",         "AMT", "EVID", .covNames)]    .w <- which(tolower(names(data)) == "limit")    .limitName <- NULL    if (length(.w) == 1L) {        .limitName <- names(data)[.w]    }    .censName <- NULL    .w <- which(tolower(names(data)) == "cens")    if (length(.w) == 1L) {        .censName <- names(data[.w])    }    data <- data[data$EVID == 0 | data$EVID == 2, c("ID", "TIME",         "DV", "EVID", .covNames, .limitName, .censName)]    .w <- which(!(names(.ret$dataSav) %in% c(.covNames, keep)))    names(.ret$dataSav)[.w] <- tolower(names(.ret$dataSav[.w]))    if (.mixed) {        .lh <- .parseOM(inits$OMGA)        .nlh <- sapply(.lh, length)        .osplt <- rep(1:length(.lh), .nlh)        .lini <- list(inits$THTA, unlist(.lh))        .nlini <- sapply(.lini, length)        .nsplt <- rep(1:length(.lini), .nlini)        .om0 <- .genOM(.lh)        if (length(etaNames) == dim(.om0)[1]) {            .ret$etaNames <- .ret$etaNames        }        else {            .ret$etaNames <- sprintf("ETA[%d]", seq(1, dim(.om0)[1]))        }        .ret$rxInv <- RxODE::rxSymInvCholCreate(mat = .om0, diag.xform = control$diagXform)        .ret$xType <- .ret$rxInv$xType        .om0a <- .om0        .om0a <- .om0a/control$diagOmegaBoundLower        .om0b <- .om0        .om0b <- .om0b * control$diagOmegaBoundUpper        .om0a <- RxODE::rxSymInvCholCreate(mat = .om0a, diag.xform = control$diagXform)        .om0b <- RxODE::rxSymInvCholCreate(mat = .om0b, diag.xform = control$diagXform)        .omdf <- data.frame(a = .om0a$theta, m = .ret$rxInv$theta,             b = .om0b$theta, diag = .om0a$theta.diag)        .omdf$lower <- with(.omdf, ifelse(a > b, b, a))        .omdf$lower <- with(.omdf, ifelse(lower == m, -Inf, lower))        .omdf$lower <- with(.omdf, ifelse(!diag, -Inf, lower))        .omdf$upper <- with(.omdf, ifelse(a < b, b, a))        .omdf$upper <- with(.omdf, ifelse(upper == m, Inf, upper))        .omdf$upper <- with(.omdf, ifelse(!diag, Inf, upper))        .ret$control$nomega <- length(.omdf$lower)        .ret$control$neta <- sum(.omdf$diag)        .ret$control$ntheta <- length(lower)        .ret$control$nfixed <- sum(fixed)        lower <- c(lower, .omdf$lower)        upper <- c(upper, .omdf$upper)    }    else {        .ret$control$nomega <- 0        .ret$control$neta <- 0        .ret$xType <- -1        .ret$control$ntheta <- length(lower)        .ret$control$nfixed <- sum(fixed)    }    .ret$lower <- lower    .ret$upper <- upper    .ret$thetaIni <- inits$THTA    .scaleC <- double(length(lower))    if (is.null(control$scaleC)) {        .scaleC <- rep(NA_real_, length(lower))    }    else {        .scaleC <- as.double(control$scaleC)        if (length(lower) > length(.scaleC)) {            .scaleC <- c(.scaleC, rep(NA_real_, length(lower) -                 length(.scaleC)))        }        else if (length(lower) < length(.scaleC)) {            .scaleC <- .scaleC[seq(1, length(lower))]            warning("scaleC control option has more options than estimated population parameters, please check.")        }    }    .ret$scaleC <- .scaleC    if (exists("uif", envir = .ret)) {        .ini <- as.data.frame(.ret$uif$ini)[!is.na(.ret$uif$ini$err),             c("est", "err", "ntheta")]        for (.i in seq_along(.ini$err)) {            if (is.na(.ret$scaleC[.ini$ntheta[.i]])) {                if (any(.ini$err[.i] == c("boxCox", "yeoJohnson",                   "pow2", "tbs", "tbsYj"))) {                  .ret$scaleC[.ini$ntheta[.i]] <- 1                }                else if (any(.ini$err[.i] == c("prop", "add",                   "norm", "dnorm", "logn", "dlogn", "lnorm",                   "dlnorm"))) {                  .ret$scaleC[.ini$ntheta[.i]] <- 0.5 * abs(.ini$est[.i])                }            }        }        for (.i in .ini$model$extraProps$powTheta) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- 1        }        .ini <- as.data.frame(.ret$uif$ini)        for (.i in .ini$model$extraProps$factorial) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- abs(1/digamma(.ini$est[.i] +                   1))        }        for (.i in .ini$model$extraProps$gamma) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- abs(1/digamma(.ini$est[.i]))        }        for (.i in .ini$model$extraProps$log) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- log(abs(.ini$est[.i])) * abs(.ini$est[.i])        }        for (.i in .ret$logitThetas) {            .b <- .ret$logitThetasLow[.i]            .c <- .ret$logitThetasHi[.i]            .a <- .ini$est[.i]            if (is.na(.ret$scaleC[.i])) {                .ret$scaleC[.i] <- 1 * (-.b + .c) * exp(-.a)/((1 +                   exp(-.a))^2 * (.b + 1 * (-.b + .c)/(1 + exp(-.a))))            }        }    }    names(.ret$thetaIni) <- sprintf("THETA[%d]", seq_along(.ret$thetaIni))    if (is.null(etaMat) & !is.null(control$etaMat)) {        .ret$etaMat <- control$etaMat    }    else {        .ret$etaMat <- etaMat    }    .ret$setupTime <- (proc.time() - .pt)["elapsed"]    if (exists("uif", envir = .ret)) {        .tmp <- .ret$uif$logThetasList        .ret$logThetas <- .tmp[[1]]        .ret$logThetasF <- .tmp[[2]]        .tmp <- .ret$uif$logitThetasList        .ret$logitThetas <- .tmp[[1]]        .ret$logitThetasF <- .tmp[[2]]        .tmp <- .ret$uif$logitThetasListLow        .ret$logitThetasLow <- .tmp[[1]]        .ret$logitThetasLowF <- .tmp[[2]]        .tmp <- .ret$uif$logitThetasListHi        .ret$logitThetasHi <- .tmp[[1]]        .ret$logitThetasHiF <- .tmp[[2]]        .tmp <- .ret$uif$probitThetasList        .ret$probitThetas <- .tmp[[1]]        .ret$probitThetasF <- .tmp[[2]]        .tmp <- .ret$uif$probitThetasListLow        .ret$probitThetasLow <- .tmp[[1]]        .ret$probitThetasLowF <- .tmp[[2]]        .tmp <- .ret$uif$probitThetasListHi        .ret$probitThetasHi <- .tmp[[1]]        .ret$probitThetasHiF <- .tmp[[2]]    }    else {        .ret$logThetasF <- integer(0)        .ret$logitThetasF <- integer(0)        .ret$logitThetasHiF <- numeric(0)        .ret$logitThetasLowF <- numeric(0)        .ret$logitThetas <- integer(0)        .ret$logitThetasHi <- numeric(0)        .ret$logitThetasLow <- numeric(0)        .ret$probitThetasF <- integer(0)        .ret$probitThetasHiF <- numeric(0)        .ret$probitThetasLowF <- numeric(0)        .ret$probitThetas <- integer(0)        .ret$probitThetasHi <- numeric(0)        .ret$probitThetasLow <- numeric(0)    }    if (exists("noLik", envir = .ret)) {        if (!.ret$noLik) {            .ret$.params <- c(sprintf("THETA[%d]", seq_along(.ret$thetaIni)),                 sprintf("ETA[%d]", seq(1, dim(.om0)[1])))            .ret$.thetan <- length(.ret$thetaIni)            .ret$nobs <- sum(data$EVID == 0)        }    }    .ret$control$printTop <- TRUE    .ret$control$nF <- 0    .est0 <- .ret$thetaIni    if (!is.null(.ret$model$pred.nolhs)) {        .ret$control$predNeq <- length(.ret$model$pred.nolhs$state)    }    else {        .ret$control$predNeq <- 0L    }    .fitFun <- function(.ret) {        this.env <- environment()        assign("err", "theta reset", this.env)        while (this.env$err == "theta reset") {            assign("err", "", this.env)            .ret0 <- tryCatch({                foceiFitCpp_(.ret)            }, error = function(e) {                if (regexpr("theta reset", e$message) != -1) {                  assign("zeroOuter", FALSE, this.env)                  assign("zeroGrad", FALSE, this.env)                  if (regexpr("theta reset0", e$message) != -1) {                    assign("zeroGrad", TRUE, this.env)                  }                  else if (regexpr("theta resetZ", e$message) !=                     -1) {                    assign("zeroOuter", TRUE, this.env)                  }                  assign("err", "theta reset", this.env)                }                else {                  assign("err", e$message, this.env)                }            })            if (this.env$err == "theta reset") {                .nm <- names(.ret$thetaIni)                .ret$thetaIni <- setNames(.thetaReset$thetaIni +                   0, .nm)                .ret$rxInv$theta <- .thetaReset$omegaTheta                .ret$control$printTop <- FALSE                .ret$etaMat <- .thetaReset$etaMat                .ret$control$etaMat <- .thetaReset$etaMat                .ret$control$maxInnerIterations <- .thetaReset$maxInnerIterations                .ret$control$nF <- .thetaReset$nF                .ret$control$gillRetC <- .thetaReset$gillRetC                .ret$control$gillRet <- .thetaReset$gillRet                .ret$control$gillRet <- .thetaReset$gillRet                .ret$control$gillDf <- .thetaReset$gillDf                .ret$control$gillDf2 <- .thetaReset$gillDf2                .ret$control$gillErr <- .thetaReset$gillErr                .ret$control$rEps <- .thetaReset$rEps                .ret$control$aEps <- .thetaReset$aEps                .ret$control$rEpsC <- .thetaReset$rEpsC                .ret$control$aEpsC <- .thetaReset$aEpsC                .ret$control$c1 <- .thetaReset$c1                .ret$control$c2 <- .thetaReset$c2                if (this.env$zeroOuter) {                  message("Posthoc reset")                  .ret$control$maxOuterIterations <- 0L                }                else if (this.env$zeroGrad) {                  message("Theta reset (zero gradient values); Switch to bobyqa")                  RxODE::rxReq("minqa")                  .ret$control$outerOptFun <- .bobyqa                  .ret$control$outerOpt <- -1L                }                else {                  message("Theta reset (ETA drift)")                }            }        }        if (this.env$err != "") {            stop(this.env$err)        }        else {            return(.ret0)        }    }    .ret0 <- try(.fitFun(.ret))    .n <- 1    while (inherits(.ret0, "try-error") && control$maxOuterIterations !=         0 && .n <= control$nRetries) {        message(sprintf("Restart %s", .n))        .ret$control$nF <- 0        .estNew <- .est0 + 0.2 * .n * abs(.est0) * stats::runif(length(.est0)) -             0.1 * .n        .estNew <- sapply(seq_along(.est0), function(.i) {            if (.ret$thetaFixed[.i]) {                return(.est0[.i])            }            else if (.estNew[.i] < lower[.i]) {                return(lower + (.Machine$double.eps)^(1/7))            }            else if (.estNew[.i] > upper[.i]) {                return(upper - (.Machine$double.eps)^(1/7))            }            else {                return(.estNew[.i])            }        })        .ret$thetaIni <- .estNew        .ret0 <- try(.fitFun(.ret))        .n <- .n + 1    }    if (inherits(.ret0, "try-error"))         stop("Could not fit data.")    .ret <- .ret0    if (exists("parHistData", .ret)) {        .tmp <- .ret$parHistData        .tmp <- .tmp[.tmp$type == "Unscaled", names(.tmp) !=             "type"]        .iter <- .tmp$iter        .tmp <- .tmp[, names(.tmp) != "iter"]        .ret$parHistStacked <- data.frame(stack(.tmp), iter = .iter)        names(.ret$parHistStacked) <- c("val", "par", "iter")        .ret$parHist <- data.frame(iter = .iter, .tmp)    }    if (.mixed) {        .etas <- .ret$ranef        .thetas <- .ret$fixef        .pars <- .Call(`_nlmixr_nlmixrParameters`, .thetas, .etas)        .ret$shrink <- .Call(`_nlmixr_calcShrinkOnly`, .ret$omega,             .pars$eta.lst, length(.etas$ID))        .updateParFixed(.ret)    }    else {        .updateParFixed(.ret)    }    if (!exists("table", .ret)) {        .ret$table <- tableControl()    }    if (control$calcTables) {        .ret <- addTable(.ret, updateObject = "no", keep = keep,             drop = drop, table = .ret$table)    }    .ret})(data = dat, inits = .FoceiInits, PKpars = .pars, model = .mod,     pred = function() {        return(nlmixr_pred)    }, err = uif$error, lower = uif$focei.lower, upper = uif$focei.upper,     fixed = uif$focei.fixed, thetaNames = uif$focei.names, etaNames = uif$eta.names,     control = control, env = env, keep = .keep, drop = .drop): Not all the covariates are in the dataset.
    #> Timing stopped at: 121.4 8.294 129.7
    #> Timing stopped at: 121.5 8.294 129.9
    summary(f_dmta_nlmixr_focei)
-
    #> Error in summary(f_dmta_nlmixr_focei): object 'f_dmta_nlmixr_focei' not found
    plot(f_dmta_nlmixr_focei)
-
    #> Error in plot(f_dmta_nlmixr_focei): object 'f_dmta_nlmixr_focei' not found
    # Using saemix takes about 18 minutes
-system.time(
-  f_dmta_saemix <- saem(f_dmta_mkin_tc, test_log_parms = TRUE)
-)
-
    #> Running main SAEM algorithm
-#> [1] "Tue Oct  5 16:58:50 2021"
-#> ....
-#>     Minimisation finished
-#> [1] "Tue Oct  5 17:17:24 2021"
    #>     user   system  elapsed 
-#> 1181.365    0.031 1181.470 
    
-# nlmixr with est = "saem" is pretty fast with default iteration numbers, most
-# of the time (about 2.5 minutes) is spent for calculating the log likelihood at the end
-# The likelihood calculated for the nlmixr fit is much lower than that found by saemix
-# Also, the trace plot and the plot of the individual predictions is not
-# convincing for the parent. It seems we are fitting an overparameterised
-# model, so the result we get strongly depends on starting parameters and control settings.
-system.time(
-  f_dmta_nlmixr_saem <- nlmixr(f_dmta_mkin_tc, est = "saem",
-    control = nlmixr::saemControl(print = 500, logLik = TRUE, nmc = 9))
-)
-
    #> With est = 'saem', a different error model is required for each observed variableChanging the error model to 'obs_tc' (Two-component error for each observed variable)
    #> Warning: number of items to replace is not a multiple of replacement length
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> Error in eval(substitute(expr), data, enclos = parent.frame()): Cannot run SAEM since some of the parameters are not mu-referenced (eta.f_DMTA_tffm0_1_qlogis, eta.f_DMTA_tffm0_2_qlogis, eta.f_DMTA_tffm0_3_qlogis)
    #> Timing stopped at: 0.849 0.016 0.864
    #> Timing stopped at: 1.041 0.016 1.058
    traceplot(f_dmta_nlmixr_saem$nm)
-
    #> Error in traceplot(f_dmta_nlmixr_saem$nm): could not find function "traceplot"
    summary(f_dmta_nlmixr_saem)
-
    #> Error in summary(f_dmta_nlmixr_saem): object 'f_dmta_nlmixr_saem' not found
    plot(f_dmta_nlmixr_saem)
-
    #> Error in plot(f_dmta_nlmixr_saem): object 'f_dmta_nlmixr_saem' not found
    # }
-
    +
    +

    Examples

    + 
    print(dimethenamid_2018)
+#> <mkindsg> holding 7 mkinds objects
+#> Title $title:  Aerobic soil degradation data on dimethenamid-P from the EU assessment in 2018 
+#> Occurrence of observed compounds $observed_n:
+#> DMTAP   M23   M27   M31  DMTA 
+#>     3     7     7     7     4 
+#> Time normalisation factors $f_time_norm:
+#> [1] 1.0000000 0.9706477 1.2284784 1.2284784 0.6233856 0.7678922 0.6733938
+#> Meta information $meta:
+#>                      study  usda_soil_type study_moisture_ref_type rel_moisture
+#> Calke        Unsworth 2014      Sandy loam                     pF2         1.00
+#> Borstel  Staudenmaier 2009            Sand                     pF1         0.50
+#> Elliot 1        Wendt 1997       Clay loam                   pF2.5         0.75
+#> Elliot 2        Wendt 1997       Clay loam                   pF2.5         0.75
+#> Flaach          König 1996 Sandy clay loam                     pF1         0.40
+#> BBA 2.2         König 1995      Loamy sand                     pF1         0.40
+#> BBA 2.3         König 1995      Sandy loam                     pF1         0.40
+#>          study_ref_moisture temperature
+#> Calke                    NA          20
+#> Borstel               23.00          20
+#> Elliot 1              33.37          23
+#> Elliot 2              33.37          23
+#> Flaach                   NA          20
+#> BBA 2.2                  NA          20
+#> BBA 2.3                  NA          20
+dmta_ds <- lapply(1:7, function(i) {
+  ds_i <- dimethenamid_2018$ds[[i]]$data
+  ds_i[ds_i$name == "DMTAP", "name"] <-  "DMTA"
+  ds_i$time <- ds_i$time * dimethenamid_2018$f_time_norm[i]
+  ds_i
+})
+names(dmta_ds) <- sapply(dimethenamid_2018$ds, function(ds) ds$title)
+dmta_ds[["Elliot"]] <- rbind(dmta_ds[["Elliot 1"]], dmta_ds[["Elliot 2"]])
+dmta_ds[["Elliot 1"]] <- NULL
+dmta_ds[["Elliot 2"]] <- NULL
+# \dontrun{
+dfop_sfo3_plus <- mkinmod(
+  DMTA = mkinsub("DFOP", c("M23", "M27", "M31")),
+  M23 = mkinsub("SFO"),
+  M27 = mkinsub("SFO"),
+  M31 = mkinsub("SFO", "M27", sink = FALSE),
+  quiet = TRUE
+)
+f_dmta_mkin_tc <- mmkin(
+  list("DFOP-SFO3+" = dfop_sfo3_plus),
+  dmta_ds, quiet = TRUE, error_model = "tc")
+nlmixr_model(f_dmta_mkin_tc)
+#> With est = 'saem', a different error model is required for each observed variableChanging the error model to 'obs_tc' (Two-component error for each observed variable)
+#> Warning: number of items to replace is not a multiple of replacement length
+#> function () 
+#> {
+#>     ini({
+#>         DMTA_0 = 99
+#>         eta.DMTA_0 ~ 2.3
+#>         log_k_M23 = -3.9
+#>         eta.log_k_M23 ~ 0.55
+#>         log_k_M27 = -4.3
+#>         eta.log_k_M27 ~ 0.86
+#>         log_k_M31 = -4.2
+#>         eta.log_k_M31 ~ 0.75
+#>         log_k1 = -2.2
+#>         eta.log_k1 ~ 0.9
+#>         log_k2 = -3.8
+#>         eta.log_k2 ~ 1.6
+#>         g_qlogis = 0.44
+#>         eta.g_qlogis ~ 3.1
+#>         f_DMTA_tffm0_1_qlogis = -2.1
+#>         eta.f_DMTA_tffm0_1_qlogis ~ 0.3
+#>         f_DMTA_tffm0_2_qlogis = -2.2
+#>         eta.f_DMTA_tffm0_2_qlogis ~ 0.3
+#>         f_DMTA_tffm0_3_qlogis = -2.1
+#>         eta.f_DMTA_tffm0_3_qlogis ~ 0.3
+#>         sigma_low_DMTA = 0.7
+#>         rsd_high_DMTA = 0.026
+#>         sigma_low_M23 = 0.7
+#>         rsd_high_M23 = 0.026
+#>         sigma_low_M27 = 0.7
+#>         rsd_high_M27 = 0.026
+#>         sigma_low_M31 = 0.7
+#>         rsd_high_M31 = 0.026
+#>     })
+#>     model({
+#>         DMTA_0_model = DMTA_0 + eta.DMTA_0
+#>         DMTA(0) = DMTA_0_model
+#>         k_M23 = exp(log_k_M23 + eta.log_k_M23)
+#>         k_M27 = exp(log_k_M27 + eta.log_k_M27)
+#>         k_M31 = exp(log_k_M31 + eta.log_k_M31)
+#>         k1 = exp(log_k1 + eta.log_k1)
+#>         k2 = exp(log_k2 + eta.log_k2)
+#>         g = expit(g_qlogis + eta.g_qlogis)
+#>         f_DMTA_to_M23 = expit(f_DMTA_tffm0_1_qlogis + eta.f_DMTA_tffm0_1_qlogis)
+#>         f_DMTA_to_M23 = expit(f_DMTA_tffm0_2_qlogis + eta.f_DMTA_tffm0_2_qlogis)
+#>         f_DMTA_to_M23 = expit(f_DMTA_tffm0_3_qlogis + eta.f_DMTA_tffm0_3_qlogis)
+#>         f_DMTA_to_M23 = f_DMTA_tffm0_1
+#>         f_DMTA_to_M27 = f_DMTA_tffm0_2 * (1 - f_DMTA_tffm0_1)
+#>         f_DMTA_to_M31 = f_DMTA_tffm0_3 * (1 - f_DMTA_tffm0_2) * 
+#>             (1 - f_DMTA_tffm0_1)
+#>         d/dt(DMTA) = -((k1 * g * exp(-k1 * time) + k2 * (1 - 
+#>             g) * exp(-k2 * time))/(g * exp(-k1 * time) + (1 - 
+#>             g) * exp(-k2 * time))) * DMTA
+#>         d/dt(M23) = +f_DMTA_to_M23 * ((k1 * g * exp(-k1 * time) + 
+#>             k2 * (1 - g) * exp(-k2 * time))/(g * exp(-k1 * time) + 
+#>             (1 - g) * exp(-k2 * time))) * DMTA - k_M23 * M23
+#>         d/dt(M27) = +f_DMTA_to_M27 * ((k1 * g * exp(-k1 * time) + 
+#>             k2 * (1 - g) * exp(-k2 * time))/(g * exp(-k1 * time) + 
+#>             (1 - g) * exp(-k2 * time))) * DMTA - k_M27 * M27 + 
+#>             k_M31 * M31
+#>         d/dt(M31) = +f_DMTA_to_M31 * ((k1 * g * exp(-k1 * time) + 
+#>             k2 * (1 - g) * exp(-k2 * time))/(g * exp(-k1 * time) + 
+#>             (1 - g) * exp(-k2 * time))) * DMTA - k_M31 * M31
+#>         DMTA ~ add(sigma_low_DMTA) + prop(rsd_high_DMTA)
+#>         M23 ~ add(sigma_low_M23) + prop(rsd_high_M23)
+#>         M27 ~ add(sigma_low_M27) + prop(rsd_high_M27)
+#>         M31 ~ add(sigma_low_M31) + prop(rsd_high_M31)
+#>     })
+#> }
+#> <environment: 0x55555fca3790>
+# The focei fit takes about four minutes on my system
+system.time(
+  f_dmta_nlmixr_focei <- nlmixr(f_dmta_mkin_tc, est = "focei",
+    control = nlmixr::foceiControl(print = 500))
+)
+#> Warning: number of items to replace is not a multiple of replacement length
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:01 
+#> 
+#> → calculate sensitivities
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:03 
+#> 
+#> → calculate ∂(f)/∂(η)
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:01 
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:08 
+#> 
+#> → finding duplicate expressions in inner model...
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:07 
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:06 
+#> 
+#> → finding duplicate expressions in EBE model...
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:00 
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> [====|====|====|====|====|====|====|====|====|====] 0:00:00 
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Model:
+#> cmt(DMTA);
+#> cmt(M23);
+#> cmt(M27);
+#> cmt(M31);
+#> rx_expr_14~ETA[1]+THETA[1];
+#> DMTA(0)=rx_expr_14;
+#> rx_expr_15~ETA[5]+THETA[5];
+#> rx_expr_16~ETA[7]+THETA[7];
+#> rx_expr_17~ETA[6]+THETA[6];
+#> rx_expr_24~exp(rx_expr_15);
+#> rx_expr_25~exp(rx_expr_17);
+#> rx_expr_29~t*rx_expr_24;
+#> rx_expr_30~t*rx_expr_25;
+#> rx_expr_31~exp(-(rx_expr_16));
+#> rx_expr_35~1+rx_expr_31;
+#> rx_expr_40~1/(rx_expr_35);
+#> rx_expr_42~(rx_expr_40);
+#> rx_expr_43~1-rx_expr_42;
+#> d/dt(DMTA)=-DMTA*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
+#> rx_expr_18~ETA[2]+THETA[2];
+#> rx_expr_26~exp(rx_expr_18);
+#> d/dt(M23)=-rx_expr_26*M23+DMTA*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))*f_DMTA_tffm0_1/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
+#> rx_expr_19~ETA[3]+THETA[3];
+#> rx_expr_20~ETA[4]+THETA[4];
+#> rx_expr_21~1-f_DMTA_tffm0_1;
+#> rx_expr_27~exp(rx_expr_19);
+#> rx_expr_28~exp(rx_expr_20);
+#> d/dt(M27)=-rx_expr_27*M27+rx_expr_28*M31+DMTA*(rx_expr_21)*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))*f_DMTA_tffm0_2/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
+#> rx_expr_22~1-f_DMTA_tffm0_2;
+#> d/dt(M31)=-rx_expr_28*M31+DMTA*(rx_expr_22)*(rx_expr_21)*(exp(rx_expr_15-rx_expr_29)/(rx_expr_35)+exp(rx_expr_17-rx_expr_30)*(rx_expr_43))*f_DMTA_tffm0_3/(exp(-t*rx_expr_24)/(rx_expr_35)+exp(-t*rx_expr_25)*(rx_expr_43));
+#> rx_expr_0~CMT==4;
+#> rx_expr_1~CMT==2;
+#> rx_expr_2~CMT==1;
+#> rx_expr_3~CMT==3;
+#> rx_expr_4~1-(rx_expr_0);
+#> rx_expr_5~1-(rx_expr_1);
+#> rx_expr_6~1-(rx_expr_3);
+#> rx_yj_~(rx_expr_4)*((2*(rx_expr_5)*(rx_expr_2)+2*(rx_expr_1))*(rx_expr_6)+2*(rx_expr_3))+2*(rx_expr_0);
+#> rx_expr_7~(rx_expr_1);
+#> rx_expr_8~(rx_expr_3);
+#> rx_expr_9~(rx_expr_0);
+#> rx_expr_13~(rx_expr_5);
+#> rx_expr_32~rx_expr_13*(rx_expr_2);
+#> rx_lambda_~(rx_expr_4)*((rx_expr_32+rx_expr_7)*(rx_expr_6)+rx_expr_8)+rx_expr_9;
+#> rx_hi_~(rx_expr_4)*((rx_expr_32+rx_expr_7)*(rx_expr_6)+rx_expr_8)+rx_expr_9;
+#> rx_low_~0;
+#> rx_expr_10~M31*(rx_expr_0);
+#> rx_expr_11~M27*(rx_expr_3);
+#> rx_expr_12~M23*(rx_expr_1);
+#> rx_expr_23~DMTA*(rx_expr_5);
+#> rx_expr_36~rx_expr_23*(rx_expr_2);
+#> rx_pred_=(rx_expr_4)*((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_3)+((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2))*(rx_expr_6))+(rx_expr_0)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)));
+#> rx_expr_33~Rx_pow_di(THETA[12],2);
+#> rx_expr_34~Rx_pow_di(THETA[11],2);
+#> rx_r_=(rx_expr_4)*((rx_expr_33*Rx_pow_di(((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_3)+((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2))*(rx_expr_6)),2)+rx_expr_34)*(rx_expr_3)+((rx_expr_1)*(rx_expr_33*Rx_pow_di(((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2)),2)+rx_expr_34)+(rx_expr_33*Rx_pow_di(((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2)),2)+rx_expr_34)*(rx_expr_5)*(rx_expr_2))*(rx_expr_6))+(rx_expr_0)*(rx_expr_33*Rx_pow_di(((rx_expr_4)*((rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_3)+((rx_expr_1)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))+(rx_expr_5)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))*(rx_expr_2))*(rx_expr_6))+(rx_expr_0)*(rx_expr_10+(rx_expr_4)*(rx_expr_11+(rx_expr_12+rx_expr_36)*(rx_expr_6)))),2)+rx_expr_34);
+#> DMTA_0=THETA[1];
+#> log_k_M23=THETA[2];
+#> log_k_M27=THETA[3];
+#> log_k_M31=THETA[4];
+#> log_k1=THETA[5];
+#> log_k2=THETA[6];
+#> g_qlogis=THETA[7];
+#> f_DMTA_tffm0_1_qlogis=THETA[8];
+#> f_DMTA_tffm0_2_qlogis=THETA[9];
+#> f_DMTA_tffm0_3_qlogis=THETA[10];
+#> sigma_low=THETA[11];
+#> rsd_high=THETA[12];
+#> eta.DMTA_0=ETA[1];
+#> eta.log_k_M23=ETA[2];
+#> eta.log_k_M27=ETA[3];
+#> eta.log_k_M31=ETA[4];
+#> eta.log_k1=ETA[5];
+#> eta.log_k2=ETA[6];
+#> eta.g_qlogis=ETA[7];
+#> eta.f_DMTA_tffm0_1_qlogis=ETA[8];
+#> eta.f_DMTA_tffm0_2_qlogis=ETA[9];
+#> eta.f_DMTA_tffm0_3_qlogis=ETA[10];
+#> DMTA_0_model=rx_expr_14;
+#> k_M23=rx_expr_26;
+#> k_M27=rx_expr_27;
+#> k_M31=rx_expr_28;
+#> k1=rx_expr_24;
+#> k2=rx_expr_25;
+#> g=1/(rx_expr_35);
+#> f_DMTA_to_M23=1/(1+exp(-(ETA[8]+THETA[8])));
+#> f_DMTA_to_M23=1/(1+exp(-(ETA[9]+THETA[9])));
+#> f_DMTA_to_M23=1/(1+exp(-(ETA[10]+THETA[10])));
+#> f_DMTA_to_M23=f_DMTA_tffm0_1;
+#> f_DMTA_to_M27=(rx_expr_21)*f_DMTA_tffm0_2;
+#> f_DMTA_to_M31=(rx_expr_22)*(rx_expr_21)*f_DMTA_tffm0_3;
+#> tad=tad();
+#> dosenum=dosenum();
+#> Needed Covariates:
+#> [1] "f_DMTA_tffm0_1" "f_DMTA_tffm0_2" "f_DMTA_tffm0_3" "CMT"           
+#> Error in (function (data, inits, PKpars, model = NULL, pred = NULL, err = NULL,     lower = -Inf, upper = Inf, fixed = NULL, skipCov = NULL,     control = foceiControl(), thetaNames = NULL, etaNames = NULL,     etaMat = NULL, ..., env = NULL, keep = NULL, drop = NULL) {    set.seed(control$seed)    .pt <- proc.time()    RxODE::.setWarnIdSort(FALSE)    on.exit(RxODE::.setWarnIdSort(TRUE))    loadNamespace("n1qn1")    if (!RxODE::rxIs(control, "foceiControl")) {        control <- do.call(foceiControl, control)    }    if (is.null(env)) {        .ret <- new.env(parent = emptyenv())    }    else {        .ret <- env    }    .ret$origData <- data    .ret$etaNames <- etaNames    .ret$thetaFixed <- fixed    .ret$control <- control    .ret$control$focei.mu.ref <- integer(0)    if (is(model, "RxODE") || is(model, "character")) {        .ret$ODEmodel <- TRUE        if (class(pred) != "function") {            stop("pred must be a function specifying the prediction variables in this model.")        }    }    else {        .ret$ODEmodel <- TRUE        model <- RxODE::rxGetLin(PKpars)        pred <- eval(parse(text = "function(){return(Central);}"))    }    .square <- function(x) x * x    .ret$diagXformInv <- c(sqrt = ".square", log = "exp", identity = "identity")[control$diagXform]    if (is.null(err)) {        err <- eval(parse(text = paste0("function(){err", paste(inits$ERROR[[1]],             collapse = ""), "}")))    }    .covNames <- .parNames <- c()    .ret$adjLik <- control$adjLik    .mixed <- !is.null(inits$OMGA) && length(inits$OMGA) > 0    if (!exists("noLik", envir = .ret)) {        .atol <- rep(control$atol, length(RxODE::rxModelVars(model)$state))        .rtol <- rep(control$rtol, length(RxODE::rxModelVars(model)$state))        .ssAtol <- rep(control$ssAtol, length(RxODE::rxModelVars(model)$state))        .ssRtol <- rep(control$ssRtol, length(RxODE::rxModelVars(model)$state))        .ret$model <- RxODE::rxSymPySetupPred(model, pred, PKpars,             err, grad = (control$derivMethod == 2L), pred.minus.dv = TRUE,             sum.prod = control$sumProd, theta.derivs = FALSE,             optExpression = control$optExpression, interaction = (control$interaction ==                 1L), only.numeric = !.mixed, run.internal = TRUE,             addProp = control$addProp)        if (!is.null(.ret$model$inner)) {            .atol <- c(.atol, rep(control$atolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.atol)))            .rtol <- c(.rtol, rep(control$rtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.rtol)))            .ret$control$rxControl$atol <- .atol            .ret$control$rxControl$rtol <- .rtol            .ssAtol <- c(.ssAtol, rep(control$ssAtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.ssAtol)))            .ssRtol <- c(.ssRtol, rep(control$ssRtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                 length(.ssRtol)))            .ret$control$rxControl$ssAtol <- .ssAtol            .ret$control$rxControl$ssRtol <- .ssRtol        }        .covNames <- .parNames <- RxODE::rxParams(.ret$model$pred.only)        .covNames <- .covNames[regexpr(rex::rex(start, or("THETA",             "ETA"), "[", numbers, "]", end), .covNames) == -1]        colnames(data) <- sapply(names(data), function(x) {            if (any(x == .covNames)) {                return(x)            }            else {                return(toupper(x))            }        })        .lhs <- c(names(RxODE::rxInits(.ret$model$pred.only)),             RxODE::rxLhs(.ret$model$pred.only))        if (length(.lhs) > 0) {            .covNames <- .covNames[regexpr(rex::rex(start, or(.lhs),                 end), .covNames) == -1]        }        if (length(.covNames) > 0) {            if (!all(.covNames %in% names(data))) {                message("Model:")                RxODE::rxCat(.ret$model$pred.only)                message("Needed Covariates:")                nlmixrPrint(.covNames)                stop("Not all the covariates are in the dataset.")            }            message("Needed Covariates:")            print(.covNames)        }        .extraPars <- .ret$model$extra.pars    }    else {        if (.ret$noLik) {            .atol <- rep(control$atol, length(RxODE::rxModelVars(model)$state))            .rtol <- rep(control$rtol, length(RxODE::rxModelVars(model)$state))            .ret$model <- RxODE::rxSymPySetupPred(model, pred,                 PKpars, err, grad = FALSE, pred.minus.dv = TRUE,                 sum.prod = control$sumProd, theta.derivs = FALSE,                 optExpression = control$optExpression, run.internal = TRUE,                 only.numeric = TRUE, addProp = control$addProp)            if (!is.null(.ret$model$inner)) {                .atol <- c(.atol, rep(control$atolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                   length(.atol)))                .rtol <- c(.rtol, rep(control$rtolSens, length(RxODE::rxModelVars(.ret$model$inner)$state) -                   length(.rtol)))                .ret$control$rxControl$atol <- .atol                .ret$control$rxControl$rtol <- .rtol            }            .covNames <- .parNames <- RxODE::rxParams(.ret$model$pred.only)            .covNames <- .covNames[regexpr(rex::rex(start, or("THETA",                 "ETA"), "[", numbers, "]", end), .covNames) ==                 -1]            colnames(data) <- sapply(names(data), function(x) {                if (any(x == .covNames)) {                  return(x)                }                else {                  return(toupper(x))                }            })            .lhs <- c(names(RxODE::rxInits(.ret$model$pred.only)),                 RxODE::rxLhs(.ret$model$pred.only))            if (length(.lhs) > 0) {                .covNames <- .covNames[regexpr(rex::rex(start,                   or(.lhs), end), .covNames) == -1]            }            if (length(.covNames) > 0) {                if (!all(.covNames %in% names(data))) {                  message("Model:")                  RxODE::rxCat(.ret$model$pred.only)                  message("Needed Covariates:")                  nlmixrPrint(.covNames)                  stop("Not all the covariates are in the dataset.")                }                message("Needed Covariates:")                print(.covNames)            }            .extraPars <- .ret$model$extra.pars        }        else {            .extraPars <- NULL        }    }    .ret$skipCov <- skipCov    if (is.null(skipCov)) {        if (is.null(fixed)) {            .tmp <- rep(FALSE, length(inits$THTA))        }        else {            if (length(fixed) < length(inits$THTA)) {                .tmp <- c(fixed, rep(FALSE, length(inits$THTA) -                   length(fixed)))            }            else {                .tmp <- fixed[1:length(inits$THTA)]            }        }        if (exists("uif", envir = .ret)) {            .uifErr <- .ret$uif$ini$err[!is.na(.ret$uif$ini$ntheta)]            .uifErr <- sapply(.uifErr, function(x) {                if (is.na(x)) {                  return(FALSE)                }                return(!any(x == c("pow2", "tbs", "tbsYj")))            })            .tmp <- (.tmp | .uifErr)        }        .ret$skipCov <- c(.tmp, rep(TRUE, length(.extraPars)))        .ret$control$focei.mu.ref <- .ret$uif$focei.mu.ref    }    if (is.null(.extraPars)) {        .nms <- c(sprintf("THETA[%s]", seq_along(inits$THTA)))    }    else {        .nms <- c(sprintf("THETA[%s]", seq_along(inits$THTA)),             sprintf("ERR[%s]", seq_along(.extraPars)))    }    if (!is.null(thetaNames) && (length(inits$THTA) + length(.extraPars)) ==         length(thetaNames)) {        .nms <- thetaNames    }    .ret$thetaNames <- .nms    .thetaReset$thetaNames <- .nms    if (length(lower) == 1) {        lower <- rep(lower, length(inits$THTA))    }    else if (length(lower) != length(inits$THTA)) {        print(inits$THTA)        print(lower)        stop("Lower must be a single constant for all the THETA lower bounds, or match the dimension of THETA.")    }    if (length(upper) == 1) {        upper <- rep(upper, length(inits$THTA))    }    else if (length(lower) != length(inits$THTA)) {        stop("Upper must be a single constant for all the THETA lower bounds, or match the dimension of THETA.")    }    if (!is.null(.extraPars)) {        .ret$model$extra.pars <- eval(call(control$diagXform,             .ret$model$extra.pars))        if (length(.ret$model$extra.pars) > 0) {            inits$THTA <- c(inits$THTA, .ret$model$extra.pars)            .lowerErr <- rep(control$atol[1] * 10, length(.ret$model$extra.pars))            .upperErr <- rep(Inf, length(.ret$model$extra.pars))            lower <- c(lower, .lowerErr)            upper <- c(upper, .upperErr)        }    }    if (is.null(data$ID))         stop("\"ID\" not found in data")    if (is.null(data$DV))         stop("\"DV\" not found in data")    if (is.null(data$EVID))         data$EVID <- 0    if (is.null(data$AMT))         data$AMT <- 0    for (.v in c("TIME", "AMT", "DV", .covNames)) {        data[[.v]] <- as.double(data[[.v]])    }    .ret$dataSav <- data    .ds <- data[data$EVID != 0 & data$EVID != 2, c("ID", "TIME",         "AMT", "EVID", .covNames)]    .w <- which(tolower(names(data)) == "limit")    .limitName <- NULL    if (length(.w) == 1L) {        .limitName <- names(data)[.w]    }    .censName <- NULL    .w <- which(tolower(names(data)) == "cens")    if (length(.w) == 1L) {        .censName <- names(data[.w])    }    data <- data[data$EVID == 0 | data$EVID == 2, c("ID", "TIME",         "DV", "EVID", .covNames, .limitName, .censName)]    .w <- which(!(names(.ret$dataSav) %in% c(.covNames, keep)))    names(.ret$dataSav)[.w] <- tolower(names(.ret$dataSav[.w]))    if (.mixed) {        .lh <- .parseOM(inits$OMGA)        .nlh <- sapply(.lh, length)        .osplt <- rep(1:length(.lh), .nlh)        .lini <- list(inits$THTA, unlist(.lh))        .nlini <- sapply(.lini, length)        .nsplt <- rep(1:length(.lini), .nlini)        .om0 <- .genOM(.lh)        if (length(etaNames) == dim(.om0)[1]) {            .ret$etaNames <- .ret$etaNames        }        else {            .ret$etaNames <- sprintf("ETA[%d]", seq(1, dim(.om0)[1]))        }        .ret$rxInv <- RxODE::rxSymInvCholCreate(mat = .om0, diag.xform = control$diagXform)        .ret$xType <- .ret$rxInv$xType        .om0a <- .om0        .om0a <- .om0a/control$diagOmegaBoundLower        .om0b <- .om0        .om0b <- .om0b * control$diagOmegaBoundUpper        .om0a <- RxODE::rxSymInvCholCreate(mat = .om0a, diag.xform = control$diagXform)        .om0b <- RxODE::rxSymInvCholCreate(mat = .om0b, diag.xform = control$diagXform)        .omdf <- data.frame(a = .om0a$theta, m = .ret$rxInv$theta,             b = .om0b$theta, diag = .om0a$theta.diag)        .omdf$lower <- with(.omdf, ifelse(a > b, b, a))        .omdf$lower <- with(.omdf, ifelse(lower == m, -Inf, lower))        .omdf$lower <- with(.omdf, ifelse(!diag, -Inf, lower))        .omdf$upper <- with(.omdf, ifelse(a < b, b, a))        .omdf$upper <- with(.omdf, ifelse(upper == m, Inf, upper))        .omdf$upper <- with(.omdf, ifelse(!diag, Inf, upper))        .ret$control$nomega <- length(.omdf$lower)        .ret$control$neta <- sum(.omdf$diag)        .ret$control$ntheta <- length(lower)        .ret$control$nfixed <- sum(fixed)        lower <- c(lower, .omdf$lower)        upper <- c(upper, .omdf$upper)    }    else {        .ret$control$nomega <- 0        .ret$control$neta <- 0        .ret$xType <- -1        .ret$control$ntheta <- length(lower)        .ret$control$nfixed <- sum(fixed)    }    .ret$lower <- lower    .ret$upper <- upper    .ret$thetaIni <- inits$THTA    .scaleC <- double(length(lower))    if (is.null(control$scaleC)) {        .scaleC <- rep(NA_real_, length(lower))    }    else {        .scaleC <- as.double(control$scaleC)        if (length(lower) > length(.scaleC)) {            .scaleC <- c(.scaleC, rep(NA_real_, length(lower) -                 length(.scaleC)))        }        else if (length(lower) < length(.scaleC)) {            .scaleC <- .scaleC[seq(1, length(lower))]            warning("scaleC control option has more options than estimated population parameters, please check.")        }    }    .ret$scaleC <- .scaleC    if (exists("uif", envir = .ret)) {        .ini <- as.data.frame(.ret$uif$ini)[!is.na(.ret$uif$ini$err),             c("est", "err", "ntheta")]        for (.i in seq_along(.ini$err)) {            if (is.na(.ret$scaleC[.ini$ntheta[.i]])) {                if (any(.ini$err[.i] == c("boxCox", "yeoJohnson",                   "pow2", "tbs", "tbsYj"))) {                  .ret$scaleC[.ini$ntheta[.i]] <- 1                }                else if (any(.ini$err[.i] == c("prop", "add",                   "norm", "dnorm", "logn", "dlogn", "lnorm",                   "dlnorm"))) {                  .ret$scaleC[.ini$ntheta[.i]] <- 0.5 * abs(.ini$est[.i])                }            }        }        for (.i in .ini$model$extraProps$powTheta) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- 1        }        .ini <- as.data.frame(.ret$uif$ini)        for (.i in .ini$model$extraProps$factorial) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- abs(1/digamma(.ini$est[.i] +                   1))        }        for (.i in .ini$model$extraProps$gamma) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- abs(1/digamma(.ini$est[.i]))        }        for (.i in .ini$model$extraProps$log) {            if (is.na(.ret$scaleC[.i]))                 .ret$scaleC[.i] <- log(abs(.ini$est[.i])) * abs(.ini$est[.i])        }        for (.i in .ret$logitThetas) {            .b <- .ret$logitThetasLow[.i]            .c <- .ret$logitThetasHi[.i]            .a <- .ini$est[.i]            if (is.na(.ret$scaleC[.i])) {                .ret$scaleC[.i] <- 1 * (-.b + .c) * exp(-.a)/((1 +                   exp(-.a))^2 * (.b + 1 * (-.b + .c)/(1 + exp(-.a))))            }        }    }    names(.ret$thetaIni) <- sprintf("THETA[%d]", seq_along(.ret$thetaIni))    if (is.null(etaMat) & !is.null(control$etaMat)) {        .ret$etaMat <- control$etaMat    }    else {        .ret$etaMat <- etaMat    }    .ret$setupTime <- (proc.time() - .pt)["elapsed"]    if (exists("uif", envir = .ret)) {        .tmp <- .ret$uif$logThetasList        .ret$logThetas <- .tmp[[1]]        .ret$logThetasF <- .tmp[[2]]        .tmp <- .ret$uif$logitThetasList        .ret$logitThetas <- .tmp[[1]]        .ret$logitThetasF <- .tmp[[2]]        .tmp <- .ret$uif$logitThetasListLow        .ret$logitThetasLow <- .tmp[[1]]        .ret$logitThetasLowF <- .tmp[[2]]        .tmp <- .ret$uif$logitThetasListHi        .ret$logitThetasHi <- .tmp[[1]]        .ret$logitThetasHiF <- .tmp[[2]]        .tmp <- .ret$uif$probitThetasList        .ret$probitThetas <- .tmp[[1]]        .ret$probitThetasF <- .tmp[[2]]        .tmp <- .ret$uif$probitThetasListLow        .ret$probitThetasLow <- .tmp[[1]]        .ret$probitThetasLowF <- .tmp[[2]]        .tmp <- .ret$uif$probitThetasListHi        .ret$probitThetasHi <- .tmp[[1]]        .ret$probitThetasHiF <- .tmp[[2]]    }    else {        .ret$logThetasF <- integer(0)        .ret$logitThetasF <- integer(0)        .ret$logitThetasHiF <- numeric(0)        .ret$logitThetasLowF <- numeric(0)        .ret$logitThetas <- integer(0)        .ret$logitThetasHi <- numeric(0)        .ret$logitThetasLow <- numeric(0)        .ret$probitThetasF <- integer(0)        .ret$probitThetasHiF <- numeric(0)        .ret$probitThetasLowF <- numeric(0)        .ret$probitThetas <- integer(0)        .ret$probitThetasHi <- numeric(0)        .ret$probitThetasLow <- numeric(0)    }    if (exists("noLik", envir = .ret)) {        if (!.ret$noLik) {            .ret$.params <- c(sprintf("THETA[%d]", seq_along(.ret$thetaIni)),                 sprintf("ETA[%d]", seq(1, dim(.om0)[1])))            .ret$.thetan <- length(.ret$thetaIni)            .ret$nobs <- sum(data$EVID == 0)        }    }    .ret$control$printTop <- TRUE    .ret$control$nF <- 0    .est0 <- .ret$thetaIni    if (!is.null(.ret$model$pred.nolhs)) {        .ret$control$predNeq <- length(.ret$model$pred.nolhs$state)    }    else {        .ret$control$predNeq <- 0L    }    .fitFun <- function(.ret) {        this.env <- environment()        assign("err", "theta reset", this.env)        while (this.env$err == "theta reset") {            assign("err", "", this.env)            .ret0 <- tryCatch({                foceiFitCpp_(.ret)            }, error = function(e) {                if (regexpr("theta reset", e$message) != -1) {                  assign("zeroOuter", FALSE, this.env)                  assign("zeroGrad", FALSE, this.env)                  if (regexpr("theta reset0", e$message) != -1) {                    assign("zeroGrad", TRUE, this.env)                  }                  else if (regexpr("theta resetZ", e$message) !=                     -1) {                    assign("zeroOuter", TRUE, this.env)                  }                  assign("err", "theta reset", this.env)                }                else {                  assign("err", e$message, this.env)                }            })            if (this.env$err == "theta reset") {                .nm <- names(.ret$thetaIni)                .ret$thetaIni <- setNames(.thetaReset$thetaIni +                   0, .nm)                .ret$rxInv$theta <- .thetaReset$omegaTheta                .ret$control$printTop <- FALSE                .ret$etaMat <- .thetaReset$etaMat                .ret$control$etaMat <- .thetaReset$etaMat                .ret$control$maxInnerIterations <- .thetaReset$maxInnerIterations                .ret$control$nF <- .thetaReset$nF                .ret$control$gillRetC <- .thetaReset$gillRetC                .ret$control$gillRet <- .thetaReset$gillRet                .ret$control$gillRet <- .thetaReset$gillRet                .ret$control$gillDf <- .thetaReset$gillDf                .ret$control$gillDf2 <- .thetaReset$gillDf2                .ret$control$gillErr <- .thetaReset$gillErr                .ret$control$rEps <- .thetaReset$rEps                .ret$control$aEps <- .thetaReset$aEps                .ret$control$rEpsC <- .thetaReset$rEpsC                .ret$control$aEpsC <- .thetaReset$aEpsC                .ret$control$c1 <- .thetaReset$c1                .ret$control$c2 <- .thetaReset$c2                if (this.env$zeroOuter) {                  message("Posthoc reset")                  .ret$control$maxOuterIterations <- 0L                }                else if (this.env$zeroGrad) {                  message("Theta reset (zero gradient values); Switch to bobyqa")                  RxODE::rxReq("minqa")                  .ret$control$outerOptFun <- .bobyqa                  .ret$control$outerOpt <- -1L                }                else {                  message("Theta reset (ETA drift)")                }            }        }        if (this.env$err != "") {            stop(this.env$err)        }        else {            return(.ret0)        }    }    .ret0 <- try(.fitFun(.ret))    .n <- 1    while (inherits(.ret0, "try-error") && control$maxOuterIterations !=         0 && .n <= control$nRetries) {        message(sprintf("Restart %s", .n))        .ret$control$nF <- 0        .estNew <- .est0 + 0.2 * .n * abs(.est0) * stats::runif(length(.est0)) -             0.1 * .n        .estNew <- sapply(seq_along(.est0), function(.i) {            if (.ret$thetaFixed[.i]) {                return(.est0[.i])            }            else if (.estNew[.i] < lower[.i]) {                return(lower + (.Machine$double.eps)^(1/7))            }            else if (.estNew[.i] > upper[.i]) {                return(upper - (.Machine$double.eps)^(1/7))            }            else {                return(.estNew[.i])            }        })        .ret$thetaIni <- .estNew        .ret0 <- try(.fitFun(.ret))        .n <- .n + 1    }    if (inherits(.ret0, "try-error"))         stop("Could not fit data.")    .ret <- .ret0    if (exists("parHistData", .ret)) {        .tmp <- .ret$parHistData        .tmp <- .tmp[.tmp$type == "Unscaled", names(.tmp) !=             "type"]        .iter <- .tmp$iter        .tmp <- .tmp[, names(.tmp) != "iter"]        .ret$parHistStacked <- data.frame(stack(.tmp), iter = .iter)        names(.ret$parHistStacked) <- c("val", "par", "iter")        .ret$parHist <- data.frame(iter = .iter, .tmp)    }    if (.mixed) {        .etas <- .ret$ranef        .thetas <- .ret$fixef        .pars <- .Call(`_nlmixr_nlmixrParameters`, .thetas, .etas)        .ret$shrink <- .Call(`_nlmixr_calcShrinkOnly`, .ret$omega,             .pars$eta.lst, length(.etas$ID))        .updateParFixed(.ret)    }    else {        .updateParFixed(.ret)    }    if (!exists("table", .ret)) {        .ret$table <- tableControl()    }    if (control$calcTables) {        .ret <- addTable(.ret, updateObject = "no", keep = keep,             drop = drop, table = .ret$table)    }    .ret})(data = dat, inits = .FoceiInits, PKpars = .pars, model = .mod,     pred = function() {        return(nlmixr_pred)    }, err = uif$error, lower = uif$focei.lower, upper = uif$focei.upper,     fixed = uif$focei.fixed, thetaNames = uif$focei.names, etaNames = uif$eta.names,     control = control, env = env, keep = .keep, drop = .drop): Not all the covariates are in the dataset.
+#> Timing stopped at: 119.8 9.331 129.2
+#> Timing stopped at: 120 9.331 129.3
+summary(f_dmta_nlmixr_focei)
+#> Error in summary(f_dmta_nlmixr_focei): object 'f_dmta_nlmixr_focei' not found
+plot(f_dmta_nlmixr_focei)
+#> Error in plot(f_dmta_nlmixr_focei): object 'f_dmta_nlmixr_focei' not found
+# Using saemix takes about 18 minutes
+system.time(
+  f_dmta_saemix <- saem(f_dmta_mkin_tc, test_log_parms = TRUE)
+)
+#> DINTDY-  T (=R1) illegal      
+#> In above message, R1 = 115.507
+#>  
+#>       T not in interval TCUR - HU (= R1) to TCUR (=R2)      
+#> In above message, R1 = 112.133, R2 = 113.577
+#>  
+#> DLSODA-  At T (=R1), too much accuracy requested  
+#>       for precision of machine..  See TOLSF (=R2) 
+#> In above message, R1 = 55.3899, R2 = nan
+#>  
+#> Error in out[available, var]: (subscript) logical subscript too long
+#> Timing stopped at: 11.84 0.008 11.85
+#> Timing stopped at: 12.16 0.008 12.17
+
+# nlmixr with est = "saem" is pretty fast with default iteration numbers, most
+# of the time (about 2.5 minutes) is spent for calculating the log likelihood at the end
+# The likelihood calculated for the nlmixr fit is much lower than that found by saemix
+# Also, the trace plot and the plot of the individual predictions is not
+# convincing for the parent. It seems we are fitting an overparameterised
+# model, so the result we get strongly depends on starting parameters and control settings.
+system.time(
+  f_dmta_nlmixr_saem <- nlmixr(f_dmta_mkin_tc, est = "saem",
+    control = nlmixr::saemControl(print = 500, logLik = TRUE, nmc = 9))
+)
+#> With est = 'saem', a different error model is required for each observed variableChanging the error model to 'obs_tc' (Two-component error for each observed variable)
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> Error in eval(substitute(expr), data, enclos = parent.frame()): Cannot run SAEM since some of the parameters are not mu-referenced (eta.f_DMTA_tffm0_1_qlogis, eta.f_DMTA_tffm0_2_qlogis, eta.f_DMTA_tffm0_3_qlogis)
+#> Timing stopped at: 0.892 0.004 0.896
+#> Timing stopped at: 1.096 0.005 1.1
+traceplot(f_dmta_nlmixr_saem$nm)
+#> Error in traceplot(f_dmta_nlmixr_saem$nm): could not find function "traceplot"
+summary(f_dmta_nlmixr_saem)
+#> Error in summary(f_dmta_nlmixr_saem): object 'f_dmta_nlmixr_saem' not found
+plot(f_dmta_nlmixr_saem)
+#> Error in plot(f_dmta_nlmixr_saem): object 'f_dmta_nlmixr_saem' not found
+# }
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/endpoints.html b/docs/dev/reference/endpoints.html index aa5bd773..a472b054 100644 --- a/docs/dev/reference/endpoints.html +++ b/docs/dev/reference/endpoints.html @@ -1,73 +1,18 @@ - - - - - - - -Function to calculate endpoints for further use from kinetic models fitted -with mkinfit — endpoints • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Function to calculate endpoints for further use from kinetic models fitted +with mkinfit — endpoints • mkin - - - - - - - - - - + + - - - -
    -
    - -
    - -
    +

    Function to calculate endpoints for further use from kinetic models fitted with mkinfit

    - Source: R/endpoints.R + Source: R/endpoints.R
    @@ -158,93 +94,96 @@ are equivalent to the rate constants of the DFOP model, but with the advantage that the SFORB model can also be used for metabolites.

    - 
    endpoints(fit)
    +
    + 
    endpoints(fit)
    +
    -

    Arguments

    - - - - - - -
    fit

    An object of class mkinfit, nlme.mmkin, saem.mmkin or -nlmixr.mmkin. Or another object that has list components -mkinmod containing an mkinmod degradation model, and two numeric vectors, +

    +

    Arguments

    +
    fit
    +

    An object of class mkinfit, nlme.mmkin, saem.mmkin or +nlmixr.mmkin. Or another object that has list components +mkinmod containing an mkinmod degradation model, and two numeric vectors, bparms.optim and bparms.fixed, that contain parameter values -for that model.

    - -

    Value

    - +for that model.

    +
    +
    +

    Value

    A list with a matrix of dissipation times named distimes, and, if applicable, a vector of formation fractions named ff and, if the SFORB model was in use, a vector of eigenvalues of these SFORB models, equivalent to DFOP rate constants

    -

    Details

    - +
    +
    +

    Details

    Additional DT50 values are calculated from the FOMC DT90 and k1 and k2 from HS and DFOP, as well as from Eigenvalues b1 and b2 of any SFORB models

    -

    Note

    - -

    The function is used internally by summary.mkinfit, -summary.nlme.mmkin and summary.saem.mmkin.

    -

    Author

    - +
    +
    +

    Note

    +

    The function is used internally by summary.mkinfit, +summary.nlme.mmkin and summary.saem.mmkin.

    +
    +
    +

    Author

    Johannes Ranke

    +
    -

    Examples

    - 
    
-  fit <- mkinfit("FOMC", FOCUS_2006_C, quiet = TRUE)
-  endpoints(fit)
-
    #> $distimes
-#>            DT50    DT90 DT50back
-#> parent 1.785233 15.1479 4.559973
-#> 
      # \dontrun{
-    fit_2 <- mkinfit("DFOP", FOCUS_2006_C, quiet = TRUE)
-    endpoints(fit_2)
-
    #> $distimes
-#>            DT50     DT90 DT50back  DT50_k1  DT50_k2
-#> parent 1.886925 21.25106 6.397207 1.508293 38.83438
-#> 
        fit_3 <- mkinfit("SFORB", FOCUS_2006_C, quiet = TRUE)
-    endpoints(fit_3)
-
    #> $ff
-#> parent_free 
-#>           1 
-#> 
-#> $SFORB
-#> parent_b1 parent_b2 
-#> 0.4595574 0.0178488 
-#> 
-#> $distimes
-#>            DT50     DT90 DT50back DT50_parent_b1 DT50_parent_b2
-#> parent 1.886925 21.25106 6.397208       1.508293       38.83438
-#> 
      # }
-
-
    +
    +

    Examples

    + 
    
+  fit <- mkinfit("FOMC", FOCUS_2006_C, quiet = TRUE)
+  endpoints(fit)
+#> $distimes
+#>            DT50    DT90 DT50back
+#> parent 1.785233 15.1479 4.559973
+#> 
+  # \dontrun{
+    fit_2 <- mkinfit("DFOP", FOCUS_2006_C, quiet = TRUE)
+    endpoints(fit_2)
+#> $distimes
+#>            DT50     DT90 DT50back  DT50_k1  DT50_k2
+#> parent 1.886925 21.25106 6.397207 1.508293 38.83438
+#> 
+    fit_3 <- mkinfit("SFORB", FOCUS_2006_C, quiet = TRUE)
+    endpoints(fit_3)
+#> $ff
+#> parent_free 
+#>           1 
+#> 
+#> $SFORB
+#> parent_b1 parent_b2 
+#> 0.4595574 0.0178488 
+#> 
+#> $distimes
+#>            DT50     DT90 DT50back DT50_parent_b1 DT50_parent_b2
+#> parent 1.886925 21.25106 6.397208       1.508293       38.83438
+#> 
+  # }
+
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/index.html b/docs/dev/reference/index.html index 092e35c8..afd3692d 100644 --- a/docs/dev/reference/index.html +++ b/docs/dev/reference/index.html @@ -1,66 +1,12 @@ - - - - - - - -Function reference • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Function reference • mkin - + + - - - -
    -
    - -
    - -
    +

    Reference

    - - - - - - - - - - -
    -

    Main functions

    -

    Essential functionality

    + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    +

    Main functions

    +

    Essential functionality

    +

    mkinmod() print(<mkinmod>) mkinsub()

    Function to set up a kinetic model with one or more state variables

    +

    mkinfit()

    Fit a kinetic model to data with one or more state variables

    +

    mmkin() print(<mmkin>)

    Fit one or more kinetic models with one or more state variables to one or more datasets

    +

    nafta() print(<nafta>)

    Evaluate parent kinetics using the NAFTA guidance

    -

    Show results

    -

    Functions working with mkinfit objects

    +
    +

    Show results

    +

    Functions working with mkinfit objects

    +

    plot(<mkinfit>) plot_sep() plot_res() plot_err()

    Plot the observed data and the fitted model of an mkinfit object

    +

    summary(<mkinfit>) print(<summary.mkinfit>)

    Summary method for class "mkinfit"

    +

    parms()

    Extract model parameters from mkinfit models

    +

    confint(<mkinfit>)

    Confidence intervals for parameters of mkinfit objects

    +

    update(<mkinfit>)

    Update an mkinfit model with different arguments

    +

    lrtest(<mkinfit>) lrtest(<mmkin>)

    Likelihood ratio test for mkinfit models

    +

    loftest()

    Lack-of-fit test for models fitted to data with replicates

    +

    mkinerrmin()

    Calculate the minimum error to assume in order to pass the variance test

    +

    endpoints()

    Function to calculate endpoints for further use from kinetic models fitted with mkinfit

    +

    aw()

    Calculate Akaike weights for model averaging

    +

    CAKE_export()

    Export a list of datasets format to a CAKE study file

    -

    Work with mmkin objects

    -

    Functions working with aggregated results

    +
    +

    Work with mmkin objects

    +

    Functions working with aggregated results

    +

    `[`(<mmkin>)

    Subsetting method for mmkin objects

    +

    plot(<mmkin>)

    Plot model fits (observed and fitted) and the residuals for a row or column of an mmkin object

    +

    AIC(<mmkin>) BIC(<mmkin>)

    Calculate the AIC for a column of an mmkin object

    -

    Mixed models

    -

    Create and work with nonlinear mixed effects models

    +
    +

    Mixed models

    +

    Create and work with nonlinear mixed effects models

    +

    nlme(<mmkin>) print(<nlme.mmkin>) update(<nlme.mmkin>)

    Create an nlme model for an mmkin row object

    +

    saem() print(<saem.mmkin>) saemix_model() saemix_data()

    Fit nonlinear mixed models with SAEM

    +

    nlmixr(<mmkin>) print(<nlmixr.mmkin>) nlmixr_model() nlmixr_data()

    Fit nonlinear mixed models using nlmixr

    +

    plot(<mixed.mmkin>)

    Plot predictions from a fitted nonlinear mixed model obtained via an mmkin row object

    +

    summary(<nlme.mmkin>) print(<summary.nlme.mmkin>)

    Summary method for class "nlme.mmkin"

    +

    summary(<nlmixr.mmkin>) print(<summary.nlmixr.mmkin>)

    Summary method for class "nlmixr.mmkin"

    +

    summary(<saem.mmkin>) print(<summary.saem.mmkin>)

    Summary method for class "saem.mmkin"

    +

    nlme_function() nlme_data()

    Helper functions to create nlme models from mmkin row objects

    +

    get_deg_func()

    Retrieve a degradation function from the mmkin namespace

    +

    mixed() print(<mixed.mmkin>)

    Create a mixed effects model from an mmkin row object

    +

    reexports

    Objects exported from other packages

    +

    intervals(<saem.mmkin>)

    Confidence intervals for parameters in saem.mmkin objects

    +

    intervals(<nlmixr.mmkin>)

    Confidence intervals for parameters in nlmixr.mmkin objects

    -

    Datasets and known results

    +
    +

    Datasets and known results

    +

    focus_soil_moisture

    FOCUS default values for soil moisture contents at field capacity, MWHC and 1/3 bar

    +

    D24_2014

    Aerobic soil degradation data on 2,4-D from the EU assessment in 2014

    +

    dimethenamid_2018

    Aerobic soil degradation data on dimethenamid and dimethenamid-P from the EU assessment in 2018

    +

    FOCUS_2006_A FOCUS_2006_B FOCUS_2006_C FOCUS_2006_D FOCUS_2006_E FOCUS_2006_F

    Datasets A to F from the FOCUS Kinetics report from 2006

    +

    FOCUS_2006_SFO_ref_A_to_F

    Results of fitting the SFO model to Datasets A to F of FOCUS (2006)

    +

    FOCUS_2006_FOMC_ref_A_to_F

    Results of fitting the FOMC model to Datasets A to F of FOCUS (2006)

    +

    FOCUS_2006_HS_ref_A_to_F

    Results of fitting the HS model to Datasets A to F of FOCUS (2006)

    +

    FOCUS_2006_DFOP_ref_A_to_B

    Results of fitting the DFOP model to Datasets A to B of FOCUS (2006)

    +

    NAFTA_SOP_Appendix_B NAFTA_SOP_Appendix_D

    Example datasets from the NAFTA SOP published 2015

    +

    NAFTA_SOP_Attachment

    Example datasets from Attachment 1 to the NAFTA SOP published 2015

    +

    mccall81_245T

    Datasets on aerobic soil metabolism of 2,4,5-T in six soils

    +

    schaefer07_complex_case

    Metabolism data set used for checking the software quality of KinGUI

    +

    synthetic_data_for_UBA_2014

    Synthetic datasets for one parent compound with two metabolites

    +

    experimental_data_for_UBA_2019

    Experimental datasets used for development and testing of error models

    +

    test_data_from_UBA_2014

    Three experimental datasets from two water sediment systems and one soil

    +

    print(<mkinds>)

    A dataset class for mkin

    +

    print(<mkindsg>)

    A class for dataset groups for mkin

    -

    NAFTA guidance

    +
    +

    NAFTA guidance

    +

    nafta() print(<nafta>)

    Evaluate parent kinetics using the NAFTA guidance

    +

    plot(<nafta>)

    Plot the results of the three models used in the NAFTA scheme.

    -

    Utility functions

    +
    +

    Utility functions

    +

    f_time_norm_focus()

    Normalisation factors for aerobic soil degradation according to FOCUS guidance

    +

    max_twa_parent() max_twa_sfo() max_twa_fomc() max_twa_dfop() max_twa_hs()

    Function to calculate maximum time weighted average concentrations from kinetic models fitted with mkinfit

    +

    mkin_wide_to_long()

    Convert a dataframe with observations over time into long format

    +

    mkin_long_to_wide()

    Convert a dataframe from long to wide format

    -

    Helper functions mainly used internally

    +
    +

    Helper functions mainly used internally

    +

    mkinpredict()

    Produce predictions from a kinetic model using specific parameters

    +

    transform_odeparms() backtransform_odeparms()

    Functions to transform and backtransform kinetic parameters for fitting

    +

    ilr() invilr()

    Function to perform isometric log-ratio transformation

    +

    tffm0() invtffm0()

    Transform formation fractions as in the first published mkin version

    +

    logLik(<mkinfit>)

    Calculated the log-likelihood of a fitted mkinfit object

    +

    residuals(<mkinfit>)

    Extract residuals from an mkinfit model

    +

    nobs(<mkinfit>)

    Number of observations on which an mkinfit object was fitted

    +

    mkinresplot()

    Function to plot residuals stored in an mkin object

    +

    mkinparplot()

    Function to plot the confidence intervals obtained using mkinfit

    +

    mkinerrplot()

    Function to plot squared residuals and the error model for an mkin object

    +

    mean_degparms()

    Calculate mean degradation parameters for an mmkin row object

    +

    create_deg_func()

    Create degradation functions for known analytical solutions

    -

    Analytical solutions

    -

    Parent only model solutions

    +
    +

    Analytical solutions

    +

    Parent only model solutions

    +

    SFO.solution()

    Single First-Order kinetics

    +

    FOMC.solution()

    First-Order Multi-Compartment kinetics

    +

    DFOP.solution()

    Double First-Order in Parallel kinetics

    +

    SFORB.solution()

    Single First-Order Reversible Binding kinetics

    +

    HS.solution()

    Hockey-Stick kinetics

    +

    IORE.solution()

    Indeterminate order rate equation kinetics

    +

    logistic.solution()

    Logistic kinetics

    -

    Generate synthetic datasets

    +
    +

    Generate synthetic datasets

    +

    add_err()

    Add normally distributed errors to simulated kinetic degradation data

    +

    sigma_twocomp()

    Two-component error model

    -

    Deprecated functions

    -

    Functions that have been superseded

    +
    +

    Deprecated functions

    +

    Functions that have been superseded

    +

    mkinplot()

    Plot the observed data and the fitted model of an mkinfit object

    - +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/intervals.nlmixr.mmkin.html b/docs/dev/reference/intervals.nlmixr.mmkin.html index ccc348b1..14f11c0c 100644 --- a/docs/dev/reference/intervals.nlmixr.mmkin.html +++ b/docs/dev/reference/intervals.nlmixr.mmkin.html @@ -1,67 +1,12 @@ - - - - - - - -Confidence intervals for parameters in nlmixr.mmkin objects — intervals.nlmixr.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Confidence intervals for parameters in nlmixr.mmkin objects — intervals.nlmixr.mmkin • mkin - + + - - - -
    -
    - -
    - -
    +

    Confidence intervals for parameters in nlmixr.mmkin objects

    - Source: R/intervals.R + Source: R/intervals.R
    @@ -147,57 +83,50 @@

    Confidence intervals for parameters in nlmixr.mmkin objects

    - 
    # S3 method for nlmixr.mmkin
-intervals(object, level = 0.95, backtransform = TRUE, ...)
    - -

    Arguments

    - - - - - - - - - - - - - - -
    object

    The fitted saem.mmkin object

    level

    The confidence level.

    backtransform

    Should we backtransform the parameters where a one to -one correlation between transformed and backtransformed parameters exists?

    - -

    Value

    +
    + 
    # S3 method for nlmixr.mmkin
+intervals(object, level = 0.95, backtransform = TRUE, ...)
    +
    +
    +

    Arguments

    +
    object
    +

    The fitted saem.mmkin object

    +
    level
    +

    The confidence level.

    +
    backtransform
    +

    Should we backtransform the parameters where a one to +one correlation between transformed and backtransformed parameters exists?

    +
    ...
    +

    For compatibility with the generic method

    +
    +
    +

    Value

    An object with 'intervals.saem.mmkin' and 'intervals.lme' in the class attribute

    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/intervals.saem.mmkin.html b/docs/dev/reference/intervals.saem.mmkin.html index a160b21d..8e6a348b 100644 --- a/docs/dev/reference/intervals.saem.mmkin.html +++ b/docs/dev/reference/intervals.saem.mmkin.html @@ -1,67 +1,12 @@ - - - - - - - -Confidence intervals for parameters in saem.mmkin objects — intervals.saem.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Confidence intervals for parameters in saem.mmkin objects — intervals.saem.mmkin • mkin - - + + - - -
    -
    - -
    - -
    +

    Confidence intervals for parameters in saem.mmkin objects

    - Source: R/intervals.R + Source: R/intervals.R
    @@ -147,59 +83,52 @@

    Confidence intervals for parameters in saem.mmkin objects

    - 
    # S3 method for saem.mmkin
-intervals(object, level = 0.95, backtransform = TRUE, ...)
    - -

    Arguments

    - - - - - - - - - - - - - - -
    object

    The fitted saem.mmkin object

    level

    The confidence level. Must be the default of 0.95 as this is what -is available in the saemix object

    backtransform

    In case the model was fitted with mkin transformations, -should we backtransform the parameters where a one to one correlation -between transformed and backtransformed parameters exists?

    - -

    Value

    +
    + 
    # S3 method for saem.mmkin
+intervals(object, level = 0.95, backtransform = TRUE, ...)
    +
    +
    +

    Arguments

    +
    object
    +

    The fitted saem.mmkin object

    +
    level
    +

    The confidence level. Must be the default of 0.95 as this is what +is available in the saemix object

    +
    backtransform
    +

    In case the model was fitted with mkin transformations, +should we backtransform the parameters where a one to one correlation +between transformed and backtransformed parameters exists?

    +
    ...
    +

    For compatibility with the generic method

    +
    +
    +

    Value

    An object with 'intervals.saem.mmkin' and 'intervals.lme' in the class attribute

    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/mean_degparms.html b/docs/dev/reference/mean_degparms.html index 5981c625..d348fa74 100644 --- a/docs/dev/reference/mean_degparms.html +++ b/docs/dev/reference/mean_degparms.html @@ -1,67 +1,12 @@ - - - - - - - -Calculate mean degradation parameters for an mmkin row object — mean_degparms • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Calculate mean degradation parameters for an mmkin row object — mean_degparms • mkin - - + + - - -
    -
    - -
    - -
    +

    Calculate mean degradation parameters for an mmkin row object

    - Source: R/mean_degparms.R + Source: R/mean_degparms.R
    @@ -147,64 +83,53 @@

    Calculate mean degradation parameters for an mmkin row object

    - 
    mean_degparms(object, random = FALSE, test_log_parms = FALSE, conf.level = 0.6)
    - -

    Arguments

    - - - - - - - - - - - - - - - - - - -
    object

    An mmkin row object containing several fits of the same model to different datasets

    random

    Should a list with fixed and random effects be returned?

    test_log_parms

    If TRUE, log parameters are only considered in -the mean calculations if their untransformed counterparts (most likely -rate constants) pass the t-test for significant difference from zero.

    conf.level

    Possibility to adjust the required confidence level -for parameter that are tested if requested by 'test_log_parms'.

    - -

    Value

    +
    + 
    mean_degparms(object, random = FALSE, test_log_parms = FALSE, conf.level = 0.6)
    +
    +
    +

    Arguments

    +
    object
    +

    An mmkin row object containing several fits of the same model to different datasets

    +
    random
    +

    Should a list with fixed and random effects be returned?

    +
    test_log_parms
    +

    If TRUE, log parameters are only considered in +the mean calculations if their untransformed counterparts (most likely +rate constants) pass the t-test for significant difference from zero.

    +
    conf.level
    +

    Possibility to adjust the required confidence level +for parameter that are tested if requested by 'test_log_parms'.

    +
    +
    +

    Value

    If random is FALSE (default), a named vector containing mean values of the fitted degradation model parameters. If random is TRUE, a list with fixed and random effects, in the format required by the start argument of nlme for the case of a single grouping variable ds.

    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/mixed-1.png b/docs/dev/reference/mixed-1.png index 422ab6a0..54b81b70 100644 Binary files a/docs/dev/reference/mixed-1.png and b/docs/dev/reference/mixed-1.png differ diff --git a/docs/dev/reference/mixed.html b/docs/dev/reference/mixed.html index 4c849671..b2b83312 100644 --- a/docs/dev/reference/mixed.html +++ b/docs/dev/reference/mixed.html @@ -1,67 +1,12 @@ - - - - - - - -Create a mixed effects model from an mmkin row object — mixed • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Create a mixed effects model from an mmkin row object — mixed • mkin - + + - - - -
    -
    - -
    - -
    +

    Create a mixed effects model from an mmkin row object

    - Source: R/mixed.mmkin.R + Source: R/mixed.mmkin.R
    @@ -147,135 +83,126 @@

    Create a mixed effects model from an mmkin row object

    - 
    mixed(object, ...)
-
-# S3 method for mmkin
-mixed(object, method = c("none"), ...)
-
-# S3 method for mixed.mmkin
-print(x, digits = max(3, getOption("digits") - 3), ...)
    +
    + 
    mixed(object, ...)
 
-    
    Arguments
    
-    
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
    object
    An mmkin row object
    ...
    Currently not used
    method
    The method to be used
    x
    A mixed.mmkin object to print
    digits
    Number of digits to use for printing.
    
+# S3 method for mmkin
+mixed(object, method = c("none"), ...)
 
-    
    Value
    
+# S3 method for mixed.mmkin
+print(x, digits = max(3, getOption("digits") - 3), ...)
    +
    +
    +

    Arguments

    +
    object
    +

    An mmkin row object

    +
    ...
    +

    Currently not used

    +
    method
    +

    The method to be used

    +
    x
    +

    A mixed.mmkin object to print

    +
    digits
    +

    Number of digits to use for printing.

    +
    +
    +

    Value

    An object of class 'mixed.mmkin' which has the observed data in a single dataframe which is convenient for plotting

    +
    -

    Examples

    - 
    sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
-n_biphasic <- 8
-err_1 = list(const = 1, prop = 0.07)
-
-DFOP_SFO <- mkinmod(
-  parent = mkinsub("DFOP", "m1"),
-  m1 = mkinsub("SFO"),
-  quiet = TRUE)
-
-set.seed(123456)
-log_sd <- 0.3
-syn_biphasic_parms <- as.matrix(data.frame(
-  k1 = rlnorm(n_biphasic, log(0.05), log_sd),
-  k2 = rlnorm(n_biphasic, log(0.01), log_sd),
-  g = plogis(rnorm(n_biphasic, 0, log_sd)),
-  f_parent_to_m1 = plogis(rnorm(n_biphasic, 0, log_sd)),
-  k_m1 = rlnorm(n_biphasic, log(0.002), log_sd)))
-
-ds_biphasic_mean <- lapply(1:n_biphasic,
-  function(i) {
-    mkinpredict(DFOP_SFO, syn_biphasic_parms[i, ],
-      c(parent = 100, m1 = 0), sampling_times)
-  }
-)
-
-set.seed(123456L)
-ds_biphasic <- lapply(ds_biphasic_mean, function(ds) {
-  add_err(ds,
-    sdfunc = function(value) sqrt(err_1$const^2 + value^2 * err_1$prop^2),
-    n = 1, secondary = "m1")[[1]]
-})
-
-# \dontrun{
-f_mmkin <- mmkin(list("DFOP-SFO" = DFOP_SFO), ds_biphasic, error_model = "tc", quiet = TRUE)
-
-f_mixed <- mixed(f_mmkin)
-print(f_mixed)
-
    #> Kinetic model fitted by nonlinear regression to each dataset
-#> Structural model:
-#> d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
-#>            time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
-#>            * parent
-#> d_m1/dt = + f_parent_to_m1 * ((k1 * g * exp(-k1 * time) + k2 * (1 - g)
-#>            * exp(-k2 * time)) / (g * exp(-k1 * time) + (1 - g) *
-#>            exp(-k2 * time))) * parent - k_m1 * m1
-#> 
-#> Data:
-#> 271 observations of 2 variable(s) grouped in 8 datasets
-#> 
-#> <mmkin> object
-#> Status of individual fits:
-#> 
-#>           dataset
-#> model      1  2  3  4  5  6  7  8 
-#>   DFOP-SFO OK OK OK OK OK OK OK OK
-#> 
-#> OK: No warnings
-#> 
-#> Mean fitted parameters:
-#>        parent_0        log_k_m1 f_parent_qlogis          log_k1          log_k2 
-#>      100.674757       -8.761916       -0.004347       -3.348812       -3.986853 
-#>        g_qlogis 
-#>       -0.087392 
    plot(f_mixed)
-
    # }
-
    +
    +

    Examples

    + 
    sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
+n_biphasic <- 8
+err_1 = list(const = 1, prop = 0.07)
+
+DFOP_SFO <- mkinmod(
+  parent = mkinsub("DFOP", "m1"),
+  m1 = mkinsub("SFO"),
+  quiet = TRUE)
+
+set.seed(123456)
+log_sd <- 0.3
+syn_biphasic_parms <- as.matrix(data.frame(
+  k1 = rlnorm(n_biphasic, log(0.05), log_sd),
+  k2 = rlnorm(n_biphasic, log(0.01), log_sd),
+  g = plogis(rnorm(n_biphasic, 0, log_sd)),
+  f_parent_to_m1 = plogis(rnorm(n_biphasic, 0, log_sd)),
+  k_m1 = rlnorm(n_biphasic, log(0.002), log_sd)))
+
+ds_biphasic_mean <- lapply(1:n_biphasic,
+  function(i) {
+    mkinpredict(DFOP_SFO, syn_biphasic_parms[i, ],
+      c(parent = 100, m1 = 0), sampling_times)
+  }
+)
+
+set.seed(123456L)
+ds_biphasic <- lapply(ds_biphasic_mean, function(ds) {
+  add_err(ds,
+    sdfunc = function(value) sqrt(err_1$const^2 + value^2 * err_1$prop^2),
+    n = 1, secondary = "m1")[[1]]
+})
+
+# \dontrun{
+f_mmkin <- mmkin(list("DFOP-SFO" = DFOP_SFO), ds_biphasic, error_model = "tc", quiet = TRUE)
+
+f_mixed <- mixed(f_mmkin)
+print(f_mixed)
+#> Kinetic model fitted by nonlinear regression to each dataset
+#> Structural model:
+#> d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
+#>            time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
+#>            * parent
+#> d_m1/dt = + f_parent_to_m1 * ((k1 * g * exp(-k1 * time) + k2 * (1 - g)
+#>            * exp(-k2 * time)) / (g * exp(-k1 * time) + (1 - g) *
+#>            exp(-k2 * time))) * parent - k_m1 * m1
+#> 
+#> Data:
+#> 271 observations of 2 variable(s) grouped in 8 datasets
+#> 
+#> <mmkin> object
+#> Status of individual fits:
+#> 
+#>           dataset
+#> model      1  2  3  4  5  6  7  8 
+#>   DFOP-SFO OK OK OK OK OK OK OK OK
+#> 
+#> OK: No warnings
+#> 
+#> Mean fitted parameters:
+#>        parent_0        log_k_m1 f_parent_qlogis          log_k1          log_k2 
+#>      100.674757       -8.761916       -0.004347       -3.348812       -3.986853 
+#>        g_qlogis 
+#>       -0.087392 
+plot(f_mixed)
+
+# }
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/mkinmod.html b/docs/dev/reference/mkinmod.html index 60a0af96..5d362f76 100644 --- a/docs/dev/reference/mkinmod.html +++ b/docs/dev/reference/mkinmod.html @@ -1,71 +1,16 @@ - - - - - - - -Function to set up a kinetic model with one or more state variables — mkinmod • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Function to set up a kinetic model with one or more state variables — mkinmod • mkin - - - - - - - - - + + - - - - -
    -
    - -
    - -
    +

    Function to set up a kinetic model with one or more state variables

    - Source: R/mkinmod.R, R/mkinsub.R + Source: R/mkinmod.R, R/mkinsub.R
    @@ -155,29 +91,29 @@ variable, specifying the corresponding submodel as well as outgoing pathways components.

    - 
    mkinmod(
-  ...,
-  use_of_ff = "max",
-  name = NULL,
-  speclist = NULL,
-  quiet = FALSE,
-  verbose = FALSE,
-  dll_dir = NULL,
-  unload = FALSE,
-  overwrite = FALSE
-)
-
-# S3 method for mkinmod
-print(x, ...)
-
-mkinsub(submodel, to = NULL, sink = TRUE, full_name = NA)
    +
    + 
    mkinmod(
+  ...,
+  use_of_ff = "max",
+  name = NULL,
+  speclist = NULL,
+  quiet = FALSE,
+  verbose = FALSE,
+  dll_dir = NULL,
+  unload = FALSE,
+  overwrite = FALSE
+)
+
+# S3 method for mkinmod
+print(x, ...)
+
+mkinsub(submodel, to = NULL, sink = TRUE, full_name = NA)
    +
    -

    Arguments

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    ...

    For each observed variable, a list as obtained by mkinsub() +

    +

    Arguments

    +
    ...
    +

    For each observed variable, a list as obtained by mkinsub() has to be specified as an argument (see examples). Currently, single first order kinetics "SFO", indeterminate order rate equation kinetics "IORE", or single first order with reversible binding "SFORB" are @@ -190,249 +126,234 @@ If the argument use_of_ff is set to "min" (default) and the model for the compartment is "SFO" or "SFORB", an additional mkinsub() argument can be sink = FALSE, effectively fixing the flux to sink to zero. -In print.mkinmod, this argument is currently not used.

    use_of_ff

    Specification of the use of formation fractions in the +In print.mkinmod, this argument is currently not used.

    +
    use_of_ff
    +

    Specification of the use of formation fractions in the model equations and, if applicable, the coefficient matrix. If "max", formation fractions are always used (default). If "min", a minimum use of formation fractions is made, i.e. each first-order pathway to a metabolite -has its own rate constant.

    name

    A name for the model. Should be a valid R object name.

    speclist

    The specification of the observed variables and their +has its own rate constant.

    +
    name
    +

    A name for the model. Should be a valid R object name.

    +
    speclist
    +

    The specification of the observed variables and their submodel types and pathways can be given as a single list using this -argument. Default is NULL.

    quiet

    Should messages be suppressed?

    verbose

    If TRUE, passed to inline::cfunction() if -applicable to give detailed information about the C function being built.

    dll_dir

    Directory where an DLL object, if generated internally by -inline::cfunction(), should be saved. The DLL will only be stored in a +argument. Default is NULL.

    +
    quiet
    +

    Should messages be suppressed?

    +
    verbose
    +

    If TRUE, passed to inline::cfunction() if +applicable to give detailed information about the C function being built.

    +
    dll_dir
    +

    Directory where an DLL object, if generated internally by +inline::cfunction(), should be saved. The DLL will only be stored in a permanent location for use in future sessions, if 'dll_dir' and 'name' -are specified.

    unload

    If a DLL from the target location in 'dll_dir' is already -loaded, should that be unloaded first?

    overwrite

    If a file exists at the target DLL location in 'dll_dir', -should this be overwritten?

    x

    An mkinmod object.

    submodel

    Character vector of length one to specify the submodel type. -See mkinmod for the list of allowed submodel names.

    to

    Vector of the names of the state variable to which a -transformation shall be included in the model.

    sink

    Should a pathway to sink be included in the model in addition to -the pathways to other state variables?

    full_name

    An optional name to be used e.g. for plotting fits +are specified.

    +
    unload
    +

    If a DLL from the target location in 'dll_dir' is already +loaded, should that be unloaded first?

    +
    overwrite
    +

    If a file exists at the target DLL location in 'dll_dir', +should this be overwritten?

    +
    x
    +

    An mkinmod object.

    +
    submodel
    +

    Character vector of length one to specify the submodel type. +See mkinmod for the list of allowed submodel names.

    +
    to
    +

    Vector of the names of the state variable to which a +transformation shall be included in the model.

    +
    sink
    +

    Should a pathway to sink be included in the model in addition to +the pathways to other state variables?

    +
    full_name
    +

    An optional name to be used e.g. for plotting fits performed with the model. You can use non-ASCII characters here, but then your R code will not be portable, i.e. may produce unintended plot -results on other operating systems or system configurations.

    - -

    Value

    - -

    A list of class mkinmod for use with mkinfit(), +results on other operating systems or system configurations.

    +
    +
    +

    Value

    +

    A list of class mkinmod for use with mkinfit(), containing, among others,

    -
    diffs

    A vector of string representations of differential equations, one for +

    diffs
    +

    A vector of string representations of differential equations, one for each modelling variable.

    -
    map

    A list containing named character vectors for each observed variable, +

    map
    +

    A list containing named character vectors for each observed variable, specifying the modelling variables by which it is represented.

    -
    use_of_ff

    The content of use_of_ff is passed on in this list component.

    -
    deg_func

    If generated, a function containing the solution of the degradation +

    use_of_ff
    +

    The content of use_of_ff is passed on in this list component.

    +
    deg_func
    +

    If generated, a function containing the solution of the degradation model.

    -
    coefmat

    The coefficient matrix, if the system of differential equations can be +

    coefmat
    +

    The coefficient matrix, if the system of differential equations can be represented by one.

    -
    cf

    If generated, a compiled function calculating the derivatives as +

    cf
    +

    If generated, a compiled function calculating the derivatives as returned by cfunction.

    - -A list for use with mkinmod. - -

    Details

    - +

    A list for use with mkinmod.

    +
    +
    +

    Details

    For the definition of model types and their parameters, the equations given in the FOCUS and NAFTA guidance documents are used.

    For kinetic models with more than one observed variable, a symbolic solution of the system of differential equations is included in the resulting mkinmod object in some cases, speeding up the solution.

    -

    If a C compiler is found by pkgbuild::has_compiler() and there +

    If a C compiler is found by pkgbuild::has_compiler() and there is more than one observed variable in the specification, C code is generated for evaluating the differential equations, compiled using -inline::cfunction() and added to the resulting mkinmod object.

    -

    Note

    - +inline::cfunction() and added to the resulting mkinmod object.

    +
    +
    +

    Note

    The IORE submodel is not well tested for metabolites. When using this model for metabolites, you may want to read the note in the help -page to mkinfit.

    -

    References

    - -

    FOCUS (2006) “Guidance Document on Estimating Persistence +page to mkinfit.

    +
    +
    +

    References

    +

    FOCUS (2006) “Guidance Document on Estimating Persistence and Degradation Kinetics from Environmental Fate Studies on Pesticides in -EU Registration” Report of the FOCUS Work Group on Degradation Kinetics, +EU Registration” Report of the FOCUS Work Group on Degradation Kinetics, EC Document Reference Sanco/10058/2005 version 2.0, 434 pp, -http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics

    +http://esdac.jrc.ec.europa.eu/projects/degradation-kinetics

    NAFTA Technical Working Group on Pesticides (not dated) Guidance for Evaluating and Calculating Degradation Kinetics in Environmental Media

    -

    Author

    - +
    +
    +

    Author

    Johannes Ranke

    +
    -

    Examples

    - 
    
-# Specify the SFO model (this is not needed any more, as we can now mkinfit("SFO", ...)
-SFO <- mkinmod(parent = mkinsub("SFO"))
-
-# One parent compound, one metabolite, both single first order
-SFO_SFO <- mkinmod(
-  parent = mkinsub("SFO", "m1"),
-  m1 = mkinsub("SFO"))
-
    #> Temporary DLL for differentials generated and loaded
    print(SFO_SFO)
-
    #> <mkinmod> model generated with
-#> Use of formation fractions $use_of_ff: max 
-#> Specification $spec:
-#> $parent
-#> $type: SFO; $to: m1; $sink: TRUE
-#> $m1
-#> $type: SFO; $sink: TRUE
-#> Coefficient matrix $coefmat available
-#> Compiled model $cf available
-#> Differential equations:
-#> d_parent/dt = - k_parent * parent
-#> d_m1/dt = + f_parent_to_m1 * k_parent * parent - k_m1 * m1
    
-# \dontrun{
- fit_sfo_sfo <- mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE, solution_type = "deSolve")
-
    #> Warning: Observations with value of zero were removed from the data
    
- # Now supplying compound names used for plotting, and write to user defined location
- # We need to choose a path outside the session tempdir because this gets removed
- DLL_dir <- "~/.local/share/mkin"
- if (!dir.exists(DLL_dir)) dir.create(DLL_dir)
- SFO_SFO.2 <- mkinmod(
-   parent = mkinsub("SFO", "m1", full_name = "Test compound"),
-   m1 = mkinsub("SFO", full_name = "Metabolite M1"),
-   name = "SFO_SFO", dll_dir = DLL_dir, unload = TRUE, overwrite = TRUE)
-
    #> Copied DLL from /tmp/RtmpWsX48Z/file1029f864aada00.so to /home/jranke/.local/share/mkin/SFO_SFO.so
    # Now we can save the model and restore it in a new session
-saveRDS(SFO_SFO.2, file = "~/SFO_SFO.rds")
-# Terminate the R session here if you would like to check, and then do
-library(mkin)
-SFO_SFO.3 <- readRDS("~/SFO_SFO.rds")
-fit_sfo_sfo <- mkinfit(SFO_SFO.3, FOCUS_2006_D, quiet = TRUE, solution_type = "deSolve")
-
    #> Warning: Observations with value of zero were removed from the data
    
-# Show details of creating the C function
-SFO_SFO <- mkinmod(
-  parent = mkinsub("SFO", "m1"),
-  m1 = mkinsub("SFO"), verbose = TRUE)
-
    #> Program source:
-#>   1: #include <R.h>
-#>   2: 
-#>   3: 
-#>   4: static double parms [3];
-#>   5: #define k_parent parms[0]
-#>   6: #define f_parent_to_m1 parms[1]
-#>   7: #define k_m1 parms[2]
-#>   8: 
-#>   9: void initpar(void (* odeparms)(int *, double *)) {
-#>  10:     int N = 3;
-#>  11:     odeparms(&N, parms);
-#>  12: }
-#>  13: 
-#>  14: 
-#>  15: void diffs ( int * n, double * t, double * y, double * f, double * rpar, int * ipar ) {
-#>  16: 
-#>  17: f[0] = - k_parent * y[0];
-#>  18: f[1] = + f_parent_to_m1 * k_parent * y[0] - k_m1 * y[1];
-#>  19: }
    #> Temporary DLL for differentials generated and loaded
    
-# The symbolic solution which is available in this case is not
-# made for human reading but for speed of computation
-SFO_SFO$deg_func
-
    #> function (observed, odeini, odeparms) 
-#> {
-#>     predicted <- numeric(0)
-#>     with(as.list(odeparms), {
-#>         t <- observed[observed$name == "parent", "time"]
-#>         predicted <<- c(predicted, SFO.solution(t, odeini["parent"], 
-#>             k_parent))
-#>         t <- observed[observed$name == "m1", "time"]
-#>         predicted <<- c(predicted, (((k_m1 - k_parent) * odeini["m1"] - 
-#>             f_parent_to_m1 * k_parent * odeini["parent"]) * exp(-k_m1 * 
-#>             t) + f_parent_to_m1 * k_parent * odeini["parent"] * 
-#>             exp(-k_parent * t))/(k_m1 - k_parent))
-#>     })
-#>     return(predicted)
-#> }
-#> <environment: 0x55555cc38878>
    
-# If we have several parallel metabolites
-# (compare tests/testthat/test_synthetic_data_for_UBA_2014.R)
-m_synth_DFOP_par <- mkinmod(
- parent = mkinsub("DFOP", c("M1", "M2")),
- M1 = mkinsub("SFO"),
- M2 = mkinsub("SFO"),
- quiet = TRUE)
-
-fit_DFOP_par_c <- mkinfit(m_synth_DFOP_par,
-  synthetic_data_for_UBA_2014[[12]]$data,
-  quiet = TRUE)
-# }
-
-
    +
    +

    Examples

    + 
    
+# Specify the SFO model (this is not needed any more, as we can now mkinfit("SFO", ...)
+SFO <- mkinmod(parent = mkinsub("SFO"))
+
+# One parent compound, one metabolite, both single first order
+SFO_SFO <- mkinmod(
+  parent = mkinsub("SFO", "m1"),
+  m1 = mkinsub("SFO"))
+#> Temporary DLL for differentials generated and loaded
+print(SFO_SFO)
+#> <mkinmod> model generated with
+#> Use of formation fractions $use_of_ff: max 
+#> Specification $spec:
+#> $parent
+#> $type: SFO; $to: m1; $sink: TRUE
+#> $m1
+#> $type: SFO; $sink: TRUE
+#> Coefficient matrix $coefmat available
+#> Compiled model $cf available
+#> Differential equations:
+#> d_parent/dt = - k_parent * parent
+#> d_m1/dt = + f_parent_to_m1 * k_parent * parent - k_m1 * m1
+
+# \dontrun{
+ fit_sfo_sfo <- mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE, solution_type = "deSolve")
+
+ # Now supplying compound names used for plotting, and write to user defined location
+ # We need to choose a path outside the session tempdir because this gets removed
+ DLL_dir <- "~/.local/share/mkin"
+ if (!dir.exists(DLL_dir)) dir.create(DLL_dir)
+ SFO_SFO.2 <- mkinmod(
+   parent = mkinsub("SFO", "m1", full_name = "Test compound"),
+   m1 = mkinsub("SFO", full_name = "Metabolite M1"),
+   name = "SFO_SFO", dll_dir = DLL_dir, unload = TRUE, overwrite = TRUE)
+#> Copied DLL from /tmp/Rtmp6NiOcv/fileb89c01ace19ec.so to /home/jranke/.local/share/mkin/SFO_SFO.so
+# Now we can save the model and restore it in a new session
+saveRDS(SFO_SFO.2, file = "~/SFO_SFO.rds")
+# Terminate the R session here if you would like to check, and then do
+library(mkin)
+SFO_SFO.3 <- readRDS("~/SFO_SFO.rds")
+fit_sfo_sfo <- mkinfit(SFO_SFO.3, FOCUS_2006_D, quiet = TRUE, solution_type = "deSolve")
+
+# Show details of creating the C function
+SFO_SFO <- mkinmod(
+  parent = mkinsub("SFO", "m1"),
+  m1 = mkinsub("SFO"), verbose = TRUE)
+#> Program source:
+#>   1: #include <R.h>
+#>   2: 
+#>   3: 
+#>   4: static double parms [3];
+#>   5: #define k_parent parms[0]
+#>   6: #define f_parent_to_m1 parms[1]
+#>   7: #define k_m1 parms[2]
+#>   8: 
+#>   9: void initpar(void (* odeparms)(int *, double *)) {
+#>  10:     int N = 3;
+#>  11:     odeparms(&N, parms);
+#>  12: }
+#>  13: 
+#>  14: 
+#>  15: void diffs ( int * n, double * t, double * y, double * f, double * rpar, int * ipar ) {
+#>  16: 
+#>  17: f[0] = - k_parent * y[0];
+#>  18: f[1] = + f_parent_to_m1 * k_parent * y[0] - k_m1 * y[1];
+#>  19: }
+#> Temporary DLL for differentials generated and loaded
+
+# The symbolic solution which is available in this case is not
+# made for human reading but for speed of computation
+SFO_SFO$deg_func
+#> function (observed, odeini, odeparms) 
+#> {
+#>     predicted <- numeric(0)
+#>     with(as.list(odeparms), {
+#>         t <- observed[observed$name == "parent", "time"]
+#>         predicted <<- c(predicted, SFO.solution(t, odeini["parent"], 
+#>             k_parent))
+#>         t <- observed[observed$name == "m1", "time"]
+#>         predicted <<- c(predicted, (((k_m1 - k_parent) * odeini["m1"] - 
+#>             f_parent_to_m1 * k_parent * odeini["parent"]) * exp(-k_m1 * 
+#>             t) + f_parent_to_m1 * k_parent * odeini["parent"] * 
+#>             exp(-k_parent * t))/(k_m1 - k_parent))
+#>     })
+#>     return(predicted)
+#> }
+#> <environment: 0x55555cd83c70>
+
+# If we have several parallel metabolites
+# (compare tests/testthat/test_synthetic_data_for_UBA_2014.R)
+m_synth_DFOP_par <- mkinmod(
+ parent = mkinsub("DFOP", c("M1", "M2")),
+ M1 = mkinsub("SFO"),
+ M2 = mkinsub("SFO"),
+ quiet = TRUE)
+
+fit_DFOP_par_c <- mkinfit(m_synth_DFOP_par,
+  synthetic_data_for_UBA_2014[[12]]$data,
+  quiet = TRUE)
+# }
+
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/nlme-1.png b/docs/dev/reference/nlme-1.png index 365aaef0..67cc7f3c 100644 Binary files a/docs/dev/reference/nlme-1.png and b/docs/dev/reference/nlme-1.png differ diff --git a/docs/dev/reference/nlme-2.png b/docs/dev/reference/nlme-2.png index 40841404..bb1e6f81 100644 Binary files a/docs/dev/reference/nlme-2.png and b/docs/dev/reference/nlme-2.png differ diff --git a/docs/dev/reference/nlme.html b/docs/dev/reference/nlme.html index 5c88b69d..e7844299 100644 --- a/docs/dev/reference/nlme.html +++ b/docs/dev/reference/nlme.html @@ -1,70 +1,15 @@ - - - - - - - -Helper functions to create nlme models from mmkin row objects — nlme_function • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Helper functions to create nlme models from mmkin row objects — nlme_function • mkin - - - - - - - - - - + + - - - -
    -
    - -
    - -
    +

    Helper functions to create nlme models from mmkin row objects

    - Source: R/nlme.R + Source: R/nlme.R
    @@ -150,127 +86,128 @@ datasets. They are used internally by the nlme.mmkin() method." />

    These functions facilitate setting up a nonlinear mixed effects model for an mmkin row object. An mmkin row object is essentially a list of mkinfit objects that have been obtained by fitting the same model to a list of -datasets. They are used internally by the nlme.mmkin() method.

    +datasets. They are used internally by the nlme.mmkin() method.

    - 
    nlme_function(object)
-
-nlme_data(object)
    - -

    Arguments

    - - - - - - -
    object

    An mmkin row object containing several fits of the same model to different datasets

    - -

    Value

    +
    + 
    nlme_function(object)
 
-    
    A function that can be used with nlme
    
-
    A groupedData object
    
-    
    See also
    
-
-    
    nlme.mmkin
    
-
-    
    Examples
    
-    
    sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
-m_SFO <- mkinmod(parent = mkinsub("SFO"))
-d_SFO_1 <- mkinpredict(m_SFO,
-  c(k_parent = 0.1),
-  c(parent = 98), sampling_times)
-d_SFO_1_long <- mkin_wide_to_long(d_SFO_1, time = "time")
-d_SFO_2 <- mkinpredict(m_SFO,
-  c(k_parent = 0.05),
-  c(parent = 102), sampling_times)
-d_SFO_2_long <- mkin_wide_to_long(d_SFO_2, time = "time")
-d_SFO_3 <- mkinpredict(m_SFO,
-  c(k_parent = 0.02),
-  c(parent = 103), sampling_times)
-d_SFO_3_long <- mkin_wide_to_long(d_SFO_3, time = "time")
-
-d1 <- add_err(d_SFO_1, function(value) 3, n = 1)
-d2 <- add_err(d_SFO_2, function(value) 2, n = 1)
-d3 <- add_err(d_SFO_3, function(value) 4, n = 1)
-ds <- c(d1 = d1, d2 = d2, d3 = d3)
+nlme_data(object)
    +
    -f <- mmkin("SFO", ds, cores = 1, quiet = TRUE) -mean_dp <- mean_degparms(f) -grouped_data <- nlme_data(f) -nlme_f <- nlme_function(f) -# These assignments are necessary for these objects to be -# visible to nlme and augPred when evaluation is done by -# pkgdown to generate the html docs. -assign("nlme_f", nlme_f, globalenv()) -assign("grouped_data", grouped_data, globalenv()) +
    +

    Arguments

    +
    object
    +

    An mmkin row object containing several fits of the same model to different datasets

    +
    +
    +

    Value

    +

    A function that can be used with nlme +A groupedData object

    +
    +
    +

    See also

    +

    nlme.mmkin

    +
    -library(nlme) -m_nlme <- nlme(value ~ nlme_f(name, time, parent_0, log_k_parent_sink), - data = grouped_data, - fixed = parent_0 + log_k_parent_sink ~ 1, - random = pdDiag(parent_0 + log_k_parent_sink ~ 1), - start = mean_dp) -summary(m_nlme) -
    #> Nonlinear mixed-effects model fit by maximum likelihood -#> Model: value ~ nlme_f(name, time, parent_0, log_k_parent_sink) -#> Data: grouped_data -#> AIC BIC logLik -#> 300.6824 310.2426 -145.3412 -#> -#> Random effects: -#> Formula: list(parent_0 ~ 1, log_k_parent_sink ~ 1) -#> Level: ds -#> Structure: Diagonal -#> parent_0 log_k_parent_sink Residual -#> StdDev: 1.697361 0.6801209 3.666073 -#> -#> Fixed effects: parent_0 + log_k_parent_sink ~ 1 -#> Value Std.Error DF t-value p-value -#> parent_0 100.99378 1.3890416 46 72.70753 0 -#> log_k_parent_sink -3.07521 0.4018589 46 -7.65246 0 -#> Correlation: -#> prnt_0 -#> log_k_parent_sink 0.027 -#> -#> Standardized Within-Group Residuals: -#> Min Q1 Med Q3 Max -#> -1.9942823 -0.5622565 0.1791579 0.7165038 2.0704781 -#> -#> Number of Observations: 50 -#> Number of Groups: 3
    plot(augPred(m_nlme, level = 0:1), layout = c(3, 1)) -
    # augPred does not work on fits with more than one state -# variable -# -# The procedure is greatly simplified by the nlme.mmkin function -f_nlme <- nlme(f) -plot(f_nlme) -
    +
    +

    Examples

    + 
    sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
+m_SFO <- mkinmod(parent = mkinsub("SFO"))
+d_SFO_1 <- mkinpredict(m_SFO,
+  c(k_parent = 0.1),
+  c(parent = 98), sampling_times)
+d_SFO_1_long <- mkin_wide_to_long(d_SFO_1, time = "time")
+d_SFO_2 <- mkinpredict(m_SFO,
+  c(k_parent = 0.05),
+  c(parent = 102), sampling_times)
+d_SFO_2_long <- mkin_wide_to_long(d_SFO_2, time = "time")
+d_SFO_3 <- mkinpredict(m_SFO,
+  c(k_parent = 0.02),
+  c(parent = 103), sampling_times)
+d_SFO_3_long <- mkin_wide_to_long(d_SFO_3, time = "time")
+
+d1 <- add_err(d_SFO_1, function(value) 3, n = 1)
+d2 <- add_err(d_SFO_2, function(value) 2, n = 1)
+d3 <- add_err(d_SFO_3, function(value) 4, n = 1)
+ds <- c(d1 = d1, d2 = d2, d3 = d3)
+
+f <- mmkin("SFO", ds, cores = 1, quiet = TRUE)
+mean_dp <- mean_degparms(f)
+grouped_data <- nlme_data(f)
+nlme_f <- nlme_function(f)
+# These assignments are necessary for these objects to be
+# visible to nlme and augPred when evaluation is done by
+# pkgdown to generate the html docs.
+assign("nlme_f", nlme_f, globalenv())
+assign("grouped_data", grouped_data, globalenv())
+
+library(nlme)
+m_nlme <- nlme(value ~ nlme_f(name, time, parent_0, log_k_parent_sink),
+  data = grouped_data,
+  fixed = parent_0 + log_k_parent_sink ~ 1,
+  random = pdDiag(parent_0 + log_k_parent_sink ~ 1),
+  start = mean_dp)
+summary(m_nlme)
+#> Nonlinear mixed-effects model fit by maximum likelihood
+#>   Model: value ~ nlme_f(name, time, parent_0, log_k_parent_sink) 
+#>   Data: grouped_data 
+#>        AIC      BIC    logLik
+#>   300.6824 310.2426 -145.3412
+#> 
+#> Random effects:
+#>  Formula: list(parent_0 ~ 1, log_k_parent_sink ~ 1)
+#>  Level: ds
+#>  Structure: Diagonal
+#>         parent_0 log_k_parent_sink Residual
+#> StdDev: 1.697361         0.6801209 3.666073
+#> 
+#> Fixed effects:  parent_0 + log_k_parent_sink ~ 1 
+#>                       Value Std.Error DF  t-value p-value
+#> parent_0          100.99378 1.3890416 46 72.70753       0
+#> log_k_parent_sink  -3.07521 0.4018589 46 -7.65246       0
+#>  Correlation: 
+#>                   prnt_0
+#> log_k_parent_sink 0.027 
+#> 
+#> Standardized Within-Group Residuals:
+#>        Min         Q1        Med         Q3        Max 
+#> -1.9942823 -0.5622565  0.1791579  0.7165038  2.0704781 
+#> 
+#> Number of Observations: 50
+#> Number of Groups: 3 
+plot(augPred(m_nlme, level = 0:1), layout = c(3, 1))
+
+# augPred does not work on fits with more than one state
+# variable
+#
+# The procedure is greatly simplified by the nlme.mmkin function
+f_nlme <- nlme(f)
+plot(f_nlme)
+
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/nlme.mmkin-1.png b/docs/dev/reference/nlme.mmkin-1.png index 95adfafb..d93b0950 100644 Binary files a/docs/dev/reference/nlme.mmkin-1.png and b/docs/dev/reference/nlme.mmkin-1.png differ diff --git a/docs/dev/reference/nlme.mmkin-2.png b/docs/dev/reference/nlme.mmkin-2.png index 53b6fc76..5afccfbb 100644 Binary files a/docs/dev/reference/nlme.mmkin-2.png and b/docs/dev/reference/nlme.mmkin-2.png differ diff --git a/docs/dev/reference/nlme.mmkin-3.png b/docs/dev/reference/nlme.mmkin-3.png index 8df1e73b..bf3aac6c 100644 Binary files a/docs/dev/reference/nlme.mmkin-3.png and b/docs/dev/reference/nlme.mmkin-3.png differ diff --git a/docs/dev/reference/nlme.mmkin.html b/docs/dev/reference/nlme.mmkin.html index 866091ca..e138ddd4 100644 --- a/docs/dev/reference/nlme.mmkin.html +++ b/docs/dev/reference/nlme.mmkin.html @@ -1,69 +1,14 @@ - - - - - - - -Create an nlme model for an mmkin row object — nlme.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Create an nlme model for an mmkin row object — nlme.mmkin • mkin - - - - - - - - - - + + - - - -
    -
    - -
    - -
    +

    Create an nlme model for an mmkin row object

    - Source: R/nlme.mmkin.R + Source: R/nlme.mmkin.R
    @@ -151,338 +87,316 @@ object. An mmkin row object is essentially a list of mkinfit objects that have been obtained by fitting the same model to a list of datasets.

    - 
    # S3 method for mmkin
-nlme(
-  model,
-  data = "auto",
-  fixed = lapply(as.list(names(mean_degparms(model))), function(el) eval(parse(text =
-    paste(el, 1, sep = "~")))),
-  random = pdDiag(fixed),
-  groups,
-  start = mean_degparms(model, random = TRUE, test_log_parms = TRUE),
-  correlation = NULL,
-  weights = NULL,
-  subset,
-  method = c("ML", "REML"),
-  na.action = na.fail,
-  naPattern,
-  control = list(),
-  verbose = FALSE
-)
-
-# S3 method for nlme.mmkin
-print(x, digits = max(3, getOption("digits") - 3), ...)
-
-# S3 method for nlme.mmkin
-update(object, ...)
    +
    + 
    # S3 method for mmkin
+nlme(
+  model,
+  data = "auto",
+  fixed = lapply(as.list(names(mean_degparms(model))), function(el) eval(parse(text =
+    paste(el, 1, sep = "~")))),
+  random = pdDiag(fixed),
+  groups,
+  start = mean_degparms(model, random = TRUE, test_log_parms = TRUE),
+  correlation = NULL,
+  weights = NULL,
+  subset,
+  method = c("ML", "REML"),
+  na.action = na.fail,
+  naPattern,
+  control = list(),
+  verbose = FALSE
+)
+
+# S3 method for nlme.mmkin
+print(x, digits = max(3, getOption("digits") - 3), ...)
+
+# S3 method for nlme.mmkin
+update(object, ...)
    +
    -

    Arguments

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    model

    An mmkin row object.

    data

    Ignored, data are taken from the mmkin model

    fixed

    Ignored, all degradation parameters fitted in the -mmkin model are used as fixed parameters

    random

    If not specified, no correlations between random effects are +

    +

    Arguments

    +
    model
    +

    An mmkin row object.

    +
    data
    +

    Ignored, data are taken from the mmkin model

    +
    fixed
    +

    Ignored, all degradation parameters fitted in the +mmkin model are used as fixed parameters

    +
    random
    +

    If not specified, no correlations between random effects are set up for the optimised degradation model parameters. This is -achieved by using the nlme::pdDiag method.

    groups

    See the documentation of nlme

    start

    If not specified, mean values of the fitted degradation -parameters taken from the mmkin object are used

    correlation

    See the documentation of nlme

    weights

    passed to nlme

    subset

    passed to nlme

    method

    passed to nlme

    na.action

    passed to nlme

    naPattern

    passed to nlme

    control

    passed to nlme

    verbose

    passed to nlme

    x

    An nlme.mmkin object to print

    digits

    Number of digits to use for printing

    ...

    Update specifications passed to update.nlme

    object

    An nlme.mmkin object to update

    - -

    Value

    - +achieved by using the nlme::pdDiag method.

    +
    groups
    +

    See the documentation of nlme

    +
    start
    +

    If not specified, mean values of the fitted degradation +parameters taken from the mmkin object are used

    +
    correlation
    +

    See the documentation of nlme

    +
    weights
    +

    passed to nlme

    +
    subset
    +

    passed to nlme

    +
    method
    +

    passed to nlme

    +
    na.action
    +

    passed to nlme

    +
    naPattern
    +

    passed to nlme

    +
    control
    +

    passed to nlme

    +
    verbose
    +

    passed to nlme

    +
    x
    +

    An nlme.mmkin object to print

    +
    digits
    +

    Number of digits to use for printing

    +
    ...
    +

    Update specifications passed to update.nlme

    +
    object
    +

    An nlme.mmkin object to update

    +
    +
    +

    Value

    Upon success, a fitted 'nlme.mmkin' object, which is an nlme object with additional elements. It also inherits from 'mixed.mmkin'.

    -

    Details

    - +
    +
    +

    Details

    Note that the convergence of the nlme algorithms depends on the quality of the data. In degradation kinetics, we often only have few datasets (e.g. data for few soils) and complicated degradation models, which may make it impossible to obtain convergence with nlme.

    -

    Note

    - -

    As the object inherits from nlme::nlme, there is a wealth of +

    +
    +

    Note

    +

    As the object inherits from nlme::nlme, there is a wealth of methods that will automatically work on 'nlme.mmkin' objects, such as -nlme::intervals(), nlme::anova.lme() and nlme::coef.lme().

    -

    See also

    - -

    nlme_function(), plot.mixed.mmkin, summary.nlme.mmkin

    - -

    Examples

    - 
    ds <- lapply(experimental_data_for_UBA_2019[6:10],
- function(x) subset(x$data[c("name", "time", "value")], name == "parent"))
-f <- mmkin(c("SFO", "DFOP"), ds, quiet = TRUE, cores = 1)
-library(nlme)
-f_nlme_sfo <- nlme(f["SFO", ])
-
-# \dontrun{
-
-  f_nlme_dfop <- nlme(f["DFOP", ])
-  anova(f_nlme_sfo, f_nlme_dfop)
-
    #>             Model df      AIC      BIC    logLik   Test  L.Ratio p-value
-#> f_nlme_sfo      1  5 625.0539 637.5529 -307.5269                        
-#> f_nlme_dfop     2  9 495.1270 517.6253 -238.5635 1 vs 2 137.9269  <.0001
      print(f_nlme_dfop)
-
    #> Kinetic nonlinear mixed-effects model fit by maximum likelihood
-#> 
-#> Structural model:
-#> d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
-#>            time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
-#>            * parent
-#> 
-#> Data:
-#> 90 observations of 1 variable(s) grouped in 5 datasets
-#> 
-#> Log-likelihood: -238.6
-#> 
-#> Fixed effects:
-#>  list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) 
-#> parent_0   log_k1   log_k2 g_qlogis 
-#>  94.1702  -1.8002  -4.1474   0.0324 
-#> 
-#> Random effects:
-#>  Formula: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)
-#>  Level: ds
-#>  Structure: Diagonal
-#>         parent_0 log_k1 log_k2 g_qlogis Residual
-#> StdDev:    2.488 0.8447   1.33   0.4652    2.321
-#> 
      plot(f_nlme_dfop)
-
      endpoints(f_nlme_dfop)
-
    #> $distimes
-#>            DT50     DT90 DT50back  DT50_k1  DT50_k2
-#> parent 10.79857 100.7937 30.34193 4.193938 43.85443
-#> 
    
-  ds_2 <- lapply(experimental_data_for_UBA_2019[6:10],
-   function(x) x$data[c("name", "time", "value")])
-  m_sfo_sfo <- mkinmod(parent = mkinsub("SFO", "A1"),
-    A1 = mkinsub("SFO"), use_of_ff = "min", quiet = TRUE)
-  m_sfo_sfo_ff <- mkinmod(parent = mkinsub("SFO", "A1"),
-    A1 = mkinsub("SFO"), use_of_ff = "max", quiet = TRUE)
-  m_dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
-    A1 = mkinsub("SFO"), quiet = TRUE)
-
-  f_2 <- mmkin(list("SFO-SFO" = m_sfo_sfo,
-   "SFO-SFO-ff" = m_sfo_sfo_ff,
-   "DFOP-SFO" = m_dfop_sfo),
-    ds_2, quiet = TRUE)
-
-  f_nlme_sfo_sfo <- nlme(f_2["SFO-SFO", ])
-  plot(f_nlme_sfo_sfo)
-
    
-  # With formation fractions this does not coverge with defaults
-  # f_nlme_sfo_sfo_ff <- nlme(f_2["SFO-SFO-ff", ])
-  #plot(f_nlme_sfo_sfo_ff)
-
-  # For the following, we need to increase pnlsMaxIter and the tolerance
-  # to get convergence
-  f_nlme_dfop_sfo <- nlme(f_2["DFOP-SFO", ],
-    control = list(pnlsMaxIter = 120, tolerance = 5e-4))
-
-  plot(f_nlme_dfop_sfo)
-
    
-  anova(f_nlme_dfop_sfo, f_nlme_sfo_sfo)
-
    #>                 Model df       AIC       BIC    logLik   Test  L.Ratio p-value
-#> f_nlme_dfop_sfo     1 13  843.8547  884.6201 -408.9274                        
-#> f_nlme_sfo_sfo      2  9 1085.1821 1113.4043 -533.5910 1 vs 2 249.3274  <.0001
    
-  endpoints(f_nlme_sfo_sfo)
-
    #> $ff
-#> parent_sink   parent_A1     A1_sink 
-#>   0.5912432   0.4087568   1.0000000 
-#> 
-#> $distimes
-#>            DT50     DT90
-#> parent 19.13518  63.5657
-#> A1     66.02155 219.3189
-#> 
      endpoints(f_nlme_dfop_sfo)
-
    #> $ff
-#>   parent_A1 parent_sink 
-#>   0.2768574   0.7231426 
-#> 
-#> $distimes
-#>             DT50     DT90 DT50back  DT50_k1  DT50_k2
-#> parent  11.07091 104.6320 31.49737 4.462383 46.20825
-#> A1     162.30519 539.1662       NA       NA       NA
-#> 
    
-  if (length(findFunction("varConstProp")) > 0) { # tc error model for nlme available
-    # Attempts to fit metabolite kinetics with the tc error model are possible,
-    # but need tweeking of control values and sometimes do not converge
-
-    f_tc <- mmkin(c("SFO", "DFOP"), ds, quiet = TRUE, error_model = "tc")
-    f_nlme_sfo_tc <- nlme(f_tc["SFO", ])
-    f_nlme_dfop_tc <- nlme(f_tc["DFOP", ])
-    AIC(f_nlme_sfo, f_nlme_sfo_tc, f_nlme_dfop, f_nlme_dfop_tc)
-    print(f_nlme_dfop_tc)
-  }
-
    #> Kinetic nonlinear mixed-effects model fit by maximum likelihood
-#> 
-#> Structural model:
-#> d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
-#>            time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
-#>            * parent
-#> 
-#> Data:
-#> 90 observations of 1 variable(s) grouped in 5 datasets
-#> 
-#> Log-likelihood: -238.4
-#> 
-#> Fixed effects:
-#>  list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) 
-#> parent_0   log_k1   log_k2 g_qlogis 
-#> 94.04774 -1.82340 -4.16716  0.05686 
-#> 
-#> Random effects:
-#>  Formula: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)
-#>  Level: ds
-#>  Structure: Diagonal
-#>         parent_0 log_k1 log_k2 g_qlogis Residual
-#> StdDev:    2.474   0.85  1.337   0.4659        1
-#> 
-#> Variance function:
-#>  Structure: Constant plus proportion of variance covariate
-#>  Formula: ~fitted(.) 
-#>  Parameter estimates:
-#>      const       prop 
-#> 2.23223147 0.01262395 
    
-  f_2_obs <- update(f_2, error_model = "obs")
-  f_nlme_sfo_sfo_obs <- nlme(f_2_obs["SFO-SFO", ])
-  print(f_nlme_sfo_sfo_obs)
-
    #> Kinetic nonlinear mixed-effects model fit by maximum likelihood
-#> 
-#> Structural model:
-#> d_parent/dt = - k_parent_sink * parent - k_parent_A1 * parent
-#> d_A1/dt = + k_parent_A1 * parent - k_A1_sink * A1
-#> 
-#> Data:
-#> 170 observations of 2 variable(s) grouped in 5 datasets
-#> 
-#> Log-likelihood: -473
-#> 
-#> Fixed effects:
-#>  list(parent_0 ~ 1, log_k_parent_sink ~ 1, log_k_parent_A1 ~ 1,      log_k_A1_sink ~ 1) 
-#>          parent_0 log_k_parent_sink   log_k_parent_A1     log_k_A1_sink 
-#>            87.976            -3.670            -4.164            -4.645 
-#> 
-#> Random effects:
-#>  Formula: list(parent_0 ~ 1, log_k_parent_sink ~ 1, log_k_parent_A1 ~ 1,      log_k_A1_sink ~ 1)
-#>  Level: ds
-#>  Structure: Diagonal
-#>         parent_0 log_k_parent_sink log_k_parent_A1 log_k_A1_sink Residual
-#> StdDev:    3.992             1.777           1.055        0.4821    6.483
-#> 
-#> Variance function:
-#>  Structure: Different standard deviations per stratum
-#>  Formula: ~1 | name 
-#>  Parameter estimates:
-#>    parent        A1 
-#> 1.0000000 0.2049995 
      f_nlme_dfop_sfo_obs <- nlme(f_2_obs["DFOP-SFO", ],
-    control = list(pnlsMaxIter = 120, tolerance = 5e-4))
-
-  f_2_tc <- update(f_2, error_model = "tc")
-  # f_nlme_sfo_sfo_tc <- nlme(f_2_tc["SFO-SFO", ]) # No convergence with 50 iterations
-  # f_nlme_dfop_sfo_tc <- nlme(f_2_tc["DFOP-SFO", ],
-  #  control = list(pnlsMaxIter = 120, tolerance = 5e-4)) # Error in X[, fmap[[nm]]] <- gradnm
+nlme::intervals(), nlme::anova.lme() and nlme::coef.lme().
    
+    
    
+    
 
-  anova(f_nlme_dfop_sfo, f_nlme_dfop_sfo_obs)
-
    #> Model df AIC BIC logLik Test L.Ratio -#> f_nlme_dfop_sfo 1 13 843.8547 884.6201 -408.9274 -#> f_nlme_dfop_sfo_obs 2 14 817.5338 861.4350 -394.7669 1 vs 2 28.32091 -#> p-value -#> f_nlme_dfop_sfo -#> f_nlme_dfop_sfo_obs <.0001
    -# } -
    +
    +

    Examples

    + 
    ds <- lapply(experimental_data_for_UBA_2019[6:10],
+ function(x) subset(x$data[c("name", "time", "value")], name == "parent"))
+f <- mmkin(c("SFO", "DFOP"), ds, quiet = TRUE, cores = 1)
+library(nlme)
+f_nlme_sfo <- nlme(f["SFO", ])
+
+# \dontrun{
+
+  f_nlme_dfop <- nlme(f["DFOP", ])
+  anova(f_nlme_sfo, f_nlme_dfop)
+#>             Model df      AIC      BIC    logLik   Test  L.Ratio p-value
+#> f_nlme_sfo      1  5 625.0539 637.5529 -307.5269                        
+#> f_nlme_dfop     2  9 495.1270 517.6253 -238.5635 1 vs 2 137.9269  <.0001
+  print(f_nlme_dfop)
+#> Kinetic nonlinear mixed-effects model fit by maximum likelihood
+#> 
+#> Structural model:
+#> d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
+#>            time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
+#>            * parent
+#> 
+#> Data:
+#> 90 observations of 1 variable(s) grouped in 5 datasets
+#> 
+#> Log-likelihood: -238.6
+#> 
+#> Fixed effects:
+#>  list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) 
+#> parent_0   log_k1   log_k2 g_qlogis 
+#>  94.1702  -1.8002  -4.1474   0.0324 
+#> 
+#> Random effects:
+#>  Formula: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)
+#>  Level: ds
+#>  Structure: Diagonal
+#>         parent_0 log_k1 log_k2 g_qlogis Residual
+#> StdDev:    2.488 0.8447   1.33   0.4652    2.321
+#> 
+  plot(f_nlme_dfop)
+
+  endpoints(f_nlme_dfop)
+#> $distimes
+#>            DT50     DT90 DT50back  DT50_k1  DT50_k2
+#> parent 10.79857 100.7937 30.34193 4.193938 43.85443
+#> 
+
+  ds_2 <- lapply(experimental_data_for_UBA_2019[6:10],
+   function(x) x$data[c("name", "time", "value")])
+  m_sfo_sfo <- mkinmod(parent = mkinsub("SFO", "A1"),
+    A1 = mkinsub("SFO"), use_of_ff = "min", quiet = TRUE)
+  m_sfo_sfo_ff <- mkinmod(parent = mkinsub("SFO", "A1"),
+    A1 = mkinsub("SFO"), use_of_ff = "max", quiet = TRUE)
+  m_dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
+    A1 = mkinsub("SFO"), quiet = TRUE)
+
+  f_2 <- mmkin(list("SFO-SFO" = m_sfo_sfo,
+   "SFO-SFO-ff" = m_sfo_sfo_ff,
+   "DFOP-SFO" = m_dfop_sfo),
+    ds_2, quiet = TRUE)
+
+  f_nlme_sfo_sfo <- nlme(f_2["SFO-SFO", ])
+  plot(f_nlme_sfo_sfo)
+
+
+  # With formation fractions this does not coverge with defaults
+  # f_nlme_sfo_sfo_ff <- nlme(f_2["SFO-SFO-ff", ])
+  #plot(f_nlme_sfo_sfo_ff)
+
+  # For the following, we need to increase pnlsMaxIter and the tolerance
+  # to get convergence
+  f_nlme_dfop_sfo <- nlme(f_2["DFOP-SFO", ],
+    control = list(pnlsMaxIter = 120, tolerance = 5e-4))
+
+  plot(f_nlme_dfop_sfo)
+
+
+  anova(f_nlme_dfop_sfo, f_nlme_sfo_sfo)
+#>                 Model df       AIC       BIC    logLik   Test  L.Ratio p-value
+#> f_nlme_dfop_sfo     1 13  843.8547  884.6201 -408.9274                        
+#> f_nlme_sfo_sfo      2  9 1085.1821 1113.4043 -533.5910 1 vs 2 249.3274  <.0001
+
+  endpoints(f_nlme_sfo_sfo)
+#> $ff
+#> parent_sink   parent_A1     A1_sink 
+#>   0.5912432   0.4087568   1.0000000 
+#> 
+#> $distimes
+#>            DT50     DT90
+#> parent 19.13518  63.5657
+#> A1     66.02155 219.3189
+#> 
+  endpoints(f_nlme_dfop_sfo)
+#> $ff
+#>   parent_A1 parent_sink 
+#>   0.2768574   0.7231426 
+#> 
+#> $distimes
+#>             DT50     DT90 DT50back  DT50_k1  DT50_k2
+#> parent  11.07091 104.6320 31.49737 4.462383 46.20825
+#> A1     162.30519 539.1662       NA       NA       NA
+#> 
+
+  if (length(findFunction("varConstProp")) > 0) { # tc error model for nlme available
+    # Attempts to fit metabolite kinetics with the tc error model are possible,
+    # but need tweeking of control values and sometimes do not converge
+
+    f_tc <- mmkin(c("SFO", "DFOP"), ds, quiet = TRUE, error_model = "tc")
+    f_nlme_sfo_tc <- nlme(f_tc["SFO", ])
+    f_nlme_dfop_tc <- nlme(f_tc["DFOP", ])
+    AIC(f_nlme_sfo, f_nlme_sfo_tc, f_nlme_dfop, f_nlme_dfop_tc)
+    print(f_nlme_dfop_tc)
+  }
+#> Kinetic nonlinear mixed-effects model fit by maximum likelihood
+#> 
+#> Structural model:
+#> d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
+#>            time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
+#>            * parent
+#> 
+#> Data:
+#> 90 observations of 1 variable(s) grouped in 5 datasets
+#> 
+#> Log-likelihood: -238.4
+#> 
+#> Fixed effects:
+#>  list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) 
+#> parent_0   log_k1   log_k2 g_qlogis 
+#> 94.04774 -1.82340 -4.16716  0.05686 
+#> 
+#> Random effects:
+#>  Formula: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)
+#>  Level: ds
+#>  Structure: Diagonal
+#>         parent_0 log_k1 log_k2 g_qlogis Residual
+#> StdDev:    2.474   0.85  1.337   0.4659        1
+#> 
+#> Variance function:
+#>  Structure: Constant plus proportion of variance covariate
+#>  Formula: ~fitted(.) 
+#>  Parameter estimates:
+#>      const       prop 
+#> 2.23223147 0.01262395 
+
+  f_2_obs <- update(f_2, error_model = "obs")
+  f_nlme_sfo_sfo_obs <- nlme(f_2_obs["SFO-SFO", ])
+  print(f_nlme_sfo_sfo_obs)
+#> Kinetic nonlinear mixed-effects model fit by maximum likelihood
+#> 
+#> Structural model:
+#> d_parent/dt = - k_parent_sink * parent - k_parent_A1 * parent
+#> d_A1/dt = + k_parent_A1 * parent - k_A1_sink * A1
+#> 
+#> Data:
+#> 170 observations of 2 variable(s) grouped in 5 datasets
+#> 
+#> Log-likelihood: -473
+#> 
+#> Fixed effects:
+#>  list(parent_0 ~ 1, log_k_parent_sink ~ 1, log_k_parent_A1 ~ 1,      log_k_A1_sink ~ 1) 
+#>          parent_0 log_k_parent_sink   log_k_parent_A1     log_k_A1_sink 
+#>            87.976            -3.670            -4.164            -4.645 
+#> 
+#> Random effects:
+#>  Formula: list(parent_0 ~ 1, log_k_parent_sink ~ 1, log_k_parent_A1 ~ 1,      log_k_A1_sink ~ 1)
+#>  Level: ds
+#>  Structure: Diagonal
+#>         parent_0 log_k_parent_sink log_k_parent_A1 log_k_A1_sink Residual
+#> StdDev:    3.992             1.777           1.055        0.4821    6.483
+#> 
+#> Variance function:
+#>  Structure: Different standard deviations per stratum
+#>  Formula: ~1 | name 
+#>  Parameter estimates:
+#>    parent        A1 
+#> 1.0000000 0.2049995 
+  f_nlme_dfop_sfo_obs <- nlme(f_2_obs["DFOP-SFO", ],
+    control = list(pnlsMaxIter = 120, tolerance = 5e-4))
+
+  f_2_tc <- update(f_2, error_model = "tc")
+  # f_nlme_sfo_sfo_tc <- nlme(f_2_tc["SFO-SFO", ]) # No convergence with 50 iterations
+  # f_nlme_dfop_sfo_tc <- nlme(f_2_tc["DFOP-SFO", ],
+  #  control = list(pnlsMaxIter = 120, tolerance = 5e-4)) # Error in X[, fmap[[nm]]] <- gradnm
+
+  anova(f_nlme_dfop_sfo, f_nlme_dfop_sfo_obs)
+#>                     Model df      AIC      BIC    logLik   Test  L.Ratio
+#> f_nlme_dfop_sfo         1 13 843.8547 884.6201 -408.9274                
+#> f_nlme_dfop_sfo_obs     2 14 817.5338 861.4350 -394.7669 1 vs 2 28.32091
+#>                     p-value
+#> f_nlme_dfop_sfo            
+#> f_nlme_dfop_sfo_obs  <.0001
+
+# }
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/nlmixr.mmkin-1.png b/docs/dev/reference/nlmixr.mmkin-1.png index e7e1ded0..42a266e5 100644 Binary files a/docs/dev/reference/nlmixr.mmkin-1.png and b/docs/dev/reference/nlmixr.mmkin-1.png differ diff --git a/docs/dev/reference/nlmixr.mmkin-2.png b/docs/dev/reference/nlmixr.mmkin-2.png index 37432f76..0c440fa8 100644 Binary files a/docs/dev/reference/nlmixr.mmkin-2.png and b/docs/dev/reference/nlmixr.mmkin-2.png differ diff --git a/docs/dev/reference/nlmixr.mmkin.html b/docs/dev/reference/nlmixr.mmkin.html index 55e256a0..82cef25d 100644 --- a/docs/dev/reference/nlmixr.mmkin.html +++ b/docs/dev/reference/nlmixr.mmkin.html @@ -1,70 +1,15 @@ - - - - - - - -Fit nonlinear mixed models using nlmixr — nlmixr.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Fit nonlinear mixed models using nlmixr — nlmixr.mmkin • mkin - - - - - - - - - - - + + - - -
    -
    - -
    - -
    +

    Fit nonlinear mixed models using nlmixr

    - Source: R/nlmixr.R + Source: R/nlmixr.R
    -

    This function uses nlmixr::nlmixr() as a backend for fitting nonlinear mixed -effects models created from mmkin row objects using the Stochastic Approximation +

    This function uses nlmixr::nlmixr() as a backend for fitting nonlinear mixed +effects models created from mmkin row objects using the Stochastic Approximation Expectation Maximisation algorithm (SAEM) or First Order Conditional Estimation with Interaction (FOCEI).

    - 
    # S3 method for mmkin
-nlmixr(
-  object,
-  data = NULL,
-  est = NULL,
-  control = list(),
-  table = tableControl(),
-  error_model = object[[1]]$err_mod,
-  test_log_parms = TRUE,
-  conf.level = 0.6,
-  degparms_start = "auto",
-  eta_start = "auto",
-  ...,
-  save = NULL,
-  envir = parent.frame()
-)
+    
    
+    
    # S3 method for mmkin
+nlmixr(
+  object,
+  data = NULL,
+  est = NULL,
+  control = list(),
+  table = tableControl(),
+  error_model = object[[1]]$err_mod,
+  test_log_parms = TRUE,
+  conf.level = 0.6,
+  degparms_start = "auto",
+  eta_start = "auto",
+  ...,
+  save = NULL,
+  envir = parent.frame()
+)
 
-# S3 method for nlmixr.mmkin
-print(x, digits = max(3, getOption("digits") - 3), ...)
+# S3 method for nlmixr.mmkin
+print(x, digits = max(3, getOption("digits") - 3), ...)
 
-nlmixr_model(
-  object,
-  est = c("saem", "focei"),
-  degparms_start = "auto",
-  eta_start = "auto",
-  test_log_parms = TRUE,
-  conf.level = 0.6,
-  error_model = object[[1]]$err_mod,
-  add_attributes = FALSE
-)
+nlmixr_model(
+  object,
+  est = c("saem", "focei"),
+  degparms_start = "auto",
+  eta_start = "auto",
+  test_log_parms = TRUE,
+  conf.level = 0.6,
+  error_model = object[[1]]$err_mod,
+  add_attributes = FALSE
+)
 
-nlmixr_data(object, ...)
    
+nlmixr_data(object, ...)
    +
    -

    Arguments

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    object

    An mmkin row object containing several fits of the same -mkinmod model to different datasets

    data

    Not used, as the data are extracted from the mmkin row object

    est

    Estimation method passed to nlmixr::nlmixr

    control

    Passed to nlmixr::nlmixr

    table

    Passed to nlmixr::nlmixr

    error_model

    Optional argument to override the error model which is -being set based on the error model used in the mmkin row object.

    test_log_parms

    If TRUE, an attempt is made to use more robust starting +

    +

    Arguments

    +
    object
    +

    An mmkin row object containing several fits of the same +mkinmod model to different datasets

    +
    data
    +

    Not used, as the data are extracted from the mmkin row object

    +
    est
    +

    Estimation method passed to nlmixr::nlmixr

    +
    control
    +

    Passed to nlmixr::nlmixr

    +
    table
    +

    Passed to nlmixr::nlmixr

    +
    error_model
    +

    Optional argument to override the error model which is +being set based on the error model used in the mmkin row object.

    +
    test_log_parms
    +

    If TRUE, an attempt is made to use more robust starting values for population parameters fitted as log parameters in mkin (like rate constants) by only considering rate constants that pass the t-test -when calculating mean degradation parameters using mean_degparms.

    conf.level

    Possibility to adjust the required confidence level -for parameter that are tested if requested by 'test_log_parms'.

    degparms_start

    Parameter values given as a named numeric vector will -be used to override the starting values obtained from the 'mmkin' object.

    eta_start

    Standard deviations on the transformed scale given as a +when calculating mean degradation parameters using mean_degparms.

    +
    conf.level
    +

    Possibility to adjust the required confidence level +for parameter that are tested if requested by 'test_log_parms'.

    +
    degparms_start
    +

    Parameter values given as a named numeric vector will +be used to override the starting values obtained from the 'mmkin' object.

    +
    eta_start
    +

    Standard deviations on the transformed scale given as a named numeric vector will be used to override the starting values obtained -from the 'mmkin' object.

    ...

    Passed to nlmixr_model

    save

    Passed to nlmixr::nlmixr

    envir

    Passed to nlmixr::nlmixr

    x

    An nlmixr.mmkin object to print

    digits

    Number of digits to use for printing

    add_attributes

    Should the starting values used for degradation model +from the 'mmkin' object.

    +
    ...
    +

    Passed to nlmixr_model

    +
    save
    +

    Passed to nlmixr::nlmixr

    +
    envir
    +

    Passed to nlmixr::nlmixr

    +
    x
    +

    An nlmixr.mmkin object to print

    +
    digits
    +

    Number of digits to use for printing

    +
    add_attributes
    +

    Should the starting values used for degradation model parameters and their distribution and for the error model parameters -be returned as attributes?

    - -

    Value

    - +be returned as attributes?

    +
    +
    +

    Value

    An S3 object of class 'nlmixr.mmkin', containing the fitted -nlmixr::nlmixr object as a list component named 'nm'. The -object also inherits from 'mixed.mmkin'.

    -

    An function defining a model suitable for fitting with nlmixr::nlmixr.

    -

    An dataframe suitable for use with nlmixr::nlmixr

    -

    Details

    - +nlmixr::nlmixr object as a list component named 'nm'. The +object also inherits from 'mixed.mmkin'. +An function defining a model suitable for fitting with nlmixr::nlmixr. +An dataframe suitable for use with nlmixr::nlmixr

    +
    +
    +

    Details

    An mmkin row object is essentially a list of mkinfit objects that have been -obtained by fitting the same model to a list of datasets using mkinfit.

    -

    See also

    - -

    summary.nlmixr.mmkin plot.mixed.mmkin

    - -

    Examples

    - 
    # \dontrun{
-ds <- lapply(experimental_data_for_UBA_2019[6:10],
- function(x) subset(x$data[c("name", "time", "value")]))
-names(ds) <- paste("Dataset", 6:10)
-
-f_mmkin_parent <- mmkin(c("SFO", "FOMC", "DFOP", "HS"), ds, quiet = TRUE, cores = 1)
-f_mmkin_parent_tc <- mmkin(c("SFO", "FOMC", "DFOP"), ds, error_model = "tc",
-  cores = 1, quiet = TRUE)
-
-library(nlmixr)
-
    #> 
-#> Attaching package: ‘nlmixr’
    #> The following object is masked from ‘package:mkin’:
-#> 
-#>     saem
    f_nlmixr_sfo_saem <- nlmixr(f_mmkin_parent["SFO", ], est = "saem",
-  control = saemControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>  
    #> → generate SAEM model
    #> ✔ done
    #> RxODE 1.1.2 using 8 threads (see ?getRxThreads)
-#>   no cache: create with `rxCreateCache()`
    #> Calculating covariance matrix
    #> 
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> Calculating residuals/tables
    #> done
    f_nlmixr_sfo_focei <- nlmixr(f_mmkin_parent["SFO", ], est = "focei",
-  control = foceiControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> 
    #> → calculate sensitivities
    #> 
    #> → calculate ∂(f)/∂(η)
    #> 
    #> → calculate ∂(R²)/∂(η)
    #> 
    #> → finding duplicate expressions in inner model...
    #> 
    #> → optimizing duplicate expressions in inner model...
    #> 
    #> → finding duplicate expressions in EBE model...
    #> 
    #> → optimizing duplicate expressions in EBE model...
    #> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> calculating covariance matrix
-#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    
-f_nlmixr_fomc_saem <- nlmixr(f_mmkin_parent["FOMC", ], est = "saem",
-  control = saemControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>  
    #> → generate SAEM model
    #> ✔ done
    #> Calculating covariance matrix
    #> 
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> Calculating residuals/tables
    #> done
    f_nlmixr_fomc_focei <- nlmixr(f_mmkin_parent["FOMC", ], est = "focei",
-  control = foceiControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> 
    #> → calculate sensitivities
    #> 
    #> → calculate ∂(f)/∂(η)
    #> 
    #> → calculate ∂(R²)/∂(η)
    #> 
    #> → finding duplicate expressions in inner model...
    #> 
    #> → optimizing duplicate expressions in inner model...
    #> 
    #> → finding duplicate expressions in EBE model...
    #> 
    #> → optimizing duplicate expressions in EBE model...
    #> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → optimizing duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> calculating covariance matrix
-#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    
-f_nlmixr_dfop_saem <- nlmixr(f_mmkin_parent["DFOP", ], est = "saem",
-  control = saemControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>  
    #> → generate SAEM model
    #> ✔ done
    #> Calculating covariance matrix
    #> 
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> Calculating residuals/tables
    #> done
    f_nlmixr_dfop_focei <- nlmixr(f_mmkin_parent["DFOP", ], est = "focei",
-  control = foceiControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> 
    #> → calculate sensitivities
    #> 
    #> → calculate ∂(f)/∂(η)
    #> 
    #> → calculate ∂(R²)/∂(η)
    #> 
    #> → finding duplicate expressions in inner model...
    #> 
    #> → optimizing duplicate expressions in inner model...
    #> 
    #> → finding duplicate expressions in EBE model...
    #> 
    #> → optimizing duplicate expressions in EBE model...
    #> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → optimizing duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> calculating covariance matrix
-#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    
-f_nlmixr_hs_saem <- nlmixr(f_mmkin_parent["HS", ], est = "saem",
-  control = saemControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>  
    #> → generate SAEM model
    #> ✔ done
    #> Calculating covariance matrix
    #> 
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> Calculating residuals/tables
    #> done
    f_nlmixr_hs_focei <- nlmixr(f_mmkin_parent["HS", ], est = "focei",
-  control = foceiControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> 
    #> → calculate sensitivities
    #> 
    #> → calculate ∂(f)/∂(η)
    #> 
    #> → calculate ∂(R²)/∂(η)
    #> 
    #> → finding duplicate expressions in inner model...
    #> 
    #> → optimizing duplicate expressions in inner model...
    #> 
    #> → finding duplicate expressions in EBE model...
    #> 
    #> → optimizing duplicate expressions in EBE model...
    #> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → optimizing duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> calculating covariance matrix
-#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: using S matrix to calculate covariance, can check sandwich or R matrix with $covRS and $covR
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    
-f_nlmixr_fomc_saem_tc <- nlmixr(f_mmkin_parent_tc["FOMC", ], est = "saem",
-  control = saemControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>  
    #> Calculating covariance matrix
    #> 
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> Calculating residuals/tables
    #> done
    f_nlmixr_fomc_focei_tc <- nlmixr(f_mmkin_parent_tc["FOMC", ], est = "focei",
-  control = foceiControl(print = 0))
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> 
    #> → calculate sensitivities
    #> 
    #> → calculate ∂(f)/∂(η)
    #> 
    #> → calculate ∂(R²)/∂(η)
    #> 
    #> → finding duplicate expressions in inner model...
    #> 
    #> → optimizing duplicate expressions in inner model...
    #> 
    #> → finding duplicate expressions in EBE model...
    #> 
    #> → optimizing duplicate expressions in EBE model...
    #> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → optimizing duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: parameter estimate near boundary; covariance not calculated:
-#>    "rsd_high" 
-#>  use 'getVarCov' to calculate anyway
    #> Warning: gradient problems with initial estimate; see $scaleInfo
    
-AIC(
-  f_nlmixr_sfo_saem$nm, f_nlmixr_sfo_focei$nm,
-  f_nlmixr_fomc_saem$nm, f_nlmixr_fomc_focei$nm,
-  f_nlmixr_dfop_saem$nm, f_nlmixr_dfop_focei$nm,
-  f_nlmixr_hs_saem$nm, f_nlmixr_hs_focei$nm,
-  f_nlmixr_fomc_saem_tc$nm, f_nlmixr_fomc_focei_tc$nm)
-
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #> 
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #> 
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #> 
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #> 
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #> 
    #>                           df      AIC
-#> f_nlmixr_sfo_saem$nm       5 624.9492
-#> f_nlmixr_sfo_focei$nm      5 625.0695
-#> f_nlmixr_fomc_saem$nm      7 463.7577
-#> f_nlmixr_fomc_focei$nm     7 468.0861
-#> f_nlmixr_dfop_saem$nm      9 495.1980
-#> f_nlmixr_dfop_focei$nm     9 495.1072
-#> f_nlmixr_hs_saem$nm        9 531.0689
-#> f_nlmixr_hs_focei$nm       9 545.6728
-#> f_nlmixr_fomc_saem_tc$nm   8 462.1411
-#> f_nlmixr_fomc_focei_tc$nm  8 470.0745
    
-AIC(nlme(f_mmkin_parent["FOMC", ]))
-
    #> [1] 468.0781
    AIC(nlme(f_mmkin_parent["HS", ]))
-
    #> [1] 535.609
    
-# The FOCEI fit of FOMC with constant variance or the tc error model is best
-plot(f_nlmixr_fomc_saem_tc)
-
    
-sfo_sfo <- mkinmod(parent = mkinsub("SFO", "A1"),
-  A1 = mkinsub("SFO"), quiet = TRUE)
-fomc_sfo <- mkinmod(parent = mkinsub("FOMC", "A1"),
-  A1 = mkinsub("SFO"), quiet = TRUE)
-dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
-  A1 = mkinsub("SFO"), quiet = TRUE)
-
-f_mmkin_const <- mmkin(list(
-    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
-  ds, quiet = TRUE, error_model = "const")
-f_mmkin_obs <- mmkin(list(
-    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
-  ds, quiet = TRUE, error_model = "obs")
-f_mmkin_tc <- mmkin(list(
-    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
-  ds, quiet = TRUE, error_model = "tc")
+obtained by fitting the same model to a list of datasets using mkinfit.
    
+    
    
+    
 
-nlmixr_model(f_mmkin_const["SFO-SFO", ])
-
    #> Constant variance for more than one variable is not supported for est = 'saem' -#> Changing the error model to 'obs' (variance by observed variable)
    #> function () -#> { -#> ini({ -#> parent_0 = 87 -#> eta.parent_0 ~ 4.2 -#> log_k_parent = -3.2 -#> eta.log_k_parent ~ 1.5 -#> log_k_A1 = -4.6 -#> eta.log_k_A1 ~ 0.56 -#> f_parent_qlogis = -0.33 -#> eta.f_parent_qlogis ~ 1.1 -#> sigma_parent = 4.3 -#> sigma_A1 = 4.3 -#> }) -#> model({ -#> parent_0_model = parent_0 + eta.parent_0 -#> parent(0) = parent_0_model -#> k_parent = exp(log_k_parent + eta.log_k_parent) -#> k_A1 = exp(log_k_A1 + eta.log_k_A1) -#> f_parent_to_A1 = expit(f_parent_qlogis + eta.f_parent_qlogis) -#> d/dt(parent) = -k_parent * parent -#> d/dt(A1) = +f_parent_to_A1 * k_parent * parent - k_A1 * -#> A1 -#> parent ~ add(sigma_parent) -#> A1 ~ add(sigma_A1) -#> }) -#> } -#> <environment: 0x55556675b428>
    -# A single constant variance is currently only possible with est = 'focei' in nlmixr -f_nlmixr_sfo_sfo_focei_const <- nlmixr(f_mmkin_const["SFO-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 |log_k_parent | log_k_A1 |f_parent_qlogis | -#> |.....................| sigma | o1 | o2 | o3 | -#> |.....................| o4 |...........|...........|...........| -#> | 1| 756.61847 | 1.000 | -0.9694 | -1.000 | -0.9068 | -#> |.....................| -0.8057 | -0.8843 | -0.8798 | -0.8743 | -#> |.....................| -0.8782 |...........|...........|...........| -#> | U| 756.61847 | 87.00 | -3.200 | -4.600 | -0.3300 | -#> |.....................| 4.300 | 0.6985 | 0.9036 | 1.156 | -#> |.....................| 0.9765 |...........|...........|...........| -#> | X| 756.61847 | 87.00 | 0.04076 | 0.01005 | 0.4182 | -#> |.....................| 4.300 | 0.6985 | 0.9036 | 1.156 | -#> |.....................| 0.9765 |...........|...........|...........| -#> | G| Gill Diff. | 104.1 | 0.02915 | 0.3320 | 0.4427 | -#> |.....................| -29.46 | 6.499 | 3.260 | -8.158 | -#> |.....................| -5.501 |...........|...........|...........| -#> | 2| 4014.8405 | 0.04387 | -0.9697 | -1.003 | -0.9108 | -#> |.....................| -0.5352 | -0.9440 | -0.9098 | -0.7994 | -#> |.....................| -0.8277 |...........|...........|...........| -#> | U| 4014.8405 | 3.817 | -3.200 | -4.603 | -0.3313 | -#> |.....................| 4.882 | 0.6569 | 0.8766 | 1.243 | -#> |.....................| 1.026 |...........|...........|...........| -#> | X| 4014.8405 | 3.817 | 0.04075 | 0.01002 | 0.4179 | -#> |.....................| 4.882 | 0.6569 | 0.8766 | 1.243 | -#> |.....................| 1.026 |...........|...........|...........| -#> | 3| 784.09766 | 0.9044 | -0.9695 | -1.000 | -0.9072 | -#> |.....................| -0.7786 | -0.8903 | -0.8828 | -0.8668 | -#> |.....................| -0.8732 |...........|...........|...........| -#> | U| 784.09766 | 78.68 | -3.200 | -4.600 | -0.3301 | -#> |.....................| 4.358 | 0.6944 | 0.9009 | 1.165 | -#> |.....................| 0.9814 |...........|...........|...........| -#> | X| 784.09766 | 78.68 | 0.04076 | 0.01005 | 0.4182 | -#> |.....................| 4.358 | 0.6944 | 0.9009 | 1.165 | -#> |.....................| 0.9814 |...........|...........|...........| -#> | 4| 755.85897 | 0.9864 | -0.9694 | -1.000 | -0.9068 | -#> |.....................| -0.8018 | -0.8852 | -0.8803 | -0.8733 | -#> |.....................| -0.8775 |...........|...........|...........| -#> | U| 755.85897 | 85.82 | -3.200 | -4.600 | -0.3300 | -#> |.....................| 4.308 | 0.6979 | 0.9032 | 1.157 | -#> |.....................| 0.9772 |...........|...........|...........| -#> | X| 755.85897 | 85.82 | 0.04076 | 0.01005 | 0.4182 | -#> |.....................| 4.308 | 0.6979 | 0.9032 | 1.157 | -#> |.....................| 0.9772 |...........|...........|...........| -#> | F| Forward Diff. | -10.67 | 0.1182 | 0.2197 | 0.3686 | -#> |.....................| -28.82 | 3.860 | 3.200 | -8.294 | -#> |.....................| -5.254 |...........|...........|...........| -#> | 5| 755.50135 | 0.9911 | -0.9695 | -1.000 | -0.9070 | -#> |.....................| -0.7893 | -0.8868 | -0.8816 | -0.8697 | -#> |.....................| -0.8752 |...........|...........|...........| -#> | U| 755.50135 | 86.22 | -3.200 | -4.600 | -0.3301 | -#> |.....................| 4.335 | 0.6968 | 0.9020 | 1.161 | -#> |.....................| 0.9794 |...........|...........|...........| -#> | X| 755.50135 | 86.22 | 0.04076 | 0.01005 | 0.4182 | -#> |.....................| 4.335 | 0.6968 | 0.9020 | 1.161 | -#> |.....................| 0.9794 |...........|...........|...........| -#> | 6| 755.34910 | 0.9966 | -0.9695 | -1.000 | -0.9072 | -#> |.....................| -0.7744 | -0.8888 | -0.8833 | -0.8654 | -#> |.....................| -0.8725 |...........|...........|...........| -#> | U| 755.3491 | 86.70 | -3.200 | -4.600 | -0.3301 | -#> |.....................| 4.367 | 0.6954 | 0.9005 | 1.166 | -#> |.....................| 0.9820 |...........|...........|...........| -#> | X| 755.3491 | 86.70 | 0.04076 | 0.01005 | 0.4182 | -#> |.....................| 4.367 | 0.6954 | 0.9005 | 1.166 | -#> |.....................| 0.9820 |...........|...........|...........| -#> | F| Forward Diff. | 73.92 | 0.04965 | 0.3063 | 0.4373 | -#> |.....................| -23.46 | 5.143 | 2.934 | -7.746 | -#> |.....................| -5.165 |...........|...........|...........| -#> | 7| 754.44379 | 0.9831 | -0.9697 | -1.001 | -0.9076 | -#> |.....................| -0.7489 | -0.8930 | -0.8865 | -0.8566 | -#> |.....................| -0.8669 |...........|...........|...........| -#> | U| 754.44379 | 85.53 | -3.200 | -4.601 | -0.3303 | -#> |.....................| 4.422 | 0.6925 | 0.8975 | 1.176 | -#> |.....................| 0.9875 |...........|...........|...........| -#> | X| 754.44379 | 85.53 | 0.04075 | 0.01005 | 0.4182 | -#> |.....................| 4.422 | 0.6925 | 0.8975 | 1.176 | -#> |.....................| 0.9875 |...........|...........|...........| -#> | F| Forward Diff. | -36.39 | 0.1354 | 0.1953 | 0.3724 | -#> |.....................| -19.20 | 3.020 | 2.621 | -7.506 | -#> |.....................| -4.671 |...........|...........|...........| -#> | 8| 753.82350 | 0.9908 | -0.9699 | -1.001 | -0.9085 | -#> |.....................| -0.7249 | -0.8992 | -0.8910 | -0.8427 | -#> |.....................| -0.8580 |...........|...........|...........| -#> | U| 753.8235 | 86.20 | -3.200 | -4.601 | -0.3306 | -#> |.....................| 4.474 | 0.6881 | 0.8935 | 1.193 | -#> |.....................| 0.9962 |...........|...........|...........| -#> | X| 753.8235 | 86.20 | 0.04074 | 0.01004 | 0.4181 | -#> |.....................| 4.474 | 0.6881 | 0.8935 | 1.193 | -#> |.....................| 0.9962 |...........|...........|...........| -#> | F| Forward Diff. | 25.33 | 0.08213 | 0.2542 | 0.4339 | -#> |.....................| -14.89 | 3.322 | 2.230 | -6.934 | -#> |.....................| -4.324 |...........|...........|...........| -#> | 9| 753.42397 | 0.9836 | -0.9702 | -1.002 | -0.9101 | -#> |.....................| -0.7094 | -0.9058 | -0.8962 | -0.8215 | -#> |.....................| -0.8457 |...........|...........|...........| -#> | U| 753.42397 | 85.57 | -3.201 | -4.602 | -0.3311 | -#> |.....................| 4.507 | 0.6835 | 0.8888 | 1.217 | -#> |.....................| 1.008 |...........|...........|...........| -#> | X| 753.42397 | 85.57 | 0.04073 | 0.01003 | 0.4180 | -#> |.....................| 4.507 | 0.6835 | 0.8888 | 1.217 | -#> |.....................| 1.008 |...........|...........|...........| -#> | F| Forward Diff. | -31.38 | 0.1220 | 0.1752 | 0.4111 | -#> |.....................| -12.58 | 2.402 | 1.769 | -6.044 | -#> |.....................| -3.541 |...........|...........|...........| -#> | 10| 753.10125 | 0.9902 | -0.9707 | -1.003 | -0.9128 | -#> |.....................| -0.7033 | -0.9147 | -0.8999 | -0.7966 | -#> |.....................| -0.8328 |...........|...........|...........| -#> | U| 753.10125 | 86.15 | -3.201 | -4.603 | -0.3320 | -#> |.....................| 4.520 | 0.6773 | 0.8855 | 1.246 | -#> |.....................| 1.021 |...........|...........|...........| -#> | X| 753.10125 | 86.15 | 0.04071 | 0.01002 | 0.4178 | -#> |.....................| 4.520 | 0.6773 | 0.8855 | 1.246 | -#> |.....................| 1.021 |...........|...........|...........| -#> | F| Forward Diff. | 18.19 | 0.07644 | 0.2005 | 0.4693 | -#> |.....................| -11.34 | 2.660 | 1.470 | -4.866 | -#> |.....................| -2.908 |...........|...........|...........| -#> | 11| 752.83558 | 0.9856 | -0.9716 | -1.004 | -0.9194 | -#> |.....................| -0.6931 | -0.9294 | -0.8999 | -0.7740 | -#> |.....................| -0.8246 |...........|...........|...........| -#> | U| 752.83558 | 85.75 | -3.202 | -4.604 | -0.3342 | -#> |.....................| 4.542 | 0.6671 | 0.8855 | 1.272 | -#> |.....................| 1.029 |...........|...........|...........| -#> | X| 752.83558 | 85.75 | 0.04067 | 0.01001 | 0.4172 | -#> |.....................| 4.542 | 0.6671 | 0.8855 | 1.272 | -#> |.....................| 1.029 |...........|...........|...........| -#> | F| Forward Diff. | -17.42 | 0.09700 | 0.1175 | 0.4453 | -#> |.....................| -9.793 | 1.829 | 1.489 | -3.997 | -#> |.....................| -2.337 |...........|...........|...........| -#> | 12| 752.64046 | 0.9898 | -0.9731 | -1.005 | -0.9331 | -#> |.....................| -0.6718 | -0.9413 | -0.9101 | -0.7759 | -#> |.....................| -0.8318 |...........|...........|...........| -#> | U| 752.64046 | 86.12 | -3.204 | -4.605 | -0.3387 | -#> |.....................| 4.588 | 0.6587 | 0.8763 | 1.270 | -#> |.....................| 1.022 |...........|...........|...........| -#> | X| 752.64046 | 86.12 | 0.04061 | 0.01000 | 0.4161 | -#> |.....................| 4.588 | 0.6587 | 0.8763 | 1.270 | -#> |.....................| 1.022 |...........|...........|...........| -#> | F| Forward Diff. | 12.96 | 0.06018 | 0.1556 | 0.4415 | -#> |.....................| -6.445 | 1.822 | 0.6282 | -4.092 | -#> |.....................| -2.761 |...........|...........|...........| -#> | 13| 752.52461 | 0.9874 | -0.9741 | -1.006 | -0.9430 | -#> |.....................| -0.6755 | -0.9483 | -0.9069 | -0.7553 | -#> |.....................| -0.8127 |...........|...........|...........| -#> | U| 752.52461 | 85.90 | -3.205 | -4.606 | -0.3420 | -#> |.....................| 4.580 | 0.6538 | 0.8792 | 1.294 | -#> |.....................| 1.040 |...........|...........|...........| -#> | X| 752.52461 | 85.90 | 0.04057 | 0.009996 | 0.4153 | -#> |.....................| 4.580 | 0.6538 | 0.8792 | 1.294 | -#> |.....................| 1.040 |...........|...........|...........| -#> | F| Forward Diff. | -5.319 | 0.06758 | 0.1323 | 0.4528 | -#> |.....................| -7.018 | 1.348 | 0.9128 | -3.312 | -#> |.....................| -1.706 |...........|...........|...........| -#> | 14| 752.47650 | 0.9920 | -0.9750 | -1.008 | -0.9578 | -#> |.....................| -0.6735 | -0.9481 | -0.9014 | -0.7293 | -#> |.....................| -0.8100 |...........|...........|...........| -#> | U| 752.4765 | 86.30 | -3.206 | -4.608 | -0.3468 | -#> |.....................| 4.584 | 0.6539 | 0.8841 | 1.324 | -#> |.....................| 1.043 |...........|...........|...........| -#> | X| 752.4765 | 86.30 | 0.04054 | 0.009974 | 0.4142 | -#> |.....................| 4.584 | 0.6539 | 0.8841 | 1.324 | -#> |.....................| 1.043 |...........|...........|...........| -#> | F| Forward Diff. | 26.38 | 0.03719 | 0.08701 | 0.4621 | -#> |.....................| -6.642 | 1.808 | 1.401 | -2.463 | -#> |.....................| -1.595 |...........|...........|...........| -#> | 15| 752.37074 | 0.9880 | -0.9759 | -1.009 | -0.9778 | -#> |.....................| -0.6665 | -0.9465 | -0.9156 | -0.7192 | -#> |.....................| -0.8239 |...........|...........|...........| -#> | U| 752.37074 | 85.96 | -3.206 | -4.609 | -0.3534 | -#> |.....................| 4.599 | 0.6551 | 0.8713 | 1.335 | -#> |.....................| 1.030 |...........|...........|...........| -#> | X| 752.37074 | 85.96 | 0.04050 | 0.009963 | 0.4125 | -#> |.....................| 4.599 | 0.6551 | 0.8713 | 1.335 | -#> |.....................| 1.030 |...........|...........|...........| -#> | F| Forward Diff. | -0.8866 | 0.05090 | -0.01541 | 0.3812 | -#> |.....................| -5.712 | 1.436 | 0.1646 | -2.191 | -#> |.....................| -2.247 |...........|...........|...........| -#> | 16| 752.26949 | 0.9921 | -0.9761 | -1.009 | -0.9796 | -#> |.....................| -0.6402 | -0.9531 | -0.9164 | -0.7091 | -#> |.....................| -0.8135 |...........|...........|...........| -#> | U| 752.26949 | 86.31 | -3.207 | -4.609 | -0.3540 | -#> |.....................| 4.656 | 0.6505 | 0.8706 | 1.347 | -#> |.....................| 1.040 |...........|...........|...........| -#> | X| 752.26949 | 86.31 | 0.04049 | 0.009963 | 0.4124 | -#> |.....................| 4.656 | 0.6505 | 0.8706 | 1.347 | -#> |.....................| 1.040 |...........|...........|...........| -#> | F| Forward Diff. | 26.82 | 0.02710 | 0.03892 | 0.4267 | -#> |.....................| -2.005 | 1.500 | 0.1022 | -1.862 | -#> |.....................| -1.773 |...........|...........|...........| -#> | 17| 752.20271 | 0.9873 | -0.9768 | -1.006 | -0.9927 | -#> |.....................| -0.6361 | -0.9677 | -0.9007 | -0.7162 | -#> |.....................| -0.7982 |...........|...........|...........| -#> | U| 752.20271 | 85.89 | -3.207 | -4.606 | -0.3584 | -#> |.....................| 4.664 | 0.6403 | 0.8848 | 1.339 | -#> |.....................| 1.055 |...........|...........|...........| -#> | X| 752.20271 | 85.89 | 0.04046 | 0.009992 | 0.4114 | -#> |.....................| 4.664 | 0.6403 | 0.8848 | 1.339 | -#> |.....................| 1.055 |...........|...........|...........| -#> | F| Forward Diff. | -7.259 | 0.05081 | 0.1320 | 0.4166 | -#> |.....................| -1.497 | 0.4663 | 1.471 | -1.984 | -#> |.....................| -0.9590 |...........|...........|...........| -#> | 18| 752.16826 | 0.9883 | -0.9778 | -1.006 | -1.005 | -#> |.....................| -0.6437 | -0.9795 | -0.9210 | -0.7076 | -#> |.....................| -0.7873 |...........|...........|...........| -#> | U| 752.16826 | 85.98 | -3.208 | -4.606 | -0.3626 | -#> |.....................| 4.648 | 0.6320 | 0.8664 | 1.349 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.16826 | 85.98 | 0.04042 | 0.009989 | 0.4103 | -#> |.....................| 4.648 | 0.6320 | 0.8664 | 1.349 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -1.732 | 0.03428 | 0.1666 | 0.4265 | -#> |.....................| -2.413 | 0.2526 | -0.2557 | -1.689 | -#> |.....................| -0.3553 |...........|...........|...........| -#> | 19| 752.25223 | 0.9952 | -0.9788 | -1.010 | -1.023 | -#> |.....................| -0.6370 | -0.9826 | -0.9156 | -0.6853 | -#> |.....................| -0.7912 |...........|...........|...........| -#> | U| 752.25223 | 86.58 | -3.209 | -4.610 | -0.3684 | -#> |.....................| 4.663 | 0.6299 | 0.8713 | 1.374 | -#> |.....................| 1.061 |...........|...........|...........| -#> | X| 752.25223 | 86.58 | 0.04038 | 0.009949 | 0.4089 | -#> |.....................| 4.663 | 0.6299 | 0.8713 | 1.374 | -#> |.....................| 1.061 |...........|...........|...........| -#> | 20| 752.18605 | 0.9920 | -0.9778 | -1.007 | -1.006 | -#> |.....................| -0.6387 | -0.9801 | -0.9204 | -0.7040 | -#> |.....................| -0.7866 |...........|...........|...........| -#> | U| 752.18605 | 86.30 | -3.208 | -4.607 | -0.3629 | -#> |.....................| 4.659 | 0.6316 | 0.8669 | 1.353 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.18605 | 86.30 | 0.04042 | 0.009985 | 0.4103 | -#> |.....................| 4.659 | 0.6316 | 0.8669 | 1.353 | -#> |.....................| 1.066 |...........|...........|...........| -#> | 21| 752.16428 | 0.9894 | -0.9778 | -1.006 | -1.006 | -#> |.....................| -0.6422 | -0.9797 | -0.9208 | -0.7065 | -#> |.....................| -0.7871 |...........|...........|...........| -#> | U| 752.16428 | 86.08 | -3.208 | -4.606 | -0.3627 | -#> |.....................| 4.651 | 0.6319 | 0.8666 | 1.350 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.16428 | 86.08 | 0.04042 | 0.009988 | 0.4103 | -#> |.....................| 4.651 | 0.6319 | 0.8666 | 1.350 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 5.144 | 0.02886 | 0.1726 | 0.4333 | -#> |.....................| -2.192 | 0.3285 | -0.2407 | -1.661 | -#> |.....................| -0.3568 |...........|...........|...........| -#> | 22| 752.15919 | 0.9884 | -0.9779 | -1.007 | -1.007 | -#> |.....................| -0.6420 | -0.9798 | -0.9206 | -0.7051 | -#> |.....................| -0.7874 |...........|...........|...........| -#> | U| 752.15919 | 85.99 | -3.208 | -4.607 | -0.3630 | -#> |.....................| 4.652 | 0.6319 | 0.8668 | 1.352 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.15919 | 85.99 | 0.04042 | 0.009985 | 0.4102 | -#> |.....................| 4.652 | 0.6319 | 0.8668 | 1.352 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -1.486 | 0.03361 | 0.1549 | 0.4244 | -#> |.....................| -2.177 | 0.2364 | -0.2213 | -1.616 | -#> |.....................| -0.3570 |...........|...........|...........| -#> | 23| 752.15545 | 0.9894 | -0.9779 | -1.007 | -1.007 | -#> |.....................| -0.6405 | -0.9799 | -0.9204 | -0.7040 | -#> |.....................| -0.7872 |...........|...........|...........| -#> | U| 752.15545 | 86.07 | -3.208 | -4.607 | -0.3631 | -#> |.....................| 4.655 | 0.6318 | 0.8669 | 1.353 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.15545 | 86.07 | 0.04042 | 0.009984 | 0.4102 | -#> |.....................| 4.655 | 0.6318 | 0.8669 | 1.353 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 4.936 | 0.02854 | 0.1600 | 0.4306 | -#> |.....................| -1.962 | 0.3065 | -0.2063 | -1.586 | -#> |.....................| -0.3570 |...........|...........|...........| -#> | 24| 752.15077 | 0.9884 | -0.9779 | -1.007 | -1.008 | -#> |.....................| -0.6403 | -0.9800 | -0.9202 | -0.7026 | -#> |.....................| -0.7875 |...........|...........|...........| -#> | U| 752.15077 | 85.99 | -3.209 | -4.607 | -0.3635 | -#> |.....................| 4.656 | 0.6317 | 0.8672 | 1.355 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.15077 | 85.99 | 0.04042 | 0.009981 | 0.4101 | -#> |.....................| 4.656 | 0.6317 | 0.8672 | 1.355 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -1.303 | 0.03292 | 0.1430 | 0.4220 | -#> |.....................| -1.955 | 0.2207 | -0.1874 | -1.542 | -#> |.....................| -0.3581 |...........|...........|...........| -#> | 25| 752.14731 | 0.9893 | -0.9780 | -1.007 | -1.009 | -#> |.....................| -0.6389 | -0.9801 | -0.9200 | -0.7014 | -#> |.....................| -0.7873 |...........|...........|...........| -#> | U| 752.14731 | 86.07 | -3.209 | -4.607 | -0.3637 | -#> |.....................| 4.659 | 0.6316 | 0.8673 | 1.356 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.14731 | 86.07 | 0.04042 | 0.009980 | 0.4101 | -#> |.....................| 4.659 | 0.6316 | 0.8673 | 1.356 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 4.764 | 0.02806 | 0.1473 | 0.4277 | -#> |.....................| -1.749 | 0.2865 | -0.1727 | -1.510 | -#> |.....................| -0.3572 |...........|...........|...........| -#> | 26| 752.14299 | 0.9884 | -0.9780 | -1.007 | -1.010 | -#> |.....................| -0.6388 | -0.9801 | -0.9198 | -0.7000 | -#> |.....................| -0.7876 |...........|...........|...........| -#> | U| 752.14299 | 85.99 | -3.209 | -4.607 | -0.3641 | -#> |.....................| 4.659 | 0.6316 | 0.8675 | 1.358 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.14299 | 85.99 | 0.04041 | 0.009978 | 0.4100 | -#> |.....................| 4.659 | 0.6316 | 0.8675 | 1.358 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -1.130 | 0.03192 | 0.1311 | 0.4194 | -#> |.....................| -1.750 | 0.2064 | -0.1542 | -1.466 | -#> |.....................| -0.3587 |...........|...........|...........| -#> | 27| 752.13982 | 0.9893 | -0.9781 | -1.008 | -1.010 | -#> |.....................| -0.6374 | -0.9803 | -0.9196 | -0.6987 | -#> |.....................| -0.7873 |...........|...........|...........| -#> | U| 752.13982 | 86.07 | -3.209 | -4.608 | -0.3642 | -#> |.....................| 4.662 | 0.6315 | 0.8676 | 1.359 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.13982 | 86.07 | 0.04041 | 0.009977 | 0.4099 | -#> |.....................| 4.662 | 0.6315 | 0.8676 | 1.359 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 4.635 | 0.02760 | 0.1350 | 0.4248 | -#> |.....................| -1.550 | 0.2683 | -0.1407 | -1.433 | -#> |.....................| -0.3557 |...........|...........|...........| -#> | 28| 752.13580 | 0.9884 | -0.9782 | -1.008 | -1.012 | -#> |.....................| -0.6373 | -0.9803 | -0.9194 | -0.6973 | -#> |.....................| -0.7876 |...........|...........|...........| -#> | U| 752.1358 | 85.99 | -3.209 | -4.608 | -0.3647 | -#> |.....................| 4.662 | 0.6315 | 0.8678 | 1.361 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.1358 | 85.99 | 0.04041 | 0.009975 | 0.4098 | -#> |.....................| 4.662 | 0.6315 | 0.8678 | 1.361 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -0.9657 | 0.03147 | 0.1207 | 0.4166 | -#> |.....................| -1.557 | 0.1931 | -0.1227 | -1.391 | -#> |.....................| -0.3574 |...........|...........|...........| -#> | 29| 752.13295 | 0.9893 | -0.9782 | -1.008 | -1.012 | -#> |.....................| -0.6359 | -0.9805 | -0.9193 | -0.6961 | -#> |.....................| -0.7873 |...........|...........|...........| -#> | U| 752.13295 | 86.07 | -3.209 | -4.608 | -0.3648 | -#> |.....................| 4.665 | 0.6314 | 0.8679 | 1.362 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.13295 | 86.07 | 0.04041 | 0.009973 | 0.4098 | -#> |.....................| 4.665 | 0.6314 | 0.8679 | 1.362 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 4.554 | 0.02702 | 0.1245 | 0.4220 | -#> |.....................| -1.357 | 0.2511 | -0.1114 | -1.356 | -#> |.....................| -0.3512 |...........|...........|...........| -#> | 30| 752.12919 | 0.9885 | -0.9783 | -1.008 | -1.014 | -#> |.....................| -0.6359 | -0.9804 | -0.9191 | -0.6947 | -#> |.....................| -0.7876 |...........|...........|...........| -#> | U| 752.12919 | 86.00 | -3.209 | -4.608 | -0.3653 | -#> |.....................| 4.665 | 0.6314 | 0.8681 | 1.364 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.12919 | 86.00 | 0.04040 | 0.009972 | 0.4097 | -#> |.....................| 4.665 | 0.6314 | 0.8681 | 1.364 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -0.8077 | 0.03076 | 0.1104 | 0.4140 | -#> |.....................| -1.370 | 0.1799 | -0.09417 | -1.307 | -#> |.....................| -0.3529 |...........|...........|...........| -#> | 31| 752.12656 | 0.9893 | -0.9783 | -1.008 | -1.014 | -#> |.....................| -0.6345 | -0.9806 | -0.9190 | -0.6934 | -#> |.....................| -0.7872 |...........|...........|...........| -#> | U| 752.12656 | 86.07 | -3.209 | -4.608 | -0.3654 | -#> |.....................| 4.668 | 0.6313 | 0.8682 | 1.365 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.12656 | 86.07 | 0.04040 | 0.009970 | 0.4096 | -#> |.....................| 4.668 | 0.6313 | 0.8682 | 1.365 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 4.375 | 0.02651 | 0.1140 | 0.4191 | -#> |.....................| -1.173 | 0.2330 | -0.08481 | -1.281 | -#> |.....................| -0.3435 |...........|...........|...........| -#> | 32| 752.12310 | 0.9885 | -0.9784 | -1.008 | -1.016 | -#> |.....................| -0.6345 | -0.9806 | -0.9188 | -0.6922 | -#> |.....................| -0.7875 |...........|...........|...........| -#> | U| 752.1231 | 86.00 | -3.209 | -4.608 | -0.3659 | -#> |.....................| 4.668 | 0.6313 | 0.8684 | 1.367 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.1231 | 86.00 | 0.04040 | 0.009969 | 0.4095 | -#> |.....................| 4.668 | 0.6313 | 0.8684 | 1.367 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -0.6515 | 0.02994 | 0.1012 | 0.4113 | -#> |.....................| -1.192 | 0.1669 | -0.06829 | -1.233 | -#> |.....................| -0.3455 |...........|...........|...........| -#> | 33| 752.12055 | 0.9892 | -0.9784 | -1.008 | -1.016 | -#> |.....................| -0.6332 | -0.9808 | -0.9187 | -0.6908 | -#> |.....................| -0.7871 |...........|...........|...........| -#> | U| 752.12055 | 86.06 | -3.209 | -4.608 | -0.3661 | -#> |.....................| 4.671 | 0.6312 | 0.8685 | 1.368 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.12055 | 86.06 | 0.04040 | 0.009968 | 0.4095 | -#> |.....................| 4.671 | 0.6312 | 0.8685 | 1.368 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | 3.998 | 0.02610 | 0.1041 | 0.4159 | -#> |.....................| -1.002 | 0.2127 | -0.06061 | -1.206 | -#> |.....................| -0.3333 |...........|...........|...........| -#> | 34| 752.11747 | 0.9885 | -0.9785 | -1.009 | -1.018 | -#> |.....................| -0.6332 | -0.9807 | -0.9185 | -0.6896 | -#> |.....................| -0.7874 |...........|...........|...........| -#> | U| 752.11747 | 86.00 | -3.209 | -4.609 | -0.3666 | -#> |.....................| 4.671 | 0.6312 | 0.8687 | 1.370 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.11747 | 86.00 | 0.04039 | 0.009966 | 0.4094 | -#> |.....................| 4.671 | 0.6312 | 0.8687 | 1.370 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -0.5772 | 0.02918 | 0.09258 | 0.4085 | -#> |.....................| -1.024 | 0.1535 | -0.04467 | -1.159 | -#> |.....................| -0.3360 |...........|...........|...........| -#> | 35| 752.11522 | 0.9892 | -0.9785 | -1.009 | -1.018 | -#> |.....................| -0.6319 | -0.9809 | -0.9185 | -0.6881 | -#> |.....................| -0.7870 |...........|...........|...........| -#> | U| 752.11522 | 86.06 | -3.209 | -4.609 | -0.3668 | -#> |.....................| 4.674 | 0.6311 | 0.8687 | 1.371 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.11522 | 86.06 | 0.04039 | 0.009965 | 0.4093 | -#> |.....................| 4.674 | 0.6311 | 0.8687 | 1.371 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | 3.959 | 0.02535 | 0.09612 | 0.4130 | -#> |.....................| -0.8451 | 0.1980 | -0.03883 | -1.121 | -#> |.....................| -0.3219 |...........|...........|...........| -#> | 36| 752.11234 | 0.9885 | -0.9786 | -1.009 | -1.020 | -#> |.....................| -0.6320 | -0.9808 | -0.9183 | -0.6870 | -#> |.....................| -0.7872 |...........|...........|...........| -#> | U| 752.11234 | 86.00 | -3.209 | -4.609 | -0.3673 | -#> |.....................| 4.673 | 0.6311 | 0.8689 | 1.373 | -#> |.....................| 1.065 |...........|...........|...........| -#> | X| 752.11234 | 86.00 | 0.04039 | 0.009964 | 0.4092 | -#> |.....................| 4.673 | 0.6311 | 0.8689 | 1.373 | -#> |.....................| 1.065 |...........|...........|...........| -#> | F| Forward Diff. | -0.5042 | 0.02791 | 0.08363 | 0.4056 | -#> |.....................| -0.8741 | 0.1402 | -0.02542 | -1.088 | -#> |.....................| -0.3257 |...........|...........|...........| -#> | 37| 752.11033 | 0.9892 | -0.9787 | -1.009 | -1.020 | -#> |.....................| -0.6308 | -0.9810 | -0.9182 | -0.6855 | -#> |.....................| -0.7868 |...........|...........|...........| -#> | U| 752.11033 | 86.06 | -3.209 | -4.609 | -0.3675 | -#> |.....................| 4.676 | 0.6310 | 0.8689 | 1.374 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.11033 | 86.06 | 0.04039 | 0.009963 | 0.4091 | -#> |.....................| 4.676 | 0.6310 | 0.8689 | 1.374 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | 3.874 | 0.02465 | 0.08719 | 0.4100 | -#> |.....................| -0.7032 | 0.1835 | -0.01978 | -1.047 | -#> |.....................| -0.3084 |...........|...........|...........| -#> | 38| 752.10764 | 0.9885 | -0.9787 | -1.009 | -1.022 | -#> |.....................| -0.6309 | -0.9810 | -0.9181 | -0.6844 | -#> |.....................| -0.7870 |...........|...........|...........| -#> | U| 752.10764 | 86.00 | -3.209 | -4.609 | -0.3681 | -#> |.....................| 4.676 | 0.6310 | 0.8691 | 1.376 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.10764 | 86.00 | 0.04038 | 0.009962 | 0.4090 | -#> |.....................| 4.676 | 0.6310 | 0.8691 | 1.376 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | -0.4131 | 0.02699 | 0.07721 | 0.4026 | -#> |.....................| -0.7354 | 0.1282 | -0.007503 | -1.011 | -#> |.....................| -0.3125 |...........|...........|...........| -#> | 39| 752.10572 | 0.9892 | -0.9788 | -1.009 | -1.023 | -#> |.....................| -0.6298 | -0.9812 | -0.9181 | -0.6829 | -#> |.....................| -0.7865 |...........|...........|...........| -#> | U| 752.10572 | 86.06 | -3.209 | -4.609 | -0.3683 | -#> |.....................| 4.678 | 0.6309 | 0.8691 | 1.377 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.10572 | 86.06 | 0.04038 | 0.009960 | 0.4090 | -#> |.....................| 4.678 | 0.6309 | 0.8691 | 1.377 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | 3.580 | 0.02411 | 0.07834 | 0.4067 | -#> |.....................| -0.5755 | 0.1666 | -0.003596 | -0.9604 | -#> |.....................| -0.2924 |...........|...........|...........| -#> | 40| 752.10333 | 0.9885 | -0.9789 | -1.009 | -1.024 | -#> |.....................| -0.6300 | -0.9811 | -0.9179 | -0.6819 | -#> |.....................| -0.7867 |...........|...........|...........| -#> | U| 752.10333 | 86.00 | -3.209 | -4.609 | -0.3688 | -#> |.....................| 4.678 | 0.6309 | 0.8692 | 1.378 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.10333 | 86.00 | 0.04038 | 0.009959 | 0.4088 | -#> |.....................| 4.678 | 0.6309 | 0.8692 | 1.378 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | -0.3772 | 0.02648 | 0.06875 | 0.3997 | -#> |.....................| -0.6082 | 0.1162 | 0.008208 | -0.9328 | -#> |.....................| -0.2962 |...........|...........|...........| -#> | 41| 752.10169 | 0.9892 | -0.9789 | -1.009 | -1.025 | -#> |.....................| -0.6289 | -0.9813 | -0.9179 | -0.6803 | -#> |.....................| -0.7862 |...........|...........|...........| -#> | U| 752.10169 | 86.06 | -3.209 | -4.609 | -0.3691 | -#> |.....................| 4.680 | 0.6308 | 0.8692 | 1.380 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.10169 | 86.06 | 0.04038 | 0.009958 | 0.4088 | -#> |.....................| 4.680 | 0.6308 | 0.8692 | 1.380 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | 3.644 | 0.02338 | 0.07127 | 0.4037 | -#> |.....................| -0.4618 | 0.1554 | 0.009391 | -0.8908 | -#> |.....................| -0.2755 |...........|...........|...........| -#> | 42| 752.09938 | 0.9886 | -0.9790 | -1.009 | -1.027 | -#> |.....................| -0.6291 | -0.9812 | -0.9178 | -0.6794 | -#> |.....................| -0.7864 |...........|...........|...........| -#> | U| 752.09938 | 86.00 | -3.210 | -4.609 | -0.3697 | -#> |.....................| 4.680 | 0.6308 | 0.8693 | 1.381 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.09938 | 86.00 | 0.04037 | 0.009958 | 0.4086 | -#> |.....................| 4.680 | 0.6308 | 0.8693 | 1.381 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | -0.2627 | 0.02548 | 0.06256 | 0.3967 | -#> |.....................| -0.4955 | 0.1055 | 0.02027 | -0.8653 | -#> |.....................| -0.2789 |...........|...........|...........| -#> | 43| 752.09757 | 0.9890 | -0.9791 | -1.010 | -1.028 | -#> |.....................| -0.6281 | -0.9814 | -0.9178 | -0.6778 | -#> |.....................| -0.7859 |...........|...........|...........| -#> | U| 752.09757 | 86.05 | -3.210 | -4.610 | -0.3699 | -#> |.....................| 4.682 | 0.6307 | 0.8693 | 1.383 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.09757 | 86.05 | 0.04037 | 0.009956 | 0.4086 | -#> |.....................| 4.682 | 0.6307 | 0.8693 | 1.383 | -#> |.....................| 1.067 |...........|...........|...........| -#> | F| Forward Diff. | 2.867 | 0.02296 | 0.06369 | 0.3997 | -#> |.....................| -0.3645 | 0.1327 | 0.01894 | -0.8216 | -#> |.....................| -0.2549 |...........|...........|...........| -#> | 44| 752.09570 | 0.9886 | -0.9791 | -1.010 | -1.030 | -#> |.....................| -0.6283 | -0.9814 | -0.9177 | -0.6770 | -#> |.....................| -0.7861 |...........|...........|...........| -#> | U| 752.0957 | 86.00 | -3.210 | -4.610 | -0.3705 | -#> |.....................| 4.681 | 0.6307 | 0.8694 | 1.384 | -#> |.....................| 1.066 |...........|...........|...........| -#> | X| 752.0957 | 86.00 | 0.04037 | 0.009956 | 0.4084 | -#> |.....................| 4.681 | 0.6307 | 0.8694 | 1.384 | -#> |.....................| 1.066 |...........|...........|...........| -#> | F| Forward Diff. | -0.2846 | 0.02474 | 0.05675 | 0.3935 | -#> |.....................| -0.3960 | 0.09353 | 0.02976 | -0.7961 | -#> |.....................| -0.2595 |...........|...........|...........| -#> | 45| 752.09434 | 0.9891 | -0.9792 | -1.010 | -1.030 | -#> |.....................| -0.6275 | -0.9816 | -0.9177 | -0.6754 | -#> |.....................| -0.7856 |...........|...........|...........| -#> | U| 752.09434 | 86.05 | -3.210 | -4.610 | -0.3708 | -#> |.....................| 4.683 | 0.6306 | 0.8694 | 1.386 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.09434 | 86.05 | 0.04037 | 0.009955 | 0.4083 | -#> |.....................| 4.683 | 0.6306 | 0.8694 | 1.386 | -#> |.....................| 1.067 |...........|...........|...........| -#> | F| Forward Diff. | 3.348 | 0.02147 | 0.05816 | 0.3967 | -#> |.....................| -0.2833 | 0.1286 | 0.02562 | -0.7529 | -#> |.....................| -0.2380 |...........|...........|...........| -#> | 46| 752.09236 | 0.9886 | -0.9793 | -1.010 | -1.032 | -#> |.....................| -0.6277 | -0.9815 | -0.9176 | -0.6746 | -#> |.....................| -0.7858 |...........|...........|...........| -#> | U| 752.09236 | 86.01 | -3.210 | -4.610 | -0.3715 | -#> |.....................| 4.683 | 0.6306 | 0.8695 | 1.387 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.09236 | 86.01 | 0.04036 | 0.009954 | 0.4082 | -#> |.....................| 4.683 | 0.6306 | 0.8695 | 1.387 | -#> |.....................| 1.067 |...........|...........|...........| -#> | F| Forward Diff. | -0.1856 | 0.02378 | 0.05144 | 0.3902 | -#> |.....................| -0.3147 | 0.08386 | 0.03545 | -0.7433 | -#> |.....................| -0.2408 |...........|...........|...........| -#> | 47| 752.09077 | 0.9890 | -0.9793 | -1.010 | -1.033 | -#> |.....................| -0.6269 | -0.9817 | -0.9177 | -0.6729 | -#> |.....................| -0.7852 |...........|...........|...........| -#> | U| 752.09077 | 86.04 | -3.210 | -4.610 | -0.3717 | -#> |.....................| 4.684 | 0.6305 | 0.8694 | 1.389 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.09077 | 86.04 | 0.04036 | 0.009953 | 0.4081 | -#> |.....................| 4.684 | 0.6305 | 0.8694 | 1.389 | -#> |.....................| 1.067 |...........|...........|...........| -#> | 48| 752.08937 | 0.9892 | -0.9795 | -1.010 | -1.036 | -#> |.....................| -0.6267 | -0.9818 | -0.9176 | -0.6714 | -#> |.....................| -0.7852 |...........|...........|...........| -#> | U| 752.08937 | 86.06 | -3.210 | -4.610 | -0.3725 | -#> |.....................| 4.685 | 0.6304 | 0.8695 | 1.391 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.08937 | 86.06 | 0.04036 | 0.009952 | 0.4079 | -#> |.....................| 4.685 | 0.6304 | 0.8695 | 1.391 | -#> |.....................| 1.067 |...........|...........|...........| -#> | F| Forward Diff. | 3.945 | 0.01952 | 0.05064 | 0.3906 | -#> |.....................| -0.1866 | 0.1233 | 0.03740 | -0.6554 | -#> |.....................| -0.2138 |...........|...........|...........| -#> | 49| 752.08593 | 0.9886 | -0.9796 | -1.010 | -1.040 | -#> |.....................| -0.6271 | -0.9817 | -0.9174 | -0.6701 | -#> |.....................| -0.7856 |...........|...........|...........| -#> | U| 752.08593 | 86.01 | -3.210 | -4.610 | -0.3740 | -#> |.....................| 4.684 | 0.6305 | 0.8697 | 1.392 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.08593 | 86.01 | 0.04035 | 0.009951 | 0.4076 | -#> |.....................| 4.684 | 0.6305 | 0.8697 | 1.392 | -#> |.....................| 1.067 |...........|...........|...........| -#> | F| Forward Diff. | -0.04707 | 0.02143 | 0.04311 | 0.3795 | -#> |.....................| -0.2514 | 0.07631 | 0.05739 | -0.6184 | -#> |.....................| -0.2313 |...........|...........|...........| -#> | 50| 752.08243 | 0.9889 | -0.9798 | -1.010 | -1.042 | -#> |.....................| -0.6256 | -0.9821 | -0.9177 | -0.6665 | -#> |.....................| -0.7842 |...........|...........|...........| -#> | U| 752.08243 | 86.03 | -3.210 | -4.610 | -0.3748 | -#> |.....................| 4.687 | 0.6302 | 0.8694 | 1.396 | -#> |.....................| 1.068 |...........|...........|...........| -#> | X| 752.08243 | 86.03 | 0.04034 | 0.009949 | 0.4074 | -#> |.....................| 4.687 | 0.6302 | 0.8694 | 1.396 | -#> |.....................| 1.068 |...........|...........|...........| -#> | 51| 752.07616 | 0.9895 | -0.9803 | -1.011 | -1.054 | -#> |.....................| -0.6231 | -0.9827 | -0.9181 | -0.6582 | -#> |.....................| -0.7817 |...........|...........|...........| -#> | U| 752.07616 | 86.08 | -3.211 | -4.611 | -0.3786 | -#> |.....................| 4.693 | 0.6298 | 0.8690 | 1.406 | -#> |.....................| 1.071 |...........|...........|...........| -#> | X| 752.07616 | 86.08 | 0.04032 | 0.009942 | 0.4065 | -#> |.....................| 4.693 | 0.6298 | 0.8690 | 1.406 | -#> |.....................| 1.071 |...........|...........|...........| -#> | F| Forward Diff. | 5.128 | 0.01286 | 0.03023 | 0.3726 | -#> |.....................| 0.2708 | 0.07184 | -0.02487 | -0.2959 | -#> |.....................| -0.03882 |...........|...........|...........| -#> | 52| 752.06706 | 0.9888 | -0.9810 | -1.011 | -1.073 | -#> |.....................| -0.6241 | -0.9834 | -0.9174 | -0.6562 | -#> |.....................| -0.7830 |...........|...........|...........| -#> | U| 752.06706 | 86.03 | -3.212 | -4.611 | -0.3848 | -#> |.....................| 4.690 | 0.6293 | 0.8696 | 1.408 | -#> |.....................| 1.069 |...........|...........|...........| -#> | X| 752.06706 | 86.03 | 0.04030 | 0.009938 | 0.4050 | -#> |.....................| 4.690 | 0.6293 | 0.8696 | 1.408 | -#> |.....................| 1.069 |...........|...........|...........| -#> | 53| 752.05726 | 0.9892 | -0.9821 | -1.012 | -1.106 | -#> |.....................| -0.6257 | -0.9847 | -0.9162 | -0.6528 | -#> |.....................| -0.7853 |...........|...........|...........| -#> | U| 752.05726 | 86.06 | -3.213 | -4.612 | -0.3958 | -#> |.....................| 4.687 | 0.6284 | 0.8707 | 1.412 | -#> |.....................| 1.067 |...........|...........|...........| -#> | X| 752.05726 | 86.06 | 0.04025 | 0.009929 | 0.4023 | -#> |.....................| 4.687 | 0.6284 | 0.8707 | 1.412 | -#> |.....................| 1.067 |...........|...........|...........| -#> | 54| 752.04392 | 0.9898 | -0.9854 | -1.015 | -1.200 | -#> |.....................| -0.6305 | -0.9883 | -0.9128 | -0.6430 | -#> |.....................| -0.7918 |...........|...........|...........| -#> | U| 752.04392 | 86.11 | -3.216 | -4.615 | -0.4269 | -#> |.....................| 4.677 | 0.6259 | 0.8738 | 1.423 | -#> |.....................| 1.061 |...........|...........|...........| -#> | X| 752.04392 | 86.11 | 0.04012 | 0.009906 | 0.3949 | -#> |.....................| 4.677 | 0.6259 | 0.8738 | 1.423 | -#> |.....................| 1.061 |...........|...........|...........| -#> | F| Forward Diff. | 5.566 | -0.02004 | 0.02472 | 0.1678 | -#> |.....................| -0.6767 | -0.003606 | 0.4773 | 0.08205 | -#> |.....................| -0.6933 |...........|...........|...........| -#> | 55| 752.05860 | 0.9880 | -0.9900 | -1.027 | -1.486 | -#> |.....................| -0.6186 | -0.9338 | -0.9168 | -0.6653 | -#> |.....................| -0.7443 |...........|...........|...........| -#> | U| 752.0586 | 85.96 | -3.221 | -4.627 | -0.5212 | -#> |.....................| 4.702 | 0.6640 | 0.8702 | 1.398 | -#> |.....................| 1.107 |...........|...........|...........| -#> | X| 752.0586 | 85.96 | 0.03993 | 0.009780 | 0.3726 | -#> |.....................| 4.702 | 0.6640 | 0.8702 | 1.398 | -#> |.....................| 1.107 |...........|...........|...........| -#> | 56| 752.02137 | 0.9885 | -0.9874 | -1.020 | -1.325 | -#> |.....................| -0.6252 | -0.9645 | -0.9146 | -0.6528 | -#> |.....................| -0.7710 |...........|...........|...........| -#> | U| 752.02137 | 86.00 | -3.218 | -4.620 | -0.4681 | -#> |.....................| 4.688 | 0.6425 | 0.8722 | 1.412 | -#> |.....................| 1.081 |...........|...........|...........| -#> | X| 752.02137 | 86.00 | 0.04004 | 0.009850 | 0.3851 | -#> |.....................| 4.688 | 0.6425 | 0.8722 | 1.412 | -#> |.....................| 1.081 |...........|...........|...........| -#> | F| Forward Diff. | -1.728 | -0.02729 | 0.08518 | 0.04185 | -#> |.....................| -0.2367 | 0.4063 | 0.2432 | 0.01436 | -#> |.....................| -0.07563 |...........|...........|...........| -#> | 57| 752.06656 | 0.9886 | -0.9792 | -1.053 | -1.433 | -#> |.....................| -0.6165 | -1.020 | -0.9133 | -0.6801 | -#> |.....................| -0.7607 |...........|...........|...........| -#> | U| 752.06656 | 86.01 | -3.210 | -4.653 | -0.5037 | -#> |.....................| 4.707 | 0.6037 | 0.8734 | 1.380 | -#> |.....................| 1.091 |...........|...........|...........| -#> | X| 752.06656 | 86.01 | 0.04036 | 0.009533 | 0.3767 | -#> |.....................| 4.707 | 0.6037 | 0.8734 | 1.380 | -#> |.....................| 1.091 |...........|...........|...........| -#> | 58| 752.02137 | 0.9885 | -0.9874 | -1.020 | -1.325 | -#> |.....................| -0.6252 | -0.9645 | -0.9146 | -0.6528 | -#> |.....................| -0.7710 |...........|...........|...........| -#> | U| 752.02137 | 86.00 | -3.218 | -4.620 | -0.4681 | -#> |.....................| 4.688 | 0.6425 | 0.8722 | 1.412 | -#> |.....................| 1.081 |...........|...........|...........| -#> | X| 752.02137 | 86.00 | 0.04004 | 0.009850 | 0.3851 | -#> |.....................| 4.688 | 0.6425 | 0.8722 | 1.412 | -#> |.....................| 1.081 |...........|...........|...........| -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    f_nlmixr_fomc_sfo_focei_const <- nlmixr(f_mmkin_const["FOMC-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_alpha | -#> |.....................| log_beta | sigma | o1 | o2 | -#> |.....................| o3 | o4 | o5 |...........| -#> | 1| 494.78160 | 1.000 | -1.000 | -0.9115 | -0.8954 | -#> |.....................| -0.8491 | -0.8592 | -0.8761 | -0.8740 | -#> |.....................| -0.8674 | -0.8694 | -0.8683 |...........| -#> | U| 494.7816 | 94.00 | -5.400 | -1.000 | -0.2000 | -#> |.....................| 2.100 | 1.600 | 0.7598 | 0.8633 | -#> |.....................| 1.189 | 1.089 | 1.146 |...........| -#> | X| 494.7816 | 94.00 | 0.004517 | 0.2689 | 0.8187 | -#> |.....................| 8.166 | 1.600 | 0.7598 | 0.8633 | -#> |.....................| 1.189 | 1.089 | 1.146 |...........| -#> | G| Gill Diff. | -28.01 | 1.933 | -0.2086 | 0.01492 | -#> |.....................| -0.1687 | -59.79 | 10.74 | 9.966 | -#> |.....................| -11.82 | -8.862 | -10.52 |...........| -#> | 2| 1353.4477 | 1.400 | -1.028 | -0.9085 | -0.8956 | -#> |.....................| -0.8467 | -0.005584 | -1.029 | -1.016 | -#> |.....................| -0.6987 | -0.7429 | -0.7181 |...........| -#> | U| 1353.4477 | 131.6 | -5.428 | -0.9970 | -0.2002 | -#> |.....................| 2.102 | 2.283 | 0.6433 | 0.7405 | -#> |.....................| 1.390 | 1.227 | 1.318 |...........| -#> | X| 1353.4477 | 131.6 | 0.004394 | 0.2695 | 0.8186 | -#> |.....................| 8.186 | 2.283 | 0.6433 | 0.7405 | -#> |.....................| 1.390 | 1.227 | 1.318 |...........| -#> | 3| 504.82409 | 1.040 | -1.003 | -0.9112 | -0.8954 | -#> |.....................| -0.8489 | -0.7738 | -0.8914 | -0.8882 | -#> |.....................| -0.8506 | -0.8568 | -0.8533 |...........| -#> | U| 504.82409 | 97.76 | -5.403 | -0.9997 | -0.2000 | -#> |.....................| 2.100 | 1.668 | 0.7482 | 0.8511 | -#> |.....................| 1.209 | 1.103 | 1.163 |...........| -#> | X| 504.82409 | 97.76 | 0.004504 | 0.2690 | 0.8187 | -#> |.....................| 8.168 | 1.668 | 0.7482 | 0.8511 | -#> |.....................| 1.209 | 1.103 | 1.163 |...........| -#> | 4| 494.10898 | 1.008 | -1.001 | -0.9114 | -0.8954 | -#> |.....................| -0.8490 | -0.8416 | -0.8792 | -0.8769 | -#> |.....................| -0.8640 | -0.8668 | -0.8652 |...........| -#> | U| 494.10898 | 94.77 | -5.401 | -0.9999 | -0.2000 | -#> |.....................| 2.100 | 1.614 | 0.7574 | 0.8608 | -#> |.....................| 1.193 | 1.092 | 1.149 |...........| -#> | X| 494.10898 | 94.77 | 0.004514 | 0.2690 | 0.8187 | -#> |.....................| 8.167 | 1.614 | 0.7574 | 0.8608 | -#> |.....................| 1.193 | 1.092 | 1.149 |...........| -#> | F| Forward Diff. | 147.0 | 1.955 | -0.08761 | 0.06834 | -#> |.....................| 0.05948 | -55.61 | 11.89 | 8.304 | -#> |.....................| -12.01 | -8.510 | -10.24 |...........| -#> | 5| 492.58255 | 0.9992 | -1.001 | -0.9114 | -0.8954 | -#> |.....................| -0.8490 | -0.8245 | -0.8825 | -0.8797 | -#> |.....................| -0.8605 | -0.8643 | -0.8621 |...........| -#> | U| 492.58255 | 93.93 | -5.401 | -0.9999 | -0.2000 | -#> |.....................| 2.100 | 1.628 | 0.7550 | 0.8584 | -#> |.....................| 1.197 | 1.095 | 1.153 |...........| -#> | X| 492.58255 | 93.93 | 0.004511 | 0.2690 | 0.8187 | -#> |.....................| 8.167 | 1.628 | 0.7550 | 0.8584 | -#> |.....................| 1.197 | 1.095 | 1.153 |...........| -#> | F| Forward Diff. | -43.22 | 1.882 | -0.2206 | -0.004719 | -#> |.....................| -0.1970 | -51.78 | 10.22 | 6.620 | -#> |.....................| -11.81 | -8.346 | -10.04 |...........| -#> | 6| 491.66702 | 1.006 | -1.002 | -0.9113 | -0.8954 | -#> |.....................| -0.8490 | -0.8063 | -0.8860 | -0.8822 | -#> |.....................| -0.8565 | -0.8614 | -0.8588 |...........| -#> | U| 491.66702 | 94.52 | -5.402 | -0.9998 | -0.2000 | -#> |.....................| 2.100 | 1.642 | 0.7523 | 0.8562 | -#> |.....................| 1.202 | 1.098 | 1.157 |...........| -#> | X| 491.66702 | 94.52 | 0.004509 | 0.2690 | 0.8187 | -#> |.....................| 8.167 | 1.642 | 0.7523 | 0.8562 | -#> |.....................| 1.202 | 1.098 | 1.157 |...........| -#> | F| Forward Diff. | 87.79 | 1.893 | -0.1269 | 0.04418 | -#> |.....................| -0.01699 | -47.85 | 10.34 | 7.758 | -#> |.....................| -11.67 | -8.213 | -9.916 |...........| -#> | 7| 490.57489 | 0.9987 | -1.002 | -0.9112 | -0.8954 | -#> |.....................| -0.8489 | -0.7885 | -0.8895 | -0.8851 | -#> |.....................| -0.8525 | -0.8586 | -0.8553 |...........| -#> | U| 490.57489 | 93.88 | -5.402 | -0.9998 | -0.2000 | -#> |.....................| 2.100 | 1.657 | 0.7496 | 0.8537 | -#> |.....................| 1.207 | 1.101 | 1.161 |...........| -#> | X| 490.57489 | 93.88 | 0.004506 | 0.2690 | 0.8187 | -#> |.....................| 8.168 | 1.657 | 0.7496 | 0.8537 | -#> |.....................| 1.207 | 1.101 | 1.161 |...........| -#> | F| Forward Diff. | -52.56 | 1.834 | -0.2285 | -0.01046 | -#> |.....................| -0.2159 | -44.44 | 9.379 | 7.248 | -#> |.....................| -11.47 | -8.044 | -9.710 |...........| -#> | 8| 489.67804 | 1.004 | -1.003 | -0.9112 | -0.8954 | -#> |.....................| -0.8489 | -0.7706 | -0.8932 | -0.8884 | -#> |.....................| -0.8482 | -0.8554 | -0.8516 |...........| -#> | U| 489.67804 | 94.42 | -5.403 | -0.9997 | -0.2000 | -#> |.....................| 2.100 | 1.671 | 0.7468 | 0.8509 | -#> |.....................| 1.212 | 1.105 | 1.165 |...........| -#> | X| 489.67804 | 94.42 | 0.004503 | 0.2690 | 0.8187 | -#> |.....................| 8.168 | 1.671 | 0.7468 | 0.8509 | -#> |.....................| 1.212 | 1.105 | 1.165 |...........| -#> | F| Forward Diff. | 63.10 | 1.841 | -0.1396 | 0.03713 | -#> |.....................| -0.05177 | -40.65 | 9.345 | 6.018 | -#> |.....................| -11.29 | -7.879 | -9.567 |...........| -#> | 9| 488.80457 | 0.9984 | -1.004 | -0.9111 | -0.8954 | -#> |.....................| -0.8488 | -0.7529 | -0.8970 | -0.8913 | -#> |.....................| -0.8435 | -0.8521 | -0.8475 |...........| -#> | U| 488.80457 | 93.85 | -5.404 | -0.9996 | -0.2000 | -#> |.....................| 2.100 | 1.685 | 0.7439 | 0.8484 | -#> |.....................| 1.218 | 1.108 | 1.170 |...........| -#> | X| 488.80457 | 93.85 | 0.004499 | 0.2690 | 0.8187 | -#> |.....................| 8.168 | 1.685 | 0.7439 | 0.8484 | -#> |.....................| 1.218 | 1.108 | 1.170 |...........| -#> | F| Forward Diff. | -56.52 | 1.788 | -0.2313 | -0.01570 | -#> |.....................| -0.2287 | -37.43 | 8.740 | 5.512 | -#> |.....................| -11.08 | -7.680 | -9.353 |...........| -#> | 10| 487.98244 | 1.004 | -1.005 | -0.9110 | -0.8954 | -#> |.....................| -0.8487 | -0.7356 | -0.9012 | -0.8939 | -#> |.....................| -0.8380 | -0.8482 | -0.8428 |...........| -#> | U| 487.98244 | 94.36 | -5.405 | -0.9995 | -0.2000 | -#> |.....................| 2.100 | 1.699 | 0.7407 | 0.8461 | -#> |.....................| 1.224 | 1.112 | 1.175 |...........| -#> | X| 487.98244 | 94.36 | 0.004495 | 0.2690 | 0.8187 | -#> |.....................| 8.169 | 1.699 | 0.7407 | 0.8461 | -#> |.....................| 1.224 | 1.112 | 1.175 |...........| -#> | F| Forward Diff. | 49.57 | 1.794 | -0.1466 | 0.03517 | -#> |.....................| -0.07178 | -34.12 | 8.494 | 6.684 | -#> |.....................| -10.82 | -7.482 | -9.140 |...........| -#> | 11| 487.23587 | 0.9987 | -1.006 | -0.9109 | -0.8954 | -#> |.....................| -0.8487 | -0.7192 | -0.9058 | -0.8980 | -#> |.....................| -0.8316 | -0.8438 | -0.8374 |...........| -#> | U| 487.23587 | 93.88 | -5.406 | -0.9994 | -0.2001 | -#> |.....................| 2.100 | 1.712 | 0.7372 | 0.8426 | -#> |.....................| 1.232 | 1.117 | 1.181 |...........| -#> | X| 487.23587 | 93.88 | 0.004490 | 0.2691 | 0.8187 | -#> |.....................| 8.170 | 1.712 | 0.7372 | 0.8426 | -#> |.....................| 1.232 | 1.117 | 1.181 |...........| -#> | F| Forward Diff. | -49.22 | 1.745 | -0.2274 | -0.009194 | -#> |.....................| -0.2301 | -31.48 | 7.992 | 6.132 | -#> |.....................| -10.64 | -7.269 | -8.903 |...........| -#> | 12| 486.53337 | 1.004 | -1.007 | -0.9107 | -0.8954 | -#> |.....................| -0.8485 | -0.7047 | -0.9109 | -0.9037 | -#> |.....................| -0.8240 | -0.8386 | -0.8310 |...........| -#> | U| 486.53337 | 94.34 | -5.407 | -0.9993 | -0.2001 | -#> |.....................| 2.101 | 1.724 | 0.7334 | 0.8376 | -#> |.....................| 1.241 | 1.123 | 1.189 |...........| -#> | X| 486.53337 | 94.34 | 0.004484 | 0.2691 | 0.8187 | -#> |.....................| 8.171 | 1.724 | 0.7334 | 0.8376 | -#> |.....................| 1.241 | 1.123 | 1.189 |...........| -#> | F| Forward Diff. | 43.47 | 1.742 | -0.1424 | 0.02918 | -#> |.....................| -0.07089 | -28.76 | 7.629 | 4.806 | -#> |.....................| -10.24 | -6.953 | -8.584 |...........| -#> | 13| 485.91669 | 0.9989 | -1.009 | -0.9105 | -0.8955 | -#> |.....................| -0.8484 | -0.6920 | -0.9165 | -0.9072 | -#> |.....................| -0.8145 | -0.8325 | -0.8231 |...........| -#> | U| 485.91669 | 93.90 | -5.409 | -0.9991 | -0.2001 | -#> |.....................| 2.101 | 1.734 | 0.7291 | 0.8346 | -#> |.....................| 1.252 | 1.130 | 1.198 |...........| -#> | X| 485.91669 | 93.90 | 0.004476 | 0.2691 | 0.8187 | -#> |.....................| 8.172 | 1.734 | 0.7291 | 0.8346 | -#> |.....................| 1.252 | 1.130 | 1.198 |...........| -#> | F| Forward Diff. | -44.30 | 1.699 | -0.2182 | 0.001936 | -#> |.....................| -0.2284 | -26.86 | 7.286 | 5.487 | -#> |.....................| -9.898 | -6.659 | -8.234 |...........| -#> | 14| 485.33976 | 1.003 | -1.011 | -0.9103 | -0.8955 | -#> |.....................| -0.8481 | -0.6819 | -0.9228 | -0.9110 | -#> |.....................| -0.8035 | -0.8257 | -0.8143 |...........| -#> | U| 485.33976 | 94.29 | -5.411 | -0.9988 | -0.2001 | -#> |.....................| 2.101 | 1.742 | 0.7243 | 0.8314 | -#> |.....................| 1.265 | 1.137 | 1.208 |...........| -#> | X| 485.33976 | 94.29 | 0.004467 | 0.2692 | 0.8186 | -#> |.....................| 8.174 | 1.742 | 0.7243 | 0.8314 | -#> |.....................| 1.265 | 1.137 | 1.208 |...........| -#> | 15| 484.77317 | 1.003 | -1.014 | -0.9100 | -0.8956 | -#> |.....................| -0.8479 | -0.6718 | -0.9302 | -0.9153 | -#> |.....................| -0.7902 | -0.8175 | -0.8035 |...........| -#> | U| 484.77317 | 94.32 | -5.414 | -0.9986 | -0.2002 | -#> |.....................| 2.101 | 1.750 | 0.7187 | 0.8276 | -#> |.....................| 1.281 | 1.146 | 1.220 |...........| -#> | X| 484.77317 | 94.32 | 0.004455 | 0.2692 | 0.8186 | -#> |.....................| 8.176 | 1.750 | 0.7187 | 0.8276 | -#> |.....................| 1.281 | 1.146 | 1.220 |...........| -#> | 16| 483.17588 | 1.004 | -1.023 | -0.9091 | -0.8958 | -#> |.....................| -0.8469 | -0.6384 | -0.9549 | -0.9296 | -#> |.....................| -0.7463 | -0.7903 | -0.7681 |...........| -#> | U| 483.17588 | 94.41 | -5.423 | -0.9976 | -0.2004 | -#> |.....................| 2.102 | 1.777 | 0.6999 | 0.8153 | -#> |.....................| 1.333 | 1.176 | 1.261 |...........| -#> | X| 483.17588 | 94.41 | 0.004415 | 0.2694 | 0.8184 | -#> |.....................| 8.184 | 1.777 | 0.6999 | 0.8153 | -#> |.....................| 1.333 | 1.176 | 1.261 |...........| -#> | 17| 481.21481 | 1.006 | -1.040 | -0.9072 | -0.8961 | -#> |.....................| -0.8451 | -0.5721 | -1.004 | -0.9579 | -#> |.....................| -0.6592 | -0.7365 | -0.6977 |...........| -#> | U| 481.21481 | 94.58 | -5.440 | -0.9958 | -0.2008 | -#> |.....................| 2.104 | 1.830 | 0.6628 | 0.7909 | -#> |.....................| 1.437 | 1.234 | 1.341 |...........| -#> | X| 481.21481 | 94.58 | 0.004338 | 0.2698 | 0.8181 | -#> |.....................| 8.199 | 1.830 | 0.6628 | 0.7909 | -#> |.....................| 1.437 | 1.234 | 1.341 |...........| -#> | F| Forward Diff. | 62.86 | 1.476 | 0.06730 | 0.05792 | -#> |.....................| 0.1123 | -8.977 | 1.055 | 2.914 | -#> |.....................| -3.044 | -1.094 | -2.299 |...........| -#> | 18| 481.29476 | 1.000 | -1.145 | -0.9129 | -0.8997 | -#> |.....................| -0.8485 | -0.5378 | -0.8985 | -1.168 | -#> |.....................| -0.6228 | -0.8149 | -0.6969 |...........| -#> | U| 481.29476 | 94.03 | -5.545 | -1.001 | -0.2043 | -#> |.....................| 2.101 | 1.857 | 0.7428 | 0.6099 | -#> |.....................| 1.480 | 1.149 | 1.342 |...........| -#> | X| 481.29476 | 94.03 | 0.003907 | 0.2687 | 0.8152 | -#> |.....................| 8.171 | 1.857 | 0.7428 | 0.6099 | -#> |.....................| 1.480 | 1.149 | 1.342 |...........| -#> | 19| 480.77138 | 1.000 | -1.090 | -0.9099 | -0.8978 | -#> |.....................| -0.8467 | -0.5555 | -0.9542 | -1.057 | -#> |.....................| -0.6419 | -0.7733 | -0.6972 |...........| -#> | U| 480.77138 | 94.01 | -5.490 | -0.9984 | -0.2025 | -#> |.....................| 2.102 | 1.843 | 0.7004 | 0.7055 | -#> |.....................| 1.457 | 1.194 | 1.342 |...........| -#> | X| 480.77138 | 94.01 | 0.004129 | 0.2693 | 0.8167 | -#> |.....................| 8.186 | 1.843 | 0.7004 | 0.7055 | -#> |.....................| 1.457 | 1.194 | 1.342 |...........| -#> | F| Forward Diff. | -25.72 | 1.151 | 0.08772 | -0.007897 | -#> |.....................| -0.07232 | -6.930 | 3.330 | -2.491 | -#> |.....................| -2.626 | -3.111 | -2.500 |...........| -#> | 20| 480.61717 | 1.001 | -1.203 | -0.9227 | -0.9002 | -#> |.....................| -0.8503 | -0.5418 | -0.9405 | -1.001 | -#> |.....................| -0.6281 | -0.7705 | -0.6908 |...........| -#> | U| 480.61717 | 94.09 | -5.603 | -1.011 | -0.2049 | -#> |.....................| 2.099 | 1.854 | 0.7108 | 0.7537 | -#> |.....................| 1.474 | 1.197 | 1.349 |...........| -#> | X| 480.61717 | 94.09 | 0.003688 | 0.2667 | 0.8147 | -#> |.....................| 8.156 | 1.854 | 0.7108 | 0.7537 | -#> |.....................| 1.474 | 1.197 | 1.349 |...........| -#> | F| Forward Diff. | -10.61 | 0.9224 | -0.5881 | -0.06621 | -#> |.....................| -0.1838 | -5.929 | 3.775 | 2.798 | -#> |.....................| -1.936 | -2.993 | -2.208 |...........| -#> | 21| 480.72130 | 1.009 | -1.314 | -0.9169 | -0.9003 | -#> |.....................| -0.8494 | -0.5516 | -0.9873 | -1.003 | -#> |.....................| -0.6340 | -0.7292 | -0.6819 |...........| -#> | U| 480.7213 | 94.81 | -5.714 | -1.005 | -0.2049 | -#> |.....................| 2.100 | 1.846 | 0.6753 | 0.7523 | -#> |.....................| 1.467 | 1.242 | 1.359 |...........| -#> | X| 480.7213 | 94.81 | 0.003299 | 0.2679 | 0.8147 | -#> |.....................| 8.163 | 1.846 | 0.6753 | 0.7523 | -#> |.....................| 1.467 | 1.242 | 1.359 |...........| -#> | 22| 480.86254 | 1.009 | -1.247 | -0.9202 | -0.9002 | -#> |.....................| -0.8499 | -0.5429 | -0.9605 | -1.003 | -#> |.....................| -0.6295 | -0.7530 | -0.6863 |...........| -#> | U| 480.86254 | 94.84 | -5.647 | -1.009 | -0.2048 | -#> |.....................| 2.099 | 1.853 | 0.6957 | 0.7520 | -#> |.....................| 1.472 | 1.216 | 1.354 |...........| -#> | X| 480.86254 | 94.84 | 0.003530 | 0.2672 | 0.8148 | -#> |.....................| 8.160 | 1.853 | 0.6957 | 0.7520 | -#> |.....................| 1.472 | 1.216 | 1.354 |...........| -#> | 23| 480.98412 | 1.009 | -1.209 | -0.9220 | -0.9002 | -#> |.....................| -0.8501 | -0.5381 | -0.9458 | -1.003 | -#> |.....................| -0.6270 | -0.7661 | -0.6887 |...........| -#> | U| 480.98412 | 94.85 | -5.609 | -1.010 | -0.2048 | -#> |.....................| 2.099 | 1.857 | 0.7069 | 0.7519 | -#> |.....................| 1.475 | 1.202 | 1.352 |...........| -#> | X| 480.98412 | 94.85 | 0.003664 | 0.2669 | 0.8148 | -#> |.....................| 8.158 | 1.857 | 0.7069 | 0.7519 | -#> |.....................| 1.475 | 1.202 | 1.352 |...........| -#> | 24| 480.60990 | 1.003 | -1.203 | -0.9226 | -0.9002 | -#> |.....................| -0.8503 | -0.5410 | -0.9411 | -1.001 | -#> |.....................| -0.6278 | -0.7701 | -0.6905 |...........| -#> | U| 480.6099 | 94.24 | -5.603 | -1.011 | -0.2049 | -#> |.....................| 2.099 | 1.855 | 0.7104 | 0.7534 | -#> |.....................| 1.474 | 1.198 | 1.350 |...........| -#> | X| 480.6099 | 94.24 | 0.003688 | 0.2668 | 0.8148 | -#> |.....................| 8.156 | 1.855 | 0.7104 | 0.7534 | -#> |.....................| 1.474 | 1.198 | 1.350 |...........| -#> | F| Forward Diff. | 15.29 | 0.9278 | -0.5289 | -0.04762 | -#> |.....................| -0.1043 | -5.468 | 3.876 | 0.6273 | -#> |.....................| -1.897 | -2.941 | -2.183 |...........| -#> | 25| 480.59557 | 1.001 | -1.204 | -0.9225 | -0.9002 | -#> |.....................| -0.8503 | -0.5407 | -0.9419 | -1.001 | -#> |.....................| -0.6277 | -0.7694 | -0.6902 |...........| -#> | U| 480.59557 | 94.13 | -5.604 | -1.011 | -0.2049 | -#> |.....................| 2.099 | 1.855 | 0.7098 | 0.7533 | -#> |.....................| 1.474 | 1.198 | 1.350 |...........| -#> | X| 480.59557 | 94.13 | 0.003683 | 0.2668 | 0.8148 | -#> |.....................| 8.157 | 1.855 | 0.7098 | 0.7533 | -#> |.....................| 1.474 | 1.198 | 1.350 |...........| -#> | F| Forward Diff. | -4.733 | 0.9212 | -0.5619 | -0.05855 | -#> |.....................| -0.1664 | -5.388 | 3.833 | 0.5854 | -#> |.....................| -1.924 | -2.927 | -2.102 |...........| -#> | 26| 480.58581 | 1.002 | -1.204 | -0.9224 | -0.9002 | -#> |.....................| -0.8502 | -0.5395 | -0.9428 | -1.002 | -#> |.....................| -0.6273 | -0.7688 | -0.6897 |...........| -#> | U| 480.58581 | 94.23 | -5.604 | -1.011 | -0.2048 | -#> |.....................| 2.099 | 1.856 | 0.7092 | 0.7532 | -#> |.....................| 1.475 | 1.199 | 1.351 |...........| -#> | X| 480.58581 | 94.23 | 0.003683 | 0.2668 | 0.8148 | -#> |.....................| 8.157 | 1.856 | 0.7092 | 0.7532 | -#> |.....................| 1.475 | 1.199 | 1.351 |...........| -#> | F| Forward Diff. | 12.31 | 0.9226 | -0.5246 | -0.05019 | -#> |.....................| -0.1134 | -5.293 | 3.771 | 0.5822 | -#> |.....................| -1.938 | -2.904 | -2.175 |...........| -#> | 27| 480.57360 | 1.001 | -1.205 | -0.9222 | -0.9002 | -#> |.....................| -0.8502 | -0.5392 | -0.9437 | -1.002 | -#> |.....................| -0.6271 | -0.7681 | -0.6894 |...........| -#> | U| 480.5736 | 94.13 | -5.605 | -1.011 | -0.2048 | -#> |.....................| 2.099 | 1.856 | 0.7085 | 0.7532 | -#> |.....................| 1.475 | 1.200 | 1.351 |...........| -#> | X| 480.5736 | 94.13 | 0.003678 | 0.2668 | 0.8148 | -#> |.....................| 8.157 | 1.856 | 0.7085 | 0.7532 | -#> |.....................| 1.475 | 1.200 | 1.351 |...........| -#> | F| Forward Diff. | -4.864 | 0.9151 | -0.5515 | -0.06112 | -#> |.....................| -0.1679 | -5.184 | 3.617 | 0.5746 | -#> |.....................| -1.832 | -2.849 | -2.141 |...........| -#> | 28| 480.56429 | 1.002 | -1.206 | -0.9220 | -0.9002 | -#> |.....................| -0.8502 | -0.5382 | -0.9446 | -1.002 | -#> |.....................| -0.6268 | -0.7674 | -0.6889 |...........| -#> | U| 480.56429 | 94.23 | -5.606 | -1.011 | -0.2048 | -#> |.....................| 2.099 | 1.857 | 0.7078 | 0.7531 | -#> |.....................| 1.475 | 1.201 | 1.351 |...........| -#> | X| 480.56429 | 94.23 | 0.003676 | 0.2669 | 0.8148 | -#> |.....................| 8.158 | 1.857 | 0.7078 | 0.7531 | -#> |.....................| 1.475 | 1.201 | 1.351 |...........| -#> | F| Forward Diff. | 12.18 | 0.9169 | -0.5105 | -0.05061 | -#> |.....................| -0.1125 | -5.131 | 3.532 | 0.5638 | -#> |.....................| -1.931 | -2.821 | -2.132 |...........| -#> | 29| 480.55246 | 1.001 | -1.207 | -0.9218 | -0.9002 | -#> |.....................| -0.8501 | -0.5380 | -0.9454 | -1.002 | -#> |.....................| -0.6266 | -0.7667 | -0.6886 |...........| -#> | U| 480.55246 | 94.13 | -5.607 | -1.010 | -0.2048 | -#> |.....................| 2.099 | 1.857 | 0.7071 | 0.7532 | -#> |.....................| 1.476 | 1.201 | 1.352 |...........| -#> | X| 480.55246 | 94.13 | 0.003672 | 0.2669 | 0.8148 | -#> |.....................| 8.158 | 1.857 | 0.7071 | 0.7532 | -#> |.....................| 1.476 | 1.201 | 1.352 |...........| -#> | F| Forward Diff. | -4.480 | 0.9098 | -0.5353 | -0.06055 | -#> |.....................| -0.1647 | -5.053 | 3.625 | 0.5654 | -#> |.....................| -1.860 | -2.782 | -2.112 |...........| -#> | 30| 480.54335 | 1.002 | -1.207 | -0.9217 | -0.9002 | -#> |.....................| -0.8501 | -0.5368 | -0.9463 | -1.002 | -#> |.....................| -0.6262 | -0.7660 | -0.6881 |...........| -#> | U| 480.54335 | 94.23 | -5.607 | -1.010 | -0.2048 | -#> |.....................| 2.099 | 1.858 | 0.7065 | 0.7530 | -#> |.....................| 1.476 | 1.202 | 1.352 |...........| -#> | X| 480.54335 | 94.23 | 0.003671 | 0.2669 | 0.8148 | -#> |.....................| 8.158 | 1.858 | 0.7065 | 0.7530 | -#> |.....................| 1.476 | 1.202 | 1.352 |...........| -#> | F| Forward Diff. | 12.09 | 0.9120 | -0.4955 | -0.05014 | -#> |.....................| -0.1107 | -4.912 | 3.583 | 0.5835 | -#> |.....................| -1.814 | -2.702 | -2.057 |...........| -#> | 31| 480.53185 | 1.001 | -1.209 | -0.9215 | -0.9002 | -#> |.....................| -0.8500 | -0.5366 | -0.9472 | -1.002 | -#> |.....................| -0.6260 | -0.7654 | -0.6878 |...........| -#> | U| 480.53185 | 94.13 | -5.609 | -1.010 | -0.2048 | -#> |.....................| 2.099 | 1.858 | 0.7058 | 0.7531 | -#> |.....................| 1.476 | 1.203 | 1.353 |...........| -#> | X| 480.53185 | 94.13 | 0.003666 | 0.2670 | 0.8148 | -#> |.....................| 8.158 | 1.858 | 0.7058 | 0.7531 | -#> |.....................| 1.476 | 1.203 | 1.353 |...........| -#> | F| Forward Diff. | -4.509 | 0.9048 | -0.5214 | -0.06027 | -#> |.....................| -0.1665 | -4.870 | 3.525 | 0.5641 | -#> |.....................| -1.813 | -2.699 | -2.069 |...........| -#> | 32| 480.52276 | 1.002 | -1.209 | -0.9214 | -0.9001 | -#> |.....................| -0.8500 | -0.5356 | -0.9481 | -1.002 | -#> |.....................| -0.6256 | -0.7647 | -0.6873 |...........| -#> | U| 480.52276 | 94.22 | -5.609 | -1.010 | -0.2048 | -#> |.....................| 2.099 | 1.859 | 0.7051 | 0.7530 | -#> |.....................| 1.477 | 1.203 | 1.353 |...........| -#> | X| 480.52276 | 94.22 | 0.003664 | 0.2670 | 0.8148 | -#> |.....................| 8.159 | 1.859 | 0.7051 | 0.7530 | -#> |.....................| 1.477 | 1.203 | 1.353 |...........| -#> | F| Forward Diff. | 11.38 | 0.9060 | -0.4821 | -0.05014 | -#> |.....................| -0.1110 | -4.747 | 3.479 | 0.5798 | -#> |.....................| -1.777 | -2.636 | -2.020 |...........| -#> | 33| 480.51194 | 1.001 | -1.211 | -0.9212 | -0.9001 | -#> |.....................| -0.8500 | -0.5355 | -0.9490 | -1.002 | -#> |.....................| -0.6255 | -0.7641 | -0.6869 |...........| -#> | U| 480.51194 | 94.13 | -5.611 | -1.010 | -0.2048 | -#> |.....................| 2.099 | 1.859 | 0.7044 | 0.7530 | -#> |.....................| 1.477 | 1.204 | 1.354 |...........| -#> | X| 480.51194 | 94.13 | 0.003659 | 0.2670 | 0.8148 | -#> |.....................| 8.159 | 1.859 | 0.7044 | 0.7530 | -#> |.....................| 1.477 | 1.204 | 1.354 |...........| -#> | F| Forward Diff. | -4.485 | 0.8991 | -0.5064 | -0.06148 | -#> |.....................| -0.1643 | -4.758 | 3.403 | 0.5432 | -#> |.....................| -1.772 | -2.633 | -2.022 |...........| -#> | 34| 480.50302 | 1.002 | -1.211 | -0.9210 | -0.9001 | -#> |.....................| -0.8499 | -0.5345 | -0.9500 | -1.002 | -#> |.....................| -0.6251 | -0.7633 | -0.6864 |...........| -#> | U| 480.50302 | 94.22 | -5.611 | -1.010 | -0.2047 | -#> |.....................| 2.099 | 1.860 | 0.7037 | 0.7529 | -#> |.....................| 1.477 | 1.205 | 1.354 |...........| -#> | X| 480.50302 | 94.22 | 0.003656 | 0.2671 | 0.8149 | -#> |.....................| 8.159 | 1.860 | 0.7037 | 0.7529 | -#> |.....................| 1.477 | 1.205 | 1.354 |...........| -#> | F| Forward Diff. | 10.83 | 0.8997 | -0.4680 | -0.05021 | -#> |.....................| -0.1106 | -4.703 | 3.332 | 0.5674 | -#> |.....................| -1.765 | -2.559 | -1.986 |...........| -#> | 35| 480.49281 | 1.001 | -1.213 | -0.9209 | -0.9001 | -#> |.....................| -0.8499 | -0.5344 | -0.9509 | -1.002 | -#> |.....................| -0.6250 | -0.7627 | -0.6860 |...........| -#> | U| 480.49281 | 94.13 | -5.613 | -1.009 | -0.2047 | -#> |.....................| 2.099 | 1.860 | 0.7030 | 0.7529 | -#> |.....................| 1.478 | 1.206 | 1.355 |...........| -#> | X| 480.49281 | 94.13 | 0.003652 | 0.2671 | 0.8149 | -#> |.....................| 8.160 | 1.860 | 0.7030 | 0.7529 | -#> |.....................| 1.478 | 1.206 | 1.355 |...........| -#> | F| Forward Diff. | -4.447 | 0.8934 | -0.4900 | -0.06030 | -#> |.....................| -0.1577 | -4.708 | 3.266 | 0.5080 | -#> |.....................| -1.782 | -2.544 | -1.983 |...........| -#> | 36| 480.48415 | 1.002 | -1.213 | -0.9207 | -0.9001 | -#> |.....................| -0.8498 | -0.5335 | -0.9518 | -1.002 | -#> |.....................| -0.6246 | -0.7620 | -0.6855 |...........| -#> | U| 480.48415 | 94.22 | -5.613 | -1.009 | -0.2047 | -#> |.....................| 2.099 | 1.861 | 0.7023 | 0.7528 | -#> |.....................| 1.478 | 1.206 | 1.355 |...........| -#> | X| 480.48415 | 94.22 | 0.003649 | 0.2671 | 0.8149 | -#> |.....................| 8.160 | 1.861 | 0.7023 | 0.7528 | -#> |.....................| 1.478 | 1.206 | 1.355 |...........| -#> | F| Forward Diff. | 10.47 | 0.8932 | -0.4526 | -0.04997 | -#> |.....................| -0.1093 | -4.502 | 3.250 | 0.5653 | -#> |.....................| -1.769 | -2.486 | -1.944 |...........| -#> | 37| 480.47437 | 1.001 | -1.215 | -0.9205 | -0.9001 | -#> |.....................| -0.8498 | -0.5334 | -0.9527 | -1.002 | -#> |.....................| -0.6244 | -0.7613 | -0.6852 |...........| -#> | U| 480.47437 | 94.13 | -5.615 | -1.009 | -0.2047 | -#> |.....................| 2.099 | 1.861 | 0.7016 | 0.7528 | -#> |.....................| 1.478 | 1.207 | 1.356 |...........| -#> | X| 480.47437 | 94.13 | 0.003644 | 0.2672 | 0.8149 | -#> |.....................| 8.161 | 1.861 | 0.7016 | 0.7528 | -#> |.....................| 1.478 | 1.207 | 1.356 |...........| -#> | F| Forward Diff. | -4.431 | 0.8869 | -0.4735 | -0.05983 | -#> |.....................| -0.1554 | -4.492 | 3.189 | -0.6996 | -#> |.....................| -1.700 | -2.467 | -1.937 |...........| -#> | 38| 480.46651 | 1.002 | -1.216 | -0.9203 | -0.9000 | -#> |.....................| -0.8497 | -0.5326 | -0.9537 | -1.002 | -#> |.....................| -0.6240 | -0.7606 | -0.6847 |...........| -#> | U| 480.46651 | 94.21 | -5.616 | -1.009 | -0.2047 | -#> |.....................| 2.099 | 1.861 | 0.7009 | 0.7530 | -#> |.....................| 1.479 | 1.208 | 1.356 |...........| -#> | X| 480.46651 | 94.21 | 0.003640 | 0.2672 | 0.8149 | -#> |.....................| 8.161 | 1.861 | 0.7009 | 0.7530 | -#> |.....................| 1.479 | 1.208 | 1.356 |...........| -#> | F| Forward Diff. | 9.502 | 0.8860 | -0.4381 | -0.05035 | -#> |.....................| -0.1103 | -4.453 | 3.114 | 0.5384 | -#> |.....................| -1.770 | -2.407 | -1.897 |...........| -#> | 39| 480.45755 | 1.001 | -1.217 | -0.9200 | -0.9000 | -#> |.....................| -0.8497 | -0.5325 | -0.9546 | -1.002 | -#> |.....................| -0.6238 | -0.7600 | -0.6843 |...........| -#> | U| 480.45755 | 94.13 | -5.617 | -1.009 | -0.2047 | -#> |.....................| 2.099 | 1.861 | 0.7002 | 0.7530 | -#> |.....................| 1.479 | 1.209 | 1.357 |...........| -#> | X| 480.45755 | 94.13 | 0.003635 | 0.2673 | 0.8149 | -#> |.....................| 8.162 | 1.861 | 0.7002 | 0.7530 | -#> |.....................| 1.479 | 1.209 | 1.357 |...........| -#> | F| Forward Diff. | -4.779 | 0.8798 | -0.4544 | -0.05816 | -#> |.....................| -0.1541 | -4.432 | 3.060 | 0.5236 | -#> |.....................| -1.719 | -2.365 | -1.874 |...........| -#> | 40| 480.44943 | 1.002 | -1.218 | -0.9199 | -0.9000 | -#> |.....................| -0.8496 | -0.5319 | -0.9555 | -1.002 | -#> |.....................| -0.6235 | -0.7592 | -0.6838 |...........| -#> | U| 480.44943 | 94.21 | -5.618 | -1.008 | -0.2046 | -#> |.....................| 2.099 | 1.862 | 0.6995 | 0.7529 | -#> |.....................| 1.479 | 1.209 | 1.357 |...........| -#> | X| 480.44943 | 94.21 | 0.003631 | 0.2673 | 0.8149 | -#> |.....................| 8.162 | 1.862 | 0.6995 | 0.7529 | -#> |.....................| 1.479 | 1.209 | 1.357 |...........| -#> | F| Forward Diff. | 8.806 | 0.8785 | -0.4202 | -0.05024 | -#> |.....................| -0.1124 | -4.289 | 3.039 | 0.5974 | -#> |.....................| -1.651 | -2.322 | -1.843 |...........| -#> | 41| 480.44100 | 1.001 | -1.220 | -0.9197 | -0.9000 | -#> |.....................| -0.8496 | -0.5318 | -0.9564 | -1.002 | -#> |.....................| -0.6233 | -0.7586 | -0.6835 |...........| -#> | U| 480.441 | 94.13 | -5.620 | -1.008 | -0.2046 | -#> |.....................| 2.100 | 1.862 | 0.6988 | 0.7529 | -#> |.....................| 1.480 | 1.210 | 1.358 |...........| -#> | X| 480.441 | 94.13 | 0.003626 | 0.2673 | 0.8150 | -#> |.....................| 8.162 | 1.862 | 0.6988 | 0.7529 | -#> |.....................| 1.480 | 1.210 | 1.358 |...........| -#> | F| Forward Diff. | -4.662 | 0.8724 | -0.4382 | -0.05735 | -#> |.....................| -0.1541 | -4.192 | 3.008 | 0.5718 | -#> |.....................| -1.633 | -2.283 | -1.828 |...........| -#> | 42| 480.43316 | 1.002 | -1.221 | -0.9195 | -0.9000 | -#> |.....................| -0.8495 | -0.5313 | -0.9573 | -1.002 | -#> |.....................| -0.6230 | -0.7579 | -0.6830 |...........| -#> | U| 480.43316 | 94.21 | -5.621 | -1.008 | -0.2046 | -#> |.....................| 2.100 | 1.862 | 0.6981 | 0.7529 | -#> |.....................| 1.480 | 1.211 | 1.358 |...........| -#> | X| 480.43316 | 94.21 | 0.003622 | 0.2674 | 0.8150 | -#> |.....................| 8.163 | 1.862 | 0.6981 | 0.7529 | -#> |.....................| 1.480 | 1.211 | 1.358 |...........| -#> | F| Forward Diff. | 8.374 | 0.8709 | -0.4057 | -0.04981 | -#> |.....................| -0.1077 | -4.274 | 2.898 | 0.5670 | -#> |.....................| -1.709 | -2.249 | -1.806 |...........| -#> | 43| 480.42514 | 1.001 | -1.222 | -0.9194 | -0.8999 | -#> |.....................| -0.8495 | -0.5312 | -0.9582 | -1.002 | -#> |.....................| -0.6227 | -0.7573 | -0.6826 |...........| -#> | U| 480.42514 | 94.13 | -5.622 | -1.008 | -0.2046 | -#> |.....................| 2.100 | 1.862 | 0.6974 | 0.7529 | -#> |.....................| 1.480 | 1.212 | 1.359 |...........| -#> | X| 480.42514 | 94.13 | 0.003617 | 0.2674 | 0.8150 | -#> |.....................| 8.163 | 1.862 | 0.6974 | 0.7529 | -#> |.....................| 1.480 | 1.212 | 1.359 |...........| -#> | F| Forward Diff. | -4.560 | 0.8648 | -0.4238 | -0.05673 | -#> |.....................| -0.1505 | -4.130 | 2.894 | 0.5588 | -#> |.....................| -1.637 | -2.210 | -1.785 |...........| -#> | 44| 480.41757 | 1.002 | -1.223 | -0.9192 | -0.8999 | -#> |.....................| -0.8494 | -0.5307 | -0.9591 | -1.002 | -#> |.....................| -0.6223 | -0.7566 | -0.6821 |...........| -#> | U| 480.41757 | 94.21 | -5.623 | -1.008 | -0.2046 | -#> |.....................| 2.100 | 1.863 | 0.6967 | 0.7528 | -#> |.....................| 1.481 | 1.212 | 1.359 |...........| -#> | X| 480.41757 | 94.21 | 0.003613 | 0.2674 | 0.8150 | -#> |.....................| 8.164 | 1.863 | 0.6967 | 0.7528 | -#> |.....................| 1.481 | 1.212 | 1.359 |...........| -#> | F| Forward Diff. | 8.260 | 0.8632 | -0.3905 | -0.04898 | -#> |.....................| -0.1050 | -4.163 | 2.793 | 0.5626 | -#> |.....................| -1.680 | -2.170 | -1.767 |...........| -#> | 45| 480.40986 | 1.001 | -1.225 | -0.9190 | -0.8999 | -#> |.....................| -0.8494 | -0.5306 | -0.9600 | -1.002 | -#> |.....................| -0.6221 | -0.7560 | -0.6818 |...........| -#> | U| 480.40986 | 94.13 | -5.625 | -1.008 | -0.2045 | -#> |.....................| 2.100 | 1.863 | 0.6961 | 0.7528 | -#> |.....................| 1.481 | 1.213 | 1.360 |...........| -#> | X| 480.40986 | 94.13 | 0.003607 | 0.2675 | 0.8150 | -#> |.....................| 8.164 | 1.863 | 0.6961 | 0.7528 | -#> |.....................| 1.481 | 1.213 | 1.360 |...........| -#> | F| Forward Diff. | -4.433 | 0.8570 | -0.4082 | -0.05598 | -#> |.....................| -0.1439 | -4.083 | 2.776 | -0.7191 | -#> |.....................| -1.623 | -2.134 | -1.744 |...........| -#> | 46| 480.40309 | 1.002 | -1.226 | -0.9188 | -0.8999 | -#> |.....................| -0.8493 | -0.5301 | -0.9609 | -1.002 | -#> |.....................| -0.6217 | -0.7553 | -0.6813 |...........| -#> | U| 480.40309 | 94.20 | -5.626 | -1.007 | -0.2045 | -#> |.....................| 2.100 | 1.863 | 0.6954 | 0.7529 | -#> |.....................| 1.481 | 1.214 | 1.360 |...........| -#> | X| 480.40309 | 94.20 | 0.003603 | 0.2675 | 0.8151 | -#> |.....................| 8.165 | 1.863 | 0.6954 | 0.7529 | -#> |.....................| 1.481 | 1.214 | 1.360 |...........| -#> | F| Forward Diff. | 7.640 | 0.8551 | -0.3719 | -0.04853 | -#> |.....................| -0.1037 | -4.111 | 2.689 | 0.5674 | -#> |.....................| -1.653 | -2.095 | -1.726 |...........| -#> | 47| 480.39597 | 1.001 | -1.227 | -0.9185 | -0.8998 | -#> |.....................| -0.8492 | -0.5300 | -0.9618 | -1.002 | -#> |.....................| -0.6215 | -0.7547 | -0.6809 |...........| -#> | U| 480.39597 | 94.13 | -5.627 | -1.007 | -0.2045 | -#> |.....................| 2.100 | 1.863 | 0.6947 | 0.7530 | -#> |.....................| 1.482 | 1.214 | 1.361 |...........| -#> | X| 480.39597 | 94.13 | 0.003598 | 0.2676 | 0.8151 | -#> |.....................| 8.165 | 1.863 | 0.6947 | 0.7530 | -#> |.....................| 1.482 | 1.214 | 1.361 |...........| -#> | F| Forward Diff. | -4.827 | 0.8487 | -0.3865 | -0.05558 | -#> |.....................| -0.1453 | -3.997 | 2.662 | 0.5449 | -#> |.....................| -1.580 | -2.061 | -1.701 |...........| -#> | 48| 480.38900 | 1.002 | -1.229 | -0.9184 | -0.8998 | -#> |.....................| -0.8491 | -0.5297 | -0.9626 | -1.002 | -#> |.....................| -0.6211 | -0.7540 | -0.6805 |...........| -#> | U| 480.389 | 94.20 | -5.629 | -1.007 | -0.2044 | -#> |.....................| 2.100 | 1.864 | 0.6940 | 0.7529 | -#> |.....................| 1.482 | 1.215 | 1.361 |...........| -#> | X| 480.389 | 94.20 | 0.003593 | 0.2676 | 0.8151 | -#> |.....................| 8.166 | 1.864 | 0.6940 | 0.7529 | -#> |.....................| 1.482 | 1.215 | 1.361 |...........| -#> | F| Forward Diff. | 7.052 | 0.8465 | -0.3544 | -0.04836 | -#> |.....................| -0.1022 | -3.917 | 2.636 | 0.5926 | -#> |.....................| -1.553 | -2.027 | -1.689 |...........| -#> | 49| 480.38219 | 1.001 | -1.230 | -0.9183 | -0.8998 | -#> |.....................| -0.8491 | -0.5296 | -0.9634 | -1.002 | -#> |.....................| -0.6209 | -0.7534 | -0.6801 |...........| -#> | U| 480.38219 | 94.13 | -5.630 | -1.007 | -0.2044 | -#> |.....................| 2.100 | 1.864 | 0.6934 | 0.7529 | -#> |.....................| 1.482 | 1.216 | 1.362 |...........| -#> | X| 480.38219 | 94.13 | 0.003587 | 0.2676 | 0.8151 | -#> |.....................| 8.166 | 1.864 | 0.6934 | 0.7529 | -#> |.....................| 1.482 | 1.216 | 1.362 |...........| -#> | F| Forward Diff. | -4.619 | 0.8406 | -0.3725 | -0.05439 | -#> |.....................| -0.1411 | -3.915 | 2.594 | -0.6808 | -#> |.....................| -1.519 | -1.986 | -1.659 |...........| -#> | 50| 480.37598 | 1.002 | -1.232 | -0.9180 | -0.8998 | -#> |.....................| -0.8490 | -0.5292 | -0.9644 | -1.002 | -#> |.....................| -0.6206 | -0.7528 | -0.6796 |...........| -#> | U| 480.37598 | 94.20 | -5.632 | -1.007 | -0.2044 | -#> |.....................| 2.100 | 1.864 | 0.6927 | 0.7530 | -#> |.....................| 1.483 | 1.216 | 1.362 |...........| -#> | X| 480.37598 | 94.20 | 0.003582 | 0.2677 | 0.8152 | -#> |.....................| 8.167 | 1.864 | 0.6927 | 0.7530 | -#> |.....................| 1.483 | 1.216 | 1.362 |...........| -#> | F| Forward Diff. | 6.566 | 0.8383 | -0.3380 | -0.04700 | -#> |.....................| -0.09943 | -3.949 | 2.377 | 0.5751 | -#> |.....................| -1.561 | -1.951 | -1.641 |...........| -#> | 51| 480.36982 | 1.001 | -1.233 | -0.9178 | -0.8997 | -#> |.....................| -0.8489 | -0.5291 | -0.9651 | -1.002 | -#> |.....................| -0.6204 | -0.7522 | -0.6792 |...........| -#> | U| 480.36982 | 94.12 | -5.633 | -1.006 | -0.2043 | -#> |.....................| 2.100 | 1.864 | 0.6922 | 0.7530 | -#> |.....................| 1.483 | 1.217 | 1.363 |...........| -#> | X| 480.36982 | 94.12 | 0.003577 | 0.2677 | 0.8152 | -#> |.....................| 8.167 | 1.864 | 0.6922 | 0.7530 | -#> |.....................| 1.483 | 1.217 | 1.363 |...........| -#> | F| Forward Diff. | -5.243 | 0.8317 | -0.3515 | -0.05392 | -#> |.....................| -0.1358 | -3.830 | 2.493 | 0.5823 | -#> |.....................| -1.510 | -1.918 | -1.620 |...........| -#> | 52| 480.36331 | 1.002 | -1.235 | -0.9176 | -0.8997 | -#> |.....................| -0.8489 | -0.5289 | -0.9659 | -1.002 | -#> |.....................| -0.6201 | -0.7516 | -0.6788 |...........| -#> | U| 480.36331 | 94.19 | -5.635 | -1.006 | -0.2043 | -#> |.....................| 2.100 | 1.864 | 0.6916 | 0.7530 | -#> |.....................| 1.483 | 1.218 | 1.363 |...........| -#> | X| 480.36331 | 94.19 | 0.003572 | 0.2677 | 0.8152 | -#> |.....................| 8.168 | 1.864 | 0.6916 | 0.7530 | -#> |.....................| 1.483 | 1.218 | 1.363 |...........| -#> | F| Forward Diff. | 5.492 | 0.8288 | -0.3226 | -0.04732 | -#> |.....................| -0.09956 | -3.829 | 2.435 | 0.5676 | -#> |.....................| -1.517 | -1.882 | -1.604 |...........| -#> | 53| 480.35731 | 1.001 | -1.236 | -0.9175 | -0.8996 | -#> |.....................| -0.8488 | -0.5288 | -0.9666 | -1.002 | -#> |.....................| -0.6198 | -0.7510 | -0.6783 |...........| -#> | U| 480.35731 | 94.12 | -5.636 | -1.006 | -0.2043 | -#> |.....................| 2.100 | 1.864 | 0.6910 | 0.7529 | -#> |.....................| 1.484 | 1.218 | 1.364 |...........| -#> | X| 480.35731 | 94.12 | 0.003566 | 0.2678 | 0.8152 | -#> |.....................| 8.168 | 1.864 | 0.6910 | 0.7529 | -#> |.....................| 1.484 | 1.218 | 1.364 |...........| -#> | F| Forward Diff. | -5.442 | 0.8230 | -0.3401 | -0.05270 | -#> |.....................| -0.1329 | -3.818 | 2.394 | -0.6865 | -#> |.....................| -1.462 | -1.826 | -1.568 |...........| -#> | 54| 480.35158 | 1.002 | -1.238 | -0.9173 | -0.8996 | -#> |.....................| -0.8487 | -0.5286 | -0.9675 | -1.002 | -#> |.....................| -0.6197 | -0.7504 | -0.6779 |...........| -#> | U| 480.35158 | 94.19 | -5.638 | -1.006 | -0.2042 | -#> |.....................| 2.100 | 1.864 | 0.6904 | 0.7530 | -#> |.....................| 1.484 | 1.219 | 1.364 |...........| -#> | X| 480.35158 | 94.19 | 0.003561 | 0.2678 | 0.8153 | -#> |.....................| 8.169 | 1.864 | 0.6904 | 0.7530 | -#> |.....................| 1.484 | 1.219 | 1.364 |...........| -#> | F| Forward Diff. | 5.119 | 0.8198 | -0.3066 | -0.04724 | -#> |.....................| -0.1005 | -3.787 | 2.338 | 0.5896 | -#> |.....................| -1.465 | -1.812 | -1.559 |...........| -#> | 55| 480.34603 | 1.001 | -1.239 | -0.9170 | -0.8996 | -#> |.....................| -0.8486 | -0.5283 | -0.9683 | -1.002 | -#> |.....................| -0.6195 | -0.7499 | -0.6775 |...........| -#> | U| 480.34603 | 94.12 | -5.639 | -1.006 | -0.2042 | -#> |.....................| 2.100 | 1.865 | 0.6897 | 0.7530 | -#> |.....................| 1.484 | 1.220 | 1.364 |...........| -#> | X| 480.34603 | 94.12 | 0.003555 | 0.2679 | 0.8153 | -#> |.....................| 8.170 | 1.865 | 0.6897 | 0.7530 | -#> |.....................| 1.484 | 1.220 | 1.364 |...........| -#> | F| Forward Diff. | -5.669 | 0.8137 | -0.3182 | -0.05158 | -#> |.....................| -0.1292 | -3.845 | 2.251 | 0.5349 | -#> |.....................| -1.532 | -1.781 | -1.537 |...........| -#> | 56| 480.33997 | 1.002 | -1.241 | -0.9169 | -0.8995 | -#> |.....................| -0.8486 | -0.5282 | -0.9690 | -1.002 | -#> |.....................| -0.6192 | -0.7493 | -0.6772 |...........| -#> | U| 480.33997 | 94.19 | -5.641 | -1.005 | -0.2041 | -#> |.....................| 2.101 | 1.865 | 0.6892 | 0.7529 | -#> |.....................| 1.484 | 1.220 | 1.365 |...........| -#> | X| 480.33997 | 94.19 | 0.003550 | 0.2679 | 0.8153 | -#> |.....................| 8.170 | 1.865 | 0.6892 | 0.7529 | -#> |.....................| 1.484 | 1.220 | 1.365 |...........| -#> | F| Forward Diff. | 4.944 | 0.8109 | -0.2900 | -0.04418 | -#> |.....................| -0.09220 | -3.817 | 2.207 | 0.5423 | -#> |.....................| -1.530 | -1.750 | -1.524 |...........| -#> | 57| 480.33440 | 1.001 | -1.242 | -0.9168 | -0.8995 | -#> |.....................| -0.8485 | -0.5280 | -0.9697 | -1.002 | -#> |.....................| -0.6188 | -0.7487 | -0.6768 |...........| -#> | U| 480.3344 | 94.12 | -5.642 | -1.005 | -0.2041 | -#> |.....................| 2.101 | 1.865 | 0.6887 | 0.7529 | -#> |.....................| 1.485 | 1.221 | 1.365 |...........| -#> | X| 480.3344 | 94.12 | 0.003544 | 0.2679 | 0.8154 | -#> |.....................| 8.171 | 1.865 | 0.6887 | 0.7529 | -#> |.....................| 1.485 | 1.221 | 1.365 |...........| -#> | F| Forward Diff. | -5.630 | 0.8048 | -0.3070 | -0.04965 | -#> |.....................| -0.1246 | -3.770 | 2.179 | 0.5400 | -#> |.....................| -1.465 | -1.710 | -1.500 |...........| -#> | 58| 480.32852 | 1.002 | -1.244 | -0.9167 | -0.8994 | -#> |.....................| -0.8485 | -0.5278 | -0.9703 | -1.002 | -#> |.....................| -0.6184 | -0.7482 | -0.6764 |...........| -#> | U| 480.32852 | 94.19 | -5.644 | -1.005 | -0.2041 | -#> |.....................| 2.101 | 1.865 | 0.6882 | 0.7528 | -#> |.....................| 1.485 | 1.221 | 1.366 |...........| -#> | X| 480.32852 | 94.19 | 0.003538 | 0.2679 | 0.8154 | -#> |.....................| 8.171 | 1.865 | 0.6882 | 0.7528 | -#> |.....................| 1.485 | 1.221 | 1.366 |...........| -#> | F| Forward Diff. | 4.819 | 0.8018 | -0.2789 | -0.04260 | -#> |.....................| -0.08823 | -3.653 | 2.177 | -0.6593 | -#> |.....................| -1.384 | -1.678 | -1.478 |...........| -#> | 59| 480.32382 | 1.001 | -1.246 | -0.9164 | -0.8994 | -#> |.....................| -0.8484 | -0.5276 | -0.9711 | -1.002 | -#> |.....................| -0.6183 | -0.7477 | -0.6761 |...........| -#> | U| 480.32382 | 94.12 | -5.646 | -1.005 | -0.2040 | -#> |.....................| 2.101 | 1.865 | 0.6876 | 0.7529 | -#> |.....................| 1.486 | 1.222 | 1.366 |...........| -#> | X| 480.32382 | 94.12 | 0.003533 | 0.2680 | 0.8155 | -#> |.....................| 8.172 | 1.865 | 0.6876 | 0.7529 | -#> |.....................| 1.486 | 1.222 | 1.366 |...........| -#> | F| Forward Diff. | -5.225 | 0.7951 | -0.2896 | -0.04843 | -#> |.....................| -0.1194 | -3.720 | 2.091 | -0.7072 | -#> |.....................| -1.430 | -1.641 | -1.454 |...........| -#> | 60| 480.31902 | 1.002 | -1.247 | -0.9160 | -0.8993 | -#> |.....................| -0.8482 | -0.5273 | -0.9719 | -1.002 | -#> |.....................| -0.6182 | -0.7473 | -0.6757 |...........| -#> | U| 480.31902 | 94.19 | -5.647 | -1.005 | -0.2039 | -#> |.....................| 2.101 | 1.865 | 0.6870 | 0.7531 | -#> |.....................| 1.486 | 1.222 | 1.367 |...........| -#> | X| 480.31902 | 94.19 | 0.003527 | 0.2681 | 0.8155 | -#> |.....................| 8.173 | 1.865 | 0.6870 | 0.7531 | -#> |.....................| 1.486 | 1.222 | 1.367 |...........| -#> | F| Forward Diff. | 4.904 | 0.7922 | -0.2469 | -0.04034 | -#> |.....................| -0.08539 | -3.545 | 2.094 | -0.6237 | -#> |.....................| -1.331 | -1.619 | -1.454 |...........| -#> | 61| 480.31471 | 1.001 | -1.249 | -0.9156 | -0.8993 | -#> |.....................| -0.8481 | -0.5271 | -0.9727 | -1.001 | -#> |.....................| -0.6181 | -0.7468 | -0.6753 |...........| -#> | U| 480.31471 | 94.12 | -5.649 | -1.004 | -0.2039 | -#> |.....................| 2.101 | 1.866 | 0.6864 | 0.7533 | -#> |.....................| 1.486 | 1.223 | 1.367 |...........| -#> | X| 480.31471 | 94.12 | 0.003522 | 0.2681 | 0.8156 | -#> |.....................| 8.174 | 1.866 | 0.6864 | 0.7533 | -#> |.....................| 1.486 | 1.223 | 1.367 |...........| -#> | F| Forward Diff. | -5.295 | 0.7853 | -0.2507 | -0.04627 | -#> |.....................| -0.1126 | -3.760 | 1.942 | -0.7288 | -#> |.....................| -1.482 | -1.617 | -1.436 |...........| -#> | 62| 480.31013 | 1.002 | -1.250 | -0.9152 | -0.8992 | -#> |.....................| -0.8480 | -0.5269 | -0.9734 | -1.001 | -#> |.....................| -0.6180 | -0.7464 | -0.6750 |...........| -#> | U| 480.31013 | 94.19 | -5.650 | -1.004 | -0.2038 | -#> |.....................| 2.101 | 1.866 | 0.6859 | 0.7535 | -#> |.....................| 1.486 | 1.223 | 1.367 |...........| -#> | X| 480.31013 | 94.19 | 0.003516 | 0.2682 | 0.8156 | -#> |.....................| 8.175 | 1.866 | 0.6859 | 0.7535 | -#> |.....................| 1.486 | 1.223 | 1.367 |...........| -#> | F| Forward Diff. | 4.435 | 0.7821 | -0.2118 | -0.03855 | -#> |.....................| -0.07590 | -3.495 | 2.000 | -0.6027 | -#> |.....................| -1.382 | -1.576 | -1.413 |...........| -#> | 63| 480.30581 | 1.001 | -1.252 | -0.9149 | -0.8991 | -#> |.....................| -0.8479 | -0.5266 | -0.9741 | -1.001 | -#> |.....................| -0.6178 | -0.7459 | -0.6746 |...........| -#> | U| 480.30581 | 94.12 | -5.652 | -1.003 | -0.2037 | -#> |.....................| 2.101 | 1.866 | 0.6854 | 0.7536 | -#> |.....................| 1.486 | 1.224 | 1.368 |...........| -#> | X| 480.30581 | 94.12 | 0.003510 | 0.2683 | 0.8157 | -#> |.....................| 8.176 | 1.866 | 0.6854 | 0.7536 | -#> |.....................| 1.486 | 1.224 | 1.368 |...........| -#> | F| Forward Diff. | -5.315 | 0.7789 | -0.2090 | -0.03720 | -#> |.....................| -0.09944 | -3.577 | 1.911 | -0.6518 | -#> |.....................| -1.378 | -1.528 | -1.376 |...........| -#> | 64| 480.30125 | 1.002 | -1.254 | -0.9146 | -0.8990 | -#> |.....................| -0.8478 | -0.5264 | -0.9748 | -1.001 | -#> |.....................| -0.6176 | -0.7454 | -0.6743 |...........| -#> | U| 480.30125 | 94.19 | -5.654 | -1.003 | -0.2037 | -#> |.....................| 2.101 | 1.866 | 0.6848 | 0.7538 | -#> |.....................| 1.486 | 1.224 | 1.368 |...........| -#> | X| 480.30125 | 94.19 | 0.003505 | 0.2683 | 0.8157 | -#> |.....................| 8.177 | 1.866 | 0.6848 | 0.7538 | -#> |.....................| 1.486 | 1.224 | 1.368 |...........| -#> | F| Forward Diff. | 4.353 | 0.7723 | -0.1834 | -0.03622 | -#> |.....................| -0.07047 | -3.672 | 1.822 | -0.6713 | -#> |.....................| -1.445 | -1.532 | -1.389 |...........| -#> | 65| 480.29714 | 1.001 | -1.255 | -0.9143 | -0.8990 | -#> |.....................| -0.8476 | -0.5261 | -0.9754 | -1.001 | -#> |.....................| -0.6174 | -0.7450 | -0.6740 |...........| -#> | U| 480.29714 | 94.12 | -5.655 | -1.003 | -0.2036 | -#> |.....................| 2.101 | 1.866 | 0.6843 | 0.7539 | -#> |.....................| 1.487 | 1.225 | 1.369 |...........| -#> | X| 480.29714 | 94.12 | 0.003499 | 0.2684 | 0.8158 | -#> |.....................| 8.178 | 1.866 | 0.6843 | 0.7539 | -#> |.....................| 1.487 | 1.225 | 1.369 |...........| -#> | F| Forward Diff. | -5.435 | 0.7663 | -0.1878 | -0.03986 | -#> |.....................| -0.1019 | -3.343 | 1.893 | 0.6711 | -#> |.....................| -1.269 | -1.487 | -1.354 |...........| -#> | 66| 480.29215 | 1.002 | -1.257 | -0.9143 | -0.8989 | -#> |.....................| -0.8476 | -0.5260 | -0.9760 | -1.001 | -#> |.....................| -0.6172 | -0.7444 | -0.6736 |...........| -#> | U| 480.29215 | 94.18 | -5.657 | -1.003 | -0.2036 | -#> |.....................| 2.102 | 1.867 | 0.6839 | 0.7538 | -#> |.....................| 1.487 | 1.226 | 1.369 |...........| -#> | X| 480.29215 | 94.18 | 0.003493 | 0.2684 | 0.8158 | -#> |.....................| 8.179 | 1.867 | 0.6839 | 0.7538 | -#> |.....................| 1.487 | 1.226 | 1.369 |...........| -#> | F| Forward Diff. | 4.161 | 0.7621 | -0.1686 | -0.03452 | -#> |.....................| -0.06632 | -3.552 | 1.775 | 0.6057 | -#> |.....................| -1.379 | -1.473 | -1.364 |...........| -#> | 67| 480.28721 | 1.001 | -1.259 | -0.9145 | -0.8989 | -#> |.....................| -0.8476 | -0.5257 | -0.9765 | -1.001 | -#> |.....................| -0.6170 | -0.7439 | -0.6732 |...........| -#> | U| 480.28721 | 94.12 | -5.659 | -1.003 | -0.2035 | -#> |.....................| 2.102 | 1.867 | 0.6836 | 0.7537 | -#> |.....................| 1.487 | 1.226 | 1.369 |...........| -#> | X| 480.28721 | 94.12 | 0.003487 | 0.2684 | 0.8159 | -#> |.....................| 8.179 | 1.867 | 0.6836 | 0.7537 | -#> |.....................| 1.487 | 1.226 | 1.369 |...........| -#> | F| Forward Diff. | -4.925 | 0.7584 | -0.1913 | -0.03513 | -#> |.....................| -0.09132 | -3.418 | 1.781 | -0.6203 | -#> |.....................| -1.349 | -1.417 | -1.313 |...........| -#> | 68| 480.28278 | 1.002 | -1.260 | -0.9144 | -0.8988 | -#> |.....................| -0.8475 | -0.5255 | -0.9770 | -1.001 | -#> |.....................| -0.6167 | -0.7434 | -0.6728 |...........| -#> | U| 480.28278 | 94.19 | -5.660 | -1.003 | -0.2035 | -#> |.....................| 2.102 | 1.867 | 0.6832 | 0.7537 | -#> |.....................| 1.487 | 1.227 | 1.370 |...........| -#> | X| 480.28278 | 94.19 | 0.003481 | 0.2684 | 0.8159 | -#> |.....................| 8.179 | 1.867 | 0.6832 | 0.7537 | -#> |.....................| 1.487 | 1.227 | 1.370 |...........| -#> | F| Forward Diff. | 4.442 | 0.7524 | -0.1734 | -0.03276 | -#> |.....................| -0.06267 | -3.400 | 1.746 | -0.5960 | -#> |.....................| -1.307 | -1.411 | -1.323 |...........| -#> | 69| 480.27897 | 1.001 | -1.262 | -0.9141 | -0.8988 | -#> |.....................| -0.8474 | -0.5252 | -0.9776 | -1.001 | -#> |.....................| -0.6165 | -0.7431 | -0.6724 |...........| -#> | U| 480.27897 | 94.13 | -5.662 | -1.003 | -0.2034 | -#> |.....................| 2.102 | 1.867 | 0.6827 | 0.7539 | -#> |.....................| 1.488 | 1.227 | 1.370 |...........| -#> | X| 480.27897 | 94.13 | 0.003475 | 0.2684 | 0.8159 | -#> |.....................| 8.180 | 1.867 | 0.6827 | 0.7539 | -#> |.....................| 1.488 | 1.227 | 1.370 |...........| -#> | F| Forward Diff. | -4.732 | 0.7463 | -0.1764 | -0.03625 | -#> |.....................| -0.08933 | -3.375 | 1.716 | 0.6486 | -#> |.....................| -1.273 | -1.374 | -1.283 |...........| -#> | 70| 480.27440 | 1.002 | -1.264 | -0.9140 | -0.8987 | -#> |.....................| -0.8473 | -0.5250 | -0.9782 | -1.001 | -#> |.....................| -0.6164 | -0.7427 | -0.6721 |...........| -#> | U| 480.2744 | 94.19 | -5.664 | -1.003 | -0.2034 | -#> |.....................| 2.102 | 1.867 | 0.6823 | 0.7538 | -#> |.....................| 1.488 | 1.227 | 1.371 |...........| -#> | X| 480.2744 | 94.19 | 0.003469 | 0.2684 | 0.8160 | -#> |.....................| 8.181 | 1.867 | 0.6823 | 0.7538 | -#> |.....................| 1.488 | 1.227 | 1.371 |...........| -#> | F| Forward Diff. | 4.305 | 0.7431 | -0.1535 | -0.02884 | -#> |.....................| -0.05624 | -3.424 | 1.641 | -0.6166 | -#> |.....................| -1.366 | -1.368 | -1.291 |...........| -#> | 71| 480.27043 | 1.001 | -1.266 | -0.9140 | -0.8987 | -#> |.....................| -0.8473 | -0.5247 | -0.9786 | -1.001 | -#> |.....................| -0.6161 | -0.7423 | -0.6718 |...........| -#> | U| 480.27043 | 94.13 | -5.666 | -1.002 | -0.2033 | -#> |.....................| 2.102 | 1.868 | 0.6819 | 0.7539 | -#> |.....................| 1.488 | 1.228 | 1.371 |...........| -#> | X| 480.27043 | 94.13 | 0.003463 | 0.2685 | 0.8160 | -#> |.....................| 8.181 | 1.868 | 0.6819 | 0.7539 | -#> |.....................| 1.488 | 1.228 | 1.371 |...........| -#> | F| Forward Diff. | -4.306 | 0.7372 | -0.1665 | -0.03186 | -#> |.....................| -0.08221 | -3.333 | 1.631 | -0.6040 | -#> |.....................| -1.265 | -1.322 | -1.255 |...........| -#> | 72| 480.26665 | 1.002 | -1.267 | -0.9136 | -0.8986 | -#> |.....................| -0.8471 | -0.5244 | -0.9791 | -1.001 | -#> |.....................| -0.6160 | -0.7419 | -0.6714 |...........| -#> | U| 480.26665 | 94.19 | -5.667 | -1.002 | -0.2032 | -#> |.....................| 2.102 | 1.868 | 0.6815 | 0.7540 | -#> |.....................| 1.488 | 1.228 | 1.371 |...........| -#> | X| 480.26665 | 94.19 | 0.003457 | 0.2685 | 0.8161 | -#> |.....................| 8.182 | 1.868 | 0.6815 | 0.7540 | -#> |.....................| 1.488 | 1.228 | 1.371 |...........| -#> | F| Forward Diff. | 4.654 | 0.7327 | -0.1326 | -0.02617 | -#> |.....................| -0.04981 | -3.394 | 1.559 | -0.6139 | -#> |.....................| -1.358 | -1.341 | -1.268 |...........| -#> | 73| 480.26300 | 1.001 | -1.269 | -0.9132 | -0.8985 | -#> |.....................| -0.8470 | -0.5241 | -0.9796 | -1.000 | -#> |.....................| -0.6158 | -0.7416 | -0.6711 |...........| -#> | U| 480.263 | 94.13 | -5.669 | -1.002 | -0.2032 | -#> |.....................| 2.102 | 1.868 | 0.6812 | 0.7542 | -#> |.....................| 1.488 | 1.229 | 1.372 |...........| -#> | X| 480.263 | 94.13 | 0.003451 | 0.2686 | 0.8162 | -#> |.....................| 8.183 | 1.868 | 0.6812 | 0.7542 | -#> |.....................| 1.488 | 1.229 | 1.372 |...........| -#> | F| Forward Diff. | -4.009 | 0.7258 | -0.1343 | -0.03035 | -#> |.....................| -0.07619 | -3.164 | 1.609 | -0.5397 | -#> |.....................| -1.251 | -1.282 | -1.219 |...........| -#> | 74| 480.25930 | 1.002 | -1.271 | -0.9130 | -0.8985 | -#> |.....................| -0.8469 | -0.5239 | -0.9802 | -1.000 | -#> |.....................| -0.6155 | -0.7412 | -0.6708 |...........| -#> | U| 480.2593 | 94.19 | -5.671 | -1.002 | -0.2031 | -#> |.....................| 2.102 | 1.868 | 0.6807 | 0.7543 | -#> |.....................| 1.489 | 1.229 | 1.372 |...........| -#> | X| 480.2593 | 94.19 | 0.003445 | 0.2686 | 0.8162 | -#> |.....................| 8.184 | 1.868 | 0.6807 | 0.7543 | -#> |.....................| 1.489 | 1.229 | 1.372 |...........| -#> | F| Forward Diff. | 4.851 | 0.7223 | -0.1045 | -0.02290 | -#> |.....................| -0.04316 | -3.376 | 1.478 | 0.6193 | -#> |.....................| -1.343 | -1.302 | -1.232 |...........| -#> | 75| 480.25486 | 1.001 | -1.273 | -0.9131 | -0.8984 | -#> |.....................| -0.8469 | -0.5237 | -0.9805 | -1.000 | -#> |.....................| -0.6152 | -0.7408 | -0.6705 |...........| -#> | U| 480.25486 | 94.14 | -5.673 | -1.002 | -0.2030 | -#> |.....................| 2.102 | 1.868 | 0.6805 | 0.7542 | -#> |.....................| 1.489 | 1.230 | 1.373 |...........| -#> | X| 480.25486 | 94.14 | 0.003439 | 0.2686 | 0.8162 | -#> |.....................| 8.184 | 1.868 | 0.6805 | 0.7542 | -#> |.....................| 1.489 | 1.230 | 1.373 |...........| -#> | F| Forward Diff. | -3.282 | 0.7167 | -0.1236 | -0.02586 | -#> |.....................| -0.06793 | -3.294 | 1.470 | 0.6693 | -#> |.....................| -1.247 | -1.242 | -1.194 |...........| -#> | 76| 480.25000 | 1.002 | -1.274 | -0.9134 | -0.8984 | -#> |.....................| -0.8469 | -0.5231 | -0.9806 | -1.001 | -#> |.....................| -0.6147 | -0.7402 | -0.6701 |...........| -#> | U| 480.25 | 94.20 | -5.674 | -1.002 | -0.2030 | -#> |.....................| 2.102 | 1.869 | 0.6804 | 0.7539 | -#> |.....................| 1.490 | 1.230 | 1.373 |...........| -#> | X| 480.25 | 94.20 | 0.003434 | 0.2686 | 0.8163 | -#> |.....................| 8.184 | 1.869 | 0.6804 | 0.7539 | -#> |.....................| 1.490 | 1.230 | 1.373 |...........| -#> | F| Forward Diff. | 5.823 | 0.7134 | -0.1173 | -0.02040 | -#> |.....................| -0.04062 | -3.151 | 1.491 | -0.5685 | -#> |.....................| -1.243 | -1.237 | -1.210 |...........| -#> | 77| 480.24598 | 1.001 | -1.276 | -0.9134 | -0.8984 | -#> |.....................| -0.8469 | -0.5229 | -0.9809 | -1.001 | -#> |.....................| -0.6145 | -0.7399 | -0.6698 |...........| -#> | U| 480.24598 | 94.13 | -5.676 | -1.002 | -0.2030 | -#> |.....................| 2.102 | 1.869 | 0.6802 | 0.7539 | -#> |.....................| 1.490 | 1.231 | 1.373 |...........| -#> | X| 480.24598 | 94.13 | 0.003427 | 0.2686 | 0.8163 | -#> |.....................| 8.184 | 1.869 | 0.6802 | 0.7539 | -#> |.....................| 1.490 | 1.231 | 1.373 |...........| -#> | F| Forward Diff. | -3.294 | 0.7076 | -0.1362 | -0.02383 | -#> |.....................| -0.06566 | -3.147 | 1.461 | 0.6663 | -#> |.....................| -1.244 | -1.185 | -1.155 |...........| -#> | 78| 480.24152 | 1.002 | -1.278 | -0.9134 | -0.8983 | -#> |.....................| -0.8469 | -0.5225 | -0.9813 | -1.001 | -#> |.....................| -0.6142 | -0.7395 | -0.6694 |...........| -#> | U| 480.24152 | 94.19 | -5.678 | -1.002 | -0.2030 | -#> |.....................| 2.102 | 1.869 | 0.6799 | 0.7538 | -#> |.....................| 1.490 | 1.231 | 1.374 |...........| -#> | X| 480.24152 | 94.19 | 0.003421 | 0.2686 | 0.8163 | -#> |.....................| 8.184 | 1.869 | 0.6799 | 0.7538 | -#> |.....................| 1.490 | 1.231 | 1.374 |...........| -#> | F| Forward Diff. | 4.573 | 0.7031 | -0.1214 | -0.01999 | -#> |.....................| -0.04022 | -3.129 | 1.425 | 0.6287 | -#> |.....................| -1.274 | -1.197 | -1.174 |...........| -#> | 79| 480.23703 | 1.001 | -1.280 | -0.9136 | -0.8983 | -#> |.....................| -0.8469 | -0.5223 | -0.9815 | -1.001 | -#> |.....................| -0.6136 | -0.7392 | -0.6691 |...........| -#> | U| 480.23703 | 94.13 | -5.680 | -1.002 | -0.2030 | -#> |.....................| 2.102 | 1.869 | 0.6797 | 0.7536 | -#> |.....................| 1.491 | 1.231 | 1.374 |...........| -#> | X| 480.23703 | 94.13 | 0.003415 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.869 | 0.6797 | 0.7536 | -#> |.....................| 1.491 | 1.231 | 1.374 |...........| -#> | F| Forward Diff. | -3.496 | 0.6977 | -0.1464 | -0.02500 | -#> |.....................| -0.06997 | -3.031 | 1.316 | 0.6455 | -#> |.....................| -1.198 | -1.144 | -1.124 |...........| -#> | 80| 480.23246 | 1.002 | -1.281 | -0.9138 | -0.8983 | -#> |.....................| -0.8469 | -0.5219 | -0.9816 | -1.001 | -#> |.....................| -0.6131 | -0.7387 | -0.6687 |...........| -#> | U| 480.23246 | 94.19 | -5.681 | -1.002 | -0.2030 | -#> |.....................| 2.102 | 1.870 | 0.6796 | 0.7533 | -#> |.....................| 1.492 | 1.232 | 1.375 |...........| -#> | X| 480.23246 | 94.19 | 0.003409 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.870 | 0.6796 | 0.7533 | -#> |.....................| 1.492 | 1.232 | 1.375 |...........| -#> | F| Forward Diff. | 4.825 | 0.6940 | -0.1347 | -0.01919 | -#> |.....................| -0.03939 | -3.118 | 1.378 | 0.5922 | -#> |.....................| -1.219 | -1.136 | -1.127 |...........| -#> | 81| 480.22809 | 1.001 | -1.283 | -0.9138 | -0.8983 | -#> |.....................| -0.8469 | -0.5217 | -0.9816 | -1.002 | -#> |.....................| -0.6127 | -0.7384 | -0.6684 |...........| -#> | U| 480.22809 | 94.14 | -5.683 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.870 | 0.6796 | 0.7531 | -#> |.....................| 1.492 | 1.232 | 1.375 |...........| -#> | X| 480.22809 | 94.14 | 0.003403 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.870 | 0.6796 | 0.7531 | -#> |.....................| 1.492 | 1.232 | 1.375 |...........| -#> | F| Forward Diff. | -3.001 | 0.6885 | -0.1518 | -0.02256 | -#> |.....................| -0.06414 | -2.892 | 1.443 | 0.6415 | -#> |.....................| -1.085 | -1.098 | -1.101 |...........| -#> | 82| 480.22387 | 1.002 | -1.285 | -0.9139 | -0.8983 | -#> |.....................| -0.8469 | -0.5212 | -0.9821 | -1.002 | -#> |.....................| -0.6124 | -0.7381 | -0.6680 |...........| -#> | U| 480.22387 | 94.19 | -5.685 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.870 | 0.6793 | 0.7529 | -#> |.....................| 1.492 | 1.232 | 1.375 |...........| -#> | X| 480.22387 | 94.19 | 0.003397 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.870 | 0.6793 | 0.7529 | -#> |.....................| 1.492 | 1.232 | 1.375 |...........| -#> | F| Forward Diff. | 5.360 | 0.6846 | -0.1392 | -0.01938 | -#> |.....................| -0.04006 | -2.853 | 1.421 | -0.5715 | -#> |.....................| -1.064 | -1.117 | -1.118 |...........| -#> | 83| 480.22054 | 1.001 | -1.287 | -0.9139 | -0.8983 | -#> |.....................| -0.8469 | -0.5210 | -0.9826 | -1.002 | -#> |.....................| -0.6125 | -0.7380 | -0.6676 |...........| -#> | U| 480.22054 | 94.14 | -5.687 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.871 | 0.6789 | 0.7530 | -#> |.....................| 1.492 | 1.233 | 1.376 |...........| -#> | X| 480.22054 | 94.14 | 0.003391 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.871 | 0.6789 | 0.7530 | -#> |.....................| 1.492 | 1.233 | 1.376 |...........| -#> | F| Forward Diff. | -2.774 | 0.6781 | -0.1521 | -0.02419 | -#> |.....................| -0.06697 | -2.800 | 1.392 | 0.6467 | -#> |.....................| -1.111 | -1.074 | -1.064 |...........| -#> | 84| 480.21670 | 1.002 | -1.288 | -0.9138 | -0.8983 | -#> |.....................| -0.8469 | -0.5206 | -0.9832 | -1.002 | -#> |.....................| -0.6123 | -0.7378 | -0.6672 |...........| -#> | U| 480.2167 | 94.19 | -5.688 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.871 | 0.6784 | 0.7529 | -#> |.....................| 1.493 | 1.233 | 1.376 |...........| -#> | X| 480.2167 | 94.19 | 0.003385 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.871 | 0.6784 | 0.7529 | -#> |.....................| 1.493 | 1.233 | 1.376 |...........| -#> | F| Forward Diff. | 4.519 | 0.6730 | -0.1351 | -0.02088 | -#> |.....................| -0.04118 | -2.856 | 1.311 | 0.6094 | -#> |.....................| -1.165 | -1.062 | -1.048 |...........| -#> | 85| 480.21269 | 1.001 | -1.290 | -0.9139 | -0.8983 | -#> |.....................| -0.8469 | -0.5205 | -0.9835 | -1.002 | -#> |.....................| -0.6119 | -0.7376 | -0.6670 |...........| -#> | U| 480.21269 | 94.14 | -5.690 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.871 | 0.6782 | 0.7527 | -#> |.....................| 1.493 | 1.233 | 1.377 |...........| -#> | X| 480.21269 | 94.14 | 0.003379 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.871 | 0.6782 | 0.7527 | -#> |.....................| 1.493 | 1.233 | 1.377 |...........| -#> | F| Forward Diff. | -2.933 | 0.6686 | -0.1517 | -0.01805 | -#> |.....................| -0.06304 | -2.806 | 1.298 | 0.6045 | -#> |.....................| -1.073 | -1.045 | -1.026 |...........| -#> | 86| 480.20865 | 1.002 | -1.292 | -0.9139 | -0.8983 | -#> |.....................| -0.8469 | -0.5201 | -0.9839 | -1.002 | -#> |.....................| -0.6115 | -0.7373 | -0.6667 |...........| -#> | U| 480.20865 | 94.19 | -5.692 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.871 | 0.6779 | 0.7525 | -#> |.....................| 1.494 | 1.233 | 1.377 |...........| -#> | X| 480.20865 | 94.19 | 0.003373 | 0.2685 | 0.8163 | -#> |.....................| 8.184 | 1.871 | 0.6779 | 0.7525 | -#> |.....................| 1.494 | 1.233 | 1.377 |...........| -#> | F| Forward Diff. | 4.802 | 0.6647 | -0.1367 | -0.01906 | -#> |.....................| -0.03994 | -2.699 | 1.311 | -0.5807 | -#> |.....................| -1.078 | -1.030 | -1.030 |...........| -#> | 87| 480.20558 | 1.001 | -1.294 | -0.9137 | -0.8983 | -#> |.....................| -0.8468 | -0.5199 | -0.9842 | -1.002 | -#> |.....................| -0.6113 | -0.7372 | -0.6665 |...........| -#> | U| 480.20558 | 94.14 | -5.694 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.871 | 0.6776 | 0.7525 | -#> |.....................| 1.494 | 1.233 | 1.377 |...........| -#> | X| 480.20558 | 94.14 | 0.003367 | 0.2685 | 0.8163 | -#> |.....................| 8.185 | 1.871 | 0.6776 | 0.7525 | -#> |.....................| 1.494 | 1.233 | 1.377 |...........| -#> | F| Forward Diff. | -2.911 | 0.6576 | -0.1438 | -0.02051 | -#> |.....................| -0.06613 | -2.751 | 1.246 | -0.6218 | -#> |.....................| -1.053 | -1.017 | -1.010 |...........| -#> | 88| 480.20291 | 1.002 | -1.296 | -0.9132 | -0.8982 | -#> |.....................| -0.8467 | -0.5195 | -0.9848 | -1.002 | -#> |.....................| -0.6112 | -0.7370 | -0.6662 |...........| -#> | U| 480.20291 | 94.19 | -5.696 | -1.002 | -0.2029 | -#> |.....................| 2.102 | 1.872 | 0.6772 | 0.7527 | -#> |.....................| 1.494 | 1.234 | 1.377 |...........| -#> | X| 480.20291 | 94.19 | 0.003361 | 0.2686 | 0.8164 | -#> |.....................| 8.186 | 1.872 | 0.6772 | 0.7527 | -#> |.....................| 1.494 | 1.234 | 1.377 |...........| -#> | F| Forward Diff. | 4.296 | 0.6533 | -0.1055 | -0.01383 | -#> |.....................| -0.03435 | -2.750 | 1.192 | -0.6155 | -#> |.....................| -1.121 | -1.037 | -1.054 |...........| -#> | 89| 480.20010 | 1.001 | -1.297 | -0.9127 | -0.8982 | -#> |.....................| -0.8466 | -0.5193 | -0.9850 | -1.002 | -#> |.....................| -0.6110 | -0.7368 | -0.6658 |...........| -#> | U| 480.2001 | 94.14 | -5.697 | -1.001 | -0.2028 | -#> |.....................| 2.103 | 1.872 | 0.6771 | 0.7528 | -#> |.....................| 1.494 | 1.234 | 1.378 |...........| -#> | X| 480.2001 | 94.14 | 0.003355 | 0.2687 | 0.8164 | -#> |.....................| 8.187 | 1.872 | 0.6771 | 0.7528 | -#> |.....................| 1.494 | 1.234 | 1.378 |...........| -#> | F| Forward Diff. | -2.841 | 0.6461 | -0.09617 | -0.01892 | -#> |.....................| -0.05600 | -2.503 | 1.255 | 0.6797 | -#> |.....................| -0.9587 | -1.006 | -0.9794 |...........| -#> | 90| 480.19652 | 1.002 | -1.299 | -0.9127 | -0.8982 | -#> |.....................| -0.8466 | -0.5191 | -0.9853 | -1.002 | -#> |.....................| -0.6108 | -0.7364 | -0.6653 |...........| -#> | U| 480.19652 | 94.19 | -5.699 | -1.001 | -0.2028 | -#> |.....................| 2.103 | 1.872 | 0.6768 | 0.7526 | -#> |.....................| 1.494 | 1.234 | 1.378 |...........| -#> | X| 480.19652 | 94.19 | 0.003349 | 0.2687 | 0.8164 | -#> |.....................| 8.187 | 1.872 | 0.6768 | 0.7526 | -#> |.....................| 1.494 | 1.234 | 1.378 |...........| -#> | 91| 480.19461 | 1.002 | -1.301 | -0.9128 | -0.8982 | -#> |.....................| -0.8466 | -0.5193 | -0.9855 | -1.002 | -#> |.....................| -0.6107 | -0.7361 | -0.6650 |...........| -#> | U| 480.19461 | 94.18 | -5.701 | -1.001 | -0.2028 | -#> |.....................| 2.103 | 1.872 | 0.6767 | 0.7526 | -#> |.....................| 1.494 | 1.235 | 1.379 |...........| -#> | X| 480.19461 | 94.18 | 0.003342 | 0.2687 | 0.8164 | -#> |.....................| 8.187 | 1.872 | 0.6767 | 0.7526 | -#> |.....................| 1.494 | 1.235 | 1.379 |...........| -#> | 92| 480.18441 | 1.002 | -1.313 | -0.9134 | -0.8983 | -#> |.....................| -0.8466 | -0.5209 | -0.9862 | -1.003 | -#> |.....................| -0.6104 | -0.7344 | -0.6628 |...........| -#> | U| 480.18441 | 94.17 | -5.713 | -1.002 | -0.2029 | -#> |.....................| 2.103 | 1.871 | 0.6762 | 0.7522 | -#> |.....................| 1.495 | 1.237 | 1.381 |...........| -#> | X| 480.18441 | 94.17 | 0.003303 | 0.2686 | 0.8164 | -#> |.....................| 8.187 | 1.871 | 0.6762 | 0.7522 | -#> |.....................| 1.495 | 1.237 | 1.381 |...........| -#> | 93| 480.15712 | 1.001 | -1.360 | -0.9157 | -0.8984 | -#> |.....................| -0.8466 | -0.5271 | -0.9890 | -1.004 | -#> |.....................| -0.6089 | -0.7277 | -0.6540 |...........| -#> | U| 480.15712 | 94.12 | -5.760 | -1.004 | -0.2031 | -#> |.....................| 2.103 | 1.866 | 0.6740 | 0.7509 | -#> |.....................| 1.497 | 1.244 | 1.391 |...........| -#> | X| 480.15712 | 94.12 | 0.003151 | 0.2681 | 0.8162 | -#> |.....................| 8.187 | 1.866 | 0.6740 | 0.7509 | -#> |.....................| 1.497 | 1.244 | 1.391 |...........| -#> | 94| 480.23418 | 0.9997 | -1.543 | -0.9246 | -0.8991 | -#> |.....................| -0.8465 | -0.5509 | -1.000 | -1.011 | -#> |.....................| -0.6032 | -0.7017 | -0.6198 |...........| -#> | U| 480.23418 | 93.97 | -5.943 | -1.013 | -0.2037 | -#> |.....................| 2.103 | 1.847 | 0.6655 | 0.7454 | -#> |.....................| 1.503 | 1.272 | 1.431 |...........| -#> | X| 480.23418 | 93.97 | 0.002624 | 0.2664 | 0.8157 | -#> |.....................| 8.187 | 1.847 | 0.6655 | 0.7454 | -#> |.....................| 1.503 | 1.272 | 1.431 |...........| -#> | F| Forward Diff. | -6.048 | 0.4781 | -0.2230 | -0.02217 | -#> |.....................| -0.05480 | -3.577 | 0.9301 | 0.6494 | -#> |.....................| -1.028 | -0.4525 | -0.4232 |...........| -#> | 95| 480.10748 | 1.002 | -1.612 | -0.8919 | -0.8955 | -#> |.....................| -0.8419 | -0.5057 | -1.005 | -1.011 | -#> |.....................| -0.6089 | -0.7402 | -0.6757 |...........| -#> | U| 480.10748 | 94.20 | -6.012 | -0.9804 | -0.2001 | -#> |.....................| 2.107 | 1.883 | 0.6618 | 0.7449 | -#> |.....................| 1.497 | 1.230 | 1.367 |...........| -#> | X| 480.10748 | 94.20 | 0.002450 | 0.2728 | 0.8186 | -#> |.....................| 8.225 | 1.883 | 0.6618 | 0.7449 | -#> |.....................| 1.497 | 1.230 | 1.367 |...........| -#> | F| Forward Diff. | 5.588 | -0.2032 | 1.050 | 0.05863 | -#> |.....................| 0.1556 | -1.013 | -0.1797 | 0.1430 | -#> |.....................| -1.088 | -1.192 | -1.504 |...........| -#> | 96| 480.44664 | 1.003 | -1.804 | -0.9880 | -0.8940 | -#> |.....................| -0.8524 | -0.4601 | -0.9127 | -1.040 | -#> |.....................| -0.5485 | -0.7099 | -0.6226 |...........| -#> | U| 480.44664 | 94.31 | -6.204 | -1.077 | -0.1987 | -#> |.....................| 2.097 | 1.919 | 0.7320 | 0.7196 | -#> |.....................| 1.568 | 1.263 | 1.427 |...........| -#> | X| 480.44664 | 94.31 | 0.002022 | 0.2542 | 0.8198 | -#> |.....................| 8.139 | 1.919 | 0.7320 | 0.7196 | -#> |.....................| 1.568 | 1.263 | 1.427 |...........| -#> | 97| 480.05051 | 1.002 | -1.657 | -0.9147 | -0.8952 | -#> |.....................| -0.8444 | -0.4949 | -0.9832 | -1.018 | -#> |.....................| -0.5946 | -0.7329 | -0.6630 |...........| -#> | U| 480.05051 | 94.19 | -6.057 | -1.003 | -0.1998 | -#> |.....................| 2.105 | 1.891 | 0.6784 | 0.7389 | -#> |.....................| 1.514 | 1.238 | 1.381 |...........| -#> | X| 480.05051 | 94.19 | 0.002341 | 0.2683 | 0.8189 | -#> |.....................| 8.205 | 1.891 | 0.6784 | 0.7389 | -#> |.....................| 1.514 | 1.238 | 1.381 |...........| -#> | F| Forward Diff. | 3.048 | -0.2764 | -0.02525 | 0.07726 | -#> |.....................| 0.1002 | 0.1555 | 1.072 | 0.1458 | -#> |.....................| -0.5013 | -0.7465 | -0.9442 |...........| -#> | 98| 480.05873 | 1.002 | -1.641 | -0.9145 | -0.9051 | -#> |.....................| -0.8597 | -0.5017 | -0.9961 | -1.019 | -#> |.....................| -0.5552 | -0.7600 | -0.6392 |...........| -#> | U| 480.05873 | 94.21 | -6.041 | -1.003 | -0.2097 | -#> |.....................| 2.089 | 1.886 | 0.6686 | 0.7381 | -#> |.....................| 1.561 | 1.209 | 1.408 |...........| -#> | X| 480.05873 | 94.21 | 0.002380 | 0.2684 | 0.8108 | -#> |.....................| 8.080 | 1.886 | 0.6686 | 0.7381 | -#> |.....................| 1.561 | 1.209 | 1.408 |...........| -#> | 99| 480.03299 | 1.002 | -1.650 | -0.9146 | -0.8993 | -#> |.....................| -0.8508 | -0.4977 | -0.9887 | -1.018 | -#> |.....................| -0.5780 | -0.7442 | -0.6529 |...........| -#> | U| 480.03299 | 94.17 | -6.050 | -1.003 | -0.2040 | -#> |.....................| 2.098 | 1.889 | 0.6742 | 0.7386 | -#> |.....................| 1.533 | 1.226 | 1.393 |...........| -#> | X| 480.03299 | 94.17 | 0.002357 | 0.2683 | 0.8155 | -#> |.....................| 8.152 | 1.889 | 0.6742 | 0.7386 | -#> |.....................| 1.533 | 1.226 | 1.393 |...........| -#> | F| Forward Diff. | -0.07884 | -0.2508 | -0.03233 | -0.02314 | -#> |.....................| -0.1302 | 0.06288 | 0.7629 | 0.2261 | -#> |.....................| 0.3850 | -1.277 | -0.6610 |...........| -#> | 100| 480.00970 | 1.003 | -1.641 | -0.9125 | -0.9005 | -#> |.....................| -0.8500 | -0.4980 | -0.9983 | -1.021 | -#> |.....................| -0.5841 | -0.7275 | -0.6414 |...........| -#> | U| 480.0097 | 94.26 | -6.041 | -1.001 | -0.2051 | -#> |.....................| 2.099 | 1.889 | 0.6670 | 0.7367 | -#> |.....................| 1.526 | 1.244 | 1.406 |...........| -#> | X| 480.0097 | 94.26 | 0.002380 | 0.2687 | 0.8145 | -#> |.....................| 8.159 | 1.889 | 0.6670 | 0.7367 | -#> |.....................| 1.526 | 1.244 | 1.406 |...........| -#> | F| Forward Diff. | 12.51 | -0.2151 | 0.1066 | -0.04414 | -#> |.....................| -0.06212 | -0.2557 | 0.09002 | -0.09728 | -#> |.....................| 0.06582 | -0.3883 | 0.07016 |...........| -#> | 101| 480.02569 | 1.000 | -1.627 | -0.9257 | -0.9015 | -#> |.....................| -0.8496 | -0.4974 | -1.010 | -1.023 | -#> |.....................| -0.5876 | -0.7200 | -0.6493 |...........| -#> | U| 480.02569 | 94.03 | -6.027 | -1.014 | -0.2061 | -#> |.....................| 2.099 | 1.889 | 0.6581 | 0.7348 | -#> |.....................| 1.522 | 1.252 | 1.397 |...........| -#> | X| 480.02569 | 94.03 | 0.002413 | 0.2662 | 0.8138 | -#> |.....................| 8.162 | 1.889 | 0.6581 | 0.7348 | -#> |.....................| 1.522 | 1.252 | 1.397 |...........| -#> | 102| 480.01783 | 1.000 | -1.636 | -0.9171 | -0.9008 | -#> |.....................| -0.8499 | -0.4978 | -1.002 | -1.021 | -#> |.....................| -0.5853 | -0.7249 | -0.6441 |...........| -#> | U| 480.01783 | 94.03 | -6.036 | -1.006 | -0.2055 | -#> |.....................| 2.099 | 1.889 | 0.6639 | 0.7361 | -#> |.....................| 1.525 | 1.247 | 1.403 |...........| -#> | X| 480.01783 | 94.03 | 0.002392 | 0.2678 | 0.8143 | -#> |.....................| 8.160 | 1.889 | 0.6639 | 0.7361 | -#> |.....................| 1.525 | 1.247 | 1.403 |...........| -#> | 103| 480.01762 | 1.000 | -1.639 | -0.9140 | -0.9006 | -#> |.....................| -0.8500 | -0.4979 | -0.9995 | -1.021 | -#> |.....................| -0.5844 | -0.7266 | -0.6422 |...........| -#> | U| 480.01762 | 94.04 | -6.039 | -1.002 | -0.2052 | -#> |.....................| 2.099 | 1.889 | 0.6660 | 0.7365 | -#> |.....................| 1.526 | 1.245 | 1.405 |...........| -#> | X| 480.01762 | 94.04 | 0.002384 | 0.2685 | 0.8145 | -#> |.....................| 8.159 | 1.889 | 0.6660 | 0.7365 | -#> |.....................| 1.526 | 1.245 | 1.405 |...........| -#> | 104| 480.00603 | 1.001 | -1.641 | -0.9125 | -0.9005 | -#> |.....................| -0.8500 | -0.4980 | -0.9983 | -1.021 | -#> |.....................| -0.5841 | -0.7275 | -0.6414 |...........| -#> | U| 480.00603 | 94.12 | -6.041 | -1.001 | -0.2051 | -#> |.....................| 2.099 | 1.889 | 0.6670 | 0.7367 | -#> |.....................| 1.526 | 1.244 | 1.406 |...........| -#> | X| 480.00603 | 94.12 | 0.002380 | 0.2687 | 0.8145 | -#> |.....................| 8.159 | 1.889 | 0.6670 | 0.7367 | -#> |.....................| 1.526 | 1.244 | 1.406 |...........| -#> | F| Forward Diff. | -6.885 | -0.2187 | 0.06031 | -0.05864 | -#> |.....................| -0.1316 | -0.6942 | -0.07940 | 0.7419 | -#> |.....................| -0.2628 | -0.6303 | -0.1748 |...........| -#> | 105| 480.00355 | 1.002 | -1.640 | -0.9125 | -0.9004 | -#> |.....................| -0.8497 | -0.4981 | -0.9983 | -1.021 | -#> |.....................| -0.5835 | -0.7267 | -0.6420 |...........| -#> | U| 480.00355 | 94.17 | -6.040 | -1.001 | -0.2050 | -#> |.....................| 2.099 | 1.889 | 0.6669 | 0.7366 | -#> |.....................| 1.527 | 1.245 | 1.405 |...........| -#> | X| 480.00355 | 94.17 | 0.002382 | 0.2687 | 0.8147 | -#> |.....................| 8.162 | 1.889 | 0.6669 | 0.7366 | -#> |.....................| 1.527 | 1.245 | 1.405 |...........| -#> | F| Forward Diff. | -0.1332 | -0.2152 | 0.07761 | -0.04946 | -#> |.....................| -0.09731 | -0.07704 | 0.1258 | 0.9492 | -#> |.....................| 0.08309 | -0.3432 | 0.03979 |...........| -#> | 106| 480.00003 | 1.002 | -1.640 | -0.9126 | -0.9003 | -#> |.....................| -0.8495 | -0.4980 | -0.9985 | -1.022 | -#> |.....................| -0.5836 | -0.7262 | -0.6420 |...........| -#> | U| 480.00003 | 94.19 | -6.040 | -1.001 | -0.2049 | -#> |.....................| 2.100 | 1.889 | 0.6668 | 0.7355 | -#> |.....................| 1.527 | 1.245 | 1.405 |...........| -#> | X| 480.00003 | 94.19 | 0.002382 | 0.2687 | 0.8147 | -#> |.....................| 8.163 | 1.889 | 0.6668 | 0.7355 | -#> |.....................| 1.527 | 1.245 | 1.405 |...........| -#> | F| Forward Diff. | 2.294 | -0.2073 | 0.08146 | -0.04541 | -#> |.....................| -0.07807 | -0.2293 | 0.05730 | 0.8075 | -#> |.....................| -0.008164 | -0.3171 | 0.03808 |...........| -#> | 107| 479.99578 | 1.002 | -1.638 | -0.9109 | -0.8997 | -#> |.....................| -0.8483 | -0.4984 | -0.9975 | -1.023 | -#> |.....................| -0.5809 | -0.7230 | -0.6440 |...........| -#> | U| 479.99578 | 94.17 | -6.038 | -0.9994 | -0.2043 | -#> |.....................| 2.101 | 1.889 | 0.6675 | 0.7343 | -#> |.....................| 1.530 | 1.249 | 1.403 |...........| -#> | X| 479.99578 | 94.17 | 0.002387 | 0.2691 | 0.8152 | -#> |.....................| 8.172 | 1.889 | 0.6675 | 0.7343 | -#> |.....................| 1.530 | 1.249 | 1.403 |...........| -#> | 108| 479.99301 | 1.002 | -1.632 | -0.9055 | -0.8980 | -#> |.....................| -0.8447 | -0.4999 | -0.9947 | -1.027 | -#> |.....................| -0.5728 | -0.7134 | -0.6498 |...........| -#> | U| 479.99301 | 94.16 | -6.032 | -0.9941 | -0.2026 | -#> |.....................| 2.104 | 1.887 | 0.6697 | 0.7310 | -#> |.....................| 1.540 | 1.259 | 1.396 |...........| -#> | X| 479.99301 | 94.16 | 0.002402 | 0.2701 | 0.8166 | -#> |.....................| 8.202 | 1.887 | 0.6697 | 0.7310 | -#> |.....................| 1.540 | 1.259 | 1.396 |...........| -#> | F| Forward Diff. | -0.5972 | -0.1625 | 0.4650 | 0.009686 | -#> |.....................| 0.08636 | -1.694 | -0.1652 | -1.042 | -#> |.....................| -0.1517 | 0.4204 | -0.3659 |...........| -#> | 109| 479.98697 | 1.002 | -1.611 | -0.9101 | -0.8945 | -#> |.....................| -0.8385 | -0.4966 | -0.9980 | -1.027 | -#> |.....................| -0.5750 | -0.7140 | -0.6459 |...........| -#> | U| 479.98697 | 94.17 | -6.011 | -0.9986 | -0.1991 | -#> |.....................| 2.111 | 1.890 | 0.6672 | 0.7309 | -#> |.....................| 1.537 | 1.259 | 1.401 |...........| -#> | X| 479.98697 | 94.17 | 0.002451 | 0.2692 | 0.8195 | -#> |.....................| 8.253 | 1.890 | 0.6672 | 0.7309 | -#> |.....................| 1.537 | 1.259 | 1.401 |...........| -#> | F| Forward Diff. | -0.005684 | -0.1115 | 0.2082 | 0.08938 | -#> |.....................| 0.3008 | 0.01411 | 0.1052 | -0.7061 | -#> |.....................| 0.4111 | 0.4010 | -0.1199 |...........| -#> | 110| 479.98697 | 1.002 | -1.611 | -0.9101 | -0.8945 | -#> |.....................| -0.8385 | -0.4966 | -0.9980 | -1.027 | -#> |.....................| -0.5750 | -0.7140 | -0.6459 |...........| -#> | U| 479.98697 | 94.17 | -6.011 | -0.9986 | -0.1991 | -#> |.....................| 2.111 | 1.890 | 0.6672 | 0.7309 | -#> |.....................| 1.537 | 1.259 | 1.401 |...........| -#> | X| 479.98697 | 94.17 | 0.002451 | 0.2692 | 0.8195 | -#> |.....................| 8.253 | 1.890 | 0.6672 | 0.7309 | -#> |.....................| 1.537 | 1.259 | 1.401 |...........| -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    f_nlmixr_dfop_sfo_focei_const <- nlmixr(f_mmkin_const["DFOP-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_k1 | -#> |.....................| log_k2 | g_qlogis | sigma | o1 | -#> |.....................| o2 | o3 | o4 | o5 | -#> |.....................| o6 |...........|...........|...........| -#> | 1| 517.20934 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 517.20934 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 517.20934 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | G| Gill Diff. | 64.43 | 1.648 | -0.07882 | -0.2050 | -#> |.....................| -0.4304 | 0.05992 | -56.51 | 17.73 | -#> |.....................| 9.983 | -11.00 | -3.771 | 3.593 | -#> |.....................| -10.58 |...........|...........|...........| -#> | 2| 2737.3115 | 0.2806 | -1.018 | -0.9100 | -0.9273 | -#> |.....................| -0.9731 | -0.8892 | -0.2282 | -1.075 | -#> |.....................| -0.9854 | -0.7447 | -0.8291 | -0.9136 | -#> |.....................| -0.7499 |...........|...........|...........| -#> | U| 2737.3115 | 26.38 | -5.418 | -0.9691 | -1.898 | -#> |.....................| -4.295 | 0.1399 | 2.105 | 0.5864 | -#> |.....................| 0.7671 | 1.329 | 1.042 | 0.8535 | -#> |.....................| 1.298 |...........|...........|...........| -#> | X| 2737.3115 | 26.38 | 0.004434 | 0.2751 | 0.1499 | -#> |.....................| 0.01363 | 0.5349 | 2.105 | 0.5864 | -#> |.....................| 0.7671 | 1.329 | 1.042 | 0.8535 | -#> |.....................| 1.298 |...........|...........|...........| -#> | 3| 569.57476 | 0.9281 | -1.002 | -0.9108 | -0.9293 | -#> |.....................| -0.9774 | -0.8886 | -0.7961 | -0.8964 | -#> |.....................| -0.8851 | -0.8553 | -0.8670 | -0.8775 | -#> |.....................| -0.8562 |...........|...........|...........| -#> | U| 569.57476 | 87.24 | -5.402 | -0.9699 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.650 | 0.7166 | -#> |.....................| 0.8537 | 1.198 | 1.004 | 0.8856 | -#> |.....................| 1.175 |...........|...........|...........| -#> | X| 569.57476 | 87.24 | 0.004508 | 0.2749 | 0.1496 | -#> |.....................| 0.01358 | 0.5349 | 1.650 | 0.7166 | -#> |.....................| 0.8537 | 1.198 | 1.004 | 0.8856 | -#> |.....................| 1.175 |...........|...........|...........| -#> | 4| 531.41065 | 0.9928 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9778 | -0.8885 | -0.8528 | -0.8786 | -#> |.....................| -0.8751 | -0.8663 | -0.8708 | -0.8739 | -#> |.....................| -0.8668 |...........|...........|...........| -#> | U| 531.41065 | 93.32 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.605 | 0.7297 | -#> |.....................| 0.8624 | 1.185 | 1.000 | 0.8888 | -#> |.....................| 1.163 |...........|...........|...........| -#> | X| 531.41065 | 93.32 | 0.004516 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.605 | 0.7297 | -#> |.....................| 0.8624 | 1.185 | 1.000 | 0.8888 | -#> |.....................| 1.163 |...........|...........|...........| -#> | 5| 531.74000 | 0.9993 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8585 | -0.8768 | -#> |.....................| -0.8741 | -0.8674 | -0.8712 | -0.8735 | -#> |.....................| -0.8679 |...........|...........|...........| -#> | U| 531.74 | 93.93 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.601 | 0.7310 | -#> |.....................| 0.8632 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.74 | 93.93 | 0.004516 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.601 | 0.7310 | -#> |.....................| 0.8632 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 6| 531.81753 | 0.9999 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8591 | -0.8767 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.81753 | 93.99 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.81753 | 93.99 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 7| 531.82573 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8591 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82573 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82573 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 8| 531.82668 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82668 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82668 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 9| 531.82678 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82678 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82678 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 10| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 11| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 12| 531.82678 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82678 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82678 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 13| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 14| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 15| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 16| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | 17| 531.82679 | 1.000 | -1.000 | -0.9109 | -0.9296 | -#> |.....................| -0.9779 | -0.8885 | -0.8592 | -0.8766 | -#> |.....................| -0.8740 | -0.8675 | -0.8712 | -0.8735 | -#> |.....................| -0.8680 |...........|...........|...........| -#> | U| 531.82679 | 94.00 | -5.400 | -0.9700 | -1.900 | -#> |.....................| -4.300 | 0.1400 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> | X| 531.82679 | 94.00 | 0.004517 | 0.2749 | 0.1496 | -#> |.....................| 0.01357 | 0.5349 | 1.600 | 0.7311 | -#> |.....................| 0.8633 | 1.183 | 1.000 | 0.8891 | -#> |.....................| 1.161 |...........|...........|...........| -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: using R matrix to calculate covariance, can check sandwich or S matrix with $covRS and $covS
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    -# Variance by variable is supported by 'saem' and 'focei' -f_nlmixr_fomc_sfo_saem_obs <- nlmixr(f_mmkin_obs["FOMC-SFO", ], est = "saem") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>
    #> → generate SAEM model
    #> ✔ done
    #> 1: 93.4067 -5.7935 -0.0604 2.2993 -1.1624 2.9450 1.7342 0.6650 0.5890 0.4750 14.5215 9.1023 -#> 2: 93.8811 -5.7873 -0.0289 2.3640 -1.0762 2.7977 2.0710 0.6317 0.5595 0.4512 11.1033 4.6425 -#> 3: 94.0397 -5.9934 0.0119 2.4035 -1.0703 3.0693 2.4524 0.6124 0.5316 0.4287 10.0698 3.4243 -#> 4: 93.8834 -6.0401 0.0041 2.3944 -1.0097 2.9159 3.1645 0.6120 0.5050 0.4073 9.2013 3.2162 -#> 5: 94.0163 -5.8381 -0.0267 2.3580 -1.0239 2.7701 3.0063 0.5814 0.4797 0.3869 9.0330 3.0330 -#> 6: 93.9753 -5.8371 -0.0315 2.3598 -1.0052 2.6316 2.8559 0.5708 0.4558 0.3675 8.6051 2.6518 -#> 7: 93.6109 -5.8741 -0.0401 2.3570 -1.0025 2.5000 2.7131 0.5691 0.4330 0.3492 8.4407 2.4701 -#> 8: 93.2480 -6.0361 -0.0523 2.3504 -1.0028 2.3750 3.1584 0.5407 0.4113 0.3317 8.6121 2.2437 -#> 9: 93.2245 -6.0431 -0.0503 2.3552 -0.9828 2.2562 3.9790 0.5395 0.3908 0.3151 8.6609 2.1129 -#> 10: 93.3040 -6.1080 -0.0503 2.3613 -0.9784 2.1434 4.8606 0.5401 0.3712 0.2994 8.6497 2.0865 -#> 11: 93.4509 -5.9532 -0.0503 2.3444 -0.9823 3.0948 4.6176 0.5679 0.3527 0.2844 8.1651 2.0310 -#> 12: 93.5099 -6.1699 -0.0503 2.3408 -0.9746 3.2814 4.3867 0.5679 0.3350 0.2702 8.1716 1.9862 -#> 13: 93.8052 -6.1984 -0.0474 2.3233 -0.9922 3.1173 4.6967 0.5644 0.3183 0.2567 8.2982 2.0040 -#> 14: 93.6510 -6.0090 -0.0429 2.3601 -0.9885 2.9615 4.4618 0.5526 0.3024 0.2438 8.3254 2.0605 -#> 15: 93.8952 -6.3354 -0.0394 2.3580 -0.9792 2.8134 5.2117 0.5657 0.2872 0.2316 8.1329 2.0520 -#> 16: 93.4703 -6.0722 -0.0434 2.3386 -1.0026 2.6727 4.9512 0.5781 0.2729 0.2201 8.0866 2.0994 -#> 17: 93.4238 -6.2132 -0.0755 2.3120 -1.0119 2.5391 4.7036 0.5495 0.2592 0.2091 7.5958 2.2864 -#> 18: 93.5288 -6.2747 -0.0616 2.3223 -1.0105 2.4121 4.4684 0.5467 0.2463 0.1986 7.1910 1.9828 -#> 19: 93.2607 -6.3635 -0.0631 2.3206 -1.0045 3.6271 4.8142 0.5405 0.2340 0.1928 7.3672 1.8187 -#> 20: 93.3918 -6.3241 -0.0742 2.2941 -1.0140 3.4457 4.9242 0.5596 0.2223 0.1950 7.1427 1.8754 -#> 21: 93.6794 -6.1336 -0.0758 2.3000 -1.0048 3.2734 4.6780 0.5565 0.2111 0.1852 7.0989 1.9232 -#> 22: 94.0006 -6.1882 -0.0800 2.3099 -1.0252 3.1098 4.4441 0.5354 0.2006 0.1870 7.0038 1.9920 -#> 23: 93.6433 -6.2626 -0.0841 2.2791 -1.0183 4.8893 4.4476 0.5276 0.1906 0.1798 6.3698 1.8787 -#> 24: 93.9545 -6.3772 -0.0816 2.2887 -1.0019 4.6448 5.1698 0.5293 0.1810 0.1779 6.5903 1.9474 -#> 25: 94.2280 -6.3235 -0.0839 2.2600 -0.9932 5.2801 4.9113 0.5262 0.1720 0.1806 6.5267 1.9807 -#> 26: 94.2022 -6.2830 -0.0883 2.2643 -1.0012 5.9595 4.6658 0.5225 0.1634 0.1795 6.3678 1.9659 -#> 27: 94.4398 -6.1769 -0.0894 2.2564 -1.0177 9.0771 4.4325 0.5207 0.1552 0.1880 6.4522 1.8590 -#> 28: 94.2586 -6.1652 -0.0882 2.2574 -1.0226 8.6233 4.2108 0.5158 0.1475 0.1881 6.3701 1.7882 -#> 29: 94.3490 -6.1505 -0.0854 2.2615 -1.0081 9.6333 4.0003 0.5109 0.1423 0.1833 6.3601 1.8485 -#> 30: 94.6929 -6.0285 -0.0909 2.2610 -1.0082 9.1517 3.8003 0.5117 0.1401 0.2097 6.2461 1.8606 -#> 31: 94.2553 -6.0390 -0.0896 2.2625 -1.0078 8.6941 3.6103 0.5072 0.1378 0.2088 6.3337 1.8220 -#> 32: 94.3096 -5.7252 -0.0886 2.2677 -0.9967 9.0244 3.4298 0.5051 0.1325 0.2015 6.4601 1.8880 -#> 33: 94.8327 -5.8775 -0.0865 2.2684 -0.9976 8.6305 3.2583 0.4920 0.1333 0.1993 6.4804 1.8203 -#> 34: 94.3527 -5.9488 -0.0826 2.2879 -0.9989 8.1989 3.1538 0.4969 0.1388 0.1984 6.4201 1.7696 -#> 35: 94.4411 -6.1171 -0.0826 2.2913 -0.9964 8.4377 3.7937 0.4969 0.1387 0.1972 6.3878 1.7612 -#> 36: 94.2058 -6.1151 -0.0844 2.2920 -1.0069 8.0158 3.7963 0.4962 0.1395 0.1938 6.2469 1.6680 -#> 37: 93.7449 -6.1251 -0.0925 2.2736 -1.0019 7.6150 3.8477 0.5101 0.1325 0.1841 6.1375 1.7472 -#> 38: 93.6861 -6.0575 -0.0934 2.2803 -1.0097 7.2343 3.6553 0.5119 0.1259 0.1862 6.0729 1.7608 -#> 39: 93.9767 -6.0314 -0.0999 2.2548 -1.0231 6.8726 3.4725 0.5195 0.1234 0.1951 6.1947 1.8276 -#> 40: 94.0297 -6.1559 -0.0989 2.2440 -1.0374 6.5290 3.8559 0.5199 0.1279 0.1891 6.0195 1.8906 -#> 41: 94.2069 -6.3055 -0.0820 2.2710 -1.0275 6.2025 4.7866 0.5304 0.1215 0.1858 6.1777 1.8541 -#> 42: 94.2400 -6.3179 -0.0790 2.2783 -1.0379 5.8924 4.6915 0.5253 0.1154 0.1794 6.0530 1.8960 -#> 43: 93.9851 -6.4096 -0.0784 2.2832 -1.0341 5.5978 5.0608 0.5163 0.1097 0.1773 6.0057 1.8136 -#> 44: 94.1440 -6.2214 -0.0746 2.2969 -1.0262 5.3179 4.8077 0.5130 0.1079 0.1851 6.1182 1.8390 -#> 45: 93.8847 -6.3883 -0.0745 2.3059 -1.0132 6.8202 5.1378 0.5130 0.1174 0.1769 6.1000 1.8391 -#> 46: 93.7228 -6.3305 -0.0794 2.3033 -1.0107 6.4792 4.8809 0.5095 0.1196 0.1783 6.2794 1.7304 -#> 47: 93.7031 -6.4232 -0.0796 2.3006 -1.0028 6.1552 5.5756 0.5092 0.1243 0.1887 6.1716 1.7279 -#> 48: 93.5210 -6.2770 -0.0794 2.2948 -1.0122 5.8475 5.2968 0.5098 0.1247 0.1863 5.9847 1.7994 -#> 49: 93.3676 -6.4486 -0.0754 2.3079 -1.0061 5.5551 5.4356 0.5018 0.1198 0.1858 6.1108 1.7598 -#> 50: 93.8573 -6.3944 -0.0755 2.3057 -1.0038 5.2773 5.2487 0.5063 0.1193 0.1843 6.0935 1.7725 -#> 51: 93.7004 -6.2783 -0.0854 2.2836 -1.0074 5.0135 4.9863 0.4932 0.1269 0.1858 6.1630 1.8063 -#> 52: 93.4843 -6.3763 -0.0962 2.2731 -1.0073 4.7628 5.0969 0.4815 0.1345 0.1924 6.0823 1.8013 -#> 53: 93.6971 -6.5002 -0.0887 2.2774 -1.0111 4.5246 5.7428 0.4726 0.1346 0.1982 6.1744 1.7695 -#> 54: 93.6176 -6.4928 -0.0917 2.2648 -1.0220 4.2984 5.4557 0.4765 0.1419 0.2017 6.3732 1.8195 -#> 55: 93.7072 -6.5760 -0.0833 2.2865 -1.0282 4.0835 5.9775 0.4732 0.1434 0.1963 6.3653 1.7028 -#> 56: 94.1360 -6.6854 -0.0901 2.2941 -1.0244 3.8793 7.2562 0.4637 0.1393 0.1935 6.3001 1.7878 -#> 57: 93.4627 -6.6255 -0.1049 2.2502 -1.0233 3.6854 6.8934 0.4847 0.1323 0.1878 6.2357 1.8480 -#> 58: 93.8066 -6.6603 -0.1049 2.2362 -1.0280 3.5011 6.9334 0.4847 0.1397 0.1872 6.3582 1.7787 -#> 59: 93.8599 -6.7837 -0.1046 2.2450 -1.0274 3.3260 8.4672 0.4853 0.1332 0.1833 6.1248 1.8066 -#> 60: 93.6190 -6.5618 -0.1055 2.2381 -1.0244 3.1597 8.0438 0.4742 0.1390 0.1858 6.2589 1.7881 -#> 61: 93.7045 -6.6482 -0.1159 2.2413 -1.0272 3.2942 7.8485 0.4655 0.1406 0.1827 5.8425 1.7744 -#> 62: 93.5232 -6.5027 -0.1168 2.2418 -1.0187 3.3810 7.4560 0.4766 0.1414 0.1790 5.9349 1.7717 -#> 63: 93.4884 -6.4221 -0.1164 2.2505 -1.0062 3.2119 7.0832 0.4768 0.1422 0.1752 6.0193 1.7434 -#> 64: 93.2305 -6.4456 -0.1153 2.2573 -1.0062 4.1468 6.7291 0.4776 0.1395 0.1753 5.8355 1.7529 -#> 65: 93.3743 -6.3237 -0.1227 2.2484 -1.0102 3.9395 6.3926 0.4864 0.1374 0.1800 5.6731 1.7808 -#> 66: 93.7132 -6.3178 -0.1186 2.2389 -0.9894 4.0557 6.0730 0.4909 0.1426 0.1807 5.7099 1.7283 -#> 67: 93.7490 -6.3514 -0.1155 2.2445 -0.9946 3.8529 5.7693 0.4938 0.1379 0.1830 5.7366 1.7847 -#> 68: 93.7617 -6.1181 -0.1251 2.2487 -0.9841 3.7650 5.4809 0.4816 0.1549 0.1769 5.6569 1.7415 -#> 69: 93.4342 -6.3588 -0.1301 2.2350 -0.9813 4.5688 5.2068 0.4745 0.1624 0.1736 5.5771 1.7091 -#> 70: 93.5303 -6.3266 -0.1330 2.2384 -0.9753 4.3404 4.9465 0.4734 0.1563 0.1699 5.5332 1.7256 -#> 71: 93.4733 -6.2859 -0.1364 2.2170 -0.9781 4.1234 4.6992 0.4701 0.1604 0.1649 5.6661 1.7335 -#> 72: 93.3055 -6.2502 -0.1462 2.2156 -0.9724 3.9172 4.7693 0.4519 0.1607 0.1582 5.4776 1.7679 -#> 73: 93.3010 -6.6844 -0.1490 2.2262 -0.9777 3.7213 6.9975 0.4426 0.1848 0.1640 5.7066 1.7588 -#> 74: 93.1104 -6.6720 -0.1484 2.2079 -0.9982 3.5353 6.7811 0.4436 0.1807 0.1732 5.7700 1.7343 -#> 75: 93.4534 -6.9644 -0.1480 2.2078 -0.9930 3.3585 8.7027 0.4497 0.1717 0.1708 5.5371 1.7098 -#> 76: 93.5886 -6.3503 -0.1491 2.1958 -0.9884 3.7136 8.2676 0.4509 0.1731 0.1706 5.3943 1.7340 -#> 77: 93.4345 -6.4976 -0.1531 2.1831 -0.9928 4.5945 7.8542 0.4592 0.1741 0.1703 5.5564 1.7164 -#> 78: 93.6007 -6.4885 -0.1538 2.1850 -0.9919 4.3647 7.4615 0.4607 0.1803 0.1692 5.4698 1.7354 -#> 79: 93.2897 -7.0329 -0.1518 2.1935 -0.9863 4.6922 10.9870 0.4569 0.1790 0.1608 5.3799 1.7484 -#> 80: 93.4130 -6.6634 -0.1531 2.1865 -0.9839 5.4720 10.4377 0.4585 0.1852 0.1543 5.4298 1.7237 -#> 81: 93.5828 -6.7204 -0.1563 2.1914 -0.9882 5.1984 9.9158 0.4548 0.1973 0.1600 5.4425 1.7741 -#> 82: 93.4450 -6.7357 -0.1537 2.1964 -0.9958 4.9384 10.1331 0.4577 0.1874 0.1632 5.6874 1.7789 -#> 83: 93.6109 -6.9249 -0.1493 2.2061 -0.9945 4.6915 11.1537 0.4474 0.1781 0.1686 5.4249 1.7317 -#> 84: 93.7133 -6.8029 -0.1493 2.2016 -0.9886 4.4569 10.9568 0.4474 0.1715 0.1689 5.5426 1.7227 -#> 85: 93.8040 -6.6434 -0.1483 2.2032 -0.9861 5.4991 10.4090 0.4330 0.1749 0.1726 5.4570 1.7332 -#> 86: 93.9029 -6.7750 -0.1472 2.2066 -0.9892 5.2241 11.7325 0.4352 0.1819 0.1644 5.5652 1.6802 -#> 87: 93.8127 -6.7015 -0.1499 2.2019 -0.9891 4.9629 11.1459 0.4292 0.1977 0.1661 5.7122 1.6713 -#> 88: 93.6777 -6.7044 -0.1440 2.2074 -1.0050 4.7148 10.5886 0.4379 0.1878 0.1750 5.6084 1.7096 -#> 89: 94.0481 -6.2990 -0.1443 2.2085 -0.9869 4.4790 10.0591 0.4355 0.1951 0.1688 5.4280 1.8093 -#> 90: 93.6399 -6.3965 -0.1429 2.2138 -0.9737 5.1306 9.5562 0.4367 0.1917 0.1604 5.5652 1.7458 -#> 91: 93.8670 -6.3075 -0.1426 2.2128 -0.9856 5.1368 9.0784 0.4427 0.1993 0.1546 5.3927 1.8246 -#> 92: 93.7332 -6.4793 -0.1426 2.2091 -0.9835 5.0102 8.6245 0.4427 0.1986 0.1585 5.4463 1.7343 -#> 93: 93.8211 -6.3270 -0.1416 2.2123 -0.9941 4.7597 8.1932 0.4431 0.1908 0.1689 5.5213 1.7093 -#> 94: 93.7499 -6.0880 -0.1390 2.2158 -0.9960 5.1992 7.7836 0.4444 0.1958 0.1733 5.5329 1.7880 -#> 95: 93.6253 -6.2196 -0.1436 2.2126 -1.0053 4.9392 7.3944 0.4383 0.2011 0.1717 5.6042 1.7460 -#> 96: 93.8862 -6.1475 -0.1408 2.2211 -0.9922 4.6923 7.0247 0.4347 0.2077 0.1669 5.6807 1.6943 -#> 97: 93.7610 -6.2409 -0.1368 2.2281 -0.9864 4.4576 6.6734 0.4313 0.2084 0.1723 5.5387 1.7075 -#> 98: 93.5362 -6.3378 -0.1368 2.2294 -0.9813 4.2348 6.3398 0.4313 0.2127 0.1877 5.5850 1.6627 -#> 99: 93.5044 -6.2557 -0.1311 2.2282 -0.9993 4.0230 6.0228 0.4461 0.2167 0.1879 5.6437 1.7076 -#> 100: 93.3102 -6.3602 -0.1311 2.2368 -1.0040 3.8219 5.7216 0.4461 0.2139 0.1875 5.8029 1.7592 -#> 101: 93.4687 -6.0385 -0.1241 2.2347 -1.0031 3.6308 5.4356 0.4483 0.2035 0.1816 6.0097 1.7002 -#> 102: 93.6536 -6.2867 -0.1299 2.2421 -1.0002 3.4492 5.1743 0.4434 0.1993 0.1872 5.8540 1.7162 -#> 103: 93.9532 -6.2261 -0.1277 2.2361 -0.9931 3.2768 5.0546 0.4450 0.2069 0.1884 5.6688 1.7324 -#> 104: 93.9839 -6.1980 -0.1287 2.2286 -1.0081 3.1129 5.0671 0.4475 0.1997 0.1985 5.7690 1.7636 -#> 105: 94.1682 -6.1671 -0.1283 2.2217 -1.0154 2.9573 4.8137 0.4481 0.1976 0.1965 5.9277 1.7386 -#> 106: 94.2778 -6.1839 -0.1243 2.2323 -1.0022 3.5381 4.5730 0.4707 0.1980 0.1932 5.7059 1.7184 -#> 107: 94.3667 -5.9941 -0.1182 2.2283 -1.0191 3.3612 4.3444 0.4753 0.1984 0.1986 5.7813 1.7446 -#> 108: 94.2722 -6.1869 -0.1171 2.2293 -1.0027 3.6659 4.6329 0.4742 0.1986 0.2011 5.7827 1.7074 -#> 109: 94.1997 -6.2385 -0.1172 2.2241 -1.0083 3.4826 4.7954 0.4721 0.2027 0.2020 5.8339 1.7650 -#> 110: 94.3017 -6.3774 -0.1291 2.2229 -0.9857 3.7634 5.8516 0.4810 0.2126 0.1984 5.7961 1.6706 -#> 111: 93.9803 -6.0240 -0.1258 2.2273 -0.9879 3.5752 5.5590 0.4749 0.2060 0.1976 5.6243 1.7082 -#> 112: 94.1307 -6.0036 -0.1253 2.2365 -0.9886 4.0368 5.2810 0.4760 0.2060 0.1975 5.5732 1.7063 -#> 113: 93.8676 -6.2496 -0.1118 2.2600 -1.0080 3.8350 5.0170 0.4855 0.2109 0.2006 5.6406 1.7357 -#> 114: 93.5949 -6.3200 -0.1044 2.2449 -1.0172 3.6472 4.7661 0.4868 0.2095 0.2131 5.7690 1.7428 -#> 115: 93.6997 -6.3282 -0.1046 2.2567 -1.0135 3.4648 4.8622 0.4876 0.2264 0.2134 5.8853 1.7823 -#> 116: 93.8191 -6.0802 -0.1087 2.2535 -1.0011 3.4347 4.6191 0.4786 0.2176 0.2108 5.6553 1.7802 -#> 117: 93.8575 -6.0930 -0.1022 2.2498 -0.9898 3.3071 4.3881 0.4822 0.2163 0.2075 5.7806 1.8150 -#> 118: 93.9164 -5.9787 -0.1133 2.2535 -0.9861 4.2578 4.1687 0.4687 0.2198 0.2088 5.4441 1.8411 -#> 119: 93.8748 -6.0108 -0.1165 2.2488 -0.9775 4.0449 3.9603 0.4653 0.2271 0.2032 5.6119 1.7501 -#> 120: 93.6001 -6.0447 -0.1144 2.2477 -0.9821 3.8426 3.7623 0.4641 0.2223 0.2055 5.6454 1.7244 -#> 121: 93.6712 -5.9851 -0.1195 2.2484 -0.9917 3.6505 3.5742 0.4600 0.2143 0.2010 5.4083 1.7965 -#> 122: 93.6859 -6.0390 -0.1145 2.2497 -0.9888 3.4680 3.5595 0.4618 0.2136 0.1986 5.4111 1.7519 -#> 123: 93.6014 -5.8383 -0.1145 2.2584 -0.9893 3.6047 3.3815 0.4618 0.2155 0.2045 5.3624 1.7023 -#> 124: 93.6333 -5.7861 -0.1131 2.2556 -0.9872 3.4245 3.2125 0.4621 0.2153 0.2025 5.3930 1.7036 -#> 125: 93.4504 -5.9483 -0.1154 2.2531 -0.9924 3.2533 3.0518 0.4640 0.2175 0.2030 5.5097 1.6830 -#> 126: 93.5693 -5.8818 -0.1120 2.2506 -0.9960 3.0906 2.8992 0.4606 0.2267 0.2016 5.4583 1.6650 -#> 127: 93.7074 -5.8191 -0.1178 2.2412 -0.9891 2.9361 2.7543 0.4688 0.2234 0.2039 5.4861 1.8125 -#> 128: 93.5959 -5.8842 -0.1179 2.2544 -0.9985 3.0224 2.6166 0.4700 0.2237 0.2019 5.6417 1.8454 -#> 129: 93.5600 -5.8683 -0.1161 2.2365 -0.9987 3.4186 2.4857 0.4721 0.2182 0.1918 5.4391 1.8145 -#> 130: 93.4104 -5.8226 -0.1126 2.2355 -0.9892 3.3648 2.4231 0.4763 0.2212 0.1873 5.3999 1.7457 -#> 131: 93.5045 -5.7255 -0.1118 2.2486 -0.9918 4.1951 2.3020 0.4776 0.2121 0.1927 5.4342 1.7744 -#> 132: 93.2626 -5.8379 -0.1097 2.2510 -0.9933 3.9853 2.5572 0.4763 0.2114 0.1966 5.2979 1.7239 -#> 133: 93.4370 -5.9097 -0.1049 2.2578 -0.9939 4.2190 2.8246 0.4738 0.2036 0.2020 5.2853 1.6765 -#> 134: 93.8665 -5.9439 -0.1035 2.2654 -0.9832 4.0081 3.1228 0.4756 0.2102 0.1961 5.3467 1.7177 -#> 135: 93.6301 -5.8062 -0.1031 2.2702 -0.9737 3.9024 2.9667 0.4748 0.2101 0.2003 5.3053 1.6977 -#> 136: 93.7744 -5.9328 -0.1055 2.2685 -0.9764 3.7072 2.9952 0.4721 0.2096 0.1949 5.4319 1.6864 -#> 137: 93.6734 -5.9886 -0.1107 2.2517 -0.9732 3.8811 3.4962 0.4642 0.2204 0.1924 5.4294 1.6684 -#> 138: 93.7128 -5.9927 -0.1119 2.2517 -0.9775 3.6870 3.4543 0.4667 0.2204 0.1953 5.3912 1.7060 -#> 139: 93.6530 -6.1296 -0.1210 2.2456 -0.9929 3.5027 4.6472 0.4527 0.2296 0.1855 5.4953 1.7242 -#> 140: 93.9344 -6.2519 -0.1384 2.2304 -0.9970 3.6814 4.4707 0.4337 0.2182 0.1762 5.5643 1.7596 -#> 141: 93.7356 -6.2804 -0.1296 2.2549 -0.9921 3.9811 4.4876 0.4218 0.2361 0.1674 5.3531 1.7175 -#> 142: 93.7399 -6.0023 -0.1098 2.2611 -0.9815 3.7821 4.2632 0.4395 0.2421 0.1807 5.3139 1.7191 -#> 143: 93.4732 -6.0376 -0.1108 2.2689 -0.9734 3.5930 4.0500 0.4396 0.2541 0.1718 5.2930 1.6229 -#> 144: 93.4900 -5.9517 -0.1093 2.2876 -0.9675 3.4133 3.8475 0.4337 0.2542 0.1711 5.4258 1.5660 -#> 145: 93.4090 -5.9596 -0.1000 2.2942 -0.9756 3.2426 3.6551 0.4274 0.2422 0.1671 5.3539 1.6971 -#> 146: 93.4142 -5.9549 -0.0982 2.2846 -0.9704 3.0805 3.6092 0.4226 0.2339 0.1745 5.5092 1.6696 -#> 147: 93.4409 -6.0720 -0.0971 2.2942 -0.9891 2.9265 3.9922 0.4224 0.2373 0.1781 5.5599 1.6080 -#> 148: 93.4504 -6.2201 -0.0980 2.2855 -0.9832 2.7802 4.6985 0.4104 0.2464 0.1856 5.5016 1.5877 -#> 149: 93.4240 -6.2122 -0.1005 2.2728 -0.9881 3.7659 4.7755 0.4082 0.2642 0.1885 5.4942 1.5534 -#> 150: 93.5094 -6.1295 -0.1087 2.2717 -0.9941 3.5776 4.5367 0.4109 0.2611 0.1928 5.3468 1.5585 -#> 151: 93.4038 -6.2751 -0.1130 2.2643 -0.9892 3.3987 4.9866 0.4172 0.2638 0.1905 5.4955 1.6256 -#> 152: 93.5072 -6.3361 -0.1147 2.2627 -0.9988 2.3580 5.3824 0.4175 0.2656 0.1819 5.7685 1.6126 -#> 153: 93.3582 -6.2019 -0.1227 2.2526 -0.9929 2.5874 4.7052 0.4348 0.2621 0.1810 5.5149 1.6181 -#> 154: 93.1890 -6.3537 -0.1263 2.2446 -0.9871 2.4073 5.7070 0.4351 0.2586 0.1829 5.3136 1.6272 -#> 155: 93.1706 -6.4117 -0.1260 2.2484 -0.9845 2.3035 6.0004 0.4463 0.2586 0.1781 5.4260 1.6494 -#> 156: 93.3240 -6.3931 -0.1259 2.2469 -0.9824 2.5659 5.7375 0.4466 0.2781 0.1754 5.6202 1.6591 -#> 157: 93.3239 -6.1812 -0.1242 2.2541 -0.9743 1.6054 4.5906 0.4478 0.2657 0.1758 5.6806 1.6367 -#> 158: 93.3756 -6.2562 -0.1264 2.2706 -0.9888 1.5329 4.6790 0.4458 0.2532 0.1728 5.7756 1.6248 -#> 159: 93.3034 -6.3291 -0.1217 2.2524 -0.9954 1.7774 5.7204 0.4532 0.2642 0.1715 5.8189 1.6830 -#> 160: 93.4387 -6.5115 -0.1196 2.2488 -0.9846 2.2219 6.4960 0.4555 0.2728 0.1689 5.5273 1.6332 -#> 161: 93.7646 -6.3820 -0.1231 2.2520 -0.9837 2.8322 5.7269 0.4498 0.2712 0.1730 5.3659 1.5787 -#> 162: 93.6252 -6.4563 -0.1243 2.2472 -0.9867 2.8322 5.9119 0.4502 0.2671 0.1726 5.4519 1.5819 -#> 163: 93.6787 -6.6444 -0.1292 2.2366 -0.9899 2.0520 7.4835 0.4556 0.2705 0.1689 5.4095 1.5883 -#> 164: 93.7458 -6.9330 -0.1257 2.2430 -0.9872 1.7825 9.4340 0.4495 0.2701 0.1593 5.4517 1.6116 -#> 165: 93.7370 -6.9118 -0.1250 2.2421 -0.9832 1.9949 10.6549 0.4499 0.2685 0.1622 5.6272 1.6075 -#> 166: 94.0889 -6.8704 -0.1276 2.2409 -0.9872 1.5618 10.4435 0.4482 0.2608 0.1648 5.5891 1.6208 -#> 167: 94.1319 -7.2779 -0.1206 2.2505 -0.9894 1.5063 13.4312 0.4393 0.2549 0.1661 5.6013 1.6043 -#> 168: 93.8341 -6.9310 -0.1140 2.2495 -0.9844 1.7329 11.3224 0.4463 0.2540 0.1629 5.8366 1.6765 -#> 169: 93.8923 -6.6547 -0.1173 2.2620 -0.9872 1.4531 8.4608 0.4419 0.2414 0.1666 5.8784 1.6268 -#> 170: 94.0072 -6.3970 -0.1173 2.2606 -0.9861 1.4164 6.9237 0.4419 0.2468 0.1656 5.8793 1.6387 -#> 171: 93.8690 -6.5151 -0.1079 2.2482 -0.9880 1.9225 7.7681 0.4547 0.2404 0.1523 6.0158 1.6281 -#> 172: 93.6847 -6.3416 -0.1095 2.2438 -0.9849 2.0143 5.5739 0.4498 0.2450 0.1534 6.1355 1.6422 -#> 173: 93.4817 -6.3165 -0.1115 2.2573 -0.9885 1.6855 5.5626 0.4440 0.2471 0.1542 6.1343 1.6337 -#> 174: 93.6781 -6.2722 -0.1113 2.2521 -0.9958 1.9186 5.3383 0.4471 0.2427 0.1565 6.1081 1.6358 -#> 175: 93.7764 -6.1664 -0.1113 2.2468 -0.9864 1.6286 4.6233 0.4471 0.2426 0.1596 5.8892 1.6375 -#> 176: 93.9246 -6.2164 -0.1160 2.2529 -0.9853 1.0357 4.8013 0.4422 0.2471 0.1756 5.7340 1.6016 -#> 177: 93.9711 -6.1274 -0.1112 2.2540 -0.9883 1.2079 4.1536 0.4415 0.2492 0.1783 5.8399 1.6291 -#> 178: 93.9212 -6.0532 -0.1116 2.2593 -0.9742 1.2409 3.6443 0.4489 0.2458 0.1683 5.8422 1.6290 -#> 179: 94.0137 -6.0739 -0.1095 2.2664 -0.9778 1.5060 3.9878 0.4506 0.2370 0.1746 6.0349 1.6326 -#> 180: 93.9247 -6.0681 -0.1130 2.2660 -0.9934 1.9619 3.9582 0.4474 0.2328 0.1773 5.8082 1.6740 -#> 181: 93.7150 -6.0191 -0.1153 2.2558 -0.9915 2.6849 3.7075 0.4491 0.2283 0.1759 5.7187 1.6842 -#> 182: 93.5908 -6.1098 -0.1111 2.2769 -0.9942 3.0096 3.9325 0.4643 0.2275 0.1736 5.9243 1.6466 -#> 183: 93.3386 -6.0987 -0.1131 2.2630 -0.9962 3.5457 4.1285 0.4693 0.2373 0.1751 5.6948 1.7222 -#> 184: 93.4889 -6.3097 -0.1134 2.2660 -0.9720 3.0855 5.2642 0.4648 0.2255 0.1585 5.6827 1.7444 -#> 185: 93.6387 -6.1883 -0.1188 2.2622 -0.9603 3.3568 4.8291 0.4554 0.2223 0.1681 5.7089 1.8164 -#> 186: 93.3420 -6.2909 -0.1195 2.2656 -0.9835 3.2124 4.8317 0.4541 0.2286 0.1531 5.7574 1.7708 -#> 187: 93.4395 -6.0358 -0.1165 2.2528 -0.9917 3.8299 3.3301 0.4518 0.2370 0.1593 5.8508 1.6988 -#> 188: 93.5358 -6.0105 -0.1161 2.2540 -0.9813 5.1249 3.3448 0.4522 0.2361 0.1660 5.8700 1.6525 -#> 189: 93.4932 -6.1199 -0.1129 2.2636 -0.9812 4.5430 4.3213 0.4428 0.2359 0.1907 5.6970 1.7268 -#> 190: 93.4754 -5.9088 -0.1171 2.2564 -0.9614 4.6253 3.2590 0.4410 0.2399 0.1864 5.7116 1.8140 -#> 191: 93.4709 -5.9676 -0.1171 2.2568 -0.9748 4.8326 3.6704 0.4410 0.2428 0.1812 5.5925 1.7267 -#> 192: 93.3895 -5.9940 -0.1191 2.2523 -0.9691 4.3019 3.5174 0.4360 0.2484 0.1591 5.4631 1.7057 -#> 193: 93.4904 -6.0400 -0.1173 2.2519 -0.9697 4.6476 3.6255 0.4389 0.2388 0.1694 5.5362 1.7174 -#> 194: 93.4591 -5.9642 -0.1245 2.2626 -0.9559 5.3125 3.8133 0.4297 0.2550 0.1660 5.7591 1.7344 -#> 195: 93.6610 -6.2211 -0.1226 2.2580 -0.9669 5.2051 4.9271 0.4318 0.2414 0.1811 5.7010 1.7710 -#> 196: 93.4249 -5.9570 -0.1068 2.2735 -0.9727 5.1049 3.4872 0.4442 0.2429 0.1815 5.7753 1.7379 -#> 197: 93.4082 -6.0568 -0.1054 2.2754 -0.9865 5.2827 3.9305 0.4554 0.2408 0.1925 5.7514 1.7163 -#> 198: 93.3856 -5.8616 -0.1087 2.2708 -0.9686 4.1369 3.0197 0.4530 0.2473 0.1878 5.6920 1.7043 -#> 199: 93.5488 -6.0494 -0.1167 2.2682 -0.9719 3.8010 3.8897 0.4600 0.2445 0.1860 5.7126 1.6605 -#> 200: 93.3779 -5.9779 -0.1110 2.2761 -0.9780 3.5955 3.4721 0.4595 0.2468 0.1941 5.7539 1.6736 -#> 201: 93.4946 -6.0259 -0.1102 2.2676 -0.9755 3.0583 3.7305 0.4592 0.2554 0.1921 5.8877 1.6730 -#> 202: 93.4698 -6.0522 -0.1110 2.2685 -0.9703 2.9421 3.8718 0.4579 0.2595 0.1906 5.8527 1.6701 -#> 203: 93.4625 -6.0744 -0.1132 2.2642 -0.9696 3.1854 4.0983 0.4589 0.2596 0.1886 5.7532 1.6655 -#> 204: 93.4984 -6.0853 -0.1138 2.2589 -0.9718 3.2826 4.1667 0.4581 0.2588 0.1851 5.7274 1.6694 -#> 205: 93.5279 -6.1054 -0.1151 2.2562 -0.9742 3.3257 4.2680 0.4569 0.2584 0.1832 5.6976 1.6777 -#> 206: 93.6025 -6.1087 -0.1174 2.2518 -0.9767 3.2399 4.2443 0.4582 0.2589 0.1822 5.6809 1.6775 -#> 207: 93.6382 -6.0990 -0.1204 2.2481 -0.9801 3.2768 4.1473 0.4579 0.2591 0.1823 5.6460 1.6819 -#> 208: 93.6250 -6.0878 -0.1224 2.2438 -0.9812 3.1815 4.0872 0.4579 0.2577 0.1818 5.6256 1.6887 -#> 209: 93.6102 -6.0740 -0.1255 2.2394 -0.9803 3.1716 3.9968 0.4561 0.2573 0.1812 5.6063 1.6886 -#> 210: 93.6005 -6.0571 -0.1277 2.2348 -0.9799 3.2408 3.8923 0.4548 0.2572 0.1798 5.5849 1.6912 -#> 211: 93.6270 -6.0425 -0.1306 2.2292 -0.9807 3.3500 3.8267 0.4538 0.2586 0.1792 5.5578 1.6992 -#> 212: 93.6641 -6.0403 -0.1331 2.2253 -0.9806 3.4487 3.8366 0.4529 0.2596 0.1786 5.5422 1.7022 -#> 213: 93.6743 -6.0344 -0.1354 2.2214 -0.9800 3.5484 3.8260 0.4518 0.2606 0.1781 5.5250 1.7069 -#> 214: 93.6719 -6.0405 -0.1377 2.2179 -0.9804 3.5538 3.8785 0.4506 0.2612 0.1769 5.5148 1.7087 -#> 215: 93.6743 -6.0403 -0.1396 2.2146 -0.9801 3.5578 3.9180 0.4496 0.2615 0.1761 5.5118 1.7094 -#> 216: 93.6666 -6.0436 -0.1413 2.2115 -0.9796 3.5848 3.9484 0.4488 0.2624 0.1755 5.5015 1.7116 -#> 217: 93.6715 -6.0438 -0.1430 2.2086 -0.9794 3.6188 3.9603 0.4478 0.2631 0.1748 5.4884 1.7132 -#> 218: 93.6765 -6.0488 -0.1441 2.2060 -0.9796 3.6126 3.9885 0.4471 0.2632 0.1746 5.4714 1.7156 -#> 219: 93.6714 -6.0557 -0.1453 2.2038 -0.9798 3.6603 4.0118 0.4463 0.2632 0.1735 5.4593 1.7235 -#> 220: 93.6728 -6.0711 -0.1462 2.2027 -0.9794 3.7244 4.0910 0.4457 0.2639 0.1730 5.4531 1.7241 -#> 221: 93.6723 -6.0822 -0.1470 2.2015 -0.9788 3.7754 4.1554 0.4450 0.2647 0.1724 5.4511 1.7247 -#> 222: 93.6789 -6.0745 -0.1480 2.1998 -0.9780 3.8735 4.1186 0.4442 0.2662 0.1718 5.4419 1.7258 -#> 223: 93.6891 -6.0700 -0.1488 2.1984 -0.9778 3.9353 4.0998 0.4434 0.2681 0.1715 5.4375 1.7251 -#> 224: 93.7125 -6.0705 -0.1496 2.1976 -0.9774 4.0220 4.0861 0.4427 0.2697 0.1711 5.4378 1.7230 -#> 225: 93.7332 -6.0695 -0.1502 2.1966 -0.9775 4.0553 4.0669 0.4422 0.2712 0.1711 5.4355 1.7205 -#> 226: 93.7631 -6.0712 -0.1508 2.1951 -0.9779 4.0755 4.0572 0.4417 0.2728 0.1712 5.4347 1.7190 -#> 227: 93.7912 -6.0687 -0.1512 2.1938 -0.9785 4.0621 4.0439 0.4409 0.2742 0.1716 5.4325 1.7189 -#> 228: 93.8077 -6.0644 -0.1517 2.1927 -0.9791 4.0246 4.0190 0.4400 0.2755 0.1722 5.4269 1.7193 -#> 229: 93.8255 -6.0661 -0.1521 2.1909 -0.9796 3.9958 4.0166 0.4392 0.2769 0.1725 5.4214 1.7214 -#> 230: 93.8403 -6.0766 -0.1530 2.1895 -0.9802 4.0152 4.0548 0.4380 0.2788 0.1730 5.4214 1.7232 -#> 231: 93.8549 -6.0768 -0.1541 2.1877 -0.9810 4.0690 4.0542 0.4368 0.2803 0.1734 5.4157 1.7236 -#> 232: 93.8666 -6.0728 -0.1550 2.1858 -0.9816 4.0852 4.0337 0.4356 0.2818 0.1736 5.4136 1.7224 -#> 233: 93.8728 -6.0672 -0.1557 2.1844 -0.9820 4.1001 4.0000 0.4346 0.2828 0.1738 5.4028 1.7243 -#> 234: 93.8862 -6.0646 -0.1563 2.1830 -0.9825 4.1303 3.9850 0.4337 0.2838 0.1737 5.3924 1.7222 -#> 235: 93.8862 -6.0632 -0.1570 2.1819 -0.9827 4.1149 3.9735 0.4329 0.2847 0.1737 5.3846 1.7225 -#> 236: 93.8827 -6.0639 -0.1577 2.1814 -0.9834 4.1004 3.9711 0.4322 0.2852 0.1739 5.3838 1.7220 -#> 237: 93.8729 -6.0680 -0.1582 2.1808 -0.9840 4.0606 3.9866 0.4316 0.2857 0.1741 5.3806 1.7213 -#> 238: 93.8739 -6.0733 -0.1587 2.1806 -0.9845 4.0331 4.0011 0.4311 0.2859 0.1742 5.3775 1.7199 -#> 239: 93.8732 -6.0729 -0.1591 2.1802 -0.9853 3.9850 3.9892 0.4307 0.2859 0.1744 5.3782 1.7216 -#> 240: 93.8760 -6.0754 -0.1595 2.1796 -0.9854 3.9349 3.9867 0.4303 0.2858 0.1747 5.3781 1.7232 -#> 241: 93.8779 -6.0749 -0.1599 2.1791 -0.9853 3.9241 3.9801 0.4299 0.2858 0.1748 5.3757 1.7228 -#> 242: 93.8842 -6.0716 -0.1602 2.1786 -0.9852 3.9394 3.9651 0.4297 0.2859 0.1749 5.3726 1.7224 -#> 243: 93.8884 -6.0719 -0.1606 2.1778 -0.9851 3.9310 3.9741 0.4295 0.2857 0.1750 5.3705 1.7224 -#> 244: 93.8910 -6.0712 -0.1610 2.1771 -0.9850 3.9173 3.9819 0.4294 0.2856 0.1749 5.3700 1.7222 -#> 245: 93.9054 -6.0736 -0.1614 2.1764 -0.9854 3.9106 3.9984 0.4293 0.2856 0.1748 5.3711 1.7217 -#> 246: 93.9209 -6.0753 -0.1617 2.1757 -0.9859 3.9080 4.0071 0.4291 0.2852 0.1746 5.3711 1.7215 -#> 247: 93.9273 -6.0846 -0.1621 2.1752 -0.9861 3.8790 4.0580 0.4286 0.2851 0.1745 5.3755 1.7206 -#> 248: 93.9265 -6.0884 -0.1625 2.1749 -0.9865 3.8613 4.0784 0.4286 0.2848 0.1744 5.3760 1.7198 -#> 249: 93.9286 -6.0926 -0.1627 2.1746 -0.9872 3.8663 4.1008 0.4287 0.2845 0.1745 5.3755 1.7195 -#> 250: 93.9287 -6.0968 -0.1629 2.1744 -0.9878 3.8822 4.1269 0.4289 0.2844 0.1743 5.3755 1.7201 -#> 251: 93.9314 -6.1017 -0.1630 2.1739 -0.9882 3.8878 4.1495 0.4291 0.2843 0.1744 5.3729 1.7200 -#> 252: 93.9351 -6.1036 -0.1632 2.1734 -0.9885 3.8908 4.1545 0.4293 0.2843 0.1746 5.3684 1.7191 -#> 253: 93.9415 -6.1053 -0.1634 2.1729 -0.9889 3.8727 4.1602 0.4294 0.2842 0.1747 5.3650 1.7196 -#> 254: 93.9473 -6.1088 -0.1636 2.1723 -0.9891 3.8657 4.1769 0.4296 0.2843 0.1749 5.3666 1.7190 -#> 255: 93.9505 -6.1087 -0.1639 2.1717 -0.9888 3.8457 4.1720 0.4298 0.2841 0.1749 5.3617 1.7191 -#> 256: 93.9497 -6.1054 -0.1642 2.1715 -0.9885 3.8395 4.1559 0.4299 0.2839 0.1749 5.3598 1.7192 -#> 257: 93.9477 -6.1008 -0.1643 2.1713 -0.9882 3.8383 4.1360 0.4299 0.2836 0.1749 5.3567 1.7196 -#> 258: 93.9402 -6.0998 -0.1645 2.1713 -0.9880 3.8516 4.1288 0.4300 0.2832 0.1749 5.3565 1.7190 -#> 259: 93.9318 -6.0979 -0.1646 2.1711 -0.9879 3.8396 4.1182 0.4301 0.2829 0.1750 5.3583 1.7188 -#> 260: 93.9277 -6.1002 -0.1646 2.1713 -0.9879 3.8173 4.1273 0.4304 0.2826 0.1751 5.3611 1.7186 -#> 261: 93.9251 -6.0973 -0.1646 2.1714 -0.9879 3.8140 4.1105 0.4306 0.2822 0.1750 5.3588 1.7192 -#> 262: 93.9186 -6.1009 -0.1647 2.1715 -0.9880 3.8177 4.1303 0.4308 0.2822 0.1750 5.3604 1.7194 -#> 263: 93.9130 -6.1033 -0.1646 2.1715 -0.9880 3.8029 4.1529 0.4309 0.2822 0.1748 5.3647 1.7188 -#> 264: 93.9040 -6.1077 -0.1645 2.1717 -0.9879 3.7950 4.1820 0.4310 0.2822 0.1747 5.3699 1.7184 -#> 265: 93.9012 -6.1071 -0.1645 2.1714 -0.9879 3.7834 4.1895 0.4310 0.2822 0.1746 5.3755 1.7191 -#> 266: 93.8988 -6.1051 -0.1644 2.1714 -0.9879 3.7788 4.1822 0.4311 0.2822 0.1745 5.3765 1.7203 -#> 267: 93.8964 -6.1059 -0.1643 2.1714 -0.9877 3.7774 4.1896 0.4311 0.2822 0.1744 5.3792 1.7197 -#> 268: 93.8901 -6.1092 -0.1643 2.1715 -0.9876 3.7790 4.2198 0.4310 0.2822 0.1742 5.3811 1.7200 -#> 269: 93.8842 -6.1105 -0.1643 2.1717 -0.9875 3.7620 4.2336 0.4310 0.2823 0.1742 5.3838 1.7193 -#> 270: 93.8760 -6.1125 -0.1643 2.1721 -0.9874 3.7668 4.2483 0.4308 0.2823 0.1741 5.3852 1.7181 -#> 271: 93.8705 -6.1149 -0.1643 2.1722 -0.9873 3.7785 4.2625 0.4306 0.2823 0.1742 5.3853 1.7172 -#> 272: 93.8674 -6.1149 -0.1643 2.1723 -0.9871 3.7829 4.2581 0.4304 0.2823 0.1743 5.3836 1.7162 -#> 273: 93.8644 -6.1159 -0.1642 2.1725 -0.9870 3.7910 4.2631 0.4303 0.2825 0.1743 5.3818 1.7154 -#> 274: 93.8585 -6.1158 -0.1640 2.1728 -0.9869 3.7926 4.2612 0.4302 0.2825 0.1743 5.3816 1.7147 -#> 275: 93.8564 -6.1151 -0.1639 2.1732 -0.9867 3.8053 4.2581 0.4301 0.2826 0.1743 5.3804 1.7143 -#> 276: 93.8564 -6.1132 -0.1638 2.1736 -0.9866 3.7958 4.2486 0.4300 0.2827 0.1745 5.3810 1.7144 -#> 277: 93.8564 -6.1120 -0.1637 2.1741 -0.9867 3.7952 4.2426 0.4298 0.2829 0.1747 5.3808 1.7148 -#> 278: 93.8528 -6.1113 -0.1636 2.1743 -0.9867 3.7922 4.2352 0.4297 0.2832 0.1750 5.3819 1.7144 -#> 279: 93.8503 -6.1124 -0.1636 2.1744 -0.9867 3.7930 4.2390 0.4298 0.2834 0.1753 5.3826 1.7144 -#> 280: 93.8466 -6.1146 -0.1636 2.1743 -0.9867 3.7946 4.2470 0.4299 0.2838 0.1755 5.3832 1.7142 -#> 281: 93.8435 -6.1165 -0.1638 2.1743 -0.9867 3.7994 4.2552 0.4298 0.2840 0.1756 5.3828 1.7140 -#> 282: 93.8421 -6.1162 -0.1639 2.1741 -0.9868 3.7967 4.2496 0.4296 0.2843 0.1758 5.3816 1.7137 -#> 283: 93.8382 -6.1146 -0.1641 2.1740 -0.9866 3.7957 4.2387 0.4294 0.2845 0.1760 5.3796 1.7135 -#> 284: 93.8356 -6.1131 -0.1641 2.1740 -0.9865 3.7904 4.2263 0.4292 0.2848 0.1762 5.3776 1.7127 -#> 285: 93.8349 -6.1113 -0.1642 2.1740 -0.9865 3.7841 4.2129 0.4291 0.2850 0.1765 5.3763 1.7130 -#> 286: 93.8372 -6.1095 -0.1643 2.1741 -0.9864 3.7801 4.2035 0.4289 0.2853 0.1769 5.3779 1.7130 -#> 287: 93.8393 -6.1077 -0.1643 2.1741 -0.9864 3.7804 4.1908 0.4287 0.2857 0.1771 5.3785 1.7132 -#> 288: 93.8395 -6.1071 -0.1644 2.1740 -0.9866 3.7714 4.1834 0.4284 0.2859 0.1772 5.3798 1.7120 -#> 289: 93.8398 -6.1065 -0.1645 2.1738 -0.9865 3.7635 4.1765 0.4282 0.2861 0.1774 5.3821 1.7111 -#> 290: 93.8376 -6.1089 -0.1647 2.1737 -0.9865 3.7495 4.1853 0.4281 0.2863 0.1776 5.3852 1.7106 -#> 291: 93.8341 -6.1091 -0.1647 2.1738 -0.9863 3.7340 4.1854 0.4278 0.2865 0.1776 5.3868 1.7098 -#> 292: 93.8329 -6.1080 -0.1647 2.1741 -0.9863 3.7189 4.1760 0.4275 0.2868 0.1777 5.3885 1.7091 -#> 293: 93.8312 -6.1065 -0.1647 2.1743 -0.9862 3.7091 4.1651 0.4272 0.2871 0.1778 5.3896 1.7086 -#> 294: 93.8310 -6.1042 -0.1647 2.1745 -0.9861 3.6946 4.1521 0.4269 0.2874 0.1780 5.3908 1.7077 -#> 295: 93.8299 -6.1033 -0.1648 2.1747 -0.9861 3.6968 4.1433 0.4265 0.2880 0.1781 5.3904 1.7066 -#> 296: 93.8276 -6.1027 -0.1648 2.1749 -0.9862 3.7072 4.1361 0.4261 0.2885 0.1782 5.3910 1.7056 -#> 297: 93.8212 -6.1015 -0.1647 2.1750 -0.9859 3.7253 4.1278 0.4256 0.2891 0.1783 5.3927 1.7051 -#> 298: 93.8173 -6.0980 -0.1647 2.1751 -0.9858 3.7552 4.1115 0.4251 0.2897 0.1784 5.3932 1.7045 -#> 299: 93.8168 -6.0984 -0.1646 2.1754 -0.9856 3.7687 4.1143 0.4246 0.2902 0.1786 5.3949 1.7037 -#> 300: 93.8154 -6.0967 -0.1646 2.1756 -0.9855 3.7888 4.1072 0.4241 0.2906 0.1788 5.3962 1.7030 -#> 301: 93.8129 -6.0946 -0.1646 2.1757 -0.9852 3.8097 4.1006 0.4236 0.2911 0.1791 5.3971 1.7026 -#> 302: 93.8120 -6.0932 -0.1646 2.1759 -0.9849 3.8403 4.0955 0.4231 0.2917 0.1792 5.3971 1.7021 -#> 303: 93.8115 -6.0942 -0.1646 2.1762 -0.9850 3.8602 4.1004 0.4227 0.2922 0.1795 5.3976 1.7020 -#> 304: 93.8106 -6.0979 -0.1645 2.1765 -0.9850 3.8898 4.1217 0.4222 0.2926 0.1798 5.3975 1.7024 -#> 305: 93.8091 -6.1009 -0.1644 2.1767 -0.9851 3.9165 4.1374 0.4218 0.2931 0.1801 5.3989 1.7024 -#> 306: 93.8090 -6.1043 -0.1644 2.1770 -0.9850 3.9485 4.1617 0.4214 0.2936 0.1803 5.3998 1.7021 -#> 307: 93.8082 -6.1063 -0.1644 2.1772 -0.9850 3.9730 4.1797 0.4210 0.2940 0.1803 5.3998 1.7017 -#> 308: 93.8093 -6.1090 -0.1644 2.1775 -0.9850 3.9874 4.2026 0.4205 0.2945 0.1804 5.3996 1.7006 -#> 309: 93.8092 -6.1122 -0.1643 2.1777 -0.9849 3.9948 4.2297 0.4201 0.2948 0.1804 5.4001 1.6998 -#> 310: 93.8080 -6.1142 -0.1642 2.1780 -0.9850 3.9976 4.2436 0.4197 0.2951 0.1803 5.4016 1.6989 -#> 311: 93.8094 -6.1164 -0.1641 2.1784 -0.9851 4.0015 4.2552 0.4194 0.2952 0.1803 5.4033 1.6978 -#> 312: 93.8107 -6.1184 -0.1640 2.1788 -0.9851 4.0006 4.2628 0.4190 0.2954 0.1802 5.4042 1.6972 -#> 313: 93.8118 -6.1190 -0.1640 2.1789 -0.9851 3.9991 4.2638 0.4186 0.2955 0.1802 5.4053 1.6967 -#> 314: 93.8139 -6.1188 -0.1639 2.1791 -0.9851 4.0019 4.2619 0.4183 0.2956 0.1802 5.4049 1.6966 -#> 315: 93.8152 -6.1173 -0.1639 2.1792 -0.9851 4.0111 4.2553 0.4179 0.2957 0.1802 5.4052 1.6966 -#> 316: 93.8178 -6.1158 -0.1639 2.1792 -0.9851 4.0073 4.2498 0.4175 0.2957 0.1802 5.4050 1.6966 -#> 317: 93.8205 -6.1155 -0.1639 2.1792 -0.9851 3.9999 4.2491 0.4172 0.2957 0.1802 5.4048 1.6963 -#> 318: 93.8216 -6.1145 -0.1639 2.1792 -0.9850 3.9961 4.2438 0.4168 0.2957 0.1802 5.4031 1.6961 -#> 319: 93.8241 -6.1143 -0.1639 2.1792 -0.9849 4.0009 4.2412 0.4164 0.2958 0.1801 5.4004 1.6956 -#> 320: 93.8257 -6.1142 -0.1639 2.1792 -0.9849 4.0018 4.2380 0.4160 0.2958 0.1801 5.3986 1.6952 -#> 321: 93.8280 -6.1134 -0.1639 2.1792 -0.9849 4.0055 4.2339 0.4156 0.2959 0.1802 5.3966 1.6950 -#> 322: 93.8299 -6.1122 -0.1639 2.1793 -0.9848 4.0075 4.2274 0.4152 0.2959 0.1802 5.3969 1.6948 -#> 323: 93.8318 -6.1123 -0.1639 2.1794 -0.9848 4.0087 4.2257 0.4149 0.2960 0.1802 5.3980 1.6941 -#> 324: 93.8352 -6.1098 -0.1639 2.1795 -0.9848 4.0123 4.2136 0.4145 0.2960 0.1802 5.3988 1.6936 -#> 325: 93.8374 -6.1072 -0.1638 2.1796 -0.9848 4.0230 4.2005 0.4142 0.2961 0.1802 5.3991 1.6933 -#> 326: 93.8410 -6.1050 -0.1637 2.1796 -0.9849 4.0327 4.1891 0.4139 0.2963 0.1802 5.4004 1.6927 -#> 327: 93.8457 -6.1023 -0.1637 2.1796 -0.9849 4.0327 4.1767 0.4135 0.2964 0.1802 5.4013 1.6922 -#> 328: 93.8493 -6.1017 -0.1637 2.1797 -0.9850 4.0440 4.1730 0.4131 0.2964 0.1802 5.4019 1.6915 -#> 329: 93.8515 -6.1001 -0.1637 2.1799 -0.9851 4.0556 4.1648 0.4128 0.2963 0.1803 5.4017 1.6912 -#> 330: 93.8541 -6.1001 -0.1636 2.1800 -0.9852 4.0606 4.1631 0.4124 0.2962 0.1804 5.4025 1.6912 -#> 331: 93.8539 -6.0994 -0.1635 2.1801 -0.9854 4.0654 4.1584 0.4120 0.2961 0.1805 5.4025 1.6907 -#> 332: 93.8536 -6.0999 -0.1634 2.1803 -0.9854 4.0696 4.1601 0.4116 0.2960 0.1808 5.4027 1.6904 -#> 333: 93.8531 -6.1002 -0.1633 2.1806 -0.9853 4.0682 4.1646 0.4112 0.2960 0.1810 5.4038 1.6893 -#> 334: 93.8543 -6.1005 -0.1632 2.1809 -0.9852 4.0771 4.1690 0.4108 0.2960 0.1812 5.4040 1.6883 -#> 335: 93.8552 -6.1010 -0.1631 2.1813 -0.9851 4.0888 4.1775 0.4104 0.2960 0.1813 5.4044 1.6878 -#> 336: 93.8555 -6.1016 -0.1630 2.1817 -0.9850 4.0969 4.1858 0.4099 0.2961 0.1814 5.4046 1.6873 -#> 337: 93.8553 -6.1025 -0.1628 2.1820 -0.9849 4.1152 4.1921 0.4094 0.2962 0.1815 5.4070 1.6863 -#> 338: 93.8553 -6.1018 -0.1626 2.1824 -0.9848 4.1314 4.1904 0.4090 0.2963 0.1816 5.4080 1.6852 -#> 339: 93.8567 -6.1004 -0.1625 2.1828 -0.9847 4.1449 4.1855 0.4087 0.2964 0.1817 5.4087 1.6841 -#> 340: 93.8582 -6.0987 -0.1623 2.1832 -0.9846 4.1603 4.1799 0.4083 0.2965 0.1819 5.4086 1.6832 -#> 341: 93.8589 -6.0962 -0.1620 2.1836 -0.9844 4.1692 4.1694 0.4079 0.2965 0.1820 5.4102 1.6828 -#> 342: 93.8583 -6.0932 -0.1618 2.1841 -0.9844 4.1729 4.1563 0.4075 0.2966 0.1821 5.4117 1.6821 -#> 343: 93.8590 -6.0906 -0.1615 2.1845 -0.9844 4.1840 4.1447 0.4071 0.2966 0.1822 5.4125 1.6819 -#> 344: 93.8582 -6.0890 -0.1613 2.1851 -0.9845 4.1860 4.1347 0.4068 0.2968 0.1826 5.4135 1.6814 -#> 345: 93.8576 -6.0876 -0.1610 2.1857 -0.9846 4.1889 4.1252 0.4064 0.2969 0.1829 5.4143 1.6810 -#> 346: 93.8549 -6.0853 -0.1608 2.1862 -0.9845 4.1925 4.1121 0.4061 0.2969 0.1832 5.4157 1.6803 -#> 347: 93.8540 -6.0829 -0.1605 2.1867 -0.9845 4.2031 4.0990 0.4058 0.2970 0.1834 5.4158 1.6803 -#> 348: 93.8516 -6.0814 -0.1602 2.1873 -0.9845 4.2169 4.0885 0.4055 0.2971 0.1836 5.4174 1.6801 -#> 349: 93.8505 -6.0797 -0.1600 2.1879 -0.9845 4.2253 4.0779 0.4052 0.2971 0.1837 5.4190 1.6799 -#> 350: 93.8512 -6.0773 -0.1597 2.1885 -0.9845 4.2268 4.0657 0.4049 0.2972 0.1839 5.4209 1.6797 -#> 351: 93.8507 -6.0754 -0.1595 2.1890 -0.9845 4.2245 4.0559 0.4046 0.2972 0.1840 5.4230 1.6794 -#> 352: 93.8490 -6.0736 -0.1592 2.1896 -0.9845 4.2296 4.0474 0.4044 0.2973 0.1841 5.4252 1.6790 -#> 353: 93.8460 -6.0718 -0.1589 2.1901 -0.9845 4.2356 4.0374 0.4042 0.2973 0.1843 5.4272 1.6790 -#> 354: 93.8437 -6.0695 -0.1586 2.1906 -0.9845 4.2408 4.0255 0.4041 0.2973 0.1844 5.4303 1.6787 -#> 355: 93.8420 -6.0679 -0.1584 2.1912 -0.9844 4.2428 4.0166 0.4040 0.2973 0.1845 5.4342 1.6785 -#> 356: 93.8413 -6.0666 -0.1581 2.1916 -0.9843 4.2418 4.0072 0.4040 0.2973 0.1845 5.4348 1.6792 -#> 357: 93.8406 -6.0650 -0.1578 2.1921 -0.9844 4.2531 3.9973 0.4040 0.2973 0.1846 5.4350 1.6798 -#> 358: 93.8404 -6.0639 -0.1575 2.1926 -0.9844 4.2596 3.9901 0.4040 0.2973 0.1846 5.4357 1.6805 -#> 359: 93.8373 -6.0630 -0.1572 2.1931 -0.9845 4.2724 3.9820 0.4039 0.2973 0.1848 5.4368 1.6816 -#> 360: 93.8347 -6.0622 -0.1569 2.1936 -0.9845 4.2788 3.9747 0.4039 0.2973 0.1849 5.4377 1.6824 -#> 361: 93.8327 -6.0626 -0.1566 2.1942 -0.9846 4.2919 3.9749 0.4038 0.2973 0.1850 5.4382 1.6831 -#> 362: 93.8326 -6.0629 -0.1562 2.1947 -0.9846 4.2989 3.9737 0.4038 0.2973 0.1850 5.4408 1.6838 -#> 363: 93.8316 -6.0629 -0.1559 2.1953 -0.9846 4.3007 3.9725 0.4037 0.2972 0.1850 5.4420 1.6842 -#> 364: 93.8317 -6.0629 -0.1556 2.1957 -0.9846 4.2910 3.9739 0.4038 0.2971 0.1850 5.4430 1.6840 -#> 365: 93.8317 -6.0629 -0.1553 2.1962 -0.9846 4.2878 3.9759 0.4040 0.2967 0.1849 5.4441 1.6839 -#> 366: 93.8319 -6.0633 -0.1549 2.1966 -0.9845 4.2870 3.9823 0.4042 0.2963 0.1849 5.4461 1.6839 -#> 367: 93.8320 -6.0636 -0.1546 2.1971 -0.9845 4.2828 3.9850 0.4042 0.2959 0.1849 5.4479 1.6843 -#> 368: 93.8312 -6.0635 -0.1544 2.1975 -0.9844 4.2781 3.9859 0.4043 0.2955 0.1849 5.4475 1.6841 -#> 369: 93.8301 -6.0640 -0.1541 2.1979 -0.9844 4.2760 3.9891 0.4043 0.2953 0.1850 5.4472 1.6835 -#> 370: 93.8306 -6.0651 -0.1539 2.1983 -0.9844 4.2690 3.9967 0.4042 0.2950 0.1850 5.4484 1.6829 -#> 371: 93.8312 -6.0669 -0.1536 2.1988 -0.9845 4.2613 4.0111 0.4042 0.2947 0.1851 5.4494 1.6822 -#> 372: 93.8312 -6.0681 -0.1533 2.1992 -0.9845 4.2585 4.0252 0.4042 0.2945 0.1852 5.4513 1.6817 -#> 373: 93.8307 -6.0681 -0.1531 2.1996 -0.9846 4.2605 4.0284 0.4042 0.2943 0.1853 5.4523 1.6815 -#> 374: 93.8305 -6.0678 -0.1529 2.1999 -0.9846 4.2676 4.0279 0.4040 0.2942 0.1853 5.4533 1.6816 -#> 375: 93.8313 -6.0673 -0.1528 2.2002 -0.9846 4.2708 4.0232 0.4038 0.2940 0.1854 5.4543 1.6813 -#> 376: 93.8310 -6.0672 -0.1527 2.2004 -0.9846 4.2775 4.0214 0.4037 0.2938 0.1855 5.4538 1.6809 -#> 377: 93.8298 -6.0666 -0.1526 2.2007 -0.9846 4.2787 4.0166 0.4035 0.2937 0.1856 5.4532 1.6806 -#> 378: 93.8276 -6.0664 -0.1525 2.2009 -0.9846 4.2781 4.0135 0.4033 0.2935 0.1857 5.4538 1.6801 -#> 379: 93.8262 -6.0671 -0.1524 2.2012 -0.9846 4.2800 4.0157 0.4031 0.2932 0.1857 5.4530 1.6803 -#> 380: 93.8243 -6.0675 -0.1523 2.2015 -0.9846 4.2735 4.0168 0.4029 0.2929 0.1857 5.4523 1.6803 -#> 381: 93.8233 -6.0677 -0.1522 2.2017 -0.9845 4.2670 4.0189 0.4027 0.2926 0.1858 5.4517 1.6798 -#> 382: 93.8229 -6.0674 -0.1521 2.2019 -0.9845 4.2655 4.0211 0.4025 0.2924 0.1858 5.4510 1.6794 -#> 383: 93.8196 -6.0681 -0.1521 2.2021 -0.9843 4.2696 4.0291 0.4023 0.2922 0.1859 5.4504 1.6788 -#> 384: 93.8174 -6.0688 -0.1520 2.2023 -0.9842 4.2851 4.0333 0.4021 0.2919 0.1860 5.4500 1.6783 -#> 385: 93.8156 -6.0682 -0.1518 2.2028 -0.9840 4.3056 4.0305 0.4019 0.2920 0.1862 5.4503 1.6774 -#> 386: 93.8145 -6.0684 -0.1516 2.2032 -0.9838 4.3195 4.0302 0.4016 0.2920 0.1863 5.4499 1.6765 -#> 387: 93.8121 -6.0679 -0.1514 2.2036 -0.9837 4.3290 4.0272 0.4014 0.2920 0.1864 5.4501 1.6756 -#> 388: 93.8105 -6.0676 -0.1513 2.2040 -0.9835 4.3393 4.0267 0.4011 0.2920 0.1865 5.4509 1.6751 -#> 389: 93.8089 -6.0664 -0.1510 2.2045 -0.9833 4.3458 4.0224 0.4009 0.2920 0.1865 5.4512 1.6746 -#> 390: 93.8080 -6.0658 -0.1508 2.2049 -0.9832 4.3422 4.0199 0.4007 0.2920 0.1866 5.4514 1.6744 -#> 391: 93.8077 -6.0669 -0.1507 2.2053 -0.9831 4.3500 4.0277 0.4007 0.2920 0.1867 5.4511 1.6740 -#> 392: 93.8069 -6.0676 -0.1505 2.2056 -0.9831 4.3525 4.0326 0.4006 0.2920 0.1868 5.4500 1.6733 -#> 393: 93.8072 -6.0678 -0.1504 2.2059 -0.9830 4.3562 4.0344 0.4005 0.2920 0.1868 5.4491 1.6725 -#> 394: 93.8083 -6.0684 -0.1503 2.2061 -0.9829 4.3577 4.0386 0.4004 0.2920 0.1869 5.4493 1.6716 -#> 395: 93.8086 -6.0685 -0.1501 2.2064 -0.9828 4.3574 4.0394 0.4003 0.2920 0.1869 5.4493 1.6709 -#> 396: 93.8078 -6.0677 -0.1500 2.2067 -0.9827 4.3591 4.0355 0.4002 0.2921 0.1870 5.4493 1.6707 -#> 397: 93.8064 -6.0668 -0.1499 2.2071 -0.9825 4.3621 4.0317 0.4000 0.2922 0.1871 5.4495 1.6704 -#> 398: 93.8058 -6.0661 -0.1499 2.2073 -0.9823 4.3701 4.0285 0.3999 0.2923 0.1872 5.4491 1.6699 -#> 399: 93.8057 -6.0651 -0.1498 2.2075 -0.9822 4.3803 4.0243 0.3997 0.2924 0.1872 5.4485 1.6699 -#> 400: 93.8057 -6.0647 -0.1498 2.2076 -0.9820 4.3854 4.0225 0.3996 0.2924 0.1872 5.4488 1.6699 -#> 401: 93.8059 -6.0635 -0.1498 2.2078 -0.9819 4.3939 4.0178 0.3995 0.2925 0.1873 5.4491 1.6702 -#> 402: 93.8063 -6.0621 -0.1498 2.2079 -0.9818 4.4033 4.0120 0.3993 0.2926 0.1875 5.4492 1.6704 -#> 403: 93.8055 -6.0609 -0.1498 2.2080 -0.9816 4.4098 4.0069 0.3992 0.2926 0.1876 5.4494 1.6703 -#> 404: 93.8040 -6.0608 -0.1499 2.2081 -0.9815 4.4153 4.0050 0.3991 0.2927 0.1877 5.4494 1.6701 -#> 405: 93.8030 -6.0604 -0.1499 2.2082 -0.9814 4.4181 4.0047 0.3990 0.2928 0.1879 5.4491 1.6700 -#> 406: 93.8002 -6.0597 -0.1499 2.2083 -0.9812 4.4257 4.0025 0.3989 0.2928 0.1880 5.4498 1.6702 -#> 407: 93.7969 -6.0593 -0.1500 2.2085 -0.9810 4.4343 3.9994 0.3988 0.2928 0.1881 5.4514 1.6703 -#> 408: 93.7947 -6.0582 -0.1499 2.2087 -0.9809 4.4509 3.9936 0.3987 0.2927 0.1882 5.4526 1.6704 -#> 409: 93.7929 -6.0579 -0.1499 2.2088 -0.9807 4.4584 3.9918 0.3987 0.2926 0.1882 5.4537 1.6707 -#> 410: 93.7896 -6.0593 -0.1499 2.2089 -0.9807 4.4664 4.0002 0.3987 0.2925 0.1883 5.4560 1.6705 -#> 411: 93.7875 -6.0601 -0.1499 2.2090 -0.9807 4.4626 4.0057 0.3987 0.2924 0.1883 5.4567 1.6705 -#> 412: 93.7862 -6.0602 -0.1499 2.2091 -0.9808 4.4574 4.0095 0.3986 0.2923 0.1884 5.4565 1.6706 -#> 413: 93.7858 -6.0606 -0.1498 2.2092 -0.9808 4.4527 4.0146 0.3986 0.2922 0.1885 5.4561 1.6708 -#> 414: 93.7859 -6.0615 -0.1498 2.2093 -0.9808 4.4451 4.0211 0.3987 0.2921 0.1885 5.4574 1.6708 -#> 415: 93.7864 -6.0629 -0.1498 2.2092 -0.9808 4.4443 4.0298 0.3986 0.2921 0.1885 5.4576 1.6707 -#> 416: 93.7851 -6.0639 -0.1498 2.2092 -0.9808 4.4462 4.0362 0.3985 0.2920 0.1884 5.4575 1.6706 -#> 417: 93.7820 -6.0644 -0.1499 2.2092 -0.9808 4.4425 4.0387 0.3985 0.2920 0.1884 5.4577 1.6703 -#> 418: 93.7801 -6.0652 -0.1499 2.2093 -0.9808 4.4365 4.0420 0.3985 0.2920 0.1883 5.4589 1.6702 -#> 419: 93.7799 -6.0648 -0.1499 2.2094 -0.9807 4.4303 4.0418 0.3984 0.2921 0.1883 5.4596 1.6703 -#> 420: 93.7797 -6.0641 -0.1498 2.2095 -0.9807 4.4216 4.0383 0.3983 0.2921 0.1884 5.4607 1.6702 -#> 421: 93.7803 -6.0641 -0.1498 2.2096 -0.9808 4.4120 4.0396 0.3983 0.2922 0.1885 5.4621 1.6702 -#> 422: 93.7806 -6.0638 -0.1498 2.2097 -0.9809 4.4017 4.0373 0.3981 0.2923 0.1885 5.4635 1.6702 -#> 423: 93.7800 -6.0636 -0.1498 2.2098 -0.9810 4.3948 4.0339 0.3981 0.2923 0.1885 5.4640 1.6701 -#> 424: 93.7789 -6.0638 -0.1498 2.2099 -0.9810 4.3884 4.0336 0.3980 0.2924 0.1885 5.4651 1.6700 -#> 425: 93.7774 -6.0628 -0.1498 2.2101 -0.9810 4.3814 4.0271 0.3978 0.2925 0.1884 5.4666 1.6699 -#> 426: 93.7755 -6.0619 -0.1498 2.2102 -0.9811 4.3841 4.0221 0.3977 0.2925 0.1884 5.4693 1.6697 -#> 427: 93.7753 -6.0612 -0.1498 2.2103 -0.9810 4.3785 4.0167 0.3975 0.2926 0.1883 5.4712 1.6696 -#> 428: 93.7741 -6.0613 -0.1498 2.2104 -0.9810 4.3767 4.0161 0.3973 0.2926 0.1882 5.4729 1.6696 -#> 429: 93.7717 -6.0613 -0.1498 2.2105 -0.9810 4.3744 4.0158 0.3971 0.2926 0.1880 5.4743 1.6694 -#> 430: 93.7690 -6.0619 -0.1498 2.2106 -0.9809 4.3744 4.0189 0.3969 0.2926 0.1879 5.4753 1.6692 -#> 431: 93.7668 -6.0615 -0.1498 2.2107 -0.9809 4.3709 4.0174 0.3967 0.2925 0.1878 5.4762 1.6691 -#> 432: 93.7656 -6.0619 -0.1498 2.2108 -0.9809 4.3710 4.0173 0.3966 0.2926 0.1878 5.4770 1.6688 -#> 433: 93.7632 -6.0625 -0.1498 2.2108 -0.9809 4.3689 4.0204 0.3964 0.2926 0.1877 5.4774 1.6687 -#> 434: 93.7624 -6.0621 -0.1498 2.2109 -0.9808 4.3687 4.0178 0.3962 0.2926 0.1876 5.4774 1.6683 -#> 435: 93.7608 -6.0622 -0.1497 2.2111 -0.9808 4.3714 4.0182 0.3961 0.2927 0.1875 5.4777 1.6679 -#> 436: 93.7586 -6.0622 -0.1498 2.2112 -0.9808 4.3695 4.0178 0.3959 0.2928 0.1874 5.4784 1.6679 -#> 437: 93.7558 -6.0622 -0.1498 2.2114 -0.9809 4.3658 4.0167 0.3957 0.2928 0.1873 5.4795 1.6678 -#> 438: 93.7519 -6.0627 -0.1499 2.2115 -0.9808 4.3601 4.0183 0.3955 0.2928 0.1872 5.4807 1.6674 -#> 439: 93.7478 -6.0618 -0.1499 2.2115 -0.9807 4.3538 4.0133 0.3952 0.2928 0.1871 5.4814 1.6672 -#> 440: 93.7449 -6.0612 -0.1499 2.2117 -0.9805 4.3504 4.0103 0.3951 0.2928 0.1870 5.4820 1.6669 -#> 441: 93.7433 -6.0608 -0.1499 2.2117 -0.9805 4.3438 4.0077 0.3949 0.2928 0.1869 5.4818 1.6666 -#> 442: 93.7417 -6.0604 -0.1500 2.2118 -0.9805 4.3354 4.0058 0.3947 0.2927 0.1868 5.4824 1.6666 -#> 443: 93.7407 -6.0604 -0.1500 2.2119 -0.9805 4.3281 4.0046 0.3946 0.2927 0.1867 5.4832 1.6667 -#> 444: 93.7397 -6.0608 -0.1500 2.2118 -0.9805 4.3180 4.0069 0.3944 0.2928 0.1866 5.4857 1.6664 -#> 445: 93.7387 -6.0613 -0.1501 2.2118 -0.9805 4.3092 4.0085 0.3942 0.2929 0.1866 5.4866 1.6663 -#> 446: 93.7376 -6.0612 -0.1502 2.2117 -0.9805 4.3022 4.0075 0.3939 0.2930 0.1865 5.4866 1.6660 -#> 447: 93.7375 -6.0613 -0.1503 2.2116 -0.9806 4.2981 4.0076 0.3937 0.2931 0.1865 5.4863 1.6658 -#> 448: 93.7388 -6.0617 -0.1504 2.2115 -0.9806 4.2970 4.0087 0.3935 0.2932 0.1864 5.4870 1.6658 -#> 449: 93.7400 -6.0617 -0.1504 2.2115 -0.9807 4.2904 4.0069 0.3933 0.2933 0.1864 5.4880 1.6655 -#> 450: 93.7414 -6.0623 -0.1505 2.2113 -0.9808 4.2829 4.0095 0.3930 0.2935 0.1863 5.4880 1.6653 -#> 451: 93.7426 -6.0634 -0.1506 2.2112 -0.9808 4.2797 4.0146 0.3928 0.2936 0.1863 5.4877 1.6655 -#> 452: 93.7447 -6.0642 -0.1507 2.2110 -0.9809 4.2770 4.0171 0.3926 0.2938 0.1862 5.4876 1.6657 -#> 453: 93.7465 -6.0644 -0.1508 2.2108 -0.9810 4.2698 4.0184 0.3924 0.2940 0.1862 5.4877 1.6652 -#> 454: 93.7478 -6.0645 -0.1509 2.2106 -0.9810 4.2657 4.0182 0.3922 0.2941 0.1861 5.4874 1.6648 -#> 455: 93.7486 -6.0650 -0.1511 2.2104 -0.9811 4.2656 4.0203 0.3921 0.2943 0.1861 5.4871 1.6644 -#> 456: 93.7485 -6.0659 -0.1512 2.2102 -0.9812 4.2646 4.0240 0.3920 0.2945 0.1860 5.4869 1.6641 -#> 457: 93.7487 -6.0668 -0.1514 2.2099 -0.9813 4.2613 4.0277 0.3919 0.2946 0.1860 5.4866 1.6640 -#> 458: 93.7484 -6.0667 -0.1515 2.2097 -0.9812 4.2586 4.0263 0.3918 0.2947 0.1859 5.4854 1.6639 -#> 459: 93.7468 -6.0661 -0.1517 2.2095 -0.9812 4.2565 4.0225 0.3917 0.2948 0.1858 5.4853 1.6639 -#> 460: 93.7458 -6.0652 -0.1518 2.2093 -0.9812 4.2548 4.0171 0.3916 0.2950 0.1858 5.4843 1.6638 -#> 461: 93.7435 -6.0645 -0.1519 2.2091 -0.9811 4.2554 4.0121 0.3914 0.2951 0.1858 5.4843 1.6637 -#> 462: 93.7421 -6.0637 -0.1521 2.2089 -0.9811 4.2509 4.0079 0.3913 0.2953 0.1857 5.4840 1.6638 -#> 463: 93.7406 -6.0630 -0.1522 2.2088 -0.9810 4.2534 4.0036 0.3912 0.2955 0.1857 5.4834 1.6640 -#> 464: 93.7406 -6.0622 -0.1524 2.2086 -0.9810 4.2548 3.9986 0.3911 0.2956 0.1857 5.4828 1.6639 -#> 465: 93.7404 -6.0617 -0.1525 2.2084 -0.9810 4.2511 3.9955 0.3910 0.2958 0.1857 5.4828 1.6638 -#> 466: 93.7414 -6.0610 -0.1527 2.2080 -0.9809 4.2468 3.9918 0.3910 0.2959 0.1857 5.4812 1.6640 -#> 467: 93.7419 -6.0606 -0.1529 2.2077 -0.9810 4.2446 3.9885 0.3909 0.2960 0.1858 5.4799 1.6642 -#> 468: 93.7427 -6.0604 -0.1531 2.2074 -0.9809 4.2473 3.9872 0.3909 0.2961 0.1858 5.4790 1.6643 -#> 469: 93.7435 -6.0608 -0.1532 2.2073 -0.9810 4.2457 3.9891 0.3907 0.2963 0.1858 5.4789 1.6641 -#> 470: 93.7442 -6.0611 -0.1533 2.2071 -0.9811 4.2443 3.9895 0.3905 0.2965 0.1858 5.4785 1.6640 -#> 471: 93.7443 -6.0618 -0.1534 2.2070 -0.9812 4.2415 3.9932 0.3903 0.2967 0.1858 5.4773 1.6639 -#> 472: 93.7433 -6.0624 -0.1535 2.2069 -0.9812 4.2414 3.9958 0.3901 0.2969 0.1858 5.4765 1.6637 -#> 473: 93.7421 -6.0621 -0.1536 2.2067 -0.9811 4.2330 3.9962 0.3899 0.2970 0.1858 5.4762 1.6637 -#> 474: 93.7415 -6.0621 -0.1537 2.2066 -0.9812 4.2263 3.9968 0.3897 0.2972 0.1858 5.4755 1.6638 -#> 475: 93.7396 -6.0621 -0.1538 2.2066 -0.9812 4.2261 3.9956 0.3895 0.2973 0.1859 5.4751 1.6637 -#> 476: 93.7373 -6.0626 -0.1539 2.2065 -0.9811 4.2265 3.9976 0.3893 0.2975 0.1859 5.4743 1.6634 -#> 477: 93.7357 -6.0623 -0.1540 2.2063 -0.9811 4.2222 3.9953 0.3891 0.2976 0.1859 5.4741 1.6635 -#> 478: 93.7345 -6.0620 -0.1541 2.2062 -0.9811 4.2165 3.9939 0.3889 0.2978 0.1860 5.4745 1.6638 -#> 479: 93.7341 -6.0615 -0.1542 2.2062 -0.9812 4.2122 3.9916 0.3887 0.2979 0.1860 5.4751 1.6637 -#> 480: 93.7338 -6.0619 -0.1543 2.2061 -0.9812 4.2084 3.9932 0.3885 0.2980 0.1860 5.4753 1.6635 -#> 481: 93.7336 -6.0618 -0.1544 2.2060 -0.9812 4.2066 3.9945 0.3883 0.2981 0.1860 5.4748 1.6637 -#> 482: 93.7340 -6.0622 -0.1545 2.2058 -0.9812 4.2069 3.9969 0.3882 0.2983 0.1860 5.4741 1.6636 -#> 483: 93.7328 -6.0627 -0.1547 2.2057 -0.9813 4.2062 3.9992 0.3879 0.2985 0.1861 5.4739 1.6636 -#> 484: 93.7323 -6.0629 -0.1547 2.2056 -0.9813 4.2075 3.9995 0.3877 0.2987 0.1861 5.4730 1.6638 -#> 485: 93.7326 -6.0634 -0.1548 2.2055 -0.9814 4.2045 4.0013 0.3875 0.2989 0.1862 5.4727 1.6637 -#> 486: 93.7320 -6.0632 -0.1549 2.2055 -0.9814 4.2084 3.9989 0.3872 0.2991 0.1863 5.4718 1.6635 -#> 487: 93.7321 -6.0625 -0.1549 2.2054 -0.9814 4.2105 3.9949 0.3870 0.2993 0.1864 5.4712 1.6634 -#> 488: 93.7326 -6.0623 -0.1550 2.2054 -0.9814 4.2104 3.9935 0.3868 0.2996 0.1865 5.4721 1.6635 -#> 489: 93.7342 -6.0615 -0.1551 2.2054 -0.9815 4.2103 3.9893 0.3866 0.2998 0.1866 5.4725 1.6635 -#> 490: 93.7360 -6.0610 -0.1551 2.2053 -0.9815 4.2116 3.9857 0.3864 0.3001 0.1867 5.4730 1.6636 -#> 491: 93.7374 -6.0601 -0.1551 2.2052 -0.9815 4.2128 3.9804 0.3862 0.3003 0.1868 5.4722 1.6638 -#> 492: 93.7386 -6.0597 -0.1552 2.2050 -0.9816 4.2171 3.9774 0.3861 0.3006 0.1869 5.4714 1.6642 -#> 493: 93.7399 -6.0597 -0.1553 2.2049 -0.9816 4.2262 3.9766 0.3859 0.3008 0.1869 5.4712 1.6643 -#> 494: 93.7404 -6.0596 -0.1553 2.2047 -0.9816 4.2347 3.9746 0.3857 0.3011 0.1870 5.4711 1.6646 -#> 495: 93.7406 -6.0590 -0.1554 2.2046 -0.9817 4.2395 3.9711 0.3855 0.3014 0.1871 5.4705 1.6650 -#> 496: 93.7416 -6.0582 -0.1554 2.2045 -0.9817 4.2456 3.9660 0.3853 0.3017 0.1871 5.4707 1.6656 -#> 497: 93.7433 -6.0575 -0.1555 2.2044 -0.9818 4.2511 3.9631 0.3851 0.3020 0.1871 5.4714 1.6658 -#> 498: 93.7444 -6.0574 -0.1556 2.2042 -0.9817 4.2516 3.9632 0.3848 0.3023 0.1871 5.4721 1.6660 -#> 499: 93.7457 -6.0576 -0.1557 2.2041 -0.9817 4.2518 3.9660 0.3846 0.3025 0.1871 5.4728 1.6660 -#> 500: 93.7469 -6.0586 -0.1557 2.2040 -0.9817 4.2481 3.9757 0.3844 0.3028 0.1871 5.4738 1.6661
    #> Calculating covariance matrix
    #>
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT"
    #> Calculating residuals/tables
    #> done
    f_nlmixr_fomc_sfo_focei_obs <- nlmixr(f_mmkin_obs["FOMC-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_alpha | -#> |.....................| log_beta |sigma_parent | sigma_A1 | o1 | -#> |.....................| o2 | o3 | o4 | o5 | -#> | 1| 468.02617 | 1.000 | -1.000 | -0.9113 | -0.8954 | -#> |.....................| -0.8491 | -0.8511 | -0.8672 | -0.8762 | -#> |.....................| -0.8737 | -0.8674 | -0.8694 | -0.8687 | -#> | U| 468.02617 | 94.00 | -5.400 | -0.9900 | -0.2000 | -#> |.....................| 2.100 | 2.000 | 1.200 | 0.7536 | -#> |.....................| 0.8758 | 1.189 | 1.093 | 1.127 | -#> | X| 468.02617 | 94.00 | 0.004517 | 0.2709 | 0.8187 | -#> |.....................| 8.166 | 2.000 | 1.200 | 0.7536 | -#> |.....................| 0.8758 | 1.189 | 1.093 | 1.127 | -#> | G| Gill Diff. | 49.30 | 2.016 | -0.2473 | -0.3737 | -#> |.....................| -1.227 | -27.89 | -10.29 | 8.753 | -#> |.....................| 11.17 | -12.52 | -9.819 | -8.910 | -#> | 2| 4021.4865 | 0.2059 | -1.032 | -0.9073 | -0.8894 | -#> |.....................| -0.8293 | -0.4019 | -0.7014 | -1.017 | -#> |.....................| -1.054 | -0.6658 | -0.7112 | -0.7251 | -#> | U| 4021.4865 | 19.35 | -5.432 | -0.9861 | -0.1940 | -#> |.....................| 2.120 | 2.449 | 1.299 | 0.6474 | -#> |.....................| 0.7182 | 1.429 | 1.266 | 1.289 | -#> | X| 4021.4865 | 19.35 | 0.004372 | 0.2717 | 0.8237 | -#> |.....................| 8.329 | 2.449 | 1.299 | 0.6474 | -#> |.....................| 0.7182 | 1.429 | 1.266 | 1.289 | -#> | 3| 518.20369 | 0.9206 | -1.003 | -0.9109 | -0.8948 | -#> |.....................| -0.8471 | -0.8062 | -0.8506 | -0.8903 | -#> |.....................| -0.8917 | -0.8473 | -0.8535 | -0.8543 | -#> | U| 518.20369 | 86.53 | -5.403 | -0.9896 | -0.1994 | -#> |.....................| 2.102 | 2.045 | 1.210 | 0.7430 | -#> |.....................| 0.8600 | 1.213 | 1.111 | 1.143 | -#> | X| 518.20369 | 86.53 | 0.004502 | 0.2710 | 0.8192 | -#> |.....................| 8.182 | 2.045 | 1.210 | 0.7430 | -#> |.....................| 0.8600 | 1.213 | 1.111 | 1.143 | -#> | 4| 467.99742 | 0.9921 | -1.000 | -0.9112 | -0.8953 | -#> |.....................| -0.8489 | -0.8466 | -0.8655 | -0.8776 | -#> |.....................| -0.8755 | -0.8654 | -0.8678 | -0.8672 | -#> | U| 467.99742 | 93.25 | -5.400 | -0.9900 | -0.1999 | -#> |.....................| 2.100 | 2.004 | 1.201 | 0.7526 | -#> |.....................| 0.8742 | 1.192 | 1.095 | 1.129 | -#> | X| 467.99742 | 93.25 | 0.004515 | 0.2709 | 0.8188 | -#> |.....................| 8.168 | 2.004 | 1.201 | 0.7526 | -#> |.....................| 0.8742 | 1.192 | 1.095 | 1.129 | -#> | F| Forward Diff. | -98.28 | 1.929 | -0.4044 | -0.4503 | -#> |.....................| -1.484 | -29.27 | -9.987 | 8.922 | -#> |.....................| 9.417 | -11.79 | -9.521 | -8.343 | -#> | 5| 467.67344 | 0.9967 | -1.000 | -0.9112 | -0.8953 | -#> |.....................| -0.8488 | -0.8452 | -0.8651 | -0.8780 | -#> |.....................| -0.8760 | -0.8648 | -0.8673 | -0.8668 | -#> | U| 467.67344 | 93.69 | -5.400 | -0.9899 | -0.1999 | -#> |.....................| 2.100 | 2.006 | 1.201 | 0.7523 | -#> |.....................| 0.8738 | 1.192 | 1.095 | 1.129 | -#> | X| 467.67344 | 93.69 | 0.004515 | 0.2709 | 0.8188 | -#> |.....................| 8.168 | 2.006 | 1.201 | 0.7523 | -#> |.....................| 0.8738 | 1.192 | 1.095 | 1.129 | -#> | F| Forward Diff. | -11.92 | 1.963 | -0.3242 | -0.4184 | -#> |.....................| -1.350 | -28.16 | -10.02 | 8.541 | -#> |.....................| 8.305 | -11.80 | -9.512 | -8.408 | -#> | 6| 467.50396 | 0.9983 | -1.001 | -0.9112 | -0.8952 | -#> |.....................| -0.8487 | -0.8416 | -0.8638 | -0.8791 | -#> |.....................| -0.8771 | -0.8633 | -0.8661 | -0.8658 | -#> | U| 467.50396 | 93.84 | -5.401 | -0.9899 | -0.1999 | -#> |.....................| 2.100 | 2.010 | 1.202 | 0.7514 | -#> |.....................| 0.8729 | 1.194 | 1.097 | 1.130 | -#> | X| 467.50396 | 93.84 | 0.004514 | 0.2709 | 0.8188 | -#> |.....................| 8.170 | 2.010 | 1.202 | 0.7514 | -#> |.....................| 0.8729 | 1.194 | 1.097 | 1.130 | -#> | 7| 467.27231 | 1.003 | -1.001 | -0.9110 | -0.8951 | -#> |.....................| -0.8481 | -0.8306 | -0.8599 | -0.8825 | -#> |.....................| -0.8803 | -0.8587 | -0.8624 | -0.8625 | -#> | U| 467.27231 | 94.27 | -5.401 | -0.9898 | -0.1997 | -#> |.....................| 2.101 | 2.021 | 1.204 | 0.7489 | -#> |.....................| 0.8700 | 1.200 | 1.101 | 1.134 | -#> | X| 467.27231 | 94.27 | 0.004510 | 0.2710 | 0.8190 | -#> |.....................| 8.174 | 2.021 | 1.204 | 0.7489 | -#> |.....................| 0.8700 | 1.200 | 1.101 | 1.134 | -#> | F| Forward Diff. | 101.6 | 1.991 | -0.1997 | -0.3688 | -#> |.....................| -1.177 | -25.72 | -9.853 | 9.249 | -#> |.....................| 8.335 | -11.58 | -9.288 | -8.277 | -#> | 8| 466.36087 | 0.9961 | -1.002 | -0.9109 | -0.8949 | -#> |.....................| -0.8474 | -0.8165 | -0.8547 | -0.8873 | -#> |.....................| -0.8853 | -0.8526 | -0.8575 | -0.8582 | -#> | U| 466.36087 | 93.63 | -5.402 | -0.9896 | -0.1995 | -#> |.....................| 2.102 | 2.035 | 1.207 | 0.7453 | -#> |.....................| 0.8657 | 1.207 | 1.106 | 1.139 | -#> | X| 466.36087 | 93.63 | 0.004506 | 0.2710 | 0.8191 | -#> |.....................| 8.180 | 2.035 | 1.207 | 0.7453 | -#> |.....................| 0.8657 | 1.207 | 1.106 | 1.139 | -#> | F| Forward Diff. | -21.78 | 1.909 | -0.3215 | -0.4291 | -#> |.....................| -1.401 | -25.38 | -9.315 | 7.655 | -#> |.....................| 10.17 | -11.26 | -9.035 | -7.894 | -#> | 9| 465.79764 | 1.000 | -1.004 | -0.9107 | -0.8946 | -#> |.....................| -0.8467 | -0.8024 | -0.8495 | -0.8920 | -#> |.....................| -0.8917 | -0.8462 | -0.8524 | -0.8537 | -#> | U| 465.79764 | 94.04 | -5.404 | -0.9895 | -0.1993 | -#> |.....................| 2.102 | 2.049 | 1.211 | 0.7417 | -#> |.....................| 0.8600 | 1.214 | 1.112 | 1.144 | -#> | X| 465.79764 | 94.04 | 0.004501 | 0.2710 | 0.8193 | -#> |.....................| 8.186 | 2.049 | 1.211 | 0.7417 | -#> |.....................| 0.8600 | 1.214 | 1.112 | 1.144 | -#> | F| Forward Diff. | 54.81 | 1.910 | -0.2489 | -0.4009 | -#> |.....................| -1.285 | -22.17 | -8.389 | 8.020 | -#> |.....................| 7.340 | -11.02 | -8.786 | -7.720 | -#> | 10| 465.18897 | 0.9945 | -1.005 | -0.9105 | -0.8943 | -#> |.....................| -0.8457 | -0.7893 | -0.8445 | -0.8971 | -#> |.....................| -0.8975 | -0.8390 | -0.8467 | -0.8487 | -#> | U| 465.18897 | 93.48 | -5.405 | -0.9893 | -0.1990 | -#> |.....................| 2.103 | 2.062 | 1.214 | 0.7379 | -#> |.....................| 0.8549 | 1.223 | 1.118 | 1.149 | -#> | X| 465.18897 | 93.48 | 0.004495 | 0.2711 | 0.8196 | -#> |.....................| 8.194 | 2.062 | 1.214 | 0.7379 | -#> |.....................| 0.8549 | 1.223 | 1.118 | 1.149 | -#> | F| Forward Diff. | -47.52 | 1.834 | -0.3684 | -0.4503 | -#> |.....................| -1.489 | -22.39 | -7.996 | 7.294 | -#> |.....................| 9.249 | -10.90 | -8.741 | -7.575 | -#> | 11| 464.56229 | 0.9983 | -1.006 | -0.9102 | -0.8940 | -#> |.....................| -0.8445 | -0.7772 | -0.8401 | -0.9030 | -#> |.....................| -0.9029 | -0.8305 | -0.8400 | -0.8430 | -#> | U| 464.56229 | 93.84 | -5.406 | -0.9890 | -0.1986 | -#> |.....................| 2.105 | 2.074 | 1.216 | 0.7334 | -#> |.....................| 0.8503 | 1.233 | 1.125 | 1.156 | -#> | X| 464.56229 | 93.84 | 0.004488 | 0.2711 | 0.8199 | -#> |.....................| 8.204 | 2.074 | 1.216 | 0.7334 | -#> |.....................| 0.8503 | 1.233 | 1.125 | 1.156 | -#> | 12| 463.71730 | 0.9982 | -1.009 | -0.9098 | -0.8933 | -#> |.....................| -0.8424 | -0.7583 | -0.8332 | -0.9128 | -#> |.....................| -0.9112 | -0.8167 | -0.8291 | -0.8337 | -#> | U| 463.7173 | 93.83 | -5.409 | -0.9885 | -0.1980 | -#> |.....................| 2.107 | 2.093 | 1.220 | 0.7260 | -#> |.....................| 0.8430 | 1.249 | 1.137 | 1.166 | -#> | X| 463.7173 | 93.83 | 0.004478 | 0.2712 | 0.8204 | -#> |.....................| 8.221 | 2.093 | 1.220 | 0.7260 | -#> |.....................| 0.8430 | 1.249 | 1.137 | 1.166 | -#> | 13| 461.03699 | 0.9978 | -1.018 | -0.9080 | -0.8909 | -#> |.....................| -0.8343 | -0.6839 | -0.8059 | -0.9516 | -#> |.....................| -0.9441 | -0.7622 | -0.7862 | -0.7969 | -#> | U| 461.03699 | 93.79 | -5.418 | -0.9868 | -0.1955 | -#> |.....................| 2.115 | 2.167 | 1.237 | 0.6968 | -#> |.....................| 0.8141 | 1.314 | 1.184 | 1.208 | -#> | X| 461.03699 | 93.79 | 0.004435 | 0.2716 | 0.8224 | -#> |.....................| 8.288 | 2.167 | 1.237 | 0.6968 | -#> |.....................| 0.8141 | 1.314 | 1.184 | 1.208 | -#> | 14| 458.83693 | 0.9972 | -1.033 | -0.9052 | -0.8871 | -#> |.....................| -0.8218 | -0.5692 | -0.7639 | -1.011 | -#> |.....................| -0.9948 | -0.6782 | -0.7201 | -0.7403 | -#> | U| 458.83693 | 93.74 | -5.433 | -0.9840 | -0.1917 | -#> |.....................| 2.127 | 2.282 | 1.262 | 0.6519 | -#> |.....................| 0.7697 | 1.414 | 1.256 | 1.272 | -#> | X| 458.83693 | 93.74 | 0.004371 | 0.2721 | 0.8255 | -#> |.....................| 8.393 | 2.282 | 1.262 | 0.6519 | -#> |.....................| 0.7697 | 1.414 | 1.256 | 1.272 | -#> | F| Forward Diff. | 0.05416 | 1.397 | -0.2200 | -0.5344 | -#> |.....................| -1.585 | -3.387 | -1.306 | -0.2250 | -#> |.....................| 1.392 | -3.452 | -2.065 | -1.405 | -#> | 15| 459.30045 | 0.9957 | -1.166 | -0.8845 | -0.8313 | -#> |.....................| -0.6584 | -0.5528 | -0.7505 | -0.8569 | -#> |.....................| -1.017 | -0.4560 | -0.6245 | -0.7036 | -#> | U| 459.30045 | 93.60 | -5.566 | -0.9635 | -0.1360 | -#> |.....................| 2.291 | 2.298 | 1.270 | 0.7682 | -#> |.....................| 0.7505 | 1.678 | 1.361 | 1.313 | -#> | X| 459.30045 | 93.60 | 0.003827 | 0.2762 | 0.8729 | -#> |.....................| 9.881 | 2.298 | 1.270 | 0.7682 | -#> |.....................| 0.7505 | 1.678 | 1.361 | 1.313 | -#> | 16| 458.36319 | 0.9960 | -1.071 | -0.8992 | -0.8719 | -#> |.....................| -0.7770 | -0.5045 | -0.7383 | -0.9927 | -#> |.....................| -1.023 | -0.5931 | -0.6727 | -0.7107 | -#> | U| 458.36319 | 93.63 | -5.471 | -0.9780 | -0.1766 | -#> |.....................| 2.172 | 2.347 | 1.277 | 0.6658 | -#> |.....................| 0.7452 | 1.515 | 1.308 | 1.305 | -#> | X| 458.36319 | 93.63 | 0.004206 | 0.2733 | 0.8381 | -#> |.....................| 8.777 | 2.347 | 1.277 | 0.6658 | -#> |.....................| 0.7452 | 1.515 | 1.308 | 1.305 | -#> | F| Forward Diff. | -12.30 | 1.214 | 0.06343 | -0.2616 | -#> |.....................| -0.6069 | 0.08029 | 0.4273 | 0.07297 | -#> |.....................| -0.3937 | 0.3470 | 0.5201 | 0.09241 | -#> | 17| 458.37724 | 0.9977 | -1.183 | -0.9046 | -0.8476 | -#> |.....................| -0.7196 | -0.4765 | -0.7567 | -1.014 | -#> |.....................| -0.9850 | -0.5955 | -0.6985 | -0.7030 | -#> | U| 458.37724 | 93.79 | -5.583 | -0.9834 | -0.1522 | -#> |.....................| 2.229 | 2.375 | 1.266 | 0.6497 | -#> |.....................| 0.7783 | 1.513 | 1.280 | 1.314 | -#> | X| 458.37724 | 93.79 | 0.003762 | 0.2722 | 0.8588 | -#> |.....................| 9.295 | 2.375 | 1.266 | 0.6497 | -#> |.....................| 0.7783 | 1.513 | 1.280 | 1.314 | -#> | 18| 458.32800 | 0.9976 | -1.124 | -0.9017 | -0.8605 | -#> |.....................| -0.7499 | -0.4913 | -0.7470 | -1.003 | -#> |.....................| -1.005 | -0.5943 | -0.6849 | -0.7071 | -#> | U| 458.328 | 93.78 | -5.524 | -0.9806 | -0.1651 | -#> |.....................| 2.199 | 2.360 | 1.272 | 0.6583 | -#> |.....................| 0.7608 | 1.514 | 1.295 | 1.309 | -#> | X| 458.328 | 93.78 | 0.003990 | 0.2728 | 0.8478 | -#> |.....................| 9.017 | 2.360 | 1.272 | 0.6583 | -#> |.....................| 0.7608 | 1.514 | 1.295 | 1.309 | -#> | F| Forward Diff. | 9.757 | 1.093 | -0.06310 | 0.02237 | -#> |.....................| 0.09811 | 0.3115 | -0.3381 | -0.2098 | -#> |.....................| 0.8196 | 0.7052 | 0.04425 | 0.2610 | -#> | 19| 458.25889 | 0.9968 | -1.183 | -0.9011 | -0.8543 | -#> |.....................| -0.7363 | -0.4871 | -0.7422 | -1.003 | -#> |.....................| -1.023 | -0.6115 | -0.6911 | -0.7106 | -#> | U| 458.25889 | 93.70 | -5.583 | -0.9799 | -0.1589 | -#> |.....................| 2.213 | 2.364 | 1.275 | 0.6583 | -#> |.....................| 0.7450 | 1.494 | 1.288 | 1.305 | -#> | X| 458.25889 | 93.70 | 0.003760 | 0.2729 | 0.8531 | -#> |.....................| 9.141 | 2.364 | 1.275 | 0.6583 | -#> |.....................| 0.7450 | 1.494 | 1.288 | 1.305 | -#> | F| Forward Diff. | -0.6125 | 0.8824 | -0.01905 | 0.1697 | -#> |.....................| 0.4368 | 0.4743 | 0.05191 | -0.6440 | -#> |.....................| -0.4868 | -0.9136 | -0.3225 | -0.06220 | -#> | 20| 458.18570 | 0.9978 | -1.246 | -0.9006 | -0.8585 | -#> |.....................| -0.7495 | -0.4978 | -0.7385 | -0.9895 | -#> |.....................| -1.024 | -0.6046 | -0.6874 | -0.7124 | -#> | U| 458.1857 | 93.79 | -5.646 | -0.9794 | -0.1632 | -#> |.....................| 2.200 | 2.353 | 1.277 | 0.6683 | -#> |.....................| 0.7440 | 1.502 | 1.292 | 1.303 | -#> | X| 458.1857 | 93.79 | 0.003532 | 0.2730 | 0.8495 | -#> |.....................| 9.022 | 2.353 | 1.277 | 0.6683 | -#> |.....................| 0.7440 | 1.502 | 1.292 | 1.303 | -#> | 21| 458.13464 | 0.9963 | -1.435 | -0.8992 | -0.8705 | -#> |.....................| -0.7875 | -0.5278 | -0.7264 | -0.9531 | -#> |.....................| -1.031 | -0.5901 | -0.6784 | -0.7184 | -#> | U| 458.13464 | 93.65 | -5.835 | -0.9781 | -0.1751 | -#> |.....................| 2.162 | 2.323 | 1.284 | 0.6957 | -#> |.....................| 0.7378 | 1.519 | 1.302 | 1.296 | -#> | X| 458.13464 | 93.65 | 0.002922 | 0.2733 | 0.8394 | -#> |.....................| 8.685 | 2.323 | 1.284 | 0.6957 | -#> |.....................| 0.7378 | 1.519 | 1.302 | 1.296 | -#> | F| Forward Diff. | -15.15 | 0.2290 | 0.2476 | -0.1455 | -#> |.....................| -0.7111 | -1.138 | 0.8895 | 1.880 | -#> |.....................| -1.837 | 0.2029 | 0.3485 | -0.6531 | -#> | 22| 458.67841 | 0.9992 | -1.651 | -0.9027 | -0.9245 | -#> |.....................| -0.8733 | -0.5209 | -0.7232 | -1.036 | -#> |.....................| -1.001 | -0.6164 | -0.6125 | -0.6771 | -#> | U| 458.67841 | 93.92 | -6.051 | -0.9815 | -0.2291 | -#> |.....................| 2.076 | 2.330 | 1.286 | 0.6333 | -#> |.....................| 0.7647 | 1.488 | 1.374 | 1.343 | -#> | X| 458.67841 | 93.92 | 0.002355 | 0.2726 | 0.7952 | -#> |.....................| 7.971 | 2.330 | 1.286 | 0.6333 | -#> |.....................| 0.7647 | 1.488 | 1.374 | 1.343 | -#> | 23| 458.25487 | 1.002 | -1.469 | -0.8998 | -0.8789 | -#> |.....................| -0.8006 | -0.5263 | -0.7262 | -0.9666 | -#> |.....................| -1.026 | -0.5942 | -0.6683 | -0.7117 | -#> | U| 458.25487 | 94.17 | -5.869 | -0.9787 | -0.1835 | -#> |.....................| 2.148 | 2.325 | 1.285 | 0.6855 | -#> |.....................| 0.7425 | 1.514 | 1.313 | 1.304 | -#> | X| 458.25487 | 94.17 | 0.002825 | 0.2732 | 0.8324 | -#> |.....................| 8.572 | 2.325 | 1.285 | 0.6855 | -#> |.....................| 0.7425 | 1.514 | 1.313 | 1.304 | -#> | 24| 458.28425 | 1.002 | -1.442 | -0.8994 | -0.8721 | -#> |.....................| -0.7899 | -0.5271 | -0.7267 | -0.9564 | -#> |.....................| -1.030 | -0.5910 | -0.6765 | -0.7168 | -#> | U| 458.28425 | 94.21 | -5.842 | -0.9783 | -0.1768 | -#> |.....................| 2.159 | 2.324 | 1.284 | 0.6932 | -#> |.....................| 0.7392 | 1.518 | 1.304 | 1.298 | -#> | X| 458.28425 | 94.21 | 0.002902 | 0.2732 | 0.8380 | -#> |.....................| 8.664 | 2.324 | 1.284 | 0.6932 | -#> |.....................| 0.7392 | 1.518 | 1.304 | 1.298 | -#> | 25| 458.13208 | 0.9983 | -1.435 | -0.8993 | -0.8705 | -#> |.....................| -0.7874 | -0.5276 | -0.7266 | -0.9533 | -#> |.....................| -1.031 | -0.5901 | -0.6785 | -0.7183 | -#> | U| 458.13208 | 93.84 | -5.835 | -0.9781 | -0.1751 | -#> |.....................| 2.162 | 2.323 | 1.284 | 0.6955 | -#> |.....................| 0.7380 | 1.519 | 1.302 | 1.296 | -#> | X| 458.13208 | 93.84 | 0.002922 | 0.2733 | 0.8394 | -#> |.....................| 8.686 | 2.323 | 1.284 | 0.6955 | -#> |.....................| 0.7380 | 1.519 | 1.302 | 1.296 | -#> | F| Forward Diff. | 13.75 | 0.2391 | 0.3431 | -0.1129 | -#> |.....................| -0.6079 | -1.684 | 0.2301 | 1.587 | -#> |.....................| 0.9924 | -0.4675 | 0.3927 | -0.7567 | -#> | 26| 458.12484 | 0.9973 | -1.435 | -0.8993 | -0.8705 | -#> |.....................| -0.7874 | -0.5275 | -0.7266 | -0.9535 | -#> |.....................| -1.031 | -0.5900 | -0.6785 | -0.7182 | -#> | U| 458.12484 | 93.75 | -5.835 | -0.9782 | -0.1751 | -#> |.....................| 2.162 | 2.324 | 1.284 | 0.6954 | -#> |.....................| 0.7379 | 1.519 | 1.302 | 1.297 | -#> | X| 458.12484 | 93.75 | 0.002922 | 0.2733 | 0.8394 | -#> |.....................| 8.686 | 2.324 | 1.284 | 0.6954 | -#> |.....................| 0.7379 | 1.519 | 1.302 | 1.297 | -#> | F| Forward Diff. | -0.4576 | 0.2336 | 0.2904 | -0.1274 | -#> |.....................| -0.6585 | -1.014 | 0.9040 | 1.932 | -#> |.....................| -1.695 | 0.2950 | 0.3980 | -0.7211 | -#> | 27| 458.12349 | 0.9975 | -1.436 | -0.8994 | -0.8704 | -#> |.....................| -0.7872 | -0.5272 | -0.7269 | -0.9542 | -#> |.....................| -1.031 | -0.5901 | -0.6787 | -0.7180 | -#> | U| 458.12349 | 93.76 | -5.836 | -0.9783 | -0.1751 | -#> |.....................| 2.162 | 2.324 | 1.284 | 0.6949 | -#> |.....................| 0.7384 | 1.519 | 1.302 | 1.297 | -#> | X| 458.12349 | 93.76 | 0.002922 | 0.2732 | 0.8394 | -#> |.....................| 8.688 | 2.324 | 1.284 | 0.6949 | -#> |.....................| 0.7384 | 1.519 | 1.302 | 1.297 | -#> | F| Forward Diff. | 1.734 | 0.2328 | 0.2907 | -0.1244 | -#> |.....................| -0.6480 | -0.5259 | 1.203 | 2.086 | -#> |.....................| -1.687 | 0.2714 | 0.3976 | -0.7167 | -#> | 28| 458.12069 | 0.9972 | -1.436 | -0.8995 | -0.8704 | -#> |.....................| -0.7868 | -0.5270 | -0.7278 | -0.9557 | -#> |.....................| -1.030 | -0.5902 | -0.6785 | -0.7174 | -#> | U| 458.12069 | 93.74 | -5.836 | -0.9784 | -0.1750 | -#> |.....................| 2.162 | 2.324 | 1.284 | 0.6937 | -#> |.....................| 0.7392 | 1.519 | 1.302 | 1.297 | -#> | X| 458.12069 | 93.74 | 0.002921 | 0.2732 | 0.8394 | -#> |.....................| 8.691 | 2.324 | 1.284 | 0.6937 | -#> |.....................| 0.7392 | 1.519 | 1.302 | 1.297 | -#> | F| Forward Diff. | -1.995 | 0.2265 | 0.2648 | -0.1319 | -#> |.....................| -0.6577 | -1.056 | 0.5532 | 1.629 | -#> |.....................| -0.4851 | 0.2582 | 0.3806 | -0.6784 | -#> | 29| 458.12793 | 0.9986 | -1.436 | -0.8997 | -0.8703 | -#> |.....................| -0.7863 | -0.5263 | -0.7282 | -0.9568 | -#> |.....................| -1.029 | -0.5904 | -0.6788 | -0.7169 | -#> | U| 458.12793 | 93.87 | -5.836 | -0.9785 | -0.1749 | -#> |.....................| 2.163 | 2.325 | 1.283 | 0.6929 | -#> |.....................| 0.7395 | 1.519 | 1.302 | 1.298 | -#> | X| 458.12793 | 93.87 | 0.002920 | 0.2732 | 0.8395 | -#> |.....................| 8.695 | 2.325 | 1.283 | 0.6929 | -#> |.....................| 0.7395 | 1.519 | 1.302 | 1.298 | -#> | 30| 458.12002 | 0.9975 | -1.436 | -0.8996 | -0.8704 | -#> |.....................| -0.7866 | -0.5269 | -0.7279 | -0.9559 | -#> |.....................| -1.030 | -0.5903 | -0.6786 | -0.7173 | -#> | U| 458.12002 | 93.77 | -5.836 | -0.9784 | -0.1750 | -#> |.....................| 2.162 | 2.324 | 1.284 | 0.6935 | -#> |.....................| 0.7392 | 1.519 | 1.302 | 1.298 | -#> | X| 458.12002 | 93.77 | 0.002921 | 0.2732 | 0.8395 | -#> |.....................| 8.692 | 2.324 | 1.284 | 0.6935 | -#> |.....................| 0.7392 | 1.519 | 1.302 | 1.298 | -#> | F| Forward Diff. | 2.647 | 0.2293 | 0.2815 | -0.1267 | -#> |.....................| -0.6372 | -0.9129 | 0.8290 | 1.823 | -#> |.....................| -1.624 | 0.2659 | 0.4184 | -0.6478 | -#> | 31| 458.11922 | 0.9973 | -1.436 | -0.8996 | -0.8704 | -#> |.....................| -0.7866 | -0.5268 | -0.7280 | -0.9563 | -#> |.....................| -1.029 | -0.5903 | -0.6786 | -0.7171 | -#> | U| 458.11922 | 93.74 | -5.836 | -0.9784 | -0.1750 | -#> |.....................| 2.163 | 2.324 | 1.284 | 0.6933 | -#> |.....................| 0.7394 | 1.519 | 1.302 | 1.298 | -#> | X| 458.11922 | 93.74 | 0.002920 | 0.2732 | 0.8395 | -#> |.....................| 8.693 | 2.324 | 1.284 | 0.6933 | -#> |.....................| 0.7394 | 1.519 | 1.302 | 1.298 | -#> | F| Forward Diff. | -0.8024 | 0.2274 | 0.2665 | -0.1307 | -#> |.....................| -0.6475 | -1.019 | 0.5594 | 1.618 | -#> |.....................| -1.681 | 0.3232 | 0.3907 | -0.6658 | -#> | 32| 458.11869 | 0.9974 | -1.436 | -0.8996 | -0.8703 | -#> |.....................| -0.7864 | -0.5266 | -0.7281 | -0.9565 | -#> |.....................| -1.029 | -0.5904 | -0.6787 | -0.7170 | -#> | U| 458.11869 | 93.76 | -5.836 | -0.9785 | -0.1750 | -#> |.....................| 2.163 | 2.324 | 1.283 | 0.6931 | -#> |.....................| 0.7397 | 1.519 | 1.302 | 1.298 | -#> | X| 458.11869 | 93.76 | 0.002920 | 0.2732 | 0.8395 | -#> |.....................| 8.694 | 2.324 | 1.283 | 0.6931 | -#> |.....................| 0.7397 | 1.519 | 1.302 | 1.298 | -#> | F| Forward Diff. | 1.112 | 0.2271 | 0.2694 | -0.1286 | -#> |.....................| -0.6401 | -1.529 | 0.3516 | 1.832 | -#> |.....................| -0.3653 | 0.2635 | 0.3774 | -0.6589 | -#> | 33| 458.11797 | 0.9972 | -1.436 | -0.8997 | -0.8703 | -#> |.....................| -0.7863 | -0.5263 | -0.7282 | -0.9569 | -#> |.....................| -1.029 | -0.5904 | -0.6788 | -0.7169 | -#> | U| 458.11797 | 93.74 | -5.836 | -0.9785 | -0.1749 | -#> |.....................| 2.163 | 2.325 | 1.283 | 0.6928 | -#> |.....................| 0.7397 | 1.519 | 1.302 | 1.298 | -#> | X| 458.11797 | 93.74 | 0.002920 | 0.2732 | 0.8395 | -#> |.....................| 8.695 | 2.325 | 1.283 | 0.6928 | -#> |.....................| 0.7397 | 1.519 | 1.302 | 1.298 | -#> | F| Forward Diff. | -1.528 | 0.2260 | 0.2581 | -0.1311 | -#> |.....................| -0.6478 | -1.074 | 0.7096 | 1.705 | -#> |.....................| -1.609 | 0.2690 | 0.3809 | -0.6419 | -#> | 34| 458.11744 | 0.9975 | -1.436 | -0.8997 | -0.8703 | -#> |.....................| -0.7862 | -0.5262 | -0.7283 | -0.9571 | -#> |.....................| -1.029 | -0.5904 | -0.6788 | -0.7168 | -#> | U| 458.11744 | 93.76 | -5.836 | -0.9786 | -0.1749 | -#> |.....................| 2.163 | 2.325 | 1.283 | 0.6926 | -#> |.....................| 0.7399 | 1.519 | 1.302 | 1.298 | -#> | X| 458.11744 | 93.76 | 0.002920 | 0.2732 | 0.8395 | -#> |.....................| 8.696 | 2.325 | 1.283 | 0.6926 | -#> |.....................| 0.7399 | 1.519 | 1.302 | 1.298 | -#> | F| Forward Diff. | 1.737 | 0.2262 | 0.2659 | -0.1276 | -#> |.....................| -0.6346 | -0.9458 | 0.5100 | 1.567 | -#> |.....................| -1.640 | 0.3111 | 0.3526 | -0.6225 | -#> | 35| 458.11714 | 0.9972 | -1.436 | -0.8998 | -0.8703 | -#> |.....................| -0.7861 | -0.5260 | -0.7284 | -0.9574 | -#> |.....................| -1.029 | -0.5905 | -0.6789 | -0.7167 | -#> | U| 458.11714 | 93.74 | -5.836 | -0.9786 | -0.1749 | -#> |.....................| 2.163 | 2.325 | 1.283 | 0.6924 | -#> |.....................| 0.7402 | 1.519 | 1.302 | 1.298 | -#> | X| 458.11714 | 93.74 | 0.002920 | 0.2732 | 0.8395 | -#> |.....................| 8.697 | 2.325 | 1.283 | 0.6924 | -#> |.....................| 0.7402 | 1.519 | 1.302 | 1.298 | -#> | F| Forward Diff. | -1.976 | 0.2241 | 0.2491 | -0.1309 | -#> |.....................| -0.6467 | -0.8649 | 0.8521 | 1.757 | -#> |.....................| -1.585 | 0.2641 | 0.3618 | -0.6092 | -#> | 36| 458.11663 | 0.9975 | -1.436 | -0.8998 | -0.8703 | -#> |.....................| -0.7860 | -0.5259 | -0.7285 | -0.9576 | -#> |.....................| -1.028 | -0.5905 | -0.6789 | -0.7166 | -#> | U| 458.11663 | 93.76 | -5.836 | -0.9787 | -0.1749 | -#> |.....................| 2.163 | 2.325 | 1.283 | 0.6923 | -#> |.....................| 0.7404 | 1.518 | 1.301 | 1.298 | -#> | X| 458.11663 | 93.76 | 0.002920 | 0.2732 | 0.8396 | -#> |.....................| 8.698 | 2.325 | 1.283 | 0.6923 | -#> |.....................| 0.7404 | 1.518 | 1.301 | 1.298 | -#> | F| Forward Diff. | 2.001 | 0.2249 | 0.2609 | -0.1271 | -#> |.....................| -0.6310 | -0.8317 | 0.8110 | 1.745 | -#> |.....................| -0.3162 | 0.2564 | 0.3586 | -0.6097 | -#> | 37| 458.11610 | 0.9971 | -1.436 | -0.8999 | -0.8702 | -#> |.....................| -0.7859 | -0.5258 | -0.7286 | -0.9579 | -#> |.....................| -1.028 | -0.5906 | -0.6790 | -0.7165 | -#> | U| 458.1161 | 93.73 | -5.836 | -0.9787 | -0.1749 | -#> |.....................| 2.163 | 2.325 | 1.283 | 0.6920 | -#> |.....................| 0.7404 | 1.518 | 1.301 | 1.298 | -#> | X| 458.1161 | 93.73 | 0.002920 | 0.2732 | 0.8396 | -#> |.....................| 8.699 | 2.325 | 1.283 | 0.6920 | -#> |.....................| 0.7404 | 1.518 | 1.301 | 1.298 | -#> | F| Forward Diff. | -2.471 | 0.2228 | 0.2417 | -0.1310 | -#> |.....................| -0.6447 | -1.605 | 0.009434 | 1.531 | -#> |.....................| -1.615 | 0.2909 | 0.3664 | -0.6093 | -#> | 38| 458.11531 | 0.9974 | -1.436 | -0.8999 | -0.8702 | -#> |.....................| -0.7859 | -0.5256 | -0.7287 | -0.9582 | -#> |.....................| -1.028 | -0.5905 | -0.6791 | -0.7164 | -#> | U| 458.11531 | 93.76 | -5.836 | -0.9788 | -0.1749 | -#> |.....................| 2.163 | 2.326 | 1.283 | 0.6918 | -#> |.....................| 0.7405 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11531 | 93.76 | 0.002919 | 0.2731 | 0.8396 | -#> |.....................| 8.699 | 2.326 | 1.283 | 0.6918 | -#> |.....................| 0.7405 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | 1.540 | 0.2236 | 0.2522 | -0.1268 | -#> |.....................| -0.6308 | -0.9638 | 0.7239 | 1.714 | -#> |.....................| -1.540 | 0.2567 | 0.3599 | -0.5942 | -#> | 39| 458.11496 | 0.9972 | -1.436 | -0.8999 | -0.8702 | -#> |.....................| -0.7858 | -0.5254 | -0.7288 | -0.9585 | -#> |.....................| -1.028 | -0.5906 | -0.6791 | -0.7163 | -#> | U| 458.11496 | 93.74 | -5.836 | -0.9788 | -0.1748 | -#> |.....................| 2.163 | 2.326 | 1.283 | 0.6916 | -#> |.....................| 0.7408 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11496 | 93.74 | 0.002919 | 0.2731 | 0.8396 | -#> |.....................| 8.700 | 2.326 | 1.283 | 0.6916 | -#> |.....................| 0.7408 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | -1.772 | 0.2217 | 0.2376 | -0.1305 | -#> |.....................| -0.6412 | -1.736 | 0.1210 | 1.307 | -#> |.....................| -1.540 | 0.2780 | 0.3483 | -0.5916 | -#> | 40| 458.11458 | 0.9975 | -1.436 | -0.9000 | -0.8702 | -#> |.....................| -0.7857 | -0.5252 | -0.7289 | -0.9587 | -#> |.....................| -1.028 | -0.5906 | -0.6792 | -0.7163 | -#> | U| 458.11458 | 93.76 | -5.836 | -0.9788 | -0.1748 | -#> |.....................| 2.163 | 2.326 | 1.283 | 0.6915 | -#> |.....................| 0.7410 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11458 | 93.76 | 0.002919 | 0.2731 | 0.8396 | -#> |.....................| 8.701 | 2.326 | 1.283 | 0.6915 | -#> |.....................| 0.7410 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | 1.896 | 0.2223 | 0.2476 | -0.1262 | -#> |.....................| -0.6268 | -0.4531 | 0.7600 | 1.698 | -#> |.....................| -1.483 | 0.2984 | 0.3374 | -0.6006 | -#> | 41| 458.11430 | 0.9972 | -1.436 | -0.9000 | -0.8702 | -#> |.....................| -0.7856 | -0.5251 | -0.7290 | -0.9589 | -#> |.....................| -1.027 | -0.5907 | -0.6792 | -0.7162 | -#> | U| 458.1143 | 93.73 | -5.836 | -0.9789 | -0.1748 | -#> |.....................| 2.164 | 2.326 | 1.283 | 0.6913 | -#> |.....................| 0.7412 | 1.518 | 1.301 | 1.299 | -#> | X| 458.1143 | 93.73 | 0.002919 | 0.2731 | 0.8396 | -#> |.....................| 8.702 | 2.326 | 1.283 | 0.6913 | -#> |.....................| 0.7412 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | -2.121 | 0.2201 | 0.2306 | -0.1307 | -#> |.....................| -0.6392 | -0.8820 | 0.4853 | 1.475 | -#> |.....................| -1.568 | 0.2856 | 0.3442 | -0.5942 | -#> | 42| 458.11392 | 0.9975 | -1.437 | -0.9001 | -0.8702 | -#> |.....................| -0.7855 | -0.5250 | -0.7290 | -0.9592 | -#> |.....................| -1.027 | -0.5907 | -0.6793 | -0.7161 | -#> | U| 458.11392 | 93.76 | -5.837 | -0.9789 | -0.1748 | -#> |.....................| 2.164 | 2.326 | 1.283 | 0.6911 | -#> |.....................| 0.7414 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11392 | 93.76 | 0.002919 | 0.2731 | 0.8396 | -#> |.....................| 8.702 | 2.326 | 1.283 | 0.6911 | -#> |.....................| 0.7414 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | 2.218 | 0.2203 | 0.2415 | -0.1269 | -#> |.....................| -0.6242 | -1.700 | -0.1298 | 1.090 | -#> |.....................| 1.097 | -0.4639 | 0.3406 | -0.5940 | -#> | 43| 458.11292 | 0.9972 | -1.437 | -0.9001 | -0.8702 | -#> |.....................| -0.7854 | -0.5247 | -0.7291 | -0.9594 | -#> |.....................| -1.027 | -0.5906 | -0.6794 | -0.7160 | -#> | U| 458.11292 | 93.74 | -5.837 | -0.9790 | -0.1748 | -#> |.....................| 2.164 | 2.326 | 1.283 | 0.6909 | -#> |.....................| 0.7412 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11292 | 93.74 | 0.002919 | 0.2731 | 0.8396 | -#> |.....................| 8.703 | 2.326 | 1.283 | 0.6909 | -#> |.....................| 0.7412 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | -1.114 | 0.2202 | 0.2288 | -0.1307 | -#> |.....................| -0.6328 | -0.7727 | 0.7964 | 1.664 | -#> |.....................| -0.2569 | 0.2827 | 0.3132 | -0.5835 | -#> | 44| 458.11219 | 0.9975 | -1.437 | -0.9002 | -0.8701 | -#> |.....................| -0.7853 | -0.5246 | -0.7293 | -0.9597 | -#> |.....................| -1.027 | -0.5907 | -0.6795 | -0.7158 | -#> | U| 458.11219 | 93.76 | -5.837 | -0.9790 | -0.1748 | -#> |.....................| 2.164 | 2.327 | 1.283 | 0.6907 | -#> |.....................| 0.7413 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11219 | 93.76 | 0.002919 | 0.2731 | 0.8397 | -#> |.....................| 8.704 | 2.327 | 1.283 | 0.6907 | -#> |.....................| 0.7413 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | 1.924 | 0.2207 | 0.2357 | -0.1254 | -#> |.....................| -0.6202 | -0.4451 | 0.8288 | 1.643 | -#> |.....................| -1.561 | 0.2786 | 0.3167 | -0.5797 | -#> | 45| 458.11161 | 0.9972 | -1.437 | -0.9002 | -0.8701 | -#> |.....................| -0.7852 | -0.5246 | -0.7295 | -0.9601 | -#> |.....................| -1.027 | -0.5907 | -0.6795 | -0.7157 | -#> | U| 458.11161 | 93.74 | -5.837 | -0.9791 | -0.1747 | -#> |.....................| 2.164 | 2.327 | 1.283 | 0.6904 | -#> |.....................| 0.7414 | 1.518 | 1.301 | 1.299 | -#> | X| 458.11161 | 93.74 | 0.002918 | 0.2731 | 0.8397 | -#> |.....................| 8.705 | 2.327 | 1.283 | 0.6904 | -#> |.....................| 0.7414 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | -1.221 | 0.2188 | 0.2217 | -0.1291 | -#> |.....................| -0.6301 | -1.629 | 0.1332 | 1.223 | -#> |.....................| -1.491 | 0.2969 | 0.3215 | -0.5516 | -#> | 46| 458.11130 | 0.9974 | -1.437 | -0.9003 | -0.8701 | -#> |.....................| -0.7851 | -0.5243 | -0.7295 | -0.9603 | -#> |.....................| -1.027 | -0.5907 | -0.6796 | -0.7156 | -#> | U| 458.1113 | 93.76 | -5.837 | -0.9791 | -0.1747 | -#> |.....................| 2.164 | 2.327 | 1.283 | 0.6902 | -#> |.....................| 0.7416 | 1.518 | 1.301 | 1.299 | -#> | X| 458.1113 | 93.76 | 0.002918 | 0.2731 | 0.8397 | -#> |.....................| 8.706 | 2.327 | 1.283 | 0.6902 | -#> |.....................| 0.7416 | 1.518 | 1.301 | 1.299 | -#> | F| Forward Diff. | 1.605 | 0.2188 | 0.2279 | -0.1262 | -#> |.....................| -0.6191 | -1.596 | 0.1216 | 1.254 | -#> |.....................| 1.158 | -0.4084 | 0.3005 | -0.5648 | -#> | 47| 458.11059 | 0.9972 | -1.437 | -0.9003 | -0.8701 | -#> |.....................| -0.7850 | -0.5240 | -0.7295 | -0.9605 | -#> |.....................| -1.027 | -0.5906 | -0.6796 | -0.7155 | -#> | U| 458.11059 | 93.73 | -5.837 | -0.9791 | -0.1747 | -#> |.....................| 2.164 | 2.327 | 1.283 | 0.6901 | -#> |.....................| 0.7415 | 1.518 | 1.301 | 1.300 | -#> | X| 458.11059 | 93.73 | 0.002918 | 0.2731 | 0.8397 | -#> |.....................| 8.707 | 2.327 | 1.283 | 0.6901 | -#> |.....................| 0.7415 | 1.518 | 1.301 | 1.300 | -#> | F| Forward Diff. | -2.022 | 0.2179 | 0.2140 | -0.1317 | -#> |.....................| -0.6294 | -0.4112 | 0.8588 | 1.629 | -#> |.....................| -1.524 | 0.3410 | 0.3226 | -0.5400 | -#> | 48| 458.10995 | 0.9975 | -1.437 | -0.9003 | -0.8701 | -#> |.....................| -0.7849 | -0.5239 | -0.7297 | -0.9608 | -#> |.....................| -1.027 | -0.5906 | -0.6797 | -0.7154 | -#> | U| 458.10995 | 93.76 | -5.837 | -0.9792 | -0.1747 | -#> |.....................| 2.164 | 2.327 | 1.283 | 0.6899 | -#> |.....................| 0.7416 | 1.518 | 1.301 | 1.300 | -#> | X| 458.10995 | 93.76 | 0.002918 | 0.2731 | 0.8397 | -#> |.....................| 8.708 | 2.327 | 1.283 | 0.6899 | -#> |.....................| 0.7416 | 1.518 | 1.301 | 1.300 | -#> | F| Forward Diff. | 1.872 | 0.2188 | 0.2245 | -0.1278 | -#> |.....................| -0.6141 | -1.055 | 0.5121 | 1.433 | -#> |.....................| -1.504 | 0.3641 | 0.3235 | -0.5302 | -#> | 49| 458.10978 | 0.9972 | -1.437 | -0.9004 | -0.8700 | -#> |.....................| -0.7848 | -0.5238 | -0.7297 | -0.9610 | -#> |.....................| -1.027 | -0.5907 | -0.6797 | -0.7153 | -#> | U| 458.10978 | 93.73 | -5.837 | -0.9792 | -0.1747 | -#> |.....................| 2.164 | 2.327 | 1.282 | 0.6897 | -#> |.....................| 0.7418 | 1.518 | 1.301 | 1.300 | -#> | X| 458.10978 | 93.73 | 0.002918 | 0.2730 | 0.8397 | -#> |.....................| 8.709 | 2.327 | 1.282 | 0.6897 | -#> |.....................| 0.7418 | 1.518 | 1.301 | 1.300 | -#> | C| Central Diff. | -2.410 | 0.2142 | 0.1743 | -0.1457 | -#> |.....................| -0.6441 | -0.7806 | 0.7426 | 1.188 | -#> |.....................| -0.06181 | -0.3659 | 0.5158 | -0.5913 | -#> | 50| 458.10914 | 0.9975 | -1.437 | -0.9004 | -0.8700 | -#> |.....................| -0.7847 | -0.5236 | -0.7299 | -0.9612 | -#> |.....................| -1.027 | -0.5906 | -0.6798 | -0.7152 | -#> | U| 458.10914 | 93.77 | -5.837 | -0.9792 | -0.1747 | -#> |.....................| 2.164 | 2.327 | 1.282 | 0.6895 | -#> |.....................| 0.7418 | 1.518 | 1.300 | 1.300 | -#> | X| 458.10914 | 93.77 | 0.002918 | 0.2730 | 0.8397 | -#> |.....................| 8.709 | 2.327 | 1.282 | 0.6895 | -#> |.....................| 0.7418 | 1.518 | 1.300 | 1.300 | -#> | F| Forward Diff. | 2.690 | 0.2171 | 0.2203 | -0.1291 | -#> |.....................| -0.6099 | -0.7940 | 0.4528 | 1.377 | -#> |.....................| -1.452 | 0.2831 | 0.2911 | -0.5300 | -#> | 51| 458.10832 | 0.9972 | -1.437 | -0.9004 | -0.8700 | -#> |.....................| -0.7846 | -0.5235 | -0.7300 | -0.9615 | -#> |.....................| -1.027 | -0.5905 | -0.6799 | -0.7151 | -#> | U| 458.10832 | 93.74 | -5.837 | -0.9793 | -0.1747 | -#> |.....................| 2.164 | 2.328 | 1.282 | 0.6893 | -#> |.....................| 0.7418 | 1.518 | 1.300 | 1.300 | -#> | X| 458.10832 | 93.74 | 0.002918 | 0.2730 | 0.8397 | -#> |.....................| 8.710 | 2.328 | 1.282 | 0.6893 | -#> |.....................| 0.7418 | 1.518 | 1.300 | 1.300 | -#> | F| Forward Diff. | -1.386 | 0.2164 | 0.2066 | -0.1317 | -#> |.....................| -0.6210 | -0.6390 | 0.8493 | 1.598 | -#> |.....................| -1.491 | 0.2964 | 0.2278 | -0.4988 | -#> | 52| 458.10801 | 0.9974 | -1.437 | -0.9005 | -0.8700 | -#> |.....................| -0.7845 | -0.5234 | -0.7302 | -0.9618 | -#> |.....................| -1.026 | -0.5906 | -0.6800 | -0.7150 | -#> | U| 458.10801 | 93.76 | -5.837 | -0.9793 | -0.1746 | -#> |.....................| 2.165 | 2.328 | 1.282 | 0.6891 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | X| 458.10801 | 93.76 | 0.002918 | 0.2730 | 0.8398 | -#> |.....................| 8.711 | 2.328 | 1.282 | 0.6891 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | F| Forward Diff. | 1.854 | 0.2167 | 0.2150 | -0.1282 | -#> |.....................| -0.6083 | -0.7461 | 0.7029 | 1.539 | -#> |.....................| -0.1981 | 0.2733 | 0.2717 | -0.5257 | -#> | 53| 458.10765 | 0.9971 | -1.437 | -0.9005 | -0.8700 | -#> |.....................| -0.7844 | -0.5232 | -0.7303 | -0.9621 | -#> |.....................| -1.026 | -0.5906 | -0.6800 | -0.7149 | -#> | U| 458.10765 | 93.73 | -5.837 | -0.9794 | -0.1746 | -#> |.....................| 2.165 | 2.328 | 1.282 | 0.6889 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | X| 458.10765 | 93.73 | 0.002917 | 0.2730 | 0.8398 | -#> |.....................| 8.712 | 2.328 | 1.282 | 0.6889 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | F| Forward Diff. | -2.678 | 0.2148 | 0.1964 | -0.1329 | -#> |.....................| -0.6222 | -0.7140 | 0.5004 | 1.353 | -#> |.....................| -0.2647 | 0.3470 | 0.3026 | -0.5041 | -#> | 54| 458.10677 | 0.9974 | -1.437 | -0.9006 | -0.8700 | -#> |.....................| -0.7843 | -0.5231 | -0.7305 | -0.9624 | -#> |.....................| -1.026 | -0.5907 | -0.6801 | -0.7148 | -#> | U| 458.10677 | 93.76 | -5.837 | -0.9794 | -0.1746 | -#> |.....................| 2.165 | 2.328 | 1.282 | 0.6887 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | X| 458.10677 | 93.76 | 0.002917 | 0.2730 | 0.8398 | -#> |.....................| 8.713 | 2.328 | 1.282 | 0.6887 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | F| Forward Diff. | 1.911 | 0.2164 | 0.2105 | -0.1281 | -#> |.....................| -0.6034 | -0.7920 | 0.6471 | 1.488 | -#> |.....................| -0.2445 | 0.2110 | 0.2380 | -0.4469 | -#> | 55| 458.10609 | 0.9972 | -1.437 | -0.9006 | -0.8700 | -#> |.....................| -0.7842 | -0.5230 | -0.7306 | -0.9627 | -#> |.....................| -1.026 | -0.5907 | -0.6801 | -0.7147 | -#> | U| 458.10609 | 93.74 | -5.837 | -0.9794 | -0.1746 | -#> |.....................| 2.165 | 2.328 | 1.282 | 0.6884 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | X| 458.10609 | 93.74 | 0.002917 | 0.2730 | 0.8398 | -#> |.....................| 8.714 | 2.328 | 1.282 | 0.6884 | -#> |.....................| 0.7421 | 1.518 | 1.300 | 1.300 | -#> | F| Forward Diff. | -1.589 | 0.2148 | 0.1951 | -0.1322 | -#> |.....................| -0.6145 | -0.8575 | 0.5942 | 1.427 | -#> |.....................| -1.492 | 0.2699 | 0.1872 | -0.4796 | -#> | 56| 458.10567 | 0.9974 | -1.437 | -0.9006 | -0.8699 | -#> |.....................| -0.7841 | -0.5228 | -0.7308 | -0.9630 | -#> |.....................| -1.026 | -0.5907 | -0.6801 | -0.7146 | -#> | U| 458.10567 | 93.76 | -5.837 | -0.9795 | -0.1746 | -#> |.....................| 2.165 | 2.328 | 1.282 | 0.6882 | -#> |.....................| 0.7422 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10567 | 93.76 | 0.002917 | 0.2730 | 0.8398 | -#> |.....................| 8.715 | 2.328 | 1.282 | 0.6882 | -#> |.....................| 0.7422 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | 1.760 | 0.2153 | 0.2043 | -0.1283 | -#> |.....................| -0.6005 | -0.7529 | 0.6292 | 1.454 | -#> |.....................| -0.2107 | 0.2534 | 0.2280 | -0.4318 | -#> | 57| 458.10540 | 0.9971 | -1.437 | -0.9007 | -0.8699 | -#> |.....................| -0.7840 | -0.5227 | -0.7309 | -0.9633 | -#> |.....................| -1.026 | -0.5907 | -0.6801 | -0.7146 | -#> | U| 458.1054 | 93.73 | -5.837 | -0.9795 | -0.1745 | -#> |.....................| 2.165 | 2.328 | 1.282 | 0.6880 | -#> |.....................| 0.7423 | 1.518 | 1.300 | 1.301 | -#> | X| 458.1054 | 93.73 | 0.002917 | 0.2730 | 0.8398 | -#> |.....................| 8.716 | 2.328 | 1.282 | 0.6880 | -#> |.....................| 0.7423 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | -2.789 | 0.2130 | 0.1850 | -0.1339 | -#> |.....................| -0.6160 | -0.6903 | 0.7130 | 1.481 | -#> |.....................| -0.1975 | 0.2824 | 0.2646 | -0.4868 | -#> | 58| 458.10444 | 0.9974 | -1.437 | -0.9007 | -0.8699 | -#> |.....................| -0.7839 | -0.5226 | -0.7311 | -0.9636 | -#> |.....................| -1.026 | -0.5907 | -0.6801 | -0.7145 | -#> | U| 458.10444 | 93.76 | -5.837 | -0.9796 | -0.1745 | -#> |.....................| 2.165 | 2.329 | 1.282 | 0.6878 | -#> |.....................| 0.7423 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10444 | 93.76 | 0.002916 | 0.2730 | 0.8398 | -#> |.....................| 8.717 | 2.329 | 1.282 | 0.6878 | -#> |.....................| 0.7423 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | 1.285 | 0.2143 | 0.1972 | -0.1290 | -#> |.....................| -0.5987 | -0.7355 | 0.6064 | 1.421 | -#> |.....................| -1.460 | 0.2526 | 0.2188 | -0.4206 | -#> | 59| 458.10435 | 0.9972 | -1.437 | -0.9008 | -0.8699 | -#> |.....................| -0.7838 | -0.5224 | -0.7312 | -0.9638 | -#> |.....................| -1.026 | -0.5908 | -0.6802 | -0.7144 | -#> | U| 458.10435 | 93.73 | -5.837 | -0.9796 | -0.1745 | -#> |.....................| 2.165 | 2.329 | 1.282 | 0.6876 | -#> |.....................| 0.7425 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10435 | 93.73 | 0.002916 | 0.2730 | 0.8399 | -#> |.....................| 8.718 | 2.329 | 1.282 | 0.6876 | -#> |.....................| 0.7425 | 1.518 | 1.300 | 1.301 | -#> | C| Central Diff. | -2.184 | 0.2097 | 0.1486 | -0.1446 | -#> |.....................| -0.6255 | -0.7028 | 0.6444 | 1.495 | -#> |.....................| -1.416 | 0.3010 | 0.4942 | -0.5303 | -#> | 60| 458.10393 | 0.9975 | -1.438 | -0.9008 | -0.8699 | -#> |.....................| -0.7837 | -0.5223 | -0.7313 | -0.9641 | -#> |.....................| -1.026 | -0.5908 | -0.6802 | -0.7143 | -#> | U| 458.10393 | 93.76 | -5.838 | -0.9796 | -0.1745 | -#> |.....................| 2.165 | 2.329 | 1.282 | 0.6873 | -#> |.....................| 0.7426 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10393 | 93.76 | 0.002916 | 0.2730 | 0.8399 | -#> |.....................| 8.718 | 2.329 | 1.282 | 0.6873 | -#> |.....................| 0.7426 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | 2.045 | 0.2119 | 0.1940 | -0.1305 | -#> |.....................| -0.5955 | -0.7252 | 0.6285 | 1.413 | -#> |.....................| -0.2070 | 0.2194 | 0.2208 | -0.3980 | -#> | 61| 458.10364 | 0.9971 | -1.438 | -0.9008 | -0.8699 | -#> |.....................| -0.7836 | -0.5222 | -0.7314 | -0.9644 | -#> |.....................| -1.026 | -0.5908 | -0.6803 | -0.7142 | -#> | U| 458.10364 | 93.73 | -5.838 | -0.9796 | -0.1745 | -#> |.....................| 2.166 | 2.329 | 1.281 | 0.6871 | -#> |.....................| 0.7427 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10364 | 93.73 | 0.002916 | 0.2730 | 0.8399 | -#> |.....................| 8.719 | 2.329 | 1.281 | 0.6871 | -#> |.....................| 0.7427 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | -2.727 | 0.2108 | 0.1771 | -0.1339 | -#> |.....................| -0.6094 | -0.7304 | 0.6317 | 1.376 | -#> |.....................| -1.443 | 0.2644 | 0.2580 | -0.4629 | -#> | 62| 458.10286 | 0.9974 | -1.438 | -0.9008 | -0.8699 | -#> |.....................| -0.7835 | -0.5221 | -0.7316 | -0.9647 | -#> |.....................| -1.026 | -0.5908 | -0.6803 | -0.7141 | -#> | U| 458.10286 | 93.75 | -5.838 | -0.9796 | -0.1745 | -#> |.....................| 2.166 | 2.329 | 1.281 | 0.6869 | -#> |.....................| 0.7427 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10286 | 93.75 | 0.002915 | 0.2730 | 0.8399 | -#> |.....................| 8.720 | 2.329 | 1.281 | 0.6869 | -#> |.....................| 0.7427 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | 1.225 | 0.2118 | 0.1898 | -0.1294 | -#> |.....................| -0.5932 | -0.6493 | 0.6517 | 1.411 | -#> |.....................| -0.1402 | 0.3233 | 0.2428 | -0.3732 | -#> | 63| 458.10253 | 0.9971 | -1.438 | -0.9009 | -0.8698 | -#> |.....................| -0.7834 | -0.5219 | -0.7318 | -0.9650 | -#> |.....................| -1.026 | -0.5909 | -0.6803 | -0.7141 | -#> | U| 458.10253 | 93.73 | -5.838 | -0.9797 | -0.1745 | -#> |.....................| 2.166 | 2.329 | 1.281 | 0.6867 | -#> |.....................| 0.7428 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10253 | 93.73 | 0.002915 | 0.2730 | 0.8399 | -#> |.....................| 8.721 | 2.329 | 1.281 | 0.6867 | -#> |.....................| 0.7428 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | -2.449 | 0.2099 | 0.1736 | -0.1338 | -#> |.....................| -0.6049 | -0.7015 | 0.6330 | 1.384 | -#> |.....................| -0.1863 | 0.2615 | 0.2563 | -0.4532 | -#> | 64| 458.10167 | 0.9974 | -1.438 | -0.9009 | -0.8698 | -#> |.....................| -0.7832 | -0.5218 | -0.7320 | -0.9653 | -#> |.....................| -1.026 | -0.5909 | -0.6804 | -0.7140 | -#> | U| 458.10167 | 93.76 | -5.838 | -0.9797 | -0.1744 | -#> |.....................| 2.166 | 2.329 | 1.281 | 0.6864 | -#> |.....................| 0.7427 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10167 | 93.76 | 0.002915 | 0.2729 | 0.8399 | -#> |.....................| 8.722 | 2.329 | 1.281 | 0.6864 | -#> |.....................| 0.7427 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | 1.422 | 0.2110 | 0.1849 | -0.1293 | -#> |.....................| -0.5889 | -0.5964 | 0.6731 | 1.405 | -#> |.....................| -0.1535 | 0.3114 | 0.2496 | -0.4521 | -#> | 65| 458.10133 | 0.9971 | -1.438 | -0.9009 | -0.8698 | -#> |.....................| -0.7831 | -0.5217 | -0.7321 | -0.9657 | -#> |.....................| -1.026 | -0.5909 | -0.6804 | -0.7139 | -#> | U| 458.10133 | 93.73 | -5.838 | -0.9798 | -0.1744 | -#> |.....................| 2.166 | 2.329 | 1.281 | 0.6862 | -#> |.....................| 0.7428 | 1.518 | 1.300 | 1.301 | -#> | X| 458.10133 | 93.73 | 0.002915 | 0.2729 | 0.8400 | -#> |.....................| 8.723 | 2.329 | 1.281 | 0.6862 | -#> |.....................| 0.7428 | 1.518 | 1.300 | 1.301 | -#> | F| Forward Diff. | -2.461 | 0.2094 | 0.1688 | -0.1332 | -#> |.....................| -0.6003 | -0.7109 | 0.5914 | 1.349 | -#> |.....................| -1.404 | 0.2951 | 0.2552 | -0.4331 | -#> | 66| 458.10059 | 0.9974 | -1.438 | -0.9009 | -0.8698 | -#> |.....................| -0.7830 | -0.5215 | -0.7323 | -0.9660 | -#> |.....................| -1.026 | -0.5909 | -0.6804 | -0.7138 | -#> | U| 458.10059 | 93.75 | -5.838 | -0.9798 | -0.1744 | -#> |.....................| 2.166 | 2.330 | 1.281 | 0.6860 | -#> |.....................| 0.7428 | 1.518 | 1.300 | 1.302 | -#> | X| 458.10059 | 93.75 | 0.002915 | 0.2729 | 0.8400 | -#> |.....................| 8.724 | 2.330 | 1.281 | 0.6860 | -#> |.....................| 0.7428 | 1.518 | 1.300 | 1.302 | -#> | F| Forward Diff. | 1.228 | 0.2101 | 0.1802 | -0.1294 | -#> |.....................| -0.5857 | -0.2287 | 0.9339 | 1.558 | -#> |.....................| -1.376 | 0.3488 | 0.2665 | -0.4324 | -#> | 67| 458.10050 | 0.9972 | -1.438 | -0.9010 | -0.8697 | -#> |.....................| -0.7829 | -0.5215 | -0.7325 | -0.9663 | -#> |.....................| -1.025 | -0.5910 | -0.6804 | -0.7137 | -#> | U| 458.1005 | 93.73 | -5.838 | -0.9798 | -0.1744 | -#> |.....................| 2.166 | 2.330 | 1.281 | 0.6857 | -#> |.....................| 0.7430 | 1.518 | 1.300 | 1.302 | -#> | X| 458.1005 | 93.73 | 0.002915 | 0.2729 | 0.8400 | -#> |.....................| 8.725 | 2.330 | 1.281 | 0.6857 | -#> |.....................| 0.7430 | 1.518 | 1.300 | 1.302 | -#> | C| Central Diff. | -2.045 | 0.2058 | 0.1327 | -0.1461 | -#> |.....................| -0.6105 | -0.6040 | 0.6130 | 0.9518 | -#> |.....................| 0.01902 | 0.3702 | 0.4676 | -0.4886 | -#> | 68| 458.10013 | 0.9974 | -1.438 | -0.9010 | -0.8697 | -#> |.....................| -0.7829 | -0.5214 | -0.7325 | -0.9664 | -#> |.....................| -1.025 | -0.5910 | -0.6805 | -0.7136 | -#> | U| 458.10013 | 93.75 | -5.838 | -0.9798 | -0.1744 | -#> |.....................| 2.166 | 2.330 | 1.281 | 0.6857 | -#> |.....................| 0.7430 | 1.518 | 1.300 | 1.302 | -#> | X| 458.10013 | 93.75 | 0.002914 | 0.2729 | 0.8400 | -#> |.....................| 8.725 | 2.330 | 1.281 | 0.6857 | -#> |.....................| 0.7430 | 1.518 | 1.300 | 1.302 | -#> | F| Forward Diff. | 0.8557 | 0.2088 | 0.1747 | -0.1300 | -#> |.....................| -0.5847 | -0.2393 | 0.9114 | 1.536 | -#> |.....................| -1.367 | 0.3016 | 0.2557 | -0.4123 | -#> | 69| 458.10002 | 0.9973 | -1.438 | -0.9010 | -0.8697 | -#> |.....................| -0.7828 | -0.5214 | -0.7326 | -0.9665 | -#> |.....................| -1.025 | -0.5911 | -0.6805 | -0.7136 | -#> | U| 458.10002 | 93.74 | -5.838 | -0.9798 | -0.1744 | -#> |.....................| 2.166 | 2.330 | 1.281 | 0.6856 | -#> |.....................| 0.7432 | 1.518 | 1.300 | 1.302 | -#> | X| 458.10002 | 93.74 | 0.002914 | 0.2729 | 0.8400 | -#> |.....................| 8.726 | 2.330 | 1.281 | 0.6856 | -#> |.....................| 0.7432 | 1.518 | 1.300 | 1.302 | -#> | C| Central Diff. | -0.5131 | 0.2058 | 0.1358 | -0.1441 | -#> |.....................| -0.6029 | -0.6262 | 0.5998 | 1.158 | -#> |.....................| -1.373 | 0.3470 | 0.4566 | -0.4872 | -#> | 70| 458.09992 | 0.9973 | -1.438 | -0.9010 | -0.8697 | -#> |.....................| -0.7827 | -0.5214 | -0.7327 | -0.9666 | -#> |.....................| -1.025 | -0.5911 | -0.6806 | -0.7135 | -#> | U| 458.09992 | 93.75 | -5.838 | -0.9799 | -0.1743 | -#> |.....................| 2.166 | 2.330 | 1.281 | 0.6855 | -#> |.....................| 0.7433 | 1.518 | 1.300 | 1.302 | -#> | X| 458.09992 | 93.75 | 0.002914 | 0.2729 | 0.8400 | -#> |.....................| 8.726 | 2.330 | 1.281 | 0.6855 | -#> |.....................| 0.7433 | 1.518 | 1.300 | 1.302 | -#> | C| Central Diff. | 0.2584 | 0.2056 | 0.1371 | -0.1438 | -#> |.....................| -0.5991 | -0.6198 | 0.6082 | 0.9676 | -#> |.....................| 1.295 | 0.3221 | 0.4533 | -0.4750 | -#> | 71| 458.09944 | 0.9973 | -1.438 | -0.9010 | -0.8697 | -#> |.....................| -0.7827 | -0.5213 | -0.7328 | -0.9668 | -#> |.....................| -1.025 | -0.5911 | -0.6806 | -0.7135 | -#> | U| 458.09944 | 93.75 | -5.838 | -0.9799 | -0.1743 | -#> |.....................| 2.166 | 2.330 | 1.281 | 0.6854 | -#> |.....................| 0.7431 | 1.518 | 1.300 | 1.302 | -#> | X| 458.09944 | 93.75 | 0.002914 | 0.2729 | 0.8400 | -#> |.....................| 8.727 | 2.330 | 1.281 | 0.6854 | -#> |.....................| 0.7431 | 1.518 | 1.300 | 1.302 | -#> | 72| 458.09825 | 0.9974 | -1.438 | -0.9011 | -0.8697 | -#> |.....................| -0.7824 | -0.5210 | -0.7332 | -0.9672 | -#> |.....................| -1.025 | -0.5911 | -0.6808 | -0.7131 | -#> | U| 458.09825 | 93.76 | -5.838 | -0.9799 | -0.1743 | -#> |.....................| 2.167 | 2.330 | 1.280 | 0.6851 | -#> |.....................| 0.7430 | 1.518 | 1.299 | 1.302 | -#> | X| 458.09825 | 93.76 | 0.002914 | 0.2729 | 0.8401 | -#> |.....................| 8.729 | 2.330 | 1.280 | 0.6851 | -#> |.....................| 0.7430 | 1.518 | 1.299 | 1.302 | -#> | 73| 458.09793 | 0.9981 | -1.438 | -0.9013 | -0.8695 | -#> |.....................| -0.7815 | -0.5202 | -0.7349 | -0.9686 | -#> |.....................| -1.026 | -0.5909 | -0.6812 | -0.7117 | -#> | U| 458.09793 | 93.82 | -5.838 | -0.9801 | -0.1741 | -#> |.....................| 2.168 | 2.331 | 1.279 | 0.6840 | -#> |.....................| 0.7428 | 1.518 | 1.299 | 1.304 | -#> | X| 458.09793 | 93.82 | 0.002913 | 0.2729 | 0.8402 | -#> |.....................| 8.737 | 2.331 | 1.279 | 0.6840 | -#> |.....................| 0.7428 | 1.518 | 1.299 | 1.304 | -#> | F| Forward Diff. | 10.76 | 0.2116 | 0.1923 | -0.1162 | -#> |.....................| -0.5255 | -0.5796 | 0.3777 | 1.210 | -#> |.....................| -1.409 | 0.2855 | 0.1875 | -0.3085 | -#> | 74| 458.08987 | 0.9971 | -1.438 | -0.9013 | -0.8695 | -#> |.....................| -0.7808 | -0.5187 | -0.7369 | -0.9692 | -#> |.....................| -1.026 | -0.5907 | -0.6832 | -0.7095 | -#> | U| 458.08987 | 93.72 | -5.838 | -0.9802 | -0.1741 | -#> |.....................| 2.168 | 2.332 | 1.278 | 0.6836 | -#> |.....................| 0.7427 | 1.518 | 1.297 | 1.306 | -#> | X| 458.08987 | 93.72 | 0.002914 | 0.2729 | 0.8402 | -#> |.....................| 8.743 | 2.332 | 1.278 | 0.6836 | -#> |.....................| 0.7427 | 1.518 | 1.297 | 1.306 | -#> | F| Forward Diff. | -2.512 | 0.2078 | 0.1434 | -0.1372 | -#> |.....................| -0.5667 | -0.8061 | 0.1467 | 1.033 | -#> |.....................| 1.202 | -0.4065 | 0.09417 | -0.1935 | -#> | 75| 458.08564 | 0.9973 | -1.438 | -0.9016 | -0.8695 | -#> |.....................| -0.7801 | -0.5170 | -0.7384 | -0.9704 | -#> |.....................| -1.026 | -0.5898 | -0.6859 | -0.7082 | -#> | U| 458.08564 | 93.74 | -5.838 | -0.9804 | -0.1741 | -#> |.....................| 2.169 | 2.334 | 1.277 | 0.6827 | -#> |.....................| 0.7424 | 1.519 | 1.294 | 1.308 | -#> | X| 458.08564 | 93.74 | 0.002914 | 0.2728 | 0.8402 | -#> |.....................| 8.749 | 2.334 | 1.277 | 0.6827 | -#> |.....................| 0.7424 | 1.519 | 1.294 | 1.308 | -#> | 76| 458.08078 | 0.9972 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7788 | -0.5136 | -0.7416 | -0.9727 | -#> |.....................| -1.027 | -0.5879 | -0.6916 | -0.7053 | -#> | U| 458.08078 | 93.73 | -5.838 | -0.9809 | -0.1742 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6809 | -#> |.....................| 0.7420 | 1.522 | 1.288 | 1.311 | -#> | X| 458.08078 | 93.73 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.761 | 2.338 | 1.275 | 0.6809 | -#> |.....................| 0.7420 | 1.522 | 1.288 | 1.311 | -#> | F| Forward Diff. | -0.8456 | 0.2109 | 0.1052 | -0.1453 | -#> |.....................| -0.5381 | -0.2225 | -0.1274 | 0.8336 | -#> |.....................| -0.2653 | 0.4698 | -0.4321 | 0.07917 | -#> | 77| 458.08109 | 0.9983 | -1.445 | -0.9066 | -0.8702 | -#> |.....................| -0.7727 | -0.5143 | -0.7362 | -0.9770 | -#> |.....................| -1.027 | -0.5885 | -0.6915 | -0.7058 | -#> | U| 458.08109 | 93.84 | -5.845 | -0.9853 | -0.1748 | -#> |.....................| 2.176 | 2.337 | 1.279 | 0.6777 | -#> |.....................| 0.7418 | 1.521 | 1.288 | 1.310 | -#> | X| 458.08109 | 93.84 | 0.002894 | 0.2718 | 0.8396 | -#> |.....................| 8.815 | 2.337 | 1.279 | 0.6777 | -#> |.....................| 0.7418 | 1.521 | 1.288 | 1.310 | -#> | 78| 458.08775 | 0.9985 | -1.441 | -0.9040 | -0.8696 | -#> |.....................| -0.7757 | -0.5136 | -0.7393 | -0.9753 | -#> |.....................| -1.026 | -0.5887 | -0.6911 | -0.7056 | -#> | U| 458.08775 | 93.86 | -5.841 | -0.9828 | -0.1743 | -#> |.....................| 2.173 | 2.338 | 1.277 | 0.6789 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08775 | 93.86 | 0.002906 | 0.2723 | 0.8401 | -#> |.....................| 8.788 | 2.338 | 1.277 | 0.6789 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | 79| 458.08407 | 0.9980 | -1.438 | -0.9022 | -0.8694 | -#> |.....................| -0.7783 | -0.5133 | -0.7415 | -0.9736 | -#> |.....................| -1.026 | -0.5884 | -0.6912 | -0.7054 | -#> | U| 458.08407 | 93.81 | -5.838 | -0.9810 | -0.1740 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6802 | -#> |.....................| 0.7422 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08407 | 93.81 | 0.002915 | 0.2727 | 0.8403 | -#> |.....................| 8.766 | 2.338 | 1.275 | 0.6802 | -#> |.....................| 0.7422 | 1.521 | 1.288 | 1.311 | -#> | 80| 458.08069 | 0.9973 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7787 | -0.5135 | -0.7416 | -0.9729 | -#> |.....................| -1.026 | -0.5880 | -0.6915 | -0.7053 | -#> | U| 458.08069 | 93.75 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08069 | 93.75 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.762 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | F| Forward Diff. | 1.424 | 0.2112 | 0.1114 | -0.1426 | -#> |.....................| -0.5267 | -0.3290 | -0.02249 | 0.9218 | -#> |.....................| -1.516 | 0.4273 | -0.4325 | 0.09748 | -#> | 81| 458.08076 | 0.9972 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7786 | -0.5134 | -0.7416 | -0.9730 | -#> |.....................| -1.026 | -0.5880 | -0.6914 | -0.7055 | -#> | U| 458.08076 | 93.74 | -5.838 | -0.9810 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08076 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.763 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | 82| 458.08078 | 0.9973 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7787 | -0.5135 | -0.7416 | -0.9730 | -#> |.....................| -1.026 | -0.5880 | -0.6915 | -0.7053 | -#> | U| 458.08078 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08078 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.762 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | 83| 458.08068 | 0.9973 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7787 | -0.5135 | -0.7416 | -0.9729 | -#> |.....................| -1.026 | -0.5880 | -0.6915 | -0.7053 | -#> | U| 458.08068 | 93.75 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08068 | 93.75 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.762 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.7458 | 0.2086 | 0.07146 | -0.1568 | -#> |.....................| -0.5453 | -0.1723 | 0.1066 | 0.6006 | -#> |.....................| -0.05957 | 0.1717 | -0.3314 | 0.06442 | -#> | 84| 458.08065 | 0.9973 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7787 | -0.5135 | -0.7416 | -0.9729 | -#> |.....................| -1.026 | -0.5880 | -0.6915 | -0.7053 | -#> | U| 458.08065 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08065 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.762 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.5271 | 0.2085 | 0.07055 | -0.1570 | -#> |.....................| -0.5454 | -0.3138 | 0.09492 | 0.7765 | -#> |.....................| 1.192 | 0.4934 | -0.3382 | 0.1071 | -#> | 85| 458.08062 | 0.9973 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7786 | -0.5135 | -0.7416 | -0.9730 | -#> |.....................| -1.026 | -0.5880 | -0.6915 | -0.7054 | -#> | U| 458.08062 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08062 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.762 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7420 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.1077 | 0.2083 | 0.06880 | -0.1572 | -#> |.....................| -0.5469 | -0.1727 | 0.1219 | 0.9565 | -#> |.....................| -1.457 | 0.5128 | -0.3399 | 0.1022 | -#> | 86| 458.08061 | 0.9972 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7786 | -0.5135 | -0.7416 | -0.9730 | -#> |.....................| -1.026 | -0.5881 | -0.6914 | -0.7054 | -#> | U| 458.08061 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.170 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08061 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.763 | 2.338 | 1.275 | 0.6807 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | -0.6930 | 0.2078 | 0.06712 | -0.1577 | -#> |.....................| -0.5484 | -0.1767 | 0.1148 | 0.9863 | -#> |.....................| -0.2038 | 0.5855 | -0.3296 | 0.1002 | -#> | 87| 458.08058 | 0.9972 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7786 | -0.5135 | -0.7416 | -0.9731 | -#> |.....................| -1.026 | -0.5881 | -0.6914 | -0.7054 | -#> | U| 458.08058 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6806 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08058 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.763 | 2.338 | 1.275 | 0.6806 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | -0.3701 | 0.2079 | 0.06808 | -0.1573 | -#> |.....................| -0.5470 | -0.1729 | 0.005725 | 0.9526 | -#> |.....................| -1.465 | 0.5101 | -0.1466 | -0.02770 | -#> | 88| 458.08052 | 0.9973 | -1.438 | -0.9021 | -0.8695 | -#> |.....................| -0.7785 | -0.5135 | -0.7416 | -0.9731 | -#> |.....................| -1.026 | -0.5881 | -0.6914 | -0.7053 | -#> | U| 458.08052 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6806 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08052 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.763 | 2.338 | 1.275 | 0.6806 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.2062 | 0.2080 | 0.06837 | -0.1566 | -#> |.....................| -0.5439 | -0.1704 | 0.09858 | 0.5928 | -#> |.....................| -0.05984 | 0.5131 | -0.3447 | 0.06046 | -#> | 89| 458.08047 | 0.9972 | -1.438 | -0.9021 | -0.8694 | -#> |.....................| -0.7785 | -0.5134 | -0.7416 | -0.9732 | -#> |.....................| -1.026 | -0.5882 | -0.6914 | -0.7054 | -#> | U| 458.08047 | 93.74 | -5.838 | -0.9809 | -0.1741 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6805 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08047 | 93.74 | 0.002915 | 0.2727 | 0.8402 | -#> |.....................| 8.764 | 2.338 | 1.275 | 0.6805 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | -0.06148 | 0.2077 | 0.06828 | -0.1566 | -#> |.....................| -0.5434 | -0.1748 | 0.1045 | 0.7316 | -#> |.....................| -0.7607 | 0.4924 | -0.3350 | 0.1046 | -#> | 90| 458.08041 | 0.9972 | -1.438 | -0.9021 | -0.8694 | -#> |.....................| -0.7784 | -0.5134 | -0.7417 | -0.9733 | -#> |.....................| -1.026 | -0.5883 | -0.6913 | -0.7054 | -#> | U| 458.08041 | 93.74 | -5.838 | -0.9810 | -0.1740 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6804 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08041 | 93.74 | 0.002915 | 0.2727 | 0.8403 | -#> |.....................| 8.765 | 2.338 | 1.275 | 0.6804 | -#> |.....................| 0.7421 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | -0.5076 | 0.2073 | 0.06528 | -0.1564 | -#> |.....................| -0.5454 | -0.1802 | 0.1061 | 0.9740 | -#> |.....................| -0.1992 | 0.5430 | -0.2714 | 0.1031 | -#> | 91| 458.08026 | 0.9972 | -1.438 | -0.9022 | -0.8694 | -#> |.....................| -0.7782 | -0.5133 | -0.7417 | -0.9736 | -#> |.....................| -1.026 | -0.5884 | -0.6912 | -0.7055 | -#> | U| 458.08026 | 93.74 | -5.838 | -0.9810 | -0.1740 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6802 | -#> |.....................| 0.7422 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08026 | 93.74 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.766 | 2.338 | 1.275 | 0.6802 | -#> |.....................| 0.7422 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | -0.3779 | 0.2092 | 0.07455 | -0.1547 | -#> |.....................| -0.5349 | 0.4172 | -0.5362 | 0.7903 | -#> |.....................| -1.451 | 0.5182 | -0.2163 | -0.4361 | -#> | 92| 458.08039 | 0.9975 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7778 | -0.5133 | -0.7416 | -0.9742 | -#> |.....................| -1.026 | -0.5887 | -0.6910 | -0.7056 | -#> | U| 458.08039 | 93.76 | -5.838 | -0.9811 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6798 | -#> |.....................| 0.7424 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08039 | 93.76 | 0.002914 | 0.2727 | 0.8404 | -#> |.....................| 8.769 | 2.338 | 1.275 | 0.6798 | -#> |.....................| 0.7424 | 1.521 | 1.288 | 1.311 | -#> | 93| 458.08025 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08025 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08025 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 1.019 | 0.2066 | 0.06601 | -0.1530 | -#> |.....................| -0.5270 | -0.1637 | 0.1163 | 0.9184 | -#> |.....................| -1.439 | 0.4715 | -0.2217 | 0.03756 | -#> | 94| 458.08029 | 0.9972 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08029 | 93.74 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7424 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08029 | 93.74 | 0.002914 | 0.2727 | 0.8404 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7424 | 1.521 | 1.288 | 1.311 | -#> | 95| 458.08025 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08025 | 93.74 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7424 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08025 | 93.74 | 0.002914 | 0.2727 | 0.8404 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7424 | 1.521 | 1.288 | 1.311 | -#> | 96| 458.08029 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08029 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08029 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 97| 458.08024 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08024 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08024 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.9275 | 0.2065 | 0.06562 | -0.1530 | -#> |.....................| -0.5278 | -0.1682 | 0.1168 | 0.9523 | -#> |.....................| -0.1838 | 0.4888 | -0.3154 | 0.09539 | -#> | 98| 458.08024 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08024 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08024 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.8715 | 0.2065 | 0.06540 | -0.1531 | -#> |.....................| -0.5308 | -0.07756 | 0.1164 | 0.5595 | -#> |.....................| -0.04465 | -0.2577 | -0.3240 | 0.1066 | -#> | 99| 458.08023 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08023 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08023 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 100| 458.08013 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08013 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08013 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | C| Central Diff. | 0.7255 | 0.2064 | 0.06482 | -0.1531 | -#> |.....................| -0.5283 | -0.1617 | 0.1081 | 0.9192 | -#> |.....................| -1.441 | 0.4906 | -0.2900 | 0.1161 | -#> | 101| 458.08017 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5885 | -0.6911 | -0.7055 | -#> | U| 458.08017 | 93.74 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08017 | 93.74 | 0.002914 | 0.2727 | 0.8404 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 102| 458.08021 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08021 | 93.74 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08021 | 93.74 | 0.002914 | 0.2727 | 0.8404 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 103| 458.08029 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08029 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08029 | 93.75 | 0.002914 | 0.2727 | 0.8404 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 104| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 105| 458.08033 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08033 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08033 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 106| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 107| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 108| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 109| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 110| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 111| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | 112| 458.08032 | 0.9973 | -1.438 | -0.9022 | -0.8693 | -#> |.....................| -0.7780 | -0.5133 | -0.7416 | -0.9739 | -#> |.....................| -1.026 | -0.5886 | -0.6911 | -0.7055 | -#> | U| 458.08032 | 93.75 | -5.838 | -0.9810 | -0.1739 | -#> |.....................| 2.171 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> | X| 458.08032 | 93.75 | 0.002914 | 0.2727 | 0.8403 | -#> |.....................| 8.768 | 2.338 | 1.275 | 0.6800 | -#> |.....................| 0.7423 | 1.521 | 1.288 | 1.311 | -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    f_nlmixr_dfop_sfo_saem_obs <- nlmixr(f_mmkin_obs["DFOP-SFO", ], est = "saem") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>
    #> → generate SAEM model
    #> ✔ done
    #> 1: 93.0952 -5.6337 -1.8988 -4.1294 -1.2035 0.1038 5.2152 1.6150 1.0450 2.6377 0.5035 0.5225 20.0768 11.4566 -#> 2: 93.1464 -5.6948 -1.8729 -4.2029 -1.1302 0.1295 5.5478 1.5342 0.9927 2.5059 0.4783 0.5147 11.2089 8.1577 -#> 3: 93.1719 -5.7029 -1.8810 -4.2024 -1.0686 0.1063 5.2764 1.5217 0.9431 2.3806 0.4544 0.5587 9.3753 5.7166 -#> 4: 92.8647 -5.8139 -1.8979 -4.1992 -1.0168 0.1122 5.4892 1.7893 0.8960 2.2615 0.4317 0.5307 9.4134 4.7166 -#> 5: 92.7759 -5.8627 -1.8873 -4.1402 -1.0347 0.1243 6.2028 2.1819 0.8795 2.1485 0.4101 0.5042 9.5964 4.7340 -#> 6: 92.8080 -5.8954 -1.9186 -4.1772 -0.9727 0.1311 5.8926 2.0728 0.8633 2.0410 0.3896 0.4790 8.7334 4.1957 -#> 7: 92.9042 -5.9034 -1.9603 -4.1854 -0.9717 0.1630 5.5980 2.2068 0.8672 1.9390 0.3701 0.4550 8.7213 3.3409 -#> 8: 92.9302 -5.8545 -1.9240 -4.2343 -0.9748 0.1686 5.3181 2.3934 0.8239 1.9533 0.3516 0.4323 7.6950 2.9174 -#> 9: 92.9518 -5.5561 -1.9734 -4.1856 -0.9322 0.2129 5.0522 2.2738 0.7830 2.0138 0.3340 0.4689 7.9230 2.1930 -#> 10: 93.0672 -5.5564 -1.9633 -4.1456 -0.9343 0.2049 4.7996 2.1601 0.7438 2.0517 0.3173 0.4771 8.0644 2.0682 -#> 11: 92.6849 -5.6187 -1.9773 -4.1793 -0.9342 0.2290 4.5596 2.0521 0.7123 2.0774 0.3015 0.5052 8.2355 1.9349 -#> 12: 92.6425 -5.6989 -2.0144 -4.1395 -0.9342 0.2669 4.3316 2.2634 0.7142 2.3008 0.2864 0.5728 7.5188 1.8028 -#> 13: 92.2996 -5.6700 -1.9885 -4.0443 -0.9202 0.2750 4.5787 2.1608 0.7019 2.7515 0.2721 0.6641 7.0744 1.8958 -#> 14: 92.2457 -5.5825 -2.0314 -3.9788 -0.9142 0.2908 6.3744 2.0527 0.7018 3.2703 0.2585 0.6387 6.9499 1.8421 -#> 15: 92.1741 -5.5333 -2.0318 -3.9664 -0.9059 0.2894 6.0557 1.9501 0.7179 3.2869 0.2455 0.6068 7.0951 1.6824 -#> 16: 92.5772 -5.4982 -2.0352 -3.9471 -0.9063 0.2930 5.7529 1.8526 0.7244 3.6994 0.2333 0.5764 7.2138 1.7042 -#> 17: 92.7024 -5.4902 -2.0438 -4.0347 -0.9079 0.2959 5.4652 1.7600 0.7393 3.5144 0.2216 0.5765 7.0258 1.6793 -#> 18: 92.0240 -5.5539 -2.0520 -3.9601 -0.9079 0.2884 6.5142 1.9232 0.7320 3.9052 0.2157 0.5521 7.2568 1.6151 -#> 19: 92.6532 -5.6325 -2.0456 -3.9091 -0.9179 0.3047 6.5743 2.3363 0.7405 4.5825 0.2049 0.5425 7.6201 1.6565 -#> 20: 92.3488 -5.6617 -2.0554 -3.9501 -0.9216 0.3056 6.7080 2.7562 0.7218 4.7569 0.2083 0.5432 7.3481 1.8059 -#> 21: 92.5679 -5.7469 -2.0614 -4.0829 -0.8890 0.3158 6.6510 3.1993 0.7136 4.5191 0.1978 0.5281 7.3723 1.7461 -#> 22: 92.4785 -5.9527 -2.0657 -4.0580 -0.8971 0.3084 6.3184 4.1791 0.7144 4.2931 0.1929 0.5157 7.1922 1.6984 -#> 23: 92.5594 -5.8590 -2.0723 -4.0580 -0.9020 0.2952 6.0025 3.9702 0.7335 4.0784 0.1833 0.5129 7.7560 1.6302 -#> 24: 92.6152 -5.9488 -2.0658 -4.1187 -0.9050 0.2997 5.7024 4.5381 0.7215 3.8745 0.1875 0.5129 7.6182 1.6362 -#> 25: 92.4658 -5.8715 -2.0791 -4.0949 -0.8922 0.3074 6.1428 4.3112 0.7353 3.6808 0.1896 0.5157 7.2703 1.5633 -#> 26: 92.2507 -5.9797 -2.0707 -4.0834 -0.8868 0.3266 6.4124 4.7125 0.7334 3.5368 0.1851 0.5217 7.3085 1.5828 -#> 27: 92.7055 -5.9792 -2.0779 -4.2066 -0.8887 0.2993 6.0918 4.8624 0.7659 3.7456 0.1841 0.4956 7.3534 1.5240 -#> 28: 92.3971 -6.0253 -2.0648 -4.1406 -0.9042 0.2897 5.7872 4.7690 0.7449 3.5583 0.1823 0.4709 7.2479 1.5008 -#> 29: 92.4045 -5.9045 -2.0730 -4.1407 -0.8969 0.3103 5.6683 4.5306 0.7349 3.3816 0.1849 0.5054 7.1719 1.6004 -#> 30: 92.1714 -5.8598 -2.0645 -4.0913 -0.8964 0.2743 5.3849 4.3040 0.7538 3.3509 0.1757 0.4801 7.3739 1.5736 -#> 31: 91.9134 -5.7867 -2.0367 -4.0563 -0.8957 0.2280 5.1156 4.0888 0.7299 3.3452 0.1749 0.4673 6.5991 1.5909 -#> 32: 92.3743 -5.9967 -2.0255 -4.0668 -0.9025 0.2247 4.8599 4.6666 0.7256 3.3271 0.1714 0.5008 6.4693 1.5458 -#> 33: 92.5239 -5.9301 -2.0387 -4.0365 -0.9033 0.2558 4.6169 4.4333 0.7492 3.6109 0.1688 0.5424 6.7730 1.5771 -#> 34: 92.6892 -6.1135 -2.0587 -4.0280 -0.8993 0.2430 4.3860 6.0227 0.7798 3.5725 0.1672 0.5153 6.8110 1.5417 -#> 35: 92.7276 -6.0815 -2.0629 -4.0833 -0.8943 0.2375 4.6811 5.7216 0.8010 3.3939 0.1715 0.4895 6.6812 1.5478 -#> 36: 92.7316 -6.0691 -2.0882 -4.0626 -0.9030 0.2405 4.4614 5.4355 0.8355 3.2242 0.1789 0.4650 6.8443 1.4806 -#> 37: 92.6685 -5.7905 -2.0666 -4.0663 -0.8998 0.2784 5.1916 5.1637 0.7937 3.0641 0.1823 0.4418 6.5421 1.6284 -#> 38: 93.0325 -5.6829 -2.0674 -4.0772 -0.9167 0.2499 4.9320 4.9055 0.7768 3.1213 0.1887 0.4290 6.8220 1.5224 -#> 39: 93.0378 -5.5554 -2.0743 -4.0772 -0.9189 0.2361 4.6854 4.6603 0.7822 3.1213 0.1813 0.4242 7.1137 1.5021 -#> 40: 93.3297 -5.6270 -2.0591 -4.1200 -0.9167 0.2035 4.4511 4.4272 0.8128 2.9653 0.1829 0.4030 7.3894 1.5064 -#> 41: 93.3408 -5.5437 -2.0344 -4.1042 -0.9078 0.1744 4.2286 4.2059 0.8228 2.8170 0.1881 0.3829 7.2734 1.5519 -#> 42: 93.1691 -5.4436 -2.0551 -4.1048 -0.8984 0.1732 4.0172 3.9956 0.7816 2.6762 0.1853 0.3637 6.9712 1.5332 -#> 43: 93.2443 -5.5247 -2.0722 -4.0980 -0.8992 0.1756 3.8163 3.7958 0.7781 2.7200 0.1956 0.3455 6.7012 1.5344 -#> 44: 92.9509 -5.5020 -2.0495 -4.0961 -0.8964 0.1777 3.6255 3.6060 0.7555 2.8172 0.1994 0.3283 6.2180 1.6137 -#> 45: 92.8898 -5.4913 -2.0462 -4.1079 -0.9003 0.1701 4.1177 3.4257 0.7491 2.8491 0.1989 0.3372 6.2876 1.6205 -#> 46: 92.6044 -5.6429 -2.0499 -4.1079 -0.9069 0.1999 4.2103 3.2544 0.7657 2.8491 0.1921 0.3532 6.2261 1.6435 -#> 47: 92.7740 -5.6128 -2.0804 -4.1186 -0.8976 0.1864 5.2188 3.0917 0.7381 2.9036 0.2030 0.3391 6.6803 1.6177 -#> 48: 92.4691 -5.6645 -2.0600 -4.1288 -0.8796 0.1913 6.2045 2.9371 0.7774 2.9223 0.1966 0.3396 6.7169 1.6215 -#> 49: 92.4128 -5.7079 -2.0802 -4.1166 -0.8798 0.1741 5.8943 3.1446 0.7854 2.8715 0.1935 0.3369 6.9151 1.4834 -#> 50: 91.8883 -5.7713 -2.0932 -4.0899 -0.8886 0.1758 5.5996 3.5478 0.8033 2.8192 0.2014 0.3201 7.0775 1.4635 -#> 51: 92.1187 -5.7306 -2.0903 -4.0878 -0.8923 0.2024 5.3196 3.6534 0.7823 2.7891 0.1969 0.3140 6.9879 1.5430 -#> 52: 92.3209 -5.7897 -2.0903 -4.1622 -0.9072 0.2261 5.3781 3.4707 0.8001 3.0801 0.2063 0.3088 6.7047 1.4499 -#> 53: 92.4318 -5.6954 -2.0950 -4.1866 -0.9082 0.2131 7.1200 3.2972 0.7711 3.3398 0.2034 0.3186 6.6152 1.5123 -#> 54: 92.5380 -5.6975 -2.0782 -4.2394 -0.8976 0.2118 6.7640 3.1323 0.7744 3.5385 0.2175 0.3296 6.4402 1.5403 -#> 55: 92.7213 -5.6663 -2.0427 -4.3288 -0.9028 0.2032 8.1796 2.9757 0.7748 4.4495 0.2142 0.3316 6.4111 1.5369 -#> 56: 92.7219 -5.6865 -2.0557 -4.3434 -0.9084 0.2021 7.7706 2.8269 0.7989 4.6691 0.2174 0.3433 6.4256 1.4639 -#> 57: 92.8932 -5.5736 -2.0497 -4.3955 -0.9216 0.1694 7.3821 2.6856 0.8205 4.9791 0.2142 0.3500 6.5378 1.5406 -#> 58: 92.9219 -5.5789 -2.0547 -4.3094 -0.9183 0.1838 7.0130 2.5513 0.7958 4.7302 0.2193 0.3495 6.2662 1.4940 -#> 59: 93.0432 -5.6201 -2.0395 -4.2527 -0.9199 0.2302 6.6623 2.4237 0.8241 4.4937 0.2241 0.3321 5.8693 1.6176 -#> 60: 92.9724 -5.5971 -2.0537 -4.3509 -0.9219 0.2118 7.5905 2.3026 0.8418 4.4546 0.2177 0.3155 5.5960 1.5040 -#> 61: 93.1235 -5.6332 -2.0671 -4.3572 -0.9219 0.1917 7.2521 2.3037 0.8527 4.5707 0.2230 0.2997 5.8136 1.4516 -#> 62: 93.5431 -5.6373 -2.0371 -4.3384 -0.9276 0.1997 8.5187 2.3895 0.8575 4.4378 0.2258 0.3041 5.5746 1.4572 -#> 63: 93.5009 -5.5634 -2.0224 -4.3560 -0.9339 0.2167 8.0927 2.2700 0.8462 4.4449 0.2266 0.3162 5.4922 1.5233 -#> 64: 93.7369 -5.6032 -2.0362 -4.2323 -0.9355 0.2159 9.6684 2.1949 0.8514 4.2227 0.2300 0.3318 5.7597 1.4866 -#> 65: 93.5021 -5.5769 -2.0311 -4.3204 -0.9375 0.1927 9.5537 2.0852 0.8559 4.6151 0.2208 0.3550 5.6975 1.5031 -#> 66: 93.4211 -5.7184 -2.0384 -4.3041 -0.9228 0.2121 9.0760 2.6390 0.8430 4.3843 0.2098 0.3755 5.8990 1.5133 -#> 67: 93.3435 -5.6579 -2.0456 -4.2222 -0.9183 0.1825 8.6222 2.5071 0.8719 4.1651 0.2152 0.3567 5.9004 1.4874 -#> 68: 93.3914 -5.6554 -2.0420 -4.1618 -0.9303 0.1714 8.1911 2.3817 0.8856 3.9569 0.2272 0.3388 6.1793 1.4917 -#> 69: 93.5112 -5.6834 -2.0349 -4.1591 -0.9331 0.1759 8.9900 2.5191 0.9184 3.7590 0.2236 0.3219 6.1618 1.4697 -#> 70: 93.4289 -5.6576 -2.0273 -4.1763 -0.9399 0.1738 8.5405 2.4302 0.8725 3.5711 0.2149 0.3288 6.5324 1.5410 -#> 71: 93.2936 -5.6699 -2.0256 -4.1405 -0.9370 0.1922 8.1134 2.3831 0.8289 3.3925 0.2080 0.3548 5.9794 1.5904 -#> 72: 92.9152 -5.6742 -2.0382 -4.1523 -0.9411 0.1991 7.7078 2.4322 0.7875 3.2916 0.2007 0.3456 6.0999 1.6022 -#> 73: 92.8129 -5.8099 -2.0372 -4.1735 -0.9377 0.1605 8.2752 2.8931 0.7737 3.4015 0.2057 0.3283 6.0140 1.5472 -#> 74: 92.7806 -5.7269 -2.0315 -4.1877 -0.9399 0.1675 8.4688 2.7484 0.7773 3.4620 0.2174 0.3249 5.8495 1.5779 -#> 75: 92.9128 -5.8680 -2.0304 -4.1459 -0.9387 0.1567 8.0454 3.2365 0.7681 3.2935 0.2198 0.3187 5.8539 1.5815 -#> 76: 92.8931 -5.8483 -2.0253 -4.1815 -0.9387 0.1540 9.6800 3.0747 0.8007 3.5838 0.2198 0.3291 5.9005 1.5053 -#> 77: 92.7474 -5.7995 -2.0202 -4.1904 -0.9333 0.1724 10.0488 2.9210 0.7841 3.7255 0.2148 0.3465 5.9418 1.5569 -#> 78: 92.8150 -5.9608 -2.0025 -4.1583 -0.9511 0.1566 9.5464 3.5249 0.7858 3.6988 0.2246 0.3292 5.7737 1.5904 -#> 79: 92.6663 -6.0485 -2.0245 -4.1437 -0.9446 0.1786 9.0690 4.1252 0.7803 3.6526 0.2155 0.3335 5.9109 1.5521 -#> 80: 92.5932 -6.1001 -2.0304 -4.1969 -0.9409 0.1424 8.6156 4.6478 0.8007 4.0379 0.2114 0.3168 6.1732 1.5544 -#> 81: 92.6789 -6.3510 -2.0062 -4.2272 -0.9541 0.1360 8.3363 5.9861 0.7719 3.8800 0.2202 0.3010 5.6841 1.6317 -#> 82: 92.9996 -6.5680 -2.0048 -4.1609 -0.9578 0.1367 10.6901 7.4391 0.7962 3.6860 0.2092 0.2859 5.7335 1.6391 -#> 83: 93.1087 -6.5298 -1.9757 -4.1694 -0.9596 0.1323 10.5524 7.4660 0.8237 3.8009 0.2134 0.2716 5.9664 1.6316 -#> 84: 93.1929 -6.5844 -2.0191 -4.2021 -0.9616 0.1384 10.0248 7.7313 0.8230 3.6109 0.2110 0.2580 5.7854 1.5609 -#> 85: 92.9161 -6.4934 -2.0281 -4.2008 -0.9600 0.1107 9.5236 7.4269 0.8448 3.5630 0.2110 0.2451 5.6111 1.5333 -#> 86: 92.9816 -6.5397 -2.0234 -4.1830 -0.9694 0.1111 9.1945 7.4382 0.8481 3.3849 0.2166 0.2329 5.8375 1.5263 -#> 87: 93.0930 -6.5749 -2.0168 -4.1986 -0.9816 0.0926 8.7348 8.4431 0.8646 3.3032 0.2155 0.2212 5.7542 1.5736 -#> 88: 93.0765 -6.4914 -2.0274 -4.2274 -0.9870 0.1148 8.4666 8.0209 0.8666 3.5292 0.2048 0.2102 5.8988 1.5329 -#> 89: 92.8699 -6.6431 -2.0199 -4.2175 -0.9463 0.1011 8.4648 7.7973 0.8908 3.3980 0.1945 0.2102 5.6876 1.5177 -#> 90: 92.8225 -6.6932 -2.0211 -4.2175 -0.9505 0.0887 10.1862 8.7787 0.8730 3.3980 0.1877 0.1997 5.9135 1.4821 -#> 91: 92.7874 -6.7007 -2.0420 -4.2936 -0.9468 0.0927 11.2275 8.3397 0.8600 3.9490 0.1885 0.2147 6.1108 1.4315 -#> 92: 93.2320 -6.8088 -2.0341 -4.2817 -0.9582 0.1270 12.4029 9.6204 0.8503 3.7516 0.1950 0.2070 5.9434 1.5251 -#> 93: 93.8996 -6.5471 -2.0440 -4.2123 -0.9543 0.1140 11.7828 9.1394 0.8493 3.5640 0.1988 0.2017 6.1302 1.5568 -#> 94: 93.4416 -6.4623 -2.0448 -4.2188 -0.9595 0.1174 12.1277 8.6824 0.8568 3.3858 0.1975 0.1938 5.9173 1.5204 -#> 95: 93.2953 -6.1521 -2.0477 -4.2216 -0.9551 0.1152 11.5213 8.2483 0.8356 3.2165 0.1979 0.1855 5.8298 1.5357 -#> 96: 92.9577 -6.0477 -2.0579 -4.2534 -0.9465 0.1284 10.9452 7.8359 0.8202 3.3357 0.1937 0.1917 5.8590 1.5738 -#> 97: 92.8703 -6.1037 -2.0745 -4.1960 -0.9405 0.1417 10.4858 7.4441 0.8488 3.1690 0.1969 0.2016 5.7948 1.4759 -#> 98: 92.9728 -6.3534 -2.0868 -4.2155 -0.9444 0.1069 9.9615 7.1788 0.8736 3.1913 0.1998 0.2114 5.6533 1.4322 -#> 99: 93.4116 -6.1712 -2.0837 -4.2280 -0.9473 0.1197 9.4634 6.8198 0.8959 3.1806 0.1899 0.2167 5.9149 1.3768 -#> 100: 93.2598 -6.1345 -2.0645 -4.2237 -0.9575 0.1099 8.9903 6.4788 0.9204 3.2429 0.1903 0.2058 5.7085 1.4133 -#> 101: 93.3082 -6.1574 -2.0474 -4.2315 -0.9619 0.1161 9.0819 6.1549 0.8744 3.2049 0.1891 0.2278 5.6493 1.4894 -#> 102: 93.5741 -6.2923 -2.0484 -4.2853 -0.9665 0.1325 10.4108 5.8522 0.8804 3.5370 0.2024 0.2324 5.6995 1.4594 -#> 103: 92.9199 -6.1797 -2.0522 -4.2940 -0.9568 0.1289 9.8903 5.5596 0.8722 3.6682 0.1975 0.2398 5.5536 1.4510 -#> 104: 93.1139 -6.1630 -2.0546 -4.2912 -0.9613 0.1115 9.3958 5.2816 0.8648 3.6673 0.2010 0.2278 5.5768 1.4812 -#> 105: 93.4085 -6.0359 -2.0450 -4.2889 -0.9591 0.1258 8.9260 5.0175 0.8412 3.7286 0.1917 0.2171 5.6780 1.5203 -#> 106: 93.3103 -6.1029 -2.0425 -4.2948 -0.9579 0.0934 8.4797 4.7667 0.8539 3.6947 0.1947 0.2234 5.7210 1.4760 -#> 107: 93.6389 -5.9750 -2.0309 -4.2630 -0.9660 0.1110 8.0557 4.5283 0.8470 3.5100 0.2044 0.2299 5.6280 1.5525 -#> 108: 93.8641 -5.8551 -2.0360 -4.2311 -0.9629 0.0900 7.6529 4.3019 0.8567 3.3345 0.2014 0.2302 5.7841 1.5978 -#> 109: 93.6274 -6.0268 -2.0445 -4.3047 -0.9488 0.0979 7.2703 4.7807 0.8565 3.7665 0.1929 0.2271 5.7941 1.5580 -#> 110: 93.6320 -5.8321 -2.0413 -4.2855 -0.9477 0.1143 6.9068 4.5417 0.8412 3.6165 0.1901 0.2199 5.8169 1.5477 -#> 111: 93.6245 -5.8256 -2.0157 -4.2797 -0.9612 0.0940 6.5774 4.3146 0.8460 3.5782 0.1837 0.2182 5.6157 1.6424 -#> 112: 93.8512 -5.9045 -2.0116 -4.2409 -0.9708 0.0883 6.2486 4.0989 0.8658 3.5059 0.1761 0.2073 5.8852 1.6073 -#> 113: 93.7080 -5.9935 -2.0306 -4.1884 -0.9690 0.0740 5.9361 4.0088 0.9072 3.3400 0.1957 0.2169 6.3792 1.4770 -#> 114: 93.8574 -5.9185 -2.0233 -4.2030 -0.9588 0.1137 5.6393 3.8084 0.9322 3.2878 0.1939 0.2098 5.8891 1.5325 -#> 115: 93.7414 -5.8789 -2.0183 -4.2256 -0.9701 0.1105 5.6148 3.6180 0.9222 3.5507 0.1921 0.1993 5.6441 1.5458 -#> 116: 93.4104 -5.9704 -2.0428 -4.2091 -0.9807 0.1099 5.3341 4.1157 0.9363 3.4004 0.1968 0.2134 5.7764 1.4617 -#> 117: 93.5239 -5.9057 -2.0518 -4.2494 -0.9812 0.1127 6.8839 3.9099 0.9151 3.6604 0.1921 0.2095 5.4753 1.4249 -#> 118: 93.7599 -5.9418 -2.0482 -4.2272 -0.9822 0.1094 6.8133 3.7144 0.9198 3.5160 0.1971 0.2039 5.6467 1.4116 -#> 119: 93.6617 -6.0020 -2.0483 -4.2146 -0.9816 0.1003 6.4727 3.8251 0.9103 3.4716 0.1950 0.2109 5.8513 1.4268 -#> 120: 93.5436 -5.9804 -2.0458 -4.1906 -0.9819 0.1065 6.1490 3.6756 0.9088 3.2980 0.1989 0.2123 5.8268 1.4689 -#> 121: 93.4880 -5.9047 -2.0452 -4.1957 -0.9640 0.1349 5.8416 3.4918 0.8824 3.2437 0.1889 0.2017 5.7152 1.4382 -#> 122: 93.7406 -5.9844 -2.0596 -4.2328 -0.9558 0.1563 5.5495 3.7606 0.8489 3.3043 0.1795 0.2015 5.5095 1.5112 -#> 123: 93.6728 -6.0394 -2.0372 -4.2812 -0.9592 0.1507 5.2720 4.2004 0.8341 3.5274 0.1817 0.2008 5.6936 1.6011 -#> 124: 93.9591 -6.0483 -2.0280 -4.2613 -0.9594 0.1463 5.3846 4.1913 0.8351 3.4341 0.1870 0.2193 5.5694 1.5684 -#> 125: 94.0201 -5.9102 -2.0507 -4.2686 -0.9697 0.1455 5.1154 3.9818 0.8512 3.3475 0.1859 0.2165 5.6224 1.5643 -#> 126: 93.8825 -5.8970 -2.0543 -4.2569 -0.9663 0.1493 4.9144 3.7827 0.8907 3.3030 0.1876 0.2180 5.7351 1.4722 -#> 127: 93.9893 -5.8955 -2.0624 -4.2430 -0.9802 0.1476 7.2413 3.5935 0.8915 3.2740 0.1851 0.2110 5.7614 1.4305 -#> 128: 94.1849 -5.9123 -2.0624 -4.2385 -0.9786 0.1523 7.9575 3.4139 0.9094 3.2656 0.1807 0.2198 5.7366 1.4264 -#> 129: 94.0812 -6.0044 -2.0696 -4.3056 -0.9770 0.1693 8.7809 3.7526 0.9111 3.6172 0.1859 0.2255 5.8064 1.4718 -#> 130: 93.6046 -6.1387 -2.0718 -4.3056 -0.9821 0.1477 8.3419 4.3029 0.9177 3.6172 0.1867 0.2143 5.8893 1.4447 -#> 131: 93.5216 -6.1347 -2.0740 -4.3114 -0.9766 0.1288 8.2937 4.3407 0.9250 3.5298 0.1881 0.2293 5.8054 1.4219 -#> 132: 93.6142 -6.2789 -2.0786 -4.3297 -0.9716 0.1288 8.3731 5.1225 0.9236 3.6683 0.1929 0.2295 5.8064 1.4194 -#> 133: 93.4410 -5.9177 -2.0916 -4.3557 -0.9798 0.1066 7.9544 4.8663 0.9537 3.7076 0.1937 0.2279 5.9844 1.4297 -#> 134: 93.4716 -5.9152 -2.0838 -4.3611 -0.9818 0.1332 7.5567 4.6230 0.9161 3.7833 0.2017 0.2308 6.0611 1.5717 -#> 135: 93.3787 -6.0381 -2.0728 -4.2627 -0.9719 0.1051 7.2396 4.3919 0.8970 3.5941 0.1916 0.2193 5.8837 1.6057 -#> 136: 93.4339 -5.9876 -2.0801 -4.3002 -0.9690 0.1214 6.8776 4.1723 0.8888 3.4144 0.2002 0.2227 6.0141 1.5231 -#> 137: 93.7639 -6.0411 -2.0803 -4.2799 -0.9646 0.1484 6.5337 3.9765 0.8969 3.2437 0.1995 0.2115 5.9404 1.6402 -#> 138: 93.6414 -6.0122 -2.0714 -4.2666 -0.9755 0.1506 7.4057 3.7962 0.9242 3.1524 0.1934 0.2010 6.0666 1.5001 -#> 139: 93.7743 -5.7966 -2.0613 -4.2289 -0.9722 0.1383 7.9358 3.6064 0.9015 2.9948 0.1946 0.2029 5.9655 1.5250 -#> 140: 93.1082 -5.7994 -2.0388 -4.2289 -0.9659 0.1382 8.0282 3.4261 0.9053 2.9079 0.1909 0.2138 5.9183 1.5191 -#> 141: 93.2122 -6.0181 -2.0396 -4.2398 -0.9587 0.1016 8.9769 3.9426 0.9028 2.9136 0.1941 0.2195 6.1560 1.4902 -#> 142: 93.4684 -6.1438 -2.0273 -4.2541 -0.9508 0.0848 8.5281 4.8727 0.9056 2.9875 0.1901 0.2233 6.2546 1.4695 -#> 143: 93.0059 -6.0964 -2.0145 -4.2760 -0.9563 0.0826 8.1017 4.6291 0.9312 3.1063 0.1850 0.2138 6.5768 1.4391 -#> 144: 93.0612 -6.1127 -1.9951 -4.2589 -0.9539 0.0904 7.6966 4.6160 0.9623 3.1681 0.1824 0.2032 6.1506 1.4497 -#> 145: 93.5170 -6.1066 -1.9951 -4.3574 -0.9478 0.1040 7.3118 4.6263 0.9639 3.6914 0.1986 0.2292 5.9389 1.4867 -#> 146: 93.4915 -6.3235 -2.0006 -4.3866 -0.9579 0.1202 6.9462 6.0529 0.9514 3.9899 0.1887 0.2335 5.9265 1.4978 -#> 147: 93.8963 -6.1119 -2.0055 -4.3446 -0.9682 0.1242 7.1711 5.7503 0.9315 3.7904 0.1923 0.2332 5.9346 1.5021 -#> 148: 93.6758 -5.9705 -2.0137 -4.2906 -0.9614 0.1125 6.8125 5.4628 0.9506 3.6009 0.1913 0.2371 6.2579 1.4384 -#> 149: 93.6499 -6.0049 -2.0246 -4.2730 -0.9776 0.0996 6.4719 5.1896 0.9736 3.4209 0.1817 0.2252 6.3224 1.3878 -#> 150: 94.0242 -5.9760 -2.0176 -4.2182 -0.9773 0.1032 6.1483 4.9301 0.9944 3.2498 0.1807 0.2290 6.5662 1.3618 -#> 151: 93.9234 -5.8772 -2.0132 -4.2362 -0.9651 0.1058 7.2453 4.6836 0.9824 3.4860 0.1806 0.2175 6.2575 1.4370 -#> 152: 94.2513 -5.9391 -2.0814 -4.2278 -0.9753 0.1221 4.9753 3.4013 0.9808 3.3265 0.1836 0.1897 6.6966 1.3457 -#> 153: 93.9434 -6.1294 -2.0570 -4.2447 -0.9761 0.1527 5.0454 4.3115 0.9494 3.3663 0.1684 0.1680 5.9106 1.4777 -#> 154: 93.8141 -6.2749 -2.0366 -4.2383 -0.9835 0.1440 5.5466 5.3351 0.9320 3.3337 0.1731 0.1913 5.8842 1.4325 -#> 155: 94.1987 -6.1029 -2.0252 -4.2520 -0.9780 0.1132 7.1508 4.2713 0.9457 3.3428 0.1727 0.1691 6.1632 1.4658 -#> 156: 94.0626 -6.2640 -2.0263 -4.2461 -0.9854 0.1346 5.6296 5.1645 0.9423 3.3987 0.1697 0.1778 5.9631 1.4483 -#> 157: 93.9319 -6.1392 -2.0388 -4.2294 -0.9921 0.1265 5.6768 4.7366 0.9210 3.3673 0.1733 0.1789 5.9114 1.4976 -#> 158: 93.9123 -6.1970 -2.0165 -4.2241 -0.9924 0.1540 7.2552 4.7537 0.9369 3.2727 0.1805 0.1923 5.9324 1.5351 -#> 159: 93.9704 -6.4018 -2.0455 -4.2127 -0.9919 0.1413 7.7561 6.0732 0.9802 3.3376 0.1806 0.2260 6.4511 1.4227 -#> 160: 94.1967 -6.2985 -2.0412 -4.2264 -0.9795 0.1206 8.3836 6.1319 0.9689 3.4685 0.1792 0.2150 6.5116 1.4706 -#> 161: 94.3500 -6.1427 -2.0189 -4.2242 -1.0022 0.0837 8.0282 4.5505 0.9524 3.3269 0.1859 0.1816 6.0642 1.4746 -#> 162: 94.2711 -5.9578 -2.0215 -4.2078 -1.0110 0.0946 7.8634 3.3072 0.9559 3.2374 0.1876 0.1791 6.0798 1.4903 -#> 163: 93.9824 -5.8794 -2.0409 -4.2367 -0.9970 0.1150 9.3872 3.0498 0.9830 3.3179 0.1880 0.1828 5.8091 1.4852 -#> 164: 94.2013 -5.8651 -2.0122 -4.2257 -0.9906 0.1267 7.1953 3.0510 0.9697 3.2713 0.1871 0.1832 5.8741 1.5313 -#> 165: 94.1804 -5.7868 -2.0200 -4.2053 -0.9812 0.1219 6.7375 2.4769 0.9688 3.2706 0.1910 0.1859 5.7890 1.5188 -#> 166: 93.9790 -5.8156 -2.0311 -4.2438 -0.9784 0.1247 5.7617 2.6907 0.9533 3.5342 0.1953 0.1872 5.8816 1.5243 -#> 167: 93.2524 -5.8603 -2.0497 -4.2594 -0.9787 0.1265 4.7086 2.9121 0.9117 3.4696 0.1943 0.1832 5.9672 1.4567 -#> 168: 93.2924 -6.0371 -2.0528 -4.2607 -0.9727 0.1201 5.5273 4.0286 0.9177 3.4501 0.1918 0.1908 5.7790 1.4701 -#> 169: 93.4838 -6.1497 -2.0389 -4.2716 -0.9639 0.1127 5.4524 4.2700 0.9544 3.4329 0.1940 0.1871 5.7795 1.4575 -#> 170: 93.3951 -6.2298 -2.0438 -4.4133 -0.9939 0.1088 6.1460 4.6552 0.9645 4.5240 0.1978 0.2091 5.7549 1.5233 -#> 171: 93.4113 -6.1187 -2.0536 -4.4019 -0.9771 0.0899 6.8123 4.0073 0.9531 4.4290 0.1878 0.1970 5.9067 1.4857 -#> 172: 93.1140 -5.9515 -2.0530 -4.3250 -0.9723 0.1094 5.1247 3.4502 0.9572 3.8504 0.1954 0.1944 5.8583 1.4867 -#> 173: 92.9782 -6.0415 -2.0633 -4.2887 -0.9608 0.1081 4.1020 3.8967 0.9478 3.7222 0.1890 0.1812 5.9473 1.4583 -#> 174: 92.9661 -5.9295 -2.0457 -4.2907 -0.9626 0.0991 5.7954 3.3581 0.9785 3.7311 0.1867 0.2026 5.8087 1.4797 -#> 175: 93.2577 -5.8895 -2.0281 -4.2845 -0.9560 0.0829 7.3434 3.1501 0.9975 3.6334 0.1920 0.2151 5.4717 1.4832 -#> 176: 93.1210 -5.9567 -2.0370 -4.2848 -0.9488 0.0787 6.8946 3.4999 0.9983 3.6159 0.1922 0.2233 5.8426 1.4096 -#> 177: 92.5456 -6.1797 -2.0319 -4.2684 -0.9401 0.0873 6.9744 5.2939 0.9928 3.4880 0.1989 0.2213 5.9613 1.4367 -#> 178: 92.6854 -6.1483 -2.0278 -4.2705 -0.9504 0.0630 5.0582 5.0622 0.9953 3.4915 0.1930 0.2238 5.9775 1.4263 -#> 179: 93.1323 -6.1739 -2.0353 -4.2590 -0.9455 0.0584 4.9914 4.7898 0.9817 3.4163 0.1899 0.2124 5.9579 1.4242 -#> 180: 93.0611 -6.2228 -2.0441 -4.2977 -0.9387 0.0320 4.0323 5.5685 0.9890 3.7202 0.1940 0.2335 6.2224 1.4194 -#> 181: 92.7741 -6.1462 -2.0477 -4.3335 -0.9454 0.1011 3.7007 5.1590 0.9807 3.8469 0.1939 0.2463 5.9703 1.4343 -#> 182: 93.0775 -6.0640 -2.0496 -4.3171 -0.9444 0.0897 5.0266 4.5597 0.9792 3.7741 0.1931 0.2186 5.6727 1.4858 -#> 183: 93.2566 -6.1757 -2.0368 -4.2888 -0.9560 0.0809 5.8284 5.2504 0.9636 3.7078 0.1939 0.2262 5.5170 1.4560 -#> 184: 93.0357 -6.1158 -2.0217 -4.3111 -0.9453 0.0901 6.7209 5.4048 0.9503 3.8949 0.1967 0.2209 5.3578 1.4704 -#> 185: 93.0173 -6.1998 -2.0371 -4.3713 -0.9451 0.0752 6.1040 5.8272 0.9333 4.4038 0.1951 0.2238 5.5896 1.4202 -#> 186: 93.2835 -6.1217 -2.0383 -4.3308 -0.9574 0.1110 6.0519 4.7669 0.9400 4.0265 0.1972 0.2274 5.4560 1.4602 -#> 187: 93.5312 -6.3356 -2.0253 -4.3418 -0.9583 0.1166 6.7561 5.8784 0.9346 4.0264 0.2038 0.2281 5.5024 1.4994 -#> 188: 93.6460 -5.8426 -2.0237 -4.4519 -0.9594 0.1283 6.3492 3.4189 0.9091 4.9358 0.2086 0.2348 5.4301 1.5893 -#> 189: 93.8538 -6.0183 -2.0178 -4.3911 -0.9797 0.1262 8.7939 3.7358 0.9008 4.4894 0.2125 0.2199 5.6613 1.5073 -#> 190: 93.1543 -6.1364 -2.0451 -4.4389 -0.9708 0.1584 9.9803 4.2747 0.8922 4.8507 0.2084 0.2607 5.9136 1.4572 -#> 191: 93.4334 -6.1466 -2.0389 -4.4661 -0.9678 0.1565 7.8390 4.4393 0.9022 4.7857 0.2105 0.2634 5.7161 1.5325 -#> 192: 93.3623 -6.0940 -2.0240 -4.4569 -0.9673 0.1420 8.0856 4.3185 0.8895 4.4721 0.2113 0.2350 5.5282 1.5221 -#> 193: 93.1990 -5.9864 -2.0301 -4.4538 -0.9563 0.1515 8.4425 3.7598 0.8814 4.4376 0.2013 0.2257 5.4205 1.4820 -#> 194: 93.3165 -6.0045 -2.0353 -4.4314 -0.9525 0.1486 8.2370 3.6742 0.8947 4.4594 0.1960 0.2248 5.4579 1.4767 -#> 195: 93.1288 -6.1006 -2.0551 -4.5184 -0.9503 0.1583 9.6259 4.2294 0.9040 5.1981 0.1950 0.1962 5.5602 1.4254 -#> 196: 93.1943 -5.9871 -2.0607 -4.4728 -0.9446 0.1482 9.3401 3.5579 0.8925 4.7901 0.1892 0.1879 5.7296 1.4172 -#> 197: 93.5803 -5.9131 -2.0522 -4.3675 -0.9476 0.1571 7.2599 3.4241 0.8857 3.8551 0.1886 0.1793 5.4832 1.6006 -#> 198: 93.5703 -5.9980 -2.0550 -4.3578 -0.9519 0.1491 7.0416 3.8805 0.8563 3.7930 0.1882 0.1896 5.4355 1.5402 -#> 199: 93.2909 -5.8288 -2.0532 -4.3605 -0.9518 0.1692 8.3926 3.0173 0.8566 3.8610 0.1902 0.2033 5.5735 1.5647 -#> 200: 93.4049 -5.7474 -2.0447 -4.3548 -0.9517 0.1812 7.4977 2.8256 0.8520 3.8236 0.1897 0.2060 5.5092 1.5699 -#> 201: 93.3386 -5.8209 -2.0398 -4.4174 -0.9597 0.1738 6.3555 3.0871 0.8431 4.3211 0.1853 0.2062 5.5460 1.5925 -#> 202: 93.3397 -5.8313 -2.0387 -4.4364 -0.9580 0.1669 6.0946 3.1018 0.8460 4.5093 0.1821 0.2068 5.6622 1.5740 -#> 203: 93.3071 -5.8276 -2.0384 -4.4758 -0.9571 0.1639 5.7815 3.0575 0.8608 4.9441 0.1826 0.2052 5.6855 1.5570 -#> 204: 93.3138 -5.8477 -2.0368 -4.4714 -0.9541 0.1658 5.7526 3.1322 0.8704 4.9129 0.1816 0.2057 5.6642 1.5606 -#> 205: 93.3066 -5.8537 -2.0395 -4.4842 -0.9521 0.1642 5.6045 3.1633 0.8748 5.0053 0.1805 0.2036 5.6633 1.5550 -#> 206: 93.3042 -5.8790 -2.0453 -4.4977 -0.9501 0.1633 5.7219 3.3320 0.8807 5.1121 0.1793 0.1999 5.6888 1.5413 -#> 207: 93.3281 -5.9005 -2.0504 -4.5109 -0.9480 0.1629 5.8004 3.4696 0.8865 5.2248 0.1789 0.1961 5.7206 1.5357 -#> 208: 93.3437 -5.8972 -2.0569 -4.5200 -0.9452 0.1641 5.7523 3.4604 0.8875 5.2848 0.1787 0.1933 5.7450 1.5288 -#> 209: 93.3265 -5.8864 -2.0628 -4.5092 -0.9440 0.1639 5.5355 3.4138 0.8882 5.1586 0.1791 0.1916 5.7744 1.5283 -#> 210: 93.3087 -5.8812 -2.0671 -4.5004 -0.9426 0.1677 5.3488 3.3975 0.8895 5.0589 0.1798 0.1924 5.7781 1.5307 -#> 211: 93.2807 -5.8760 -2.0703 -4.5009 -0.9413 0.1709 5.2654 3.3770 0.8894 5.0377 0.1805 0.1927 5.7808 1.5282 -#> 212: 93.2815 -5.8637 -2.0711 -4.4955 -0.9409 0.1708 5.3028 3.3250 0.8914 4.9702 0.1819 0.1941 5.7827 1.5274 -#> 213: 93.2828 -5.8481 -2.0709 -4.4895 -0.9396 0.1702 5.3840 3.2614 0.8913 4.9108 0.1826 0.1953 5.7744 1.5301 -#> 214: 93.2645 -5.8422 -2.0704 -4.4882 -0.9384 0.1710 5.3939 3.2358 0.8931 4.8944 0.1828 0.1955 5.7797 1.5351 -#> 215: 93.2591 -5.8519 -2.0709 -4.4858 -0.9380 0.1713 5.5142 3.2959 0.8953 4.8587 0.1822 0.1960 5.7853 1.5369 -#> 216: 93.2595 -5.8523 -2.0715 -4.4827 -0.9376 0.1723 5.5563 3.3077 0.8964 4.8306 0.1817 0.1973 5.7975 1.5396 -#> 217: 93.2503 -5.8512 -2.0732 -4.4737 -0.9373 0.1734 5.5036 3.3182 0.8959 4.7582 0.1817 0.1992 5.7940 1.5365 -#> 218: 93.2345 -5.8463 -2.0749 -4.4639 -0.9372 0.1747 5.5046 3.2959 0.8959 4.6771 0.1817 0.2008 5.7889 1.5340 -#> 219: 93.2264 -5.8439 -2.0757 -4.4549 -0.9364 0.1759 5.4970 3.2802 0.8966 4.6015 0.1819 0.2027 5.7804 1.5321 -#> 220: 93.2259 -5.8464 -2.0758 -4.4493 -0.9363 0.1771 5.4793 3.2944 0.8950 4.5498 0.1823 0.2049 5.7745 1.5344 -#> 221: 93.2243 -5.8505 -2.0768 -4.4443 -0.9367 0.1785 5.5360 3.3132 0.8924 4.5028 0.1829 0.2068 5.7556 1.5329 -#> 222: 93.2385 -5.8603 -2.0776 -4.4371 -0.9376 0.1800 5.5401 3.3878 0.8903 4.4416 0.1834 0.2096 5.7522 1.5317 -#> 223: 93.2339 -5.8634 -2.0780 -4.4309 -0.9377 0.1803 5.5522 3.4132 0.8882 4.3844 0.1838 0.2118 5.7457 1.5323 -#> 224: 93.2379 -5.8686 -2.0778 -4.4262 -0.9374 0.1803 5.5469 3.4421 0.8848 4.3375 0.1842 0.2137 5.7429 1.5323 -#> 225: 93.2329 -5.8654 -2.0784 -4.4222 -0.9373 0.1811 5.5553 3.4255 0.8843 4.2952 0.1848 0.2160 5.7452 1.5295 -#> 226: 93.2330 -5.8621 -2.0789 -4.4182 -0.9366 0.1816 5.5838 3.4123 0.8838 4.2565 0.1858 0.2176 5.7453 1.5284 -#> 227: 93.2309 -5.8549 -2.0794 -4.4153 -0.9365 0.1823 5.6720 3.3787 0.8827 4.2227 0.1866 0.2181 5.7339 1.5287 -#> 228: 93.2248 -5.8556 -2.0794 -4.4116 -0.9372 0.1832 5.7344 3.3780 0.8830 4.1863 0.1873 0.2200 5.7232 1.5308 -#> 229: 93.2215 -5.8615 -2.0798 -4.4081 -0.9373 0.1844 5.8478 3.4087 0.8821 4.1558 0.1878 0.2217 5.7174 1.5283 -#> 230: 93.2122 -5.8646 -2.0807 -4.4053 -0.9372 0.1858 5.8987 3.4233 0.8800 4.1288 0.1881 0.2233 5.7073 1.5272 -#> 231: 93.2080 -5.8665 -2.0816 -4.4025 -0.9372 0.1872 5.9544 3.4381 0.8782 4.1008 0.1883 0.2250 5.7006 1.5283 -#> 232: 93.1921 -5.8677 -2.0829 -4.3997 -0.9370 0.1887 5.9768 3.4440 0.8770 4.0748 0.1883 0.2268 5.7012 1.5261 -#> 233: 93.1794 -5.8674 -2.0840 -4.3972 -0.9363 0.1892 6.0074 3.4397 0.8757 4.0495 0.1884 0.2281 5.6997 1.5235 -#> 234: 93.1623 -5.8677 -2.0853 -4.3959 -0.9358 0.1898 5.9759 3.4442 0.8750 4.0330 0.1887 0.2295 5.7000 1.5223 -#> 235: 93.1499 -5.8709 -2.0862 -4.3918 -0.9356 0.1900 5.9951 3.4709 0.8747 4.0020 0.1891 0.2309 5.7002 1.5219 -#> 236: 93.1408 -5.8764 -2.0875 -4.3879 -0.9349 0.1898 6.0359 3.5027 0.8752 3.9720 0.1895 0.2321 5.7098 1.5196 -#> 237: 93.1307 -5.8766 -2.0887 -4.3843 -0.9344 0.1896 6.0589 3.5108 0.8755 3.9437 0.1900 0.2330 5.7176 1.5174 -#> 238: 93.1233 -5.8767 -2.0889 -4.3806 -0.9341 0.1891 6.0959 3.5158 0.8745 3.9173 0.1907 0.2339 5.7198 1.5169 -#> 239: 93.1245 -5.8810 -2.0889 -4.3775 -0.9337 0.1885 6.1196 3.5614 0.8746 3.8935 0.1915 0.2349 5.7177 1.5172 -#> 240: 93.1180 -5.8836 -2.0893 -4.3745 -0.9332 0.1883 6.1647 3.6004 0.8741 3.8709 0.1921 0.2360 5.7150 1.5192 -#> 241: 93.1096 -5.8838 -2.0898 -4.3714 -0.9327 0.1883 6.2283 3.6196 0.8743 3.8487 0.1927 0.2366 5.7177 1.5202 -#> 242: 93.1058 -5.8804 -2.0912 -4.3684 -0.9320 0.1888 6.2553 3.6018 0.8723 3.8274 0.1933 0.2378 5.7265 1.5198 -#> 243: 93.0953 -5.8762 -2.0924 -4.3668 -0.9315 0.1892 6.2692 3.5785 0.8705 3.8130 0.1940 0.2391 5.7353 1.5205 -#> 244: 93.0840 -5.8758 -2.0928 -4.3658 -0.9310 0.1889 6.2702 3.5746 0.8695 3.8007 0.1947 0.2401 5.7382 1.5205 -#> 245: 93.0720 -5.8795 -2.0933 -4.3647 -0.9306 0.1895 6.3022 3.5971 0.8685 3.7886 0.1953 0.2407 5.7367 1.5192 -#> 246: 93.0626 -5.8798 -2.0933 -4.3637 -0.9301 0.1898 6.2987 3.5992 0.8680 3.7781 0.1957 0.2410 5.7331 1.5184 -#> 247: 93.0526 -5.8805 -2.0934 -4.3610 -0.9298 0.1903 6.3067 3.6060 0.8682 3.7618 0.1963 0.2414 5.7329 1.5189 -#> 248: 93.0481 -5.8780 -2.0933 -4.3583 -0.9296 0.1911 6.3135 3.6007 0.8683 3.7460 0.1967 0.2420 5.7344 1.5191 -#> 249: 93.0483 -5.8762 -2.0933 -4.3558 -0.9294 0.1913 6.3095 3.5961 0.8685 3.7298 0.1970 0.2422 5.7414 1.5179 -#> 250: 93.0520 -5.8768 -2.0931 -4.3538 -0.9292 0.1912 6.2900 3.6003 0.8692 3.7176 0.1973 0.2424 5.7547 1.5148 -#> 251: 93.0430 -5.8769 -2.0930 -4.3516 -0.9291 0.1905 6.2815 3.6041 0.8704 3.7045 0.1975 0.2427 5.7653 1.5123 -#> 252: 93.0300 -5.8743 -2.0928 -4.3490 -0.9291 0.1901 6.2896 3.5885 0.8716 3.6919 0.1978 0.2428 5.7797 1.5106 -#> 253: 93.0217 -5.8740 -2.0926 -4.3468 -0.9289 0.1898 6.3238 3.5875 0.8731 3.6817 0.1981 0.2429 5.7885 1.5102 -#> 254: 93.0147 -5.8729 -2.0924 -4.3439 -0.9289 0.1892 6.3418 3.5857 0.8732 3.6683 0.1980 0.2426 5.7912 1.5102 -#> 255: 93.0144 -5.8743 -2.0922 -4.3407 -0.9290 0.1885 6.3755 3.5933 0.8735 3.6580 0.1979 0.2420 5.7932 1.5086 -#> 256: 93.0136 -5.8778 -2.0919 -4.3376 -0.9290 0.1876 6.3932 3.6240 0.8741 3.6481 0.1980 0.2418 5.7969 1.5066 -#> 257: 93.0116 -5.8792 -2.0917 -4.3345 -0.9291 0.1862 6.4096 3.6459 0.8744 3.6385 0.1980 0.2414 5.7990 1.5065 -#> 258: 93.0084 -5.8812 -2.0913 -4.3319 -0.9290 0.1842 6.4231 3.6686 0.8753 3.6281 0.1980 0.2414 5.8024 1.5050 -#> 259: 93.0090 -5.8866 -2.0909 -4.3293 -0.9287 0.1825 6.4361 3.7063 0.8762 3.6181 0.1981 0.2413 5.8106 1.5030 -#> 260: 93.0067 -5.8911 -2.0902 -4.3265 -0.9283 0.1811 6.4128 3.7384 0.8765 3.6076 0.1981 0.2412 5.8102 1.5026 -#> 261: 93.0060 -5.8933 -2.0894 -4.3237 -0.9284 0.1799 6.4253 3.7604 0.8765 3.5968 0.1981 0.2410 5.8080 1.5026 -#> 262: 93.0051 -5.8934 -2.0884 -4.3208 -0.9285 0.1789 6.4008 3.7597 0.8762 3.5855 0.1981 0.2412 5.8046 1.5020 -#> 263: 93.0019 -5.8945 -2.0875 -4.3182 -0.9287 0.1781 6.3788 3.7644 0.8758 3.5756 0.1982 0.2411 5.8048 1.5023 -#> 264: 93.0021 -5.8959 -2.0870 -4.3158 -0.9293 0.1773 6.3614 3.7682 0.8749 3.5667 0.1983 0.2410 5.8017 1.5021 -#> 265: 93.0053 -5.8989 -2.0866 -4.3130 -0.9296 0.1766 6.3506 3.7814 0.8739 3.5567 0.1982 0.2409 5.7995 1.5018 -#> 266: 93.0061 -5.8992 -2.0864 -4.3104 -0.9300 0.1757 6.3307 3.7730 0.8733 3.5471 0.1982 0.2408 5.7994 1.5012 -#> 267: 93.0098 -5.9009 -2.0861 -4.3077 -0.9302 0.1749 6.3326 3.7738 0.8730 3.5388 0.1983 0.2407 5.7964 1.5004 -#> 268: 93.0144 -5.9000 -2.0853 -4.3054 -0.9304 0.1740 6.3487 3.7623 0.8729 3.5290 0.1985 0.2405 5.7897 1.5014 -#> 269: 93.0146 -5.8984 -2.0847 -4.3032 -0.9306 0.1731 6.3716 3.7485 0.8735 3.5197 0.1985 0.2402 5.7867 1.5016 -#> 270: 93.0159 -5.8950 -2.0842 -4.3013 -0.9307 0.1722 6.3630 3.7266 0.8743 3.5098 0.1986 0.2400 5.7837 1.5016 -#> 271: 93.0161 -5.8925 -2.0837 -4.2995 -0.9309 0.1715 6.3539 3.7068 0.8744 3.5001 0.1986 0.2400 5.7843 1.5020 -#> 272: 93.0195 -5.8919 -2.0837 -4.2977 -0.9314 0.1710 6.3430 3.6964 0.8744 3.4922 0.1985 0.2400 5.7859 1.5031 -#> 273: 93.0184 -5.8923 -2.0837 -4.2961 -0.9318 0.1705 6.3531 3.6914 0.8743 3.4854 0.1984 0.2402 5.7880 1.5030 -#> 274: 93.0178 -5.8927 -2.0834 -4.2951 -0.9320 0.1701 6.3818 3.6865 0.8749 3.4824 0.1984 0.2403 5.7928 1.5020 -#> 275: 93.0204 -5.8937 -2.0833 -4.2942 -0.9324 0.1700 6.3961 3.6842 0.8754 3.4790 0.1984 0.2402 5.7949 1.5011 -#> 276: 93.0228 -5.8958 -2.0833 -4.2932 -0.9327 0.1699 6.3965 3.6870 0.8760 3.4752 0.1984 0.2402 5.7934 1.5002 -#> 277: 93.0251 -5.9000 -2.0833 -4.2921 -0.9329 0.1695 6.4076 3.7032 0.8766 3.4712 0.1985 0.2400 5.7979 1.4989 -#> 278: 93.0297 -5.9021 -2.0833 -4.2912 -0.9331 0.1690 6.4279 3.7073 0.8771 3.4671 0.1986 0.2399 5.7978 1.4981 -#> 279: 93.0273 -5.9021 -2.0832 -4.2902 -0.9332 0.1684 6.4349 3.7003 0.8779 3.4622 0.1988 0.2400 5.7993 1.4972 -#> 280: 93.0236 -5.9030 -2.0831 -4.2892 -0.9334 0.1674 6.4776 3.6986 0.8787 3.4576 0.1990 0.2401 5.8026 1.4963 -#> 281: 93.0172 -5.9037 -2.0829 -4.2881 -0.9337 0.1665 6.4942 3.6984 0.8797 3.4536 0.1992 0.2402 5.8056 1.4955 -#> 282: 93.0147 -5.9055 -2.0827 -4.2872 -0.9339 0.1656 6.4861 3.7031 0.8810 3.4492 0.1992 0.2403 5.8107 1.4954 -#> 283: 93.0138 -5.9053 -2.0824 -4.2865 -0.9341 0.1646 6.4962 3.6967 0.8822 3.4451 0.1993 0.2406 5.8142 1.4959 -#> 284: 93.0132 -5.9067 -2.0821 -4.2864 -0.9343 0.1636 6.5021 3.7013 0.8838 3.4437 0.1993 0.2406 5.8146 1.4955 -#> 285: 93.0138 -5.9081 -2.0819 -4.2859 -0.9343 0.1628 6.5037 3.7043 0.8851 3.4406 0.1994 0.2406 5.8146 1.4945 -#> 286: 93.0119 -5.9086 -2.0815 -4.2858 -0.9342 0.1620 6.5068 3.7037 0.8864 3.4395 0.1994 0.2404 5.8133 1.4936 -#> 287: 93.0122 -5.9089 -2.0813 -4.2860 -0.9342 0.1614 6.5202 3.7044 0.8872 3.4399 0.1997 0.2401 5.8096 1.4929 -#> 288: 93.0104 -5.9083 -2.0812 -4.2858 -0.9342 0.1609 6.5237 3.6997 0.8876 3.4376 0.1999 0.2398 5.8041 1.4924 -#> 289: 93.0076 -5.9066 -2.0812 -4.2854 -0.9342 0.1604 6.5121 3.6893 0.8881 3.4342 0.1999 0.2394 5.8021 1.4922 -#> 290: 93.0064 -5.9052 -2.0813 -4.2851 -0.9343 0.1602 6.5106 3.6772 0.8886 3.4309 0.2000 0.2389 5.7988 1.4915 -#> 291: 93.0071 -5.9031 -2.0813 -4.2849 -0.9345 0.1601 6.5031 3.6628 0.8891 3.4284 0.2000 0.2384 5.7959 1.4908 -#> 292: 93.0114 -5.9023 -2.0809 -4.2841 -0.9346 0.1594 6.4930 3.6538 0.8894 3.4237 0.2001 0.2383 5.7923 1.4902 -#> 293: 93.0148 -5.9032 -2.0807 -4.2834 -0.9348 0.1589 6.4836 3.6542 0.8898 3.4206 0.2002 0.2380 5.7893 1.4893 -#> 294: 93.0161 -5.9026 -2.0806 -4.2826 -0.9349 0.1582 6.4719 3.6469 0.8901 3.4176 0.2005 0.2375 5.7898 1.4886 -#> 295: 93.0212 -5.9008 -2.0806 -4.2817 -0.9350 0.1576 6.4649 3.6372 0.8904 3.4145 0.2007 0.2370 5.7885 1.4890 -#> 296: 93.0270 -5.8989 -2.0805 -4.2809 -0.9351 0.1569 6.4835 3.6279 0.8911 3.4124 0.2010 0.2366 5.7886 1.4884 -#> 297: 93.0291 -5.8969 -2.0803 -4.2800 -0.9352 0.1560 6.5014 3.6177 0.8915 3.4094 0.2012 0.2364 5.7873 1.4880 -#> 298: 93.0332 -5.8963 -2.0801 -4.2790 -0.9352 0.1551 6.5168 3.6111 0.8919 3.4065 0.2014 0.2361 5.7855 1.4875 -#> 299: 93.0339 -5.8961 -2.0799 -4.2782 -0.9352 0.1542 6.5288 3.6081 0.8927 3.4038 0.2015 0.2358 5.7844 1.4869 -#> 300: 93.0335 -5.8971 -2.0797 -4.2772 -0.9351 0.1533 6.5409 3.6097 0.8937 3.4009 0.2017 0.2356 5.7844 1.4859 -#> 301: 93.0320 -5.8979 -2.0796 -4.2762 -0.9350 0.1522 6.5553 3.6126 0.8945 3.3977 0.2020 0.2354 5.7898 1.4847 -#> 302: 93.0321 -5.8997 -2.0795 -4.2751 -0.9351 0.1513 6.5737 3.6195 0.8956 3.3943 0.2023 0.2351 5.7917 1.4835 -#> 303: 93.0328 -5.8984 -2.0792 -4.2739 -0.9351 0.1504 6.5888 3.6111 0.8964 3.3912 0.2025 0.2350 5.7915 1.4825 -#> 304: 93.0357 -5.8969 -2.0790 -4.2728 -0.9350 0.1494 6.5907 3.6018 0.8975 3.3882 0.2026 0.2348 5.7929 1.4813 -#> 305: 93.0351 -5.8953 -2.0786 -4.2718 -0.9349 0.1484 6.5764 3.5916 0.8986 3.3858 0.2027 0.2345 5.7937 1.4816 -#> 306: 93.0352 -5.8950 -2.0784 -4.2707 -0.9350 0.1475 6.5727 3.5890 0.8999 3.3835 0.2028 0.2341 5.7981 1.4810 -#> 307: 93.0354 -5.8947 -2.0784 -4.2699 -0.9351 0.1466 6.5759 3.5853 0.9010 3.3820 0.2030 0.2339 5.8028 1.4799 -#> 308: 93.0336 -5.8938 -2.0783 -4.2690 -0.9351 0.1459 6.5855 3.5776 0.9022 3.3809 0.2031 0.2333 5.8014 1.4788 -#> 309: 93.0311 -5.8931 -2.0780 -4.2683 -0.9351 0.1452 6.5799 3.5717 0.9038 3.3805 0.2033 0.2328 5.8048 1.4779 -#> 310: 93.0303 -5.8915 -2.0778 -4.2675 -0.9352 0.1447 6.5716 3.5609 0.9046 3.3797 0.2033 0.2323 5.8060 1.4774 -#> 311: 93.0275 -5.8915 -2.0776 -4.2668 -0.9352 0.1441 6.5679 3.5581 0.9052 3.3788 0.2034 0.2319 5.8056 1.4770 -#> 312: 93.0258 -5.8920 -2.0775 -4.2659 -0.9352 0.1435 6.5573 3.5571 0.9058 3.3775 0.2033 0.2314 5.8053 1.4766 -#> 313: 93.0234 -5.8928 -2.0773 -4.2649 -0.9353 0.1431 6.5510 3.5573 0.9065 3.3761 0.2033 0.2309 5.8046 1.4757 -#> 314: 93.0237 -5.8937 -2.0771 -4.2639 -0.9355 0.1425 6.5488 3.5578 0.9074 3.3747 0.2033 0.2303 5.8029 1.4751 -#> 315: 93.0237 -5.8940 -2.0769 -4.2629 -0.9357 0.1420 6.5480 3.5565 0.9081 3.3730 0.2034 0.2299 5.8010 1.4746 -#> 316: 93.0218 -5.8936 -2.0767 -4.2617 -0.9358 0.1413 6.5424 3.5517 0.9087 3.3705 0.2034 0.2296 5.7992 1.4741 -#> 317: 93.0218 -5.8932 -2.0766 -4.2606 -0.9359 0.1406 6.5576 3.5474 0.9091 3.3679 0.2034 0.2292 5.7965 1.4736 -#> 318: 93.0215 -5.8927 -2.0765 -4.2597 -0.9361 0.1402 6.5884 3.5420 0.9096 3.3661 0.2034 0.2288 5.7960 1.4727 -#> 319: 93.0201 -5.8938 -2.0764 -4.2588 -0.9361 0.1397 6.6095 3.5439 0.9101 3.3642 0.2034 0.2283 5.7943 1.4719 -#> 320: 93.0188 -5.8926 -2.0763 -4.2579 -0.9361 0.1392 6.6170 3.5368 0.9103 3.3622 0.2034 0.2282 5.7930 1.4711 -#> 321: 93.0155 -5.8908 -2.0762 -4.2569 -0.9361 0.1385 6.6328 3.5268 0.9105 3.3598 0.2033 0.2282 5.7921 1.4702 -#> 322: 93.0133 -5.8894 -2.0760 -4.2561 -0.9360 0.1378 6.6415 3.5192 0.9110 3.3580 0.2032 0.2282 5.7903 1.4698 -#> 323: 93.0089 -5.8888 -2.0759 -4.2555 -0.9360 0.1372 6.6480 3.5131 0.9107 3.3563 0.2031 0.2285 5.7915 1.4691 -#> 324: 93.0038 -5.8881 -2.0758 -4.2547 -0.9359 0.1364 6.6639 3.5076 0.9106 3.3547 0.2029 0.2287 5.7912 1.4687 -#> 325: 93.0011 -5.8871 -2.0756 -4.2540 -0.9359 0.1361 6.6587 3.5005 0.9102 3.3531 0.2028 0.2289 5.7896 1.4686 -#> 326: 93.0033 -5.8874 -2.0755 -4.2535 -0.9360 0.1360 6.6621 3.4995 0.9098 3.3510 0.2026 0.2294 5.7883 1.4686 -#> 327: 93.0039 -5.8885 -2.0754 -4.2532 -0.9361 0.1359 6.6589 3.5051 0.9093 3.3497 0.2025 0.2297 5.7869 1.4687 -#> 328: 93.0061 -5.8896 -2.0753 -4.2529 -0.9362 0.1355 6.6671 3.5132 0.9088 3.3484 0.2024 0.2299 5.7854 1.4687 -#> 329: 93.0077 -5.8915 -2.0755 -4.2525 -0.9363 0.1352 6.6719 3.5255 0.9085 3.3464 0.2024 0.2301 5.7850 1.4682 -#> 330: 93.0061 -5.8942 -2.0757 -4.2518 -0.9365 0.1351 6.6696 3.5399 0.9083 3.3438 0.2023 0.2302 5.7840 1.4680 -#> 331: 93.0032 -5.8953 -2.0759 -4.2513 -0.9366 0.1348 6.6554 3.5433 0.9080 3.3411 0.2022 0.2302 5.7839 1.4677 -#> 332: 93.0013 -5.8956 -2.0761 -4.2507 -0.9367 0.1347 6.6298 3.5423 0.9079 3.3385 0.2021 0.2302 5.7851 1.4672 -#> 333: 93.0026 -5.8950 -2.0764 -4.2502 -0.9368 0.1346 6.6207 3.5365 0.9078 3.3357 0.2021 0.2303 5.7849 1.4667 -#> 334: 93.0019 -5.8933 -2.0767 -4.2497 -0.9369 0.1348 6.6145 3.5259 0.9077 3.3330 0.2021 0.2302 5.7856 1.4662 -#> 335: 93.0038 -5.8930 -2.0768 -4.2492 -0.9370 0.1348 6.6200 3.5227 0.9078 3.3307 0.2020 0.2303 5.7845 1.4654 -#> 336: 93.0038 -5.8923 -2.0765 -4.2488 -0.9371 0.1348 6.6316 3.5180 0.9081 3.3291 0.2019 0.2304 5.7837 1.4654 -#> 337: 93.0074 -5.8927 -2.0764 -4.2485 -0.9373 0.1349 6.6509 3.5187 0.9083 3.3275 0.2018 0.2304 5.7808 1.4655 -#> 338: 93.0117 -5.8950 -2.0761 -4.2483 -0.9377 0.1349 6.6559 3.5291 0.9087 3.3263 0.2018 0.2303 5.7770 1.4657 -#> 339: 93.0172 -5.8960 -2.0759 -4.2482 -0.9380 0.1349 6.6610 3.5304 0.9090 3.3260 0.2017 0.2302 5.7744 1.4657 -#> 340: 93.0179 -5.8977 -2.0757 -4.2481 -0.9383 0.1349 6.6583 3.5340 0.9093 3.3263 0.2017 0.2301 5.7749 1.4650 -#> 341: 93.0201 -5.8986 -2.0755 -4.2484 -0.9386 0.1348 6.6603 3.5337 0.9092 3.3283 0.2018 0.2300 5.7738 1.4650 -#> 342: 93.0245 -5.8990 -2.0752 -4.2484 -0.9389 0.1348 6.6680 3.5324 0.9093 3.3297 0.2018 0.2300 5.7727 1.4649 -#> 343: 93.0302 -5.9006 -2.0751 -4.2484 -0.9391 0.1347 6.6715 3.5367 0.9093 3.3313 0.2017 0.2300 5.7729 1.4645 -#> 344: 93.0340 -5.9026 -2.0749 -4.2484 -0.9394 0.1346 6.6793 3.5438 0.9093 3.3326 0.2017 0.2301 5.7709 1.4646 -#> 345: 93.0372 -5.9049 -2.0746 -4.2484 -0.9397 0.1347 6.6874 3.5515 0.9090 3.3340 0.2017 0.2301 5.7688 1.4648 -#> 346: 93.0372 -5.9063 -2.0743 -4.2483 -0.9399 0.1348 6.6963 3.5592 0.9090 3.3348 0.2018 0.2299 5.7680 1.4656 -#> 347: 93.0383 -5.9075 -2.0742 -4.2481 -0.9402 0.1350 6.7101 3.5658 0.9093 3.3353 0.2018 0.2299 5.7672 1.4649 -#> 348: 93.0412 -5.9084 -2.0742 -4.2479 -0.9405 0.1351 6.7183 3.5707 0.9095 3.3356 0.2019 0.2297 5.7657 1.4645 -#> 349: 93.0436 -5.9097 -2.0742 -4.2477 -0.9407 0.1351 6.7143 3.5783 0.9098 3.3359 0.2019 0.2295 5.7646 1.4643 -#> 350: 93.0476 -5.9105 -2.0742 -4.2474 -0.9409 0.1351 6.7239 3.5808 0.9100 3.3354 0.2019 0.2294 5.7628 1.4639 -#> 351: 93.0506 -5.9113 -2.0741 -4.2473 -0.9411 0.1352 6.7270 3.5825 0.9103 3.3356 0.2019 0.2292 5.7604 1.4637 -#> 352: 93.0529 -5.9127 -2.0740 -4.2471 -0.9413 0.1353 6.7312 3.5886 0.9107 3.3358 0.2019 0.2290 5.7594 1.4634 -#> 353: 93.0580 -5.9139 -2.0739 -4.2470 -0.9415 0.1354 6.7315 3.5922 0.9111 3.3357 0.2019 0.2288 5.7571 1.4636 -#> 354: 93.0639 -5.9129 -2.0738 -4.2468 -0.9417 0.1354 6.7390 3.5876 0.9112 3.3356 0.2018 0.2286 5.7541 1.4642 -#> 355: 93.0671 -5.9131 -2.0737 -4.2467 -0.9417 0.1353 6.7348 3.5906 0.9113 3.3354 0.2017 0.2284 5.7520 1.4648 -#> 356: 93.0682 -5.9134 -2.0737 -4.2465 -0.9418 0.1352 6.7329 3.5962 0.9113 3.3353 0.2017 0.2283 5.7505 1.4649 -#> 357: 93.0698 -5.9128 -2.0738 -4.2471 -0.9418 0.1354 6.7397 3.5933 0.9115 3.3388 0.2016 0.2280 5.7512 1.4651 -#> 358: 93.0709 -5.9129 -2.0740 -4.2475 -0.9419 0.1355 6.7379 3.5915 0.9119 3.3416 0.2016 0.2278 5.7526 1.4644 -#> 359: 93.0718 -5.9128 -2.0742 -4.2478 -0.9419 0.1358 6.7428 3.5886 0.9123 3.3432 0.2015 0.2275 5.7516 1.4641 -#> 360: 93.0693 -5.9136 -2.0743 -4.2481 -0.9419 0.1360 6.7385 3.5930 0.9125 3.3443 0.2015 0.2272 5.7511 1.4636 -#> 361: 93.0674 -5.9148 -2.0744 -4.2484 -0.9419 0.1361 6.7230 3.6002 0.9127 3.3458 0.2015 0.2270 5.7514 1.4634 -#> 362: 93.0660 -5.9168 -2.0745 -4.2486 -0.9420 0.1361 6.7313 3.6117 0.9130 3.3473 0.2014 0.2270 5.7506 1.4636 -#> 363: 93.0635 -5.9196 -2.0746 -4.2490 -0.9421 0.1360 6.7388 3.6275 0.9132 3.3500 0.2014 0.2269 5.7493 1.4636 -#> 364: 93.0631 -5.9210 -2.0747 -4.2497 -0.9421 0.1361 6.7383 3.6323 0.9135 3.3548 0.2015 0.2268 5.7483 1.4634 -#> 365: 93.0635 -5.9219 -2.0747 -4.2504 -0.9421 0.1361 6.7402 3.6341 0.9137 3.3590 0.2015 0.2268 5.7461 1.4635 -#> 366: 93.0640 -5.9232 -2.0746 -4.2511 -0.9422 0.1362 6.7477 3.6409 0.9142 3.3624 0.2015 0.2267 5.7451 1.4641 -#> 367: 93.0616 -5.9247 -2.0746 -4.2518 -0.9422 0.1364 6.7557 3.6473 0.9148 3.3653 0.2015 0.2269 5.7472 1.4640 -#> 368: 93.0601 -5.9247 -2.0746 -4.2522 -0.9422 0.1366 6.7632 3.6452 0.9150 3.3678 0.2015 0.2270 5.7482 1.4639 -#> 369: 93.0583 -5.9240 -2.0748 -4.2527 -0.9423 0.1369 6.7737 3.6395 0.9148 3.3695 0.2015 0.2273 5.7499 1.4636 -#> 370: 93.0591 -5.9236 -2.0752 -4.2532 -0.9423 0.1373 6.7721 3.6352 0.9145 3.3718 0.2015 0.2276 5.7513 1.4636 -#> 371: 93.0607 -5.9235 -2.0755 -4.2540 -0.9424 0.1378 6.7682 3.6330 0.9143 3.3754 0.2015 0.2280 5.7535 1.4635 -#> 372: 93.0615 -5.9229 -2.0759 -4.2549 -0.9424 0.1382 6.7640 3.6288 0.9142 3.3795 0.2014 0.2284 5.7553 1.4633 -#> 373: 93.0612 -5.9237 -2.0763 -4.2557 -0.9424 0.1385 6.7641 3.6327 0.9140 3.3832 0.2012 0.2288 5.7570 1.4629 -#> 374: 93.0611 -5.9240 -2.0766 -4.2565 -0.9424 0.1389 6.7701 3.6341 0.9137 3.3872 0.2011 0.2293 5.7599 1.4625 -#> 375: 93.0615 -5.9247 -2.0770 -4.2573 -0.9424 0.1393 6.7729 3.6362 0.9134 3.3912 0.2009 0.2296 5.7629 1.4620 -#> 376: 93.0621 -5.9248 -2.0772 -4.2578 -0.9425 0.1397 6.7732 3.6371 0.9132 3.3931 0.2008 0.2298 5.7654 1.4613 -#> 377: 93.0622 -5.9255 -2.0774 -4.2582 -0.9426 0.1401 6.7681 3.6389 0.9130 3.3953 0.2007 0.2300 5.7678 1.4607 -#> 378: 93.0609 -5.9256 -2.0775 -4.2585 -0.9426 0.1402 6.7705 3.6381 0.9128 3.3972 0.2006 0.2301 5.7673 1.4602 -#> 379: 93.0590 -5.9262 -2.0776 -4.2589 -0.9426 0.1404 6.7777 3.6382 0.9127 3.3991 0.2005 0.2303 5.7668 1.4599 -#> 380: 93.0607 -5.9258 -2.0777 -4.2595 -0.9427 0.1407 6.7836 3.6350 0.9127 3.4031 0.2004 0.2305 5.7665 1.4598 -#> 381: 93.0617 -5.9251 -2.0777 -4.2596 -0.9427 0.1410 6.7880 3.6294 0.9125 3.4030 0.2003 0.2307 5.7651 1.4601 -#> 382: 93.0631 -5.9252 -2.0777 -4.2599 -0.9428 0.1413 6.7912 3.6278 0.9123 3.4038 0.2002 0.2310 5.7649 1.4606 -#> 383: 93.0621 -5.9253 -2.0778 -4.2602 -0.9429 0.1415 6.7834 3.6279 0.9119 3.4053 0.2000 0.2312 5.7657 1.4607 -#> 384: 93.0614 -5.9254 -2.0779 -4.2604 -0.9430 0.1416 6.7853 3.6280 0.9115 3.4066 0.1999 0.2313 5.7662 1.4608 -#> 385: 93.0613 -5.9259 -2.0780 -4.2605 -0.9430 0.1418 6.7757 3.6301 0.9112 3.4066 0.1997 0.2315 5.7678 1.4609 -#> 386: 93.0614 -5.9264 -2.0780 -4.2607 -0.9431 0.1418 6.7610 3.6331 0.9110 3.4073 0.1995 0.2317 5.7696 1.4612 -#> 387: 93.0631 -5.9276 -2.0780 -4.2610 -0.9432 0.1420 6.7595 3.6397 0.9108 3.4085 0.1993 0.2318 5.7716 1.4612 -#> 388: 93.0650 -5.9282 -2.0779 -4.2613 -0.9433 0.1421 6.7552 3.6445 0.9106 3.4092 0.1992 0.2318 5.7731 1.4612 -#> 389: 93.0644 -5.9286 -2.0779 -4.2616 -0.9434 0.1422 6.7488 3.6471 0.9104 3.4098 0.1991 0.2317 5.7724 1.4614 -#> 390: 93.0653 -5.9297 -2.0778 -4.2619 -0.9435 0.1423 6.7412 3.6524 0.9101 3.4103 0.1990 0.2317 5.7722 1.4615 -#> 391: 93.0647 -5.9297 -2.0778 -4.2623 -0.9435 0.1425 6.7508 3.6524 0.9101 3.4115 0.1989 0.2317 5.7729 1.4621 -#> 392: 93.0637 -5.9293 -2.0778 -4.2624 -0.9436 0.1427 6.7572 3.6498 0.9102 3.4109 0.1988 0.2317 5.7727 1.4623 -#> 393: 93.0657 -5.9294 -2.0778 -4.2632 -0.9436 0.1429 6.7607 3.6496 0.9104 3.4148 0.1987 0.2318 5.7719 1.4621 -#> 394: 93.0689 -5.9293 -2.0779 -4.2635 -0.9438 0.1431 6.7635 3.6489 0.9108 3.4141 0.1987 0.2318 5.7724 1.4623 -#> 395: 93.0705 -5.9295 -2.0780 -4.2640 -0.9438 0.1433 6.7753 3.6500 0.9110 3.4145 0.1986 0.2319 5.7724 1.4622 -#> 396: 93.0704 -5.9296 -2.0780 -4.2648 -0.9438 0.1435 6.7793 3.6511 0.9112 3.4175 0.1985 0.2319 5.7720 1.4618 -#> 397: 93.0715 -5.9302 -2.0781 -4.2656 -0.9438 0.1437 6.7782 3.6530 0.9114 3.4206 0.1985 0.2320 5.7706 1.4617 -#> 398: 93.0719 -5.9297 -2.0781 -4.2666 -0.9438 0.1439 6.7774 3.6510 0.9120 3.4258 0.1984 0.2319 5.7709 1.4616 -#> 399: 93.0720 -5.9296 -2.0781 -4.2678 -0.9438 0.1441 6.7819 3.6526 0.9126 3.4317 0.1984 0.2319 5.7717 1.4615 -#> 400: 93.0730 -5.9296 -2.0783 -4.2691 -0.9438 0.1443 6.7786 3.6538 0.9129 3.4389 0.1983 0.2319 5.7716 1.4614 -#> 401: 93.0728 -5.9292 -2.0783 -4.2706 -0.9437 0.1445 6.7731 3.6521 0.9133 3.4478 0.1982 0.2319 5.7701 1.4615 -#> 402: 93.0732 -5.9289 -2.0784 -4.2718 -0.9438 0.1447 6.7698 3.6517 0.9137 3.4542 0.1981 0.2319 5.7689 1.4618 -#> 403: 93.0732 -5.9301 -2.0785 -4.2730 -0.9438 0.1450 6.7640 3.6576 0.9142 3.4593 0.1980 0.2320 5.7693 1.4615 -#> 404: 93.0710 -5.9316 -2.0787 -4.2740 -0.9439 0.1453 6.7544 3.6647 0.9147 3.4644 0.1979 0.2320 5.7708 1.4611 -#> 405: 93.0687 -5.9322 -2.0788 -4.2750 -0.9440 0.1454 6.7547 3.6663 0.9153 3.4693 0.1978 0.2322 5.7714 1.4608 -#> 406: 93.0673 -5.9337 -2.0789 -4.2760 -0.9440 0.1456 6.7563 3.6726 0.9163 3.4742 0.1977 0.2324 5.7718 1.4603 -#> 407: 93.0653 -5.9345 -2.0791 -4.2769 -0.9440 0.1456 6.7601 3.6756 0.9169 3.4786 0.1976 0.2327 5.7732 1.4598 -#> 408: 93.0640 -5.9357 -2.0793 -4.2779 -0.9440 0.1455 6.7547 3.6821 0.9177 3.4838 0.1974 0.2329 5.7751 1.4592 -#> 409: 93.0646 -5.9371 -2.0795 -4.2784 -0.9440 0.1456 6.7486 3.6915 0.9184 3.4863 0.1973 0.2330 5.7766 1.4588 -#> 410: 93.0639 -5.9391 -2.0797 -4.2791 -0.9441 0.1457 6.7523 3.7048 0.9192 3.4889 0.1972 0.2329 5.7770 1.4582 -#> 411: 93.0628 -5.9401 -2.0799 -4.2799 -0.9442 0.1457 6.7529 3.7113 0.9199 3.4929 0.1972 0.2329 5.7761 1.4580 -#> 412: 93.0620 -5.9402 -2.0801 -4.2808 -0.9443 0.1458 6.7502 3.7099 0.9207 3.4972 0.1971 0.2328 5.7767 1.4577 -#> 413: 93.0628 -5.9403 -2.0804 -4.2816 -0.9443 0.1461 6.7466 3.7091 0.9214 3.5007 0.1970 0.2326 5.7771 1.4572 -#> 414: 93.0627 -5.9405 -2.0807 -4.2825 -0.9443 0.1463 6.7480 3.7089 0.9221 3.5048 0.1969 0.2325 5.7774 1.4567 -#> 415: 93.0614 -5.9402 -2.0810 -4.2836 -0.9443 0.1465 6.7474 3.7066 0.9226 3.5098 0.1969 0.2323 5.7780 1.4564 -#> 416: 93.0610 -5.9408 -2.0813 -4.2848 -0.9443 0.1469 6.7544 3.7116 0.9229 3.5157 0.1968 0.2321 5.7786 1.4559 -#> 417: 93.0601 -5.9413 -2.0815 -4.2860 -0.9443 0.1471 6.7592 3.7158 0.9234 3.5206 0.1967 0.2319 5.7793 1.4556 -#> 418: 93.0606 -5.9424 -2.0817 -4.2868 -0.9444 0.1473 6.7589 3.7214 0.9238 3.5237 0.1966 0.2318 5.7787 1.4553 -#> 419: 93.0605 -5.9433 -2.0818 -4.2877 -0.9444 0.1476 6.7641 3.7253 0.9242 3.5274 0.1965 0.2316 5.7780 1.4552 -#> 420: 93.0623 -5.9427 -2.0819 -4.2886 -0.9445 0.1478 6.7593 3.7216 0.9246 3.5310 0.1965 0.2314 5.7772 1.4551 -#> 421: 93.0630 -5.9418 -2.0819 -4.2895 -0.9445 0.1480 6.7489 3.7166 0.9250 3.5337 0.1964 0.2312 5.7764 1.4552 -#> 422: 93.0626 -5.9410 -2.0820 -4.2900 -0.9445 0.1482 6.7452 3.7124 0.9253 3.5350 0.1963 0.2311 5.7758 1.4549 -#> 423: 93.0629 -5.9407 -2.0822 -4.2906 -0.9446 0.1484 6.7409 3.7095 0.9256 3.5360 0.1963 0.2309 5.7753 1.4546 -#> 424: 93.0637 -5.9404 -2.0821 -4.2912 -0.9446 0.1485 6.7387 3.7073 0.9258 3.5370 0.1962 0.2308 5.7733 1.4546 -#> 425: 93.0625 -5.9402 -2.0821 -4.2917 -0.9447 0.1486 6.7330 3.7061 0.9258 3.5381 0.1961 0.2306 5.7722 1.4548 -#> 426: 93.0624 -5.9399 -2.0820 -4.2921 -0.9447 0.1487 6.7256 3.7034 0.9259 3.5387 0.1961 0.2304 5.7719 1.4545 -#> 427: 93.0606 -5.9397 -2.0821 -4.2925 -0.9447 0.1488 6.7139 3.7010 0.9257 3.5394 0.1961 0.2301 5.7730 1.4545 -#> 428: 93.0601 -5.9394 -2.0822 -4.2929 -0.9447 0.1489 6.7062 3.6984 0.9256 3.5405 0.1961 0.2298 5.7723 1.4543 -#> 429: 93.0615 -5.9391 -2.0821 -4.2933 -0.9447 0.1490 6.7040 3.6956 0.9254 3.5412 0.1960 0.2297 5.7714 1.4544 -#> 430: 93.0654 -5.9389 -2.0820 -4.2934 -0.9448 0.1491 6.7016 3.6934 0.9253 3.5412 0.1960 0.2295 5.7710 1.4546 -#> 431: 93.0674 -5.9392 -2.0819 -4.2936 -0.9449 0.1491 6.6946 3.6935 0.9252 3.5414 0.1960 0.2294 5.7699 1.4547 -#> 432: 93.0683 -5.9401 -2.0818 -4.2938 -0.9450 0.1491 6.6895 3.6960 0.9250 3.5417 0.1961 0.2292 5.7687 1.4549 -#> 433: 93.0693 -5.9411 -2.0815 -4.2942 -0.9451 0.1491 6.6826 3.7003 0.9254 3.5433 0.1961 0.2291 5.7679 1.4549 -#> 434: 93.0720 -5.9410 -2.0813 -4.2945 -0.9452 0.1491 6.6842 3.6998 0.9258 3.5440 0.1960 0.2290 5.7662 1.4548 -#> 435: 93.0735 -5.9417 -2.0811 -4.2947 -0.9453 0.1490 6.6907 3.7029 0.9261 3.5446 0.1960 0.2290 5.7651 1.4548 -#> 436: 93.0752 -5.9430 -2.0809 -4.2949 -0.9454 0.1489 6.6939 3.7083 0.9266 3.5459 0.1959 0.2290 5.7638 1.4547 -#> 437: 93.0774 -5.9442 -2.0807 -4.2952 -0.9455 0.1487 6.7016 3.7147 0.9270 3.5474 0.1960 0.2290 5.7624 1.4550 -#> 438: 93.0795 -5.9453 -2.0805 -4.2954 -0.9456 0.1485 6.7089 3.7212 0.9275 3.5491 0.1959 0.2291 5.7614 1.4551 -#> 439: 93.0816 -5.9467 -2.0802 -4.2956 -0.9457 0.1484 6.7230 3.7291 0.9281 3.5503 0.1959 0.2293 5.7616 1.4551 -#> 440: 93.0834 -5.9475 -2.0800 -4.2957 -0.9458 0.1480 6.7306 3.7340 0.9287 3.5512 0.1960 0.2295 5.7631 1.4551 -#> 441: 93.0855 -5.9480 -2.0797 -4.2961 -0.9459 0.1478 6.7436 3.7373 0.9292 3.5534 0.1960 0.2299 5.7642 1.4553 -#> 442: 93.0885 -5.9488 -2.0793 -4.2963 -0.9460 0.1474 6.7533 3.7419 0.9297 3.5546 0.1960 0.2304 5.7630 1.4554 -#> 443: 93.0907 -5.9497 -2.0789 -4.2967 -0.9461 0.1471 6.7641 3.7469 0.9304 3.5570 0.1960 0.2308 5.7616 1.4554 -#> 444: 93.0905 -5.9504 -2.0785 -4.2972 -0.9462 0.1467 6.7570 3.7486 0.9312 3.5601 0.1960 0.2311 5.7604 1.4553 -#> 445: 93.0903 -5.9515 -2.0782 -4.2977 -0.9462 0.1462 6.7547 3.7543 0.9319 3.5635 0.1960 0.2314 5.7595 1.4550 -#> 446: 93.0902 -5.9530 -2.0778 -4.2982 -0.9462 0.1459 6.7562 3.7615 0.9325 3.5664 0.1960 0.2316 5.7580 1.4548 -#> 447: 93.0905 -5.9541 -2.0775 -4.2990 -0.9463 0.1455 6.7639 3.7668 0.9333 3.5719 0.1960 0.2318 5.7574 1.4543 -#> 448: 93.0912 -5.9555 -2.0772 -4.2999 -0.9463 0.1452 6.7671 3.7736 0.9340 3.5783 0.1960 0.2322 5.7572 1.4540 -#> 449: 93.0918 -5.9570 -2.0769 -4.3004 -0.9464 0.1448 6.7824 3.7802 0.9345 3.5809 0.1960 0.2326 5.7561 1.4537 -#> 450: 93.0901 -5.9579 -2.0766 -4.3011 -0.9464 0.1444 6.7866 3.7829 0.9351 3.5853 0.1959 0.2329 5.7551 1.4536 -#> 451: 93.0899 -5.9594 -2.0763 -4.3016 -0.9465 0.1439 6.7875 3.7896 0.9356 3.5888 0.1959 0.2332 5.7550 1.4537 -#> 452: 93.0902 -5.9603 -2.0759 -4.3023 -0.9465 0.1435 6.7953 3.7926 0.9363 3.5927 0.1958 0.2335 5.7537 1.4538 -#> 453: 93.0906 -5.9615 -2.0755 -4.3026 -0.9465 0.1430 6.7996 3.7982 0.9372 3.5950 0.1958 0.2338 5.7531 1.4539 -#> 454: 93.0909 -5.9614 -2.0751 -4.3029 -0.9465 0.1425 6.8016 3.7969 0.9381 3.5976 0.1958 0.2340 5.7532 1.4540 -#> 455: 93.0909 -5.9610 -2.0749 -4.3035 -0.9464 0.1420 6.8022 3.7940 0.9391 3.6022 0.1957 0.2342 5.7532 1.4539 -#> 456: 93.0916 -5.9600 -2.0746 -4.3045 -0.9463 0.1416 6.7942 3.7893 0.9398 3.6104 0.1957 0.2344 5.7540 1.4537 -#> 457: 93.0905 -5.9595 -2.0744 -4.3058 -0.9463 0.1411 6.7931 3.7866 0.9407 3.6210 0.1956 0.2345 5.7551 1.4534 -#> 458: 93.0905 -5.9597 -2.0742 -4.3071 -0.9462 0.1407 6.7877 3.7882 0.9416 3.6327 0.1955 0.2347 5.7566 1.4532 -#> 459: 93.0895 -5.9598 -2.0741 -4.3078 -0.9461 0.1402 6.7884 3.7889 0.9425 3.6383 0.1955 0.2349 5.7601 1.4527 -#> 460: 93.0871 -5.9602 -2.0741 -4.3086 -0.9460 0.1398 6.7889 3.7912 0.9434 3.6439 0.1954 0.2350 5.7619 1.4522 -#> 461: 93.0854 -5.9613 -2.0739 -4.3091 -0.9459 0.1393 6.7813 3.7973 0.9440 3.6481 0.1953 0.2351 5.7620 1.4520 -#> 462: 93.0838 -5.9623 -2.0737 -4.3093 -0.9458 0.1388 6.7791 3.8037 0.9445 3.6498 0.1953 0.2353 5.7616 1.4518 -#> 463: 93.0816 -5.9629 -2.0734 -4.3095 -0.9457 0.1384 6.7733 3.8070 0.9451 3.6508 0.1952 0.2355 5.7626 1.4519 -#> 464: 93.0792 -5.9631 -2.0731 -4.3095 -0.9457 0.1379 6.7697 3.8081 0.9460 3.6507 0.1951 0.2358 5.7638 1.4518 -#> 465: 93.0775 -5.9633 -2.0728 -4.3095 -0.9456 0.1374 6.7717 3.8095 0.9466 3.6506 0.1950 0.2361 5.7647 1.4519 -#> 466: 93.0774 -5.9640 -2.0725 -4.3097 -0.9455 0.1368 6.7686 3.8141 0.9473 3.6516 0.1949 0.2363 5.7662 1.4516 -#> 467: 93.0773 -5.9646 -2.0722 -4.3100 -0.9454 0.1364 6.7668 3.8172 0.9480 3.6535 0.1948 0.2366 5.7671 1.4516 -#> 468: 93.0777 -5.9653 -2.0719 -4.3106 -0.9453 0.1358 6.7648 3.8226 0.9487 3.6566 0.1947 0.2371 5.7681 1.4514 -#> 469: 93.0778 -5.9657 -2.0717 -4.3112 -0.9453 0.1353 6.7617 3.8253 0.9495 3.6588 0.1947 0.2375 5.7686 1.4510 -#> 470: 93.0769 -5.9663 -2.0715 -4.3117 -0.9452 0.1347 6.7650 3.8278 0.9503 3.6613 0.1947 0.2379 5.7688 1.4506 -#> 471: 93.0749 -5.9664 -2.0714 -4.3123 -0.9451 0.1342 6.7708 3.8280 0.9510 3.6643 0.1947 0.2383 5.7699 1.4505 -#> 472: 93.0721 -5.9668 -2.0713 -4.3127 -0.9450 0.1337 6.7756 3.8284 0.9517 3.6665 0.1947 0.2386 5.7710 1.4501 -#> 473: 93.0696 -5.9670 -2.0713 -4.3133 -0.9449 0.1333 6.7784 3.8280 0.9522 3.6698 0.1947 0.2388 5.7716 1.4498 -#> 474: 93.0674 -5.9673 -2.0714 -4.3138 -0.9448 0.1329 6.7761 3.8281 0.9527 3.6731 0.1947 0.2390 5.7729 1.4496 -#> 475: 93.0655 -5.9679 -2.0714 -4.3143 -0.9447 0.1324 6.7779 3.8302 0.9531 3.6762 0.1947 0.2391 5.7743 1.4493 -#> 476: 93.0643 -5.9682 -2.0713 -4.3144 -0.9447 0.1321 6.7776 3.8314 0.9536 3.6768 0.1946 0.2391 5.7762 1.4492 -#> 477: 93.0631 -5.9684 -2.0714 -4.3146 -0.9446 0.1317 6.7725 3.8326 0.9540 3.6787 0.1945 0.2392 5.7768 1.4492 -#> 478: 93.0630 -5.9693 -2.0715 -4.3148 -0.9447 0.1314 6.7626 3.8365 0.9543 3.6788 0.1944 0.2395 5.7785 1.4492 -#> 479: 93.0634 -5.9710 -2.0714 -4.3148 -0.9447 0.1310 6.7499 3.8462 0.9547 3.6778 0.1943 0.2399 5.7798 1.4490 -#> 480: 93.0651 -5.9732 -2.0715 -4.3147 -0.9447 0.1307 6.7463 3.8616 0.9548 3.6770 0.1943 0.2403 5.7810 1.4488 -#> 481: 93.0664 -5.9747 -2.0715 -4.3149 -0.9447 0.1304 6.7442 3.8722 0.9550 3.6780 0.1941 0.2409 5.7811 1.4487 -#> 482: 93.0647 -5.9762 -2.0714 -4.3151 -0.9447 0.1300 6.7389 3.8834 0.9554 3.6784 0.1941 0.2414 5.7816 1.4484 -#> 483: 93.0628 -5.9778 -2.0714 -4.3153 -0.9447 0.1295 6.7352 3.8943 0.9557 3.6783 0.1940 0.2419 5.7820 1.4483 -#> 484: 93.0614 -5.9787 -2.0715 -4.3153 -0.9447 0.1291 6.7314 3.8999 0.9559 3.6774 0.1939 0.2424 5.7819 1.4481 -#> 485: 93.0593 -5.9789 -2.0715 -4.3153 -0.9447 0.1288 6.7293 3.9007 0.9561 3.6765 0.1938 0.2430 5.7815 1.4480 -#> 486: 93.0575 -5.9793 -2.0716 -4.3152 -0.9447 0.1284 6.7331 3.9021 0.9563 3.6753 0.1938 0.2434 5.7806 1.4480 -#> 487: 93.0555 -5.9796 -2.0716 -4.3152 -0.9447 0.1281 6.7342 3.9036 0.9566 3.6741 0.1937 0.2439 5.7805 1.4479 -#> 488: 93.0545 -5.9795 -2.0716 -4.3152 -0.9447 0.1277 6.7365 3.9024 0.9569 3.6729 0.1937 0.2444 5.7795 1.4480 -#> 489: 93.0550 -5.9800 -2.0716 -4.3152 -0.9447 0.1274 6.7336 3.9046 0.9571 3.6719 0.1937 0.2448 5.7778 1.4481 -#> 490: 93.0571 -5.9793 -2.0715 -4.3152 -0.9447 0.1272 6.7331 3.9009 0.9573 3.6704 0.1936 0.2450 5.7767 1.4484 -#> 491: 93.0584 -5.9787 -2.0714 -4.3151 -0.9447 0.1270 6.7280 3.8980 0.9575 3.6688 0.1936 0.2452 5.7764 1.4487 -#> 492: 93.0589 -5.9786 -2.0714 -4.3150 -0.9447 0.1267 6.7264 3.8971 0.9578 3.6675 0.1936 0.2455 5.7759 1.4489 -#> 493: 93.0593 -5.9790 -2.0711 -4.3149 -0.9447 0.1265 6.7273 3.8982 0.9584 3.6660 0.1935 0.2456 5.7759 1.4490 -#> 494: 93.0594 -5.9805 -2.0710 -4.3149 -0.9448 0.1263 6.7291 3.9066 0.9590 3.6650 0.1935 0.2457 5.7758 1.4489 -#> 495: 93.0596 -5.9816 -2.0709 -4.3148 -0.9448 0.1261 6.7281 3.9123 0.9593 3.6639 0.1936 0.2459 5.7745 1.4490 -#> 496: 93.0590 -5.9829 -2.0707 -4.3148 -0.9448 0.1259 6.7319 3.9227 0.9597 3.6628 0.1936 0.2461 5.7740 1.4491 -#> 497: 93.0580 -5.9842 -2.0706 -4.3148 -0.9448 0.1257 6.7388 3.9326 0.9600 3.6623 0.1936 0.2463 5.7732 1.4492 -#> 498: 93.0578 -5.9848 -2.0705 -4.3148 -0.9448 0.1255 6.7447 3.9368 0.9605 3.6618 0.1936 0.2464 5.7726 1.4494 -#> 499: 93.0568 -5.9843 -2.0704 -4.3147 -0.9447 0.1253 6.7475 3.9341 0.9609 3.6612 0.1937 0.2467 5.7718 1.4495 -#> 500: 93.0563 -5.9831 -2.0703 -4.3147 -0.9447 0.1251 6.7500 3.9292 0.9614 3.6607 0.1937 0.2469 5.7712 1.4496
    #> Calculating covariance matrix
    #>
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT"
    #> Calculating residuals/tables
    #> done
    f_nlmixr_dfop_sfo_focei_obs <- nlmixr(f_mmkin_obs["DFOP-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_k1 | -#> |.....................| log_k2 | g_qlogis |sigma_parent | sigma_A1 | -#> |.....................| o1 | o2 | o3 | o4 | -#> |.....................| o5 | o6 |...........|...........| -#> | 1| 488.98943 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 488.98943 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 488.98943 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | G| Gill Diff. | -27.68 | 2.403 | -0.1248 | -0.3242 | -#> |.....................| -0.3705 | 0.07384 | -31.92 | -15.13 | -#> |.....................| 14.74 | 13.03 | -12.01 | -2.072 | -#> |.....................| 5.553 | -10.09 |...........|...........| -#> | 2| 1205.4696 | 1.534 | -1.046 | -0.9091 | -0.9266 | -#> |.....................| -0.9745 | -0.8897 | -0.2358 | -0.5780 | -#> |.....................| -1.162 | -1.126 | -0.6367 | -0.8323 | -#> |.....................| -0.9817 | -0.6738 |...........|...........| -#> | U| 1205.4696 | 142.6 | -5.346 | -0.9477 | -1.994 | -#> |.....................| -4.393 | 0.1897 | 2.616 | 1.260 | -#> |.....................| 0.5160 | 0.6557 | 1.444 | 1.015 | -#> |.....................| 0.7709 | 1.387 |...........|...........| -#> | X| 1205.4696 | 142.6 | 0.004766 | 0.2793 | 0.1362 | -#> |.....................| 0.01237 | 0.5473 | 2.616 | 1.260 | -#> |.....................| 0.5160 | 0.6557 | 1.444 | 1.015 | -#> |.....................| 0.7709 | 1.387 |...........|...........| -#> | 3| 510.70816 | 1.053 | -1.005 | -0.9113 | -0.9322 | -#> |.....................| -0.9810 | -0.8884 | -0.7899 | -0.8406 | -#> |.....................| -0.9059 | -0.8995 | -0.8452 | -0.8683 | -#> |.....................| -0.8853 | -0.8491 |...........|...........| -#> | U| 510.70816 | 97.96 | -5.305 | -0.9498 | -1.999 | -#> |.....................| -4.399 | 0.1900 | 2.062 | 1.116 | -#> |.....................| 0.7005 | 0.8538 | 1.199 | 0.9804 | -#> |.....................| 0.8541 | 1.184 |...........|...........| -#> | X| 510.70816 | 97.96 | 0.004969 | 0.2789 | 0.1354 | -#> |.....................| 0.01229 | 0.5474 | 2.062 | 1.116 | -#> |.....................| 0.7005 | 0.8538 | 1.199 | 0.9804 | -#> |.....................| 0.8541 | 1.184 |...........|...........| -#> | 4| 494.11470 | 1.005 | -1.000 | -0.9115 | -0.9328 | -#> |.....................| -0.9816 | -0.8883 | -0.8453 | -0.8669 | -#> |.....................| -0.8803 | -0.8769 | -0.8660 | -0.8719 | -#> |.....................| -0.8757 | -0.8666 |...........|...........| -#> | U| 494.1147 | 93.50 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.006 | 1.102 | -#> |.....................| 0.7190 | 0.8736 | 1.175 | 0.9768 | -#> |.....................| 0.8624 | 1.163 |...........|...........| -#> | X| 494.1147 | 93.50 | 0.004989 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.006 | 1.102 | -#> |.....................| 0.7190 | 0.8736 | 1.175 | 0.9768 | -#> |.....................| 0.8624 | 1.163 |...........|...........| -#> | 5| 494.35784 | 1.001 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8509 | -0.8695 | -#> |.....................| -0.8778 | -0.8746 | -0.8681 | -0.8723 | -#> |.....................| -0.8747 | -0.8683 |...........|...........| -#> | U| 494.35784 | 93.05 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.001 | 1.100 | -#> |.....................| 0.7208 | 0.8755 | 1.172 | 0.9765 | -#> |.....................| 0.8632 | 1.161 |...........|...........| -#> | X| 494.35784 | 93.05 | 0.004991 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.001 | 1.100 | -#> |.....................| 0.7208 | 0.8755 | 1.172 | 0.9765 | -#> |.....................| 0.8632 | 1.161 |...........|...........| -#> | 6| 494.40319 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8514 | -0.8698 | -#> |.....................| -0.8775 | -0.8744 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40319 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8757 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40319 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8757 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 7| 494.40793 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8744 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40793 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40793 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 8| 494.40830 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.4083 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.4083 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 9| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 10| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 11| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 12| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 13| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 14| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 15| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 16| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | 17| 494.40832 | 1.000 | -1.000 | -0.9115 | -0.9329 | -#> |.....................| -0.9817 | -0.8883 | -0.8515 | -0.8698 | -#> |.....................| -0.8775 | -0.8743 | -0.8683 | -0.8723 | -#> |.....................| -0.8746 | -0.8685 |...........|...........| -#> | U| 494.40832 | 93.00 | -5.300 | -0.9500 | -2.000 | -#> |.....................| -4.400 | 0.1900 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> | X| 494.40832 | 93.00 | 0.004992 | 0.2789 | 0.1353 | -#> |.....................| 0.01228 | 0.5474 | 2.000 | 1.100 | -#> |.....................| 0.7210 | 0.8758 | 1.172 | 0.9765 | -#> |.....................| 0.8633 | 1.161 |...........|...........| -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: using R matrix to calculate covariance, can check sandwich or S matrix with $covRS and $covS
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    -# Identical two-component error for all variables is only possible with -# est = 'focei' in nlmixr -f_nlmixr_fomc_sfo_focei_tc <- nlmixr(f_mmkin_tc["FOMC-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_alpha | -#> |.....................| log_beta | sigma_low | rsd_high | o1 | -#> |.....................| o2 | o3 | o4 | o5 | -#> | 1| 500.20030 | 1.000 | -1.000 | -0.9113 | -0.8944 | -#> |.....................| -0.8454 | -0.8678 | -0.8916 | -0.8767 | -#> |.....................| -0.8743 | -0.8675 | -0.8704 | -0.8704 | -#> | U| 500.2003 | 93.00 | -5.300 | -0.9400 | -0.1100 | -#> |.....................| 2.300 | 1.200 | 0.03000 | 0.7598 | -#> |.....................| 0.8758 | 1.214 | 1.068 | 1.071 | -#> | X| 500.2003 | 93.00 | 0.004992 | 0.2809 | 0.8958 | -#> |.....................| 9.974 | 1.200 | 0.03000 | 0.7598 | -#> |.....................| 0.8758 | 1.214 | 1.068 | 1.071 | -#> | G| Gill Diff. | 48.88 | 2.383 | 0.1231 | 0.1986 | -#> |.....................| 0.1571 | -64.31 | -21.89 | 0.6250 | -#> |.....................| 11.41 | -12.48 | -9.903 | -10.91 | -#> | 2| 2909.4393 | 0.4361 | -1.027 | -0.9127 | -0.8967 | -#> |.....................| -0.8472 | -0.1258 | -0.6390 | -0.8839 | -#> |.....................| -1.006 | -0.7235 | -0.7562 | -0.7445 | -#> | U| 2909.4393 | 40.56 | -5.327 | -0.9413 | -0.1123 | -#> |.....................| 2.298 | 1.645 | 0.03379 | 0.7544 | -#> |.....................| 0.7605 | 1.389 | 1.189 | 1.206 | -#> | X| 2909.4393 | 40.56 | 0.004856 | 0.2806 | 0.8938 | -#> |.....................| 9.956 | 1.645 | 0.03379 | 0.7544 | -#> |.....................| 0.7605 | 1.389 | 1.189 | 1.206 | -#> | 3| 515.24373 | 0.9436 | -1.003 | -0.9114 | -0.8946 | -#> |.....................| -0.8456 | -0.7936 | -0.8663 | -0.8774 | -#> |.....................| -0.8875 | -0.8531 | -0.8590 | -0.8578 | -#> | U| 515.24373 | 87.76 | -5.303 | -0.9401 | -0.1102 | -#> |.....................| 2.300 | 1.245 | 0.03038 | 0.7593 | -#> |.....................| 0.8642 | 1.232 | 1.080 | 1.084 | -#> | X| 515.24373 | 87.76 | 0.004978 | 0.2809 | 0.8956 | -#> |.....................| 9.972 | 1.245 | 0.03038 | 0.7593 | -#> |.....................| 0.8642 | 1.232 | 1.080 | 1.084 | -#> | 4| 499.40695 | 0.9897 | -1.001 | -0.9113 | -0.8944 | -#> |.....................| -0.8454 | -0.8542 | -0.8869 | -0.8768 | -#> |.....................| -0.8768 | -0.8648 | -0.8684 | -0.8681 | -#> | U| 499.40695 | 92.04 | -5.301 | -0.9400 | -0.1100 | -#> |.....................| 2.300 | 1.208 | 0.03007 | 0.7597 | -#> |.....................| 0.8737 | 1.217 | 1.070 | 1.073 | -#> | X| 499.40695 | 92.04 | 0.004989 | 0.2809 | 0.8958 | -#> |.....................| 9.974 | 1.208 | 0.03007 | 0.7597 | -#> |.....................| 0.8737 | 1.217 | 1.070 | 1.073 | -#> | F| Forward Diff. | -99.71 | 2.245 | -0.1707 | 0.1202 | -#> |.....................| -0.1546 | -61.69 | -22.54 | 1.475 | -#> |.....................| 7.677 | -11.72 | -9.584 | -10.53 | -#> | 5| 498.17135 | 1.001 | -1.001 | -0.9113 | -0.8945 | -#> |.....................| -0.8454 | -0.8410 | -0.8822 | -0.8771 | -#> |.....................| -0.8786 | -0.8623 | -0.8663 | -0.8658 | -#> | U| 498.17135 | 93.06 | -5.301 | -0.9400 | -0.1101 | -#> |.....................| 2.300 | 1.216 | 0.03014 | 0.7595 | -#> |.....................| 0.8720 | 1.221 | 1.072 | 1.076 | -#> | X| 498.17135 | 93.06 | 0.004987 | 0.2809 | 0.8958 | -#> |.....................| 9.974 | 1.216 | 0.03014 | 0.7595 | -#> |.....................| 0.8720 | 1.221 | 1.072 | 1.076 | -#> | F| Forward Diff. | 55.25 | 2.349 | 0.1359 | 0.2180 | -#> |.....................| 0.1993 | -60.48 | -20.28 | 1.106 | -#> |.....................| 9.662 | -11.74 | -9.501 | -10.55 | -#> | 6| 497.33758 | 0.9906 | -1.002 | -0.9113 | -0.8945 | -#> |.....................| -0.8454 | -0.8273 | -0.8776 | -0.8773 | -#> |.....................| -0.8808 | -0.8596 | -0.8642 | -0.8634 | -#> | U| 497.33758 | 92.12 | -5.302 | -0.9400 | -0.1101 | -#> |.....................| 2.300 | 1.224 | 0.03021 | 0.7594 | -#> |.....................| 0.8701 | 1.224 | 1.074 | 1.078 | -#> | X| 497.33758 | 92.12 | 0.004984 | 0.2809 | 0.8957 | -#> |.....................| 9.974 | 1.224 | 0.03021 | 0.7594 | -#> |.....................| 0.8701 | 1.224 | 1.074 | 1.078 | -#> | F| Forward Diff. | -88.13 | 2.220 | -0.1371 | 0.1382 | -#> |.....................| -0.1101 | -57.44 | -20.90 | 1.111 | -#> |.....................| 7.358 | -11.52 | -9.371 | -10.34 | -#> | 7| 496.20963 | 1.001 | -1.002 | -0.9113 | -0.8946 | -#> |.....................| -0.8454 | -0.8137 | -0.8728 | -0.8776 | -#> |.....................| -0.8827 | -0.8569 | -0.8620 | -0.8610 | -#> | U| 496.20963 | 93.07 | -5.302 | -0.9400 | -0.1102 | -#> |.....................| 2.300 | 1.232 | 0.03028 | 0.7592 | -#> |.....................| 0.8684 | 1.227 | 1.077 | 1.081 | -#> | X| 496.20963 | 93.07 | 0.004981 | 0.2809 | 0.8957 | -#> |.....................| 9.974 | 1.232 | 0.03028 | 0.7592 | -#> |.....................| 0.8684 | 1.227 | 1.077 | 1.081 | -#> | F| Forward Diff. | 55.31 | 2.316 | 0.1573 | 0.2363 | -#> |.....................| 0.2327 | -56.27 | -18.79 | 0.9054 | -#> |.....................| 9.277 | -11.53 | -9.283 | -10.35 | -#> | 8| 495.35926 | 0.9914 | -1.003 | -0.9113 | -0.8946 | -#> |.....................| -0.8455 | -0.7996 | -0.8680 | -0.8778 | -#> |.....................| -0.8850 | -0.8541 | -0.8597 | -0.8584 | -#> | U| 495.35926 | 92.20 | -5.303 | -0.9401 | -0.1102 | -#> |.....................| 2.300 | 1.241 | 0.03035 | 0.7590 | -#> |.....................| 0.8664 | 1.231 | 1.079 | 1.084 | -#> | X| 495.35926 | 92.20 | 0.004979 | 0.2809 | 0.8956 | -#> |.....................| 9.973 | 1.241 | 0.03035 | 0.7590 | -#> |.....................| 0.8664 | 1.231 | 1.079 | 1.084 | -#> | F| Forward Diff. | -77.78 | 2.194 | -0.1077 | 0.1552 | -#> |.....................| -0.06714 | -52.97 | -19.27 | 0.8916 | -#> |.....................| 7.037 | -11.29 | -9.130 | -10.15 | -#> | 9| 494.33654 | 1.001 | -1.003 | -0.9113 | -0.8947 | -#> |.....................| -0.8455 | -0.7857 | -0.8631 | -0.8780 | -#> |.....................| -0.8870 | -0.8511 | -0.8573 | -0.8558 | -#> | U| 494.33654 | 93.09 | -5.303 | -0.9400 | -0.1103 | -#> |.....................| 2.300 | 1.249 | 0.03043 | 0.7588 | -#> |.....................| 0.8647 | 1.234 | 1.082 | 1.087 | -#> | X| 494.33654 | 93.09 | 0.004976 | 0.2809 | 0.8956 | -#> |.....................| 9.973 | 1.249 | 0.03043 | 0.7588 | -#> |.....................| 0.8647 | 1.234 | 1.082 | 1.087 | -#> | F| Forward Diff. | 55.95 | 2.282 | 0.1850 | 0.2507 | -#> |.....................| 0.2656 | -51.81 | -17.28 | 0.8212 | -#> |.....................| 7.543 | -11.27 | -9.029 | -10.13 | -#> | 10| 493.47922 | 0.9922 | -1.004 | -0.9114 | -0.8947 | -#> |.....................| -0.8455 | -0.7714 | -0.8582 | -0.8782 | -#> |.....................| -0.8891 | -0.8480 | -0.8548 | -0.8530 | -#> | U| 493.47922 | 92.28 | -5.304 | -0.9401 | -0.1103 | -#> |.....................| 2.300 | 1.258 | 0.03050 | 0.7587 | -#> |.....................| 0.8629 | 1.238 | 1.084 | 1.090 | -#> | X| 493.47922 | 92.28 | 0.004973 | 0.2809 | 0.8955 | -#> |.....................| 9.973 | 1.258 | 0.03050 | 0.7587 | -#> |.....................| 0.8629 | 1.238 | 1.084 | 1.090 | -#> | F| Forward Diff. | -67.18 | 2.173 | -0.07166 | 0.1818 | -#> |.....................| -0.01313 | -49.19 | -17.69 | 0.7047 | -#> |.....................| 8.114 | -11.03 | -8.882 | -9.923 | -#> | 11| 492.53845 | 1.001 | -1.004 | -0.9114 | -0.8948 | -#> |.....................| -0.8456 | -0.7572 | -0.8532 | -0.8784 | -#> |.....................| -0.8914 | -0.8448 | -0.8522 | -0.8501 | -#> | U| 492.53845 | 93.09 | -5.304 | -0.9401 | -0.1104 | -#> |.....................| 2.300 | 1.266 | 0.03057 | 0.7585 | -#> |.....................| 0.8608 | 1.242 | 1.087 | 1.093 | -#> | X| 492.53845 | 93.09 | 0.004969 | 0.2809 | 0.8955 | -#> |.....................| 9.972 | 1.266 | 0.03057 | 0.7585 | -#> |.....................| 0.8608 | 1.242 | 1.087 | 1.093 | -#> | F| Forward Diff. | 53.38 | 2.243 | 0.1941 | 0.2566 | -#> |.....................| 0.2879 | -47.96 | -15.83 | 0.7595 | -#> |.....................| 8.537 | -10.98 | -8.771 | -9.890 | -#> | 12| 491.72645 | 0.9926 | -1.005 | -0.9114 | -0.8949 | -#> |.....................| -0.8456 | -0.7429 | -0.8484 | -0.8786 | -#> |.....................| -0.8941 | -0.8415 | -0.8496 | -0.8471 | -#> | U| 491.72645 | 92.31 | -5.305 | -0.9401 | -0.1105 | -#> |.....................| 2.300 | 1.275 | 0.03065 | 0.7584 | -#> |.....................| 0.8584 | 1.246 | 1.090 | 1.096 | -#> | X| 491.72645 | 92.31 | 0.004966 | 0.2809 | 0.8954 | -#> |.....................| 9.972 | 1.275 | 0.03065 | 0.7584 | -#> |.....................| 0.8584 | 1.246 | 1.090 | 1.096 | -#> | F| Forward Diff. | -63.56 | 2.131 | -0.05387 | 0.1833 | -#> |.....................| 0.0009134 | -45.55 | -16.30 | 0.3872 | -#> |.....................| 9.447 | -10.76 | -8.612 | -9.684 | -#> | 13| 490.83850 | 1.001 | -1.006 | -0.9114 | -0.8949 | -#> |.....................| -0.8457 | -0.7286 | -0.8435 | -0.8787 | -#> |.....................| -0.8974 | -0.8380 | -0.8468 | -0.8440 | -#> | U| 490.8385 | 93.07 | -5.306 | -0.9401 | -0.1105 | -#> |.....................| 2.300 | 1.283 | 0.03072 | 0.7583 | -#> |.....................| 0.8556 | 1.250 | 1.093 | 1.099 | -#> | X| 490.8385 | 93.07 | 0.004963 | 0.2809 | 0.8954 | -#> |.....................| 9.971 | 1.283 | 0.03072 | 0.7583 | -#> |.....................| 0.8556 | 1.250 | 1.093 | 1.099 | -#> | F| Forward Diff. | 49.01 | 2.198 | 0.2057 | 0.2666 | -#> |.....................| 0.3102 | -44.06 | -14.52 | 0.5614 | -#> |.....................| 8.039 | -10.72 | -8.482 | -9.628 | -#> | 14| 490.09324 | 0.9928 | -1.007 | -0.9115 | -0.8950 | -#> |.....................| -0.8458 | -0.7143 | -0.8387 | -0.8788 | -#> |.....................| -0.9004 | -0.8343 | -0.8439 | -0.8407 | -#> | U| 490.09324 | 92.33 | -5.307 | -0.9402 | -0.1106 | -#> |.....................| 2.300 | 1.292 | 0.03079 | 0.7582 | -#> |.....................| 0.8529 | 1.254 | 1.096 | 1.103 | -#> | X| 490.09324 | 92.33 | 0.004959 | 0.2809 | 0.8953 | -#> |.....................| 9.970 | 1.292 | 0.03079 | 0.7582 | -#> |.....................| 0.8529 | 1.254 | 1.096 | 1.103 | -#> | F| Forward Diff. | -62.13 | 2.095 | -0.03472 | 0.1999 | -#> |.....................| 0.03562 | -41.55 | -14.84 | 0.5236 | -#> |.....................| 7.264 | -10.46 | -8.310 | -9.412 | -#> | 15| 489.25271 | 1.001 | -1.007 | -0.9115 | -0.8951 | -#> |.....................| -0.8458 | -0.7001 | -0.8338 | -0.8789 | -#> |.....................| -0.9032 | -0.8304 | -0.8408 | -0.8372 | -#> | U| 489.25271 | 93.06 | -5.307 | -0.9402 | -0.1107 | -#> |.....................| 2.300 | 1.301 | 0.03087 | 0.7581 | -#> |.....................| 0.8505 | 1.259 | 1.099 | 1.107 | -#> | X| 489.25271 | 93.06 | 0.004955 | 0.2809 | 0.8952 | -#> |.....................| 9.970 | 1.301 | 0.03087 | 0.7581 | -#> |.....................| 0.8505 | 1.259 | 1.099 | 1.107 | -#> | F| Forward Diff. | 44.98 | 2.155 | 0.2191 | 0.2769 | -#> |.....................| 0.3339 | -40.42 | -13.24 | 0.4473 | -#> |.....................| 7.595 | -10.35 | -8.165 | -9.335 | -#> | 16| 488.54089 | 0.9934 | -1.008 | -0.9116 | -0.8952 | -#> |.....................| -0.8459 | -0.6857 | -0.8290 | -0.8790 | -#> |.....................| -0.9061 | -0.8262 | -0.8376 | -0.8335 | -#> | U| 488.54089 | 92.38 | -5.308 | -0.9403 | -0.1108 | -#> |.....................| 2.299 | 1.309 | 0.03094 | 0.7581 | -#> |.....................| 0.8479 | 1.264 | 1.103 | 1.111 | -#> | X| 488.54089 | 92.38 | 0.004951 | 0.2808 | 0.8951 | -#> |.....................| 9.968 | 1.309 | 0.03094 | 0.7581 | -#> |.....................| 0.8479 | 1.264 | 1.103 | 1.111 | -#> | F| Forward Diff. | -55.81 | 2.061 | -0.02096 | 0.2050 | -#> |.....................| 0.07367 | -38.08 | -13.50 | 0.4111 | -#> |.....................| 6.904 | -10.08 | -7.981 | -9.106 | -#> | 17| 487.77387 | 1.001 | -1.009 | -0.9116 | -0.8953 | -#> |.....................| -0.8461 | -0.6716 | -0.8243 | -0.8791 | -#> |.....................| -0.9092 | -0.8218 | -0.8341 | -0.8294 | -#> | U| 487.77387 | 93.07 | -5.309 | -0.9403 | -0.1109 | -#> |.....................| 2.299 | 1.318 | 0.03101 | 0.7580 | -#> |.....................| 0.8453 | 1.270 | 1.106 | 1.115 | -#> | X| 487.77387 | 93.07 | 0.004946 | 0.2808 | 0.8950 | -#> |.....................| 9.967 | 1.318 | 0.03101 | 0.7580 | -#> |.....................| 0.8453 | 1.270 | 1.106 | 1.115 | -#> | F| Forward Diff. | 43.45 | 2.114 | 0.2402 | 0.2940 | -#> |.....................| 0.3672 | -36.87 | -12.03 | 0.3081 | -#> |.....................| 7.143 | -10.02 | -7.799 | -9.000 | -#> | 18| 487.09815 | 0.9939 | -1.010 | -0.9118 | -0.8955 | -#> |.....................| -0.8463 | -0.6575 | -0.8197 | -0.8791 | -#> |.....................| -0.9124 | -0.8169 | -0.8304 | -0.8251 | -#> | U| 487.09815 | 92.43 | -5.310 | -0.9404 | -0.1111 | -#> |.....................| 2.299 | 1.326 | 0.03108 | 0.7580 | -#> |.....................| 0.8425 | 1.276 | 1.110 | 1.120 | -#> | X| 487.09815 | 92.43 | 0.004941 | 0.2808 | 0.8948 | -#> |.....................| 9.965 | 1.326 | 0.03108 | 0.7580 | -#> |.....................| 0.8425 | 1.276 | 1.110 | 1.120 | -#> | F| Forward Diff. | -50.03 | 2.024 | 0.005993 | 0.2193 | -#> |.....................| 0.1119 | -34.69 | -12.26 | 0.2072 | -#> |.....................| 6.453 | -9.722 | -7.597 | -8.758 | -#> | 19| 486.39882 | 1.001 | -1.011 | -0.9119 | -0.8957 | -#> |.....................| -0.8465 | -0.6438 | -0.8151 | -0.8789 | -#> |.....................| -0.9156 | -0.8116 | -0.8264 | -0.8203 | -#> | U| 486.39882 | 93.07 | -5.311 | -0.9405 | -0.1113 | -#> |.....................| 2.299 | 1.334 | 0.03115 | 0.7582 | -#> |.....................| 0.8396 | 1.282 | 1.114 | 1.125 | -#> | X| 486.39882 | 93.07 | 0.004935 | 0.2808 | 0.8947 | -#> |.....................| 9.963 | 1.334 | 0.03115 | 0.7582 | -#> |.....................| 0.8396 | 1.282 | 1.114 | 1.125 | -#> | F| Forward Diff. | 41.24 | 2.069 | 0.2581 | 0.3038 | -#> |.....................| 0.3965 | -33.71 | -10.93 | 0.1523 | -#> |.....................| 5.279 | -9.597 | -7.397 | -8.617 | -#> | 20| 485.77269 | 0.9943 | -1.013 | -0.9120 | -0.8959 | -#> |.....................| -0.8467 | -0.6301 | -0.8107 | -0.8786 | -#> |.....................| -0.9175 | -0.8058 | -0.8222 | -0.8151 | -#> | U| 485.77269 | 92.47 | -5.313 | -0.9407 | -0.1115 | -#> |.....................| 2.299 | 1.343 | 0.03121 | 0.7584 | -#> |.....................| 0.8380 | 1.289 | 1.119 | 1.130 | -#> | X| 485.77269 | 92.47 | 0.004928 | 0.2808 | 0.8945 | -#> |.....................| 9.960 | 1.343 | 0.03121 | 0.7584 | -#> |.....................| 0.8380 | 1.289 | 1.119 | 1.130 | -#> | F| Forward Diff. | -45.38 | 1.992 | 0.03513 | 0.2356 | -#> |.....................| 0.1513 | -31.62 | -11.12 | 0.08802 | -#> |.....................| 6.113 | -9.278 | -7.167 | -8.332 | -#> | 21| 485.13787 | 1.001 | -1.014 | -0.9122 | -0.8962 | -#> |.....................| -0.8471 | -0.6169 | -0.8065 | -0.8780 | -#> |.....................| -0.9196 | -0.7993 | -0.8176 | -0.8094 | -#> | U| 485.13787 | 93.06 | -5.314 | -0.9409 | -0.1118 | -#> |.....................| 2.298 | 1.351 | 0.03128 | 0.7588 | -#> |.....................| 0.8361 | 1.297 | 1.124 | 1.136 | -#> | X| 485.13787 | 93.06 | 0.004921 | 0.2807 | 0.8942 | -#> |.....................| 9.957 | 1.351 | 0.03128 | 0.7588 | -#> |.....................| 0.8361 | 1.297 | 1.124 | 1.136 | -#> | F| Forward Diff. | 37.95 | 2.033 | 0.2726 | 0.3147 | -#> |.....................| 0.4223 | -30.68 | -9.906 | 0.05100 | -#> |.....................| 4.975 | -9.039 | -6.928 | -8.144 | -#> | 22| 484.56781 | 0.9947 | -1.016 | -0.9125 | -0.8965 | -#> |.....................| -0.8476 | -0.6040 | -0.8026 | -0.8774 | -#> |.....................| -0.9219 | -0.7925 | -0.8127 | -0.8032 | -#> | U| 484.56781 | 92.51 | -5.316 | -0.9411 | -0.1121 | -#> |.....................| 2.298 | 1.358 | 0.03133 | 0.7593 | -#> |.....................| 0.8341 | 1.305 | 1.129 | 1.143 | -#> | X| 484.56781 | 92.51 | 0.004912 | 0.2807 | 0.8939 | -#> |.....................| 9.952 | 1.358 | 0.03133 | 0.7593 | -#> |.....................| 0.8341 | 1.305 | 1.129 | 1.143 | -#> | F| Forward Diff. | -42.28 | 1.959 | 0.05438 | 0.2483 | -#> |.....................| 0.1829 | -28.95 | -10.12 | -0.04344 | -#> |.....................| 4.379 | -8.677 | -6.653 | -7.817 | -#> | 23| 484.00832 | 1.000 | -1.018 | -0.9128 | -0.8970 | -#> |.....................| -0.8481 | -0.5915 | -0.7988 | -0.8764 | -#> |.....................| -0.9214 | -0.7852 | -0.8076 | -0.7966 | -#> | U| 484.00832 | 93.05 | -5.318 | -0.9414 | -0.1125 | -#> |.....................| 2.297 | 1.366 | 0.03139 | 0.7601 | -#> |.....................| 0.8346 | 1.314 | 1.135 | 1.150 | -#> | X| 484.00832 | 93.05 | 0.004901 | 0.2806 | 0.8936 | -#> |.....................| 9.947 | 1.366 | 0.03139 | 0.7601 | -#> |.....................| 0.8346 | 1.314 | 1.135 | 1.150 | -#> | F| Forward Diff. | 34.54 | 2.001 | 0.2786 | 0.3182 | -#> |.....................| 0.4381 | -28.02 | -9.026 | -0.09975 | -#> |.....................| 6.146 | -8.496 | -6.417 | -7.602 | -#> | 24| 483.48726 | 0.9952 | -1.021 | -0.9132 | -0.8975 | -#> |.....................| -0.8489 | -0.5798 | -0.7955 | -0.8750 | -#> |.....................| -0.9256 | -0.7775 | -0.8025 | -0.7898 | -#> | U| 483.48726 | 92.55 | -5.321 | -0.9418 | -0.1131 | -#> |.....................| 2.296 | 1.373 | 0.03144 | 0.7611 | -#> |.....................| 0.8309 | 1.323 | 1.140 | 1.157 | -#> | X| 483.48726 | 92.55 | 0.004889 | 0.2805 | 0.8931 | -#> |.....................| 9.939 | 1.373 | 0.03144 | 0.7611 | -#> |.....................| 0.8309 | 1.323 | 1.140 | 1.157 | -#> | F| Forward Diff. | -37.52 | 1.926 | 0.07054 | 0.2526 | -#> |.....................| 0.2102 | -26.43 | -9.184 | -0.1123 | -#> |.....................| 5.591 | -8.057 | -6.119 | -7.239 | -#> | 25| 482.99669 | 1.001 | -1.023 | -0.9136 | -0.8980 | -#> |.....................| -0.8497 | -0.5700 | -0.7928 | -0.8735 | -#> |.....................| -0.9342 | -0.7702 | -0.7978 | -0.7834 | -#> | U| 482.99669 | 93.05 | -5.323 | -0.9422 | -0.1136 | -#> |.....................| 2.296 | 1.379 | 0.03148 | 0.7623 | -#> |.....................| 0.8234 | 1.332 | 1.145 | 1.164 | -#> | X| 482.99669 | 93.05 | 0.004876 | 0.2805 | 0.8926 | -#> |.....................| 9.932 | 1.379 | 0.03148 | 0.7623 | -#> |.....................| 0.8234 | 1.332 | 1.145 | 1.164 | -#> | F| Forward Diff. | 33.56 | 1.934 | 0.3091 | 0.3219 | -#> |.....................| 0.4700 | -25.85 | -8.255 | -0.09267 | -#> |.....................| 5.467 | -7.833 | -5.883 | -7.031 | -#> | 26| 482.53338 | 0.9957 | -1.027 | -0.9143 | -0.8987 | -#> |.....................| -0.8507 | -0.5600 | -0.7904 | -0.8719 | -#> |.....................| -0.9423 | -0.7626 | -0.7931 | -0.7767 | -#> | U| 482.53338 | 92.60 | -5.327 | -0.9428 | -0.1143 | -#> |.....................| 2.295 | 1.385 | 0.03152 | 0.7635 | -#> |.....................| 0.8163 | 1.342 | 1.150 | 1.171 | -#> | X| 482.53338 | 92.60 | 0.004861 | 0.2803 | 0.8920 | -#> |.....................| 9.921 | 1.385 | 0.03152 | 0.7635 | -#> |.....................| 0.8163 | 1.342 | 1.150 | 1.171 | -#> | F| Forward Diff. | -33.71 | 1.852 | 0.1405 | 0.2615 | -#> |.....................| 0.2476 | -24.53 | -8.462 | -0.2274 | -#> |.....................| 4.657 | -7.455 | -5.599 | -6.689 | -#> | 27| 482.07760 | 1.001 | -1.030 | -0.9154 | -0.8996 | -#> |.....................| -0.8522 | -0.5495 | -0.7881 | -0.8694 | -#> |.....................| -0.9481 | -0.7546 | -0.7885 | -0.7696 | -#> | U| 482.0776 | 93.06 | -5.330 | -0.9439 | -0.1152 | -#> |.....................| 2.293 | 1.391 | 0.03155 | 0.7654 | -#> |.....................| 0.8112 | 1.351 | 1.155 | 1.179 | -#> | X| 482.0776 | 93.06 | 0.004842 | 0.2801 | 0.8912 | -#> |.....................| 9.906 | 1.391 | 0.03155 | 0.7654 | -#> |.....................| 0.8112 | 1.351 | 1.155 | 1.179 | -#> | F| Forward Diff. | 31.51 | 1.862 | 0.3171 | 0.3253 | -#> |.....................| 0.4890 | -23.74 | -7.570 | -0.1627 | -#> |.....................| 4.673 | -7.176 | -5.365 | -6.441 | -#> | 28| 481.65018 | 0.9960 | -1.035 | -0.9168 | -0.9007 | -#> |.....................| -0.8541 | -0.5386 | -0.7859 | -0.8662 | -#> |.....................| -0.9515 | -0.7465 | -0.7840 | -0.7624 | -#> | U| 481.65018 | 92.63 | -5.335 | -0.9452 | -0.1163 | -#> |.....................| 2.291 | 1.398 | 0.03158 | 0.7678 | -#> |.....................| 0.8082 | 1.361 | 1.160 | 1.187 | -#> | X| 481.65018 | 92.63 | 0.004820 | 0.2799 | 0.8902 | -#> |.....................| 9.887 | 1.398 | 0.03158 | 0.7678 | -#> |.....................| 0.8082 | 1.361 | 1.160 | 1.187 | -#> | F| Forward Diff. | -31.18 | 1.794 | 0.1244 | 0.2518 | -#> |.....................| 0.2479 | -22.54 | -7.736 | -0.2537 | -#> |.....................| 4.155 | -6.794 | -5.094 | -6.088 | -#> | 29| 481.23911 | 1.000 | -1.041 | -0.9182 | -0.9020 | -#> |.....................| -0.8564 | -0.5274 | -0.7840 | -0.8624 | -#> |.....................| -0.9539 | -0.7386 | -0.7800 | -0.7556 | -#> | U| 481.23911 | 93.04 | -5.341 | -0.9465 | -0.1176 | -#> |.....................| 2.289 | 1.404 | 0.03161 | 0.7707 | -#> |.....................| 0.8061 | 1.371 | 1.164 | 1.194 | -#> | X| 481.23911 | 93.04 | 0.004792 | 0.2796 | 0.8890 | -#> |.....................| 9.865 | 1.404 | 0.03161 | 0.7707 | -#> |.....................| 0.8061 | 1.371 | 1.164 | 1.194 | -#> | 30| 480.84332 | 1.001 | -1.048 | -0.9201 | -0.9037 | -#> |.....................| -0.8593 | -0.5164 | -0.7829 | -0.8573 | -#> |.....................| -0.9562 | -0.7293 | -0.7754 | -0.7475 | -#> | U| 480.84332 | 93.06 | -5.348 | -0.9483 | -0.1193 | -#> |.....................| 2.286 | 1.411 | 0.03163 | 0.7746 | -#> |.....................| 0.8041 | 1.382 | 1.169 | 1.203 | -#> | X| 480.84332 | 93.06 | 0.004757 | 0.2792 | 0.8875 | -#> |.....................| 9.836 | 1.411 | 0.03163 | 0.7746 | -#> |.....................| 0.8041 | 1.382 | 1.169 | 1.203 | -#> | 31| 479.47395 | 1.001 | -1.077 | -0.9274 | -0.9105 | -#> |.....................| -0.8708 | -0.4737 | -0.7785 | -0.8375 | -#> |.....................| -0.9655 | -0.6927 | -0.7575 | -0.7158 | -#> | U| 479.47395 | 93.12 | -5.377 | -0.9551 | -0.1261 | -#> |.....................| 2.275 | 1.436 | 0.03170 | 0.7896 | -#> |.....................| 0.7959 | 1.426 | 1.188 | 1.237 | -#> | X| 479.47395 | 93.12 | 0.004620 | 0.2779 | 0.8816 | -#> |.....................| 9.723 | 1.436 | 0.03170 | 0.7896 | -#> |.....................| 0.7959 | 1.426 | 1.188 | 1.237 | -#> | 32| 477.01144 | 1.003 | -1.162 | -0.9485 | -0.9300 | -#> |.....................| -0.9044 | -0.3493 | -0.7656 | -0.7799 | -#> |.....................| -0.9925 | -0.5865 | -0.7057 | -0.6237 | -#> | U| 477.01144 | 93.31 | -5.462 | -0.9750 | -0.1456 | -#> |.....................| 2.241 | 1.511 | 0.03189 | 0.8334 | -#> |.....................| 0.7723 | 1.555 | 1.243 | 1.335 | -#> | X| 477.01144 | 93.31 | 0.004245 | 0.2739 | 0.8645 | -#> |.....................| 9.403 | 1.511 | 0.03189 | 0.8334 | -#> |.....................| 0.7723 | 1.555 | 1.243 | 1.335 | -#> | F| Forward Diff. | 48.38 | 1.353 | -0.3553 | -0.05530 | -#> |.....................| -0.006768 | -8.661 | -2.325 | -0.1540 | -#> |.....................| 2.503 | -0.2811 | -0.6438 | -0.5229 | -#> | 33| 477.99463 | 1.002 | -1.284 | -0.8933 | -0.9162 | -#> |.....................| -0.8846 | -0.1951 | -0.7385 | -0.7367 | -#> |.....................| -1.093 | -0.7697 | -0.8046 | -0.7596 | -#> | U| 477.99463 | 93.20 | -5.584 | -0.9231 | -0.1318 | -#> |.....................| 2.261 | 1.604 | 0.03230 | 0.8662 | -#> |.....................| 0.6840 | 1.333 | 1.138 | 1.190 | -#> | X| 477.99463 | 93.20 | 0.003757 | 0.2843 | 0.8766 | -#> |.....................| 9.591 | 1.604 | 0.03230 | 0.8662 | -#> |.....................| 0.6840 | 1.333 | 1.138 | 1.190 | -#> | 34| 476.67952 | 1.000 | -1.201 | -0.9310 | -0.9256 | -#> |.....................| -0.8981 | -0.3000 | -0.7569 | -0.7662 | -#> |.....................| -1.025 | -0.6445 | -0.7370 | -0.6668 | -#> | U| 476.67952 | 93.04 | -5.501 | -0.9585 | -0.1412 | -#> |.....................| 2.247 | 1.541 | 0.03202 | 0.8438 | -#> |.....................| 0.7442 | 1.485 | 1.210 | 1.289 | -#> | X| 476.67952 | 93.04 | 0.004084 | 0.2772 | 0.8683 | -#> |.....................| 9.462 | 1.541 | 0.03202 | 0.8438 | -#> |.....................| 0.7442 | 1.485 | 1.210 | 1.289 | -#> | F| Forward Diff. | 3.308 | 1.138 | 0.3206 | 0.007327 | -#> |.....................| -0.005220 | -6.420 | -1.952 | -0.8085 | -#> |.....................| -0.4295 | -3.531 | -2.349 | -2.485 | -#> | 35| 477.00015 | 0.9939 | -1.268 | -0.9234 | -0.9152 | -#> |.....................| -0.8823 | -0.2647 | -0.7585 | -0.7168 | -#> |.....................| -0.9725 | -0.6365 | -0.7310 | -0.6853 | -#> | U| 477.00015 | 92.43 | -5.568 | -0.9514 | -0.1308 | -#> |.....................| 2.263 | 1.562 | 0.03200 | 0.8813 | -#> |.....................| 0.7898 | 1.495 | 1.216 | 1.269 | -#> | X| 477.00015 | 92.43 | 0.003818 | 0.2786 | 0.8774 | -#> |.....................| 9.613 | 1.562 | 0.03200 | 0.8813 | -#> |.....................| 0.7898 | 1.495 | 1.216 | 1.269 | -#> | 36| 476.87328 | 0.9941 | -1.216 | -0.9300 | -0.9236 | -#> |.....................| -0.8950 | -0.2832 | -0.7542 | -0.7554 | -#> |.....................| -1.014 | -0.6375 | -0.7322 | -0.6666 | -#> | U| 476.87328 | 92.45 | -5.516 | -0.9576 | -0.1392 | -#> |.....................| 2.250 | 1.551 | 0.03206 | 0.8520 | -#> |.....................| 0.7536 | 1.493 | 1.215 | 1.289 | -#> | X| 476.87328 | 92.45 | 0.004024 | 0.2774 | 0.8700 | -#> |.....................| 9.491 | 1.551 | 0.03206 | 0.8520 | -#> |.....................| 0.7536 | 1.493 | 1.215 | 1.289 | -#> | 37| 476.68202 | 0.9977 | -1.202 | -0.9313 | -0.9256 | -#> |.....................| -0.8981 | -0.2947 | -0.7553 | -0.7655 | -#> |.....................| -1.024 | -0.6416 | -0.7351 | -0.6648 | -#> | U| 476.68202 | 92.79 | -5.502 | -0.9588 | -0.1412 | -#> |.....................| 2.247 | 1.544 | 0.03204 | 0.8443 | -#> |.....................| 0.7445 | 1.488 | 1.212 | 1.291 | -#> | X| 476.68202 | 92.79 | 0.004080 | 0.2771 | 0.8683 | -#> |.....................| 9.462 | 1.544 | 0.03204 | 0.8443 | -#> |.....................| 0.7445 | 1.488 | 1.212 | 1.291 | -#> | 38| 476.66620 | 0.9991 | -1.201 | -0.9311 | -0.9256 | -#> |.....................| -0.8981 | -0.2974 | -0.7561 | -0.7659 | -#> |.....................| -1.024 | -0.6431 | -0.7361 | -0.6658 | -#> | U| 476.6662 | 92.92 | -5.501 | -0.9587 | -0.1412 | -#> |.....................| 2.247 | 1.542 | 0.03203 | 0.8441 | -#> |.....................| 0.7443 | 1.487 | 1.211 | 1.290 | -#> | X| 476.6662 | 92.92 | 0.004082 | 0.2771 | 0.8683 | -#> |.....................| 9.462 | 1.542 | 0.03203 | 0.8441 | -#> |.....................| 0.7443 | 1.487 | 1.211 | 1.290 | -#> | F| Forward Diff. | -16.67 | 1.127 | 0.2138 | -0.01630 | -#> |.....................| -0.1134 | -4.869 | -1.703 | -0.03057 | -#> |.....................| -0.03000 | -2.848 | -2.302 | -2.432 | -#> | 39| 476.65034 | 1.001 | -1.204 | -0.9308 | -0.9253 | -#> |.....................| -0.8974 | -0.2967 | -0.7561 | -0.7660 | -#> |.....................| -1.024 | -0.6432 | -0.7350 | -0.6655 | -#> | U| 476.65034 | 93.06 | -5.504 | -0.9584 | -0.1409 | -#> |.....................| 2.248 | 1.543 | 0.03203 | 0.8440 | -#> |.....................| 0.7448 | 1.487 | 1.212 | 1.290 | -#> | X| 476.65034 | 93.06 | 0.004070 | 0.2772 | 0.8686 | -#> |.....................| 9.468 | 1.543 | 0.03203 | 0.8440 | -#> |.....................| 0.7448 | 1.487 | 1.212 | 1.290 | -#> | F| Forward Diff. | 7.111 | 1.131 | 0.3498 | 0.02199 | -#> |.....................| 0.03596 | -6.336 | -1.893 | -0.8646 | -#> |.....................| -0.4089 | -3.511 | -2.253 | -2.437 | -#> | 40| 476.63921 | 0.9998 | -1.207 | -0.9306 | -0.9249 | -#> |.....................| -0.8968 | -0.2957 | -0.7561 | -0.7661 | -#> |.....................| -1.024 | -0.6430 | -0.7338 | -0.6650 | -#> | U| 476.63921 | 92.98 | -5.507 | -0.9581 | -0.1405 | -#> |.....................| 2.249 | 1.543 | 0.03203 | 0.8439 | -#> |.....................| 0.7451 | 1.487 | 1.213 | 1.291 | -#> | X| 476.63921 | 92.98 | 0.004058 | 0.2773 | 0.8689 | -#> |.....................| 9.474 | 1.543 | 0.03203 | 0.8439 | -#> |.....................| 0.7451 | 1.487 | 1.213 | 1.291 | -#> | F| Forward Diff. | -6.837 | 1.116 | 0.2875 | 0.01149 | -#> |.....................| -0.02542 | -4.741 | -1.572 | 0.01643 | -#> |.....................| -1.427 | -2.805 | -2.162 | -2.393 | -#> | 41| 476.63321 | 1.001 | -1.209 | -0.9304 | -0.9247 | -#> |.....................| -0.8965 | -0.2943 | -0.7557 | -0.7669 | -#> |.....................| -1.022 | -0.6432 | -0.7330 | -0.6644 | -#> | U| 476.63321 | 93.07 | -5.509 | -0.9580 | -0.1403 | -#> |.....................| 2.249 | 1.544 | 0.03204 | 0.8433 | -#> |.....................| 0.7468 | 1.487 | 1.214 | 1.292 | -#> | X| 476.63321 | 93.07 | 0.004050 | 0.2773 | 0.8691 | -#> |.....................| 9.477 | 1.544 | 0.03204 | 0.8433 | -#> |.....................| 0.7468 | 1.487 | 1.214 | 1.292 | -#> | F| Forward Diff. | 8.780 | 1.119 | 0.3715 | 0.03544 | -#> |.....................| 0.06786 | -4.773 | -1.470 | -0.02124 | -#> |.....................| -1.265 | -2.850 | -2.132 | -2.390 | -#> | 42| 476.62737 | 0.9998 | -1.211 | -0.9303 | -0.9246 | -#> |.....................| -0.8963 | -0.2932 | -0.7554 | -0.7683 | -#> |.....................| -1.020 | -0.6436 | -0.7322 | -0.6637 | -#> | U| 476.62737 | 92.98 | -5.511 | -0.9578 | -0.1402 | -#> |.....................| 2.249 | 1.545 | 0.03204 | 0.8422 | -#> |.....................| 0.7485 | 1.486 | 1.215 | 1.292 | -#> | X| 476.62737 | 92.98 | 0.004043 | 0.2773 | 0.8692 | -#> |.....................| 9.479 | 1.545 | 0.03204 | 0.8422 | -#> |.....................| 0.7485 | 1.486 | 1.215 | 1.292 | -#> | F| Forward Diff. | -5.468 | 1.108 | 0.2964 | 0.01787 | -#> |.....................| -0.01029 | -4.584 | -1.512 | -0.04750 | -#> |.....................| -1.233 | -2.839 | -2.097 | -2.338 | -#> | 43| 476.62183 | 1.001 | -1.213 | -0.9301 | -0.9245 | -#> |.....................| -0.8960 | -0.2918 | -0.7549 | -0.7696 | -#> |.....................| -1.018 | -0.6438 | -0.7313 | -0.6628 | -#> | U| 476.62183 | 93.07 | -5.513 | -0.9577 | -0.1401 | -#> |.....................| 2.249 | 1.546 | 0.03205 | 0.8412 | -#> |.....................| 0.7501 | 1.486 | 1.216 | 1.293 | -#> | X| 476.62183 | 93.07 | 0.004035 | 0.2773 | 0.8693 | -#> |.....................| 9.481 | 1.546 | 0.03205 | 0.8412 | -#> |.....................| 0.7501 | 1.486 | 1.216 | 1.293 | -#> | F| Forward Diff. | 8.726 | 1.111 | 0.3721 | 0.03969 | -#> |.....................| 0.07339 | -4.588 | -1.391 | -0.04583 | -#> |.....................| -1.059 | -2.851 | -2.052 | -2.306 | -#> | 44| 476.61645 | 0.9998 | -1.215 | -0.9300 | -0.9243 | -#> |.....................| -0.8958 | -0.2908 | -0.7546 | -0.7711 | -#> |.....................| -1.016 | -0.6442 | -0.7306 | -0.6621 | -#> | U| 476.61645 | 92.98 | -5.515 | -0.9576 | -0.1399 | -#> |.....................| 2.250 | 1.546 | 0.03205 | 0.8401 | -#> |.....................| 0.7517 | 1.485 | 1.217 | 1.294 | -#> | X| 476.61645 | 92.98 | 0.004027 | 0.2774 | 0.8694 | -#> |.....................| 9.484 | 1.546 | 0.03205 | 0.8401 | -#> |.....................| 0.7517 | 1.485 | 1.217 | 1.294 | -#> | F| Forward Diff. | -5.224 | 1.099 | 0.2980 | 0.02349 | -#> |.....................| -0.002638 | -4.438 | -1.447 | -0.09166 | -#> |.....................| 0.4490 | -2.896 | -2.021 | -2.267 | -#> | 45| 476.60491 | 1.001 | -1.217 | -0.9300 | -0.9242 | -#> |.....................| -0.8956 | -0.2899 | -0.7543 | -0.7729 | -#> |.....................| -1.016 | -0.6437 | -0.7294 | -0.6608 | -#> | U| 476.60491 | 93.08 | -5.517 | -0.9576 | -0.1398 | -#> |.....................| 2.250 | 1.547 | 0.03206 | 0.8387 | -#> |.....................| 0.7514 | 1.486 | 1.218 | 1.295 | -#> | X| 476.60491 | 93.08 | 0.004018 | 0.2774 | 0.8695 | -#> |.....................| 9.485 | 1.547 | 0.03206 | 0.8387 | -#> |.....................| 0.7514 | 1.486 | 1.218 | 1.295 | -#> | F| Forward Diff. | 9.891 | 1.101 | 0.3805 | 0.04781 | -#> |.....................| 0.09121 | -4.602 | -1.355 | -0.1211 | -#> |.....................| -0.9908 | -2.875 | -1.954 | -2.212 | -#> | 46| 476.59275 | 0.9999 | -1.219 | -0.9301 | -0.9241 | -#> |.....................| -0.8954 | -0.2896 | -0.7542 | -0.7748 | -#> |.....................| -1.017 | -0.6434 | -0.7284 | -0.6597 | -#> | U| 476.59275 | 92.99 | -5.519 | -0.9576 | -0.1397 | -#> |.....................| 2.250 | 1.547 | 0.03206 | 0.8373 | -#> |.....................| 0.7512 | 1.486 | 1.219 | 1.297 | -#> | X| 476.59275 | 92.99 | 0.004009 | 0.2774 | 0.8696 | -#> |.....................| 9.487 | 1.547 | 0.03206 | 0.8373 | -#> |.....................| 0.7512 | 1.486 | 1.219 | 1.297 | -#> | F| Forward Diff. | -4.741 | 1.086 | 0.3018 | 0.02978 | -#> |.....................| 0.01334 | -4.300 | -1.393 | -0.08082 | -#> |.....................| 0.4335 | -2.821 | -1.884 | -2.156 | -#> | 47| 476.58049 | 1.001 | -1.222 | -0.9302 | -0.9241 | -#> |.....................| -0.8953 | -0.2889 | -0.7541 | -0.7767 | -#> |.....................| -1.017 | -0.6427 | -0.7275 | -0.6585 | -#> | U| 476.58049 | 93.06 | -5.522 | -0.9577 | -0.1397 | -#> |.....................| 2.250 | 1.547 | 0.03206 | 0.8359 | -#> |.....................| 0.7507 | 1.487 | 1.220 | 1.298 | -#> | X| 476.58049 | 93.06 | 0.003999 | 0.2773 | 0.8697 | -#> |.....................| 9.488 | 1.547 | 0.03206 | 0.8359 | -#> |.....................| 0.7507 | 1.487 | 1.220 | 1.298 | -#> | 48| 476.57085 | 1.001 | -1.225 | -0.9302 | -0.9239 | -#> |.....................| -0.8951 | -0.2891 | -0.7542 | -0.7796 | -#> |.....................| -1.018 | -0.6424 | -0.7265 | -0.6573 | -#> | U| 476.57085 | 93.06 | -5.525 | -0.9578 | -0.1395 | -#> |.....................| 2.250 | 1.547 | 0.03206 | 0.8336 | -#> |.....................| 0.7502 | 1.488 | 1.221 | 1.299 | -#> | X| 476.57085 | 93.06 | 0.003985 | 0.2773 | 0.8698 | -#> |.....................| 9.490 | 1.547 | 0.03206 | 0.8336 | -#> |.....................| 0.7502 | 1.488 | 1.221 | 1.299 | -#> | 49| 476.52700 | 1.000 | -1.243 | -0.9306 | -0.9233 | -#> |.....................| -0.8940 | -0.2898 | -0.7549 | -0.7948 | -#> |.....................| -1.021 | -0.6409 | -0.7216 | -0.6509 | -#> | U| 476.527 | 93.02 | -5.543 | -0.9582 | -0.1389 | -#> |.....................| 2.251 | 1.547 | 0.03205 | 0.8221 | -#> |.....................| 0.7475 | 1.489 | 1.226 | 1.306 | -#> | X| 476.527 | 93.02 | 0.003915 | 0.2772 | 0.8703 | -#> |.....................| 9.501 | 1.547 | 0.03205 | 0.8221 | -#> |.....................| 0.7475 | 1.489 | 1.226 | 1.306 | -#> | 50| 476.45166 | 0.9988 | -1.314 | -0.9321 | -0.9209 | -#> |.....................| -0.8895 | -0.2927 | -0.7576 | -0.8554 | -#> |.....................| -1.033 | -0.6351 | -0.7022 | -0.6254 | -#> | U| 476.45166 | 92.89 | -5.614 | -0.9596 | -0.1365 | -#> |.....................| 2.256 | 1.545 | 0.03201 | 0.7760 | -#> |.....................| 0.7365 | 1.496 | 1.247 | 1.333 | -#> | X| 476.45166 | 92.89 | 0.003648 | 0.2770 | 0.8724 | -#> |.....................| 9.543 | 1.545 | 0.03201 | 0.7760 | -#> |.....................| 0.7365 | 1.496 | 1.247 | 1.333 | -#> | F| Forward Diff. | -21.31 | 0.8191 | 0.2022 | 0.1018 | -#> |.....................| 0.1327 | -4.505 | -1.303 | -1.202 | -#> |.....................| -2.080 | -2.304 | -0.3706 | -0.4948 | -#> | 51| 476.56836 | 1.004 | -1.424 | -0.9336 | -0.9183 | -#> |.....................| -0.8856 | -0.2810 | -0.7637 | -0.9206 | -#> |.....................| -1.004 | -0.6303 | -0.6962 | -0.6148 | -#> | U| 476.56836 | 93.36 | -5.724 | -0.9609 | -0.1338 | -#> |.....................| 2.260 | 1.552 | 0.03192 | 0.7265 | -#> |.....................| 0.7619 | 1.502 | 1.254 | 1.345 | -#> | X| 476.56836 | 93.36 | 0.003266 | 0.2767 | 0.8747 | -#> |.....................| 9.581 | 1.552 | 0.03192 | 0.7265 | -#> |.....................| 0.7619 | 1.502 | 1.254 | 1.345 | -#> | 52| 476.44457 | 1.002 | -1.351 | -0.9326 | -0.9200 | -#> |.....................| -0.8882 | -0.2885 | -0.7595 | -0.8773 | -#> |.....................| -1.024 | -0.6333 | -0.7001 | -0.6218 | -#> | U| 476.44457 | 93.15 | -5.651 | -0.9600 | -0.1356 | -#> |.....................| 2.257 | 1.548 | 0.03198 | 0.7594 | -#> |.....................| 0.7451 | 1.499 | 1.249 | 1.337 | -#> | X| 476.44457 | 93.15 | 0.003514 | 0.2769 | 0.8732 | -#> |.....................| 9.556 | 1.548 | 0.03198 | 0.7594 | -#> |.....................| 0.7451 | 1.499 | 1.249 | 1.337 | -#> | F| Forward Diff. | 15.82 | 0.7276 | 0.3571 | 0.1746 | -#> |.....................| 0.4004 | -4.436 | -0.9222 | -1.572 | -#> |.....................| -1.287 | -2.164 | -0.2873 | -0.3883 | -#> | 53| 476.40417 | 1.000 | -1.371 | -0.9349 | -0.9209 | -#> |.....................| -0.8904 | -0.2869 | -0.7634 | -0.8782 | -#> |.....................| -1.024 | -0.6262 | -0.7046 | -0.6250 | -#> | U| 476.40417 | 93.02 | -5.671 | -0.9622 | -0.1365 | -#> |.....................| 2.255 | 1.549 | 0.03192 | 0.7587 | -#> |.....................| 0.7444 | 1.507 | 1.245 | 1.334 | -#> | X| 476.40417 | 93.02 | 0.003446 | 0.2764 | 0.8724 | -#> |.....................| 9.535 | 1.549 | 0.03192 | 0.7587 | -#> |.....................| 0.7444 | 1.507 | 1.245 | 1.334 | -#> | 54| 476.37918 | 1.000 | -1.391 | -0.9372 | -0.9218 | -#> |.....................| -0.8927 | -0.2856 | -0.7675 | -0.8792 | -#> |.....................| -1.025 | -0.6191 | -0.7092 | -0.6283 | -#> | U| 476.37918 | 93.03 | -5.691 | -0.9644 | -0.1374 | -#> |.....................| 2.253 | 1.549 | 0.03186 | 0.7580 | -#> |.....................| 0.7434 | 1.516 | 1.240 | 1.330 | -#> | X| 476.37918 | 93.03 | 0.003376 | 0.2760 | 0.8716 | -#> |.....................| 9.513 | 1.549 | 0.03186 | 0.7580 | -#> |.....................| 0.7434 | 1.516 | 1.240 | 1.330 | -#> | 55| 476.33357 | 1.001 | -1.461 | -0.9453 | -0.9249 | -#> |.....................| -0.9004 | -0.2814 | -0.7818 | -0.8827 | -#> |.....................| -1.029 | -0.5944 | -0.7253 | -0.6399 | -#> | U| 476.33357 | 93.07 | -5.761 | -0.9719 | -0.1405 | -#> |.....................| 2.245 | 1.552 | 0.03165 | 0.7553 | -#> |.....................| 0.7403 | 1.546 | 1.222 | 1.318 | -#> | X| 476.33357 | 93.07 | 0.003146 | 0.2745 | 0.8689 | -#> |.....................| 9.440 | 1.552 | 0.03165 | 0.7553 | -#> |.....................| 0.7403 | 1.546 | 1.222 | 1.318 | -#> | F| Forward Diff. | -1.553 | 0.4475 | -0.2195 | 0.07220 | -#> |.....................| 0.05655 | -4.350 | -1.061 | -1.750 | -#> |.....................| 0.1436 | -0.4527 | -1.673 | -1.245 | -#> | 56| 476.20746 | 1.002 | -1.571 | -0.9452 | -0.9313 | -#> |.....................| -0.9123 | -0.2680 | -0.8139 | -0.8382 | -#> |.....................| -1.032 | -0.6009 | -0.7081 | -0.6381 | -#> | U| 476.20746 | 93.20 | -5.871 | -0.9719 | -0.1469 | -#> |.....................| 2.233 | 1.560 | 0.03117 | 0.7891 | -#> |.....................| 0.7373 | 1.538 | 1.241 | 1.320 | -#> | X| 476.20746 | 93.20 | 0.002821 | 0.2745 | 0.8634 | -#> |.....................| 9.328 | 1.560 | 0.03117 | 0.7891 | -#> |.....................| 0.7373 | 1.538 | 1.241 | 1.320 | -#> | F| Forward Diff. | 12.15 | 0.1791 | -0.01894 | -0.004675 | -#> |.....................| -0.06593 | -5.850 | -1.512 | -1.794 | -#> |.....................| -1.396 | -1.647 | -0.7085 | -1.309 | -#> | 57| 476.15444 | 1.000 | -1.669 | -0.9317 | -0.9229 | -#> |.....................| -0.8889 | -0.2480 | -0.8424 | -0.7961 | -#> |.....................| -1.030 | -0.6117 | -0.7275 | -0.5959 | -#> | U| 476.15444 | 93.03 | -5.969 | -0.9591 | -0.1385 | -#> |.....................| 2.256 | 1.572 | 0.03074 | 0.8211 | -#> |.....................| 0.7395 | 1.525 | 1.220 | 1.365 | -#> | X| 476.15444 | 93.03 | 0.002558 | 0.2771 | 0.8707 | -#> |.....................| 9.549 | 1.572 | 0.03074 | 0.8211 | -#> |.....................| 0.7395 | 1.525 | 1.220 | 1.365 | -#> | F| Forward Diff. | -13.97 | -0.09883 | 0.5245 | 0.1410 | -#> |.....................| 0.5845 | -3.407 | -1.272 | -0.2800 | -#> |.....................| 0.9652 | -1.487 | -1.684 | 0.3572 | -#> | 58| 476.18235 | 1.000 | -1.690 | -0.9781 | -0.8961 | -#> |.....................| -0.8818 | -0.1915 | -0.8548 | -0.7635 | -#> |.....................| -1.041 | -0.6068 | -0.6702 | -0.6625 | -#> | U| 476.18235 | 93.04 | -5.990 | -1.003 | -0.1117 | -#> |.....................| 2.264 | 1.606 | 0.03055 | 0.8458 | -#> |.....................| 0.7299 | 1.531 | 1.281 | 1.294 | -#> | X| 476.18235 | 93.04 | 0.002505 | 0.2684 | 0.8943 | -#> |.....................| 9.617 | 1.606 | 0.03055 | 0.8458 | -#> |.....................| 0.7299 | 1.531 | 1.281 | 1.294 | -#> | 59| 476.08231 | 1.003 | -1.678 | -0.9530 | -0.9107 | -#> |.....................| -0.8858 | -0.2215 | -0.8479 | -0.7811 | -#> |.....................| -1.035 | -0.6092 | -0.7010 | -0.6265 | -#> | U| 476.08231 | 93.25 | -5.978 | -0.9792 | -0.1263 | -#> |.....................| 2.260 | 1.588 | 0.03066 | 0.8325 | -#> |.....................| 0.7350 | 1.528 | 1.248 | 1.332 | -#> | X| 476.08231 | 93.25 | 0.002533 | 0.2730 | 0.8814 | -#> |.....................| 9.579 | 1.588 | 0.03066 | 0.8325 | -#> |.....................| 0.7350 | 1.528 | 1.248 | 1.332 | -#> | F| Forward Diff. | 18.25 | -0.08933 | -0.2508 | 0.5157 | -#> |.....................| 0.8830 | -3.835 | -1.133 | -1.026 | -#> |.....................| -1.010 | -2.153 | -0.2439 | -1.007 | -#> | 60| 476.03808 | 1.001 | -1.672 | -0.9320 | -0.9310 | -#> |.....................| -0.9291 | -0.2079 | -0.8419 | -0.7733 | -#> |.....................| -1.039 | -0.6026 | -0.6913 | -0.6380 | -#> | U| 476.03808 | 93.13 | -5.972 | -0.9594 | -0.1466 | -#> |.....................| 2.216 | 1.596 | 0.03074 | 0.8384 | -#> |.....................| 0.7314 | 1.536 | 1.259 | 1.320 | -#> | X| 476.03808 | 93.13 | 0.002548 | 0.2770 | 0.8636 | -#> |.....................| 9.173 | 1.596 | 0.03074 | 0.8384 | -#> |.....................| 0.7314 | 1.536 | 1.259 | 1.320 | -#> | F| Forward Diff. | -5.407 | -0.06545 | 0.6727 | 0.05373 | -#> |.....................| -0.4541 | -1.330 | -0.5709 | -0.1224 | -#> |.....................| -0.8702 | -1.228 | 0.2640 | -1.506 | -#> | 61| 476.03300 | 1.003 | -1.664 | -0.9621 | -0.9598 | -#> |.....................| -0.9520 | -0.2020 | -0.8337 | -0.7650 | -#> |.....................| -1.042 | -0.6106 | -0.7076 | -0.6154 | -#> | U| 476.033 | 93.29 | -5.964 | -0.9878 | -0.1754 | -#> |.....................| 2.193 | 1.599 | 0.03087 | 0.8447 | -#> |.....................| 0.7289 | 1.526 | 1.241 | 1.344 | -#> | X| 476.033 | 93.29 | 0.002569 | 0.2714 | 0.8391 | -#> |.....................| 8.966 | 1.599 | 0.03087 | 0.8447 | -#> |.....................| 0.7289 | 1.526 | 1.241 | 1.344 | -#> | F| Forward Diff. | 15.25 | -0.008049 | -0.5780 | -0.5632 | -#> |.....................| -0.9601 | -0.9870 | -0.1614 | -0.08306 | -#> |.....................| 0.3446 | -1.564 | -0.5735 | -0.5777 | -#> | 62| 475.98457 | 1.001 | -1.657 | -0.9620 | -0.9650 | -#> |.....................| -0.9284 | -0.2016 | -0.8312 | -0.7567 | -#> |.....................| -1.045 | -0.6004 | -0.7091 | -0.6133 | -#> | U| 475.98457 | 93.13 | -5.957 | -0.9877 | -0.1806 | -#> |.....................| 2.217 | 1.600 | 0.03091 | 0.8511 | -#> |.....................| 0.7262 | 1.538 | 1.240 | 1.346 | -#> | X| 475.98457 | 93.13 | 0.002588 | 0.2714 | 0.8347 | -#> |.....................| 9.180 | 1.600 | 0.03091 | 0.8511 | -#> |.....................| 0.7262 | 1.538 | 1.240 | 1.346 | -#> | 63| 475.96536 | 1.003 | -1.649 | -0.9620 | -0.9705 | -#> |.....................| -0.9043 | -0.2014 | -0.8286 | -0.7480 | -#> |.....................| -1.048 | -0.5903 | -0.7109 | -0.6113 | -#> | U| 475.96536 | 93.24 | -5.949 | -0.9876 | -0.1861 | -#> |.....................| 2.241 | 1.600 | 0.03094 | 0.8576 | -#> |.....................| 0.7235 | 1.551 | 1.238 | 1.349 | -#> | X| 475.96536 | 93.24 | 0.002608 | 0.2714 | 0.8302 | -#> |.....................| 9.403 | 1.600 | 0.03094 | 0.8576 | -#> |.....................| 0.7235 | 1.551 | 1.238 | 1.349 | -#> | 64| 476.05821 | 1.003 | -1.627 | -0.9618 | -0.9866 | -#> |.....................| -0.8332 | -0.2007 | -0.8211 | -0.7226 | -#> |.....................| -1.057 | -0.5602 | -0.7159 | -0.6052 | -#> | U| 476.05821 | 93.28 | -5.927 | -0.9874 | -0.2022 | -#> |.....................| 2.312 | 1.600 | 0.03106 | 0.8769 | -#> |.....................| 0.7156 | 1.587 | 1.233 | 1.355 | -#> | X| 476.05821 | 93.28 | 0.002666 | 0.2714 | 0.8169 | -#> |.....................| 10.10 | 1.600 | 0.03106 | 0.8769 | -#> |.....................| 0.7156 | 1.587 | 1.233 | 1.355 | -#> | F| Forward Diff. | 11.90 | 0.05098 | -0.6601 | -0.8657 | -#> |.....................| 0.4347 | -0.9523 | -0.3178 | -0.1283 | -#> |.....................| -0.1024 | -0.7800 | -0.7284 | -0.4981 | -#> | 65| 476.00714 | 1.001 | -1.643 | -0.9512 | -0.8390 | -#> |.....................| -0.8932 | -0.2051 | -0.7956 | -0.7365 | -#> |.....................| -1.045 | -0.5599 | -0.7127 | -0.5744 | -#> | U| 476.00714 | 93.11 | -5.943 | -0.9775 | -0.05460 | -#> |.....................| 2.252 | 1.598 | 0.03144 | 0.8663 | -#> |.....................| 0.7264 | 1.588 | 1.236 | 1.388 | -#> | X| 476.00714 | 93.11 | 0.002624 | 0.2734 | 0.9469 | -#> |.....................| 9.508 | 1.598 | 0.03144 | 0.8663 | -#> |.....................| 0.7264 | 1.588 | 1.236 | 1.388 | -#> | 66| 475.93814 | 1.000 | -1.647 | -0.9575 | -0.9171 | -#> |.....................| -0.8999 | -0.2027 | -0.8152 | -0.7434 | -#> |.....................| -1.047 | -0.5779 | -0.7115 | -0.5963 | -#> | U| 475.93814 | 93.01 | -5.947 | -0.9834 | -0.1327 | -#> |.....................| 2.245 | 1.599 | 0.03115 | 0.8612 | -#> |.....................| 0.7247 | 1.566 | 1.237 | 1.365 | -#> | X| 475.93814 | 93.01 | 0.002614 | 0.2722 | 0.8757 | -#> |.....................| 9.445 | 1.599 | 0.03115 | 0.8612 | -#> |.....................| 0.7247 | 1.566 | 1.237 | 1.365 | -#> | F| Forward Diff. | -23.67 | 0.03897 | -0.7058 | 0.2979 | -#> |.....................| 0.2507 | -0.5051 | -0.4675 | -0.05050 | -#> |.....................| -1.329 | -0.1594 | -0.7628 | 0.1885 | -#> | 67| 475.98668 | 1.003 | -1.653 | -0.9119 | -0.8938 | -#> |.....................| -0.8940 | -0.2050 | -0.7980 | -0.7479 | -#> |.....................| -1.040 | -0.5617 | -0.7056 | -0.5853 | -#> | U| 475.98668 | 93.26 | -5.953 | -0.9406 | -0.1094 | -#> |.....................| 2.251 | 1.598 | 0.03140 | 0.8577 | -#> |.....................| 0.7310 | 1.586 | 1.243 | 1.376 | -#> | X| 475.98668 | 93.26 | 0.002598 | 0.2808 | 0.8964 | -#> |.....................| 9.501 | 1.598 | 0.03140 | 0.8577 | -#> |.....................| 0.7310 | 1.586 | 1.243 | 1.376 | -#> | 68| 475.93401 | 1.003 | -1.649 | -0.9419 | -0.9092 | -#> |.....................| -0.8979 | -0.2035 | -0.8093 | -0.7449 | -#> |.....................| -1.044 | -0.5723 | -0.7094 | -0.5925 | -#> | U| 475.93401 | 93.26 | -5.949 | -0.9687 | -0.1248 | -#> |.....................| 2.247 | 1.599 | 0.03123 | 0.8600 | -#> |.....................| 0.7270 | 1.573 | 1.239 | 1.369 | -#> | X| 475.93401 | 93.26 | 0.002609 | 0.2751 | 0.8827 | -#> |.....................| 9.464 | 1.599 | 0.03123 | 0.8600 | -#> |.....................| 0.7270 | 1.573 | 1.239 | 1.369 | -#> | F| Forward Diff. | 21.62 | 0.03755 | 0.3553 | 0.5344 | -#> |.....................| 0.5780 | -0.8226 | -0.2181 | -0.2167 | -#> |.....................| -1.049 | 0.002537 | -0.7279 | 0.2347 | -#> | 69| 475.92580 | 1.001 | -1.653 | -0.9417 | -0.9124 | -#> |.....................| -0.8966 | -0.2037 | -0.8058 | -0.7501 | -#> |.....................| -1.041 | -0.5739 | -0.7048 | -0.5926 | -#> | U| 475.9258 | 93.12 | -5.953 | -0.9686 | -0.1280 | -#> |.....................| 2.249 | 1.598 | 0.03129 | 0.8560 | -#> |.....................| 0.7297 | 1.571 | 1.244 | 1.369 | -#> | X| 475.9258 | 93.12 | 0.002598 | 0.2752 | 0.8798 | -#> |.....................| 9.476 | 1.598 | 0.03129 | 0.8560 | -#> |.....................| 0.7297 | 1.571 | 1.244 | 1.369 | -#> | F| Forward Diff. | -1.238 | 0.003180 | 0.2025 | 0.4289 | -#> |.....................| 0.4493 | -0.2935 | -0.2270 | -0.1209 | -#> |.....................| 0.3327 | -0.04065 | -0.4864 | 0.2705 | -#> | 70| 475.92421 | 1.002 | -1.655 | -0.9475 | -0.9180 | -#> |.....................| -0.8971 | -0.2051 | -0.8017 | -0.7499 | -#> |.....................| -1.041 | -0.5760 | -0.7024 | -0.5951 | -#> | U| 475.92421 | 93.14 | -5.955 | -0.9740 | -0.1336 | -#> |.....................| 2.248 | 1.598 | 0.03135 | 0.8562 | -#> |.....................| 0.7299 | 1.568 | 1.247 | 1.366 | -#> | X| 475.92421 | 93.14 | 0.002593 | 0.2741 | 0.8749 | -#> |.....................| 9.472 | 1.598 | 0.03135 | 0.8562 | -#> |.....................| 0.7299 | 1.568 | 1.247 | 1.366 | -#> | F| Forward Diff. | 1.572 | 0.0005078 | -0.07939 | 0.3039 | -#> |.....................| 0.4520 | -0.5123 | -0.2298 | -0.1955 | -#> |.....................| 0.3506 | -0.1759 | -0.3471 | 0.1717 | -#> | 71| 475.91356 | 1.001 | -1.654 | -0.9476 | -0.9223 | -#> |.....................| -0.8992 | -0.2071 | -0.7965 | -0.7440 | -#> |.....................| -1.043 | -0.5749 | -0.7035 | -0.5974 | -#> | U| 475.91356 | 93.12 | -5.954 | -0.9741 | -0.1379 | -#> |.....................| 2.246 | 1.596 | 0.03143 | 0.8607 | -#> |.....................| 0.7278 | 1.569 | 1.246 | 1.363 | -#> | X| 475.91356 | 93.12 | 0.002596 | 0.2741 | 0.8712 | -#> |.....................| 9.452 | 1.596 | 0.03143 | 0.8607 | -#> |.....................| 0.7278 | 1.569 | 1.246 | 1.363 | -#> | 72| 475.89054 | 1.001 | -1.650 | -0.9479 | -0.9349 | -#> |.....................| -0.9054 | -0.2136 | -0.7808 | -0.7261 | -#> |.....................| -1.051 | -0.5716 | -0.7071 | -0.6043 | -#> | U| 475.89054 | 93.11 | -5.950 | -0.9744 | -0.1505 | -#> |.....................| 2.240 | 1.592 | 0.03166 | 0.8742 | -#> |.....................| 0.7214 | 1.574 | 1.242 | 1.356 | -#> | X| 475.89054 | 93.11 | 0.002606 | 0.2740 | 0.8602 | -#> |.....................| 9.393 | 1.592 | 0.03166 | 0.8742 | -#> |.....................| 0.7214 | 1.574 | 1.242 | 1.356 | -#> | F| Forward Diff. | -3.467 | 0.05330 | -0.1133 | -0.1045 | -#> |.....................| 0.1362 | -0.3304 | -0.2172 | 0.04726 | -#> |.....................| -1.416 | 0.08323 | -0.4566 | -0.2851 | -#> | 73| 476.06529 | 1.002 | -1.688 | -0.8959 | -0.9784 | -#> |.....................| -0.9076 | -0.2354 | -0.6823 | -0.7302 | -#> |.....................| -1.035 | -0.5603 | -0.6700 | -0.6079 | -#> | U| 476.06529 | 93.20 | -5.988 | -0.9255 | -0.1940 | -#> |.....................| 2.238 | 1.579 | 0.03314 | 0.8712 | -#> |.....................| 0.7347 | 1.587 | 1.281 | 1.352 | -#> | X| 476.06529 | 93.20 | 0.002510 | 0.2838 | 0.8236 | -#> |.....................| 9.372 | 1.579 | 0.03314 | 0.8712 | -#> |.....................| 0.7347 | 1.587 | 1.281 | 1.352 | -#> | 74| 475.89054 | 1.001 | -1.650 | -0.9479 | -0.9349 | -#> |.....................| -0.9054 | -0.2136 | -0.7808 | -0.7261 | -#> |.....................| -1.051 | -0.5716 | -0.7071 | -0.6043 | -#> | U| 475.89054 | 93.11 | -5.950 | -0.9744 | -0.1505 | -#> |.....................| 2.240 | 1.592 | 0.03166 | 0.8742 | -#> |.....................| 0.7214 | 1.574 | 1.242 | 1.356 | -#> | X| 475.89054 | 93.11 | 0.002606 | 0.2740 | 0.8602 | -#> |.....................| 9.393 | 1.592 | 0.03166 | 0.8742 | -#> |.....................| 0.7214 | 1.574 | 1.242 | 1.356 | -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    f_nlmixr_dfop_sfo_focei_tc <- nlmixr(f_mmkin_tc["DFOP-SFO", ], est = "focei") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_k1 | -#> |.....................| log_k2 | g_qlogis | sigma_low | rsd_high | -#> |.....................| o1 | o2 | o3 | o4 | -#> |.....................| o5 | o6 |...........|...........| -#> | 1| 495.48573 | 1.000 | -1.000 | -0.9104 | -0.9376 | -#> |.....................| -0.9875 | -0.8823 | -0.8746 | -0.8907 | -#> |.....................| -0.8767 | -0.8731 | -0.8673 | -0.8720 | -#> |.....................| -0.8739 | -0.8666 |...........|...........| -#> | U| 495.48573 | 91.00 | -5.200 | -0.8900 | -2.200 | -#> |.....................| -4.600 | 0.4600 | 0.8300 | 0.05800 | -#> |.....................| 0.7311 | 0.9036 | 1.183 | 0.9554 | -#> |.....................| 0.8633 | 1.214 |...........|...........| -#> | X| 495.48573 | 91.00 | 0.005517 | 0.2911 | 0.1108 | -#> |.....................| 0.01005 | 0.6130 | 0.8300 | 0.05800 | -#> |.....................| 0.7311 | 0.9036 | 1.183 | 0.9554 | -#> |.....................| 0.8633 | 1.214 |...........|...........| -#> | G| Gill Diff. | -0.9650 | 2.223 | -0.3153 | -0.01817 | -#> |.....................| -0.3350 | 0.6789 | -29.17 | -19.58 | -#> |.....................| 0.9642 | 9.851 | -11.94 | -1.319 | -#> |.....................| 8.578 | -12.45 |...........|...........| -#> | 2| 487.27153 | 1.023 | -1.054 | -0.9028 | -0.9372 | -#> |.....................| -0.9794 | -0.8987 | -0.1695 | -0.4175 | -#> |.....................| -0.9000 | -1.111 | -0.5788 | -0.8401 | -#> |.....................| -1.081 | -0.5657 |...........|...........| -#> | U| 487.27153 | 93.12 | -5.254 | -0.8832 | -2.200 | -#> |.....................| -4.592 | 0.4525 | 1.123 | 0.07172 | -#> |.....................| 0.7141 | 0.6884 | 1.525 | 0.9859 | -#> |.....................| 0.6843 | 1.580 |...........|...........| -#> | X| 487.27153 | 93.12 | 0.005228 | 0.2925 | 0.1109 | -#> |.....................| 0.01013 | 0.6112 | 1.123 | 0.07172 | -#> |.....................| 0.7141 | 0.6884 | 1.525 | 0.9859 | -#> |.....................| 0.6843 | 1.580 |...........|...........| -#> | F| Forward Diff. | 131.2 | 1.375 | 2.844 | -0.2311 | -#> |.....................| 0.2724 | 0.4206 | 9.234 | 14.82 | -#> |.....................| -0.3432 | -1.547 | -2.137 | 2.699 | -#> |.....................| -4.845 | -6.389 |...........|...........| -#> | 3| 3806.3530 | 0.1967 | -1.082 | -0.9181 | -0.9356 | -#> |.....................| -0.9782 | -0.9073 | 0.02635 | -0.3409 | -#> |.....................| -0.9062 | -1.204 | -0.4610 | -0.8458 | -#> |.....................| -1.125 | -0.4164 |...........|...........| -#> | U| 3806.353 | 17.90 | -5.282 | -0.8969 | -2.198 | -#> |.....................| -4.591 | 0.4485 | 1.204 | 0.07394 | -#> |.....................| 0.7095 | 0.6043 | 1.664 | 0.9805 | -#> |.....................| 0.6463 | 1.761 |...........|...........| -#> | X| 3806.353 | 17.90 | 0.005083 | 0.2897 | 0.1110 | -#> |.....................| 0.01015 | 0.6103 | 1.204 | 0.07394 | -#> |.....................| 0.7095 | 0.6043 | 1.664 | 0.9805 | -#> |.....................| 0.6463 | 1.761 |...........|...........| -#> | 4| 498.29847 | 0.9363 | -1.055 | -0.9047 | -0.9370 | -#> |.....................| -0.9796 | -0.8990 | -0.1756 | -0.4273 | -#> |.....................| -0.8998 | -1.110 | -0.5773 | -0.8419 | -#> |.....................| -1.078 | -0.5615 |...........|...........| -#> | U| 498.29847 | 85.20 | -5.255 | -0.8849 | -2.199 | -#> |.....................| -4.592 | 0.4523 | 1.120 | 0.07144 | -#> |.....................| 0.7142 | 0.6894 | 1.526 | 0.9842 | -#> |.....................| 0.6871 | 1.585 |...........|...........| -#> | X| 498.29847 | 85.20 | 0.005223 | 0.2922 | 0.1109 | -#> |.....................| 0.01013 | 0.6112 | 1.120 | 0.07144 | -#> |.....................| 0.7142 | 0.6894 | 1.526 | 0.9842 | -#> |.....................| 0.6871 | 1.585 |...........|...........| -#> | 5| 485.66266 | 1.001 | -1.054 | -0.9033 | -0.9372 | -#> |.....................| -0.9795 | -0.8988 | -0.1711 | -0.4200 | -#> |.....................| -0.8999 | -1.111 | -0.5784 | -0.8406 | -#> |.....................| -1.080 | -0.5646 |...........|...........| -#> | U| 485.66266 | 91.08 | -5.254 | -0.8836 | -2.200 | -#> |.....................| -4.592 | 0.4524 | 1.122 | 0.07165 | -#> |.....................| 0.7141 | 0.6887 | 1.525 | 0.9855 | -#> |.....................| 0.6850 | 1.581 |...........|...........| -#> | X| 485.66266 | 91.08 | 0.005227 | 0.2924 | 0.1109 | -#> |.....................| 0.01013 | 0.6112 | 1.122 | 0.07165 | -#> |.....................| 0.7141 | 0.6887 | 1.525 | 0.9855 | -#> |.....................| 0.6850 | 1.581 |...........|...........| -#> | F| Forward Diff. | 5.221 | 1.276 | 0.8286 | 0.07146 | -#> |.....................| 0.3378 | 0.6177 | 8.950 | 14.42 | -#> |.....................| -2.232 | -2.934 | -2.090 | 2.822 | -#> |.....................| -4.031 | -6.085 |...........|...........| -#> | 6| 485.32609 | 0.9950 | -1.055 | -0.9042 | -0.9372 | -#> |.....................| -0.9799 | -0.8995 | -0.1813 | -0.4364 | -#> |.....................| -0.8974 | -1.108 | -0.5760 | -0.8438 | -#> |.....................| -1.076 | -0.5577 |...........|...........| -#> | U| 485.32609 | 90.54 | -5.255 | -0.8845 | -2.200 | -#> |.....................| -4.592 | 0.4521 | 1.118 | 0.07117 | -#> |.....................| 0.7160 | 0.6917 | 1.528 | 0.9824 | -#> |.....................| 0.6890 | 1.589 |...........|...........| -#> | X| 485.32609 | 90.54 | 0.005219 | 0.2922 | 0.1108 | -#> |.....................| 0.01013 | 0.6111 | 1.118 | 0.07117 | -#> |.....................| 0.7160 | 0.6917 | 1.528 | 0.9824 | -#> |.....................| 0.6890 | 1.589 |...........|...........| -#> | F| Forward Diff. | -30.72 | 1.256 | 0.2407 | 0.1468 | -#> |.....................| 0.3576 | 0.6982 | 8.550 | 13.79 | -#> |.....................| -2.152 | -3.092 | -1.869 | 2.672 | -#> |.....................| -3.399 | -5.827 |...........|...........| -#> | 7| 484.94767 | 1.003 | -1.055 | -0.9045 | -0.9373 | -#> |.....................| -0.9801 | -0.8996 | -0.1956 | -0.4497 | -#> |.....................| -0.8963 | -1.103 | -0.5795 | -0.8455 | -#> |.....................| -1.071 | -0.5595 |...........|...........| -#> | U| 484.94767 | 91.28 | -5.255 | -0.8848 | -2.200 | -#> |.....................| -4.593 | 0.4521 | 1.112 | 0.07079 | -#> |.....................| 0.7168 | 0.6961 | 1.524 | 0.9808 | -#> |.....................| 0.6930 | 1.587 |...........|...........| -#> | X| 484.94767 | 91.28 | 0.005220 | 0.2922 | 0.1108 | -#> |.....................| 0.01013 | 0.6111 | 1.112 | 0.07079 | -#> |.....................| 0.7168 | 0.6961 | 1.524 | 0.9808 | -#> |.....................| 0.6930 | 1.587 |...........|...........| -#> | F| Forward Diff. | 16.95 | 1.308 | 0.9181 | 0.03760 | -#> |.....................| 0.3308 | 0.6549 | 8.124 | 13.74 | -#> |.....................| -1.975 | -2.369 | -2.107 | 2.437 | -#> |.....................| -3.334 | -5.928 |...........|...........| -#> | 8| 484.63747 | 0.9965 | -1.055 | -0.9051 | -0.9373 | -#> |.....................| -0.9805 | -0.8998 | -0.2100 | -0.4642 | -#> |.....................| -0.8952 | -1.098 | -0.5823 | -0.8472 | -#> |.....................| -1.067 | -0.5602 |...........|...........| -#> | U| 484.63747 | 90.68 | -5.255 | -0.8853 | -2.200 | -#> |.....................| -4.593 | 0.4520 | 1.106 | 0.07037 | -#> |.....................| 0.7176 | 0.7002 | 1.521 | 0.9792 | -#> |.....................| 0.6968 | 1.586 |...........|...........| -#> | X| 484.63747 | 90.68 | 0.005220 | 0.2921 | 0.1108 | -#> |.....................| 0.01012 | 0.6111 | 1.106 | 0.07037 | -#> |.....................| 0.7176 | 0.7002 | 1.521 | 0.9792 | -#> |.....................| 0.6968 | 1.586 |...........|...........| -#> | F| Forward Diff. | -22.67 | 1.288 | 0.2773 | 0.1211 | -#> |.....................| 0.3459 | 0.7203 | 8.028 | 13.24 | -#> |.....................| -1.967 | -2.555 | -2.117 | 2.333 | -#> |.....................| -2.789 | -5.812 |...........|...........| -#> | 9| 484.31288 | 1.003 | -1.055 | -0.9054 | -0.9374 | -#> |.....................| -0.9808 | -0.9000 | -0.2248 | -0.4783 | -#> |.....................| -0.8942 | -1.094 | -0.5856 | -0.8486 | -#> |.....................| -1.063 | -0.5617 |...........|...........| -#> | U| 484.31288 | 91.27 | -5.255 | -0.8855 | -2.200 | -#> |.....................| -4.593 | 0.4519 | 1.100 | 0.06996 | -#> |.....................| 0.7183 | 0.7043 | 1.517 | 0.9778 | -#> |.....................| 0.7003 | 1.585 |...........|...........| -#> | X| 484.31288 | 91.27 | 0.005220 | 0.2920 | 0.1108 | -#> |.....................| 0.01012 | 0.6111 | 1.100 | 0.06996 | -#> |.....................| 0.7183 | 0.7043 | 1.517 | 0.9778 | -#> |.....................| 0.7003 | 1.585 |...........|...........| -#> | F| Forward Diff. | 16.32 | 1.333 | 0.8110 | 0.03416 | -#> |.....................| 0.3225 | 0.6774 | 7.502 | 12.95 | -#> |.....................| -1.990 | -1.849 | -2.190 | 2.193 | -#> |.....................| -2.714 | -5.891 |...........|...........| -#> | 10| 484.03445 | 0.9966 | -1.055 | -0.9058 | -0.9374 | -#> |.....................| -0.9811 | -0.9003 | -0.2393 | -0.4932 | -#> |.....................| -0.8929 | -1.090 | -0.5881 | -0.8501 | -#> |.....................| -1.059 | -0.5620 |...........|...........| -#> | U| 484.03445 | 90.69 | -5.255 | -0.8859 | -2.200 | -#> |.....................| -4.594 | 0.4517 | 1.094 | 0.06953 | -#> |.....................| 0.7192 | 0.7079 | 1.514 | 0.9764 | -#> |.....................| 0.7034 | 1.584 |...........|...........| -#> | X| 484.03445 | 90.69 | 0.005219 | 0.2919 | 0.1108 | -#> |.....................| 0.01012 | 0.6110 | 1.094 | 0.06953 | -#> |.....................| 0.7192 | 0.7079 | 1.514 | 0.9764 | -#> |.....................| 0.7034 | 1.584 |...........|...........| -#> | F| Forward Diff. | -23.34 | 1.311 | 0.1997 | 0.1136 | -#> |.....................| 0.3397 | 0.7422 | 7.043 | 12.17 | -#> |.....................| -1.843 | -2.075 | -2.300 | 2.141 | -#> |.....................| -2.235 | -5.778 |...........|...........| -#> | 11| 483.72794 | 1.003 | -1.056 | -0.9061 | -0.9374 | -#> |.....................| -0.9815 | -0.9008 | -0.2540 | -0.5081 | -#> |.....................| -0.8918 | -1.086 | -0.5906 | -0.8514 | -#> |.....................| -1.056 | -0.5623 |...........|...........| -#> | U| 483.72794 | 91.28 | -5.256 | -0.8861 | -2.200 | -#> |.....................| -4.594 | 0.4515 | 1.088 | 0.06909 | -#> |.....................| 0.7200 | 0.7113 | 1.511 | 0.9751 | -#> |.....................| 0.7061 | 1.584 |...........|...........| -#> | X| 483.72794 | 91.28 | 0.005217 | 0.2919 | 0.1108 | -#> |.....................| 0.01011 | 0.6110 | 1.088 | 0.06909 | -#> |.....................| 0.7200 | 0.7113 | 1.511 | 0.9751 | -#> |.....................| 0.7061 | 1.584 |...........|...........| -#> | F| Forward Diff. | 16.56 | 1.355 | 0.7367 | 0.03002 | -#> |.....................| 0.3166 | 0.7021 | 6.528 | 11.89 | -#> |.....................| -1.880 | -1.512 | -2.404 | 1.917 | -#> |.....................| -2.215 | -5.846 |...........|...........| -#> | 12| 483.44272 | 0.9974 | -1.057 | -0.9064 | -0.9375 | -#> |.....................| -0.9820 | -0.9016 | -0.2678 | -0.5243 | -#> |.....................| -0.8904 | -1.083 | -0.5914 | -0.8528 | -#> |.....................| -1.054 | -0.5601 |...........|...........| -#> | U| 483.44272 | 90.76 | -5.257 | -0.8865 | -2.200 | -#> |.....................| -4.594 | 0.4511 | 1.082 | 0.06862 | -#> |.....................| 0.7211 | 0.7141 | 1.510 | 0.9738 | -#> |.....................| 0.7081 | 1.587 |...........|...........| -#> | X| 483.44272 | 90.76 | 0.005212 | 0.2918 | 0.1108 | -#> |.....................| 0.01011 | 0.6109 | 1.082 | 0.06862 | -#> |.....................| 0.7211 | 0.7141 | 1.510 | 0.9738 | -#> |.....................| 0.7081 | 1.587 |...........|...........| -#> | F| Forward Diff. | -19.50 | 1.332 | 0.2061 | 0.1022 | -#> |.....................| 0.3336 | 0.7519 | 5.944 | 11.09 | -#> |.....................| -1.878 | -1.675 | -2.404 | 1.054 | -#> |.....................| -1.833 | -5.715 |...........|...........| -#> | 13| 483.13758 | 1.003 | -1.059 | -0.9067 | -0.9375 | -#> |.....................| -0.9826 | -0.9029 | -0.2791 | -0.5415 | -#> |.....................| -0.8881 | -1.081 | -0.5896 | -0.8508 | -#> |.....................| -1.053 | -0.5541 |...........|...........| -#> | U| 483.13758 | 91.30 | -5.259 | -0.8867 | -2.200 | -#> |.....................| -4.595 | 0.4505 | 1.077 | 0.06813 | -#> |.....................| 0.7227 | 0.7157 | 1.512 | 0.9758 | -#> |.....................| 0.7089 | 1.594 |...........|...........| -#> | X| 483.13758 | 91.30 | 0.005202 | 0.2918 | 0.1108 | -#> |.....................| 0.01010 | 0.6108 | 1.077 | 0.06813 | -#> |.....................| 0.7227 | 0.7157 | 1.512 | 0.9758 | -#> |.....................| 0.7089 | 1.594 |...........|...........| -#> | F| Forward Diff. | 16.83 | 1.368 | 0.7006 | 0.02276 | -#> |.....................| 0.3159 | 0.7144 | 5.487 | 10.74 | -#> |.....................| -1.773 | -1.125 | -2.251 | 1.956 | -#> |.....................| -1.882 | -5.671 |...........|...........| -#> | 14| 482.85180 | 0.9981 | -1.062 | -0.9072 | -0.9376 | -#> |.....................| -0.9834 | -0.9050 | -0.2850 | -0.5582 | -#> |.....................| -0.8853 | -1.082 | -0.5852 | -0.8503 | -#> |.....................| -1.053 | -0.5428 |...........|...........| -#> | U| 482.8518 | 90.83 | -5.262 | -0.8872 | -2.200 | -#> |.....................| -4.596 | 0.4496 | 1.075 | 0.06764 | -#> |.....................| 0.7248 | 0.7152 | 1.517 | 0.9762 | -#> |.....................| 0.7084 | 1.607 |...........|...........| -#> | X| 482.8518 | 90.83 | 0.005184 | 0.2917 | 0.1108 | -#> |.....................| 0.01009 | 0.6105 | 1.075 | 0.06764 | -#> |.....................| 0.7248 | 0.7152 | 1.517 | 0.9762 | -#> |.....................| 0.7084 | 1.607 |...........|...........| -#> | F| Forward Diff. | -16.64 | 1.337 | 0.2421 | 0.09047 | -#> |.....................| 0.3389 | 0.7643 | 5.051 | 10.06 | -#> |.....................| -1.787 | -1.445 | -2.047 | 2.073 | -#> |.....................| -1.627 | -5.410 |...........|...........| -#> | 15| 482.60290 | 1.003 | -1.066 | -0.9079 | -0.9377 | -#> |.....................| -0.9844 | -0.9075 | -0.2858 | -0.5723 | -#> |.....................| -0.8822 | -1.083 | -0.5806 | -0.8571 | -#> |.....................| -1.055 | -0.5294 |...........|...........| -#> | U| 482.6029 | 91.28 | -5.266 | -0.8878 | -2.200 | -#> |.....................| -4.597 | 0.4484 | 1.074 | 0.06723 | -#> |.....................| 0.7271 | 0.7136 | 1.523 | 0.9697 | -#> |.....................| 0.7072 | 1.624 |...........|...........| -#> | X| 482.6029 | 91.28 | 0.005162 | 0.2916 | 0.1108 | -#> |.....................| 0.01008 | 0.6103 | 1.074 | 0.06723 | -#> |.....................| 0.7271 | 0.7136 | 1.523 | 0.9697 | -#> |.....................| 0.7072 | 1.624 |...........|...........| -#> | F| Forward Diff. | 14.50 | 1.352 | 0.6742 | 0.02192 | -#> |.....................| 0.3317 | 0.7297 | 4.803 | 9.894 | -#> |.....................| -1.694 | -1.220 | -2.031 | 1.506 | -#> |.....................| -1.722 | -5.269 |...........|...........| -#> | 16| 482.37953 | 0.9987 | -1.071 | -0.9090 | -0.9377 | -#> |.....................| -0.9857 | -0.9106 | -0.2840 | -0.5862 | -#> |.....................| -0.8787 | -1.084 | -0.5758 | -0.8611 | -#> |.....................| -1.056 | -0.5150 |...........|...........| -#> | U| 482.37953 | 90.88 | -5.271 | -0.8888 | -2.200 | -#> |.....................| -4.598 | 0.4470 | 1.075 | 0.06683 | -#> |.....................| 0.7296 | 0.7132 | 1.528 | 0.9659 | -#> |.....................| 0.7058 | 1.641 |...........|...........| -#> | X| 482.37953 | 90.88 | 0.005137 | 0.2914 | 0.1108 | -#> |.....................| 0.01007 | 0.6099 | 1.075 | 0.06683 | -#> |.....................| 0.7296 | 0.7132 | 1.528 | 0.9659 | -#> |.....................| 0.7058 | 1.641 |...........|...........| -#> | 17| 482.17662 | 0.9986 | -1.077 | -0.9102 | -0.9378 | -#> |.....................| -0.9871 | -0.9141 | -0.2800 | -0.5994 | -#> |.....................| -0.8750 | -1.085 | -0.5707 | -0.8654 | -#> |.....................| -1.059 | -0.4996 |...........|...........| -#> | U| 482.17662 | 90.88 | -5.277 | -0.8898 | -2.200 | -#> |.....................| -4.600 | 0.4454 | 1.077 | 0.06645 | -#> |.....................| 0.7323 | 0.7123 | 1.534 | 0.9618 | -#> |.....................| 0.7037 | 1.660 |...........|...........| -#> | X| 482.17662 | 90.88 | 0.005108 | 0.2911 | 0.1108 | -#> |.....................| 0.01006 | 0.6095 | 1.077 | 0.06645 | -#> |.....................| 0.7323 | 0.7123 | 1.534 | 0.9618 | -#> |.....................| 0.7037 | 1.660 |...........|...........| -#> | 18| 481.54428 | 0.9984 | -1.097 | -0.9142 | -0.9379 | -#> |.....................| -0.9921 | -0.9262 | -0.2660 | -0.6456 | -#> |.....................| -0.8623 | -1.088 | -0.5530 | -0.8805 | -#> |.....................| -1.068 | -0.4457 |...........|...........| -#> | U| 481.54428 | 90.86 | -5.297 | -0.8934 | -2.200 | -#> |.....................| -4.605 | 0.4398 | 1.083 | 0.06511 | -#> |.....................| 0.7417 | 0.7091 | 1.555 | 0.9473 | -#> |.....................| 0.6961 | 1.725 |...........|...........| -#> | X| 481.54428 | 90.86 | 0.005009 | 0.2904 | 0.1108 | -#> |.....................| 0.01001 | 0.6082 | 1.083 | 0.06511 | -#> |.....................| 0.7417 | 0.7091 | 1.555 | 0.9473 | -#> |.....................| 0.6961 | 1.725 |...........|...........| -#> | 19| 480.42060 | 0.9980 | -1.149 | -0.9249 | -0.9384 | -#> |.....................| -1.006 | -0.9588 | -0.2285 | -0.7695 | -#> |.....................| -0.8280 | -1.098 | -0.5055 | -0.9211 | -#> |.....................| -1.091 | -0.3011 |...........|...........| -#> | U| 480.4206 | 90.81 | -5.349 | -0.9029 | -2.201 | -#> |.....................| -4.618 | 0.4248 | 1.098 | 0.06151 | -#> |.....................| 0.7667 | 0.7005 | 1.611 | 0.9085 | -#> |.....................| 0.6759 | 1.901 |...........|...........| -#> | X| 480.4206 | 90.81 | 0.004753 | 0.2885 | 0.1107 | -#> |.....................| 0.009872 | 0.6046 | 1.098 | 0.06151 | -#> |.....................| 0.7667 | 0.7005 | 1.611 | 0.9085 | -#> |.....................| 0.6759 | 1.901 |...........|...........| -#> | F| Forward Diff. | -36.54 | 1.160 | -0.4282 | 0.02550 | -#> |.....................| 0.4248 | 0.7330 | 2.572 | 4.769 | -#> |.....................| -1.047 | -1.982 | 1.244 | -3.305 | -#> |.....................| -1.792 | -2.494 |...........|...........| -#> | 20| 480.52888 | 1.003 | -1.232 | -0.9300 | -0.9345 | -#> |.....................| -1.037 | -1.013 | -0.2660 | -0.9542 | -#> |.....................| -0.7770 | -1.021 | -0.6177 | -0.7306 | -#> |.....................| -1.035 | -0.1927 |...........|...........| -#> | U| 480.52888 | 91.28 | -5.432 | -0.9075 | -2.197 | -#> |.....................| -4.649 | 0.3997 | 1.083 | 0.05616 | -#> |.....................| 0.8040 | 0.7699 | 1.479 | 1.091 | -#> |.....................| 0.7247 | 2.033 |...........|...........| -#> | X| 480.52888 | 91.28 | 0.004374 | 0.2875 | 0.1111 | -#> |.....................| 0.009571 | 0.5986 | 1.083 | 0.05616 | -#> |.....................| 0.8040 | 0.7699 | 1.479 | 1.091 | -#> |.....................| 0.7247 | 2.033 |...........|...........| -#> | 21| 479.69850 | 1.004 | -1.189 | -0.9273 | -0.9365 | -#> |.....................| -1.020 | -0.9850 | -0.2467 | -0.8583 | -#> |.....................| -0.8035 | -1.061 | -0.5593 | -0.8297 | -#> |.....................| -1.064 | -0.2490 |...........|...........| -#> | U| 479.6985 | 91.34 | -5.389 | -0.9050 | -2.199 | -#> |.....................| -4.633 | 0.4128 | 1.091 | 0.05894 | -#> |.....................| 0.7846 | 0.7338 | 1.548 | 0.9959 | -#> |.....................| 0.6994 | 1.964 |...........|...........| -#> | X| 479.6985 | 91.34 | 0.004567 | 0.2880 | 0.1109 | -#> |.....................| 0.009727 | 0.6018 | 1.091 | 0.05894 | -#> |.....................| 0.7846 | 0.7338 | 1.548 | 0.9959 | -#> |.....................| 0.6994 | 1.964 |...........|...........| -#> | F| Forward Diff. | 5.264 | 1.163 | -0.05494 | -0.06753 | -#> |.....................| 0.3641 | 0.6248 | 0.1998 | 1.877 | -#> |.....................| -0.5696 | 0.3809 | 0.8989 | 3.758 | -#> |.....................| 0.2123 | -1.578 |...........|...........| -#> | 22| 479.87893 | 1.001 | -1.256 | -0.9150 | -0.9312 | -#> |.....................| -1.045 | -1.024 | -0.2268 | -0.8946 | -#> |.....................| -0.7799 | -1.052 | -0.6825 | -0.8629 | -#> |.....................| -1.056 | -0.2060 |...........|...........| -#> | U| 479.87893 | 91.06 | -5.456 | -0.8941 | -2.194 | -#> |.....................| -4.658 | 0.3949 | 1.099 | 0.05789 | -#> |.....................| 0.8019 | 0.7416 | 1.402 | 0.9642 | -#> |.....................| 0.7063 | 2.016 |...........|...........| -#> | X| 479.87893 | 91.06 | 0.004269 | 0.2903 | 0.1115 | -#> |.....................| 0.009490 | 0.5975 | 1.099 | 0.05789 | -#> |.....................| 0.8019 | 0.7416 | 1.402 | 0.9642 | -#> |.....................| 0.7063 | 2.016 |...........|...........| -#> | 23| 479.70356 | 0.9996 | -1.214 | -0.9229 | -0.9346 | -#> |.....................| -1.029 | -0.9992 | -0.2397 | -0.8723 | -#> |.....................| -0.7947 | -1.058 | -0.6038 | -0.8437 | -#> |.....................| -1.061 | -0.2328 |...........|...........| -#> | U| 479.70356 | 90.96 | -5.414 | -0.9011 | -2.197 | -#> |.....................| -4.642 | 0.4062 | 1.093 | 0.05853 | -#> |.....................| 0.7910 | 0.7364 | 1.495 | 0.9825 | -#> |.....................| 0.7017 | 1.984 |...........|...........| -#> | X| 479.70356 | 90.96 | 0.004455 | 0.2888 | 0.1111 | -#> |.....................| 0.009639 | 0.6002 | 1.093 | 0.05853 | -#> |.....................| 0.7910 | 0.7364 | 1.495 | 0.9825 | -#> |.....................| 0.7017 | 1.984 |...........|...........| -#> | 24| 479.71523 | 0.9993 | -1.201 | -0.9253 | -0.9356 | -#> |.....................| -1.025 | -0.9918 | -0.2436 | -0.8656 | -#> |.....................| -0.7992 | -1.060 | -0.5801 | -0.8379 | -#> |.....................| -1.063 | -0.2408 |...........|...........| -#> | U| 479.71523 | 90.93 | -5.401 | -0.9032 | -2.198 | -#> |.....................| -4.637 | 0.4096 | 1.092 | 0.05873 | -#> |.....................| 0.7877 | 0.7349 | 1.523 | 0.9880 | -#> |.....................| 0.7004 | 1.974 |...........|...........| -#> | X| 479.71523 | 90.93 | 0.004513 | 0.2884 | 0.1110 | -#> |.....................| 0.009685 | 0.6010 | 1.092 | 0.05873 | -#> |.....................| 0.7877 | 0.7349 | 1.523 | 0.9880 | -#> |.....................| 0.7004 | 1.974 |...........|...........| -#> | 25| 479.73471 | 0.9991 | -1.194 | -0.9266 | -0.9362 | -#> |.....................| -1.022 | -0.9877 | -0.2457 | -0.8619 | -#> |.....................| -0.8017 | -1.061 | -0.5670 | -0.8347 | -#> |.....................| -1.064 | -0.2453 |...........|...........| -#> | U| 479.73471 | 90.92 | -5.394 | -0.9044 | -2.199 | -#> |.....................| -4.635 | 0.4115 | 1.091 | 0.05884 | -#> |.....................| 0.7859 | 0.7340 | 1.539 | 0.9911 | -#> |.....................| 0.6996 | 1.969 |...........|...........| -#> | X| 479.73471 | 90.92 | 0.004545 | 0.2881 | 0.1110 | -#> |.....................| 0.009710 | 0.6015 | 1.091 | 0.05884 | -#> |.....................| 0.7859 | 0.7340 | 1.539 | 0.9911 | -#> |.....................| 0.6996 | 1.969 |...........|...........| -#> | 26| 479.71271 | 1.001 | -1.190 | -0.9273 | -0.9365 | -#> |.....................| -1.021 | -0.9854 | -0.2468 | -0.8594 | -#> |.....................| -0.8032 | -1.061 | -0.5599 | -0.8320 | -#> |.....................| -1.064 | -0.2481 |...........|...........| -#> | U| 479.71271 | 91.05 | -5.390 | -0.9050 | -2.199 | -#> |.....................| -4.633 | 0.4126 | 1.091 | 0.05891 | -#> |.....................| 0.7849 | 0.7336 | 1.547 | 0.9937 | -#> |.....................| 0.6993 | 1.965 |...........|...........| -#> | X| 479.71271 | 91.05 | 0.004564 | 0.2880 | 0.1109 | -#> |.....................| 0.009725 | 0.6017 | 1.091 | 0.05891 | -#> |.....................| 0.7849 | 0.7336 | 1.547 | 0.9937 | -#> |.....................| 0.6993 | 1.965 |...........|...........| -#> | 27| 479.69386 | 1.003 | -1.189 | -0.9273 | -0.9365 | -#> |.....................| -1.020 | -0.9851 | -0.2467 | -0.8587 | -#> |.....................| -0.8034 | -1.061 | -0.5595 | -0.8305 | -#> |.....................| -1.064 | -0.2487 |...........|...........| -#> | U| 479.69386 | 91.24 | -5.389 | -0.9050 | -2.199 | -#> |.....................| -4.633 | 0.4127 | 1.091 | 0.05893 | -#> |.....................| 0.7847 | 0.7338 | 1.548 | 0.9951 | -#> |.....................| 0.6994 | 1.965 |...........|...........| -#> | X| 479.69386 | 91.24 | 0.004566 | 0.2880 | 0.1109 | -#> |.....................| 0.009726 | 0.6017 | 1.091 | 0.05893 | -#> |.....................| 0.7847 | 0.7338 | 1.548 | 0.9951 | -#> |.....................| 0.6994 | 1.965 |...........|...........| -#> | F| Forward Diff. | -3.722 | 1.155 | -0.1645 | -0.05121 | -#> |.....................| 0.3669 | 0.6376 | 0.06785 | 1.772 | -#> |.....................| -0.5854 | 0.2936 | 0.9229 | 3.709 | -#> |.....................| 0.2520 | -1.579 |...........|...........| -#> | 28| 479.68901 | 1.004 | -1.189 | -0.9273 | -0.9365 | -#> |.....................| -1.021 | -0.9853 | -0.2467 | -0.8591 | -#> |.....................| -0.8033 | -1.061 | -0.5597 | -0.8314 | -#> |.....................| -1.064 | -0.2483 |...........|...........| -#> | U| 479.68901 | 91.32 | -5.389 | -0.9050 | -2.199 | -#> |.....................| -4.633 | 0.4126 | 1.091 | 0.05892 | -#> |.....................| 0.7848 | 0.7337 | 1.547 | 0.9942 | -#> |.....................| 0.6993 | 1.965 |...........|...........| -#> | X| 479.68901 | 91.32 | 0.004565 | 0.2880 | 0.1109 | -#> |.....................| 0.009725 | 0.6017 | 1.091 | 0.05892 | -#> |.....................| 0.7848 | 0.7337 | 1.547 | 0.9942 | -#> |.....................| 0.6993 | 1.965 |...........|...........| -#> | F| Forward Diff. | 3.772 | 1.160 | -0.07003 | -0.06455 | -#> |.....................| 0.3646 | 0.6238 | 0.08418 | 1.806 | -#> |.....................| -0.5672 | 0.3711 | 0.9250 | 3.651 | -#> |.....................| 0.2161 | -1.579 |...........|...........| -#> | 29| 479.68474 | 1.003 | -1.190 | -0.9272 | -0.9365 | -#> |.....................| -1.021 | -0.9854 | -0.2468 | -0.8595 | -#> |.....................| -0.8031 | -1.061 | -0.5600 | -0.8323 | -#> |.....................| -1.064 | -0.2479 |...........|...........| -#> | U| 479.68474 | 91.24 | -5.390 | -0.9050 | -2.199 | -#> |.....................| -4.633 | 0.4126 | 1.091 | 0.05890 | -#> |.....................| 0.7849 | 0.7336 | 1.547 | 0.9934 | -#> |.....................| 0.6993 | 1.966 |...........|...........| -#> | X| 479.68474 | 91.24 | 0.004563 | 0.2880 | 0.1109 | -#> |.....................| 0.009724 | 0.6017 | 1.091 | 0.05890 | -#> |.....................| 0.7849 | 0.7336 | 1.547 | 0.9934 | -#> |.....................| 0.6993 | 1.966 |...........|...........| -#> | F| Forward Diff. | -3.834 | 1.153 | -0.1599 | -0.05010 | -#> |.....................| 0.3669 | 0.6355 | 0.09191 | 1.764 | -#> |.....................| -0.5796 | 0.2889 | 1.006 | 3.561 | -#> |.....................| 0.2610 | -1.565 |...........|...........| -#> | 30| 479.68016 | 1.004 | -1.190 | -0.9272 | -0.9365 | -#> |.....................| -1.021 | -0.9856 | -0.2468 | -0.8600 | -#> |.....................| -0.8030 | -1.061 | -0.5602 | -0.8332 | -#> |.....................| -1.064 | -0.2475 |...........|...........| -#> | U| 479.68016 | 91.32 | -5.390 | -0.9050 | -2.199 | -#> |.....................| -4.633 | 0.4125 | 1.091 | 0.05889 | -#> |.....................| 0.7850 | 0.7336 | 1.547 | 0.9926 | -#> |.....................| 0.6992 | 1.966 |...........|...........| -#> | X| 479.68016 | 91.32 | 0.004562 | 0.2880 | 0.1109 | -#> |.....................| 0.009723 | 0.6017 | 1.091 | 0.05889 | -#> |.....................| 0.7850 | 0.7336 | 1.547 | 0.9926 | -#> |.....................| 0.6992 | 1.966 |...........|...........| -#> | F| Forward Diff. | 3.891 | 1.158 | -0.06530 | -0.06447 | -#> |.....................| 0.3645 | 0.6207 | 0.1821 | 1.812 | -#> |.....................| -0.5486 | 0.3656 | 1.002 | 3.562 | -#> |.....................| 0.2233 | -1.574 |...........|...........| -#> | 31| 479.67614 | 1.003 | -1.190 | -0.9272 | -0.9365 | -#> |.....................| -1.021 | -0.9857 | -0.2468 | -0.8604 | -#> |.....................| -0.8028 | -1.061 | -0.5604 | -0.8341 | -#> |.....................| -1.064 | -0.2472 |...........|...........| -#> | U| 479.67614 | 91.24 | -5.390 | -0.9049 | -2.199 | -#> |.....................| -4.633 | 0.4124 | 1.091 | 0.05888 | -#> |.....................| 0.7851 | 0.7335 | 1.546 | 0.9917 | -#> |.....................| 0.6992 | 1.966 |...........|...........| -#> | X| 479.67614 | 91.24 | 0.004561 | 0.2880 | 0.1109 | -#> |.....................| 0.009722 | 0.6017 | 1.091 | 0.05888 | -#> |.....................| 0.7851 | 0.7335 | 1.546 | 0.9917 | -#> |.....................| 0.6992 | 1.966 |...........|...........| -#> | F| Forward Diff. | -3.915 | 1.151 | -0.1574 | -0.04977 | -#> |.....................| 0.3672 | 0.6321 | 0.06058 | 1.705 | -#> |.....................| -0.5691 | 0.2601 | 0.8724 | 3.420 | -#> |.....................| 0.2638 | -1.562 |...........|...........| -#> | 32| 479.67180 | 1.004 | -1.191 | -0.9271 | -0.9364 | -#> |.....................| -1.021 | -0.9859 | -0.2469 | -0.8608 | -#> |.....................| -0.8027 | -1.061 | -0.5607 | -0.8349 | -#> |.....................| -1.064 | -0.2468 |...........|...........| -#> | U| 479.6718 | 91.33 | -5.391 | -0.9049 | -2.199 | -#> |.....................| -4.633 | 0.4124 | 1.091 | 0.05887 | -#> |.....................| 0.7852 | 0.7334 | 1.546 | 0.9909 | -#> |.....................| 0.6991 | 1.967 |...........|...........| -#> | X| 479.6718 | 91.33 | 0.004560 | 0.2880 | 0.1109 | -#> |.....................| 0.009722 | 0.6017 | 1.091 | 0.05887 | -#> |.....................| 0.7852 | 0.7334 | 1.546 | 0.9909 | -#> |.....................| 0.6991 | 1.967 |...........|...........| -#> | F| Forward Diff. | 4.074 | 1.157 | -0.05990 | -0.06452 | -#> |.....................| 0.3645 | 0.6170 | 0.1286 | 1.744 | -#> |.....................| -0.5576 | 0.3161 | 0.9007 | 3.345 | -#> |.....................| 0.2216 | -1.572 |...........|...........| -#> | 33| 479.66809 | 1.003 | -1.191 | -0.9271 | -0.9364 | -#> |.....................| -1.021 | -0.9860 | -0.2469 | -0.8613 | -#> |.....................| -0.8026 | -1.062 | -0.5609 | -0.8357 | -#> |.....................| -1.064 | -0.2464 |...........|...........| -#> | U| 479.66809 | 91.23 | -5.391 | -0.9049 | -2.199 | -#> |.....................| -4.634 | 0.4123 | 1.091 | 0.05885 | -#> |.....................| 0.7853 | 0.7334 | 1.546 | 0.9901 | -#> |.....................| 0.6991 | 1.967 |...........|...........| -#> | X| 479.66809 | 91.23 | 0.004558 | 0.2880 | 0.1109 | -#> |.....................| 0.009721 | 0.6016 | 1.091 | 0.05885 | -#> |.....................| 0.7853 | 0.7334 | 1.546 | 0.9901 | -#> |.....................| 0.6991 | 1.967 |...........|...........| -#> | F| Forward Diff. | -4.161 | 1.149 | -0.1570 | -0.04911 | -#> |.....................| 0.3674 | 0.6293 | 0.04215 | 1.668 | -#> |.....................| -0.5621 | 0.2625 | 0.8940 | 3.313 | -#> |.....................| 0.2611 | -1.561 |...........|...........| -#> | 34| 479.66397 | 1.004 | -1.191 | -0.9271 | -0.9364 | -#> |.....................| -1.021 | -0.9862 | -0.2469 | -0.8617 | -#> |.....................| -0.8024 | -1.062 | -0.5611 | -0.8366 | -#> |.....................| -1.064 | -0.2460 |...........|...........| -#> | U| 479.66397 | 91.33 | -5.391 | -0.9049 | -2.199 | -#> |.....................| -4.634 | 0.4122 | 1.091 | 0.05884 | -#> |.....................| 0.7854 | 0.7333 | 1.546 | 0.9893 | -#> |.....................| 0.6990 | 1.968 |...........|...........| -#> | X| 479.66397 | 91.33 | 0.004557 | 0.2881 | 0.1109 | -#> |.....................| 0.009720 | 0.6016 | 1.091 | 0.05884 | -#> |.....................| 0.7854 | 0.7333 | 1.546 | 0.9893 | -#> |.....................| 0.6990 | 1.968 |...........|...........| -#> | F| Forward Diff. | 4.197 | 1.155 | -0.05534 | -0.06448 | -#> |.....................| 0.3644 | 0.6140 | 0.1526 | 1.765 | -#> |.....................| -0.5340 | 0.3555 | 0.9900 | 3.325 | -#> |.....................| 0.2199 | -1.571 |...........|...........| -#> | 35| 479.66043 | 1.003 | -1.191 | -0.9271 | -0.9364 | -#> |.....................| -1.021 | -0.9863 | -0.2469 | -0.8621 | -#> |.....................| -0.8023 | -1.062 | -0.5613 | -0.8374 | -#> |.....................| -1.064 | -0.2456 |...........|...........| -#> | U| 479.66043 | 91.23 | -5.391 | -0.9048 | -2.199 | -#> |.....................| -4.634 | 0.4122 | 1.090 | 0.05883 | -#> |.....................| 0.7855 | 0.7332 | 1.545 | 0.9886 | -#> |.....................| 0.6989 | 1.968 |...........|...........| -#> | X| 479.66043 | 91.23 | 0.004556 | 0.2881 | 0.1109 | -#> |.....................| 0.009719 | 0.6016 | 1.090 | 0.05883 | -#> |.....................| 0.7855 | 0.7332 | 1.545 | 0.9886 | -#> |.....................| 0.6989 | 1.968 |...........|...........| -#> | F| Forward Diff. | -4.161 | 1.147 | -0.1538 | -0.04891 | -#> |.....................| 0.3674 | 0.6262 | 0.06581 | 1.677 | -#> |.....................| -0.5453 | 0.2828 | 1.029 | 3.251 | -#> |.....................| 0.2683 | -1.555 |...........|...........| -#> | 36| 479.65652 | 1.004 | -1.192 | -0.9270 | -0.9364 | -#> |.....................| -1.021 | -0.9865 | -0.2469 | -0.8625 | -#> |.....................| -0.8022 | -1.062 | -0.5616 | -0.8382 | -#> |.....................| -1.064 | -0.2452 |...........|...........| -#> | U| 479.65652 | 91.33 | -5.392 | -0.9048 | -2.199 | -#> |.....................| -4.634 | 0.4121 | 1.090 | 0.05882 | -#> |.....................| 0.7856 | 0.7332 | 1.545 | 0.9878 | -#> |.....................| 0.6989 | 1.969 |...........|...........| -#> | X| 479.65652 | 91.33 | 0.004554 | 0.2881 | 0.1109 | -#> |.....................| 0.009718 | 0.6016 | 1.090 | 0.05882 | -#> |.....................| 0.7856 | 0.7332 | 1.545 | 0.9878 | -#> |.....................| 0.6989 | 1.969 |...........|...........| -#> | F| Forward Diff. | 4.221 | 1.153 | -0.05203 | -0.06424 | -#> |.....................| 0.3643 | 0.6104 | 0.04854 | 1.680 | -#> |.....................| -0.5365 | 0.2999 | 0.7877 | 3.080 | -#> |.....................| 0.2284 | -1.566 |...........|...........| -#> | 37| 479.65328 | 1.003 | -1.192 | -0.9270 | -0.9364 | -#> |.....................| -1.021 | -0.9866 | -0.2470 | -0.8629 | -#> |.....................| -0.8020 | -1.062 | -0.5618 | -0.8389 | -#> |.....................| -1.064 | -0.2448 |...........|...........| -#> | U| 479.65328 | 91.23 | -5.392 | -0.9048 | -2.199 | -#> |.....................| -4.634 | 0.4120 | 1.090 | 0.05880 | -#> |.....................| 0.7857 | 0.7331 | 1.545 | 0.9871 | -#> |.....................| 0.6988 | 1.969 |...........|...........| -#> | X| 479.65328 | 91.23 | 0.004553 | 0.2881 | 0.1109 | -#> |.....................| 0.009717 | 0.6016 | 1.090 | 0.05880 | -#> |.....................| 0.7857 | 0.7331 | 1.545 | 0.9871 | -#> |.....................| 0.6988 | 1.969 |...........|...........| -#> | F| Forward Diff. | -4.438 | 1.145 | -0.1538 | -0.04822 | -#> |.....................| 0.3675 | 0.6235 | 0.0004265 | 1.625 | -#> |.....................| -0.5487 | 0.2329 | 0.8499 | 3.058 | -#> |.....................| 0.2658 | -1.554 |...........|...........| -#> | 38| 479.64923 | 1.004 | -1.192 | -0.9270 | -0.9364 | -#> |.....................| -1.022 | -0.9868 | -0.2469 | -0.8633 | -#> |.....................| -0.8019 | -1.062 | -0.5621 | -0.8396 | -#> |.....................| -1.065 | -0.2444 |...........|...........| -#> | U| 479.64923 | 91.32 | -5.392 | -0.9048 | -2.199 | -#> |.....................| -4.634 | 0.4119 | 1.091 | 0.05879 | -#> |.....................| 0.7858 | 0.7330 | 1.544 | 0.9864 | -#> |.....................| 0.6988 | 1.970 |...........|...........| -#> | X| 479.64923 | 91.32 | 0.004551 | 0.2881 | 0.1109 | -#> |.....................| 0.009716 | 0.6015 | 1.091 | 0.05879 | -#> |.....................| 0.7858 | 0.7330 | 1.544 | 0.9864 | -#> |.....................| 0.6988 | 1.970 |...........|...........| -#> | F| Forward Diff. | 3.878 | 1.150 | -0.05277 | -0.06333 | -#> |.....................| 0.3643 | 0.6074 | 0.07271 | 1.651 | -#> |.....................| -0.5369 | 0.2992 | 0.8896 | 2.970 | -#> |.....................| 0.2314 | -1.562 |...........|...........| -#> | 39| 479.64621 | 1.003 | -1.193 | -0.9270 | -0.9363 | -#> |.....................| -1.022 | -0.9870 | -0.2469 | -0.8638 | -#> |.....................| -0.8017 | -1.062 | -0.5623 | -0.8404 | -#> |.....................| -1.065 | -0.2440 |...........|...........| -#> | U| 479.64621 | 91.23 | -5.393 | -0.9047 | -2.199 | -#> |.....................| -4.634 | 0.4119 | 1.091 | 0.05878 | -#> |.....................| 0.7859 | 0.7330 | 1.544 | 0.9856 | -#> |.....................| 0.6987 | 1.970 |...........|...........| -#> | X| 479.64621 | 91.23 | 0.004550 | 0.2881 | 0.1109 | -#> |.....................| 0.009715 | 0.6015 | 1.091 | 0.05878 | -#> |.....................| 0.7859 | 0.7330 | 1.544 | 0.9856 | -#> |.....................| 0.6987 | 1.970 |...........|...........| -#> | F| Forward Diff. | -4.471 | 1.143 | -0.1506 | -0.04802 | -#> |.....................| 0.3674 | 0.6203 | -0.003354 | 1.603 | -#> |.....................| -0.5429 | 0.2243 | 0.9025 | 2.920 | -#> |.....................| 0.2732 | -1.548 |...........|...........| -#> | 40| 479.64228 | 1.004 | -1.193 | -0.9269 | -0.9363 | -#> |.....................| -1.022 | -0.9872 | -0.2468 | -0.8642 | -#> |.....................| -0.8016 | -1.062 | -0.5627 | -0.8411 | -#> |.....................| -1.065 | -0.2435 |...........|...........| -#> | U| 479.64228 | 91.32 | -5.393 | -0.9047 | -2.199 | -#> |.....................| -4.634 | 0.4118 | 1.091 | 0.05877 | -#> |.....................| 0.7860 | 0.7329 | 1.544 | 0.9850 | -#> |.....................| 0.6987 | 1.971 |...........|...........| -#> | X| 479.64228 | 91.32 | 0.004548 | 0.2881 | 0.1109 | -#> |.....................| 0.009714 | 0.6015 | 1.091 | 0.05877 | -#> |.....................| 0.7860 | 0.7329 | 1.544 | 0.9850 | -#> |.....................| 0.6987 | 1.971 |...........|...........| -#> | F| Forward Diff. | 3.744 | 1.148 | -0.05088 | -0.06289 | -#> |.....................| 0.3642 | 0.6037 | 0.03047 | 1.629 | -#> |.....................| -0.5287 | 0.2733 | 0.8334 | 2.850 | -#> |.....................| 0.2290 | -1.558 |...........|...........| -#> | 41| 479.63935 | 1.003 | -1.193 | -0.9269 | -0.9363 | -#> |.....................| -1.022 | -0.9874 | -0.2468 | -0.8646 | -#> |.....................| -0.8014 | -1.062 | -0.5630 | -0.8419 | -#> |.....................| -1.065 | -0.2431 |...........|...........| -#> | U| 479.63935 | 91.23 | -5.393 | -0.9047 | -2.199 | -#> |.....................| -4.634 | 0.4117 | 1.091 | 0.05876 | -#> |.....................| 0.7861 | 0.7329 | 1.543 | 0.9843 | -#> |.....................| 0.6986 | 1.971 |...........|...........| -#> | X| 479.63935 | 91.23 | 0.004547 | 0.2881 | 0.1110 | -#> |.....................| 0.009713 | 0.6015 | 1.091 | 0.05876 | -#> |.....................| 0.7861 | 0.7329 | 1.543 | 0.9843 | -#> |.....................| 0.6986 | 1.971 |...........|...........| -#> | F| Forward Diff. | -4.432 | 1.140 | -0.1464 | -0.04798 | -#> |.....................| 0.3672 | 0.6157 | -0.06295 | 1.547 | -#> |.....................| -0.5341 | 0.1919 | 0.7582 | 2.801 | -#> |.....................| 0.2698 | -1.544 |...........|...........| -#> | 42| 479.63543 | 1.004 | -1.194 | -0.9268 | -0.9363 | -#> |.....................| -1.022 | -0.9876 | -0.2467 | -0.8650 | -#> |.....................| -0.8013 | -1.062 | -0.5633 | -0.8425 | -#> |.....................| -1.065 | -0.2426 |...........|...........| -#> | U| 479.63543 | 91.32 | -5.394 | -0.9046 | -2.199 | -#> |.....................| -4.634 | 0.4116 | 1.091 | 0.05874 | -#> |.....................| 0.7863 | 0.7328 | 1.543 | 0.9837 | -#> |.....................| 0.6985 | 1.972 |...........|...........| -#> | X| 479.63543 | 91.32 | 0.004545 | 0.2881 | 0.1110 | -#> |.....................| 0.009712 | 0.6015 | 1.091 | 0.05874 | -#> |.....................| 0.7863 | 0.7328 | 1.543 | 0.9837 | -#> |.....................| 0.6985 | 1.972 |...........|...........| -#> | F| Forward Diff. | 3.612 | 1.146 | -0.04876 | -0.06242 | -#> |.....................| 0.3640 | 0.6002 | 0.04743 | 1.619 | -#> |.....................| -0.5199 | 0.2573 | 0.7734 | 2.739 | -#> |.....................| 0.2298 | -1.553 |...........|...........| -#> | 43| 479.63248 | 1.003 | -1.194 | -0.9268 | -0.9363 | -#> |.....................| -1.022 | -0.9878 | -0.2466 | -0.8655 | -#> |.....................| -0.8011 | -1.062 | -0.5636 | -0.8432 | -#> |.....................| -1.065 | -0.2421 |...........|...........| -#> | U| 479.63248 | 91.23 | -5.394 | -0.9046 | -2.199 | -#> |.....................| -4.635 | 0.4115 | 1.091 | 0.05873 | -#> |.....................| 0.7864 | 0.7328 | 1.543 | 0.9830 | -#> |.....................| 0.6985 | 1.973 |...........|...........| -#> | X| 479.63248 | 91.23 | 0.004543 | 0.2881 | 0.1110 | -#> |.....................| 0.009710 | 0.6014 | 1.091 | 0.05873 | -#> |.....................| 0.7864 | 0.7328 | 1.543 | 0.9830 | -#> |.....................| 0.6985 | 1.973 |...........|...........| -#> | F| Forward Diff. | -4.237 | 1.138 | -0.1400 | -0.04830 | -#> |.....................| 0.3668 | 0.6108 | -0.07665 | 1.521 | -#> |.....................| -0.5353 | 0.1893 | 0.7456 | 2.704 | -#> |.....................| 0.2668 | -1.543 |...........|...........| -#> | 44| 479.62869 | 1.004 | -1.195 | -0.9268 | -0.9362 | -#> |.....................| -1.022 | -0.9880 | -0.2464 | -0.8659 | -#> |.....................| -0.8009 | -1.062 | -0.5639 | -0.8438 | -#> |.....................| -1.065 | -0.2415 |...........|...........| -#> | U| 479.62869 | 91.32 | -5.395 | -0.9046 | -2.199 | -#> |.....................| -4.635 | 0.4114 | 1.091 | 0.05872 | -#> |.....................| 0.7865 | 0.7327 | 1.542 | 0.9824 | -#> |.....................| 0.6984 | 1.973 |...........|...........| -#> | X| 479.62869 | 91.32 | 0.004541 | 0.2881 | 0.1110 | -#> |.....................| 0.009709 | 0.6014 | 1.091 | 0.05872 | -#> |.....................| 0.7865 | 0.7327 | 1.542 | 0.9824 | -#> |.....................| 0.6984 | 1.973 |...........|...........| -#> | F| Forward Diff. | 3.552 | 1.143 | -0.04554 | -0.06221 | -#> |.....................| 0.3637 | 0.5952 | -0.01323 | 1.563 | -#> |.....................| -0.3448 | 0.2470 | 0.7924 | 2.643 | -#> |.....................| 0.2272 | -1.550 |...........|...........| -#> | 45| 479.62584 | 1.003 | -1.195 | -0.9268 | -0.9362 | -#> |.....................| -1.022 | -0.9883 | -0.2463 | -0.8663 | -#> |.....................| -0.8008 | -1.062 | -0.5642 | -0.8446 | -#> |.....................| -1.065 | -0.2410 |...........|...........| -#> | U| 479.62584 | 91.24 | -5.395 | -0.9046 | -2.199 | -#> |.....................| -4.635 | 0.4113 | 1.091 | 0.05871 | -#> |.....................| 0.7866 | 0.7326 | 1.542 | 0.9817 | -#> |.....................| 0.6983 | 1.974 |...........|...........| -#> | X| 479.62584 | 91.24 | 0.004539 | 0.2881 | 0.1110 | -#> |.....................| 0.009708 | 0.6014 | 1.091 | 0.05871 | -#> |.....................| 0.7866 | 0.7326 | 1.542 | 0.9817 | -#> |.....................| 0.6983 | 1.974 |...........|...........| -#> | F| Forward Diff. | -4.148 | 1.135 | -0.1348 | -0.04846 | -#> |.....................| 0.3664 | 0.6063 | -0.009834 | 1.510 | -#> |.....................| -0.5271 | 0.1803 | 0.7932 | 2.587 | -#> |.....................| 0.2684 | -1.536 |...........|...........| -#> | 46| 479.62216 | 1.004 | -1.195 | -0.9267 | -0.9362 | -#> |.....................| -1.023 | -0.9885 | -0.2462 | -0.8667 | -#> |.....................| -0.8007 | -1.062 | -0.5646 | -0.8451 | -#> |.....................| -1.065 | -0.2404 |...........|...........| -#> | U| 479.62216 | 91.32 | -5.395 | -0.9045 | -2.199 | -#> |.....................| -4.635 | 0.4112 | 1.091 | 0.05870 | -#> |.....................| 0.7867 | 0.7326 | 1.541 | 0.9811 | -#> |.....................| 0.6983 | 1.975 |...........|...........| -#> | X| 479.62216 | 91.32 | 0.004537 | 0.2881 | 0.1110 | -#> |.....................| 0.009706 | 0.6014 | 1.091 | 0.05870 | -#> |.....................| 0.7867 | 0.7326 | 1.541 | 0.9811 | -#> |.....................| 0.6983 | 1.975 |...........|...........| -#> | F| Forward Diff. | 3.404 | 1.140 | -0.04564 | -0.06187 | -#> |.....................| 0.3633 | 0.5903 | -0.01970 | 1.541 | -#> |.....................| -0.5054 | 0.2303 | 0.6483 | 2.528 | -#> |.....................| 0.2288 | -1.542 |...........|...........| -#> | 47| 479.61938 | 1.003 | -1.196 | -0.9267 | -0.9362 | -#> |.....................| -1.023 | -0.9887 | -0.2461 | -0.8672 | -#> |.....................| -0.8005 | -1.062 | -0.5649 | -0.8458 | -#> |.....................| -1.065 | -0.2398 |...........|...........| -#> | U| 479.61938 | 91.24 | -5.396 | -0.9045 | -2.199 | -#> |.....................| -4.635 | 0.4111 | 1.091 | 0.05868 | -#> |.....................| 0.7868 | 0.7325 | 1.541 | 0.9805 | -#> |.....................| 0.6982 | 1.975 |...........|...........| -#> | X| 479.61938 | 91.24 | 0.004535 | 0.2881 | 0.1110 | -#> |.....................| 0.009705 | 0.6013 | 1.091 | 0.05868 | -#> |.....................| 0.7868 | 0.7325 | 1.541 | 0.9805 | -#> |.....................| 0.6982 | 1.975 |...........|...........| -#> | F| Forward Diff. | -4.197 | 1.132 | -0.1312 | -0.04839 | -#> |.....................| 0.3660 | 0.6012 | 0.05916 | 1.560 | -#> |.....................| -0.4869 | 0.2015 | 0.8305 | 2.573 | -#> |.....................| 0.2666 | -1.531 |...........|...........| -#> | 48| 479.61563 | 1.003 | -1.196 | -0.9266 | -0.9361 | -#> |.....................| -1.023 | -0.9890 | -0.2459 | -0.8676 | -#> |.....................| -0.8003 | -1.062 | -0.5653 | -0.8464 | -#> |.....................| -1.065 | -0.2392 |...........|...........| -#> | U| 479.61563 | 91.32 | -5.396 | -0.9044 | -2.199 | -#> |.....................| -4.635 | 0.4109 | 1.091 | 0.05867 | -#> |.....................| 0.7870 | 0.7325 | 1.541 | 0.9799 | -#> |.....................| 0.6981 | 1.976 |...........|...........| -#> | X| 479.61563 | 91.32 | 0.004533 | 0.2881 | 0.1110 | -#> |.....................| 0.009703 | 0.6013 | 1.091 | 0.05867 | -#> |.....................| 0.7870 | 0.7325 | 1.541 | 0.9799 | -#> |.....................| 0.6981 | 1.976 |...........|...........| -#> | F| Forward Diff. | 3.024 | 1.137 | -0.04591 | -0.06118 | -#> |.....................| 0.3629 | 0.5856 | 0.004035 | 1.536 | -#> |.....................| -0.4978 | 0.2329 | 0.6617 | 2.436 | -#> |.....................| 0.2318 | -1.535 |...........|...........| -#> | 49| 479.61337 | 1.003 | -1.197 | -0.9266 | -0.9361 | -#> |.....................| -1.023 | -0.9892 | -0.2459 | -0.8680 | -#> |.....................| -0.8001 | -1.063 | -0.5655 | -0.8471 | -#> |.....................| -1.065 | -0.2388 |...........|...........| -#> | U| 479.61337 | 91.23 | -5.397 | -0.9044 | -2.198 | -#> |.....................| -4.635 | 0.4109 | 1.091 | 0.05866 | -#> |.....................| 0.7871 | 0.7324 | 1.540 | 0.9792 | -#> |.....................| 0.6980 | 1.977 |...........|...........| -#> | X| 479.61337 | 91.23 | 0.004531 | 0.2881 | 0.1110 | -#> |.....................| 0.009702 | 0.6013 | 1.091 | 0.05866 | -#> |.....................| 0.7871 | 0.7324 | 1.540 | 0.9792 | -#> |.....................| 0.6980 | 1.977 |...........|...........| -#> | F| Forward Diff. | -4.815 | 1.129 | -0.1342 | -0.04706 | -#> |.....................| 0.3660 | 0.5971 | -0.07697 | 1.438 | -#> |.....................| -0.5059 | 0.1462 | 0.6633 | 2.381 | -#> |.....................| 0.2676 | -1.522 |...........|...........| -#> | 50| 479.60932 | 1.003 | -1.197 | -0.9266 | -0.9361 | -#> |.....................| -1.023 | -0.9894 | -0.2456 | -0.8684 | -#> |.....................| -0.8000 | -1.063 | -0.5659 | -0.8476 | -#> |.....................| -1.066 | -0.2381 |...........|...........| -#> | U| 479.60932 | 91.31 | -5.397 | -0.9044 | -2.198 | -#> |.....................| -4.636 | 0.4107 | 1.091 | 0.05865 | -#> |.....................| 0.7872 | 0.7324 | 1.540 | 0.9788 | -#> |.....................| 0.6979 | 1.977 |...........|...........| -#> | X| 479.60932 | 91.31 | 0.004529 | 0.2882 | 0.1110 | -#> |.....................| 0.009700 | 0.6013 | 1.091 | 0.05865 | -#> |.....................| 0.7872 | 0.7324 | 1.540 | 0.9788 | -#> |.....................| 0.6979 | 1.977 |...........|...........| -#> | F| Forward Diff. | 2.699 | 1.134 | -0.04549 | -0.06017 | -#> |.....................| 0.3630 | 0.5814 | -0.04512 | 1.484 | -#> |.....................| -0.4915 | 0.2556 | 0.7248 | 2.322 | -#> |.....................| 0.2317 | -1.529 |...........|...........| -#> | 51| 479.60706 | 1.003 | -1.198 | -0.9265 | -0.9361 | -#> |.....................| -1.023 | -0.9896 | -0.2455 | -0.8689 | -#> |.....................| -0.7998 | -1.063 | -0.5661 | -0.8484 | -#> |.....................| -1.066 | -0.2376 |...........|...........| -#> | U| 479.60706 | 91.23 | -5.398 | -0.9044 | -2.198 | -#> |.....................| -4.636 | 0.4106 | 1.091 | 0.05863 | -#> |.....................| 0.7873 | 0.7323 | 1.540 | 0.9781 | -#> |.....................| 0.6979 | 1.978 |...........|...........| -#> | X| 479.60706 | 91.23 | 0.004527 | 0.2882 | 0.1110 | -#> |.....................| 0.009699 | 0.6012 | 1.091 | 0.05863 | -#> |.....................| 0.7873 | 0.7323 | 1.540 | 0.9781 | -#> |.....................| 0.6979 | 1.978 |...........|...........| -#> | F| Forward Diff. | -4.618 | 1.127 | -0.1276 | -0.04760 | -#> |.....................| 0.3656 | 0.5915 | -0.08622 | 1.415 | -#> |.....................| -0.5531 | 0.1512 | 0.6569 | 2.298 | -#> |.....................| 0.2620 | -1.540 |...........|...........| -#> | 52| 479.60314 | 1.003 | -1.198 | -0.9265 | -0.9360 | -#> |.....................| -1.023 | -0.9899 | -0.2452 | -0.8692 | -#> |.....................| -0.7996 | -1.063 | -0.5665 | -0.8488 | -#> |.....................| -1.066 | -0.2369 |...........|...........| -#> | U| 479.60314 | 91.31 | -5.398 | -0.9043 | -2.198 | -#> |.....................| -4.636 | 0.4105 | 1.091 | 0.05862 | -#> |.....................| 0.7875 | 0.7322 | 1.539 | 0.9776 | -#> |.....................| 0.6978 | 1.979 |...........|...........| -#> | X| 479.60314 | 91.31 | 0.004525 | 0.2882 | 0.1110 | -#> |.....................| 0.009698 | 0.6012 | 1.091 | 0.05862 | -#> |.....................| 0.7875 | 0.7322 | 1.539 | 0.9776 | -#> |.....................| 0.6978 | 1.979 |...........|...........| -#> | F| Forward Diff. | 2.641 | 1.131 | -0.04213 | -0.06002 | -#> |.....................| 0.3627 | 0.5770 | -0.05114 | 1.464 | -#> |.....................| -0.4913 | 0.1735 | 0.5980 | 2.238 | -#> |.....................| 0.2116 | -1.521 |...........|...........| -#> | 53| 479.60093 | 1.003 | -1.199 | -0.9265 | -0.9360 | -#> |.....................| -1.024 | -0.9901 | -0.2452 | -0.8697 | -#> |.....................| -0.7994 | -1.063 | -0.5667 | -0.8495 | -#> |.....................| -1.066 | -0.2363 |...........|...........| -#> | U| 479.60093 | 91.23 | -5.399 | -0.9043 | -2.198 | -#> |.....................| -4.636 | 0.4104 | 1.091 | 0.05861 | -#> |.....................| 0.7876 | 0.7322 | 1.539 | 0.9769 | -#> |.....................| 0.6977 | 1.980 |...........|...........| -#> | X| 479.60093 | 91.23 | 0.004523 | 0.2882 | 0.1110 | -#> |.....................| 0.009696 | 0.6012 | 1.091 | 0.05861 | -#> |.....................| 0.7876 | 0.7322 | 1.539 | 0.9769 | -#> |.....................| 0.6977 | 1.980 |...........|...........| -#> | F| Forward Diff. | -4.657 | 1.124 | -0.1240 | -0.04721 | -#> |.....................| 0.3655 | 0.5872 | -0.09119 | 1.382 | -#> |.....................| -0.4948 | 0.1646 | 0.6965 | 2.186 | -#> |.....................| 0.2747 | -1.512 |...........|...........| -#> | 54| 479.59701 | 1.003 | -1.199 | -0.9264 | -0.9360 | -#> |.....................| -1.024 | -0.9904 | -0.2448 | -0.8700 | -#> |.....................| -0.7992 | -1.063 | -0.5670 | -0.8499 | -#> |.....................| -1.066 | -0.2356 |...........|...........| -#> | U| 479.59701 | 91.31 | -5.399 | -0.9043 | -2.198 | -#> |.....................| -4.636 | 0.4103 | 1.091 | 0.05860 | -#> |.....................| 0.7877 | 0.7321 | 1.539 | 0.9766 | -#> |.....................| 0.6976 | 1.980 |...........|...........| -#> | X| 479.59701 | 91.31 | 0.004520 | 0.2882 | 0.1110 | -#> |.....................| 0.009695 | 0.6012 | 1.091 | 0.05860 | -#> |.....................| 0.7877 | 0.7321 | 1.539 | 0.9766 | -#> |.....................| 0.6976 | 1.980 |...........|...........| -#> | F| Forward Diff. | 2.447 | 1.128 | -0.03826 | -0.05934 | -#> |.....................| 0.3628 | 0.5721 | -0.04376 | 1.440 | -#> |.....................| -0.4844 | 0.2233 | -0.3355 | 1.410 | -#> |.....................| -0.3677 | -1.539 |...........|...........| -#> | 55| 479.59436 | 1.003 | -1.200 | -0.9264 | -0.9360 | -#> |.....................| -1.024 | -0.9907 | -0.2446 | -0.8705 | -#> |.....................| -0.7990 | -1.063 | -0.5669 | -0.8504 | -#> |.....................| -1.066 | -0.2349 |...........|...........| -#> | U| 479.59436 | 91.23 | -5.400 | -0.9042 | -2.198 | -#> |.....................| -4.636 | 0.4102 | 1.091 | 0.05858 | -#> |.....................| 0.7879 | 0.7320 | 1.539 | 0.9761 | -#> |.....................| 0.6977 | 1.981 |...........|...........| -#> | X| 479.59436 | 91.23 | 0.004518 | 0.2882 | 0.1110 | -#> |.....................| 0.009693 | 0.6011 | 1.091 | 0.05858 | -#> |.....................| 0.7879 | 0.7320 | 1.539 | 0.9761 | -#> |.....................| 0.6977 | 1.981 |...........|...........| -#> | F| Forward Diff. | -4.478 | 1.121 | -0.1165 | -0.04761 | -#> |.....................| 0.3651 | 0.5835 | -0.09604 | 1.373 | -#> |.....................| -0.4943 | 0.1086 | -0.4551 | 1.395 | -#> |.....................| -0.3088 | -1.502 |...........|...........| -#> | 56| 479.58979 | 1.003 | -1.200 | -0.9263 | -0.9359 | -#> |.....................| -1.024 | -0.9910 | -0.2442 | -0.8708 | -#> |.....................| -0.7988 | -1.063 | -0.5665 | -0.8506 | -#> |.....................| -1.066 | -0.2341 |...........|...........| -#> | U| 479.58979 | 91.30 | -5.400 | -0.9042 | -2.198 | -#> |.....................| -4.637 | 0.4100 | 1.092 | 0.05858 | -#> |.....................| 0.7880 | 0.7319 | 1.539 | 0.9759 | -#> |.....................| 0.6978 | 1.982 |...........|...........| -#> | X| 479.58979 | 91.30 | 0.004516 | 0.2882 | 0.1110 | -#> |.....................| 0.009691 | 0.6011 | 1.092 | 0.05858 | -#> |.....................| 0.7880 | 0.7319 | 1.539 | 0.9759 | -#> |.....................| 0.6978 | 1.982 |...........|...........| -#> | F| Forward Diff. | 1.813 | 1.125 | -0.03904 | -0.05862 | -#> |.....................| 0.3624 | 0.5728 | -0.008587 | 1.448 | -#> |.....................| -0.2657 | 0.1639 | 0.6610 | 2.108 | -#> |.....................| 0.2622 | -1.501 |...........|...........| -#> | 57| 479.58727 | 1.003 | -1.201 | -0.9263 | -0.9359 | -#> |.....................| -1.024 | -0.9912 | -0.2441 | -0.8713 | -#> |.....................| -0.7987 | -1.063 | -0.5668 | -0.8514 | -#> |.....................| -1.066 | -0.2335 |...........|...........| -#> | U| 479.58727 | 91.24 | -5.401 | -0.9042 | -2.198 | -#> |.....................| -4.637 | 0.4099 | 1.092 | 0.05856 | -#> |.....................| 0.7881 | 0.7318 | 1.539 | 0.9751 | -#> |.....................| 0.6978 | 1.983 |...........|...........| -#> | X| 479.58727 | 91.24 | 0.004513 | 0.2882 | 0.1110 | -#> |.....................| 0.009690 | 0.6011 | 1.092 | 0.05856 | -#> |.....................| 0.7881 | 0.7318 | 1.539 | 0.9751 | -#> |.....................| 0.6978 | 1.983 |...........|...........| -#> | F| Forward Diff. | -3.987 | 1.119 | -0.1055 | -0.04878 | -#> |.....................| 0.3644 | 0.5797 | -0.03160 | 1.359 | -#> |.....................| -0.4809 | 0.09403 | -0.4184 | 1.337 | -#> |.....................| -0.2770 | -1.489 |...........|...........| -#> | 58| 479.58366 | 1.004 | -1.201 | -0.9263 | -0.9359 | -#> |.....................| -1.024 | -0.9915 | -0.2438 | -0.8717 | -#> |.....................| -0.7986 | -1.063 | -0.5667 | -0.8517 | -#> |.....................| -1.066 | -0.2327 |...........|...........| -#> | U| 479.58366 | 91.32 | -5.401 | -0.9041 | -2.198 | -#> |.....................| -4.637 | 0.4098 | 1.092 | 0.05855 | -#> |.....................| 0.7882 | 0.7317 | 1.539 | 0.9749 | -#> |.....................| 0.6978 | 1.984 |...........|...........| -#> | X| 479.58366 | 91.32 | 0.004511 | 0.2882 | 0.1110 | -#> |.....................| 0.009688 | 0.6010 | 1.092 | 0.05855 | -#> |.....................| 0.7882 | 0.7317 | 1.539 | 0.9749 | -#> |.....................| 0.6978 | 1.984 |...........|...........| -#> | F| Forward Diff. | 3.434 | 1.122 | -0.01954 | -0.06326 | -#> |.....................| 0.3597 | 0.5645 | -0.03484 | 1.404 | -#> |.....................| -0.4782 | 0.1697 | -0.05991 | 1.573 | -#> |.....................| 0.2504 | -1.489 |...........|...........| -#> | 59| 479.57994 | 1.003 | -1.202 | -0.9262 | -0.9358 | -#> |.....................| -1.025 | -0.9918 | -0.2433 | -0.8720 | -#> |.....................| -0.7984 | -1.063 | -0.5664 | -0.8520 | -#> |.....................| -1.066 | -0.2319 |...........|...........| -#> | U| 479.57994 | 91.26 | -5.402 | -0.9041 | -2.198 | -#> |.....................| -4.637 | 0.4096 | 1.092 | 0.05854 | -#> |.....................| 0.7884 | 0.7316 | 1.539 | 0.9746 | -#> |.....................| 0.6977 | 1.985 |...........|...........| -#> | X| 479.57994 | 91.26 | 0.004508 | 0.2882 | 0.1110 | -#> |.....................| 0.009686 | 0.6010 | 1.092 | 0.05854 | -#> |.....................| 0.7884 | 0.7316 | 1.539 | 0.9746 | -#> |.....................| 0.6977 | 1.985 |...........|...........| -#> | F| Forward Diff. | -2.328 | 1.117 | -0.07952 | -0.05137 | -#> |.....................| 0.3636 | 0.5738 | 0.02815 | 1.418 | -#> |.....................| -0.4669 | 0.1345 | 0.7258 | 2.078 | -#> |.....................| 0.2949 | -1.476 |...........|...........| -#> | 60| 479.57683 | 1.004 | -1.202 | -0.9262 | -0.9358 | -#> |.....................| -1.025 | -0.9921 | -0.2431 | -0.8724 | -#> |.....................| -0.7982 | -1.064 | -0.5667 | -0.8526 | -#> |.....................| -1.066 | -0.2311 |...........|...........| -#> | U| 479.57683 | 91.32 | -5.402 | -0.9041 | -2.198 | -#> |.....................| -4.637 | 0.4095 | 1.092 | 0.05853 | -#> |.....................| 0.7885 | 0.7315 | 1.539 | 0.9740 | -#> |.....................| 0.6976 | 1.986 |...........|...........| -#> | X| 479.57683 | 91.32 | 0.004505 | 0.2882 | 0.1110 | -#> |.....................| 0.009684 | 0.6010 | 1.092 | 0.05853 | -#> |.....................| 0.7885 | 0.7315 | 1.539 | 0.9740 | -#> |.....................| 0.6976 | 1.986 |...........|...........| -#> | F| Forward Diff. | 3.369 | 1.121 | -0.01236 | -0.06033 | -#> |.....................| 0.3618 | 0.5608 | -0.009614 | 1.424 | -#> |.....................| -0.4677 | 0.1416 | 0.6194 | 1.932 | -#> |.....................| 0.2634 | -1.483 |...........|...........| -#> | 61| 479.57433 | 1.003 | -1.203 | -0.9262 | -0.9358 | -#> |.....................| -1.025 | -0.9924 | -0.2429 | -0.8728 | -#> |.....................| -0.7980 | -1.064 | -0.5671 | -0.8530 | -#> |.....................| -1.066 | -0.2304 |...........|...........| -#> | U| 479.57433 | 91.25 | -5.403 | -0.9041 | -2.198 | -#> |.....................| -4.637 | 0.4094 | 1.092 | 0.05852 | -#> |.....................| 0.7886 | 0.7315 | 1.539 | 0.9736 | -#> |.....................| 0.6975 | 1.987 |...........|...........| -#> | X| 479.57433 | 91.25 | 0.004503 | 0.2882 | 0.1110 | -#> |.....................| 0.009683 | 0.6009 | 1.092 | 0.05852 | -#> |.....................| 0.7886 | 0.7315 | 1.539 | 0.9736 | -#> |.....................| 0.6975 | 1.987 |...........|...........| -#> | F| Forward Diff. | -3.507 | 1.111 | -0.09183 | -0.05192 | -#> |.....................| 0.3614 | 0.5665 | -0.03887 | 1.349 | -#> |.....................| -0.4753 | 0.07826 | 0.5528 | 1.905 | -#> |.....................| 0.2844 | -1.468 |...........|...........| -#> | 62| 479.57116 | 1.003 | -1.204 | -0.9262 | -0.9357 | -#> |.....................| -1.025 | -0.9927 | -0.2425 | -0.8732 | -#> |.....................| -0.7978 | -1.064 | -0.5674 | -0.8534 | -#> |.....................| -1.066 | -0.2297 |...........|...........| -#> | U| 479.57116 | 91.32 | -5.404 | -0.9040 | -2.198 | -#> |.....................| -4.638 | 0.4092 | 1.092 | 0.05851 | -#> |.....................| 0.7888 | 0.7315 | 1.538 | 0.9732 | -#> |.....................| 0.6973 | 1.988 |...........|...........| -#> | X| 479.57116 | 91.32 | 0.004500 | 0.2882 | 0.1110 | -#> |.....................| 0.009681 | 0.6009 | 1.092 | 0.05851 | -#> |.....................| 0.7888 | 0.7315 | 1.538 | 0.9732 | -#> |.....................| 0.6973 | 1.988 |...........|...........| -#> | F| Forward Diff. | 2.953 | 1.117 | -0.01332 | -0.05913 | -#> |.....................| 0.3618 | 0.5550 | -0.01942 | 1.377 | -#> |.....................| -0.4588 | 0.1396 | 0.5378 | 1.901 | -#> |.....................| 0.2564 | -1.475 |...........|...........| -#> | 63| 479.56857 | 1.003 | -1.204 | -0.9261 | -0.9357 | -#> |.....................| -1.025 | -0.9930 | -0.2422 | -0.8735 | -#> |.....................| -0.7976 | -1.064 | -0.5677 | -0.8539 | -#> |.....................| -1.066 | -0.2289 |...........|...........| -#> | U| 479.56857 | 91.25 | -5.404 | -0.9040 | -2.198 | -#> |.....................| -4.638 | 0.4091 | 1.092 | 0.05850 | -#> |.....................| 0.7889 | 0.7314 | 1.538 | 0.9728 | -#> |.....................| 0.6972 | 1.989 |...........|...........| -#> | X| 479.56857 | 91.25 | 0.004497 | 0.2882 | 0.1110 | -#> |.....................| 0.009679 | 0.6009 | 1.092 | 0.05850 | -#> |.....................| 0.7889 | 0.7314 | 1.538 | 0.9728 | -#> |.....................| 0.6972 | 1.989 |...........|...........| -#> | F| Forward Diff. | -3.279 | 1.109 | -0.08378 | -0.05051 | -#> |.....................| 0.3625 | 0.5609 | -0.06234 | 1.320 | -#> |.....................| -0.5093 | 0.06989 | -1.266 | 1.852 | -#> |.....................| 0.2753 | -1.463 |...........|...........| -#> | 64| 479.56430 | 1.003 | -1.205 | -0.9261 | -0.9357 | -#> |.....................| -1.026 | -0.9933 | -0.2419 | -0.8738 | -#> |.....................| -0.7974 | -1.064 | -0.5672 | -0.8543 | -#> |.....................| -1.067 | -0.2281 |...........|...........| -#> | U| 479.5643 | 91.31 | -5.405 | -0.9040 | -2.198 | -#> |.....................| -4.638 | 0.4090 | 1.093 | 0.05849 | -#> |.....................| 0.7891 | 0.7314 | 1.538 | 0.9724 | -#> |.....................| 0.6971 | 1.990 |...........|...........| -#> | X| 479.5643 | 91.31 | 0.004495 | 0.2882 | 0.1110 | -#> |.....................| 0.009677 | 0.6008 | 1.093 | 0.05849 | -#> |.....................| 0.7891 | 0.7314 | 1.538 | 0.9724 | -#> |.....................| 0.6971 | 1.990 |...........|...........| -#> | F| Forward Diff. | 2.181 | 1.113 | -0.01711 | -0.05862 | -#> |.....................| 0.3610 | 0.5490 | -0.06295 | 1.399 | -#> |.....................| -0.4495 | 0.1474 | 0.6781 | 1.913 | -#> |.....................| 0.2455 | -1.468 |...........|...........| -#> | 65| 479.56239 | 1.003 | -1.205 | -0.9261 | -0.9356 | -#> |.....................| -1.026 | -0.9935 | -0.2417 | -0.8744 | -#> |.....................| -0.7972 | -1.064 | -0.5674 | -0.8549 | -#> |.....................| -1.067 | -0.2275 |...........|...........| -#> | U| 479.56239 | 91.24 | -5.405 | -0.9040 | -2.198 | -#> |.....................| -4.638 | 0.4089 | 1.093 | 0.05847 | -#> |.....................| 0.7892 | 0.7313 | 1.538 | 0.9718 | -#> |.....................| 0.6970 | 1.990 |...........|...........| -#> | X| 479.56239 | 91.24 | 0.004493 | 0.2882 | 0.1110 | -#> |.....................| 0.009675 | 0.6008 | 1.093 | 0.05847 | -#> |.....................| 0.7892 | 0.7313 | 1.538 | 0.9718 | -#> |.....................| 0.6970 | 1.990 |...........|...........| -#> | F| Forward Diff. | -4.516 | 1.106 | -0.09308 | -0.04714 | -#> |.....................| 0.3636 | 0.5580 | -0.04406 | 1.488 | -#> |.....................| -0.4662 | 0.05187 | 0.6104 | 1.787 | -#> |.....................| 0.2769 | -1.453 |...........|...........| -#> | 66| 479.55877 | 1.003 | -1.206 | -0.9261 | -0.9356 | -#> |.....................| -1.026 | -0.9938 | -0.2414 | -0.8747 | -#> |.....................| -0.7970 | -1.064 | -0.5678 | -0.8553 | -#> |.....................| -1.067 | -0.2268 |...........|...........| -#> | U| 479.55877 | 91.31 | -5.406 | -0.9039 | -2.198 | -#> |.....................| -4.638 | 0.4087 | 1.093 | 0.05846 | -#> |.....................| 0.7894 | 0.7313 | 1.538 | 0.9714 | -#> |.....................| 0.6969 | 1.991 |...........|...........| -#> | X| 479.55877 | 91.31 | 0.004490 | 0.2882 | 0.1110 | -#> |.....................| 0.009674 | 0.6008 | 1.093 | 0.05846 | -#> |.....................| 0.7894 | 0.7313 | 1.538 | 0.9714 | -#> |.....................| 0.6969 | 1.991 |...........|...........| -#> | F| Forward Diff. | 2.254 | 1.111 | -0.01255 | -0.05783 | -#> |.....................| 0.3613 | 0.5437 | -0.01079 | 1.366 | -#> |.....................| -0.4954 | 0.1048 | 0.5565 | 1.745 | -#> |.....................| 0.2417 | -1.458 |...........|...........| -#> | 67| 479.55696 | 1.003 | -1.206 | -0.9261 | -0.9356 | -#> |.....................| -1.026 | -0.9940 | -0.2413 | -0.8753 | -#> |.....................| -0.7968 | -1.064 | -0.5681 | -0.8559 | -#> |.....................| -1.067 | -0.2262 |...........|...........| -#> | U| 479.55696 | 91.24 | -5.406 | -0.9039 | -2.198 | -#> |.....................| -4.639 | 0.4086 | 1.093 | 0.05845 | -#> |.....................| 0.7895 | 0.7312 | 1.537 | 0.9708 | -#> |.....................| 0.6968 | 1.992 |...........|...........| -#> | X| 479.55696 | 91.24 | 0.004488 | 0.2882 | 0.1110 | -#> |.....................| 0.009672 | 0.6008 | 1.093 | 0.05845 | -#> |.....................| 0.7895 | 0.7312 | 1.537 | 0.9708 | -#> |.....................| 0.6968 | 1.992 |...........|...........| -#> | F| Forward Diff. | -4.420 | 1.104 | -0.08938 | -0.04652 | -#> |.....................| 0.3638 | 0.5524 | -0.03600 | 1.474 | -#> |.....................| -0.4537 | 0.08714 | 0.5943 | 1.686 | -#> |.....................| 0.2777 | -1.443 |...........|...........| -#> | 68| 479.55331 | 1.003 | -1.207 | -0.9260 | -0.9356 | -#> |.....................| -1.026 | -0.9943 | -0.2409 | -0.8756 | -#> |.....................| -0.7966 | -1.064 | -0.5684 | -0.8562 | -#> |.....................| -1.067 | -0.2254 |...........|...........| -#> | U| 479.55331 | 91.31 | -5.407 | -0.9039 | -2.198 | -#> |.....................| -4.639 | 0.4085 | 1.093 | 0.05844 | -#> |.....................| 0.7897 | 0.7312 | 1.537 | 0.9706 | -#> |.....................| 0.6966 | 1.993 |...........|...........| -#> | X| 479.55331 | 91.31 | 0.004485 | 0.2882 | 0.1110 | -#> |.....................| 0.009670 | 0.6007 | 1.093 | 0.05844 | -#> |.....................| 0.7897 | 0.7312 | 1.537 | 0.9706 | -#> |.....................| 0.6966 | 1.993 |...........|...........| -#> | F| Forward Diff. | 1.940 | 1.107 | -0.01326 | -0.05734 | -#> |.....................| 0.3610 | 0.5380 | -0.03050 | 1.334 | -#> |.....................| -0.4419 | 0.09953 | 0.4758 | 1.660 | -#> |.....................| 0.2363 | -1.448 |...........|...........| -#> | 69| 479.55178 | 1.003 | -1.208 | -0.9260 | -0.9355 | -#> |.....................| -1.026 | -0.9945 | -0.2409 | -0.8762 | -#> |.....................| -0.7964 | -1.064 | -0.5686 | -0.8569 | -#> |.....................| -1.067 | -0.2248 |...........|...........| -#> | U| 479.55178 | 91.23 | -5.408 | -0.9039 | -2.198 | -#> |.....................| -4.639 | 0.4084 | 1.093 | 0.05842 | -#> |.....................| 0.7898 | 0.7311 | 1.537 | 0.9699 | -#> |.....................| 0.6965 | 1.994 |...........|...........| -#> | X| 479.55178 | 91.23 | 0.004483 | 0.2882 | 0.1110 | -#> |.....................| 0.009668 | 0.6007 | 1.093 | 0.05842 | -#> |.....................| 0.7898 | 0.7311 | 1.537 | 0.9699 | -#> |.....................| 0.6965 | 1.994 |...........|...........| -#> | F| Forward Diff. | -4.846 | 1.100 | -0.09130 | -0.04553 | -#> |.....................| 0.3638 | 0.5474 | -0.02936 | 1.430 | -#> |.....................| -0.4494 | 0.05105 | 0.6245 | 1.611 | -#> |.....................| 0.2724 | -1.435 |...........|...........| -#> | 70| 479.54790 | 1.003 | -1.208 | -0.9260 | -0.9355 | -#> |.....................| -1.027 | -0.9948 | -0.2405 | -0.8765 | -#> |.....................| -0.7962 | -1.064 | -0.5690 | -0.8571 | -#> |.....................| -1.067 | -0.2240 |...........|...........| -#> | U| 479.5479 | 91.30 | -5.408 | -0.9039 | -2.198 | -#> |.....................| -4.639 | 0.4083 | 1.093 | 0.05841 | -#> |.....................| 0.7899 | 0.7311 | 1.536 | 0.9697 | -#> |.....................| 0.6964 | 1.995 |...........|...........| -#> | X| 479.5479 | 91.30 | 0.004480 | 0.2883 | 0.1110 | -#> |.....................| 0.009667 | 0.6007 | 1.093 | 0.05841 | -#> |.....................| 0.7899 | 0.7311 | 1.536 | 0.9697 | -#> |.....................| 0.6964 | 1.995 |...........|...........| -#> | F| Forward Diff. | 1.570 | 1.104 | -0.01594 | -0.05674 | -#> |.....................| 0.3607 | 0.5327 | -0.02577 | 1.253 | -#> |.....................| -0.4401 | 0.07544 | -0.5163 | 0.8741 | -#> |.....................| -0.3456 | -1.445 |...........|...........| -#> | 71| 479.54587 | 1.003 | -1.209 | -0.9260 | -0.9355 | -#> |.....................| -1.027 | -0.9951 | -0.2405 | -0.8771 | -#> |.....................| -0.7960 | -1.064 | -0.5687 | -0.8576 | -#> |.....................| -1.067 | -0.2233 |...........|...........| -#> | U| 479.54587 | 91.23 | -5.409 | -0.9039 | -2.198 | -#> |.....................| -4.639 | 0.4081 | 1.093 | 0.05839 | -#> |.....................| 0.7901 | 0.7310 | 1.537 | 0.9693 | -#> |.....................| 0.6965 | 1.995 |...........|...........| -#> | X| 479.54587 | 91.23 | 0.004478 | 0.2883 | 0.1110 | -#> |.....................| 0.009665 | 0.6006 | 1.093 | 0.05839 | -#> |.....................| 0.7901 | 0.7310 | 1.537 | 0.9693 | -#> |.....................| 0.6965 | 1.995 |...........|...........| -#> | F| Forward Diff. | -4.902 | 1.097 | -0.08880 | -0.04568 | -#> |.....................| 0.3633 | 0.5436 | -0.03820 | 1.421 | -#> |.....................| -0.4438 | 0.04451 | 0.5507 | 1.558 | -#> |.....................| 0.2862 | -1.423 |...........|...........| -#> | 72| 479.54157 | 1.003 | -1.209 | -0.9260 | -0.9354 | -#> |.....................| -1.027 | -0.9954 | -0.2399 | -0.8773 | -#> |.....................| -0.7958 | -1.064 | -0.5687 | -0.8577 | -#> |.....................| -1.067 | -0.2225 |...........|...........| -#> | U| 479.54157 | 91.30 | -5.409 | -0.9038 | -2.198 | -#> |.....................| -4.639 | 0.4080 | 1.093 | 0.05839 | -#> |.....................| 0.7902 | 0.7309 | 1.537 | 0.9691 | -#> |.....................| 0.6965 | 1.996 |...........|...........| -#> | X| 479.54157 | 91.30 | 0.004475 | 0.2883 | 0.1110 | -#> |.....................| 0.009663 | 0.6006 | 1.093 | 0.05839 | -#> |.....................| 0.7902 | 0.7309 | 1.537 | 0.9691 | -#> |.....................| 0.6965 | 1.996 |...........|...........| -#> | F| Forward Diff. | 1.063 | 1.100 | -0.01768 | -0.05631 | -#> |.....................| 0.3603 | 0.5311 | -0.05904 | 1.468 | -#> |.....................| -0.4400 | 0.06384 | 0.5216 | 1.564 | -#> |.....................| 0.2548 | -1.433 |...........|...........| -#> | 73| 479.53906 | 1.003 | -1.210 | -0.9259 | -0.9354 | -#> |.....................| -1.027 | -0.9956 | -0.2399 | -0.8780 | -#> |.....................| -0.7956 | -1.064 | -0.5689 | -0.8584 | -#> |.....................| -1.067 | -0.2218 |...........|...........| -#> | U| 479.53906 | 91.25 | -5.410 | -0.9038 | -2.198 | -#> |.....................| -4.640 | 0.4079 | 1.093 | 0.05837 | -#> |.....................| 0.7904 | 0.7309 | 1.536 | 0.9684 | -#> |.....................| 0.6964 | 1.997 |...........|...........| -#> | X| 479.53906 | 91.25 | 0.004472 | 0.2883 | 0.1110 | -#> |.....................| 0.009661 | 0.6006 | 1.093 | 0.05837 | -#> |.....................| 0.7904 | 0.7309 | 1.536 | 0.9684 | -#> |.....................| 0.6964 | 1.997 |...........|...........| -#> | F| Forward Diff. | -3.131 | 1.095 | -0.06506 | -0.04908 | -#> |.....................| 0.3620 | 0.5356 | -0.007514 | 1.441 | -#> |.....................| -0.4274 | 0.08578 | -0.3543 | 0.8441 | -#> |.....................| -0.2944 | -1.418 |...........|...........| -#> | 74| 479.53616 | 1.004 | -1.210 | -0.9259 | -0.9354 | -#> |.....................| -1.027 | -0.9959 | -0.2396 | -0.8785 | -#> |.....................| -0.7954 | -1.064 | -0.5688 | -0.8586 | -#> |.....................| -1.067 | -0.2210 |...........|...........| -#> | U| 479.53616 | 91.33 | -5.410 | -0.9038 | -2.198 | -#> |.....................| -4.640 | 0.4077 | 1.094 | 0.05835 | -#> |.....................| 0.7905 | 0.7308 | 1.537 | 0.9682 | -#> |.....................| 0.6965 | 1.998 |...........|...........| -#> | X| 479.53616 | 91.33 | 0.004470 | 0.2883 | 0.1111 | -#> |.....................| 0.009659 | 0.6005 | 1.094 | 0.05835 | -#> |.....................| 0.7905 | 0.7308 | 1.537 | 0.9682 | -#> |.....................| 0.6965 | 1.998 |...........|...........| -#> | F| Forward Diff. | 3.979 | 1.099 | 0.01619 | -0.06233 | -#> |.....................| 0.3580 | 0.5217 | -0.09749 | 1.245 | -#> |.....................| -0.4289 | 0.1115 | -0.5282 | 0.7580 | -#> |.....................| -0.3266 | -1.417 |...........|...........| -#> | 75| 479.53242 | 1.003 | -1.211 | -0.9259 | -0.9353 | -#> |.....................| -1.028 | -0.9962 | -0.2391 | -0.8787 | -#> |.....................| -0.7953 | -1.065 | -0.5685 | -0.8588 | -#> |.....................| -1.067 | -0.2202 |...........|...........| -#> | U| 479.53242 | 91.27 | -5.411 | -0.9038 | -2.198 | -#> |.....................| -4.640 | 0.4076 | 1.094 | 0.05835 | -#> |.....................| 0.7906 | 0.7307 | 1.537 | 0.9681 | -#> |.....................| 0.6966 | 1.999 |...........|...........| -#> | X| 479.53242 | 91.27 | 0.004467 | 0.2883 | 0.1111 | -#> |.....................| 0.009657 | 0.6005 | 1.094 | 0.05835 | -#> |.....................| 0.7906 | 0.7307 | 1.537 | 0.9681 | -#> |.....................| 0.6966 | 1.999 |...........|...........| -#> | F| Forward Diff. | -1.679 | 1.093 | -0.04308 | -0.05224 | -#> |.....................| 0.3605 | 0.5318 | -0.002555 | 1.446 | -#> |.....................| -0.4215 | 0.05786 | 0.6079 | 1.538 | -#> |.....................| 0.2997 | -1.401 |...........|...........| -#> | 76| 479.52958 | 1.004 | -1.212 | -0.9259 | -0.9353 | -#> |.....................| -1.028 | -0.9965 | -0.2388 | -0.8793 | -#> |.....................| -0.7951 | -1.065 | -0.5686 | -0.8593 | -#> |.....................| -1.067 | -0.2194 |...........|...........| -#> | U| 479.52958 | 91.33 | -5.412 | -0.9038 | -2.198 | -#> |.....................| -4.640 | 0.4075 | 1.094 | 0.05833 | -#> |.....................| 0.7908 | 0.7306 | 1.537 | 0.9676 | -#> |.....................| 0.6965 | 2.000 |...........|...........| -#> | X| 479.52958 | 91.33 | 0.004464 | 0.2883 | 0.1111 | -#> |.....................| 0.009655 | 0.6005 | 1.094 | 0.05833 | -#> |.....................| 0.7908 | 0.7306 | 1.537 | 0.9676 | -#> |.....................| 0.6965 | 2.000 |...........|...........| -#> | F| Forward Diff. | 3.139 | 1.094 | 0.01046 | -0.06226 | -#> |.....................| 0.3570 | 0.5194 | -0.09592 | 1.421 | -#> |.....................| -0.4323 | 0.06052 | -0.5454 | 0.7071 | -#> |.....................| -0.2962 | -1.410 |...........|...........| -#> | 77| 479.52646 | 1.003 | -1.212 | -0.9259 | -0.9353 | -#> |.....................| -1.028 | -0.9968 | -0.2384 | -0.8797 | -#> |.....................| -0.7949 | -1.065 | -0.5684 | -0.8594 | -#> |.....................| -1.067 | -0.2186 |...........|...........| -#> | U| 479.52646 | 91.26 | -5.412 | -0.9038 | -2.198 | -#> |.....................| -4.640 | 0.4073 | 1.094 | 0.05832 | -#> |.....................| 0.7909 | 0.7304 | 1.537 | 0.9675 | -#> |.....................| 0.6966 | 2.001 |...........|...........| -#> | X| 479.52646 | 91.26 | 0.004461 | 0.2883 | 0.1111 | -#> |.....................| 0.009653 | 0.6005 | 1.094 | 0.05832 | -#> |.....................| 0.7909 | 0.7304 | 1.537 | 0.9675 | -#> |.....................| 0.6966 | 2.001 |...........|...........| -#> | F| Forward Diff. | -2.758 | 1.088 | -0.05217 | -0.05158 | -#> |.....................| 0.3593 | 0.5291 | -0.05980 | 1.185 | -#> |.....................| -0.4227 | -2.218 | -0.3659 | 0.8223 | -#> |.....................| -0.2423 | -1.392 |...........|...........| -#> | 78| 479.52294 | 1.003 | -1.213 | -0.9258 | -0.9352 | -#> |.....................| -1.028 | -0.9971 | -0.2379 | -0.8800 | -#> |.....................| -0.7947 | -1.064 | -0.5681 | -0.8596 | -#> |.....................| -1.067 | -0.2178 |...........|...........| -#> | U| 479.52294 | 91.30 | -5.413 | -0.9037 | -2.198 | -#> |.....................| -4.641 | 0.4072 | 1.094 | 0.05831 | -#> |.....................| 0.7910 | 0.7311 | 1.537 | 0.9673 | -#> |.....................| 0.6967 | 2.002 |...........|...........| -#> | X| 479.52294 | 91.30 | 0.004458 | 0.2883 | 0.1111 | -#> |.....................| 0.009652 | 0.6004 | 1.094 | 0.05831 | -#> |.....................| 0.7910 | 0.7311 | 1.537 | 0.9673 | -#> |.....................| 0.6967 | 2.002 |...........|...........| -#> | F| Forward Diff. | 0.7571 | 1.091 | -0.01328 | -0.05733 | -#> |.....................| 0.3573 | 0.5211 | 0.006105 | 1.423 | -#> |.....................| -0.4119 | 0.1268 | 0.6771 | 1.465 | -#> |.....................| 0.3146 | -1.386 |...........|...........| -#> | 79| 479.52041 | 1.003 | -1.213 | -0.9258 | -0.9352 | -#> |.....................| -1.028 | -0.9973 | -0.2380 | -0.8807 | -#> |.....................| -0.7945 | -1.064 | -0.5684 | -0.8604 | -#> |.....................| -1.067 | -0.2172 |...........|...........| -#> | U| 479.52041 | 91.27 | -5.413 | -0.9037 | -2.198 | -#> |.....................| -4.641 | 0.4071 | 1.094 | 0.05829 | -#> |.....................| 0.7912 | 0.7311 | 1.537 | 0.9666 | -#> |.....................| 0.6965 | 2.003 |...........|...........| -#> | X| 479.52041 | 91.27 | 0.004456 | 0.2883 | 0.1111 | -#> |.....................| 0.009650 | 0.6004 | 1.094 | 0.05829 | -#> |.....................| 0.7912 | 0.7311 | 1.537 | 0.9666 | -#> |.....................| 0.6965 | 2.003 |...........|...........| -#> | F| Forward Diff. | -2.400 | 1.087 | -0.04852 | -0.05189 | -#> |.....................| 0.3585 | 0.5236 | -0.05100 | 1.183 | -#> |.....................| -0.4319 | 0.01564 | 0.3566 | 1.324 | -#> |.....................| 0.3221 | -1.379 |...........|...........| -#> | 80| 479.51911 | 1.004 | -1.214 | -0.9258 | -0.9352 | -#> |.....................| -1.029 | -0.9976 | -0.2379 | -0.8812 | -#> |.....................| -0.7944 | -1.064 | -0.5686 | -0.8609 | -#> |.....................| -1.067 | -0.2166 |...........|...........| -#> | U| 479.51911 | 91.35 | -5.414 | -0.9037 | -2.198 | -#> |.....................| -4.641 | 0.4070 | 1.094 | 0.05828 | -#> |.....................| 0.7913 | 0.7310 | 1.537 | 0.9661 | -#> |.....................| 0.6964 | 2.004 |...........|...........| -#> | X| 479.51911 | 91.35 | 0.004454 | 0.2883 | 0.1111 | -#> |.....................| 0.009648 | 0.6004 | 1.094 | 0.05828 | -#> |.....................| 0.7913 | 0.7310 | 1.537 | 0.9661 | -#> |.....................| 0.6964 | 2.004 |...........|...........| -#> | F| Forward Diff. | 5.458 | 1.092 | 0.04306 | -0.06507 | -#> |.....................| 0.3552 | 0.5068 | -0.06807 | 1.418 | -#> |.....................| -0.4090 | 0.1358 | -0.5109 | 0.5676 | -#> |.....................| -0.2804 | -1.390 |...........|...........| -#> | 81| 479.51487 | 1.003 | -1.215 | -0.9258 | -0.9352 | -#> |.....................| -1.029 | -0.9978 | -0.2377 | -0.8817 | -#> |.....................| -0.7942 | -1.064 | -0.5685 | -0.8612 | -#> |.....................| -1.067 | -0.2158 |...........|...........| -#> | U| 479.51487 | 91.27 | -5.415 | -0.9037 | -2.198 | -#> |.....................| -4.641 | 0.4069 | 1.094 | 0.05826 | -#> |.....................| 0.7914 | 0.7307 | 1.537 | 0.9658 | -#> |.....................| 0.6963 | 2.005 |...........|...........| -#> | X| 479.51487 | 91.27 | 0.004451 | 0.2883 | 0.1111 | -#> |.....................| 0.009647 | 0.6003 | 1.094 | 0.05826 | -#> |.....................| 0.7914 | 0.7307 | 1.537 | 0.9658 | -#> |.....................| 0.6963 | 2.005 |...........|...........| -#> | F| Forward Diff. | -1.582 | 1.084 | -0.03533 | -0.05340 | -#> |.....................| 0.3581 | 0.5175 | -0.06480 | 1.157 | -#> |.....................| -0.4224 | 0.03489 | -0.5536 | 0.6041 | -#> |.....................| -0.2386 | -1.371 |...........|...........| -#> | 82| 479.51208 | 1.004 | -1.215 | -0.9258 | -0.9351 | -#> |.....................| -1.029 | -0.9981 | -0.2375 | -0.8823 | -#> |.....................| -0.7939 | -1.065 | -0.5682 | -0.8615 | -#> |.....................| -1.067 | -0.2150 |...........|...........| -#> | U| 479.51208 | 91.34 | -5.415 | -0.9037 | -2.197 | -#> |.....................| -4.641 | 0.4067 | 1.094 | 0.05824 | -#> |.....................| 0.7916 | 0.7306 | 1.537 | 0.9655 | -#> |.....................| 0.6964 | 2.006 |...........|...........| -#> | X| 479.51208 | 91.34 | 0.004449 | 0.2883 | 0.1111 | -#> |.....................| 0.009645 | 0.6003 | 1.094 | 0.05824 | -#> |.....................| 0.7916 | 0.7306 | 1.537 | 0.9655 | -#> |.....................| 0.6964 | 2.006 |...........|...........| -#> | F| Forward Diff. | 3.943 | 1.087 | 0.02817 | -0.06279 | -#> |.....................| 0.3555 | 0.5065 | -0.06060 | 1.305 | -#> |.....................| -0.4115 | 0.06912 | 0.4865 | 1.240 | -#> |.....................| 0.2990 | -1.371 |...........|...........| -#> | 83| 479.50842 | 1.003 | -1.216 | -0.9258 | -0.9351 | -#> |.....................| -1.029 | -0.9984 | -0.2372 | -0.8827 | -#> |.....................| -0.7937 | -1.065 | -0.5683 | -0.8618 | -#> |.....................| -1.067 | -0.2141 |...........|...........| -#> | U| 479.50842 | 91.29 | -5.416 | -0.9037 | -2.197 | -#> |.....................| -4.642 | 0.4066 | 1.095 | 0.05823 | -#> |.....................| 0.7918 | 0.7302 | 1.537 | 0.9652 | -#> |.....................| 0.6962 | 2.007 |...........|...........| -#> | X| 479.50842 | 91.29 | 0.004446 | 0.2883 | 0.1111 | -#> |.....................| 0.009643 | 0.6003 | 1.095 | 0.05823 | -#> |.....................| 0.7918 | 0.7302 | 1.537 | 0.9652 | -#> |.....................| 0.6962 | 2.007 |...........|...........| -#> | F| Forward Diff. | -0.7463 | 1.081 | -0.02105 | -0.05532 | -#> |.....................| 0.3572 | 0.5118 | -0.07839 | 1.134 | -#> |.....................| -0.4206 | 0.01709 | -0.5616 | 0.5218 | -#> |.....................| -0.2429 | -1.361 |...........|...........| -#> | 84| 479.50515 | 1.004 | -1.216 | -0.9258 | -0.9351 | -#> |.....................| -1.029 | -0.9987 | -0.2372 | -0.8834 | -#> |.....................| -0.7935 | -1.065 | -0.5680 | -0.8621 | -#> |.....................| -1.067 | -0.2133 |...........|...........| -#> | U| 479.50515 | 91.33 | -5.416 | -0.9037 | -2.197 | -#> |.....................| -4.642 | 0.4065 | 1.095 | 0.05821 | -#> |.....................| 0.7919 | 0.7302 | 1.537 | 0.9649 | -#> |.....................| 0.6964 | 2.008 |...........|...........| -#> | X| 479.50515 | 91.33 | 0.004443 | 0.2883 | 0.1111 | -#> |.....................| 0.009641 | 0.6002 | 1.095 | 0.05821 | -#> |.....................| 0.7919 | 0.7302 | 1.537 | 0.9649 | -#> |.....................| 0.6964 | 2.008 |...........|...........| -#> | 85| 479.49887 | 1.004 | -1.219 | -0.9257 | -0.9350 | -#> |.....................| -1.030 | -0.9997 | -0.2363 | -0.8851 | -#> |.....................| -0.7928 | -1.066 | -0.5675 | -0.8630 | -#> |.....................| -1.067 | -0.2104 |...........|...........| -#> | U| 479.49887 | 91.39 | -5.419 | -0.9037 | -2.197 | -#> |.....................| -4.642 | 0.4060 | 1.095 | 0.05816 | -#> |.....................| 0.7925 | 0.7293 | 1.538 | 0.9641 | -#> |.....................| 0.6963 | 2.011 |...........|...........| -#> | X| 479.49887 | 91.39 | 0.004434 | 0.2883 | 0.1111 | -#> |.....................| 0.009634 | 0.6001 | 1.095 | 0.05816 | -#> |.....................| 0.7925 | 0.7293 | 1.538 | 0.9641 | -#> |.....................| 0.6963 | 2.011 |...........|...........| -#> | F| Forward Diff. | 8.922 | 1.081 | 0.1004 | -0.07252 | -#> |.....................| 0.3520 | 0.4871 | 0.2543 | 1.578 | -#> |.....................| -0.3854 | 0.03465 | -0.5794 | 0.4083 | -#> |.....................| -0.2550 | -1.344 |...........|...........| -#> | 86| 479.48147 | 1.003 | -1.221 | -0.9257 | -0.9348 | -#> |.....................| -1.031 | -1.001 | -0.2344 | -0.8861 | -#> |.....................| -0.7921 | -1.067 | -0.5658 | -0.8636 | -#> |.....................| -1.067 | -0.2068 |...........|...........| -#> | U| 479.48147 | 91.29 | -5.421 | -0.9036 | -2.197 | -#> |.....................| -4.643 | 0.4054 | 1.096 | 0.05813 | -#> |.....................| 0.7930 | 0.7283 | 1.540 | 0.9635 | -#> |.....................| 0.6963 | 2.016 |...........|...........| -#> | X| 479.48147 | 91.29 | 0.004421 | 0.2883 | 0.1111 | -#> |.....................| 0.009626 | 0.6000 | 1.096 | 0.05813 | -#> |.....................| 0.7930 | 0.7283 | 1.540 | 0.9635 | -#> |.....................| 0.6963 | 2.016 |...........|...........| -#> | 87| 479.46291 | 1.003 | -1.226 | -0.9256 | -0.9345 | -#> |.....................| -1.032 | -1.003 | -0.2312 | -0.8874 | -#> |.....................| -0.7910 | -1.069 | -0.5631 | -0.8644 | -#> |.....................| -1.067 | -0.2012 |...........|...........| -#> | U| 479.46291 | 91.29 | -5.426 | -0.9035 | -2.197 | -#> |.....................| -4.645 | 0.4045 | 1.097 | 0.05809 | -#> |.....................| 0.7937 | 0.7267 | 1.543 | 0.9627 | -#> |.....................| 0.6964 | 2.022 |...........|...........| -#> | X| 479.46291 | 91.29 | 0.004402 | 0.2883 | 0.1111 | -#> |.....................| 0.009612 | 0.5998 | 1.097 | 0.05809 | -#> |.....................| 0.7937 | 0.7267 | 1.543 | 0.9627 | -#> |.....................| 0.6964 | 2.022 |...........|...........| -#> | 88| 479.38653 | 1.003 | -1.248 | -0.9250 | -0.9332 | -#> |.....................| -1.039 | -1.013 | -0.2154 | -0.8940 | -#> |.....................| -0.7859 | -1.078 | -0.5497 | -0.8687 | -#> |.....................| -1.067 | -0.1734 |...........|...........| -#> | U| 479.38653 | 91.26 | -5.448 | -0.9030 | -2.196 | -#> |.....................| -4.652 | 0.4000 | 1.104 | 0.05790 | -#> |.....................| 0.7975 | 0.7188 | 1.559 | 0.9587 | -#> |.....................| 0.6966 | 2.056 |...........|...........| -#> | X| 479.38653 | 91.26 | 0.004306 | 0.2884 | 0.1113 | -#> |.....................| 0.009547 | 0.5987 | 1.104 | 0.05790 | -#> |.....................| 0.7975 | 0.7188 | 1.559 | 0.9587 | -#> |.....................| 0.6966 | 2.056 |...........|...........| -#> | 89| 479.33405 | 1.002 | -1.333 | -0.9226 | -0.9281 | -#> |.....................| -1.066 | -1.051 | -0.1533 | -0.9198 | -#> |.....................| -0.7659 | -1.112 | -0.4971 | -0.8853 | -#> |.....................| -1.066 | -0.06439 |...........|...........| -#> | U| 479.33405 | 91.15 | -5.533 | -0.9008 | -2.190 | -#> |.....................| -4.678 | 0.3823 | 1.129 | 0.05715 | -#> |.....................| 0.8121 | 0.6876 | 1.621 | 0.9427 | -#> |.....................| 0.6975 | 2.188 |...........|...........| -#> | X| 479.33405 | 91.15 | 0.003953 | 0.2889 | 0.1119 | -#> |.....................| 0.009294 | 0.5944 | 1.129 | 0.05715 | -#> |.....................| 0.8121 | 0.6876 | 1.621 | 0.9427 | -#> |.....................| 0.6975 | 2.188 |...........|...........| -#> | F| Forward Diff. | -22.35 | 0.8049 | 0.3265 | -0.06456 | -#> |.....................| 0.3038 | 0.2091 | 1.763 | 1.473 | -#> |.....................| -0.5535 | -2.463 | 1.244 | -0.6274 | -#> |.....................| 1.702 | -0.2760 |...........|...........| -#> | 90| 479.70817 | 1.005 | -1.492 | -0.9504 | -0.9122 | -#> |.....................| -1.121 | -1.106 | -0.1774 | -0.9510 | -#> |.....................| -0.7305 | -1.145 | -0.4385 | -0.8800 | -#> |.....................| -1.177 | -0.01012 |...........|...........| -#> | U| 479.70817 | 91.47 | -5.692 | -0.9256 | -2.175 | -#> |.....................| -4.734 | 0.3572 | 1.119 | 0.05625 | -#> |.....................| 0.8380 | 0.6579 | 1.691 | 0.9478 | -#> |.....................| 0.6020 | 2.254 |...........|...........| -#> | X| 479.70817 | 91.47 | 0.003371 | 0.2838 | 0.1137 | -#> |.....................| 0.008794 | 0.5884 | 1.119 | 0.05625 | -#> |.....................| 0.8380 | 0.6579 | 1.691 | 0.9478 | -#> |.....................| 0.6020 | 2.254 |...........|...........| -#> | 91| 479.27063 | 1.005 | -1.375 | -0.9298 | -0.9240 | -#> |.....................| -1.080 | -1.065 | -0.1597 | -0.9281 | -#> |.....................| -0.7567 | -1.120 | -0.4820 | -0.8839 | -#> |.....................| -1.095 | -0.05030 |...........|...........| -#> | U| 479.27063 | 91.42 | -5.575 | -0.9073 | -2.186 | -#> |.....................| -4.693 | 0.3758 | 1.127 | 0.05692 | -#> |.....................| 0.8189 | 0.6801 | 1.639 | 0.9441 | -#> |.....................| 0.6726 | 2.206 |...........|...........| -#> | X| 479.27063 | 91.42 | 0.003793 | 0.2876 | 0.1123 | -#> |.....................| 0.009162 | 0.5929 | 1.127 | 0.05692 | -#> |.....................| 0.8189 | 0.6801 | 1.639 | 0.9441 | -#> |.....................| 0.6726 | 2.206 |...........|...........| -#> | F| Forward Diff. | 2.862 | 0.7516 | 0.3576 | -0.07893 | -#> |.....................| 0.2806 | -0.4298 | 1.369 | 1.213 | -#> |.....................| -0.5227 | -2.562 | 2.801 | -1.010 | -#> |.....................| -1.234 | -0.5388 |...........|...........| -#> | 92| 479.18239 | 1.005 | -1.423 | -0.9401 | -0.9189 | -#> |.....................| -1.098 | -1.064 | -0.1729 | -0.9195 | -#> |.....................| -0.7414 | -1.117 | -0.4967 | -0.8806 | -#> |.....................| -1.083 | -0.04375 |...........|...........| -#> | U| 479.18239 | 91.43 | -5.623 | -0.9165 | -2.181 | -#> |.....................| -4.710 | 0.3764 | 1.121 | 0.05716 | -#> |.....................| 0.8300 | 0.6834 | 1.622 | 0.9472 | -#> |.....................| 0.6830 | 2.213 |...........|...........| -#> | X| 479.18239 | 91.43 | 0.003613 | 0.2857 | 0.1129 | -#> |.....................| 0.009001 | 0.5930 | 1.121 | 0.05716 | -#> |.....................| 0.8300 | 0.6834 | 1.622 | 0.9472 | -#> |.....................| 0.6830 | 2.213 |...........|...........| -#> | F| Forward Diff. | 2.797 | 0.6564 | -0.1913 | -0.04289 | -#> |.....................| 0.2359 | -0.3012 | 1.209 | 1.124 | -#> |.....................| -0.4349 | -2.322 | 2.160 | -0.7215 | -#> |.....................| -0.1578 | -0.4171 |...........|...........| -#> | 93| 479.53483 | 0.9938 | -1.508 | -0.8927 | -0.9141 | -#> |.....................| -1.127 | -1.054 | -0.1802 | -0.9016 | -#> |.....................| -0.7110 | -1.089 | -0.5260 | -0.8567 | -#> |.....................| -1.093 | -0.01567 |...........|...........| -#> | U| 479.53483 | 90.44 | -5.708 | -0.8742 | -2.177 | -#> |.....................| -4.740 | 0.3812 | 1.118 | 0.05768 | -#> |.....................| 0.8523 | 0.7081 | 1.587 | 0.9700 | -#> |.....................| 0.6741 | 2.248 |...........|...........| -#> | X| 479.53483 | 90.44 | 0.003320 | 0.2944 | 0.1134 | -#> |.....................| 0.008741 | 0.5942 | 1.118 | 0.05768 | -#> |.....................| 0.8523 | 0.7081 | 1.587 | 0.9700 | -#> |.....................| 0.6741 | 2.248 |...........|...........| -#> | 94| 479.57437 | 0.9943 | -1.436 | -0.9336 | -0.9181 | -#> |.....................| -1.102 | -1.062 | -0.1777 | -0.9209 | -#> |.....................| -0.7362 | -1.106 | -0.5073 | -0.8753 | -#> |.....................| -1.084 | -0.03890 |...........|...........| -#> | U| 479.57437 | 90.49 | -5.636 | -0.9106 | -2.181 | -#> |.....................| -4.715 | 0.3775 | 1.119 | 0.05712 | -#> |.....................| 0.8338 | 0.6933 | 1.609 | 0.9523 | -#> |.....................| 0.6824 | 2.219 |...........|...........| -#> | X| 479.57437 | 90.49 | 0.003567 | 0.2869 | 0.1130 | -#> |.....................| 0.008961 | 0.5933 | 1.119 | 0.05712 | -#> |.....................| 0.8338 | 0.6933 | 1.609 | 0.9523 | -#> |.....................| 0.6824 | 2.219 |...........|...........| -#> | 95| 479.18328 | 1.003 | -1.424 | -0.9400 | -0.9189 | -#> |.....................| -1.098 | -1.064 | -0.1736 | -0.9201 | -#> |.....................| -0.7412 | -1.115 | -0.4980 | -0.8802 | -#> |.....................| -1.083 | -0.04351 |...........|...........| -#> | U| 479.18328 | 91.28 | -5.624 | -0.9164 | -2.181 | -#> |.....................| -4.711 | 0.3765 | 1.121 | 0.05715 | -#> |.....................| 0.8302 | 0.6847 | 1.620 | 0.9476 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | X| 479.18328 | 91.28 | 0.003612 | 0.2857 | 0.1129 | -#> |.....................| 0.009000 | 0.5930 | 1.121 | 0.05715 | -#> |.....................| 0.8302 | 0.6847 | 1.620 | 0.9476 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | 96| 479.17990 | 1.004 | -1.423 | -0.9401 | -0.9189 | -#> |.....................| -1.098 | -1.064 | -0.1732 | -0.9198 | -#> |.....................| -0.7413 | -1.116 | -0.4973 | -0.8805 | -#> |.....................| -1.083 | -0.04364 |...........|...........| -#> | U| 479.1799 | 91.36 | -5.623 | -0.9164 | -2.181 | -#> |.....................| -4.710 | 0.3764 | 1.121 | 0.05716 | -#> |.....................| 0.8301 | 0.6840 | 1.621 | 0.9474 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | X| 479.1799 | 91.36 | 0.003612 | 0.2857 | 0.1129 | -#> |.....................| 0.009001 | 0.5930 | 1.121 | 0.05716 | -#> |.....................| 0.8301 | 0.6840 | 1.621 | 0.9474 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | F| Forward Diff. | -3.933 | 0.6514 | -0.2757 | -0.03244 | -#> |.....................| 0.2382 | -0.2823 | 1.183 | 1.090 | -#> |.....................| -0.4397 | -2.345 | 2.145 | -0.7620 | -#> |.....................| -0.1240 | -0.3947 |...........|...........| -#> | 97| 479.17667 | 1.005 | -1.424 | -0.9399 | -0.9189 | -#> |.....................| -1.098 | -1.064 | -0.1735 | -0.9200 | -#> |.....................| -0.7411 | -1.116 | -0.4978 | -0.8802 | -#> |.....................| -1.083 | -0.04350 |...........|...........| -#> | U| 479.17667 | 91.44 | -5.624 | -0.9162 | -2.181 | -#> |.....................| -4.711 | 0.3765 | 1.121 | 0.05715 | -#> |.....................| 0.8302 | 0.6845 | 1.621 | 0.9476 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | X| 479.17667 | 91.44 | 0.003611 | 0.2857 | 0.1129 | -#> |.....................| 0.009000 | 0.5930 | 1.121 | 0.05715 | -#> |.....................| 0.8302 | 0.6845 | 1.621 | 0.9476 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | F| Forward Diff. | 3.521 | 0.6547 | -0.1751 | -0.04313 | -#> |.....................| 0.2353 | -0.2995 | 1.118 | 1.121 | -#> |.....................| -0.4506 | -2.323 | 2.084 | -0.7259 | -#> |.....................| -0.1653 | -0.4503 |...........|...........| -#> | 98| 479.17418 | 1.004 | -1.424 | -0.9398 | -0.9188 | -#> |.....................| -1.098 | -1.064 | -0.1738 | -0.9202 | -#> |.....................| -0.7410 | -1.115 | -0.4983 | -0.8800 | -#> |.....................| -1.083 | -0.04335 |...........|...........| -#> | U| 479.17418 | 91.36 | -5.624 | -0.9161 | -2.181 | -#> |.....................| -4.711 | 0.3765 | 1.121 | 0.05714 | -#> |.....................| 0.8303 | 0.6850 | 1.620 | 0.9478 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | X| 479.17418 | 91.36 | 0.003610 | 0.2857 | 0.1129 | -#> |.....................| 0.008999 | 0.5930 | 1.121 | 0.05714 | -#> |.....................| 0.8303 | 0.6850 | 1.620 | 0.9478 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | F| Forward Diff. | -3.859 | 0.6491 | -0.2708 | -0.03145 | -#> |.....................| 0.2380 | -0.2786 | 1.113 | 1.074 | -#> |.....................| -0.4387 | -2.285 | 2.045 | -0.7498 | -#> |.....................| -0.1354 | -0.4011 |...........|...........| -#> | 99| 479.17107 | 1.005 | -1.424 | -0.9396 | -0.9188 | -#> |.....................| -1.098 | -1.064 | -0.1740 | -0.9204 | -#> |.....................| -0.7408 | -1.114 | -0.4988 | -0.8798 | -#> |.....................| -1.083 | -0.04320 |...........|...........| -#> | U| 479.17107 | 91.44 | -5.624 | -0.9160 | -2.181 | -#> |.....................| -4.711 | 0.3766 | 1.121 | 0.05714 | -#> |.....................| 0.8305 | 0.6855 | 1.619 | 0.9480 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | X| 479.17107 | 91.44 | 0.003609 | 0.2858 | 0.1129 | -#> |.....................| 0.008997 | 0.5930 | 1.121 | 0.05714 | -#> |.....................| 0.8305 | 0.6855 | 1.619 | 0.9480 | -#> |.....................| 0.6831 | 2.214 |...........|...........| -#> | F| Forward Diff. | 3.569 | 0.6522 | -0.1642 | -0.04243 | -#> |.....................| 0.2349 | -0.2958 | 1.101 | 1.106 | -#> |.....................| -0.4222 | -2.201 | 1.058 | -0.2096 | -#> |.....................| 0.2358 | -0.4015 |...........|...........| -#> | 100| 479.16873 | 1.004 | -1.425 | -0.9393 | -0.9188 | -#> |.....................| -1.099 | -1.064 | -0.1743 | -0.9206 | -#> |.....................| -0.7406 | -1.114 | -0.4991 | -0.8797 | -#> |.....................| -1.083 | -0.04303 |...........|...........| -#> | U| 479.16873 | 91.36 | -5.625 | -0.9158 | -2.181 | -#> |.....................| -4.711 | 0.3766 | 1.121 | 0.05713 | -#> |.....................| 0.8306 | 0.6860 | 1.619 | 0.9481 | -#> |.....................| 0.6830 | 2.214 |...........|...........| -#> | X| 479.16873 | 91.36 | 0.003607 | 0.2858 | 0.1129 | -#> |.....................| 0.008996 | 0.5931 | 1.121 | 0.05713 | -#> |.....................| 0.8306 | 0.6860 | 1.619 | 0.9481 | -#> |.....................| 0.6830 | 2.214 |...........|...........| -#> | F| Forward Diff. | -3.833 | 0.6464 | -0.2551 | -0.03020 | -#> |.....................| 0.2388 | -0.2745 | 1.092 | 1.036 | -#> |.....................| -0.4378 | -2.238 | 1.100 | -0.2036 | -#> |.....................| 0.2823 | -0.3907 |...........|...........| -#> | 101| 479.16547 | 1.005 | -1.426 | -0.9390 | -0.9187 | -#> |.....................| -1.099 | -1.063 | -0.1745 | -0.9206 | -#> |.....................| -0.7403 | -1.113 | -0.4993 | -0.8795 | -#> |.....................| -1.083 | -0.04283 |...........|...........| -#> | U| 479.16547 | 91.42 | -5.626 | -0.9155 | -2.181 | -#> |.....................| -4.711 | 0.3767 | 1.121 | 0.05713 | -#> |.....................| 0.8308 | 0.6865 | 1.619 | 0.9483 | -#> |.....................| 0.6830 | 2.215 |...........|...........| -#> | X| 479.16547 | 91.42 | 0.003605 | 0.2859 | 0.1129 | -#> |.....................| 0.008994 | 0.5931 | 1.121 | 0.05713 | -#> |.....................| 0.8308 | 0.6865 | 1.619 | 0.9483 | -#> |.....................| 0.6830 | 2.215 |...........|...........| -#> | F| Forward Diff. | 2.367 | 0.6482 | -0.1602 | -0.03907 | -#> |.....................| 0.2347 | -0.2874 | 1.147 | 1.057 | -#> |.....................| -0.4142 | -2.141 | 1.081 | -0.1748 | -#> |.....................| 0.2414 | -0.4049 |...........|...........| -#> | 102| 479.16316 | 1.004 | -1.426 | -0.9389 | -0.9187 | -#> |.....................| -1.099 | -1.063 | -0.1748 | -0.9208 | -#> |.....................| -0.7401 | -1.113 | -0.4996 | -0.8794 | -#> |.....................| -1.083 | -0.04264 |...........|...........| -#> | U| 479.16316 | 91.36 | -5.626 | -0.9154 | -2.181 | -#> |.....................| -4.711 | 0.3768 | 1.120 | 0.05713 | -#> |.....................| 0.8310 | 0.6872 | 1.618 | 0.9484 | -#> |.....................| 0.6829 | 2.215 |...........|...........| -#> | X| 479.16316 | 91.36 | 0.003603 | 0.2859 | 0.1129 | -#> |.....................| 0.008992 | 0.5931 | 1.120 | 0.05713 | -#> |.....................| 0.8310 | 0.6872 | 1.618 | 0.9484 | -#> |.....................| 0.6829 | 2.215 |...........|...........| -#> | F| Forward Diff. | -3.810 | 0.6431 | -0.2376 | -0.02872 | -#> |.....................| 0.2384 | -0.2689 | 1.073 | 1.021 | -#> |.....................| -0.4195 | -2.179 | 2.025 | -0.6985 | -#> |.....................| -0.1403 | -0.3873 |...........|...........| -#> | 103| 479.15976 | 1.005 | -1.427 | -0.9385 | -0.9187 | -#> |.....................| -1.099 | -1.063 | -0.1751 | -0.9208 | -#> |.....................| -0.7399 | -1.112 | -0.5000 | -0.8792 | -#> |.....................| -1.083 | -0.04242 |...........|...........| -#> | U| 479.15976 | 91.41 | -5.627 | -0.9150 | -2.181 | -#> |.....................| -4.712 | 0.3768 | 1.120 | 0.05713 | -#> |.....................| 0.8311 | 0.6876 | 1.618 | 0.9486 | -#> |.....................| 0.6829 | 2.215 |...........|...........| -#> | X| 479.15976 | 91.41 | 0.003601 | 0.2860 | 0.1129 | -#> |.....................| 0.008990 | 0.5931 | 1.120 | 0.05713 | -#> |.....................| 0.8311 | 0.6876 | 1.618 | 0.9486 | -#> |.....................| 0.6829 | 2.215 |...........|...........| -#> | F| Forward Diff. | 1.385 | 0.6444 | -0.1513 | -0.03575 | -#> |.....................| 0.2363 | -0.2788 | 1.057 | 1.037 | -#> |.....................| -0.4304 | -2.135 | 1.940 | -0.6607 | -#> |.....................| -0.1552 | -0.4034 |...........|...........| -#> | 104| 479.15697 | 1.004 | -1.427 | -0.9385 | -0.9187 | -#> |.....................| -1.099 | -1.063 | -0.1754 | -0.9212 | -#> |.....................| -0.7397 | -1.111 | -0.5007 | -0.8790 | -#> |.....................| -1.083 | -0.04228 |...........|...........| -#> | U| 479.15697 | 91.37 | -5.627 | -0.9150 | -2.181 | -#> |.....................| -4.712 | 0.3769 | 1.120 | 0.05712 | -#> |.....................| 0.8312 | 0.6883 | 1.617 | 0.9488 | -#> |.....................| 0.6829 | 2.215 |...........|...........| -#> | X| 479.15697 | 91.37 | 0.003600 | 0.2860 | 0.1129 | -#> |.....................| 0.008990 | 0.5931 | 1.120 | 0.05712 | -#> |.....................| 0.8312 | 0.6883 | 1.617 | 0.9488 | -#> |.....................| 0.6829 | 2.215 |...........|...........| -#> | F| Forward Diff. | -2.828 | 0.6406 | -0.2090 | -0.02895 | -#> |.....................| 0.2376 | -0.2659 | 1.059 | 0.9695 | -#> |.....................| -0.4112 | -2.078 | 1.041 | -0.1304 | -#> |.....................| 0.2608 | -0.3859 |...........|...........| -#> | 105| 479.15524 | 1.005 | -1.427 | -0.9384 | -0.9187 | -#> |.....................| -1.099 | -1.063 | -0.1758 | -0.9215 | -#> |.....................| -0.7396 | -1.111 | -0.5010 | -0.8789 | -#> |.....................| -1.083 | -0.04216 |...........|...........| -#> | U| 479.15524 | 91.45 | -5.627 | -0.9149 | -2.181 | -#> |.....................| -4.712 | 0.3769 | 1.120 | 0.05711 | -#> |.....................| 0.8313 | 0.6888 | 1.617 | 0.9489 | -#> |.....................| 0.6828 | 2.215 |...........|...........| -#> | X| 479.15524 | 91.45 | 0.003599 | 0.2860 | 0.1129 | -#> |.....................| 0.008989 | 0.5931 | 1.120 | 0.05711 | -#> |.....................| 0.8313 | 0.6888 | 1.617 | 0.9489 | -#> |.....................| 0.6828 | 2.215 |...........|...........| -#> | F| Forward Diff. | 5.191 | 0.6447 | -0.1017 | -0.04048 | -#> |.....................| 0.2348 | -0.2858 | 1.095 | 1.009 | -#> |.....................| -0.3975 | -1.983 | 1.956 | -0.5702 | -#> |.....................| -0.1591 | -0.3996 |...........|...........| -#> | 106| 479.15192 | 1.004 | -1.428 | -0.9381 | -0.9186 | -#> |.....................| -1.100 | -1.063 | -0.1760 | -0.9214 | -#> |.....................| -0.7393 | -1.110 | -0.5013 | -0.8787 | -#> |.....................| -1.083 | -0.04194 |...........|...........| -#> | U| 479.15192 | 91.38 | -5.628 | -0.9146 | -2.181 | -#> |.....................| -4.712 | 0.3770 | 1.120 | 0.05711 | -#> |.....................| 0.8315 | 0.6892 | 1.616 | 0.9490 | -#> |.....................| 0.6828 | 2.216 |...........|...........| -#> | X| 479.15192 | 91.38 | 0.003597 | 0.2861 | 0.1129 | -#> |.....................| 0.008987 | 0.5932 | 1.120 | 0.05711 | -#> |.....................| 0.8315 | 0.6892 | 1.616 | 0.9490 | -#> |.....................| 0.6828 | 2.216 |...........|...........| -#> | F| Forward Diff. | -1.012 | 0.6390 | -0.1711 | -0.03027 | -#> |.....................| 0.2366 | -0.2653 | 1.098 | 0.9640 | -#> |.....................| -0.4101 | -2.024 | 0.9749 | -0.1142 | -#> |.....................| 0.2645 | -0.3871 |...........|...........| -#> | 107| 479.14897 | 1.005 | -1.428 | -0.9380 | -0.9186 | -#> |.....................| -1.100 | -1.063 | -0.1764 | -0.9218 | -#> |.....................| -0.7392 | -1.110 | -0.5017 | -0.8787 | -#> |.....................| -1.083 | -0.04178 |...........|...........| -#> | U| 479.14897 | 91.42 | -5.628 | -0.9146 | -2.181 | -#> |.....................| -4.712 | 0.3771 | 1.120 | 0.05710 | -#> |.....................| 0.8317 | 0.6900 | 1.616 | 0.9491 | -#> |.....................| 0.6827 | 2.216 |...........|...........| -#> | X| 479.14897 | 91.42 | 0.003596 | 0.2861 | 0.1129 | -#> |.....................| 0.008986 | 0.5932 | 1.120 | 0.05710 | -#> |.....................| 0.8317 | 0.6900 | 1.616 | 0.9491 | -#> |.....................| 0.6827 | 2.216 |...........|...........| -#> | 108| 479.14773 | 1.005 | -1.428 | -0.9379 | -0.9186 | -#> |.....................| -1.100 | -1.062 | -0.1770 | -0.9223 | -#> |.....................| -0.7390 | -1.109 | -0.5022 | -0.8786 | -#> |.....................| -1.083 | -0.04159 |...........|...........| -#> | U| 479.14773 | 91.47 | -5.628 | -0.9145 | -2.181 | -#> |.....................| -4.712 | 0.3771 | 1.120 | 0.05708 | -#> |.....................| 0.8318 | 0.6909 | 1.615 | 0.9491 | -#> |.....................| 0.6826 | 2.216 |...........|...........| -#> | X| 479.14773 | 91.47 | 0.003595 | 0.2861 | 0.1129 | -#> |.....................| 0.008985 | 0.5932 | 1.120 | 0.05708 | -#> |.....................| 0.8318 | 0.6909 | 1.615 | 0.9491 | -#> |.....................| 0.6826 | 2.216 |...........|...........| -#> | F| Forward Diff. | 7.333 | 0.6414 | -0.06030 | -0.04156 | -#> |.....................| 0.2338 | -0.2836 | 1.014 | 1.002 | -#> |.....................| -0.3897 | -1.922 | 0.8816 | -0.1288 | -#> |.....................| 0.1940 | -0.4011 |...........|...........| -#> | 109| 479.14119 | 1.004 | -1.430 | -0.9374 | -0.9185 | -#> |.....................| -1.100 | -1.062 | -0.1775 | -0.9218 | -#> |.....................| -0.7383 | -1.108 | -0.5019 | -0.8783 | -#> |.....................| -1.083 | -0.04112 |...........|...........| -#> | U| 479.14119 | 91.39 | -5.630 | -0.9140 | -2.181 | -#> |.....................| -4.713 | 0.3774 | 1.119 | 0.05710 | -#> |.....................| 0.8323 | 0.6917 | 1.616 | 0.9495 | -#> |.....................| 0.6826 | 2.217 |...........|...........| -#> | X| 479.14119 | 91.39 | 0.003588 | 0.2862 | 0.1129 | -#> |.....................| 0.008979 | 0.5933 | 1.119 | 0.05710 | -#> |.....................| 0.8323 | 0.6917 | 1.616 | 0.9495 | -#> |.....................| 0.6826 | 2.217 |...........|...........| -#> | F| Forward Diff. | -0.4299 | 0.6321 | -0.1435 | -0.02760 | -#> |.....................| 0.2360 | -0.2479 | 1.019 | 0.9518 | -#> |.....................| -0.3967 | -1.860 | 1.900 | -0.5922 | -#> |.....................| -0.1599 | -0.3806 |...........|...........| -#> | 110| 479.13501 | 1.005 | -1.431 | -0.9373 | -0.9185 | -#> |.....................| -1.101 | -1.062 | -0.1783 | -0.9226 | -#> |.....................| -0.7379 | -1.106 | -0.5035 | -0.8778 | -#> |.....................| -1.083 | -0.04080 |...........|...........| -#> | U| 479.13501 | 91.42 | -5.631 | -0.9139 | -2.181 | -#> |.....................| -4.713 | 0.3775 | 1.119 | 0.05707 | -#> |.....................| 0.8326 | 0.6932 | 1.614 | 0.9500 | -#> |.....................| 0.6827 | 2.217 |...........|...........| -#> | X| 479.13501 | 91.42 | 0.003586 | 0.2862 | 0.1129 | -#> |.....................| 0.008977 | 0.5933 | 1.119 | 0.05707 | -#> |.....................| 0.8326 | 0.6932 | 1.614 | 0.9500 | -#> |.....................| 0.6827 | 2.217 |...........|...........| -#> | F| Forward Diff. | 2.960 | 0.6324 | -0.1010 | -0.03176 | -#> |.....................| 0.2344 | -0.2516 | 0.9454 | 0.8792 | -#> |.....................| -0.3822 | -1.742 | 0.9146 | -0.04263 | -#> |.....................| 0.2425 | -0.3771 |...........|...........| -#> | 111| 479.13244 | 1.004 | -1.432 | -0.9368 | -0.9184 | -#> |.....................| -1.101 | -1.061 | -0.1790 | -0.9224 | -#> |.....................| -0.7372 | -1.105 | -0.5036 | -0.8775 | -#> |.....................| -1.083 | -0.04025 |...........|...........| -#> | U| 479.13244 | 91.33 | -5.632 | -0.9135 | -2.181 | -#> |.....................| -4.714 | 0.3778 | 1.119 | 0.05708 | -#> |.....................| 0.8331 | 0.6941 | 1.614 | 0.9502 | -#> |.....................| 0.6825 | 2.218 |...........|...........| -#> | X| 479.13244 | 91.33 | 0.003580 | 0.2863 | 0.1130 | -#> |.....................| 0.008971 | 0.5933 | 1.119 | 0.05708 | -#> |.....................| 0.8331 | 0.6941 | 1.614 | 0.9502 | -#> |.....................| 0.6825 | 2.218 |...........|...........| -#> | F| Forward Diff. | -5.808 | 0.6219 | -0.1958 | -0.01683 | -#> |.....................| 0.2369 | -0.2179 | 0.9347 | 0.8364 | -#> |.....................| -0.3987 | -1.797 | 0.8150 | -0.05765 | -#> |.....................| 0.2618 | -0.3704 |...........|...........| -#> | 112| 479.12666 | 1.004 | -1.434 | -0.9365 | -0.9183 | -#> |.....................| -1.102 | -1.060 | -0.1796 | -0.9220 | -#> |.....................| -0.7365 | -1.104 | -0.5033 | -0.8772 | -#> |.....................| -1.083 | -0.03975 |...........|...........| -#> | U| 479.12666 | 91.40 | -5.634 | -0.9132 | -2.181 | -#> |.....................| -4.714 | 0.3782 | 1.118 | 0.05709 | -#> |.....................| 0.8336 | 0.6951 | 1.614 | 0.9505 | -#> |.....................| 0.6824 | 2.218 |...........|...........| -#> | X| 479.12666 | 91.40 | 0.003574 | 0.2863 | 0.1130 | -#> |.....................| 0.008965 | 0.5934 | 1.118 | 0.05709 | -#> |.....................| 0.8336 | 0.6951 | 1.614 | 0.9505 | -#> |.....................| 0.6824 | 2.218 |...........|...........| -#> | F| Forward Diff. | 0.9955 | 0.6218 | -0.09617 | -0.02448 | -#> |.....................| 0.2342 | -0.2176 | 0.9924 | 0.8560 | -#> |.....................| -0.3772 | -1.645 | 1.883 | -0.4422 | -#> |.....................| -0.1320 | -0.3750 |...........|...........| -#> | 113| 479.12255 | 1.004 | -1.436 | -0.9361 | -0.9182 | -#> |.....................| -1.103 | -1.060 | -0.1805 | -0.9221 | -#> |.....................| -0.7358 | -1.103 | -0.5043 | -0.8768 | -#> |.....................| -1.083 | -0.03920 |...........|...........| -#> | U| 479.12255 | 91.34 | -5.636 | -0.9129 | -2.181 | -#> |.....................| -4.715 | 0.3784 | 1.118 | 0.05709 | -#> |.....................| 0.8341 | 0.6962 | 1.613 | 0.9509 | -#> |.....................| 0.6824 | 2.219 |...........|...........| -#> | X| 479.12255 | 91.34 | 0.003569 | 0.2864 | 0.1130 | -#> |.....................| 0.008960 | 0.5935 | 1.118 | 0.05709 | -#> |.....................| 0.8341 | 0.6962 | 1.613 | 0.9509 | -#> |.....................| 0.6824 | 2.219 |...........|...........| -#> | F| Forward Diff. | -4.522 | 0.6133 | -0.1571 | -0.01492 | -#> |.....................| 0.2353 | -0.1923 | 0.9045 | 0.7846 | -#> |.....................| -0.3572 | -1.629 | 0.8508 | 0.03564 | -#> |.....................| 0.2811 | -0.3561 |...........|...........| -#> | 114| 479.11855 | 1.005 | -1.437 | -0.9356 | -0.9182 | -#> |.....................| -1.103 | -1.059 | -0.1812 | -0.9217 | -#> |.....................| -0.7351 | -1.102 | -0.5043 | -0.8766 | -#> |.....................| -1.084 | -0.03859 |...........|...........| -#> | U| 479.11855 | 91.41 | -5.637 | -0.9124 | -2.181 | -#> |.....................| -4.716 | 0.3787 | 1.118 | 0.05710 | -#> |.....................| 0.8346 | 0.6968 | 1.613 | 0.9510 | -#> |.....................| 0.6823 | 2.220 |...........|...........| -#> | X| 479.11855 | 91.41 | 0.003562 | 0.2865 | 0.1130 | -#> |.....................| 0.008953 | 0.5936 | 1.118 | 0.05710 | -#> |.....................| 0.8346 | 0.6968 | 1.613 | 0.9510 | -#> |.....................| 0.6823 | 2.220 |...........|...........| -#> | F| Forward Diff. | 2.813 | 0.6131 | -0.03713 | -0.02450 | -#> |.....................| 0.2319 | -0.1976 | 0.8863 | 0.8390 | -#> |.....................| -0.3589 | -1.516 | 0.8806 | -0.4426 | -#> |.....................| -0.1647 | -0.3784 |...........|...........| -#> | 115| 479.11487 | 1.004 | -1.439 | -0.9352 | -0.9181 | -#> |.....................| -1.104 | -1.058 | -0.1819 | -0.9213 | -#> |.....................| -0.7344 | -1.101 | -0.5040 | -0.8763 | -#> |.....................| -1.084 | -0.03810 |...........|...........| -#> | U| 479.11487 | 91.37 | -5.639 | -0.9121 | -2.180 | -#> |.....................| -4.716 | 0.3790 | 1.117 | 0.05711 | -#> |.....................| 0.8352 | 0.6977 | 1.613 | 0.9514 | -#> |.....................| 0.6823 | 2.220 |...........|...........| -#> | X| 479.11487 | 91.37 | 0.003555 | 0.2866 | 0.1130 | -#> |.....................| 0.008947 | 0.5936 | 1.117 | 0.05711 | -#> |.....................| 0.8352 | 0.6977 | 1.613 | 0.9514 | -#> |.....................| 0.6823 | 2.220 |...........|...........| -#> | F| Forward Diff. | -1.684 | 0.6054 | -0.08346 | -0.01559 | -#> |.....................| 0.2328 | -0.1708 | 0.9518 | 0.8099 | -#> |.....................| -0.3621 | -1.485 | 0.9267 | -0.3776 | -#> |.....................| -0.1041 | -0.3537 |...........|...........| -#> | 116| 479.11139 | 1.005 | -1.441 | -0.9347 | -0.9181 | -#> |.....................| -1.105 | -1.058 | -0.1829 | -0.9211 | -#> |.....................| -0.7337 | -1.100 | -0.5039 | -0.8760 | -#> |.....................| -1.083 | -0.03771 |...........|...........| -#> | U| 479.11139 | 91.41 | -5.641 | -0.9117 | -2.180 | -#> |.....................| -4.717 | 0.3792 | 1.117 | 0.05712 | -#> |.....................| 0.8357 | 0.6988 | 1.613 | 0.9517 | -#> |.....................| 0.6824 | 2.221 |...........|...........| -#> | X| 479.11139 | 91.41 | 0.003549 | 0.2867 | 0.1130 | -#> |.....................| 0.008941 | 0.5937 | 1.117 | 0.05712 | -#> |.....................| 0.8357 | 0.6988 | 1.613 | 0.9517 | -#> |.....................| 0.6824 | 2.221 |...........|...........| -#> | F| Forward Diff. | 3.241 | 0.6036 | 0.0009951 | -0.02154 | -#> |.....................| 0.2300 | -0.1727 | 0.8524 | 0.8311 | -#> |.....................| -0.3642 | -1.386 | 1.866 | -0.3472 | -#> |.....................| -0.1024 | -0.3634 |...........|...........| -#> | 117| 479.10851 | 1.004 | -1.443 | -0.9342 | -0.9180 | -#> |.....................| -1.105 | -1.058 | -0.1837 | -0.9207 | -#> |.....................| -0.7329 | -1.100 | -0.5043 | -0.8759 | -#> |.....................| -1.084 | -0.03710 |...........|...........| -#> | U| 479.10851 | 91.37 | -5.643 | -0.9112 | -2.180 | -#> |.....................| -4.718 | 0.3794 | 1.117 | 0.05713 | -#> |.....................| 0.8363 | 0.6988 | 1.613 | 0.9517 | -#> |.....................| 0.6823 | 2.222 |...........|...........| -#> | X| 479.10851 | 91.37 | 0.003542 | 0.2868 | 0.1130 | -#> |.....................| 0.008933 | 0.5937 | 1.117 | 0.05713 | -#> |.....................| 0.8363 | 0.6988 | 1.613 | 0.9517 | -#> |.....................| 0.6823 | 2.222 |...........|...........| -#> | F| Forward Diff. | -1.500 | 0.5956 | -0.03344 | -0.01385 | -#> |.....................| 0.2306 | -0.1498 | 0.8910 | 0.8240 | -#> |.....................| -0.3570 | -1.405 | 0.8461 | -0.3572 | -#> |.....................| -0.08808 | -0.3487 |...........|...........| -#> | 118| 479.10606 | 1.005 | -1.445 | -0.9338 | -0.9180 | -#> |.....................| -1.106 | -1.057 | -0.1846 | -0.9207 | -#> |.....................| -0.7320 | -1.099 | -0.5047 | -0.8757 | -#> |.....................| -1.084 | -0.03650 |...........|...........| -#> | U| 479.10606 | 91.43 | -5.645 | -0.9108 | -2.180 | -#> |.....................| -4.719 | 0.3796 | 1.116 | 0.05713 | -#> |.....................| 0.8369 | 0.6994 | 1.612 | 0.9519 | -#> |.....................| 0.6822 | 2.222 |...........|...........| -#> | X| 479.10606 | 91.43 | 0.003535 | 0.2868 | 0.1130 | -#> |.....................| 0.008927 | 0.5938 | 1.116 | 0.05713 | -#> |.....................| 0.8369 | 0.6994 | 1.612 | 0.9519 | -#> |.....................| 0.6822 | 2.222 |...........|...........| -#> | F| Forward Diff. | 5.260 | 0.5953 | 0.07226 | -0.02302 | -#> |.....................| 0.2275 | -0.1573 | 0.8150 | 0.8159 | -#> |.....................| -0.3410 | -1.340 | 0.8208 | 0.1422 | -#> |.....................| 0.2750 | -0.3500 |...........|...........| -#> | 119| 479.10199 | 1.004 | -1.447 | -0.9337 | -0.9181 | -#> |.....................| -1.107 | -1.057 | -0.1854 | -0.9204 | -#> |.....................| -0.7311 | -1.099 | -0.5045 | -0.8757 | -#> |.....................| -1.084 | -0.03604 |...........|...........| -#> | U| 479.10199 | 91.37 | -5.647 | -0.9107 | -2.180 | -#> |.....................| -4.720 | 0.3799 | 1.116 | 0.05714 | -#> |.....................| 0.8375 | 0.6999 | 1.613 | 0.9520 | -#> |.....................| 0.6821 | 2.223 |...........|...........| -#> | X| 479.10199 | 91.37 | 0.003528 | 0.2869 | 0.1130 | -#> |.....................| 0.008919 | 0.5938 | 1.116 | 0.05714 | -#> |.....................| 0.8375 | 0.6999 | 1.613 | 0.9520 | -#> |.....................| 0.6821 | 2.223 |...........|...........| -#> | F| Forward Diff. | -0.7698 | 0.5858 | -0.004343 | -0.01418 | -#> |.....................| 0.2278 | -0.1298 | 0.8244 | 0.7686 | -#> |.....................| -0.3575 | -1.372 | 0.8320 | -0.3359 | -#> |.....................| 0.2977 | -0.3384 |...........|...........| -#> | 120| 479.09844 | 1.005 | -1.448 | -0.9337 | -0.9180 | -#> |.....................| -1.108 | -1.056 | -0.1863 | -0.9208 | -#> |.....................| -0.7304 | -1.097 | -0.5051 | -0.8752 | -#> |.....................| -1.084 | -0.03534 |...........|...........| -#> | U| 479.09844 | 91.43 | -5.648 | -0.9108 | -2.180 | -#> |.....................| -4.720 | 0.3801 | 1.116 | 0.05713 | -#> |.....................| 0.8381 | 0.7011 | 1.612 | 0.9524 | -#> |.....................| 0.6817 | 2.224 |...........|...........| -#> | X| 479.09844 | 91.43 | 0.003523 | 0.2868 | 0.1130 | -#> |.....................| 0.008914 | 0.5939 | 1.116 | 0.05713 | -#> |.....................| 0.8381 | 0.7011 | 1.612 | 0.9524 | -#> |.....................| 0.6817 | 2.224 |...........|...........| -#> | F| Forward Diff. | 4.894 | 0.5851 | 0.05981 | -0.02077 | -#> |.....................| 0.2261 | -0.1389 | 0.7622 | 0.7617 | -#> |.....................| -0.3411 | -1.236 | 0.7863 | 0.1583 | -#> |.....................| 0.2091 | -0.3951 |...........|...........| -#> | 121| 479.09485 | 1.004 | -1.450 | -0.9338 | -0.9180 | -#> |.....................| -1.108 | -1.056 | -0.1867 | -0.9202 | -#> |.....................| -0.7295 | -1.097 | -0.5051 | -0.8750 | -#> |.....................| -1.085 | -0.03445 |...........|...........| -#> | U| 479.09485 | 91.37 | -5.650 | -0.9108 | -2.180 | -#> |.....................| -4.721 | 0.3803 | 1.116 | 0.05714 | -#> |.....................| 0.8388 | 0.7016 | 1.612 | 0.9526 | -#> |.....................| 0.6813 | 2.225 |...........|...........| -#> | X| 479.09485 | 91.37 | 0.003517 | 0.2868 | 0.1130 | -#> |.....................| 0.008907 | 0.5939 | 1.116 | 0.05714 | -#> |.....................| 0.8388 | 0.7016 | 1.612 | 0.9526 | -#> |.....................| 0.6813 | 2.225 |...........|...........| -#> | F| Forward Diff. | -1.077 | 0.5762 | -0.02502 | -0.01122 | -#> |.....................| 0.2275 | -0.1137 | 0.7953 | 0.7347 | -#> |.....................| -0.3473 | -1.249 | 0.8683 | 0.1895 | -#> |.....................| 0.2333 | -0.3625 |...........|...........| -#> | 122| 479.09211 | 1.005 | -1.452 | -0.9337 | -0.9180 | -#> |.....................| -1.109 | -1.055 | -0.1878 | -0.9202 | -#> |.....................| -0.7286 | -1.096 | -0.5055 | -0.8752 | -#> |.....................| -1.085 | -0.03372 |...........|...........| -#> | U| 479.09211 | 91.41 | -5.652 | -0.9107 | -2.180 | -#> |.....................| -4.722 | 0.3805 | 1.115 | 0.05714 | -#> |.....................| 0.8394 | 0.7021 | 1.612 | 0.9524 | -#> |.....................| 0.6810 | 2.226 |...........|...........| -#> | X| 479.09211 | 91.41 | 0.003510 | 0.2868 | 0.1130 | -#> |.....................| 0.008900 | 0.5940 | 1.115 | 0.05714 | -#> |.....................| 0.8394 | 0.7021 | 1.612 | 0.9524 | -#> |.....................| 0.6810 | 2.226 |...........|...........| -#> | F| Forward Diff. | 3.651 | 0.5754 | 0.04071 | -0.01634 | -#> |.....................| 0.2261 | -0.1150 | 0.8084 | 0.7089 | -#> |.....................| -0.3268 | -1.156 | 0.8610 | 0.1793 | -#> |.....................| 0.2137 | -0.3471 |...........|...........| -#> | 123| 479.08947 | 1.004 | -1.454 | -0.9335 | -0.9181 | -#> |.....................| -1.110 | -1.055 | -0.1890 | -0.9199 | -#> |.....................| -0.7277 | -1.096 | -0.5056 | -0.8754 | -#> |.....................| -1.085 | -0.03307 |...........|...........| -#> | U| 479.08947 | 91.37 | -5.654 | -0.9105 | -2.180 | -#> |.....................| -4.722 | 0.3808 | 1.115 | 0.05715 | -#> |.....................| 0.8401 | 0.7021 | 1.611 | 0.9522 | -#> |.....................| 0.6809 | 2.226 |...........|...........| -#> | X| 479.08947 | 91.37 | 0.003504 | 0.2869 | 0.1130 | -#> |.....................| 0.008893 | 0.5941 | 1.115 | 0.05715 | -#> |.....................| 0.8401 | 0.7021 | 1.611 | 0.9522 | -#> |.....................| 0.6809 | 2.226 |...........|...........| -#> | F| Forward Diff. | -0.8529 | 0.5679 | -0.006947 | -0.009666 | -#> |.....................| 0.2263 | -0.09399 | 0.7582 | 0.6848 | -#> |.....................| -0.3382 | -1.232 | 0.7736 | -0.3452 | -#> |.....................| -0.1950 | -0.3796 |...........|...........| -#> | 124| 479.08673 | 1.005 | -1.456 | -0.9331 | -0.9181 | -#> |.....................| -1.111 | -1.054 | -0.1901 | -0.9198 | -#> |.....................| -0.7269 | -1.095 | -0.5060 | -0.8751 | -#> |.....................| -1.085 | -0.03242 |...........|...........| -#> | U| 479.08673 | 91.42 | -5.656 | -0.9102 | -2.180 | -#> |.....................| -4.723 | 0.3808 | 1.114 | 0.05716 | -#> |.....................| 0.8406 | 0.7030 | 1.611 | 0.9525 | -#> |.....................| 0.6810 | 2.227 |...........|...........| -#> | X| 479.08673 | 91.42 | 0.003498 | 0.2870 | 0.1130 | -#> |.....................| 0.008887 | 0.5941 | 1.114 | 0.05716 | -#> |.....................| 0.8406 | 0.7030 | 1.611 | 0.9525 | -#> |.....................| 0.6810 | 2.227 |...........|...........| -#> | F| Forward Diff. | 4.055 | 0.5667 | 0.07240 | -0.01542 | -#> |.....................| 0.2241 | -0.1033 | 0.7160 | 0.6904 | -#> |.....................| -0.3260 | -1.123 | 0.7675 | 0.1856 | -#> |.....................| 0.1986 | -0.4973 |...........|...........| -#> | 125| 479.08385 | 1.004 | -1.457 | -0.9328 | -0.9181 | -#> |.....................| -1.112 | -1.054 | -0.1908 | -0.9191 | -#> |.....................| -0.7261 | -1.095 | -0.5059 | -0.8749 | -#> |.....................| -1.085 | -0.03140 |...........|...........| -#> | U| 479.08385 | 91.37 | -5.657 | -0.9100 | -2.180 | -#> |.....................| -4.724 | 0.3808 | 1.114 | 0.05718 | -#> |.....................| 0.8412 | 0.7034 | 1.611 | 0.9527 | -#> |.....................| 0.6808 | 2.228 |...........|...........| -#> | X| 479.08385 | 91.37 | 0.003491 | 0.2870 | 0.1130 | -#> |.....................| 0.008879 | 0.5941 | 1.114 | 0.05718 | -#> |.....................| 0.8412 | 0.7034 | 1.611 | 0.9527 | -#> |.....................| 0.6808 | 2.228 |...........|...........| -#> | F| Forward Diff. | -0.7735 | 0.5583 | 0.01997 | -0.008335 | -#> |.....................| 0.2243 | -0.08958 | 0.6952 | 0.6337 | -#> |.....................| -0.3199 | -1.102 | 0.8222 | 0.2014 | -#> |.....................| 0.2310 | -0.4538 |...........|...........| -#> | 126| 479.08143 | 1.005 | -1.459 | -0.9328 | -0.9181 | -#> |.....................| -1.112 | -1.054 | -0.1918 | -0.9191 | -#> |.....................| -0.7254 | -1.094 | -0.5066 | -0.8749 | -#> |.....................| -1.086 | -0.03018 |...........|...........| -#> | U| 479.08143 | 91.42 | -5.659 | -0.9100 | -2.180 | -#> |.....................| -4.725 | 0.3810 | 1.113 | 0.05718 | -#> |.....................| 0.8417 | 0.7042 | 1.610 | 0.9527 | -#> |.....................| 0.6804 | 2.230 |...........|...........| -#> | X| 479.08143 | 91.42 | 0.003486 | 0.2870 | 0.1130 | -#> |.....................| 0.008874 | 0.5941 | 1.113 | 0.05718 | -#> |.....................| 0.8417 | 0.7042 | 1.610 | 0.9527 | -#> |.....................| 0.6804 | 2.230 |...........|...........| -#> | F| Forward Diff. | 4.589 | 0.5568 | 0.08446 | -0.01637 | -#> |.....................| 0.2217 | -0.09943 | 0.6530 | 0.6713 | -#> |.....................| -0.3160 | -1.044 | 0.6971 | -0.3035 | -#> |.....................| -0.2323 | -0.3746 |...........|...........| -#> | 127| 479.07858 | 1.004 | -1.461 | -0.9326 | -0.9181 | -#> |.....................| -1.113 | -1.054 | -0.1923 | -0.9184 | -#> |.....................| -0.7246 | -1.093 | -0.5066 | -0.8747 | -#> |.....................| -1.086 | -0.02916 |...........|...........| -#> | U| 479.07858 | 91.36 | -5.661 | -0.9098 | -2.181 | -#> |.....................| -4.725 | 0.3811 | 1.113 | 0.05720 | -#> |.....................| 0.8423 | 0.7045 | 1.610 | 0.9529 | -#> |.....................| 0.6802 | 2.231 |...........|...........| -#> | X| 479.07858 | 91.36 | 0.003479 | 0.2870 | 0.1130 | -#> |.....................| 0.008866 | 0.5941 | 1.113 | 0.05720 | -#> |.....................| 0.8423 | 0.7045 | 1.610 | 0.9529 | -#> |.....................| 0.6802 | 2.231 |...........|...........| -#> | F| Forward Diff. | -1.147 | 0.5485 | 0.01974 | -0.006990 | -#> |.....................| 0.2231 | -0.08394 | 0.6583 | 0.6424 | -#> |.....................| -0.3232 | -1.114 | 0.8219 | 0.1886 | -#> |.....................| 0.1911 | -0.3375 |...........|...........| -#> | 128| 479.07618 | 1.004 | -1.463 | -0.9323 | -0.9182 | -#> |.....................| -1.114 | -1.054 | -0.1929 | -0.9181 | -#> |.....................| -0.7237 | -1.093 | -0.5068 | -0.8746 | -#> |.....................| -1.086 | -0.02850 |...........|...........| -#> | U| 479.07618 | 91.40 | -5.663 | -0.9095 | -2.181 | -#> |.....................| -4.726 | 0.3811 | 1.113 | 0.05721 | -#> |.....................| 0.8430 | 0.7050 | 1.610 | 0.9530 | -#> |.....................| 0.6800 | 2.232 |...........|...........| -#> | X| 479.07618 | 91.40 | 0.003472 | 0.2871 | 0.1130 | -#> |.....................| 0.008858 | 0.5941 | 1.113 | 0.05721 | -#> |.....................| 0.8430 | 0.7050 | 1.610 | 0.9530 | -#> |.....................| 0.6800 | 2.232 |...........|...........| -#> | F| Forward Diff. | 2.586 | 0.5458 | 0.07904 | -0.01251 | -#> |.....................| 0.2203 | -0.08960 | 0.6458 | 0.6586 | -#> |.....................| -0.3031 | -0.9906 | 0.7687 | 0.2646 | -#> |.....................| 0.1721 | -0.3284 |...........|...........| -#> | 129| 479.07405 | 1.004 | -1.465 | -0.9322 | -0.9183 | -#> |.....................| -1.115 | -1.053 | -0.1937 | -0.9179 | -#> |.....................| -0.7228 | -1.093 | -0.5070 | -0.8747 | -#> |.....................| -1.087 | -0.02798 |...........|...........| -#> | U| 479.07405 | 91.36 | -5.665 | -0.9094 | -2.181 | -#> |.....................| -4.727 | 0.3813 | 1.113 | 0.05721 | -#> |.....................| 0.8437 | 0.7050 | 1.610 | 0.9529 | -#> |.....................| 0.6797 | 2.233 |...........|...........| -#> | X| 479.07405 | 91.36 | 0.003465 | 0.2871 | 0.1130 | -#> |.....................| 0.008850 | 0.5942 | 1.113 | 0.05721 | -#> |.....................| 0.8437 | 0.7050 | 1.610 | 0.9529 | -#> |.....................| 0.6797 | 2.233 |...........|...........| -#> | F| Forward Diff. | -1.296 | 0.5389 | 0.03360 | -0.006173 | -#> |.....................| 0.2208 | -0.07255 | 0.6853 | 0.5995 | -#> |.....................| -0.2906 | -1.015 | 0.7685 | 0.2327 | -#> |.....................| 0.1765 | -0.3245 |...........|...........| -#> | 130| 479.07209 | 1.004 | -1.467 | -0.9321 | -0.9183 | -#> |.....................| -1.116 | -1.053 | -0.1949 | -0.9178 | -#> |.....................| -0.7220 | -1.093 | -0.5073 | -0.8750 | -#> |.....................| -1.087 | -0.02746 |...........|...........| -#> | U| 479.07209 | 91.39 | -5.667 | -0.9093 | -2.181 | -#> |.....................| -4.728 | 0.3814 | 1.112 | 0.05721 | -#> |.....................| 0.8442 | 0.7050 | 1.609 | 0.9526 | -#> |.....................| 0.6796 | 2.233 |...........|...........| -#> | X| 479.07209 | 91.39 | 0.003458 | 0.2871 | 0.1130 | -#> |.....................| 0.008841 | 0.5942 | 1.112 | 0.05721 | -#> |.....................| 0.8442 | 0.7050 | 1.609 | 0.9526 | -#> |.....................| 0.6796 | 2.233 |...........|...........| -#> | F| Forward Diff. | 2.160 | 0.5372 | 0.08826 | -0.01153 | -#> |.....................| 0.2184 | -0.07756 | 0.6386 | 0.6404 | -#> |.....................| -0.2977 | -0.9812 | 0.7463 | 0.2047 | -#> |.....................| 0.1647 | -0.3238 |...........|...........| -#> | 131| 479.07029 | 1.004 | -1.469 | -0.9320 | -0.9184 | -#> |.....................| -1.117 | -1.053 | -0.1960 | -0.9175 | -#> |.....................| -0.7213 | -1.093 | -0.5075 | -0.8752 | -#> |.....................| -1.087 | -0.02689 |...........|...........| -#> | U| 479.07029 | 91.35 | -5.669 | -0.9092 | -2.181 | -#> |.....................| -4.729 | 0.3815 | 1.112 | 0.05722 | -#> |.....................| 0.8447 | 0.7049 | 1.609 | 0.9524 | -#> |.....................| 0.6795 | 2.234 |...........|...........| -#> | X| 479.07029 | 91.35 | 0.003451 | 0.2872 | 0.1130 | -#> |.....................| 0.008833 | 0.5942 | 1.112 | 0.05722 | -#> |.....................| 0.8447 | 0.7049 | 1.609 | 0.9524 | -#> |.....................| 0.6795 | 2.234 |...........|...........| -#> | F| Forward Diff. | -1.487 | 0.5301 | 0.04502 | -0.006786 | -#> |.....................| 0.2180 | -0.06576 | 0.6433 | 0.5523 | -#> |.....................| -0.2822 | -1.039 | 1.637 | -0.2973 | -#> |.....................| -0.2152 | -0.3175 |...........|...........| -#> | 132| 479.06833 | 1.004 | -1.471 | -0.9316 | -0.9185 | -#> |.....................| -1.118 | -1.053 | -0.1965 | -0.9170 | -#> |.....................| -0.7207 | -1.093 | -0.5082 | -0.8751 | -#> |.....................| -1.087 | -0.02616 |...........|...........| -#> | U| 479.06833 | 91.38 | -5.671 | -0.9088 | -2.181 | -#> |.....................| -4.730 | 0.3814 | 1.111 | 0.05724 | -#> |.....................| 0.8452 | 0.7048 | 1.608 | 0.9525 | -#> |.....................| 0.6792 | 2.235 |...........|...........| -#> | X| 479.06833 | 91.38 | 0.003444 | 0.2872 | 0.1129 | -#> |.....................| 0.008825 | 0.5942 | 1.111 | 0.05724 | -#> |.....................| 0.8452 | 0.7048 | 1.608 | 0.9525 | -#> |.....................| 0.6792 | 2.235 |...........|...........| -#> | F| Forward Diff. | 0.6466 | 0.5255 | 0.09166 | -0.01288 | -#> |.....................| 0.2142 | -0.07904 | 0.5622 | 0.5865 | -#> |.....................| -0.2779 | -1.008 | 0.7011 | 0.1998 | -#> |.....................| 0.1404 | -0.3181 |...........|...........| -#> | 133| 479.06868 | 1.003 | -1.472 | -0.9317 | -0.9185 | -#> |.....................| -1.118 | -1.053 | -0.1973 | -0.9180 | -#> |.....................| -0.7202 | -1.092 | -0.5093 | -0.8754 | -#> |.....................| -1.087 | -0.02567 |...........|...........| -#> | U| 479.06868 | 91.29 | -5.672 | -0.9090 | -2.181 | -#> |.....................| -4.731 | 0.3814 | 1.111 | 0.05721 | -#> |.....................| 0.8455 | 0.7062 | 1.607 | 0.9522 | -#> |.....................| 0.6790 | 2.235 |...........|...........| -#> | X| 479.06868 | 91.29 | 0.003441 | 0.2872 | 0.1129 | -#> |.....................| 0.008822 | 0.5942 | 1.111 | 0.05721 | -#> |.....................| 0.8455 | 0.7062 | 1.607 | 0.9522 | -#> |.....................| 0.6790 | 2.235 |...........|...........| -#> | 134| 479.06735 | 1.004 | -1.472 | -0.9316 | -0.9185 | -#> |.....................| -1.118 | -1.053 | -0.1969 | -0.9175 | -#> |.....................| -0.7205 | -1.092 | -0.5087 | -0.8753 | -#> |.....................| -1.087 | -0.02593 |...........|...........| -#> | U| 479.06735 | 91.33 | -5.672 | -0.9089 | -2.181 | -#> |.....................| -4.730 | 0.3814 | 1.111 | 0.05722 | -#> |.....................| 0.8453 | 0.7054 | 1.608 | 0.9523 | -#> |.....................| 0.6791 | 2.235 |...........|...........| -#> | X| 479.06735 | 91.33 | 0.003443 | 0.2872 | 0.1129 | -#> |.....................| 0.008823 | 0.5942 | 1.111 | 0.05722 | -#> |.....................| 0.8453 | 0.7054 | 1.608 | 0.9523 | -#> |.....................| 0.6791 | 2.235 |...........|...........| -#> | F| Forward Diff. | -3.476 | 0.5223 | 0.03269 | -0.003763 | -#> |.....................| 0.2173 | -0.06616 | 0.5281 | 0.5229 | -#> |.....................| -0.3041 | -1.023 | 1.607 | -0.2773 | -#> |.....................| -0.2325 | -0.3192 |...........|...........| -#> | 135| 479.06543 | 1.004 | -1.472 | -0.9319 | -0.9185 | -#> |.....................| -1.118 | -1.053 | -0.1968 | -0.9175 | -#> |.....................| -0.7201 | -1.092 | -0.5088 | -0.8751 | -#> |.....................| -1.088 | -0.02567 |...........|...........| -#> | U| 479.06543 | 91.36 | -5.672 | -0.9091 | -2.181 | -#> |.....................| -4.731 | 0.3815 | 1.111 | 0.05722 | -#> |.....................| 0.8456 | 0.7056 | 1.608 | 0.9525 | -#> |.....................| 0.6790 | 2.235 |...........|...........| -#> | X| 479.06543 | 91.36 | 0.003439 | 0.2872 | 0.1129 | -#> |.....................| 0.008820 | 0.5942 | 1.111 | 0.05722 | -#> |.....................| 0.8456 | 0.7056 | 1.608 | 0.9525 | -#> |.....................| 0.6790 | 2.235 |...........|...........| -#> | 136| 479.06390 | 1.004 | -1.474 | -0.9324 | -0.9185 | -#> |.....................| -1.119 | -1.053 | -0.1965 | -0.9174 | -#> |.....................| -0.7194 | -1.092 | -0.5089 | -0.8750 | -#> |.....................| -1.088 | -0.02528 |...........|...........| -#> | U| 479.0639 | 91.36 | -5.674 | -0.9095 | -2.181 | -#> |.....................| -4.732 | 0.3816 | 1.111 | 0.05723 | -#> |.....................| 0.8461 | 0.7059 | 1.607 | 0.9526 | -#> |.....................| 0.6786 | 2.236 |...........|...........| -#> | X| 479.0639 | 91.36 | 0.003434 | 0.2871 | 0.1129 | -#> |.....................| 0.008813 | 0.5943 | 1.111 | 0.05723 | -#> |.....................| 0.8461 | 0.7059 | 1.607 | 0.9526 | -#> |.....................| 0.6786 | 2.236 |...........|...........| -#> | 137| 479.05708 | 1.004 | -1.481 | -0.9346 | -0.9186 | -#> |.....................| -1.123 | -1.051 | -0.1952 | -0.9171 | -#> |.....................| -0.7164 | -1.090 | -0.5089 | -0.8741 | -#> |.....................| -1.090 | -0.02338 |...........|...........| -#> | U| 479.05708 | 91.37 | -5.681 | -0.9115 | -2.181 | -#> |.....................| -4.735 | 0.3824 | 1.112 | 0.05724 | -#> |.....................| 0.8483 | 0.7072 | 1.607 | 0.9535 | -#> |.....................| 0.6769 | 2.238 |...........|...........| -#> | X| 479.05708 | 91.37 | 0.003409 | 0.2867 | 0.1129 | -#> |.....................| 0.008783 | 0.5944 | 1.112 | 0.05724 | -#> |.....................| 0.8483 | 0.7072 | 1.607 | 0.9535 | -#> |.....................| 0.6769 | 2.238 |...........|...........| -#> | 138| 479.03987 | 1.004 | -1.510 | -0.9434 | -0.9188 | -#> |.....................| -1.136 | -1.045 | -0.1899 | -0.9157 | -#> |.....................| -0.7043 | -1.085 | -0.5092 | -0.8705 | -#> |.....................| -1.098 | -0.01577 |...........|...........| -#> | U| 479.03987 | 91.37 | -5.710 | -0.9193 | -2.181 | -#> |.....................| -4.749 | 0.3852 | 1.114 | 0.05728 | -#> |.....................| 0.8571 | 0.7123 | 1.607 | 0.9569 | -#> |.....................| 0.6702 | 2.247 |...........|...........| -#> | X| 479.03987 | 91.37 | 0.003311 | 0.2851 | 0.1129 | -#> |.....................| 0.008662 | 0.5951 | 1.114 | 0.05728 | -#> |.....................| 0.8571 | 0.7123 | 1.607 | 0.9569 | -#> |.....................| 0.6702 | 2.247 |...........|...........| -#> | F| Forward Diff. | -0.3651 | 0.4285 | -0.5283 | -0.001988 | -#> |.....................| 0.1991 | 0.06799 | 0.8278 | 0.7155 | -#> |.....................| -0.2362 | -0.3851 | 0.6274 | 0.1204 | -#> |.....................| -0.9270 | -0.3308 |...........|...........| -#> | 139| 479.01407 | 1.005 | -1.553 | -0.9371 | -0.9187 | -#> |.....................| -1.158 | -1.041 | -0.1978 | -0.9162 | -#> |.....................| -0.6881 | -1.086 | -0.5088 | -0.8721 | -#> |.....................| -1.097 | -0.01436 |...........|...........| -#> | U| 479.01407 | 91.44 | -5.753 | -0.9138 | -2.181 | -#> |.....................| -4.770 | 0.3869 | 1.111 | 0.05726 | -#> |.....................| 0.8690 | 0.7117 | 1.608 | 0.9554 | -#> |.....................| 0.6704 | 2.249 |...........|...........| -#> | X| 479.01407 | 91.44 | 0.003172 | 0.2862 | 0.1129 | -#> |.....................| 0.008479 | 0.5955 | 1.111 | 0.05726 | -#> |.....................| 0.8690 | 0.7117 | 1.608 | 0.9554 | -#> |.....................| 0.6704 | 2.249 |...........|...........| -#> | F| Forward Diff. | 7.322 | 0.3385 | -0.09736 | -0.005783 | -#> |.....................| 0.1607 | 0.1322 | 0.5556 | 0.5176 | -#> |.....................| -0.1562 | -0.2690 | 1.549 | -0.03161 | -#> |.....................| -0.8578 | -0.3240 |...........|...........| -#> | 140| 478.99946 | 1.003 | -1.595 | -0.9294 | -0.9194 | -#> |.....................| -1.179 | -1.045 | -0.1992 | -0.9136 | -#> |.....................| -0.6715 | -1.093 | -0.5132 | -0.8724 | -#> |.....................| -1.100 | -0.009543 |...........|...........| -#> | U| 478.99946 | 91.31 | -5.795 | -0.9069 | -2.182 | -#> |.....................| -4.791 | 0.3851 | 1.110 | 0.05734 | -#> |.....................| 0.8811 | 0.7049 | 1.602 | 0.9551 | -#> |.....................| 0.6678 | 2.255 |...........|...........| -#> | X| 478.99946 | 91.31 | 0.003042 | 0.2876 | 0.1128 | -#> |.....................| 0.008303 | 0.5951 | 1.110 | 0.05734 | -#> |.....................| 0.8811 | 0.7049 | 1.602 | 0.9551 | -#> |.....................| 0.6678 | 2.255 |...........|...........| -#> | F| Forward Diff. | -5.440 | 0.2525 | 0.1677 | 0.001517 | -#> |.....................| 0.1272 | 0.05864 | 0.6253 | 0.4352 | -#> |.....................| -0.1457 | -0.7321 | 1.353 | 0.0009973 | -#> |.....................| -1.018 | -0.3498 |...........|...........| -#> | 141| 479.00064 | 1.004 | -1.626 | -0.9429 | -0.9240 | -#> |.....................| -1.201 | -1.064 | -0.2165 | -0.9169 | -#> |.....................| -0.6612 | -1.100 | -0.5189 | -0.8809 | -#> |.....................| -1.100 | -0.001744 |...........|...........| -#> | U| 479.00064 | 91.38 | -5.826 | -0.9189 | -2.186 | -#> |.....................| -4.814 | 0.3763 | 1.103 | 0.05724 | -#> |.....................| 0.8887 | 0.6986 | 1.596 | 0.9470 | -#> |.....................| 0.6683 | 2.264 |...........|...........| -#> | X| 479.00064 | 91.38 | 0.002950 | 0.2852 | 0.1123 | -#> |.....................| 0.008117 | 0.5930 | 1.103 | 0.05724 | -#> |.....................| 0.8887 | 0.6986 | 1.596 | 0.9470 | -#> |.....................| 0.6683 | 2.264 |...........|...........| -#> | 142| 478.99385 | 1.004 | -1.610 | -0.9359 | -0.9216 | -#> |.....................| -1.190 | -1.054 | -0.2077 | -0.9152 | -#> |.....................| -0.6665 | -1.096 | -0.5161 | -0.8765 | -#> |.....................| -1.100 | -0.005738 |...........|...........| -#> | U| 478.99385 | 91.39 | -5.810 | -0.9127 | -2.184 | -#> |.....................| -4.802 | 0.3808 | 1.107 | 0.05729 | -#> |.....................| 0.8848 | 0.7019 | 1.599 | 0.9512 | -#> |.....................| 0.6681 | 2.260 |...........|...........| -#> | X| 478.99385 | 91.39 | 0.002997 | 0.2864 | 0.1126 | -#> |.....................| 0.008212 | 0.5941 | 1.107 | 0.05729 | -#> |.....................| 0.8848 | 0.7019 | 1.599 | 0.9512 | -#> |.....................| 0.6681 | 2.260 |...........|...........| -#> | F| Forward Diff. | 2.499 | 0.2382 | -0.03703 | -0.03958 | -#> |.....................| 0.09629 | -0.2111 | 0.3210 | 0.2393 | -#> |.....................| -0.1233 | -0.7892 | 1.126 | -0.4047 | -#> |.....................| -1.051 | -0.3984 |...........|...........| -#> | 143| 478.98455 | 1.004 | -1.625 | -0.9347 | -0.9200 | -#> |.....................| -1.200 | -1.054 | -0.2131 | -0.9088 | -#> |.....................| -0.6653 | -1.094 | -0.5167 | -0.8757 | -#> |.....................| -1.099 | 0.008183 |...........|...........| -#> | U| 478.98455 | 91.36 | -5.825 | -0.9116 | -2.182 | -#> |.....................| -4.813 | 0.3812 | 1.105 | 0.05748 | -#> |.....................| 0.8857 | 0.7042 | 1.598 | 0.9520 | -#> |.....................| 0.6689 | 2.277 |...........|...........| -#> | X| 478.98455 | 91.36 | 0.002951 | 0.2867 | 0.1128 | -#> |.....................| 0.008125 | 0.5942 | 1.105 | 0.05748 | -#> |.....................| 0.8857 | 0.7042 | 1.598 | 0.9520 | -#> |.....................| 0.6689 | 2.277 |...........|...........| -#> | F| Forward Diff. | -0.2799 | 0.1926 | -0.02074 | -0.02333 | -#> |.....................| 0.08052 | -0.1468 | 0.2817 | 0.3348 | -#> |.....................| -0.1470 | -0.6425 | 1.062 | -0.3208 | -#> |.....................| -0.8181 | -0.3186 |...........|...........| -#> | 144| 478.97736 | 1.005 | -1.639 | -0.9325 | -0.9174 | -#> |.....................| -1.210 | -1.043 | -0.2100 | -0.9166 | -#> |.....................| -0.6557 | -1.093 | -0.5206 | -0.8754 | -#> |.....................| -1.097 | 0.01446 |...........|...........| -#> | U| 478.97736 | 91.42 | -5.839 | -0.9097 | -2.180 | -#> |.....................| -4.822 | 0.3861 | 1.106 | 0.05725 | -#> |.....................| 0.8927 | 0.7053 | 1.594 | 0.9522 | -#> |.....................| 0.6711 | 2.284 |...........|...........| -#> | X| 478.97736 | 91.42 | 0.002912 | 0.2871 | 0.1131 | -#> |.....................| 0.008047 | 0.5953 | 1.106 | 0.05725 | -#> |.....................| 0.8927 | 0.7053 | 1.594 | 0.9522 | -#> |.....................| 0.6711 | 2.284 |...........|...........| -#> | F| Forward Diff. | 5.719 | 0.1644 | 0.1764 | 0.0002018 | -#> |.....................| 0.06754 | 0.1935 | -0.08189 | -0.1310 | -#> |.....................| -0.08678 | -2.826 | 0.8338 | -0.2552 | -#> |.....................| -0.4561 | -0.1956 |...........|...........| -#> | 145| 478.97194 | 1.004 | -1.652 | -0.9304 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2044 | -0.9254 | -#> |.....................| -0.6443 | -1.087 | -0.5238 | -0.8740 | -#> |.....................| -1.092 | 0.01749 |...........|...........| -#> | U| 478.97194 | 91.40 | -5.852 | -0.9078 | -2.178 | -#> |.....................| -4.833 | 0.3880 | 1.108 | 0.05699 | -#> |.....................| 0.9010 | 0.7106 | 1.590 | 0.9536 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97194 | 91.40 | 0.002874 | 0.2875 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05699 | -#> |.....................| 0.9010 | 0.7106 | 1.590 | 0.9536 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | F| Forward Diff. | 2.925 | 0.1117 | 0.2312 | 0.02461 | -#> |.....................| 0.04286 | 0.3818 | 0.1548 | -0.1592 | -#> |.....................| -0.04325 | -0.1382 | 0.7430 | -0.2262 | -#> |.....................| -0.01070 | -0.1316 |...........|...........| -#> | 146| 479.08778 | 0.9990 | -1.662 | -0.9298 | -0.9158 | -#> |.....................| -1.224 | -1.050 | -0.2095 | -0.9175 | -#> |.....................| -0.6325 | -1.087 | -0.5258 | -0.8715 | -#> |.....................| -1.094 | 0.02816 |...........|...........| -#> | U| 479.08778 | 90.91 | -5.862 | -0.9073 | -2.178 | -#> |.....................| -4.836 | 0.3828 | 1.106 | 0.05722 | -#> |.....................| 0.9096 | 0.7103 | 1.587 | 0.9559 | -#> |.....................| 0.6733 | 2.301 |...........|...........| -#> | X| 479.08778 | 90.91 | 0.002845 | 0.2876 | 0.1132 | -#> |.....................| 0.007936 | 0.5946 | 1.106 | 0.05722 | -#> |.....................| 0.9096 | 0.7103 | 1.587 | 0.9559 | -#> |.....................| 0.6733 | 2.301 |...........|...........| -#> | 147| 478.99303 | 1.002 | -1.652 | -0.9306 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2045 | -0.9253 | -#> |.....................| -0.6442 | -1.087 | -0.5244 | -0.8738 | -#> |.....................| -1.092 | 0.01760 |...........|...........| -#> | U| 478.99303 | 91.18 | -5.852 | -0.9080 | -2.178 | -#> |.....................| -4.833 | 0.3879 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7107 | 1.589 | 0.9537 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.99303 | 91.18 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7107 | 1.589 | 0.9537 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | 148| 478.97158 | 1.004 | -1.652 | -0.9304 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2044 | -0.9254 | -#> |.....................| -0.6443 | -1.087 | -0.5239 | -0.8740 | -#> |.....................| -1.092 | 0.01751 |...........|...........| -#> | U| 478.97158 | 91.37 | -5.852 | -0.9078 | -2.178 | -#> |.....................| -4.833 | 0.3880 | 1.108 | 0.05699 | -#> |.....................| 0.9010 | 0.7106 | 1.590 | 0.9536 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97158 | 91.37 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05699 | -#> |.....................| 0.9010 | 0.7106 | 1.590 | 0.9536 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | F| Forward Diff. | -0.1518 | 0.1094 | 0.1916 | 0.02921 | -#> |.....................| 0.04385 | 0.3896 | -0.2077 | -0.4379 | -#> |.....................| -0.03471 | -2.421 | 0.7262 | -0.1589 | -#> |.....................| 0.01110 | -0.1305 |...........|...........| -#> | 149| 478.97152 | 1.004 | -1.652 | -0.9304 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2044 | -0.9254 | -#> |.....................| -0.6443 | -1.086 | -0.5240 | -0.8739 | -#> |.....................| -1.092 | 0.01753 |...........|...........| -#> | U| 478.97152 | 91.37 | -5.852 | -0.9078 | -2.178 | -#> |.....................| -4.833 | 0.3880 | 1.108 | 0.05699 | -#> |.....................| 0.9010 | 0.7109 | 1.590 | 0.9536 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97152 | 91.37 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05699 | -#> |.....................| 0.9010 | 0.7109 | 1.590 | 0.9536 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | C| Central Diff. | -0.2246 | 0.1050 | 0.1574 | 0.02036 | -#> |.....................| 0.04103 | 0.3470 | -0.3387 | -0.1919 | -#> |.....................| -0.1172 | -0.1870 | 0.6243 | -0.2341 | -#> |.....................| -0.06769 | -0.1265 |...........|...........| -#> | 150| 478.97142 | 1.004 | -1.652 | -0.9305 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2042 | -0.9253 | -#> |.....................| -0.6442 | -1.086 | -0.5242 | -0.8739 | -#> |.....................| -1.092 | 0.01757 |...........|...........| -#> | U| 478.97142 | 91.38 | -5.852 | -0.9079 | -2.178 | -#> |.....................| -4.833 | 0.3879 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7110 | 1.589 | 0.9537 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97142 | 91.38 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7110 | 1.589 | 0.9537 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | C| Central Diff. | 0.5593 | 0.1052 | 0.1640 | 0.01900 | -#> |.....................| 0.04052 | 0.3419 | -0.3227 | -0.1646 | -#> |.....................| -0.1158 | -0.1768 | 0.1839 | -0.2151 | -#> |.....................| -0.04116 | -0.1006 |...........|...........| -#> | 151| 478.97143 | 1.004 | -1.652 | -0.9306 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2041 | -0.9252 | -#> |.....................| -0.6442 | -1.086 | -0.5243 | -0.8738 | -#> |.....................| -1.092 | 0.01761 |...........|...........| -#> | U| 478.97143 | 91.36 | -5.852 | -0.9079 | -2.178 | -#> |.....................| -4.833 | 0.3879 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7110 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97143 | 91.36 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7110 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | 152| 478.97137 | 1.004 | -1.652 | -0.9305 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2042 | -0.9253 | -#> |.....................| -0.6442 | -1.086 | -0.5242 | -0.8738 | -#> |.....................| -1.092 | 0.01759 |...........|...........| -#> | U| 478.97137 | 91.37 | -5.852 | -0.9079 | -2.178 | -#> |.....................| -4.833 | 0.3879 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7110 | 1.589 | 0.9537 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97137 | 91.37 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9011 | 0.7110 | 1.589 | 0.9537 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | C| Central Diff. | -0.4660 | 0.1043 | 0.1497 | 0.02048 | -#> |.....................| 0.04080 | 0.3434 | -0.3050 | -0.1804 | -#> |.....................| -0.2015 | -1.954 | 0.1460 | -0.2263 | -#> |.....................| -0.03239 | -0.1147 |...........|...........| -#> | 153| 478.97135 | 1.004 | -1.652 | -0.9305 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2041 | -0.9253 | -#> |.....................| -0.6441 | -1.086 | -0.5242 | -0.8738 | -#> |.....................| -1.092 | 0.01760 |...........|...........| -#> | U| 478.97135 | 91.36 | -5.852 | -0.9079 | -2.178 | -#> |.....................| -4.833 | 0.3879 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7110 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97135 | 91.36 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7110 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | C| Central Diff. | -0.8144 | 0.1038 | 0.1446 | 0.02101 | -#> |.....................| 0.04083 | 0.3431 | -0.3133 | -0.1844 | -#> |.....................| -0.05440 | -1.096 | 0.1463 | -0.2004 | -#> |.....................| 0.2780 | -0.1269 |...........|...........| -#> | 154| 478.97125 | 1.004 | -1.652 | -0.9305 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2041 | -0.9252 | -#> |.....................| -0.6441 | -1.086 | -0.5243 | -0.8738 | -#> |.....................| -1.092 | 0.01762 |...........|...........| -#> | U| 478.97125 | 91.37 | -5.852 | -0.9079 | -2.178 | -#> |.....................| -4.833 | 0.3879 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7111 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97125 | 91.37 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7111 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | C| Central Diff. | 0.03985 | 0.1039 | 0.1540 | 0.01970 | -#> |.....................| 0.04056 | 0.3392 | -0.3415 | -0.1666 | -#> |.....................| -0.1386 | -0.1574 | 0.08901 | -0.2003 | -#> |.....................| -0.04000 | -0.1187 |...........|...........| -#> | 155| 478.97118 | 1.004 | -1.652 | -0.9306 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2040 | -0.9252 | -#> |.....................| -0.6440 | -1.086 | -0.5243 | -0.8737 | -#> |.....................| -1.092 | 0.01765 |...........|...........| -#> | U| 478.97118 | 91.37 | -5.852 | -0.9080 | -2.178 | -#> |.....................| -4.833 | 0.3878 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7112 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97118 | 91.37 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7112 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | C| Central Diff. | -0.05720 | 0.1036 | 0.1507 | 0.01972 | -#> |.....................| 0.04048 | 0.3375 | -0.2940 | -0.1684 | -#> |.....................| -0.1979 | -1.920 | 0.1339 | -0.2027 | -#> |.....................| -0.04399 | -0.1216 |...........|...........| -#> | 156| 478.97118 | 1.004 | -1.652 | -0.9306 | -0.9153 | -#> |.....................| -1.221 | -1.039 | -0.2040 | -0.9252 | -#> |.....................| -0.6440 | -1.086 | -0.5243 | -0.8737 | -#> |.....................| -1.092 | 0.01765 |...........|...........| -#> | U| 478.97118 | 91.37 | -5.852 | -0.9080 | -2.178 | -#> |.....................| -4.833 | 0.3878 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7112 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> | X| 478.97118 | 91.37 | 0.002874 | 0.2874 | 0.1133 | -#> |.....................| 0.007961 | 0.5958 | 1.108 | 0.05700 | -#> |.....................| 0.9012 | 0.7112 | 1.589 | 0.9538 | -#> |.....................| 0.6749 | 2.288 |...........|...........| -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: using R matrix to calculate covariance, can check sandwich or S matrix with $covRS and $covS
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    -# Two-component error by variable is possible with both estimation methods -# Variance by variable is supported by 'saem' and 'focei' -f_nlmixr_fomc_sfo_saem_obs_tc <- nlmixr(f_mmkin_tc["FOMC-SFO", ], est = "saem", - error_model = "obs_tc") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>
    #> 1: 92.0624 -5.2854 0.1952 1.9494 -1.9431 2.8500 1.6150 0.7315 0.7220 0.4370 6.8425 0.4265 7.3797 0.5659 -#> 2: 92.7371 -5.3819 0.0345 2.0839 -2.0310 2.7075 1.5342 0.6949 0.8358 0.4151 7.2043 0.0003 8.1096 0.0003 -#> 3: 9.2941e+01 -5.7880e+00 1.0336e-01 2.5772e+00 -1.5152e+00 2.5721e+00 1.4575e+00 6.6018e-01 7.9403e-01 3.9439e-01 4.5749e+00 1.5986e-05 5.1354e+00 2.8796e-05 -#> 4: 92.6277 -5.8599 0.0858 2.5068 -1.3253 2.4435 1.3847 0.6272 0.7543 0.3747 3.4165 0.0001 3.9071 0.0016 -#> 5: 93.0289 -6.0258 0.0528 2.4932 -1.1961 2.3213 1.3154 0.5958 0.7166 0.3559 3.2552 0.0069 3.3744 0.0170 -#> 6: 93.2107 -6.2881 0.0143 2.4052 -1.1930 2.2053 2.2853 0.5660 0.6808 0.3381 2.8020 0.0086 3.1436 0.0256 -#> 7: 93.0563 -6.3624 -0.0104 2.3989 -1.1521 2.0950 2.4414 0.5377 0.6467 0.3212 2.6528 0.0209 2.8462 0.0289 -#> 8: 93.0567 -6.2699 -0.0303 2.3700 -1.0941 1.9903 2.5004 0.5204 0.6144 0.3052 2.3448 0.0314 2.5026 0.0349 -#> 9: 92.8366 -6.2013 -0.0507 2.3798 -1.0963 1.8907 2.6552 0.4943 0.5837 0.2899 2.2219 0.0368 2.2604 0.0448 -#> 10: 92.9069 -6.2499 -0.1116 2.3100 -1.0557 1.9625 3.9231 0.4696 0.5545 0.2754 2.0980 0.0359 2.1413 0.0325 -#> 11: 92.9942 -6.2134 -0.1037 2.3109 -1.0441 1.8643 3.7270 0.4755 0.5268 0.2616 1.9711 0.0372 1.9901 0.0355 -#> 12: 92.9262 -6.2511 -0.1133 2.2707 -1.0465 1.8430 4.3304 0.4697 0.5004 0.2486 1.8083 0.0346 1.9184 0.0356 -#> 13: 93.0761 -6.3559 -0.1106 2.2534 -1.0162 2.4826 5.2857 0.4685 0.4754 0.2361 1.7896 0.0331 1.9865 0.0342 -#> 14: 93.0929 -6.1852 -0.1058 2.2972 -1.0175 2.9964 5.0214 0.4451 0.4516 0.2243 1.8316 0.0309 1.9112 0.0348 -#> 15: 93.3343 -6.3408 -0.1025 2.2905 -0.9962 3.1132 4.9630 0.4594 0.4291 0.2131 1.8198 0.0338 1.9154 0.0372 -#> 16: 92.9959 -6.2227 -0.1016 2.2869 -1.0103 3.3338 4.7149 0.4598 0.4076 0.2025 1.8726 0.0327 1.9617 0.0361 -#> 17: 93.0394 -6.2586 -0.1027 2.2932 -0.9991 3.1671 4.8730 0.4591 0.3872 0.1923 1.8405 0.0336 2.0192 0.0242 -#> 18: 93.2374 -6.3410 -0.1110 2.2965 -0.9689 3.0087 5.4325 0.4632 0.3679 0.1827 1.9051 0.0351 1.9247 0.0277 -#> 19: 93.0557 -6.4503 -0.1011 2.2941 -0.9884 2.8583 6.2872 0.4742 0.3495 0.1736 1.8054 0.0345 1.9173 0.0260 -#> 20: 92.9280 -6.4945 -0.1018 2.2902 -0.9864 3.5934 6.8737 0.4751 0.3320 0.1649 1.7097 0.0372 1.9483 0.0225 -#> 21: 93.2023 -6.3418 -0.1033 2.2846 -0.9863 3.4138 6.5300 0.4710 0.3154 0.1567 1.7507 0.0318 1.9030 0.0249 -#> 22: 93.5494 -6.1985 -0.1078 2.2991 -1.0171 3.2431 6.2035 0.4475 0.2996 0.1488 1.7370 0.0342 1.8124 0.0282 -#> 23: 93.3588 -6.2577 -0.1084 2.2654 -0.9956 3.0809 5.8933 0.4393 0.2869 0.1481 1.6928 0.0380 1.8288 0.0254 -#> 24: 93.5705 -6.4876 -0.1083 2.2606 -1.0062 3.7095 6.7801 0.4459 0.2726 0.1684 1.7001 0.0377 1.9012 0.0249 -#> 25: 93.9726 -6.5638 -0.1239 2.2374 -1.0071 5.1357 6.6571 0.4608 0.2755 0.1600 1.6615 0.0382 1.8846 0.0213 -#> 26: 93.8894 -6.5073 -0.1120 2.2645 -1.0327 4.8789 6.3243 0.4473 0.3014 0.1520 1.7152 0.0340 1.8990 0.0254 -#> 27: 94.5348 -6.3868 -0.0891 2.3139 -1.0361 5.3856 6.0081 0.4250 0.3080 0.1453 1.7028 0.0385 1.7853 0.0304 -#> 28: 93.9221 -6.1747 -0.1039 2.3013 -1.0087 5.1163 5.7077 0.4214 0.3136 0.1634 1.6823 0.0340 1.7487 0.0353 -#> 29: 93.4946 -6.0264 -0.0940 2.3124 -1.0166 5.3744 5.4223 0.4404 0.3114 0.1813 1.6310 0.0370 1.7646 0.0367 -#> 30: 93.9287 -5.9114 -0.0967 2.3078 -1.0090 5.2017 5.1512 0.4381 0.3048 0.2091 1.5825 0.0393 1.7431 0.0312 -#> 31: 93.7065 -6.0174 -0.0928 2.2917 -0.9880 5.1935 4.8936 0.4352 0.3109 0.1986 1.5876 0.0392 1.8465 0.0280 -#> 32: 93.7675 -5.6444 -0.0918 2.3145 -0.9664 4.9338 4.6489 0.4332 0.3090 0.1918 1.6874 0.0332 1.7501 0.0331 -#> 33: 94.2589 -5.7637 -0.0865 2.3130 -0.9733 4.6871 4.4165 0.4235 0.2935 0.1865 1.7173 0.0355 1.7365 0.0334 -#> 34: 94.0788 -5.7432 -0.1022 2.3049 -0.9681 4.4528 4.1957 0.4319 0.2962 0.1772 1.6357 0.0361 1.4755 0.0574 -#> 35: 94.0798 -5.8549 -0.0929 2.2856 -0.9849 4.2301 3.9859 0.4391 0.2937 0.1734 1.6460 0.0275 1.7739 0.0379 -#> 36: 93.9997 -5.8708 -0.0890 2.2870 -1.0134 4.0186 3.7866 0.4268 0.2819 0.1840 1.5830 0.0258 1.8922 0.0320 -#> 37: 93.8186 -5.8979 -0.0973 2.2807 -1.0197 3.8177 3.5973 0.4280 0.2778 0.1799 1.5783 0.0282 1.7697 0.0404 -#> 38: 94.0728 -5.9601 -0.0936 2.3011 -1.0381 3.6268 3.4174 0.4186 0.2944 0.1864 1.5780 0.0294 1.5210 0.0558 -#> 39: 94.0504 -5.8302 -0.0995 2.2847 -1.0418 3.4455 3.2465 0.4240 0.2796 0.1771 1.6888 0.0242 1.7744 0.0366 -#> 40: 93.8918 -5.9418 -0.0988 2.2925 -1.0613 3.2732 3.0842 0.4144 0.2672 0.1837 1.7275 0.0232 1.7840 0.0357 -#> 41: 93.7961 -6.0741 -0.0896 2.2932 -1.0359 3.1095 3.2890 0.4236 0.2606 0.1782 1.7591 0.0212 1.8920 0.0273 -#> 42: 93.9458 -6.0319 -0.0909 2.3114 -1.0281 3.0544 3.1246 0.4196 0.2598 0.1839 1.6854 0.0310 1.7586 0.0308 -#> 43: 93.7623 -6.0165 -0.1056 2.2837 -1.0378 3.9092 3.2100 0.4298 0.2468 0.1747 1.7064 0.0286 1.6676 0.0397 -#> 44: 93.4300 -5.9019 -0.1114 2.2716 -1.0167 4.4100 3.0495 0.4476 0.2345 0.1687 1.7989 0.0253 1.7741 0.0299 -#> 45: 93.3475 -5.9962 -0.1231 2.2546 -1.0007 6.4879 3.3965 0.4528 0.2452 0.1602 1.7283 0.0276 1.7219 0.0379 -#> 46: 93.3100 -6.0073 -0.1255 2.2483 -0.9962 6.6009 3.5942 0.4520 0.2533 0.1568 1.6991 0.0258 1.1783 0.0706 -#> 47: 93.4422 -5.8442 -0.1286 2.2578 -0.9819 6.2709 3.4145 0.4492 0.2637 0.1694 1.6754 0.0317 1.3442 0.0599 -#> 48: 93.0996 -5.5881 -0.1307 2.2541 -0.9882 5.9573 3.2438 0.4480 0.2665 0.1695 1.7040 0.0285 1.6825 0.0426 -#> 49: 93.3649 -5.8011 -0.1260 2.2595 -0.9704 5.7230 3.0816 0.4399 0.2646 0.1715 1.6544 0.0297 1.6414 0.0418 -#> 50: 93.9331 -5.8731 -0.1195 2.2615 -0.9837 5.4368 2.9275 0.4453 0.2735 0.1940 1.6316 0.0289 1.6885 0.0392 -#> 51: 93.6092 -5.8721 -0.1237 2.2599 -1.0015 5.1650 2.7811 0.4413 0.2865 0.1939 1.6492 0.0272 1.7686 0.0358 -#> 52: 93.3008 -5.9775 -0.1277 2.2628 -0.9962 4.9067 3.1139 0.4438 0.2946 0.1963 1.5642 0.0337 1.7391 0.0335 -#> 53: 93.6347 -6.0805 -0.1189 2.2663 -1.0177 4.6614 3.5169 0.4335 0.2962 0.2043 1.5275 0.0343 1.7417 0.0366 -#> 54: 93.5781 -6.0412 -0.1166 2.2573 -1.0015 4.4283 3.3411 0.4395 0.2912 0.2080 1.5464 0.0346 1.7584 0.0359 -#> 55: 93.9675 -6.0867 -0.0952 2.2970 -0.9987 4.2069 3.6762 0.4550 0.2780 0.1988 1.5138 0.0405 1.6251 0.0472 -#> 56: 94.4069 -6.1375 -0.0943 2.2975 -1.0190 3.9966 4.2280 0.4550 0.2806 0.1945 1.5294 0.0425 1.6443 0.0468 -#> 57: 93.8076 -6.1618 -0.0936 2.2687 -1.0237 3.7967 4.3085 0.4524 0.2666 0.1897 1.5227 0.0414 1.6955 0.0438 -#> 58: 93.9188 -6.2272 -0.0947 2.2767 -1.0408 3.6069 4.6707 0.4536 0.2676 0.1873 1.5201 0.0425 1.5336 0.0550 -#> 59: 93.9572 -6.3460 -0.1074 2.2746 -1.0069 3.4266 5.8058 0.4614 0.2718 0.1919 1.5533 0.0417 1.6227 0.0460 -#> 60: 93.5430 -6.1622 -0.1048 2.2861 -0.9959 3.2552 5.5155 0.4535 0.2848 0.1823 1.4745 0.0431 1.5242 0.0522 -#> 61: 93.8016 -6.4079 -0.1065 2.2897 -1.0325 3.0925 5.9252 0.4583 0.2901 0.1732 1.5364 0.0365 1.4623 0.0550 -#> 62: 93.4249 -6.2284 -0.0967 2.3126 -1.0208 2.9378 5.6289 0.4429 0.2756 0.1645 1.6111 0.0325 1.3996 0.0618 -#> 63: 93.2335 -6.0996 -0.1051 2.3047 -0.9976 2.7909 5.3475 0.4292 0.2719 0.1633 1.6010 0.0326 1.5115 0.0494 -#> 64: 92.7091 -6.1109 -0.1041 2.3032 -0.9746 3.2610 5.0801 0.4301 0.2793 0.1751 1.5979 0.0302 1.3867 0.0575 -#> 65: 92.6059 -6.0049 -0.1077 2.3062 -0.9853 3.0979 4.8261 0.4316 0.2826 0.1714 1.6357 0.0272 1.3931 0.0543 -#> 66: 92.7778 -6.0856 -0.1040 2.3057 -0.9828 2.9430 4.5848 0.4362 0.2888 0.1628 1.6126 0.0316 1.4340 0.0505 -#> 67: 93.0325 -6.1775 -0.1085 2.3122 -0.9714 2.7959 4.3790 0.4464 0.2843 0.1547 1.6090 0.0354 1.4966 0.0448 -#> 68: 92.8987 -5.8741 -0.1089 2.3184 -0.9567 2.6561 4.1601 0.4389 0.2866 0.1470 1.5888 0.0347 1.4492 0.0507 -#> 69: 92.7300 -6.0473 -0.1070 2.3082 -0.9739 2.5233 4.0183 0.4371 0.3158 0.1527 1.5904 0.0298 1.5387 0.0477 -#> 70: 92.5285 -6.0962 -0.1115 2.3179 -0.9785 2.4856 4.0612 0.4380 0.3059 0.1504 1.5237 0.0402 1.4541 0.0463 -#> 71: 92.3975 -6.2090 -0.1269 2.2819 -0.9713 2.3613 4.3811 0.4173 0.2906 0.1520 1.5388 0.0316 1.3713 0.0584 -#> 72: 92.1593 -6.2214 -0.1217 2.2950 -0.9481 2.2433 5.1205 0.4227 0.2760 0.1605 1.5431 0.0312 1.5797 0.0459 -#> 73: 92.1195 -6.6667 -0.1244 2.3076 -0.9642 2.1311 7.6538 0.4124 0.2622 0.1525 1.4505 0.0375 1.2810 0.0595 -#> 74: 92.2191 -6.6665 -0.1278 2.2989 -0.9703 2.0246 7.2711 0.4098 0.2491 0.1666 1.4309 0.0384 1.2717 0.0638 -#> 75: 92.4656 -6.8881 -0.1274 2.3011 -0.9595 1.9233 8.3835 0.4147 0.2367 0.1656 1.4181 0.0424 1.2498 0.0620 -#> 76: 92.4593 -6.2323 -0.1203 2.2912 -0.9799 1.8272 7.9643 0.3967 0.2301 0.1596 1.5448 0.0336 1.6758 0.0359 -#> 77: 92.4501 -6.1123 -0.1219 2.2889 -0.9426 1.7358 7.5661 0.4049 0.2299 0.1594 1.5380 0.0327 1.6947 0.0364 -#> 78: 92.5059 -6.0339 -0.1198 2.2985 -0.9544 1.6490 7.1878 0.4007 0.2422 0.1568 1.5722 0.0302 1.5665 0.0415 -#> 79: 92.4302 -6.6428 -0.1141 2.3119 -0.9421 1.5666 9.0889 0.3986 0.2340 0.1489 1.5029 0.0306 1.1894 0.0638 -#> 80: 92.5305 -6.3036 -0.1127 2.3099 -0.9406 1.9062 8.6344 0.4091 0.2327 0.1648 1.5558 0.0308 1.0136 0.0749 -#> 81: 92.6652 -6.0832 -0.1167 2.2994 -0.9552 2.3641 8.2027 0.4142 0.2348 0.1566 1.6232 0.0300 1.1320 0.0712 -#> 82: 92.5109 -6.1524 -0.1100 2.3037 -0.9686 2.2459 7.7926 0.4145 0.2381 0.1695 1.6128 0.0306 1.6145 0.0413 -#> 83: 92.6455 -6.3979 -0.1059 2.3245 -0.9573 2.1336 8.1077 0.4060 0.2348 0.1667 1.6039 0.0304 1.6251 0.0419 -#> 84: 92.5768 -6.3469 -0.0979 2.3177 -0.9346 2.0269 8.2125 0.4141 0.2439 0.1720 1.6334 0.0302 1.5803 0.0450 -#> 85: 92.7920 -6.3536 -0.0969 2.3363 -0.9389 1.9256 8.1820 0.4035 0.2512 0.1713 1.5815 0.0338 1.1193 0.0719 -#> 86: 92.8571 -6.2567 -0.0911 2.3426 -0.9633 1.8293 8.1211 0.4008 0.2659 0.1627 1.5840 0.0356 1.2425 0.0639 -#> 87: 92.9101 -6.1557 -0.0937 2.3326 -0.9624 1.7378 7.7151 0.3950 0.2839 0.1546 1.6017 0.0354 1.0600 0.0766 -#> 88: 92.7649 -6.2151 -0.0881 2.3275 -0.9967 1.6509 7.3293 0.4046 0.2697 0.1469 1.6092 0.0302 1.1839 0.0693 -#> 89: 92.9350 -5.9222 -0.0903 2.3372 -0.9612 1.5684 6.9628 0.4058 0.2818 0.1395 1.5957 0.0335 1.5450 0.0444 -#> 90: 92.7895 -5.9348 -0.0890 2.3457 -0.9601 1.4900 6.6147 0.4070 0.2705 0.1430 1.5716 0.0378 1.4918 0.0439 -#> 91: 93.0113 -5.9302 -0.0997 2.3316 -0.9489 1.4155 6.2840 0.4424 0.2929 0.1410 1.5582 0.0377 1.2459 0.0582 -#> 92: 92.8603 -6.3366 -0.0918 2.3356 -0.9938 1.3447 5.9698 0.4287 0.2929 0.1531 1.4906 0.0398 1.2421 0.0605 -#> 93: 92.8094 -6.1097 -0.0953 2.3382 -0.9996 1.2775 5.6713 0.4309 0.2783 0.1597 1.4317 0.0468 1.2694 0.0584 -#> 94: 92.7100 -6.1043 -0.0909 2.3287 -0.9928 1.3828 5.3877 0.4337 0.2698 0.1517 1.4173 0.0489 1.4335 0.0476 -#> 95: 92.2055 -6.1792 -0.0889 2.3553 -0.9983 1.3137 5.1183 0.4209 0.3273 0.1566 1.4865 0.0417 1.2485 0.0681 -#> 96: 92.3225 -6.2710 -0.0811 2.3734 -1.0043 1.3428 4.8624 0.4121 0.3110 0.1532 1.5817 0.0374 1.5209 0.0532 -#> 97: 92.2983 -6.3023 -0.0776 2.3615 -0.9801 1.2757 4.6193 0.4221 0.3018 0.1455 1.5971 0.0337 1.2137 0.0719 -#> 98: 92.1433 -6.3114 -0.0935 2.3269 -0.9866 1.2227 4.8121 0.4327 0.2907 0.1694 1.5524 0.0303 1.1779 0.0727 -#> 99: 92.1631 -6.3090 -0.0908 2.3197 -0.9891 1.1615 4.9271 0.4169 0.2859 0.1736 1.5303 0.0334 1.6227 0.0511 -#> 100: 92.1185 -6.3603 -0.0950 2.3280 -1.0209 1.1035 5.0957 0.4213 0.2924 0.1817 1.5991 0.0330 1.7197 0.0445 -#> 101: 92.3964 -6.0447 -0.0898 2.3347 -1.0164 1.0483 4.8409 0.4251 0.2778 0.1727 1.5708 0.0422 1.6197 0.0461 -#> 102: 92.6597 -6.2545 -0.0954 2.3264 -1.0206 0.9959 4.5989 0.4218 0.2736 0.1640 1.5853 0.0408 1.5912 0.0455 -#> 103: 92.7866 -6.3292 -0.0933 2.3148 -1.0013 0.9461 4.8935 0.4234 0.2599 0.1688 1.6299 0.0399 1.5921 0.0445 -#> 104: 92.8098 -6.2608 -0.1009 2.3014 -0.9947 0.8988 4.7750 0.4306 0.2548 0.1813 1.6363 0.0378 1.6713 0.0427 -#> 105: 92.8300 -5.9827 -0.1028 2.3155 -0.9896 0.8538 4.5362 0.4339 0.2664 0.1722 1.6079 0.0397 1.3691 0.0573 -#> 106: 92.8218 -6.1138 -0.1024 2.3462 -0.9750 0.8299 4.3094 0.4494 0.2530 0.1636 1.5761 0.0389 1.2857 0.0595 -#> 107: 92.9304 -6.0063 -0.1002 2.3269 -0.9778 0.7884 4.0939 0.4600 0.2404 0.1620 1.6499 0.0373 1.2101 0.0675 -#> 108: 92.9072 -6.0928 -0.0991 2.3183 -0.9732 0.7489 4.4394 0.4584 0.2518 0.1539 1.6509 0.0332 1.2346 0.0670 -#> 109: 92.7504 -6.1545 -0.0862 2.3423 -0.9618 0.7115 4.7501 0.4371 0.2766 0.1465 1.5755 0.0349 1.1552 0.0701 -#> 110: 92.9277 -6.3786 -0.0904 2.3468 -0.9402 0.6759 5.8620 0.4328 0.2821 0.1703 1.4661 0.0439 1.3292 0.0609 -#> 111: 92.8023 -5.8686 -0.0886 2.3653 -0.9417 0.7635 5.5689 0.4288 0.2680 0.1618 1.4278 0.0502 1.4715 0.0468 -#> 112: 92.9411 -5.8095 -0.0883 2.3625 -0.9322 0.8592 5.2905 0.4562 0.2586 0.1537 1.3920 0.0513 1.1766 0.0648 -#> 113: 92.9845 -6.0499 -0.0761 2.3626 -0.9533 0.8163 5.0259 0.4403 0.2595 0.1532 1.4306 0.0450 1.1416 0.0645 -#> 114: 92.7735 -6.0605 -0.0694 2.3497 -0.9646 0.7754 4.7746 0.4394 0.2682 0.1576 1.4866 0.0344 1.1127 0.0745 -#> 115: 92.7048 -6.1327 -0.0702 2.3427 -0.9910 0.7367 4.5359 0.4257 0.2736 0.1497 1.5045 0.0413 1.2783 0.0677 -#> 116: 92.7131 -6.0115 -0.0751 2.3370 -0.9899 0.6998 4.3091 0.4187 0.2638 0.1422 1.6036 0.0325 1.1109 0.0748 -#> 117: 92.7720 -5.9163 -0.0709 2.3503 -0.9566 0.6648 4.0937 0.4185 0.2555 0.1417 1.6016 0.0297 1.0778 0.0774 -#> 118: 92.9182 -5.9312 -0.0812 2.3436 -0.9731 0.6316 3.8890 0.4084 0.2667 0.1400 1.5698 0.0320 1.2364 0.0665 -#> 119: 92.9546 -5.9622 -0.0870 2.3330 -0.9934 0.6000 3.6945 0.4035 0.2867 0.1486 1.5364 0.0343 1.5892 0.0489 -#> 120: 92.9168 -6.0966 -0.0905 2.3301 -1.0045 0.5700 3.6677 0.3988 0.2871 0.1567 1.5378 0.0349 1.0886 0.0796 -#> 121: 92.7767 -6.1038 -0.0802 2.3396 -0.9815 0.5981 4.3032 0.3803 0.2884 0.1684 1.4788 0.0335 1.0886 0.0796 -#> 122: 92.8439 -6.2425 -0.0799 2.3323 -0.9987 0.6537 4.5745 0.3884 0.2834 0.1600 1.4786 0.0346 1.2146 0.0682 -#> 123: 92.8219 -5.7869 -0.0872 2.3478 -0.9619 0.7886 4.3458 0.3951 0.2887 0.1658 1.4827 0.0341 1.3911 0.0559 -#> 124: 92.7930 -5.7551 -0.0819 2.3559 -0.9809 0.8922 4.1285 0.3907 0.2972 0.1575 1.5329 0.0330 1.3824 0.0594 -#> 125: 92.7488 -5.9406 -0.0819 2.3550 -0.9797 0.8476 3.9221 0.3907 0.2996 0.1733 1.5096 0.0333 1.3148 0.0667 -#> 126: 92.7926 -5.7106 -0.0824 2.3560 -0.9653 0.8052 3.7260 0.3918 0.3018 0.1854 1.4237 0.0381 1.2607 0.0639 -#> 127: 92.9153 -5.6682 -0.0717 2.3654 -0.9645 0.7649 3.5397 0.3722 0.2948 0.1784 1.4679 0.0415 1.2310 0.0695 -#> 128: 92.8827 -5.7984 -0.0783 2.3813 -1.0047 1.1012 3.3627 0.3802 0.2997 0.1694 1.5187 0.0442 1.2884 0.0649 -#> 129: 92.8727 -5.7191 -0.0785 2.3426 -0.9857 1.0461 3.1946 0.3784 0.2984 0.1610 1.4757 0.0398 1.1695 0.0775 -#> 130: 92.8689 -5.8036 -0.0935 2.3123 -0.9783 0.9938 3.0348 0.4184 0.2980 0.1723 1.5143 0.0319 1.2298 0.0738 -#> 131: 92.8733 -5.6707 -0.0988 2.3045 -0.9936 1.3313 2.8831 0.4277 0.2831 0.1816 1.5919 0.0329 1.5260 0.0533 -#> 132: 92.5761 -5.7773 -0.0925 2.3211 -0.9661 1.2647 2.7389 0.4216 0.2815 0.1995 1.5306 0.0321 1.5863 0.0520 -#> 133: 92.4512 -5.7800 -0.0920 2.3269 -0.9625 1.2015 2.6020 0.4242 0.2674 0.1955 1.5669 0.0288 1.4087 0.0606 -#> 134: 92.5625 -5.7968 -0.0965 2.3271 -0.9728 1.1414 2.4719 0.4201 0.2753 0.1945 1.5935 0.0311 1.5348 0.0534 -#> 135: 92.3448 -5.6624 -0.0961 2.3303 -0.9600 1.0843 2.3483 0.4193 0.2728 0.1983 1.6245 0.0305 1.6281 0.0506 -#> 136: 92.3407 -5.7523 -0.0932 2.3208 -0.9897 1.0301 2.3267 0.4107 0.2668 0.1884 1.5933 0.0358 1.2970 0.0657 -#> 137: 92.3940 -6.0148 -0.1046 2.2981 -0.9866 0.9786 3.1382 0.4166 0.3012 0.1790 1.5077 0.0385 1.1944 0.0723 -#> 138: 92.3556 -5.9912 -0.1039 2.2969 -0.9920 0.9297 3.2144 0.4208 0.3039 0.1703 1.5042 0.0378 1.2588 0.0717 -#> 139: 92.5548 -5.9253 -0.1177 2.2723 -1.0079 0.8832 3.2648 0.4049 0.3263 0.1618 1.5558 0.0382 1.2673 0.0698 -#> 140: 92.6546 -6.0596 -0.1368 2.2659 -0.9922 0.8390 3.3893 0.3846 0.3100 0.1537 1.5475 0.0355 1.3190 0.0629 -#> 141: 92.6661 -5.9744 -0.1379 2.2793 -0.9754 0.8287 3.2725 0.3800 0.3178 0.1528 1.5076 0.0361 1.4087 0.0540 -#> 142: 92.5681 -5.7650 -0.1033 2.3249 -0.9613 0.7872 3.1089 0.3610 0.3564 0.1701 1.4733 0.0332 1.2603 0.0720 -#> 143: 92.4184 -5.6070 -0.1033 2.3520 -0.9764 0.7479 2.9534 0.3591 0.3758 0.1674 1.5420 0.0390 1.3280 0.0614 -#> 144: 92.5354 -5.6144 -0.0978 2.3801 -0.9425 0.7105 2.8058 0.3538 0.3606 0.1722 1.4884 0.0400 1.3455 0.0620 -#> 145: 92.4207 -5.6541 -0.0746 2.3873 -0.9633 0.6750 2.6655 0.3361 0.3426 0.1718 1.4981 0.0416 1.2440 0.0685 -#> 146: 92.3058 -5.6608 -0.0731 2.3755 -0.9732 0.6412 2.5322 0.3193 0.3304 0.1719 1.6391 0.0348 1.1788 0.0743 -#> 147: 92.4067 -5.7615 -0.0746 2.3775 -0.9903 0.6091 2.4056 0.3148 0.3311 0.1709 1.6695 0.0314 1.2931 0.0676 -#> 148: 92.3739 -5.8812 -0.0820 2.3644 -0.9823 0.5787 2.7260 0.3332 0.3296 0.1794 1.6168 0.0303 1.3206 0.0670 -#> 149: 92.4456 -5.8277 -0.0921 2.3508 -0.9924 0.5498 2.8750 0.3368 0.3305 0.1917 1.5602 0.0302 1.3622 0.0608 -#> 150: 92.5049 -5.7964 -0.1003 2.3353 -0.9809 0.5223 2.7312 0.3291 0.3634 0.1874 1.5035 0.0301 1.4002 0.0615 -#> 151: 92.3292 -6.0377 -0.1039 2.3301 -0.9866 0.4962 3.3342 0.3348 0.3626 0.1780 1.4819 0.0298 1.3217 0.0672 -#> 152: 92.3747 -6.0460 -0.1023 2.3154 -1.0242 0.5079 3.4530 0.3371 0.3518 0.1674 1.6034 0.0296 1.2304 0.0749 -#> 153: 92.3909 -5.8707 -0.1008 2.3284 -0.9897 0.5623 2.8180 0.3480 0.3792 0.1749 1.4953 0.0291 1.3442 0.0677 -#> 154: 92.2532 -5.9313 -0.0991 2.3232 -0.9839 0.5340 3.3946 0.3502 0.3723 0.1729 1.4837 0.0280 1.1452 0.0776 -#> 155: 92.1782 -6.1012 -0.0988 2.3339 -0.9600 0.3900 3.9676 0.3593 0.3704 0.1531 1.4927 0.0286 1.1848 0.0730 -#> 156: 92.2225 -5.8387 -0.0991 2.3393 -0.9459 0.3294 3.0685 0.3598 0.3808 0.1568 1.5540 0.0318 1.3419 0.0671 -#> 157: 92.2411 -5.7045 -0.1038 2.3578 -0.9252 0.2797 2.5238 0.3716 0.3579 0.1653 1.4704 0.0373 1.1959 0.0686 -#> 158: 92.2865 -5.6692 -0.1009 2.3771 -0.9532 0.2840 2.4144 0.3592 0.3610 0.1641 1.5065 0.0389 1.1780 0.0674 -#> 159: 92.2771 -5.7526 -0.0782 2.3632 -0.9771 0.2996 2.7295 0.3357 0.3779 0.1606 1.5818 0.0366 1.1512 0.0781 -#> 160: 92.3400 -5.8039 -0.0811 2.3615 -0.9453 0.2707 2.7305 0.3373 0.3834 0.1528 1.4765 0.0370 1.1427 0.0756 -#> 161: 92.4180 -5.7448 -0.0961 2.3653 -0.9508 0.2965 2.6051 0.3666 0.3833 0.1647 1.4581 0.0364 0.9817 0.0827 -#> 162: 92.4487 -5.8952 -0.0889 2.3460 -0.9646 0.2370 3.1413 0.3460 0.3801 0.1571 1.4528 0.0346 1.0006 0.0798 -#> 163: 92.5251 -5.8567 -0.0987 2.3342 -0.9615 0.1453 2.9917 0.3535 0.3735 0.1452 1.4521 0.0330 1.0498 0.0766 -#> 164: 92.5949 -6.1580 -0.1008 2.3332 -0.9749 0.1095 4.1797 0.3586 0.3767 0.1355 1.4659 0.0310 1.0218 0.0797 -#> 165: 92.5794 -6.0542 -0.1001 2.3321 -0.9795 0.1332 4.2924 0.3588 0.3752 0.1386 1.4858 0.0313 0.9836 0.0812 -#> 166: 92.6686 -6.0065 -0.0960 2.3623 -0.9532 0.1465 4.0810 0.3439 0.3683 0.1647 1.3929 0.0372 0.9354 0.0837 -#> 167: 92.7086 -6.2096 -0.0895 2.3656 -0.9552 0.1938 4.6857 0.3325 0.3519 0.1681 1.4281 0.0362 1.0329 0.0784 -#> 168: 92.6096 -6.0709 -0.0880 2.3595 -0.9474 0.2141 4.1277 0.3379 0.3527 0.1620 1.4264 0.0347 0.9627 0.0836 -#> 169: 92.5365 -5.9418 -0.0919 2.3546 -0.9575 0.3620 3.7767 0.3489 0.3589 0.1609 1.4761 0.0360 1.1348 0.0745 -#> 170: 92.6270 -5.8404 -0.0935 2.3562 -0.9517 0.3312 3.2506 0.3552 0.3607 0.1560 1.4506 0.0383 1.0731 0.0722 -#> 171: 92.5606 -5.9213 -0.0899 2.3513 -0.9554 0.4399 3.5587 0.3599 0.3646 0.1385 1.4779 0.0349 0.9844 0.0775 -#> 172: 92.3630 -5.7066 -0.0765 2.3798 -0.9314 0.5208 2.5578 0.3458 0.3657 0.1547 1.4900 0.0348 1.0485 0.0765 -#> 173: 92.2527 -5.5811 -0.0713 2.4173 -0.9221 0.8674 2.2100 0.3448 0.3370 0.1513 1.5403 0.0445 1.4403 0.0518 -#> 174: 92.3852 -5.5348 -0.0712 2.4066 -0.9033 0.7543 2.1568 0.3457 0.3324 0.1482 1.5322 0.0407 1.2744 0.0623 -#> 175: 92.4798 -5.5494 -0.0712 2.4004 -0.9100 0.5675 2.0147 0.3457 0.3333 0.1629 1.5229 0.0383 1.2917 0.0655 -#> 176: 92.5881 -5.5613 -0.0675 2.4180 -0.9188 0.4011 2.0736 0.3413 0.3487 0.1781 1.5149 0.0389 1.1499 0.0669 -#> 177: 92.6015 -5.4951 -0.0494 2.4324 -0.9525 0.4992 1.9009 0.3629 0.3353 0.1919 1.4881 0.0393 1.2289 0.0650 -#> 178: 92.6317 -5.4943 -0.0505 2.4373 -0.9298 0.5087 1.6116 0.3631 0.3324 0.1906 1.4475 0.0454 1.0764 0.0701 -#> 179: 92.7043 -5.5326 -0.0419 2.4386 -0.9376 0.4350 1.8241 0.3577 0.3757 0.1991 1.4445 0.0424 0.9626 0.0833 -#> 180: 92.7457 -5.5591 -0.0371 2.4684 -0.9450 0.3973 1.7797 0.3507 0.3707 0.1944 1.4392 0.0415 1.0784 0.0764 -#> 181: 92.6287 -5.5741 -0.0368 2.4489 -0.9459 0.4744 1.8016 0.3502 0.3544 0.1970 1.4317 0.0392 0.9225 0.0848 -#> 182: 92.6121 -5.5593 -0.0316 2.4610 -0.9345 0.6054 1.9206 0.3492 0.3538 0.1855 1.4410 0.0367 0.8977 0.0878 -#> 183: 92.4258 -5.4737 -0.0393 2.4592 -0.9319 0.8062 1.7845 0.3528 0.3544 0.1649 1.4545 0.0409 1.0723 0.0751 -#> 184: 92.3939 -5.5961 -0.0479 2.4268 -0.9435 1.0246 2.2534 0.3497 0.3289 0.1363 1.5022 0.0370 1.1058 0.0729 -#> 185: 92.4673 -5.5415 -0.0525 2.4157 -0.9058 0.8296 2.2848 0.3406 0.3314 0.1706 1.4935 0.0367 1.1362 0.0722 -#> 186: 92.4122 -5.6594 -0.0574 2.4466 -0.9430 0.9133 2.3350 0.3327 0.3596 0.1506 1.4450 0.0404 1.2273 0.0629 -#> 187: 92.5416 -5.5472 -0.0521 2.4393 -0.9261 0.9731 1.9228 0.3208 0.3673 0.1421 1.4890 0.0409 1.2553 0.0626 -#> 188: 92.5502 -5.6425 -0.0591 2.4345 -0.9246 0.9315 2.2041 0.3184 0.3639 0.1319 1.4896 0.0392 1.0986 0.0684 -#> 189: 92.4180 -5.6737 -0.0504 2.4448 -0.9191 0.9006 2.4647 0.3102 0.3743 0.1648 1.4649 0.0397 1.1320 0.0742 -#> 190: 92.5821 -5.5823 -0.0363 2.4588 -0.9205 0.9862 2.2692 0.2820 0.4087 0.1459 1.3938 0.0412 0.9562 0.0815 -#> 191: 92.3708 -5.5825 -0.0418 2.4621 -0.9231 0.9867 2.4743 0.2890 0.4196 0.1445 1.4619 0.0403 0.9630 0.0811 -#> 192: 92.2628 -5.5337 -0.0366 2.4392 -0.9194 0.6944 2.2771 0.2909 0.4169 0.1279 1.4745 0.0363 0.8601 0.0892 -#> 193: 92.4854 -5.6303 -0.0352 2.4484 -0.9316 0.4403 2.3253 0.2928 0.4109 0.1282 1.4768 0.0399 0.8886 0.0871 -#> 194: 92.4900 -5.5824 -0.0372 2.4648 -0.9451 0.4891 2.6428 0.2899 0.4160 0.1331 1.5124 0.0412 0.9340 0.0853 -#> 195: 92.4685 -5.7658 -0.0357 2.4659 -0.9217 0.4549 3.3767 0.2921 0.4171 0.1552 1.5062 0.0396 1.0336 0.0817 -#> 196: 92.4125 -5.7544 -0.0255 2.4834 -0.9230 0.4146 3.1963 0.3000 0.4369 0.1501 1.4560 0.0430 0.9942 0.0813 -#> 197: 92.3284 -5.9347 -0.0305 2.4860 -0.9448 0.4115 3.5642 0.3129 0.4314 0.1740 1.3441 0.0473 1.0954 0.0723 -#> 198: 92.3428 -5.9255 -0.0266 2.4822 -0.9463 0.3258 3.4818 0.3185 0.4163 0.1716 1.3868 0.0447 0.9452 0.0788 -#> 199: 92.1692 -6.0683 -0.0227 2.4860 -0.9495 0.2685 4.4044 0.3149 0.4064 0.1824 1.3558 0.0478 1.0294 0.0749 -#> 200: 92.0965 -6.1541 -0.0261 2.4793 -0.9288 0.2210 4.4026 0.3265 0.4200 0.1772 1.3348 0.0441 1.0018 0.0761 -#> 201: 92.1362 -6.1170 -0.0244 2.4776 -0.9237 0.1801 4.4160 0.3276 0.4303 0.1732 1.3479 0.0418 0.9419 0.0809 -#> 202: 92.1114 -6.0898 -0.0233 2.4862 -0.9253 0.1506 4.4494 0.3286 0.4305 0.1656 1.3473 0.0440 0.9394 0.0802 -#> 203: 92.0893 -6.1307 -0.0233 2.4894 -0.9258 0.1510 4.7958 0.3310 0.4233 0.1673 1.3396 0.0457 0.9617 0.0788 -#> 204: 92.0870 -6.0914 -0.0230 2.4867 -0.9234 0.1589 4.6265 0.3316 0.4237 0.1643 1.3478 0.0456 0.9509 0.0793 -#> 205: 92.0800 -6.0960 -0.0228 2.4867 -0.9256 0.1613 4.6319 0.3321 0.4226 0.1623 1.3399 0.0463 0.9547 0.0789 -#> 206: 92.1037 -6.0869 -0.0238 2.4833 -0.9264 0.1648 4.5547 0.3341 0.4186 0.1606 1.3351 0.0466 0.9453 0.0797 -#> 207: 92.1212 -6.0561 -0.0247 2.4821 -0.9299 0.1677 4.3736 0.3363 0.4150 0.1602 1.3394 0.0467 0.9552 0.0790 -#> 208: 92.1203 -6.0351 -0.0260 2.4804 -0.9309 0.1616 4.2520 0.3369 0.4120 0.1613 1.3366 0.0466 0.9667 0.0785 -#> 209: 92.1169 -6.0133 -0.0277 2.4792 -0.9300 0.1596 4.1237 0.3352 0.4111 0.1616 1.3344 0.0464 0.9741 0.0778 -#> 210: 92.1195 -5.9866 -0.0289 2.4752 -0.9287 0.1586 3.9853 0.3352 0.4091 0.1602 1.3410 0.0461 0.9708 0.0778 -#> 211: 92.1243 -5.9458 -0.0316 2.4687 -0.9287 0.1606 3.8383 0.3366 0.4094 0.1607 1.3525 0.0455 0.9759 0.0778 -#> 212: 92.1384 -5.9338 -0.0345 2.4640 -0.9280 0.1635 3.7875 0.3375 0.4105 0.1594 1.3589 0.0454 0.9800 0.0776 -#> 213: 92.1481 -5.9191 -0.0379 2.4587 -0.9269 0.1629 3.7150 0.3375 0.4100 0.1586 1.3673 0.0449 0.9839 0.0775 -#> 214: 92.1523 -5.9189 -0.0408 2.4542 -0.9270 0.1593 3.7061 0.3375 0.4092 0.1579 1.3731 0.0446 0.9847 0.0773 -#> 215: 92.1548 -5.9183 -0.0429 2.4499 -0.9269 0.1604 3.7075 0.3369 0.4095 0.1574 1.3765 0.0442 0.9821 0.0775 -#> 216: 92.1547 -5.9171 -0.0450 2.4455 -0.9270 0.1600 3.6967 0.3368 0.4100 0.1571 1.3811 0.0438 0.9830 0.0776 -#> 217: 92.1556 -5.9141 -0.0468 2.4422 -0.9281 0.1580 3.6732 0.3361 0.4102 0.1578 1.3864 0.0435 0.9995 0.0770 -#> 218: 92.1587 -5.9173 -0.0477 2.4395 -0.9287 0.1545 3.6822 0.3351 0.4112 0.1580 1.3882 0.0432 1.0001 0.0772 -#> 219: 92.1590 -5.9188 -0.0483 2.4374 -0.9303 0.1540 3.6595 0.3341 0.4132 0.1578 1.3889 0.0430 0.9983 0.0775 -#> 220: 92.1614 -5.9303 -0.0493 2.4353 -0.9321 0.1559 3.6914 0.3336 0.4141 0.1581 1.3914 0.0427 1.0003 0.0775 -#> 221: 92.1657 -5.9455 -0.0504 2.4328 -0.9344 0.1585 3.7569 0.3329 0.4140 0.1591 1.3938 0.0424 1.0064 0.0773 -#> 222: 92.1697 -5.9320 -0.0515 2.4306 -0.9358 0.1617 3.6783 0.3321 0.4145 0.1600 1.3992 0.0421 1.0107 0.0772 -#> 223: 92.1754 -5.9205 -0.0525 2.4280 -0.9375 0.1630 3.6233 0.3313 0.4158 0.1604 1.4072 0.0416 1.0216 0.0770 -#> 224: 92.1809 -5.9149 -0.0534 2.4264 -0.9386 0.1623 3.5812 0.3306 0.4167 0.1607 1.4130 0.0413 1.0349 0.0764 -#> 225: 92.1872 -5.9099 -0.0543 2.4243 -0.9390 0.1619 3.5446 0.3299 0.4174 0.1607 1.4152 0.0411 1.0348 0.0766 -#> 226: 92.1935 -5.9046 -0.0554 2.4224 -0.9396 0.1631 3.5046 0.3299 0.4183 0.1608 1.4157 0.0409 1.0375 0.0766 -#> 227: 92.2026 -5.8964 -0.0567 2.4198 -0.9400 0.1637 3.4591 0.3303 0.4183 0.1614 1.4144 0.0408 1.0444 0.0763 -#> 228: 92.2069 -5.8852 -0.0578 2.4175 -0.9407 0.1633 3.4091 0.3308 0.4185 0.1621 1.4144 0.0407 1.0485 0.0763 -#> 229: 92.2122 -5.8844 -0.0591 2.4145 -0.9418 0.1631 3.3899 0.3314 0.4194 0.1622 1.4173 0.0404 1.0514 0.0763 -#> 230: 92.2183 -5.8907 -0.0604 2.4116 -0.9416 0.1640 3.4053 0.3319 0.4202 0.1616 1.4200 0.0401 1.0527 0.0764 -#> 231: 92.2246 -5.8895 -0.0619 2.4087 -0.9422 0.1651 3.3985 0.3323 0.4208 0.1609 1.4234 0.0400 1.0560 0.0762 -#> 232: 92.2282 -5.8840 -0.0632 2.4058 -0.9423 0.1641 3.3771 0.3327 0.4215 0.1609 1.4266 0.0398 1.0585 0.0762 -#> 233: 92.2294 -5.8775 -0.0645 2.4032 -0.9424 0.1620 3.3481 0.3335 0.4216 0.1607 1.4311 0.0395 1.0600 0.0763 -#> 234: 92.2311 -5.8709 -0.0658 2.4006 -0.9421 0.1626 3.3242 0.3343 0.4220 0.1602 1.4340 0.0393 1.0604 0.0764 -#> 235: 92.2312 -5.8656 -0.0668 2.3985 -0.9420 0.1608 3.3023 0.3350 0.4225 0.1596 1.4381 0.0391 1.0600 0.0765 -#> 236: 92.2289 -5.8633 -0.0675 2.3974 -0.9423 0.1599 3.2811 0.3352 0.4227 0.1589 1.4392 0.0390 1.0594 0.0765 -#> 237: 92.2251 -5.8641 -0.0683 2.3960 -0.9435 0.1586 3.2734 0.3351 0.4226 0.1588 1.4403 0.0389 1.0623 0.0765 -#> 238: 92.2242 -5.8633 -0.0690 2.3949 -0.9443 0.1579 3.2547 0.3349 0.4230 0.1590 1.4409 0.0389 1.0659 0.0765 -#> 239: 92.2250 -5.8612 -0.0693 2.3951 -0.9449 0.1558 3.2309 0.3346 0.4234 0.1599 1.4396 0.0389 1.0740 0.0762 -#> 240: 92.2264 -5.8597 -0.0696 2.3949 -0.9446 0.1550 3.2124 0.3342 0.4234 0.1603 1.4401 0.0388 1.0791 0.0760 -#> 241: 92.2281 -5.8562 -0.0699 2.3948 -0.9449 0.1544 3.1933 0.3339 0.4236 0.1604 1.4411 0.0388 1.0825 0.0760 -#> 242: 92.2289 -5.8512 -0.0703 2.3942 -0.9450 0.1534 3.1709 0.3338 0.4235 0.1606 1.4421 0.0388 1.0870 0.0760 -#> 243: 92.2296 -5.8489 -0.0708 2.3934 -0.9446 0.1531 3.1689 0.3342 0.4230 0.1605 1.4423 0.0387 1.0876 0.0760 -#> 244: 92.2311 -5.8446 -0.0715 2.3929 -0.9443 0.1528 3.1630 0.3349 0.4228 0.1604 1.4429 0.0387 1.0916 0.0759 -#> 245: 92.2338 -5.8421 -0.0718 2.3924 -0.9443 0.1528 3.1616 0.3352 0.4224 0.1610 1.4438 0.0387 1.0980 0.0755 -#> 246: 92.2361 -5.8389 -0.0721 2.3918 -0.9439 0.1525 3.1525 0.3354 0.4216 0.1620 1.4438 0.0388 1.1018 0.0753 -#> 247: 92.2374 -5.8388 -0.0724 2.3917 -0.9434 0.1510 3.1605 0.3356 0.4212 0.1629 1.4438 0.0389 1.1050 0.0751 -#> 248: 92.2360 -5.8367 -0.0728 2.3918 -0.9432 0.1505 3.1559 0.3360 0.4207 0.1638 1.4437 0.0389 1.1090 0.0748 -#> 249: 92.2361 -5.8351 -0.0732 2.3914 -0.9435 0.1499 3.1521 0.3363 0.4204 0.1646 1.4433 0.0389 1.1117 0.0748 -#> 250: 92.2353 -5.8349 -0.0733 2.3906 -0.9436 0.1502 3.1607 0.3365 0.4202 0.1646 1.4457 0.0388 1.1107 0.0749 -#> 251: 92.2343 -5.8318 -0.0736 2.3903 -0.9430 0.1494 3.1513 0.3367 0.4201 0.1648 1.4453 0.0387 1.1093 0.0750 -#> 252: 92.2356 -5.8244 -0.0739 2.3895 -0.9424 0.1477 3.1240 0.3369 0.4200 0.1651 1.4460 0.0386 1.1083 0.0750 -#> 253: 92.2367 -5.8188 -0.0742 2.3890 -0.9423 0.1465 3.1025 0.3369 0.4200 0.1649 1.4477 0.0385 1.1092 0.0750 -#> 254: 92.2392 -5.8154 -0.0747 2.3880 -0.9421 0.1458 3.0888 0.3372 0.4195 0.1644 1.4494 0.0384 1.1080 0.0750 -#> 255: 92.2404 -5.8131 -0.0751 2.3870 -0.9417 0.1451 3.0778 0.3375 0.4191 0.1639 1.4501 0.0383 1.1070 0.0751 -#> 256: 92.2408 -5.8109 -0.0753 2.3867 -0.9413 0.1445 3.0740 0.3376 0.4192 0.1633 1.4510 0.0382 1.1064 0.0751 -#> 257: 92.2413 -5.8066 -0.0754 2.3866 -0.9409 0.1446 3.0636 0.3376 0.4191 0.1628 1.4522 0.0382 1.1080 0.0750 -#> 258: 92.2412 -5.8035 -0.0754 2.3869 -0.9404 0.1436 3.0502 0.3372 0.4191 0.1623 1.4534 0.0381 1.1057 0.0751 -#> 259: 92.2399 -5.7996 -0.0753 2.3871 -0.9399 0.1427 3.0357 0.3370 0.4195 0.1621 1.4540 0.0380 1.1037 0.0752 -#> 260: 92.2389 -5.7955 -0.0755 2.3872 -0.9391 0.1420 3.0251 0.3366 0.4199 0.1619 1.4555 0.0380 1.1041 0.0752 -#> 261: 92.2378 -5.7941 -0.0755 2.3875 -0.9385 0.1412 3.0240 0.3362 0.4201 0.1613 1.4575 0.0380 1.1048 0.0751 -#> 262: 92.2361 -5.7920 -0.0756 2.3879 -0.9379 0.1407 3.0182 0.3358 0.4205 0.1607 1.4581 0.0381 1.1047 0.0750 -#> 263: 92.2338 -5.7891 -0.0754 2.3883 -0.9375 0.1407 3.0072 0.3356 0.4211 0.1603 1.4585 0.0381 1.1041 0.0750 -#> 264: 92.2313 -5.7882 -0.0752 2.3886 -0.9371 0.1407 3.0009 0.3355 0.4217 0.1601 1.4574 0.0381 1.1036 0.0750 -#> 265: 92.2312 -5.7843 -0.0752 2.3883 -0.9372 0.1402 2.9872 0.3358 0.4220 0.1599 1.4577 0.0381 1.1026 0.0750 -#> 266: 92.2312 -5.7800 -0.0753 2.3880 -0.9370 0.1396 2.9708 0.3363 0.4223 0.1597 1.4584 0.0381 1.1019 0.0750 -#> 267: 92.2306 -5.7785 -0.0755 2.3878 -0.9372 0.1397 2.9619 0.3368 0.4227 0.1595 1.4578 0.0381 1.1021 0.0750 -#> 268: 92.2287 -5.7803 -0.0758 2.3870 -0.9372 0.1394 2.9777 0.3375 0.4226 0.1594 1.4578 0.0380 1.1032 0.0749 -#> 269: 92.2265 -5.7804 -0.0761 2.3865 -0.9371 0.1399 2.9816 0.3382 0.4226 0.1592 1.4589 0.0380 1.1058 0.0747 -#> 270: 92.2236 -5.7811 -0.0765 2.3860 -0.9369 0.1411 2.9893 0.3386 0.4227 0.1591 1.4597 0.0380 1.1081 0.0745 -#> 271: 92.2211 -5.7793 -0.0769 2.3852 -0.9365 0.1421 2.9888 0.3390 0.4228 0.1591 1.4606 0.0379 1.1083 0.0745 -#> 272: 92.2187 -5.7773 -0.0773 2.3845 -0.9361 0.1423 2.9810 0.3396 0.4232 0.1589 1.4617 0.0378 1.1076 0.0746 -#> 273: 92.2164 -5.7769 -0.0776 2.3838 -0.9356 0.1427 2.9809 0.3402 0.4240 0.1589 1.4615 0.0378 1.1073 0.0746 -#> 274: 92.2145 -5.7763 -0.0778 2.3836 -0.9355 0.1434 2.9795 0.3407 0.4248 0.1589 1.4615 0.0378 1.1069 0.0746 -#> 275: 92.2133 -5.7762 -0.0779 2.3836 -0.9352 0.1436 2.9837 0.3410 0.4253 0.1589 1.4621 0.0378 1.1064 0.0746 -#> 276: 92.2123 -5.7764 -0.0781 2.3835 -0.9348 0.1431 2.9889 0.3414 0.4255 0.1589 1.4632 0.0378 1.1073 0.0746 -#> 277: 92.2113 -5.7771 -0.0781 2.3839 -0.9347 0.1423 2.9925 0.3423 0.4264 0.1589 1.4630 0.0378 1.1104 0.0744 -#> 278: 92.2099 -5.7774 -0.0780 2.3841 -0.9349 0.1418 2.9927 0.3429 0.4270 0.1590 1.4634 0.0378 1.1127 0.0742 -#> 279: 92.2087 -5.7798 -0.0779 2.3844 -0.9352 0.1413 2.9997 0.3437 0.4276 0.1590 1.4630 0.0378 1.1133 0.0742 -#> 280: 92.2077 -5.7802 -0.0778 2.3841 -0.9358 0.1407 2.9971 0.3445 0.4284 0.1586 1.4634 0.0378 1.1136 0.0742 -#> 281: 92.2061 -5.7814 -0.0777 2.3837 -0.9362 0.1401 3.0004 0.3452 0.4291 0.1582 1.4629 0.0378 1.1133 0.0743 -#> 282: 92.2058 -5.7802 -0.0777 2.3834 -0.9363 0.1386 2.9994 0.3459 0.4297 0.1579 1.4634 0.0378 1.1126 0.0743 -#> 283: 92.2057 -5.7780 -0.0778 2.3828 -0.9361 0.1376 2.9917 0.3469 0.4298 0.1576 1.4645 0.0378 1.1147 0.0742 -#> 284: 92.2051 -5.7788 -0.0780 2.3824 -0.9360 0.1367 2.9968 0.3479 0.4300 0.1573 1.4647 0.0378 1.1149 0.0741 -#> 285: 92.2041 -5.7793 -0.0782 2.3821 -0.9362 0.1359 2.9941 0.3487 0.4302 0.1573 1.4653 0.0378 1.1164 0.0740 -#> 286: 92.2040 -5.7803 -0.0783 2.3819 -0.9364 0.1352 2.9957 0.3495 0.4304 0.1573 1.4655 0.0378 1.1180 0.0738 -#> 287: 92.2044 -5.7809 -0.0784 2.3817 -0.9365 0.1348 2.9961 0.3502 0.4304 0.1572 1.4657 0.0379 1.1178 0.0738 -#> 288: 92.2043 -5.7835 -0.0785 2.3814 -0.9366 0.1350 3.0073 0.3509 0.4304 0.1572 1.4658 0.0379 1.1184 0.0738 -#> 289: 92.2041 -5.7845 -0.0787 2.3809 -0.9364 0.1347 3.0126 0.3516 0.4304 0.1571 1.4653 0.0379 1.1190 0.0737 -#> 290: 92.2032 -5.7852 -0.0788 2.3807 -0.9363 0.1349 3.0161 0.3521 0.4304 0.1568 1.4656 0.0379 1.1191 0.0737 -#> 291: 92.2019 -5.7848 -0.0790 2.3802 -0.9363 0.1356 3.0155 0.3528 0.4300 0.1565 1.4664 0.0380 1.1210 0.0736 -#> 292: 92.2012 -5.7846 -0.0792 2.3799 -0.9363 0.1361 3.0167 0.3535 0.4296 0.1563 1.4670 0.0380 1.1223 0.0735 -#> 293: 92.2007 -5.7845 -0.0793 2.3795 -0.9363 0.1365 3.0175 0.3542 0.4291 0.1561 1.4681 0.0380 1.1236 0.0734 -#> 294: 92.2009 -5.7850 -0.0795 2.3791 -0.9360 0.1365 3.0189 0.3550 0.4287 0.1560 1.4682 0.0380 1.1243 0.0733 -#> 295: 92.2009 -5.7865 -0.0797 2.3786 -0.9360 0.1360 3.0279 0.3556 0.4286 0.1558 1.4689 0.0380 1.1243 0.0734 -#> 296: 92.2007 -5.7878 -0.0798 2.3781 -0.9362 0.1358 3.0345 0.3562 0.4283 0.1555 1.4694 0.0379 1.1247 0.0734 -#> 297: 92.1992 -5.7891 -0.0801 2.3774 -0.9364 0.1358 3.0403 0.3568 0.4278 0.1554 1.4699 0.0379 1.1267 0.0734 -#> 298: 92.1978 -5.7892 -0.0803 2.3768 -0.9366 0.1357 3.0383 0.3573 0.4274 0.1553 1.4706 0.0378 1.1276 0.0734 -#> 299: 92.1968 -5.7906 -0.0805 2.3763 -0.9369 0.1353 3.0408 0.3579 0.4269 0.1553 1.4712 0.0378 1.1282 0.0733 -#> 300: 92.1954 -5.7929 -0.0807 2.3760 -0.9369 0.1352 3.0477 0.3583 0.4265 0.1551 1.4716 0.0379 1.1286 0.0733 -#> 301: 92.1941 -5.7934 -0.0809 2.3757 -0.9369 0.1352 3.0483 0.3588 0.4261 0.1548 1.4727 0.0378 1.1288 0.0732 -#> 302: 92.1929 -5.7949 -0.0811 2.3754 -0.9370 0.1354 3.0560 0.3592 0.4256 0.1548 1.4728 0.0379 1.1296 0.0731 -#> 303: 92.1919 -5.7972 -0.0813 2.3751 -0.9368 0.1352 3.0671 0.3597 0.4250 0.1550 1.4730 0.0379 1.1302 0.0731 -#> 304: 92.1906 -5.8018 -0.0814 2.3750 -0.9368 0.1349 3.0935 0.3602 0.4245 0.1552 1.4731 0.0379 1.1314 0.0730 -#> 305: 92.1897 -5.8063 -0.0817 2.3744 -0.9370 0.1350 3.1211 0.3606 0.4238 0.1554 1.4727 0.0379 1.1323 0.0730 -#> 306: 92.1896 -5.8116 -0.0820 2.3740 -0.9373 0.1347 3.1571 0.3610 0.4233 0.1555 1.4727 0.0379 1.1351 0.0728 -#> 307: 92.1895 -5.8156 -0.0822 2.3735 -0.9373 0.1341 3.1826 0.3613 0.4226 0.1552 1.4741 0.0379 1.1374 0.0726 -#> 308: 92.1899 -5.8202 -0.0824 2.3732 -0.9376 0.1338 3.2124 0.3617 0.4220 0.1554 1.4745 0.0379 1.1408 0.0724 -#> 309: 92.1903 -5.8232 -0.0827 2.3728 -0.9377 0.1337 3.2330 0.3620 0.4213 0.1554 1.4749 0.0379 1.1419 0.0724 -#> 310: 92.1902 -5.8249 -0.0828 2.3727 -0.9378 0.1335 3.2463 0.3621 0.4207 0.1554 1.4752 0.0379 1.1435 0.0723 -#> 311: 92.1910 -5.8267 -0.0828 2.3726 -0.9378 0.1335 3.2581 0.3623 0.4200 0.1554 1.4754 0.0379 1.1441 0.0722 -#> 312: 92.1918 -5.8271 -0.0829 2.3726 -0.9378 0.1333 3.2567 0.3624 0.4195 0.1552 1.4751 0.0380 1.1432 0.0723 -#> 313: 92.1926 -5.8260 -0.0829 2.3725 -0.9380 0.1334 3.2497 0.3626 0.4190 0.1552 1.4751 0.0380 1.1434 0.0723 -#> 314: 92.1934 -5.8256 -0.0829 2.3724 -0.9381 0.1330 3.2426 0.3628 0.4185 0.1553 1.4746 0.0380 1.1441 0.0722 -#> 315: 92.1938 -5.8237 -0.0829 2.3724 -0.9384 0.1326 3.2327 0.3630 0.4179 0.1555 1.4746 0.0380 1.1468 0.0721 -#> 316: 92.1950 -5.8235 -0.0829 2.3722 -0.9385 0.1324 3.2283 0.3631 0.4172 0.1557 1.4745 0.0380 1.1476 0.0721 -#> 317: 92.1963 -5.8239 -0.0829 2.3722 -0.9385 0.1322 3.2260 0.3633 0.4167 0.1560 1.4741 0.0380 1.1481 0.0721 -#> 318: 92.1975 -5.8242 -0.0829 2.3722 -0.9387 0.1321 3.2240 0.3634 0.4163 0.1559 1.4740 0.0380 1.1477 0.0722 -#> 319: 92.1990 -5.8250 -0.0829 2.3721 -0.9387 0.1320 3.2215 0.3634 0.4159 0.1560 1.4736 0.0381 1.1496 0.0720 -#> 320: 92.2003 -5.8256 -0.0829 2.3722 -0.9386 0.1322 3.2199 0.3635 0.4155 0.1561 1.4730 0.0381 1.1508 0.0719 -#> 321: 92.2018 -5.8249 -0.0829 2.3723 -0.9386 0.1326 3.2150 0.3635 0.4151 0.1562 1.4727 0.0381 1.1514 0.0718 -#> 322: 92.2031 -5.8239 -0.0829 2.3724 -0.9386 0.1333 3.2081 0.3635 0.4147 0.1561 1.4729 0.0381 1.1527 0.0717 -#> 323: 92.2045 -5.8244 -0.0829 2.3725 -0.9384 0.1336 3.2065 0.3635 0.4143 0.1562 1.4729 0.0381 1.1541 0.0716 -#> 324: 92.2060 -5.8228 -0.0828 2.3726 -0.9383 0.1339 3.1996 0.3635 0.4139 0.1562 1.4729 0.0382 1.1562 0.0714 -#> 325: 92.2071 -5.8212 -0.0828 2.3727 -0.9383 0.1339 3.1921 0.3636 0.4135 0.1563 1.4733 0.0382 1.1580 0.0713 -#> 326: 92.2083 -5.8201 -0.0826 2.3728 -0.9382 0.1340 3.1888 0.3639 0.4134 0.1562 1.4734 0.0382 1.1587 0.0713 -#> 327: 92.2095 -5.8185 -0.0825 2.3729 -0.9379 0.1340 3.1831 0.3641 0.4134 0.1562 1.4737 0.0382 1.1592 0.0713 -#> 328: 92.2105 -5.8188 -0.0823 2.3731 -0.9379 0.1338 3.1836 0.3643 0.4132 0.1561 1.4736 0.0383 1.1589 0.0713 -#> 329: 92.2115 -5.8182 -0.0821 2.3732 -0.9381 0.1339 3.1807 0.3646 0.4129 0.1561 1.4737 0.0383 1.1585 0.0713 -#> 330: 92.2127 -5.8181 -0.0819 2.3734 -0.9381 0.1338 3.1827 0.3648 0.4127 0.1563 1.4735 0.0383 1.1578 0.0714 -#> 331: 92.2134 -5.8180 -0.0815 2.3739 -0.9381 0.1340 3.1837 0.3647 0.4128 0.1566 1.4735 0.0383 1.1575 0.0714 -#> 332: 92.2136 -5.8184 -0.0811 2.3746 -0.9379 0.1340 3.1847 0.3647 0.4130 0.1570 1.4728 0.0384 1.1577 0.0714 -#> 333: 92.2133 -5.8180 -0.0807 2.3753 -0.9376 0.1340 3.1853 0.3646 0.4132 0.1572 1.4725 0.0384 1.1573 0.0714 -#> 334: 92.2136 -5.8173 -0.0803 2.3760 -0.9374 0.1342 3.1838 0.3645 0.4133 0.1576 1.4720 0.0385 1.1570 0.0714 -#> 335: 92.2139 -5.8187 -0.0800 2.3769 -0.9372 0.1344 3.1947 0.3643 0.4135 0.1576 1.4714 0.0386 1.1567 0.0714 -#> 336: 92.2134 -5.8198 -0.0796 2.3777 -0.9370 0.1348 3.2008 0.3641 0.4135 0.1577 1.4706 0.0387 1.1557 0.0714 -#> 337: 92.2130 -5.8201 -0.0792 2.3784 -0.9370 0.1357 3.2050 0.3640 0.4137 0.1579 1.4703 0.0388 1.1558 0.0714 -#> 338: 92.2130 -5.8190 -0.0787 2.3791 -0.9368 0.1362 3.2036 0.3638 0.4139 0.1580 1.4708 0.0388 1.1558 0.0714 -#> 339: 92.2132 -5.8177 -0.0783 2.3798 -0.9368 0.1369 3.2006 0.3637 0.4142 0.1581 1.4712 0.0388 1.1551 0.0714 -#> 340: 92.2137 -5.8167 -0.0778 2.3806 -0.9366 0.1376 3.1984 0.3636 0.4143 0.1581 1.4712 0.0388 1.1540 0.0715 -#> 341: 92.2141 -5.8145 -0.0773 2.3814 -0.9364 0.1378 3.1916 0.3635 0.4142 0.1581 1.4712 0.0389 1.1529 0.0715 -#> 342: 92.2142 -5.8123 -0.0769 2.3821 -0.9364 0.1383 3.1840 0.3634 0.4142 0.1581 1.4718 0.0389 1.1513 0.0716 -#> 343: 92.2139 -5.8109 -0.0764 2.3830 -0.9364 0.1389 3.1806 0.3632 0.4142 0.1581 1.4721 0.0389 1.1501 0.0716 -#> 344: 92.2137 -5.8117 -0.0759 2.3839 -0.9366 0.1390 3.1830 0.3631 0.4144 0.1582 1.4711 0.0390 1.1492 0.0717 -#> 345: 92.2133 -5.8118 -0.0754 2.3849 -0.9368 0.1391 3.1827 0.3630 0.4146 0.1582 1.4703 0.0391 1.1488 0.0717 -#> 346: 92.2127 -5.8113 -0.0748 2.3858 -0.9369 0.1389 3.1793 0.3629 0.4147 0.1581 1.4700 0.0391 1.1475 0.0717 -#> 347: 92.2121 -5.8107 -0.0743 2.3867 -0.9371 0.1386 3.1748 0.3628 0.4149 0.1579 1.4701 0.0392 1.1463 0.0718 -#> 348: 92.2106 -5.8109 -0.0738 2.3876 -0.9374 0.1385 3.1726 0.3626 0.4151 0.1577 1.4704 0.0392 1.1453 0.0719 -#> 349: 92.2096 -5.8111 -0.0732 2.3883 -0.9377 0.1382 3.1703 0.3626 0.4151 0.1575 1.4705 0.0392 1.1448 0.0719 -#> 350: 92.2088 -5.8108 -0.0727 2.3890 -0.9378 0.1380 3.1674 0.3625 0.4152 0.1574 1.4704 0.0392 1.1439 0.0720 -#> 351: 92.2077 -5.8103 -0.0722 2.3899 -0.9379 0.1379 3.1634 0.3623 0.4154 0.1572 1.4701 0.0393 1.1432 0.0720 -#> 352: 92.2069 -5.8103 -0.0718 2.3906 -0.9381 0.1380 3.1626 0.3623 0.4154 0.1570 1.4701 0.0393 1.1425 0.0721 -#> 353: 92.2058 -5.8107 -0.0714 2.3913 -0.9381 0.1382 3.1629 0.3624 0.4154 0.1570 1.4695 0.0394 1.1426 0.0720 -#> 354: 92.2046 -5.8102 -0.0710 2.3921 -0.9381 0.1384 3.1576 0.3624 0.4154 0.1571 1.4691 0.0394 1.1424 0.0720 -#> 355: 92.2034 -5.8084 -0.0707 2.3928 -0.9381 0.1388 3.1501 0.3624 0.4154 0.1570 1.4686 0.0395 1.1414 0.0721 -#> 356: 92.2027 -5.8079 -0.0703 2.3935 -0.9382 0.1392 3.1463 0.3626 0.4155 0.1569 1.4682 0.0396 1.1405 0.0721 -#> 357: 92.2019 -5.8084 -0.0698 2.3943 -0.9382 0.1390 3.1444 0.3628 0.4156 0.1569 1.4665 0.0397 1.1403 0.0721 -#> 358: 92.2014 -5.8085 -0.0694 2.3950 -0.9381 0.1389 3.1413 0.3630 0.4158 0.1569 1.4662 0.0398 1.1398 0.0722 -#> 359: 92.2005 -5.8091 -0.0689 2.3956 -0.9383 0.1387 3.1393 0.3633 0.4159 0.1570 1.4664 0.0398 1.1401 0.0722 -#> 360: 92.1994 -5.8091 -0.0685 2.3962 -0.9385 0.1385 3.1362 0.3635 0.4159 0.1572 1.4664 0.0398 1.1413 0.0722 -#> 361: 92.1983 -5.8094 -0.0682 2.3966 -0.9386 0.1384 3.1340 0.3638 0.4159 0.1573 1.4669 0.0398 1.1420 0.0722 -#> 362: 92.1976 -5.8086 -0.0678 2.3971 -0.9389 0.1380 3.1277 0.3639 0.4160 0.1573 1.4671 0.0398 1.1414 0.0723 -#> 363: 92.1967 -5.8081 -0.0675 2.3976 -0.9389 0.1377 3.1239 0.3641 0.4161 0.1573 1.4669 0.0399 1.1412 0.0723 -#> 364: 92.1960 -5.8073 -0.0671 2.3982 -0.9390 0.1373 3.1208 0.3643 0.4161 0.1572 1.4668 0.0399 1.1411 0.0723 -#> 365: 92.1958 -5.8066 -0.0667 2.3988 -0.9389 0.1369 3.1164 0.3645 0.4160 0.1572 1.4672 0.0399 1.1416 0.0723 -#> 366: 92.1956 -5.8063 -0.0664 2.3992 -0.9390 0.1364 3.1127 0.3650 0.4156 0.1573 1.4674 0.0399 1.1425 0.0723 -#> 367: 92.1952 -5.8056 -0.0661 2.3996 -0.9389 0.1361 3.1082 0.3652 0.4155 0.1574 1.4675 0.0399 1.1416 0.0723 -#> 368: 92.1948 -5.8059 -0.0658 2.4001 -0.9389 0.1359 3.1068 0.3655 0.4154 0.1575 1.4671 0.0399 1.1406 0.0724 -#> 369: 92.1948 -5.8064 -0.0655 2.4005 -0.9388 0.1360 3.1055 0.3658 0.4152 0.1576 1.4669 0.0399 1.1408 0.0724 -#> 370: 92.1951 -5.8072 -0.0652 2.4010 -0.9389 0.1361 3.1060 0.3660 0.4151 0.1576 1.4669 0.0399 1.1406 0.0724 -#> 371: 92.1956 -5.8080 -0.0649 2.4015 -0.9390 0.1362 3.1095 0.3662 0.4150 0.1576 1.4669 0.0400 1.1411 0.0724 -#> 372: 92.1962 -5.8096 -0.0645 2.4020 -0.9390 0.1363 3.1168 0.3665 0.4149 0.1576 1.4667 0.0400 1.1411 0.0724 -#> 373: 92.1968 -5.8098 -0.0642 2.4025 -0.9392 0.1363 3.1154 0.3666 0.4147 0.1576 1.4664 0.0400 1.1418 0.0723 -#> 374: 92.1972 -5.8098 -0.0640 2.4029 -0.9395 0.1363 3.1117 0.3667 0.4146 0.1576 1.4661 0.0401 1.1421 0.0723 -#> 375: 92.1979 -5.8101 -0.0637 2.4032 -0.9397 0.1364 3.1090 0.3668 0.4143 0.1577 1.4654 0.0401 1.1425 0.0723 -#> 376: 92.1981 -5.8106 -0.0635 2.4035 -0.9399 0.1363 3.1084 0.3669 0.4142 0.1576 1.4650 0.0401 1.1423 0.0723 -#> 377: 92.1986 -5.8104 -0.0633 2.4039 -0.9399 0.1360 3.1053 0.3670 0.4142 0.1576 1.4645 0.0402 1.1424 0.0723 -#> 378: 92.1989 -5.8104 -0.0631 2.4043 -0.9399 0.1358 3.1026 0.3671 0.4142 0.1577 1.4638 0.0402 1.1421 0.0723 -#> 379: 92.1990 -5.8114 -0.0628 2.4047 -0.9399 0.1355 3.1068 0.3671 0.4141 0.1577 1.4636 0.0402 1.1413 0.0724 -#> 380: 92.1989 -5.8119 -0.0627 2.4048 -0.9400 0.1351 3.1095 0.3673 0.4136 0.1577 1.4634 0.0402 1.1413 0.0724 -#> 381: 92.1989 -5.8127 -0.0627 2.4048 -0.9400 0.1349 3.1152 0.3676 0.4131 0.1577 1.4631 0.0403 1.1408 0.0723 -#> 382: 92.1994 -5.8126 -0.0627 2.4049 -0.9399 0.1348 3.1188 0.3678 0.4126 0.1576 1.4635 0.0403 1.1403 0.0723 -#> 383: 92.2000 -5.8129 -0.0626 2.4049 -0.9397 0.1346 3.1256 0.3681 0.4120 0.1576 1.4637 0.0403 1.1396 0.0723 -#> 384: 92.2006 -5.8133 -0.0626 2.4050 -0.9396 0.1347 3.1290 0.3683 0.4115 0.1575 1.4641 0.0402 1.1389 0.0723 -#> 385: 92.2015 -5.8131 -0.0626 2.4050 -0.9394 0.1350 3.1287 0.3686 0.4110 0.1575 1.4642 0.0402 1.1382 0.0723 -#> 386: 92.2023 -5.8140 -0.0625 2.4049 -0.9391 0.1349 3.1324 0.3690 0.4104 0.1574 1.4647 0.0402 1.1374 0.0723 -#> 387: 92.2030 -5.8147 -0.0625 2.4050 -0.9390 0.1349 3.1345 0.3693 0.4099 0.1572 1.4652 0.0402 1.1366 0.0724 -#> 388: 92.2040 -5.8157 -0.0625 2.4050 -0.9389 0.1349 3.1381 0.3696 0.4094 0.1570 1.4652 0.0402 1.1362 0.0724 -#> 389: 92.2051 -5.8156 -0.0625 2.4051 -0.9387 0.1349 3.1373 0.3699 0.4090 0.1570 1.4653 0.0402 1.1354 0.0724 -#> 390: 92.2063 -5.8152 -0.0625 2.4051 -0.9386 0.1349 3.1350 0.3702 0.4087 0.1570 1.4655 0.0402 1.1345 0.0725 -#> 391: 92.2076 -5.8160 -0.0625 2.4051 -0.9384 0.1350 3.1380 0.3705 0.4083 0.1571 1.4656 0.0402 1.1341 0.0725 -#> 392: 92.2086 -5.8166 -0.0626 2.4049 -0.9384 0.1349 3.1397 0.3707 0.4081 0.1572 1.4658 0.0402 1.1345 0.0725 -#> 393: 92.2095 -5.8168 -0.0626 2.4047 -0.9383 0.1348 3.1405 0.3708 0.4080 0.1573 1.4659 0.0402 1.1344 0.0725 -#> 394: 92.2107 -5.8174 -0.0627 2.4045 -0.9382 0.1347 3.1433 0.3710 0.4079 0.1575 1.4660 0.0401 1.1342 0.0725 -#> 395: 92.2118 -5.8174 -0.0628 2.4043 -0.9380 0.1346 3.1437 0.3711 0.4078 0.1575 1.4661 0.0401 1.1343 0.0725 -#> 396: 92.2127 -5.8170 -0.0629 2.4041 -0.9379 0.1344 3.1424 0.3712 0.4077 0.1575 1.4664 0.0401 1.1342 0.0725 -#> 397: 92.2137 -5.8161 -0.0630 2.4040 -0.9376 0.1342 3.1386 0.3713 0.4076 0.1577 1.4667 0.0401 1.1341 0.0725 -#> 398: 92.2146 -5.8152 -0.0633 2.4036 -0.9374 0.1341 3.1344 0.3713 0.4075 0.1578 1.4671 0.0401 1.1334 0.0725 -#> 399: 92.2157 -5.8138 -0.0635 2.4032 -0.9373 0.1340 3.1296 0.3714 0.4074 0.1578 1.4678 0.0401 1.1336 0.0726 -#> 400: 92.2165 -5.8131 -0.0638 2.4027 -0.9372 0.1340 3.1262 0.3715 0.4072 0.1579 1.4681 0.0400 1.1332 0.0726 -#> 401: 92.2173 -5.8118 -0.0641 2.4022 -0.9372 0.1341 3.1220 0.3716 0.4069 0.1579 1.4686 0.0400 1.1339 0.0726 -#> 402: 92.2181 -5.8107 -0.0643 2.4018 -0.9370 0.1344 3.1192 0.3718 0.4065 0.1580 1.4694 0.0400 1.1338 0.0726 -#> 403: 92.2190 -5.8099 -0.0646 2.4013 -0.9371 0.1348 3.1166 0.3720 0.4061 0.1581 1.4700 0.0400 1.1344 0.0725 -#> 404: 92.2198 -5.8104 -0.0649 2.4008 -0.9372 0.1348 3.1161 0.3723 0.4058 0.1582 1.4704 0.0399 1.1357 0.0725 -#> 405: 92.2203 -5.8107 -0.0652 2.4004 -0.9372 0.1348 3.1177 0.3725 0.4055 0.1582 1.4705 0.0400 1.1358 0.0724 -#> 406: 92.2204 -5.8103 -0.0653 2.4002 -0.9371 0.1348 3.1157 0.3724 0.4051 0.1582 1.4709 0.0400 1.1361 0.0724 -#> 407: 92.2201 -5.8094 -0.0655 2.4001 -0.9369 0.1348 3.1121 0.3724 0.4048 0.1583 1.4713 0.0400 1.1360 0.0724 -#> 408: 92.2201 -5.8087 -0.0657 2.3999 -0.9368 0.1350 3.1085 0.3724 0.4044 0.1582 1.4714 0.0400 1.1360 0.0723 -#> 409: 92.2201 -5.8083 -0.0658 2.3998 -0.9365 0.1355 3.1073 0.3724 0.4043 0.1582 1.4713 0.0401 1.1358 0.0723 -#> 410: 92.2196 -5.8094 -0.0659 2.3996 -0.9365 0.1361 3.1123 0.3724 0.4041 0.1582 1.4712 0.0401 1.1357 0.0723 -#> 411: 92.2192 -5.8099 -0.0661 2.3994 -0.9366 0.1363 3.1168 0.3724 0.4038 0.1582 1.4715 0.0401 1.1354 0.0723 -#> 412: 92.2187 -5.8105 -0.0662 2.3993 -0.9365 0.1365 3.1215 0.3725 0.4035 0.1582 1.4716 0.0401 1.1359 0.0723 -#> 413: 92.2185 -5.8109 -0.0663 2.3992 -0.9365 0.1367 3.1268 0.3725 0.4031 0.1583 1.4719 0.0401 1.1357 0.0723 -#> 414: 92.2183 -5.8111 -0.0665 2.3987 -0.9365 0.1370 3.1286 0.3727 0.4026 0.1582 1.4724 0.0400 1.1349 0.0723 -#> 415: 92.2181 -5.8122 -0.0667 2.3983 -0.9366 0.1370 3.1351 0.3729 0.4021 0.1581 1.4726 0.0400 1.1341 0.0724 -#> 416: 92.2180 -5.8133 -0.0669 2.3979 -0.9367 0.1372 3.1409 0.3731 0.4015 0.1578 1.4734 0.0400 1.1333 0.0724 -#> 417: 92.2176 -5.8138 -0.0671 2.3976 -0.9368 0.1374 3.1426 0.3733 0.4009 0.1576 1.4739 0.0400 1.1325 0.0724 -#> 418: 92.2173 -5.8150 -0.0673 2.3973 -0.9369 0.1376 3.1479 0.3735 0.4003 0.1575 1.4740 0.0400 1.1316 0.0725 -#> 419: 92.2174 -5.8154 -0.0674 2.3970 -0.9369 0.1375 3.1497 0.3736 0.3998 0.1574 1.4741 0.0400 1.1314 0.0724 -#> 420: 92.2175 -5.8154 -0.0676 2.3968 -0.9369 0.1375 3.1489 0.3737 0.3993 0.1574 1.4742 0.0400 1.1315 0.0724 -#> 421: 92.2176 -5.8154 -0.0678 2.3964 -0.9369 0.1374 3.1485 0.3739 0.3989 0.1573 1.4743 0.0400 1.1312 0.0724 -#> 422: 92.2174 -5.8155 -0.0680 2.3961 -0.9370 0.1375 3.1483 0.3741 0.3985 0.1572 1.4744 0.0400 1.1309 0.0723 -#> 423: 92.2170 -5.8156 -0.0681 2.3958 -0.9371 0.1375 3.1481 0.3742 0.3980 0.1571 1.4741 0.0400 1.1308 0.0723 -#> 424: 92.2169 -5.8168 -0.0683 2.3956 -0.9372 0.1374 3.1524 0.3744 0.3976 0.1571 1.4740 0.0400 1.1316 0.0722 -#> 425: 92.2167 -5.8171 -0.0685 2.3954 -0.9372 0.1373 3.1520 0.3744 0.3972 0.1571 1.4736 0.0401 1.1317 0.0722 -#> 426: 92.2164 -5.8170 -0.0687 2.3951 -0.9372 0.1373 3.1502 0.3745 0.3968 0.1570 1.4734 0.0401 1.1320 0.0722 -#> 427: 92.2166 -5.8169 -0.0688 2.3949 -0.9372 0.1372 3.1480 0.3745 0.3964 0.1570 1.4734 0.0401 1.1317 0.0721 -#> 428: 92.2166 -5.8170 -0.0689 2.3948 -0.9374 0.1371 3.1460 0.3745 0.3959 0.1570 1.4735 0.0401 1.1315 0.0721 -#> 429: 92.2162 -5.8171 -0.0691 2.3946 -0.9374 0.1369 3.1446 0.3745 0.3954 0.1570 1.4736 0.0401 1.1316 0.0721 -#> 430: 92.2158 -5.8178 -0.0692 2.3944 -0.9375 0.1370 3.1464 0.3745 0.3950 0.1570 1.4736 0.0401 1.1314 0.0721 -#> 431: 92.2153 -5.8180 -0.0693 2.3942 -0.9375 0.1371 3.1470 0.3745 0.3946 0.1570 1.4735 0.0401 1.1314 0.0721 -#> 432: 92.2150 -5.8182 -0.0695 2.3940 -0.9375 0.1372 3.1477 0.3746 0.3942 0.1570 1.4735 0.0401 1.1315 0.0721 -#> 433: 92.2145 -5.8189 -0.0696 2.3938 -0.9375 0.1374 3.1512 0.3746 0.3938 0.1571 1.4736 0.0400 1.1323 0.0720 -#> 434: 92.2141 -5.8186 -0.0697 2.3936 -0.9373 0.1376 3.1530 0.3746 0.3933 0.1571 1.4736 0.0400 1.1330 0.0719 -#> 435: 92.2133 -5.8187 -0.0699 2.3934 -0.9373 0.1381 3.1571 0.3747 0.3929 0.1570 1.4738 0.0400 1.1325 0.0720 -#> 436: 92.2129 -5.8180 -0.0700 2.3932 -0.9374 0.1380 3.1544 0.3746 0.3925 0.1570 1.4740 0.0400 1.1332 0.0719 -#> 437: 92.2122 -5.8186 -0.0702 2.3930 -0.9375 0.1380 3.1574 0.3746 0.3921 0.1570 1.4739 0.0400 1.1342 0.0718 -#> 438: 92.2114 -5.8187 -0.0703 2.3928 -0.9376 0.1380 3.1583 0.3745 0.3918 0.1569 1.4740 0.0400 1.1346 0.0718 -#> 439: 92.2104 -5.8181 -0.0705 2.3925 -0.9377 0.1381 3.1568 0.3744 0.3914 0.1568 1.4743 0.0400 1.1352 0.0718 -#> 440: 92.2095 -5.8178 -0.0706 2.3923 -0.9377 0.1381 3.1555 0.3743 0.3910 0.1566 1.4745 0.0400 1.1349 0.0718 -#> 441: 92.2088 -5.8176 -0.0707 2.3923 -0.9378 0.1381 3.1559 0.3742 0.3907 0.1565 1.4748 0.0400 1.1349 0.0718 -#> 442: 92.2081 -5.8172 -0.0708 2.3921 -0.9379 0.1383 3.1539 0.3741 0.3903 0.1564 1.4754 0.0400 1.1350 0.0717 -#> 443: 92.2074 -5.8171 -0.0709 2.3920 -0.9380 0.1387 3.1526 0.3740 0.3901 0.1563 1.4756 0.0400 1.1349 0.0717 -#> 444: 92.2068 -5.8175 -0.0711 2.3918 -0.9380 0.1390 3.1533 0.3739 0.3898 0.1562 1.4758 0.0400 1.1353 0.0717 -#> 445: 92.2061 -5.8180 -0.0712 2.3915 -0.9382 0.1394 3.1529 0.3737 0.3896 0.1562 1.4758 0.0400 1.1355 0.0717 -#> 446: 92.2054 -5.8177 -0.0714 2.3912 -0.9384 0.1398 3.1496 0.3735 0.3894 0.1562 1.4760 0.0399 1.1367 0.0716 -#> 447: 92.2051 -5.8180 -0.0716 2.3910 -0.9385 0.1400 3.1484 0.3734 0.3891 0.1563 1.4762 0.0399 1.1370 0.0715 -#> 448: 92.2053 -5.8189 -0.0717 2.3909 -0.9387 0.1405 3.1499 0.3732 0.3889 0.1563 1.4764 0.0399 1.1377 0.0715 -#> 449: 92.2054 -5.8195 -0.0718 2.3908 -0.9388 0.1411 3.1497 0.3730 0.3887 0.1562 1.4768 0.0399 1.1382 0.0715 -#> 450: 92.2054 -5.8205 -0.0719 2.3906 -0.9390 0.1417 3.1528 0.3728 0.3885 0.1562 1.4769 0.0399 1.1378 0.0715 -#> 451: 92.2053 -5.8213 -0.0720 2.3905 -0.9391 0.1423 3.1544 0.3725 0.3883 0.1561 1.4774 0.0399 1.1379 0.0715 -#> 452: 92.2054 -5.8218 -0.0720 2.3905 -0.9393 0.1426 3.1541 0.3722 0.3882 0.1560 1.4779 0.0398 1.1378 0.0715 -#> 453: 92.2054 -5.8217 -0.0721 2.3903 -0.9395 0.1428 3.1530 0.3721 0.3880 0.1559 1.4785 0.0398 1.1378 0.0715 -#> 454: 92.2053 -5.8214 -0.0722 2.3901 -0.9395 0.1431 3.1508 0.3720 0.3878 0.1559 1.4786 0.0398 1.1375 0.0715 -#> 455: 92.2052 -5.8220 -0.0724 2.3898 -0.9396 0.1433 3.1519 0.3720 0.3875 0.1559 1.4791 0.0398 1.1379 0.0715 -#> 456: 92.2053 -5.8230 -0.0727 2.3894 -0.9397 0.1434 3.1544 0.3720 0.3873 0.1560 1.4793 0.0398 1.1384 0.0714 -#> 457: 92.2053 -5.8240 -0.0729 2.3889 -0.9398 0.1437 3.1568 0.3720 0.3869 0.1559 1.4793 0.0398 1.1393 0.0714 -#> 458: 92.2051 -5.8245 -0.0731 2.3885 -0.9399 0.1440 3.1571 0.3721 0.3865 0.1558 1.4797 0.0397 1.1404 0.0713 -#> 459: 92.2045 -5.8246 -0.0732 2.3882 -0.9402 0.1442 3.1562 0.3721 0.3862 0.1558 1.4801 0.0397 1.1407 0.0713 -#> 460: 92.2040 -5.8244 -0.0734 2.3878 -0.9403 0.1442 3.1536 0.3722 0.3859 0.1558 1.4806 0.0397 1.1406 0.0713 -#> 461: 92.2030 -5.8245 -0.0736 2.3874 -0.9404 0.1444 3.1517 0.3722 0.3856 0.1557 1.4811 0.0397 1.1412 0.0713 -#> 462: 92.2022 -5.8253 -0.0738 2.3870 -0.9405 0.1445 3.1531 0.3723 0.3853 0.1556 1.4817 0.0396 1.1425 0.0712 -#> 463: 92.2014 -5.8260 -0.0740 2.3866 -0.9405 0.1449 3.1545 0.3724 0.3849 0.1556 1.4823 0.0396 1.1441 0.0711 -#> 464: 92.2008 -5.8257 -0.0742 2.3862 -0.9405 0.1453 3.1522 0.3726 0.3845 0.1555 1.4828 0.0396 1.1451 0.0711 -#> 465: 92.2002 -5.8256 -0.0744 2.3859 -0.9404 0.1458 3.1511 0.3727 0.3842 0.1555 1.4830 0.0396 1.1459 0.0710 -#> 466: 92.1997 -5.8256 -0.0747 2.3855 -0.9403 0.1463 3.1516 0.3728 0.3839 0.1555 1.4834 0.0396 1.1476 0.0709 -#> 467: 92.1993 -5.8258 -0.0749 2.3850 -0.9404 0.1468 3.1521 0.3730 0.3836 0.1555 1.4835 0.0395 1.1490 0.0708 -#> 468: 92.1990 -5.8259 -0.0752 2.3846 -0.9404 0.1473 3.1546 0.3731 0.3834 0.1555 1.4837 0.0395 1.1500 0.0708 -#> 469: 92.1987 -5.8263 -0.0753 2.3844 -0.9403 0.1479 3.1598 0.3731 0.3831 0.1555 1.4839 0.0395 1.1504 0.0707 -#> 470: 92.1987 -5.8267 -0.0755 2.3841 -0.9403 0.1482 3.1611 0.3730 0.3829 0.1555 1.4839 0.0395 1.1496 0.0708 -#> 471: 92.1987 -5.8269 -0.0756 2.3839 -0.9404 0.1482 3.1627 0.3730 0.3826 0.1555 1.4839 0.0395 1.1492 0.0708 -#> 472: 92.1983 -5.8269 -0.0758 2.3838 -0.9403 0.1480 3.1618 0.3729 0.3823 0.1555 1.4839 0.0395 1.1493 0.0708 -#> 473: 92.1980 -5.8264 -0.0760 2.3836 -0.9402 0.1478 3.1602 0.3728 0.3820 0.1554 1.4839 0.0395 1.1489 0.0708 -#> 474: 92.1976 -5.8256 -0.0762 2.3834 -0.9402 0.1475 3.1565 0.3727 0.3818 0.1554 1.4842 0.0395 1.1487 0.0708 -#> 475: 92.1971 -5.8252 -0.0763 2.3832 -0.9402 0.1473 3.1543 0.3726 0.3816 0.1553 1.4845 0.0395 1.1487 0.0707 -#> 476: 92.1965 -5.8250 -0.0765 2.3830 -0.9402 0.1469 3.1523 0.3725 0.3814 0.1552 1.4846 0.0395 1.1484 0.0707 -#> 477: 92.1960 -5.8242 -0.0766 2.3827 -0.9402 0.1465 3.1483 0.3724 0.3811 0.1552 1.4849 0.0395 1.1483 0.0708 -#> 478: 92.1955 -5.8236 -0.0767 2.3826 -0.9402 0.1463 3.1447 0.3722 0.3808 0.1553 1.4854 0.0395 1.1481 0.0708 -#> 479: 92.1952 -5.8232 -0.0769 2.3824 -0.9401 0.1462 3.1421 0.3722 0.3805 0.1554 1.4857 0.0395 1.1478 0.0708 -#> 480: 92.1948 -5.8235 -0.0770 2.3822 -0.9400 0.1461 3.1426 0.3721 0.3803 0.1554 1.4862 0.0395 1.1478 0.0708 -#> 481: 92.1947 -5.8240 -0.0772 2.3820 -0.9399 0.1459 3.1455 0.3721 0.3801 0.1554 1.4868 0.0395 1.1483 0.0708 -#> 482: 92.1948 -5.8244 -0.0774 2.3817 -0.9399 0.1456 3.1476 0.3720 0.3799 0.1553 1.4873 0.0395 1.1488 0.0708 -#> 483: 92.1944 -5.8247 -0.0776 2.3815 -0.9397 0.1455 3.1487 0.3719 0.3797 0.1553 1.4876 0.0394 1.1494 0.0708 -#> 484: 92.1941 -5.8249 -0.0778 2.3811 -0.9396 0.1454 3.1493 0.3719 0.3795 0.1554 1.4879 0.0394 1.1501 0.0707 -#> 485: 92.1940 -5.8252 -0.0780 2.3809 -0.9396 0.1453 3.1501 0.3718 0.3793 0.1554 1.4881 0.0394 1.1503 0.0707 -#> 486: 92.1936 -5.8249 -0.0781 2.3807 -0.9395 0.1453 3.1486 0.3717 0.3792 0.1554 1.4884 0.0394 1.1508 0.0707 -#> 487: 92.1935 -5.8248 -0.0783 2.3804 -0.9394 0.1453 3.1485 0.3716 0.3791 0.1553 1.4887 0.0393 1.1507 0.0707 -#> 488: 92.1932 -5.8246 -0.0785 2.3800 -0.9394 0.1454 3.1478 0.3715 0.3788 0.1552 1.4892 0.0393 1.1510 0.0707 -#> 489: 92.1931 -5.8241 -0.0787 2.3796 -0.9394 0.1455 3.1468 0.3715 0.3787 0.1551 1.4895 0.0393 1.1514 0.0706 -#> 490: 92.1934 -5.8242 -0.0790 2.3793 -0.9393 0.1456 3.1478 0.3715 0.3786 0.1551 1.4898 0.0393 1.1528 0.0706 -#> 491: 92.1936 -5.8241 -0.0792 2.3788 -0.9392 0.1455 3.1472 0.3715 0.3785 0.1551 1.4900 0.0393 1.1533 0.0706 -#> 492: 92.1940 -5.8234 -0.0794 2.3783 -0.9391 0.1455 3.1449 0.3714 0.3783 0.1551 1.4903 0.0392 1.1538 0.0705 -#> 493: 92.1943 -5.8230 -0.0797 2.3779 -0.9390 0.1455 3.1426 0.3714 0.3783 0.1552 1.4907 0.0392 1.1541 0.0705 -#> 494: 92.1946 -5.8226 -0.0799 2.3774 -0.9390 0.1458 3.1405 0.3713 0.3782 0.1551 1.4911 0.0392 1.1541 0.0706 -#> 495: 92.1948 -5.8219 -0.0802 2.3770 -0.9391 0.1459 3.1366 0.3712 0.3782 0.1551 1.4916 0.0392 1.1543 0.0706 -#> 496: 92.1948 -5.8213 -0.0804 2.3766 -0.9392 0.1460 3.1331 0.3711 0.3781 0.1552 1.4920 0.0392 1.1556 0.0705 -#> 497: 92.1949 -5.8213 -0.0806 2.3762 -0.9393 0.1462 3.1326 0.3711 0.3780 0.1553 1.4923 0.0391 1.1564 0.0705 -#> 498: 92.1950 -5.8215 -0.0808 2.3758 -0.9394 0.1462 3.1331 0.3710 0.3779 0.1553 1.4926 0.0391 1.1568 0.0705 -#> 499: 92.1953 -5.8219 -0.0810 2.3754 -0.9395 0.1461 3.1343 0.3709 0.3778 0.1554 1.4929 0.0391 1.1567 0.0705 -#> 500: 92.1957 -5.8232 -0.0812 2.3751 -0.9395 0.1459 3.1411 0.3709 0.3776 0.1554 1.4931 0.0391 1.1575 0.0705
    #> Calculating covariance matrix
    #>
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT"
    #> Calculating residuals/tables
    #> done
    f_nlmixr_fomc_sfo_focei_obs_tc <- nlmixr(f_mmkin_tc["FOMC-SFO", ], est = "focei", - error_model = "obs_tc") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_alpha | -#> |.....................| log_beta |sigma_low_parent |rsd_high_parent |sigma_low_A1 | -#> |.....................|rsd_high_A1 | o1 | o2 | o3 | -#> |.....................| o4 | o5 |...........|...........| -#> | 1| 500.20030 | 1.000 | -1.000 | -0.9113 | -0.8944 | -#> |.....................| -0.8454 | -0.8678 | -0.8916 | -0.8678 | -#> |.....................| -0.8916 | -0.8767 | -0.8743 | -0.8675 | -#> |.....................| -0.8704 | -0.8704 |...........|...........| -#> | U| 500.2003 | 93.00 | -5.300 | -0.9400 | -0.1100 | -#> |.....................| 2.300 | 1.200 | 0.03000 | 1.200 | -#> |.....................| 0.03000 | 0.7598 | 0.8758 | 1.214 | -#> |.....................| 1.068 | 1.071 |...........|...........| -#> | X| 500.2003 | 93.00 | 0.004992 | 0.2809 | 0.8958 | -#> |.....................| 9.974 | 1.200 | 0.03000 | 1.200 | -#> |.....................| 0.03000 | 0.7598 | 0.8758 | 1.214 | -#> |.....................| 1.068 | 1.071 |...........|...........| -#> | G| Gill Diff. | 48.88 | 2.383 | 0.1231 | 0.1986 | -#> |.....................| 0.1571 | -68.85 | -20.11 | 3.616 | -#> |.....................| -2.292 | 0.6250 | 11.41 | -12.48 | -#> |.....................| -9.903 | -10.91 |...........|...........| -#> | 2| 2737.7532 | 0.4556 | -1.027 | -0.9127 | -0.8966 | -#> |.....................| -0.8471 | -0.1009 | -0.6676 | -0.9080 | -#> |.....................| -0.8660 | -0.8837 | -1.001 | -0.7285 | -#> |.....................| -0.7601 | -0.7489 |...........|...........| -#> | U| 2737.7532 | 42.37 | -5.327 | -0.9413 | -0.1122 | -#> |.....................| 2.298 | 1.660 | 0.03336 | 1.176 | -#> |.....................| 0.03038 | 0.7545 | 0.7645 | 1.383 | -#> |.....................| 1.185 | 1.201 |...........|...........| -#> | X| 2737.7532 | 42.37 | 0.004861 | 0.2806 | 0.8939 | -#> |.....................| 9.957 | 1.660 | 0.03336 | 1.176 | -#> |.....................| 0.03038 | 0.7545 | 0.7645 | 1.383 | -#> |.....................| 1.185 | 1.201 |...........|...........| -#> | 3| 513.07755 | 0.9456 | -1.003 | -0.9114 | -0.8946 | -#> |.....................| -0.8455 | -0.7911 | -0.8692 | -0.8718 | -#> |.....................| -0.8890 | -0.8774 | -0.8871 | -0.8536 | -#> |.....................| -0.8594 | -0.8582 |...........|...........| -#> | U| 513.07755 | 87.94 | -5.303 | -0.9401 | -0.1102 | -#> |.....................| 2.300 | 1.246 | 0.03034 | 1.198 | -#> |.....................| 0.03004 | 0.7593 | 0.8646 | 1.231 | -#> |.....................| 1.079 | 1.084 |...........|...........| -#> | X| 513.07755 | 87.94 | 0.004978 | 0.2809 | 0.8956 | -#> |.....................| 9.972 | 1.246 | 0.03034 | 1.198 | -#> |.....................| 0.03004 | 0.7593 | 0.8646 | 1.231 | -#> |.....................| 1.079 | 1.084 |...........|...........| -#> | 4| 499.28604 | 0.9888 | -1.001 | -0.9113 | -0.8945 | -#> |.....................| -0.8454 | -0.8520 | -0.8870 | -0.8686 | -#> |.....................| -0.8910 | -0.8769 | -0.8770 | -0.8646 | -#> |.....................| -0.8682 | -0.8679 |...........|...........| -#> | U| 499.28604 | 91.96 | -5.301 | -0.9400 | -0.1100 | -#> |.....................| 2.300 | 1.209 | 0.03007 | 1.200 | -#> |.....................| 0.03001 | 0.7597 | 0.8735 | 1.218 | -#> |.....................| 1.070 | 1.074 |...........|...........| -#> | X| 499.28604 | 91.96 | 0.004989 | 0.2809 | 0.8958 | -#> |.....................| 9.974 | 1.209 | 0.03007 | 1.200 | -#> |.....................| 0.03001 | 0.7597 | 0.8735 | 1.218 | -#> |.....................| 1.070 | 1.074 |...........|...........| -#> | F| Forward Diff. | -111.5 | 2.236 | -0.2057 | 0.1035 | -#> |.....................| -0.1971 | -66.17 | -21.17 | 4.107 | -#> |.....................| -1.586 | 1.583 | 8.991 | -11.70 | -#> |.....................| -9.625 | -10.49 |...........|...........| -#> | 5| 497.76004 | 1.001 | -1.001 | -0.9113 | -0.8945 | -#> |.....................| -0.8454 | -0.8366 | -0.8822 | -0.8695 | -#> |.....................| -0.8906 | -0.8771 | -0.8792 | -0.8619 | -#> |.....................| -0.8660 | -0.8654 |...........|...........| -#> | U| 497.76004 | 93.05 | -5.301 | -0.9400 | -0.1101 | -#> |.....................| 2.300 | 1.219 | 0.03014 | 1.199 | -#> |.....................| 0.03001 | 0.7595 | 0.8715 | 1.221 | -#> |.....................| 1.072 | 1.076 |...........|...........| -#> | X| 497.76004 | 93.05 | 0.004986 | 0.2809 | 0.8958 | -#> |.....................| 9.974 | 1.219 | 0.03014 | 1.199 | -#> |.....................| 0.03001 | 0.7595 | 0.8715 | 1.221 | -#> |.....................| 1.072 | 1.076 |...........|...........| -#> | F| Forward Diff. | 56.91 | 2.356 | 0.1468 | 0.2109 | -#> |.....................| 0.1761 | -64.61 | -18.67 | 3.291 | -#> |.....................| -1.680 | 1.108 | 8.338 | -11.70 | -#> |.....................| -9.518 | -10.47 |...........|...........| -#> | 6| 496.73820 | 0.9899 | -1.002 | -0.9113 | -0.8945 | -#> |.....................| -0.8454 | -0.8205 | -0.8775 | -0.8703 | -#> |.....................| -0.8902 | -0.8774 | -0.8813 | -0.8590 | -#> |.....................| -0.8636 | -0.8628 |...........|...........| -#> | U| 496.7382 | 92.06 | -5.302 | -0.9400 | -0.1101 | -#> |.....................| 2.300 | 1.228 | 0.03021 | 1.198 | -#> |.....................| 0.03002 | 0.7593 | 0.8696 | 1.225 | -#> |.....................| 1.075 | 1.079 |...........|...........| -#> | X| 496.7382 | 92.06 | 0.004983 | 0.2809 | 0.8957 | -#> |.....................| 9.974 | 1.228 | 0.03021 | 1.198 | -#> |.....................| 0.03002 | 0.7593 | 0.8696 | 1.225 | -#> |.....................| 1.075 | 1.079 |...........|...........| -#> | F| Forward Diff. | -94.52 | 2.222 | -0.1721 | 0.1131 | -#> |.....................| -0.1712 | -62.76 | -19.55 | 3.974 | -#> |.....................| -1.718 | 1.304 | 7.360 | -11.47 | -#> |.....................| -9.402 | -10.21 |...........|...........| -#> | 7| 495.33979 | 1.001 | -1.002 | -0.9113 | -0.8946 | -#> |.....................| -0.8454 | -0.8044 | -0.8726 | -0.8713 | -#> |.....................| -0.8897 | -0.8777 | -0.8834 | -0.8560 | -#> |.....................| -0.8612 | -0.8602 |...........|...........| -#> | U| 495.33979 | 93.05 | -5.302 | -0.9400 | -0.1102 | -#> |.....................| 2.300 | 1.238 | 0.03028 | 1.198 | -#> |.....................| 0.03003 | 0.7591 | 0.8679 | 1.228 | -#> |.....................| 1.077 | 1.082 |...........|...........| -#> | X| 495.33979 | 93.05 | 0.004981 | 0.2809 | 0.8957 | -#> |.....................| 9.974 | 1.238 | 0.03028 | 1.198 | -#> |.....................| 0.03003 | 0.7591 | 0.8679 | 1.228 | -#> |.....................| 1.077 | 1.082 |...........|...........| -#> | F| Forward Diff. | 56.11 | 2.327 | 0.1520 | 0.2091 | -#> |.....................| 0.1742 | -61.13 | -17.23 | 3.435 | -#> |.....................| -1.620 | 1.132 | 9.399 | -11.44 | -#> |.....................| -9.328 | -10.19 |...........|...........| -#> | 8| 494.31617 | 0.9904 | -1.003 | -0.9113 | -0.8946 | -#> |.....................| -0.8455 | -0.7881 | -0.8680 | -0.8722 | -#> |.....................| -0.8893 | -0.8780 | -0.8859 | -0.8530 | -#> |.....................| -0.8587 | -0.8575 |...........|...........| -#> | U| 494.31617 | 92.11 | -5.303 | -0.9400 | -0.1102 | -#> |.....................| 2.300 | 1.248 | 0.03035 | 1.197 | -#> |.....................| 0.03003 | 0.7589 | 0.8657 | 1.232 | -#> |.....................| 1.080 | 1.085 |...........|...........| -#> | X| 494.31617 | 92.11 | 0.004977 | 0.2809 | 0.8956 | -#> |.....................| 9.973 | 1.248 | 0.03035 | 1.197 | -#> |.....................| 0.03003 | 0.7589 | 0.8657 | 1.232 | -#> |.....................| 1.080 | 1.085 |...........|...........| -#> | F| Forward Diff. | -86.81 | 2.198 | -0.1566 | 0.1238 | -#> |.....................| -0.1638 | -59.37 | -18.02 | 4.057 | -#> |.....................| -1.591 | 1.325 | 8.479 | -11.19 | -#> |.....................| -9.201 | -9.937 |...........|...........| -#> | 9| 493.00423 | 1.001 | -1.003 | -0.9113 | -0.8947 | -#> |.....................| -0.8454 | -0.7718 | -0.8631 | -0.8732 | -#> |.....................| -0.8888 | -0.8783 | -0.8883 | -0.8499 | -#> |.....................| -0.8562 | -0.8548 |...........|...........| -#> | U| 493.00423 | 93.05 | -5.303 | -0.9400 | -0.1103 | -#> |.....................| 2.300 | 1.258 | 0.03043 | 1.197 | -#> |.....................| 0.03004 | 0.7586 | 0.8635 | 1.236 | -#> |.....................| 1.083 | 1.088 |...........|...........| -#> | X| 493.00423 | 93.05 | 0.004974 | 0.2809 | 0.8956 | -#> |.....................| 9.974 | 1.258 | 0.03043 | 1.197 | -#> |.....................| 0.03004 | 0.7586 | 0.8635 | 1.236 | -#> |.....................| 1.083 | 1.088 |...........|...........| -#> | F| Forward Diff. | 54.84 | 2.286 | 0.1404 | 0.2142 | -#> |.....................| 0.1628 | -57.96 | -15.94 | 3.372 | -#> |.....................| -1.642 | 1.184 | 9.036 | -11.17 | -#> |.....................| -9.110 | -9.901 |...........|...........| -#> | 10| 491.99601 | 0.9908 | -1.004 | -0.9114 | -0.8947 | -#> |.....................| -0.8455 | -0.7552 | -0.8585 | -0.8742 | -#> |.....................| -0.8884 | -0.8786 | -0.8910 | -0.8467 | -#> |.....................| -0.8536 | -0.8520 |...........|...........| -#> | U| 491.99601 | 92.15 | -5.304 | -0.9401 | -0.1103 | -#> |.....................| 2.300 | 1.268 | 0.03050 | 1.196 | -#> |.....................| 0.03005 | 0.7584 | 0.8612 | 1.239 | -#> |.....................| 1.085 | 1.091 |...........|...........| -#> | X| 491.99601 | 92.15 | 0.004971 | 0.2809 | 0.8956 | -#> |.....................| 9.973 | 1.268 | 0.03050 | 1.196 | -#> |.....................| 0.03005 | 0.7584 | 0.8612 | 1.239 | -#> |.....................| 1.085 | 1.091 |...........|...........| -#> | F| Forward Diff. | -80.67 | 2.171 | -0.1367 | 0.1256 | -#> |.....................| -0.1610 | -56.13 | -16.61 | 4.047 | -#> |.....................| -1.607 | 1.226 | 8.142 | -10.92 | -#> |.....................| -8.982 | -9.644 |...........|...........| -#> | 11| 490.76421 | 1.000 | -1.005 | -0.9113 | -0.8948 | -#> |.....................| -0.8455 | -0.7388 | -0.8538 | -0.8754 | -#> |.....................| -0.8879 | -0.8790 | -0.8935 | -0.8435 | -#> |.....................| -0.8510 | -0.8492 |...........|...........| -#> | U| 490.76421 | 93.04 | -5.305 | -0.9401 | -0.1104 | -#> |.....................| 2.300 | 1.277 | 0.03057 | 1.195 | -#> |.....................| 0.03006 | 0.7581 | 0.8590 | 1.243 | -#> |.....................| 1.088 | 1.094 |...........|...........| -#> | X| 490.76421 | 93.04 | 0.004968 | 0.2809 | 0.8955 | -#> |.....................| 9.973 | 1.277 | 0.03057 | 1.195 | -#> |.....................| 0.03006 | 0.7581 | 0.8590 | 1.243 | -#> |.....................| 1.088 | 1.094 |...........|...........| -#> | F| Forward Diff. | 54.34 | 2.256 | 0.1715 | 0.2224 | -#> |.....................| 0.1653 | -54.87 | -14.72 | 3.299 | -#> |.....................| -1.777 | 1.023 | 8.651 | -10.90 | -#> |.....................| -8.887 | -9.594 |...........|...........| -#> | 12| 489.76286 | 0.9913 | -1.005 | -0.9114 | -0.8948 | -#> |.....................| -0.8455 | -0.7220 | -0.8492 | -0.8764 | -#> |.....................| -0.8873 | -0.8793 | -0.8962 | -0.8402 | -#> |.....................| -0.8483 | -0.8462 |...........|...........| -#> | U| 489.76286 | 92.19 | -5.305 | -0.9401 | -0.1104 | -#> |.....................| 2.300 | 1.287 | 0.03063 | 1.195 | -#> |.....................| 0.03006 | 0.7579 | 0.8566 | 1.247 | -#> |.....................| 1.091 | 1.097 |...........|...........| -#> | X| 489.76286 | 92.19 | 0.004965 | 0.2809 | 0.8955 | -#> |.....................| 9.973 | 1.287 | 0.03063 | 1.195 | -#> |.....................| 0.03006 | 0.7579 | 0.8566 | 1.247 | -#> |.....................| 1.091 | 1.097 |...........|...........| -#> | F| Forward Diff. | -73.18 | 2.145 | -0.1190 | 0.1261 | -#> |.....................| -0.1580 | -53.08 | -15.27 | 4.015 | -#> |.....................| -1.639 | 1.110 | 7.813 | -10.65 | -#> |.....................| -8.743 | -9.338 |...........|...........| -#> | 13| 488.61493 | 1.000 | -1.006 | -0.9114 | -0.8949 | -#> |.....................| -0.8455 | -0.7053 | -0.8446 | -0.8776 | -#> |.....................| -0.8867 | -0.8796 | -0.8989 | -0.8368 | -#> |.....................| -0.8455 | -0.8433 |...........|...........| -#> | U| 488.61493 | 93.04 | -5.306 | -0.9401 | -0.1105 | -#> |.....................| 2.300 | 1.297 | 0.03070 | 1.194 | -#> |.....................| 0.03007 | 0.7577 | 0.8543 | 1.252 | -#> |.....................| 1.094 | 1.100 |...........|...........| -#> | X| 488.61493 | 93.04 | 0.004961 | 0.2809 | 0.8954 | -#> |.....................| 9.973 | 1.297 | 0.03070 | 1.194 | -#> |.....................| 0.03007 | 0.7577 | 0.8543 | 1.252 | -#> |.....................| 1.094 | 1.100 |...........|...........| -#> | F| Forward Diff. | 54.41 | 2.230 | 0.1889 | 0.2376 | -#> |.....................| 0.1637 | -52.01 | -13.54 | 3.223 | -#> |.....................| -1.937 | 0.8847 | 10.07 | -10.59 | -#> |.....................| -8.650 | -9.282 |...........|...........| -#> | 14| 487.61806 | 0.9919 | -1.007 | -0.9114 | -0.8949 | -#> |.....................| -0.8455 | -0.6884 | -0.8402 | -0.8788 | -#> |.....................| -0.8861 | -0.8798 | -0.9022 | -0.8333 | -#> |.....................| -0.8427 | -0.8402 |...........|...........| -#> | U| 487.61806 | 92.24 | -5.307 | -0.9401 | -0.1105 | -#> |.....................| 2.300 | 1.308 | 0.03077 | 1.193 | -#> |.....................| 0.03008 | 0.7575 | 0.8514 | 1.256 | -#> |.....................| 1.097 | 1.103 |...........|...........| -#> | X| 487.61806 | 92.24 | 0.004958 | 0.2809 | 0.8953 | -#> |.....................| 9.973 | 1.308 | 0.03077 | 1.193 | -#> |.....................| 0.03008 | 0.7575 | 0.8514 | 1.256 | -#> |.....................| 1.097 | 1.103 |...........|...........| -#> | F| Forward Diff. | -64.97 | 2.116 | -0.09941 | 0.1372 | -#> |.....................| -0.1475 | -50.35 | -14.02 | 3.916 | -#> |.....................| -1.790 | 0.8979 | 9.163 | -10.32 | -#> |.....................| -8.505 | -9.022 |...........|...........| -#> | 15| 486.55968 | 1.001 | -1.008 | -0.9114 | -0.8950 | -#> |.....................| -0.8455 | -0.6717 | -0.8358 | -0.8800 | -#> |.....................| -0.8854 | -0.8801 | -0.9058 | -0.8297 | -#> |.....................| -0.8398 | -0.8372 |...........|...........| -#> | U| 486.55968 | 93.05 | -5.308 | -0.9401 | -0.1106 | -#> |.....................| 2.300 | 1.318 | 0.03084 | 1.193 | -#> |.....................| 0.03009 | 0.7573 | 0.8482 | 1.260 | -#> |.....................| 1.100 | 1.107 |...........|...........| -#> | X| 486.55968 | 93.05 | 0.004954 | 0.2809 | 0.8953 | -#> |.....................| 9.973 | 1.318 | 0.03084 | 1.193 | -#> |.....................| 0.03009 | 0.7573 | 0.8482 | 1.260 | -#> |.....................| 1.100 | 1.107 |...........|...........| -#> | F| Forward Diff. | 55.08 | 2.188 | 0.1916 | 0.2341 | -#> |.....................| 0.1660 | -48.95 | -12.27 | 3.347 | -#> |.....................| -1.726 | 0.9589 | 6.446 | -10.30 | -#> |.....................| -8.390 | -8.950 |...........|...........| -#> | 16| 485.60262 | 0.9920 | -1.008 | -0.9115 | -0.8951 | -#> |.....................| -0.8455 | -0.6547 | -0.8316 | -0.8813 | -#> |.....................| -0.8847 | -0.8804 | -0.9083 | -0.8260 | -#> |.....................| -0.8367 | -0.8340 |...........|...........| -#> | U| 485.60262 | 92.26 | -5.308 | -0.9402 | -0.1107 | -#> |.....................| 2.300 | 1.328 | 0.03090 | 1.192 | -#> |.....................| 0.03010 | 0.7571 | 0.8460 | 1.265 | -#> |.....................| 1.104 | 1.110 |...........|...........| -#> | X| 485.60262 | 92.26 | 0.004950 | 0.2809 | 0.8952 | -#> |.....................| 9.973 | 1.328 | 0.03090 | 1.192 | -#> |.....................| 0.03010 | 0.7571 | 0.8460 | 1.265 | -#> |.....................| 1.104 | 1.110 |...........|...........| -#> | F| Forward Diff. | -62.47 | 2.078 | -0.09882 | 0.1294 | -#> |.....................| -0.1587 | -47.42 | -12.81 | 3.926 | -#> |.....................| -1.683 | 0.9415 | 5.611 | -10.02 | -#> |.....................| -8.237 | -8.679 |...........|...........| -#> | 17| 484.58535 | 1.000 | -1.009 | -0.9115 | -0.8952 | -#> |.....................| -0.8455 | -0.6375 | -0.8274 | -0.8829 | -#> |.....................| -0.8840 | -0.8807 | -0.9099 | -0.8222 | -#> |.....................| -0.8336 | -0.8307 |...........|...........| -#> | U| 484.58535 | 93.02 | -5.309 | -0.9402 | -0.1107 | -#> |.....................| 2.300 | 1.338 | 0.03096 | 1.191 | -#> |.....................| 0.03011 | 0.7568 | 0.8446 | 1.269 | -#> |.....................| 1.107 | 1.114 |...........|...........| -#> | X| 484.58535 | 93.02 | 0.004946 | 0.2809 | 0.8952 | -#> |.....................| 9.973 | 1.338 | 0.03096 | 1.191 | -#> |.....................| 0.03011 | 0.7568 | 0.8446 | 1.269 | -#> |.....................| 1.107 | 1.114 |...........|...........| -#> | F| Forward Diff. | 50.15 | 2.155 | 0.1960 | 0.2225 | -#> |.....................| 0.1509 | -46.14 | -11.19 | 3.405 | -#> |.....................| -1.652 | 1.035 | 7.536 | -9.951 | -#> |.....................| -8.121 | -8.609 |...........|...........| -#> | 18| 483.66860 | 0.9923 | -1.010 | -0.9115 | -0.8952 | -#> |.....................| -0.8455 | -0.6203 | -0.8235 | -0.8844 | -#> |.....................| -0.8833 | -0.8810 | -0.9123 | -0.8182 | -#> |.....................| -0.8303 | -0.8273 |...........|...........| -#> | U| 483.6686 | 92.29 | -5.310 | -0.9402 | -0.1108 | -#> |.....................| 2.300 | 1.348 | 0.03102 | 1.190 | -#> |.....................| 0.03012 | 0.7565 | 0.8425 | 1.274 | -#> |.....................| 1.110 | 1.117 |...........|...........| -#> | X| 483.6686 | 92.29 | 0.004942 | 0.2809 | 0.8951 | -#> |.....................| 9.973 | 1.348 | 0.03102 | 1.190 | -#> |.....................| 0.03012 | 0.7565 | 0.8425 | 1.274 | -#> |.....................| 1.110 | 1.117 |...........|...........| -#> | F| Forward Diff. | -57.62 | 2.059 | -0.07549 | 0.1395 | -#> |.....................| -0.1501 | -44.74 | -11.66 | 3.913 | -#> |.....................| -1.664 | 0.8845 | 6.781 | -9.703 | -#> |.....................| -7.961 | -8.325 |...........|...........| -#> | 19| 482.71012 | 1.000 | -1.011 | -0.9115 | -0.8953 | -#> |.....................| -0.8455 | -0.6032 | -0.8198 | -0.8861 | -#> |.....................| -0.8825 | -0.8814 | -0.9153 | -0.8141 | -#> |.....................| -0.8270 | -0.8239 |...........|...........| -#> | U| 482.71012 | 93.02 | -5.311 | -0.9402 | -0.1109 | -#> |.....................| 2.300 | 1.359 | 0.03108 | 1.189 | -#> |.....................| 0.03014 | 0.7563 | 0.8399 | 1.279 | -#> |.....................| 1.114 | 1.121 |...........|...........| -#> | X| 482.71012 | 93.02 | 0.004937 | 0.2809 | 0.8950 | -#> |.....................| 9.973 | 1.359 | 0.03108 | 1.189 | -#> |.....................| 0.03014 | 0.7563 | 0.8399 | 1.279 | -#> |.....................| 1.114 | 1.121 |...........|...........| -#> | F| Forward Diff. | 48.98 | 2.122 | 0.2043 | 0.2315 | -#> |.....................| 0.1449 | -43.47 | -10.15 | 3.365 | -#> |.....................| -1.703 | 0.9582 | 7.160 | -9.600 | -#> |.....................| -7.838 | -8.245 |...........|...........| -#> | 20| 481.83107 | 0.9926 | -1.012 | -0.9116 | -0.8954 | -#> |.....................| -0.8455 | -0.5860 | -0.8164 | -0.8879 | -#> |.....................| -0.8817 | -0.8818 | -0.9184 | -0.8098 | -#> |.....................| -0.8235 | -0.8203 |...........|...........| -#> | U| 481.83107 | 92.31 | -5.312 | -0.9403 | -0.1110 | -#> |.....................| 2.300 | 1.369 | 0.03113 | 1.188 | -#> |.....................| 0.03015 | 0.7560 | 0.8372 | 1.284 | -#> |.....................| 1.118 | 1.125 |...........|...........| -#> | X| 481.83107 | 92.31 | 0.004932 | 0.2808 | 0.8949 | -#> |.....................| 9.973 | 1.369 | 0.03113 | 1.188 | -#> |.....................| 0.03015 | 0.7560 | 0.8372 | 1.284 | -#> |.....................| 1.118 | 1.125 |...........|...........| -#> | F| Forward Diff. | -54.27 | 2.027 | -0.06740 | 0.1414 | -#> |.....................| -0.1465 | -41.84 | -10.48 | 3.798 | -#> |.....................| -1.730 | 0.8044 | 6.401 | -9.335 | -#> |.....................| -7.662 | -7.960 |...........|...........| -#> | 21| 480.92878 | 1.000 | -1.013 | -0.9117 | -0.8955 | -#> |.....................| -0.8455 | -0.5689 | -0.8133 | -0.8899 | -#> |.....................| -0.8807 | -0.8821 | -0.9215 | -0.8053 | -#> |.....................| -0.8199 | -0.8166 |...........|...........| -#> | U| 480.92878 | 93.01 | -5.313 | -0.9403 | -0.1111 | -#> |.....................| 2.300 | 1.379 | 0.03117 | 1.187 | -#> |.....................| 0.03016 | 0.7557 | 0.8345 | 1.290 | -#> |.....................| 1.122 | 1.129 |...........|...........| -#> | X| 480.92878 | 93.01 | 0.004927 | 0.2808 | 0.8948 | -#> |.....................| 9.973 | 1.379 | 0.03117 | 1.187 | -#> |.....................| 0.03016 | 0.7557 | 0.8345 | 1.290 | -#> |.....................| 1.122 | 1.129 |...........|...........| -#> | F| Forward Diff. | 47.18 | 2.077 | 0.1996 | 0.2200 | -#> |.....................| 0.1318 | -41.07 | -9.197 | 3.259 | -#> |.....................| -1.748 | 0.9101 | 6.743 | -9.229 | -#> |.....................| -7.511 | -7.855 |...........|...........| -#> | 22| 480.07574 | 0.9930 | -1.014 | -0.9117 | -0.8956 | -#> |.....................| -0.8455 | -0.5517 | -0.8106 | -0.8919 | -#> |.....................| -0.8795 | -0.8825 | -0.9247 | -0.8007 | -#> |.....................| -0.8161 | -0.8129 |...........|...........| -#> | U| 480.07574 | 92.35 | -5.314 | -0.9404 | -0.1112 | -#> |.....................| 2.300 | 1.390 | 0.03121 | 1.186 | -#> |.....................| 0.03018 | 0.7555 | 0.8317 | 1.295 | -#> |.....................| 1.126 | 1.133 |...........|...........| -#> | X| 480.07574 | 92.35 | 0.004921 | 0.2808 | 0.8947 | -#> |.....................| 9.973 | 1.390 | 0.03121 | 1.186 | -#> |.....................| 0.03018 | 0.7555 | 0.8317 | 1.295 | -#> |.....................| 1.126 | 1.133 |...........|...........| -#> | F| Forward Diff. | -48.22 | 1.995 | -0.04658 | 0.1415 | -#> |.....................| -0.1316 | -39.56 | -9.522 | 3.639 | -#> |.....................| -1.878 | 0.6154 | 4.556 | -8.937 | -#> |.....................| -7.320 | -7.563 |...........|...........| -#> | 23| 479.25211 | 1.000 | -1.015 | -0.9118 | -0.8957 | -#> |.....................| -0.8454 | -0.5343 | -0.8082 | -0.8940 | -#> |.....................| -0.8781 | -0.8826 | -0.9261 | -0.7958 | -#> |.....................| -0.8122 | -0.8090 |...........|...........| -#> | U| 479.25211 | 93.02 | -5.315 | -0.9405 | -0.1113 | -#> |.....................| 2.300 | 1.400 | 0.03125 | 1.184 | -#> |.....................| 0.03020 | 0.7553 | 0.8305 | 1.301 | -#> |.....................| 1.130 | 1.137 |...........|...........| -#> | X| 479.25211 | 93.02 | 0.004915 | 0.2808 | 0.8946 | -#> |.....................| 9.974 | 1.400 | 0.03125 | 1.184 | -#> |.....................| 0.03020 | 0.7553 | 0.8305 | 1.301 | -#> |.....................| 1.130 | 1.137 |...........|...........| -#> | F| Forward Diff. | 48.39 | 2.048 | 0.2189 | 0.2175 | -#> |.....................| 0.1393 | -38.80 | -8.286 | 3.169 | -#> |.....................| -1.757 | 0.9021 | 6.456 | -8.802 | -#> |.....................| -7.165 | -7.452 |...........|...........| -#> | 24| 478.42395 | 0.9935 | -1.017 | -0.9119 | -0.8959 | -#> |.....................| -0.8454 | -0.5169 | -0.8064 | -0.8963 | -#> |.....................| -0.8766 | -0.8829 | -0.9277 | -0.7908 | -#> |.....................| -0.8081 | -0.8051 |...........|...........| -#> | U| 478.42395 | 92.40 | -5.317 | -0.9406 | -0.1115 | -#> |.....................| 2.300 | 1.411 | 0.03128 | 1.183 | -#> |.....................| 0.03022 | 0.7552 | 0.8290 | 1.307 | -#> |.....................| 1.134 | 1.141 |...........|...........| -#> | X| 478.42395 | 92.40 | 0.004909 | 0.2808 | 0.8945 | -#> |.....................| 9.974 | 1.411 | 0.03128 | 1.183 | -#> |.....................| 0.03022 | 0.7552 | 0.8290 | 1.307 | -#> |.....................| 1.134 | 1.141 |...........|...........| -#> | F| Forward Diff. | -41.65 | 1.977 | -0.02866 | 0.1453 | -#> |.....................| -0.1180 | -37.67 | -8.677 | 3.579 | -#> |.....................| -1.774 | 0.6894 | 5.855 | -8.506 | -#> |.....................| -6.962 | -7.153 |...........|...........| -#> | 25| 477.65816 | 1.000 | -1.018 | -0.9120 | -0.8960 | -#> |.....................| -0.8454 | -0.4997 | -0.8051 | -0.8988 | -#> |.....................| -0.8750 | -0.8832 | -0.9313 | -0.7859 | -#> |.....................| -0.8042 | -0.8013 |...........|...........| -#> | U| 477.65816 | 93.02 | -5.318 | -0.9406 | -0.1116 | -#> |.....................| 2.300 | 1.421 | 0.03130 | 1.181 | -#> |.....................| 0.03025 | 0.7549 | 0.8259 | 1.313 | -#> |.....................| 1.138 | 1.145 |...........|...........| -#> | X| 477.65816 | 93.02 | 0.004901 | 0.2808 | 0.8944 | -#> |.....................| 9.974 | 1.421 | 0.03130 | 1.181 | -#> |.....................| 0.03025 | 0.7549 | 0.8259 | 1.313 | -#> |.....................| 1.138 | 1.145 |...........|...........| -#> | F| Forward Diff. | 47.50 | 2.013 | 0.2278 | 0.2145 | -#> |.....................| 0.1415 | -36.68 | -7.460 | 3.039 | -#> |.....................| -1.807 | 0.8669 | 6.124 | -8.373 | -#> |.....................| -6.814 | -7.074 |...........|...........| -#> | 26| 476.87668 | 0.9936 | -1.020 | -0.9121 | -0.8962 | -#> |.....................| -0.8454 | -0.4825 | -0.8047 | -0.9014 | -#> |.....................| -0.8732 | -0.8836 | -0.9351 | -0.7808 | -#> |.....................| -0.8001 | -0.7975 |...........|...........| -#> | U| 476.87668 | 92.41 | -5.320 | -0.9408 | -0.1117 | -#> |.....................| 2.300 | 1.431 | 0.03130 | 1.180 | -#> |.....................| 0.03028 | 0.7546 | 0.8226 | 1.319 | -#> |.....................| 1.143 | 1.149 |...........|...........| -#> | X| 476.87668 | 92.41 | 0.004893 | 0.2807 | 0.8943 | -#> |.....................| 9.974 | 1.431 | 0.03130 | 1.180 | -#> |.....................| 0.03028 | 0.7546 | 0.8226 | 1.319 | -#> |.....................| 1.143 | 1.149 |...........|...........| -#> | F| Forward Diff. | -40.64 | 1.935 | -0.02164 | 0.1511 | -#> |.....................| -0.1127 | -35.59 | -7.858 | 3.450 | -#> |.....................| -1.805 | 0.6731 | 3.945 | -8.048 | -#> |.....................| -6.589 | -6.756 |...........|...........| -#> | 27| 476.16299 | 1.000 | -1.022 | -0.9123 | -0.8963 | -#> |.....................| -0.8454 | -0.4651 | -0.8047 | -0.9041 | -#> |.....................| -0.8711 | -0.8840 | -0.9355 | -0.7757 | -#> |.....................| -0.7959 | -0.7936 |...........|...........| -#> | U| 476.16299 | 93.01 | -5.322 | -0.9409 | -0.1119 | -#> |.....................| 2.300 | 1.442 | 0.03130 | 1.178 | -#> |.....................| 0.03031 | 0.7543 | 0.8222 | 1.326 | -#> |.....................| 1.147 | 1.153 |...........|...........| -#> | X| 476.16299 | 93.01 | 0.004885 | 0.2807 | 0.8941 | -#> |.....................| 9.974 | 1.442 | 0.03130 | 1.178 | -#> |.....................| 0.03031 | 0.7543 | 0.8222 | 1.326 | -#> |.....................| 1.147 | 1.153 |...........|...........| -#> | F| Forward Diff. | 44.38 | 1.982 | 0.2331 | 0.2213 | -#> |.....................| 0.1467 | -34.64 | -6.709 | 2.894 | -#> |.....................| -1.888 | 0.7760 | 4.358 | -7.901 | -#> |.....................| -6.419 | -6.620 |...........|...........| -#> | 28| 475.47434 | 0.9938 | -1.024 | -0.9125 | -0.8966 | -#> |.....................| -0.8454 | -0.4477 | -0.8058 | -0.9069 | -#> |.....................| -0.8685 | -0.8844 | -0.9328 | -0.7706 | -#> |.....................| -0.7919 | -0.7898 |...........|...........| -#> | U| 475.47434 | 92.43 | -5.324 | -0.9411 | -0.1122 | -#> |.....................| 2.300 | 1.452 | 0.03129 | 1.177 | -#> |.....................| 0.03035 | 0.7540 | 0.8246 | 1.332 | -#> |.....................| 1.151 | 1.157 |...........|...........| -#> | X| 475.47434 | 92.43 | 0.004875 | 0.2807 | 0.8939 | -#> |.....................| 9.974 | 1.452 | 0.03129 | 1.177 | -#> |.....................| 0.03035 | 0.7540 | 0.8246 | 1.332 | -#> |.....................| 1.151 | 1.157 |...........|...........| -#> | F| Forward Diff. | -38.01 | 1.932 | -0.02542 | 0.1483 | -#> |.....................| -0.1147 | -33.71 | -7.114 | 3.216 | -#> |.....................| -1.879 | 0.6267 | 4.067 | -7.573 | -#> |.....................| -6.213 | -6.338 |...........|...........| -#> | 29| 474.82575 | 0.9998 | -1.026 | -0.9126 | -0.8968 | -#> |.....................| -0.8454 | -0.4303 | -0.8075 | -0.9096 | -#> |.....................| -0.8656 | -0.8846 | -0.9310 | -0.7657 | -#> |.....................| -0.7878 | -0.7862 |...........|...........| -#> | U| 474.82575 | 92.98 | -5.326 | -0.9413 | -0.1124 | -#> |.....................| 2.300 | 1.462 | 0.03126 | 1.175 | -#> |.....................| 0.03039 | 0.7538 | 0.8261 | 1.338 | -#> |.....................| 1.156 | 1.161 |...........|...........| -#> | X| 474.82575 | 92.98 | 0.004864 | 0.2806 | 0.8937 | -#> |.....................| 9.974 | 1.462 | 0.03126 | 1.175 | -#> |.....................| 0.03039 | 0.7538 | 0.8261 | 1.338 | -#> |.....................| 1.156 | 1.161 |...........|...........| -#> | F| Forward Diff. | 40.83 | 1.980 | 0.2123 | 0.2125 | -#> |.....................| 0.1324 | -32.65 | -6.032 | 2.979 | -#> |.....................| -1.922 | 0.7692 | 4.596 | -7.426 | -#> |.....................| -6.058 | -6.217 |...........|...........| -#> | 30| 474.18202 | 0.9939 | -1.028 | -0.9128 | -0.8971 | -#> |.....................| -0.8454 | -0.4131 | -0.8106 | -0.9130 | -#> |.....................| -0.8620 | -0.8851 | -0.9307 | -0.7608 | -#> |.....................| -0.7838 | -0.7828 |...........|...........| -#> | U| 474.18202 | 92.44 | -5.328 | -0.9414 | -0.1127 | -#> |.....................| 2.300 | 1.473 | 0.03121 | 1.173 | -#> |.....................| 0.03044 | 0.7535 | 0.8264 | 1.344 | -#> |.....................| 1.160 | 1.165 |...........|...........| -#> | X| 474.18202 | 92.44 | 0.004852 | 0.2806 | 0.8935 | -#> |.....................| 9.974 | 1.473 | 0.03121 | 1.173 | -#> |.....................| 0.03044 | 0.7535 | 0.8264 | 1.344 | -#> |.....................| 1.160 | 1.165 |...........|...........| -#> | F| Forward Diff. | -37.33 | 1.920 | -0.03157 | 0.1462 | -#> |.....................| -0.1145 | -31.92 | -6.433 | 3.018 | -#> |.....................| -1.919 | 0.6114 | 5.640 | -7.155 | -#> |.....................| -5.876 | -5.958 |...........|...........| -#> | 31| 473.55376 | 0.9995 | -1.031 | -0.9130 | -0.8973 | -#> |.....................| -0.8454 | -0.3971 | -0.8148 | -0.9162 | -#> |.....................| -0.8581 | -0.8855 | -0.9368 | -0.7563 | -#> |.....................| -0.7800 | -0.7797 |...........|...........| -#> | U| 473.55376 | 92.95 | -5.331 | -0.9416 | -0.1129 | -#> |.....................| 2.300 | 1.482 | 0.03115 | 1.171 | -#> |.....................| 0.03050 | 0.7531 | 0.8211 | 1.349 | -#> |.....................| 1.164 | 1.168 |...........|...........| -#> | X| 473.55376 | 92.95 | 0.004838 | 0.2806 | 0.8932 | -#> |.....................| 9.974 | 1.482 | 0.03115 | 1.171 | -#> |.....................| 0.03050 | 0.7531 | 0.8211 | 1.349 | -#> |.....................| 1.164 | 1.168 |...........|...........| -#> | 32| 472.90182 | 0.9995 | -1.035 | -0.9132 | -0.8977 | -#> |.....................| -0.8453 | -0.3799 | -0.8225 | -0.9204 | -#> |.....................| -0.8527 | -0.8861 | -0.9447 | -0.7510 | -#> |.....................| -0.7757 | -0.7763 |...........|...........| -#> | U| 472.90182 | 92.96 | -5.335 | -0.9418 | -0.1133 | -#> |.....................| 2.300 | 1.493 | 0.03104 | 1.168 | -#> |.....................| 0.03058 | 0.7527 | 0.8141 | 1.356 | -#> |.....................| 1.169 | 1.172 |...........|...........| -#> | X| 472.90182 | 92.96 | 0.004819 | 0.2805 | 0.8929 | -#> |.....................| 9.975 | 1.493 | 0.03104 | 1.168 | -#> |.....................| 0.03058 | 0.7527 | 0.8141 | 1.356 | -#> |.....................| 1.169 | 1.172 |...........|...........| -#> | 33| 469.90339 | 0.9997 | -1.054 | -0.9142 | -0.8996 | -#> |.....................| -0.8452 | -0.2944 | -0.8611 | -0.9412 | -#> |.....................| -0.8255 | -0.8889 | -0.9843 | -0.7249 | -#> |.....................| -0.7539 | -0.7597 |...........|...........| -#> | U| 469.90339 | 92.98 | -5.354 | -0.9427 | -0.1152 | -#> |.....................| 2.300 | 1.544 | 0.03046 | 1.156 | -#> |.....................| 0.03099 | 0.7505 | 0.7794 | 1.387 | -#> |.....................| 1.192 | 1.190 |...........|...........| -#> | X| 469.90339 | 92.98 | 0.004727 | 0.2803 | 0.8912 | -#> |.....................| 9.976 | 1.544 | 0.03046 | 1.156 | -#> |.....................| 0.03099 | 0.7505 | 0.7794 | 1.387 | -#> |.....................| 1.192 | 1.190 |...........|...........| -#> | 34| 461.71523 | 1.001 | -1.134 | -0.9184 | -0.9072 | -#> |.....................| -0.8447 | 0.05742 | -1.020 | -1.027 | -#> |.....................| -0.7136 | -0.9005 | -1.147 | -0.6175 | -#> |.....................| -0.6642 | -0.6913 |...........|...........| -#> | U| 461.71523 | 93.05 | -5.434 | -0.9467 | -0.1228 | -#> |.....................| 2.301 | 1.755 | 0.02808 | 1.105 | -#> |.....................| 0.03267 | 0.7417 | 0.6368 | 1.518 | -#> |.....................| 1.288 | 1.263 |...........|...........| -#> | X| 461.71523 | 93.05 | 0.004366 | 0.2795 | 0.8844 | -#> |.....................| 9.981 | 1.755 | 0.02808 | 1.105 | -#> |.....................| 0.03267 | 0.7417 | 0.6368 | 1.518 | -#> |.....................| 1.288 | 1.263 |...........|...........| -#> | F| Forward Diff. | 11.20 | 1.045 | 1.020 | 0.3495 | -#> |.....................| 0.7923 | -15.00 | -0.3969 | -1.315 | -#> |.....................| -3.031 | 0.2676 | -6.780 | -1.078 | -#> |.....................| -0.09081 | -1.463 |...........|...........| -#> | 35| 459.94653 | 1.009 | -1.206 | -0.9768 | -0.9283 | -#> |.....................| -0.8884 | 0.4547 | -1.238 | -0.9419 | -#> |.....................| -0.5030 | -0.9080 | -0.7892 | -0.6450 | -#> |.....................| -0.7313 | -0.6959 |...........|...........| -#> | U| 459.94653 | 93.85 | -5.506 | -1.002 | -0.1439 | -#> |.....................| 2.257 | 1.993 | 0.02480 | 1.155 | -#> |.....................| 0.03583 | 0.7361 | 0.9504 | 1.484 | -#> |.....................| 1.216 | 1.258 |...........|...........| -#> | X| 459.94653 | 93.85 | 0.004064 | 0.2686 | 0.8660 | -#> |.....................| 9.554 | 1.993 | 0.02480 | 1.155 | -#> |.....................| 0.03583 | 0.7361 | 0.9504 | 1.484 | -#> |.....................| 1.216 | 1.258 |...........|...........| -#> | F| Forward Diff. | 117.0 | 1.389 | -1.721 | -0.1200 | -#> |.....................| 0.004314 | -5.763 | 2.093 | 3.426 | -#> |.....................| -1.378 | 2.600 | 15.14 | -1.236 | -#> |.....................| -4.018 | -1.529 |...........|...........| -#> | 36| 458.11528 | 1.003 | -1.307 | -0.9477 | -0.9422 | -#> |.....................| -0.9430 | 0.6906 | -1.630 | -0.8850 | -#> |.....................| -0.1864 | -1.043 | -0.8947 | -0.8359 | -#> |.....................| -0.7822 | -0.7759 |...........|...........| -#> | U| 458.11528 | 93.30 | -5.607 | -0.9742 | -0.1578 | -#> |.....................| 2.202 | 2.135 | 0.01893 | 1.190 | -#> |.....................| 0.04058 | 0.6334 | 0.8579 | 1.253 | -#> |.....................| 1.162 | 1.172 |...........|...........| -#> | X| 458.11528 | 93.30 | 0.003671 | 0.2740 | 0.8540 | -#> |.....................| 9.046 | 2.135 | 0.01893 | 1.190 | -#> |.....................| 0.04058 | 0.6334 | 0.8579 | 1.253 | -#> |.....................| 1.162 | 1.172 |...........|...........| -#> | F| Forward Diff. | -4.502 | 0.8367 | -0.1865 | -0.1361 | -#> |.....................| -0.6555 | -2.945 | 1.425 | 8.523 | -#> |.....................| -0.6882 | -2.700 | 7.982 | -9.961 | -#> |.....................| -6.514 | -5.474 |...........|...........| -#> | 37| 454.42202 | 1.008 | -1.411 | -0.9501 | -0.9563 | -#> |.....................| -0.9900 | 0.8215 | -2.099 | -1.032 | -#> |.....................| 0.1520 | -1.049 | -0.9274 | -0.7533 | -#> |.....................| -0.7158 | -0.7241 |...........|...........| -#> | U| 454.42202 | 93.74 | -5.711 | -0.9765 | -0.1719 | -#> |.....................| 2.155 | 2.214 | 0.01188 | 1.102 | -#> |.....................| 0.04565 | 0.6287 | 0.8293 | 1.353 | -#> |.....................| 1.233 | 1.228 |...........|...........| -#> | X| 454.42202 | 93.74 | 0.003311 | 0.2736 | 0.8421 | -#> |.....................| 8.631 | 2.214 | 0.01188 | 1.102 | -#> |.....................| 0.04565 | 0.6287 | 0.8293 | 1.353 | -#> |.....................| 1.233 | 1.228 |...........|...........| -#> | 38| 451.48622 | 1.000 | -1.659 | -0.9551 | -0.9914 | -#> |.....................| -1.111 | 1.029 | -2.892 | -1.353 | -#> |.....................| 0.9897 | -1.076 | -0.9627 | -0.6147 | -#> |.....................| -0.5957 | -0.6379 |...........|...........| -#> | U| 451.48622 | 93.01 | -5.959 | -0.9812 | -0.2070 | -#> |.....................| 2.035 | 2.338 | 5.960e-07 | 0.9088 | -#> |.....................| 0.05822 | 0.6083 | 0.7984 | 1.521 | -#> |.....................| 1.361 | 1.320 |...........|...........| -#> | X| 451.48622 | 93.01 | 0.002583 | 0.2727 | 0.8130 | -#> |.....................| 7.651 | 2.338 | 5.960e-07 | 0.9088 | -#> |.....................| 0.05822 | 0.6083 | 0.7984 | 1.521 | -#> |.....................| 1.361 | 1.320 |...........|...........| -#> | F| Forward Diff. | -68.34 | 0.03355 | 0.09905 | -1.306 | -#> |.....................| -5.058 | -1.204 | -0.09883 | -1.076 | -#> |.....................| -2.726 | -4.145 | 7.646 | -0.5743 | -#> |.....................| 2.003 | 2.613 |...........|...........| -#> | 39| 453.25472 | 1.003 | -2.027 | -1.069 | -0.8933 | -#> |.....................| -0.6960 | 1.084 | -2.892 | -1.695 | -#> |.....................| 2.689 | -0.4882 | -1.206 | -0.2814 | -#> |.....................| -0.7545 | -0.8496 |...........|...........| -#> | U| 453.25472 | 93.31 | -6.327 | -1.089 | -0.1089 | -#> |.....................| 2.449 | 2.371 | 5.960e-07 | 0.7037 | -#> |.....................| 0.08370 | 1.055 | 0.5857 | 1.926 | -#> |.....................| 1.191 | 1.093 |...........|...........| -#> | X| 453.25472 | 93.31 | 0.001787 | 0.2519 | 0.8968 | -#> |.....................| 11.58 | 2.371 | 5.960e-07 | 0.7037 | -#> |.....................| 0.08370 | 1.055 | 0.5857 | 1.926 | -#> |.....................| 1.191 | 1.093 |...........|...........| -#> | 40| 449.59369 | 1.000 | -1.818 | -1.010 | -0.9508 | -#> |.....................| -0.9364 | 1.052 | -2.892 | -1.498 | -#> |.....................| 1.730 | -0.8175 | -1.073 | -0.4671 | -#> |.....................| -0.6691 | -0.7270 |...........|...........| -#> | U| 449.59369 | 93.04 | -6.118 | -1.033 | -0.1664 | -#> |.....................| 2.209 | 2.352 | 5.960e-07 | 0.8216 | -#> |.....................| 0.06933 | 0.8048 | 0.7021 | 1.700 | -#> |.....................| 1.282 | 1.225 |...........|...........| -#> | X| 449.59369 | 93.04 | 0.002202 | 0.2625 | 0.8467 | -#> |.....................| 9.106 | 2.352 | 5.960e-07 | 0.8216 | -#> |.....................| 0.06933 | 0.8048 | 0.7021 | 1.700 | -#> |.....................| 1.282 | 1.225 |...........|...........| -#> | F| Forward Diff. | -128.1 | 0.1096 | -3.510 | -0.1773 | -#> |.....................| -0.1823 | -1.358 | -0.002263 | 1.313 | -#> |.....................| -1.294 | 5.530 | 5.100 | 4.831 | -#> |.....................| -1.292 | -3.851 |...........|...........| -#> | 41| 472.13387 | 1.020 | -1.985 | -0.7592 | -0.7822 | -#> |.....................| -0.2976 | 1.062 | -2.892 | -1.866 | -#> |.....................| 3.141 | -0.7519 | -1.136 | -0.6405 | -#> |.....................| -0.7706 | -0.2153 |...........|...........| -#> | U| 472.13387 | 94.83 | -6.285 | -0.7970 | 0.002176 | -#> |.....................| 2.848 | 2.358 | 5.960e-07 | 0.6009 | -#> |.....................| 0.09049 | 0.8547 | 0.6467 | 1.490 | -#> |.....................| 1.174 | 1.773 |...........|...........| -#> | X| 472.13387 | 94.83 | 0.001864 | 0.3107 | 1.002 | -#> |.....................| 17.25 | 2.358 | 5.960e-07 | 0.6009 | -#> |.....................| 0.09049 | 0.8547 | 0.6467 | 1.490 | -#> |.....................| 1.174 | 1.773 |...........|...........| -#> | 42| 454.13083 | 1.030 | -1.841 | -0.9756 | -0.9280 | -#> |.....................| -0.8501 | 1.054 | -2.892 | -1.548 | -#> |.....................| 1.921 | -0.8098 | -1.082 | -0.4916 | -#> |.....................| -0.6825 | -0.6571 |...........|...........| -#> | U| 454.13083 | 95.82 | -6.141 | -1.000 | -0.1436 | -#> |.....................| 2.295 | 2.353 | 5.960e-07 | 0.7917 | -#> |.....................| 0.07219 | 0.8106 | 0.6936 | 1.671 | -#> |.....................| 1.268 | 1.299 |...........|...........| -#> | X| 454.13083 | 95.82 | 0.002153 | 0.2688 | 0.8663 | -#> |.....................| 9.927 | 2.353 | 5.960e-07 | 0.7917 | -#> |.....................| 0.07219 | 0.8106 | 0.6936 | 1.671 | -#> |.....................| 1.268 | 1.299 |...........|...........| -#> | 43| 454.81886 | 1.032 | -1.823 | -1.002 | -0.9459 | -#> |.....................| -0.9179 | 1.053 | -2.892 | -1.509 | -#> |.....................| 1.771 | -0.8169 | -1.076 | -0.4733 | -#> |.....................| -0.6717 | -0.7113 |...........|...........| -#> | U| 454.81886 | 95.94 | -6.123 | -1.025 | -0.1614 | -#> |.....................| 2.227 | 2.352 | 5.960e-07 | 0.8150 | -#> |.....................| 0.06994 | 0.8052 | 0.6994 | 1.693 | -#> |.....................| 1.280 | 1.241 |...........|...........| -#> | X| 454.81886 | 95.94 | 0.002192 | 0.2640 | 0.8509 | -#> |.....................| 9.277 | 2.352 | 5.960e-07 | 0.8150 | -#> |.....................| 0.06994 | 0.8052 | 0.6994 | 1.693 | -#> |.....................| 1.280 | 1.241 |...........|...........| -#> | 44| 449.57011 | 1.014 | -1.818 | -1.010 | -0.9508 | -#> |.....................| -0.9364 | 1.053 | -2.892 | -1.499 | -#> |.....................| 1.730 | -0.8181 | -1.073 | -0.4676 | -#> |.....................| -0.6690 | -0.7267 |...........|...........| -#> | U| 449.57011 | 94.27 | -6.118 | -1.033 | -0.1664 | -#> |.....................| 2.209 | 2.352 | 5.995e-07 | 0.8215 | -#> |.....................| 0.06933 | 0.8044 | 0.7016 | 1.700 | -#> |.....................| 1.283 | 1.225 |...........|...........| -#> | X| 449.57011 | 94.27 | 0.002202 | 0.2626 | 0.8467 | -#> |.....................| 9.106 | 2.352 | 5.995e-07 | 0.8215 | -#> |.....................| 0.06933 | 0.8044 | 0.7016 | 1.700 | -#> |.....................| 1.283 | 1.225 |...........|...........| -#> | F| Forward Diff. | 126.9 | 0.1582 | -2.201 | 0.05331 | -#> |.....................| 0.4695 | -0.6265 | 0.01503 | 0.4241 | -#> |.....................| -1.337 | 5.854 | 6.688 | 4.536 | -#> |.....................| -1.410 | -4.016 |...........|...........| -#> | 45| 449.14922 | 1.007 | -1.818 | -1.010 | -0.9508 | -#> |.....................| -0.9364 | 1.053 | -2.892 | -1.499 | -#> |.....................| 1.730 | -0.8183 | -1.074 | -0.4678 | -#> |.....................| -0.6689 | -0.7265 |...........|...........| -#> | U| 449.14922 | 93.66 | -6.118 | -1.033 | -0.1664 | -#> |.....................| 2.209 | 2.352 | 5.960e-07 | 0.8215 | -#> |.....................| 0.06933 | 0.8042 | 0.7014 | 1.699 | -#> |.....................| 1.283 | 1.225 |...........|...........| -#> | X| 449.14922 | 93.66 | 0.002202 | 0.2626 | 0.8467 | -#> |.....................| 9.106 | 2.352 | 5.960e-07 | 0.8215 | -#> |.....................| 0.06933 | 0.8042 | 0.7014 | 1.699 | -#> |.....................| 1.283 | 1.225 |...........|...........| -#> | F| Forward Diff. | -0.4066 | 0.1367 | -2.828 | -0.06013 | -#> |.....................| 0.1445 | -0.8286 | 0.01677 | 0.9213 | -#> |.....................| -1.224 | 4.943 | 4.017 | 5.223 | -#> |.....................| -1.311 | -3.922 |...........|...........| -#> | 46| 449.08136 | 1.007 | -1.818 | -1.008 | -0.9507 | -#> |.....................| -0.9365 | 1.053 | -2.892 | -1.499 | -#> |.....................| 1.731 | -0.8217 | -1.076 | -0.4714 | -#> |.....................| -0.6680 | -0.7238 |...........|...........| -#> | U| 449.08136 | 93.68 | -6.118 | -1.031 | -0.1663 | -#> |.....................| 2.209 | 2.353 | 5.960e-07 | 0.8212 | -#> |.....................| 0.06934 | 0.8016 | 0.6990 | 1.695 | -#> |.....................| 1.284 | 1.228 |...........|...........| -#> | X| 449.08136 | 93.68 | 0.002202 | 0.2629 | 0.8468 | -#> |.....................| 9.105 | 2.353 | 5.960e-07 | 0.8212 | -#> |.....................| 0.06934 | 0.8016 | 0.6990 | 1.695 | -#> |.....................| 1.284 | 1.228 |...........|...........| -#> | 47| 448.89872 | 1.008 | -1.819 | -1.002 | -0.9506 | -#> |.....................| -0.9368 | 1.055 | -2.892 | -1.501 | -#> |.....................| 1.734 | -0.8317 | -1.084 | -0.4820 | -#> |.....................| -0.6654 | -0.7159 |...........|...........| -#> | U| 448.89872 | 93.76 | -6.119 | -1.025 | -0.1662 | -#> |.....................| 2.209 | 2.354 | 5.960e-07 | 0.8200 | -#> |.....................| 0.06938 | 0.7940 | 0.6918 | 1.682 | -#> |.....................| 1.286 | 1.237 |...........|...........| -#> | X| 448.89872 | 93.76 | 0.002202 | 0.2640 | 0.8469 | -#> |.....................| 9.102 | 2.354 | 5.960e-07 | 0.8200 | -#> |.....................| 0.06938 | 0.7940 | 0.6918 | 1.682 | -#> |.....................| 1.286 | 1.237 |...........|...........| -#> | 48| 448.46351 | 1.011 | -1.820 | -0.9792 | -0.9501 | -#> |.....................| -0.9380 | 1.062 | -2.892 | -1.509 | -#> |.....................| 1.744 | -0.8718 | -1.117 | -0.5244 | -#> |.....................| -0.6547 | -0.6840 |...........|...........| -#> | U| 448.46351 | 94.07 | -6.120 | -1.004 | -0.1657 | -#> |.....................| 2.207 | 2.358 | 5.960e-07 | 0.8155 | -#> |.....................| 0.06953 | 0.7635 | 0.6633 | 1.631 | -#> |.....................| 1.298 | 1.271 |...........|...........| -#> | X| 448.46351 | 94.07 | 0.002199 | 0.2682 | 0.8473 | -#> |.....................| 9.092 | 2.358 | 5.960e-07 | 0.8155 | -#> |.....................| 0.06953 | 0.7635 | 0.6633 | 1.631 | -#> |.....................| 1.298 | 1.271 |...........|...........| -#> | F| Forward Diff. | 75.37 | 0.2597 | -0.1569 | 0.03608 | -#> |.....................| 0.3501 | -0.3601 | -0.01324 | 0.5025 | -#> |.....................| -1.327 | 4.308 | 0.9122 | 2.456 | -#> |.....................| -0.5631 | -1.887 |...........|...........| -#> | 49| 448.12149 | 1.008 | -1.833 | -0.9950 | -0.9378 | -#> |.....................| -0.8937 | 1.062 | -2.892 | -1.543 | -#> |.....................| 1.827 | -0.8899 | -1.115 | -0.5324 | -#> |.....................| -0.6574 | -0.6703 |...........|...........| -#> | U| 448.12149 | 93.73 | -6.133 | -1.019 | -0.1534 | -#> |.....................| 2.252 | 2.358 | 5.960e-07 | 0.7948 | -#> |.....................| 0.07077 | 0.7498 | 0.6653 | 1.621 | -#> |.....................| 1.295 | 1.285 |...........|...........| -#> | X| 448.12149 | 93.73 | 0.002169 | 0.2653 | 0.8578 | -#> |.....................| 9.504 | 2.358 | 5.960e-07 | 0.7948 | -#> |.....................| 0.07077 | 0.7498 | 0.6653 | 1.621 | -#> |.....................| 1.295 | 1.285 |...........|...........| -#> | F| Forward Diff. | 13.78 | 0.2222 | -1.381 | 0.2569 | -#> |.....................| 1.259 | -0.5740 | -0.02850 | 0.1620 | -#> |.....................| -1.241 | 3.503 | 0.9893 | 2.205 | -#> |.....................| -0.7124 | -1.054 |...........|...........| -#> | 50| 447.94443 | 1.007 | -1.844 | -0.9902 | -0.9390 | -#> |.....................| -0.9059 | 1.062 | -2.881 | -1.561 | -#> |.....................| 1.911 | -0.9357 | -1.119 | -0.5167 | -#> |.....................| -0.6474 | -0.7008 |...........|...........| -#> | U| 447.94443 | 93.62 | -6.144 | -1.014 | -0.1546 | -#> |.....................| 2.239 | 2.358 | 0.0001615 | 0.7838 | -#> |.....................| 0.07204 | 0.7150 | 0.6617 | 1.640 | -#> |.....................| 1.306 | 1.253 |...........|...........| -#> | X| 447.94443 | 93.62 | 0.002146 | 0.2662 | 0.8567 | -#> |.....................| 9.388 | 2.358 | 0.0001615 | 0.7838 | -#> |.....................| 0.07204 | 0.7150 | 0.6617 | 1.640 | -#> |.....................| 1.306 | 1.253 |...........|...........| -#> | F| Forward Diff. | -5.879 | 0.2071 | -1.215 | 0.2527 | -#> |.....................| 0.8228 | -0.5096 | -0.06036 | 0.4983 | -#> |.....................| -1.183 | 1.766 | 2.266 | 2.617 | -#> |.....................| -0.3179 | -2.389 |...........|...........| -#> | 51| 447.77390 | 1.007 | -1.858 | -1.003 | -0.9470 | -#> |.....................| -0.9285 | 1.056 | -2.855 | -1.583 | -#> |.....................| 2.006 | -0.9406 | -1.128 | -0.5198 | -#> |.....................| -0.6539 | -0.6964 |...........|...........| -#> | U| 447.7739 | 93.69 | -6.158 | -1.026 | -0.1626 | -#> |.....................| 2.217 | 2.354 | 0.0005494 | 0.7710 | -#> |.....................| 0.07347 | 0.7113 | 0.6533 | 1.636 | -#> |.....................| 1.299 | 1.257 |...........|...........| -#> | X| 447.7739 | 93.69 | 0.002117 | 0.2639 | 0.8500 | -#> |.....................| 9.179 | 2.354 | 0.0005494 | 0.7710 | -#> |.....................| 0.07347 | 0.7113 | 0.6533 | 1.636 | -#> |.....................| 1.299 | 1.257 |...........|...........| -#> | 52| 447.56301 | 1.006 | -1.897 | -1.041 | -0.9708 | -#> |.....................| -0.9958 | 1.039 | -2.777 | -1.647 | -#> |.....................| 2.291 | -0.9540 | -1.156 | -0.5273 | -#> |.....................| -0.6737 | -0.6848 |...........|...........| -#> | U| 447.56301 | 93.51 | -6.197 | -1.061 | -0.1864 | -#> |.....................| 2.150 | 2.344 | 0.001717 | 0.7326 | -#> |.....................| 0.07774 | 0.7011 | 0.6293 | 1.627 | -#> |.....................| 1.278 | 1.270 |...........|...........| -#> | X| 447.56301 | 93.51 | 0.002035 | 0.2570 | 0.8300 | -#> |.....................| 8.581 | 2.344 | 0.001717 | 0.7326 | -#> |.....................| 0.07774 | 0.7011 | 0.6293 | 1.627 | -#> |.....................| 1.278 | 1.270 |...........|...........| -#> | F| Forward Diff. | -30.60 | 0.2182 | -4.075 | -0.4855 | -#> |.....................| -1.237 | -0.6626 | -0.1062 | 0.6612 | -#> |.....................| -0.6049 | 1.074 | 1.318 | 2.279 | -#> |.....................| -1.614 | -1.745 |...........|...........| -#> | 53| 447.16930 | 1.007 | -1.971 | -0.9627 | -0.9652 | -#> |.....................| -0.9709 | 1.044 | -2.781 | -1.732 | -#> |.....................| 2.691 | -0.9472 | -1.156 | -0.5162 | -#> |.....................| -0.6828 | -0.6632 |...........|...........| -#> | U| 447.1693 | 93.67 | -6.271 | -0.9883 | -0.1807 | -#> |.....................| 2.174 | 2.347 | 0.001652 | 0.6812 | -#> |.....................| 0.08374 | 0.7063 | 0.6288 | 1.641 | -#> |.....................| 1.268 | 1.293 |...........|...........| -#> | X| 447.1693 | 93.67 | 0.001890 | 0.2713 | 0.8346 | -#> |.....................| 8.798 | 2.347 | 0.001652 | 0.6812 | -#> |.....................| 0.08374 | 0.7063 | 0.6288 | 1.641 | -#> |.....................| 1.268 | 1.293 |...........|...........| -#> | F| Forward Diff. | -3.693 | 0.1048 | 0.8560 | -0.3278 | -#> |.....................| -0.6115 | -0.5188 | -0.09596 | 0.9789 | -#> |.....................| 0.02585 | 1.094 | 1.548 | 2.318 | -#> |.....................| -2.079 | -0.9259 |...........|...........| -#> | 54| 447.68852 | 1.013 | -2.042 | -1.008 | -0.9421 | -#> |.....................| -0.9288 | 1.034 | -2.709 | -1.852 | -#> |.....................| 3.037 | -0.9368 | -1.153 | -0.6162 | -#> |.....................| -0.5399 | -0.6984 |...........|...........| -#> | U| 447.68852 | 94.21 | -6.342 | -1.031 | -0.1577 | -#> |.....................| 2.217 | 2.341 | 0.002735 | 0.6094 | -#> |.....................| 0.08893 | 0.7142 | 0.6313 | 1.519 | -#> |.....................| 1.420 | 1.255 |...........|...........| -#> | X| 447.68852 | 94.21 | 0.001761 | 0.2629 | 0.8541 | -#> |.....................| 9.176 | 2.341 | 0.002735 | 0.6094 | -#> |.....................| 0.08893 | 0.7142 | 0.6313 | 1.519 | -#> |.....................| 1.420 | 1.255 |...........|...........| -#> | 55| 447.15405 | 1.011 | -1.991 | -0.9760 | -0.9584 | -#> |.....................| -0.9586 | 1.042 | -2.761 | -1.767 | -#> |.....................| 2.789 | -0.9450 | -1.157 | -0.5460 | -#> |.....................| -0.6410 | -0.6726 |...........|...........| -#> | U| 447.15405 | 94.04 | -6.291 | -1.001 | -0.1740 | -#> |.....................| 2.187 | 2.346 | 0.001959 | 0.6605 | -#> |.....................| 0.08521 | 0.7080 | 0.6287 | 1.605 | -#> |.....................| 1.312 | 1.283 |...........|...........| -#> | X| 447.15405 | 94.04 | 0.001852 | 0.2688 | 0.8403 | -#> |.....................| 8.906 | 2.346 | 0.001959 | 0.6605 | -#> |.....................| 0.08521 | 0.7080 | 0.6287 | 1.605 | -#> |.....................| 1.312 | 1.283 |...........|...........| -#> | F| Forward Diff. | 53.59 | 0.07914 | 0.2662 | -0.1234 | -#> |.....................| -0.1097 | -0.6518 | -0.06086 | 0.6193 | -#> |.....................| -0.05679 | 1.445 | 0.6511 | 1.197 | -#> |.....................| -0.1794 | -1.326 |...........|...........| -#> | 56| 447.09915 | 1.005 | -2.002 | -0.9768 | -0.9545 | -#> |.....................| -0.9567 | 1.042 | -2.752 | -1.789 | -#> |.....................| 2.838 | -0.9392 | -1.155 | -0.5617 | -#> |.....................| -0.6261 | -0.6787 |...........|...........| -#> | U| 447.09915 | 93.47 | -6.302 | -1.002 | -0.1701 | -#> |.....................| 2.189 | 2.346 | 0.002096 | 0.6471 | -#> |.....................| 0.08594 | 0.7123 | 0.6298 | 1.586 | -#> |.....................| 1.328 | 1.276 |...........|...........| -#> | X| 447.09915 | 93.47 | 0.001833 | 0.2686 | 0.8436 | -#> |.....................| 8.923 | 2.346 | 0.002096 | 0.6471 | -#> |.....................| 0.08594 | 0.7123 | 0.6298 | 1.586 | -#> |.....................| 1.328 | 1.276 |...........|...........| -#> | F| Forward Diff. | -33.97 | 0.05091 | -0.1219 | -0.09607 | -#> |.....................| -0.3249 | -0.8735 | -0.1278 | 0.5888 | -#> |.....................| 0.06635 | 1.636 | -1.923 | 0.5172 | -#> |.....................| 0.5270 | -1.419 |...........|...........| -#> | 57| 447.01951 | 1.007 | -2.009 | -0.9874 | -0.9450 | -#> |.....................| -0.9329 | 1.053 | -2.780 | -1.808 | -#> |.....................| 2.841 | -0.9693 | -1.155 | -0.5556 | -#> |.....................| -0.6514 | -0.6721 |...........|...........| -#> | U| 447.01951 | 93.64 | -6.309 | -1.012 | -0.1606 | -#> |.....................| 2.212 | 2.352 | 0.001680 | 0.6361 | -#> |.....................| 0.08598 | 0.6895 | 0.6300 | 1.593 | -#> |.....................| 1.301 | 1.283 |...........|...........| -#> | X| 447.01951 | 93.64 | 0.001820 | 0.2667 | 0.8517 | -#> |.....................| 9.138 | 2.352 | 0.001680 | 0.6361 | -#> |.....................| 0.08598 | 0.6895 | 0.6300 | 1.593 | -#> |.....................| 1.301 | 1.283 |...........|...........| -#> | F| Forward Diff. | -6.500 | 0.04518 | -0.6412 | 0.1616 | -#> |.....................| 0.3106 | -0.6054 | -0.07873 | -0.1077 | -#> |.....................| -0.1002 | 0.2460 | 1.553 | 0.4490 | -#> |.....................| -0.8245 | -1.132 |...........|...........| -#> | 58| 447.04861 | 1.009 | -2.019 | -0.9927 | -0.9476 | -#> |.....................| -0.9252 | 1.054 | -2.796 | -1.779 | -#> |.....................| 2.878 | -0.9737 | -1.157 | -0.5487 | -#> |.....................| -0.6291 | -0.6521 |...........|...........| -#> | U| 447.04861 | 93.85 | -6.319 | -1.017 | -0.1632 | -#> |.....................| 2.220 | 2.353 | 0.001429 | 0.6532 | -#> |.....................| 0.08654 | 0.6862 | 0.6280 | 1.601 | -#> |.....................| 1.325 | 1.305 |...........|...........| -#> | X| 447.04861 | 93.85 | 0.001802 | 0.2657 | 0.8494 | -#> |.....................| 9.209 | 2.353 | 0.001429 | 0.6532 | -#> |.....................| 0.08654 | 0.6862 | 0.6280 | 1.601 | -#> |.....................| 1.325 | 1.305 |...........|...........| -#> | 59| 447.01937 | 1.009 | -2.012 | -0.9891 | -0.9459 | -#> |.....................| -0.9304 | 1.053 | -2.785 | -1.798 | -#> |.....................| 2.853 | -0.9708 | -1.156 | -0.5534 | -#> |.....................| -0.6439 | -0.6653 |...........|...........| -#> | U| 447.01937 | 93.80 | -6.312 | -1.013 | -0.1615 | -#> |.....................| 2.215 | 2.353 | 0.001597 | 0.6418 | -#> |.....................| 0.08617 | 0.6884 | 0.6292 | 1.596 | -#> |.....................| 1.309 | 1.291 |...........|...........| -#> | X| 447.01937 | 93.80 | 0.001814 | 0.2664 | 0.8509 | -#> |.....................| 9.161 | 2.353 | 0.001597 | 0.6418 | -#> |.....................| 0.08617 | 0.6884 | 0.6292 | 1.596 | -#> |.....................| 1.309 | 1.291 |...........|...........| -#> | F| Forward Diff. | 15.62 | 0.04451 | -0.6370 | 0.1658 | -#> |.....................| 0.4720 | -0.4967 | -0.06076 | 0.2478 | -#> |.....................| 0.07878 | 0.2929 | 0.7908 | 0.7364 | -#> |.....................| -0.2169 | -0.8458 |...........|...........| -#> | 60| 447.00331 | 1.007 | -2.016 | -0.9874 | -0.9487 | -#> |.....................| -0.9321 | 1.057 | -2.790 | -1.800 | -#> |.....................| 2.856 | -0.9696 | -1.156 | -0.5575 | -#> |.....................| -0.6423 | -0.6633 |...........|...........| -#> | U| 447.00331 | 93.68 | -6.316 | -1.012 | -0.1643 | -#> |.....................| 2.213 | 2.355 | 0.001526 | 0.6406 | -#> |.....................| 0.08622 | 0.6893 | 0.6295 | 1.591 | -#> |.....................| 1.311 | 1.293 |...........|...........| -#> | X| 447.00331 | 93.68 | 0.001807 | 0.2667 | 0.8485 | -#> |.....................| 9.146 | 2.355 | 0.001526 | 0.6406 | -#> |.....................| 0.08622 | 0.6893 | 0.6295 | 1.591 | -#> |.....................| 1.311 | 1.293 |...........|...........| -#> | F| Forward Diff. | -1.749 | 0.03581 | -0.6032 | 0.06997 | -#> |.....................| 0.3775 | -0.4012 | -0.08782 | 0.2553 | -#> |.....................| 0.001918 | 0.1783 | 1.513 | 0.3567 | -#> |.....................| -0.3333 | -0.7379 |...........|...........| -#> | 61| 446.99944 | 1.008 | -2.018 | -0.9851 | -0.9476 | -#> |.....................| -0.9359 | 1.058 | -2.787 | -1.806 | -#> |.....................| 2.859 | -0.9671 | -1.156 | -0.5614 | -#> |.....................| -0.6427 | -0.6650 |...........|...........| -#> | U| 446.99944 | 93.70 | -6.318 | -1.009 | -0.1632 | -#> |.....................| 2.209 | 2.355 | 0.001564 | 0.6369 | -#> |.....................| 0.08626 | 0.6911 | 0.6291 | 1.586 | -#> |.....................| 1.311 | 1.291 |...........|...........| -#> | X| 446.99944 | 93.70 | 0.001804 | 0.2671 | 0.8494 | -#> |.....................| 9.111 | 2.355 | 0.001564 | 0.6369 | -#> |.....................| 0.08626 | 0.6911 | 0.6291 | 1.586 | -#> |.....................| 1.311 | 1.291 |...........|...........| -#> | F| Forward Diff. | 2.474 | 0.03546 | -0.4554 | 0.1057 | -#> |.....................| 0.2777 | -0.4692 | -0.06549 | 0.06429 | -#> |.....................| -0.09650 | 0.2331 | 0.6150 | 0.1626 | -#> |.....................| -0.3753 | -0.8072 |...........|...........| -#> | 62| 446.99641 | 1.007 | -2.020 | -0.9846 | -0.9460 | -#> |.....................| -0.9366 | 1.059 | -2.790 | -1.808 | -#> |.....................| 2.868 | -0.9676 | -1.156 | -0.5621 | -#> |.....................| -0.6420 | -0.6633 |...........|...........| -#> | U| 446.99641 | 93.67 | -6.320 | -1.009 | -0.1616 | -#> |.....................| 2.209 | 2.356 | 0.001530 | 0.6356 | -#> |.....................| 0.08639 | 0.6908 | 0.6287 | 1.585 | -#> |.....................| 1.311 | 1.293 |...........|...........| -#> | X| 446.99641 | 93.67 | 0.001800 | 0.2672 | 0.8508 | -#> |.....................| 9.105 | 2.356 | 0.001530 | 0.6356 | -#> |.....................| 0.08639 | 0.6908 | 0.6287 | 1.585 | -#> |.....................| 1.311 | 1.293 |...........|...........| -#> | F| Forward Diff. | -2.070 | 0.03317 | -0.4443 | 0.1488 | -#> |.....................| 0.2478 | -0.4968 | -0.07674 | 0.09423 | -#> |.....................| -0.05318 | 0.2365 | 0.6058 | 0.5619 | -#> |.....................| -0.3013 | -0.7224 |...........|...........| -#> | 63| 446.99641 | 1.007 | -2.020 | -0.9846 | -0.9460 | -#> |.....................| -0.9366 | 1.059 | -2.790 | -1.808 | -#> |.....................| 2.868 | -0.9676 | -1.156 | -0.5621 | -#> |.....................| -0.6420 | -0.6633 |...........|...........| -#> | U| 446.99641 | 93.67 | -6.320 | -1.009 | -0.1616 | -#> |.....................| 2.209 | 2.356 | 0.001530 | 0.6356 | -#> |.....................| 0.08639 | 0.6908 | 0.6287 | 1.585 | -#> |.....................| 1.311 | 1.293 |...........|...........| -#> | X| 446.99641 | 93.67 | 0.001800 | 0.2672 | 0.8508 | -#> |.....................| 9.105 | 2.356 | 0.001530 | 0.6356 | -#> |.....................| 0.08639 | 0.6908 | 0.6287 | 1.585 | -#> |.....................| 1.311 | 1.293 |...........|...........| -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    f_nlmixr_dfop_sfo_saem_obs_tc <- nlmixr(f_mmkin_tc["DFOP-SFO", ], est = "saem", - error_model = "obs_tc") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>
    #> 1: 90.7519 -4.8586 -1.7674 -3.5599 -2.0059 0.5800 4.8899 1.4250 1.1400 2.6923 0.4845 0.4370 10.2815 0.0004 9.0437 0.4047 -#> 2: 9.0763e+01 -5.2004e+00 -1.9605e+00 -4.2009e+00 -1.8767e+00 2.0341e-01 4.6454e+00 1.3537e+00 1.0830e+00 2.7771e+00 4.6027e-01 5.1181e-01 6.3469e+00 4.0033e-04 6.8216e+00 9.0448e-05 -#> 3: 9.0656e+01 -5.4820e+00 -2.0937e+00 -4.0962e+00 -1.5381e+00 -1.7136e-02 4.4131e+00 1.2861e+00 1.0288e+00 3.5620e+00 4.3726e-01 6.1217e-01 4.8763e+00 4.1436e-05 5.4967e+00 1.0148e-05 -#> 4: 9.0543e+01 -5.7744e+00 -2.1074e+00 -4.0393e+00 -1.3603e+00 -2.3531e-01 5.0162e+00 1.2218e+00 1.0041e+00 3.3839e+00 4.1540e-01 5.8157e-01 4.1029e+00 2.1466e-04 4.2869e+00 1.9419e-06 -#> 5: 91.1621 -6.0534 -2.0430 -4.0508 -1.2523 -0.2043 6.1015 1.1715 1.1998 3.2147 0.3946 0.5525 3.5979 0.0187 3.8221 0.0271 -#> 6: 91.1179 -5.9892 -2.0082 -4.1363 -1.1428 -0.1930 5.7964 1.1960 1.2360 3.4525 0.3749 0.5293 3.3091 0.0209 3.6230 0.0284 -#> 7: 91.6680 -5.9609 -2.0492 -4.1163 -1.0919 -0.1505 5.6134 1.6750 1.3055 3.2799 0.3631 0.5028 3.2412 0.0254 3.5108 0.0371 -#> 8: 91.6903 -5.9346 -2.0630 -4.0790 -1.1130 -0.0963 5.3327 2.2525 1.3524 3.1159 0.3449 0.4777 2.6165 0.0445 2.8556 0.0576 -#> 9: 92.2564 -5.7600 -2.0460 -4.1144 -1.0635 -0.0594 5.9616 2.1399 1.2848 2.9601 0.3277 0.4538 2.3593 0.0295 2.5704 0.0491 -#> 10: 92.2425 -5.7990 -2.0052 -4.0409 -1.0387 -0.1141 6.9547 2.1239 1.2205 2.8121 0.3113 0.4311 2.3237 0.0323 2.4227 0.0421 -#> 11: 92.4404 -5.6829 -2.0866 -4.0010 -1.0214 -0.0587 6.6790 2.0177 1.1595 2.6715 0.2957 0.4096 1.9963 0.0407 2.2478 0.0501 -#> 12: 92.0713 -5.8051 -2.1699 -4.0539 -0.9807 0.0174 6.7885 2.1380 1.1811 2.6017 0.2810 0.3891 1.8480 0.0502 2.0516 0.0522 -#> 13: 91.7214 -5.6954 -2.1579 -4.0944 -0.9935 -0.0195 6.4491 2.0311 1.1221 2.4716 0.2669 0.3696 1.8299 0.0531 1.9271 0.0520 -#> 14: 91.1978 -5.6733 -2.1988 -4.0794 -0.9387 0.0091 6.1267 1.9295 1.1589 2.3480 0.2536 0.3511 1.6357 0.0470 1.8899 0.0639 -#> 15: 91.3746 -5.5864 -2.1484 -4.1356 -0.9126 0.0045 5.8203 1.8330 1.2078 2.3265 0.2409 0.3336 1.6218 0.0428 1.6558 0.0725 -#> 16: 91.5646 -5.4931 -2.1474 -4.1242 -0.9148 0.0179 5.5293 1.7414 1.1474 2.2733 0.2288 0.3169 1.6467 0.0377 1.6977 0.0600 -#> 17: 91.4767 -5.5885 -2.1424 -4.1386 -0.9308 0.0602 5.2528 1.9428 1.2141 2.1762 0.2174 0.3343 1.4916 0.0424 1.4326 0.0717 -#> 18: 90.9989 -5.6364 -2.1601 -4.1606 -0.9676 0.0694 4.9902 1.8457 1.2521 2.2899 0.2065 0.3279 1.4504 0.0471 1.4267 0.0700 -#> 19: 91.4050 -5.7347 -2.0985 -4.1476 -0.9656 0.0668 4.7407 2.3263 1.4064 2.2061 0.1962 0.3296 1.3679 0.0485 1.2735 0.0844 -#> 20: 91.2707 -5.7623 -2.1155 -4.1538 -0.9601 0.0425 4.5037 2.6509 1.3408 2.1958 0.1864 0.3576 1.3736 0.0452 1.3454 0.0743 -#> 21: 91.6878 -5.8143 -2.1261 -4.1649 -0.9325 0.0333 4.7695 2.8996 1.3244 2.1300 0.1771 0.3509 1.4793 0.0508 1.0333 0.0839 -#> 22: 91.5363 -5.9047 -2.1358 -4.1655 -0.9207 0.0339 4.5310 3.4408 1.3022 2.1829 0.1682 0.3378 1.4260 0.0488 0.9436 0.0877 -#> 23: 91.9969 -5.9565 -2.1378 -4.1609 -0.9243 0.0701 4.3045 3.7239 1.3446 2.2424 0.1598 0.3209 1.4182 0.0412 0.9205 0.0873 -#> 24: 92.2835 -5.9272 -2.0883 -4.1651 -0.9248 0.0834 4.0892 3.7780 1.2773 2.2187 0.1518 0.3049 1.4749 0.0427 0.9837 0.0802 -#> 25: 92.3389 -6.1292 -2.1033 -4.2473 -0.9069 0.0593 3.8848 4.7059 1.2740 2.4323 0.1442 0.2896 1.3656 0.0493 0.9299 0.0798 -#> 26: 91.9840 -5.9821 -2.1124 -4.2150 -0.9100 0.1076 3.6905 4.4706 1.2103 2.4699 0.1458 0.2751 1.3200 0.0504 0.8256 0.0912 -#> 27: 92.4671 -5.8765 -2.0910 -4.2169 -0.9356 0.0483 3.5060 4.2471 1.2302 2.4791 0.1385 0.2614 1.4252 0.0520 0.8191 0.0836 -#> 28: 92.4130 -5.9480 -2.0870 -4.2191 -0.9338 0.0866 3.3859 4.1337 1.2210 2.4685 0.1412 0.2557 1.3860 0.0484 0.9189 0.0770 -#> 29: 92.3064 -5.7845 -2.0759 -4.2321 -0.9270 0.0855 4.2691 3.9271 1.3369 2.5457 0.1341 0.2922 1.3848 0.0513 0.9658 0.0785 -#> 30: 92.2109 -5.9347 -2.0725 -4.2042 -0.9074 0.0481 5.5659 3.9234 1.2701 2.4184 0.1370 0.2776 1.2925 0.0560 0.9058 0.0806 -#> 31: 91.8912 -5.7466 -2.0912 -4.1504 -0.9087 0.0443 5.2876 3.7272 1.2690 2.2975 0.1301 0.2637 1.3348 0.0517 0.8672 0.0840 -#> 32: 92.3866 -5.8560 -2.0979 -4.1547 -0.9044 0.0335 5.0232 3.5408 1.2761 2.3185 0.1307 0.2505 1.3558 0.0487 0.9422 0.0791 -#> 33: 92.4555 -5.6989 -2.0956 -4.1479 -0.9038 0.0447 4.7720 3.3638 1.3253 2.2962 0.1242 0.2380 1.4321 0.0432 0.8961 0.0799 -#> 34: 92.6307 -5.8831 -2.0769 -4.1319 -0.8946 0.0430 4.5334 3.7151 1.2785 2.2638 0.1201 0.2261 1.4076 0.0457 0.8269 0.0813 -#> 35: 92.5659 -5.9100 -2.0748 -4.1482 -0.9079 0.0563 4.6634 3.7452 1.3141 2.3378 0.1168 0.2148 1.3571 0.0451 0.8317 0.0831 -#> 36: 92.5738 -5.8574 -2.0981 -4.1214 -0.8963 0.0302 5.3272 3.7371 1.3359 2.2776 0.1331 0.2041 1.3308 0.0480 0.8953 0.0791 -#> 37: 92.1615 -5.7137 -2.0922 -4.1178 -0.9035 0.0455 5.4894 3.5503 1.2691 2.2508 0.1473 0.1939 1.3692 0.0495 0.9358 0.0800 -#> 38: 92.4421 -5.6978 -2.0905 -4.1275 -0.9052 0.0108 5.4295 3.3728 1.2057 2.2119 0.1432 0.1842 1.3421 0.0549 0.8932 0.0781 -#> 39: 92.3995 -5.6121 -2.0804 -4.1275 -0.8903 0.0270 5.1580 3.2041 1.1454 2.2119 0.1360 0.1978 1.3353 0.0524 0.9062 0.0775 -#> 40: 92.5616 -5.7907 -2.1099 -4.1127 -0.9074 0.0501 4.9001 3.0439 1.1582 2.1723 0.1387 0.1879 1.2981 0.0510 0.9517 0.0797 -#> 41: 92.2655 -5.6532 -2.0631 -4.1437 -0.9128 0.0346 4.6551 2.8917 1.1202 2.1498 0.1403 0.1785 1.4500 0.0461 0.7394 0.0903 -#> 42: 92.3218 -5.4916 -2.1072 -4.1312 -0.9310 0.0360 4.4224 2.7471 1.1648 2.1428 0.1332 0.1695 1.4034 0.0508 0.8131 0.0854 -#> 43: 92.6165 -5.5145 -2.0838 -4.1239 -0.9215 0.0347 4.2012 2.6098 1.1892 2.1202 0.1463 0.1611 1.3416 0.0507 0.8213 0.0847 -#> 44: 92.5385 -5.5590 -2.0872 -4.1376 -0.9210 0.0672 3.9912 2.4793 1.1416 2.2253 0.1450 0.1530 1.4008 0.0352 0.8639 0.0847 -#> 45: 92.2152 -5.6170 -2.1014 -4.1657 -0.9331 0.0781 3.7916 2.4382 1.1250 2.2378 0.1516 0.1556 1.4612 0.0329 1.0091 0.0820 -#> 46: 91.8943 -5.6650 -2.1329 -4.1649 -0.9241 0.1060 3.6020 2.6448 1.0705 2.3112 0.1441 0.1549 1.5047 0.0384 1.0179 0.0805 -#> 47: 91.8153 -5.5910 -2.1514 -4.1919 -0.9169 0.0885 3.4219 2.5125 1.0386 2.3140 0.1506 0.1620 1.4759 0.0375 1.1021 0.0740 -#> 48: 91.6295 -5.5438 -2.1516 -4.1570 -0.8742 0.0851 3.2508 2.3869 1.0816 2.1983 0.1630 0.1786 1.4024 0.0405 1.1135 0.0732 -#> 49: 91.4363 -5.5847 -2.1732 -4.1794 -0.8634 0.0948 3.0883 2.4829 1.0865 2.2378 0.1549 0.1697 1.4314 0.0434 1.0529 0.0742 -#> 50: 91.3634 -5.5794 -2.1613 -4.1507 -0.8849 0.0862 2.9339 2.6404 1.0829 2.2519 0.1493 0.1612 1.3704 0.0446 1.0081 0.0736 -#> 51: 91.2150 -5.5503 -2.1675 -4.1432 -0.8749 0.1178 2.7872 2.7368 1.0605 2.2261 0.1418 0.1532 1.4312 0.0418 1.0380 0.0781 -#> 52: 91.4343 -5.6336 -2.2138 -4.1552 -0.8867 0.1391 2.6677 2.7022 1.0857 2.2588 0.1493 0.1455 1.3220 0.0469 0.9272 0.0761 -#> 53: 91.3310 -5.5185 -2.2340 -4.1430 -0.8855 0.1545 2.9130 2.5670 1.0720 2.3074 0.1532 0.1385 1.3224 0.0503 0.9688 0.0723 -#> 54: 91.4342 -5.5008 -2.2086 -4.1777 -0.8720 0.1688 2.8202 2.4387 1.0624 2.4253 0.1631 0.1315 1.3186 0.0429 0.9425 0.0723 -#> 55: 91.4983 -5.5944 -2.1709 -4.1211 -0.8638 0.1168 3.4789 2.5154 1.0549 2.3041 0.1557 0.1279 1.3800 0.0423 0.9620 0.0727 -#> 56: 91.5954 -5.5317 -2.1881 -4.1263 -0.8627 0.1366 4.1396 2.3896 1.0732 2.2684 0.1562 0.1221 1.3285 0.0431 1.0156 0.0708 -#> 57: 91.6591 -5.3839 -2.2082 -4.1122 -0.8929 0.1457 4.5073 2.2701 1.0672 2.3639 0.1539 0.1160 1.4074 0.0478 0.9796 0.0722 -#> 58: 91.7434 -5.3597 -2.2068 -4.1214 -0.8912 0.1437 4.2819 2.1566 1.0605 2.4496 0.1667 0.1109 1.4274 0.0450 1.0782 0.0676 -#> 59: 91.6597 -5.4672 -2.1918 -4.1412 -0.9021 0.1657 4.0678 2.0488 1.1306 2.5245 0.1888 0.1054 1.4745 0.0391 1.1492 0.0670 -#> 60: 91.7565 -5.4513 -2.2051 -4.1618 -0.9013 0.1554 3.8644 1.9464 1.1728 2.6191 0.1793 0.1001 1.4135 0.0402 1.1572 0.0665 -#> 61: 91.9484 -5.5390 -2.1973 -4.1611 -0.9011 0.1318 3.6712 1.8963 1.1460 2.6242 0.1704 0.0951 1.3855 0.0481 1.1109 0.0634 -#> 62: 92.1661 -5.4985 -2.1729 -4.1352 -0.8887 0.1327 4.3155 1.8588 1.1087 2.5551 0.1633 0.0995 1.3847 0.0444 1.0736 0.0656 -#> 63: 92.1727 -5.4086 -2.1610 -4.1488 -0.8998 0.1451 4.6019 1.7659 1.1413 2.6020 0.1718 0.1152 1.4299 0.0404 1.2202 0.0603 -#> 64: 92.4331 -5.5220 -2.1121 -4.1300 -0.9428 0.1211 5.0354 1.8121 1.0982 2.6157 0.1775 0.1209 1.4168 0.0348 1.2148 0.0625 -#> 65: 92.1871 -5.6089 -2.1258 -4.1412 -0.9127 0.1399 4.7836 2.1060 1.1568 2.5971 0.1757 0.1148 1.4000 0.0336 1.0305 0.0707 -#> 66: 92.1419 -5.7752 -2.1344 -4.1493 -0.9237 0.1494 4.5444 2.7076 1.1563 2.6439 0.1740 0.1091 1.4238 0.0341 1.0285 0.0688 -#> 67: 92.1187 -5.5967 -2.1430 -4.1460 -0.9074 0.1245 4.3172 2.5722 1.2052 2.6139 0.1868 0.1104 1.4100 0.0381 1.0508 0.0703 -#> 68: 92.1123 -5.6882 -2.1481 -4.1269 -0.9083 0.1206 4.1014 2.5548 1.2021 2.4832 0.1781 0.1462 1.3099 0.0417 1.0099 0.0713 -#> 69: 92.2511 -5.6923 -2.1456 -4.1315 -0.9077 0.1421 4.3551 2.6261 1.1850 2.3591 0.1692 0.1389 1.3546 0.0416 0.9516 0.0762 -#> 70: 92.0291 -5.7376 -2.1689 -4.1364 -0.8908 0.1407 4.1373 3.0520 1.1595 2.2495 0.1608 0.1465 1.3226 0.0436 0.9904 0.0711 -#> 71: 91.7690 -5.7223 -2.1773 -4.1986 -0.9036 0.1831 3.9304 2.8994 1.1015 2.4335 0.1527 0.1602 1.3135 0.0450 0.9564 0.0722 -#> 72: 91.4802 -5.7302 -2.2079 -4.2000 -0.8990 0.2112 3.7339 3.2965 1.1222 2.4612 0.1451 0.1622 1.3222 0.0426 1.0215 0.0717 -#> 73: 91.1247 -5.7803 -2.1827 -4.2214 -0.8876 0.1385 3.5472 3.2786 1.1612 2.5216 0.1650 0.1541 1.2811 0.0493 1.0076 0.0696 -#> 74: 90.9765 -5.6534 -2.1808 -4.2511 -0.8824 0.1308 3.8553 3.1146 1.1389 2.8140 0.1725 0.1464 1.2895 0.0518 1.0100 0.0707 -#> 75: 90.4805 -5.7293 -2.1481 -4.2613 -0.8704 0.1395 4.1255 2.9589 1.1623 2.7523 0.1713 0.1391 1.3112 0.0483 0.9439 0.0788 -#> 76: 90.3958 -5.7635 -2.1508 -4.2426 -0.8841 0.1402 4.7427 3.0223 1.2187 2.7243 0.1789 0.1321 1.3065 0.0468 0.9303 0.0758 -#> 77: 90.7518 -5.6517 -2.1498 -4.2773 -0.8730 0.1688 5.9340 2.8712 1.1840 2.8530 0.1828 0.1255 1.3553 0.0422 0.9755 0.0696 -#> 78: 91.0443 -5.7462 -2.1351 -4.2601 -0.8848 0.1746 5.6373 2.9912 1.1312 2.7659 0.1887 0.1192 1.3303 0.0410 0.8578 0.0744 -#> 79: 90.9631 -5.7307 -2.1618 -4.2593 -0.8965 0.1944 5.7520 3.1324 1.1206 2.8212 0.1875 0.1340 1.3519 0.0449 0.9006 0.0799 -#> 80: 90.8703 -5.7665 -2.1989 -4.2476 -0.9122 0.1933 5.4644 3.4527 1.1063 2.7920 0.1781 0.1273 1.3014 0.0497 0.9305 0.0792 -#> 81: 90.7781 -5.8702 -2.1789 -4.2821 -0.8828 0.1793 5.1912 3.7553 1.0662 3.0568 0.1807 0.1209 1.3120 0.0472 0.9808 0.0772 -#> 82: 90.8137 -6.1164 -2.2001 -4.3046 -0.8912 0.1916 4.9316 4.9023 1.0714 3.1363 0.1716 0.1149 1.2724 0.0539 1.0644 0.0693 -#> 83: 90.9900 -6.2077 -2.1695 -4.3121 -0.8924 0.1722 6.7123 5.3290 1.1120 3.2733 0.1741 0.1091 1.2822 0.0510 1.0142 0.0715 -#> 84: 90.8158 -6.3282 -2.1595 -4.2907 -0.9096 0.1818 6.3767 5.9725 1.1342 3.2384 0.1763 0.1037 1.2704 0.0420 0.8891 0.0834 -#> 85: 90.5926 -6.2052 -2.1643 -4.2780 -0.9000 0.1579 6.0579 5.6739 1.1472 3.0765 0.1751 0.0985 1.3263 0.0433 0.9484 0.0814 -#> 86: 90.3804 -6.2707 -2.1470 -4.2627 -0.9260 0.1650 5.7550 5.5542 1.1135 2.9227 0.1956 0.0936 1.2747 0.0447 0.9731 0.0780 -#> 87: 90.8425 -6.4455 -2.1135 -4.2273 -0.9294 0.1491 5.4672 6.8599 1.0716 2.7765 0.1858 0.0928 1.3204 0.0427 1.0005 0.0744 -#> 88: 91.2019 -6.2302 -2.1362 -4.1982 -0.9333 0.1615 5.1939 6.5169 1.1221 2.7203 0.1841 0.0928 1.2689 0.0466 0.9914 0.0771 -#> 89: 90.9907 -6.4173 -2.1174 -4.2493 -0.9182 0.1628 4.9342 6.2408 1.1719 2.9614 0.1749 0.1021 1.3580 0.0403 1.0171 0.0775 -#> 90: 91.1666 -6.5154 -2.1219 -4.2011 -0.9210 0.1594 4.6875 7.4895 1.1930 2.8133 0.1745 0.0970 1.2500 0.0432 0.9467 0.0799 -#> 91: 91.0165 -6.5918 -2.1465 -4.2231 -0.9079 0.1382 4.9772 7.3172 1.1706 2.6789 0.1810 0.1032 1.2958 0.0458 1.1223 0.0639 -#> 92: 91.5386 -6.6567 -2.1376 -4.2247 -0.9358 0.1696 5.5955 7.4188 1.1543 2.6339 0.1754 0.0980 1.2894 0.0463 0.9927 0.0764 -#> 93: 92.2552 -6.5096 -2.1645 -4.2340 -0.9393 0.1798 5.3157 7.0479 1.1612 2.6312 0.1718 0.0931 1.3698 0.0431 1.2649 0.0579 -#> 94: 91.7588 -6.4124 -2.1795 -4.2305 -0.9265 0.1842 5.8275 6.6955 1.1988 2.6403 0.1891 0.0884 1.3022 0.0481 1.0741 0.0713 -#> 95: 91.6694 -6.2975 -2.1946 -4.2442 -0.9392 0.2004 5.5361 6.3607 1.1399 2.7164 0.1796 0.1027 1.2519 0.0513 1.0982 0.0724 -#> 96: 91.2252 -6.0124 -2.2316 -4.2701 -0.8946 0.2375 5.2593 6.0427 1.0829 2.7921 0.2024 0.1147 1.3343 0.0426 1.3064 0.0560 -#> 97: 91.0388 -5.9178 -2.2563 -4.2703 -0.9093 0.2304 5.6825 5.7405 1.0890 2.7678 0.2113 0.1090 1.3517 0.0484 1.4160 0.0493 -#> 98: 90.9013 -6.1325 -2.2597 -4.2776 -0.9133 0.2447 5.7546 5.4535 1.1028 2.6806 0.2130 0.1182 1.2983 0.0451 1.2436 0.0584 -#> 99: 91.2086 -6.0047 -2.2719 -4.2972 -0.9136 0.2738 5.4668 5.1808 1.1776 2.7160 0.2132 0.1123 1.3301 0.0431 1.1850 0.0628 -#> 100: 91.3181 -5.9175 -2.2311 -4.3202 -0.8947 0.2844 5.1935 4.9218 1.1187 2.8660 0.2289 0.1471 1.3409 0.0371 0.9566 0.0806 -#> 101: 91.5112 -5.7721 -2.2292 -4.3060 -0.8842 0.3006 6.3617 4.6757 1.0628 2.7227 0.2174 0.1500 1.3269 0.0407 1.2002 0.0592 -#> 102: 91.5205 -5.9982 -2.2162 -4.3041 -0.8813 0.3065 7.7957 4.4419 1.0320 2.7176 0.2290 0.1474 1.3218 0.0392 0.9685 0.0783 -#> 103: 91.2416 -5.7012 -2.2204 -4.3198 -0.8610 0.3180 7.4059 4.2198 1.0242 2.5817 0.2175 0.1714 1.3003 0.0395 0.9472 0.0825 -#> 104: 91.2662 -5.8136 -2.2357 -4.3063 -0.8700 0.3110 7.0356 4.0088 1.0024 2.4701 0.2067 0.1939 1.2806 0.0407 1.0387 0.0743 -#> 105: 91.4688 -5.7922 -2.2204 -4.3319 -0.8703 0.2767 6.6838 3.8084 0.9751 2.6368 0.1963 0.1967 1.3320 0.0470 1.2043 0.0580 -#> 106: 91.3665 -5.8505 -2.2225 -4.3614 -0.8757 0.2922 7.1982 3.6180 1.0018 2.6378 0.1865 0.2132 1.2613 0.0464 1.0683 0.0693 -#> 107: 91.4934 -5.8933 -2.1993 -4.3433 -0.9112 0.3267 6.8383 3.7379 0.9616 2.5329 0.1772 0.2169 1.2911 0.0449 1.0688 0.0731 -#> 108: 92.1268 -5.7807 -2.1863 -4.4348 -0.9273 0.3235 6.4964 3.5510 1.0093 2.9025 0.1718 0.2061 1.3153 0.0414 0.8982 0.0796 -#> 109: 91.6585 -5.9778 -2.2083 -4.3550 -0.9061 0.3339 6.1715 4.5778 1.0600 2.7574 0.1755 0.2163 1.2754 0.0382 0.8100 0.0868 -#> 110: 92.0456 -5.6784 -2.2236 -4.3483 -0.8911 0.3022 5.8630 4.3489 1.0427 2.6195 0.1667 0.2472 1.3782 0.0336 0.7819 0.0931 -#> 111: 92.2862 -5.6624 -2.1985 -4.3680 -0.9178 0.3156 5.5698 4.1315 1.0149 2.5443 0.1622 0.2348 1.3541 0.0415 0.7848 0.0868 -#> 112: 92.5436 -5.6572 -2.2134 -4.3290 -0.9267 0.3025 5.2913 3.9249 1.0720 2.5118 0.1541 0.2231 1.3798 0.0385 0.9087 0.0799 -#> 113: 92.5970 -5.6263 -2.2030 -4.3044 -0.9123 0.2856 5.0268 3.7287 1.1371 2.4674 0.1764 0.2119 1.3007 0.0455 0.8651 0.0850 -#> 114: 92.9227 -5.6379 -2.2032 -4.2926 -0.9187 0.3282 4.7754 3.5422 1.1022 2.4105 0.1676 0.2013 1.3103 0.0439 0.9003 0.0815 -#> 115: 92.7678 -5.8033 -2.1888 -4.2988 -0.9406 0.3026 4.5367 3.3651 1.1127 2.5043 0.1592 0.1913 1.3643 0.0420 0.9649 0.0800 -#> 116: 92.0655 -5.8531 -2.2033 -4.2989 -0.9487 0.3013 4.3098 3.6792 1.1260 2.4981 0.1513 0.1817 1.2783 0.0445 0.9812 0.0818 -#> 117: 92.2258 -5.7861 -2.2095 -4.3393 -0.9399 0.2998 4.0943 3.4952 1.0697 2.7102 0.1437 0.1752 1.3037 0.0426 0.9067 0.0786 -#> 118: 92.3560 -5.8080 -2.2058 -4.3166 -0.9480 0.2743 4.6025 3.3205 1.0709 2.6198 0.1432 0.1747 1.2850 0.0481 0.9236 0.0769 -#> 119: 92.0489 -5.7726 -2.1972 -4.2740 -0.9087 0.2627 4.3723 3.1544 1.0892 2.4888 0.1620 0.1660 1.2659 0.0435 0.8389 0.0832 -#> 120: 91.9163 -5.8211 -2.2101 -4.2770 -0.9142 0.2674 4.1537 3.1700 1.0985 2.5003 0.1795 0.1577 1.2289 0.0454 0.9280 0.0826 -#> 121: 92.0274 -5.7601 -2.1916 -4.2686 -0.9055 0.2571 3.9460 3.1181 1.1026 2.3985 0.1908 0.1498 1.3015 0.0432 0.9363 0.0807 -#> 122: 92.2933 -5.7972 -2.2019 -4.2888 -0.8932 0.2679 3.7487 3.1755 1.0809 2.3976 0.1843 0.1636 1.2918 0.0433 0.8760 0.0803 -#> 123: 92.3361 -5.8903 -2.1745 -4.3386 -0.9157 0.2665 3.5613 3.8794 1.1308 2.5838 0.1751 0.1555 1.3219 0.0421 0.8987 0.0806 -#> 124: 92.5677 -6.0471 -2.1638 -4.2764 -0.9325 0.2645 3.3832 4.6152 1.1336 2.4546 0.1664 0.1526 1.2938 0.0375 0.9412 0.0798 -#> 125: 92.7852 -5.9841 -2.1661 -4.2825 -0.9373 0.2866 3.2141 4.3844 1.0770 2.3788 0.1581 0.1727 1.3137 0.0417 0.9228 0.0733 -#> 126: 92.7867 -5.9126 -2.1636 -4.2413 -0.9141 0.2756 3.0534 4.1652 1.0857 2.2921 0.1502 0.1994 1.2428 0.0450 0.8206 0.0795 -#> 127: 92.8733 -5.9110 -2.1546 -4.2269 -0.9258 0.2531 2.9007 3.9569 1.0914 2.3822 0.1426 0.2029 1.3043 0.0369 0.8206 0.0795 -#> 128: 93.0457 -5.9202 -2.1505 -4.2076 -0.9466 0.2463 3.3353 3.7591 1.0647 2.3012 0.1355 0.2180 1.3420 0.0385 0.8503 0.0803 -#> 129: 92.9207 -5.9882 -2.1704 -4.2204 -0.9319 0.2464 4.3160 4.4368 1.1187 2.3415 0.1386 0.2316 1.2546 0.0435 0.8777 0.0830 -#> 130: 92.2660 -6.2043 -2.1712 -4.2251 -0.9276 0.2186 4.4370 5.1440 1.0817 2.3426 0.1338 0.2200 1.2733 0.0476 0.9132 0.0753 -#> 131: 92.1286 -6.4163 -2.1634 -4.2642 -0.9223 0.2300 4.2151 6.2253 1.0614 2.5012 0.1333 0.2090 1.2690 0.0430 0.8201 0.0814 -#> 132: 92.0287 -6.4297 -2.1522 -4.2717 -0.9259 0.2250 4.0044 6.1979 1.0791 2.5146 0.1314 0.1985 1.2736 0.0449 0.8671 0.0784 -#> 133: 91.6843 -6.1415 -2.1685 -4.2553 -0.9349 0.2209 3.8041 5.8880 1.1445 2.4277 0.1248 0.2026 1.3381 0.0426 0.9129 0.0858 -#> 134: 91.6928 -6.1408 -2.1467 -4.2709 -0.9270 0.2648 3.6139 5.5936 1.0873 2.5602 0.1305 0.1925 1.3202 0.0416 0.7626 0.0936 -#> 135: 91.7984 -6.0371 -2.1673 -4.2572 -0.9497 0.2480 3.4332 5.3139 1.0649 2.4322 0.1389 0.1829 1.2592 0.0544 0.9459 0.0831 -#> 136: 91.9754 -6.1770 -2.1769 -4.2311 -0.9401 0.2435 3.2616 5.0482 1.0717 2.3106 0.1691 0.1737 1.3170 0.0436 1.0497 0.0816 -#> 137: 92.1546 -6.1216 -2.1731 -4.2278 -0.9401 0.2492 3.0985 4.9378 1.0200 2.1950 0.1606 0.1988 1.4019 0.0421 1.0200 0.0766 -#> 138: 92.2370 -5.9463 -2.1794 -4.1949 -0.9321 0.2460 2.9436 4.6909 1.0203 2.1200 0.1535 0.1947 1.3378 0.0425 0.9448 0.0804 -#> 139: 92.2025 -5.8849 -2.1820 -4.1868 -0.9200 0.2294 2.9458 4.4564 0.9875 2.1260 0.1759 0.2080 1.3244 0.0428 1.0110 0.0778 -#> 140: 91.8182 -5.7494 -2.1569 -4.1998 -0.9095 0.2318 2.7985 4.2336 1.0015 2.1507 0.1830 0.2113 1.3502 0.0432 0.7716 0.0922 -#> 141: 91.8292 -5.9568 -2.1640 -4.2109 -0.9122 0.2130 4.4608 4.0219 1.0180 2.1032 0.1739 0.2057 1.3594 0.0419 0.8088 0.0883 -#> 142: 91.9995 -6.0927 -2.1471 -4.2313 -0.9091 0.1875 4.5415 4.7705 1.0571 2.1286 0.1810 0.1954 1.4145 0.0406 0.8943 0.0847 -#> 143: 91.9160 -5.9892 -2.1546 -4.2043 -0.9355 0.1819 4.3145 4.5320 1.1337 2.1453 0.1888 0.2208 1.3449 0.0394 1.0910 0.0797 -#> 144: 92.0136 -5.9765 -2.1643 -4.2346 -0.9448 0.2455 4.3041 4.3054 1.1130 2.1300 0.1817 0.3253 1.3828 0.0340 1.0535 0.0873 -#> 145: 92.3893 -6.2224 -2.1211 -4.2316 -0.9405 0.2285 5.2279 4.9099 1.0573 2.1037 0.1727 0.3091 1.3797 0.0340 1.0160 0.0832 -#> 146: 92.6097 -6.2204 -2.1406 -4.2210 -0.9217 0.1762 4.9665 5.4466 1.0724 2.1658 0.1640 0.2936 1.4421 0.0408 1.2412 0.0674 -#> 147: 92.8499 -6.0091 -2.1165 -4.2234 -0.9682 0.1783 4.7182 5.1743 1.0188 2.1714 0.1722 0.2789 1.4545 0.0397 1.4472 0.0556 -#> 148: 92.6602 -5.8003 -2.1059 -4.2132 -0.9282 0.2102 4.4823 4.9156 1.0106 2.1075 0.1880 0.2684 1.4013 0.0413 1.0748 0.0758 -#> 149: 92.7388 -5.8727 -2.1569 -4.2185 -0.9266 0.1868 4.2581 4.6698 1.1447 2.0851 0.1786 0.2550 1.3137 0.0413 0.9963 0.0723 -#> 150: 92.7348 -5.7926 -2.1184 -4.2257 -0.9324 0.1966 4.0452 4.4363 1.1760 2.1508 0.1697 0.2704 1.3792 0.0363 0.8204 0.0889 -#> 151: 92.7968 -5.7301 -2.1179 -4.1959 -0.9275 0.1927 3.8430 4.2145 1.1707 2.1702 0.1842 0.2569 1.3789 0.0387 0.7890 0.0873 -#> 152: 92.9011 -5.7417 -2.1622 -4.2086 -0.9215 0.1784 2.0089 3.0670 1.1984 2.2253 0.1814 0.2507 1.3431 0.0395 0.9622 0.0780 -#> 153: 92.8020 -5.7707 -2.1494 -4.2128 -0.9228 0.1818 2.2261 2.9648 1.1192 2.3058 0.1749 0.2548 1.3671 0.0369 0.9507 0.0744 -#> 154: 92.5217 -5.8043 -2.1447 -4.2074 -0.9303 0.1766 2.7638 3.1314 1.1141 2.2814 0.1811 0.2389 1.3250 0.0408 1.0538 0.0689 -#> 155: 92.8765 -5.5586 -2.1275 -4.1639 -0.9320 0.1434 2.4217 2.4658 1.1231 2.1314 0.1746 0.2426 1.3785 0.0407 0.9682 0.0796 -#> 156: 93.0074 -5.6819 -2.1343 -4.1819 -0.9382 0.1587 1.4756 2.7496 1.1200 2.1700 0.1849 0.2320 1.3643 0.0395 1.0875 0.0653 -#> 157: 92.7950 -5.6827 -2.1178 -4.1808 -0.9553 0.1585 1.1607 2.5156 1.1129 2.2109 0.1724 0.2366 1.4045 0.0374 1.1322 0.0676 -#> 158: 92.7684 -5.7106 -2.0933 -4.2149 -0.9717 0.1602 1.4884 2.6532 1.1269 2.1388 0.1838 0.2666 1.4009 0.0348 0.8728 0.0832 -#> 159: 93.0980 -5.8911 -2.1297 -4.2160 -0.9660 0.1407 1.6034 3.3765 1.1182 2.1661 0.1705 0.2804 1.3557 0.0430 1.0076 0.0776 -#> 160: 93.1849 -5.9433 -2.1177 -4.1735 -0.9436 0.1324 1.8692 4.0887 1.1252 2.0213 0.1642 0.2922 1.3251 0.0386 0.8586 0.0820 -#> 161: 93.4771 -5.7768 -2.0899 -4.1697 -0.9670 0.1043 2.0938 2.9110 1.1069 1.9538 0.1820 0.3046 1.3270 0.0413 0.8220 0.0855 -#> 162: 93.4961 -5.6516 -2.0965 -4.1633 -0.9708 0.1263 2.2053 2.3022 1.1179 1.9555 0.1758 0.2891 1.3158 0.0417 0.9943 0.0768 -#> 163: 93.1627 -5.5944 -2.1527 -4.1633 -0.9488 0.1452 2.9600 2.3291 1.1027 1.9555 0.1766 0.3000 1.3626 0.0376 0.9790 0.0743 -#> 164: 92.7951 -5.6646 -2.1539 -4.1699 -0.9447 0.1863 2.9195 2.7599 1.0794 1.9511 0.1651 0.2918 1.4091 0.0357 1.1005 0.0709 -#> 165: 92.6045 -5.5927 -2.1842 -4.1770 -0.9436 0.1939 2.2014 2.3213 1.0622 1.9775 0.1671 0.2899 1.3945 0.0372 1.0533 0.0694 -#> 166: 92.6660 -5.5922 -2.1438 -4.1611 -0.9441 0.1767 1.8951 2.3445 1.1025 2.0399 0.1802 0.2802 1.4229 0.0354 1.1552 0.0682 -#> 167: 92.4353 -5.5118 -2.1415 -4.1730 -0.9124 0.1827 1.5029 1.8145 1.0701 2.0090 0.1727 0.2642 1.4525 0.0362 1.0577 0.0754 -#> 168: 92.3761 -5.5522 -2.1625 -4.1911 -0.9114 0.1782 1.2703 2.0808 1.0814 2.0588 0.1810 0.2658 1.3973 0.0364 0.9874 0.0729 -#> 169: 92.5240 -5.6102 -2.1396 -4.1793 -0.8972 0.1722 1.3115 2.2750 1.0759 2.0910 0.2147 0.2549 1.3553 0.0392 0.9770 0.0759 -#> 170: 92.3827 -5.5942 -2.1231 -4.1847 -0.9338 0.1525 1.5707 2.3778 1.0542 2.0824 0.2042 0.2519 1.4424 0.0363 1.1270 0.0687 -#> 171: 92.1706 -5.6171 -2.1619 -4.1926 -0.9056 0.1390 1.0935 2.2869 1.1239 2.1697 0.1946 0.2624 1.2980 0.0411 0.9988 0.0740 -#> 172: 92.1491 -5.5704 -2.1447 -4.1913 -0.9285 0.1649 1.0292 2.2160 1.1231 2.1905 0.1860 0.2518 1.3154 0.0375 1.0152 0.0772 -#> 173: 91.9987 -5.5411 -2.1434 -4.1803 -0.9056 0.1585 0.6511 1.9989 1.0892 2.2283 0.1899 0.2413 1.3814 0.0380 1.1733 0.0693 -#> 174: 92.0377 -5.5419 -2.1081 -4.1928 -0.9057 0.1418 0.9013 2.0933 1.1813 2.2773 0.1756 0.2559 1.4419 0.0343 0.9942 0.0801 -#> 175: 92.0266 -5.5125 -2.1014 -4.1775 -0.9119 0.1371 0.7194 2.0624 1.1848 2.2328 0.1754 0.2504 1.3987 0.0353 1.0838 0.0728 -#> 176: 92.0365 -5.5658 -2.0914 -4.1646 -0.8956 0.1096 0.7557 2.0588 1.1642 2.1610 0.1617 0.2722 1.3658 0.0347 0.9405 0.0757 -#> 177: 91.8661 -5.6799 -2.0950 -4.1695 -0.9010 0.1193 0.8835 2.8899 1.1394 2.1886 0.1809 0.2777 1.3841 0.0351 0.9178 0.0794 -#> 178: 91.9392 -5.7853 -2.1139 -4.1711 -0.9190 0.1222 0.6673 3.0461 1.1712 2.1948 0.1576 0.2237 1.3623 0.0383 0.9060 0.0795 -#> 179: 92.0116 -5.7560 -2.1418 -4.1711 -0.9153 0.1034 0.4356 2.9139 1.1653 2.1948 0.1497 0.2364 1.3387 0.0392 0.9327 0.0793 -#> 180: 92.1013 -5.7920 -2.1368 -4.1654 -0.9059 0.0912 0.3859 3.2592 1.1357 2.1744 0.1570 0.2337 1.3622 0.0408 1.0299 0.0739 -#> 181: 92.1032 -5.8125 -2.1260 -4.1791 -0.9404 0.1731 0.4091 3.0817 1.1113 2.2356 0.1572 0.2742 1.4509 0.0340 0.9180 0.0865 -#> 182: 92.1315 -5.7991 -2.1327 -4.1737 -0.9319 0.1519 0.3145 3.0292 1.1520 2.1360 0.1661 0.2482 1.4105 0.0361 1.1338 0.0748 -#> 183: 92.1350 -6.0470 -2.1264 -4.1707 -0.9525 0.1787 0.2045 3.8296 1.1229 2.1369 0.1735 0.2453 1.3132 0.0350 1.0507 0.0759 -#> 184: 92.0539 -5.9856 -2.1289 -4.1968 -0.9281 0.1789 0.1166 3.9425 1.0558 2.2320 0.1658 0.2253 1.3390 0.0355 1.1271 0.0720 -#> 185: 92.0755 -6.0524 -2.1385 -4.2076 -0.9313 0.1794 0.1193 4.2430 1.0465 2.3571 0.1566 0.2152 1.3777 0.0368 1.2013 0.0631 -#> 186: 92.1639 -6.0663 -2.1399 -4.1869 -0.9311 0.1817 0.1392 4.4053 1.0495 2.4857 0.1532 0.2331 1.3751 0.0365 1.0497 0.0697 -#> 187: 92.1759 -6.3052 -2.1469 -4.2221 -0.9428 0.1970 0.1356 5.5622 0.9953 2.3367 0.1451 0.2359 1.3754 0.0367 1.0969 0.0656 -#> 188: 92.1744 -6.0494 -2.1406 -4.2445 -0.9595 0.2089 0.1364 4.3818 0.9882 2.4074 0.1480 0.2364 1.3709 0.0396 1.1259 0.0642 -#> 189: 92.1989 -6.1255 -2.1138 -4.2037 -0.9368 0.1796 0.1444 4.6756 0.9840 2.3786 0.1502 0.2303 1.3979 0.0393 1.2011 0.0630 -#> 190: 92.0944 -6.1343 -2.1536 -4.2106 -0.9267 0.2105 0.1288 4.4977 1.0475 2.3593 0.1443 0.2396 1.3247 0.0384 1.1304 0.0711 -#> 191: 92.1238 -6.0639 -2.1462 -4.2883 -0.9311 0.2155 0.1246 4.1066 1.0428 2.6836 0.1442 0.2344 1.4041 0.0344 1.1631 0.0684 -#> 192: 92.1328 -6.0743 -2.1232 -4.3119 -0.9586 0.2319 0.1192 4.1348 1.0020 2.7067 0.1466 0.2515 1.4039 0.0355 1.0021 0.0772 -#> 193: 92.0881 -5.8697 -2.1298 -4.2691 -0.9309 0.2295 0.1050 3.4476 0.9879 2.5496 0.1344 0.2348 1.4677 0.0351 1.0332 0.0705 -#> 194: 92.1086 -5.7557 -2.1176 -4.3249 -0.9029 0.2183 0.0702 2.7793 1.0043 2.8853 0.1460 0.2213 1.4733 0.0325 1.0929 0.0681 -#> 195: 92.1265 -5.8976 -2.1506 -4.2932 -0.9267 0.2511 0.0593 3.4959 0.9881 2.6806 0.1278 0.2505 1.6138 0.0350 1.1327 0.0703 -#> 196: 92.1316 -5.7018 -2.1627 -4.2889 -0.9278 0.2392 0.0717 2.9210 1.0160 2.7067 0.1470 0.2350 1.5063 0.0418 1.0525 0.0734 -#> 197: 92.1756 -5.7899 -2.1604 -4.2819 -0.9248 0.2765 0.0754 2.9991 1.0167 2.6170 0.1465 0.2314 1.4982 0.0387 1.0504 0.0774 -#> 198: 92.2153 -5.8248 -2.1571 -4.2245 -0.9350 0.2195 0.0651 3.0128 0.9196 2.3123 0.1451 0.2363 1.3965 0.0453 1.1561 0.0650 -#> 199: 92.1935 -5.8187 -2.1505 -4.2123 -0.9452 0.2406 0.0535 3.0017 0.9553 2.2771 0.1338 0.2415 1.4485 0.0407 1.0647 0.0699 -#> 200: 92.2308 -5.6732 -2.1578 -4.2182 -0.9324 0.2330 0.0618 2.4070 1.0687 2.2978 0.1513 0.2199 1.4101 0.0385 1.0283 0.0741 -#> 201: 92.2305 -5.6796 -2.1604 -4.2064 -0.9320 0.2262 0.0530 2.4360 1.0551 2.2994 0.1529 0.2219 1.3653 0.0407 1.0115 0.0757 -#> 202: 92.2259 -5.7201 -2.1550 -4.2058 -0.9263 0.2208 0.0461 2.6422 1.0351 2.2888 0.1520 0.2100 1.3739 0.0418 1.0474 0.0730 -#> 203: 92.2212 -5.7539 -2.1457 -4.2037 -0.9303 0.2163 0.0422 2.8480 1.0403 2.2723 0.1465 0.2070 1.3973 0.0404 1.0518 0.0729 -#> 204: 92.2164 -5.8068 -2.1371 -4.2093 -0.9300 0.2163 0.0383 3.1313 1.0426 2.2984 0.1423 0.2091 1.4025 0.0391 1.0284 0.0737 -#> 205: 92.2120 -5.8371 -2.1369 -4.2142 -0.9308 0.2156 0.0347 3.2786 1.0392 2.3249 0.1390 0.2048 1.4115 0.0385 1.0161 0.0733 -#> 206: 92.2071 -5.8681 -2.1391 -4.2176 -0.9287 0.2158 0.0336 3.4917 1.0442 2.3461 0.1388 0.2041 1.4017 0.0394 0.9977 0.0735 -#> 207: 92.2078 -5.8966 -2.1424 -4.2230 -0.9286 0.2181 0.0337 3.6741 1.0456 2.3743 0.1369 0.2009 1.3988 0.0397 0.9792 0.0740 -#> 208: 92.2077 -5.8972 -2.1459 -4.2249 -0.9300 0.2208 0.0340 3.6775 1.0460 2.3889 0.1362 0.1985 1.3969 0.0394 0.9729 0.0742 -#> 209: 92.2091 -5.8831 -2.1488 -4.2271 -0.9326 0.2227 0.0337 3.6019 1.0465 2.4005 0.1380 0.1967 1.3949 0.0395 0.9745 0.0741 -#> 210: 92.2115 -5.8806 -2.1490 -4.2282 -0.9349 0.2238 0.0324 3.5652 1.0516 2.4211 0.1386 0.1979 1.3941 0.0391 0.9820 0.0740 -#> 211: 92.2151 -5.8791 -2.1516 -4.2291 -0.9363 0.2258 0.0318 3.5315 1.0458 2.4465 0.1390 0.1989 1.3918 0.0394 0.9901 0.0735 -#> 212: 92.2189 -5.8789 -2.1532 -4.2297 -0.9380 0.2269 0.0312 3.4989 1.0434 2.4718 0.1409 0.1993 1.3884 0.0394 1.0007 0.0732 -#> 213: 92.2226 -5.8714 -2.1556 -4.2287 -0.9395 0.2255 0.0313 3.4460 1.0440 2.4800 0.1413 0.1993 1.3859 0.0397 1.0157 0.0722 -#> 214: 92.2233 -5.8706 -2.1553 -4.2279 -0.9394 0.2237 0.0309 3.4283 1.0431 2.4809 0.1414 0.2003 1.3849 0.0399 1.0186 0.0720 -#> 215: 92.2242 -5.8750 -2.1536 -4.2285 -0.9390 0.2212 0.0312 3.4442 1.0455 2.4800 0.1417 0.2015 1.3830 0.0401 1.0126 0.0723 -#> 216: 92.2252 -5.8788 -2.1521 -4.2277 -0.9393 0.2192 0.0316 3.4718 1.0459 2.4791 0.1410 0.2028 1.3817 0.0402 1.0046 0.0726 -#> 217: 92.2255 -5.8869 -2.1516 -4.2268 -0.9400 0.2177 0.0322 3.5295 1.0456 2.4751 0.1407 0.2042 1.3814 0.0401 1.0011 0.0729 -#> 218: 92.2230 -5.8819 -2.1511 -4.2259 -0.9400 0.2164 0.0327 3.5004 1.0473 2.4693 0.1399 0.2051 1.3784 0.0401 0.9962 0.0731 -#> 219: 92.2206 -5.8761 -2.1499 -4.2269 -0.9393 0.2156 0.0325 3.4736 1.0494 2.4667 0.1399 0.2066 1.3794 0.0399 0.9925 0.0734 -#> 220: 92.2185 -5.8775 -2.1494 -4.2267 -0.9380 0.2150 0.0331 3.4894 1.0511 2.4596 0.1396 0.2090 1.3788 0.0398 0.9881 0.0734 -#> 221: 92.2180 -5.8774 -2.1499 -4.2271 -0.9369 0.2142 0.0328 3.4873 1.0518 2.4559 0.1399 0.2109 1.3776 0.0399 0.9842 0.0735 -#> 222: 92.2191 -5.8833 -2.1503 -4.2280 -0.9359 0.2127 0.0328 3.5384 1.0518 2.4533 0.1400 0.2114 1.3778 0.0400 0.9825 0.0735 -#> 223: 92.2199 -5.8831 -2.1486 -4.2288 -0.9343 0.2112 0.0326 3.5474 1.0539 2.4515 0.1396 0.2127 1.3795 0.0398 0.9806 0.0735 -#> 224: 92.2206 -5.8870 -2.1467 -4.2283 -0.9331 0.2093 0.0324 3.5619 1.0550 2.4482 0.1395 0.2133 1.3805 0.0395 0.9792 0.0735 -#> 225: 92.2218 -5.8929 -2.1459 -4.2289 -0.9328 0.2086 0.0322 3.6001 1.0548 2.4492 0.1388 0.2142 1.3804 0.0393 0.9809 0.0734 -#> 226: 92.2228 -5.8909 -2.1440 -4.2293 -0.9322 0.2082 0.0320 3.6007 1.0566 2.4513 0.1383 0.2143 1.3826 0.0390 0.9815 0.0737 -#> 227: 92.2234 -5.8838 -2.1444 -4.2304 -0.9319 0.2088 0.0319 3.5748 1.0551 2.4562 0.1381 0.2140 1.3814 0.0390 0.9836 0.0736 -#> 228: 92.2243 -5.8835 -2.1444 -4.2314 -0.9326 0.2093 0.0317 3.5756 1.0526 2.4607 0.1377 0.2143 1.3824 0.0389 0.9901 0.0733 -#> 229: 92.2251 -5.8916 -2.1442 -4.2307 -0.9330 0.2095 0.0318 3.6344 1.0501 2.4580 0.1371 0.2148 1.3850 0.0388 0.9930 0.0733 -#> 230: 92.2250 -5.8951 -2.1442 -4.2303 -0.9334 0.2107 0.0318 3.6533 1.0475 2.4550 0.1369 0.2150 1.3872 0.0387 0.9953 0.0734 -#> 231: 92.2247 -5.8964 -2.1444 -4.2300 -0.9345 0.2119 0.0322 3.6564 1.0446 2.4549 0.1368 0.2151 1.3899 0.0388 0.9991 0.0733 -#> 232: 92.2230 -5.8982 -2.1451 -4.2306 -0.9352 0.2132 0.0326 3.6643 1.0422 2.4591 0.1365 0.2155 1.3934 0.0388 1.0052 0.0729 -#> 233: 92.2223 -5.9022 -2.1455 -4.2327 -0.9354 0.2141 0.0329 3.6824 1.0396 2.4697 0.1362 0.2165 1.3970 0.0388 1.0107 0.0726 -#> 234: 92.2200 -5.9075 -2.1457 -4.2324 -0.9348 0.2140 0.0335 3.7056 1.0364 2.4735 0.1366 0.2174 1.3977 0.0388 1.0163 0.0723 -#> 235: 92.2171 -5.9094 -2.1457 -4.2338 -0.9342 0.2142 0.0342 3.7222 1.0339 2.4854 0.1372 0.2189 1.3999 0.0389 1.0228 0.0721 -#> 236: 92.2161 -5.9195 -2.1464 -4.2368 -0.9340 0.2140 0.0346 3.7789 1.0329 2.4986 0.1376 0.2200 1.4007 0.0389 1.0281 0.0721 -#> 237: 92.2163 -5.9214 -2.1469 -4.2390 -0.9330 0.2143 0.0347 3.7862 1.0329 2.5074 0.1378 0.2195 1.4030 0.0389 1.0320 0.0719 -#> 238: 92.2165 -5.9203 -2.1473 -4.2399 -0.9326 0.2143 0.0347 3.7781 1.0336 2.5100 0.1381 0.2186 1.4031 0.0388 1.0347 0.0719 -#> 239: 92.2173 -5.9212 -2.1471 -4.2403 -0.9325 0.2136 0.0344 3.7908 1.0350 2.5128 0.1384 0.2175 1.4021 0.0389 1.0352 0.0718 -#> 240: 92.2178 -5.9217 -2.1470 -4.2394 -0.9322 0.2133 0.0342 3.8082 1.0363 2.5118 0.1384 0.2169 1.4025 0.0387 1.0345 0.0719 -#> 241: 92.2177 -5.9200 -2.1470 -4.2383 -0.9318 0.2136 0.0340 3.8123 1.0381 2.5110 0.1385 0.2161 1.4028 0.0387 1.0336 0.0720 -#> 242: 92.2170 -5.9109 -2.1478 -4.2371 -0.9308 0.2136 0.0340 3.7766 1.0387 2.5090 0.1385 0.2157 1.4027 0.0386 1.0322 0.0720 -#> 243: 92.2165 -5.9029 -2.1484 -4.2371 -0.9300 0.2140 0.0340 3.7433 1.0389 2.5128 0.1386 0.2150 1.4032 0.0385 1.0342 0.0720 -#> 244: 92.2161 -5.8998 -2.1489 -4.2374 -0.9294 0.2143 0.0340 3.7242 1.0392 2.5173 0.1386 0.2148 1.4030 0.0384 1.0343 0.0720 -#> 245: 92.2153 -5.9048 -2.1494 -4.2370 -0.9291 0.2149 0.0339 3.7491 1.0399 2.5182 0.1386 0.2146 1.4019 0.0383 1.0317 0.0722 -#> 246: 92.2147 -5.9093 -2.1498 -4.2371 -0.9289 0.2156 0.0339 3.7727 1.0409 2.5218 0.1384 0.2145 1.4016 0.0382 1.0309 0.0724 -#> 247: 92.2143 -5.9124 -2.1503 -4.2368 -0.9286 0.2159 0.0338 3.7972 1.0408 2.5232 0.1383 0.2144 1.4012 0.0382 1.0297 0.0725 -#> 248: 92.2137 -5.9122 -2.1500 -4.2367 -0.9286 0.2160 0.0336 3.8036 1.0409 2.5245 0.1382 0.2141 1.4022 0.0381 1.0272 0.0727 -#> 249: 92.2133 -5.9101 -2.1501 -4.2364 -0.9288 0.2160 0.0334 3.7984 1.0406 2.5268 0.1383 0.2136 1.4031 0.0381 1.0273 0.0726 -#> 250: 92.2139 -5.9115 -2.1502 -4.2368 -0.9289 0.2167 0.0335 3.8015 1.0412 2.5326 0.1380 0.2132 1.4035 0.0381 1.0261 0.0727 -#> 251: 92.2132 -5.9123 -2.1502 -4.2373 -0.9297 0.2170 0.0338 3.8015 1.0421 2.5362 0.1376 0.2126 1.4053 0.0379 1.0274 0.0727 -#> 252: 92.2128 -5.9106 -2.1502 -4.2366 -0.9299 0.2174 0.0338 3.7931 1.0427 2.5345 0.1371 0.2120 1.4062 0.0379 1.0262 0.0728 -#> 253: 92.2118 -5.9098 -2.1492 -4.2364 -0.9297 0.2173 0.0340 3.8011 1.0420 2.5338 0.1369 0.2121 1.4074 0.0378 1.0232 0.0731 -#> 254: 92.2107 -5.9104 -2.1479 -4.2362 -0.9296 0.2171 0.0341 3.8085 1.0398 2.5330 0.1366 0.2123 1.4093 0.0377 1.0230 0.0731 -#> 255: 92.2103 -5.9133 -2.1466 -4.2359 -0.9299 0.2166 0.0341 3.8219 1.0381 2.5346 0.1363 0.2122 1.4105 0.0377 1.0230 0.0731 -#> 256: 92.2094 -5.9171 -2.1453 -4.2356 -0.9299 0.2161 0.0341 3.8498 1.0366 2.5366 0.1362 0.2123 1.4114 0.0375 1.0239 0.0731 -#> 257: 92.2091 -5.9169 -2.1441 -4.2353 -0.9302 0.2153 0.0341 3.8529 1.0347 2.5385 0.1360 0.2118 1.4126 0.0375 1.0265 0.0729 -#> 258: 92.2089 -5.9191 -2.1431 -4.2349 -0.9301 0.2145 0.0340 3.8608 1.0331 2.5392 0.1359 0.2119 1.4126 0.0375 1.0282 0.0728 -#> 259: 92.2093 -5.9249 -2.1426 -4.2337 -0.9301 0.2145 0.0341 3.8853 1.0321 2.5385 0.1361 0.2120 1.4114 0.0374 1.0280 0.0728 -#> 260: 92.2095 -5.9297 -2.1415 -4.2328 -0.9303 0.2146 0.0339 3.9108 1.0302 2.5367 0.1358 0.2125 1.4112 0.0373 1.0265 0.0729 -#> 261: 92.2096 -5.9341 -2.1407 -4.2321 -0.9307 0.2147 0.0338 3.9343 1.0278 2.5343 0.1356 0.2131 1.4121 0.0373 1.0272 0.0728 -#> 262: 92.2094 -5.9342 -2.1398 -4.2312 -0.9310 0.2149 0.0336 3.9314 1.0254 2.5313 0.1356 0.2139 1.4115 0.0372 1.0249 0.0729 -#> 263: 92.2088 -5.9376 -2.1388 -4.2304 -0.9313 0.2153 0.0334 3.9452 1.0232 2.5289 0.1357 0.2143 1.4109 0.0371 1.0228 0.0731 -#> 264: 92.2077 -5.9410 -2.1379 -4.2301 -0.9317 0.2153 0.0333 3.9571 1.0204 2.5265 0.1356 0.2147 1.4105 0.0371 1.0224 0.0731 -#> 265: 92.2069 -5.9454 -2.1374 -4.2296 -0.9322 0.2154 0.0332 3.9800 1.0182 2.5230 0.1356 0.2147 1.4115 0.0371 1.0232 0.0730 -#> 266: 92.2067 -5.9463 -2.1370 -4.2291 -0.9324 0.2155 0.0330 3.9809 1.0165 2.5217 0.1354 0.2148 1.4121 0.0371 1.0220 0.0730 -#> 267: 92.2064 -5.9492 -2.1368 -4.2282 -0.9329 0.2154 0.0328 3.9874 1.0150 2.5199 0.1357 0.2150 1.4124 0.0370 1.0233 0.0729 -#> 268: 92.2065 -5.9468 -2.1360 -4.2276 -0.9333 0.2155 0.0328 3.9722 1.0133 2.5171 0.1362 0.2155 1.4133 0.0369 1.0243 0.0729 -#> 269: 92.2066 -5.9438 -2.1352 -4.2267 -0.9335 0.2151 0.0328 3.9526 1.0122 2.5142 0.1367 0.2154 1.4140 0.0369 1.0244 0.0728 -#> 270: 92.2067 -5.9388 -2.1351 -4.2259 -0.9339 0.2151 0.0326 3.9283 1.0112 2.5114 0.1370 0.2157 1.4137 0.0368 1.0240 0.0729 -#> 271: 92.2069 -5.9350 -2.1344 -4.2252 -0.9342 0.2152 0.0324 3.9072 1.0107 2.5094 0.1370 0.2158 1.4136 0.0367 1.0222 0.0730 -#> 272: 92.2069 -5.9317 -2.1341 -4.2246 -0.9348 0.2153 0.0321 3.8870 1.0104 2.5082 0.1372 0.2157 1.4139 0.0366 1.0219 0.0731 -#> 273: 92.2068 -5.9289 -2.1340 -4.2240 -0.9348 0.2152 0.0320 3.8711 1.0101 2.5075 0.1373 0.2159 1.4146 0.0366 1.0232 0.0730 -#> 274: 92.2067 -5.9271 -2.1337 -4.2239 -0.9350 0.2153 0.0318 3.8569 1.0101 2.5085 0.1377 0.2157 1.4144 0.0366 1.0239 0.0731 -#> 275: 92.2063 -5.9264 -2.1339 -4.2235 -0.9353 0.2156 0.0317 3.8476 1.0097 2.5078 0.1382 0.2157 1.4143 0.0365 1.0256 0.0730 -#> 276: 92.2059 -5.9271 -2.1339 -4.2231 -0.9354 0.2160 0.0316 3.8417 1.0097 2.5074 0.1387 0.2156 1.4132 0.0365 1.0260 0.0730 -#> 277: 92.2059 -5.9283 -2.1342 -4.2225 -0.9356 0.2163 0.0316 3.8412 1.0094 2.5073 0.1393 0.2155 1.4122 0.0364 1.0283 0.0729 -#> 278: 92.2062 -5.9278 -2.1341 -4.2220 -0.9361 0.2166 0.0318 3.8331 1.0081 2.5069 0.1397 0.2154 1.4117 0.0364 1.0321 0.0727 -#> 279: 92.2061 -5.9264 -2.1341 -4.2214 -0.9363 0.2168 0.0319 3.8188 1.0072 2.5051 0.1402 0.2155 1.4111 0.0364 1.0342 0.0726 -#> 280: 92.2057 -5.9263 -2.1344 -4.2211 -0.9365 0.2167 0.0321 3.8114 1.0072 2.5061 0.1406 0.2148 1.4108 0.0365 1.0361 0.0725 -#> 281: 92.2048 -5.9269 -2.1344 -4.2208 -0.9365 0.2166 0.0324 3.8082 1.0076 2.5077 0.1410 0.2142 1.4098 0.0365 1.0363 0.0726 -#> 282: 92.2045 -5.9257 -2.1347 -4.2205 -0.9366 0.2165 0.0328 3.8040 1.0082 2.5092 0.1413 0.2138 1.4090 0.0365 1.0364 0.0726 -#> 283: 92.2038 -5.9235 -2.1348 -4.2201 -0.9363 0.2163 0.0331 3.7955 1.0089 2.5108 0.1415 0.2134 1.4086 0.0365 1.0362 0.0726 -#> 284: 92.2032 -5.9234 -2.1348 -4.2198 -0.9359 0.2162 0.0335 3.7945 1.0100 2.5118 0.1420 0.2129 1.4083 0.0365 1.0362 0.0726 -#> 285: 92.2028 -5.9236 -2.1347 -4.2193 -0.9360 0.2161 0.0339 3.7930 1.0104 2.5124 0.1422 0.2125 1.4080 0.0365 1.0373 0.0725 -#> 286: 92.2020 -5.9221 -2.1344 -4.2187 -0.9355 0.2156 0.0341 3.7872 1.0104 2.5134 0.1425 0.2121 1.4074 0.0364 1.0377 0.0725 -#> 287: 92.2013 -5.9213 -2.1341 -4.2183 -0.9354 0.2154 0.0343 3.7888 1.0098 2.5151 0.1428 0.2119 1.4075 0.0364 1.0390 0.0724 -#> 288: 92.2003 -5.9195 -2.1339 -4.2182 -0.9355 0.2152 0.0343 3.7831 1.0090 2.5180 0.1430 0.2116 1.4082 0.0364 1.0408 0.0723 -#> 289: 92.1995 -5.9186 -2.1339 -4.2182 -0.9355 0.2154 0.0343 3.7805 1.0083 2.5217 0.1429 0.2115 1.4085 0.0364 1.0426 0.0722 -#> 290: 92.1984 -5.9180 -2.1339 -4.2177 -0.9354 0.2153 0.0343 3.7767 1.0080 2.5219 0.1427 0.2113 1.4083 0.0365 1.0429 0.0721 -#> 291: 92.1975 -5.9167 -2.1334 -4.2175 -0.9355 0.2151 0.0343 3.7701 1.0080 2.5230 0.1427 0.2108 1.4083 0.0364 1.0439 0.0721 -#> 292: 92.1971 -5.9175 -2.1330 -4.2166 -0.9356 0.2144 0.0342 3.7722 1.0081 2.5227 0.1426 0.2107 1.4079 0.0364 1.0443 0.0721 -#> 293: 92.1963 -5.9188 -2.1330 -4.2157 -0.9357 0.2141 0.0342 3.7768 1.0083 2.5242 0.1425 0.2103 1.4073 0.0364 1.0439 0.0721 -#> 294: 92.1953 -5.9189 -2.1328 -4.2157 -0.9357 0.2136 0.0344 3.7727 1.0078 2.5294 0.1427 0.2095 1.4079 0.0364 1.0456 0.0720 -#> 295: 92.1946 -5.9171 -2.1329 -4.2153 -0.9355 0.2135 0.0345 3.7623 1.0081 2.5331 0.1426 0.2090 1.4080 0.0364 1.0462 0.0720 -#> 296: 92.1940 -5.9154 -2.1329 -4.2150 -0.9354 0.2130 0.0346 3.7523 1.0082 2.5354 0.1425 0.2084 1.4075 0.0365 1.0463 0.0720 -#> 297: 92.1934 -5.9128 -2.1330 -4.2145 -0.9351 0.2127 0.0349 3.7395 1.0084 2.5373 0.1423 0.2079 1.4072 0.0365 1.0453 0.0720 -#> 298: 92.1932 -5.9128 -2.1332 -4.2138 -0.9347 0.2120 0.0350 3.7372 1.0085 2.5368 0.1423 0.2075 1.4068 0.0365 1.0449 0.0720 -#> 299: 92.1927 -5.9120 -2.1333 -4.2131 -0.9344 0.2112 0.0352 3.7324 1.0088 2.5366 0.1422 0.2070 1.4059 0.0366 1.0441 0.0721 -#> 300: 92.1921 -5.9097 -2.1335 -4.2122 -0.9343 0.2105 0.0353 3.7211 1.0096 2.5357 0.1425 0.2066 1.4050 0.0367 1.0443 0.0721 -#> 301: 92.1915 -5.9081 -2.1337 -4.2116 -0.9343 0.2098 0.0355 3.7110 1.0104 2.5355 0.1427 0.2061 1.4041 0.0368 1.0448 0.0721 -#> 302: 92.1912 -5.9067 -2.1340 -4.2108 -0.9342 0.2092 0.0355 3.7052 1.0114 2.5348 0.1428 0.2055 1.4036 0.0369 1.0442 0.0722 -#> 303: 92.1913 -5.9039 -2.1342 -4.2113 -0.9342 0.2087 0.0355 3.6925 1.0123 2.5408 0.1430 0.2049 1.4028 0.0369 1.0436 0.0723 -#> 304: 92.1920 -5.9012 -2.1342 -4.2119 -0.9342 0.2081 0.0356 3.6781 1.0129 2.5476 0.1432 0.2044 1.4026 0.0369 1.0436 0.0723 -#> 305: 92.1923 -5.8984 -2.1343 -4.2123 -0.9341 0.2076 0.0354 3.6633 1.0134 2.5525 0.1434 0.2038 1.4022 0.0370 1.0434 0.0724 -#> 306: 92.1926 -5.8977 -2.1343 -4.2121 -0.9343 0.2072 0.0354 3.6603 1.0144 2.5567 0.1436 0.2030 1.4022 0.0369 1.0431 0.0724 -#> 307: 92.1931 -5.8970 -2.1346 -4.2124 -0.9344 0.2068 0.0353 3.6555 1.0154 2.5617 0.1438 0.2021 1.4017 0.0370 1.0431 0.0725 -#> 308: 92.1935 -5.8963 -2.1347 -4.2127 -0.9343 0.2062 0.0351 3.6486 1.0166 2.5665 0.1439 0.2012 1.4017 0.0370 1.0431 0.0724 -#> 309: 92.1934 -5.8965 -2.1349 -4.2130 -0.9344 0.2058 0.0350 3.6454 1.0180 2.5711 0.1439 0.2003 1.4013 0.0370 1.0427 0.0725 -#> 310: 92.1935 -5.8965 -2.1349 -4.2133 -0.9345 0.2055 0.0350 3.6401 1.0193 2.5761 0.1439 0.1993 1.4013 0.0371 1.0418 0.0725 -#> 311: 92.1931 -5.8976 -2.1349 -4.2139 -0.9346 0.2052 0.0349 3.6416 1.0207 2.5820 0.1437 0.1982 1.4015 0.0370 1.0411 0.0726 -#> 312: 92.1928 -5.8995 -2.1350 -4.2149 -0.9349 0.2053 0.0350 3.6472 1.0222 2.5902 0.1437 0.1972 1.4018 0.0370 1.0412 0.0727 -#> 313: 92.1922 -5.8999 -2.1350 -4.2159 -0.9352 0.2055 0.0350 3.6450 1.0236 2.5989 0.1436 0.1962 1.4017 0.0369 1.0407 0.0728 -#> 314: 92.1913 -5.9021 -2.1353 -4.2171 -0.9353 0.2055 0.0350 3.6532 1.0244 2.6086 0.1437 0.1951 1.4019 0.0369 1.0409 0.0728 -#> 315: 92.1905 -5.9033 -2.1358 -4.2178 -0.9354 0.2055 0.0351 3.6591 1.0252 2.6142 0.1438 0.1941 1.4018 0.0369 1.0420 0.0728 -#> 316: 92.1895 -5.9043 -2.1358 -4.2186 -0.9352 0.2053 0.0352 3.6648 1.0266 2.6207 0.1441 0.1934 1.4016 0.0369 1.0420 0.0729 -#> 317: 92.1888 -5.9041 -2.1359 -4.2200 -0.9352 0.2052 0.0352 3.6673 1.0278 2.6312 0.1444 0.1926 1.4014 0.0369 1.0416 0.0729 -#> 318: 92.1879 -5.9039 -2.1360 -4.2212 -0.9352 0.2052 0.0354 3.6670 1.0292 2.6380 0.1446 0.1919 1.4010 0.0369 1.0403 0.0730 -#> 319: 92.1871 -5.9046 -2.1361 -4.2222 -0.9353 0.2052 0.0354 3.6709 1.0306 2.6432 0.1448 0.1912 1.4008 0.0369 1.0394 0.0731 -#> 320: 92.1863 -5.9023 -2.1365 -4.2229 -0.9355 0.2052 0.0355 3.6602 1.0318 2.6466 0.1448 0.1903 1.4011 0.0369 1.0398 0.0731 -#> 321: 92.1855 -5.8996 -2.1368 -4.2236 -0.9354 0.2053 0.0355 3.6491 1.0329 2.6505 0.1448 0.1895 1.4017 0.0369 1.0402 0.0731 -#> 322: 92.1850 -5.8979 -2.1370 -4.2243 -0.9353 0.2057 0.0356 3.6399 1.0341 2.6534 0.1447 0.1888 1.4020 0.0368 1.0394 0.0732 -#> 323: 92.1844 -5.8984 -2.1371 -4.2251 -0.9352 0.2059 0.0356 3.6431 1.0346 2.6566 0.1447 0.1882 1.4026 0.0368 1.0389 0.0733 -#> 324: 92.1838 -5.8967 -2.1372 -4.2257 -0.9353 0.2062 0.0356 3.6392 1.0351 2.6598 0.1445 0.1875 1.4031 0.0368 1.0382 0.0734 -#> 325: 92.1835 -5.8936 -2.1374 -4.2264 -0.9351 0.2066 0.0355 3.6288 1.0352 2.6633 0.1444 0.1869 1.4043 0.0367 1.0391 0.0734 -#> 326: 92.1837 -5.8936 -2.1376 -4.2276 -0.9350 0.2071 0.0354 3.6296 1.0354 2.6684 0.1444 0.1865 1.4043 0.0367 1.0380 0.0735 -#> 327: 92.1837 -5.8943 -2.1378 -4.2289 -0.9347 0.2076 0.0354 3.6348 1.0357 2.6746 0.1444 0.1860 1.4043 0.0366 1.0380 0.0735 -#> 328: 92.1838 -5.8953 -2.1380 -4.2297 -0.9345 0.2081 0.0354 3.6456 1.0360 2.6776 0.1444 0.1856 1.4043 0.0366 1.0379 0.0735 -#> 329: 92.1836 -5.8974 -2.1383 -4.2305 -0.9342 0.2085 0.0356 3.6591 1.0361 2.6802 0.1444 0.1852 1.4043 0.0366 1.0385 0.0735 -#> 330: 92.1832 -5.8994 -2.1387 -4.2305 -0.9342 0.2088 0.0358 3.6715 1.0364 2.6798 0.1443 0.1849 1.4037 0.0367 1.0378 0.0736 -#> 331: 92.1826 -5.8983 -2.1391 -4.2302 -0.9342 0.2091 0.0357 3.6670 1.0368 2.6800 0.1442 0.1845 1.4038 0.0367 1.0379 0.0736 -#> 332: 92.1824 -5.8959 -2.1396 -4.2301 -0.9341 0.2097 0.0357 3.6576 1.0375 2.6792 0.1442 0.1842 1.4034 0.0367 1.0372 0.0737 -#> 333: 92.1826 -5.8937 -2.1401 -4.2304 -0.9340 0.2104 0.0356 3.6487 1.0383 2.6798 0.1442 0.1838 1.4029 0.0367 1.0360 0.0738 -#> 334: 92.1825 -5.8911 -2.1407 -4.2311 -0.9339 0.2112 0.0355 3.6378 1.0390 2.6825 0.1444 0.1834 1.4025 0.0367 1.0349 0.0739 -#> 335: 92.1830 -5.8887 -2.1411 -4.2317 -0.9336 0.2118 0.0355 3.6294 1.0396 2.6850 0.1444 0.1830 1.4022 0.0367 1.0338 0.0740 -#> 336: 92.1834 -5.8872 -2.1413 -4.2324 -0.9334 0.2124 0.0356 3.6249 1.0402 2.6880 0.1444 0.1825 1.4024 0.0367 1.0339 0.0740 -#> 337: 92.1835 -5.8869 -2.1416 -4.2334 -0.9332 0.2131 0.0356 3.6252 1.0411 2.6926 0.1443 0.1821 1.4029 0.0366 1.0330 0.0741 -#> 338: 92.1839 -5.8882 -2.1418 -4.2346 -0.9333 0.2137 0.0357 3.6332 1.0421 2.6972 0.1441 0.1815 1.4036 0.0366 1.0324 0.0742 -#> 339: 92.1845 -5.8869 -2.1420 -4.2358 -0.9332 0.2143 0.0357 3.6261 1.0428 2.7021 0.1439 0.1810 1.4043 0.0366 1.0322 0.0742 -#> 340: 92.1846 -5.8863 -2.1421 -4.2367 -0.9331 0.2147 0.0357 3.6242 1.0436 2.7060 0.1439 0.1804 1.4049 0.0365 1.0328 0.0743 -#> 341: 92.1848 -5.8847 -2.1421 -4.2378 -0.9330 0.2150 0.0356 3.6177 1.0442 2.7099 0.1439 0.1798 1.4056 0.0366 1.0334 0.0743 -#> 342: 92.1848 -5.8838 -2.1421 -4.2390 -0.9330 0.2154 0.0355 3.6114 1.0449 2.7151 0.1438 0.1792 1.4064 0.0365 1.0332 0.0743 -#> 343: 92.1849 -5.8840 -2.1423 -4.2398 -0.9330 0.2157 0.0353 3.6109 1.0459 2.7191 0.1438 0.1785 1.4060 0.0366 1.0334 0.0743 -#> 344: 92.1851 -5.8839 -2.1423 -4.2406 -0.9330 0.2159 0.0352 3.6092 1.0467 2.7229 0.1440 0.1779 1.4060 0.0365 1.0338 0.0743 -#> 345: 92.1850 -5.8841 -2.1424 -4.2414 -0.9331 0.2162 0.0352 3.6070 1.0472 2.7263 0.1441 0.1774 1.4056 0.0365 1.0341 0.0743 -#> 346: 92.1848 -5.8839 -2.1424 -4.2420 -0.9333 0.2164 0.0352 3.6048 1.0479 2.7292 0.1443 0.1769 1.4058 0.0365 1.0344 0.0743 -#> 347: 92.1846 -5.8835 -2.1425 -4.2427 -0.9334 0.2166 0.0353 3.6017 1.0495 2.7330 0.1444 0.1763 1.4053 0.0365 1.0343 0.0743 -#> 348: 92.1846 -5.8825 -2.1427 -4.2434 -0.9336 0.2168 0.0353 3.5968 1.0508 2.7362 0.1445 0.1757 1.4051 0.0365 1.0343 0.0743 -#> 349: 92.1846 -5.8820 -2.1432 -4.2444 -0.9337 0.2172 0.0352 3.5937 1.0519 2.7412 0.1446 0.1752 1.4047 0.0365 1.0343 0.0743 -#> 350: 92.1845 -5.8817 -2.1435 -4.2454 -0.9338 0.2179 0.0351 3.5899 1.0526 2.7460 0.1448 0.1747 1.4042 0.0365 1.0339 0.0744 -#> 351: 92.1844 -5.8824 -2.1439 -4.2468 -0.9338 0.2184 0.0350 3.5917 1.0535 2.7531 0.1448 0.1740 1.4041 0.0365 1.0336 0.0744 -#> 352: 92.1840 -5.8840 -2.1442 -4.2482 -0.9338 0.2189 0.0350 3.6013 1.0543 2.7603 0.1450 0.1734 1.4044 0.0364 1.0342 0.0744 -#> 353: 92.1838 -5.8848 -2.1445 -4.2492 -0.9336 0.2194 0.0349 3.6030 1.0552 2.7652 0.1451 0.1730 1.4043 0.0364 1.0338 0.0744 -#> 354: 92.1838 -5.8835 -2.1449 -4.2501 -0.9336 0.2197 0.0349 3.5961 1.0563 2.7697 0.1452 0.1723 1.4044 0.0364 1.0342 0.0744 -#> 355: 92.1837 -5.8826 -2.1453 -4.2511 -0.9335 0.2199 0.0348 3.5910 1.0569 2.7757 0.1451 0.1718 1.4053 0.0364 1.0348 0.0744 -#> 356: 92.1835 -5.8826 -2.1456 -4.2520 -0.9334 0.2198 0.0348 3.5922 1.0577 2.7815 0.1451 0.1712 1.4054 0.0364 1.0352 0.0744 -#> 357: 92.1834 -5.8818 -2.1457 -4.2525 -0.9334 0.2198 0.0349 3.5894 1.0588 2.7852 0.1449 0.1706 1.4058 0.0364 1.0354 0.0744 -#> 358: 92.1834 -5.8808 -2.1459 -4.2531 -0.9334 0.2197 0.0348 3.5861 1.0600 2.7891 0.1449 0.1701 1.4062 0.0364 1.0361 0.0744 -#> 359: 92.1833 -5.8799 -2.1459 -4.2533 -0.9333 0.2197 0.0350 3.5822 1.0607 2.7903 0.1448 0.1696 1.4063 0.0364 1.0360 0.0744 -#> 360: 92.1831 -5.8792 -2.1460 -4.2534 -0.9332 0.2196 0.0351 3.5787 1.0613 2.7914 0.1446 0.1691 1.4065 0.0364 1.0361 0.0744 -#> 361: 92.1831 -5.8785 -2.1460 -4.2542 -0.9331 0.2196 0.0351 3.5771 1.0620 2.7969 0.1445 0.1688 1.4072 0.0364 1.0366 0.0744 -#> 362: 92.1832 -5.8780 -2.1462 -4.2547 -0.9331 0.2195 0.0351 3.5750 1.0625 2.8017 0.1443 0.1683 1.4079 0.0363 1.0369 0.0744 -#> 363: 92.1830 -5.8788 -2.1464 -4.2551 -0.9331 0.2192 0.0351 3.5785 1.0630 2.8057 0.1443 0.1677 1.4081 0.0363 1.0377 0.0743 -#> 364: 92.1829 -5.8778 -2.1466 -4.2554 -0.9332 0.2193 0.0350 3.5747 1.0634 2.8092 0.1443 0.1672 1.4084 0.0363 1.0386 0.0743 -#> 365: 92.1830 -5.8782 -2.1466 -4.2558 -0.9332 0.2192 0.0350 3.5771 1.0638 2.8135 0.1443 0.1667 1.4086 0.0363 1.0385 0.0743 -#> 366: 92.1830 -5.8795 -2.1465 -4.2564 -0.9332 0.2190 0.0350 3.5838 1.0645 2.8190 0.1444 0.1661 1.4086 0.0363 1.0390 0.0743 -#> 367: 92.1826 -5.8801 -2.1465 -4.2569 -0.9333 0.2191 0.0349 3.5867 1.0652 2.8232 0.1445 0.1657 1.4086 0.0362 1.0388 0.0744 -#> 368: 92.1824 -5.8799 -2.1465 -4.2571 -0.9333 0.2193 0.0348 3.5859 1.0654 2.8252 0.1445 0.1653 1.4088 0.0362 1.0385 0.0744 -#> 369: 92.1822 -5.8803 -2.1467 -4.2572 -0.9333 0.2193 0.0348 3.5846 1.0653 2.8261 0.1444 0.1648 1.4086 0.0362 1.0393 0.0744 -#> 370: 92.1820 -5.8802 -2.1469 -4.2575 -0.9333 0.2195 0.0348 3.5822 1.0653 2.8273 0.1444 0.1645 1.4088 0.0362 1.0396 0.0744 -#> 371: 92.1818 -5.8806 -2.1470 -4.2575 -0.9333 0.2198 0.0348 3.5819 1.0649 2.8277 0.1443 0.1642 1.4091 0.0362 1.0403 0.0743 -#> 372: 92.1818 -5.8804 -2.1473 -4.2580 -0.9332 0.2202 0.0348 3.5795 1.0645 2.8300 0.1441 0.1640 1.4096 0.0362 1.0418 0.0743 -#> 373: 92.1816 -5.8812 -2.1475 -4.2580 -0.9332 0.2203 0.0348 3.5816 1.0644 2.8298 0.1441 0.1639 1.4100 0.0362 1.0439 0.0741 -#> 374: 92.1815 -5.8817 -2.1477 -4.2578 -0.9333 0.2203 0.0349 3.5819 1.0641 2.8282 0.1440 0.1641 1.4099 0.0362 1.0443 0.0741 -#> 375: 92.1817 -5.8828 -2.1479 -4.2574 -0.9335 0.2204 0.0351 3.5853 1.0636 2.8267 0.1440 0.1642 1.4100 0.0362 1.0457 0.0740 -#> 376: 92.1819 -5.8826 -2.1479 -4.2573 -0.9338 0.2206 0.0353 3.5843 1.0634 2.8246 0.1440 0.1643 1.4100 0.0362 1.0464 0.0740 -#> 377: 92.1819 -5.8826 -2.1480 -4.2572 -0.9339 0.2206 0.0354 3.5819 1.0633 2.8225 0.1440 0.1644 1.4097 0.0363 1.0470 0.0739 -#> 378: 92.1819 -5.8821 -2.1481 -4.2571 -0.9340 0.2205 0.0355 3.5777 1.0633 2.8206 0.1440 0.1644 1.4093 0.0363 1.0468 0.0739 -#> 379: 92.1819 -5.8823 -2.1481 -4.2573 -0.9340 0.2205 0.0356 3.5746 1.0633 2.8201 0.1439 0.1645 1.4092 0.0363 1.0468 0.0739 -#> 380: 92.1820 -5.8809 -2.1481 -4.2570 -0.9340 0.2205 0.0356 3.5665 1.0634 2.8178 0.1439 0.1647 1.4093 0.0363 1.0463 0.0739 -#> 381: 92.1823 -5.8795 -2.1481 -4.2568 -0.9338 0.2204 0.0357 3.5586 1.0635 2.8170 0.1439 0.1648 1.4095 0.0363 1.0456 0.0740 -#> 382: 92.1828 -5.8783 -2.1481 -4.2571 -0.9339 0.2203 0.0357 3.5514 1.0636 2.8183 0.1441 0.1649 1.4093 0.0363 1.0462 0.0740 -#> 383: 92.1827 -5.8773 -2.1480 -4.2569 -0.9340 0.2202 0.0357 3.5459 1.0633 2.8173 0.1441 0.1650 1.4094 0.0363 1.0465 0.0739 -#> 384: 92.1825 -5.8763 -2.1482 -4.2568 -0.9341 0.2202 0.0357 3.5397 1.0636 2.8165 0.1441 0.1650 1.4094 0.0363 1.0467 0.0739 -#> 385: 92.1822 -5.8761 -2.1483 -4.2567 -0.9341 0.2201 0.0357 3.5363 1.0641 2.8160 0.1440 0.1650 1.4094 0.0363 1.0469 0.0739 -#> 386: 92.1820 -5.8763 -2.1485 -4.2567 -0.9342 0.2200 0.0356 3.5365 1.0645 2.8157 0.1441 0.1648 1.4092 0.0364 1.0478 0.0738 -#> 387: 92.1819 -5.8767 -2.1486 -4.2567 -0.9343 0.2201 0.0358 3.5383 1.0652 2.8156 0.1442 0.1646 1.4090 0.0364 1.0480 0.0738 -#> 388: 92.1818 -5.8772 -2.1488 -4.2569 -0.9344 0.2202 0.0359 3.5400 1.0656 2.8153 0.1443 0.1645 1.4086 0.0364 1.0480 0.0738 -#> 389: 92.1816 -5.8765 -2.1489 -4.2569 -0.9344 0.2203 0.0359 3.5369 1.0660 2.8145 0.1443 0.1644 1.4083 0.0364 1.0476 0.0738 -#> 390: 92.1815 -5.8761 -2.1490 -4.2569 -0.9343 0.2205 0.0359 3.5349 1.0664 2.8136 0.1444 0.1644 1.4080 0.0364 1.0472 0.0738 -#> 391: 92.1814 -5.8749 -2.1492 -4.2572 -0.9343 0.2207 0.0359 3.5313 1.0668 2.8153 0.1445 0.1643 1.4077 0.0364 1.0465 0.0739 -#> 392: 92.1812 -5.8733 -2.1494 -4.2571 -0.9344 0.2210 0.0359 3.5248 1.0674 2.8141 0.1445 0.1642 1.4073 0.0364 1.0457 0.0739 -#> 393: 92.1811 -5.8727 -2.1497 -4.2570 -0.9345 0.2212 0.0359 3.5226 1.0679 2.8127 0.1445 0.1642 1.4071 0.0364 1.0457 0.0739 -#> 394: 92.1811 -5.8712 -2.1500 -4.2572 -0.9346 0.2214 0.0360 3.5174 1.0684 2.8132 0.1446 0.1641 1.4067 0.0364 1.0456 0.0739 -#> 395: 92.1810 -5.8714 -2.1501 -4.2579 -0.9348 0.2217 0.0361 3.5182 1.0685 2.8171 0.1445 0.1641 1.4065 0.0364 1.0452 0.0740 -#> 396: 92.1809 -5.8711 -2.1501 -4.2582 -0.9350 0.2220 0.0363 3.5161 1.0681 2.8184 0.1446 0.1639 1.4063 0.0364 1.0447 0.0740 -#> 397: 92.1809 -5.8707 -2.1503 -4.2585 -0.9352 0.2222 0.0363 3.5119 1.0684 2.8197 0.1446 0.1637 1.4065 0.0364 1.0442 0.0740 -#> 398: 92.1808 -5.8703 -2.1503 -4.2591 -0.9354 0.2224 0.0363 3.5084 1.0689 2.8218 0.1447 0.1634 1.4064 0.0364 1.0445 0.0740 -#> 399: 92.1806 -5.8711 -2.1503 -4.2596 -0.9355 0.2226 0.0364 3.5114 1.0691 2.8234 0.1447 0.1629 1.4061 0.0364 1.0447 0.0740 -#> 400: 92.1806 -5.8713 -2.1503 -4.2601 -0.9356 0.2229 0.0366 3.5113 1.0695 2.8253 0.1448 0.1626 1.4059 0.0364 1.0440 0.0740 -#> 401: 92.1804 -5.8709 -2.1503 -4.2604 -0.9357 0.2231 0.0367 3.5089 1.0696 2.8266 0.1448 0.1624 1.4058 0.0364 1.0440 0.0740 -#> 402: 92.1801 -5.8705 -2.1502 -4.2606 -0.9358 0.2232 0.0368 3.5071 1.0695 2.8268 0.1447 0.1621 1.4060 0.0364 1.0447 0.0740 -#> 403: 92.1800 -5.8708 -2.1503 -4.2610 -0.9359 0.2234 0.0369 3.5083 1.0697 2.8271 0.1447 0.1618 1.4056 0.0365 1.0448 0.0739 -#> 404: 92.1798 -5.8709 -2.1505 -4.2612 -0.9360 0.2237 0.0369 3.5085 1.0699 2.8262 0.1447 0.1616 1.4055 0.0365 1.0449 0.0739 -#> 405: 92.1795 -5.8705 -2.1503 -4.2613 -0.9360 0.2239 0.0370 3.5059 1.0698 2.8254 0.1448 0.1615 1.4052 0.0364 1.0449 0.0739 -#> 406: 92.1792 -5.8710 -2.1504 -4.2613 -0.9359 0.2243 0.0371 3.5069 1.0696 2.8244 0.1449 0.1614 1.4049 0.0364 1.0447 0.0739 -#> 407: 92.1788 -5.8718 -2.1505 -4.2614 -0.9359 0.2243 0.0372 3.5092 1.0697 2.8234 0.1449 0.1614 1.4046 0.0364 1.0448 0.0739 -#> 408: 92.1786 -5.8729 -2.1505 -4.2615 -0.9360 0.2245 0.0373 3.5140 1.0699 2.8223 0.1449 0.1612 1.4045 0.0365 1.0455 0.0739 -#> 409: 92.1784 -5.8740 -2.1506 -4.2615 -0.9360 0.2246 0.0373 3.5192 1.0700 2.8213 0.1450 0.1610 1.4042 0.0365 1.0462 0.0738 -#> 410: 92.1782 -5.8753 -2.1505 -4.2616 -0.9361 0.2246 0.0373 3.5248 1.0705 2.8205 0.1450 0.1607 1.4040 0.0365 1.0465 0.0738 -#> 411: 92.1780 -5.8758 -2.1503 -4.2619 -0.9362 0.2247 0.0374 3.5249 1.0707 2.8204 0.1449 0.1605 1.4043 0.0364 1.0467 0.0738 -#> 412: 92.1778 -5.8759 -2.1502 -4.2621 -0.9363 0.2248 0.0374 3.5238 1.0707 2.8209 0.1448 0.1602 1.4045 0.0364 1.0466 0.0738 -#> 413: 92.1779 -5.8759 -2.1501 -4.2623 -0.9364 0.2249 0.0374 3.5225 1.0711 2.8213 0.1448 0.1600 1.4043 0.0364 1.0460 0.0738 -#> 414: 92.1781 -5.8754 -2.1500 -4.2622 -0.9364 0.2250 0.0374 3.5205 1.0710 2.8203 0.1448 0.1599 1.4047 0.0364 1.0456 0.0738 -#> 415: 92.1781 -5.8750 -2.1499 -4.2623 -0.9363 0.2251 0.0374 3.5187 1.0709 2.8190 0.1448 0.1598 1.4050 0.0364 1.0448 0.0738 -#> 416: 92.1783 -5.8747 -2.1500 -4.2624 -0.9363 0.2252 0.0375 3.5216 1.0708 2.8187 0.1448 0.1598 1.4052 0.0364 1.0440 0.0738 -#> 417: 92.1783 -5.8738 -2.1500 -4.2625 -0.9362 0.2252 0.0375 3.5219 1.0712 2.8188 0.1447 0.1597 1.4055 0.0364 1.0438 0.0739 -#> 418: 92.1784 -5.8735 -2.1501 -4.2627 -0.9360 0.2254 0.0375 3.5222 1.0715 2.8193 0.1448 0.1596 1.4057 0.0364 1.0438 0.0739 -#> 419: 92.1784 -5.8725 -2.1501 -4.2629 -0.9358 0.2255 0.0376 3.5190 1.0719 2.8202 0.1447 0.1594 1.4060 0.0364 1.0436 0.0739 -#> 420: 92.1785 -5.8713 -2.1500 -4.2633 -0.9357 0.2256 0.0377 3.5152 1.0723 2.8213 0.1447 0.1592 1.4065 0.0364 1.0439 0.0738 -#> 421: 92.1786 -5.8697 -2.1500 -4.2639 -0.9355 0.2257 0.0377 3.5100 1.0728 2.8232 0.1448 0.1592 1.4068 0.0364 1.0436 0.0739 -#> 422: 92.1787 -5.8683 -2.1502 -4.2645 -0.9352 0.2260 0.0377 3.5051 1.0732 2.8258 0.1448 0.1592 1.4069 0.0364 1.0432 0.0739 -#> 423: 92.1788 -5.8667 -2.1504 -4.2653 -0.9350 0.2262 0.0377 3.4992 1.0736 2.8292 0.1448 0.1592 1.4071 0.0364 1.0435 0.0738 -#> 424: 92.1789 -5.8659 -2.1505 -4.2661 -0.9349 0.2263 0.0378 3.4972 1.0739 2.8324 0.1448 0.1591 1.4069 0.0364 1.0439 0.0738 -#> 425: 92.1788 -5.8649 -2.1505 -4.2669 -0.9349 0.2263 0.0378 3.4947 1.0740 2.8358 0.1448 0.1590 1.4071 0.0364 1.0438 0.0738 -#> 426: 92.1788 -5.8643 -2.1506 -4.2677 -0.9348 0.2265 0.0377 3.4922 1.0743 2.8389 0.1448 0.1589 1.4070 0.0365 1.0437 0.0738 -#> 427: 92.1785 -5.8637 -2.1506 -4.2683 -0.9347 0.2266 0.0378 3.4895 1.0747 2.8425 0.1448 0.1588 1.4068 0.0365 1.0434 0.0738 -#> 428: 92.1783 -5.8627 -2.1507 -4.2689 -0.9347 0.2268 0.0378 3.4870 1.0749 2.8464 0.1447 0.1586 1.4070 0.0365 1.0434 0.0738 -#> 429: 92.1782 -5.8617 -2.1509 -4.2696 -0.9347 0.2271 0.0379 3.4845 1.0752 2.8500 0.1446 0.1584 1.4072 0.0365 1.0439 0.0738 -#> 430: 92.1783 -5.8608 -2.1510 -4.2701 -0.9347 0.2274 0.0379 3.4830 1.0755 2.8526 0.1446 0.1582 1.4075 0.0365 1.0443 0.0738 -#> 431: 92.1784 -5.8606 -2.1511 -4.2704 -0.9348 0.2275 0.0379 3.4825 1.0757 2.8532 0.1446 0.1580 1.4076 0.0365 1.0439 0.0738 -#> 432: 92.1784 -5.8610 -2.1512 -4.2707 -0.9350 0.2275 0.0378 3.4833 1.0761 2.8539 0.1447 0.1578 1.4079 0.0365 1.0443 0.0738 -#> 433: 92.1783 -5.8618 -2.1512 -4.2711 -0.9351 0.2276 0.0378 3.4867 1.0768 2.8554 0.1447 0.1577 1.4078 0.0366 1.0440 0.0738 -#> 434: 92.1784 -5.8612 -2.1513 -4.2714 -0.9350 0.2278 0.0378 3.4858 1.0774 2.8564 0.1448 0.1577 1.4074 0.0365 1.0430 0.0739 -#> 435: 92.1783 -5.8610 -2.1513 -4.2718 -0.9348 0.2279 0.0377 3.4874 1.0779 2.8581 0.1448 0.1576 1.4072 0.0366 1.0423 0.0739 -#> 436: 92.1781 -5.8610 -2.1513 -4.2721 -0.9346 0.2280 0.0376 3.4879 1.0789 2.8598 0.1448 0.1575 1.4070 0.0365 1.0417 0.0739 -#> 437: 92.1781 -5.8610 -2.1511 -4.2726 -0.9345 0.2279 0.0376 3.4886 1.0794 2.8618 0.1449 0.1574 1.4071 0.0365 1.0417 0.0739 -#> 438: 92.1781 -5.8609 -2.1510 -4.2730 -0.9345 0.2280 0.0375 3.4893 1.0797 2.8641 0.1449 0.1573 1.4075 0.0365 1.0420 0.0739 -#> 439: 92.1781 -5.8608 -2.1509 -4.2734 -0.9343 0.2280 0.0374 3.4894 1.0803 2.8659 0.1449 0.1573 1.4076 0.0365 1.0421 0.0739 -#> 440: 92.1780 -5.8603 -2.1510 -4.2737 -0.9343 0.2279 0.0374 3.4885 1.0808 2.8674 0.1448 0.1573 1.4079 0.0365 1.0430 0.0738 -#> 441: 92.1779 -5.8600 -2.1510 -4.2738 -0.9342 0.2279 0.0373 3.4899 1.0811 2.8686 0.1447 0.1574 1.4086 0.0365 1.0445 0.0737 -#> 442: 92.1779 -5.8600 -2.1509 -4.2737 -0.9343 0.2278 0.0372 3.4925 1.0814 2.8691 0.1447 0.1575 1.4088 0.0365 1.0451 0.0737 -#> 443: 92.1780 -5.8598 -2.1509 -4.2739 -0.9341 0.2278 0.0372 3.4949 1.0819 2.8705 0.1447 0.1576 1.4092 0.0365 1.0453 0.0737 -#> 444: 92.1779 -5.8593 -2.1510 -4.2742 -0.9340 0.2277 0.0371 3.4951 1.0824 2.8717 0.1447 0.1576 1.4096 0.0365 1.0455 0.0737 -#> 445: 92.1777 -5.8593 -2.1511 -4.2744 -0.9338 0.2275 0.0371 3.4999 1.0828 2.8729 0.1448 0.1576 1.4100 0.0365 1.0461 0.0736 -#> 446: 92.1774 -5.8600 -2.1511 -4.2748 -0.9338 0.2274 0.0372 3.5051 1.0837 2.8747 0.1449 0.1576 1.4099 0.0365 1.0464 0.0736 -#> 447: 92.1771 -5.8604 -2.1512 -4.2751 -0.9338 0.2273 0.0373 3.5087 1.0844 2.8758 0.1449 0.1575 1.4097 0.0365 1.0467 0.0736 -#> 448: 92.1769 -5.8607 -2.1513 -4.2756 -0.9336 0.2272 0.0374 3.5124 1.0849 2.8778 0.1449 0.1575 1.4098 0.0365 1.0470 0.0735 -#> 449: 92.1768 -5.8611 -2.1515 -4.2759 -0.9337 0.2270 0.0374 3.5165 1.0853 2.8789 0.1449 0.1575 1.4101 0.0365 1.0473 0.0735 -#> 450: 92.1766 -5.8611 -2.1515 -4.2762 -0.9337 0.2269 0.0374 3.5158 1.0859 2.8800 0.1448 0.1576 1.4102 0.0365 1.0474 0.0735 -#> 451: 92.1762 -5.8615 -2.1514 -4.2765 -0.9337 0.2267 0.0374 3.5202 1.0866 2.8812 0.1447 0.1576 1.4104 0.0365 1.0477 0.0735 -#> 452: 92.1761 -5.8622 -2.1514 -4.2767 -0.9337 0.2264 0.0374 3.5232 1.0871 2.8824 0.1447 0.1576 1.4103 0.0365 1.0479 0.0734 -#> 453: 92.1760 -5.8621 -2.1514 -4.2776 -0.9336 0.2261 0.0373 3.5247 1.0878 2.8901 0.1447 0.1576 1.4103 0.0365 1.0480 0.0734 -#> 454: 92.1759 -5.8611 -2.1513 -4.2781 -0.9335 0.2259 0.0373 3.5206 1.0882 2.8939 0.1448 0.1575 1.4104 0.0365 1.0483 0.0734 -#> 455: 92.1758 -5.8599 -2.1513 -4.2788 -0.9336 0.2258 0.0372 3.5151 1.0887 2.9010 0.1448 0.1575 1.4104 0.0365 1.0485 0.0734 -#> 456: 92.1760 -5.8583 -2.1512 -4.2797 -0.9335 0.2258 0.0372 3.5086 1.0892 2.9081 0.1448 0.1574 1.4105 0.0365 1.0483 0.0734 -#> 457: 92.1761 -5.8575 -2.1513 -4.2804 -0.9334 0.2257 0.0371 3.5041 1.0896 2.9144 0.1449 0.1574 1.4103 0.0365 1.0480 0.0733 -#> 458: 92.1763 -5.8569 -2.1512 -4.2813 -0.9334 0.2257 0.0370 3.5014 1.0901 2.9227 0.1449 0.1574 1.4102 0.0365 1.0476 0.0734 -#> 459: 92.1763 -5.8565 -2.1512 -4.2816 -0.9334 0.2256 0.0370 3.4991 1.0908 2.9248 0.1449 0.1573 1.4100 0.0365 1.0471 0.0734 -#> 460: 92.1764 -5.8557 -2.1513 -4.2818 -0.9333 0.2256 0.0370 3.4957 1.0915 2.9258 0.1449 0.1572 1.4097 0.0365 1.0466 0.0734 -#> 461: 92.1765 -5.8550 -2.1515 -4.2822 -0.9333 0.2255 0.0370 3.4923 1.0921 2.9296 0.1449 0.1571 1.4097 0.0365 1.0464 0.0734 -#> 462: 92.1764 -5.8546 -2.1517 -4.2824 -0.9333 0.2256 0.0370 3.4897 1.0925 2.9319 0.1448 0.1569 1.4093 0.0365 1.0463 0.0733 -#> 463: 92.1763 -5.8539 -2.1519 -4.2830 -0.9333 0.2256 0.0369 3.4863 1.0928 2.9373 0.1449 0.1568 1.4093 0.0366 1.0463 0.0733 -#> 464: 92.1763 -5.8532 -2.1520 -4.2833 -0.9333 0.2257 0.0370 3.4825 1.0933 2.9405 0.1448 0.1567 1.4093 0.0366 1.0462 0.0733 -#> 465: 92.1762 -5.8528 -2.1521 -4.2837 -0.9335 0.2257 0.0370 3.4795 1.0938 2.9433 0.1448 0.1567 1.4093 0.0366 1.0464 0.0733 -#> 466: 92.1762 -5.8530 -2.1523 -4.2840 -0.9336 0.2256 0.0370 3.4780 1.0943 2.9462 0.1448 0.1566 1.4089 0.0366 1.0466 0.0733 -#> 467: 92.1764 -5.8529 -2.1524 -4.2846 -0.9337 0.2256 0.0371 3.4751 1.0948 2.9506 0.1447 0.1565 1.4087 0.0366 1.0465 0.0733 -#> 468: 92.1765 -5.8531 -2.1525 -4.2849 -0.9337 0.2255 0.0371 3.4734 1.0952 2.9523 0.1447 0.1563 1.4087 0.0366 1.0465 0.0733 -#> 469: 92.1767 -5.8533 -2.1525 -4.2853 -0.9337 0.2254 0.0372 3.4754 1.0958 2.9540 0.1447 0.1561 1.4090 0.0366 1.0472 0.0733 -#> 470: 92.1767 -5.8536 -2.1525 -4.2858 -0.9338 0.2254 0.0373 3.4780 1.0965 2.9571 0.1448 0.1559 1.4094 0.0366 1.0478 0.0732 -#> 471: 92.1767 -5.8540 -2.1525 -4.2864 -0.9338 0.2254 0.0373 3.4812 1.0970 2.9606 0.1447 0.1558 1.4099 0.0366 1.0482 0.0732 -#> 472: 92.1766 -5.8547 -2.1526 -4.2871 -0.9339 0.2255 0.0373 3.4844 1.0975 2.9645 0.1446 0.1556 1.4101 0.0366 1.0482 0.0732 -#> 473: 92.1764 -5.8549 -2.1527 -4.2875 -0.9339 0.2255 0.0373 3.4848 1.0977 2.9672 0.1446 0.1554 1.4100 0.0366 1.0482 0.0732 -#> 474: 92.1762 -5.8553 -2.1528 -4.2880 -0.9338 0.2256 0.0373 3.4855 1.0979 2.9700 0.1445 0.1552 1.4104 0.0366 1.0484 0.0732 -#> 475: 92.1763 -5.8561 -2.1530 -4.2884 -0.9338 0.2256 0.0374 3.4885 1.0981 2.9726 0.1445 0.1549 1.4103 0.0366 1.0484 0.0731 -#> 476: 92.1763 -5.8564 -2.1530 -4.2885 -0.9339 0.2258 0.0374 3.4914 1.0983 2.9734 0.1444 0.1548 1.4106 0.0366 1.0484 0.0731 -#> 477: 92.1763 -5.8565 -2.1531 -4.2888 -0.9340 0.2259 0.0373 3.4941 1.0985 2.9755 0.1443 0.1546 1.4108 0.0366 1.0487 0.0731 -#> 478: 92.1763 -5.8576 -2.1532 -4.2889 -0.9340 0.2258 0.0373 3.4995 1.0987 2.9772 0.1442 0.1544 1.4111 0.0366 1.0490 0.0731 -#> 479: 92.1765 -5.8593 -2.1533 -4.2890 -0.9342 0.2259 0.0372 3.5086 1.0990 2.9787 0.1442 0.1544 1.4113 0.0366 1.0495 0.0731 -#> 480: 92.1766 -5.8613 -2.1535 -4.2892 -0.9342 0.2260 0.0372 3.5233 1.0991 2.9800 0.1442 0.1543 1.4116 0.0367 1.0496 0.0730 -#> 481: 92.1768 -5.8624 -2.1536 -4.2894 -0.9341 0.2260 0.0371 3.5309 1.0993 2.9820 0.1442 0.1542 1.4117 0.0367 1.0497 0.0730 -#> 482: 92.1766 -5.8634 -2.1537 -4.2896 -0.9341 0.2260 0.0371 3.5393 1.0995 2.9833 0.1443 0.1542 1.4116 0.0367 1.0496 0.0730 -#> 483: 92.1762 -5.8645 -2.1538 -4.2896 -0.9340 0.2260 0.0372 3.5472 1.0997 2.9840 0.1443 0.1542 1.4115 0.0367 1.0498 0.0730 -#> 484: 92.1757 -5.8648 -2.1538 -4.2896 -0.9340 0.2261 0.0373 3.5508 1.0998 2.9843 0.1445 0.1542 1.4115 0.0366 1.0498 0.0730 -#> 485: 92.1752 -5.8648 -2.1539 -4.2896 -0.9340 0.2262 0.0374 3.5516 1.1000 2.9846 0.1445 0.1542 1.4115 0.0366 1.0497 0.0730 -#> 486: 92.1747 -5.8649 -2.1539 -4.2897 -0.9340 0.2262 0.0375 3.5517 1.1003 2.9856 0.1446 0.1541 1.4113 0.0366 1.0498 0.0730 -#> 487: 92.1743 -5.8649 -2.1539 -4.2896 -0.9340 0.2262 0.0376 3.5502 1.1006 2.9856 0.1447 0.1539 1.4110 0.0367 1.0498 0.0730 -#> 488: 92.1739 -5.8645 -2.1540 -4.2893 -0.9340 0.2261 0.0377 3.5475 1.1008 2.9848 0.1447 0.1537 1.4106 0.0367 1.0497 0.0729 -#> 489: 92.1736 -5.8640 -2.1539 -4.2892 -0.9340 0.2260 0.0376 3.5445 1.1011 2.9844 0.1448 0.1536 1.4105 0.0367 1.0496 0.0729 -#> 490: 92.1736 -5.8631 -2.1539 -4.2889 -0.9340 0.2260 0.0376 3.5402 1.1014 2.9835 0.1448 0.1534 1.4103 0.0366 1.0496 0.0729 -#> 491: 92.1735 -5.8617 -2.1539 -4.2887 -0.9339 0.2260 0.0375 3.5343 1.1016 2.9825 0.1449 0.1532 1.4103 0.0366 1.0497 0.0729 -#> 492: 92.1736 -5.8609 -2.1539 -4.2884 -0.9339 0.2259 0.0375 3.5298 1.1017 2.9816 0.1449 0.1530 1.4101 0.0367 1.0499 0.0729 -#> 493: 92.1737 -5.8605 -2.1539 -4.2882 -0.9339 0.2260 0.0375 3.5266 1.1018 2.9807 0.1450 0.1529 1.4098 0.0367 1.0496 0.0729 -#> 494: 92.1739 -5.8609 -2.1539 -4.2881 -0.9340 0.2261 0.0375 3.5273 1.1018 2.9802 0.1450 0.1528 1.4097 0.0367 1.0495 0.0729 -#> 495: 92.1741 -5.8614 -2.1540 -4.2880 -0.9340 0.2262 0.0376 3.5290 1.1019 2.9797 0.1450 0.1526 1.4096 0.0367 1.0492 0.0729 -#> 496: 92.1742 -5.8623 -2.1540 -4.2879 -0.9341 0.2262 0.0376 3.5348 1.1020 2.9791 0.1449 0.1525 1.4096 0.0367 1.0491 0.0729 -#> 497: 92.1742 -5.8634 -2.1541 -4.2879 -0.9341 0.2264 0.0377 3.5402 1.1020 2.9789 0.1449 0.1524 1.4097 0.0367 1.0493 0.0729 -#> 498: 92.1744 -5.8637 -2.1543 -4.2879 -0.9341 0.2266 0.0377 3.5406 1.1019 2.9787 0.1449 0.1524 1.4096 0.0367 1.0496 0.0729 -#> 499: 92.1744 -5.8635 -2.1544 -4.2880 -0.9341 0.2268 0.0376 3.5400 1.1019 2.9789 0.1450 0.1523 1.4095 0.0367 1.0500 0.0728 -#> 500: 92.1744 -5.8628 -2.1545 -4.2882 -0.9341 0.2270 0.0377 3.5381 1.1020 2.9795 0.1450 0.1522 1.4096 0.0367 1.0503 0.0728
    #> Calculating covariance matrix
    #>
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT"
    #> Calculating residuals/tables
    #> done
    f_nlmixr_dfop_sfo_focei_obs_tc <- nlmixr(f_mmkin_tc["DFOP-SFO", ], est = "focei", - error_model = "obs_tc") -
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #>
    #> → calculate sensitivities
    #>
    #> → calculate ∂(f)/∂(η)
    #>
    #> → calculate ∂(R²)/∂(η)
    #>
    #> → finding duplicate expressions in inner model...
    #>
    #> → optimizing duplicate expressions in inner model...
    #>
    #> → finding duplicate expressions in EBE model...
    #>
    #> → optimizing duplicate expressions in EBE model...
    #>
    #> → compiling inner model...
    #>
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #>
    #> → optimizing duplicate expressions in FD model...
    #>
    #> → compiling EBE model...
    #>
    #> ✔ done
    #> → compiling events FD model...
    #>
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT" -#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation -#> F: Forward difference gradient approximation -#> C: Central difference gradient approximation -#> M: Mixed forward and central difference gradient approximation -#> Unscaled parameters for Omegas=chol(solve(omega)); -#> Diagonals are transformed, as specified by foceiControl(diagXform=) -#> |-----+---------------+-----------+-----------+-----------+-----------| -#> | #| Objective Fun | parent_0 | log_k_A1 |f_parent_qlogis | log_k1 | -#> |.....................| log_k2 | g_qlogis |sigma_low_parent |rsd_high_parent | -#> |.....................|sigma_low_A1 |rsd_high_A1 | o1 | o2 | -#> |.....................| o3 | o4 | o5 | o6 | -#> | 1| 495.48573 | 1.000 | -1.000 | -0.9104 | -0.9376 | -#> |.....................| -0.9875 | -0.8823 | -0.8746 | -0.8907 | -#> |.....................| -0.8746 | -0.8907 | -0.8767 | -0.8731 | -#> |.....................| -0.8673 | -0.8720 | -0.8739 | -0.8666 | -#> | U| 495.48573 | 91.00 | -5.200 | -0.8900 | -2.200 | -#> |.....................| -4.600 | 0.4600 | 0.8300 | 0.05800 | -#> |.....................| 0.8300 | 0.05800 | 0.7311 | 0.9036 | -#> |.....................| 1.183 | 0.9554 | 0.8633 | 1.214 | -#> | X| 495.48573 | 91.00 | 0.005517 | 0.2911 | 0.1108 | -#> |.....................| 0.01005 | 0.6130 | 0.8300 | 0.05800 | -#> |.....................| 0.8300 | 0.05800 | 0.7311 | 0.9036 | -#> |.....................| 1.183 | 0.9554 | 0.8633 | 1.214 | -#> | G| Gill Diff. | -0.9648 | 2.223 | -0.3153 | -0.01817 | -#> |.....................| -0.3350 | 0.6789 | -23.42 | -17.64 | -#> |.....................| -5.440 | -1.950 | 0.9642 | 9.851 | -#> |.....................| -11.94 | -1.319 | 8.578 | -12.45 | -#> | 2| 481.75012 | 1.026 | -1.060 | -0.9019 | -0.9371 | -#> |.....................| -0.9785 | -0.9007 | -0.2420 | -0.4142 | -#> |.....................| -0.7277 | -0.8380 | -0.9027 | -1.139 | -#> |.....................| -0.5448 | -0.8364 | -1.106 | -0.5303 | -#> | U| 481.75012 | 93.37 | -5.260 | -0.8824 | -2.200 | -#> |.....................| -4.591 | 0.4516 | 1.093 | 0.07182 | -#> |.....................| 0.8910 | 0.05953 | 0.7121 | 0.6631 | -#> |.....................| 1.565 | 0.9895 | 0.6633 | 1.623 | -#> | X| 481.75012 | 93.37 | 0.005195 | 0.2927 | 0.1109 | -#> |.....................| 0.01014 | 0.6110 | 1.093 | 0.07182 | -#> |.....................| 0.8910 | 0.05953 | 0.7121 | 0.6631 | -#> |.....................| 1.565 | 0.9895 | 0.6633 | 1.623 | -#> | F| Forward Diff. | 152.5 | 1.317 | 3.315 | -0.1772 | -#> |.....................| 0.3391 | 0.1426 | -4.513 | 6.696 | -#> |.....................| 1.211 | 0.7988 | 0.6299 | -5.324 | -#> |.....................| 0.009964 | 3.044 | -5.727 | -6.694 | -#> | 3| 3004.9713 | 0.2745 | -1.093 | -0.9147 | -0.9360 | -#> |.....................| -0.9762 | -0.9095 | 0.05941 | -0.2377 | -#> |.....................| -0.6690 | -0.8188 | -0.9174 | -1.204 | -#> |.....................| -0.4027 | -0.8359 | -1.205 | -0.3486 | -#> | U| 3004.9713 | 24.98 | -5.293 | -0.8938 | -2.198 | -#> |.....................| -4.589 | 0.4475 | 1.218 | 0.07694 | -#> |.....................| 0.9154 | 0.06008 | 0.7014 | 0.6043 | -#> |.....................| 1.733 | 0.9899 | 0.5774 | 1.843 | -#> | X| 3004.9713 | 24.98 | 0.005026 | 0.2903 | 0.1110 | -#> |.....................| 0.01017 | 0.6100 | 1.218 | 0.07694 | -#> |.....................| 0.9154 | 0.06008 | 0.7014 | 0.6043 | -#> |.....................| 1.733 | 0.9899 | 0.5774 | 1.843 | -#> | 4| 491.68825 | 0.9393 | -1.061 | -0.9038 | -0.9370 | -#> |.....................| -0.9787 | -0.9008 | -0.2394 | -0.4180 | -#> |.....................| -0.7284 | -0.8385 | -0.9031 | -1.136 | -#> |.....................| -0.5448 | -0.8381 | -1.102 | -0.5265 | -#> | U| 491.68825 | 85.47 | -5.261 | -0.8841 | -2.199 | -#> |.....................| -4.591 | 0.4515 | 1.094 | 0.07171 | -#> |.....................| 0.8907 | 0.05951 | 0.7118 | 0.6659 | -#> |.....................| 1.565 | 0.9878 | 0.6661 | 1.627 | -#> | X| 491.68825 | 85.47 | 0.005191 | 0.2923 | 0.1109 | -#> |.....................| 0.01014 | 0.6110 | 1.094 | 0.07171 | -#> |.....................| 0.8907 | 0.05951 | 0.7118 | 0.6659 | -#> |.....................| 1.565 | 0.9878 | 0.6661 | 1.627 | -#> | 5| 479.72282 | 1.001 | -1.060 | -0.9024 | -0.9371 | -#> |.....................| -0.9785 | -0.9007 | -0.2413 | -0.4153 | -#> |.....................| -0.7279 | -0.8381 | -0.9028 | -1.138 | -#> |.....................| -0.5448 | -0.8369 | -1.105 | -0.5292 | -#> | U| 479.72282 | 91.11 | -5.260 | -0.8829 | -2.199 | -#> |.....................| -4.591 | 0.4516 | 1.093 | 0.07179 | -#> |.....................| 0.8909 | 0.05952 | 0.7120 | 0.6639 | -#> |.....................| 1.565 | 0.9890 | 0.6641 | 1.624 | -#> | X| 479.72282 | 91.11 | 0.005194 | 0.2926 | 0.1109 | -#> |.....................| 0.01014 | 0.6110 | 1.093 | 0.07179 | -#> |.....................| 0.8909 | 0.05952 | 0.7120 | 0.6639 | -#> |.....................| 1.565 | 0.9890 | 0.6641 | 1.624 | -#> | F| Forward Diff. | 6.589 | 1.222 | 0.9137 | 0.1103 | -#> |.....................| 0.3993 | 0.5206 | -3.904 | 6.654 | -#> |.....................| 0.9090 | 1.134 | -1.839 | -6.108 | -#> |.....................| 1.622 | 4.007 | -4.921 | -6.374 | -#> | 6| 479.56384 | 0.9950 | -1.061 | -0.9037 | -0.9373 | -#> |.....................| -0.9792 | -0.9012 | -0.2438 | -0.4298 | -#> |.....................| -0.7309 | -0.8403 | -0.9001 | -1.126 | -#> |.....................| -0.5509 | -0.8426 | -1.095 | -0.5241 | -#> | U| 479.56384 | 90.55 | -5.261 | -0.8840 | -2.200 | -#> |.....................| -4.592 | 0.4513 | 1.092 | 0.07137 | -#> |.....................| 0.8897 | 0.05946 | 0.7140 | 0.6748 | -#> |.....................| 1.558 | 0.9836 | 0.6729 | 1.630 | -#> | X| 479.56384 | 90.55 | 0.005189 | 0.2923 | 0.1108 | -#> |.....................| 0.01014 | 0.6110 | 1.092 | 0.07137 | -#> |.....................| 0.8897 | 0.05946 | 0.7140 | 0.6748 | -#> |.....................| 1.558 | 0.9836 | 0.6729 | 1.630 | -#> | F| Forward Diff. | -31.71 | 1.225 | 0.1963 | 0.1681 | -#> |.....................| 0.4113 | 0.6853 | -4.208 | 6.141 | -#> |.....................| 0.7033 | 1.163 | -2.029 | -4.071 | -#> |.....................| -1.106 | 3.494 | -3.921 | -6.098 | -#> | 7| 479.23599 | 1.003 | -1.063 | -0.9048 | -0.9375 | -#> |.....................| -0.9799 | -0.9023 | -0.2352 | -0.4403 | -#> |.....................| -0.7320 | -0.8422 | -0.8974 | -1.117 | -#> |.....................| -0.5472 | -0.8484 | -1.086 | -0.5115 | -#> | U| 479.23599 | 91.29 | -5.263 | -0.8850 | -2.200 | -#> |.....................| -4.592 | 0.4508 | 1.095 | 0.07106 | -#> |.....................| 0.8892 | 0.05941 | 0.7160 | 0.6828 | -#> |.....................| 1.562 | 0.9781 | 0.6800 | 1.645 | -#> | X| 479.23599 | 91.29 | 0.005177 | 0.2921 | 0.1108 | -#> |.....................| 0.01013 | 0.6108 | 1.095 | 0.07106 | -#> |.....................| 0.8892 | 0.05941 | 0.7160 | 0.6828 | -#> |.....................| 1.562 | 0.9781 | 0.6800 | 1.645 | -#> | F| Forward Diff. | 18.36 | 1.286 | 0.8956 | 0.06941 | -#> |.....................| 0.3942 | 0.6495 | -3.460 | 6.349 | -#> |.....................| 0.7828 | 0.9998 | -1.947 | -2.931 | -#> |.....................| 0.1591 | 2.144 | -3.375 | -5.909 | -#> | 8| 479.05200 | 0.9982 | -1.066 | -0.9056 | -0.9376 | -#> |.....................| -0.9803 | -0.9037 | -0.2181 | -0.4407 | -#> |.....................| -0.7304 | -0.8427 | -0.8951 | -1.119 | -#> |.....................| -0.5384 | -0.8504 | -1.087 | -0.4972 | -#> | U| 479.052 | 90.84 | -5.266 | -0.8857 | -2.200 | -#> |.....................| -4.593 | 0.4502 | 1.102 | 0.07105 | -#> |.....................| 0.8899 | 0.05939 | 0.7177 | 0.6818 | -#> |.....................| 1.572 | 0.9761 | 0.6797 | 1.663 | -#> | X| 479.052 | 90.84 | 0.005162 | 0.2920 | 0.1108 | -#> |.....................| 0.01012 | 0.6107 | 1.102 | 0.07105 | -#> |.....................| 0.8899 | 0.05939 | 0.7177 | 0.6818 | -#> |.....................| 1.572 | 0.9761 | 0.6797 | 1.663 | -#> | 9| 478.91507 | 0.9977 | -1.070 | -0.9061 | -0.9377 | -#> |.....................| -0.9807 | -0.9051 | -0.2002 | -0.4395 | -#> |.....................| -0.7284 | -0.8431 | -0.8930 | -1.121 | -#> |.....................| -0.5287 | -0.8520 | -1.088 | -0.4828 | -#> | U| 478.91507 | 90.79 | -5.270 | -0.8862 | -2.200 | -#> |.....................| -4.593 | 0.4495 | 1.110 | 0.07109 | -#> |.....................| 0.8907 | 0.05938 | 0.7192 | 0.6799 | -#> |.....................| 1.584 | 0.9745 | 0.6785 | 1.680 | -#> | X| 478.91507 | 90.79 | 0.005146 | 0.2919 | 0.1108 | -#> |.....................| 0.01012 | 0.6105 | 1.110 | 0.07109 | -#> |.....................| 0.8907 | 0.05938 | 0.7192 | 0.6799 | -#> |.....................| 1.584 | 0.9745 | 0.6785 | 1.680 | -#> | 10| 478.54700 | 0.9959 | -1.080 | -0.9081 | -0.9381 | -#> |.....................| -0.9820 | -0.9099 | -0.1391 | -0.4353 | -#> |.....................| -0.7215 | -0.8442 | -0.8862 | -1.128 | -#> |.....................| -0.4957 | -0.8577 | -1.093 | -0.4342 | -#> | U| 478.547 | 90.63 | -5.280 | -0.8880 | -2.200 | -#> |.....................| -4.594 | 0.4473 | 1.135 | 0.07121 | -#> |.....................| 0.8936 | 0.05935 | 0.7242 | 0.6734 | -#> |.....................| 1.623 | 0.9691 | 0.6746 | 1.739 | -#> | X| 478.547 | 90.63 | 0.005094 | 0.2915 | 0.1108 | -#> |.....................| 0.01011 | 0.6100 | 1.135 | 0.07121 | -#> |.....................| 0.8936 | 0.05935 | 0.7242 | 0.6734 | -#> |.....................| 1.623 | 0.9691 | 0.6746 | 1.739 | -#> | 11| 478.24707 | 0.9926 | -1.098 | -0.9118 | -0.9388 | -#> |.....................| -0.9843 | -0.9186 | -0.02735 | -0.4276 | -#> |.....................| -0.7088 | -0.8464 | -0.8736 | -1.141 | -#> |.....................| -0.4354 | -0.8680 | -1.101 | -0.3451 | -#> | U| 478.24707 | 90.33 | -5.298 | -0.8913 | -2.201 | -#> |.....................| -4.597 | 0.4433 | 1.182 | 0.07143 | -#> |.....................| 0.8988 | 0.05929 | 0.7334 | 0.6616 | -#> |.....................| 1.694 | 0.9593 | 0.6674 | 1.848 | -#> | X| 478.24707 | 90.33 | 0.004999 | 0.2909 | 0.1107 | -#> |.....................| 0.01008 | 0.6090 | 1.182 | 0.07143 | -#> |.....................| 0.8988 | 0.05929 | 0.7334 | 0.6616 | -#> |.....................| 1.694 | 0.9593 | 0.6674 | 1.848 | -#> | F| Forward Diff. | -54.86 | 1.159 | -0.2545 | 0.1198 | -#> |.....................| 0.4779 | 1.320 | -1.627 | 7.719 | -#> |.....................| 1.488 | 1.194 | -2.008 | -4.434 | -#> |.....................| 3.563 | 0.8010 | -2.393 | -3.495 | -#> | 12| 475.90466 | 1.002 | -1.127 | -0.9233 | -0.9398 | -#> |.....................| -0.9978 | -0.9482 | -0.05448 | -0.6822 | -#> |.....................| -0.7579 | -0.8801 | -0.8190 | -1.095 | -#> |.....................| -0.4550 | -0.8498 | -1.031 | -0.2699 | -#> | U| 475.90466 | 91.18 | -5.327 | -0.9014 | -2.202 | -#> |.....................| -4.610 | 0.4297 | 1.170 | 0.06405 | -#> |.....................| 0.8785 | 0.05831 | 0.7733 | 0.7032 | -#> |.....................| 1.671 | 0.9767 | 0.7277 | 1.939 | -#> | X| 475.90466 | 91.18 | 0.004860 | 0.2888 | 0.1106 | -#> |.....................| 0.009950 | 0.6058 | 1.170 | 0.06405 | -#> |.....................| 0.8785 | 0.05831 | 0.7733 | 0.7032 | -#> |.....................| 1.671 | 0.9767 | 0.7277 | 1.939 | -#> | F| Forward Diff. | -5.773 | 1.281 | 0.05418 | -0.06269 | -#> |.....................| 0.4104 | 1.812 | -4.981 | 3.640 | -#> |.....................| -0.08126 | 0.09477 | -1.092 | -2.966 | -#> |.....................| 5.262 | 2.712 | 3.245 | -2.012 | -#> | 13| 477.06760 | 1.030 | -1.176 | -0.9281 | -0.9377 | -#> |.....................| -1.013 | -1.011 | 0.09564 | -0.8420 | -#> |.....................| -0.7668 | -0.8907 | -0.7738 | -1.073 | -#> |.....................| -0.5619 | -0.8693 | -1.126 | -0.1773 | -#> | U| 477.0676 | 93.71 | -5.376 | -0.9057 | -2.200 | -#> |.....................| -4.625 | 0.4008 | 1.233 | 0.05941 | -#> |.....................| 0.8748 | 0.05800 | 0.8064 | 0.7234 | -#> |.....................| 1.545 | 0.9581 | 0.6461 | 2.051 | -#> | X| 477.0676 | 93.71 | 0.004627 | 0.2879 | 0.1108 | -#> |.....................| 0.009799 | 0.5989 | 1.233 | 0.05941 | -#> |.....................| 0.8748 | 0.05800 | 0.8064 | 0.7234 | -#> |.....................| 1.545 | 0.9581 | 0.6461 | 2.051 | -#> | 14| 477.20174 | 1.026 | -1.143 | -0.9246 | -0.9391 | -#> |.....................| -1.003 | -0.9695 | -0.001726 | -0.7335 | -#> |.....................| -0.7599 | -0.8831 | -0.8043 | -1.080 | -#> |.....................| -0.4976 | -0.8627 | -1.065 | -0.2404 | -#> | U| 477.20174 | 93.37 | -5.343 | -0.9027 | -2.201 | -#> |.....................| -4.615 | 0.4199 | 1.192 | 0.06256 | -#> |.....................| 0.8776 | 0.05822 | 0.7840 | 0.7162 | -#> |.....................| 1.621 | 0.9644 | 0.6988 | 1.975 | -#> | X| 477.20174 | 93.37 | 0.004782 | 0.2885 | 0.1106 | -#> |.....................| 0.009899 | 0.6035 | 1.192 | 0.06256 | -#> |.....................| 0.8776 | 0.05822 | 0.7840 | 0.7162 | -#> |.....................| 1.621 | 0.9644 | 0.6988 | 1.975 | -#> | 15| 476.22973 | 1.014 | -1.129 | -0.9234 | -0.9397 | -#> |.....................| -0.9986 | -0.9521 | -0.04396 | -0.6899 | -#> |.....................| -0.7577 | -0.8803 | -0.8167 | -1.089 | -#> |.....................| -0.4661 | -0.8555 | -1.038 | -0.2656 | -#> | U| 476.22973 | 92.29 | -5.329 | -0.9015 | -2.202 | -#> |.....................| -4.611 | 0.4279 | 1.175 | 0.06382 | -#> |.....................| 0.8785 | 0.05830 | 0.7750 | 0.7089 | -#> |.....................| 1.658 | 0.9712 | 0.7218 | 1.944 | -#> | X| 476.22973 | 92.29 | 0.004847 | 0.2887 | 0.1106 | -#> |.....................| 0.009941 | 0.6054 | 1.175 | 0.06382 | -#> |.....................| 0.8785 | 0.05830 | 0.7750 | 0.7089 | -#> |.....................| 1.658 | 0.9712 | 0.7218 | 1.944 | -#> | 16| 475.87776 | 1.005 | -1.127 | -0.9233 | -0.9398 | -#> |.....................| -0.9980 | -0.9491 | -0.05201 | -0.6840 | -#> |.....................| -0.7578 | -0.8802 | -0.8184 | -1.093 | -#> |.....................| -0.4576 | -0.8511 | -1.033 | -0.2689 | -#> | U| 475.87776 | 91.44 | -5.327 | -0.9015 | -2.202 | -#> |.....................| -4.610 | 0.4293 | 1.171 | 0.06399 | -#> |.....................| 0.8785 | 0.05830 | 0.7737 | 0.7045 | -#> |.....................| 1.668 | 0.9754 | 0.7263 | 1.940 | -#> | X| 475.87776 | 91.44 | 0.004857 | 0.2887 | 0.1106 | -#> |.....................| 0.009948 | 0.6057 | 1.171 | 0.06399 | -#> |.....................| 0.8785 | 0.05830 | 0.7737 | 0.7045 | -#> |.....................| 1.668 | 0.9754 | 0.7263 | 1.940 | -#> | F| Forward Diff. | 16.12 | 1.298 | 0.4116 | -0.09723 | -#> |.....................| 0.4002 | 1.728 | -4.991 | 3.781 | -#> |.....................| -0.06392 | 0.04117 | -1.251 | -0.6787 | -#> |.....................| 5.079 | 2.620 | 3.013 | -2.074 | -#> | 17| 475.82399 | 1.002 | -1.128 | -0.9234 | -0.9397 | -#> |.....................| -0.9982 | -0.9501 | -0.04950 | -0.6866 | -#> |.....................| -0.7580 | -0.8803 | -0.8177 | -1.093 | -#> |.....................| -0.4596 | -0.8518 | -1.034 | -0.2675 | -#> | U| 475.82399 | 91.17 | -5.328 | -0.9016 | -2.202 | -#> |.....................| -4.611 | 0.4288 | 1.172 | 0.06392 | -#> |.....................| 0.8784 | 0.05830 | 0.7743 | 0.7045 | -#> |.....................| 1.666 | 0.9748 | 0.7251 | 1.942 | -#> | X| 475.82399 | 91.17 | 0.004853 | 0.2887 | 0.1106 | -#> |.....................| 0.009945 | 0.6056 | 1.172 | 0.06392 | -#> |.....................| 0.8784 | 0.05830 | 0.7743 | 0.7045 | -#> |.....................| 1.666 | 0.9748 | 0.7251 | 1.942 | -#> | F| Forward Diff. | -7.267 | 1.279 | 0.007095 | -0.05940 | -#> |.....................| 0.4115 | 1.783 | -5.114 | 3.652 | -#> |.....................| -0.1068 | 0.1083 | -1.295 | -0.9578 | -#> |.....................| 2.682 | 2.514 | 3.014 | -2.035 | -#> | 18| 475.78862 | 1.005 | -1.129 | -0.9235 | -0.9397 | -#> |.....................| -0.9985 | -0.9512 | -0.04657 | -0.6892 | -#> |.....................| -0.7580 | -0.8804 | -0.8168 | -1.093 | -#> |.....................| -0.4611 | -0.8527 | -1.036 | -0.2661 | -#> | U| 475.78862 | 91.41 | -5.329 | -0.9016 | -2.202 | -#> |.....................| -4.611 | 0.4283 | 1.174 | 0.06384 | -#> |.....................| 0.8784 | 0.05830 | 0.7749 | 0.7045 | -#> |.....................| 1.664 | 0.9739 | 0.7236 | 1.943 | -#> | X| 475.78862 | 91.41 | 0.004849 | 0.2887 | 0.1106 | -#> |.....................| 0.009942 | 0.6055 | 1.174 | 0.06384 | -#> |.....................| 0.8784 | 0.05830 | 0.7749 | 0.7045 | -#> |.....................| 1.664 | 0.9739 | 0.7236 | 1.943 | -#> | F| Forward Diff. | 13.19 | 1.292 | 0.3498 | -0.09321 | -#> |.....................| 0.4023 | 1.703 | -5.372 | 3.699 | -#> |.....................| -0.1234 | 0.05429 | -1.241 | -0.7588 | -#> |.....................| 4.815 | 2.436 | 2.783 | -2.083 | -#> | 19| 475.73531 | 1.002 | -1.130 | -0.9236 | -0.9397 | -#> |.....................| -0.9987 | -0.9524 | -0.04361 | -0.6921 | -#> |.....................| -0.7582 | -0.8806 | -0.8159 | -1.094 | -#> |.....................| -0.4630 | -0.8531 | -1.037 | -0.2646 | -#> | U| 475.73531 | 91.21 | -5.330 | -0.9018 | -2.202 | -#> |.....................| -4.611 | 0.4278 | 1.175 | 0.06376 | -#> |.....................| 0.8783 | 0.05829 | 0.7756 | 0.7041 | -#> |.....................| 1.662 | 0.9735 | 0.7222 | 1.945 | -#> | X| 475.73531 | 91.21 | 0.004845 | 0.2887 | 0.1106 | -#> |.....................| 0.009940 | 0.6053 | 1.175 | 0.06376 | -#> |.....................| 0.8783 | 0.05829 | 0.7756 | 0.7041 | -#> |.....................| 1.662 | 0.9735 | 0.7222 | 1.945 | -#> | F| Forward Diff. | -3.312 | 1.277 | 0.06663 | -0.06695 | -#> |.....................| 0.4102 | 1.736 | -5.095 | 3.555 | -#> |.....................| -0.08175 | 0.08515 | -1.253 | -0.9364 | -#> |.....................| 4.836 | 2.452 | 2.739 | -2.058 | -#> | 20| 475.69941 | 1.004 | -1.131 | -0.9237 | -0.9396 | -#> |.....................| -0.9990 | -0.9534 | -0.04063 | -0.6942 | -#> |.....................| -0.7581 | -0.8807 | -0.8151 | -1.093 | -#> |.....................| -0.4658 | -0.8545 | -1.039 | -0.2634 | -#> | U| 475.69941 | 91.39 | -5.331 | -0.9018 | -2.202 | -#> |.....................| -4.611 | 0.4273 | 1.176 | 0.06370 | -#> |.....................| 0.8783 | 0.05829 | 0.7761 | 0.7046 | -#> |.....................| 1.658 | 0.9722 | 0.7208 | 1.947 | -#> | X| 475.69941 | 91.39 | 0.004841 | 0.2887 | 0.1106 | -#> |.....................| 0.009937 | 0.6052 | 1.176 | 0.06370 | -#> |.....................| 0.8783 | 0.05829 | 0.7761 | 0.7046 | -#> |.....................| 1.658 | 0.9722 | 0.7208 | 1.947 | -#> | F| Forward Diff. | 11.57 | 1.287 | 0.3079 | -0.08979 | -#> |.....................| 0.4039 | 1.674 | -5.153 | 3.653 | -#> |.....................| -0.06063 | 0.04440 | -1.200 | -0.7646 | -#> |.....................| 2.452 | 2.339 | 2.552 | -2.095 | -#> | 21| 475.66307 | 1.001 | -1.131 | -0.9238 | -0.9396 | -#> |.....................| -0.9992 | -0.9545 | -0.03780 | -0.6969 | -#> |.....................| -0.7583 | -0.8808 | -0.8143 | -1.094 | -#> |.....................| -0.4671 | -0.8550 | -1.041 | -0.2620 | -#> | U| 475.66307 | 91.11 | -5.331 | -0.9019 | -2.202 | -#> |.....................| -4.612 | 0.4268 | 1.177 | 0.06362 | -#> |.....................| 0.8783 | 0.05829 | 0.7767 | 0.7044 | -#> |.....................| 1.657 | 0.9717 | 0.7195 | 1.948 | -#> | X| 475.66307 | 91.11 | 0.004837 | 0.2887 | 0.1106 | -#> |.....................| 0.009935 | 0.6051 | 1.177 | 0.06362 | -#> |.....................| 0.8783 | 0.05829 | 0.7767 | 0.7044 | -#> |.....................| 1.657 | 0.9717 | 0.7195 | 1.948 | -#> | F| Forward Diff. | -12.57 | 1.267 | -0.09715 | -0.05310 | -#> |.....................| 0.4138 | 1.728 | -5.558 | 3.438 | -#> |.....................| -0.1081 | 0.1203 | -1.232 | -1.053 | -#> |.....................| 2.344 | 2.291 | 2.543 | -2.059 | -#> | 22| 475.61346 | 1.003 | -1.132 | -0.9238 | -0.9395 | -#> |.....................| -0.9995 | -0.9557 | -0.03467 | -0.6999 | -#> |.....................| -0.7585 | -0.8810 | -0.8134 | -1.094 | -#> |.....................| -0.4680 | -0.8550 | -1.042 | -0.2607 | -#> | U| 475.61346 | 91.32 | -5.332 | -0.9020 | -2.202 | -#> |.....................| -4.612 | 0.4262 | 1.179 | 0.06353 | -#> |.....................| 0.8782 | 0.05828 | 0.7774 | 0.7040 | -#> |.....................| 1.656 | 0.9717 | 0.7181 | 1.950 | -#> | X| 475.61346 | 91.32 | 0.004833 | 0.2886 | 0.1106 | -#> |.....................| 0.009932 | 0.6050 | 1.179 | 0.06353 | -#> |.....................| 0.8782 | 0.05828 | 0.7774 | 0.7040 | -#> |.....................| 1.656 | 0.9717 | 0.7181 | 1.950 | -#> | F| Forward Diff. | 5.192 | 1.277 | 0.1967 | -0.08157 | -#> |.....................| 0.4060 | 1.656 | -5.231 | 3.627 | -#> |.....................| -0.1038 | 0.05786 | -1.199 | -0.8859 | -#> |.....................| 2.283 | 2.293 | 2.331 | -2.101 | -#> | 23| 475.58436 | 1.001 | -1.133 | -0.9239 | -0.9395 | -#> |.....................| -0.9998 | -0.9568 | -0.03140 | -0.7025 | -#> |.....................| -0.7585 | -0.8810 | -0.8126 | -1.094 | -#> |.....................| -0.4692 | -0.8560 | -1.044 | -0.2594 | -#> | U| 475.58436 | 91.09 | -5.333 | -0.9021 | -2.202 | -#> |.....................| -4.612 | 0.4257 | 1.180 | 0.06346 | -#> |.....................| 0.8782 | 0.05828 | 0.7780 | 0.7043 | -#> |.....................| 1.654 | 0.9707 | 0.7167 | 1.952 | -#> | X| 475.58436 | 91.09 | 0.004829 | 0.2886 | 0.1106 | -#> |.....................| 0.009929 | 0.6049 | 1.180 | 0.06346 | -#> |.....................| 0.8782 | 0.05828 | 0.7780 | 0.7043 | -#> |.....................| 1.654 | 0.9707 | 0.7167 | 1.952 | -#> | F| Forward Diff. | -14.46 | 1.261 | -0.1306 | -0.05131 | -#> |.....................| 0.4140 | 1.696 | -5.518 | 3.404 | -#> |.....................| -0.1407 | 0.1181 | -1.199 | -1.071 | -#> |.....................| 2.272 | 2.212 | 2.296 | -2.075 | -#> | 24| 475.53229 | 1.003 | -1.134 | -0.9240 | -0.9394 | -#> |.....................| -1.000 | -0.9581 | -0.02828 | -0.7055 | -#> |.....................| -0.7587 | -0.8812 | -0.8117 | -1.094 | -#> |.....................| -0.4701 | -0.8560 | -1.045 | -0.2580 | -#> | U| 475.53229 | 91.31 | -5.334 | -0.9021 | -2.202 | -#> |.....................| -4.613 | 0.4251 | 1.181 | 0.06337 | -#> |.....................| 0.8781 | 0.05828 | 0.7786 | 0.7039 | -#> |.....................| 1.653 | 0.9708 | 0.7153 | 1.953 | -#> | X| 475.53229 | 91.31 | 0.004824 | 0.2886 | 0.1106 | -#> |.....................| 0.009926 | 0.6047 | 1.181 | 0.06337 | -#> |.....................| 0.8781 | 0.05828 | 0.7786 | 0.7039 | -#> |.....................| 1.653 | 0.9708 | 0.7153 | 1.953 | -#> | F| Forward Diff. | 4.355 | 1.271 | 0.1786 | -0.08149 | -#> |.....................| 0.4055 | 1.621 | -5.117 | 3.557 | -#> |.....................| -0.1060 | 0.04285 | -0.9518 | -2.902 | -#> |.....................| 4.469 | 2.204 | 2.093 | -2.115 | -#> | 25| 475.50379 | 1.001 | -1.135 | -0.9241 | -0.9394 | -#> |.....................| -1.000 | -0.9591 | -0.02533 | -0.7076 | -#> |.....................| -0.7587 | -0.8812 | -0.8111 | -1.093 | -#> |.....................| -0.4726 | -0.8571 | -1.047 | -0.2568 | -#> | U| 475.50379 | 91.10 | -5.335 | -0.9022 | -2.202 | -#> |.....................| -4.613 | 0.4247 | 1.182 | 0.06331 | -#> |.....................| 0.8781 | 0.05828 | 0.7790 | 0.7053 | -#> |.....................| 1.650 | 0.9697 | 0.7143 | 1.955 | -#> | X| 475.50379 | 91.10 | 0.004820 | 0.2886 | 0.1106 | -#> |.....................| 0.009924 | 0.6046 | 1.182 | 0.06331 | -#> |.....................| 0.8781 | 0.05828 | 0.7790 | 0.7053 | -#> |.....................| 1.650 | 0.9697 | 0.7143 | 1.955 | -#> | F| Forward Diff. | -13.73 | 1.259 | -0.1294 | -0.05234 | -#> |.....................| 0.4131 | 1.659 | -5.626 | 3.356 | -#> |.....................| -0.1179 | 0.1182 | -1.163 | -0.9759 | -#> |.....................| 2.282 | 2.162 | 2.085 | -2.085 | -#> | 26| 475.45890 | 1.004 | -1.136 | -0.9240 | -0.9393 | -#> |.....................| -1.001 | -0.9602 | -0.02221 | -0.7103 | -#> |.....................| -0.7588 | -0.8813 | -0.8104 | -1.092 | -#> |.....................| -0.4738 | -0.8571 | -1.048 | -0.2555 | -#> | U| 475.4589 | 91.37 | -5.336 | -0.9021 | -2.202 | -#> |.....................| -4.613 | 0.4242 | 1.184 | 0.06323 | -#> |.....................| 0.8781 | 0.05827 | 0.7796 | 0.7056 | -#> |.....................| 1.649 | 0.9697 | 0.7132 | 1.956 | -#> | X| 475.4589 | 91.37 | 0.004816 | 0.2886 | 0.1106 | -#> |.....................| 0.009921 | 0.6045 | 1.184 | 0.06323 | -#> |.....................| 0.8781 | 0.05827 | 0.7796 | 0.7056 | -#> |.....................| 1.649 | 0.9697 | 0.7132 | 1.956 | -#> | F| Forward Diff. | 9.388 | 1.275 | 0.2447 | -0.08891 | -#> |.....................| 0.4027 | 1.576 | -4.598 | 3.539 | -#> |.....................| -0.08390 | 0.04261 | -0.9004 | -2.725 | -#> |.....................| 4.305 | 2.111 | 1.882 | -2.135 | -#> | 27| 475.41657 | 1.002 | -1.137 | -0.9241 | -0.9392 | -#> |.....................| -1.001 | -0.9615 | -0.01910 | -0.7133 | -#> |.....................| -0.7590 | -0.8814 | -0.8097 | -1.092 | -#> |.....................| -0.4754 | -0.8571 | -1.049 | -0.2540 | -#> | U| 475.41657 | 91.17 | -5.337 | -0.9022 | -2.202 | -#> |.....................| -4.613 | 0.4236 | 1.185 | 0.06314 | -#> |.....................| 0.8780 | 0.05827 | 0.7801 | 0.7060 | -#> |.....................| 1.647 | 0.9697 | 0.7121 | 1.958 | -#> | X| 475.41657 | 91.17 | 0.004811 | 0.2886 | 0.1106 | -#> |.....................| 0.009918 | 0.6043 | 1.185 | 0.06314 | -#> |.....................| 0.8780 | 0.05827 | 0.7801 | 0.7060 | -#> |.....................| 1.647 | 0.9697 | 0.7121 | 1.958 | -#> | F| Forward Diff. | -7.291 | 1.263 | -0.02799 | -0.06240 | -#> |.....................| 0.4098 | 1.607 | -5.561 | 3.409 | -#> |.....................| -0.1363 | 0.09124 | -1.126 | -0.9025 | -#> |.....................| 4.264 | 2.123 | 1.858 | -2.103 | -#> | 28| 475.37603 | 1.004 | -1.138 | -0.9241 | -0.9392 | -#> |.....................| -1.001 | -0.9626 | -0.01569 | -0.7160 | -#> |.....................| -0.7590 | -0.8815 | -0.8090 | -1.092 | -#> |.....................| -0.4775 | -0.8574 | -1.050 | -0.2525 | -#> | U| 475.37603 | 91.35 | -5.338 | -0.9022 | -2.202 | -#> |.....................| -4.614 | 0.4231 | 1.186 | 0.06307 | -#> |.....................| 0.8780 | 0.05827 | 0.7806 | 0.7060 | -#> |.....................| 1.645 | 0.9695 | 0.7112 | 1.960 | -#> | X| 475.37603 | 91.35 | 0.004807 | 0.2886 | 0.1106 | -#> |.....................| 0.009915 | 0.6042 | 1.186 | 0.06307 | -#> |.....................| 0.8780 | 0.05827 | 0.7806 | 0.7060 | -#> |.....................| 1.645 | 0.9695 | 0.7112 | 1.960 | -#> | F| Forward Diff. | 7.976 | 1.271 | 0.2167 | -0.08766 | -#> |.....................| 0.4024 | 1.550 | -5.132 | 3.516 | -#> |.....................| -0.09627 | 0.04106 | -1.088 | -0.7404 | -#> |.....................| 4.103 | 2.126 | 1.707 | -2.133 | -#> | 29| 475.34297 | 1.001 | -1.139 | -0.9242 | -0.9391 | -#> |.....................| -1.002 | -0.9636 | -0.01242 | -0.7185 | -#> |.....................| -0.7591 | -0.8816 | -0.8082 | -1.092 | -#> |.....................| -0.4796 | -0.8578 | -1.051 | -0.2511 | -#> | U| 475.34297 | 91.13 | -5.339 | -0.9023 | -2.201 | -#> |.....................| -4.614 | 0.4226 | 1.188 | 0.06299 | -#> |.....................| 0.8779 | 0.05826 | 0.7812 | 0.7056 | -#> |.....................| 1.642 | 0.9691 | 0.7103 | 1.962 | -#> | X| 475.34297 | 91.13 | 0.004803 | 0.2886 | 0.1106 | -#> |.....................| 0.009912 | 0.6041 | 1.188 | 0.06299 | -#> |.....................| 0.8779 | 0.05826 | 0.7812 | 0.7056 | -#> |.....................| 1.642 | 0.9691 | 0.7103 | 1.962 | -#> | F| Forward Diff. | -11.69 | 1.251 | -0.09758 | -0.05188 | -#> |.....................| 0.4100 | 1.596 | -5.544 | 3.338 | -#> |.....................| -0.1288 | 0.09302 | -1.103 | -0.9943 | -#> |.....................| 4.044 | 2.113 | 1.726 | -2.096 | -#> | 30| 475.29763 | 1.004 | -1.140 | -0.9242 | -0.9391 | -#> |.....................| -1.002 | -0.9647 | -0.009016 | -0.7212 | -#> |.....................| -0.7592 | -0.8817 | -0.8074 | -1.093 | -#> |.....................| -0.4815 | -0.8578 | -1.052 | -0.2496 | -#> | U| 475.29763 | 91.33 | -5.340 | -0.9023 | -2.201 | -#> |.....................| -4.614 | 0.4221 | 1.189 | 0.06292 | -#> |.....................| 0.8779 | 0.05826 | 0.7818 | 0.7049 | -#> |.....................| 1.640 | 0.9691 | 0.7096 | 1.964 | -#> | X| 475.29763 | 91.33 | 0.004798 | 0.2886 | 0.1106 | -#> |.....................| 0.009909 | 0.6040 | 1.189 | 0.06292 | -#> |.....................| 0.8779 | 0.05826 | 0.7818 | 0.7049 | -#> |.....................| 1.640 | 0.9691 | 0.7096 | 1.964 | -#> | F| Forward Diff. | 5.626 | 1.261 | 0.1834 | -0.08674 | -#> |.....................| 0.4019 | 1.535 | -5.612 | 3.466 | -#> |.....................| -0.1091 | 0.03444 | -1.082 | -0.8814 | -#> |.....................| 3.882 | 2.084 | 1.576 | -2.128 | -#> | 31| 475.26968 | 1.001 | -1.140 | -0.9243 | -0.9390 | -#> |.....................| -1.002 | -0.9656 | -0.005554 | -0.7235 | -#> |.....................| -0.7592 | -0.8818 | -0.8067 | -1.093 | -#> |.....................| -0.4837 | -0.8585 | -1.053 | -0.2482 | -#> | U| 475.26968 | 91.11 | -5.340 | -0.9024 | -2.201 | -#> |.....................| -4.615 | 0.4217 | 1.191 | 0.06285 | -#> |.....................| 0.8779 | 0.05826 | 0.7823 | 0.7049 | -#> |.....................| 1.637 | 0.9684 | 0.7088 | 1.965 | -#> | X| 475.26968 | 91.11 | 0.004794 | 0.2886 | 0.1106 | -#> |.....................| 0.009907 | 0.6039 | 1.191 | 0.06285 | -#> |.....................| 0.8779 | 0.05826 | 0.7823 | 0.7049 | -#> |.....................| 1.637 | 0.9684 | 0.7088 | 1.965 | -#> | F| Forward Diff. | -13.71 | 1.246 | -0.1255 | -0.05322 | -#> |.....................| 0.4099 | 1.581 | -5.546 | 3.317 | -#> |.....................| -0.1509 | 0.1096 | -0.8594 | -3.000 | -#> |.....................| 3.990 | 2.056 | 1.604 | -2.087 | -#> | 32| 475.22190 | 1.004 | -1.141 | -0.9243 | -0.9390 | -#> |.....................| -1.002 | -0.9667 | -0.002058 | -0.7261 | -#> |.....................| -0.7593 | -0.8819 | -0.8061 | -1.093 | -#> |.....................| -0.4854 | -0.8583 | -1.054 | -0.2469 | -#> | U| 475.2219 | 91.33 | -5.341 | -0.9024 | -2.201 | -#> |.....................| -4.615 | 0.4212 | 1.192 | 0.06277 | -#> |.....................| 0.8778 | 0.05826 | 0.7828 | 0.7049 | -#> |.....................| 1.635 | 0.9686 | 0.7081 | 1.967 | -#> | X| 475.2219 | 91.33 | 0.004790 | 0.2886 | 0.1107 | -#> |.....................| 0.009904 | 0.6038 | 1.192 | 0.06277 | -#> |.....................| 0.8778 | 0.05826 | 0.7828 | 0.7049 | -#> |.....................| 1.635 | 0.9686 | 0.7081 | 1.967 | -#> | F| Forward Diff. | 5.841 | 1.258 | 0.1840 | -0.08823 | -#> |.....................| 0.4011 | 1.514 | -4.992 | 3.441 | -#> |.....................| -0.1080 | 0.03852 | -1.043 | -0.8514 | -#> |.....................| 3.826 | 2.019 | 1.451 | -2.125 | -#> | 33| 475.19540 | 1.001 | -1.142 | -0.9244 | -0.9389 | -#> |.....................| -1.003 | -0.9677 | 0.001228 | -0.7286 | -#> |.....................| -0.7593 | -0.8819 | -0.8054 | -1.093 | -#> |.....................| -0.4876 | -0.8589 | -1.055 | -0.2455 | -#> | U| 475.1954 | 91.10 | -5.342 | -0.9025 | -2.201 | -#> |.....................| -4.615 | 0.4207 | 1.193 | 0.06270 | -#> |.....................| 0.8778 | 0.05825 | 0.7833 | 0.7050 | -#> |.....................| 1.633 | 0.9680 | 0.7073 | 1.969 | -#> | X| 475.1954 | 91.10 | 0.004786 | 0.2885 | 0.1107 | -#> |.....................| 0.009901 | 0.6037 | 1.193 | 0.06270 | -#> |.....................| 0.8778 | 0.05825 | 0.7833 | 0.7050 | -#> |.....................| 1.633 | 0.9680 | 0.7073 | 1.969 | -#> | F| Forward Diff. | -14.17 | 1.239 | -0.1323 | -0.05443 | -#> |.....................| 0.4093 | 1.561 | -5.475 | 3.262 | -#> |.....................| -0.1301 | 0.09817 | -1.038 | -1.045 | -#> |.....................| 3.818 | 2.054 | 1.474 | -2.085 | -#> | 34| 475.14668 | 1.003 | -1.143 | -0.9244 | -0.9388 | -#> |.....................| -1.003 | -0.9688 | 0.004635 | -0.7312 | -#> |.....................| -0.7595 | -0.8820 | -0.8046 | -1.094 | -#> |.....................| -0.4894 | -0.8588 | -1.055 | -0.2440 | -#> | U| 475.14668 | 91.31 | -5.343 | -0.9025 | -2.201 | -#> |.....................| -4.615 | 0.4202 | 1.195 | 0.06262 | -#> |.....................| 0.8778 | 0.05825 | 0.7838 | 0.7043 | -#> |.....................| 1.631 | 0.9681 | 0.7066 | 1.970 | -#> | X| 475.14668 | 91.31 | 0.004781 | 0.2885 | 0.1107 | -#> |.....................| 0.009898 | 0.6035 | 1.195 | 0.06262 | -#> |.....................| 0.8778 | 0.05825 | 0.7838 | 0.7043 | -#> |.....................| 1.631 | 0.9681 | 0.7066 | 1.970 | -#> | F| Forward Diff. | 3.838 | 1.251 | 0.1547 | -0.08725 | -#> |.....................| 0.4006 | 1.498 | -4.927 | 3.416 | -#> |.....................| -0.1219 | 0.06473 | -1.010 | -2.917 | -#> |.....................| 3.712 | 2.020 | 1.337 | -2.117 | -#> | 35| 475.12366 | 1.001 | -1.144 | -0.9245 | -0.9388 | -#> |.....................| -1.003 | -0.9698 | 0.007665 | -0.7333 | -#> |.....................| -0.7594 | -0.8821 | -0.8040 | -1.092 | -#> |.....................| -0.4916 | -0.8600 | -1.056 | -0.2427 | -#> | U| 475.12366 | 91.10 | -5.344 | -0.9025 | -2.201 | -#> |.....................| -4.616 | 0.4198 | 1.196 | 0.06256 | -#> |.....................| 0.8778 | 0.05825 | 0.7843 | 0.7059 | -#> |.....................| 1.628 | 0.9669 | 0.7059 | 1.972 | -#> | X| 475.12366 | 91.10 | 0.004777 | 0.2885 | 0.1107 | -#> |.....................| 0.009896 | 0.6034 | 1.196 | 0.06256 | -#> |.....................| 0.8778 | 0.05825 | 0.7843 | 0.7059 | -#> |.....................| 1.628 | 0.9669 | 0.7059 | 1.972 | -#> | F| Forward Diff. | -14.75 | 1.239 | -0.1466 | -0.05465 | -#> |.....................| 0.4082 | 1.541 | -5.471 | 3.270 | -#> |.....................| -0.1342 | 0.09829 | -1.014 | -1.026 | -#> |.....................| 3.624 | 1.932 | 1.359 | -2.081 | -#> | 36| 475.07465 | 1.004 | -1.145 | -0.9245 | -0.9387 | -#> |.....................| -1.003 | -0.9709 | 0.01108 | -0.7360 | -#> |.....................| -0.7595 | -0.8821 | -0.8033 | -1.092 | -#> |.....................| -0.4933 | -0.8597 | -1.057 | -0.2414 | -#> | U| 475.07465 | 91.33 | -5.345 | -0.9025 | -2.201 | -#> |.....................| -4.616 | 0.4193 | 1.198 | 0.06248 | -#> |.....................| 0.8778 | 0.05825 | 0.7848 | 0.7058 | -#> |.....................| 1.626 | 0.9672 | 0.7053 | 1.974 | -#> | X| 475.07465 | 91.33 | 0.004773 | 0.2885 | 0.1107 | -#> |.....................| 0.009893 | 0.6033 | 1.198 | 0.06248 | -#> |.....................| 0.8778 | 0.05825 | 0.7848 | 0.7058 | -#> |.....................| 1.626 | 0.9672 | 0.7053 | 1.974 | -#> | F| Forward Diff. | 5.021 | 1.249 | 0.1599 | -0.08992 | -#> |.....................| 0.3985 | 1.471 | -4.995 | 3.410 | -#> |.....................| -0.1196 | 0.03779 | -0.9990 | -2.873 | -#> |.....................| 3.497 | 1.906 | 1.211 | -2.119 | -#> | 37| 475.04940 | 1.001 | -1.146 | -0.9245 | -0.9386 | -#> |.....................| -1.004 | -0.9719 | 0.01438 | -0.7384 | -#> |.....................| -0.7594 | -0.8822 | -0.8026 | -1.091 | -#> |.....................| -0.4953 | -0.8604 | -1.058 | -0.2400 | -#> | U| 475.0494 | 91.11 | -5.346 | -0.9026 | -2.201 | -#> |.....................| -4.616 | 0.4188 | 1.199 | 0.06242 | -#> |.....................| 0.8778 | 0.05825 | 0.7853 | 0.7070 | -#> |.....................| 1.623 | 0.9666 | 0.7046 | 1.975 | -#> | X| 475.0494 | 91.11 | 0.004769 | 0.2885 | 0.1107 | -#> |.....................| 0.009890 | 0.6032 | 1.199 | 0.06242 | -#> |.....................| 0.8778 | 0.05825 | 0.7853 | 0.7070 | -#> |.....................| 1.623 | 0.9666 | 0.7046 | 1.975 | -#> | F| Forward Diff. | -14.15 | 1.235 | -0.1370 | -0.05688 | -#> |.....................| 0.4085 | 1.517 | -5.494 | 3.160 | -#> |.....................| -0.1583 | 0.1112 | -0.7821 | -2.927 | -#> |.....................| 3.432 | 1.909 | 1.245 | -2.084 | -#> | 38| 475.00092 | 1.004 | -1.147 | -0.9245 | -0.9386 | -#> |.....................| -1.004 | -0.9731 | 0.01792 | -0.7411 | -#> |.....................| -0.7595 | -0.8822 | -0.8020 | -1.090 | -#> |.....................| -0.4968 | -0.8598 | -1.059 | -0.2387 | -#> | U| 475.00092 | 91.32 | -5.347 | -0.9025 | -2.201 | -#> |.....................| -4.617 | 0.4182 | 1.200 | 0.06234 | -#> |.....................| 0.8778 | 0.05825 | 0.7857 | 0.7077 | -#> |.....................| 1.622 | 0.9671 | 0.7039 | 1.977 | -#> | X| 475.00092 | 91.32 | 0.004764 | 0.2885 | 0.1107 | -#> |.....................| 0.009887 | 0.6031 | 1.200 | 0.06234 | -#> |.....................| 0.8778 | 0.05825 | 0.7857 | 0.7077 | -#> |.....................| 1.622 | 0.9671 | 0.7039 | 1.977 | -#> | F| Forward Diff. | 4.379 | 1.249 | 0.1419 | -0.08698 | -#> |.....................| 0.3989 | 1.449 | -4.966 | 3.395 | -#> |.....................| -0.1055 | 0.03295 | -0.9696 | -0.7580 | -#> |.....................| 3.283 | 1.918 | 1.096 | -2.115 | -#> | 39| 474.98492 | 1.001 | -1.147 | -0.9246 | -0.9385 | -#> |.....................| -1.004 | -0.9740 | 0.02115 | -0.7433 | -#> |.....................| -0.7595 | -0.8822 | -0.8014 | -1.089 | -#> |.....................| -0.4989 | -0.8610 | -1.059 | -0.2373 | -#> | U| 474.98492 | 91.07 | -5.347 | -0.9026 | -2.201 | -#> |.....................| -4.617 | 0.4178 | 1.202 | 0.06227 | -#> |.....................| 0.8778 | 0.05825 | 0.7862 | 0.7081 | -#> |.....................| 1.619 | 0.9660 | 0.7033 | 1.978 | -#> | X| 474.98492 | 91.07 | 0.004760 | 0.2885 | 0.1107 | -#> |.....................| 0.009884 | 0.6030 | 1.202 | 0.06227 | -#> |.....................| 0.8778 | 0.05825 | 0.7862 | 0.7081 | -#> |.....................| 1.619 | 0.9660 | 0.7033 | 1.978 | -#> | F| Forward Diff. | -17.65 | 1.231 | -0.1920 | -0.05242 | -#> |.....................| 0.4084 | 1.504 | -5.397 | 3.171 | -#> |.....................| -0.1354 | 0.1061 | -0.9468 | -0.9144 | -#> |.....................| 1.271 | 1.859 | 1.156 | -2.067 | -#> | 40| 474.93249 | 1.004 | -1.148 | -0.9245 | -0.9384 | -#> |.....................| -1.005 | -0.9752 | 0.02452 | -0.7460 | -#> |.....................| -0.7596 | -0.8823 | -0.8007 | -1.090 | -#> |.....................| -0.5000 | -0.8607 | -1.060 | -0.2361 | -#> | U| 474.93249 | 91.32 | -5.348 | -0.9026 | -2.201 | -#> |.....................| -4.617 | 0.4173 | 1.203 | 0.06220 | -#> |.....................| 0.8778 | 0.05824 | 0.7867 | 0.7073 | -#> |.....................| 1.618 | 0.9663 | 0.7027 | 1.980 | -#> | X| 474.93249 | 91.32 | 0.004755 | 0.2885 | 0.1107 | -#> |.....................| 0.009881 | 0.6028 | 1.203 | 0.06220 | -#> |.....................| 0.8778 | 0.05824 | 0.7867 | 0.7073 | -#> |.....................| 1.618 | 0.9663 | 0.7027 | 1.980 | -#> | F| Forward Diff. | 4.492 | 1.243 | 0.1448 | -0.09052 | -#> |.....................| 0.3963 | 1.427 | -4.973 | 3.376 | -#> |.....................| -0.06414 | 0.02300 | -0.7344 | -2.787 | -#> |.....................| 3.083 | 1.834 | 0.9813 | -2.110 | -#> | 41| 474.90355 | 1.001 | -1.149 | -0.9246 | -0.9383 | -#> |.....................| -1.005 | -0.9763 | 0.02806 | -0.7486 | -#> |.....................| -0.7596 | -0.8823 | -0.8002 | -1.089 | -#> |.....................| -0.5018 | -0.8611 | -1.061 | -0.2347 | -#> | U| 474.90355 | 91.13 | -5.349 | -0.9026 | -2.201 | -#> |.....................| -4.617 | 0.4168 | 1.205 | 0.06212 | -#> |.....................| 0.8777 | 0.05824 | 0.7870 | 0.7084 | -#> |.....................| 1.616 | 0.9659 | 0.7020 | 1.982 | -#> | X| 474.90355 | 91.13 | 0.004751 | 0.2885 | 0.1107 | -#> |.....................| 0.009878 | 0.6027 | 1.205 | 0.06212 | -#> |.....................| 0.8777 | 0.05824 | 0.7870 | 0.7084 | -#> |.....................| 1.616 | 0.9659 | 0.7020 | 1.982 | -#> | F| Forward Diff. | -12.15 | 1.229 | -0.1075 | -0.06320 | -#> |.....................| 0.4033 | 1.463 | -5.606 | 3.135 | -#> |.....................| -0.1416 | 0.07801 | -0.9461 | -2.867 | -#> |.....................| 3.063 | 1.817 | 1.008 | -2.075 | -#> | 42| 474.85832 | 1.003 | -1.150 | -0.9245 | -0.9383 | -#> |.....................| -1.005 | -0.9775 | 0.03184 | -0.7513 | -#> |.....................| -0.7597 | -0.8823 | -0.7996 | -1.089 | -#> |.....................| -0.5032 | -0.8605 | -1.061 | -0.2334 | -#> | U| 474.85832 | 91.32 | -5.350 | -0.9026 | -2.201 | -#> |.....................| -4.618 | 0.4162 | 1.206 | 0.06204 | -#> |.....................| 0.8777 | 0.05824 | 0.7875 | 0.7089 | -#> |.....................| 1.614 | 0.9665 | 0.7015 | 1.983 | -#> | X| 474.85832 | 91.32 | 0.004746 | 0.2885 | 0.1107 | -#> |.....................| 0.009875 | 0.6026 | 1.206 | 0.06204 | -#> |.....................| 0.8777 | 0.05824 | 0.7875 | 0.7089 | -#> |.....................| 1.614 | 0.9665 | 0.7015 | 1.983 | -#> | F| Forward Diff. | 3.689 | 1.242 | 0.1265 | -0.09001 | -#> |.....................| 0.3949 | 1.405 | -5.495 | 3.344 | -#> |.....................| -0.1166 | 0.02645 | -0.9105 | -0.7126 | -#> |.....................| 2.952 | 1.861 | 0.8779 | -2.102 | -#> | 43| 474.83791 | 1.001 | -1.151 | -0.9246 | -0.9382 | -#> |.....................| -1.006 | -0.9784 | 0.03545 | -0.7535 | -#> |.....................| -0.7596 | -0.8823 | -0.7990 | -1.088 | -#> |.....................| -0.5052 | -0.8617 | -1.062 | -0.2320 | -#> | U| 474.83791 | 91.10 | -5.351 | -0.9027 | -2.201 | -#> |.....................| -4.618 | 0.4158 | 1.208 | 0.06198 | -#> |.....................| 0.8777 | 0.05824 | 0.7879 | 0.7094 | -#> |.....................| 1.612 | 0.9653 | 0.7010 | 1.985 | -#> | X| 474.83791 | 91.10 | 0.004742 | 0.2885 | 0.1107 | -#> |.....................| 0.009872 | 0.6025 | 1.208 | 0.06198 | -#> |.....................| 0.8777 | 0.05824 | 0.7879 | 0.7094 | -#> |.....................| 1.612 | 0.9653 | 0.7010 | 1.985 | -#> | F| Forward Diff. | -15.77 | 1.225 | -0.1616 | -0.05944 | -#> |.....................| 0.4032 | 1.455 | -5.461 | 3.071 | -#> |.....................| -0.1419 | 0.08593 | -0.9091 | -0.8855 | -#> |.....................| 2.951 | 1.791 | 0.9091 | -2.062 | -#> | 44| 474.78971 | 1.004 | -1.152 | -0.9246 | -0.9381 | -#> |.....................| -1.006 | -0.9794 | 0.03911 | -0.7559 | -#> |.....................| -0.7597 | -0.8824 | -0.7984 | -1.089 | -#> |.....................| -0.5068 | -0.8614 | -1.062 | -0.2307 | -#> | U| 474.78971 | 91.33 | -5.352 | -0.9026 | -2.200 | -#> |.....................| -4.618 | 0.4153 | 1.209 | 0.06191 | -#> |.....................| 0.8777 | 0.05824 | 0.7883 | 0.7086 | -#> |.....................| 1.610 | 0.9656 | 0.7006 | 1.986 | -#> | X| 474.78971 | 91.33 | 0.004738 | 0.2885 | 0.1107 | -#> |.....................| 0.009869 | 0.6024 | 1.209 | 0.06191 | -#> |.....................| 0.8777 | 0.05824 | 0.7883 | 0.7086 | -#> |.....................| 1.610 | 0.9656 | 0.7006 | 1.986 | -#> | F| Forward Diff. | 4.398 | 1.237 | 0.1402 | -0.09195 | -#> |.....................| 0.3940 | 1.388 | -4.885 | 3.322 | -#> |.....................| -0.1374 | 0.01792 | -0.6865 | -2.709 | -#> |.....................| 2.810 | 1.778 | 0.8100 | -2.095 | -#> | 45| 474.76763 | 1.001 | -1.153 | -0.9247 | -0.9380 | -#> |.....................| -1.006 | -0.9804 | 0.04256 | -0.7584 | -#> |.....................| -0.7597 | -0.8824 | -0.7979 | -1.088 | -#> |.....................| -0.5086 | -0.8621 | -1.063 | -0.2293 | -#> | U| 474.76763 | 91.11 | -5.353 | -0.9027 | -2.200 | -#> |.....................| -4.619 | 0.4149 | 1.211 | 0.06184 | -#> |.....................| 0.8777 | 0.05824 | 0.7887 | 0.7097 | -#> |.....................| 1.608 | 0.9650 | 0.7001 | 1.988 | -#> | X| 474.76763 | 91.11 | 0.004734 | 0.2885 | 0.1108 | -#> |.....................| 0.009867 | 0.6023 | 1.211 | 0.06184 | -#> |.....................| 0.8777 | 0.05824 | 0.7887 | 0.7097 | -#> |.....................| 1.608 | 0.9650 | 0.7001 | 1.988 | -#> | F| Forward Diff. | -14.92 | 1.222 | -0.1466 | -0.06186 | -#> |.....................| 0.4014 | 1.433 | -4.989 | 3.157 | -#> |.....................| -0.1326 | 0.08284 | -0.6789 | -2.803 | -#> |.....................| 2.814 | 1.775 | 0.8327 | -2.053 | -#> | 46| 474.71973 | 1.004 | -1.154 | -0.9246 | -0.9379 | -#> |.....................| -1.006 | -0.9816 | 0.04617 | -0.7611 | -#> |.....................| -0.7597 | -0.8824 | -0.7975 | -1.087 | -#> |.....................| -0.5100 | -0.8614 | -1.064 | -0.2281 | -#> | U| 474.71973 | 91.32 | -5.354 | -0.9026 | -2.200 | -#> |.....................| -4.619 | 0.4143 | 1.212 | 0.06176 | -#> |.....................| 0.8777 | 0.05824 | 0.7890 | 0.7100 | -#> |.....................| 1.606 | 0.9656 | 0.6996 | 1.990 | -#> | X| 474.71973 | 91.32 | 0.004729 | 0.2885 | 0.1108 | -#> |.....................| 0.009863 | 0.6021 | 1.212 | 0.06176 | -#> |.....................| 0.8777 | 0.05824 | 0.7890 | 0.7100 | -#> |.....................| 1.606 | 0.9656 | 0.6996 | 1.990 | -#> | F| Forward Diff. | 4.021 | 1.236 | 0.1299 | -0.09158 | -#> |.....................| 0.3929 | 1.368 | -4.925 | 3.331 | -#> |.....................| -0.07142 | 0.08893 | -0.6522 | -2.634 | -#> |.....................| 2.639 | 1.780 | 0.7273 | -2.085 | -#> | 47| 474.70040 | 1.001 | -1.155 | -0.9247 | -0.9379 | -#> |.....................| -1.007 | -0.9826 | 0.04954 | -0.7634 | -#> |.....................| -0.7597 | -0.8825 | -0.7971 | -1.086 | -#> |.....................| -0.5117 | -0.8624 | -1.064 | -0.2267 | -#> | U| 474.7004 | 91.10 | -5.355 | -0.9027 | -2.200 | -#> |.....................| -4.619 | 0.4139 | 1.214 | 0.06169 | -#> |.....................| 0.8777 | 0.05824 | 0.7893 | 0.7114 | -#> |.....................| 1.604 | 0.9647 | 0.6992 | 1.991 | -#> | X| 474.7004 | 91.10 | 0.004724 | 0.2885 | 0.1108 | -#> |.....................| 0.009861 | 0.6020 | 1.214 | 0.06169 | -#> |.....................| 0.8777 | 0.05824 | 0.7893 | 0.7114 | -#> |.....................| 1.604 | 0.9647 | 0.6992 | 1.991 | -#> | F| Forward Diff. | -15.76 | 1.220 | -0.1617 | -0.06091 | -#> |.....................| 0.4007 | 1.415 | -5.116 | 3.166 | -#> |.....................| -0.1298 | 0.07714 | -0.6701 | -2.700 | -#> |.....................| 2.670 | 1.748 | 0.7590 | -2.043 | -#> | 48| 474.65116 | 1.003 | -1.156 | -0.9246 | -0.9378 | -#> |.....................| -1.007 | -0.9837 | 0.05321 | -0.7662 | -#> |.....................| -0.7598 | -0.8825 | -0.7967 | -1.086 | -#> |.....................| -0.5130 | -0.8617 | -1.065 | -0.2255 | -#> | U| 474.65116 | 91.32 | -5.356 | -0.9026 | -2.200 | -#> |.....................| -4.620 | 0.4134 | 1.215 | 0.06161 | -#> |.....................| 0.8777 | 0.05824 | 0.7896 | 0.7116 | -#> |.....................| 1.603 | 0.9653 | 0.6987 | 1.993 | -#> | X| 474.65116 | 91.32 | 0.004720 | 0.2885 | 0.1108 | -#> |.....................| 0.009857 | 0.6019 | 1.215 | 0.06161 | -#> |.....................| 0.8777 | 0.05824 | 0.7896 | 0.7116 | -#> |.....................| 1.603 | 0.9653 | 0.6987 | 1.993 | -#> | F| Forward Diff. | 3.462 | 1.239 | 0.1107 | -0.09136 | -#> |.....................| 0.3915 | 1.348 | -5.441 | 3.268 | -#> |.....................| -0.1113 | 0.02510 | -0.6252 | -2.485 | -#> |.....................| 2.647 | 1.796 | 0.6587 | -2.076 | -#> | 49| 474.63065 | 1.001 | -1.157 | -0.9247 | -0.9377 | -#> |.....................| -1.007 | -0.9846 | 0.05678 | -0.7683 | -#> |.....................| -0.7597 | -0.8825 | -0.7963 | -1.084 | -#> |.....................| -0.5148 | -0.8629 | -1.065 | -0.2241 | -#> | U| 474.63065 | 91.11 | -5.357 | -0.9027 | -2.200 | -#> |.....................| -4.620 | 0.4129 | 1.217 | 0.06155 | -#> |.....................| 0.8777 | 0.05824 | 0.7899 | 0.7131 | -#> |.....................| 1.600 | 0.9642 | 0.6984 | 1.994 | -#> | X| 474.63065 | 91.11 | 0.004716 | 0.2885 | 0.1108 | -#> |.....................| 0.009855 | 0.6018 | 1.217 | 0.06155 | -#> |.....................| 0.8777 | 0.05824 | 0.7899 | 0.7131 | -#> |.....................| 1.600 | 0.9642 | 0.6984 | 1.994 | -#> | F| Forward Diff. | -14.93 | 1.220 | -0.1531 | -0.06288 | -#> |.....................| 0.3983 | 1.394 | -5.436 | 3.113 | -#> |.....................| -0.1458 | 0.07621 | -0.8397 | -0.6848 | -#> |.....................| 2.501 | 1.690 | 0.6891 | -2.034 | -#> | 50| 474.58497 | 1.004 | -1.158 | -0.9246 | -0.9376 | -#> |.....................| -1.008 | -0.9857 | 0.06060 | -0.7708 | -#> |.....................| -0.7598 | -0.8826 | -0.7958 | -1.084 | -#> |.....................| -0.5162 | -0.8624 | -1.065 | -0.2230 | -#> | U| 474.58497 | 91.34 | -5.358 | -0.9027 | -2.200 | -#> |.....................| -4.620 | 0.4125 | 1.218 | 0.06148 | -#> |.....................| 0.8777 | 0.05824 | 0.7902 | 0.7126 | -#> |.....................| 1.599 | 0.9647 | 0.6980 | 1.996 | -#> | X| 474.58497 | 91.34 | 0.004711 | 0.2885 | 0.1108 | -#> |.....................| 0.009852 | 0.6017 | 1.218 | 0.06148 | -#> |.....................| 0.8777 | 0.05824 | 0.7902 | 0.7126 | -#> |.....................| 1.599 | 0.9647 | 0.6980 | 1.996 | -#> | F| Forward Diff. | 5.248 | 1.234 | 0.1371 | -0.09456 | -#> |.....................| 0.3896 | 1.328 | -5.011 | 3.180 | -#> |.....................| -0.1110 | 0.004022 | -0.8103 | -0.4964 | -#> |.....................| 2.349 | 1.713 | 0.5705 | -2.061 | -#> | 51| 474.55760 | 1.002 | -1.159 | -0.9247 | -0.9376 | -#> |.....................| -1.008 | -0.9867 | 0.06444 | -0.7734 | -#> |.....................| -0.7598 | -0.8826 | -0.7952 | -1.085 | -#> |.....................| -0.5178 | -0.8626 | -1.066 | -0.2215 | -#> | U| 474.5576 | 91.15 | -5.359 | -0.9027 | -2.200 | -#> |.....................| -4.620 | 0.4120 | 1.220 | 0.06140 | -#> |.....................| 0.8777 | 0.05824 | 0.7907 | 0.7122 | -#> |.....................| 1.597 | 0.9645 | 0.6977 | 1.998 | -#> | X| 474.5576 | 91.15 | 0.004706 | 0.2885 | 0.1108 | -#> |.....................| 0.009849 | 0.6016 | 1.220 | 0.06140 | -#> |.....................| 0.8777 | 0.05824 | 0.7907 | 0.7122 | -#> |.....................| 1.597 | 0.9645 | 0.6977 | 1.998 | -#> | F| Forward Diff. | -11.86 | 1.219 | -0.1003 | -0.07615 | -#> |.....................| 0.3954 | 1.369 | -4.929 | 3.171 | -#> |.....................| -0.1229 | 0.06540 | -0.8183 | -0.7141 | -#> |.....................| 2.360 | 1.696 | 0.6359 | -2.032 | -#> | 52| 474.51619 | 1.004 | -1.160 | -0.9246 | -0.9375 | -#> |.....................| -1.008 | -0.9878 | 0.06816 | -0.7761 | -#> |.....................| -0.7599 | -0.8826 | -0.7946 | -1.086 | -#> |.....................| -0.5193 | -0.8622 | -1.066 | -0.2202 | -#> | U| 474.51619 | 91.33 | -5.360 | -0.9027 | -2.200 | -#> |.....................| -4.621 | 0.4115 | 1.221 | 0.06132 | -#> |.....................| 0.8776 | 0.05823 | 0.7911 | 0.7113 | -#> |.....................| 1.595 | 0.9648 | 0.6972 | 1.999 | -#> | X| 474.51619 | 91.33 | 0.004702 | 0.2885 | 0.1108 | -#> |.....................| 0.009846 | 0.6014 | 1.221 | 0.06132 | -#> |.....................| 0.8776 | 0.05823 | 0.7911 | 0.7113 | -#> |.....................| 1.595 | 0.9648 | 0.6972 | 1.999 | -#> | F| Forward Diff. | 4.413 | 1.225 | 0.1371 | -0.09620 | -#> |.....................| 0.3880 | 1.314 | -5.554 | 3.197 | -#> |.....................| -0.07604 | 0.008867 | -0.7931 | -0.6282 | -#> |.....................| 2.148 | 1.715 | 0.5273 | -2.052 | -#> | 53| 474.48673 | 1.002 | -1.161 | -0.9247 | -0.9374 | -#> |.....................| -1.009 | -0.9889 | 0.07224 | -0.7786 | -#> |.....................| -0.7599 | -0.8826 | -0.7941 | -1.086 | -#> |.....................| -0.5208 | -0.8625 | -1.067 | -0.2188 | -#> | U| 474.48673 | 91.17 | -5.361 | -0.9027 | -2.200 | -#> |.....................| -4.621 | 0.4110 | 1.223 | 0.06125 | -#> |.....................| 0.8776 | 0.05823 | 0.7915 | 0.7110 | -#> |.....................| 1.593 | 0.9645 | 0.6969 | 2.001 | -#> | X| 474.48673 | 91.17 | 0.004697 | 0.2885 | 0.1108 | -#> |.....................| 0.009843 | 0.6013 | 1.223 | 0.06125 | -#> |.....................| 0.8776 | 0.05823 | 0.7915 | 0.7110 | -#> |.....................| 1.593 | 0.9645 | 0.6969 | 2.001 | -#> | F| Forward Diff. | -10.51 | 1.211 | -0.06554 | -0.07429 | -#> |.....................| 0.3932 | 1.350 | -4.456 | 3.182 | -#> |.....................| -0.08901 | 0.05354 | -0.5957 | -2.739 | -#> |.....................| 2.160 | 1.696 | 0.5687 | -2.022 | -#> | 54| 474.45218 | 1.004 | -1.162 | -0.9246 | -0.9373 | -#> |.....................| -1.009 | -0.9900 | 0.07590 | -0.7814 | -#> |.....................| -0.7601 | -0.8826 | -0.7937 | -1.086 | -#> |.....................| -0.5220 | -0.8620 | -1.067 | -0.2177 | -#> | U| 474.45218 | 91.40 | -5.362 | -0.9027 | -2.200 | -#> |.....................| -4.621 | 0.4105 | 1.224 | 0.06117 | -#> |.....................| 0.8776 | 0.05823 | 0.7918 | 0.7111 | -#> |.....................| 1.592 | 0.9650 | 0.6965 | 2.002 | -#> | X| 474.45218 | 91.40 | 0.004692 | 0.2885 | 0.1108 | -#> |.....................| 0.009840 | 0.6012 | 1.224 | 0.06117 | -#> |.....................| 0.8776 | 0.05823 | 0.7918 | 0.7111 | -#> |.....................| 1.592 | 0.9650 | 0.6965 | 2.002 | -#> | F| Forward Diff. | 9.724 | 1.224 | 0.2009 | -0.1069 | -#> |.....................| 0.3834 | 1.279 | -5.556 | 3.324 | -#> |.....................| -0.1101 | -0.01912 | -0.5638 | -2.553 | -#> |.....................| 2.043 | 1.731 | 0.4140 | -2.044 | -#> | 55| 474.41257 | 1.003 | -1.163 | -0.9246 | -0.9371 | -#> |.....................| -1.009 | -0.9913 | 0.07979 | -0.7844 | -#> |.....................| -0.7601 | -0.8825 | -0.7935 | -1.085 | -#> |.....................| -0.5231 | -0.8612 | -1.068 | -0.2167 | -#> | U| 474.41257 | 91.25 | -5.363 | -0.9026 | -2.199 | -#> |.....................| -4.622 | 0.4099 | 1.226 | 0.06108 | -#> |.....................| 0.8775 | 0.05824 | 0.7919 | 0.7118 | -#> |.....................| 1.591 | 0.9658 | 0.6961 | 2.004 | -#> | X| 474.41257 | 91.25 | 0.004687 | 0.2885 | 0.1109 | -#> |.....................| 0.009836 | 0.6011 | 1.226 | 0.06108 | -#> |.....................| 0.8775 | 0.05824 | 0.7919 | 0.7118 | -#> |.....................| 1.591 | 0.9658 | 0.6961 | 2.004 | -#> | F| Forward Diff. | -3.208 | 1.213 | 0.03978 | -0.08693 | -#> |.....................| 0.3876 | 1.303 | -5.023 | 3.218 | -#> |.....................| -0.1347 | 0.02311 | -0.7771 | -0.6556 | -#> |.....................| 2.056 | 1.822 | 0.4520 | -2.025 | -#> | 56| 474.39271 | 1.005 | -1.164 | -0.9246 | -0.9371 | -#> |.....................| -1.010 | -0.9922 | 0.08348 | -0.7867 | -#> |.....................| -0.7600 | -0.8825 | -0.7930 | -1.085 | -#> |.....................| -0.5246 | -0.8625 | -1.068 | -0.2152 | -#> | U| 474.39271 | 91.47 | -5.364 | -0.9027 | -2.199 | -#> |.....................| -4.622 | 0.4094 | 1.228 | 0.06101 | -#> |.....................| 0.8776 | 0.05824 | 0.7923 | 0.7123 | -#> |.....................| 1.589 | 0.9645 | 0.6958 | 2.005 | -#> | X| 474.39271 | 91.47 | 0.004683 | 0.2885 | 0.1109 | -#> |.....................| 0.009833 | 0.6010 | 1.228 | 0.06101 | -#> |.....................| 0.8776 | 0.05824 | 0.7923 | 0.7123 | -#> |.....................| 1.589 | 0.9645 | 0.6958 | 2.005 | -#> | F| Forward Diff. | 15.86 | 1.227 | 0.2807 | -0.1163 | -#> |.....................| 0.3793 | 1.243 | -5.494 | 3.329 | -#> |.....................| -0.09368 | 0.01293 | -0.5149 | -2.407 | -#> |.....................| 1.979 | 1.686 | 0.3308 | -2.044 | -#> | 57| 474.34538 | 1.003 | -1.165 | -0.9247 | -0.9369 | -#> |.....................| -1.010 | -0.9934 | 0.08718 | -0.7897 | -#> |.....................| -0.7601 | -0.8825 | -0.7926 | -1.086 | -#> |.....................| -0.5258 | -0.8620 | -1.068 | -0.2141 | -#> | U| 474.34538 | 91.27 | -5.365 | -0.9027 | -2.199 | -#> |.....................| -4.622 | 0.4089 | 1.229 | 0.06093 | -#> |.....................| 0.8775 | 0.05824 | 0.7926 | 0.7117 | -#> |.....................| 1.587 | 0.9650 | 0.6954 | 2.007 | -#> | X| 474.34538 | 91.27 | 0.004677 | 0.2885 | 0.1109 | -#> |.....................| 0.009830 | 0.6008 | 1.229 | 0.06093 | -#> |.....................| 0.8775 | 0.05824 | 0.7926 | 0.7117 | -#> |.....................| 1.587 | 0.9650 | 0.6954 | 2.007 | -#> | F| Forward Diff. | -2.345 | 1.210 | 0.04189 | -0.08986 | -#> |.....................| 0.3855 | 1.284 | -5.145 | 3.218 | -#> |.....................| -0.1284 | 0.01309 | -0.7466 | -0.6536 | -#> |.....................| 1.964 | 1.743 | 0.3816 | -2.008 | -#> | 58| 474.31834 | 1.005 | -1.166 | -0.9247 | -0.9369 | -#> |.....................| -1.010 | -0.9944 | 0.09109 | -0.7921 | -#> |.....................| -0.7600 | -0.8825 | -0.7920 | -1.085 | -#> |.....................| -0.5273 | -0.8633 | -1.069 | -0.2126 | -#> | U| 474.31834 | 91.43 | -5.366 | -0.9027 | -2.199 | -#> |.....................| -4.623 | 0.4085 | 1.231 | 0.06086 | -#> |.....................| 0.8776 | 0.05824 | 0.7930 | 0.7121 | -#> |.....................| 1.586 | 0.9638 | 0.6952 | 2.008 | -#> | X| 474.31834 | 91.43 | 0.004673 | 0.2885 | 0.1109 | -#> |.....................| 0.009827 | 0.6007 | 1.231 | 0.06086 | -#> |.....................| 0.8776 | 0.05824 | 0.7930 | 0.7121 | -#> |.....................| 1.586 | 0.9638 | 0.6952 | 2.008 | -#> | F| Forward Diff. | 12.13 | 1.219 | 0.2312 | -0.1125 | -#> |.....................| 0.3787 | 1.238 | -5.317 | 3.196 | -#> |.....................| -0.08361 | -0.02599 | -0.7000 | -0.4940 | -#> |.....................| 1.837 | 1.637 | 0.3211 | -2.028 | -#> | 59| 474.27833 | 1.003 | -1.167 | -0.9247 | -0.9368 | -#> |.....................| -1.010 | -0.9955 | 0.09487 | -0.7949 | -#> |.....................| -0.7601 | -0.8825 | -0.7915 | -1.086 | -#> |.....................| -0.5286 | -0.8630 | -1.069 | -0.2114 | -#> | U| 474.27833 | 91.25 | -5.367 | -0.9028 | -2.199 | -#> |.....................| -4.623 | 0.4080 | 1.232 | 0.06078 | -#> |.....................| 0.8775 | 0.05824 | 0.7934 | 0.7111 | -#> |.....................| 1.584 | 0.9640 | 0.6948 | 2.010 | -#> | X| 474.27833 | 91.25 | 0.004668 | 0.2885 | 0.1109 | -#> |.....................| 0.009824 | 0.6006 | 1.232 | 0.06078 | -#> |.....................| 0.8775 | 0.05824 | 0.7934 | 0.7111 | -#> |.....................| 1.584 | 0.9640 | 0.6948 | 2.010 | -#> | F| Forward Diff. | -4.145 | 1.202 | 0.02355 | -0.08919 | -#> |.....................| 0.3842 | 1.275 | -5.102 | 3.189 | -#> |.....................| -0.1071 | 0.01700 | -0.7283 | -0.7209 | -#> |.....................| 1.776 | 1.686 | 0.3249 | -1.982 | -#> | 60| 474.25305 | 1.005 | -1.168 | -0.9247 | -0.9367 | -#> |.....................| -1.011 | -0.9965 | 0.09878 | -0.7975 | -#> |.....................| -0.7601 | -0.8825 | -0.7909 | -1.086 | -#> |.....................| -0.5300 | -0.8636 | -1.069 | -0.2100 | -#> | U| 474.25305 | 91.44 | -5.368 | -0.9028 | -2.199 | -#> |.....................| -4.623 | 0.4075 | 1.234 | 0.06070 | -#> |.....................| 0.8775 | 0.05824 | 0.7938 | 0.7109 | -#> |.....................| 1.583 | 0.9635 | 0.6946 | 2.012 | -#> | X| 474.25305 | 91.44 | 0.004663 | 0.2885 | 0.1109 | -#> |.....................| 0.009821 | 0.6005 | 1.234 | 0.06070 | -#> |.....................| 0.8775 | 0.05824 | 0.7938 | 0.7109 | -#> |.....................| 1.583 | 0.9635 | 0.6946 | 2.012 | -#> | F| Forward Diff. | 13.11 | 1.213 | 0.2527 | -0.1161 | -#> |.....................| 0.3767 | 1.219 | -5.003 | 3.213 | -#> |.....................| -0.09270 | -0.04298 | -0.4814 | -2.533 | -#> |.....................| 1.730 | 1.613 | 0.2495 | -2.014 | -#> | 61| 474.21254 | 1.003 | -1.169 | -0.9248 | -0.9365 | -#> |.....................| -1.011 | -0.9977 | 0.1025 | -0.8005 | -#> |.....................| -0.7602 | -0.8824 | -0.7906 | -1.087 | -#> |.....................| -0.5311 | -0.8630 | -1.070 | -0.2089 | -#> | U| 474.21254 | 91.24 | -5.369 | -0.9028 | -2.199 | -#> |.....................| -4.624 | 0.4069 | 1.236 | 0.06062 | -#> |.....................| 0.8775 | 0.05824 | 0.7941 | 0.7105 | -#> |.....................| 1.581 | 0.9641 | 0.6942 | 2.013 | -#> | X| 474.21254 | 91.24 | 0.004658 | 0.2885 | 0.1109 | -#> |.....................| 0.009817 | 0.6003 | 1.236 | 0.06062 | -#> |.....................| 0.8775 | 0.05824 | 0.7941 | 0.7105 | -#> |.....................| 1.581 | 0.9641 | 0.6942 | 2.013 | -#> | F| Forward Diff. | -5.267 | 1.195 | 0.01760 | -0.08987 | -#> |.....................| 0.3825 | 1.260 | -5.272 | 3.141 | -#> |.....................| -0.1336 | 0.009843 | -0.5186 | -2.706 | -#> |.....................| 1.727 | 1.652 | 0.2904 | -1.976 | -#> | 62| 474.18171 | 1.004 | -1.170 | -0.9247 | -0.9364 | -#> |.....................| -1.011 | -0.9989 | 0.1065 | -0.8033 | -#> |.....................| -0.7602 | -0.8823 | -0.7904 | -1.086 | -#> |.....................| -0.5322 | -0.8627 | -1.070 | -0.2078 | -#> | U| 474.18171 | 91.41 | -5.370 | -0.9028 | -2.199 | -#> |.....................| -4.624 | 0.4064 | 1.237 | 0.06054 | -#> |.....................| 0.8775 | 0.05824 | 0.7942 | 0.7112 | -#> |.....................| 1.580 | 0.9644 | 0.6939 | 2.014 | -#> | X| 474.18171 | 91.41 | 0.004653 | 0.2885 | 0.1109 | -#> |.....................| 0.009814 | 0.6002 | 1.237 | 0.06054 | -#> |.....................| 0.8775 | 0.05824 | 0.7942 | 0.7112 | -#> |.....................| 1.580 | 0.9644 | 0.6939 | 2.014 | -#> | F| Forward Diff. | 9.716 | 1.206 | 0.2113 | -0.1128 | -#> |.....................| 0.3755 | 1.207 | -5.399 | 3.226 | -#> |.....................| -0.09670 | -0.03459 | -0.6713 | -0.5638 | -#> |.....................| 1.619 | 1.687 | 0.2005 | -1.998 | -#> | 63| 474.14509 | 1.003 | -1.171 | -0.9248 | -0.9363 | -#> |.....................| -1.012 | -1.000 | 0.1105 | -0.8061 | -#> |.....................| -0.7602 | -0.8822 | -0.7900 | -1.087 | -#> |.....................| -0.5333 | -0.8621 | -1.071 | -0.2068 | -#> | U| 474.14509 | 91.25 | -5.371 | -0.9028 | -2.199 | -#> |.....................| -4.624 | 0.4059 | 1.239 | 0.06045 | -#> |.....................| 0.8775 | 0.05825 | 0.7945 | 0.7106 | -#> |.....................| 1.579 | 0.9649 | 0.6936 | 2.015 | -#> | X| 474.14509 | 91.25 | 0.004648 | 0.2885 | 0.1110 | -#> |.....................| 0.009811 | 0.6001 | 1.239 | 0.06045 | -#> |.....................| 0.8775 | 0.05825 | 0.7945 | 0.7106 | -#> |.....................| 1.579 | 0.9649 | 0.6936 | 2.015 | -#> | F| Forward Diff. | -5.280 | 1.192 | 0.02321 | -0.09129 | -#> |.....................| 0.3799 | 1.239 | -5.339 | 3.156 | -#> |.....................| -0.1074 | 0.06181 | -0.4875 | -2.680 | -#> |.....................| 1.648 | 1.743 | 0.2195 | -1.955 | -#> | 64| 474.11542 | 1.005 | -1.172 | -0.9248 | -0.9361 | -#> |.....................| -1.012 | -1.001 | 0.1146 | -0.8089 | -#> |.....................| -0.7603 | -0.8821 | -0.7897 | -1.086 | -#> |.....................| -0.5344 | -0.8621 | -1.071 | -0.2057 | -#> | U| 474.11542 | 91.42 | -5.372 | -0.9028 | -2.199 | -#> |.....................| -4.625 | 0.4054 | 1.241 | 0.06037 | -#> |.....................| 0.8774 | 0.05825 | 0.7947 | 0.7110 | -#> |.....................| 1.577 | 0.9649 | 0.6934 | 2.017 | -#> | X| 474.11542 | 91.42 | 0.004643 | 0.2885 | 0.1110 | -#> |.....................| 0.009807 | 0.6000 | 1.241 | 0.06037 | -#> |.....................| 0.8774 | 0.05825 | 0.7947 | 0.7110 | -#> |.....................| 1.577 | 0.9649 | 0.6934 | 2.017 | -#> | F| Forward Diff. | 10.52 | 1.202 | 0.2258 | -0.1162 | -#> |.....................| 0.3725 | 1.186 | -5.381 | 3.222 | -#> |.....................| -0.1104 | -0.04157 | -0.6550 | -0.5841 | -#> |.....................| 1.505 | 1.701 | 0.1753 | -1.993 | -#> | 65| 474.07794 | 1.003 | -1.173 | -0.9248 | -0.9360 | -#> |.....................| -1.012 | -1.002 | 0.1187 | -0.8117 | -#> |.....................| -0.7604 | -0.8821 | -0.7895 | -1.087 | -#> |.....................| -0.5355 | -0.8615 | -1.071 | -0.2048 | -#> | U| 474.07794 | 91.25 | -5.373 | -0.9028 | -2.198 | -#> |.....................| -4.625 | 0.4048 | 1.242 | 0.06029 | -#> |.....................| 0.8774 | 0.05825 | 0.7949 | 0.7104 | -#> |.....................| 1.576 | 0.9655 | 0.6932 | 2.018 | -#> | X| 474.07794 | 91.25 | 0.004638 | 0.2885 | 0.1110 | -#> |.....................| 0.009804 | 0.5999 | 1.242 | 0.06029 | -#> |.....................| 0.8774 | 0.05825 | 0.7949 | 0.7104 | -#> |.....................| 1.576 | 0.9655 | 0.6932 | 2.018 | -#> | F| Forward Diff. | -4.801 | 1.188 | 0.03689 | -0.09236 | -#> |.....................| 0.3785 | 1.221 | -5.368 | 3.104 | -#> |.....................| -0.1066 | 0.003449 | -0.6711 | -0.7398 | -#> |.....................| 1.563 | 1.803 | 0.1884 | -1.939 | -#> | 66| 474.04951 | 1.005 | -1.175 | -0.9248 | -0.9359 | -#> |.....................| -1.013 | -1.003 | 0.1228 | -0.8144 | -#> |.....................| -0.7604 | -0.8820 | -0.7890 | -1.087 | -#> |.....................| -0.5367 | -0.8618 | -1.071 | -0.2036 | -#> | U| 474.04951 | 91.43 | -5.375 | -0.9028 | -2.198 | -#> |.....................| -4.625 | 0.4044 | 1.244 | 0.06021 | -#> |.....................| 0.8774 | 0.05825 | 0.7952 | 0.7100 | -#> |.....................| 1.575 | 0.9652 | 0.6930 | 2.019 | -#> | X| 474.04951 | 91.43 | 0.004633 | 0.2885 | 0.1110 | -#> |.....................| 0.009801 | 0.5997 | 1.244 | 0.06021 | -#> |.....................| 0.8774 | 0.05825 | 0.7952 | 0.7100 | -#> |.....................| 1.575 | 0.9652 | 0.6930 | 2.019 | -#> | F| Forward Diff. | 10.86 | 1.196 | 0.2377 | -0.1190 | -#> |.....................| 0.3700 | 1.169 | -5.399 | 3.259 | -#> |.....................| -0.09645 | -0.03914 | -0.4400 | -2.610 | -#> |.....................| 1.421 | 1.705 | 0.1351 | -1.978 | -#> | 67| 474.01246 | 1.003 | -1.176 | -0.9249 | -0.9357 | -#> |.....................| -1.013 | -1.004 | 0.1268 | -0.8173 | -#> |.....................| -0.7606 | -0.8819 | -0.7888 | -1.088 | -#> |.....................| -0.5377 | -0.8613 | -1.072 | -0.2028 | -#> | U| 474.01246 | 91.25 | -5.376 | -0.9029 | -2.198 | -#> |.....................| -4.626 | 0.4039 | 1.246 | 0.06013 | -#> |.....................| 0.8773 | 0.05825 | 0.7954 | 0.7098 | -#> |.....................| 1.573 | 0.9657 | 0.6927 | 2.020 | -#> | X| 474.01246 | 91.25 | 0.004628 | 0.2885 | 0.1110 | -#> |.....................| 0.009798 | 0.5996 | 1.246 | 0.06013 | -#> |.....................| 0.8773 | 0.05825 | 0.7954 | 0.7098 | -#> |.....................| 1.573 | 0.9657 | 0.6927 | 2.020 | -#> | F| Forward Diff. | -5.724 | 1.179 | 0.03043 | -0.09493 | -#> |.....................| 0.3750 | 1.206 | -5.283 | 3.092 | -#> |.....................| -0.09863 | -0.01543 | -0.6573 | -0.7980 | -#> |.....................| 1.377 | 1.778 | 0.1578 | -1.944 | -#> | 68| 473.98155 | 1.005 | -1.177 | -0.9249 | -0.9356 | -#> |.....................| -1.013 | -1.005 | 0.1310 | -0.8202 | -#> |.....................| -0.7607 | -0.8818 | -0.7885 | -1.088 | -#> |.....................| -0.5387 | -0.8611 | -1.072 | -0.2018 | -#> | U| 473.98155 | 91.42 | -5.377 | -0.9029 | -2.198 | -#> |.....................| -4.626 | 0.4034 | 1.247 | 0.06004 | -#> |.....................| 0.8773 | 0.05826 | 0.7956 | 0.7095 | -#> |.....................| 1.572 | 0.9659 | 0.6925 | 2.022 | -#> | X| 473.98155 | 91.42 | 0.004623 | 0.2885 | 0.1110 | -#> |.....................| 0.009794 | 0.5995 | 1.247 | 0.06004 | -#> |.....................| 0.8773 | 0.05826 | 0.7956 | 0.7095 | -#> |.....................| 1.572 | 0.9659 | 0.6925 | 2.022 | -#> | F| Forward Diff. | 9.125 | 1.189 | 0.2215 | -0.1183 | -#> |.....................| 0.3680 | 1.157 | -5.346 | 3.214 | -#> |.....................| -0.06695 | -0.05805 | -0.6245 | -0.6678 | -#> |.....................| 1.365 | 1.770 | 0.07348 | -1.960 | -#> | 69| 473.94647 | 1.003 | -1.178 | -0.9250 | -0.9354 | -#> |.....................| -1.014 | -1.007 | 0.1350 | -0.8231 | -#> |.....................| -0.7608 | -0.8817 | -0.7881 | -1.089 | -#> |.....................| -0.5397 | -0.8608 | -1.072 | -0.2009 | -#> | U| 473.94647 | 91.26 | -5.378 | -0.9030 | -2.198 | -#> |.....................| -4.626 | 0.4029 | 1.249 | 0.05996 | -#> |.....................| 0.8772 | 0.05826 | 0.7959 | 0.7086 | -#> |.....................| 1.571 | 0.9661 | 0.6923 | 2.023 | -#> | X| 473.94647 | 91.26 | 0.004618 | 0.2884 | 0.1110 | -#> |.....................| 0.009791 | 0.5994 | 1.249 | 0.05996 | -#> |.....................| 0.8772 | 0.05826 | 0.7959 | 0.7086 | -#> |.....................| 1.571 | 0.9661 | 0.6923 | 2.023 | -#> | F| Forward Diff. | -5.271 | 1.174 | 0.04603 | -0.09766 | -#> |.....................| 0.3725 | 1.188 | -5.320 | 3.084 | -#> |.....................| -0.09768 | -0.01918 | -0.6378 | -0.8469 | -#> |.....................| 1.360 | 1.825 | 0.08453 | -1.920 | -#> | 70| 473.91708 | 1.005 | -1.179 | -0.9250 | -0.9353 | -#> |.....................| -1.014 | -1.008 | 0.1391 | -0.8259 | -#> |.....................| -0.7609 | -0.8816 | -0.7877 | -1.089 | -#> |.....................| -0.5408 | -0.8610 | -1.072 | -0.1999 | -#> | U| 473.91708 | 91.43 | -5.379 | -0.9030 | -2.198 | -#> |.....................| -4.627 | 0.4024 | 1.251 | 0.05988 | -#> |.....................| 0.8772 | 0.05826 | 0.7962 | 0.7081 | -#> |.....................| 1.570 | 0.9660 | 0.6921 | 2.024 | -#> | X| 473.91708 | 91.43 | 0.004613 | 0.2884 | 0.1111 | -#> |.....................| 0.009788 | 0.5993 | 1.251 | 0.05988 | -#> |.....................| 0.8772 | 0.05826 | 0.7962 | 0.7081 | -#> |.....................| 1.570 | 0.9660 | 0.6921 | 2.024 | -#> | F| Forward Diff. | 9.919 | 1.183 | 0.2388 | -0.1221 | -#> |.....................| 0.3649 | 1.138 | -5.295 | 3.201 | -#> |.....................| -0.05759 | -0.06746 | -0.6018 | -0.7458 | -#> |.....................| 1.218 | 1.797 | 0.02666 | -1.950 | -#> | 71| 473.88166 | 1.003 | -1.180 | -0.9251 | -0.9351 | -#> |.....................| -1.014 | -1.009 | 0.1432 | -0.8289 | -#> |.....................| -0.7611 | -0.8814 | -0.7874 | -1.090 | -#> |.....................| -0.5418 | -0.8607 | -1.072 | -0.1991 | -#> | U| 473.88166 | 91.26 | -5.380 | -0.9031 | -2.198 | -#> |.....................| -4.627 | 0.4019 | 1.252 | 0.05979 | -#> |.....................| 0.8771 | 0.05827 | 0.7964 | 0.7073 | -#> |.....................| 1.568 | 0.9662 | 0.6919 | 2.025 | -#> | X| 473.88166 | 91.26 | 0.004608 | 0.2884 | 0.1111 | -#> |.....................| 0.009785 | 0.5991 | 1.252 | 0.05979 | -#> |.....................| 0.8771 | 0.05827 | 0.7964 | 0.7073 | -#> |.....................| 1.568 | 0.9662 | 0.6919 | 2.025 | -#> | F| Forward Diff. | -5.370 | 1.167 | 0.05346 | -0.09978 | -#> |.....................| 0.3701 | 1.174 | -5.172 | 3.105 | -#> |.....................| -0.07011 | -0.02516 | -0.4239 | -2.943 | -#> |.....................| 1.187 | 1.854 | 0.07395 | -1.907 | -#> | 72| 473.85215 | 1.005 | -1.181 | -0.9251 | -0.9350 | -#> |.....................| -1.015 | -1.010 | 0.1472 | -0.8318 | -#> |.....................| -0.7612 | -0.8813 | -0.7872 | -1.090 | -#> |.....................| -0.5427 | -0.8608 | -1.073 | -0.1983 | -#> | U| 473.85215 | 91.44 | -5.381 | -0.9031 | -2.197 | -#> |.....................| -4.627 | 0.4014 | 1.254 | 0.05971 | -#> |.....................| 0.8771 | 0.05827 | 0.7965 | 0.7078 | -#> |.....................| 1.567 | 0.9662 | 0.6918 | 2.026 | -#> | X| 473.85215 | 91.44 | 0.004603 | 0.2884 | 0.1111 | -#> |.....................| 0.009781 | 0.5990 | 1.254 | 0.05971 | -#> |.....................| 0.8771 | 0.05827 | 0.7965 | 0.7078 | -#> |.....................| 1.567 | 0.9662 | 0.6918 | 2.026 | -#> | F| Forward Diff. | 10.42 | 1.179 | 0.2474 | -0.1240 | -#> |.....................| 0.3627 | 1.120 | -5.345 | 3.221 | -#> |.....................| -0.07960 | -0.04998 | -0.3836 | -2.755 | -#> |.....................| 1.094 | 1.797 | -0.01014 | -1.939 | -#> | 73| 473.81514 | 1.003 | -1.182 | -0.9251 | -0.9348 | -#> |.....................| -1.015 | -1.011 | 0.1513 | -0.8349 | -#> |.....................| -0.7614 | -0.8810 | -0.7873 | -1.089 | -#> |.....................| -0.5432 | -0.8601 | -1.073 | -0.1979 | -#> | U| 473.81514 | 91.27 | -5.382 | -0.9031 | -2.197 | -#> |.....................| -4.628 | 0.4008 | 1.256 | 0.05962 | -#> |.....................| 0.8770 | 0.05828 | 0.7964 | 0.7084 | -#> |.....................| 1.567 | 0.9669 | 0.6916 | 2.026 | -#> | X| 473.81514 | 91.27 | 0.004598 | 0.2884 | 0.1111 | -#> |.....................| 0.009778 | 0.5989 | 1.256 | 0.05962 | -#> |.....................| 0.8770 | 0.05828 | 0.7964 | 0.7084 | -#> |.....................| 1.567 | 0.9669 | 0.6916 | 2.026 | -#> | F| Forward Diff. | -4.811 | 1.166 | 0.05684 | -0.1019 | -#> |.....................| 0.3663 | 1.150 | -5.276 | 3.057 | -#> |.....................| -0.06818 | -0.03474 | -0.4125 | -2.836 | -#> |.....................| 1.158 | 1.851 | 0.03258 | -1.914 | -#> | 74| 473.78884 | 1.005 | -1.183 | -0.9252 | -0.9346 | -#> |.....................| -1.015 | -1.012 | 0.1554 | -0.8377 | -#> |.....................| -0.7615 | -0.8808 | -0.7873 | -1.088 | -#> |.....................| -0.5439 | -0.8602 | -1.073 | -0.1971 | -#> | U| 473.78884 | 91.46 | -5.383 | -0.9031 | -2.197 | -#> |.....................| -4.628 | 0.4003 | 1.257 | 0.05954 | -#> |.....................| 0.8770 | 0.05829 | 0.7965 | 0.7095 | -#> |.....................| 1.566 | 0.9667 | 0.6915 | 2.027 | -#> | X| 473.78884 | 91.46 | 0.004593 | 0.2884 | 0.1111 | -#> |.....................| 0.009775 | 0.5988 | 1.257 | 0.05954 | -#> |.....................| 0.8770 | 0.05829 | 0.7965 | 0.7095 | -#> |.....................| 1.566 | 0.9667 | 0.6915 | 2.027 | -#> | F| Forward Diff. | 12.26 | 1.178 | 0.2628 | -0.1282 | -#> |.....................| 0.3579 | 1.094 | -5.180 | 3.234 | -#> |.....................| -0.08932 | -0.09780 | -0.5652 | -0.6340 | -#> |.....................| 1.031 | 1.841 | -0.06209 | -1.938 | -#> | 75| 473.75065 | 1.003 | -1.184 | -0.9252 | -0.9344 | -#> |.....................| -1.016 | -1.013 | 0.1594 | -0.8407 | -#> |.....................| -0.7617 | -0.8806 | -0.7872 | -1.088 | -#> |.....................| -0.5446 | -0.8597 | -1.073 | -0.1966 | -#> | U| 473.75065 | 91.27 | -5.384 | -0.9032 | -2.197 | -#> |.....................| -4.628 | 0.3998 | 1.259 | 0.05945 | -#> |.....................| 0.8769 | 0.05829 | 0.7965 | 0.7092 | -#> |.....................| 1.565 | 0.9672 | 0.6914 | 2.028 | -#> | X| 473.75065 | 91.27 | 0.004588 | 0.2884 | 0.1112 | -#> |.....................| 0.009772 | 0.5986 | 1.259 | 0.05945 | -#> |.....................| 0.8769 | 0.05829 | 0.7965 | 0.7092 | -#> |.....................| 1.565 | 0.9672 | 0.6914 | 2.028 | -#> | F| Forward Diff. | -5.250 | 1.164 | 0.05078 | -0.1019 | -#> |.....................| 0.3635 | 1.132 | -5.308 | 3.057 | -#> |.....................| -0.09569 | -0.05602 | -0.5891 | -0.8121 | -#> |.....................| 1.074 | 1.883 | 0.002586 | -1.906 | -#> | 76| 473.72028 | 1.005 | -1.185 | -0.9252 | -0.9343 | -#> |.....................| -1.016 | -1.014 | 0.1635 | -0.8437 | -#> |.....................| -0.7618 | -0.8804 | -0.7870 | -1.089 | -#> |.....................| -0.5455 | -0.8599 | -1.073 | -0.1958 | -#> | U| 473.72028 | 91.43 | -5.385 | -0.9032 | -2.197 | -#> |.....................| -4.629 | 0.3993 | 1.261 | 0.05936 | -#> |.....................| 0.8768 | 0.05830 | 0.7967 | 0.7088 | -#> |.....................| 1.564 | 0.9671 | 0.6912 | 2.029 | -#> | X| 473.72028 | 91.43 | 0.004583 | 0.2884 | 0.1112 | -#> |.....................| 0.009768 | 0.5985 | 1.261 | 0.05936 | -#> |.....................| 0.8768 | 0.05830 | 0.7967 | 0.7088 | -#> |.....................| 1.564 | 0.9671 | 0.6912 | 2.029 | -#> | F| Forward Diff. | 8.975 | 1.171 | 0.2290 | -0.1246 | -#> |.....................| 0.3563 | 1.085 | -5.320 | 3.173 | -#> |.....................| -0.08707 | -0.1016 | -0.5561 | -0.7117 | -#> |.....................| 0.9536 | 1.850 | -0.07963 | -1.922 | -#> | 77| 473.68600 | 1.003 | -1.186 | -0.9253 | -0.9341 | -#> |.....................| -1.016 | -1.015 | 0.1676 | -0.8467 | -#> |.....................| -0.7620 | -0.8801 | -0.7868 | -1.089 | -#> |.....................| -0.5463 | -0.8596 | -1.073 | -0.1952 | -#> | U| 473.686 | 91.28 | -5.386 | -0.9033 | -2.196 | -#> |.....................| -4.629 | 0.3989 | 1.263 | 0.05928 | -#> |.....................| 0.8768 | 0.05831 | 0.7968 | 0.7081 | -#> |.....................| 1.563 | 0.9673 | 0.6911 | 2.030 | -#> | X| 473.686 | 91.28 | 0.004578 | 0.2884 | 0.1112 | -#> |.....................| 0.009765 | 0.5984 | 1.263 | 0.05928 | -#> |.....................| 0.8768 | 0.05831 | 0.7968 | 0.7081 | -#> |.....................| 1.563 | 0.9673 | 0.6911 | 2.030 | -#> | F| Forward Diff. | -5.608 | 1.155 | 0.05506 | -0.1036 | -#> |.....................| 0.3607 | 1.118 | -5.212 | 3.031 | -#> |.....................| -0.08611 | -0.04336 | -0.3798 | -2.808 | -#> |.....................| 1.093 | 1.880 | -0.02731 | -1.896 | -#> | 78| 473.65599 | 1.005 | -1.188 | -0.9253 | -0.9339 | -#> |.....................| -1.017 | -1.016 | 0.1718 | -0.8497 | -#> |.....................| -0.7621 | -0.8799 | -0.7868 | -1.089 | -#> |.....................| -0.5471 | -0.8595 | -1.074 | -0.1946 | -#> | U| 473.65599 | 91.44 | -5.388 | -0.9033 | -2.196 | -#> |.....................| -4.629 | 0.3984 | 1.264 | 0.05919 | -#> |.....................| 0.8767 | 0.05831 | 0.7968 | 0.7087 | -#> |.....................| 1.562 | 0.9674 | 0.6910 | 2.030 | -#> | X| 473.65599 | 91.44 | 0.004573 | 0.2884 | 0.1112 | -#> |.....................| 0.009762 | 0.5983 | 1.264 | 0.05919 | -#> |.....................| 0.8767 | 0.05831 | 0.7968 | 0.7087 | -#> |.....................| 1.562 | 0.9674 | 0.6910 | 2.030 | -#> | F| Forward Diff. | 9.720 | 1.170 | 0.2444 | -0.1229 | -#> |.....................| 0.3557 | 1.067 | -5.275 | 3.173 | -#> |.....................| -0.07850 | -0.1042 | -0.5348 | -0.6844 | -#> |.....................| 0.9479 | 1.915 | -0.1018 | -1.917 | -#> | 79| 473.62083 | 1.003 | -1.189 | -0.9254 | -0.9337 | -#> |.....................| -1.017 | -1.017 | 0.1759 | -0.8528 | -#> |.....................| -0.7623 | -0.8795 | -0.7869 | -1.089 | -#> |.....................| -0.5477 | -0.8591 | -1.074 | -0.1942 | -#> | U| 473.62083 | 91.28 | -5.389 | -0.9033 | -2.196 | -#> |.....................| -4.630 | 0.3979 | 1.266 | 0.05910 | -#> |.....................| 0.8766 | 0.05832 | 0.7968 | 0.7085 | -#> |.....................| 1.562 | 0.9678 | 0.6909 | 2.031 | -#> | X| 473.62083 | 91.28 | 0.004568 | 0.2884 | 0.1112 | -#> |.....................| 0.009758 | 0.5982 | 1.266 | 0.05910 | -#> |.....................| 0.8766 | 0.05832 | 0.7968 | 0.7085 | -#> |.....................| 1.562 | 0.9678 | 0.6909 | 2.031 | -#> | F| Forward Diff. | -5.323 | 1.153 | 0.05982 | -0.1053 | -#> |.....................| 0.3572 | 1.098 | -4.702 | 3.058 | -#> |.....................| -0.1117 | -0.04281 | -0.5573 | -0.7999 | -#> |.....................| 1.039 | 1.912 | -0.05974 | -1.890 | -#> | 80| 473.59326 | 1.005 | -1.190 | -0.9254 | -0.9335 | -#> |.....................| -1.018 | -1.019 | 0.1798 | -0.8560 | -#> |.....................| -0.7624 | -0.8793 | -0.7867 | -1.090 | -#> |.....................| -0.5486 | -0.8595 | -1.074 | -0.1934 | -#> | U| 473.59326 | 91.46 | -5.390 | -0.9034 | -2.196 | -#> |.....................| -4.630 | 0.3974 | 1.268 | 0.05901 | -#> |.....................| 0.8766 | 0.05833 | 0.7969 | 0.7081 | -#> |.....................| 1.560 | 0.9674 | 0.6908 | 2.032 | -#> | X| 473.59326 | 91.46 | 0.004562 | 0.2884 | 0.1113 | -#> |.....................| 0.009755 | 0.5981 | 1.268 | 0.05901 | -#> |.....................| 0.8766 | 0.05833 | 0.7969 | 0.7081 | -#> |.....................| 1.560 | 0.9674 | 0.6908 | 2.032 | -#> | F| Forward Diff. | 11.25 | 1.162 | 0.2586 | -0.1299 | -#> |.....................| 0.3499 | 1.048 | -5.229 | 3.126 | -#> |.....................| -0.05642 | -0.09930 | -0.3252 | -2.718 | -#> |.....................| 0.8202 | 1.876 | -0.1477 | -1.910 | -#> | 81| 473.55541 | 1.003 | -1.191 | -0.9255 | -0.9333 | -#> |.....................| -1.018 | -1.020 | 0.1836 | -0.8595 | -#> |.....................| -0.7626 | -0.8789 | -0.7868 | -1.090 | -#> |.....................| -0.5492 | -0.8592 | -1.074 | -0.1932 | -#> | U| 473.55541 | 91.31 | -5.391 | -0.9034 | -2.196 | -#> |.....................| -4.630 | 0.3968 | 1.269 | 0.05891 | -#> |.....................| 0.8765 | 0.05834 | 0.7968 | 0.7080 | -#> |.....................| 1.560 | 0.9677 | 0.6906 | 2.032 | -#> | X| 473.55541 | 91.31 | 0.004557 | 0.2883 | 0.1113 | -#> |.....................| 0.009751 | 0.5979 | 1.269 | 0.05891 | -#> |.....................| 0.8765 | 0.05834 | 0.7968 | 0.7080 | -#> |.....................| 1.560 | 0.9677 | 0.6906 | 2.032 | -#> | F| Forward Diff. | -3.062 | 1.149 | 0.09224 | -0.1103 | -#> |.....................| 0.3525 | 1.070 | -5.098 | 2.994 | -#> |.....................| -0.1095 | -0.04877 | -0.3504 | -2.828 | -#> |.....................| 0.8255 | 1.898 | -0.1147 | -1.889 | -#> | 82| 473.53708 | 1.006 | -1.192 | -0.9256 | -0.9332 | -#> |.....................| -1.018 | -1.021 | 0.1873 | -0.8616 | -#> |.....................| -0.7625 | -0.8789 | -0.7866 | -1.087 | -#> |.....................| -0.5498 | -0.8606 | -1.074 | -0.1918 | -#> | U| 473.53708 | 91.52 | -5.392 | -0.9035 | -2.196 | -#> |.....................| -4.631 | 0.3964 | 1.271 | 0.05884 | -#> |.....................| 0.8765 | 0.05834 | 0.7970 | 0.7099 | -#> |.....................| 1.559 | 0.9664 | 0.6907 | 2.034 | -#> | X| 473.53708 | 91.52 | 0.004553 | 0.2883 | 0.1113 | -#> |.....................| 0.009749 | 0.5978 | 1.271 | 0.05884 | -#> |.....................| 0.8765 | 0.05834 | 0.7970 | 0.7099 | -#> |.....................| 1.559 | 0.9664 | 0.6907 | 2.034 | -#> | F| Forward Diff. | 16.25 | 1.165 | 0.3077 | -0.1378 | -#> |.....................| 0.3448 | 1.019 | -5.264 | 3.150 | -#> |.....................| -0.09278 | -0.1366 | -0.2969 | -2.557 | -#> |.....................| 0.7485 | 1.781 | -0.1828 | -1.909 | -#> | 83| 473.49312 | 1.003 | -1.193 | -0.9256 | -0.9329 | -#> |.....................| -1.018 | -1.022 | 0.1912 | -0.8647 | -#> |.....................| -0.7626 | -0.8785 | -0.7869 | -1.087 | -#> |.....................| -0.5501 | -0.8598 | -1.074 | -0.1918 | -#> | U| 473.49312 | 91.32 | -5.393 | -0.9035 | -2.195 | -#> |.....................| -4.631 | 0.3959 | 1.272 | 0.05875 | -#> |.....................| 0.8765 | 0.05835 | 0.7967 | 0.7106 | -#> |.....................| 1.559 | 0.9671 | 0.6906 | 2.034 | -#> | X| 473.49312 | 91.32 | 0.004547 | 0.2883 | 0.1113 | -#> |.....................| 0.009745 | 0.5977 | 1.272 | 0.05875 | -#> |.....................| 0.8765 | 0.05835 | 0.7967 | 0.7106 | -#> |.....................| 1.559 | 0.9671 | 0.6906 | 2.034 | -#> | F| Forward Diff. | -2.793 | 1.150 | 0.08391 | -0.1095 | -#> |.....................| 0.3500 | 1.057 | -5.154 | 2.847 | -#> |.....................| -0.07414 | -0.06025 | -0.5244 | -0.6779 | -#> |.....................| 0.8291 | 1.867 | -0.1201 | -1.880 | -#> | 84| 473.47390 | 1.006 | -1.194 | -0.9256 | -0.9329 | -#> |.....................| -1.019 | -1.022 | 0.1953 | -0.8670 | -#> |.....................| -0.7626 | -0.8785 | -0.7865 | -1.086 | -#> |.....................| -0.5507 | -0.8613 | -1.074 | -0.1903 | -#> | U| 473.4739 | 91.52 | -5.394 | -0.9036 | -2.195 | -#> |.....................| -4.631 | 0.3955 | 1.274 | 0.05869 | -#> |.....................| 0.8765 | 0.05835 | 0.7970 | 0.7110 | -#> |.....................| 1.558 | 0.9657 | 0.6907 | 2.036 | -#> | X| 473.4739 | 91.52 | 0.004543 | 0.2883 | 0.1113 | -#> |.....................| 0.009743 | 0.5976 | 1.274 | 0.05869 | -#> |.....................| 0.8765 | 0.05835 | 0.7970 | 0.7110 | -#> |.....................| 1.558 | 0.9657 | 0.6907 | 2.036 | -#> | F| Forward Diff. | 15.82 | 1.163 | 0.3026 | -0.1376 | -#> |.....................| 0.3423 | 1.007 | -4.821 | 3.176 | -#> |.....................| -0.06207 | -0.1161 | -0.4712 | -0.4774 | -#> |.....................| 0.7015 | 1.725 | -0.1877 | -1.896 | -#> | 85| 473.43080 | 1.003 | -1.195 | -0.9257 | -0.9326 | -#> |.....................| -1.019 | -1.024 | 0.1991 | -0.8700 | -#> |.....................| -0.7628 | -0.8781 | -0.7866 | -1.087 | -#> |.....................| -0.5513 | -0.8608 | -1.074 | -0.1899 | -#> | U| 473.4308 | 91.31 | -5.395 | -0.9036 | -2.195 | -#> |.....................| -4.632 | 0.3950 | 1.276 | 0.05860 | -#> |.....................| 0.8764 | 0.05836 | 0.7970 | 0.7105 | -#> |.....................| 1.557 | 0.9662 | 0.6906 | 2.036 | -#> | X| 473.4308 | 91.31 | 0.004538 | 0.2883 | 0.1114 | -#> |.....................| 0.009739 | 0.5975 | 1.276 | 0.05860 | -#> |.....................| 0.8764 | 0.05836 | 0.7970 | 0.7105 | -#> |.....................| 1.557 | 0.9662 | 0.6906 | 2.036 | -#> | F| Forward Diff. | -3.611 | 1.145 | 0.07564 | -0.1091 | -#> |.....................| 0.3478 | 1.048 | -5.196 | 2.853 | -#> |.....................| -0.07176 | -0.06153 | -0.5100 | -0.6862 | -#> |.....................| 0.7701 | 1.783 | -0.1204 | -1.866 | -#> | 86| 473.40390 | 1.005 | -1.196 | -0.9258 | -0.9324 | -#> |.....................| -1.019 | -1.025 | 0.2034 | -0.8728 | -#> |.....................| -0.7629 | -0.8779 | -0.7864 | -1.087 | -#> |.....................| -0.5520 | -0.8612 | -1.074 | -0.1890 | -#> | U| 473.4039 | 91.48 | -5.396 | -0.9037 | -2.195 | -#> |.....................| -4.632 | 0.3946 | 1.277 | 0.05852 | -#> |.....................| 0.8764 | 0.05837 | 0.7971 | 0.7105 | -#> |.....................| 1.556 | 0.9658 | 0.6906 | 2.037 | -#> | X| 473.4039 | 91.48 | 0.004533 | 0.2883 | 0.1114 | -#> |.....................| 0.009736 | 0.5974 | 1.277 | 0.05852 | -#> |.....................| 0.8764 | 0.05837 | 0.7971 | 0.7105 | -#> |.....................| 1.556 | 0.9658 | 0.6906 | 2.037 | -#> | F| Forward Diff. | 11.82 | 1.154 | 0.2542 | -0.1321 | -#> |.....................| 0.3410 | 1.002 | -5.150 | 3.097 | -#> |.....................| -0.04820 | -0.1059 | -0.4698 | -0.5387 | -#> |.....................| 0.6891 | 1.733 | -0.1906 | -1.879 | -#> | 87| 473.36686 | 1.003 | -1.198 | -0.9258 | -0.9322 | -#> |.....................| -1.020 | -1.026 | 0.2076 | -0.8758 | -#> |.....................| -0.7631 | -0.8776 | -0.7865 | -1.087 | -#> |.....................| -0.5525 | -0.8606 | -1.074 | -0.1886 | -#> | U| 473.36686 | 91.32 | -5.398 | -0.9037 | -2.195 | -#> |.....................| -4.632 | 0.3941 | 1.279 | 0.05843 | -#> |.....................| 0.8763 | 0.05838 | 0.7970 | 0.7100 | -#> |.....................| 1.556 | 0.9664 | 0.6905 | 2.038 | -#> | X| 473.36686 | 91.32 | 0.004527 | 0.2883 | 0.1114 | -#> |.....................| 0.009733 | 0.5973 | 1.279 | 0.05843 | -#> |.....................| 0.8763 | 0.05838 | 0.7970 | 0.7100 | -#> |.....................| 1.556 | 0.9664 | 0.6905 | 2.038 | -#> | F| Forward Diff. | -3.686 | 1.139 | 0.08028 | -0.1103 | -#> |.....................| 0.3450 | 1.034 | -5.059 | 2.983 | -#> |.....................| -0.07022 | -0.06541 | -0.4954 | -0.7148 | -#> |.....................| 0.6839 | 1.782 | -0.1353 | -1.853 | -#> | 88| 473.34117 | 1.005 | -1.199 | -0.9259 | -0.9321 | -#> |.....................| -1.020 | -1.027 | 0.2118 | -0.8787 | -#> |.....................| -0.7632 | -0.8774 | -0.7864 | -1.087 | -#> |.....................| -0.5531 | -0.8611 | -1.074 | -0.1877 | -#> | U| 473.34117 | 91.49 | -5.399 | -0.9038 | -2.194 | -#> |.....................| -4.633 | 0.3936 | 1.281 | 0.05835 | -#> |.....................| 0.8763 | 0.05838 | 0.7971 | 0.7100 | -#> |.....................| 1.555 | 0.9659 | 0.6904 | 2.039 | -#> | X| 473.34117 | 91.49 | 0.004522 | 0.2883 | 0.1114 | -#> |.....................| 0.009730 | 0.5972 | 1.281 | 0.05835 | -#> |.....................| 0.8763 | 0.05838 | 0.7971 | 0.7100 | -#> |.....................| 1.555 | 0.9659 | 0.6904 | 2.039 | -#> | F| Forward Diff. | 12.62 | 1.149 | 0.2679 | -0.1346 | -#> |.....................| 0.3379 | 0.9875 | -5.147 | 2.965 | -#> |.....................| -0.07400 | -0.1145 | -0.4542 | -0.5455 | -#> |.....................| 0.6283 | 1.734 | -0.2097 | -1.869 | -#> | 89| 473.30326 | 1.004 | -1.200 | -0.9259 | -0.9318 | -#> |.....................| -1.020 | -1.028 | 0.2159 | -0.8818 | -#> |.....................| -0.7634 | -0.8771 | -0.7865 | -1.088 | -#> |.....................| -0.5535 | -0.8604 | -1.074 | -0.1874 | -#> | U| 473.30326 | 91.32 | -5.400 | -0.9038 | -2.194 | -#> |.....................| -4.633 | 0.3932 | 1.283 | 0.05826 | -#> |.....................| 0.8762 | 0.05839 | 0.7970 | 0.7096 | -#> |.....................| 1.555 | 0.9665 | 0.6903 | 2.039 | -#> | X| 473.30326 | 91.32 | 0.004517 | 0.2883 | 0.1114 | -#> |.....................| 0.009726 | 0.5970 | 1.283 | 0.05826 | -#> |.....................| 0.8762 | 0.05839 | 0.7970 | 0.7096 | -#> |.....................| 1.555 | 0.9665 | 0.6903 | 2.039 | -#> | F| Forward Diff. | -3.609 | 1.134 | 0.08636 | -0.1114 | -#> |.....................| 0.3423 | 1.018 | -5.228 | 2.880 | -#> |.....................| -0.1079 | -0.06580 | -0.2896 | -2.686 | -#> |.....................| 0.6917 | 1.801 | -0.1599 | -1.842 | -#> | 90| 473.27616 | 1.005 | -1.201 | -0.9260 | -0.9316 | -#> |.....................| -1.021 | -1.029 | 0.2202 | -0.8845 | -#> |.....................| -0.7634 | -0.8768 | -0.7866 | -1.087 | -#> |.....................| -0.5540 | -0.8607 | -1.074 | -0.1867 | -#> | U| 473.27616 | 91.48 | -5.401 | -0.9039 | -2.194 | -#> |.....................| -4.633 | 0.3927 | 1.284 | 0.05818 | -#> |.....................| 0.8762 | 0.05840 | 0.7970 | 0.7107 | -#> |.....................| 1.554 | 0.9663 | 0.6904 | 2.040 | -#> | X| 473.27616 | 91.48 | 0.004512 | 0.2883 | 0.1115 | -#> |.....................| 0.009723 | 0.5969 | 1.284 | 0.05818 | -#> |.....................| 0.8762 | 0.05840 | 0.7970 | 0.7107 | -#> |.....................| 1.554 | 0.9663 | 0.6904 | 2.040 | -#> | F| Forward Diff. | 11.44 | 1.145 | 0.2516 | -0.1333 | -#> |.....................| 0.3351 | 0.9744 | -4.753 | 3.090 | -#> |.....................| -0.05028 | -0.1148 | -0.4450 | -0.5198 | -#> |.....................| 0.5573 | 1.743 | -0.2240 | -1.858 | -#> | 91| 473.24283 | 1.003 | -1.202 | -0.9260 | -0.9314 | -#> |.....................| -1.021 | -1.030 | 0.2240 | -0.8877 | -#> |.....................| -0.7636 | -0.8764 | -0.7870 | -1.087 | -#> |.....................| -0.5543 | -0.8601 | -1.074 | -0.1866 | -#> | U| 473.24283 | 91.29 | -5.402 | -0.9039 | -2.194 | -#> |.....................| -4.634 | 0.3922 | 1.286 | 0.05809 | -#> |.....................| 0.8761 | 0.05841 | 0.7967 | 0.7107 | -#> |.....................| 1.554 | 0.9668 | 0.6903 | 2.040 | -#> | X| 473.24283 | 91.29 | 0.004506 | 0.2882 | 0.1115 | -#> |.....................| 0.009720 | 0.5968 | 1.286 | 0.05809 | -#> |.....................| 0.8761 | 0.05841 | 0.7967 | 0.7107 | -#> |.....................| 1.554 | 0.9668 | 0.6903 | 2.040 | -#> | F| Forward Diff. | -7.383 | 1.129 | 0.03939 | -0.1057 | -#> |.....................| 0.3410 | 1.013 | -4.733 | 2.907 | -#> |.....................| -0.07460 | -0.06623 | -0.4732 | -0.6761 | -#> |.....................| 0.6495 | 1.823 | -0.1637 | -1.832 | -#> | 92| 473.20973 | 1.005 | -1.204 | -0.9260 | -0.9311 | -#> |.....................| -1.021 | -1.031 | 0.2279 | -0.8912 | -#> |.....................| -0.7638 | -0.8760 | -0.7872 | -1.087 | -#> |.....................| -0.5548 | -0.8600 | -1.075 | -0.1862 | -#> | U| 473.20973 | 91.43 | -5.404 | -0.9039 | -2.193 | -#> |.....................| -4.634 | 0.3917 | 1.288 | 0.05799 | -#> |.....................| 0.8760 | 0.05843 | 0.7966 | 0.7102 | -#> |.....................| 1.553 | 0.9669 | 0.6900 | 2.040 | -#> | X| 473.20973 | 91.43 | 0.004500 | 0.2882 | 0.1115 | -#> |.....................| 0.009716 | 0.5967 | 1.288 | 0.05799 | -#> |.....................| 0.8760 | 0.05843 | 0.7966 | 0.7102 | -#> |.....................| 1.553 | 0.9669 | 0.6900 | 2.040 | -#> | 93| 473.17178 | 1.005 | -1.205 | -0.9261 | -0.9307 | -#> |.....................| -1.022 | -1.032 | 0.2326 | -0.8959 | -#> |.....................| -0.7641 | -0.8754 | -0.7876 | -1.088 | -#> |.....................| -0.5554 | -0.8593 | -1.075 | -0.1863 | -#> | U| 473.17178 | 91.43 | -5.405 | -0.9040 | -2.193 | -#> |.....................| -4.634 | 0.3910 | 1.289 | 0.05785 | -#> |.....................| 0.8759 | 0.05844 | 0.7963 | 0.7092 | -#> |.....................| 1.552 | 0.9676 | 0.6896 | 2.040 | -#> | X| 473.17178 | 91.43 | 0.004492 | 0.2882 | 0.1116 | -#> |.....................| 0.009711 | 0.5965 | 1.289 | 0.05785 | -#> |.....................| 0.8759 | 0.05844 | 0.7963 | 0.7092 | -#> |.....................| 1.552 | 0.9676 | 0.6896 | 2.040 | -#> | 94| 472.97479 | 1.005 | -1.215 | -0.9262 | -0.9287 | -#> |.....................| -1.025 | -1.041 | 0.2575 | -0.9212 | -#> |.....................| -0.7657 | -0.8720 | -0.7899 | -1.094 | -#> |.....................| -0.5585 | -0.8552 | -1.078 | -0.1866 | -#> | U| 472.97479 | 91.45 | -5.415 | -0.9041 | -2.191 | -#> |.....................| -4.637 | 0.3872 | 1.300 | 0.05712 | -#> |.....................| 0.8752 | 0.05854 | 0.7946 | 0.7037 | -#> |.....................| 1.549 | 0.9715 | 0.6874 | 2.040 | -#> | X| 472.97479 | 91.45 | 0.004449 | 0.2882 | 0.1118 | -#> |.....................| 0.009685 | 0.5956 | 1.300 | 0.05712 | -#> |.....................| 0.8752 | 0.05854 | 0.7946 | 0.7037 | -#> |.....................| 1.549 | 0.9715 | 0.6874 | 2.040 | -#> | 95| 472.26932 | 1.006 | -1.253 | -0.9268 | -0.9205 | -#> |.....................| -1.035 | -1.074 | 0.3572 | -1.022 | -#> |.....................| -0.7723 | -0.8583 | -0.7991 | -1.118 | -#> |.....................| -0.5709 | -0.8392 | -1.088 | -0.1877 | -#> | U| 472.26932 | 91.55 | -5.453 | -0.9046 | -2.183 | -#> |.....................| -4.648 | 0.3719 | 1.341 | 0.05419 | -#> |.....................| 0.8725 | 0.05894 | 0.7878 | 0.6819 | -#> |.....................| 1.534 | 0.9868 | 0.6787 | 2.039 | -#> | X| 472.26932 | 91.55 | 0.004282 | 0.2881 | 0.1127 | -#> |.....................| 0.009582 | 0.5919 | 1.341 | 0.05419 | -#> |.....................| 0.8725 | 0.05894 | 0.7878 | 0.6819 | -#> |.....................| 1.534 | 0.9868 | 0.6787 | 2.039 | -#> | 96| 470.90347 | 1.012 | -1.408 | -0.9286 | -0.8872 | -#> |.....................| -1.078 | -1.207 | 0.7550 | -1.427 | -#> |.....................| -0.7985 | -0.8024 | -0.8343 | -1.204 | -#> |.....................| -0.6170 | -0.7722 | -1.128 | -0.1957 | -#> | U| 470.90347 | 92.06 | -5.608 | -0.9062 | -2.150 | -#> |.....................| -4.691 | 0.3105 | 1.506 | 0.04245 | -#> |.....................| 0.8616 | 0.06056 | 0.7621 | 0.6043 | -#> |.....................| 1.480 | 1.051 | 0.6438 | 2.029 | -#> | X| 470.90347 | 92.06 | 0.003670 | 0.2878 | 0.1165 | -#> |.....................| 0.009180 | 0.5770 | 1.506 | 0.04245 | -#> |.....................| 0.8616 | 0.06056 | 0.7621 | 0.6043 | -#> |.....................| 1.480 | 1.051 | 0.6438 | 2.029 | -#> | F| Forward Diff. | 16.46 | 0.7178 | 1.137 | -0.2842 | -#> |.....................| 0.06515 | -1.058 | -6.810 | -2.325 | -#> |.....................| -0.1903 | -0.6630 | 1.424 | -9.046 | -#> |.....................| -1.659 | 8.235 | -7.307 | -1.506 | -#> | 97| 469.55066 | 1.016 | -1.623 | -0.9529 | -0.8214 | -#> |.....................| -1.136 | -1.353 | 1.295 | -1.874 | -#> |.....................| -0.8595 | -0.6716 | -0.9513 | -1.204 | -#> |.....................| -0.7087 | -0.8316 | -0.9499 | -0.4083 | -#> | U| 469.55066 | 92.47 | -5.823 | -0.9279 | -2.084 | -#> |.....................| -4.749 | 0.2437 | 1.731 | 0.02949 | -#> |.....................| 0.8363 | 0.06435 | 0.6766 | 0.6043 | -#> |.....................| 1.371 | 0.9940 | 0.7978 | 1.771 | -#> | X| 469.55066 | 92.47 | 0.002960 | 0.2834 | 0.1245 | -#> |.....................| 0.008661 | 0.5606 | 1.731 | 0.02949 | -#> |.....................| 0.8363 | 0.06435 | 0.6766 | 0.6043 | -#> |.....................| 1.371 | 0.9940 | 0.7978 | 1.771 | -#> | F| Forward Diff. | -5.003 | 0.4823 | 0.6025 | -0.2481 | -#> |.....................| -1.135 | 0.1015 | -5.875 | -8.309 | -#> |.....................| -0.8363 | -0.7839 | 1.711 | -6.097 | -#> |.....................| -4.755 | 1.794 | 4.040 | -0.5408 | -#> | 98| 471.32255 | 1.022 | -1.880 | -1.043 | -0.7426 | -#> |.....................| -1.107 | -1.512 | 1.956 | -1.964 | -#> |.....................| -0.9773 | -0.5429 | -1.097 | -1.122 | -#> |.....................| -0.6469 | -0.5662 | -0.9027 | -0.4752 | -#> | U| 471.32255 | 93.00 | -6.080 | -1.008 | -2.005 | -#> |.....................| -4.719 | 0.1705 | 2.005 | 0.02687 | -#> |.....................| 0.7874 | 0.06809 | 0.5704 | 0.6787 | -#> |.....................| 1.444 | 1.248 | 0.8385 | 1.690 | -#> | X| 471.32255 | 93.00 | 0.002289 | 0.2674 | 0.1347 | -#> |.....................| 0.008922 | 0.5425 | 2.005 | 0.02687 | -#> |.....................| 0.7874 | 0.06809 | 0.5704 | 0.6787 | -#> |.....................| 1.444 | 1.248 | 0.8385 | 1.690 | -#> | 99| 468.82475 | 1.022 | -1.709 | -0.9836 | -0.7948 | -#> |.....................| -1.126 | -1.406 | 1.521 | -1.898 | -#> |.....................| -0.8984 | -0.6279 | -1.001 | -1.172 | -#> |.....................| -0.6845 | -0.7440 | -0.9371 | -0.4303 | -#> | U| 468.82475 | 92.98 | -5.909 | -0.9551 | -2.057 | -#> |.....................| -4.738 | 0.2191 | 1.824 | 0.02879 | -#> |.....................| 0.8201 | 0.06562 | 0.6400 | 0.6333 | -#> |.....................| 1.400 | 1.078 | 0.8088 | 1.744 | -#> | X| 468.82475 | 92.98 | 0.002714 | 0.2779 | 0.1278 | -#> |.....................| 0.008755 | 0.5546 | 1.824 | 0.02879 | -#> |.....................| 0.8201 | 0.06562 | 0.6400 | 0.6333 | -#> |.....................| 1.400 | 1.078 | 0.8088 | 1.744 | -#> | F| Forward Diff. | 40.86 | 0.3767 | -0.09575 | -0.1893 | -#> |.....................| -1.313 | -0.2132 | -3.864 | -4.927 | -#> |.....................| -1.292 | -1.079 | -0.1017 | -3.329 | -#> |.....................| -4.248 | 8.116 | 3.916 | -0.3530 | -#> | 100| 467.75171 | 1.017 | -1.816 | -0.9824 | -0.7623 | -#> |.....................| -1.067 | -1.470 | 1.678 | -1.962 | -#> |.....................| -0.9501 | -0.5667 | -0.9995 | -1.140 | -#> |.....................| -0.5909 | -0.8204 | -1.012 | -0.4878 | -#> | U| 467.75171 | 92.51 | -6.016 | -0.9541 | -2.025 | -#> |.....................| -4.679 | 0.1896 | 1.889 | 0.02693 | -#> |.....................| 0.7987 | 0.06740 | 0.6413 | 0.6622 | -#> |.....................| 1.510 | 1.005 | 0.7438 | 1.674 | -#> | X| 467.75171 | 92.51 | 0.002440 | 0.2781 | 0.1320 | -#> |.....................| 0.009285 | 0.5473 | 1.889 | 0.02693 | -#> |.....................| 0.7987 | 0.06740 | 0.6413 | 0.6622 | -#> |.....................| 1.510 | 1.005 | 0.7438 | 1.674 | -#> | F| Forward Diff. | -11.72 | 0.1617 | -0.2966 | 0.1391 | -#> |.....................| -0.7722 | -0.6625 | -3.136 | -6.222 | -#> |.....................| -1.617 | -0.9189 | -0.2811 | -3.105 | -#> |.....................| 0.05355 | 2.320 | -3.473 | -2.160 | -#> | 101| 467.28745 | 1.018 | -1.902 | -0.9107 | -0.7577 | -#> |.....................| -0.9795 | -1.517 | 1.777 | -1.860 | -#> |.....................| -0.8874 | -0.4787 | -0.8826 | -1.170 | -#> |.....................| -0.6199 | -0.8544 | -0.9952 | -0.3962 | -#> | U| 467.28745 | 92.66 | -6.102 | -0.8902 | -2.020 | -#> |.....................| -4.592 | 0.1682 | 1.931 | 0.02990 | -#> |.....................| 0.8247 | 0.06995 | 0.7268 | 0.6357 | -#> |.....................| 1.476 | 0.9723 | 0.7587 | 1.785 | -#> | X| 467.28745 | 92.66 | 0.002239 | 0.2911 | 0.1327 | -#> |.....................| 0.01013 | 0.5420 | 1.931 | 0.02990 | -#> |.....................| 0.8247 | 0.06995 | 0.7268 | 0.6357 | -#> |.....................| 1.476 | 0.9723 | 0.7587 | 1.785 | -#> | F| Forward Diff. | 21.75 | 0.1003 | 2.571 | 0.1450 | -#> |.....................| -0.5415 | -1.471 | -1.062 | -1.774 | -#> |.....................| 1.363 | 0.7539 | 2.182 | -3.357 | -#> |.....................| -1.337 | 0.2346 | -1.234 | -0.8531 | -#> | 102| 469.68385 | 0.9954 | -1.950 | -1.032 | -0.7900 | -#> |.....................| -0.8810 | -1.433 | 1.783 | -1.785 | -#> |.....................| -0.9418 | -0.5114 | -0.9107 | -1.204 | -#> |.....................| -0.6798 | -0.8966 | -1.014 | -0.2565 | -#> | U| 469.68385 | 90.58 | -6.150 | -0.9984 | -2.052 | -#> |.....................| -4.493 | 0.2066 | 1.933 | 0.03207 | -#> |.....................| 0.8021 | 0.06900 | 0.7062 | 0.6043 | -#> |.....................| 1.405 | 0.9320 | 0.7422 | 1.955 | -#> | X| 469.68385 | 90.58 | 0.002133 | 0.2693 | 0.1284 | -#> |.....................| 0.01118 | 0.5515 | 1.933 | 0.03207 | -#> |.....................| 0.8021 | 0.06900 | 0.7062 | 0.6043 | -#> |.....................| 1.405 | 0.9320 | 0.7422 | 1.955 | -#> | 103| 467.87907 | 1.005 | -1.909 | -0.9308 | -0.7628 | -#> |.....................| -0.9639 | -1.503 | 1.779 | -1.847 | -#> |.....................| -0.8965 | -0.4841 | -0.8880 | -1.173 | -#> |.....................| -0.6287 | -0.8610 | -0.9975 | -0.3740 | -#> | U| 467.87907 | 91.48 | -6.109 | -0.9081 | -2.025 | -#> |.....................| -4.576 | 0.1745 | 1.931 | 0.03026 | -#> |.....................| 0.8209 | 0.06979 | 0.7229 | 0.6325 | -#> |.....................| 1.466 | 0.9660 | 0.7566 | 1.812 | -#> | X| 467.87907 | 91.48 | 0.002222 | 0.2874 | 0.1320 | -#> |.....................| 0.01029 | 0.5435 | 1.931 | 0.03026 | -#> |.....................| 0.8209 | 0.06979 | 0.7229 | 0.6325 | -#> |.....................| 1.466 | 0.9660 | 0.7566 | 1.812 | -#> | 104| 467.53566 | 1.009 | -1.902 | -0.9117 | -0.7577 | -#> |.....................| -0.9793 | -1.516 | 1.778 | -1.859 | -#> |.....................| -0.8880 | -0.4790 | -0.8835 | -1.168 | -#> |.....................| -0.6194 | -0.8545 | -0.9947 | -0.3959 | -#> | U| 467.53566 | 91.86 | -6.102 | -0.8912 | -2.020 | -#> |.....................| -4.592 | 0.1685 | 1.931 | 0.02992 | -#> |.....................| 0.8245 | 0.06994 | 0.7261 | 0.6369 | -#> |.....................| 1.477 | 0.9722 | 0.7591 | 1.786 | -#> | X| 467.53566 | 91.86 | 0.002239 | 0.2909 | 0.1326 | -#> |.....................| 0.01013 | 0.5420 | 1.931 | 0.02992 | -#> |.....................| 0.8245 | 0.06994 | 0.7261 | 0.6369 | -#> |.....................| 1.477 | 0.9722 | 0.7591 | 1.786 | -#> | 105| 467.26444 | 1.016 | -1.902 | -0.9109 | -0.7577 | -#> |.....................| -0.9795 | -1.516 | 1.777 | -1.860 | -#> |.....................| -0.8875 | -0.4788 | -0.8828 | -1.169 | -#> |.....................| -0.6198 | -0.8544 | -0.9951 | -0.3961 | -#> | U| 467.26444 | 92.48 | -6.102 | -0.8905 | -2.020 | -#> |.....................| -4.592 | 0.1683 | 1.931 | 0.02990 | -#> |.....................| 0.8246 | 0.06995 | 0.7266 | 0.6360 | -#> |.....................| 1.476 | 0.9723 | 0.7588 | 1.786 | -#> | X| 467.26444 | 92.48 | 0.002239 | 0.2910 | 0.1326 | -#> |.....................| 0.01013 | 0.5420 | 1.931 | 0.02990 | -#> |.....................| 0.8246 | 0.06995 | 0.7266 | 0.6360 | -#> |.....................| 1.476 | 0.9723 | 0.7588 | 1.786 | -#> | F| Forward Diff. | -1.458 | 0.09189 | 2.450 | 0.1713 | -#> |.....................| -0.5320 | -1.492 | -1.346 | -2.030 | -#> |.....................| 1.374 | 0.8089 | 1.804 | -5.854 | -#> |.....................| -1.303 | 0.2787 | -1.170 | -0.8602 | -#> | 106| 467.25360 | 1.017 | -1.902 | -0.9116 | -0.7577 | -#> |.....................| -0.9793 | -1.516 | 1.778 | -1.859 | -#> |.....................| -0.8879 | -0.4790 | -0.8833 | -1.168 | -#> |.....................| -0.6195 | -0.8545 | -0.9948 | -0.3959 | -#> | U| 467.2536 | 92.51 | -6.102 | -0.8910 | -2.020 | -#> |.....................| -4.592 | 0.1685 | 1.931 | 0.02992 | -#> |.....................| 0.8245 | 0.06994 | 0.7263 | 0.6374 | -#> |.....................| 1.477 | 0.9722 | 0.7590 | 1.786 | -#> | X| 467.2536 | 92.51 | 0.002239 | 0.2909 | 0.1326 | -#> |.....................| 0.01013 | 0.5420 | 1.931 | 0.02992 | -#> |.....................| 0.8245 | 0.06994 | 0.7263 | 0.6374 | -#> |.....................| 1.477 | 0.9722 | 0.7590 | 1.786 | -#> | F| Forward Diff. | 3.196 | 0.08873 | 2.446 | 0.1672 | -#> |.....................| -0.5342 | -1.484 | -1.056 | -1.956 | -#> |.....................| 1.373 | 0.7965 | 2.077 | -5.722 | -#> |.....................| -1.292 | 0.2471 | -1.040 | -0.8496 | -#> | 107| 467.24389 | 1.015 | -1.902 | -0.9128 | -0.7578 | -#> |.....................| -0.9790 | -1.515 | 1.778 | -1.858 | -#> |.....................| -0.8886 | -0.4794 | -0.8844 | -1.165 | -#> |.....................| -0.6188 | -0.8546 | -0.9942 | -0.3955 | -#> | U| 467.24389 | 92.37 | -6.102 | -0.8922 | -2.020 | -#> |.....................| -4.592 | 0.1688 | 1.931 | 0.02995 | -#> |.....................| 0.8242 | 0.06993 | 0.7255 | 0.6400 | -#> |.....................| 1.477 | 0.9721 | 0.7595 | 1.786 | -#> | X| 467.24389 | 92.37 | 0.002239 | 0.2907 | 0.1326 | -#> |.....................| 0.01014 | 0.5421 | 1.931 | 0.02995 | -#> |.....................| 0.8242 | 0.06993 | 0.7255 | 0.6400 | -#> |.....................| 1.477 | 0.9721 | 0.7595 | 1.786 | -#> | F| Forward Diff. | -15.43 | 0.07336 | 2.305 | 0.1893 | -#> |.....................| -0.5256 | -1.495 | -1.329 | -2.142 | -#> |.....................| 1.357 | 0.9382 | 1.940 | -3.165 | -#> |.....................| -1.157 | 0.2760 | -0.9277 | -0.8566 | -#> | 108| 467.22397 | 1.017 | -1.902 | -0.9138 | -0.7581 | -#> |.....................| -0.9782 | -1.514 | 1.778 | -1.857 | -#> |.....................| -0.8889 | -0.4797 | -0.8863 | -1.164 | -#> |.....................| -0.6190 | -0.8552 | -0.9945 | -0.3935 | -#> | U| 467.22397 | 92.56 | -6.102 | -0.8930 | -2.020 | -#> |.....................| -4.591 | 0.1692 | 1.931 | 0.02998 | -#> |.....................| 0.8241 | 0.06992 | 0.7241 | 0.6409 | -#> |.....................| 1.477 | 0.9715 | 0.7593 | 1.789 | -#> | X| 467.22397 | 92.56 | 0.002238 | 0.2905 | 0.1326 | -#> |.....................| 0.01015 | 0.5422 | 1.931 | 0.02998 | -#> |.....................| 0.8241 | 0.06992 | 0.7241 | 0.6409 | -#> |.....................| 1.477 | 0.9715 | 0.7593 | 1.789 | -#> | F| Forward Diff. | 8.612 | 0.07601 | 2.377 | 0.1597 | -#> |.....................| -0.5308 | -1.476 | -1.038 | -1.834 | -#> |.....................| 1.332 | 0.7679 | 2.039 | -3.039 | -#> |.....................| -1.288 | 0.2037 | -1.093 | -0.8313 | -#> | 109| 467.20858 | 1.016 | -1.903 | -0.9153 | -0.7584 | -#> |.....................| -0.9772 | -1.513 | 1.777 | -1.856 | -#> |.....................| -0.8896 | -0.4802 | -0.8882 | -1.164 | -#> |.....................| -0.6194 | -0.8560 | -0.9946 | -0.3915 | -#> | U| 467.20858 | 92.46 | -6.103 | -0.8944 | -2.021 | -#> |.....................| -4.590 | 0.1698 | 1.931 | 0.03001 | -#> |.....................| 0.8238 | 0.06990 | 0.7227 | 0.6411 | -#> |.....................| 1.477 | 0.9707 | 0.7591 | 1.791 | -#> | X| 467.20858 | 92.46 | 0.002236 | 0.2902 | 0.1325 | -#> |.....................| 0.01016 | 0.5423 | 1.931 | 0.03001 | -#> |.....................| 0.8238 | 0.06990 | 0.7227 | 0.6411 | -#> |.....................| 1.477 | 0.9707 | 0.7591 | 1.791 | -#> | F| Forward Diff. | -3.651 | 0.07137 | 2.259 | 0.1744 | -#> |.....................| -0.5171 | -1.486 | -1.304 | -1.934 | -#> |.....................| 1.324 | 0.7910 | 1.690 | -3.053 | -#> |.....................| -1.233 | 0.1999 | -1.046 | -0.8164 | -#> | 110| 467.19548 | 1.017 | -1.903 | -0.9170 | -0.7588 | -#> |.....................| -0.9762 | -1.512 | 1.778 | -1.855 | -#> |.....................| -0.8906 | -0.4808 | -0.8898 | -1.163 | -#> |.....................| -0.6195 | -0.8567 | -0.9946 | -0.3897 | -#> | U| 467.19548 | 92.56 | -6.103 | -0.8959 | -2.021 | -#> |.....................| -4.589 | 0.1705 | 1.931 | 0.03005 | -#> |.....................| 0.8234 | 0.06989 | 0.7215 | 0.6417 | -#> |.....................| 1.477 | 0.9701 | 0.7592 | 1.793 | -#> | X| 467.19548 | 92.56 | 0.002235 | 0.2899 | 0.1325 | -#> |.....................| 0.01017 | 0.5425 | 1.931 | 0.03005 | -#> |.....................| 0.8234 | 0.06989 | 0.7215 | 0.6417 | -#> |.....................| 1.477 | 0.9701 | 0.7592 | 1.793 | -#> | F| Forward Diff. | 9.695 | 0.07360 | 2.256 | 0.1610 | -#> |.....................| -0.5147 | -1.467 | -1.275 | -1.734 | -#> |.....................| 1.307 | 0.8740 | 2.039 | -5.568 | -#> |.....................| -1.898 | -0.2550 | -1.273 | -0.7762 | -#> | 111| 467.17845 | 1.016 | -1.904 | -0.9175 | -0.7593 | -#> |.....................| -0.9751 | -1.510 | 1.777 | -1.854 | -#> |.....................| -0.8907 | -0.4813 | -0.8918 | -1.161 | -#> |.....................| -0.6194 | -0.8571 | -0.9949 | -0.3876 | -#> | U| 467.17845 | 92.50 | -6.104 | -0.8963 | -2.022 | -#> |.....................| -4.588 | 0.1711 | 1.930 | 0.03007 | -#> |.....................| 0.8234 | 0.06987 | 0.7201 | 0.6433 | -#> |.....................| 1.477 | 0.9697 | 0.7589 | 1.796 | -#> | X| 467.17845 | 92.50 | 0.002234 | 0.2898 | 0.1324 | -#> |.....................| 0.01018 | 0.5427 | 1.930 | 0.03007 | -#> |.....................| 0.8234 | 0.06987 | 0.7201 | 0.6433 | -#> |.....................| 1.477 | 0.9697 | 0.7589 | 1.796 | -#> | F| Forward Diff. | 2.021 | 0.06308 | 2.194 | 0.1658 | -#> |.....................| -0.5050 | -1.471 | -1.283 | -1.811 | -#> |.....................| 1.304 | 0.7659 | 1.629 | -2.860 | -#> |.....................| -1.234 | 0.1434 | -1.025 | -0.7796 | -#> | 112| 467.16518 | 1.015 | -1.904 | -0.9192 | -0.7596 | -#> |.....................| -0.9742 | -1.509 | 1.777 | -1.853 | -#> |.....................| -0.8917 | -0.4819 | -0.8931 | -1.160 | -#> |.....................| -0.6190 | -0.8574 | -0.9946 | -0.3864 | -#> | U| 467.16518 | 92.39 | -6.104 | -0.8978 | -2.022 | -#> |.....................| -4.587 | 0.1719 | 1.931 | 0.03011 | -#> |.....................| 0.8229 | 0.06985 | 0.7191 | 0.6447 | -#> |.....................| 1.477 | 0.9694 | 0.7592 | 1.797 | -#> | X| 467.16518 | 92.39 | 0.002234 | 0.2895 | 0.1324 | -#> |.....................| 0.01019 | 0.5429 | 1.931 | 0.03011 | -#> |.....................| 0.8229 | 0.06985 | 0.7191 | 0.6447 | -#> |.....................| 1.477 | 0.9694 | 0.7592 | 1.797 | -#> | F| Forward Diff. | -11.15 | 0.05292 | 2.063 | 0.1800 | -#> |.....................| -0.4962 | -1.473 | -0.9311 | -1.912 | -#> |.....................| 1.287 | 0.8965 | 1.659 | -5.399 | -#> |.....................| -1.766 | -0.2649 | -1.228 | -0.7899 | -#> | 113| 467.14275 | 1.016 | -1.904 | -0.9201 | -0.7599 | -#> |.....................| -0.9736 | -1.507 | 1.777 | -1.851 | -#> |.....................| -0.8922 | -0.4826 | -0.8948 | -1.157 | -#> |.....................| -0.6182 | -0.8576 | -0.9943 | -0.3850 | -#> | U| 467.14275 | 92.43 | -6.104 | -0.8986 | -2.022 | -#> |.....................| -4.586 | 0.1725 | 1.931 | 0.03014 | -#> |.....................| 0.8227 | 0.06984 | 0.7179 | 0.6470 | -#> |.....................| 1.478 | 0.9693 | 0.7594 | 1.799 | -#> | X| 467.14275 | 92.43 | 0.002233 | 0.2893 | 0.1324 | -#> |.....................| 0.01019 | 0.5430 | 1.931 | 0.03014 | -#> |.....................| 0.8227 | 0.06984 | 0.7179 | 0.6470 | -#> |.....................| 1.478 | 0.9693 | 0.7594 | 1.799 | -#> | F| Forward Diff. | -6.177 | 0.04590 | 2.051 | 0.1758 | -#> |.....................| -0.4936 | -1.461 | -0.9893 | -1.828 | -#> |.....................| 1.266 | 0.7615 | 1.545 | -5.206 | -#> |.....................| -1.792 | -0.2512 | -1.220 | -0.7551 | -#> | 114| 467.10820 | 1.017 | -1.905 | -0.9220 | -0.7605 | -#> |.....................| -0.9724 | -1.505 | 1.777 | -1.849 | -#> |.....................| -0.8932 | -0.4835 | -0.8976 | -1.151 | -#> |.....................| -0.6164 | -0.8576 | -0.9935 | -0.3828 | -#> | U| 467.1082 | 92.55 | -6.105 | -0.9003 | -2.023 | -#> |.....................| -4.585 | 0.1737 | 1.930 | 0.03020 | -#> |.....................| 0.8223 | 0.06981 | 0.7158 | 0.6522 | -#> |.....................| 1.480 | 0.9692 | 0.7601 | 1.802 | -#> | X| 467.1082 | 92.55 | 0.002232 | 0.2890 | 0.1323 | -#> |.....................| 0.01020 | 0.5433 | 1.930 | 0.03020 | -#> |.....................| 0.8223 | 0.06981 | 0.7158 | 0.6522 | -#> |.....................| 1.480 | 0.9692 | 0.7601 | 1.802 | -#> | F| Forward Diff. | 8.449 | 0.03092 | 2.044 | 0.1611 | -#> |.....................| -0.4934 | -1.430 | -1.221 | -1.596 | -#> |.....................| 1.229 | 0.8691 | 1.875 | -2.123 | -#> |.....................| -1.605 | -0.2558 | -1.009 | -0.7122 | -#> | 115| 467.10106 | 1.014 | -1.905 | -0.9236 | -0.7611 | -#> |.....................| -0.9712 | -1.502 | 1.777 | -1.847 | -#> |.....................| -0.8940 | -0.4849 | -0.9012 | -1.147 | -#> |.....................| -0.6148 | -0.8578 | -0.9928 | -0.3803 | -#> | U| 467.10106 | 92.28 | -6.105 | -0.9017 | -2.023 | -#> |.....................| -4.584 | 0.1749 | 1.930 | 0.03026 | -#> |.....................| 0.8220 | 0.06977 | 0.7132 | 0.6562 | -#> |.....................| 1.482 | 0.9690 | 0.7607 | 1.805 | -#> | X| 467.10106 | 92.28 | 0.002232 | 0.2887 | 0.1322 | -#> |.....................| 0.01022 | 0.5436 | 1.930 | 0.03026 | -#> |.....................| 0.8220 | 0.06977 | 0.7132 | 0.6562 | -#> |.....................| 1.482 | 0.9690 | 0.7607 | 1.805 | -#> | F| Forward Diff. | -24.17 | 0.001665 | 1.814 | 0.1960 | -#> |.....................| -0.4738 | -1.444 | -0.8955 | -1.908 | -#> |.....................| 1.221 | 0.7910 | 1.755 | -3.560 | -#> |.....................| -2.244 | -0.2675 | -0.8607 | -0.7175 | -#> | 116| 467.04630 | 1.016 | -1.905 | -0.9246 | -0.7619 | -#> |.....................| -0.9696 | -1.499 | 1.777 | -1.845 | -#> |.....................| -0.8944 | -0.4866 | -0.9055 | -1.143 | -#> |.....................| -0.6133 | -0.8582 | -0.9923 | -0.3775 | -#> | U| 467.0463 | 92.45 | -6.105 | -0.9026 | -2.024 | -#> |.....................| -4.582 | 0.1762 | 1.930 | 0.03032 | -#> |.....................| 0.8218 | 0.06972 | 0.7101 | 0.6601 | -#> |.....................| 1.484 | 0.9686 | 0.7611 | 1.808 | -#> | X| 467.0463 | 92.45 | 0.002231 | 0.2885 | 0.1321 | -#> |.....................| 0.01023 | 0.5439 | 1.930 | 0.03032 | -#> |.....................| 0.8218 | 0.06972 | 0.7101 | 0.6601 | -#> |.....................| 1.484 | 0.9686 | 0.7611 | 1.808 | -#> | F| Forward Diff. | -2.647 | -0.007887 | 1.876 | 0.1719 | -#> |.....................| -0.4730 | -1.410 | -0.8701 | -1.589 | -#> |.....................| 1.184 | 0.7244 | 1.544 | -4.110 | -#> |.....................| -1.544 | -0.3120 | -0.9430 | -0.6527 | -#> | 117| 467.02543 | 1.017 | -1.906 | -0.9263 | -0.7625 | -#> |.....................| -0.9684 | -1.497 | 1.777 | -1.843 | -#> |.....................| -0.8954 | -0.4879 | -0.9089 | -1.137 | -#> |.....................| -0.6116 | -0.8583 | -0.9915 | -0.3753 | -#> | U| 467.02543 | 92.58 | -6.106 | -0.9041 | -2.025 | -#> |.....................| -4.581 | 0.1775 | 1.930 | 0.03038 | -#> |.....................| 0.8214 | 0.06968 | 0.7076 | 0.6649 | -#> |.....................| 1.486 | 0.9686 | 0.7618 | 1.811 | -#> | X| 467.02543 | 92.58 | 0.002230 | 0.2882 | 0.1320 | -#> |.....................| 0.01025 | 0.5443 | 1.930 | 0.03038 | -#> |.....................| 0.8214 | 0.06968 | 0.7076 | 0.6649 | -#> |.....................| 1.486 | 0.9686 | 0.7618 | 1.811 | -#> | F| Forward Diff. | 12.94 | -0.02385 | 1.879 | 0.1542 | -#> |.....................| -0.4735 | -1.378 | -0.8918 | -1.355 | -#> |.....................| 1.131 | 0.6590 | 1.631 | -3.618 | -#> |.....................| -1.430 | -0.2321 | -0.8462 | -0.6495 | -#> | 118| 466.99646 | 1.016 | -1.906 | -0.9273 | -0.7632 | -#> |.....................| -0.9670 | -1.494 | 1.776 | -1.841 | -#> |.....................| -0.8958 | -0.4892 | -0.9132 | -1.133 | -#> |.....................| -0.6101 | -0.8587 | -0.9911 | -0.3725 | -#> | U| 466.99646 | 92.42 | -6.106 | -0.9050 | -2.026 | -#> |.....................| -4.579 | 0.1788 | 1.930 | 0.03043 | -#> |.....................| 0.8212 | 0.06964 | 0.7044 | 0.6690 | -#> |.....................| 1.488 | 0.9682 | 0.7622 | 1.814 | -#> | X| 466.99646 | 92.42 | 0.002230 | 0.2880 | 0.1319 | -#> |.....................| 0.01026 | 0.5446 | 1.930 | 0.03043 | -#> |.....................| 0.8212 | 0.06964 | 0.7044 | 0.6690 | -#> |.....................| 1.488 | 0.9682 | 0.7622 | 1.814 | -#> | F| Forward Diff. | -5.590 | -0.05004 | 1.738 | 0.1737 | -#> |.....................| -0.4573 | -1.378 | -0.8791 | -1.534 | -#> |.....................| 1.117 | 0.8064 | 1.528 | -3.141 | -#> |.....................| -0.8220 | 0.1296 | -0.3838 | -0.6246 | -#> | 119| 466.97639 | 1.017 | -1.906 | -0.9282 | -0.7640 | -#> |.....................| -0.9655 | -1.490 | 1.776 | -1.839 | -#> |.....................| -0.8964 | -0.4910 | -0.9175 | -1.129 | -#> |.....................| -0.6092 | -0.8593 | -0.9910 | -0.3693 | -#> | U| 466.97639 | 92.52 | -6.106 | -0.9059 | -2.026 | -#> |.....................| -4.578 | 0.1803 | 1.930 | 0.03049 | -#> |.....................| 0.8210 | 0.06959 | 0.7013 | 0.6726 | -#> |.....................| 1.489 | 0.9676 | 0.7623 | 1.818 | -#> | X| 466.97639 | 92.52 | 0.002230 | 0.2878 | 0.1318 | -#> |.....................| 0.01028 | 0.5450 | 1.930 | 0.03049 | -#> |.....................| 0.8210 | 0.06959 | 0.7013 | 0.6726 | -#> |.....................| 1.489 | 0.9676 | 0.7623 | 1.818 | -#> | F| Forward Diff. | 7.027 | -0.06281 | 1.755 | 0.1604 | -#> |.....................| -0.4507 | -1.349 | -0.8053 | -1.299 | -#> |.....................| 1.095 | 0.6623 | 1.032 | -2.794 | -#> |.....................| -0.8171 | 0.07286 | -0.3538 | -0.5889 | -#> | 120| 466.96001 | 1.015 | -1.906 | -0.9299 | -0.7649 | -#> |.....................| -0.9637 | -1.486 | 1.775 | -1.837 | -#> |.....................| -0.8976 | -0.4931 | -0.9192 | -1.125 | -#> |.....................| -0.6091 | -0.8600 | -0.9916 | -0.3657 | -#> | U| 466.96001 | 92.40 | -6.106 | -0.9074 | -2.027 | -#> |.....................| -4.576 | 0.1824 | 1.930 | 0.03055 | -#> |.....................| 0.8205 | 0.06953 | 0.7000 | 0.6758 | -#> |.....................| 1.489 | 0.9669 | 0.7618 | 1.823 | -#> | X| 466.96001 | 92.40 | 0.002230 | 0.2875 | 0.1317 | -#> |.....................| 0.01029 | 0.5455 | 1.930 | 0.03055 | -#> |.....................| 0.8205 | 0.06953 | 0.7000 | 0.6758 | -#> |.....................| 1.489 | 0.9669 | 0.7618 | 1.823 | -#> | F| Forward Diff. | -7.315 | -0.08361 | 1.595 | 0.1755 | -#> |.....................| -0.4289 | -1.331 | -0.8104 | -1.428 | -#> |.....................| 1.055 | 0.7710 | 1.242 | -2.826 | -#> |.....................| -1.346 | -0.3282 | -0.6399 | -0.5709 | -#> | 121| 466.94053 | 1.016 | -1.905 | -0.9315 | -0.7662 | -#> |.....................| -0.9617 | -1.480 | 1.774 | -1.835 | -#> |.....................| -0.8987 | -0.4954 | -0.9193 | -1.121 | -#> |.....................| -0.6079 | -0.8601 | -0.9919 | -0.3632 | -#> | U| 466.94053 | 92.48 | -6.105 | -0.9088 | -2.029 | -#> |.....................| -4.574 | 0.1849 | 1.929 | 0.03061 | -#> |.....................| 0.8200 | 0.06946 | 0.6999 | 0.6792 | -#> |.....................| 1.490 | 0.9668 | 0.7615 | 1.826 | -#> | X| 466.94053 | 92.48 | 0.002231 | 0.2873 | 0.1315 | -#> |.....................| 0.01031 | 0.5461 | 1.929 | 0.03061 | -#> |.....................| 0.8200 | 0.06946 | 0.6999 | 0.6792 | -#> |.....................| 1.490 | 0.9668 | 0.7615 | 1.826 | -#> | F| Forward Diff. | 2.448 | -0.09452 | 1.578 | 0.1631 | -#> |.....................| -0.4178 | -1.275 | -0.7880 | -1.291 | -#> |.....................| 1.013 | 0.7275 | 1.336 | -0.1176 | -#> |.....................| -1.297 | -0.2757 | -0.6338 | -0.5586 | -#> | 122| 466.92529 | 1.015 | -1.905 | -0.9321 | -0.7676 | -#> |.....................| -0.9593 | -1.476 | 1.775 | -1.833 | -#> |.....................| -0.8992 | -0.4984 | -0.9232 | -1.122 | -#> |.....................| -0.6063 | -0.8604 | -0.9916 | -0.3612 | -#> | U| 466.92529 | 92.34 | -6.105 | -0.9093 | -2.030 | -#> |.....................| -4.572 | 0.1871 | 1.930 | 0.03066 | -#> |.....................| 0.8198 | 0.06938 | 0.6971 | 0.6791 | -#> |.....................| 1.492 | 0.9666 | 0.7618 | 1.828 | -#> | X| 466.92529 | 92.34 | 0.002233 | 0.2871 | 0.1313 | -#> |.....................| 0.01034 | 0.5466 | 1.930 | 0.03066 | -#> |.....................| 0.8198 | 0.06938 | 0.6971 | 0.6791 | -#> |.....................| 1.492 | 0.9666 | 0.7618 | 1.828 | -#> | F| Forward Diff. | -12.72 | -0.09950 | 1.479 | 0.1754 | -#> |.....................| -0.4012 | -1.242 | -0.7866 | -1.413 | -#> |.....................| 0.9668 | 0.6187 | 0.9349 | -2.630 | -#> |.....................| -1.260 | -0.3489 | -0.4063 | -0.5476 | -#> | 123| 466.89942 | 1.016 | -1.904 | -0.9326 | -0.7693 | -#> |.....................| -0.9564 | -1.470 | 1.775 | -1.832 | -#> |.....................| -0.8995 | -0.5006 | -0.9260 | -1.122 | -#> |.....................| -0.6055 | -0.8609 | -0.9921 | -0.3587 | -#> | U| 466.89942 | 92.48 | -6.104 | -0.9097 | -2.032 | -#> |.....................| -4.569 | 0.1897 | 1.929 | 0.03069 | -#> |.....................| 0.8197 | 0.06931 | 0.6950 | 0.6788 | -#> |.....................| 1.493 | 0.9661 | 0.7614 | 1.831 | -#> | X| 466.89942 | 92.48 | 0.002235 | 0.2871 | 0.1311 | -#> |.....................| 0.01037 | 0.5473 | 1.929 | 0.03069 | -#> |.....................| 0.8197 | 0.06931 | 0.6950 | 0.6788 | -#> |.....................| 1.493 | 0.9661 | 0.7614 | 1.831 | -#> | F| Forward Diff. | 3.439 | -0.09008 | 1.544 | 0.1555 | -#> |.....................| -0.3845 | -1.174 | -0.7709 | -1.201 | -#> |.....................| 0.9305 | 0.6799 | 1.153 | -2.871 | -#> |.....................| -1.766 | -0.2963 | -0.5389 | -0.5305 | -#> | 124| 466.87885 | 1.016 | -1.902 | -0.9335 | -0.7713 | -#> |.....................| -0.9544 | -1.465 | 1.775 | -1.831 | -#> |.....................| -0.8988 | -0.5028 | -0.9291 | -1.120 | -#> |.....................| -0.6025 | -0.8609 | -0.9918 | -0.3573 | -#> | U| 466.87885 | 92.42 | -6.102 | -0.9106 | -2.034 | -#> |.....................| -4.567 | 0.1922 | 1.930 | 0.03072 | -#> |.....................| 0.8200 | 0.06925 | 0.6928 | 0.6803 | -#> |.....................| 1.497 | 0.9661 | 0.7616 | 1.833 | -#> | X| 466.87885 | 92.42 | 0.002239 | 0.2869 | 0.1309 | -#> |.....................| 0.01039 | 0.5479 | 1.930 | 0.03072 | -#> |.....................| 0.8200 | 0.06925 | 0.6928 | 0.6803 | -#> |.....................| 1.497 | 0.9661 | 0.7616 | 1.833 | -#> | F| Forward Diff. | -3.274 | -0.09794 | 1.477 | 0.1445 | -#> |.....................| -0.3711 | -1.126 | -0.7697 | -1.253 | -#> |.....................| 0.9213 | 0.5797 | 0.6929 | -2.254 | -#> |.....................| -0.4364 | 0.05549 | -0.07007 | -0.5105 | -#> | 125| 466.87374 | 1.017 | -1.901 | -0.9363 | -0.7725 | -#> |.....................| -0.9523 | -1.459 | 1.775 | -1.829 | -#> |.....................| -0.9004 | -0.5050 | -0.9284 | -1.119 | -#> |.....................| -0.6029 | -0.8616 | -0.9930 | -0.3542 | -#> | U| 466.87374 | 92.57 | -6.101 | -0.9131 | -2.035 | -#> |.....................| -4.565 | 0.1945 | 1.929 | 0.03078 | -#> |.....................| 0.8193 | 0.06919 | 0.6933 | 0.6817 | -#> |.....................| 1.496 | 0.9655 | 0.7605 | 1.836 | -#> | X| 466.87374 | 92.57 | 0.002241 | 0.2864 | 0.1307 | -#> |.....................| 0.01041 | 0.5485 | 1.929 | 0.03078 | -#> |.....................| 0.8193 | 0.06919 | 0.6933 | 0.6817 | -#> |.....................| 1.496 | 0.9655 | 0.7605 | 1.836 | -#> | F| Forward Diff. | 13.60 | -0.09484 | 1.445 | 0.1251 | -#> |.....................| -0.3584 | -1.070 | -0.7354 | -1.048 | -#> |.....................| 0.8551 | 0.6144 | 0.8824 | -0.009520 | -#> |.....................| -0.4410 | 0.04024 | -0.2274 | -0.5153 | -#> | 126| 466.85547 | 1.016 | -1.900 | -0.9388 | -0.7737 | -#> |.....................| -0.9500 | -1.454 | 1.774 | -1.828 | -#> |.....................| -0.9020 | -0.5070 | -0.9271 | -1.119 | -#> |.....................| -0.6040 | -0.8622 | -0.9946 | -0.3509 | -#> | U| 466.85547 | 92.42 | -6.100 | -0.9152 | -2.036 | -#> |.....................| -4.562 | 0.1970 | 1.929 | 0.03083 | -#> |.....................| 0.8186 | 0.06913 | 0.6942 | 0.6818 | -#> |.....................| 1.495 | 0.9648 | 0.7592 | 1.841 | -#> | X| 466.85547 | 92.42 | 0.002243 | 0.2859 | 0.1305 | -#> |.....................| 0.01044 | 0.5491 | 1.929 | 0.03083 | -#> |.....................| 0.8186 | 0.06913 | 0.6942 | 0.6818 | -#> |.....................| 1.495 | 0.9648 | 0.7592 | 1.841 | -#> | F| Forward Diff. | -2.539 | -0.09755 | 1.262 | 0.1433 | -#> |.....................| -0.3291 | -1.038 | -0.7482 | -1.225 | -#> |.....................| 0.8087 | 0.5023 | 0.8171 | -0.005344 | -#> |.....................| -0.4685 | 0.01356 | -0.1499 | -0.5112 | -#> | 127| 466.84409 | 1.016 | -1.899 | -0.9408 | -0.7751 | -#> |.....................| -0.9477 | -1.449 | 1.774 | -1.826 | -#> |.....................| -0.9037 | -0.5088 | -0.9269 | -1.119 | -#> |.....................| -0.6048 | -0.8630 | -0.9960 | -0.3473 | -#> | U| 466.84409 | 92.47 | -6.099 | -0.9171 | -2.037 | -#> |.....................| -4.560 | 0.1996 | 1.929 | 0.03088 | -#> |.....................| 0.8179 | 0.06907 | 0.6944 | 0.6816 | -#> |.....................| 1.494 | 0.9641 | 0.7580 | 1.845 | -#> | X| 466.84409 | 92.47 | 0.002245 | 0.2856 | 0.1304 | -#> |.....................| 0.01046 | 0.5497 | 1.929 | 0.03088 | -#> |.....................| 0.8179 | 0.06907 | 0.6944 | 0.6816 | -#> |.....................| 1.494 | 0.9641 | 0.7580 | 1.845 | -#> | F| Forward Diff. | 3.205 | -0.09489 | 1.201 | 0.1289 | -#> |.....................| -0.3142 | -0.9889 | -0.7667 | -1.156 | -#> |.....................| 0.7401 | 0.5570 | 1.301 | -1.479 | -#> |.....................| -1.860 | -0.4540 | -0.5722 | -0.5005 | -#> | 128| 466.83069 | 1.016 | -1.897 | -0.9405 | -0.7762 | -#> |.....................| -0.9462 | -1.443 | 1.775 | -1.825 | -#> |.....................| -0.9047 | -0.5101 | -0.9307 | -1.119 | -#> |.....................| -0.6046 | -0.8636 | -0.9969 | -0.3435 | -#> | U| 466.83069 | 92.41 | -6.097 | -0.9168 | -2.039 | -#> |.....................| -4.559 | 0.2019 | 1.929 | 0.03091 | -#> |.....................| 0.8175 | 0.06904 | 0.6917 | 0.6819 | -#> |.....................| 1.494 | 0.9635 | 0.7572 | 1.850 | -#> | X| 466.83069 | 92.41 | 0.002250 | 0.2856 | 0.1302 | -#> |.....................| 0.01048 | 0.5503 | 1.929 | 0.03091 | -#> |.....................| 0.8175 | 0.06904 | 0.6917 | 0.6819 | -#> |.....................| 1.494 | 0.9635 | 0.7572 | 1.850 | -#> | 129| 466.81923 | 1.016 | -1.894 | -0.9398 | -0.7773 | -#> |.....................| -0.9447 | -1.438 | 1.775 | -1.824 | -#> |.....................| -0.9056 | -0.5113 | -0.9343 | -1.119 | -#> |.....................| -0.6049 | -0.8643 | -0.9979 | -0.3395 | -#> | U| 466.81923 | 92.43 | -6.094 | -0.9162 | -2.040 | -#> |.....................| -4.557 | 0.2043 | 1.930 | 0.03094 | -#> |.....................| 0.8171 | 0.06900 | 0.6890 | 0.6818 | -#> |.....................| 1.494 | 0.9628 | 0.7563 | 1.854 | -#> | X| 466.81923 | 92.43 | 0.002255 | 0.2857 | 0.1301 | -#> |.....................| 0.01049 | 0.5509 | 1.930 | 0.03094 | -#> |.....................| 0.8171 | 0.06900 | 0.6890 | 0.6818 | -#> |.....................| 1.494 | 0.9628 | 0.7563 | 1.854 | -#> | 130| 466.78977 | 1.016 | -1.887 | -0.9376 | -0.7810 | -#> |.....................| -0.9400 | -1.422 | 1.776 | -1.820 | -#> |.....................| -0.9086 | -0.5153 | -0.9461 | -1.119 | -#> |.....................| -0.6057 | -0.8666 | -1.001 | -0.3266 | -#> | U| 466.78977 | 92.47 | -6.087 | -0.9142 | -2.043 | -#> |.....................| -4.552 | 0.2120 | 1.930 | 0.03105 | -#> |.....................| 0.8159 | 0.06889 | 0.6804 | 0.6815 | -#> |.....................| 1.493 | 0.9606 | 0.7533 | 1.870 | -#> | X| 466.78977 | 92.47 | 0.002272 | 0.2861 | 0.1296 | -#> |.....................| 0.01054 | 0.5528 | 1.930 | 0.03105 | -#> |.....................| 0.8159 | 0.06889 | 0.6804 | 0.6815 | -#> |.....................| 1.493 | 0.9606 | 0.7533 | 1.870 | -#> | 131| 466.76586 | 1.017 | -1.875 | -0.9340 | -0.7871 | -#> |.....................| -0.9321 | -1.394 | 1.779 | -1.814 | -#> |.....................| -0.9134 | -0.5218 | -0.9656 | -1.119 | -#> |.....................| -0.6071 | -0.8705 | -1.007 | -0.3052 | -#> | U| 466.76586 | 92.53 | -6.075 | -0.9110 | -2.049 | -#> |.....................| -4.545 | 0.2247 | 1.931 | 0.03121 | -#> |.....................| 0.8139 | 0.06870 | 0.6661 | 0.6811 | -#> |.....................| 1.491 | 0.9569 | 0.7485 | 1.896 | -#> | X| 466.76586 | 92.53 | 0.002300 | 0.2868 | 0.1288 | -#> |.....................| 0.01062 | 0.5559 | 1.931 | 0.03121 | -#> |.....................| 0.8139 | 0.06870 | 0.6661 | 0.6811 | -#> |.....................| 1.491 | 0.9569 | 0.7485 | 1.896 | -#> | F| Forward Diff. | 10.71 | -0.05605 | 1.440 | 0.09508 | -#> |.....................| -0.1459 | -0.5070 | -0.9907 | -0.8007 | -#> |.....................| 0.4069 | 0.2923 | 0.01818 | -1.553 | -#> |.....................| -1.109 | -0.3306 | -0.3991 | -0.2309 | -#> | 132| 466.72646 | 1.014 | -1.848 | -0.9815 | -0.8092 | -#> |.....................| -0.9160 | -1.342 | 1.783 | -1.808 | -#> |.....................| -0.9032 | -0.5322 | -0.9570 | -1.117 | -#> |.....................| -0.6032 | -0.8748 | -1.022 | -0.2748 | -#> | U| 466.72646 | 92.30 | -6.048 | -0.9533 | -2.072 | -#> |.....................| -4.528 | 0.2483 | 1.933 | 0.03140 | -#> |.....................| 0.8182 | 0.06840 | 0.6724 | 0.6828 | -#> |.....................| 1.496 | 0.9528 | 0.7357 | 1.933 | -#> | X| 466.72646 | 92.30 | 0.002362 | 0.2782 | 0.1260 | -#> |.....................| 0.01080 | 0.5618 | 1.933 | 0.03140 | -#> |.....................| 0.8182 | 0.06840 | 0.6724 | 0.6828 | -#> |.....................| 1.496 | 0.9528 | 0.7357 | 1.933 | -#> | F| Forward Diff. | -13.11 | -0.01237 | -0.5306 | 0.001870 | -#> |.....................| 0.01074 | -0.001553 | -0.5011 | -1.124 | -#> |.....................| 0.5240 | 0.3999 | 0.1337 | 0.6209 | -#> |.....................| -0.3667 | -0.5464 | -0.9326 | -0.1861 | -#> | 133| 466.72714 | 1.014 | -1.830 | -0.9704 | -0.8250 | -#> |.....................| -0.9153 | -1.342 | 1.791 | -1.785 | -#> |.....................| -0.9449 | -0.5943 | -0.9266 | -1.116 | -#> |.....................| -0.5962 | -0.8737 | -1.020 | -0.2698 | -#> | U| 466.72714 | 92.32 | -6.030 | -0.9434 | -2.087 | -#> |.....................| -4.528 | 0.2486 | 1.936 | 0.03205 | -#> |.....................| 0.8009 | 0.06660 | 0.6946 | 0.6846 | -#> |.....................| 1.504 | 0.9539 | 0.7372 | 1.939 | -#> | X| 466.72714 | 92.32 | 0.002405 | 0.2802 | 0.1240 | -#> |.....................| 0.01081 | 0.5618 | 1.936 | 0.03205 | -#> |.....................| 0.8009 | 0.06660 | 0.6946 | 0.6846 | -#> |.....................| 1.504 | 0.9539 | 0.7372 | 1.939 | -#> | 134| 466.69721 | 1.015 | -1.839 | -0.9760 | -0.8170 | -#> |.....................| -0.9156 | -1.342 | 1.787 | -1.797 | -#> |.....................| -0.9238 | -0.5630 | -0.9420 | -1.117 | -#> |.....................| -0.5997 | -0.8742 | -1.021 | -0.2723 | -#> | U| 466.69721 | 92.41 | -6.039 | -0.9484 | -2.079 | -#> |.....................| -4.528 | 0.2485 | 1.935 | 0.03173 | -#> |.....................| 0.8096 | 0.06750 | 0.6834 | 0.6836 | -#> |.....................| 1.500 | 0.9534 | 0.7365 | 1.936 | -#> | X| 466.69721 | 92.41 | 0.002383 | 0.2792 | 0.1250 | -#> |.....................| 0.01080 | 0.5618 | 1.935 | 0.03173 | -#> |.....................| 0.8096 | 0.06750 | 0.6834 | 0.6836 | -#> |.....................| 1.500 | 0.9534 | 0.7365 | 1.936 | -#> | F| Forward Diff. | 0.5723 | 0.006769 | -0.2879 | -0.06332 | -#> |.....................| 0.01114 | -0.03155 | -0.3915 | -0.7923 | -#> |.....................| -0.3201 | -0.2330 | 0.8086 | -1.424 | -#> |.....................| -0.3663 | -0.4815 | -0.7933 | -0.2384 | -#> | 135| 466.73286 | 1.017 | -1.834 | -0.9731 | -0.8131 | -#> |.....................| -0.9227 | -1.351 | 1.796 | -1.779 | -#> |.....................| -0.9201 | -0.5595 | -0.9572 | -1.109 | -#> |.....................| -0.6142 | -0.8686 | -1.016 | -0.2440 | -#> | U| 466.73286 | 92.54 | -6.034 | -0.9458 | -2.075 | -#> |.....................| -4.535 | 0.2444 | 1.938 | 0.03223 | -#> |.....................| 0.8111 | 0.06760 | 0.6723 | 0.6901 | -#> |.....................| 1.483 | 0.9587 | 0.7409 | 1.970 | -#> | X| 466.73286 | 92.54 | 0.002396 | 0.2797 | 0.1255 | -#> |.....................| 0.01072 | 0.5608 | 1.938 | 0.03223 | -#> |.....................| 0.8111 | 0.06760 | 0.6723 | 0.6901 | -#> |.....................| 1.483 | 0.9587 | 0.7409 | 1.970 | -#> | 136| 466.69733 | 1.015 | -1.838 | -0.9750 | -0.8159 | -#> |.....................| -0.9176 | -1.345 | 1.790 | -1.791 | -#> |.....................| -0.9226 | -0.5619 | -0.9467 | -1.114 | -#> |.....................| -0.6033 | -0.8723 | -1.019 | -0.2644 | -#> | U| 466.69733 | 92.40 | -6.038 | -0.9475 | -2.078 | -#> |.....................| -4.530 | 0.2474 | 1.936 | 0.03188 | -#> |.....................| 0.8101 | 0.06754 | 0.6799 | 0.6863 | -#> |.....................| 1.496 | 0.9552 | 0.7382 | 1.945 | -#> | X| 466.69733 | 92.40 | 0.002386 | 0.2794 | 0.1251 | -#> |.....................| 0.01078 | 0.5615 | 1.936 | 0.03188 | -#> |.....................| 0.8101 | 0.06754 | 0.6799 | 0.6863 | -#> |.....................| 1.496 | 0.9552 | 0.7382 | 1.945 | -#> | 137| 466.69584 | 1.015 | -1.839 | -0.9754 | -0.8165 | -#> |.....................| -0.9164 | -1.343 | 1.788 | -1.794 | -#> |.....................| -0.9231 | -0.5623 | -0.9445 | -1.114 | -#> |.....................| -0.6009 | -0.8731 | -1.020 | -0.2689 | -#> | U| 466.69584 | 92.37 | -6.039 | -0.9478 | -2.079 | -#> |.....................| -4.529 | 0.2480 | 1.935 | 0.03180 | -#> |.....................| 0.8099 | 0.06752 | 0.6815 | 0.6857 | -#> |.....................| 1.499 | 0.9544 | 0.7377 | 1.940 | -#> | X| 466.69584 | 92.37 | 0.002384 | 0.2793 | 0.1251 | -#> |.....................| 0.01079 | 0.5617 | 1.935 | 0.03180 | -#> |.....................| 0.8099 | 0.06752 | 0.6815 | 0.6857 | -#> |.....................| 1.499 | 0.9544 | 0.7377 | 1.940 | -#> | F| Forward Diff. | -3.069 | -0.001275 | -0.2861 | -0.04975 | -#> |.....................| 0.01387 | -0.05203 | -0.3437 | -0.7173 | -#> |.....................| -0.2694 | -0.1778 | 0.5026 | 0.8511 | -#> |.....................| -0.9213 | -0.7376 | -0.9765 | -0.1682 | -#> | 138| 466.68962 | 1.016 | -1.839 | -0.9764 | -0.8159 | -#> |.....................| -0.9167 | -1.342 | 1.790 | -1.793 | -#> |.....................| -0.9191 | -0.5597 | -0.9461 | -1.115 | -#> |.....................| -0.6002 | -0.8712 | -1.018 | -0.2680 | -#> | U| 466.68962 | 92.46 | -6.039 | -0.9488 | -2.078 | -#> |.....................| -4.529 | 0.2485 | 1.936 | 0.03184 | -#> |.....................| 0.8115 | 0.06760 | 0.6803 | 0.6854 | -#> |.....................| 1.499 | 0.9562 | 0.7392 | 1.941 | -#> | X| 466.68962 | 92.46 | 0.002385 | 0.2791 | 0.1251 | -#> |.....................| 0.01079 | 0.5618 | 1.936 | 0.03184 | -#> |.....................| 0.8115 | 0.06760 | 0.6803 | 0.6854 | -#> |.....................| 1.499 | 0.9562 | 0.7392 | 1.941 | -#> | F| Forward Diff. | 6.342 | 0.001592 | -0.2787 | -0.05882 | -#> |.....................| 0.004933 | -0.02534 | -0.4440 | -0.5467 | -#> |.....................| -0.1484 | -0.03146 | 0.4648 | -1.264 | -#> |.....................| -0.3607 | -0.2274 | -0.5157 | -0.1312 | -#> | 139| 466.68314 | 1.015 | -1.839 | -0.9751 | -0.8151 | -#> |.....................| -0.9166 | -1.339 | 1.792 | -1.792 | -#> |.....................| -0.9160 | -0.5585 | -0.9470 | -1.115 | -#> |.....................| -0.5998 | -0.8691 | -1.016 | -0.2676 | -#> | U| 466.68314 | 92.36 | -6.039 | -0.9476 | -2.077 | -#> |.....................| -4.529 | 0.2501 | 1.937 | 0.03187 | -#> |.....................| 0.8128 | 0.06763 | 0.6797 | 0.6853 | -#> |.....................| 1.500 | 0.9582 | 0.7404 | 1.942 | -#> | X| 466.68314 | 92.36 | 0.002385 | 0.2794 | 0.1252 | -#> |.....................| 0.01079 | 0.5622 | 1.937 | 0.03187 | -#> |.....................| 0.8128 | 0.06763 | 0.6797 | 0.6853 | -#> |.....................| 1.500 | 0.9582 | 0.7404 | 1.942 | -#> | F| Forward Diff. | -4.258 |-0.0003497 | -0.2788 | -0.03383 | -#> |.....................| 0.01408 | 0.02647 | -0.2857 | -0.5956 | -#> |.....................| -0.05089 | 0.05050 | 0.4395 | 0.8187 | -#> |.....................| -0.2669 | -0.06868 | -0.3694 | -0.1159 | -#> | 140| 466.67997 | 1.015 | -1.839 | -0.9739 | -0.8142 | -#> |.....................| -0.9180 | -1.339 | 1.794 | -1.790 | -#> |.....................| -0.9137 | -0.5623 | -0.9494 | -1.116 | -#> |.....................| -0.6002 | -0.8690 | -1.016 | -0.2664 | -#> | U| 466.67997 | 92.38 | -6.039 | -0.9465 | -2.077 | -#> |.....................| -4.531 | 0.2499 | 1.938 | 0.03191 | -#> |.....................| 0.8138 | 0.06752 | 0.6779 | 0.6846 | -#> |.....................| 1.499 | 0.9583 | 0.7410 | 1.943 | -#> | X| 466.67997 | 92.38 | 0.002385 | 0.2796 | 0.1254 | -#> |.....................| 0.01078 | 0.5622 | 1.938 | 0.03191 | -#> |.....................| 0.8138 | 0.06752 | 0.6779 | 0.6846 | -#> |.....................| 1.499 | 0.9583 | 0.7410 | 1.943 | -#> | M| Mixed Diff. | -1.882 |-7.391e+04 | -0.2259 | -0.03295 | -#> |.....................| 0.005718 | 0.01130 | -0.3842 | -0.4930 | -#> |.....................| -0.04972 | -0.05953 | 0.5251 | -1.398 | -#> |.....................| -0.3564 | -0.08212 | -0.3242 | -0.1008 | -#> | 141| 466.67997 | 1.015 | -1.839 | -0.9739 | -0.8142 | -#> |.....................| -0.9180 | -1.339 | 1.794 | -1.790 | -#> |.....................| -0.9137 | -0.5623 | -0.9494 | -1.116 | -#> |.....................| -0.6002 | -0.8690 | -1.016 | -0.2664 | -#> | U| 466.67997 | 92.38 | -6.039 | -0.9465 | -2.077 | -#> |.....................| -4.531 | 0.2499 | 1.938 | 0.03191 | -#> |.....................| 0.8138 | 0.06752 | 0.6779 | 0.6846 | -#> |.....................| 1.499 | 0.9583 | 0.7410 | 1.943 | -#> | X| 466.67997 | 92.38 | 0.002385 | 0.2796 | 0.1254 | -#> |.....................| 0.01078 | 0.5622 | 1.938 | 0.03191 | -#> |.....................| 0.8138 | 0.06752 | 0.6779 | 0.6846 | -#> |.....................| 1.499 | 0.9583 | 0.7410 | 1.943 | -#> calculating covariance matrix -#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: ETAs were reset to zero during optimization; (Can control by foceiControl(resetEtaP=.))
    #> Warning: using R matrix to calculate covariance, can check sandwich or S matrix with $covRS and $covS
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    -AIC( - f_nlmixr_sfo_sfo_focei_const$nm, - f_nlmixr_fomc_sfo_focei_const$nm, - f_nlmixr_dfop_sfo_focei_const$nm, - f_nlmixr_fomc_sfo_saem_obs$nm, - f_nlmixr_fomc_sfo_focei_obs$nm, - f_nlmixr_dfop_sfo_saem_obs$nm, - f_nlmixr_dfop_sfo_focei_obs$nm, - f_nlmixr_fomc_sfo_focei_tc$nm, - f_nlmixr_dfop_sfo_focei_tc$nm, - f_nlmixr_fomc_sfo_saem_obs_tc$nm, - f_nlmixr_fomc_sfo_focei_obs_tc$nm, - f_nlmixr_dfop_sfo_saem_obs_tc$nm, - f_nlmixr_dfop_sfo_focei_obs_tc$nm -) -
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #>
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #>
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #>
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #>
    #> df AIC -#> f_nlmixr_sfo_sfo_focei_const$nm 9 1082.4605 -#> f_nlmixr_fomc_sfo_focei_const$nm 11 814.4261 -#> f_nlmixr_dfop_sfo_focei_const$nm 13 870.2659 -#> f_nlmixr_fomc_sfo_saem_obs$nm 12 788.8373 -#> f_nlmixr_fomc_sfo_focei_obs$nm 12 794.5194 -#> f_nlmixr_dfop_sfo_saem_obs$nm 14 815.0797 -#> f_nlmixr_dfop_sfo_focei_obs$nm 14 834.8474 -#> f_nlmixr_fomc_sfo_focei_tc$nm 12 812.3296 -#> f_nlmixr_dfop_sfo_focei_tc$nm 14 819.4103 -#> f_nlmixr_fomc_sfo_saem_obs_tc$nm 14 814.4248 -#> f_nlmixr_fomc_sfo_focei_obs_tc$nm 14 787.4355 -#> f_nlmixr_dfop_sfo_saem_obs_tc$nm 16 828.5143 -#> f_nlmixr_dfop_sfo_focei_obs_tc$nm 16 811.1191
    # Currently, FOMC-SFO with two-component error by variable fitted by focei gives the -# lowest AIC -plot(f_nlmixr_fomc_sfo_focei_obs_tc) -
    summary(f_nlmixr_fomc_sfo_focei_obs_tc) -
    #> nlmixr version used for fitting: 2.0.5 -#> mkin version used for pre-fitting: 1.1.0 -#> R version used for fitting: 4.1.2 -#> Date of fit: Tue Jan 11 19:40:06 2022 -#> Date of summary: Tue Jan 11 19:41:47 2022 -#> -#> Equations: -#> d_parent/dt = - (alpha/beta) * 1/((time/beta) + 1) * parent -#> d_A1/dt = + f_parent_to_A1 * (alpha/beta) * 1/((time/beta) + 1) * -#> parent - k_A1 * A1 -#> -#> Data: -#> 170 observations of 2 variable(s) grouped in 5 datasets -#> -#> Degradation model predictions using RxODE -#> -#> Fitted in 17.79 s -#> -#> Variance model: Two-component variance unique to each observed variable -#> -#> Mean of starting values for individual parameters: -#> parent_0 log_k_A1 f_parent_qlogis log_alpha log_beta -#> 93.1168 -5.3034 -0.9442 -0.1065 2.2909 -#> -#> Mean of starting values for error model parameters: -#> sigma_low_parent rsd_high_parent sigma_low_A1 rsd_high_A1 -#> 1.15958 0.03005 1.15958 0.03005 -#> -#> Fixed degradation parameter values: -#> None -#> -#> Results: -#> -#> Likelihood calculated by focei -#> AIC BIC logLik -#> 787.4 831.3 -379.7 -#> -#> Optimised parameters: -#> est. lower upper -#> parent_0 93.6717 91.2552 96.0882 -#> log_k_A1 -6.3199 -8.4468 -4.1930 -#> f_parent_qlogis -1.0089 -1.3823 -0.6356 -#> log_alpha -0.1616 -0.6624 0.3392 -#> log_beta 2.2088 1.6800 2.7376 -#> -#> Correlation: -#> prnt_0 lg__A1 f_prn_ lg_lph -#> log_k_A1 0.372 -#> f_parent_qlogis -0.786 -0.409 -#> log_alpha 0.336 0.942 -0.306 -#> log_beta -0.399 -0.759 0.248 -0.555 -#> -#> Random effects (omega): -#> eta.parent_0 eta.log_k_A1 eta.f_parent_qlogis eta.log_alpha -#> eta.parent_0 4.391 0.000 0.0000 0.0000 -#> eta.log_k_A1 0.000 6.402 0.0000 0.0000 -#> eta.f_parent_qlogis 0.000 0.000 0.1584 0.0000 -#> eta.log_alpha 0.000 0.000 0.0000 0.3381 -#> eta.log_beta 0.000 0.000 0.0000 0.0000 -#> eta.log_beta -#> eta.parent_0 0.000 -#> eta.log_k_A1 0.000 -#> eta.f_parent_qlogis 0.000 -#> eta.log_alpha 0.000 -#> eta.log_beta 0.358 -#> -#> Variance model: -#> sigma_low_parent rsd_high_parent sigma_low_A1 rsd_high_A1 -#> 2.35616 0.00153 0.63564 0.08639 -#> -#> Backtransformed parameters: -#> est. lower upper -#> parent_0 93.6717 9.126e+01 96.0882 -#> k_A1 0.0018 2.146e-04 0.0151 -#> f_parent_to_A1 0.2672 2.006e-01 0.3462 -#> alpha 0.8508 5.156e-01 1.4038 -#> beta 9.1049 5.366e+00 15.4499 -#> -#> Resulting formation fractions: -#> ff -#> parent_A1 0.2672 -#> parent_sink 0.7328 -#> -#> Estimated disappearance times: -#> DT50 DT90 DT50back -#> parent 11.46 127.3 38.31 -#> A1 385.05 1279.1 NA
    # } -
    +
    +

    Examples

    + 
    # \dontrun{
+ds <- lapply(experimental_data_for_UBA_2019[6:10],
+ function(x) subset(x$data[c("name", "time", "value")]))
+names(ds) <- paste("Dataset", 6:10)
+
+f_mmkin_parent <- mmkin(c("SFO", "FOMC", "DFOP", "HS"), ds, quiet = TRUE, cores = 1)
+f_mmkin_parent_tc <- mmkin(c("SFO", "FOMC", "DFOP"), ds, error_model = "tc",
+  cores = 1, quiet = TRUE)
+
+library(nlmixr)
+#> 
+#> Attaching package: ‘nlmixr’
+#> The following object is masked from ‘package:mkin’:
+#> 
+#>     saem
+f_nlmixr_sfo_saem <- nlmixr(f_mmkin_parent["SFO", ], est = "saem",
+  control = saemControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> RxODE 1.1.4 using 8 threads (see ?getRxThreads)
+#>   no cache: create with `rxCreateCache()`
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_sfo_focei <- nlmixr(f_mmkin_parent["SFO", ], est = "focei",
+  control = foceiControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+f_nlmixr_fomc_saem <- nlmixr(f_mmkin_parent["FOMC", ], est = "saem",
+  control = saemControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_fomc_focei <- nlmixr(f_mmkin_parent["FOMC", ], est = "focei",
+  control = foceiControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+f_nlmixr_dfop_saem <- nlmixr(f_mmkin_parent["DFOP", ], est = "saem",
+  control = saemControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_focei <- nlmixr(f_mmkin_parent["DFOP", ], est = "focei",
+  control = foceiControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+f_nlmixr_hs_saem <- nlmixr(f_mmkin_parent["HS", ], est = "saem",
+  control = saemControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_hs_focei <- nlmixr(f_mmkin_parent["HS", ], est = "focei",
+  control = foceiControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+f_nlmixr_fomc_saem_tc <- nlmixr(f_mmkin_parent_tc["FOMC", ], est = "saem",
+  control = saemControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_fomc_focei_tc <- nlmixr(f_mmkin_parent_tc["FOMC", ], est = "focei",
+  control = foceiControl(print = 0))
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> done
+#> Calculating residuals/tables
+#> done
+
+AIC(
+  f_nlmixr_sfo_saem$nm, f_nlmixr_sfo_focei$nm,
+  f_nlmixr_fomc_saem$nm, f_nlmixr_fomc_focei$nm,
+  f_nlmixr_dfop_saem$nm, f_nlmixr_dfop_focei$nm,
+  f_nlmixr_hs_saem$nm, f_nlmixr_hs_focei$nm,
+  f_nlmixr_fomc_saem_tc$nm, f_nlmixr_fomc_focei_tc$nm)
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#>                           df      AIC
+#> f_nlmixr_sfo_saem$nm       5 624.9492
+#> f_nlmixr_sfo_focei$nm      5 625.0695
+#> f_nlmixr_fomc_saem$nm      7 463.7577
+#> f_nlmixr_fomc_focei$nm     7 468.0861
+#> f_nlmixr_dfop_saem$nm      9 495.1980
+#> f_nlmixr_dfop_focei$nm     9 495.1072
+#> f_nlmixr_hs_saem$nm        9 531.0689
+#> f_nlmixr_hs_focei$nm       9 545.6728
+#> f_nlmixr_fomc_saem_tc$nm   8 462.1411
+#> f_nlmixr_fomc_focei_tc$nm  8 470.0745
+
+AIC(nlme(f_mmkin_parent["FOMC", ]))
+#> [1] 468.0781
+AIC(nlme(f_mmkin_parent["HS", ]))
+#> [1] 535.609
+
+# The FOCEI fit of FOMC with constant variance or the tc error model is best
+plot(f_nlmixr_fomc_saem_tc)
+
+
+sfo_sfo <- mkinmod(parent = mkinsub("SFO", "A1"),
+  A1 = mkinsub("SFO"), quiet = TRUE)
+fomc_sfo <- mkinmod(parent = mkinsub("FOMC", "A1"),
+  A1 = mkinsub("SFO"), quiet = TRUE)
+dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
+  A1 = mkinsub("SFO"), quiet = TRUE)
+
+f_mmkin_const <- mmkin(list(
+    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
+  ds, quiet = TRUE, error_model = "const")
+f_mmkin_obs <- mmkin(list(
+    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
+  ds, quiet = TRUE, error_model = "obs")
+f_mmkin_tc <- mmkin(list(
+    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
+  ds, quiet = TRUE, error_model = "tc")
+
+nlmixr_model(f_mmkin_const["SFO-SFO", ])
+#> Constant variance for more than one variable is not supported for est = 'saem'
+#> Changing the error model to 'obs' (variance by observed variable)
+#> function () 
+#> {
+#>     ini({
+#>         parent_0 = 87
+#>         eta.parent_0 ~ 4.2
+#>         log_k_parent = -3.2
+#>         eta.log_k_parent ~ 1.5
+#>         log_k_A1 = -4.6
+#>         eta.log_k_A1 ~ 0.56
+#>         f_parent_qlogis = -0.33
+#>         eta.f_parent_qlogis ~ 1.1
+#>         sigma_parent = 4.3
+#>         sigma_A1 = 4.3
+#>     })
+#>     model({
+#>         parent_0_model = parent_0 + eta.parent_0
+#>         parent(0) = parent_0_model
+#>         k_parent = exp(log_k_parent + eta.log_k_parent)
+#>         k_A1 = exp(log_k_A1 + eta.log_k_A1)
+#>         f_parent_to_A1 = expit(f_parent_qlogis + eta.f_parent_qlogis)
+#>         d/dt(parent) = -k_parent * parent
+#>         d/dt(A1) = +f_parent_to_A1 * k_parent * parent - k_A1 * 
+#>             A1
+#>         parent ~ add(sigma_parent)
+#>         A1 ~ add(sigma_A1)
+#>     })
+#> }
+#> <environment: 0x55556c775068>
+
+# A single constant variance is currently only possible with est = 'focei' in nlmixr
+f_nlmixr_sfo_sfo_focei_const <- nlmixr(f_mmkin_const["SFO-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |log_k_parent |  log_k_A1 |f_parent_qlogis |
+#> |.....................|     sigma |        o1 |        o2 |        o3 |
+#> |.....................|        o4 |...........|...........|...........|
+#> |    1|     756.61847 |     1.000 |   -0.9694 |    -1.000 |   -0.9068 |
+#> |.....................|   -0.8057 |   -0.8843 |   -0.8798 |   -0.8743 |
+#> |.....................|   -0.8782 |...........|...........|...........|
+#> |    U|     756.61847 |     87.00 |    -3.200 |    -4.600 |   -0.3300 |
+#> |.....................|     4.300 |    0.6985 |    0.9036 |     1.156 |
+#> |.....................|    0.9765 |...........|...........|...........|
+#> |    X|     756.61847 |     87.00 |   0.04076 |   0.01005 |    0.4182 |
+#> |.....................|     4.300 |    0.6985 |    0.9036 |     1.156 |
+#> |.....................|    0.9765 |...........|...........|...........|
+#> |    G|    Gill Diff. |     104.1 |   0.02915 |    0.3320 |    0.4427 |
+#> |.....................|    -29.46 |     6.499 |     3.260 |    -8.158 |
+#> |.....................|    -5.501 |...........|...........|...........|
+#> |    2|     4014.8405 |   0.04387 |   -0.9697 |    -1.003 |   -0.9108 |
+#> |.....................|   -0.5352 |   -0.9440 |   -0.9098 |   -0.7994 |
+#> |.....................|   -0.8277 |...........|...........|...........|
+#> |    U|     4014.8405 |     3.817 |    -3.200 |    -4.603 |   -0.3313 |
+#> |.....................|     4.882 |    0.6569 |    0.8766 |     1.243 |
+#> |.....................|     1.026 |...........|...........|...........|
+#> |    X|     4014.8405 |     3.817 |   0.04075 |   0.01002 |    0.4179 |
+#> |.....................|     4.882 |    0.6569 |    0.8766 |     1.243 |
+#> |.....................|     1.026 |...........|...........|...........|
+#> |    3|     784.09766 |    0.9044 |   -0.9695 |    -1.000 |   -0.9072 |
+#> |.....................|   -0.7786 |   -0.8903 |   -0.8828 |   -0.8668 |
+#> |.....................|   -0.8732 |...........|...........|...........|
+#> |    U|     784.09766 |     78.68 |    -3.200 |    -4.600 |   -0.3301 |
+#> |.....................|     4.358 |    0.6944 |    0.9009 |     1.165 |
+#> |.....................|    0.9814 |...........|...........|...........|
+#> |    X|     784.09766 |     78.68 |   0.04076 |   0.01005 |    0.4182 |
+#> |.....................|     4.358 |    0.6944 |    0.9009 |     1.165 |
+#> |.....................|    0.9814 |...........|...........|...........|
+#> |    4|     755.85897 |    0.9864 |   -0.9694 |    -1.000 |   -0.9068 |
+#> |.....................|   -0.8018 |   -0.8852 |   -0.8803 |   -0.8733 |
+#> |.....................|   -0.8775 |...........|...........|...........|
+#> |    U|     755.85897 |     85.82 |    -3.200 |    -4.600 |   -0.3300 |
+#> |.....................|     4.308 |    0.6979 |    0.9032 |     1.157 |
+#> |.....................|    0.9772 |...........|...........|...........|
+#> |    X|     755.85897 |     85.82 |   0.04076 |   0.01005 |    0.4182 |
+#> |.....................|     4.308 |    0.6979 |    0.9032 |     1.157 |
+#> |.....................|    0.9772 |...........|...........|...........|
+#> |    F| Forward Diff. |    -10.67 |    0.1182 |    0.2197 |    0.3686 |
+#> |.....................|    -28.82 |     3.860 |     3.200 |    -8.294 |
+#> |.....................|    -5.254 |...........|...........|...........|
+#> |    5|     755.50135 |    0.9911 |   -0.9695 |    -1.000 |   -0.9070 |
+#> |.....................|   -0.7893 |   -0.8868 |   -0.8816 |   -0.8697 |
+#> |.....................|   -0.8752 |...........|...........|...........|
+#> |    U|     755.50135 |     86.22 |    -3.200 |    -4.600 |   -0.3301 |
+#> |.....................|     4.335 |    0.6968 |    0.9020 |     1.161 |
+#> |.....................|    0.9794 |...........|...........|...........|
+#> |    X|     755.50135 |     86.22 |   0.04076 |   0.01005 |    0.4182 |
+#> |.....................|     4.335 |    0.6968 |    0.9020 |     1.161 |
+#> |.....................|    0.9794 |...........|...........|...........|
+#> |    6|     755.34910 |    0.9966 |   -0.9695 |    -1.000 |   -0.9072 |
+#> |.....................|   -0.7744 |   -0.8888 |   -0.8833 |   -0.8654 |
+#> |.....................|   -0.8725 |...........|...........|...........|
+#> |    U|      755.3491 |     86.70 |    -3.200 |    -4.600 |   -0.3301 |
+#> |.....................|     4.367 |    0.6954 |    0.9005 |     1.166 |
+#> |.....................|    0.9820 |...........|...........|...........|
+#> |    X|      755.3491 |     86.70 |   0.04076 |   0.01005 |    0.4182 |
+#> |.....................|     4.367 |    0.6954 |    0.9005 |     1.166 |
+#> |.....................|    0.9820 |...........|...........|...........|
+#> |    F| Forward Diff. |     73.92 |   0.04965 |    0.3063 |    0.4373 |
+#> |.....................|    -23.46 |     5.143 |     2.934 |    -7.746 |
+#> |.....................|    -5.165 |...........|...........|...........|
+#> |    7|     754.44379 |    0.9831 |   -0.9697 |    -1.001 |   -0.9076 |
+#> |.....................|   -0.7489 |   -0.8930 |   -0.8865 |   -0.8566 |
+#> |.....................|   -0.8669 |...........|...........|...........|
+#> |    U|     754.44379 |     85.53 |    -3.200 |    -4.601 |   -0.3303 |
+#> |.....................|     4.422 |    0.6925 |    0.8975 |     1.176 |
+#> |.....................|    0.9875 |...........|...........|...........|
+#> |    X|     754.44379 |     85.53 |   0.04075 |   0.01005 |    0.4182 |
+#> |.....................|     4.422 |    0.6925 |    0.8975 |     1.176 |
+#> |.....................|    0.9875 |...........|...........|...........|
+#> |    F| Forward Diff. |    -36.39 |    0.1354 |    0.1953 |    0.3724 |
+#> |.....................|    -19.20 |     3.020 |     2.621 |    -7.506 |
+#> |.....................|    -4.671 |...........|...........|...........|
+#> |    8|     753.82350 |    0.9908 |   -0.9699 |    -1.001 |   -0.9085 |
+#> |.....................|   -0.7249 |   -0.8992 |   -0.8910 |   -0.8427 |
+#> |.....................|   -0.8580 |...........|...........|...........|
+#> |    U|      753.8235 |     86.20 |    -3.200 |    -4.601 |   -0.3306 |
+#> |.....................|     4.474 |    0.6881 |    0.8935 |     1.193 |
+#> |.....................|    0.9962 |...........|...........|...........|
+#> |    X|      753.8235 |     86.20 |   0.04074 |   0.01004 |    0.4181 |
+#> |.....................|     4.474 |    0.6881 |    0.8935 |     1.193 |
+#> |.....................|    0.9962 |...........|...........|...........|
+#> |    F| Forward Diff. |     25.33 |   0.08213 |    0.2542 |    0.4339 |
+#> |.....................|    -14.89 |     3.322 |     2.230 |    -6.934 |
+#> |.....................|    -4.324 |...........|...........|...........|
+#> |    9|     753.42397 |    0.9836 |   -0.9702 |    -1.002 |   -0.9101 |
+#> |.....................|   -0.7094 |   -0.9058 |   -0.8962 |   -0.8215 |
+#> |.....................|   -0.8457 |...........|...........|...........|
+#> |    U|     753.42397 |     85.57 |    -3.201 |    -4.602 |   -0.3311 |
+#> |.....................|     4.507 |    0.6835 |    0.8888 |     1.217 |
+#> |.....................|     1.008 |...........|...........|...........|
+#> |    X|     753.42397 |     85.57 |   0.04073 |   0.01003 |    0.4180 |
+#> |.....................|     4.507 |    0.6835 |    0.8888 |     1.217 |
+#> |.....................|     1.008 |...........|...........|...........|
+#> |    F| Forward Diff. |    -31.38 |    0.1220 |    0.1752 |    0.4111 |
+#> |.....................|    -12.58 |     2.402 |     1.769 |    -6.044 |
+#> |.....................|    -3.541 |...........|...........|...........|
+#> |   10|     753.10125 |    0.9902 |   -0.9707 |    -1.003 |   -0.9128 |
+#> |.....................|   -0.7033 |   -0.9147 |   -0.8999 |   -0.7966 |
+#> |.....................|   -0.8328 |...........|...........|...........|
+#> |    U|     753.10125 |     86.15 |    -3.201 |    -4.603 |   -0.3320 |
+#> |.....................|     4.520 |    0.6773 |    0.8855 |     1.246 |
+#> |.....................|     1.021 |...........|...........|...........|
+#> |    X|     753.10125 |     86.15 |   0.04071 |   0.01002 |    0.4178 |
+#> |.....................|     4.520 |    0.6773 |    0.8855 |     1.246 |
+#> |.....................|     1.021 |...........|...........|...........|
+#> |    F| Forward Diff. |     18.19 |   0.07644 |    0.2005 |    0.4693 |
+#> |.....................|    -11.34 |     2.660 |     1.470 |    -4.866 |
+#> |.....................|    -2.908 |...........|...........|...........|
+#> |   11|     752.83558 |    0.9856 |   -0.9716 |    -1.004 |   -0.9194 |
+#> |.....................|   -0.6931 |   -0.9294 |   -0.8999 |   -0.7740 |
+#> |.....................|   -0.8246 |...........|...........|...........|
+#> |    U|     752.83558 |     85.75 |    -3.202 |    -4.604 |   -0.3342 |
+#> |.....................|     4.542 |    0.6671 |    0.8855 |     1.272 |
+#> |.....................|     1.029 |...........|...........|...........|
+#> |    X|     752.83558 |     85.75 |   0.04067 |   0.01001 |    0.4172 |
+#> |.....................|     4.542 |    0.6671 |    0.8855 |     1.272 |
+#> |.....................|     1.029 |...........|...........|...........|
+#> |    F| Forward Diff. |    -17.42 |   0.09700 |    0.1175 |    0.4453 |
+#> |.....................|    -9.793 |     1.829 |     1.489 |    -3.997 |
+#> |.....................|    -2.337 |...........|...........|...........|
+#> |   12|     752.64046 |    0.9898 |   -0.9731 |    -1.005 |   -0.9331 |
+#> |.....................|   -0.6718 |   -0.9413 |   -0.9101 |   -0.7759 |
+#> |.....................|   -0.8318 |...........|...........|...........|
+#> |    U|     752.64046 |     86.12 |    -3.204 |    -4.605 |   -0.3387 |
+#> |.....................|     4.588 |    0.6587 |    0.8763 |     1.270 |
+#> |.....................|     1.022 |...........|...........|...........|
+#> |    X|     752.64046 |     86.12 |   0.04061 |   0.01000 |    0.4161 |
+#> |.....................|     4.588 |    0.6587 |    0.8763 |     1.270 |
+#> |.....................|     1.022 |...........|...........|...........|
+#> |    F| Forward Diff. |     12.96 |   0.06018 |    0.1556 |    0.4415 |
+#> |.....................|    -6.445 |     1.822 |    0.6282 |    -4.092 |
+#> |.....................|    -2.761 |...........|...........|...........|
+#> |   13|     752.52461 |    0.9874 |   -0.9741 |    -1.006 |   -0.9430 |
+#> |.....................|   -0.6755 |   -0.9483 |   -0.9069 |   -0.7553 |
+#> |.....................|   -0.8127 |...........|...........|...........|
+#> |    U|     752.52461 |     85.90 |    -3.205 |    -4.606 |   -0.3420 |
+#> |.....................|     4.580 |    0.6538 |    0.8792 |     1.294 |
+#> |.....................|     1.040 |...........|...........|...........|
+#> |    X|     752.52461 |     85.90 |   0.04057 |  0.009996 |    0.4153 |
+#> |.....................|     4.580 |    0.6538 |    0.8792 |     1.294 |
+#> |.....................|     1.040 |...........|...........|...........|
+#> |    F| Forward Diff. |    -5.319 |   0.06758 |    0.1323 |    0.4528 |
+#> |.....................|    -7.018 |     1.348 |    0.9128 |    -3.312 |
+#> |.....................|    -1.706 |...........|...........|...........|
+#> |   14|     752.47650 |    0.9920 |   -0.9750 |    -1.008 |   -0.9578 |
+#> |.....................|   -0.6735 |   -0.9481 |   -0.9014 |   -0.7293 |
+#> |.....................|   -0.8100 |...........|...........|...........|
+#> |    U|      752.4765 |     86.30 |    -3.206 |    -4.608 |   -0.3468 |
+#> |.....................|     4.584 |    0.6539 |    0.8841 |     1.324 |
+#> |.....................|     1.043 |...........|...........|...........|
+#> |    X|      752.4765 |     86.30 |   0.04054 |  0.009974 |    0.4142 |
+#> |.....................|     4.584 |    0.6539 |    0.8841 |     1.324 |
+#> |.....................|     1.043 |...........|...........|...........|
+#> |    F| Forward Diff. |     26.38 |   0.03719 |   0.08701 |    0.4621 |
+#> |.....................|    -6.642 |     1.808 |     1.401 |    -2.463 |
+#> |.....................|    -1.595 |...........|...........|...........|
+#> |   15|     752.37074 |    0.9880 |   -0.9759 |    -1.009 |   -0.9778 |
+#> |.....................|   -0.6665 |   -0.9465 |   -0.9156 |   -0.7192 |
+#> |.....................|   -0.8239 |...........|...........|...........|
+#> |    U|     752.37074 |     85.96 |    -3.206 |    -4.609 |   -0.3534 |
+#> |.....................|     4.599 |    0.6551 |    0.8713 |     1.335 |
+#> |.....................|     1.030 |...........|...........|...........|
+#> |    X|     752.37074 |     85.96 |   0.04050 |  0.009963 |    0.4125 |
+#> |.....................|     4.599 |    0.6551 |    0.8713 |     1.335 |
+#> |.....................|     1.030 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.8866 |   0.05090 |  -0.01541 |    0.3812 |
+#> |.....................|    -5.712 |     1.436 |    0.1646 |    -2.191 |
+#> |.....................|    -2.247 |...........|...........|...........|
+#> |   16|     752.26949 |    0.9921 |   -0.9761 |    -1.009 |   -0.9796 |
+#> |.....................|   -0.6402 |   -0.9531 |   -0.9164 |   -0.7091 |
+#> |.....................|   -0.8135 |...........|...........|...........|
+#> |    U|     752.26949 |     86.31 |    -3.207 |    -4.609 |   -0.3540 |
+#> |.....................|     4.656 |    0.6505 |    0.8706 |     1.347 |
+#> |.....................|     1.040 |...........|...........|...........|
+#> |    X|     752.26949 |     86.31 |   0.04049 |  0.009963 |    0.4124 |
+#> |.....................|     4.656 |    0.6505 |    0.8706 |     1.347 |
+#> |.....................|     1.040 |...........|...........|...........|
+#> |    F| Forward Diff. |     26.82 |   0.02710 |   0.03892 |    0.4267 |
+#> |.....................|    -2.005 |     1.500 |    0.1022 |    -1.862 |
+#> |.....................|    -1.773 |...........|...........|...........|
+#> |   17|     752.20271 |    0.9873 |   -0.9768 |    -1.006 |   -0.9927 |
+#> |.....................|   -0.6361 |   -0.9677 |   -0.9007 |   -0.7162 |
+#> |.....................|   -0.7982 |...........|...........|...........|
+#> |    U|     752.20271 |     85.89 |    -3.207 |    -4.606 |   -0.3584 |
+#> |.....................|     4.664 |    0.6403 |    0.8848 |     1.339 |
+#> |.....................|     1.055 |...........|...........|...........|
+#> |    X|     752.20271 |     85.89 |   0.04046 |  0.009992 |    0.4114 |
+#> |.....................|     4.664 |    0.6403 |    0.8848 |     1.339 |
+#> |.....................|     1.055 |...........|...........|...........|
+#> |    F| Forward Diff. |    -7.259 |   0.05081 |    0.1320 |    0.4166 |
+#> |.....................|    -1.497 |    0.4663 |     1.471 |    -1.984 |
+#> |.....................|   -0.9590 |...........|...........|...........|
+#> |   18|     752.16826 |    0.9883 |   -0.9778 |    -1.006 |    -1.005 |
+#> |.....................|   -0.6437 |   -0.9795 |   -0.9210 |   -0.7076 |
+#> |.....................|   -0.7873 |...........|...........|...........|
+#> |    U|     752.16826 |     85.98 |    -3.208 |    -4.606 |   -0.3626 |
+#> |.....................|     4.648 |    0.6320 |    0.8664 |     1.349 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.16826 |     85.98 |   0.04042 |  0.009989 |    0.4103 |
+#> |.....................|     4.648 |    0.6320 |    0.8664 |     1.349 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |    -1.732 |   0.03428 |    0.1666 |    0.4265 |
+#> |.....................|    -2.413 |    0.2526 |   -0.2557 |    -1.689 |
+#> |.....................|   -0.3553 |...........|...........|...........|
+#> |   19|     752.25223 |    0.9952 |   -0.9788 |    -1.010 |    -1.023 |
+#> |.....................|   -0.6370 |   -0.9826 |   -0.9156 |   -0.6853 |
+#> |.....................|   -0.7912 |...........|...........|...........|
+#> |    U|     752.25223 |     86.58 |    -3.209 |    -4.610 |   -0.3684 |
+#> |.....................|     4.663 |    0.6299 |    0.8713 |     1.374 |
+#> |.....................|     1.061 |...........|...........|...........|
+#> |    X|     752.25223 |     86.58 |   0.04038 |  0.009949 |    0.4089 |
+#> |.....................|     4.663 |    0.6299 |    0.8713 |     1.374 |
+#> |.....................|     1.061 |...........|...........|...........|
+#> |   20|     752.18605 |    0.9920 |   -0.9778 |    -1.007 |    -1.006 |
+#> |.....................|   -0.6387 |   -0.9801 |   -0.9204 |   -0.7040 |
+#> |.....................|   -0.7866 |...........|...........|...........|
+#> |    U|     752.18605 |     86.30 |    -3.208 |    -4.607 |   -0.3629 |
+#> |.....................|     4.659 |    0.6316 |    0.8669 |     1.353 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.18605 |     86.30 |   0.04042 |  0.009985 |    0.4103 |
+#> |.....................|     4.659 |    0.6316 |    0.8669 |     1.353 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |   21|     752.16428 |    0.9894 |   -0.9778 |    -1.006 |    -1.006 |
+#> |.....................|   -0.6422 |   -0.9797 |   -0.9208 |   -0.7065 |
+#> |.....................|   -0.7871 |...........|...........|...........|
+#> |    U|     752.16428 |     86.08 |    -3.208 |    -4.606 |   -0.3627 |
+#> |.....................|     4.651 |    0.6319 |    0.8666 |     1.350 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.16428 |     86.08 |   0.04042 |  0.009988 |    0.4103 |
+#> |.....................|     4.651 |    0.6319 |    0.8666 |     1.350 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     5.144 |   0.02886 |    0.1726 |    0.4333 |
+#> |.....................|    -2.192 |    0.3285 |   -0.2407 |    -1.661 |
+#> |.....................|   -0.3568 |...........|...........|...........|
+#> |   22|     752.15919 |    0.9884 |   -0.9779 |    -1.007 |    -1.007 |
+#> |.....................|   -0.6420 |   -0.9798 |   -0.9206 |   -0.7051 |
+#> |.....................|   -0.7874 |...........|...........|...........|
+#> |    U|     752.15919 |     85.99 |    -3.208 |    -4.607 |   -0.3630 |
+#> |.....................|     4.652 |    0.6319 |    0.8668 |     1.352 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.15919 |     85.99 |   0.04042 |  0.009985 |    0.4102 |
+#> |.....................|     4.652 |    0.6319 |    0.8668 |     1.352 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |    -1.486 |   0.03361 |    0.1549 |    0.4244 |
+#> |.....................|    -2.177 |    0.2364 |   -0.2213 |    -1.616 |
+#> |.....................|   -0.3570 |...........|...........|...........|
+#> |   23|     752.15545 |    0.9894 |   -0.9779 |    -1.007 |    -1.007 |
+#> |.....................|   -0.6405 |   -0.9799 |   -0.9204 |   -0.7040 |
+#> |.....................|   -0.7872 |...........|...........|...........|
+#> |    U|     752.15545 |     86.07 |    -3.208 |    -4.607 |   -0.3631 |
+#> |.....................|     4.655 |    0.6318 |    0.8669 |     1.353 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.15545 |     86.07 |   0.04042 |  0.009984 |    0.4102 |
+#> |.....................|     4.655 |    0.6318 |    0.8669 |     1.353 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     4.936 |   0.02854 |    0.1600 |    0.4306 |
+#> |.....................|    -1.962 |    0.3065 |   -0.2063 |    -1.586 |
+#> |.....................|   -0.3570 |...........|...........|...........|
+#> |   24|     752.15077 |    0.9884 |   -0.9779 |    -1.007 |    -1.008 |
+#> |.....................|   -0.6403 |   -0.9800 |   -0.9202 |   -0.7026 |
+#> |.....................|   -0.7875 |...........|...........|...........|
+#> |    U|     752.15077 |     85.99 |    -3.209 |    -4.607 |   -0.3635 |
+#> |.....................|     4.656 |    0.6317 |    0.8672 |     1.355 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.15077 |     85.99 |   0.04042 |  0.009981 |    0.4101 |
+#> |.....................|     4.656 |    0.6317 |    0.8672 |     1.355 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |    -1.303 |   0.03292 |    0.1430 |    0.4220 |
+#> |.....................|    -1.955 |    0.2207 |   -0.1874 |    -1.542 |
+#> |.....................|   -0.3581 |...........|...........|...........|
+#> |   25|     752.14731 |    0.9893 |   -0.9780 |    -1.007 |    -1.009 |
+#> |.....................|   -0.6389 |   -0.9801 |   -0.9200 |   -0.7014 |
+#> |.....................|   -0.7873 |...........|...........|...........|
+#> |    U|     752.14731 |     86.07 |    -3.209 |    -4.607 |   -0.3637 |
+#> |.....................|     4.659 |    0.6316 |    0.8673 |     1.356 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.14731 |     86.07 |   0.04042 |  0.009980 |    0.4101 |
+#> |.....................|     4.659 |    0.6316 |    0.8673 |     1.356 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     4.764 |   0.02806 |    0.1473 |    0.4277 |
+#> |.....................|    -1.749 |    0.2865 |   -0.1727 |    -1.510 |
+#> |.....................|   -0.3572 |...........|...........|...........|
+#> |   26|     752.14299 |    0.9884 |   -0.9780 |    -1.007 |    -1.010 |
+#> |.....................|   -0.6388 |   -0.9801 |   -0.9198 |   -0.7000 |
+#> |.....................|   -0.7876 |...........|...........|...........|
+#> |    U|     752.14299 |     85.99 |    -3.209 |    -4.607 |   -0.3641 |
+#> |.....................|     4.659 |    0.6316 |    0.8675 |     1.358 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.14299 |     85.99 |   0.04041 |  0.009978 |    0.4100 |
+#> |.....................|     4.659 |    0.6316 |    0.8675 |     1.358 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |    -1.130 |   0.03192 |    0.1311 |    0.4194 |
+#> |.....................|    -1.750 |    0.2064 |   -0.1542 |    -1.466 |
+#> |.....................|   -0.3587 |...........|...........|...........|
+#> |   27|     752.13982 |    0.9893 |   -0.9781 |    -1.008 |    -1.010 |
+#> |.....................|   -0.6374 |   -0.9803 |   -0.9196 |   -0.6987 |
+#> |.....................|   -0.7873 |...........|...........|...........|
+#> |    U|     752.13982 |     86.07 |    -3.209 |    -4.608 |   -0.3642 |
+#> |.....................|     4.662 |    0.6315 |    0.8676 |     1.359 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.13982 |     86.07 |   0.04041 |  0.009977 |    0.4099 |
+#> |.....................|     4.662 |    0.6315 |    0.8676 |     1.359 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     4.635 |   0.02760 |    0.1350 |    0.4248 |
+#> |.....................|    -1.550 |    0.2683 |   -0.1407 |    -1.433 |
+#> |.....................|   -0.3557 |...........|...........|...........|
+#> |   28|     752.13580 |    0.9884 |   -0.9782 |    -1.008 |    -1.012 |
+#> |.....................|   -0.6373 |   -0.9803 |   -0.9194 |   -0.6973 |
+#> |.....................|   -0.7876 |...........|...........|...........|
+#> |    U|      752.1358 |     85.99 |    -3.209 |    -4.608 |   -0.3647 |
+#> |.....................|     4.662 |    0.6315 |    0.8678 |     1.361 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|      752.1358 |     85.99 |   0.04041 |  0.009975 |    0.4098 |
+#> |.....................|     4.662 |    0.6315 |    0.8678 |     1.361 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.9657 |   0.03147 |    0.1207 |    0.4166 |
+#> |.....................|    -1.557 |    0.1931 |   -0.1227 |    -1.391 |
+#> |.....................|   -0.3574 |...........|...........|...........|
+#> |   29|     752.13295 |    0.9893 |   -0.9782 |    -1.008 |    -1.012 |
+#> |.....................|   -0.6359 |   -0.9805 |   -0.9193 |   -0.6961 |
+#> |.....................|   -0.7873 |...........|...........|...........|
+#> |    U|     752.13295 |     86.07 |    -3.209 |    -4.608 |   -0.3648 |
+#> |.....................|     4.665 |    0.6314 |    0.8679 |     1.362 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.13295 |     86.07 |   0.04041 |  0.009973 |    0.4098 |
+#> |.....................|     4.665 |    0.6314 |    0.8679 |     1.362 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     4.554 |   0.02702 |    0.1245 |    0.4220 |
+#> |.....................|    -1.357 |    0.2511 |   -0.1114 |    -1.356 |
+#> |.....................|   -0.3512 |...........|...........|...........|
+#> |   30|     752.12919 |    0.9885 |   -0.9783 |    -1.008 |    -1.014 |
+#> |.....................|   -0.6359 |   -0.9804 |   -0.9191 |   -0.6947 |
+#> |.....................|   -0.7876 |...........|...........|...........|
+#> |    U|     752.12919 |     86.00 |    -3.209 |    -4.608 |   -0.3653 |
+#> |.....................|     4.665 |    0.6314 |    0.8681 |     1.364 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.12919 |     86.00 |   0.04040 |  0.009972 |    0.4097 |
+#> |.....................|     4.665 |    0.6314 |    0.8681 |     1.364 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.8077 |   0.03076 |    0.1104 |    0.4140 |
+#> |.....................|    -1.370 |    0.1799 |  -0.09417 |    -1.307 |
+#> |.....................|   -0.3529 |...........|...........|...........|
+#> |   31|     752.12656 |    0.9893 |   -0.9783 |    -1.008 |    -1.014 |
+#> |.....................|   -0.6345 |   -0.9806 |   -0.9190 |   -0.6934 |
+#> |.....................|   -0.7872 |...........|...........|...........|
+#> |    U|     752.12656 |     86.07 |    -3.209 |    -4.608 |   -0.3654 |
+#> |.....................|     4.668 |    0.6313 |    0.8682 |     1.365 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.12656 |     86.07 |   0.04040 |  0.009970 |    0.4096 |
+#> |.....................|     4.668 |    0.6313 |    0.8682 |     1.365 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     4.375 |   0.02651 |    0.1140 |    0.4191 |
+#> |.....................|    -1.173 |    0.2330 |  -0.08481 |    -1.281 |
+#> |.....................|   -0.3435 |...........|...........|...........|
+#> |   32|     752.12310 |    0.9885 |   -0.9784 |    -1.008 |    -1.016 |
+#> |.....................|   -0.6345 |   -0.9806 |   -0.9188 |   -0.6922 |
+#> |.....................|   -0.7875 |...........|...........|...........|
+#> |    U|      752.1231 |     86.00 |    -3.209 |    -4.608 |   -0.3659 |
+#> |.....................|     4.668 |    0.6313 |    0.8684 |     1.367 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|      752.1231 |     86.00 |   0.04040 |  0.009969 |    0.4095 |
+#> |.....................|     4.668 |    0.6313 |    0.8684 |     1.367 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.6515 |   0.02994 |    0.1012 |    0.4113 |
+#> |.....................|    -1.192 |    0.1669 |  -0.06829 |    -1.233 |
+#> |.....................|   -0.3455 |...........|...........|...........|
+#> |   33|     752.12055 |    0.9892 |   -0.9784 |    -1.008 |    -1.016 |
+#> |.....................|   -0.6332 |   -0.9808 |   -0.9187 |   -0.6908 |
+#> |.....................|   -0.7871 |...........|...........|...........|
+#> |    U|     752.12055 |     86.06 |    -3.209 |    -4.608 |   -0.3661 |
+#> |.....................|     4.671 |    0.6312 |    0.8685 |     1.368 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.12055 |     86.06 |   0.04040 |  0.009968 |    0.4095 |
+#> |.....................|     4.671 |    0.6312 |    0.8685 |     1.368 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.998 |   0.02610 |    0.1041 |    0.4159 |
+#> |.....................|    -1.002 |    0.2127 |  -0.06061 |    -1.206 |
+#> |.....................|   -0.3333 |...........|...........|...........|
+#> |   34|     752.11747 |    0.9885 |   -0.9785 |    -1.009 |    -1.018 |
+#> |.....................|   -0.6332 |   -0.9807 |   -0.9185 |   -0.6896 |
+#> |.....................|   -0.7874 |...........|...........|...........|
+#> |    U|     752.11747 |     86.00 |    -3.209 |    -4.609 |   -0.3666 |
+#> |.....................|     4.671 |    0.6312 |    0.8687 |     1.370 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.11747 |     86.00 |   0.04039 |  0.009966 |    0.4094 |
+#> |.....................|     4.671 |    0.6312 |    0.8687 |     1.370 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.5772 |   0.02918 |   0.09258 |    0.4085 |
+#> |.....................|    -1.024 |    0.1535 |  -0.04467 |    -1.159 |
+#> |.....................|   -0.3360 |...........|...........|...........|
+#> |   35|     752.11522 |    0.9892 |   -0.9785 |    -1.009 |    -1.018 |
+#> |.....................|   -0.6319 |   -0.9809 |   -0.9185 |   -0.6881 |
+#> |.....................|   -0.7870 |...........|...........|...........|
+#> |    U|     752.11522 |     86.06 |    -3.209 |    -4.609 |   -0.3668 |
+#> |.....................|     4.674 |    0.6311 |    0.8687 |     1.371 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.11522 |     86.06 |   0.04039 |  0.009965 |    0.4093 |
+#> |.....................|     4.674 |    0.6311 |    0.8687 |     1.371 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.959 |   0.02535 |   0.09612 |    0.4130 |
+#> |.....................|   -0.8451 |    0.1980 |  -0.03883 |    -1.121 |
+#> |.....................|   -0.3219 |...........|...........|...........|
+#> |   36|     752.11234 |    0.9885 |   -0.9786 |    -1.009 |    -1.020 |
+#> |.....................|   -0.6320 |   -0.9808 |   -0.9183 |   -0.6870 |
+#> |.....................|   -0.7872 |...........|...........|...........|
+#> |    U|     752.11234 |     86.00 |    -3.209 |    -4.609 |   -0.3673 |
+#> |.....................|     4.673 |    0.6311 |    0.8689 |     1.373 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    X|     752.11234 |     86.00 |   0.04039 |  0.009964 |    0.4092 |
+#> |.....................|     4.673 |    0.6311 |    0.8689 |     1.373 |
+#> |.....................|     1.065 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.5042 |   0.02791 |   0.08363 |    0.4056 |
+#> |.....................|   -0.8741 |    0.1402 |  -0.02542 |    -1.088 |
+#> |.....................|   -0.3257 |...........|...........|...........|
+#> |   37|     752.11033 |    0.9892 |   -0.9787 |    -1.009 |    -1.020 |
+#> |.....................|   -0.6308 |   -0.9810 |   -0.9182 |   -0.6855 |
+#> |.....................|   -0.7868 |...........|...........|...........|
+#> |    U|     752.11033 |     86.06 |    -3.209 |    -4.609 |   -0.3675 |
+#> |.....................|     4.676 |    0.6310 |    0.8689 |     1.374 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.11033 |     86.06 |   0.04039 |  0.009963 |    0.4091 |
+#> |.....................|     4.676 |    0.6310 |    0.8689 |     1.374 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.874 |   0.02465 |   0.08719 |    0.4100 |
+#> |.....................|   -0.7032 |    0.1835 |  -0.01978 |    -1.047 |
+#> |.....................|   -0.3084 |...........|...........|...........|
+#> |   38|     752.10764 |    0.9885 |   -0.9787 |    -1.009 |    -1.022 |
+#> |.....................|   -0.6309 |   -0.9810 |   -0.9181 |   -0.6844 |
+#> |.....................|   -0.7870 |...........|...........|...........|
+#> |    U|     752.10764 |     86.00 |    -3.209 |    -4.609 |   -0.3681 |
+#> |.....................|     4.676 |    0.6310 |    0.8691 |     1.376 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.10764 |     86.00 |   0.04038 |  0.009962 |    0.4090 |
+#> |.....................|     4.676 |    0.6310 |    0.8691 |     1.376 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.4131 |   0.02699 |   0.07721 |    0.4026 |
+#> |.....................|   -0.7354 |    0.1282 | -0.007503 |    -1.011 |
+#> |.....................|   -0.3125 |...........|...........|...........|
+#> |   39|     752.10572 |    0.9892 |   -0.9788 |    -1.009 |    -1.023 |
+#> |.....................|   -0.6298 |   -0.9812 |   -0.9181 |   -0.6829 |
+#> |.....................|   -0.7865 |...........|...........|...........|
+#> |    U|     752.10572 |     86.06 |    -3.209 |    -4.609 |   -0.3683 |
+#> |.....................|     4.678 |    0.6309 |    0.8691 |     1.377 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.10572 |     86.06 |   0.04038 |  0.009960 |    0.4090 |
+#> |.....................|     4.678 |    0.6309 |    0.8691 |     1.377 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.580 |   0.02411 |   0.07834 |    0.4067 |
+#> |.....................|   -0.5755 |    0.1666 | -0.003596 |   -0.9604 |
+#> |.....................|   -0.2924 |...........|...........|...........|
+#> |   40|     752.10333 |    0.9885 |   -0.9789 |    -1.009 |    -1.024 |
+#> |.....................|   -0.6300 |   -0.9811 |   -0.9179 |   -0.6819 |
+#> |.....................|   -0.7867 |...........|...........|...........|
+#> |    U|     752.10333 |     86.00 |    -3.209 |    -4.609 |   -0.3688 |
+#> |.....................|     4.678 |    0.6309 |    0.8692 |     1.378 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.10333 |     86.00 |   0.04038 |  0.009959 |    0.4088 |
+#> |.....................|     4.678 |    0.6309 |    0.8692 |     1.378 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.3772 |   0.02648 |   0.06875 |    0.3997 |
+#> |.....................|   -0.6082 |    0.1162 |  0.008208 |   -0.9328 |
+#> |.....................|   -0.2962 |...........|...........|...........|
+#> |   41|     752.10169 |    0.9892 |   -0.9789 |    -1.009 |    -1.025 |
+#> |.....................|   -0.6289 |   -0.9813 |   -0.9179 |   -0.6803 |
+#> |.....................|   -0.7862 |...........|...........|...........|
+#> |    U|     752.10169 |     86.06 |    -3.209 |    -4.609 |   -0.3691 |
+#> |.....................|     4.680 |    0.6308 |    0.8692 |     1.380 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.10169 |     86.06 |   0.04038 |  0.009958 |    0.4088 |
+#> |.....................|     4.680 |    0.6308 |    0.8692 |     1.380 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.644 |   0.02338 |   0.07127 |    0.4037 |
+#> |.....................|   -0.4618 |    0.1554 |  0.009391 |   -0.8908 |
+#> |.....................|   -0.2755 |...........|...........|...........|
+#> |   42|     752.09938 |    0.9886 |   -0.9790 |    -1.009 |    -1.027 |
+#> |.....................|   -0.6291 |   -0.9812 |   -0.9178 |   -0.6794 |
+#> |.....................|   -0.7864 |...........|...........|...........|
+#> |    U|     752.09938 |     86.00 |    -3.210 |    -4.609 |   -0.3697 |
+#> |.....................|     4.680 |    0.6308 |    0.8693 |     1.381 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|     752.09938 |     86.00 |   0.04037 |  0.009958 |    0.4086 |
+#> |.....................|     4.680 |    0.6308 |    0.8693 |     1.381 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.2627 |   0.02548 |   0.06256 |    0.3967 |
+#> |.....................|   -0.4955 |    0.1055 |   0.02027 |   -0.8653 |
+#> |.....................|   -0.2789 |...........|...........|...........|
+#> |   43|     752.09757 |    0.9890 |   -0.9791 |    -1.010 |    -1.028 |
+#> |.....................|   -0.6281 |   -0.9814 |   -0.9178 |   -0.6778 |
+#> |.....................|   -0.7859 |...........|...........|...........|
+#> |    U|     752.09757 |     86.05 |    -3.210 |    -4.610 |   -0.3699 |
+#> |.....................|     4.682 |    0.6307 |    0.8693 |     1.383 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.09757 |     86.05 |   0.04037 |  0.009956 |    0.4086 |
+#> |.....................|     4.682 |    0.6307 |    0.8693 |     1.383 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    F| Forward Diff. |     2.867 |   0.02296 |   0.06369 |    0.3997 |
+#> |.....................|   -0.3645 |    0.1327 |   0.01894 |   -0.8216 |
+#> |.....................|   -0.2549 |...........|...........|...........|
+#> |   44|     752.09570 |    0.9886 |   -0.9791 |    -1.010 |    -1.030 |
+#> |.....................|   -0.6283 |   -0.9814 |   -0.9177 |   -0.6770 |
+#> |.....................|   -0.7861 |...........|...........|...........|
+#> |    U|      752.0957 |     86.00 |    -3.210 |    -4.610 |   -0.3705 |
+#> |.....................|     4.681 |    0.6307 |    0.8694 |     1.384 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    X|      752.0957 |     86.00 |   0.04037 |  0.009956 |    0.4084 |
+#> |.....................|     4.681 |    0.6307 |    0.8694 |     1.384 |
+#> |.....................|     1.066 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.2846 |   0.02474 |   0.05675 |    0.3935 |
+#> |.....................|   -0.3960 |   0.09353 |   0.02976 |   -0.7961 |
+#> |.....................|   -0.2595 |...........|...........|...........|
+#> |   45|     752.09434 |    0.9891 |   -0.9792 |    -1.010 |    -1.030 |
+#> |.....................|   -0.6275 |   -0.9816 |   -0.9177 |   -0.6754 |
+#> |.....................|   -0.7856 |...........|...........|...........|
+#> |    U|     752.09434 |     86.05 |    -3.210 |    -4.610 |   -0.3708 |
+#> |.....................|     4.683 |    0.6306 |    0.8694 |     1.386 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.09434 |     86.05 |   0.04037 |  0.009955 |    0.4083 |
+#> |.....................|     4.683 |    0.6306 |    0.8694 |     1.386 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.348 |   0.02147 |   0.05816 |    0.3967 |
+#> |.....................|   -0.2833 |    0.1286 |   0.02562 |   -0.7529 |
+#> |.....................|   -0.2380 |...........|...........|...........|
+#> |   46|     752.09236 |    0.9886 |   -0.9793 |    -1.010 |    -1.032 |
+#> |.....................|   -0.6277 |   -0.9815 |   -0.9176 |   -0.6746 |
+#> |.....................|   -0.7858 |...........|...........|...........|
+#> |    U|     752.09236 |     86.01 |    -3.210 |    -4.610 |   -0.3715 |
+#> |.....................|     4.683 |    0.6306 |    0.8695 |     1.387 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.09236 |     86.01 |   0.04036 |  0.009954 |    0.4082 |
+#> |.....................|     4.683 |    0.6306 |    0.8695 |     1.387 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    F| Forward Diff. |   -0.1856 |   0.02378 |   0.05144 |    0.3902 |
+#> |.....................|   -0.3147 |   0.08386 |   0.03545 |   -0.7433 |
+#> |.....................|   -0.2408 |...........|...........|...........|
+#> |   47|     752.09077 |    0.9890 |   -0.9793 |    -1.010 |    -1.033 |
+#> |.....................|   -0.6269 |   -0.9817 |   -0.9177 |   -0.6729 |
+#> |.....................|   -0.7852 |...........|...........|...........|
+#> |    U|     752.09077 |     86.04 |    -3.210 |    -4.610 |   -0.3717 |
+#> |.....................|     4.684 |    0.6305 |    0.8694 |     1.389 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.09077 |     86.04 |   0.04036 |  0.009953 |    0.4081 |
+#> |.....................|     4.684 |    0.6305 |    0.8694 |     1.389 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |   48|     752.08937 |    0.9892 |   -0.9795 |    -1.010 |    -1.036 |
+#> |.....................|   -0.6267 |   -0.9818 |   -0.9176 |   -0.6714 |
+#> |.....................|   -0.7852 |...........|...........|...........|
+#> |    U|     752.08937 |     86.06 |    -3.210 |    -4.610 |   -0.3725 |
+#> |.....................|     4.685 |    0.6304 |    0.8695 |     1.391 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.08937 |     86.06 |   0.04036 |  0.009952 |    0.4079 |
+#> |.....................|     4.685 |    0.6304 |    0.8695 |     1.391 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    F| Forward Diff. |     3.945 |   0.01952 |   0.05064 |    0.3906 |
+#> |.....................|   -0.1866 |    0.1233 |   0.03740 |   -0.6554 |
+#> |.....................|   -0.2138 |...........|...........|...........|
+#> |   49|     752.08593 |    0.9886 |   -0.9796 |    -1.010 |    -1.040 |
+#> |.....................|   -0.6271 |   -0.9817 |   -0.9174 |   -0.6701 |
+#> |.....................|   -0.7856 |...........|...........|...........|
+#> |    U|     752.08593 |     86.01 |    -3.210 |    -4.610 |   -0.3740 |
+#> |.....................|     4.684 |    0.6305 |    0.8697 |     1.392 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.08593 |     86.01 |   0.04035 |  0.009951 |    0.4076 |
+#> |.....................|     4.684 |    0.6305 |    0.8697 |     1.392 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    F| Forward Diff. |  -0.04707 |   0.02143 |   0.04311 |    0.3795 |
+#> |.....................|   -0.2514 |   0.07631 |   0.05739 |   -0.6184 |
+#> |.....................|   -0.2313 |...........|...........|...........|
+#> |   50|     752.08243 |    0.9889 |   -0.9798 |    -1.010 |    -1.042 |
+#> |.....................|   -0.6256 |   -0.9821 |   -0.9177 |   -0.6665 |
+#> |.....................|   -0.7842 |...........|...........|...........|
+#> |    U|     752.08243 |     86.03 |    -3.210 |    -4.610 |   -0.3748 |
+#> |.....................|     4.687 |    0.6302 |    0.8694 |     1.396 |
+#> |.....................|     1.068 |...........|...........|...........|
+#> |    X|     752.08243 |     86.03 |   0.04034 |  0.009949 |    0.4074 |
+#> |.....................|     4.687 |    0.6302 |    0.8694 |     1.396 |
+#> |.....................|     1.068 |...........|...........|...........|
+#> |   51|     752.07616 |    0.9895 |   -0.9803 |    -1.011 |    -1.054 |
+#> |.....................|   -0.6231 |   -0.9827 |   -0.9181 |   -0.6582 |
+#> |.....................|   -0.7817 |...........|...........|...........|
+#> |    U|     752.07616 |     86.08 |    -3.211 |    -4.611 |   -0.3786 |
+#> |.....................|     4.693 |    0.6298 |    0.8690 |     1.406 |
+#> |.....................|     1.071 |...........|...........|...........|
+#> |    X|     752.07616 |     86.08 |   0.04032 |  0.009942 |    0.4065 |
+#> |.....................|     4.693 |    0.6298 |    0.8690 |     1.406 |
+#> |.....................|     1.071 |...........|...........|...........|
+#> |    F| Forward Diff. |     5.128 |   0.01286 |   0.03023 |    0.3726 |
+#> |.....................|    0.2708 |   0.07184 |  -0.02487 |   -0.2959 |
+#> |.....................|  -0.03882 |...........|...........|...........|
+#> |   52|     752.06706 |    0.9888 |   -0.9810 |    -1.011 |    -1.073 |
+#> |.....................|   -0.6241 |   -0.9834 |   -0.9174 |   -0.6562 |
+#> |.....................|   -0.7830 |...........|...........|...........|
+#> |    U|     752.06706 |     86.03 |    -3.212 |    -4.611 |   -0.3848 |
+#> |.....................|     4.690 |    0.6293 |    0.8696 |     1.408 |
+#> |.....................|     1.069 |...........|...........|...........|
+#> |    X|     752.06706 |     86.03 |   0.04030 |  0.009938 |    0.4050 |
+#> |.....................|     4.690 |    0.6293 |    0.8696 |     1.408 |
+#> |.....................|     1.069 |...........|...........|...........|
+#> |   53|     752.05726 |    0.9892 |   -0.9821 |    -1.012 |    -1.106 |
+#> |.....................|   -0.6257 |   -0.9847 |   -0.9162 |   -0.6528 |
+#> |.....................|   -0.7853 |...........|...........|...........|
+#> |    U|     752.05726 |     86.06 |    -3.213 |    -4.612 |   -0.3958 |
+#> |.....................|     4.687 |    0.6284 |    0.8707 |     1.412 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |    X|     752.05726 |     86.06 |   0.04025 |  0.009929 |    0.4023 |
+#> |.....................|     4.687 |    0.6284 |    0.8707 |     1.412 |
+#> |.....................|     1.067 |...........|...........|...........|
+#> |   54|     752.04392 |    0.9898 |   -0.9854 |    -1.015 |    -1.200 |
+#> |.....................|   -0.6305 |   -0.9883 |   -0.9128 |   -0.6430 |
+#> |.....................|   -0.7918 |...........|...........|...........|
+#> |    U|     752.04392 |     86.11 |    -3.216 |    -4.615 |   -0.4269 |
+#> |.....................|     4.677 |    0.6259 |    0.8738 |     1.423 |
+#> |.....................|     1.061 |...........|...........|...........|
+#> |    X|     752.04392 |     86.11 |   0.04012 |  0.009906 |    0.3949 |
+#> |.....................|     4.677 |    0.6259 |    0.8738 |     1.423 |
+#> |.....................|     1.061 |...........|...........|...........|
+#> |    F| Forward Diff. |     5.566 |  -0.02004 |   0.02472 |    0.1678 |
+#> |.....................|   -0.6767 | -0.003606 |    0.4773 |   0.08205 |
+#> |.....................|   -0.6933 |...........|...........|...........|
+#> |   55|     752.05860 |    0.9880 |   -0.9900 |    -1.027 |    -1.486 |
+#> |.....................|   -0.6186 |   -0.9338 |   -0.9168 |   -0.6653 |
+#> |.....................|   -0.7443 |...........|...........|...........|
+#> |    U|      752.0586 |     85.96 |    -3.221 |    -4.627 |   -0.5212 |
+#> |.....................|     4.702 |    0.6640 |    0.8702 |     1.398 |
+#> |.....................|     1.107 |...........|...........|...........|
+#> |    X|      752.0586 |     85.96 |   0.03993 |  0.009780 |    0.3726 |
+#> |.....................|     4.702 |    0.6640 |    0.8702 |     1.398 |
+#> |.....................|     1.107 |...........|...........|...........|
+#> |   56|     752.02137 |    0.9885 |   -0.9874 |    -1.020 |    -1.325 |
+#> |.....................|   -0.6252 |   -0.9645 |   -0.9146 |   -0.6528 |
+#> |.....................|   -0.7710 |...........|...........|...........|
+#> |    U|     752.02137 |     86.00 |    -3.218 |    -4.620 |   -0.4681 |
+#> |.....................|     4.688 |    0.6425 |    0.8722 |     1.412 |
+#> |.....................|     1.081 |...........|...........|...........|
+#> |    X|     752.02137 |     86.00 |   0.04004 |  0.009850 |    0.3851 |
+#> |.....................|     4.688 |    0.6425 |    0.8722 |     1.412 |
+#> |.....................|     1.081 |...........|...........|...........|
+#> |    F| Forward Diff. |    -1.728 |  -0.02729 |   0.08518 |   0.04185 |
+#> |.....................|   -0.2367 |    0.4063 |    0.2432 |   0.01436 |
+#> |.....................|  -0.07563 |...........|...........|...........|
+#> |   57|     752.06656 |    0.9886 |   -0.9792 |    -1.053 |    -1.433 |
+#> |.....................|   -0.6165 |    -1.020 |   -0.9133 |   -0.6801 |
+#> |.....................|   -0.7607 |...........|...........|...........|
+#> |    U|     752.06656 |     86.01 |    -3.210 |    -4.653 |   -0.5037 |
+#> |.....................|     4.707 |    0.6037 |    0.8734 |     1.380 |
+#> |.....................|     1.091 |...........|...........|...........|
+#> |    X|     752.06656 |     86.01 |   0.04036 |  0.009533 |    0.3767 |
+#> |.....................|     4.707 |    0.6037 |    0.8734 |     1.380 |
+#> |.....................|     1.091 |...........|...........|...........|
+#> |   58|     752.02137 |    0.9885 |   -0.9874 |    -1.020 |    -1.325 |
+#> |.....................|   -0.6252 |   -0.9645 |   -0.9146 |   -0.6528 |
+#> |.....................|   -0.7710 |...........|...........|...........|
+#> |    U|     752.02137 |     86.00 |    -3.218 |    -4.620 |   -0.4681 |
+#> |.....................|     4.688 |    0.6425 |    0.8722 |     1.412 |
+#> |.....................|     1.081 |...........|...........|...........|
+#> |    X|     752.02137 |     86.00 |   0.04004 |  0.009850 |    0.3851 |
+#> |.....................|     4.688 |    0.6425 |    0.8722 |     1.412 |
+#> |.....................|     1.081 |...........|...........|...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_fomc_sfo_focei_const <- nlmixr(f_mmkin_const["FOMC-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis | log_alpha |
+#> |.....................|  log_beta |     sigma |        o1 |        o2 |
+#> |.....................|        o3 |        o4 |        o5 |...........|
+#> |    1|     494.78160 |     1.000 |    -1.000 |   -0.9115 |   -0.8954 |
+#> |.....................|   -0.8491 |   -0.8592 |   -0.8761 |   -0.8740 |
+#> |.....................|   -0.8674 |   -0.8694 |   -0.8683 |...........|
+#> |    U|      494.7816 |     94.00 |    -5.400 |    -1.000 |   -0.2000 |
+#> |.....................|     2.100 |     1.600 |    0.7598 |    0.8633 |
+#> |.....................|     1.189 |     1.089 |     1.146 |...........|
+#> |    X|      494.7816 |     94.00 |  0.004517 |    0.2689 |    0.8187 |
+#> |.....................|     8.166 |     1.600 |    0.7598 |    0.8633 |
+#> |.....................|     1.189 |     1.089 |     1.146 |...........|
+#> |    G|    Gill Diff. |    -28.01 |     1.933 |   -0.2086 |   0.01492 |
+#> |.....................|   -0.1687 |    -59.79 |     10.74 |     9.966 |
+#> |.....................|    -11.82 |    -8.862 |    -10.52 |...........|
+#> |    2|     1353.4477 |     1.400 |    -1.028 |   -0.9085 |   -0.8956 |
+#> |.....................|   -0.8467 | -0.005584 |    -1.029 |    -1.016 |
+#> |.....................|   -0.6987 |   -0.7429 |   -0.7181 |...........|
+#> |    U|     1353.4477 |     131.6 |    -5.428 |   -0.9970 |   -0.2002 |
+#> |.....................|     2.102 |     2.283 |    0.6433 |    0.7405 |
+#> |.....................|     1.390 |     1.227 |     1.318 |...........|
+#> |    X|     1353.4477 |     131.6 |  0.004394 |    0.2695 |    0.8186 |
+#> |.....................|     8.186 |     2.283 |    0.6433 |    0.7405 |
+#> |.....................|     1.390 |     1.227 |     1.318 |...........|
+#> |    3|     504.82409 |     1.040 |    -1.003 |   -0.9112 |   -0.8954 |
+#> |.....................|   -0.8489 |   -0.7738 |   -0.8914 |   -0.8882 |
+#> |.....................|   -0.8506 |   -0.8568 |   -0.8533 |...........|
+#> |    U|     504.82409 |     97.76 |    -5.403 |   -0.9997 |   -0.2000 |
+#> |.....................|     2.100 |     1.668 |    0.7482 |    0.8511 |
+#> |.....................|     1.209 |     1.103 |     1.163 |...........|
+#> |    X|     504.82409 |     97.76 |  0.004504 |    0.2690 |    0.8187 |
+#> |.....................|     8.168 |     1.668 |    0.7482 |    0.8511 |
+#> |.....................|     1.209 |     1.103 |     1.163 |...........|
+#> |    4|     494.10898 |     1.008 |    -1.001 |   -0.9114 |   -0.8954 |
+#> |.....................|   -0.8490 |   -0.8416 |   -0.8792 |   -0.8769 |
+#> |.....................|   -0.8640 |   -0.8668 |   -0.8652 |...........|
+#> |    U|     494.10898 |     94.77 |    -5.401 |   -0.9999 |   -0.2000 |
+#> |.....................|     2.100 |     1.614 |    0.7574 |    0.8608 |
+#> |.....................|     1.193 |     1.092 |     1.149 |...........|
+#> |    X|     494.10898 |     94.77 |  0.004514 |    0.2690 |    0.8187 |
+#> |.....................|     8.167 |     1.614 |    0.7574 |    0.8608 |
+#> |.....................|     1.193 |     1.092 |     1.149 |...........|
+#> |    F| Forward Diff. |     147.0 |     1.955 |  -0.08761 |   0.06834 |
+#> |.....................|   0.05948 |    -55.61 |     11.89 |     8.304 |
+#> |.....................|    -12.01 |    -8.510 |    -10.24 |...........|
+#> |    5|     492.58255 |    0.9992 |    -1.001 |   -0.9114 |   -0.8954 |
+#> |.....................|   -0.8490 |   -0.8245 |   -0.8825 |   -0.8797 |
+#> |.....................|   -0.8605 |   -0.8643 |   -0.8621 |...........|
+#> |    U|     492.58255 |     93.93 |    -5.401 |   -0.9999 |   -0.2000 |
+#> |.....................|     2.100 |     1.628 |    0.7550 |    0.8584 |
+#> |.....................|     1.197 |     1.095 |     1.153 |...........|
+#> |    X|     492.58255 |     93.93 |  0.004511 |    0.2690 |    0.8187 |
+#> |.....................|     8.167 |     1.628 |    0.7550 |    0.8584 |
+#> |.....................|     1.197 |     1.095 |     1.153 |...........|
+#> |    F| Forward Diff. |    -43.22 |     1.882 |   -0.2206 | -0.004719 |
+#> |.....................|   -0.1970 |    -51.78 |     10.22 |     6.620 |
+#> |.....................|    -11.81 |    -8.346 |    -10.04 |...........|
+#> |    6|     491.66702 |     1.006 |    -1.002 |   -0.9113 |   -0.8954 |
+#> |.....................|   -0.8490 |   -0.8063 |   -0.8860 |   -0.8822 |
+#> |.....................|   -0.8565 |   -0.8614 |   -0.8588 |...........|
+#> |    U|     491.66702 |     94.52 |    -5.402 |   -0.9998 |   -0.2000 |
+#> |.....................|     2.100 |     1.642 |    0.7523 |    0.8562 |
+#> |.....................|     1.202 |     1.098 |     1.157 |...........|
+#> |    X|     491.66702 |     94.52 |  0.004509 |    0.2690 |    0.8187 |
+#> |.....................|     8.167 |     1.642 |    0.7523 |    0.8562 |
+#> |.....................|     1.202 |     1.098 |     1.157 |...........|
+#> |    F| Forward Diff. |     87.79 |     1.893 |   -0.1269 |   0.04418 |
+#> |.....................|  -0.01699 |    -47.85 |     10.34 |     7.758 |
+#> |.....................|    -11.67 |    -8.213 |    -9.916 |...........|
+#> |    7|     490.57489 |    0.9987 |    -1.002 |   -0.9112 |   -0.8954 |
+#> |.....................|   -0.8489 |   -0.7885 |   -0.8895 |   -0.8851 |
+#> |.....................|   -0.8525 |   -0.8586 |   -0.8553 |...........|
+#> |    U|     490.57489 |     93.88 |    -5.402 |   -0.9998 |   -0.2000 |
+#> |.....................|     2.100 |     1.657 |    0.7496 |    0.8537 |
+#> |.....................|     1.207 |     1.101 |     1.161 |...........|
+#> |    X|     490.57489 |     93.88 |  0.004506 |    0.2690 |    0.8187 |
+#> |.....................|     8.168 |     1.657 |    0.7496 |    0.8537 |
+#> |.....................|     1.207 |     1.101 |     1.161 |...........|
+#> |    F| Forward Diff. |    -52.56 |     1.834 |   -0.2285 |  -0.01046 |
+#> |.....................|   -0.2159 |    -44.44 |     9.379 |     7.248 |
+#> |.....................|    -11.47 |    -8.044 |    -9.710 |...........|
+#> |    8|     489.67804 |     1.004 |    -1.003 |   -0.9112 |   -0.8954 |
+#> |.....................|   -0.8489 |   -0.7706 |   -0.8932 |   -0.8884 |
+#> |.....................|   -0.8482 |   -0.8554 |   -0.8516 |...........|
+#> |    U|     489.67804 |     94.42 |    -5.403 |   -0.9997 |   -0.2000 |
+#> |.....................|     2.100 |     1.671 |    0.7468 |    0.8509 |
+#> |.....................|     1.212 |     1.105 |     1.165 |...........|
+#> |    X|     489.67804 |     94.42 |  0.004503 |    0.2690 |    0.8187 |
+#> |.....................|     8.168 |     1.671 |    0.7468 |    0.8509 |
+#> |.....................|     1.212 |     1.105 |     1.165 |...........|
+#> |    F| Forward Diff. |     63.10 |     1.841 |   -0.1396 |   0.03713 |
+#> |.....................|  -0.05177 |    -40.65 |     9.345 |     6.018 |
+#> |.....................|    -11.29 |    -7.879 |    -9.567 |...........|
+#> |    9|     488.80457 |    0.9984 |    -1.004 |   -0.9111 |   -0.8954 |
+#> |.....................|   -0.8488 |   -0.7529 |   -0.8970 |   -0.8913 |
+#> |.....................|   -0.8435 |   -0.8521 |   -0.8475 |...........|
+#> |    U|     488.80457 |     93.85 |    -5.404 |   -0.9996 |   -0.2000 |
+#> |.....................|     2.100 |     1.685 |    0.7439 |    0.8484 |
+#> |.....................|     1.218 |     1.108 |     1.170 |...........|
+#> |    X|     488.80457 |     93.85 |  0.004499 |    0.2690 |    0.8187 |
+#> |.....................|     8.168 |     1.685 |    0.7439 |    0.8484 |
+#> |.....................|     1.218 |     1.108 |     1.170 |...........|
+#> |    F| Forward Diff. |    -56.52 |     1.788 |   -0.2313 |  -0.01570 |
+#> |.....................|   -0.2287 |    -37.43 |     8.740 |     5.512 |
+#> |.....................|    -11.08 |    -7.680 |    -9.353 |...........|
+#> |   10|     487.98244 |     1.004 |    -1.005 |   -0.9110 |   -0.8954 |
+#> |.....................|   -0.8487 |   -0.7356 |   -0.9012 |   -0.8939 |
+#> |.....................|   -0.8380 |   -0.8482 |   -0.8428 |...........|
+#> |    U|     487.98244 |     94.36 |    -5.405 |   -0.9995 |   -0.2000 |
+#> |.....................|     2.100 |     1.699 |    0.7407 |    0.8461 |
+#> |.....................|     1.224 |     1.112 |     1.175 |...........|
+#> |    X|     487.98244 |     94.36 |  0.004495 |    0.2690 |    0.8187 |
+#> |.....................|     8.169 |     1.699 |    0.7407 |    0.8461 |
+#> |.....................|     1.224 |     1.112 |     1.175 |...........|
+#> |    F| Forward Diff. |     49.57 |     1.794 |   -0.1466 |   0.03517 |
+#> |.....................|  -0.07178 |    -34.12 |     8.494 |     6.684 |
+#> |.....................|    -10.82 |    -7.482 |    -9.140 |...........|
+#> |   11|     487.23587 |    0.9987 |    -1.006 |   -0.9109 |   -0.8954 |
+#> |.....................|   -0.8487 |   -0.7192 |   -0.9058 |   -0.8980 |
+#> |.....................|   -0.8316 |   -0.8438 |   -0.8374 |...........|
+#> |    U|     487.23587 |     93.88 |    -5.406 |   -0.9994 |   -0.2001 |
+#> |.....................|     2.100 |     1.712 |    0.7372 |    0.8426 |
+#> |.....................|     1.232 |     1.117 |     1.181 |...........|
+#> |    X|     487.23587 |     93.88 |  0.004490 |    0.2691 |    0.8187 |
+#> |.....................|     8.170 |     1.712 |    0.7372 |    0.8426 |
+#> |.....................|     1.232 |     1.117 |     1.181 |...........|
+#> |    F| Forward Diff. |    -49.22 |     1.745 |   -0.2274 | -0.009194 |
+#> |.....................|   -0.2301 |    -31.48 |     7.992 |     6.132 |
+#> |.....................|    -10.64 |    -7.269 |    -8.903 |...........|
+#> |   12|     486.53337 |     1.004 |    -1.007 |   -0.9107 |   -0.8954 |
+#> |.....................|   -0.8485 |   -0.7047 |   -0.9109 |   -0.9037 |
+#> |.....................|   -0.8240 |   -0.8386 |   -0.8310 |...........|
+#> |    U|     486.53337 |     94.34 |    -5.407 |   -0.9993 |   -0.2001 |
+#> |.....................|     2.101 |     1.724 |    0.7334 |    0.8376 |
+#> |.....................|     1.241 |     1.123 |     1.189 |...........|
+#> |    X|     486.53337 |     94.34 |  0.004484 |    0.2691 |    0.8187 |
+#> |.....................|     8.171 |     1.724 |    0.7334 |    0.8376 |
+#> |.....................|     1.241 |     1.123 |     1.189 |...........|
+#> |    F| Forward Diff. |     43.47 |     1.742 |   -0.1424 |   0.02918 |
+#> |.....................|  -0.07089 |    -28.76 |     7.629 |     4.806 |
+#> |.....................|    -10.24 |    -6.953 |    -8.584 |...........|
+#> |   13|     485.91669 |    0.9989 |    -1.009 |   -0.9105 |   -0.8955 |
+#> |.....................|   -0.8484 |   -0.6920 |   -0.9165 |   -0.9072 |
+#> |.....................|   -0.8145 |   -0.8325 |   -0.8231 |...........|
+#> |    U|     485.91669 |     93.90 |    -5.409 |   -0.9991 |   -0.2001 |
+#> |.....................|     2.101 |     1.734 |    0.7291 |    0.8346 |
+#> |.....................|     1.252 |     1.130 |     1.198 |...........|
+#> |    X|     485.91669 |     93.90 |  0.004476 |    0.2691 |    0.8187 |
+#> |.....................|     8.172 |     1.734 |    0.7291 |    0.8346 |
+#> |.....................|     1.252 |     1.130 |     1.198 |...........|
+#> |    F| Forward Diff. |    -44.30 |     1.699 |   -0.2182 |  0.001936 |
+#> |.....................|   -0.2284 |    -26.86 |     7.286 |     5.487 |
+#> |.....................|    -9.898 |    -6.659 |    -8.234 |...........|
+#> |   14|     485.33976 |     1.003 |    -1.011 |   -0.9103 |   -0.8955 |
+#> |.....................|   -0.8481 |   -0.6819 |   -0.9228 |   -0.9110 |
+#> |.....................|   -0.8035 |   -0.8257 |   -0.8143 |...........|
+#> |    U|     485.33976 |     94.29 |    -5.411 |   -0.9988 |   -0.2001 |
+#> |.....................|     2.101 |     1.742 |    0.7243 |    0.8314 |
+#> |.....................|     1.265 |     1.137 |     1.208 |...........|
+#> |    X|     485.33976 |     94.29 |  0.004467 |    0.2692 |    0.8186 |
+#> |.....................|     8.174 |     1.742 |    0.7243 |    0.8314 |
+#> |.....................|     1.265 |     1.137 |     1.208 |...........|
+#> |   15|     484.77317 |     1.003 |    -1.014 |   -0.9100 |   -0.8956 |
+#> |.....................|   -0.8479 |   -0.6718 |   -0.9302 |   -0.9153 |
+#> |.....................|   -0.7902 |   -0.8175 |   -0.8035 |...........|
+#> |    U|     484.77317 |     94.32 |    -5.414 |   -0.9986 |   -0.2002 |
+#> |.....................|     2.101 |     1.750 |    0.7187 |    0.8276 |
+#> |.....................|     1.281 |     1.146 |     1.220 |...........|
+#> |    X|     484.77317 |     94.32 |  0.004455 |    0.2692 |    0.8186 |
+#> |.....................|     8.176 |     1.750 |    0.7187 |    0.8276 |
+#> |.....................|     1.281 |     1.146 |     1.220 |...........|
+#> |   16|     483.17588 |     1.004 |    -1.023 |   -0.9091 |   -0.8958 |
+#> |.....................|   -0.8469 |   -0.6384 |   -0.9549 |   -0.9296 |
+#> |.....................|   -0.7463 |   -0.7903 |   -0.7681 |...........|
+#> |    U|     483.17588 |     94.41 |    -5.423 |   -0.9976 |   -0.2004 |
+#> |.....................|     2.102 |     1.777 |    0.6999 |    0.8153 |
+#> |.....................|     1.333 |     1.176 |     1.261 |...........|
+#> |    X|     483.17588 |     94.41 |  0.004415 |    0.2694 |    0.8184 |
+#> |.....................|     8.184 |     1.777 |    0.6999 |    0.8153 |
+#> |.....................|     1.333 |     1.176 |     1.261 |...........|
+#> |   17|     481.21481 |     1.006 |    -1.040 |   -0.9072 |   -0.8961 |
+#> |.....................|   -0.8451 |   -0.5721 |    -1.004 |   -0.9579 |
+#> |.....................|   -0.6592 |   -0.7365 |   -0.6977 |...........|
+#> |    U|     481.21481 |     94.58 |    -5.440 |   -0.9958 |   -0.2008 |
+#> |.....................|     2.104 |     1.830 |    0.6628 |    0.7909 |
+#> |.....................|     1.437 |     1.234 |     1.341 |...........|
+#> |    X|     481.21481 |     94.58 |  0.004338 |    0.2698 |    0.8181 |
+#> |.....................|     8.199 |     1.830 |    0.6628 |    0.7909 |
+#> |.....................|     1.437 |     1.234 |     1.341 |...........|
+#> |    F| Forward Diff. |     62.86 |     1.476 |   0.06730 |   0.05792 |
+#> |.....................|    0.1123 |    -8.977 |     1.055 |     2.914 |
+#> |.....................|    -3.044 |    -1.094 |    -2.299 |...........|
+#> |   18|     481.29476 |     1.000 |    -1.145 |   -0.9129 |   -0.8997 |
+#> |.....................|   -0.8485 |   -0.5378 |   -0.8985 |    -1.168 |
+#> |.....................|   -0.6228 |   -0.8149 |   -0.6969 |...........|
+#> |    U|     481.29476 |     94.03 |    -5.545 |    -1.001 |   -0.2043 |
+#> |.....................|     2.101 |     1.857 |    0.7428 |    0.6099 |
+#> |.....................|     1.480 |     1.149 |     1.342 |...........|
+#> |    X|     481.29476 |     94.03 |  0.003907 |    0.2687 |    0.8152 |
+#> |.....................|     8.171 |     1.857 |    0.7428 |    0.6099 |
+#> |.....................|     1.480 |     1.149 |     1.342 |...........|
+#> |   19|     480.77138 |     1.000 |    -1.090 |   -0.9099 |   -0.8978 |
+#> |.....................|   -0.8467 |   -0.5555 |   -0.9542 |    -1.057 |
+#> |.....................|   -0.6419 |   -0.7733 |   -0.6972 |...........|
+#> |    U|     480.77138 |     94.01 |    -5.490 |   -0.9984 |   -0.2025 |
+#> |.....................|     2.102 |     1.843 |    0.7004 |    0.7055 |
+#> |.....................|     1.457 |     1.194 |     1.342 |...........|
+#> |    X|     480.77138 |     94.01 |  0.004129 |    0.2693 |    0.8167 |
+#> |.....................|     8.186 |     1.843 |    0.7004 |    0.7055 |
+#> |.....................|     1.457 |     1.194 |     1.342 |...........|
+#> |    F| Forward Diff. |    -25.72 |     1.151 |   0.08772 | -0.007897 |
+#> |.....................|  -0.07232 |    -6.930 |     3.330 |    -2.491 |
+#> |.....................|    -2.626 |    -3.111 |    -2.500 |...........|
+#> |   20|     480.61717 |     1.001 |    -1.203 |   -0.9227 |   -0.9002 |
+#> |.....................|   -0.8503 |   -0.5418 |   -0.9405 |    -1.001 |
+#> |.....................|   -0.6281 |   -0.7705 |   -0.6908 |...........|
+#> |    U|     480.61717 |     94.09 |    -5.603 |    -1.011 |   -0.2049 |
+#> |.....................|     2.099 |     1.854 |    0.7108 |    0.7537 |
+#> |.....................|     1.474 |     1.197 |     1.349 |...........|
+#> |    X|     480.61717 |     94.09 |  0.003688 |    0.2667 |    0.8147 |
+#> |.....................|     8.156 |     1.854 |    0.7108 |    0.7537 |
+#> |.....................|     1.474 |     1.197 |     1.349 |...........|
+#> |    F| Forward Diff. |    -10.61 |    0.9224 |   -0.5881 |  -0.06621 |
+#> |.....................|   -0.1838 |    -5.929 |     3.775 |     2.798 |
+#> |.....................|    -1.936 |    -2.993 |    -2.208 |...........|
+#> |   21|     480.72130 |     1.009 |    -1.314 |   -0.9169 |   -0.9003 |
+#> |.....................|   -0.8494 |   -0.5516 |   -0.9873 |    -1.003 |
+#> |.....................|   -0.6340 |   -0.7292 |   -0.6819 |...........|
+#> |    U|      480.7213 |     94.81 |    -5.714 |    -1.005 |   -0.2049 |
+#> |.....................|     2.100 |     1.846 |    0.6753 |    0.7523 |
+#> |.....................|     1.467 |     1.242 |     1.359 |...........|
+#> |    X|      480.7213 |     94.81 |  0.003299 |    0.2679 |    0.8147 |
+#> |.....................|     8.163 |     1.846 |    0.6753 |    0.7523 |
+#> |.....................|     1.467 |     1.242 |     1.359 |...........|
+#> |   22|     480.86254 |     1.009 |    -1.247 |   -0.9202 |   -0.9002 |
+#> |.....................|   -0.8499 |   -0.5429 |   -0.9605 |    -1.003 |
+#> |.....................|   -0.6295 |   -0.7530 |   -0.6863 |...........|
+#> |    U|     480.86254 |     94.84 |    -5.647 |    -1.009 |   -0.2048 |
+#> |.....................|     2.099 |     1.853 |    0.6957 |    0.7520 |
+#> |.....................|     1.472 |     1.216 |     1.354 |...........|
+#> |    X|     480.86254 |     94.84 |  0.003530 |    0.2672 |    0.8148 |
+#> |.....................|     8.160 |     1.853 |    0.6957 |    0.7520 |
+#> |.....................|     1.472 |     1.216 |     1.354 |...........|
+#> |   23|     480.98412 |     1.009 |    -1.209 |   -0.9220 |   -0.9002 |
+#> |.....................|   -0.8501 |   -0.5381 |   -0.9458 |    -1.003 |
+#> |.....................|   -0.6270 |   -0.7661 |   -0.6887 |...........|
+#> |    U|     480.98412 |     94.85 |    -5.609 |    -1.010 |   -0.2048 |
+#> |.....................|     2.099 |     1.857 |    0.7069 |    0.7519 |
+#> |.....................|     1.475 |     1.202 |     1.352 |...........|
+#> |    X|     480.98412 |     94.85 |  0.003664 |    0.2669 |    0.8148 |
+#> |.....................|     8.158 |     1.857 |    0.7069 |    0.7519 |
+#> |.....................|     1.475 |     1.202 |     1.352 |...........|
+#> |   24|     480.60990 |     1.003 |    -1.203 |   -0.9226 |   -0.9002 |
+#> |.....................|   -0.8503 |   -0.5410 |   -0.9411 |    -1.001 |
+#> |.....................|   -0.6278 |   -0.7701 |   -0.6905 |...........|
+#> |    U|      480.6099 |     94.24 |    -5.603 |    -1.011 |   -0.2049 |
+#> |.....................|     2.099 |     1.855 |    0.7104 |    0.7534 |
+#> |.....................|     1.474 |     1.198 |     1.350 |...........|
+#> |    X|      480.6099 |     94.24 |  0.003688 |    0.2668 |    0.8148 |
+#> |.....................|     8.156 |     1.855 |    0.7104 |    0.7534 |
+#> |.....................|     1.474 |     1.198 |     1.350 |...........|
+#> |    F| Forward Diff. |     15.29 |    0.9278 |   -0.5289 |  -0.04762 |
+#> |.....................|   -0.1043 |    -5.468 |     3.876 |    0.6273 |
+#> |.....................|    -1.897 |    -2.941 |    -2.183 |...........|
+#> |   25|     480.59557 |     1.001 |    -1.204 |   -0.9225 |   -0.9002 |
+#> |.....................|   -0.8503 |   -0.5407 |   -0.9419 |    -1.001 |
+#> |.....................|   -0.6277 |   -0.7694 |   -0.6902 |...........|
+#> |    U|     480.59557 |     94.13 |    -5.604 |    -1.011 |   -0.2049 |
+#> |.....................|     2.099 |     1.855 |    0.7098 |    0.7533 |
+#> |.....................|     1.474 |     1.198 |     1.350 |...........|
+#> |    X|     480.59557 |     94.13 |  0.003683 |    0.2668 |    0.8148 |
+#> |.....................|     8.157 |     1.855 |    0.7098 |    0.7533 |
+#> |.....................|     1.474 |     1.198 |     1.350 |...........|
+#> |    F| Forward Diff. |    -4.733 |    0.9212 |   -0.5619 |  -0.05855 |
+#> |.....................|   -0.1664 |    -5.388 |     3.833 |    0.5854 |
+#> |.....................|    -1.924 |    -2.927 |    -2.102 |...........|
+#> |   26|     480.58581 |     1.002 |    -1.204 |   -0.9224 |   -0.9002 |
+#> |.....................|   -0.8502 |   -0.5395 |   -0.9428 |    -1.002 |
+#> |.....................|   -0.6273 |   -0.7688 |   -0.6897 |...........|
+#> |    U|     480.58581 |     94.23 |    -5.604 |    -1.011 |   -0.2048 |
+#> |.....................|     2.099 |     1.856 |    0.7092 |    0.7532 |
+#> |.....................|     1.475 |     1.199 |     1.351 |...........|
+#> |    X|     480.58581 |     94.23 |  0.003683 |    0.2668 |    0.8148 |
+#> |.....................|     8.157 |     1.856 |    0.7092 |    0.7532 |
+#> |.....................|     1.475 |     1.199 |     1.351 |...........|
+#> |    F| Forward Diff. |     12.31 |    0.9226 |   -0.5246 |  -0.05019 |
+#> |.....................|   -0.1134 |    -5.293 |     3.771 |    0.5822 |
+#> |.....................|    -1.938 |    -2.904 |    -2.175 |...........|
+#> |   27|     480.57360 |     1.001 |    -1.205 |   -0.9222 |   -0.9002 |
+#> |.....................|   -0.8502 |   -0.5392 |   -0.9437 |    -1.002 |
+#> |.....................|   -0.6271 |   -0.7681 |   -0.6894 |...........|
+#> |    U|      480.5736 |     94.13 |    -5.605 |    -1.011 |   -0.2048 |
+#> |.....................|     2.099 |     1.856 |    0.7085 |    0.7532 |
+#> |.....................|     1.475 |     1.200 |     1.351 |...........|
+#> |    X|      480.5736 |     94.13 |  0.003678 |    0.2668 |    0.8148 |
+#> |.....................|     8.157 |     1.856 |    0.7085 |    0.7532 |
+#> |.....................|     1.475 |     1.200 |     1.351 |...........|
+#> |    F| Forward Diff. |    -4.864 |    0.9151 |   -0.5515 |  -0.06112 |
+#> |.....................|   -0.1679 |    -5.184 |     3.617 |    0.5746 |
+#> |.....................|    -1.832 |    -2.849 |    -2.141 |...........|
+#> |   28|     480.56429 |     1.002 |    -1.206 |   -0.9220 |   -0.9002 |
+#> |.....................|   -0.8502 |   -0.5382 |   -0.9446 |    -1.002 |
+#> |.....................|   -0.6268 |   -0.7674 |   -0.6889 |...........|
+#> |    U|     480.56429 |     94.23 |    -5.606 |    -1.011 |   -0.2048 |
+#> |.....................|     2.099 |     1.857 |    0.7078 |    0.7531 |
+#> |.....................|     1.475 |     1.201 |     1.351 |...........|
+#> |    X|     480.56429 |     94.23 |  0.003676 |    0.2669 |    0.8148 |
+#> |.....................|     8.158 |     1.857 |    0.7078 |    0.7531 |
+#> |.....................|     1.475 |     1.201 |     1.351 |...........|
+#> |    F| Forward Diff. |     12.18 |    0.9169 |   -0.5105 |  -0.05061 |
+#> |.....................|   -0.1125 |    -5.131 |     3.532 |    0.5638 |
+#> |.....................|    -1.931 |    -2.821 |    -2.132 |...........|
+#> |   29|     480.55246 |     1.001 |    -1.207 |   -0.9218 |   -0.9002 |
+#> |.....................|   -0.8501 |   -0.5380 |   -0.9454 |    -1.002 |
+#> |.....................|   -0.6266 |   -0.7667 |   -0.6886 |...........|
+#> |    U|     480.55246 |     94.13 |    -5.607 |    -1.010 |   -0.2048 |
+#> |.....................|     2.099 |     1.857 |    0.7071 |    0.7532 |
+#> |.....................|     1.476 |     1.201 |     1.352 |...........|
+#> |    X|     480.55246 |     94.13 |  0.003672 |    0.2669 |    0.8148 |
+#> |.....................|     8.158 |     1.857 |    0.7071 |    0.7532 |
+#> |.....................|     1.476 |     1.201 |     1.352 |...........|
+#> |    F| Forward Diff. |    -4.480 |    0.9098 |   -0.5353 |  -0.06055 |
+#> |.....................|   -0.1647 |    -5.053 |     3.625 |    0.5654 |
+#> |.....................|    -1.860 |    -2.782 |    -2.112 |...........|
+#> |   30|     480.54335 |     1.002 |    -1.207 |   -0.9217 |   -0.9002 |
+#> |.....................|   -0.8501 |   -0.5368 |   -0.9463 |    -1.002 |
+#> |.....................|   -0.6262 |   -0.7660 |   -0.6881 |...........|
+#> |    U|     480.54335 |     94.23 |    -5.607 |    -1.010 |   -0.2048 |
+#> |.....................|     2.099 |     1.858 |    0.7065 |    0.7530 |
+#> |.....................|     1.476 |     1.202 |     1.352 |...........|
+#> |    X|     480.54335 |     94.23 |  0.003671 |    0.2669 |    0.8148 |
+#> |.....................|     8.158 |     1.858 |    0.7065 |    0.7530 |
+#> |.....................|     1.476 |     1.202 |     1.352 |...........|
+#> |    F| Forward Diff. |     12.09 |    0.9120 |   -0.4955 |  -0.05014 |
+#> |.....................|   -0.1107 |    -4.912 |     3.583 |    0.5835 |
+#> |.....................|    -1.814 |    -2.702 |    -2.057 |...........|
+#> |   31|     480.53185 |     1.001 |    -1.209 |   -0.9215 |   -0.9002 |
+#> |.....................|   -0.8500 |   -0.5366 |   -0.9472 |    -1.002 |
+#> |.....................|   -0.6260 |   -0.7654 |   -0.6878 |...........|
+#> |    U|     480.53185 |     94.13 |    -5.609 |    -1.010 |   -0.2048 |
+#> |.....................|     2.099 |     1.858 |    0.7058 |    0.7531 |
+#> |.....................|     1.476 |     1.203 |     1.353 |...........|
+#> |    X|     480.53185 |     94.13 |  0.003666 |    0.2670 |    0.8148 |
+#> |.....................|     8.158 |     1.858 |    0.7058 |    0.7531 |
+#> |.....................|     1.476 |     1.203 |     1.353 |...........|
+#> |    F| Forward Diff. |    -4.509 |    0.9048 |   -0.5214 |  -0.06027 |
+#> |.....................|   -0.1665 |    -4.870 |     3.525 |    0.5641 |
+#> |.....................|    -1.813 |    -2.699 |    -2.069 |...........|
+#> |   32|     480.52276 |     1.002 |    -1.209 |   -0.9214 |   -0.9001 |
+#> |.....................|   -0.8500 |   -0.5356 |   -0.9481 |    -1.002 |
+#> |.....................|   -0.6256 |   -0.7647 |   -0.6873 |...........|
+#> |    U|     480.52276 |     94.22 |    -5.609 |    -1.010 |   -0.2048 |
+#> |.....................|     2.099 |     1.859 |    0.7051 |    0.7530 |
+#> |.....................|     1.477 |     1.203 |     1.353 |...........|
+#> |    X|     480.52276 |     94.22 |  0.003664 |    0.2670 |    0.8148 |
+#> |.....................|     8.159 |     1.859 |    0.7051 |    0.7530 |
+#> |.....................|     1.477 |     1.203 |     1.353 |...........|
+#> |    F| Forward Diff. |     11.38 |    0.9060 |   -0.4821 |  -0.05014 |
+#> |.....................|   -0.1110 |    -4.747 |     3.479 |    0.5798 |
+#> |.....................|    -1.777 |    -2.636 |    -2.020 |...........|
+#> |   33|     480.51194 |     1.001 |    -1.211 |   -0.9212 |   -0.9001 |
+#> |.....................|   -0.8500 |   -0.5355 |   -0.9490 |    -1.002 |
+#> |.....................|   -0.6255 |   -0.7641 |   -0.6869 |...........|
+#> |    U|     480.51194 |     94.13 |    -5.611 |    -1.010 |   -0.2048 |
+#> |.....................|     2.099 |     1.859 |    0.7044 |    0.7530 |
+#> |.....................|     1.477 |     1.204 |     1.354 |...........|
+#> |    X|     480.51194 |     94.13 |  0.003659 |    0.2670 |    0.8148 |
+#> |.....................|     8.159 |     1.859 |    0.7044 |    0.7530 |
+#> |.....................|     1.477 |     1.204 |     1.354 |...........|
+#> |    F| Forward Diff. |    -4.485 |    0.8991 |   -0.5064 |  -0.06148 |
+#> |.....................|   -0.1643 |    -4.758 |     3.403 |    0.5432 |
+#> |.....................|    -1.772 |    -2.633 |    -2.022 |...........|
+#> |   34|     480.50302 |     1.002 |    -1.211 |   -0.9210 |   -0.9001 |
+#> |.....................|   -0.8499 |   -0.5345 |   -0.9500 |    -1.002 |
+#> |.....................|   -0.6251 |   -0.7633 |   -0.6864 |...........|
+#> |    U|     480.50302 |     94.22 |    -5.611 |    -1.010 |   -0.2047 |
+#> |.....................|     2.099 |     1.860 |    0.7037 |    0.7529 |
+#> |.....................|     1.477 |     1.205 |     1.354 |...........|
+#> |    X|     480.50302 |     94.22 |  0.003656 |    0.2671 |    0.8149 |
+#> |.....................|     8.159 |     1.860 |    0.7037 |    0.7529 |
+#> |.....................|     1.477 |     1.205 |     1.354 |...........|
+#> |    F| Forward Diff. |     10.83 |    0.8997 |   -0.4680 |  -0.05021 |
+#> |.....................|   -0.1106 |    -4.703 |     3.332 |    0.5674 |
+#> |.....................|    -1.765 |    -2.559 |    -1.986 |...........|
+#> |   35|     480.49281 |     1.001 |    -1.213 |   -0.9209 |   -0.9001 |
+#> |.....................|   -0.8499 |   -0.5344 |   -0.9509 |    -1.002 |
+#> |.....................|   -0.6250 |   -0.7627 |   -0.6860 |...........|
+#> |    U|     480.49281 |     94.13 |    -5.613 |    -1.009 |   -0.2047 |
+#> |.....................|     2.099 |     1.860 |    0.7030 |    0.7529 |
+#> |.....................|     1.478 |     1.206 |     1.355 |...........|
+#> |    X|     480.49281 |     94.13 |  0.003652 |    0.2671 |    0.8149 |
+#> |.....................|     8.160 |     1.860 |    0.7030 |    0.7529 |
+#> |.....................|     1.478 |     1.206 |     1.355 |...........|
+#> |    F| Forward Diff. |    -4.447 |    0.8934 |   -0.4900 |  -0.06030 |
+#> |.....................|   -0.1577 |    -4.708 |     3.266 |    0.5080 |
+#> |.....................|    -1.782 |    -2.544 |    -1.983 |...........|
+#> |   36|     480.48415 |     1.002 |    -1.213 |   -0.9207 |   -0.9001 |
+#> |.....................|   -0.8498 |   -0.5335 |   -0.9518 |    -1.002 |
+#> |.....................|   -0.6246 |   -0.7620 |   -0.6855 |...........|
+#> |    U|     480.48415 |     94.22 |    -5.613 |    -1.009 |   -0.2047 |
+#> |.....................|     2.099 |     1.861 |    0.7023 |    0.7528 |
+#> |.....................|     1.478 |     1.206 |     1.355 |...........|
+#> |    X|     480.48415 |     94.22 |  0.003649 |    0.2671 |    0.8149 |
+#> |.....................|     8.160 |     1.861 |    0.7023 |    0.7528 |
+#> |.....................|     1.478 |     1.206 |     1.355 |...........|
+#> |    F| Forward Diff. |     10.47 |    0.8932 |   -0.4526 |  -0.04997 |
+#> |.....................|   -0.1093 |    -4.502 |     3.250 |    0.5653 |
+#> |.....................|    -1.769 |    -2.486 |    -1.944 |...........|
+#> |   37|     480.47437 |     1.001 |    -1.215 |   -0.9205 |   -0.9001 |
+#> |.....................|   -0.8498 |   -0.5334 |   -0.9527 |    -1.002 |
+#> |.....................|   -0.6244 |   -0.7613 |   -0.6852 |...........|
+#> |    U|     480.47437 |     94.13 |    -5.615 |    -1.009 |   -0.2047 |
+#> |.....................|     2.099 |     1.861 |    0.7016 |    0.7528 |
+#> |.....................|     1.478 |     1.207 |     1.356 |...........|
+#> |    X|     480.47437 |     94.13 |  0.003644 |    0.2672 |    0.8149 |
+#> |.....................|     8.161 |     1.861 |    0.7016 |    0.7528 |
+#> |.....................|     1.478 |     1.207 |     1.356 |...........|
+#> |    F| Forward Diff. |    -4.431 |    0.8869 |   -0.4735 |  -0.05983 |
+#> |.....................|   -0.1554 |    -4.492 |     3.189 |   -0.6996 |
+#> |.....................|    -1.700 |    -2.467 |    -1.937 |...........|
+#> |   38|     480.46651 |     1.002 |    -1.216 |   -0.9203 |   -0.9000 |
+#> |.....................|   -0.8497 |   -0.5326 |   -0.9537 |    -1.002 |
+#> |.....................|   -0.6240 |   -0.7606 |   -0.6847 |...........|
+#> |    U|     480.46651 |     94.21 |    -5.616 |    -1.009 |   -0.2047 |
+#> |.....................|     2.099 |     1.861 |    0.7009 |    0.7530 |
+#> |.....................|     1.479 |     1.208 |     1.356 |...........|
+#> |    X|     480.46651 |     94.21 |  0.003640 |    0.2672 |    0.8149 |
+#> |.....................|     8.161 |     1.861 |    0.7009 |    0.7530 |
+#> |.....................|     1.479 |     1.208 |     1.356 |...........|
+#> |    F| Forward Diff. |     9.502 |    0.8860 |   -0.4381 |  -0.05035 |
+#> |.....................|   -0.1103 |    -4.453 |     3.114 |    0.5384 |
+#> |.....................|    -1.770 |    -2.407 |    -1.897 |...........|
+#> |   39|     480.45755 |     1.001 |    -1.217 |   -0.9200 |   -0.9000 |
+#> |.....................|   -0.8497 |   -0.5325 |   -0.9546 |    -1.002 |
+#> |.....................|   -0.6238 |   -0.7600 |   -0.6843 |...........|
+#> |    U|     480.45755 |     94.13 |    -5.617 |    -1.009 |   -0.2047 |
+#> |.....................|     2.099 |     1.861 |    0.7002 |    0.7530 |
+#> |.....................|     1.479 |     1.209 |     1.357 |...........|
+#> |    X|     480.45755 |     94.13 |  0.003635 |    0.2673 |    0.8149 |
+#> |.....................|     8.162 |     1.861 |    0.7002 |    0.7530 |
+#> |.....................|     1.479 |     1.209 |     1.357 |...........|
+#> |    F| Forward Diff. |    -4.779 |    0.8798 |   -0.4544 |  -0.05816 |
+#> |.....................|   -0.1541 |    -4.432 |     3.060 |    0.5236 |
+#> |.....................|    -1.719 |    -2.365 |    -1.874 |...........|
+#> |   40|     480.44943 |     1.002 |    -1.218 |   -0.9199 |   -0.9000 |
+#> |.....................|   -0.8496 |   -0.5319 |   -0.9555 |    -1.002 |
+#> |.....................|   -0.6235 |   -0.7592 |   -0.6838 |...........|
+#> |    U|     480.44943 |     94.21 |    -5.618 |    -1.008 |   -0.2046 |
+#> |.....................|     2.099 |     1.862 |    0.6995 |    0.7529 |
+#> |.....................|     1.479 |     1.209 |     1.357 |...........|
+#> |    X|     480.44943 |     94.21 |  0.003631 |    0.2673 |    0.8149 |
+#> |.....................|     8.162 |     1.862 |    0.6995 |    0.7529 |
+#> |.....................|     1.479 |     1.209 |     1.357 |...........|
+#> |    F| Forward Diff. |     8.806 |    0.8785 |   -0.4202 |  -0.05024 |
+#> |.....................|   -0.1124 |    -4.289 |     3.039 |    0.5974 |
+#> |.....................|    -1.651 |    -2.322 |    -1.843 |...........|
+#> |   41|     480.44100 |     1.001 |    -1.220 |   -0.9197 |   -0.9000 |
+#> |.....................|   -0.8496 |   -0.5318 |   -0.9564 |    -1.002 |
+#> |.....................|   -0.6233 |   -0.7586 |   -0.6835 |...........|
+#> |    U|       480.441 |     94.13 |    -5.620 |    -1.008 |   -0.2046 |
+#> |.....................|     2.100 |     1.862 |    0.6988 |    0.7529 |
+#> |.....................|     1.480 |     1.210 |     1.358 |...........|
+#> |    X|       480.441 |     94.13 |  0.003626 |    0.2673 |    0.8150 |
+#> |.....................|     8.162 |     1.862 |    0.6988 |    0.7529 |
+#> |.....................|     1.480 |     1.210 |     1.358 |...........|
+#> |    F| Forward Diff. |    -4.662 |    0.8724 |   -0.4382 |  -0.05735 |
+#> |.....................|   -0.1541 |    -4.192 |     3.008 |    0.5718 |
+#> |.....................|    -1.633 |    -2.283 |    -1.828 |...........|
+#> |   42|     480.43316 |     1.002 |    -1.221 |   -0.9195 |   -0.9000 |
+#> |.....................|   -0.8495 |   -0.5313 |   -0.9573 |    -1.002 |
+#> |.....................|   -0.6230 |   -0.7579 |   -0.6830 |...........|
+#> |    U|     480.43316 |     94.21 |    -5.621 |    -1.008 |   -0.2046 |
+#> |.....................|     2.100 |     1.862 |    0.6981 |    0.7529 |
+#> |.....................|     1.480 |     1.211 |     1.358 |...........|
+#> |    X|     480.43316 |     94.21 |  0.003622 |    0.2674 |    0.8150 |
+#> |.....................|     8.163 |     1.862 |    0.6981 |    0.7529 |
+#> |.....................|     1.480 |     1.211 |     1.358 |...........|
+#> |    F| Forward Diff. |     8.374 |    0.8709 |   -0.4057 |  -0.04981 |
+#> |.....................|   -0.1077 |    -4.274 |     2.898 |    0.5670 |
+#> |.....................|    -1.709 |    -2.249 |    -1.806 |...........|
+#> |   43|     480.42514 |     1.001 |    -1.222 |   -0.9194 |   -0.8999 |
+#> |.....................|   -0.8495 |   -0.5312 |   -0.9582 |    -1.002 |
+#> |.....................|   -0.6227 |   -0.7573 |   -0.6826 |...........|
+#> |    U|     480.42514 |     94.13 |    -5.622 |    -1.008 |   -0.2046 |
+#> |.....................|     2.100 |     1.862 |    0.6974 |    0.7529 |
+#> |.....................|     1.480 |     1.212 |     1.359 |...........|
+#> |    X|     480.42514 |     94.13 |  0.003617 |    0.2674 |    0.8150 |
+#> |.....................|     8.163 |     1.862 |    0.6974 |    0.7529 |
+#> |.....................|     1.480 |     1.212 |     1.359 |...........|
+#> |    F| Forward Diff. |    -4.560 |    0.8648 |   -0.4238 |  -0.05673 |
+#> |.....................|   -0.1505 |    -4.130 |     2.894 |    0.5588 |
+#> |.....................|    -1.637 |    -2.210 |    -1.785 |...........|
+#> |   44|     480.41757 |     1.002 |    -1.223 |   -0.9192 |   -0.8999 |
+#> |.....................|   -0.8494 |   -0.5307 |   -0.9591 |    -1.002 |
+#> |.....................|   -0.6223 |   -0.7566 |   -0.6821 |...........|
+#> |    U|     480.41757 |     94.21 |    -5.623 |    -1.008 |   -0.2046 |
+#> |.....................|     2.100 |     1.863 |    0.6967 |    0.7528 |
+#> |.....................|     1.481 |     1.212 |     1.359 |...........|
+#> |    X|     480.41757 |     94.21 |  0.003613 |    0.2674 |    0.8150 |
+#> |.....................|     8.164 |     1.863 |    0.6967 |    0.7528 |
+#> |.....................|     1.481 |     1.212 |     1.359 |...........|
+#> |    F| Forward Diff. |     8.260 |    0.8632 |   -0.3905 |  -0.04898 |
+#> |.....................|   -0.1050 |    -4.163 |     2.793 |    0.5626 |
+#> |.....................|    -1.680 |    -2.170 |    -1.767 |...........|
+#> |   45|     480.40986 |     1.001 |    -1.225 |   -0.9190 |   -0.8999 |
+#> |.....................|   -0.8494 |   -0.5306 |   -0.9600 |    -1.002 |
+#> |.....................|   -0.6221 |   -0.7560 |   -0.6818 |...........|
+#> |    U|     480.40986 |     94.13 |    -5.625 |    -1.008 |   -0.2045 |
+#> |.....................|     2.100 |     1.863 |    0.6961 |    0.7528 |
+#> |.....................|     1.481 |     1.213 |     1.360 |...........|
+#> |    X|     480.40986 |     94.13 |  0.003607 |    0.2675 |    0.8150 |
+#> |.....................|     8.164 |     1.863 |    0.6961 |    0.7528 |
+#> |.....................|     1.481 |     1.213 |     1.360 |...........|
+#> |    F| Forward Diff. |    -4.433 |    0.8570 |   -0.4082 |  -0.05598 |
+#> |.....................|   -0.1439 |    -4.083 |     2.776 |   -0.7191 |
+#> |.....................|    -1.623 |    -2.134 |    -1.744 |...........|
+#> |   46|     480.40309 |     1.002 |    -1.226 |   -0.9188 |   -0.8999 |
+#> |.....................|   -0.8493 |   -0.5301 |   -0.9609 |    -1.002 |
+#> |.....................|   -0.6217 |   -0.7553 |   -0.6813 |...........|
+#> |    U|     480.40309 |     94.20 |    -5.626 |    -1.007 |   -0.2045 |
+#> |.....................|     2.100 |     1.863 |    0.6954 |    0.7529 |
+#> |.....................|     1.481 |     1.214 |     1.360 |...........|
+#> |    X|     480.40309 |     94.20 |  0.003603 |    0.2675 |    0.8151 |
+#> |.....................|     8.165 |     1.863 |    0.6954 |    0.7529 |
+#> |.....................|     1.481 |     1.214 |     1.360 |...........|
+#> |    F| Forward Diff. |     7.640 |    0.8551 |   -0.3719 |  -0.04853 |
+#> |.....................|   -0.1037 |    -4.111 |     2.689 |    0.5674 |
+#> |.....................|    -1.653 |    -2.095 |    -1.726 |...........|
+#> |   47|     480.39597 |     1.001 |    -1.227 |   -0.9185 |   -0.8998 |
+#> |.....................|   -0.8492 |   -0.5300 |   -0.9618 |    -1.002 |
+#> |.....................|   -0.6215 |   -0.7547 |   -0.6809 |...........|
+#> |    U|     480.39597 |     94.13 |    -5.627 |    -1.007 |   -0.2045 |
+#> |.....................|     2.100 |     1.863 |    0.6947 |    0.7530 |
+#> |.....................|     1.482 |     1.214 |     1.361 |...........|
+#> |    X|     480.39597 |     94.13 |  0.003598 |    0.2676 |    0.8151 |
+#> |.....................|     8.165 |     1.863 |    0.6947 |    0.7530 |
+#> |.....................|     1.482 |     1.214 |     1.361 |...........|
+#> |    F| Forward Diff. |    -4.827 |    0.8487 |   -0.3865 |  -0.05558 |
+#> |.....................|   -0.1453 |    -3.997 |     2.662 |    0.5449 |
+#> |.....................|    -1.580 |    -2.061 |    -1.701 |...........|
+#> |   48|     480.38900 |     1.002 |    -1.229 |   -0.9184 |   -0.8998 |
+#> |.....................|   -0.8491 |   -0.5297 |   -0.9626 |    -1.002 |
+#> |.....................|   -0.6211 |   -0.7540 |   -0.6805 |...........|
+#> |    U|       480.389 |     94.20 |    -5.629 |    -1.007 |   -0.2044 |
+#> |.....................|     2.100 |     1.864 |    0.6940 |    0.7529 |
+#> |.....................|     1.482 |     1.215 |     1.361 |...........|
+#> |    X|       480.389 |     94.20 |  0.003593 |    0.2676 |    0.8151 |
+#> |.....................|     8.166 |     1.864 |    0.6940 |    0.7529 |
+#> |.....................|     1.482 |     1.215 |     1.361 |...........|
+#> |    F| Forward Diff. |     7.052 |    0.8465 |   -0.3544 |  -0.04836 |
+#> |.....................|   -0.1022 |    -3.917 |     2.636 |    0.5926 |
+#> |.....................|    -1.553 |    -2.027 |    -1.689 |...........|
+#> |   49|     480.38219 |     1.001 |    -1.230 |   -0.9183 |   -0.8998 |
+#> |.....................|   -0.8491 |   -0.5296 |   -0.9634 |    -1.002 |
+#> |.....................|   -0.6209 |   -0.7534 |   -0.6801 |...........|
+#> |    U|     480.38219 |     94.13 |    -5.630 |    -1.007 |   -0.2044 |
+#> |.....................|     2.100 |     1.864 |    0.6934 |    0.7529 |
+#> |.....................|     1.482 |     1.216 |     1.362 |...........|
+#> |    X|     480.38219 |     94.13 |  0.003587 |    0.2676 |    0.8151 |
+#> |.....................|     8.166 |     1.864 |    0.6934 |    0.7529 |
+#> |.....................|     1.482 |     1.216 |     1.362 |...........|
+#> |    F| Forward Diff. |    -4.619 |    0.8406 |   -0.3725 |  -0.05439 |
+#> |.....................|   -0.1411 |    -3.915 |     2.594 |   -0.6808 |
+#> |.....................|    -1.519 |    -1.986 |    -1.659 |...........|
+#> |   50|     480.37598 |     1.002 |    -1.232 |   -0.9180 |   -0.8998 |
+#> |.....................|   -0.8490 |   -0.5292 |   -0.9644 |    -1.002 |
+#> |.....................|   -0.6206 |   -0.7528 |   -0.6796 |...........|
+#> |    U|     480.37598 |     94.20 |    -5.632 |    -1.007 |   -0.2044 |
+#> |.....................|     2.100 |     1.864 |    0.6927 |    0.7530 |
+#> |.....................|     1.483 |     1.216 |     1.362 |...........|
+#> |    X|     480.37598 |     94.20 |  0.003582 |    0.2677 |    0.8152 |
+#> |.....................|     8.167 |     1.864 |    0.6927 |    0.7530 |
+#> |.....................|     1.483 |     1.216 |     1.362 |...........|
+#> |    F| Forward Diff. |     6.566 |    0.8383 |   -0.3380 |  -0.04700 |
+#> |.....................|  -0.09943 |    -3.949 |     2.377 |    0.5751 |
+#> |.....................|    -1.561 |    -1.951 |    -1.641 |...........|
+#> |   51|     480.36982 |     1.001 |    -1.233 |   -0.9178 |   -0.8997 |
+#> |.....................|   -0.8489 |   -0.5291 |   -0.9651 |    -1.002 |
+#> |.....................|   -0.6204 |   -0.7522 |   -0.6792 |...........|
+#> |    U|     480.36982 |     94.12 |    -5.633 |    -1.006 |   -0.2043 |
+#> |.....................|     2.100 |     1.864 |    0.6922 |    0.7530 |
+#> |.....................|     1.483 |     1.217 |     1.363 |...........|
+#> |    X|     480.36982 |     94.12 |  0.003577 |    0.2677 |    0.8152 |
+#> |.....................|     8.167 |     1.864 |    0.6922 |    0.7530 |
+#> |.....................|     1.483 |     1.217 |     1.363 |...........|
+#> |    F| Forward Diff. |    -5.243 |    0.8317 |   -0.3515 |  -0.05392 |
+#> |.....................|   -0.1358 |    -3.830 |     2.493 |    0.5823 |
+#> |.....................|    -1.510 |    -1.918 |    -1.620 |...........|
+#> |   52|     480.36331 |     1.002 |    -1.235 |   -0.9176 |   -0.8997 |
+#> |.....................|   -0.8489 |   -0.5289 |   -0.9659 |    -1.002 |
+#> |.....................|   -0.6201 |   -0.7516 |   -0.6788 |...........|
+#> |    U|     480.36331 |     94.19 |    -5.635 |    -1.006 |   -0.2043 |
+#> |.....................|     2.100 |     1.864 |    0.6916 |    0.7530 |
+#> |.....................|     1.483 |     1.218 |     1.363 |...........|
+#> |    X|     480.36331 |     94.19 |  0.003572 |    0.2677 |    0.8152 |
+#> |.....................|     8.168 |     1.864 |    0.6916 |    0.7530 |
+#> |.....................|     1.483 |     1.218 |     1.363 |...........|
+#> |    F| Forward Diff. |     5.492 |    0.8288 |   -0.3226 |  -0.04732 |
+#> |.....................|  -0.09956 |    -3.829 |     2.435 |    0.5676 |
+#> |.....................|    -1.517 |    -1.882 |    -1.604 |...........|
+#> |   53|     480.35731 |     1.001 |    -1.236 |   -0.9175 |   -0.8996 |
+#> |.....................|   -0.8488 |   -0.5288 |   -0.9666 |    -1.002 |
+#> |.....................|   -0.6198 |   -0.7510 |   -0.6783 |...........|
+#> |    U|     480.35731 |     94.12 |    -5.636 |    -1.006 |   -0.2043 |
+#> |.....................|     2.100 |     1.864 |    0.6910 |    0.7529 |
+#> |.....................|     1.484 |     1.218 |     1.364 |...........|
+#> |    X|     480.35731 |     94.12 |  0.003566 |    0.2678 |    0.8152 |
+#> |.....................|     8.168 |     1.864 |    0.6910 |    0.7529 |
+#> |.....................|     1.484 |     1.218 |     1.364 |...........|
+#> |    F| Forward Diff. |    -5.442 |    0.8230 |   -0.3401 |  -0.05270 |
+#> |.....................|   -0.1329 |    -3.818 |     2.394 |   -0.6865 |
+#> |.....................|    -1.462 |    -1.826 |    -1.568 |...........|
+#> |   54|     480.35158 |     1.002 |    -1.238 |   -0.9173 |   -0.8996 |
+#> |.....................|   -0.8487 |   -0.5286 |   -0.9675 |    -1.002 |
+#> |.....................|   -0.6197 |   -0.7504 |   -0.6779 |...........|
+#> |    U|     480.35158 |     94.19 |    -5.638 |    -1.006 |   -0.2042 |
+#> |.....................|     2.100 |     1.864 |    0.6904 |    0.7530 |
+#> |.....................|     1.484 |     1.219 |     1.364 |...........|
+#> |    X|     480.35158 |     94.19 |  0.003561 |    0.2678 |    0.8153 |
+#> |.....................|     8.169 |     1.864 |    0.6904 |    0.7530 |
+#> |.....................|     1.484 |     1.219 |     1.364 |...........|
+#> |    F| Forward Diff. |     5.119 |    0.8198 |   -0.3066 |  -0.04724 |
+#> |.....................|   -0.1005 |    -3.787 |     2.338 |    0.5896 |
+#> |.....................|    -1.465 |    -1.812 |    -1.559 |...........|
+#> |   55|     480.34603 |     1.001 |    -1.239 |   -0.9170 |   -0.8996 |
+#> |.....................|   -0.8486 |   -0.5283 |   -0.9683 |    -1.002 |
+#> |.....................|   -0.6195 |   -0.7499 |   -0.6775 |...........|
+#> |    U|     480.34603 |     94.12 |    -5.639 |    -1.006 |   -0.2042 |
+#> |.....................|     2.100 |     1.865 |    0.6897 |    0.7530 |
+#> |.....................|     1.484 |     1.220 |     1.364 |...........|
+#> |    X|     480.34603 |     94.12 |  0.003555 |    0.2679 |    0.8153 |
+#> |.....................|     8.170 |     1.865 |    0.6897 |    0.7530 |
+#> |.....................|     1.484 |     1.220 |     1.364 |...........|
+#> |    F| Forward Diff. |    -5.669 |    0.8137 |   -0.3182 |  -0.05158 |
+#> |.....................|   -0.1292 |    -3.845 |     2.251 |    0.5349 |
+#> |.....................|    -1.532 |    -1.781 |    -1.537 |...........|
+#> |   56|     480.33997 |     1.002 |    -1.241 |   -0.9169 |   -0.8995 |
+#> |.....................|   -0.8486 |   -0.5282 |   -0.9690 |    -1.002 |
+#> |.....................|   -0.6192 |   -0.7493 |   -0.6772 |...........|
+#> |    U|     480.33997 |     94.19 |    -5.641 |    -1.005 |   -0.2041 |
+#> |.....................|     2.101 |     1.865 |    0.6892 |    0.7529 |
+#> |.....................|     1.484 |     1.220 |     1.365 |...........|
+#> |    X|     480.33997 |     94.19 |  0.003550 |    0.2679 |    0.8153 |
+#> |.....................|     8.170 |     1.865 |    0.6892 |    0.7529 |
+#> |.....................|     1.484 |     1.220 |     1.365 |...........|
+#> |    F| Forward Diff. |     4.944 |    0.8109 |   -0.2900 |  -0.04418 |
+#> |.....................|  -0.09220 |    -3.817 |     2.207 |    0.5423 |
+#> |.....................|    -1.530 |    -1.750 |    -1.524 |...........|
+#> |   57|     480.33440 |     1.001 |    -1.242 |   -0.9168 |   -0.8995 |
+#> |.....................|   -0.8485 |   -0.5280 |   -0.9697 |    -1.002 |
+#> |.....................|   -0.6188 |   -0.7487 |   -0.6768 |...........|
+#> |    U|      480.3344 |     94.12 |    -5.642 |    -1.005 |   -0.2041 |
+#> |.....................|     2.101 |     1.865 |    0.6887 |    0.7529 |
+#> |.....................|     1.485 |     1.221 |     1.365 |...........|
+#> |    X|      480.3344 |     94.12 |  0.003544 |    0.2679 |    0.8154 |
+#> |.....................|     8.171 |     1.865 |    0.6887 |    0.7529 |
+#> |.....................|     1.485 |     1.221 |     1.365 |...........|
+#> |    F| Forward Diff. |    -5.630 |    0.8048 |   -0.3070 |  -0.04965 |
+#> |.....................|   -0.1246 |    -3.770 |     2.179 |    0.5400 |
+#> |.....................|    -1.465 |    -1.710 |    -1.500 |...........|
+#> |   58|     480.32852 |     1.002 |    -1.244 |   -0.9167 |   -0.8994 |
+#> |.....................|   -0.8485 |   -0.5278 |   -0.9703 |    -1.002 |
+#> |.....................|   -0.6184 |   -0.7482 |   -0.6764 |...........|
+#> |    U|     480.32852 |     94.19 |    -5.644 |    -1.005 |   -0.2041 |
+#> |.....................|     2.101 |     1.865 |    0.6882 |    0.7528 |
+#> |.....................|     1.485 |     1.221 |     1.366 |...........|
+#> |    X|     480.32852 |     94.19 |  0.003538 |    0.2679 |    0.8154 |
+#> |.....................|     8.171 |     1.865 |    0.6882 |    0.7528 |
+#> |.....................|     1.485 |     1.221 |     1.366 |...........|
+#> |    F| Forward Diff. |     4.819 |    0.8018 |   -0.2789 |  -0.04260 |
+#> |.....................|  -0.08823 |    -3.653 |     2.177 |   -0.6593 |
+#> |.....................|    -1.384 |    -1.678 |    -1.478 |...........|
+#> |   59|     480.32382 |     1.001 |    -1.246 |   -0.9164 |   -0.8994 |
+#> |.....................|   -0.8484 |   -0.5276 |   -0.9711 |    -1.002 |
+#> |.....................|   -0.6183 |   -0.7477 |   -0.6761 |...........|
+#> |    U|     480.32382 |     94.12 |    -5.646 |    -1.005 |   -0.2040 |
+#> |.....................|     2.101 |     1.865 |    0.6876 |    0.7529 |
+#> |.....................|     1.486 |     1.222 |     1.366 |...........|
+#> |    X|     480.32382 |     94.12 |  0.003533 |    0.2680 |    0.8155 |
+#> |.....................|     8.172 |     1.865 |    0.6876 |    0.7529 |
+#> |.....................|     1.486 |     1.222 |     1.366 |...........|
+#> |    F| Forward Diff. |    -5.225 |    0.7951 |   -0.2896 |  -0.04843 |
+#> |.....................|   -0.1194 |    -3.720 |     2.091 |   -0.7072 |
+#> |.....................|    -1.430 |    -1.641 |    -1.454 |...........|
+#> |   60|     480.31902 |     1.002 |    -1.247 |   -0.9160 |   -0.8993 |
+#> |.....................|   -0.8482 |   -0.5273 |   -0.9719 |    -1.002 |
+#> |.....................|   -0.6182 |   -0.7473 |   -0.6757 |...........|
+#> |    U|     480.31902 |     94.19 |    -5.647 |    -1.005 |   -0.2039 |
+#> |.....................|     2.101 |     1.865 |    0.6870 |    0.7531 |
+#> |.....................|     1.486 |     1.222 |     1.367 |...........|
+#> |    X|     480.31902 |     94.19 |  0.003527 |    0.2681 |    0.8155 |
+#> |.....................|     8.173 |     1.865 |    0.6870 |    0.7531 |
+#> |.....................|     1.486 |     1.222 |     1.367 |...........|
+#> |    F| Forward Diff. |     4.904 |    0.7922 |   -0.2469 |  -0.04034 |
+#> |.....................|  -0.08539 |    -3.545 |     2.094 |   -0.6237 |
+#> |.....................|    -1.331 |    -1.619 |    -1.454 |...........|
+#> |   61|     480.31471 |     1.001 |    -1.249 |   -0.9156 |   -0.8993 |
+#> |.....................|   -0.8481 |   -0.5271 |   -0.9727 |    -1.001 |
+#> |.....................|   -0.6181 |   -0.7468 |   -0.6753 |...........|
+#> |    U|     480.31471 |     94.12 |    -5.649 |    -1.004 |   -0.2039 |
+#> |.....................|     2.101 |     1.866 |    0.6864 |    0.7533 |
+#> |.....................|     1.486 |     1.223 |     1.367 |...........|
+#> |    X|     480.31471 |     94.12 |  0.003522 |    0.2681 |    0.8156 |
+#> |.....................|     8.174 |     1.866 |    0.6864 |    0.7533 |
+#> |.....................|     1.486 |     1.223 |     1.367 |...........|
+#> |    F| Forward Diff. |    -5.295 |    0.7853 |   -0.2507 |  -0.04627 |
+#> |.....................|   -0.1126 |    -3.760 |     1.942 |   -0.7288 |
+#> |.....................|    -1.482 |    -1.617 |    -1.436 |...........|
+#> |   62|     480.31013 |     1.002 |    -1.250 |   -0.9152 |   -0.8992 |
+#> |.....................|   -0.8480 |   -0.5269 |   -0.9734 |    -1.001 |
+#> |.....................|   -0.6180 |   -0.7464 |   -0.6750 |...........|
+#> |    U|     480.31013 |     94.19 |    -5.650 |    -1.004 |   -0.2038 |
+#> |.....................|     2.101 |     1.866 |    0.6859 |    0.7535 |
+#> |.....................|     1.486 |     1.223 |     1.367 |...........|
+#> |    X|     480.31013 |     94.19 |  0.003516 |    0.2682 |    0.8156 |
+#> |.....................|     8.175 |     1.866 |    0.6859 |    0.7535 |
+#> |.....................|     1.486 |     1.223 |     1.367 |...........|
+#> |    F| Forward Diff. |     4.435 |    0.7821 |   -0.2118 |  -0.03855 |
+#> |.....................|  -0.07590 |    -3.495 |     2.000 |   -0.6027 |
+#> |.....................|    -1.382 |    -1.576 |    -1.413 |...........|
+#> |   63|     480.30581 |     1.001 |    -1.252 |   -0.9149 |   -0.8991 |
+#> |.....................|   -0.8479 |   -0.5266 |   -0.9741 |    -1.001 |
+#> |.....................|   -0.6178 |   -0.7459 |   -0.6746 |...........|
+#> |    U|     480.30581 |     94.12 |    -5.652 |    -1.003 |   -0.2037 |
+#> |.....................|     2.101 |     1.866 |    0.6854 |    0.7536 |
+#> |.....................|     1.486 |     1.224 |     1.368 |...........|
+#> |    X|     480.30581 |     94.12 |  0.003510 |    0.2683 |    0.8157 |
+#> |.....................|     8.176 |     1.866 |    0.6854 |    0.7536 |
+#> |.....................|     1.486 |     1.224 |     1.368 |...........|
+#> |    F| Forward Diff. |    -5.315 |    0.7789 |   -0.2090 |  -0.03720 |
+#> |.....................|  -0.09944 |    -3.577 |     1.911 |   -0.6518 |
+#> |.....................|    -1.378 |    -1.528 |    -1.376 |...........|
+#> |   64|     480.30125 |     1.002 |    -1.254 |   -0.9146 |   -0.8990 |
+#> |.....................|   -0.8478 |   -0.5264 |   -0.9748 |    -1.001 |
+#> |.....................|   -0.6176 |   -0.7454 |   -0.6743 |...........|
+#> |    U|     480.30125 |     94.19 |    -5.654 |    -1.003 |   -0.2037 |
+#> |.....................|     2.101 |     1.866 |    0.6848 |    0.7538 |
+#> |.....................|     1.486 |     1.224 |     1.368 |...........|
+#> |    X|     480.30125 |     94.19 |  0.003505 |    0.2683 |    0.8157 |
+#> |.....................|     8.177 |     1.866 |    0.6848 |    0.7538 |
+#> |.....................|     1.486 |     1.224 |     1.368 |...........|
+#> |    F| Forward Diff. |     4.353 |    0.7723 |   -0.1834 |  -0.03622 |
+#> |.....................|  -0.07047 |    -3.672 |     1.822 |   -0.6713 |
+#> |.....................|    -1.445 |    -1.532 |    -1.389 |...........|
+#> |   65|     480.29714 |     1.001 |    -1.255 |   -0.9143 |   -0.8990 |
+#> |.....................|   -0.8476 |   -0.5261 |   -0.9754 |    -1.001 |
+#> |.....................|   -0.6174 |   -0.7450 |   -0.6740 |...........|
+#> |    U|     480.29714 |     94.12 |    -5.655 |    -1.003 |   -0.2036 |
+#> |.....................|     2.101 |     1.866 |    0.6843 |    0.7539 |
+#> |.....................|     1.487 |     1.225 |     1.369 |...........|
+#> |    X|     480.29714 |     94.12 |  0.003499 |    0.2684 |    0.8158 |
+#> |.....................|     8.178 |     1.866 |    0.6843 |    0.7539 |
+#> |.....................|     1.487 |     1.225 |     1.369 |...........|
+#> |    F| Forward Diff. |    -5.435 |    0.7663 |   -0.1878 |  -0.03986 |
+#> |.....................|   -0.1019 |    -3.343 |     1.893 |    0.6711 |
+#> |.....................|    -1.269 |    -1.487 |    -1.354 |...........|
+#> |   66|     480.29215 |     1.002 |    -1.257 |   -0.9143 |   -0.8989 |
+#> |.....................|   -0.8476 |   -0.5260 |   -0.9760 |    -1.001 |
+#> |.....................|   -0.6172 |   -0.7444 |   -0.6736 |...........|
+#> |    U|     480.29215 |     94.18 |    -5.657 |    -1.003 |   -0.2036 |
+#> |.....................|     2.102 |     1.867 |    0.6839 |    0.7538 |
+#> |.....................|     1.487 |     1.226 |     1.369 |...........|
+#> |    X|     480.29215 |     94.18 |  0.003493 |    0.2684 |    0.8158 |
+#> |.....................|     8.179 |     1.867 |    0.6839 |    0.7538 |
+#> |.....................|     1.487 |     1.226 |     1.369 |...........|
+#> |    F| Forward Diff. |     4.161 |    0.7621 |   -0.1686 |  -0.03452 |
+#> |.....................|  -0.06632 |    -3.552 |     1.775 |    0.6057 |
+#> |.....................|    -1.379 |    -1.473 |    -1.364 |...........|
+#> |   67|     480.28721 |     1.001 |    -1.259 |   -0.9145 |   -0.8989 |
+#> |.....................|   -0.8476 |   -0.5257 |   -0.9765 |    -1.001 |
+#> |.....................|   -0.6170 |   -0.7439 |   -0.6732 |...........|
+#> |    U|     480.28721 |     94.12 |    -5.659 |    -1.003 |   -0.2035 |
+#> |.....................|     2.102 |     1.867 |    0.6836 |    0.7537 |
+#> |.....................|     1.487 |     1.226 |     1.369 |...........|
+#> |    X|     480.28721 |     94.12 |  0.003487 |    0.2684 |    0.8159 |
+#> |.....................|     8.179 |     1.867 |    0.6836 |    0.7537 |
+#> |.....................|     1.487 |     1.226 |     1.369 |...........|
+#> |    F| Forward Diff. |    -4.925 |    0.7584 |   -0.1913 |  -0.03513 |
+#> |.....................|  -0.09132 |    -3.418 |     1.781 |   -0.6203 |
+#> |.....................|    -1.349 |    -1.417 |    -1.313 |...........|
+#> |   68|     480.28278 |     1.002 |    -1.260 |   -0.9144 |   -0.8988 |
+#> |.....................|   -0.8475 |   -0.5255 |   -0.9770 |    -1.001 |
+#> |.....................|   -0.6167 |   -0.7434 |   -0.6728 |...........|
+#> |    U|     480.28278 |     94.19 |    -5.660 |    -1.003 |   -0.2035 |
+#> |.....................|     2.102 |     1.867 |    0.6832 |    0.7537 |
+#> |.....................|     1.487 |     1.227 |     1.370 |...........|
+#> |    X|     480.28278 |     94.19 |  0.003481 |    0.2684 |    0.8159 |
+#> |.....................|     8.179 |     1.867 |    0.6832 |    0.7537 |
+#> |.....................|     1.487 |     1.227 |     1.370 |...........|
+#> |    F| Forward Diff. |     4.442 |    0.7524 |   -0.1734 |  -0.03276 |
+#> |.....................|  -0.06267 |    -3.400 |     1.746 |   -0.5960 |
+#> |.....................|    -1.307 |    -1.411 |    -1.323 |...........|
+#> |   69|     480.27897 |     1.001 |    -1.262 |   -0.9141 |   -0.8988 |
+#> |.....................|   -0.8474 |   -0.5252 |   -0.9776 |    -1.001 |
+#> |.....................|   -0.6165 |   -0.7431 |   -0.6724 |...........|
+#> |    U|     480.27897 |     94.13 |    -5.662 |    -1.003 |   -0.2034 |
+#> |.....................|     2.102 |     1.867 |    0.6827 |    0.7539 |
+#> |.....................|     1.488 |     1.227 |     1.370 |...........|
+#> |    X|     480.27897 |     94.13 |  0.003475 |    0.2684 |    0.8159 |
+#> |.....................|     8.180 |     1.867 |    0.6827 |    0.7539 |
+#> |.....................|     1.488 |     1.227 |     1.370 |...........|
+#> |    F| Forward Diff. |    -4.732 |    0.7463 |   -0.1764 |  -0.03625 |
+#> |.....................|  -0.08933 |    -3.375 |     1.716 |    0.6486 |
+#> |.....................|    -1.273 |    -1.374 |    -1.283 |...........|
+#> |   70|     480.27440 |     1.002 |    -1.264 |   -0.9140 |   -0.8987 |
+#> |.....................|   -0.8473 |   -0.5250 |   -0.9782 |    -1.001 |
+#> |.....................|   -0.6164 |   -0.7427 |   -0.6721 |...........|
+#> |    U|      480.2744 |     94.19 |    -5.664 |    -1.003 |   -0.2034 |
+#> |.....................|     2.102 |     1.867 |    0.6823 |    0.7538 |
+#> |.....................|     1.488 |     1.227 |     1.371 |...........|
+#> |    X|      480.2744 |     94.19 |  0.003469 |    0.2684 |    0.8160 |
+#> |.....................|     8.181 |     1.867 |    0.6823 |    0.7538 |
+#> |.....................|     1.488 |     1.227 |     1.371 |...........|
+#> |    F| Forward Diff. |     4.305 |    0.7431 |   -0.1535 |  -0.02884 |
+#> |.....................|  -0.05624 |    -3.424 |     1.641 |   -0.6166 |
+#> |.....................|    -1.366 |    -1.368 |    -1.291 |...........|
+#> |   71|     480.27043 |     1.001 |    -1.266 |   -0.9140 |   -0.8987 |
+#> |.....................|   -0.8473 |   -0.5247 |   -0.9786 |    -1.001 |
+#> |.....................|   -0.6161 |   -0.7423 |   -0.6718 |...........|
+#> |    U|     480.27043 |     94.13 |    -5.666 |    -1.002 |   -0.2033 |
+#> |.....................|     2.102 |     1.868 |    0.6819 |    0.7539 |
+#> |.....................|     1.488 |     1.228 |     1.371 |...........|
+#> |    X|     480.27043 |     94.13 |  0.003463 |    0.2685 |    0.8160 |
+#> |.....................|     8.181 |     1.868 |    0.6819 |    0.7539 |
+#> |.....................|     1.488 |     1.228 |     1.371 |...........|
+#> |    F| Forward Diff. |    -4.306 |    0.7372 |   -0.1665 |  -0.03186 |
+#> |.....................|  -0.08221 |    -3.333 |     1.631 |   -0.6040 |
+#> |.....................|    -1.265 |    -1.322 |    -1.255 |...........|
+#> |   72|     480.26665 |     1.002 |    -1.267 |   -0.9136 |   -0.8986 |
+#> |.....................|   -0.8471 |   -0.5244 |   -0.9791 |    -1.001 |
+#> |.....................|   -0.6160 |   -0.7419 |   -0.6714 |...........|
+#> |    U|     480.26665 |     94.19 |    -5.667 |    -1.002 |   -0.2032 |
+#> |.....................|     2.102 |     1.868 |    0.6815 |    0.7540 |
+#> |.....................|     1.488 |     1.228 |     1.371 |...........|
+#> |    X|     480.26665 |     94.19 |  0.003457 |    0.2685 |    0.8161 |
+#> |.....................|     8.182 |     1.868 |    0.6815 |    0.7540 |
+#> |.....................|     1.488 |     1.228 |     1.371 |...........|
+#> |    F| Forward Diff. |     4.654 |    0.7327 |   -0.1326 |  -0.02617 |
+#> |.....................|  -0.04981 |    -3.394 |     1.559 |   -0.6139 |
+#> |.....................|    -1.358 |    -1.341 |    -1.268 |...........|
+#> |   73|     480.26300 |     1.001 |    -1.269 |   -0.9132 |   -0.8985 |
+#> |.....................|   -0.8470 |   -0.5241 |   -0.9796 |    -1.000 |
+#> |.....................|   -0.6158 |   -0.7416 |   -0.6711 |...........|
+#> |    U|       480.263 |     94.13 |    -5.669 |    -1.002 |   -0.2032 |
+#> |.....................|     2.102 |     1.868 |    0.6812 |    0.7542 |
+#> |.....................|     1.488 |     1.229 |     1.372 |...........|
+#> |    X|       480.263 |     94.13 |  0.003451 |    0.2686 |    0.8162 |
+#> |.....................|     8.183 |     1.868 |    0.6812 |    0.7542 |
+#> |.....................|     1.488 |     1.229 |     1.372 |...........|
+#> |    F| Forward Diff. |    -4.009 |    0.7258 |   -0.1343 |  -0.03035 |
+#> |.....................|  -0.07619 |    -3.164 |     1.609 |   -0.5397 |
+#> |.....................|    -1.251 |    -1.282 |    -1.219 |...........|
+#> |   74|     480.25930 |     1.002 |    -1.271 |   -0.9130 |   -0.8985 |
+#> |.....................|   -0.8469 |   -0.5239 |   -0.9802 |    -1.000 |
+#> |.....................|   -0.6155 |   -0.7412 |   -0.6708 |...........|
+#> |    U|      480.2593 |     94.19 |    -5.671 |    -1.002 |   -0.2031 |
+#> |.....................|     2.102 |     1.868 |    0.6807 |    0.7543 |
+#> |.....................|     1.489 |     1.229 |     1.372 |...........|
+#> |    X|      480.2593 |     94.19 |  0.003445 |    0.2686 |    0.8162 |
+#> |.....................|     8.184 |     1.868 |    0.6807 |    0.7543 |
+#> |.....................|     1.489 |     1.229 |     1.372 |...........|
+#> |    F| Forward Diff. |     4.851 |    0.7223 |   -0.1045 |  -0.02290 |
+#> |.....................|  -0.04316 |    -3.376 |     1.478 |    0.6193 |
+#> |.....................|    -1.343 |    -1.302 |    -1.232 |...........|
+#> |   75|     480.25486 |     1.001 |    -1.273 |   -0.9131 |   -0.8984 |
+#> |.....................|   -0.8469 |   -0.5237 |   -0.9805 |    -1.000 |
+#> |.....................|   -0.6152 |   -0.7408 |   -0.6705 |...........|
+#> |    U|     480.25486 |     94.14 |    -5.673 |    -1.002 |   -0.2030 |
+#> |.....................|     2.102 |     1.868 |    0.6805 |    0.7542 |
+#> |.....................|     1.489 |     1.230 |     1.373 |...........|
+#> |    X|     480.25486 |     94.14 |  0.003439 |    0.2686 |    0.8162 |
+#> |.....................|     8.184 |     1.868 |    0.6805 |    0.7542 |
+#> |.....................|     1.489 |     1.230 |     1.373 |...........|
+#> |    F| Forward Diff. |    -3.282 |    0.7167 |   -0.1236 |  -0.02586 |
+#> |.....................|  -0.06793 |    -3.294 |     1.470 |    0.6693 |
+#> |.....................|    -1.247 |    -1.242 |    -1.194 |...........|
+#> |   76|     480.25000 |     1.002 |    -1.274 |   -0.9134 |   -0.8984 |
+#> |.....................|   -0.8469 |   -0.5231 |   -0.9806 |    -1.001 |
+#> |.....................|   -0.6147 |   -0.7402 |   -0.6701 |...........|
+#> |    U|        480.25 |     94.20 |    -5.674 |    -1.002 |   -0.2030 |
+#> |.....................|     2.102 |     1.869 |    0.6804 |    0.7539 |
+#> |.....................|     1.490 |     1.230 |     1.373 |...........|
+#> |    X|        480.25 |     94.20 |  0.003434 |    0.2686 |    0.8163 |
+#> |.....................|     8.184 |     1.869 |    0.6804 |    0.7539 |
+#> |.....................|     1.490 |     1.230 |     1.373 |...........|
+#> |    F| Forward Diff. |     5.823 |    0.7134 |   -0.1173 |  -0.02040 |
+#> |.....................|  -0.04062 |    -3.151 |     1.491 |   -0.5685 |
+#> |.....................|    -1.243 |    -1.237 |    -1.210 |...........|
+#> |   77|     480.24598 |     1.001 |    -1.276 |   -0.9134 |   -0.8984 |
+#> |.....................|   -0.8469 |   -0.5229 |   -0.9809 |    -1.001 |
+#> |.....................|   -0.6145 |   -0.7399 |   -0.6698 |...........|
+#> |    U|     480.24598 |     94.13 |    -5.676 |    -1.002 |   -0.2030 |
+#> |.....................|     2.102 |     1.869 |    0.6802 |    0.7539 |
+#> |.....................|     1.490 |     1.231 |     1.373 |...........|
+#> |    X|     480.24598 |     94.13 |  0.003427 |    0.2686 |    0.8163 |
+#> |.....................|     8.184 |     1.869 |    0.6802 |    0.7539 |
+#> |.....................|     1.490 |     1.231 |     1.373 |...........|
+#> |    F| Forward Diff. |    -3.294 |    0.7076 |   -0.1362 |  -0.02383 |
+#> |.....................|  -0.06566 |    -3.147 |     1.461 |    0.6663 |
+#> |.....................|    -1.244 |    -1.185 |    -1.155 |...........|
+#> |   78|     480.24152 |     1.002 |    -1.278 |   -0.9134 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5225 |   -0.9813 |    -1.001 |
+#> |.....................|   -0.6142 |   -0.7395 |   -0.6694 |...........|
+#> |    U|     480.24152 |     94.19 |    -5.678 |    -1.002 |   -0.2030 |
+#> |.....................|     2.102 |     1.869 |    0.6799 |    0.7538 |
+#> |.....................|     1.490 |     1.231 |     1.374 |...........|
+#> |    X|     480.24152 |     94.19 |  0.003421 |    0.2686 |    0.8163 |
+#> |.....................|     8.184 |     1.869 |    0.6799 |    0.7538 |
+#> |.....................|     1.490 |     1.231 |     1.374 |...........|
+#> |    F| Forward Diff. |     4.573 |    0.7031 |   -0.1214 |  -0.01999 |
+#> |.....................|  -0.04022 |    -3.129 |     1.425 |    0.6287 |
+#> |.....................|    -1.274 |    -1.197 |    -1.174 |...........|
+#> |   79|     480.23703 |     1.001 |    -1.280 |   -0.9136 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5223 |   -0.9815 |    -1.001 |
+#> |.....................|   -0.6136 |   -0.7392 |   -0.6691 |...........|
+#> |    U|     480.23703 |     94.13 |    -5.680 |    -1.002 |   -0.2030 |
+#> |.....................|     2.102 |     1.869 |    0.6797 |    0.7536 |
+#> |.....................|     1.491 |     1.231 |     1.374 |...........|
+#> |    X|     480.23703 |     94.13 |  0.003415 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.869 |    0.6797 |    0.7536 |
+#> |.....................|     1.491 |     1.231 |     1.374 |...........|
+#> |    F| Forward Diff. |    -3.496 |    0.6977 |   -0.1464 |  -0.02500 |
+#> |.....................|  -0.06997 |    -3.031 |     1.316 |    0.6455 |
+#> |.....................|    -1.198 |    -1.144 |    -1.124 |...........|
+#> |   80|     480.23246 |     1.002 |    -1.281 |   -0.9138 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5219 |   -0.9816 |    -1.001 |
+#> |.....................|   -0.6131 |   -0.7387 |   -0.6687 |...........|
+#> |    U|     480.23246 |     94.19 |    -5.681 |    -1.002 |   -0.2030 |
+#> |.....................|     2.102 |     1.870 |    0.6796 |    0.7533 |
+#> |.....................|     1.492 |     1.232 |     1.375 |...........|
+#> |    X|     480.23246 |     94.19 |  0.003409 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.870 |    0.6796 |    0.7533 |
+#> |.....................|     1.492 |     1.232 |     1.375 |...........|
+#> |    F| Forward Diff. |     4.825 |    0.6940 |   -0.1347 |  -0.01919 |
+#> |.....................|  -0.03939 |    -3.118 |     1.378 |    0.5922 |
+#> |.....................|    -1.219 |    -1.136 |    -1.127 |...........|
+#> |   81|     480.22809 |     1.001 |    -1.283 |   -0.9138 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5217 |   -0.9816 |    -1.002 |
+#> |.....................|   -0.6127 |   -0.7384 |   -0.6684 |...........|
+#> |    U|     480.22809 |     94.14 |    -5.683 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.870 |    0.6796 |    0.7531 |
+#> |.....................|     1.492 |     1.232 |     1.375 |...........|
+#> |    X|     480.22809 |     94.14 |  0.003403 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.870 |    0.6796 |    0.7531 |
+#> |.....................|     1.492 |     1.232 |     1.375 |...........|
+#> |    F| Forward Diff. |    -3.001 |    0.6885 |   -0.1518 |  -0.02256 |
+#> |.....................|  -0.06414 |    -2.892 |     1.443 |    0.6415 |
+#> |.....................|    -1.085 |    -1.098 |    -1.101 |...........|
+#> |   82|     480.22387 |     1.002 |    -1.285 |   -0.9139 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5212 |   -0.9821 |    -1.002 |
+#> |.....................|   -0.6124 |   -0.7381 |   -0.6680 |...........|
+#> |    U|     480.22387 |     94.19 |    -5.685 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.870 |    0.6793 |    0.7529 |
+#> |.....................|     1.492 |     1.232 |     1.375 |...........|
+#> |    X|     480.22387 |     94.19 |  0.003397 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.870 |    0.6793 |    0.7529 |
+#> |.....................|     1.492 |     1.232 |     1.375 |...........|
+#> |    F| Forward Diff. |     5.360 |    0.6846 |   -0.1392 |  -0.01938 |
+#> |.....................|  -0.04006 |    -2.853 |     1.421 |   -0.5715 |
+#> |.....................|    -1.064 |    -1.117 |    -1.118 |...........|
+#> |   83|     480.22054 |     1.001 |    -1.287 |   -0.9139 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5210 |   -0.9826 |    -1.002 |
+#> |.....................|   -0.6125 |   -0.7380 |   -0.6676 |...........|
+#> |    U|     480.22054 |     94.14 |    -5.687 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.871 |    0.6789 |    0.7530 |
+#> |.....................|     1.492 |     1.233 |     1.376 |...........|
+#> |    X|     480.22054 |     94.14 |  0.003391 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.871 |    0.6789 |    0.7530 |
+#> |.....................|     1.492 |     1.233 |     1.376 |...........|
+#> |    F| Forward Diff. |    -2.774 |    0.6781 |   -0.1521 |  -0.02419 |
+#> |.....................|  -0.06697 |    -2.800 |     1.392 |    0.6467 |
+#> |.....................|    -1.111 |    -1.074 |    -1.064 |...........|
+#> |   84|     480.21670 |     1.002 |    -1.288 |   -0.9138 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5206 |   -0.9832 |    -1.002 |
+#> |.....................|   -0.6123 |   -0.7378 |   -0.6672 |...........|
+#> |    U|      480.2167 |     94.19 |    -5.688 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.871 |    0.6784 |    0.7529 |
+#> |.....................|     1.493 |     1.233 |     1.376 |...........|
+#> |    X|      480.2167 |     94.19 |  0.003385 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.871 |    0.6784 |    0.7529 |
+#> |.....................|     1.493 |     1.233 |     1.376 |...........|
+#> |    F| Forward Diff. |     4.519 |    0.6730 |   -0.1351 |  -0.02088 |
+#> |.....................|  -0.04118 |    -2.856 |     1.311 |    0.6094 |
+#> |.....................|    -1.165 |    -1.062 |    -1.048 |...........|
+#> |   85|     480.21269 |     1.001 |    -1.290 |   -0.9139 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5205 |   -0.9835 |    -1.002 |
+#> |.....................|   -0.6119 |   -0.7376 |   -0.6670 |...........|
+#> |    U|     480.21269 |     94.14 |    -5.690 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.871 |    0.6782 |    0.7527 |
+#> |.....................|     1.493 |     1.233 |     1.377 |...........|
+#> |    X|     480.21269 |     94.14 |  0.003379 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.871 |    0.6782 |    0.7527 |
+#> |.....................|     1.493 |     1.233 |     1.377 |...........|
+#> |    F| Forward Diff. |    -2.933 |    0.6686 |   -0.1517 |  -0.01805 |
+#> |.....................|  -0.06304 |    -2.806 |     1.298 |    0.6045 |
+#> |.....................|    -1.073 |    -1.045 |    -1.026 |...........|
+#> |   86|     480.20865 |     1.002 |    -1.292 |   -0.9139 |   -0.8983 |
+#> |.....................|   -0.8469 |   -0.5201 |   -0.9839 |    -1.002 |
+#> |.....................|   -0.6115 |   -0.7373 |   -0.6667 |...........|
+#> |    U|     480.20865 |     94.19 |    -5.692 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.871 |    0.6779 |    0.7525 |
+#> |.....................|     1.494 |     1.233 |     1.377 |...........|
+#> |    X|     480.20865 |     94.19 |  0.003373 |    0.2685 |    0.8163 |
+#> |.....................|     8.184 |     1.871 |    0.6779 |    0.7525 |
+#> |.....................|     1.494 |     1.233 |     1.377 |...........|
+#> |    F| Forward Diff. |     4.802 |    0.6647 |   -0.1367 |  -0.01906 |
+#> |.....................|  -0.03994 |    -2.699 |     1.311 |   -0.5807 |
+#> |.....................|    -1.078 |    -1.030 |    -1.030 |...........|
+#> |   87|     480.20558 |     1.001 |    -1.294 |   -0.9137 |   -0.8983 |
+#> |.....................|   -0.8468 |   -0.5199 |   -0.9842 |    -1.002 |
+#> |.....................|   -0.6113 |   -0.7372 |   -0.6665 |...........|
+#> |    U|     480.20558 |     94.14 |    -5.694 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.871 |    0.6776 |    0.7525 |
+#> |.....................|     1.494 |     1.233 |     1.377 |...........|
+#> |    X|     480.20558 |     94.14 |  0.003367 |    0.2685 |    0.8163 |
+#> |.....................|     8.185 |     1.871 |    0.6776 |    0.7525 |
+#> |.....................|     1.494 |     1.233 |     1.377 |...........|
+#> |    F| Forward Diff. |    -2.911 |    0.6576 |   -0.1438 |  -0.02051 |
+#> |.....................|  -0.06613 |    -2.751 |     1.246 |   -0.6218 |
+#> |.....................|    -1.053 |    -1.017 |    -1.010 |...........|
+#> |   88|     480.20291 |     1.002 |    -1.296 |   -0.9132 |   -0.8982 |
+#> |.....................|   -0.8467 |   -0.5195 |   -0.9848 |    -1.002 |
+#> |.....................|   -0.6112 |   -0.7370 |   -0.6662 |...........|
+#> |    U|     480.20291 |     94.19 |    -5.696 |    -1.002 |   -0.2029 |
+#> |.....................|     2.102 |     1.872 |    0.6772 |    0.7527 |
+#> |.....................|     1.494 |     1.234 |     1.377 |...........|
+#> |    X|     480.20291 |     94.19 |  0.003361 |    0.2686 |    0.8164 |
+#> |.....................|     8.186 |     1.872 |    0.6772 |    0.7527 |
+#> |.....................|     1.494 |     1.234 |     1.377 |...........|
+#> |    F| Forward Diff. |     4.296 |    0.6533 |   -0.1055 |  -0.01383 |
+#> |.....................|  -0.03435 |    -2.750 |     1.192 |   -0.6155 |
+#> |.....................|    -1.121 |    -1.037 |    -1.054 |...........|
+#> |   89|     480.20010 |     1.001 |    -1.297 |   -0.9127 |   -0.8982 |
+#> |.....................|   -0.8466 |   -0.5193 |   -0.9850 |    -1.002 |
+#> |.....................|   -0.6110 |   -0.7368 |   -0.6658 |...........|
+#> |    U|      480.2001 |     94.14 |    -5.697 |    -1.001 |   -0.2028 |
+#> |.....................|     2.103 |     1.872 |    0.6771 |    0.7528 |
+#> |.....................|     1.494 |     1.234 |     1.378 |...........|
+#> |    X|      480.2001 |     94.14 |  0.003355 |    0.2687 |    0.8164 |
+#> |.....................|     8.187 |     1.872 |    0.6771 |    0.7528 |
+#> |.....................|     1.494 |     1.234 |     1.378 |...........|
+#> |    F| Forward Diff. |    -2.841 |    0.6461 |  -0.09617 |  -0.01892 |
+#> |.....................|  -0.05600 |    -2.503 |     1.255 |    0.6797 |
+#> |.....................|   -0.9587 |    -1.006 |   -0.9794 |...........|
+#> |   90|     480.19652 |     1.002 |    -1.299 |   -0.9127 |   -0.8982 |
+#> |.....................|   -0.8466 |   -0.5191 |   -0.9853 |    -1.002 |
+#> |.....................|   -0.6108 |   -0.7364 |   -0.6653 |...........|
+#> |    U|     480.19652 |     94.19 |    -5.699 |    -1.001 |   -0.2028 |
+#> |.....................|     2.103 |     1.872 |    0.6768 |    0.7526 |
+#> |.....................|     1.494 |     1.234 |     1.378 |...........|
+#> |    X|     480.19652 |     94.19 |  0.003349 |    0.2687 |    0.8164 |
+#> |.....................|     8.187 |     1.872 |    0.6768 |    0.7526 |
+#> |.....................|     1.494 |     1.234 |     1.378 |...........|
+#> |   91|     480.19461 |     1.002 |    -1.301 |   -0.9128 |   -0.8982 |
+#> |.....................|   -0.8466 |   -0.5193 |   -0.9855 |    -1.002 |
+#> |.....................|   -0.6107 |   -0.7361 |   -0.6650 |...........|
+#> |    U|     480.19461 |     94.18 |    -5.701 |    -1.001 |   -0.2028 |
+#> |.....................|     2.103 |     1.872 |    0.6767 |    0.7526 |
+#> |.....................|     1.494 |     1.235 |     1.379 |...........|
+#> |    X|     480.19461 |     94.18 |  0.003342 |    0.2687 |    0.8164 |
+#> |.....................|     8.187 |     1.872 |    0.6767 |    0.7526 |
+#> |.....................|     1.494 |     1.235 |     1.379 |...........|
+#> |   92|     480.18441 |     1.002 |    -1.313 |   -0.9134 |   -0.8983 |
+#> |.....................|   -0.8466 |   -0.5209 |   -0.9862 |    -1.003 |
+#> |.....................|   -0.6104 |   -0.7344 |   -0.6628 |...........|
+#> |    U|     480.18441 |     94.17 |    -5.713 |    -1.002 |   -0.2029 |
+#> |.....................|     2.103 |     1.871 |    0.6762 |    0.7522 |
+#> |.....................|     1.495 |     1.237 |     1.381 |...........|
+#> |    X|     480.18441 |     94.17 |  0.003303 |    0.2686 |    0.8164 |
+#> |.....................|     8.187 |     1.871 |    0.6762 |    0.7522 |
+#> |.....................|     1.495 |     1.237 |     1.381 |...........|
+#> |   93|     480.15712 |     1.001 |    -1.360 |   -0.9157 |   -0.8984 |
+#> |.....................|   -0.8466 |   -0.5271 |   -0.9890 |    -1.004 |
+#> |.....................|   -0.6089 |   -0.7277 |   -0.6540 |...........|
+#> |    U|     480.15712 |     94.12 |    -5.760 |    -1.004 |   -0.2031 |
+#> |.....................|     2.103 |     1.866 |    0.6740 |    0.7509 |
+#> |.....................|     1.497 |     1.244 |     1.391 |...........|
+#> |    X|     480.15712 |     94.12 |  0.003151 |    0.2681 |    0.8162 |
+#> |.....................|     8.187 |     1.866 |    0.6740 |    0.7509 |
+#> |.....................|     1.497 |     1.244 |     1.391 |...........|
+#> |   94|     480.23418 |    0.9997 |    -1.543 |   -0.9246 |   -0.8991 |
+#> |.....................|   -0.8465 |   -0.5509 |    -1.000 |    -1.011 |
+#> |.....................|   -0.6032 |   -0.7017 |   -0.6198 |...........|
+#> |    U|     480.23418 |     93.97 |    -5.943 |    -1.013 |   -0.2037 |
+#> |.....................|     2.103 |     1.847 |    0.6655 |    0.7454 |
+#> |.....................|     1.503 |     1.272 |     1.431 |...........|
+#> |    X|     480.23418 |     93.97 |  0.002624 |    0.2664 |    0.8157 |
+#> |.....................|     8.187 |     1.847 |    0.6655 |    0.7454 |
+#> |.....................|     1.503 |     1.272 |     1.431 |...........|
+#> |    F| Forward Diff. |    -6.048 |    0.4781 |   -0.2230 |  -0.02217 |
+#> |.....................|  -0.05480 |    -3.577 |    0.9301 |    0.6494 |
+#> |.....................|    -1.028 |   -0.4525 |   -0.4232 |...........|
+#> |   95|     480.10748 |     1.002 |    -1.612 |   -0.8919 |   -0.8955 |
+#> |.....................|   -0.8419 |   -0.5057 |    -1.005 |    -1.011 |
+#> |.....................|   -0.6089 |   -0.7402 |   -0.6757 |...........|
+#> |    U|     480.10748 |     94.20 |    -6.012 |   -0.9804 |   -0.2001 |
+#> |.....................|     2.107 |     1.883 |    0.6618 |    0.7449 |
+#> |.....................|     1.497 |     1.230 |     1.367 |...........|
+#> |    X|     480.10748 |     94.20 |  0.002450 |    0.2728 |    0.8186 |
+#> |.....................|     8.225 |     1.883 |    0.6618 |    0.7449 |
+#> |.....................|     1.497 |     1.230 |     1.367 |...........|
+#> |    F| Forward Diff. |     5.588 |   -0.2032 |     1.050 |   0.05863 |
+#> |.....................|    0.1556 |    -1.013 |   -0.1797 |    0.1430 |
+#> |.....................|    -1.088 |    -1.192 |    -1.504 |...........|
+#> |   96|     480.44664 |     1.003 |    -1.804 |   -0.9880 |   -0.8940 |
+#> |.....................|   -0.8524 |   -0.4601 |   -0.9127 |    -1.040 |
+#> |.....................|   -0.5485 |   -0.7099 |   -0.6226 |...........|
+#> |    U|     480.44664 |     94.31 |    -6.204 |    -1.077 |   -0.1987 |
+#> |.....................|     2.097 |     1.919 |    0.7320 |    0.7196 |
+#> |.....................|     1.568 |     1.263 |     1.427 |...........|
+#> |    X|     480.44664 |     94.31 |  0.002022 |    0.2542 |    0.8198 |
+#> |.....................|     8.139 |     1.919 |    0.7320 |    0.7196 |
+#> |.....................|     1.568 |     1.263 |     1.427 |...........|
+#> |   97|     480.05051 |     1.002 |    -1.657 |   -0.9147 |   -0.8952 |
+#> |.....................|   -0.8444 |   -0.4949 |   -0.9832 |    -1.018 |
+#> |.....................|   -0.5946 |   -0.7329 |   -0.6630 |...........|
+#> |    U|     480.05051 |     94.19 |    -6.057 |    -1.003 |   -0.1998 |
+#> |.....................|     2.105 |     1.891 |    0.6784 |    0.7389 |
+#> |.....................|     1.514 |     1.238 |     1.381 |...........|
+#> |    X|     480.05051 |     94.19 |  0.002341 |    0.2683 |    0.8189 |
+#> |.....................|     8.205 |     1.891 |    0.6784 |    0.7389 |
+#> |.....................|     1.514 |     1.238 |     1.381 |...........|
+#> |    F| Forward Diff. |     3.048 |   -0.2764 |  -0.02525 |   0.07726 |
+#> |.....................|    0.1002 |    0.1555 |     1.072 |    0.1458 |
+#> |.....................|   -0.5013 |   -0.7465 |   -0.9442 |...........|
+#> |   98|     480.05873 |     1.002 |    -1.641 |   -0.9145 |   -0.9051 |
+#> |.....................|   -0.8597 |   -0.5017 |   -0.9961 |    -1.019 |
+#> |.....................|   -0.5552 |   -0.7600 |   -0.6392 |...........|
+#> |    U|     480.05873 |     94.21 |    -6.041 |    -1.003 |   -0.2097 |
+#> |.....................|     2.089 |     1.886 |    0.6686 |    0.7381 |
+#> |.....................|     1.561 |     1.209 |     1.408 |...........|
+#> |    X|     480.05873 |     94.21 |  0.002380 |    0.2684 |    0.8108 |
+#> |.....................|     8.080 |     1.886 |    0.6686 |    0.7381 |
+#> |.....................|     1.561 |     1.209 |     1.408 |...........|
+#> |   99|     480.03299 |     1.002 |    -1.650 |   -0.9146 |   -0.8993 |
+#> |.....................|   -0.8508 |   -0.4977 |   -0.9887 |    -1.018 |
+#> |.....................|   -0.5780 |   -0.7442 |   -0.6529 |...........|
+#> |    U|     480.03299 |     94.17 |    -6.050 |    -1.003 |   -0.2040 |
+#> |.....................|     2.098 |     1.889 |    0.6742 |    0.7386 |
+#> |.....................|     1.533 |     1.226 |     1.393 |...........|
+#> |    X|     480.03299 |     94.17 |  0.002357 |    0.2683 |    0.8155 |
+#> |.....................|     8.152 |     1.889 |    0.6742 |    0.7386 |
+#> |.....................|     1.533 |     1.226 |     1.393 |...........|
+#> |    F| Forward Diff. |  -0.07884 |   -0.2508 |  -0.03233 |  -0.02314 |
+#> |.....................|   -0.1302 |   0.06288 |    0.7629 |    0.2261 |
+#> |.....................|    0.3850 |    -1.277 |   -0.6610 |...........|
+#> |  100|     480.00970 |     1.003 |    -1.641 |   -0.9125 |   -0.9005 |
+#> |.....................|   -0.8500 |   -0.4980 |   -0.9983 |    -1.021 |
+#> |.....................|   -0.5841 |   -0.7275 |   -0.6414 |...........|
+#> |    U|      480.0097 |     94.26 |    -6.041 |    -1.001 |   -0.2051 |
+#> |.....................|     2.099 |     1.889 |    0.6670 |    0.7367 |
+#> |.....................|     1.526 |     1.244 |     1.406 |...........|
+#> |    X|      480.0097 |     94.26 |  0.002380 |    0.2687 |    0.8145 |
+#> |.....................|     8.159 |     1.889 |    0.6670 |    0.7367 |
+#> |.....................|     1.526 |     1.244 |     1.406 |...........|
+#> |    F| Forward Diff. |     12.51 |   -0.2151 |    0.1066 |  -0.04414 |
+#> |.....................|  -0.06212 |   -0.2557 |   0.09002 |  -0.09728 |
+#> |.....................|   0.06582 |   -0.3883 |   0.07016 |...........|
+#> |  101|     480.02569 |     1.000 |    -1.627 |   -0.9257 |   -0.9015 |
+#> |.....................|   -0.8496 |   -0.4974 |    -1.010 |    -1.023 |
+#> |.....................|   -0.5876 |   -0.7200 |   -0.6493 |...........|
+#> |    U|     480.02569 |     94.03 |    -6.027 |    -1.014 |   -0.2061 |
+#> |.....................|     2.099 |     1.889 |    0.6581 |    0.7348 |
+#> |.....................|     1.522 |     1.252 |     1.397 |...........|
+#> |    X|     480.02569 |     94.03 |  0.002413 |    0.2662 |    0.8138 |
+#> |.....................|     8.162 |     1.889 |    0.6581 |    0.7348 |
+#> |.....................|     1.522 |     1.252 |     1.397 |...........|
+#> |  102|     480.01783 |     1.000 |    -1.636 |   -0.9171 |   -0.9008 |
+#> |.....................|   -0.8499 |   -0.4978 |    -1.002 |    -1.021 |
+#> |.....................|   -0.5853 |   -0.7249 |   -0.6441 |...........|
+#> |    U|     480.01783 |     94.03 |    -6.036 |    -1.006 |   -0.2055 |
+#> |.....................|     2.099 |     1.889 |    0.6639 |    0.7361 |
+#> |.....................|     1.525 |     1.247 |     1.403 |...........|
+#> |    X|     480.01783 |     94.03 |  0.002392 |    0.2678 |    0.8143 |
+#> |.....................|     8.160 |     1.889 |    0.6639 |    0.7361 |
+#> |.....................|     1.525 |     1.247 |     1.403 |...........|
+#> |  103|     480.01762 |     1.000 |    -1.639 |   -0.9140 |   -0.9006 |
+#> |.....................|   -0.8500 |   -0.4979 |   -0.9995 |    -1.021 |
+#> |.....................|   -0.5844 |   -0.7266 |   -0.6422 |...........|
+#> |    U|     480.01762 |     94.04 |    -6.039 |    -1.002 |   -0.2052 |
+#> |.....................|     2.099 |     1.889 |    0.6660 |    0.7365 |
+#> |.....................|     1.526 |     1.245 |     1.405 |...........|
+#> |    X|     480.01762 |     94.04 |  0.002384 |    0.2685 |    0.8145 |
+#> |.....................|     8.159 |     1.889 |    0.6660 |    0.7365 |
+#> |.....................|     1.526 |     1.245 |     1.405 |...........|
+#> |  104|     480.00603 |     1.001 |    -1.641 |   -0.9125 |   -0.9005 |
+#> |.....................|   -0.8500 |   -0.4980 |   -0.9983 |    -1.021 |
+#> |.....................|   -0.5841 |   -0.7275 |   -0.6414 |...........|
+#> |    U|     480.00603 |     94.12 |    -6.041 |    -1.001 |   -0.2051 |
+#> |.....................|     2.099 |     1.889 |    0.6670 |    0.7367 |
+#> |.....................|     1.526 |     1.244 |     1.406 |...........|
+#> |    X|     480.00603 |     94.12 |  0.002380 |    0.2687 |    0.8145 |
+#> |.....................|     8.159 |     1.889 |    0.6670 |    0.7367 |
+#> |.....................|     1.526 |     1.244 |     1.406 |...........|
+#> |    F| Forward Diff. |    -6.885 |   -0.2187 |   0.06031 |  -0.05864 |
+#> |.....................|   -0.1316 |   -0.6942 |  -0.07940 |    0.7419 |
+#> |.....................|   -0.2628 |   -0.6303 |   -0.1748 |...........|
+#> |  105|     480.00355 |     1.002 |    -1.640 |   -0.9125 |   -0.9004 |
+#> |.....................|   -0.8497 |   -0.4981 |   -0.9983 |    -1.021 |
+#> |.....................|   -0.5835 |   -0.7267 |   -0.6420 |...........|
+#> |    U|     480.00355 |     94.17 |    -6.040 |    -1.001 |   -0.2050 |
+#> |.....................|     2.099 |     1.889 |    0.6669 |    0.7366 |
+#> |.....................|     1.527 |     1.245 |     1.405 |...........|
+#> |    X|     480.00355 |     94.17 |  0.002382 |    0.2687 |    0.8147 |
+#> |.....................|     8.162 |     1.889 |    0.6669 |    0.7366 |
+#> |.....................|     1.527 |     1.245 |     1.405 |...........|
+#> |    F| Forward Diff. |   -0.1332 |   -0.2152 |   0.07761 |  -0.04946 |
+#> |.....................|  -0.09731 |  -0.07704 |    0.1258 |    0.9492 |
+#> |.....................|   0.08309 |   -0.3432 |   0.03979 |...........|
+#> |  106|     480.00003 |     1.002 |    -1.640 |   -0.9126 |   -0.9003 |
+#> |.....................|   -0.8495 |   -0.4980 |   -0.9985 |    -1.022 |
+#> |.....................|   -0.5836 |   -0.7262 |   -0.6420 |...........|
+#> |    U|     480.00003 |     94.19 |    -6.040 |    -1.001 |   -0.2049 |
+#> |.....................|     2.100 |     1.889 |    0.6668 |    0.7355 |
+#> |.....................|     1.527 |     1.245 |     1.405 |...........|
+#> |    X|     480.00003 |     94.19 |  0.002382 |    0.2687 |    0.8147 |
+#> |.....................|     8.163 |     1.889 |    0.6668 |    0.7355 |
+#> |.....................|     1.527 |     1.245 |     1.405 |...........|
+#> |    F| Forward Diff. |     2.294 |   -0.2073 |   0.08146 |  -0.04541 |
+#> |.....................|  -0.07807 |   -0.2293 |   0.05730 |    0.8075 |
+#> |.....................| -0.008164 |   -0.3171 |   0.03808 |...........|
+#> |  107|     479.99578 |     1.002 |    -1.638 |   -0.9109 |   -0.8997 |
+#> |.....................|   -0.8483 |   -0.4984 |   -0.9975 |    -1.023 |
+#> |.....................|   -0.5809 |   -0.7230 |   -0.6440 |...........|
+#> |    U|     479.99578 |     94.17 |    -6.038 |   -0.9994 |   -0.2043 |
+#> |.....................|     2.101 |     1.889 |    0.6675 |    0.7343 |
+#> |.....................|     1.530 |     1.249 |     1.403 |...........|
+#> |    X|     479.99578 |     94.17 |  0.002387 |    0.2691 |    0.8152 |
+#> |.....................|     8.172 |     1.889 |    0.6675 |    0.7343 |
+#> |.....................|     1.530 |     1.249 |     1.403 |...........|
+#> |  108|     479.99301 |     1.002 |    -1.632 |   -0.9055 |   -0.8980 |
+#> |.....................|   -0.8447 |   -0.4999 |   -0.9947 |    -1.027 |
+#> |.....................|   -0.5728 |   -0.7134 |   -0.6498 |...........|
+#> |    U|     479.99301 |     94.16 |    -6.032 |   -0.9941 |   -0.2026 |
+#> |.....................|     2.104 |     1.887 |    0.6697 |    0.7310 |
+#> |.....................|     1.540 |     1.259 |     1.396 |...........|
+#> |    X|     479.99301 |     94.16 |  0.002402 |    0.2701 |    0.8166 |
+#> |.....................|     8.202 |     1.887 |    0.6697 |    0.7310 |
+#> |.....................|     1.540 |     1.259 |     1.396 |...........|
+#> |    F| Forward Diff. |   -0.5972 |   -0.1625 |    0.4650 |  0.009686 |
+#> |.....................|   0.08636 |    -1.694 |   -0.1652 |    -1.042 |
+#> |.....................|   -0.1517 |    0.4204 |   -0.3659 |...........|
+#> |  109|     479.98697 |     1.002 |    -1.611 |   -0.9101 |   -0.8945 |
+#> |.....................|   -0.8385 |   -0.4966 |   -0.9980 |    -1.027 |
+#> |.....................|   -0.5750 |   -0.7140 |   -0.6459 |...........|
+#> |    U|     479.98697 |     94.17 |    -6.011 |   -0.9986 |   -0.1991 |
+#> |.....................|     2.111 |     1.890 |    0.6672 |    0.7309 |
+#> |.....................|     1.537 |     1.259 |     1.401 |...........|
+#> |    X|     479.98697 |     94.17 |  0.002451 |    0.2692 |    0.8195 |
+#> |.....................|     8.253 |     1.890 |    0.6672 |    0.7309 |
+#> |.....................|     1.537 |     1.259 |     1.401 |...........|
+#> |    F| Forward Diff. | -0.005684 |   -0.1115 |    0.2082 |   0.08938 |
+#> |.....................|    0.3008 |   0.01411 |    0.1052 |   -0.7061 |
+#> |.....................|    0.4111 |    0.4010 |   -0.1199 |...........|
+#> |  110|     479.98697 |     1.002 |    -1.611 |   -0.9101 |   -0.8945 |
+#> |.....................|   -0.8385 |   -0.4966 |   -0.9980 |    -1.027 |
+#> |.....................|   -0.5750 |   -0.7140 |   -0.6459 |...........|
+#> |    U|     479.98697 |     94.17 |    -6.011 |   -0.9986 |   -0.1991 |
+#> |.....................|     2.111 |     1.890 |    0.6672 |    0.7309 |
+#> |.....................|     1.537 |     1.259 |     1.401 |...........|
+#> |    X|     479.98697 |     94.17 |  0.002451 |    0.2692 |    0.8195 |
+#> |.....................|     8.253 |     1.890 |    0.6672 |    0.7309 |
+#> |.....................|     1.537 |     1.259 |     1.401 |...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_sfo_focei_const <- nlmixr(f_mmkin_const["DFOP-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis |    log_k1 |
+#> |.....................|    log_k2 |  g_qlogis |     sigma |        o1 |
+#> |.....................|        o2 |        o3 |        o4 |        o5 |
+#> |.....................|        o6 |...........|...........|...........|
+#> |    1|     517.20934 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     517.20934 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     517.20934 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    G|    Gill Diff. |     64.43 |     1.648 |  -0.07882 |   -0.2050 |
+#> |.....................|   -0.4304 |   0.05992 |    -56.51 |     17.73 |
+#> |.....................|     9.983 |    -11.00 |    -3.771 |     3.593 |
+#> |.....................|    -10.58 |...........|...........|...........|
+#> |    2|     2737.3115 |    0.2806 |    -1.018 |   -0.9100 |   -0.9273 |
+#> |.....................|   -0.9731 |   -0.8892 |   -0.2282 |    -1.075 |
+#> |.....................|   -0.9854 |   -0.7447 |   -0.8291 |   -0.9136 |
+#> |.....................|   -0.7499 |...........|...........|...........|
+#> |    U|     2737.3115 |     26.38 |    -5.418 |   -0.9691 |    -1.898 |
+#> |.....................|    -4.295 |    0.1399 |     2.105 |    0.5864 |
+#> |.....................|    0.7671 |     1.329 |     1.042 |    0.8535 |
+#> |.....................|     1.298 |...........|...........|...........|
+#> |    X|     2737.3115 |     26.38 |  0.004434 |    0.2751 |    0.1499 |
+#> |.....................|   0.01363 |    0.5349 |     2.105 |    0.5864 |
+#> |.....................|    0.7671 |     1.329 |     1.042 |    0.8535 |
+#> |.....................|     1.298 |...........|...........|...........|
+#> |    3|     569.57476 |    0.9281 |    -1.002 |   -0.9108 |   -0.9293 |
+#> |.....................|   -0.9774 |   -0.8886 |   -0.7961 |   -0.8964 |
+#> |.....................|   -0.8851 |   -0.8553 |   -0.8670 |   -0.8775 |
+#> |.....................|   -0.8562 |...........|...........|...........|
+#> |    U|     569.57476 |     87.24 |    -5.402 |   -0.9699 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.650 |    0.7166 |
+#> |.....................|    0.8537 |     1.198 |     1.004 |    0.8856 |
+#> |.....................|     1.175 |...........|...........|...........|
+#> |    X|     569.57476 |     87.24 |  0.004508 |    0.2749 |    0.1496 |
+#> |.....................|   0.01358 |    0.5349 |     1.650 |    0.7166 |
+#> |.....................|    0.8537 |     1.198 |     1.004 |    0.8856 |
+#> |.....................|     1.175 |...........|...........|...........|
+#> |    4|     531.41065 |    0.9928 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9778 |   -0.8885 |   -0.8528 |   -0.8786 |
+#> |.....................|   -0.8751 |   -0.8663 |   -0.8708 |   -0.8739 |
+#> |.....................|   -0.8668 |...........|...........|...........|
+#> |    U|     531.41065 |     93.32 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.605 |    0.7297 |
+#> |.....................|    0.8624 |     1.185 |     1.000 |    0.8888 |
+#> |.....................|     1.163 |...........|...........|...........|
+#> |    X|     531.41065 |     93.32 |  0.004516 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.605 |    0.7297 |
+#> |.....................|    0.8624 |     1.185 |     1.000 |    0.8888 |
+#> |.....................|     1.163 |...........|...........|...........|
+#> |    5|     531.74000 |    0.9993 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8585 |   -0.8768 |
+#> |.....................|   -0.8741 |   -0.8674 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8679 |...........|...........|...........|
+#> |    U|        531.74 |     93.93 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.601 |    0.7310 |
+#> |.....................|    0.8632 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|        531.74 |     93.93 |  0.004516 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.601 |    0.7310 |
+#> |.....................|    0.8632 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    6|     531.81753 |    0.9999 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8591 |   -0.8767 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.81753 |     93.99 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.81753 |     93.99 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    7|     531.82573 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8591 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82573 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82573 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    8|     531.82668 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82668 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82668 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    9|     531.82678 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82678 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82678 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   10|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   11|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   12|     531.82678 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82678 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82678 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   13|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   14|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   15|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   16|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |   17|     531.82679 |     1.000 |    -1.000 |   -0.9109 |   -0.9296 |
+#> |.....................|   -0.9779 |   -0.8885 |   -0.8592 |   -0.8766 |
+#> |.....................|   -0.8740 |   -0.8675 |   -0.8712 |   -0.8735 |
+#> |.....................|   -0.8680 |...........|...........|...........|
+#> |    U|     531.82679 |     94.00 |    -5.400 |   -0.9700 |    -1.900 |
+#> |.....................|    -4.300 |    0.1400 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> |    X|     531.82679 |     94.00 |  0.004517 |    0.2749 |    0.1496 |
+#> |.....................|   0.01357 |    0.5349 |     1.600 |    0.7311 |
+#> |.....................|    0.8633 |     1.183 |     1.000 |    0.8891 |
+#> |.....................|     1.161 |...........|...........|...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+# Variance by variable is supported by 'saem' and 'focei'
+f_nlmixr_fomc_sfo_saem_obs <- nlmixr(f_mmkin_obs["FOMC-SFO", ], est = "saem")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> 1:    93.4067   -5.7935   -0.0604    2.2993   -1.1624    2.9450    1.7342    0.6650    0.5890    0.4750   14.5215    9.1023
+#> 2:    93.8811   -5.7873   -0.0289    2.3640   -1.0762    2.7977    2.0710    0.6317    0.5595    0.4512   11.1033    4.6425
+#> 3:    94.0397   -5.9934    0.0119    2.4035   -1.0703    3.0693    2.4524    0.6124    0.5316    0.4287   10.0698    3.4243
+#> 4:    93.8834   -6.0401    0.0041    2.3944   -1.0097    2.9159    3.1645    0.6120    0.5050    0.4073    9.2013    3.2162
+#> 5:    94.0163   -5.8381   -0.0267    2.3580   -1.0239    2.7701    3.0063    0.5814    0.4797    0.3869    9.0330    3.0330
+#> 6:    93.9753   -5.8371   -0.0315    2.3598   -1.0052    2.6316    2.8559    0.5708    0.4558    0.3675    8.6051    2.6518
+#> 7:    93.6109   -5.8741   -0.0401    2.3570   -1.0025    2.5000    2.7131    0.5691    0.4330    0.3492    8.4407    2.4701
+#> 8:    93.2480   -6.0361   -0.0523    2.3504   -1.0028    2.3750    3.1584    0.5407    0.4113    0.3317    8.6121    2.2437
+#> 9:    93.2245   -6.0431   -0.0503    2.3552   -0.9828    2.2562    3.9790    0.5395    0.3908    0.3151    8.6609    2.1129
+#> 10:    93.3040   -6.1080   -0.0503    2.3613   -0.9784    2.1434    4.8606    0.5401    0.3712    0.2994    8.6497    2.0865
+#> 11:    93.4509   -5.9532   -0.0503    2.3444   -0.9823    3.0948    4.6176    0.5679    0.3527    0.2844    8.1651    2.0310
+#> 12:    93.5099   -6.1699   -0.0503    2.3408   -0.9746    3.2814    4.3867    0.5679    0.3350    0.2702    8.1716    1.9862
+#> 13:    93.8052   -6.1984   -0.0474    2.3233   -0.9922    3.1173    4.6967    0.5644    0.3183    0.2567    8.2982    2.0040
+#> 14:    93.6510   -6.0090   -0.0429    2.3601   -0.9885    2.9615    4.4618    0.5526    0.3024    0.2438    8.3254    2.0605
+#> 15:    93.8952   -6.3354   -0.0394    2.3580   -0.9792    2.8134    5.2117    0.5657    0.2872    0.2316    8.1329    2.0520
+#> 16:    93.4703   -6.0722   -0.0434    2.3386   -1.0026    2.6727    4.9512    0.5781    0.2729    0.2201    8.0866    2.0994
+#> 17:    93.4238   -6.2132   -0.0755    2.3120   -1.0119    2.5391    4.7036    0.5495    0.2592    0.2091    7.5958    2.2864
+#> 18:    93.5288   -6.2747   -0.0616    2.3223   -1.0105    2.4121    4.4684    0.5467    0.2463    0.1986    7.1910    1.9828
+#> 19:    93.2607   -6.3635   -0.0631    2.3206   -1.0045    3.6271    4.8142    0.5405    0.2340    0.1928    7.3672    1.8187
+#> 20:    93.3918   -6.3241   -0.0742    2.2941   -1.0140    3.4457    4.9242    0.5596    0.2223    0.1950    7.1427    1.8754
+#> 21:    93.6794   -6.1336   -0.0758    2.3000   -1.0048    3.2734    4.6780    0.5565    0.2111    0.1852    7.0989    1.9232
+#> 22:    94.0006   -6.1882   -0.0800    2.3099   -1.0252    3.1098    4.4441    0.5354    0.2006    0.1870    7.0038    1.9920
+#> 23:    93.6433   -6.2626   -0.0841    2.2791   -1.0183    4.8893    4.4476    0.5276    0.1906    0.1798    6.3698    1.8787
+#> 24:    93.9545   -6.3772   -0.0816    2.2887   -1.0019    4.6448    5.1698    0.5293    0.1810    0.1779    6.5903    1.9474
+#> 25:    94.2280   -6.3235   -0.0839    2.2600   -0.9932    5.2801    4.9113    0.5262    0.1720    0.1806    6.5267    1.9807
+#> 26:    94.2022   -6.2830   -0.0883    2.2643   -1.0012    5.9595    4.6658    0.5225    0.1634    0.1795    6.3678    1.9659
+#> 27:    94.4398   -6.1769   -0.0894    2.2564   -1.0177    9.0771    4.4325    0.5207    0.1552    0.1880    6.4522    1.8590
+#> 28:    94.2586   -6.1652   -0.0882    2.2574   -1.0226    8.6233    4.2108    0.5158    0.1475    0.1881    6.3701    1.7882
+#> 29:    94.3490   -6.1505   -0.0854    2.2615   -1.0081    9.6333    4.0003    0.5109    0.1423    0.1833    6.3601    1.8485
+#> 30:    94.6929   -6.0285   -0.0909    2.2610   -1.0082    9.1517    3.8003    0.5117    0.1401    0.2097    6.2461    1.8606
+#> 31:    94.2553   -6.0390   -0.0896    2.2625   -1.0078    8.6941    3.6103    0.5072    0.1378    0.2088    6.3337    1.8220
+#> 32:    94.3096   -5.7252   -0.0886    2.2677   -0.9967    9.0244    3.4298    0.5051    0.1325    0.2015    6.4601    1.8880
+#> 33:    94.8327   -5.8775   -0.0865    2.2684   -0.9976    8.6305    3.2583    0.4920    0.1333    0.1993    6.4804    1.8203
+#> 34:    94.3527   -5.9488   -0.0826    2.2879   -0.9989    8.1989    3.1538    0.4969    0.1388    0.1984    6.4201    1.7696
+#> 35:    94.4411   -6.1171   -0.0826    2.2913   -0.9964    8.4377    3.7937    0.4969    0.1387    0.1972    6.3878    1.7612
+#> 36:    94.2058   -6.1151   -0.0844    2.2920   -1.0069    8.0158    3.7963    0.4962    0.1395    0.1938    6.2469    1.6680
+#> 37:    93.7449   -6.1251   -0.0925    2.2736   -1.0019    7.6150    3.8477    0.5101    0.1325    0.1841    6.1375    1.7472
+#> 38:    93.6861   -6.0575   -0.0934    2.2803   -1.0097    7.2343    3.6553    0.5119    0.1259    0.1862    6.0729    1.7608
+#> 39:    93.9767   -6.0314   -0.0999    2.2548   -1.0231    6.8726    3.4725    0.5195    0.1234    0.1951    6.1947    1.8276
+#> 40:    94.0297   -6.1559   -0.0989    2.2440   -1.0374    6.5290    3.8559    0.5199    0.1279    0.1891    6.0195    1.8906
+#> 41:    94.2069   -6.3055   -0.0820    2.2710   -1.0275    6.2025    4.7866    0.5304    0.1215    0.1858    6.1777    1.8541
+#> 42:    94.2400   -6.3179   -0.0790    2.2783   -1.0379    5.8924    4.6915    0.5253    0.1154    0.1794    6.0530    1.8960
+#> 43:    93.9851   -6.4096   -0.0784    2.2832   -1.0341    5.5978    5.0608    0.5163    0.1097    0.1773    6.0057    1.8136
+#> 44:    94.1440   -6.2214   -0.0746    2.2969   -1.0262    5.3179    4.8077    0.5130    0.1079    0.1851    6.1182    1.8390
+#> 45:    93.8847   -6.3883   -0.0745    2.3059   -1.0132    6.8202    5.1378    0.5130    0.1174    0.1769    6.1000    1.8391
+#> 46:    93.7228   -6.3305   -0.0794    2.3033   -1.0107    6.4792    4.8809    0.5095    0.1196    0.1783    6.2794    1.7304
+#> 47:    93.7031   -6.4232   -0.0796    2.3006   -1.0028    6.1552    5.5756    0.5092    0.1243    0.1887    6.1716    1.7279
+#> 48:    93.5210   -6.2770   -0.0794    2.2948   -1.0122    5.8475    5.2968    0.5098    0.1247    0.1863    5.9847    1.7994
+#> 49:    93.3676   -6.4486   -0.0754    2.3079   -1.0061    5.5551    5.4356    0.5018    0.1198    0.1858    6.1108    1.7598
+#> 50:    93.8573   -6.3944   -0.0755    2.3057   -1.0038    5.2773    5.2487    0.5063    0.1193    0.1843    6.0935    1.7725
+#> 51:    93.7004   -6.2783   -0.0854    2.2836   -1.0074    5.0135    4.9863    0.4932    0.1269    0.1858    6.1630    1.8063
+#> 52:    93.4843   -6.3763   -0.0962    2.2731   -1.0073    4.7628    5.0969    0.4815    0.1345    0.1924    6.0823    1.8013
+#> 53:    93.6971   -6.5002   -0.0887    2.2774   -1.0111    4.5246    5.7428    0.4726    0.1346    0.1982    6.1744    1.7695
+#> 54:    93.6176   -6.4928   -0.0917    2.2648   -1.0220    4.2984    5.4557    0.4765    0.1419    0.2017    6.3732    1.8195
+#> 55:    93.7072   -6.5760   -0.0833    2.2865   -1.0282    4.0835    5.9775    0.4732    0.1434    0.1963    6.3653    1.7028
+#> 56:    94.1360   -6.6854   -0.0901    2.2941   -1.0244    3.8793    7.2562    0.4637    0.1393    0.1935    6.3001    1.7878
+#> 57:    93.4627   -6.6255   -0.1049    2.2502   -1.0233    3.6854    6.8934    0.4847    0.1323    0.1878    6.2357    1.8480
+#> 58:    93.8066   -6.6603   -0.1049    2.2362   -1.0280    3.5011    6.9334    0.4847    0.1397    0.1872    6.3582    1.7787
+#> 59:    93.8599   -6.7837   -0.1046    2.2450   -1.0274    3.3260    8.4672    0.4853    0.1332    0.1833    6.1248    1.8066
+#> 60:    93.6190   -6.5618   -0.1055    2.2381   -1.0244    3.1597    8.0438    0.4742    0.1390    0.1858    6.2589    1.7881
+#> 61:    93.7045   -6.6482   -0.1159    2.2413   -1.0272    3.2942    7.8485    0.4655    0.1406    0.1827    5.8425    1.7744
+#> 62:    93.5232   -6.5027   -0.1168    2.2418   -1.0187    3.3810    7.4560    0.4766    0.1414    0.1790    5.9349    1.7717
+#> 63:    93.4884   -6.4221   -0.1164    2.2505   -1.0062    3.2119    7.0832    0.4768    0.1422    0.1752    6.0193    1.7434
+#> 64:    93.2305   -6.4456   -0.1153    2.2573   -1.0062    4.1468    6.7291    0.4776    0.1395    0.1753    5.8355    1.7529
+#> 65:    93.3743   -6.3237   -0.1227    2.2484   -1.0102    3.9395    6.3926    0.4864    0.1374    0.1800    5.6731    1.7808
+#> 66:    93.7132   -6.3178   -0.1186    2.2389   -0.9894    4.0557    6.0730    0.4909    0.1426    0.1807    5.7099    1.7283
+#> 67:    93.7490   -6.3514   -0.1155    2.2445   -0.9946    3.8529    5.7693    0.4938    0.1379    0.1830    5.7366    1.7847
+#> 68:    93.7617   -6.1181   -0.1251    2.2487   -0.9841    3.7650    5.4809    0.4816    0.1549    0.1769    5.6569    1.7415
+#> 69:    93.4342   -6.3588   -0.1301    2.2350   -0.9813    4.5688    5.2068    0.4745    0.1624    0.1736    5.5771    1.7091
+#> 70:    93.5303   -6.3266   -0.1330    2.2384   -0.9753    4.3404    4.9465    0.4734    0.1563    0.1699    5.5332    1.7256
+#> 71:    93.4733   -6.2859   -0.1364    2.2170   -0.9781    4.1234    4.6992    0.4701    0.1604    0.1649    5.6661    1.7335
+#> 72:    93.3055   -6.2502   -0.1462    2.2156   -0.9724    3.9172    4.7693    0.4519    0.1607    0.1582    5.4776    1.7679
+#> 73:    93.3010   -6.6844   -0.1490    2.2262   -0.9777    3.7213    6.9975    0.4426    0.1848    0.1640    5.7066    1.7588
+#> 74:    93.1104   -6.6720   -0.1484    2.2079   -0.9982    3.5353    6.7811    0.4436    0.1807    0.1732    5.7700    1.7343
+#> 75:    93.4534   -6.9644   -0.1480    2.2078   -0.9930    3.3585    8.7027    0.4497    0.1717    0.1708    5.5371    1.7098
+#> 76:    93.5886   -6.3503   -0.1491    2.1958   -0.9884    3.7136    8.2676    0.4509    0.1731    0.1706    5.3943    1.7340
+#> 77:    93.4345   -6.4976   -0.1531    2.1831   -0.9928    4.5945    7.8542    0.4592    0.1741    0.1703    5.5564    1.7164
+#> 78:    93.6007   -6.4885   -0.1538    2.1850   -0.9919    4.3647    7.4615    0.4607    0.1803    0.1692    5.4698    1.7354
+#> 79:    93.2897   -7.0329   -0.1518    2.1935   -0.9863    4.6922   10.9870    0.4569    0.1790    0.1608    5.3799    1.7484
+#> 80:    93.4130   -6.6634   -0.1531    2.1865   -0.9839    5.4720   10.4377    0.4585    0.1852    0.1543    5.4298    1.7237
+#> 81:    93.5828   -6.7204   -0.1563    2.1914   -0.9882    5.1984    9.9158    0.4548    0.1973    0.1600    5.4425    1.7741
+#> 82:    93.4450   -6.7357   -0.1537    2.1964   -0.9958    4.9384   10.1331    0.4577    0.1874    0.1632    5.6874    1.7789
+#> 83:    93.6109   -6.9249   -0.1493    2.2061   -0.9945    4.6915   11.1537    0.4474    0.1781    0.1686    5.4249    1.7317
+#> 84:    93.7133   -6.8029   -0.1493    2.2016   -0.9886    4.4569   10.9568    0.4474    0.1715    0.1689    5.5426    1.7227
+#> 85:    93.8040   -6.6434   -0.1483    2.2032   -0.9861    5.4991   10.4090    0.4330    0.1749    0.1726    5.4570    1.7332
+#> 86:    93.9029   -6.7750   -0.1472    2.2066   -0.9892    5.2241   11.7325    0.4352    0.1819    0.1644    5.5652    1.6802
+#> 87:    93.8127   -6.7015   -0.1499    2.2019   -0.9891    4.9629   11.1459    0.4292    0.1977    0.1661    5.7122    1.6713
+#> 88:    93.6777   -6.7044   -0.1440    2.2074   -1.0050    4.7148   10.5886    0.4379    0.1878    0.1750    5.6084    1.7096
+#> 89:    94.0481   -6.2990   -0.1443    2.2085   -0.9869    4.4790   10.0591    0.4355    0.1951    0.1688    5.4280    1.8093
+#> 90:    93.6399   -6.3965   -0.1429    2.2138   -0.9737    5.1306    9.5562    0.4367    0.1917    0.1604    5.5652    1.7458
+#> 91:    93.8670   -6.3075   -0.1426    2.2128   -0.9856    5.1368    9.0784    0.4427    0.1993    0.1546    5.3927    1.8246
+#> 92:    93.7332   -6.4793   -0.1426    2.2091   -0.9835    5.0102    8.6245    0.4427    0.1986    0.1585    5.4463    1.7343
+#> 93:    93.8211   -6.3270   -0.1416    2.2123   -0.9941    4.7597    8.1932    0.4431    0.1908    0.1689    5.5213    1.7093
+#> 94:    93.7499   -6.0880   -0.1390    2.2158   -0.9960    5.1992    7.7836    0.4444    0.1958    0.1733    5.5329    1.7880
+#> 95:    93.6253   -6.2196   -0.1436    2.2126   -1.0053    4.9392    7.3944    0.4383    0.2011    0.1717    5.6042    1.7460
+#> 96:    93.8862   -6.1475   -0.1408    2.2211   -0.9922    4.6923    7.0247    0.4347    0.2077    0.1669    5.6807    1.6943
+#> 97:    93.7610   -6.2409   -0.1368    2.2281   -0.9864    4.4576    6.6734    0.4313    0.2084    0.1723    5.5387    1.7075
+#> 98:    93.5362   -6.3378   -0.1368    2.2294   -0.9813    4.2348    6.3398    0.4313    0.2127    0.1877    5.5850    1.6627
+#> 99:    93.5044   -6.2557   -0.1311    2.2282   -0.9993    4.0230    6.0228    0.4461    0.2167    0.1879    5.6437    1.7076
+#> 100:    93.3102   -6.3602   -0.1311    2.2368   -1.0040    3.8219    5.7216    0.4461    0.2139    0.1875    5.8029    1.7592
+#> 101:    93.4687   -6.0385   -0.1241    2.2347   -1.0031    3.6308    5.4356    0.4483    0.2035    0.1816    6.0097    1.7002
+#> 102:    93.6536   -6.2867   -0.1299    2.2421   -1.0002    3.4492    5.1743    0.4434    0.1993    0.1872    5.8540    1.7162
+#> 103:    93.9532   -6.2261   -0.1277    2.2361   -0.9931    3.2768    5.0546    0.4450    0.2069    0.1884    5.6688    1.7324
+#> 104:    93.9839   -6.1980   -0.1287    2.2286   -1.0081    3.1129    5.0671    0.4475    0.1997    0.1985    5.7690    1.7636
+#> 105:    94.1682   -6.1671   -0.1283    2.2217   -1.0154    2.9573    4.8137    0.4481    0.1976    0.1965    5.9277    1.7386
+#> 106:    94.2778   -6.1839   -0.1243    2.2323   -1.0022    3.5381    4.5730    0.4707    0.1980    0.1932    5.7059    1.7184
+#> 107:    94.3667   -5.9941   -0.1182    2.2283   -1.0191    3.3612    4.3444    0.4753    0.1984    0.1986    5.7813    1.7446
+#> 108:    94.2722   -6.1869   -0.1171    2.2293   -1.0027    3.6659    4.6329    0.4742    0.1986    0.2011    5.7827    1.7074
+#> 109:    94.1997   -6.2385   -0.1172    2.2241   -1.0083    3.4826    4.7954    0.4721    0.2027    0.2020    5.8339    1.7650
+#> 110:    94.3017   -6.3774   -0.1291    2.2229   -0.9857    3.7634    5.8516    0.4810    0.2126    0.1984    5.7961    1.6706
+#> 111:    93.9803   -6.0240   -0.1258    2.2273   -0.9879    3.5752    5.5590    0.4749    0.2060    0.1976    5.6243    1.7082
+#> 112:    94.1307   -6.0036   -0.1253    2.2365   -0.9886    4.0368    5.2810    0.4760    0.2060    0.1975    5.5732    1.7063
+#> 113:    93.8676   -6.2496   -0.1118    2.2600   -1.0080    3.8350    5.0170    0.4855    0.2109    0.2006    5.6406    1.7357
+#> 114:    93.5949   -6.3200   -0.1044    2.2449   -1.0172    3.6472    4.7661    0.4868    0.2095    0.2131    5.7690    1.7428
+#> 115:    93.6997   -6.3282   -0.1046    2.2567   -1.0135    3.4648    4.8622    0.4876    0.2264    0.2134    5.8853    1.7823
+#> 116:    93.8191   -6.0802   -0.1087    2.2535   -1.0011    3.4347    4.6191    0.4786    0.2176    0.2108    5.6553    1.7802
+#> 117:    93.8575   -6.0930   -0.1022    2.2498   -0.9898    3.3071    4.3881    0.4822    0.2163    0.2075    5.7806    1.8150
+#> 118:    93.9164   -5.9787   -0.1133    2.2535   -0.9861    4.2578    4.1687    0.4687    0.2198    0.2088    5.4441    1.8411
+#> 119:    93.8748   -6.0108   -0.1165    2.2488   -0.9775    4.0449    3.9603    0.4653    0.2271    0.2032    5.6119    1.7501
+#> 120:    93.6001   -6.0447   -0.1144    2.2477   -0.9821    3.8426    3.7623    0.4641    0.2223    0.2055    5.6454    1.7244
+#> 121:    93.6712   -5.9851   -0.1195    2.2484   -0.9917    3.6505    3.5742    0.4600    0.2143    0.2010    5.4083    1.7965
+#> 122:    93.6859   -6.0390   -0.1145    2.2497   -0.9888    3.4680    3.5595    0.4618    0.2136    0.1986    5.4111    1.7519
+#> 123:    93.6014   -5.8383   -0.1145    2.2584   -0.9893    3.6047    3.3815    0.4618    0.2155    0.2045    5.3624    1.7023
+#> 124:    93.6333   -5.7861   -0.1131    2.2556   -0.9872    3.4245    3.2125    0.4621    0.2153    0.2025    5.3930    1.7036
+#> 125:    93.4504   -5.9483   -0.1154    2.2531   -0.9924    3.2533    3.0518    0.4640    0.2175    0.2030    5.5097    1.6830
+#> 126:    93.5693   -5.8818   -0.1120    2.2506   -0.9960    3.0906    2.8992    0.4606    0.2267    0.2016    5.4583    1.6650
+#> 127:    93.7074   -5.8191   -0.1178    2.2412   -0.9891    2.9361    2.7543    0.4688    0.2234    0.2039    5.4861    1.8125
+#> 128:    93.5959   -5.8842   -0.1179    2.2544   -0.9985    3.0224    2.6166    0.4700    0.2237    0.2019    5.6417    1.8454
+#> 129:    93.5600   -5.8683   -0.1161    2.2365   -0.9987    3.4186    2.4857    0.4721    0.2182    0.1918    5.4391    1.8145
+#> 130:    93.4104   -5.8226   -0.1126    2.2355   -0.9892    3.3648    2.4231    0.4763    0.2212    0.1873    5.3999    1.7457
+#> 131:    93.5045   -5.7255   -0.1118    2.2486   -0.9918    4.1951    2.3020    0.4776    0.2121    0.1927    5.4342    1.7744
+#> 132:    93.2626   -5.8379   -0.1097    2.2510   -0.9933    3.9853    2.5572    0.4763    0.2114    0.1966    5.2979    1.7239
+#> 133:    93.4370   -5.9097   -0.1049    2.2578   -0.9939    4.2190    2.8246    0.4738    0.2036    0.2020    5.2853    1.6765
+#> 134:    93.8665   -5.9439   -0.1035    2.2654   -0.9832    4.0081    3.1228    0.4756    0.2102    0.1961    5.3467    1.7177
+#> 135:    93.6301   -5.8062   -0.1031    2.2702   -0.9737    3.9024    2.9667    0.4748    0.2101    0.2003    5.3053    1.6977
+#> 136:    93.7744   -5.9328   -0.1055    2.2685   -0.9764    3.7072    2.9952    0.4721    0.2096    0.1949    5.4319    1.6864
+#> 137:    93.6734   -5.9886   -0.1107    2.2517   -0.9732    3.8811    3.4962    0.4642    0.2204    0.1924    5.4294    1.6684
+#> 138:    93.7128   -5.9927   -0.1119    2.2517   -0.9775    3.6870    3.4543    0.4667    0.2204    0.1953    5.3912    1.7060
+#> 139:    93.6530   -6.1296   -0.1210    2.2456   -0.9929    3.5027    4.6472    0.4527    0.2296    0.1855    5.4953    1.7242
+#> 140:    93.9344   -6.2519   -0.1384    2.2304   -0.9970    3.6814    4.4707    0.4337    0.2182    0.1762    5.5643    1.7596
+#> 141:    93.7356   -6.2804   -0.1296    2.2549   -0.9921    3.9811    4.4876    0.4218    0.2361    0.1674    5.3531    1.7175
+#> 142:    93.7399   -6.0023   -0.1098    2.2611   -0.9815    3.7821    4.2632    0.4395    0.2421    0.1807    5.3139    1.7191
+#> 143:    93.4732   -6.0376   -0.1108    2.2689   -0.9734    3.5930    4.0500    0.4396    0.2541    0.1718    5.2930    1.6229
+#> 144:    93.4900   -5.9517   -0.1093    2.2876   -0.9675    3.4133    3.8475    0.4337    0.2542    0.1711    5.4258    1.5660
+#> 145:    93.4090   -5.9596   -0.1000    2.2942   -0.9756    3.2426    3.6551    0.4274    0.2422    0.1671    5.3539    1.6971
+#> 146:    93.4142   -5.9549   -0.0982    2.2846   -0.9704    3.0805    3.6092    0.4226    0.2339    0.1745    5.5092    1.6696
+#> 147:    93.4409   -6.0720   -0.0971    2.2942   -0.9891    2.9265    3.9922    0.4224    0.2373    0.1781    5.5599    1.6080
+#> 148:    93.4504   -6.2201   -0.0980    2.2855   -0.9832    2.7802    4.6985    0.4104    0.2464    0.1856    5.5016    1.5877
+#> 149:    93.4240   -6.2122   -0.1005    2.2728   -0.9881    3.7659    4.7755    0.4082    0.2642    0.1885    5.4942    1.5534
+#> 150:    93.5094   -6.1295   -0.1087    2.2717   -0.9941    3.5776    4.5367    0.4109    0.2611    0.1928    5.3468    1.5585
+#> 151:    93.4038   -6.2751   -0.1130    2.2643   -0.9892    3.3987    4.9866    0.4172    0.2638    0.1905    5.4955    1.6256
+#> 152:    93.5072   -6.3361   -0.1147    2.2627   -0.9988    2.3580    5.3824    0.4175    0.2656    0.1819    5.7685    1.6126
+#> 153:    93.3582   -6.2019   -0.1227    2.2526   -0.9929    2.5874    4.7052    0.4348    0.2621    0.1810    5.5149    1.6181
+#> 154:    93.1890   -6.3537   -0.1263    2.2446   -0.9871    2.4073    5.7070    0.4351    0.2586    0.1829    5.3136    1.6272
+#> 155:    93.1706   -6.4117   -0.1260    2.2484   -0.9845    2.3035    6.0004    0.4463    0.2586    0.1781    5.4260    1.6494
+#> 156:    93.3240   -6.3931   -0.1259    2.2469   -0.9824    2.5659    5.7375    0.4466    0.2781    0.1754    5.6202    1.6591
+#> 157:    93.3239   -6.1812   -0.1242    2.2541   -0.9743    1.6054    4.5906    0.4478    0.2657    0.1758    5.6806    1.6367
+#> 158:    93.3756   -6.2562   -0.1264    2.2706   -0.9888    1.5329    4.6790    0.4458    0.2532    0.1728    5.7756    1.6248
+#> 159:    93.3034   -6.3291   -0.1217    2.2524   -0.9954    1.7774    5.7204    0.4532    0.2642    0.1715    5.8189    1.6830
+#> 160:    93.4387   -6.5115   -0.1196    2.2488   -0.9846    2.2219    6.4960    0.4555    0.2728    0.1689    5.5273    1.6332
+#> 161:    93.7646   -6.3820   -0.1231    2.2520   -0.9837    2.8322    5.7269    0.4498    0.2712    0.1730    5.3659    1.5787
+#> 162:    93.6252   -6.4563   -0.1243    2.2472   -0.9867    2.8322    5.9119    0.4502    0.2671    0.1726    5.4519    1.5819
+#> 163:    93.6787   -6.6444   -0.1292    2.2366   -0.9899    2.0520    7.4835    0.4556    0.2705    0.1689    5.4095    1.5883
+#> 164:    93.7458   -6.9330   -0.1257    2.2430   -0.9872    1.7825    9.4340    0.4495    0.2701    0.1593    5.4517    1.6116
+#> 165:    93.7370   -6.9118   -0.1250    2.2421   -0.9832    1.9949   10.6549    0.4499    0.2685    0.1622    5.6272    1.6075
+#> 166:    94.0889   -6.8704   -0.1276    2.2409   -0.9872    1.5618   10.4435    0.4482    0.2608    0.1648    5.5891    1.6208
+#> 167:    94.1319   -7.2779   -0.1206    2.2505   -0.9894    1.5063   13.4312    0.4393    0.2549    0.1661    5.6013    1.6043
+#> 168:    93.8341   -6.9310   -0.1140    2.2495   -0.9844    1.7329   11.3224    0.4463    0.2540    0.1629    5.8366    1.6765
+#> 169:    93.8923   -6.6547   -0.1173    2.2620   -0.9872    1.4531    8.4608    0.4419    0.2414    0.1666    5.8784    1.6268
+#> 170:    94.0072   -6.3970   -0.1173    2.2606   -0.9861    1.4164    6.9237    0.4419    0.2468    0.1656    5.8793    1.6387
+#> 171:    93.8690   -6.5151   -0.1079    2.2482   -0.9880    1.9225    7.7681    0.4547    0.2404    0.1523    6.0158    1.6281
+#> 172:    93.6847   -6.3416   -0.1095    2.2438   -0.9849    2.0143    5.5739    0.4498    0.2450    0.1534    6.1355    1.6422
+#> 173:    93.4817   -6.3165   -0.1115    2.2573   -0.9885    1.6855    5.5626    0.4440    0.2471    0.1542    6.1343    1.6337
+#> 174:    93.6781   -6.2722   -0.1113    2.2521   -0.9958    1.9186    5.3383    0.4471    0.2427    0.1565    6.1081    1.6358
+#> 175:    93.7764   -6.1664   -0.1113    2.2468   -0.9864    1.6286    4.6233    0.4471    0.2426    0.1596    5.8892    1.6375
+#> 176:    93.9246   -6.2164   -0.1160    2.2529   -0.9853    1.0357    4.8013    0.4422    0.2471    0.1756    5.7340    1.6016
+#> 177:    93.9711   -6.1274   -0.1112    2.2540   -0.9883    1.2079    4.1536    0.4415    0.2492    0.1783    5.8399    1.6291
+#> 178:    93.9212   -6.0532   -0.1116    2.2593   -0.9742    1.2409    3.6443    0.4489    0.2458    0.1683    5.8422    1.6290
+#> 179:    94.0137   -6.0739   -0.1095    2.2664   -0.9778    1.5060    3.9878    0.4506    0.2370    0.1746    6.0349    1.6326
+#> 180:    93.9247   -6.0681   -0.1130    2.2660   -0.9934    1.9619    3.9582    0.4474    0.2328    0.1773    5.8082    1.6740
+#> 181:    93.7150   -6.0191   -0.1153    2.2558   -0.9915    2.6849    3.7075    0.4491    0.2283    0.1759    5.7187    1.6842
+#> 182:    93.5908   -6.1098   -0.1111    2.2769   -0.9942    3.0096    3.9325    0.4643    0.2275    0.1736    5.9243    1.6466
+#> 183:    93.3386   -6.0987   -0.1131    2.2630   -0.9962    3.5457    4.1285    0.4693    0.2373    0.1751    5.6948    1.7222
+#> 184:    93.4889   -6.3097   -0.1134    2.2660   -0.9720    3.0855    5.2642    0.4648    0.2255    0.1585    5.6827    1.7444
+#> 185:    93.6387   -6.1883   -0.1188    2.2622   -0.9603    3.3568    4.8291    0.4554    0.2223    0.1681    5.7089    1.8164
+#> 186:    93.3420   -6.2909   -0.1195    2.2656   -0.9835    3.2124    4.8317    0.4541    0.2286    0.1531    5.7574    1.7708
+#> 187:    93.4395   -6.0358   -0.1165    2.2528   -0.9917    3.8299    3.3301    0.4518    0.2370    0.1593    5.8508    1.6988
+#> 188:    93.5358   -6.0105   -0.1161    2.2540   -0.9813    5.1249    3.3448    0.4522    0.2361    0.1660    5.8700    1.6525
+#> 189:    93.4932   -6.1199   -0.1129    2.2636   -0.9812    4.5430    4.3213    0.4428    0.2359    0.1907    5.6970    1.7268
+#> 190:    93.4754   -5.9088   -0.1171    2.2564   -0.9614    4.6253    3.2590    0.4410    0.2399    0.1864    5.7116    1.8140
+#> 191:    93.4709   -5.9676   -0.1171    2.2568   -0.9748    4.8326    3.6704    0.4410    0.2428    0.1812    5.5925    1.7267
+#> 192:    93.3895   -5.9940   -0.1191    2.2523   -0.9691    4.3019    3.5174    0.4360    0.2484    0.1591    5.4631    1.7057
+#> 193:    93.4904   -6.0400   -0.1173    2.2519   -0.9697    4.6476    3.6255    0.4389    0.2388    0.1694    5.5362    1.7174
+#> 194:    93.4591   -5.9642   -0.1245    2.2626   -0.9559    5.3125    3.8133    0.4297    0.2550    0.1660    5.7591    1.7344
+#> 195:    93.6610   -6.2211   -0.1226    2.2580   -0.9669    5.2051    4.9271    0.4318    0.2414    0.1811    5.7010    1.7710
+#> 196:    93.4249   -5.9570   -0.1068    2.2735   -0.9727    5.1049    3.4872    0.4442    0.2429    0.1815    5.7753    1.7379
+#> 197:    93.4082   -6.0568   -0.1054    2.2754   -0.9865    5.2827    3.9305    0.4554    0.2408    0.1925    5.7514    1.7163
+#> 198:    93.3856   -5.8616   -0.1087    2.2708   -0.9686    4.1369    3.0197    0.4530    0.2473    0.1878    5.6920    1.7043
+#> 199:    93.5488   -6.0494   -0.1167    2.2682   -0.9719    3.8010    3.8897    0.4600    0.2445    0.1860    5.7126    1.6605
+#> 200:    93.3779   -5.9779   -0.1110    2.2761   -0.9780    3.5955    3.4721    0.4595    0.2468    0.1941    5.7539    1.6736
+#> 201:    93.4946   -6.0259   -0.1102    2.2676   -0.9755    3.0583    3.7305    0.4592    0.2554    0.1921    5.8877    1.6730
+#> 202:    93.4698   -6.0522   -0.1110    2.2685   -0.9703    2.9421    3.8718    0.4579    0.2595    0.1906    5.8527    1.6701
+#> 203:    93.4625   -6.0744   -0.1132    2.2642   -0.9696    3.1854    4.0983    0.4589    0.2596    0.1886    5.7532    1.6655
+#> 204:    93.4984   -6.0853   -0.1138    2.2589   -0.9718    3.2826    4.1667    0.4581    0.2588    0.1851    5.7274    1.6694
+#> 205:    93.5279   -6.1054   -0.1151    2.2562   -0.9742    3.3257    4.2680    0.4569    0.2584    0.1832    5.6976    1.6777
+#> 206:    93.6025   -6.1087   -0.1174    2.2518   -0.9767    3.2399    4.2443    0.4582    0.2589    0.1822    5.6809    1.6775
+#> 207:    93.6382   -6.0990   -0.1204    2.2481   -0.9801    3.2768    4.1473    0.4579    0.2591    0.1823    5.6460    1.6819
+#> 208:    93.6250   -6.0878   -0.1224    2.2438   -0.9812    3.1815    4.0872    0.4579    0.2577    0.1818    5.6256    1.6887
+#> 209:    93.6102   -6.0740   -0.1255    2.2394   -0.9803    3.1716    3.9968    0.4561    0.2573    0.1812    5.6063    1.6886
+#> 210:    93.6005   -6.0571   -0.1277    2.2348   -0.9799    3.2408    3.8923    0.4548    0.2572    0.1798    5.5849    1.6912
+#> 211:    93.6270   -6.0425   -0.1306    2.2292   -0.9807    3.3500    3.8267    0.4538    0.2586    0.1792    5.5578    1.6992
+#> 212:    93.6641   -6.0403   -0.1331    2.2253   -0.9806    3.4487    3.8366    0.4529    0.2596    0.1786    5.5422    1.7022
+#> 213:    93.6743   -6.0344   -0.1354    2.2214   -0.9800    3.5484    3.8260    0.4518    0.2606    0.1781    5.5250    1.7069
+#> 214:    93.6719   -6.0405   -0.1377    2.2179   -0.9804    3.5538    3.8785    0.4506    0.2612    0.1769    5.5148    1.7087
+#> 215:    93.6743   -6.0403   -0.1396    2.2146   -0.9801    3.5578    3.9180    0.4496    0.2615    0.1761    5.5118    1.7094
+#> 216:    93.6666   -6.0436   -0.1413    2.2115   -0.9796    3.5848    3.9484    0.4488    0.2624    0.1755    5.5015    1.7116
+#> 217:    93.6715   -6.0438   -0.1430    2.2086   -0.9794    3.6188    3.9603    0.4478    0.2631    0.1748    5.4884    1.7132
+#> 218:    93.6765   -6.0488   -0.1441    2.2060   -0.9796    3.6126    3.9885    0.4471    0.2632    0.1746    5.4714    1.7156
+#> 219:    93.6714   -6.0557   -0.1453    2.2038   -0.9798    3.6603    4.0118    0.4463    0.2632    0.1735    5.4593    1.7235
+#> 220:    93.6728   -6.0711   -0.1462    2.2027   -0.9794    3.7244    4.0910    0.4457    0.2639    0.1730    5.4531    1.7241
+#> 221:    93.6723   -6.0822   -0.1470    2.2015   -0.9788    3.7754    4.1554    0.4450    0.2647    0.1724    5.4511    1.7247
+#> 222:    93.6789   -6.0745   -0.1480    2.1998   -0.9780    3.8735    4.1186    0.4442    0.2662    0.1718    5.4419    1.7258
+#> 223:    93.6891   -6.0700   -0.1488    2.1984   -0.9778    3.9353    4.0998    0.4434    0.2681    0.1715    5.4375    1.7251
+#> 224:    93.7125   -6.0705   -0.1496    2.1976   -0.9774    4.0220    4.0861    0.4427    0.2697    0.1711    5.4378    1.7230
+#> 225:    93.7332   -6.0695   -0.1502    2.1966   -0.9775    4.0553    4.0669    0.4422    0.2712    0.1711    5.4355    1.7205
+#> 226:    93.7631   -6.0712   -0.1508    2.1951   -0.9779    4.0755    4.0572    0.4417    0.2728    0.1712    5.4347    1.7190
+#> 227:    93.7912   -6.0687   -0.1512    2.1938   -0.9785    4.0621    4.0439    0.4409    0.2742    0.1716    5.4325    1.7189
+#> 228:    93.8077   -6.0644   -0.1517    2.1927   -0.9791    4.0246    4.0190    0.4400    0.2755    0.1722    5.4269    1.7193
+#> 229:    93.8255   -6.0661   -0.1521    2.1909   -0.9796    3.9958    4.0166    0.4392    0.2769    0.1725    5.4214    1.7214
+#> 230:    93.8403   -6.0766   -0.1530    2.1895   -0.9802    4.0152    4.0548    0.4380    0.2788    0.1730    5.4214    1.7232
+#> 231:    93.8549   -6.0768   -0.1541    2.1877   -0.9810    4.0690    4.0542    0.4368    0.2803    0.1734    5.4157    1.7236
+#> 232:    93.8666   -6.0728   -0.1550    2.1858   -0.9816    4.0852    4.0337    0.4356    0.2818    0.1736    5.4136    1.7224
+#> 233:    93.8728   -6.0672   -0.1557    2.1844   -0.9820    4.1001    4.0000    0.4346    0.2828    0.1738    5.4028    1.7243
+#> 234:    93.8862   -6.0646   -0.1563    2.1830   -0.9825    4.1303    3.9850    0.4337    0.2838    0.1737    5.3924    1.7222
+#> 235:    93.8862   -6.0632   -0.1570    2.1819   -0.9827    4.1149    3.9735    0.4329    0.2847    0.1737    5.3846    1.7225
+#> 236:    93.8827   -6.0639   -0.1577    2.1814   -0.9834    4.1004    3.9711    0.4322    0.2852    0.1739    5.3838    1.7220
+#> 237:    93.8729   -6.0680   -0.1582    2.1808   -0.9840    4.0606    3.9866    0.4316    0.2857    0.1741    5.3806    1.7213
+#> 238:    93.8739   -6.0733   -0.1587    2.1806   -0.9845    4.0331    4.0011    0.4311    0.2859    0.1742    5.3775    1.7199
+#> 239:    93.8732   -6.0729   -0.1591    2.1802   -0.9853    3.9850    3.9892    0.4307    0.2859    0.1744    5.3782    1.7216
+#> 240:    93.8760   -6.0754   -0.1595    2.1796   -0.9854    3.9349    3.9867    0.4303    0.2858    0.1747    5.3781    1.7232
+#> 241:    93.8779   -6.0749   -0.1599    2.1791   -0.9853    3.9241    3.9801    0.4299    0.2858    0.1748    5.3757    1.7228
+#> 242:    93.8842   -6.0716   -0.1602    2.1786   -0.9852    3.9394    3.9651    0.4297    0.2859    0.1749    5.3726    1.7224
+#> 243:    93.8884   -6.0719   -0.1606    2.1778   -0.9851    3.9310    3.9741    0.4295    0.2857    0.1750    5.3705    1.7224
+#> 244:    93.8910   -6.0712   -0.1610    2.1771   -0.9850    3.9173    3.9819    0.4294    0.2856    0.1749    5.3700    1.7222
+#> 245:    93.9054   -6.0736   -0.1614    2.1764   -0.9854    3.9106    3.9984    0.4293    0.2856    0.1748    5.3711    1.7217
+#> 246:    93.9209   -6.0753   -0.1617    2.1757   -0.9859    3.9080    4.0071    0.4291    0.2852    0.1746    5.3711    1.7215
+#> 247:    93.9273   -6.0846   -0.1621    2.1752   -0.9861    3.8790    4.0580    0.4286    0.2851    0.1745    5.3755    1.7206
+#> 248:    93.9265   -6.0884   -0.1625    2.1749   -0.9865    3.8613    4.0784    0.4286    0.2848    0.1744    5.3760    1.7198
+#> 249:    93.9286   -6.0926   -0.1627    2.1746   -0.9872    3.8663    4.1008    0.4287    0.2845    0.1745    5.3755    1.7195
+#> 250:    93.9287   -6.0968   -0.1629    2.1744   -0.9878    3.8822    4.1269    0.4289    0.2844    0.1743    5.3755    1.7201
+#> 251:    93.9314   -6.1017   -0.1630    2.1739   -0.9882    3.8878    4.1495    0.4291    0.2843    0.1744    5.3729    1.7200
+#> 252:    93.9351   -6.1036   -0.1632    2.1734   -0.9885    3.8908    4.1545    0.4293    0.2843    0.1746    5.3684    1.7191
+#> 253:    93.9415   -6.1053   -0.1634    2.1729   -0.9889    3.8727    4.1602    0.4294    0.2842    0.1747    5.3650    1.7196
+#> 254:    93.9473   -6.1088   -0.1636    2.1723   -0.9891    3.8657    4.1769    0.4296    0.2843    0.1749    5.3666    1.7190
+#> 255:    93.9505   -6.1087   -0.1639    2.1717   -0.9888    3.8457    4.1720    0.4298    0.2841    0.1749    5.3617    1.7191
+#> 256:    93.9497   -6.1054   -0.1642    2.1715   -0.9885    3.8395    4.1559    0.4299    0.2839    0.1749    5.3598    1.7192
+#> 257:    93.9477   -6.1008   -0.1643    2.1713   -0.9882    3.8383    4.1360    0.4299    0.2836    0.1749    5.3567    1.7196
+#> 258:    93.9402   -6.0998   -0.1645    2.1713   -0.9880    3.8516    4.1288    0.4300    0.2832    0.1749    5.3565    1.7190
+#> 259:    93.9318   -6.0979   -0.1646    2.1711   -0.9879    3.8396    4.1182    0.4301    0.2829    0.1750    5.3583    1.7188
+#> 260:    93.9277   -6.1002   -0.1646    2.1713   -0.9879    3.8173    4.1273    0.4304    0.2826    0.1751    5.3611    1.7186
+#> 261:    93.9251   -6.0973   -0.1646    2.1714   -0.9879    3.8140    4.1105    0.4306    0.2822    0.1750    5.3588    1.7192
+#> 262:    93.9186   -6.1009   -0.1647    2.1715   -0.9880    3.8177    4.1303    0.4308    0.2822    0.1750    5.3604    1.7194
+#> 263:    93.9130   -6.1033   -0.1646    2.1715   -0.9880    3.8029    4.1529    0.4309    0.2822    0.1748    5.3647    1.7188
+#> 264:    93.9040   -6.1077   -0.1645    2.1717   -0.9879    3.7950    4.1820    0.4310    0.2822    0.1747    5.3699    1.7184
+#> 265:    93.9012   -6.1071   -0.1645    2.1714   -0.9879    3.7834    4.1895    0.4310    0.2822    0.1746    5.3755    1.7191
+#> 266:    93.8988   -6.1051   -0.1644    2.1714   -0.9879    3.7788    4.1822    0.4311    0.2822    0.1745    5.3765    1.7203
+#> 267:    93.8964   -6.1059   -0.1643    2.1714   -0.9877    3.7774    4.1896    0.4311    0.2822    0.1744    5.3792    1.7197
+#> 268:    93.8901   -6.1092   -0.1643    2.1715   -0.9876    3.7790    4.2198    0.4310    0.2822    0.1742    5.3811    1.7200
+#> 269:    93.8842   -6.1105   -0.1643    2.1717   -0.9875    3.7620    4.2336    0.4310    0.2823    0.1742    5.3838    1.7193
+#> 270:    93.8760   -6.1125   -0.1643    2.1721   -0.9874    3.7668    4.2483    0.4308    0.2823    0.1741    5.3852    1.7181
+#> 271:    93.8705   -6.1149   -0.1643    2.1722   -0.9873    3.7785    4.2625    0.4306    0.2823    0.1742    5.3853    1.7172
+#> 272:    93.8674   -6.1149   -0.1643    2.1723   -0.9871    3.7829    4.2581    0.4304    0.2823    0.1743    5.3836    1.7162
+#> 273:    93.8644   -6.1159   -0.1642    2.1725   -0.9870    3.7910    4.2631    0.4303    0.2825    0.1743    5.3818    1.7154
+#> 274:    93.8585   -6.1158   -0.1640    2.1728   -0.9869    3.7926    4.2612    0.4302    0.2825    0.1743    5.3816    1.7147
+#> 275:    93.8564   -6.1151   -0.1639    2.1732   -0.9867    3.8053    4.2581    0.4301    0.2826    0.1743    5.3804    1.7143
+#> 276:    93.8564   -6.1132   -0.1638    2.1736   -0.9866    3.7958    4.2486    0.4300    0.2827    0.1745    5.3810    1.7144
+#> 277:    93.8564   -6.1120   -0.1637    2.1741   -0.9867    3.7952    4.2426    0.4298    0.2829    0.1747    5.3808    1.7148
+#> 278:    93.8528   -6.1113   -0.1636    2.1743   -0.9867    3.7922    4.2352    0.4297    0.2832    0.1750    5.3819    1.7144
+#> 279:    93.8503   -6.1124   -0.1636    2.1744   -0.9867    3.7930    4.2390    0.4298    0.2834    0.1753    5.3826    1.7144
+#> 280:    93.8466   -6.1146   -0.1636    2.1743   -0.9867    3.7946    4.2470    0.4299    0.2838    0.1755    5.3832    1.7142
+#> 281:    93.8435   -6.1165   -0.1638    2.1743   -0.9867    3.7994    4.2552    0.4298    0.2840    0.1756    5.3828    1.7140
+#> 282:    93.8421   -6.1162   -0.1639    2.1741   -0.9868    3.7967    4.2496    0.4296    0.2843    0.1758    5.3816    1.7137
+#> 283:    93.8382   -6.1146   -0.1641    2.1740   -0.9866    3.7957    4.2387    0.4294    0.2845    0.1760    5.3796    1.7135
+#> 284:    93.8356   -6.1131   -0.1641    2.1740   -0.9865    3.7904    4.2263    0.4292    0.2848    0.1762    5.3776    1.7127
+#> 285:    93.8349   -6.1113   -0.1642    2.1740   -0.9865    3.7841    4.2129    0.4291    0.2850    0.1765    5.3763    1.7130
+#> 286:    93.8372   -6.1095   -0.1643    2.1741   -0.9864    3.7801    4.2035    0.4289    0.2853    0.1769    5.3779    1.7130
+#> 287:    93.8393   -6.1077   -0.1643    2.1741   -0.9864    3.7804    4.1908    0.4287    0.2857    0.1771    5.3785    1.7132
+#> 288:    93.8395   -6.1071   -0.1644    2.1740   -0.9866    3.7714    4.1834    0.4284    0.2859    0.1772    5.3798    1.7120
+#> 289:    93.8398   -6.1065   -0.1645    2.1738   -0.9865    3.7635    4.1765    0.4282    0.2861    0.1774    5.3821    1.7111
+#> 290:    93.8376   -6.1089   -0.1647    2.1737   -0.9865    3.7495    4.1853    0.4281    0.2863    0.1776    5.3852    1.7106
+#> 291:    93.8341   -6.1091   -0.1647    2.1738   -0.9863    3.7340    4.1854    0.4278    0.2865    0.1776    5.3868    1.7098
+#> 292:    93.8329   -6.1080   -0.1647    2.1741   -0.9863    3.7189    4.1760    0.4275    0.2868    0.1777    5.3885    1.7091
+#> 293:    93.8312   -6.1065   -0.1647    2.1743   -0.9862    3.7091    4.1651    0.4272    0.2871    0.1778    5.3896    1.7086
+#> 294:    93.8310   -6.1042   -0.1647    2.1745   -0.9861    3.6946    4.1521    0.4269    0.2874    0.1780    5.3908    1.7077
+#> 295:    93.8299   -6.1033   -0.1648    2.1747   -0.9861    3.6968    4.1433    0.4265    0.2880    0.1781    5.3904    1.7066
+#> 296:    93.8276   -6.1027   -0.1648    2.1749   -0.9862    3.7072    4.1361    0.4261    0.2885    0.1782    5.3910    1.7056
+#> 297:    93.8212   -6.1015   -0.1647    2.1750   -0.9859    3.7253    4.1278    0.4256    0.2891    0.1783    5.3927    1.7051
+#> 298:    93.8173   -6.0980   -0.1647    2.1751   -0.9858    3.7552    4.1115    0.4251    0.2897    0.1784    5.3932    1.7045
+#> 299:    93.8168   -6.0984   -0.1646    2.1754   -0.9856    3.7687    4.1143    0.4246    0.2902    0.1786    5.3949    1.7037
+#> 300:    93.8154   -6.0967   -0.1646    2.1756   -0.9855    3.7888    4.1072    0.4241    0.2906    0.1788    5.3962    1.7030
+#> 301:    93.8129   -6.0946   -0.1646    2.1757   -0.9852    3.8097    4.1006    0.4236    0.2911    0.1791    5.3971    1.7026
+#> 302:    93.8120   -6.0932   -0.1646    2.1759   -0.9849    3.8403    4.0955    0.4231    0.2917    0.1792    5.3971    1.7021
+#> 303:    93.8115   -6.0942   -0.1646    2.1762   -0.9850    3.8602    4.1004    0.4227    0.2922    0.1795    5.3976    1.7020
+#> 304:    93.8106   -6.0979   -0.1645    2.1765   -0.9850    3.8898    4.1217    0.4222    0.2926    0.1798    5.3975    1.7024
+#> 305:    93.8091   -6.1009   -0.1644    2.1767   -0.9851    3.9165    4.1374    0.4218    0.2931    0.1801    5.3989    1.7024
+#> 306:    93.8090   -6.1043   -0.1644    2.1770   -0.9850    3.9485    4.1617    0.4214    0.2936    0.1803    5.3998    1.7021
+#> 307:    93.8082   -6.1063   -0.1644    2.1772   -0.9850    3.9730    4.1797    0.4210    0.2940    0.1803    5.3998    1.7017
+#> 308:    93.8093   -6.1090   -0.1644    2.1775   -0.9850    3.9874    4.2026    0.4205    0.2945    0.1804    5.3996    1.7006
+#> 309:    93.8092   -6.1122   -0.1643    2.1777   -0.9849    3.9948    4.2297    0.4201    0.2948    0.1804    5.4001    1.6998
+#> 310:    93.8080   -6.1142   -0.1642    2.1780   -0.9850    3.9976    4.2436    0.4197    0.2951    0.1803    5.4016    1.6989
+#> 311:    93.8094   -6.1164   -0.1641    2.1784   -0.9851    4.0015    4.2552    0.4194    0.2952    0.1803    5.4033    1.6978
+#> 312:    93.8107   -6.1184   -0.1640    2.1788   -0.9851    4.0006    4.2628    0.4190    0.2954    0.1802    5.4042    1.6972
+#> 313:    93.8118   -6.1190   -0.1640    2.1789   -0.9851    3.9991    4.2638    0.4186    0.2955    0.1802    5.4053    1.6967
+#> 314:    93.8139   -6.1188   -0.1639    2.1791   -0.9851    4.0019    4.2619    0.4183    0.2956    0.1802    5.4049    1.6966
+#> 315:    93.8152   -6.1173   -0.1639    2.1792   -0.9851    4.0111    4.2553    0.4179    0.2957    0.1802    5.4052    1.6966
+#> 316:    93.8178   -6.1158   -0.1639    2.1792   -0.9851    4.0073    4.2498    0.4175    0.2957    0.1802    5.4050    1.6966
+#> 317:    93.8205   -6.1155   -0.1639    2.1792   -0.9851    3.9999    4.2491    0.4172    0.2957    0.1802    5.4048    1.6963
+#> 318:    93.8216   -6.1145   -0.1639    2.1792   -0.9850    3.9961    4.2438    0.4168    0.2957    0.1802    5.4031    1.6961
+#> 319:    93.8241   -6.1143   -0.1639    2.1792   -0.9849    4.0009    4.2412    0.4164    0.2958    0.1801    5.4004    1.6956
+#> 320:    93.8257   -6.1142   -0.1639    2.1792   -0.9849    4.0018    4.2380    0.4160    0.2958    0.1801    5.3986    1.6952
+#> 321:    93.8280   -6.1134   -0.1639    2.1792   -0.9849    4.0055    4.2339    0.4156    0.2959    0.1802    5.3966    1.6950
+#> 322:    93.8299   -6.1122   -0.1639    2.1793   -0.9848    4.0075    4.2274    0.4152    0.2959    0.1802    5.3969    1.6948
+#> 323:    93.8318   -6.1123   -0.1639    2.1794   -0.9848    4.0087    4.2257    0.4149    0.2960    0.1802    5.3980    1.6941
+#> 324:    93.8352   -6.1098   -0.1639    2.1795   -0.9848    4.0123    4.2136    0.4145    0.2960    0.1802    5.3988    1.6936
+#> 325:    93.8374   -6.1072   -0.1638    2.1796   -0.9848    4.0230    4.2005    0.4142    0.2961    0.1802    5.3991    1.6933
+#> 326:    93.8410   -6.1050   -0.1637    2.1796   -0.9849    4.0327    4.1891    0.4139    0.2963    0.1802    5.4004    1.6927
+#> 327:    93.8457   -6.1023   -0.1637    2.1796   -0.9849    4.0327    4.1767    0.4135    0.2964    0.1802    5.4013    1.6922
+#> 328:    93.8493   -6.1017   -0.1637    2.1797   -0.9850    4.0440    4.1730    0.4131    0.2964    0.1802    5.4019    1.6915
+#> 329:    93.8515   -6.1001   -0.1637    2.1799   -0.9851    4.0556    4.1648    0.4128    0.2963    0.1803    5.4017    1.6912
+#> 330:    93.8541   -6.1001   -0.1636    2.1800   -0.9852    4.0606    4.1631    0.4124    0.2962    0.1804    5.4025    1.6912
+#> 331:    93.8539   -6.0994   -0.1635    2.1801   -0.9854    4.0654    4.1584    0.4120    0.2961    0.1805    5.4025    1.6907
+#> 332:    93.8536   -6.0999   -0.1634    2.1803   -0.9854    4.0696    4.1601    0.4116    0.2960    0.1808    5.4027    1.6904
+#> 333:    93.8531   -6.1002   -0.1633    2.1806   -0.9853    4.0682    4.1646    0.4112    0.2960    0.1810    5.4038    1.6893
+#> 334:    93.8543   -6.1005   -0.1632    2.1809   -0.9852    4.0771    4.1690    0.4108    0.2960    0.1812    5.4040    1.6883
+#> 335:    93.8552   -6.1010   -0.1631    2.1813   -0.9851    4.0888    4.1775    0.4104    0.2960    0.1813    5.4044    1.6878
+#> 336:    93.8555   -6.1016   -0.1630    2.1817   -0.9850    4.0969    4.1858    0.4099    0.2961    0.1814    5.4046    1.6873
+#> 337:    93.8553   -6.1025   -0.1628    2.1820   -0.9849    4.1152    4.1921    0.4094    0.2962    0.1815    5.4070    1.6863
+#> 338:    93.8553   -6.1018   -0.1626    2.1824   -0.9848    4.1314    4.1904    0.4090    0.2963    0.1816    5.4080    1.6852
+#> 339:    93.8567   -6.1004   -0.1625    2.1828   -0.9847    4.1449    4.1855    0.4087    0.2964    0.1817    5.4087    1.6841
+#> 340:    93.8582   -6.0987   -0.1623    2.1832   -0.9846    4.1603    4.1799    0.4083    0.2965    0.1819    5.4086    1.6832
+#> 341:    93.8589   -6.0962   -0.1620    2.1836   -0.9844    4.1692    4.1694    0.4079    0.2965    0.1820    5.4102    1.6828
+#> 342:    93.8583   -6.0932   -0.1618    2.1841   -0.9844    4.1729    4.1563    0.4075    0.2966    0.1821    5.4117    1.6821
+#> 343:    93.8590   -6.0906   -0.1615    2.1845   -0.9844    4.1840    4.1447    0.4071    0.2966    0.1822    5.4125    1.6819
+#> 344:    93.8582   -6.0890   -0.1613    2.1851   -0.9845    4.1860    4.1347    0.4068    0.2968    0.1826    5.4135    1.6814
+#> 345:    93.8576   -6.0876   -0.1610    2.1857   -0.9846    4.1889    4.1252    0.4064    0.2969    0.1829    5.4143    1.6810
+#> 346:    93.8549   -6.0853   -0.1608    2.1862   -0.9845    4.1925    4.1121    0.4061    0.2969    0.1832    5.4157    1.6803
+#> 347:    93.8540   -6.0829   -0.1605    2.1867   -0.9845    4.2031    4.0990    0.4058    0.2970    0.1834    5.4158    1.6803
+#> 348:    93.8516   -6.0814   -0.1602    2.1873   -0.9845    4.2169    4.0885    0.4055    0.2971    0.1836    5.4174    1.6801
+#> 349:    93.8505   -6.0797   -0.1600    2.1879   -0.9845    4.2253    4.0779    0.4052    0.2971    0.1837    5.4190    1.6799
+#> 350:    93.8512   -6.0773   -0.1597    2.1885   -0.9845    4.2268    4.0657    0.4049    0.2972    0.1839    5.4209    1.6797
+#> 351:    93.8507   -6.0754   -0.1595    2.1890   -0.9845    4.2245    4.0559    0.4046    0.2972    0.1840    5.4230    1.6794
+#> 352:    93.8490   -6.0736   -0.1592    2.1896   -0.9845    4.2296    4.0474    0.4044    0.2973    0.1841    5.4252    1.6790
+#> 353:    93.8460   -6.0718   -0.1589    2.1901   -0.9845    4.2356    4.0374    0.4042    0.2973    0.1843    5.4272    1.6790
+#> 354:    93.8437   -6.0695   -0.1586    2.1906   -0.9845    4.2408    4.0255    0.4041    0.2973    0.1844    5.4303    1.6787
+#> 355:    93.8420   -6.0679   -0.1584    2.1912   -0.9844    4.2428    4.0166    0.4040    0.2973    0.1845    5.4342    1.6785
+#> 356:    93.8413   -6.0666   -0.1581    2.1916   -0.9843    4.2418    4.0072    0.4040    0.2973    0.1845    5.4348    1.6792
+#> 357:    93.8406   -6.0650   -0.1578    2.1921   -0.9844    4.2531    3.9973    0.4040    0.2973    0.1846    5.4350    1.6798
+#> 358:    93.8404   -6.0639   -0.1575    2.1926   -0.9844    4.2596    3.9901    0.4040    0.2973    0.1846    5.4357    1.6805
+#> 359:    93.8373   -6.0630   -0.1572    2.1931   -0.9845    4.2724    3.9820    0.4039    0.2973    0.1848    5.4368    1.6816
+#> 360:    93.8347   -6.0622   -0.1569    2.1936   -0.9845    4.2788    3.9747    0.4039    0.2973    0.1849    5.4377    1.6824
+#> 361:    93.8327   -6.0626   -0.1566    2.1942   -0.9846    4.2919    3.9749    0.4038    0.2973    0.1850    5.4382    1.6831
+#> 362:    93.8326   -6.0629   -0.1562    2.1947   -0.9846    4.2989    3.9737    0.4038    0.2973    0.1850    5.4408    1.6838
+#> 363:    93.8316   -6.0629   -0.1559    2.1953   -0.9846    4.3007    3.9725    0.4037    0.2972    0.1850    5.4420    1.6842
+#> 364:    93.8317   -6.0629   -0.1556    2.1957   -0.9846    4.2910    3.9739    0.4038    0.2971    0.1850    5.4430    1.6840
+#> 365:    93.8317   -6.0629   -0.1553    2.1962   -0.9846    4.2878    3.9759    0.4040    0.2967    0.1849    5.4441    1.6839
+#> 366:    93.8319   -6.0633   -0.1549    2.1966   -0.9845    4.2870    3.9823    0.4042    0.2963    0.1849    5.4461    1.6839
+#> 367:    93.8320   -6.0636   -0.1546    2.1971   -0.9845    4.2828    3.9850    0.4042    0.2959    0.1849    5.4479    1.6843
+#> 368:    93.8312   -6.0635   -0.1544    2.1975   -0.9844    4.2781    3.9859    0.4043    0.2955    0.1849    5.4475    1.6841
+#> 369:    93.8301   -6.0640   -0.1541    2.1979   -0.9844    4.2760    3.9891    0.4043    0.2953    0.1850    5.4472    1.6835
+#> 370:    93.8306   -6.0651   -0.1539    2.1983   -0.9844    4.2690    3.9967    0.4042    0.2950    0.1850    5.4484    1.6829
+#> 371:    93.8312   -6.0669   -0.1536    2.1988   -0.9845    4.2613    4.0111    0.4042    0.2947    0.1851    5.4494    1.6822
+#> 372:    93.8312   -6.0681   -0.1533    2.1992   -0.9845    4.2585    4.0252    0.4042    0.2945    0.1852    5.4513    1.6817
+#> 373:    93.8307   -6.0681   -0.1531    2.1996   -0.9846    4.2605    4.0284    0.4042    0.2943    0.1853    5.4523    1.6815
+#> 374:    93.8305   -6.0678   -0.1529    2.1999   -0.9846    4.2676    4.0279    0.4040    0.2942    0.1853    5.4533    1.6816
+#> 375:    93.8313   -6.0673   -0.1528    2.2002   -0.9846    4.2708    4.0232    0.4038    0.2940    0.1854    5.4543    1.6813
+#> 376:    93.8310   -6.0672   -0.1527    2.2004   -0.9846    4.2775    4.0214    0.4037    0.2938    0.1855    5.4538    1.6809
+#> 377:    93.8298   -6.0666   -0.1526    2.2007   -0.9846    4.2787    4.0166    0.4035    0.2937    0.1856    5.4532    1.6806
+#> 378:    93.8276   -6.0664   -0.1525    2.2009   -0.9846    4.2781    4.0135    0.4033    0.2935    0.1857    5.4538    1.6801
+#> 379:    93.8262   -6.0671   -0.1524    2.2012   -0.9846    4.2800    4.0157    0.4031    0.2932    0.1857    5.4530    1.6803
+#> 380:    93.8243   -6.0675   -0.1523    2.2015   -0.9846    4.2735    4.0168    0.4029    0.2929    0.1857    5.4523    1.6803
+#> 381:    93.8233   -6.0677   -0.1522    2.2017   -0.9845    4.2670    4.0189    0.4027    0.2926    0.1858    5.4517    1.6798
+#> 382:    93.8229   -6.0674   -0.1521    2.2019   -0.9845    4.2655    4.0211    0.4025    0.2924    0.1858    5.4510    1.6794
+#> 383:    93.8196   -6.0681   -0.1521    2.2021   -0.9843    4.2696    4.0291    0.4023    0.2922    0.1859    5.4504    1.6788
+#> 384:    93.8174   -6.0688   -0.1520    2.2023   -0.9842    4.2851    4.0333    0.4021    0.2919    0.1860    5.4500    1.6783
+#> 385:    93.8156   -6.0682   -0.1518    2.2028   -0.9840    4.3056    4.0305    0.4019    0.2920    0.1862    5.4503    1.6774
+#> 386:    93.8145   -6.0684   -0.1516    2.2032   -0.9838    4.3195    4.0302    0.4016    0.2920    0.1863    5.4499    1.6765
+#> 387:    93.8121   -6.0679   -0.1514    2.2036   -0.9837    4.3290    4.0272    0.4014    0.2920    0.1864    5.4501    1.6756
+#> 388:    93.8105   -6.0676   -0.1513    2.2040   -0.9835    4.3393    4.0267    0.4011    0.2920    0.1865    5.4509    1.6751
+#> 389:    93.8089   -6.0664   -0.1510    2.2045   -0.9833    4.3458    4.0224    0.4009    0.2920    0.1865    5.4512    1.6746
+#> 390:    93.8080   -6.0658   -0.1508    2.2049   -0.9832    4.3422    4.0199    0.4007    0.2920    0.1866    5.4514    1.6744
+#> 391:    93.8077   -6.0669   -0.1507    2.2053   -0.9831    4.3500    4.0277    0.4007    0.2920    0.1867    5.4511    1.6740
+#> 392:    93.8069   -6.0676   -0.1505    2.2056   -0.9831    4.3525    4.0326    0.4006    0.2920    0.1868    5.4500    1.6733
+#> 393:    93.8072   -6.0678   -0.1504    2.2059   -0.9830    4.3562    4.0344    0.4005    0.2920    0.1868    5.4491    1.6725
+#> 394:    93.8083   -6.0684   -0.1503    2.2061   -0.9829    4.3577    4.0386    0.4004    0.2920    0.1869    5.4493    1.6716
+#> 395:    93.8086   -6.0685   -0.1501    2.2064   -0.9828    4.3574    4.0394    0.4003    0.2920    0.1869    5.4493    1.6709
+#> 396:    93.8078   -6.0677   -0.1500    2.2067   -0.9827    4.3591    4.0355    0.4002    0.2921    0.1870    5.4493    1.6707
+#> 397:    93.8064   -6.0668   -0.1499    2.2071   -0.9825    4.3621    4.0317    0.4000    0.2922    0.1871    5.4495    1.6704
+#> 398:    93.8058   -6.0661   -0.1499    2.2073   -0.9823    4.3701    4.0285    0.3999    0.2923    0.1872    5.4491    1.6699
+#> 399:    93.8057   -6.0651   -0.1498    2.2075   -0.9822    4.3803    4.0243    0.3997    0.2924    0.1872    5.4485    1.6699
+#> 400:    93.8057   -6.0647   -0.1498    2.2076   -0.9820    4.3854    4.0225    0.3996    0.2924    0.1872    5.4488    1.6699
+#> 401:    93.8059   -6.0635   -0.1498    2.2078   -0.9819    4.3939    4.0178    0.3995    0.2925    0.1873    5.4491    1.6702
+#> 402:    93.8063   -6.0621   -0.1498    2.2079   -0.9818    4.4033    4.0120    0.3993    0.2926    0.1875    5.4492    1.6704
+#> 403:    93.8055   -6.0609   -0.1498    2.2080   -0.9816    4.4098    4.0069    0.3992    0.2926    0.1876    5.4494    1.6703
+#> 404:    93.8040   -6.0608   -0.1499    2.2081   -0.9815    4.4153    4.0050    0.3991    0.2927    0.1877    5.4494    1.6701
+#> 405:    93.8030   -6.0604   -0.1499    2.2082   -0.9814    4.4181    4.0047    0.3990    0.2928    0.1879    5.4491    1.6700
+#> 406:    93.8002   -6.0597   -0.1499    2.2083   -0.9812    4.4257    4.0025    0.3989    0.2928    0.1880    5.4498    1.6702
+#> 407:    93.7969   -6.0593   -0.1500    2.2085   -0.9810    4.4343    3.9994    0.3988    0.2928    0.1881    5.4514    1.6703
+#> 408:    93.7947   -6.0582   -0.1499    2.2087   -0.9809    4.4509    3.9936    0.3987    0.2927    0.1882    5.4526    1.6704
+#> 409:    93.7929   -6.0579   -0.1499    2.2088   -0.9807    4.4584    3.9918    0.3987    0.2926    0.1882    5.4537    1.6707
+#> 410:    93.7896   -6.0593   -0.1499    2.2089   -0.9807    4.4664    4.0002    0.3987    0.2925    0.1883    5.4560    1.6705
+#> 411:    93.7875   -6.0601   -0.1499    2.2090   -0.9807    4.4626    4.0057    0.3987    0.2924    0.1883    5.4567    1.6705
+#> 412:    93.7862   -6.0602   -0.1499    2.2091   -0.9808    4.4574    4.0095    0.3986    0.2923    0.1884    5.4565    1.6706
+#> 413:    93.7858   -6.0606   -0.1498    2.2092   -0.9808    4.4527    4.0146    0.3986    0.2922    0.1885    5.4561    1.6708
+#> 414:    93.7859   -6.0615   -0.1498    2.2093   -0.9808    4.4451    4.0211    0.3987    0.2921    0.1885    5.4574    1.6708
+#> 415:    93.7864   -6.0629   -0.1498    2.2092   -0.9808    4.4443    4.0298    0.3986    0.2921    0.1885    5.4576    1.6707
+#> 416:    93.7851   -6.0639   -0.1498    2.2092   -0.9808    4.4462    4.0362    0.3985    0.2920    0.1884    5.4575    1.6706
+#> 417:    93.7820   -6.0644   -0.1499    2.2092   -0.9808    4.4425    4.0387    0.3985    0.2920    0.1884    5.4577    1.6703
+#> 418:    93.7801   -6.0652   -0.1499    2.2093   -0.9808    4.4365    4.0420    0.3985    0.2920    0.1883    5.4589    1.6702
+#> 419:    93.7799   -6.0648   -0.1499    2.2094   -0.9807    4.4303    4.0418    0.3984    0.2921    0.1883    5.4596    1.6703
+#> 420:    93.7797   -6.0641   -0.1498    2.2095   -0.9807    4.4216    4.0383    0.3983    0.2921    0.1884    5.4607    1.6702
+#> 421:    93.7803   -6.0641   -0.1498    2.2096   -0.9808    4.4120    4.0396    0.3983    0.2922    0.1885    5.4621    1.6702
+#> 422:    93.7806   -6.0638   -0.1498    2.2097   -0.9809    4.4017    4.0373    0.3981    0.2923    0.1885    5.4635    1.6702
+#> 423:    93.7800   -6.0636   -0.1498    2.2098   -0.9810    4.3948    4.0339    0.3981    0.2923    0.1885    5.4640    1.6701
+#> 424:    93.7789   -6.0638   -0.1498    2.2099   -0.9810    4.3884    4.0336    0.3980    0.2924    0.1885    5.4651    1.6700
+#> 425:    93.7774   -6.0628   -0.1498    2.2101   -0.9810    4.3814    4.0271    0.3978    0.2925    0.1884    5.4666    1.6699
+#> 426:    93.7755   -6.0619   -0.1498    2.2102   -0.9811    4.3841    4.0221    0.3977    0.2925    0.1884    5.4693    1.6697
+#> 427:    93.7753   -6.0612   -0.1498    2.2103   -0.9810    4.3785    4.0167    0.3975    0.2926    0.1883    5.4712    1.6696
+#> 428:    93.7741   -6.0613   -0.1498    2.2104   -0.9810    4.3767    4.0161    0.3973    0.2926    0.1882    5.4729    1.6696
+#> 429:    93.7717   -6.0613   -0.1498    2.2105   -0.9810    4.3744    4.0158    0.3971    0.2926    0.1880    5.4743    1.6694
+#> 430:    93.7690   -6.0619   -0.1498    2.2106   -0.9809    4.3744    4.0189    0.3969    0.2926    0.1879    5.4753    1.6692
+#> 431:    93.7668   -6.0615   -0.1498    2.2107   -0.9809    4.3709    4.0174    0.3967    0.2925    0.1878    5.4762    1.6691
+#> 432:    93.7656   -6.0619   -0.1498    2.2108   -0.9809    4.3710    4.0173    0.3966    0.2926    0.1878    5.4770    1.6688
+#> 433:    93.7632   -6.0625   -0.1498    2.2108   -0.9809    4.3689    4.0204    0.3964    0.2926    0.1877    5.4774    1.6687
+#> 434:    93.7624   -6.0621   -0.1498    2.2109   -0.9808    4.3687    4.0178    0.3962    0.2926    0.1876    5.4774    1.6683
+#> 435:    93.7608   -6.0622   -0.1497    2.2111   -0.9808    4.3714    4.0182    0.3961    0.2927    0.1875    5.4777    1.6679
+#> 436:    93.7586   -6.0622   -0.1498    2.2112   -0.9808    4.3695    4.0178    0.3959    0.2928    0.1874    5.4784    1.6679
+#> 437:    93.7558   -6.0622   -0.1498    2.2114   -0.9809    4.3658    4.0167    0.3957    0.2928    0.1873    5.4795    1.6678
+#> 438:    93.7519   -6.0627   -0.1499    2.2115   -0.9808    4.3601    4.0183    0.3955    0.2928    0.1872    5.4807    1.6674
+#> 439:    93.7478   -6.0618   -0.1499    2.2115   -0.9807    4.3538    4.0133    0.3952    0.2928    0.1871    5.4814    1.6672
+#> 440:    93.7449   -6.0612   -0.1499    2.2117   -0.9805    4.3504    4.0103    0.3951    0.2928    0.1870    5.4820    1.6669
+#> 441:    93.7433   -6.0608   -0.1499    2.2117   -0.9805    4.3438    4.0077    0.3949    0.2928    0.1869    5.4818    1.6666
+#> 442:    93.7417   -6.0604   -0.1500    2.2118   -0.9805    4.3354    4.0058    0.3947    0.2927    0.1868    5.4824    1.6666
+#> 443:    93.7407   -6.0604   -0.1500    2.2119   -0.9805    4.3281    4.0046    0.3946    0.2927    0.1867    5.4832    1.6667
+#> 444:    93.7397   -6.0608   -0.1500    2.2118   -0.9805    4.3180    4.0069    0.3944    0.2928    0.1866    5.4857    1.6664
+#> 445:    93.7387   -6.0613   -0.1501    2.2118   -0.9805    4.3092    4.0085    0.3942    0.2929    0.1866    5.4866    1.6663
+#> 446:    93.7376   -6.0612   -0.1502    2.2117   -0.9805    4.3022    4.0075    0.3939    0.2930    0.1865    5.4866    1.6660
+#> 447:    93.7375   -6.0613   -0.1503    2.2116   -0.9806    4.2981    4.0076    0.3937    0.2931    0.1865    5.4863    1.6658
+#> 448:    93.7388   -6.0617   -0.1504    2.2115   -0.9806    4.2970    4.0087    0.3935    0.2932    0.1864    5.4870    1.6658
+#> 449:    93.7400   -6.0617   -0.1504    2.2115   -0.9807    4.2904    4.0069    0.3933    0.2933    0.1864    5.4880    1.6655
+#> 450:    93.7414   -6.0623   -0.1505    2.2113   -0.9808    4.2829    4.0095    0.3930    0.2935    0.1863    5.4880    1.6653
+#> 451:    93.7426   -6.0634   -0.1506    2.2112   -0.9808    4.2797    4.0146    0.3928    0.2936    0.1863    5.4877    1.6655
+#> 452:    93.7447   -6.0642   -0.1507    2.2110   -0.9809    4.2770    4.0171    0.3926    0.2938    0.1862    5.4876    1.6657
+#> 453:    93.7465   -6.0644   -0.1508    2.2108   -0.9810    4.2698    4.0184    0.3924    0.2940    0.1862    5.4877    1.6652
+#> 454:    93.7478   -6.0645   -0.1509    2.2106   -0.9810    4.2657    4.0182    0.3922    0.2941    0.1861    5.4874    1.6648
+#> 455:    93.7486   -6.0650   -0.1511    2.2104   -0.9811    4.2656    4.0203    0.3921    0.2943    0.1861    5.4871    1.6644
+#> 456:    93.7485   -6.0659   -0.1512    2.2102   -0.9812    4.2646    4.0240    0.3920    0.2945    0.1860    5.4869    1.6641
+#> 457:    93.7487   -6.0668   -0.1514    2.2099   -0.9813    4.2613    4.0277    0.3919    0.2946    0.1860    5.4866    1.6640
+#> 458:    93.7484   -6.0667   -0.1515    2.2097   -0.9812    4.2586    4.0263    0.3918    0.2947    0.1859    5.4854    1.6639
+#> 459:    93.7468   -6.0661   -0.1517    2.2095   -0.9812    4.2565    4.0225    0.3917    0.2948    0.1858    5.4853    1.6639
+#> 460:    93.7458   -6.0652   -0.1518    2.2093   -0.9812    4.2548    4.0171    0.3916    0.2950    0.1858    5.4843    1.6638
+#> 461:    93.7435   -6.0645   -0.1519    2.2091   -0.9811    4.2554    4.0121    0.3914    0.2951    0.1858    5.4843    1.6637
+#> 462:    93.7421   -6.0637   -0.1521    2.2089   -0.9811    4.2509    4.0079    0.3913    0.2953    0.1857    5.4840    1.6638
+#> 463:    93.7406   -6.0630   -0.1522    2.2088   -0.9810    4.2534    4.0036    0.3912    0.2955    0.1857    5.4834    1.6640
+#> 464:    93.7406   -6.0622   -0.1524    2.2086   -0.9810    4.2548    3.9986    0.3911    0.2956    0.1857    5.4828    1.6639
+#> 465:    93.7404   -6.0617   -0.1525    2.2084   -0.9810    4.2511    3.9955    0.3910    0.2958    0.1857    5.4828    1.6638
+#> 466:    93.7414   -6.0610   -0.1527    2.2080   -0.9809    4.2468    3.9918    0.3910    0.2959    0.1857    5.4812    1.6640
+#> 467:    93.7419   -6.0606   -0.1529    2.2077   -0.9810    4.2446    3.9885    0.3909    0.2960    0.1858    5.4799    1.6642
+#> 468:    93.7427   -6.0604   -0.1531    2.2074   -0.9809    4.2473    3.9872    0.3909    0.2961    0.1858    5.4790    1.6643
+#> 469:    93.7435   -6.0608   -0.1532    2.2073   -0.9810    4.2457    3.9891    0.3907    0.2963    0.1858    5.4789    1.6641
+#> 470:    93.7442   -6.0611   -0.1533    2.2071   -0.9811    4.2443    3.9895    0.3905    0.2965    0.1858    5.4785    1.6640
+#> 471:    93.7443   -6.0618   -0.1534    2.2070   -0.9812    4.2415    3.9932    0.3903    0.2967    0.1858    5.4773    1.6639
+#> 472:    93.7433   -6.0624   -0.1535    2.2069   -0.9812    4.2414    3.9958    0.3901    0.2969    0.1858    5.4765    1.6637
+#> 473:    93.7421   -6.0621   -0.1536    2.2067   -0.9811    4.2330    3.9962    0.3899    0.2970    0.1858    5.4762    1.6637
+#> 474:    93.7415   -6.0621   -0.1537    2.2066   -0.9812    4.2263    3.9968    0.3897    0.2972    0.1858    5.4755    1.6638
+#> 475:    93.7396   -6.0621   -0.1538    2.2066   -0.9812    4.2261    3.9956    0.3895    0.2973    0.1859    5.4751    1.6637
+#> 476:    93.7373   -6.0626   -0.1539    2.2065   -0.9811    4.2265    3.9976    0.3893    0.2975    0.1859    5.4743    1.6634
+#> 477:    93.7357   -6.0623   -0.1540    2.2063   -0.9811    4.2222    3.9953    0.3891    0.2976    0.1859    5.4741    1.6635
+#> 478:    93.7345   -6.0620   -0.1541    2.2062   -0.9811    4.2165    3.9939    0.3889    0.2978    0.1860    5.4745    1.6638
+#> 479:    93.7341   -6.0615   -0.1542    2.2062   -0.9812    4.2122    3.9916    0.3887    0.2979    0.1860    5.4751    1.6637
+#> 480:    93.7338   -6.0619   -0.1543    2.2061   -0.9812    4.2084    3.9932    0.3885    0.2980    0.1860    5.4753    1.6635
+#> 481:    93.7336   -6.0618   -0.1544    2.2060   -0.9812    4.2066    3.9945    0.3883    0.2981    0.1860    5.4748    1.6637
+#> 482:    93.7340   -6.0622   -0.1545    2.2058   -0.9812    4.2069    3.9969    0.3882    0.2983    0.1860    5.4741    1.6636
+#> 483:    93.7328   -6.0627   -0.1547    2.2057   -0.9813    4.2062    3.9992    0.3879    0.2985    0.1861    5.4739    1.6636
+#> 484:    93.7323   -6.0629   -0.1547    2.2056   -0.9813    4.2075    3.9995    0.3877    0.2987    0.1861    5.4730    1.6638
+#> 485:    93.7326   -6.0634   -0.1548    2.2055   -0.9814    4.2045    4.0013    0.3875    0.2989    0.1862    5.4727    1.6637
+#> 486:    93.7320   -6.0632   -0.1549    2.2055   -0.9814    4.2084    3.9989    0.3872    0.2991    0.1863    5.4718    1.6635
+#> 487:    93.7321   -6.0625   -0.1549    2.2054   -0.9814    4.2105    3.9949    0.3870    0.2993    0.1864    5.4712    1.6634
+#> 488:    93.7326   -6.0623   -0.1550    2.2054   -0.9814    4.2104    3.9935    0.3868    0.2996    0.1865    5.4721    1.6635
+#> 489:    93.7342   -6.0615   -0.1551    2.2054   -0.9815    4.2103    3.9893    0.3866    0.2998    0.1866    5.4725    1.6635
+#> 490:    93.7360   -6.0610   -0.1551    2.2053   -0.9815    4.2116    3.9857    0.3864    0.3001    0.1867    5.4730    1.6636
+#> 491:    93.7374   -6.0601   -0.1551    2.2052   -0.9815    4.2128    3.9804    0.3862    0.3003    0.1868    5.4722    1.6638
+#> 492:    93.7386   -6.0597   -0.1552    2.2050   -0.9816    4.2171    3.9774    0.3861    0.3006    0.1869    5.4714    1.6642
+#> 493:    93.7399   -6.0597   -0.1553    2.2049   -0.9816    4.2262    3.9766    0.3859    0.3008    0.1869    5.4712    1.6643
+#> 494:    93.7404   -6.0596   -0.1553    2.2047   -0.9816    4.2347    3.9746    0.3857    0.3011    0.1870    5.4711    1.6646
+#> 495:    93.7406   -6.0590   -0.1554    2.2046   -0.9817    4.2395    3.9711    0.3855    0.3014    0.1871    5.4705    1.6650
+#> 496:    93.7416   -6.0582   -0.1554    2.2045   -0.9817    4.2456    3.9660    0.3853    0.3017    0.1871    5.4707    1.6656
+#> 497:    93.7433   -6.0575   -0.1555    2.2044   -0.9818    4.2511    3.9631    0.3851    0.3020    0.1871    5.4714    1.6658
+#> 498:    93.7444   -6.0574   -0.1556    2.2042   -0.9817    4.2516    3.9632    0.3848    0.3023    0.1871    5.4721    1.6660
+#> 499:    93.7457   -6.0576   -0.1557    2.2041   -0.9817    4.2518    3.9660    0.3846    0.3025    0.1871    5.4728    1.6660
+#> 500:    93.7469   -6.0586   -0.1557    2.2040   -0.9817    4.2481    3.9757    0.3844    0.3028    0.1871    5.4738    1.6661
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Calculating residuals/tables
+#> done
+f_nlmixr_fomc_sfo_focei_obs <- nlmixr(f_mmkin_obs["FOMC-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis | log_alpha |
+#> |.....................|  log_beta |sigma_parent |  sigma_A1 |        o1 |
+#> |.....................|        o2 |        o3 |        o4 |        o5 |
+#> |    1|     468.02617 |     1.000 |    -1.000 |   -0.9113 |   -0.8954 |
+#> |.....................|   -0.8491 |   -0.8511 |   -0.8672 |   -0.8762 |
+#> |.....................|   -0.8737 |   -0.8674 |   -0.8694 |   -0.8687 |
+#> |    U|     468.02617 |     94.00 |    -5.400 |   -0.9900 |   -0.2000 |
+#> |.....................|     2.100 |     2.000 |     1.200 |    0.7536 |
+#> |.....................|    0.8758 |     1.189 |     1.093 |     1.127 |
+#> |    X|     468.02617 |     94.00 |  0.004517 |    0.2709 |    0.8187 |
+#> |.....................|     8.166 |     2.000 |     1.200 |    0.7536 |
+#> |.....................|    0.8758 |     1.189 |     1.093 |     1.127 |
+#> |    G|    Gill Diff. |     49.30 |     2.016 |   -0.2473 |   -0.3737 |
+#> |.....................|    -1.227 |    -27.89 |    -10.29 |     8.753 |
+#> |.....................|     11.17 |    -12.52 |    -9.819 |    -8.910 |
+#> |    2|     4021.4865 |    0.2059 |    -1.032 |   -0.9073 |   -0.8894 |
+#> |.....................|   -0.8293 |   -0.4019 |   -0.7014 |    -1.017 |
+#> |.....................|    -1.054 |   -0.6658 |   -0.7112 |   -0.7251 |
+#> |    U|     4021.4865 |     19.35 |    -5.432 |   -0.9861 |   -0.1940 |
+#> |.....................|     2.120 |     2.449 |     1.299 |    0.6474 |
+#> |.....................|    0.7182 |     1.429 |     1.266 |     1.289 |
+#> |    X|     4021.4865 |     19.35 |  0.004372 |    0.2717 |    0.8237 |
+#> |.....................|     8.329 |     2.449 |     1.299 |    0.6474 |
+#> |.....................|    0.7182 |     1.429 |     1.266 |     1.289 |
+#> |    3|     518.20369 |    0.9206 |    -1.003 |   -0.9109 |   -0.8948 |
+#> |.....................|   -0.8471 |   -0.8062 |   -0.8506 |   -0.8903 |
+#> |.....................|   -0.8917 |   -0.8473 |   -0.8535 |   -0.8543 |
+#> |    U|     518.20369 |     86.53 |    -5.403 |   -0.9896 |   -0.1994 |
+#> |.....................|     2.102 |     2.045 |     1.210 |    0.7430 |
+#> |.....................|    0.8600 |     1.213 |     1.111 |     1.143 |
+#> |    X|     518.20369 |     86.53 |  0.004502 |    0.2710 |    0.8192 |
+#> |.....................|     8.182 |     2.045 |     1.210 |    0.7430 |
+#> |.....................|    0.8600 |     1.213 |     1.111 |     1.143 |
+#> |    4|     467.99742 |    0.9921 |    -1.000 |   -0.9112 |   -0.8953 |
+#> |.....................|   -0.8489 |   -0.8466 |   -0.8655 |   -0.8776 |
+#> |.....................|   -0.8755 |   -0.8654 |   -0.8678 |   -0.8672 |
+#> |    U|     467.99742 |     93.25 |    -5.400 |   -0.9900 |   -0.1999 |
+#> |.....................|     2.100 |     2.004 |     1.201 |    0.7526 |
+#> |.....................|    0.8742 |     1.192 |     1.095 |     1.129 |
+#> |    X|     467.99742 |     93.25 |  0.004515 |    0.2709 |    0.8188 |
+#> |.....................|     8.168 |     2.004 |     1.201 |    0.7526 |
+#> |.....................|    0.8742 |     1.192 |     1.095 |     1.129 |
+#> |    F| Forward Diff. |    -98.28 |     1.929 |   -0.4044 |   -0.4503 |
+#> |.....................|    -1.484 |    -29.27 |    -9.987 |     8.922 |
+#> |.....................|     9.417 |    -11.79 |    -9.521 |    -8.343 |
+#> |    5|     467.67344 |    0.9967 |    -1.000 |   -0.9112 |   -0.8953 |
+#> |.....................|   -0.8488 |   -0.8452 |   -0.8651 |   -0.8780 |
+#> |.....................|   -0.8760 |   -0.8648 |   -0.8673 |   -0.8668 |
+#> |    U|     467.67344 |     93.69 |    -5.400 |   -0.9899 |   -0.1999 |
+#> |.....................|     2.100 |     2.006 |     1.201 |    0.7523 |
+#> |.....................|    0.8738 |     1.192 |     1.095 |     1.129 |
+#> |    X|     467.67344 |     93.69 |  0.004515 |    0.2709 |    0.8188 |
+#> |.....................|     8.168 |     2.006 |     1.201 |    0.7523 |
+#> |.....................|    0.8738 |     1.192 |     1.095 |     1.129 |
+#> |    F| Forward Diff. |    -11.92 |     1.963 |   -0.3242 |   -0.4184 |
+#> |.....................|    -1.350 |    -28.16 |    -10.02 |     8.541 |
+#> |.....................|     8.305 |    -11.80 |    -9.512 |    -8.408 |
+#> |    6|     467.50396 |    0.9983 |    -1.001 |   -0.9112 |   -0.8952 |
+#> |.....................|   -0.8487 |   -0.8416 |   -0.8638 |   -0.8791 |
+#> |.....................|   -0.8771 |   -0.8633 |   -0.8661 |   -0.8658 |
+#> |    U|     467.50396 |     93.84 |    -5.401 |   -0.9899 |   -0.1999 |
+#> |.....................|     2.100 |     2.010 |     1.202 |    0.7514 |
+#> |.....................|    0.8729 |     1.194 |     1.097 |     1.130 |
+#> |    X|     467.50396 |     93.84 |  0.004514 |    0.2709 |    0.8188 |
+#> |.....................|     8.170 |     2.010 |     1.202 |    0.7514 |
+#> |.....................|    0.8729 |     1.194 |     1.097 |     1.130 |
+#> |    7|     467.27231 |     1.003 |    -1.001 |   -0.9110 |   -0.8951 |
+#> |.....................|   -0.8481 |   -0.8306 |   -0.8599 |   -0.8825 |
+#> |.....................|   -0.8803 |   -0.8587 |   -0.8624 |   -0.8625 |
+#> |    U|     467.27231 |     94.27 |    -5.401 |   -0.9898 |   -0.1997 |
+#> |.....................|     2.101 |     2.021 |     1.204 |    0.7489 |
+#> |.....................|    0.8700 |     1.200 |     1.101 |     1.134 |
+#> |    X|     467.27231 |     94.27 |  0.004510 |    0.2710 |    0.8190 |
+#> |.....................|     8.174 |     2.021 |     1.204 |    0.7489 |
+#> |.....................|    0.8700 |     1.200 |     1.101 |     1.134 |
+#> |    F| Forward Diff. |     101.6 |     1.991 |   -0.1997 |   -0.3688 |
+#> |.....................|    -1.177 |    -25.72 |    -9.853 |     9.249 |
+#> |.....................|     8.335 |    -11.58 |    -9.288 |    -8.277 |
+#> |    8|     466.36087 |    0.9961 |    -1.002 |   -0.9109 |   -0.8949 |
+#> |.....................|   -0.8474 |   -0.8165 |   -0.8547 |   -0.8873 |
+#> |.....................|   -0.8853 |   -0.8526 |   -0.8575 |   -0.8582 |
+#> |    U|     466.36087 |     93.63 |    -5.402 |   -0.9896 |   -0.1995 |
+#> |.....................|     2.102 |     2.035 |     1.207 |    0.7453 |
+#> |.....................|    0.8657 |     1.207 |     1.106 |     1.139 |
+#> |    X|     466.36087 |     93.63 |  0.004506 |    0.2710 |    0.8191 |
+#> |.....................|     8.180 |     2.035 |     1.207 |    0.7453 |
+#> |.....................|    0.8657 |     1.207 |     1.106 |     1.139 |
+#> |    F| Forward Diff. |    -21.78 |     1.909 |   -0.3215 |   -0.4291 |
+#> |.....................|    -1.401 |    -25.38 |    -9.315 |     7.655 |
+#> |.....................|     10.17 |    -11.26 |    -9.035 |    -7.894 |
+#> |    9|     465.79764 |     1.000 |    -1.004 |   -0.9107 |   -0.8946 |
+#> |.....................|   -0.8467 |   -0.8024 |   -0.8495 |   -0.8920 |
+#> |.....................|   -0.8917 |   -0.8462 |   -0.8524 |   -0.8537 |
+#> |    U|     465.79764 |     94.04 |    -5.404 |   -0.9895 |   -0.1993 |
+#> |.....................|     2.102 |     2.049 |     1.211 |    0.7417 |
+#> |.....................|    0.8600 |     1.214 |     1.112 |     1.144 |
+#> |    X|     465.79764 |     94.04 |  0.004501 |    0.2710 |    0.8193 |
+#> |.....................|     8.186 |     2.049 |     1.211 |    0.7417 |
+#> |.....................|    0.8600 |     1.214 |     1.112 |     1.144 |
+#> |    F| Forward Diff. |     54.81 |     1.910 |   -0.2489 |   -0.4009 |
+#> |.....................|    -1.285 |    -22.17 |    -8.389 |     8.020 |
+#> |.....................|     7.340 |    -11.02 |    -8.786 |    -7.720 |
+#> |   10|     465.18897 |    0.9945 |    -1.005 |   -0.9105 |   -0.8943 |
+#> |.....................|   -0.8457 |   -0.7893 |   -0.8445 |   -0.8971 |
+#> |.....................|   -0.8975 |   -0.8390 |   -0.8467 |   -0.8487 |
+#> |    U|     465.18897 |     93.48 |    -5.405 |   -0.9893 |   -0.1990 |
+#> |.....................|     2.103 |     2.062 |     1.214 |    0.7379 |
+#> |.....................|    0.8549 |     1.223 |     1.118 |     1.149 |
+#> |    X|     465.18897 |     93.48 |  0.004495 |    0.2711 |    0.8196 |
+#> |.....................|     8.194 |     2.062 |     1.214 |    0.7379 |
+#> |.....................|    0.8549 |     1.223 |     1.118 |     1.149 |
+#> |    F| Forward Diff. |    -47.52 |     1.834 |   -0.3684 |   -0.4503 |
+#> |.....................|    -1.489 |    -22.39 |    -7.996 |     7.294 |
+#> |.....................|     9.249 |    -10.90 |    -8.741 |    -7.575 |
+#> |   11|     464.56229 |    0.9983 |    -1.006 |   -0.9102 |   -0.8940 |
+#> |.....................|   -0.8445 |   -0.7772 |   -0.8401 |   -0.9030 |
+#> |.....................|   -0.9029 |   -0.8305 |   -0.8400 |   -0.8430 |
+#> |    U|     464.56229 |     93.84 |    -5.406 |   -0.9890 |   -0.1986 |
+#> |.....................|     2.105 |     2.074 |     1.216 |    0.7334 |
+#> |.....................|    0.8503 |     1.233 |     1.125 |     1.156 |
+#> |    X|     464.56229 |     93.84 |  0.004488 |    0.2711 |    0.8199 |
+#> |.....................|     8.204 |     2.074 |     1.216 |    0.7334 |
+#> |.....................|    0.8503 |     1.233 |     1.125 |     1.156 |
+#> |   12|     463.71730 |    0.9982 |    -1.009 |   -0.9098 |   -0.8933 |
+#> |.....................|   -0.8424 |   -0.7583 |   -0.8332 |   -0.9128 |
+#> |.....................|   -0.9112 |   -0.8167 |   -0.8291 |   -0.8337 |
+#> |    U|      463.7173 |     93.83 |    -5.409 |   -0.9885 |   -0.1980 |
+#> |.....................|     2.107 |     2.093 |     1.220 |    0.7260 |
+#> |.....................|    0.8430 |     1.249 |     1.137 |     1.166 |
+#> |    X|      463.7173 |     93.83 |  0.004478 |    0.2712 |    0.8204 |
+#> |.....................|     8.221 |     2.093 |     1.220 |    0.7260 |
+#> |.....................|    0.8430 |     1.249 |     1.137 |     1.166 |
+#> |   13|     461.03699 |    0.9978 |    -1.018 |   -0.9080 |   -0.8909 |
+#> |.....................|   -0.8343 |   -0.6839 |   -0.8059 |   -0.9516 |
+#> |.....................|   -0.9441 |   -0.7622 |   -0.7862 |   -0.7969 |
+#> |    U|     461.03699 |     93.79 |    -5.418 |   -0.9868 |   -0.1955 |
+#> |.....................|     2.115 |     2.167 |     1.237 |    0.6968 |
+#> |.....................|    0.8141 |     1.314 |     1.184 |     1.208 |
+#> |    X|     461.03699 |     93.79 |  0.004435 |    0.2716 |    0.8224 |
+#> |.....................|     8.288 |     2.167 |     1.237 |    0.6968 |
+#> |.....................|    0.8141 |     1.314 |     1.184 |     1.208 |
+#> |   14|     458.83693 |    0.9972 |    -1.033 |   -0.9052 |   -0.8871 |
+#> |.....................|   -0.8218 |   -0.5692 |   -0.7639 |    -1.011 |
+#> |.....................|   -0.9948 |   -0.6782 |   -0.7201 |   -0.7403 |
+#> |    U|     458.83693 |     93.74 |    -5.433 |   -0.9840 |   -0.1917 |
+#> |.....................|     2.127 |     2.282 |     1.262 |    0.6519 |
+#> |.....................|    0.7697 |     1.414 |     1.256 |     1.272 |
+#> |    X|     458.83693 |     93.74 |  0.004371 |    0.2721 |    0.8255 |
+#> |.....................|     8.393 |     2.282 |     1.262 |    0.6519 |
+#> |.....................|    0.7697 |     1.414 |     1.256 |     1.272 |
+#> |    F| Forward Diff. |   0.05416 |     1.397 |   -0.2200 |   -0.5344 |
+#> |.....................|    -1.585 |    -3.387 |    -1.306 |   -0.2250 |
+#> |.....................|     1.392 |    -3.452 |    -2.065 |    -1.405 |
+#> |   15|     459.30045 |    0.9957 |    -1.166 |   -0.8845 |   -0.8313 |
+#> |.....................|   -0.6584 |   -0.5528 |   -0.7505 |   -0.8569 |
+#> |.....................|    -1.017 |   -0.4560 |   -0.6245 |   -0.7036 |
+#> |    U|     459.30045 |     93.60 |    -5.566 |   -0.9635 |   -0.1360 |
+#> |.....................|     2.291 |     2.298 |     1.270 |    0.7682 |
+#> |.....................|    0.7505 |     1.678 |     1.361 |     1.313 |
+#> |    X|     459.30045 |     93.60 |  0.003827 |    0.2762 |    0.8729 |
+#> |.....................|     9.881 |     2.298 |     1.270 |    0.7682 |
+#> |.....................|    0.7505 |     1.678 |     1.361 |     1.313 |
+#> |   16|     458.36319 |    0.9960 |    -1.071 |   -0.8992 |   -0.8719 |
+#> |.....................|   -0.7770 |   -0.5045 |   -0.7383 |   -0.9927 |
+#> |.....................|    -1.023 |   -0.5931 |   -0.6727 |   -0.7107 |
+#> |    U|     458.36319 |     93.63 |    -5.471 |   -0.9780 |   -0.1766 |
+#> |.....................|     2.172 |     2.347 |     1.277 |    0.6658 |
+#> |.....................|    0.7452 |     1.515 |     1.308 |     1.305 |
+#> |    X|     458.36319 |     93.63 |  0.004206 |    0.2733 |    0.8381 |
+#> |.....................|     8.777 |     2.347 |     1.277 |    0.6658 |
+#> |.....................|    0.7452 |     1.515 |     1.308 |     1.305 |
+#> |    F| Forward Diff. |    -12.30 |     1.214 |   0.06343 |   -0.2616 |
+#> |.....................|   -0.6069 |   0.08029 |    0.4273 |   0.07297 |
+#> |.....................|   -0.3937 |    0.3470 |    0.5201 |   0.09241 |
+#> |   17|     458.37724 |    0.9977 |    -1.183 |   -0.9046 |   -0.8476 |
+#> |.....................|   -0.7196 |   -0.4765 |   -0.7567 |    -1.014 |
+#> |.....................|   -0.9850 |   -0.5955 |   -0.6985 |   -0.7030 |
+#> |    U|     458.37724 |     93.79 |    -5.583 |   -0.9834 |   -0.1522 |
+#> |.....................|     2.229 |     2.375 |     1.266 |    0.6497 |
+#> |.....................|    0.7783 |     1.513 |     1.280 |     1.314 |
+#> |    X|     458.37724 |     93.79 |  0.003762 |    0.2722 |    0.8588 |
+#> |.....................|     9.295 |     2.375 |     1.266 |    0.6497 |
+#> |.....................|    0.7783 |     1.513 |     1.280 |     1.314 |
+#> |   18|     458.32800 |    0.9976 |    -1.124 |   -0.9017 |   -0.8605 |
+#> |.....................|   -0.7499 |   -0.4913 |   -0.7470 |    -1.003 |
+#> |.....................|    -1.005 |   -0.5943 |   -0.6849 |   -0.7071 |
+#> |    U|       458.328 |     93.78 |    -5.524 |   -0.9806 |   -0.1651 |
+#> |.....................|     2.199 |     2.360 |     1.272 |    0.6583 |
+#> |.....................|    0.7608 |     1.514 |     1.295 |     1.309 |
+#> |    X|       458.328 |     93.78 |  0.003990 |    0.2728 |    0.8478 |
+#> |.....................|     9.017 |     2.360 |     1.272 |    0.6583 |
+#> |.....................|    0.7608 |     1.514 |     1.295 |     1.309 |
+#> |    F| Forward Diff. |     9.757 |     1.093 |  -0.06310 |   0.02237 |
+#> |.....................|   0.09811 |    0.3115 |   -0.3381 |   -0.2098 |
+#> |.....................|    0.8196 |    0.7052 |   0.04425 |    0.2610 |
+#> |   19|     458.25889 |    0.9968 |    -1.183 |   -0.9011 |   -0.8543 |
+#> |.....................|   -0.7363 |   -0.4871 |   -0.7422 |    -1.003 |
+#> |.....................|    -1.023 |   -0.6115 |   -0.6911 |   -0.7106 |
+#> |    U|     458.25889 |     93.70 |    -5.583 |   -0.9799 |   -0.1589 |
+#> |.....................|     2.213 |     2.364 |     1.275 |    0.6583 |
+#> |.....................|    0.7450 |     1.494 |     1.288 |     1.305 |
+#> |    X|     458.25889 |     93.70 |  0.003760 |    0.2729 |    0.8531 |
+#> |.....................|     9.141 |     2.364 |     1.275 |    0.6583 |
+#> |.....................|    0.7450 |     1.494 |     1.288 |     1.305 |
+#> |    F| Forward Diff. |   -0.6125 |    0.8824 |  -0.01905 |    0.1697 |
+#> |.....................|    0.4368 |    0.4743 |   0.05191 |   -0.6440 |
+#> |.....................|   -0.4868 |   -0.9136 |   -0.3225 |  -0.06220 |
+#> |   20|     458.18570 |    0.9978 |    -1.246 |   -0.9006 |   -0.8585 |
+#> |.....................|   -0.7495 |   -0.4978 |   -0.7385 |   -0.9895 |
+#> |.....................|    -1.024 |   -0.6046 |   -0.6874 |   -0.7124 |
+#> |    U|      458.1857 |     93.79 |    -5.646 |   -0.9794 |   -0.1632 |
+#> |.....................|     2.200 |     2.353 |     1.277 |    0.6683 |
+#> |.....................|    0.7440 |     1.502 |     1.292 |     1.303 |
+#> |    X|      458.1857 |     93.79 |  0.003532 |    0.2730 |    0.8495 |
+#> |.....................|     9.022 |     2.353 |     1.277 |    0.6683 |
+#> |.....................|    0.7440 |     1.502 |     1.292 |     1.303 |
+#> |   21|     458.13464 |    0.9963 |    -1.435 |   -0.8992 |   -0.8705 |
+#> |.....................|   -0.7875 |   -0.5278 |   -0.7264 |   -0.9531 |
+#> |.....................|    -1.031 |   -0.5901 |   -0.6784 |   -0.7184 |
+#> |    U|     458.13464 |     93.65 |    -5.835 |   -0.9781 |   -0.1751 |
+#> |.....................|     2.162 |     2.323 |     1.284 |    0.6957 |
+#> |.....................|    0.7378 |     1.519 |     1.302 |     1.296 |
+#> |    X|     458.13464 |     93.65 |  0.002922 |    0.2733 |    0.8394 |
+#> |.....................|     8.685 |     2.323 |     1.284 |    0.6957 |
+#> |.....................|    0.7378 |     1.519 |     1.302 |     1.296 |
+#> |    F| Forward Diff. |    -15.15 |    0.2290 |    0.2476 |   -0.1455 |
+#> |.....................|   -0.7111 |    -1.138 |    0.8895 |     1.880 |
+#> |.....................|    -1.837 |    0.2029 |    0.3485 |   -0.6531 |
+#> |   22|     458.67841 |    0.9992 |    -1.651 |   -0.9027 |   -0.9245 |
+#> |.....................|   -0.8733 |   -0.5209 |   -0.7232 |    -1.036 |
+#> |.....................|    -1.001 |   -0.6164 |   -0.6125 |   -0.6771 |
+#> |    U|     458.67841 |     93.92 |    -6.051 |   -0.9815 |   -0.2291 |
+#> |.....................|     2.076 |     2.330 |     1.286 |    0.6333 |
+#> |.....................|    0.7647 |     1.488 |     1.374 |     1.343 |
+#> |    X|     458.67841 |     93.92 |  0.002355 |    0.2726 |    0.7952 |
+#> |.....................|     7.971 |     2.330 |     1.286 |    0.6333 |
+#> |.....................|    0.7647 |     1.488 |     1.374 |     1.343 |
+#> |   23|     458.25487 |     1.002 |    -1.469 |   -0.8998 |   -0.8789 |
+#> |.....................|   -0.8006 |   -0.5263 |   -0.7262 |   -0.9666 |
+#> |.....................|    -1.026 |   -0.5942 |   -0.6683 |   -0.7117 |
+#> |    U|     458.25487 |     94.17 |    -5.869 |   -0.9787 |   -0.1835 |
+#> |.....................|     2.148 |     2.325 |     1.285 |    0.6855 |
+#> |.....................|    0.7425 |     1.514 |     1.313 |     1.304 |
+#> |    X|     458.25487 |     94.17 |  0.002825 |    0.2732 |    0.8324 |
+#> |.....................|     8.572 |     2.325 |     1.285 |    0.6855 |
+#> |.....................|    0.7425 |     1.514 |     1.313 |     1.304 |
+#> |   24|     458.28425 |     1.002 |    -1.442 |   -0.8994 |   -0.8721 |
+#> |.....................|   -0.7899 |   -0.5271 |   -0.7267 |   -0.9564 |
+#> |.....................|    -1.030 |   -0.5910 |   -0.6765 |   -0.7168 |
+#> |    U|     458.28425 |     94.21 |    -5.842 |   -0.9783 |   -0.1768 |
+#> |.....................|     2.159 |     2.324 |     1.284 |    0.6932 |
+#> |.....................|    0.7392 |     1.518 |     1.304 |     1.298 |
+#> |    X|     458.28425 |     94.21 |  0.002902 |    0.2732 |    0.8380 |
+#> |.....................|     8.664 |     2.324 |     1.284 |    0.6932 |
+#> |.....................|    0.7392 |     1.518 |     1.304 |     1.298 |
+#> |   25|     458.13208 |    0.9983 |    -1.435 |   -0.8993 |   -0.8705 |
+#> |.....................|   -0.7874 |   -0.5276 |   -0.7266 |   -0.9533 |
+#> |.....................|    -1.031 |   -0.5901 |   -0.6785 |   -0.7183 |
+#> |    U|     458.13208 |     93.84 |    -5.835 |   -0.9781 |   -0.1751 |
+#> |.....................|     2.162 |     2.323 |     1.284 |    0.6955 |
+#> |.....................|    0.7380 |     1.519 |     1.302 |     1.296 |
+#> |    X|     458.13208 |     93.84 |  0.002922 |    0.2733 |    0.8394 |
+#> |.....................|     8.686 |     2.323 |     1.284 |    0.6955 |
+#> |.....................|    0.7380 |     1.519 |     1.302 |     1.296 |
+#> |    F| Forward Diff. |     13.75 |    0.2391 |    0.3431 |   -0.1129 |
+#> |.....................|   -0.6079 |    -1.684 |    0.2301 |     1.587 |
+#> |.....................|    0.9924 |   -0.4675 |    0.3927 |   -0.7567 |
+#> |   26|     458.12484 |    0.9973 |    -1.435 |   -0.8993 |   -0.8705 |
+#> |.....................|   -0.7874 |   -0.5275 |   -0.7266 |   -0.9535 |
+#> |.....................|    -1.031 |   -0.5900 |   -0.6785 |   -0.7182 |
+#> |    U|     458.12484 |     93.75 |    -5.835 |   -0.9782 |   -0.1751 |
+#> |.....................|     2.162 |     2.324 |     1.284 |    0.6954 |
+#> |.....................|    0.7379 |     1.519 |     1.302 |     1.297 |
+#> |    X|     458.12484 |     93.75 |  0.002922 |    0.2733 |    0.8394 |
+#> |.....................|     8.686 |     2.324 |     1.284 |    0.6954 |
+#> |.....................|    0.7379 |     1.519 |     1.302 |     1.297 |
+#> |    F| Forward Diff. |   -0.4576 |    0.2336 |    0.2904 |   -0.1274 |
+#> |.....................|   -0.6585 |    -1.014 |    0.9040 |     1.932 |
+#> |.....................|    -1.695 |    0.2950 |    0.3980 |   -0.7211 |
+#> |   27|     458.12349 |    0.9975 |    -1.436 |   -0.8994 |   -0.8704 |
+#> |.....................|   -0.7872 |   -0.5272 |   -0.7269 |   -0.9542 |
+#> |.....................|    -1.031 |   -0.5901 |   -0.6787 |   -0.7180 |
+#> |    U|     458.12349 |     93.76 |    -5.836 |   -0.9783 |   -0.1751 |
+#> |.....................|     2.162 |     2.324 |     1.284 |    0.6949 |
+#> |.....................|    0.7384 |     1.519 |     1.302 |     1.297 |
+#> |    X|     458.12349 |     93.76 |  0.002922 |    0.2732 |    0.8394 |
+#> |.....................|     8.688 |     2.324 |     1.284 |    0.6949 |
+#> |.....................|    0.7384 |     1.519 |     1.302 |     1.297 |
+#> |    F| Forward Diff. |     1.734 |    0.2328 |    0.2907 |   -0.1244 |
+#> |.....................|   -0.6480 |   -0.5259 |     1.203 |     2.086 |
+#> |.....................|    -1.687 |    0.2714 |    0.3976 |   -0.7167 |
+#> |   28|     458.12069 |    0.9972 |    -1.436 |   -0.8995 |   -0.8704 |
+#> |.....................|   -0.7868 |   -0.5270 |   -0.7278 |   -0.9557 |
+#> |.....................|    -1.030 |   -0.5902 |   -0.6785 |   -0.7174 |
+#> |    U|     458.12069 |     93.74 |    -5.836 |   -0.9784 |   -0.1750 |
+#> |.....................|     2.162 |     2.324 |     1.284 |    0.6937 |
+#> |.....................|    0.7392 |     1.519 |     1.302 |     1.297 |
+#> |    X|     458.12069 |     93.74 |  0.002921 |    0.2732 |    0.8394 |
+#> |.....................|     8.691 |     2.324 |     1.284 |    0.6937 |
+#> |.....................|    0.7392 |     1.519 |     1.302 |     1.297 |
+#> |    F| Forward Diff. |    -1.995 |    0.2265 |    0.2648 |   -0.1319 |
+#> |.....................|   -0.6577 |    -1.056 |    0.5532 |     1.629 |
+#> |.....................|   -0.4851 |    0.2582 |    0.3806 |   -0.6784 |
+#> |   29|     458.12793 |    0.9986 |    -1.436 |   -0.8997 |   -0.8703 |
+#> |.....................|   -0.7863 |   -0.5263 |   -0.7282 |   -0.9568 |
+#> |.....................|    -1.029 |   -0.5904 |   -0.6788 |   -0.7169 |
+#> |    U|     458.12793 |     93.87 |    -5.836 |   -0.9785 |   -0.1749 |
+#> |.....................|     2.163 |     2.325 |     1.283 |    0.6929 |
+#> |.....................|    0.7395 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.12793 |     93.87 |  0.002920 |    0.2732 |    0.8395 |
+#> |.....................|     8.695 |     2.325 |     1.283 |    0.6929 |
+#> |.....................|    0.7395 |     1.519 |     1.302 |     1.298 |
+#> |   30|     458.12002 |    0.9975 |    -1.436 |   -0.8996 |   -0.8704 |
+#> |.....................|   -0.7866 |   -0.5269 |   -0.7279 |   -0.9559 |
+#> |.....................|    -1.030 |   -0.5903 |   -0.6786 |   -0.7173 |
+#> |    U|     458.12002 |     93.77 |    -5.836 |   -0.9784 |   -0.1750 |
+#> |.....................|     2.162 |     2.324 |     1.284 |    0.6935 |
+#> |.....................|    0.7392 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.12002 |     93.77 |  0.002921 |    0.2732 |    0.8395 |
+#> |.....................|     8.692 |     2.324 |     1.284 |    0.6935 |
+#> |.....................|    0.7392 |     1.519 |     1.302 |     1.298 |
+#> |    F| Forward Diff. |     2.647 |    0.2293 |    0.2815 |   -0.1267 |
+#> |.....................|   -0.6372 |   -0.9129 |    0.8290 |     1.823 |
+#> |.....................|    -1.624 |    0.2659 |    0.4184 |   -0.6478 |
+#> |   31|     458.11922 |    0.9973 |    -1.436 |   -0.8996 |   -0.8704 |
+#> |.....................|   -0.7866 |   -0.5268 |   -0.7280 |   -0.9563 |
+#> |.....................|    -1.029 |   -0.5903 |   -0.6786 |   -0.7171 |
+#> |    U|     458.11922 |     93.74 |    -5.836 |   -0.9784 |   -0.1750 |
+#> |.....................|     2.163 |     2.324 |     1.284 |    0.6933 |
+#> |.....................|    0.7394 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.11922 |     93.74 |  0.002920 |    0.2732 |    0.8395 |
+#> |.....................|     8.693 |     2.324 |     1.284 |    0.6933 |
+#> |.....................|    0.7394 |     1.519 |     1.302 |     1.298 |
+#> |    F| Forward Diff. |   -0.8024 |    0.2274 |    0.2665 |   -0.1307 |
+#> |.....................|   -0.6475 |    -1.019 |    0.5594 |     1.618 |
+#> |.....................|    -1.681 |    0.3232 |    0.3907 |   -0.6658 |
+#> |   32|     458.11869 |    0.9974 |    -1.436 |   -0.8996 |   -0.8703 |
+#> |.....................|   -0.7864 |   -0.5266 |   -0.7281 |   -0.9565 |
+#> |.....................|    -1.029 |   -0.5904 |   -0.6787 |   -0.7170 |
+#> |    U|     458.11869 |     93.76 |    -5.836 |   -0.9785 |   -0.1750 |
+#> |.....................|     2.163 |     2.324 |     1.283 |    0.6931 |
+#> |.....................|    0.7397 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.11869 |     93.76 |  0.002920 |    0.2732 |    0.8395 |
+#> |.....................|     8.694 |     2.324 |     1.283 |    0.6931 |
+#> |.....................|    0.7397 |     1.519 |     1.302 |     1.298 |
+#> |    F| Forward Diff. |     1.112 |    0.2271 |    0.2694 |   -0.1286 |
+#> |.....................|   -0.6401 |    -1.529 |    0.3516 |     1.832 |
+#> |.....................|   -0.3653 |    0.2635 |    0.3774 |   -0.6589 |
+#> |   33|     458.11797 |    0.9972 |    -1.436 |   -0.8997 |   -0.8703 |
+#> |.....................|   -0.7863 |   -0.5263 |   -0.7282 |   -0.9569 |
+#> |.....................|    -1.029 |   -0.5904 |   -0.6788 |   -0.7169 |
+#> |    U|     458.11797 |     93.74 |    -5.836 |   -0.9785 |   -0.1749 |
+#> |.....................|     2.163 |     2.325 |     1.283 |    0.6928 |
+#> |.....................|    0.7397 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.11797 |     93.74 |  0.002920 |    0.2732 |    0.8395 |
+#> |.....................|     8.695 |     2.325 |     1.283 |    0.6928 |
+#> |.....................|    0.7397 |     1.519 |     1.302 |     1.298 |
+#> |    F| Forward Diff. |    -1.528 |    0.2260 |    0.2581 |   -0.1311 |
+#> |.....................|   -0.6478 |    -1.074 |    0.7096 |     1.705 |
+#> |.....................|    -1.609 |    0.2690 |    0.3809 |   -0.6419 |
+#> |   34|     458.11744 |    0.9975 |    -1.436 |   -0.8997 |   -0.8703 |
+#> |.....................|   -0.7862 |   -0.5262 |   -0.7283 |   -0.9571 |
+#> |.....................|    -1.029 |   -0.5904 |   -0.6788 |   -0.7168 |
+#> |    U|     458.11744 |     93.76 |    -5.836 |   -0.9786 |   -0.1749 |
+#> |.....................|     2.163 |     2.325 |     1.283 |    0.6926 |
+#> |.....................|    0.7399 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.11744 |     93.76 |  0.002920 |    0.2732 |    0.8395 |
+#> |.....................|     8.696 |     2.325 |     1.283 |    0.6926 |
+#> |.....................|    0.7399 |     1.519 |     1.302 |     1.298 |
+#> |    F| Forward Diff. |     1.737 |    0.2262 |    0.2659 |   -0.1276 |
+#> |.....................|   -0.6346 |   -0.9458 |    0.5100 |     1.567 |
+#> |.....................|    -1.640 |    0.3111 |    0.3526 |   -0.6225 |
+#> |   35|     458.11714 |    0.9972 |    -1.436 |   -0.8998 |   -0.8703 |
+#> |.....................|   -0.7861 |   -0.5260 |   -0.7284 |   -0.9574 |
+#> |.....................|    -1.029 |   -0.5905 |   -0.6789 |   -0.7167 |
+#> |    U|     458.11714 |     93.74 |    -5.836 |   -0.9786 |   -0.1749 |
+#> |.....................|     2.163 |     2.325 |     1.283 |    0.6924 |
+#> |.....................|    0.7402 |     1.519 |     1.302 |     1.298 |
+#> |    X|     458.11714 |     93.74 |  0.002920 |    0.2732 |    0.8395 |
+#> |.....................|     8.697 |     2.325 |     1.283 |    0.6924 |
+#> |.....................|    0.7402 |     1.519 |     1.302 |     1.298 |
+#> |    F| Forward Diff. |    -1.976 |    0.2241 |    0.2491 |   -0.1309 |
+#> |.....................|   -0.6467 |   -0.8649 |    0.8521 |     1.757 |
+#> |.....................|    -1.585 |    0.2641 |    0.3618 |   -0.6092 |
+#> |   36|     458.11663 |    0.9975 |    -1.436 |   -0.8998 |   -0.8703 |
+#> |.....................|   -0.7860 |   -0.5259 |   -0.7285 |   -0.9576 |
+#> |.....................|    -1.028 |   -0.5905 |   -0.6789 |   -0.7166 |
+#> |    U|     458.11663 |     93.76 |    -5.836 |   -0.9787 |   -0.1749 |
+#> |.....................|     2.163 |     2.325 |     1.283 |    0.6923 |
+#> |.....................|    0.7404 |     1.518 |     1.301 |     1.298 |
+#> |    X|     458.11663 |     93.76 |  0.002920 |    0.2732 |    0.8396 |
+#> |.....................|     8.698 |     2.325 |     1.283 |    0.6923 |
+#> |.....................|    0.7404 |     1.518 |     1.301 |     1.298 |
+#> |    F| Forward Diff. |     2.001 |    0.2249 |    0.2609 |   -0.1271 |
+#> |.....................|   -0.6310 |   -0.8317 |    0.8110 |     1.745 |
+#> |.....................|   -0.3162 |    0.2564 |    0.3586 |   -0.6097 |
+#> |   37|     458.11610 |    0.9971 |    -1.436 |   -0.8999 |   -0.8702 |
+#> |.....................|   -0.7859 |   -0.5258 |   -0.7286 |   -0.9579 |
+#> |.....................|    -1.028 |   -0.5906 |   -0.6790 |   -0.7165 |
+#> |    U|      458.1161 |     93.73 |    -5.836 |   -0.9787 |   -0.1749 |
+#> |.....................|     2.163 |     2.325 |     1.283 |    0.6920 |
+#> |.....................|    0.7404 |     1.518 |     1.301 |     1.298 |
+#> |    X|      458.1161 |     93.73 |  0.002920 |    0.2732 |    0.8396 |
+#> |.....................|     8.699 |     2.325 |     1.283 |    0.6920 |
+#> |.....................|    0.7404 |     1.518 |     1.301 |     1.298 |
+#> |    F| Forward Diff. |    -2.471 |    0.2228 |    0.2417 |   -0.1310 |
+#> |.....................|   -0.6447 |    -1.605 |  0.009434 |     1.531 |
+#> |.....................|    -1.615 |    0.2909 |    0.3664 |   -0.6093 |
+#> |   38|     458.11531 |    0.9974 |    -1.436 |   -0.8999 |   -0.8702 |
+#> |.....................|   -0.7859 |   -0.5256 |   -0.7287 |   -0.9582 |
+#> |.....................|    -1.028 |   -0.5905 |   -0.6791 |   -0.7164 |
+#> |    U|     458.11531 |     93.76 |    -5.836 |   -0.9788 |   -0.1749 |
+#> |.....................|     2.163 |     2.326 |     1.283 |    0.6918 |
+#> |.....................|    0.7405 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11531 |     93.76 |  0.002919 |    0.2731 |    0.8396 |
+#> |.....................|     8.699 |     2.326 |     1.283 |    0.6918 |
+#> |.....................|    0.7405 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |     1.540 |    0.2236 |    0.2522 |   -0.1268 |
+#> |.....................|   -0.6308 |   -0.9638 |    0.7239 |     1.714 |
+#> |.....................|    -1.540 |    0.2567 |    0.3599 |   -0.5942 |
+#> |   39|     458.11496 |    0.9972 |    -1.436 |   -0.8999 |   -0.8702 |
+#> |.....................|   -0.7858 |   -0.5254 |   -0.7288 |   -0.9585 |
+#> |.....................|    -1.028 |   -0.5906 |   -0.6791 |   -0.7163 |
+#> |    U|     458.11496 |     93.74 |    -5.836 |   -0.9788 |   -0.1748 |
+#> |.....................|     2.163 |     2.326 |     1.283 |    0.6916 |
+#> |.....................|    0.7408 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11496 |     93.74 |  0.002919 |    0.2731 |    0.8396 |
+#> |.....................|     8.700 |     2.326 |     1.283 |    0.6916 |
+#> |.....................|    0.7408 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |    -1.772 |    0.2217 |    0.2376 |   -0.1305 |
+#> |.....................|   -0.6412 |    -1.736 |    0.1210 |     1.307 |
+#> |.....................|    -1.540 |    0.2780 |    0.3483 |   -0.5916 |
+#> |   40|     458.11458 |    0.9975 |    -1.436 |   -0.9000 |   -0.8702 |
+#> |.....................|   -0.7857 |   -0.5252 |   -0.7289 |   -0.9587 |
+#> |.....................|    -1.028 |   -0.5906 |   -0.6792 |   -0.7163 |
+#> |    U|     458.11458 |     93.76 |    -5.836 |   -0.9788 |   -0.1748 |
+#> |.....................|     2.163 |     2.326 |     1.283 |    0.6915 |
+#> |.....................|    0.7410 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11458 |     93.76 |  0.002919 |    0.2731 |    0.8396 |
+#> |.....................|     8.701 |     2.326 |     1.283 |    0.6915 |
+#> |.....................|    0.7410 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |     1.896 |    0.2223 |    0.2476 |   -0.1262 |
+#> |.....................|   -0.6268 |   -0.4531 |    0.7600 |     1.698 |
+#> |.....................|    -1.483 |    0.2984 |    0.3374 |   -0.6006 |
+#> |   41|     458.11430 |    0.9972 |    -1.436 |   -0.9000 |   -0.8702 |
+#> |.....................|   -0.7856 |   -0.5251 |   -0.7290 |   -0.9589 |
+#> |.....................|    -1.027 |   -0.5907 |   -0.6792 |   -0.7162 |
+#> |    U|      458.1143 |     93.73 |    -5.836 |   -0.9789 |   -0.1748 |
+#> |.....................|     2.164 |     2.326 |     1.283 |    0.6913 |
+#> |.....................|    0.7412 |     1.518 |     1.301 |     1.299 |
+#> |    X|      458.1143 |     93.73 |  0.002919 |    0.2731 |    0.8396 |
+#> |.....................|     8.702 |     2.326 |     1.283 |    0.6913 |
+#> |.....................|    0.7412 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |    -2.121 |    0.2201 |    0.2306 |   -0.1307 |
+#> |.....................|   -0.6392 |   -0.8820 |    0.4853 |     1.475 |
+#> |.....................|    -1.568 |    0.2856 |    0.3442 |   -0.5942 |
+#> |   42|     458.11392 |    0.9975 |    -1.437 |   -0.9001 |   -0.8702 |
+#> |.....................|   -0.7855 |   -0.5250 |   -0.7290 |   -0.9592 |
+#> |.....................|    -1.027 |   -0.5907 |   -0.6793 |   -0.7161 |
+#> |    U|     458.11392 |     93.76 |    -5.837 |   -0.9789 |   -0.1748 |
+#> |.....................|     2.164 |     2.326 |     1.283 |    0.6911 |
+#> |.....................|    0.7414 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11392 |     93.76 |  0.002919 |    0.2731 |    0.8396 |
+#> |.....................|     8.702 |     2.326 |     1.283 |    0.6911 |
+#> |.....................|    0.7414 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |     2.218 |    0.2203 |    0.2415 |   -0.1269 |
+#> |.....................|   -0.6242 |    -1.700 |   -0.1298 |     1.090 |
+#> |.....................|     1.097 |   -0.4639 |    0.3406 |   -0.5940 |
+#> |   43|     458.11292 |    0.9972 |    -1.437 |   -0.9001 |   -0.8702 |
+#> |.....................|   -0.7854 |   -0.5247 |   -0.7291 |   -0.9594 |
+#> |.....................|    -1.027 |   -0.5906 |   -0.6794 |   -0.7160 |
+#> |    U|     458.11292 |     93.74 |    -5.837 |   -0.9790 |   -0.1748 |
+#> |.....................|     2.164 |     2.326 |     1.283 |    0.6909 |
+#> |.....................|    0.7412 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11292 |     93.74 |  0.002919 |    0.2731 |    0.8396 |
+#> |.....................|     8.703 |     2.326 |     1.283 |    0.6909 |
+#> |.....................|    0.7412 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |    -1.114 |    0.2202 |    0.2288 |   -0.1307 |
+#> |.....................|   -0.6328 |   -0.7727 |    0.7964 |     1.664 |
+#> |.....................|   -0.2569 |    0.2827 |    0.3132 |   -0.5835 |
+#> |   44|     458.11219 |    0.9975 |    -1.437 |   -0.9002 |   -0.8701 |
+#> |.....................|   -0.7853 |   -0.5246 |   -0.7293 |   -0.9597 |
+#> |.....................|    -1.027 |   -0.5907 |   -0.6795 |   -0.7158 |
+#> |    U|     458.11219 |     93.76 |    -5.837 |   -0.9790 |   -0.1748 |
+#> |.....................|     2.164 |     2.327 |     1.283 |    0.6907 |
+#> |.....................|    0.7413 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11219 |     93.76 |  0.002919 |    0.2731 |    0.8397 |
+#> |.....................|     8.704 |     2.327 |     1.283 |    0.6907 |
+#> |.....................|    0.7413 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |     1.924 |    0.2207 |    0.2357 |   -0.1254 |
+#> |.....................|   -0.6202 |   -0.4451 |    0.8288 |     1.643 |
+#> |.....................|    -1.561 |    0.2786 |    0.3167 |   -0.5797 |
+#> |   45|     458.11161 |    0.9972 |    -1.437 |   -0.9002 |   -0.8701 |
+#> |.....................|   -0.7852 |   -0.5246 |   -0.7295 |   -0.9601 |
+#> |.....................|    -1.027 |   -0.5907 |   -0.6795 |   -0.7157 |
+#> |    U|     458.11161 |     93.74 |    -5.837 |   -0.9791 |   -0.1747 |
+#> |.....................|     2.164 |     2.327 |     1.283 |    0.6904 |
+#> |.....................|    0.7414 |     1.518 |     1.301 |     1.299 |
+#> |    X|     458.11161 |     93.74 |  0.002918 |    0.2731 |    0.8397 |
+#> |.....................|     8.705 |     2.327 |     1.283 |    0.6904 |
+#> |.....................|    0.7414 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |    -1.221 |    0.2188 |    0.2217 |   -0.1291 |
+#> |.....................|   -0.6301 |    -1.629 |    0.1332 |     1.223 |
+#> |.....................|    -1.491 |    0.2969 |    0.3215 |   -0.5516 |
+#> |   46|     458.11130 |    0.9974 |    -1.437 |   -0.9003 |   -0.8701 |
+#> |.....................|   -0.7851 |   -0.5243 |   -0.7295 |   -0.9603 |
+#> |.....................|    -1.027 |   -0.5907 |   -0.6796 |   -0.7156 |
+#> |    U|      458.1113 |     93.76 |    -5.837 |   -0.9791 |   -0.1747 |
+#> |.....................|     2.164 |     2.327 |     1.283 |    0.6902 |
+#> |.....................|    0.7416 |     1.518 |     1.301 |     1.299 |
+#> |    X|      458.1113 |     93.76 |  0.002918 |    0.2731 |    0.8397 |
+#> |.....................|     8.706 |     2.327 |     1.283 |    0.6902 |
+#> |.....................|    0.7416 |     1.518 |     1.301 |     1.299 |
+#> |    F| Forward Diff. |     1.605 |    0.2188 |    0.2279 |   -0.1262 |
+#> |.....................|   -0.6191 |    -1.596 |    0.1216 |     1.254 |
+#> |.....................|     1.158 |   -0.4084 |    0.3005 |   -0.5648 |
+#> |   47|     458.11059 |    0.9972 |    -1.437 |   -0.9003 |   -0.8701 |
+#> |.....................|   -0.7850 |   -0.5240 |   -0.7295 |   -0.9605 |
+#> |.....................|    -1.027 |   -0.5906 |   -0.6796 |   -0.7155 |
+#> |    U|     458.11059 |     93.73 |    -5.837 |   -0.9791 |   -0.1747 |
+#> |.....................|     2.164 |     2.327 |     1.283 |    0.6901 |
+#> |.....................|    0.7415 |     1.518 |     1.301 |     1.300 |
+#> |    X|     458.11059 |     93.73 |  0.002918 |    0.2731 |    0.8397 |
+#> |.....................|     8.707 |     2.327 |     1.283 |    0.6901 |
+#> |.....................|    0.7415 |     1.518 |     1.301 |     1.300 |
+#> |    F| Forward Diff. |    -2.022 |    0.2179 |    0.2140 |   -0.1317 |
+#> |.....................|   -0.6294 |   -0.4112 |    0.8588 |     1.629 |
+#> |.....................|    -1.524 |    0.3410 |    0.3226 |   -0.5400 |
+#> |   48|     458.10995 |    0.9975 |    -1.437 |   -0.9003 |   -0.8701 |
+#> |.....................|   -0.7849 |   -0.5239 |   -0.7297 |   -0.9608 |
+#> |.....................|    -1.027 |   -0.5906 |   -0.6797 |   -0.7154 |
+#> |    U|     458.10995 |     93.76 |    -5.837 |   -0.9792 |   -0.1747 |
+#> |.....................|     2.164 |     2.327 |     1.283 |    0.6899 |
+#> |.....................|    0.7416 |     1.518 |     1.301 |     1.300 |
+#> |    X|     458.10995 |     93.76 |  0.002918 |    0.2731 |    0.8397 |
+#> |.....................|     8.708 |     2.327 |     1.283 |    0.6899 |
+#> |.....................|    0.7416 |     1.518 |     1.301 |     1.300 |
+#> |    F| Forward Diff. |     1.872 |    0.2188 |    0.2245 |   -0.1278 |
+#> |.....................|   -0.6141 |    -1.055 |    0.5121 |     1.433 |
+#> |.....................|    -1.504 |    0.3641 |    0.3235 |   -0.5302 |
+#> |   49|     458.10978 |    0.9972 |    -1.437 |   -0.9004 |   -0.8700 |
+#> |.....................|   -0.7848 |   -0.5238 |   -0.7297 |   -0.9610 |
+#> |.....................|    -1.027 |   -0.5907 |   -0.6797 |   -0.7153 |
+#> |    U|     458.10978 |     93.73 |    -5.837 |   -0.9792 |   -0.1747 |
+#> |.....................|     2.164 |     2.327 |     1.282 |    0.6897 |
+#> |.....................|    0.7418 |     1.518 |     1.301 |     1.300 |
+#> |    X|     458.10978 |     93.73 |  0.002918 |    0.2730 |    0.8397 |
+#> |.....................|     8.709 |     2.327 |     1.282 |    0.6897 |
+#> |.....................|    0.7418 |     1.518 |     1.301 |     1.300 |
+#> |    C| Central Diff. |    -2.410 |    0.2142 |    0.1743 |   -0.1457 |
+#> |.....................|   -0.6441 |   -0.7806 |    0.7426 |     1.188 |
+#> |.....................|  -0.06181 |   -0.3659 |    0.5158 |   -0.5913 |
+#> |   50|     458.10914 |    0.9975 |    -1.437 |   -0.9004 |   -0.8700 |
+#> |.....................|   -0.7847 |   -0.5236 |   -0.7299 |   -0.9612 |
+#> |.....................|    -1.027 |   -0.5906 |   -0.6798 |   -0.7152 |
+#> |    U|     458.10914 |     93.77 |    -5.837 |   -0.9792 |   -0.1747 |
+#> |.....................|     2.164 |     2.327 |     1.282 |    0.6895 |
+#> |.....................|    0.7418 |     1.518 |     1.300 |     1.300 |
+#> |    X|     458.10914 |     93.77 |  0.002918 |    0.2730 |    0.8397 |
+#> |.....................|     8.709 |     2.327 |     1.282 |    0.6895 |
+#> |.....................|    0.7418 |     1.518 |     1.300 |     1.300 |
+#> |    F| Forward Diff. |     2.690 |    0.2171 |    0.2203 |   -0.1291 |
+#> |.....................|   -0.6099 |   -0.7940 |    0.4528 |     1.377 |
+#> |.....................|    -1.452 |    0.2831 |    0.2911 |   -0.5300 |
+#> |   51|     458.10832 |    0.9972 |    -1.437 |   -0.9004 |   -0.8700 |
+#> |.....................|   -0.7846 |   -0.5235 |   -0.7300 |   -0.9615 |
+#> |.....................|    -1.027 |   -0.5905 |   -0.6799 |   -0.7151 |
+#> |    U|     458.10832 |     93.74 |    -5.837 |   -0.9793 |   -0.1747 |
+#> |.....................|     2.164 |     2.328 |     1.282 |    0.6893 |
+#> |.....................|    0.7418 |     1.518 |     1.300 |     1.300 |
+#> |    X|     458.10832 |     93.74 |  0.002918 |    0.2730 |    0.8397 |
+#> |.....................|     8.710 |     2.328 |     1.282 |    0.6893 |
+#> |.....................|    0.7418 |     1.518 |     1.300 |     1.300 |
+#> |    F| Forward Diff. |    -1.386 |    0.2164 |    0.2066 |   -0.1317 |
+#> |.....................|   -0.6210 |   -0.6390 |    0.8493 |     1.598 |
+#> |.....................|    -1.491 |    0.2964 |    0.2278 |   -0.4988 |
+#> |   52|     458.10801 |    0.9974 |    -1.437 |   -0.9005 |   -0.8700 |
+#> |.....................|   -0.7845 |   -0.5234 |   -0.7302 |   -0.9618 |
+#> |.....................|    -1.026 |   -0.5906 |   -0.6800 |   -0.7150 |
+#> |    U|     458.10801 |     93.76 |    -5.837 |   -0.9793 |   -0.1746 |
+#> |.....................|     2.165 |     2.328 |     1.282 |    0.6891 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    X|     458.10801 |     93.76 |  0.002918 |    0.2730 |    0.8398 |
+#> |.....................|     8.711 |     2.328 |     1.282 |    0.6891 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    F| Forward Diff. |     1.854 |    0.2167 |    0.2150 |   -0.1282 |
+#> |.....................|   -0.6083 |   -0.7461 |    0.7029 |     1.539 |
+#> |.....................|   -0.1981 |    0.2733 |    0.2717 |   -0.5257 |
+#> |   53|     458.10765 |    0.9971 |    -1.437 |   -0.9005 |   -0.8700 |
+#> |.....................|   -0.7844 |   -0.5232 |   -0.7303 |   -0.9621 |
+#> |.....................|    -1.026 |   -0.5906 |   -0.6800 |   -0.7149 |
+#> |    U|     458.10765 |     93.73 |    -5.837 |   -0.9794 |   -0.1746 |
+#> |.....................|     2.165 |     2.328 |     1.282 |    0.6889 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    X|     458.10765 |     93.73 |  0.002917 |    0.2730 |    0.8398 |
+#> |.....................|     8.712 |     2.328 |     1.282 |    0.6889 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    F| Forward Diff. |    -2.678 |    0.2148 |    0.1964 |   -0.1329 |
+#> |.....................|   -0.6222 |   -0.7140 |    0.5004 |     1.353 |
+#> |.....................|   -0.2647 |    0.3470 |    0.3026 |   -0.5041 |
+#> |   54|     458.10677 |    0.9974 |    -1.437 |   -0.9006 |   -0.8700 |
+#> |.....................|   -0.7843 |   -0.5231 |   -0.7305 |   -0.9624 |
+#> |.....................|    -1.026 |   -0.5907 |   -0.6801 |   -0.7148 |
+#> |    U|     458.10677 |     93.76 |    -5.837 |   -0.9794 |   -0.1746 |
+#> |.....................|     2.165 |     2.328 |     1.282 |    0.6887 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    X|     458.10677 |     93.76 |  0.002917 |    0.2730 |    0.8398 |
+#> |.....................|     8.713 |     2.328 |     1.282 |    0.6887 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    F| Forward Diff. |     1.911 |    0.2164 |    0.2105 |   -0.1281 |
+#> |.....................|   -0.6034 |   -0.7920 |    0.6471 |     1.488 |
+#> |.....................|   -0.2445 |    0.2110 |    0.2380 |   -0.4469 |
+#> |   55|     458.10609 |    0.9972 |    -1.437 |   -0.9006 |   -0.8700 |
+#> |.....................|   -0.7842 |   -0.5230 |   -0.7306 |   -0.9627 |
+#> |.....................|    -1.026 |   -0.5907 |   -0.6801 |   -0.7147 |
+#> |    U|     458.10609 |     93.74 |    -5.837 |   -0.9794 |   -0.1746 |
+#> |.....................|     2.165 |     2.328 |     1.282 |    0.6884 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    X|     458.10609 |     93.74 |  0.002917 |    0.2730 |    0.8398 |
+#> |.....................|     8.714 |     2.328 |     1.282 |    0.6884 |
+#> |.....................|    0.7421 |     1.518 |     1.300 |     1.300 |
+#> |    F| Forward Diff. |    -1.589 |    0.2148 |    0.1951 |   -0.1322 |
+#> |.....................|   -0.6145 |   -0.8575 |    0.5942 |     1.427 |
+#> |.....................|    -1.492 |    0.2699 |    0.1872 |   -0.4796 |
+#> |   56|     458.10567 |    0.9974 |    -1.437 |   -0.9006 |   -0.8699 |
+#> |.....................|   -0.7841 |   -0.5228 |   -0.7308 |   -0.9630 |
+#> |.....................|    -1.026 |   -0.5907 |   -0.6801 |   -0.7146 |
+#> |    U|     458.10567 |     93.76 |    -5.837 |   -0.9795 |   -0.1746 |
+#> |.....................|     2.165 |     2.328 |     1.282 |    0.6882 |
+#> |.....................|    0.7422 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10567 |     93.76 |  0.002917 |    0.2730 |    0.8398 |
+#> |.....................|     8.715 |     2.328 |     1.282 |    0.6882 |
+#> |.....................|    0.7422 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |     1.760 |    0.2153 |    0.2043 |   -0.1283 |
+#> |.....................|   -0.6005 |   -0.7529 |    0.6292 |     1.454 |
+#> |.....................|   -0.2107 |    0.2534 |    0.2280 |   -0.4318 |
+#> |   57|     458.10540 |    0.9971 |    -1.437 |   -0.9007 |   -0.8699 |
+#> |.....................|   -0.7840 |   -0.5227 |   -0.7309 |   -0.9633 |
+#> |.....................|    -1.026 |   -0.5907 |   -0.6801 |   -0.7146 |
+#> |    U|      458.1054 |     93.73 |    -5.837 |   -0.9795 |   -0.1745 |
+#> |.....................|     2.165 |     2.328 |     1.282 |    0.6880 |
+#> |.....................|    0.7423 |     1.518 |     1.300 |     1.301 |
+#> |    X|      458.1054 |     93.73 |  0.002917 |    0.2730 |    0.8398 |
+#> |.....................|     8.716 |     2.328 |     1.282 |    0.6880 |
+#> |.....................|    0.7423 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |    -2.789 |    0.2130 |    0.1850 |   -0.1339 |
+#> |.....................|   -0.6160 |   -0.6903 |    0.7130 |     1.481 |
+#> |.....................|   -0.1975 |    0.2824 |    0.2646 |   -0.4868 |
+#> |   58|     458.10444 |    0.9974 |    -1.437 |   -0.9007 |   -0.8699 |
+#> |.....................|   -0.7839 |   -0.5226 |   -0.7311 |   -0.9636 |
+#> |.....................|    -1.026 |   -0.5907 |   -0.6801 |   -0.7145 |
+#> |    U|     458.10444 |     93.76 |    -5.837 |   -0.9796 |   -0.1745 |
+#> |.....................|     2.165 |     2.329 |     1.282 |    0.6878 |
+#> |.....................|    0.7423 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10444 |     93.76 |  0.002916 |    0.2730 |    0.8398 |
+#> |.....................|     8.717 |     2.329 |     1.282 |    0.6878 |
+#> |.....................|    0.7423 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |     1.285 |    0.2143 |    0.1972 |   -0.1290 |
+#> |.....................|   -0.5987 |   -0.7355 |    0.6064 |     1.421 |
+#> |.....................|    -1.460 |    0.2526 |    0.2188 |   -0.4206 |
+#> |   59|     458.10435 |    0.9972 |    -1.437 |   -0.9008 |   -0.8699 |
+#> |.....................|   -0.7838 |   -0.5224 |   -0.7312 |   -0.9638 |
+#> |.....................|    -1.026 |   -0.5908 |   -0.6802 |   -0.7144 |
+#> |    U|     458.10435 |     93.73 |    -5.837 |   -0.9796 |   -0.1745 |
+#> |.....................|     2.165 |     2.329 |     1.282 |    0.6876 |
+#> |.....................|    0.7425 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10435 |     93.73 |  0.002916 |    0.2730 |    0.8399 |
+#> |.....................|     8.718 |     2.329 |     1.282 |    0.6876 |
+#> |.....................|    0.7425 |     1.518 |     1.300 |     1.301 |
+#> |    C| Central Diff. |    -2.184 |    0.2097 |    0.1486 |   -0.1446 |
+#> |.....................|   -0.6255 |   -0.7028 |    0.6444 |     1.495 |
+#> |.....................|    -1.416 |    0.3010 |    0.4942 |   -0.5303 |
+#> |   60|     458.10393 |    0.9975 |    -1.438 |   -0.9008 |   -0.8699 |
+#> |.....................|   -0.7837 |   -0.5223 |   -0.7313 |   -0.9641 |
+#> |.....................|    -1.026 |   -0.5908 |   -0.6802 |   -0.7143 |
+#> |    U|     458.10393 |     93.76 |    -5.838 |   -0.9796 |   -0.1745 |
+#> |.....................|     2.165 |     2.329 |     1.282 |    0.6873 |
+#> |.....................|    0.7426 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10393 |     93.76 |  0.002916 |    0.2730 |    0.8399 |
+#> |.....................|     8.718 |     2.329 |     1.282 |    0.6873 |
+#> |.....................|    0.7426 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |     2.045 |    0.2119 |    0.1940 |   -0.1305 |
+#> |.....................|   -0.5955 |   -0.7252 |    0.6285 |     1.413 |
+#> |.....................|   -0.2070 |    0.2194 |    0.2208 |   -0.3980 |
+#> |   61|     458.10364 |    0.9971 |    -1.438 |   -0.9008 |   -0.8699 |
+#> |.....................|   -0.7836 |   -0.5222 |   -0.7314 |   -0.9644 |
+#> |.....................|    -1.026 |   -0.5908 |   -0.6803 |   -0.7142 |
+#> |    U|     458.10364 |     93.73 |    -5.838 |   -0.9796 |   -0.1745 |
+#> |.....................|     2.166 |     2.329 |     1.281 |    0.6871 |
+#> |.....................|    0.7427 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10364 |     93.73 |  0.002916 |    0.2730 |    0.8399 |
+#> |.....................|     8.719 |     2.329 |     1.281 |    0.6871 |
+#> |.....................|    0.7427 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |    -2.727 |    0.2108 |    0.1771 |   -0.1339 |
+#> |.....................|   -0.6094 |   -0.7304 |    0.6317 |     1.376 |
+#> |.....................|    -1.443 |    0.2644 |    0.2580 |   -0.4629 |
+#> |   62|     458.10286 |    0.9974 |    -1.438 |   -0.9008 |   -0.8699 |
+#> |.....................|   -0.7835 |   -0.5221 |   -0.7316 |   -0.9647 |
+#> |.....................|    -1.026 |   -0.5908 |   -0.6803 |   -0.7141 |
+#> |    U|     458.10286 |     93.75 |    -5.838 |   -0.9796 |   -0.1745 |
+#> |.....................|     2.166 |     2.329 |     1.281 |    0.6869 |
+#> |.....................|    0.7427 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10286 |     93.75 |  0.002915 |    0.2730 |    0.8399 |
+#> |.....................|     8.720 |     2.329 |     1.281 |    0.6869 |
+#> |.....................|    0.7427 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |     1.225 |    0.2118 |    0.1898 |   -0.1294 |
+#> |.....................|   -0.5932 |   -0.6493 |    0.6517 |     1.411 |
+#> |.....................|   -0.1402 |    0.3233 |    0.2428 |   -0.3732 |
+#> |   63|     458.10253 |    0.9971 |    -1.438 |   -0.9009 |   -0.8698 |
+#> |.....................|   -0.7834 |   -0.5219 |   -0.7318 |   -0.9650 |
+#> |.....................|    -1.026 |   -0.5909 |   -0.6803 |   -0.7141 |
+#> |    U|     458.10253 |     93.73 |    -5.838 |   -0.9797 |   -0.1745 |
+#> |.....................|     2.166 |     2.329 |     1.281 |    0.6867 |
+#> |.....................|    0.7428 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10253 |     93.73 |  0.002915 |    0.2730 |    0.8399 |
+#> |.....................|     8.721 |     2.329 |     1.281 |    0.6867 |
+#> |.....................|    0.7428 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |    -2.449 |    0.2099 |    0.1736 |   -0.1338 |
+#> |.....................|   -0.6049 |   -0.7015 |    0.6330 |     1.384 |
+#> |.....................|   -0.1863 |    0.2615 |    0.2563 |   -0.4532 |
+#> |   64|     458.10167 |    0.9974 |    -1.438 |   -0.9009 |   -0.8698 |
+#> |.....................|   -0.7832 |   -0.5218 |   -0.7320 |   -0.9653 |
+#> |.....................|    -1.026 |   -0.5909 |   -0.6804 |   -0.7140 |
+#> |    U|     458.10167 |     93.76 |    -5.838 |   -0.9797 |   -0.1744 |
+#> |.....................|     2.166 |     2.329 |     1.281 |    0.6864 |
+#> |.....................|    0.7427 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10167 |     93.76 |  0.002915 |    0.2729 |    0.8399 |
+#> |.....................|     8.722 |     2.329 |     1.281 |    0.6864 |
+#> |.....................|    0.7427 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |     1.422 |    0.2110 |    0.1849 |   -0.1293 |
+#> |.....................|   -0.5889 |   -0.5964 |    0.6731 |     1.405 |
+#> |.....................|   -0.1535 |    0.3114 |    0.2496 |   -0.4521 |
+#> |   65|     458.10133 |    0.9971 |    -1.438 |   -0.9009 |   -0.8698 |
+#> |.....................|   -0.7831 |   -0.5217 |   -0.7321 |   -0.9657 |
+#> |.....................|    -1.026 |   -0.5909 |   -0.6804 |   -0.7139 |
+#> |    U|     458.10133 |     93.73 |    -5.838 |   -0.9798 |   -0.1744 |
+#> |.....................|     2.166 |     2.329 |     1.281 |    0.6862 |
+#> |.....................|    0.7428 |     1.518 |     1.300 |     1.301 |
+#> |    X|     458.10133 |     93.73 |  0.002915 |    0.2729 |    0.8400 |
+#> |.....................|     8.723 |     2.329 |     1.281 |    0.6862 |
+#> |.....................|    0.7428 |     1.518 |     1.300 |     1.301 |
+#> |    F| Forward Diff. |    -2.461 |    0.2094 |    0.1688 |   -0.1332 |
+#> |.....................|   -0.6003 |   -0.7109 |    0.5914 |     1.349 |
+#> |.....................|    -1.404 |    0.2951 |    0.2552 |   -0.4331 |
+#> |   66|     458.10059 |    0.9974 |    -1.438 |   -0.9009 |   -0.8698 |
+#> |.....................|   -0.7830 |   -0.5215 |   -0.7323 |   -0.9660 |
+#> |.....................|    -1.026 |   -0.5909 |   -0.6804 |   -0.7138 |
+#> |    U|     458.10059 |     93.75 |    -5.838 |   -0.9798 |   -0.1744 |
+#> |.....................|     2.166 |     2.330 |     1.281 |    0.6860 |
+#> |.....................|    0.7428 |     1.518 |     1.300 |     1.302 |
+#> |    X|     458.10059 |     93.75 |  0.002915 |    0.2729 |    0.8400 |
+#> |.....................|     8.724 |     2.330 |     1.281 |    0.6860 |
+#> |.....................|    0.7428 |     1.518 |     1.300 |     1.302 |
+#> |    F| Forward Diff. |     1.228 |    0.2101 |    0.1802 |   -0.1294 |
+#> |.....................|   -0.5857 |   -0.2287 |    0.9339 |     1.558 |
+#> |.....................|    -1.376 |    0.3488 |    0.2665 |   -0.4324 |
+#> |   67|     458.10050 |    0.9972 |    -1.438 |   -0.9010 |   -0.8697 |
+#> |.....................|   -0.7829 |   -0.5215 |   -0.7325 |   -0.9663 |
+#> |.....................|    -1.025 |   -0.5910 |   -0.6804 |   -0.7137 |
+#> |    U|      458.1005 |     93.73 |    -5.838 |   -0.9798 |   -0.1744 |
+#> |.....................|     2.166 |     2.330 |     1.281 |    0.6857 |
+#> |.....................|    0.7430 |     1.518 |     1.300 |     1.302 |
+#> |    X|      458.1005 |     93.73 |  0.002915 |    0.2729 |    0.8400 |
+#> |.....................|     8.725 |     2.330 |     1.281 |    0.6857 |
+#> |.....................|    0.7430 |     1.518 |     1.300 |     1.302 |
+#> |    C| Central Diff. |    -2.045 |    0.2058 |    0.1327 |   -0.1461 |
+#> |.....................|   -0.6105 |   -0.6040 |    0.6130 |    0.9518 |
+#> |.....................|   0.01902 |    0.3702 |    0.4676 |   -0.4886 |
+#> |   68|     458.10013 |    0.9974 |    -1.438 |   -0.9010 |   -0.8697 |
+#> |.....................|   -0.7829 |   -0.5214 |   -0.7325 |   -0.9664 |
+#> |.....................|    -1.025 |   -0.5910 |   -0.6805 |   -0.7136 |
+#> |    U|     458.10013 |     93.75 |    -5.838 |   -0.9798 |   -0.1744 |
+#> |.....................|     2.166 |     2.330 |     1.281 |    0.6857 |
+#> |.....................|    0.7430 |     1.518 |     1.300 |     1.302 |
+#> |    X|     458.10013 |     93.75 |  0.002914 |    0.2729 |    0.8400 |
+#> |.....................|     8.725 |     2.330 |     1.281 |    0.6857 |
+#> |.....................|    0.7430 |     1.518 |     1.300 |     1.302 |
+#> |    F| Forward Diff. |    0.8557 |    0.2088 |    0.1747 |   -0.1300 |
+#> |.....................|   -0.5847 |   -0.2393 |    0.9114 |     1.536 |
+#> |.....................|    -1.367 |    0.3016 |    0.2557 |   -0.4123 |
+#> |   69|     458.10002 |    0.9973 |    -1.438 |   -0.9010 |   -0.8697 |
+#> |.....................|   -0.7828 |   -0.5214 |   -0.7326 |   -0.9665 |
+#> |.....................|    -1.025 |   -0.5911 |   -0.6805 |   -0.7136 |
+#> |    U|     458.10002 |     93.74 |    -5.838 |   -0.9798 |   -0.1744 |
+#> |.....................|     2.166 |     2.330 |     1.281 |    0.6856 |
+#> |.....................|    0.7432 |     1.518 |     1.300 |     1.302 |
+#> |    X|     458.10002 |     93.74 |  0.002914 |    0.2729 |    0.8400 |
+#> |.....................|     8.726 |     2.330 |     1.281 |    0.6856 |
+#> |.....................|    0.7432 |     1.518 |     1.300 |     1.302 |
+#> |    C| Central Diff. |   -0.5131 |    0.2058 |    0.1358 |   -0.1441 |
+#> |.....................|   -0.6029 |   -0.6262 |    0.5998 |     1.158 |
+#> |.....................|    -1.373 |    0.3470 |    0.4566 |   -0.4872 |
+#> |   70|     458.09992 |    0.9973 |    -1.438 |   -0.9010 |   -0.8697 |
+#> |.....................|   -0.7827 |   -0.5214 |   -0.7327 |   -0.9666 |
+#> |.....................|    -1.025 |   -0.5911 |   -0.6806 |   -0.7135 |
+#> |    U|     458.09992 |     93.75 |    -5.838 |   -0.9799 |   -0.1743 |
+#> |.....................|     2.166 |     2.330 |     1.281 |    0.6855 |
+#> |.....................|    0.7433 |     1.518 |     1.300 |     1.302 |
+#> |    X|     458.09992 |     93.75 |  0.002914 |    0.2729 |    0.8400 |
+#> |.....................|     8.726 |     2.330 |     1.281 |    0.6855 |
+#> |.....................|    0.7433 |     1.518 |     1.300 |     1.302 |
+#> |    C| Central Diff. |    0.2584 |    0.2056 |    0.1371 |   -0.1438 |
+#> |.....................|   -0.5991 |   -0.6198 |    0.6082 |    0.9676 |
+#> |.....................|     1.295 |    0.3221 |    0.4533 |   -0.4750 |
+#> |   71|     458.09944 |    0.9973 |    -1.438 |   -0.9010 |   -0.8697 |
+#> |.....................|   -0.7827 |   -0.5213 |   -0.7328 |   -0.9668 |
+#> |.....................|    -1.025 |   -0.5911 |   -0.6806 |   -0.7135 |
+#> |    U|     458.09944 |     93.75 |    -5.838 |   -0.9799 |   -0.1743 |
+#> |.....................|     2.166 |     2.330 |     1.281 |    0.6854 |
+#> |.....................|    0.7431 |     1.518 |     1.300 |     1.302 |
+#> |    X|     458.09944 |     93.75 |  0.002914 |    0.2729 |    0.8400 |
+#> |.....................|     8.727 |     2.330 |     1.281 |    0.6854 |
+#> |.....................|    0.7431 |     1.518 |     1.300 |     1.302 |
+#> |   72|     458.09825 |    0.9974 |    -1.438 |   -0.9011 |   -0.8697 |
+#> |.....................|   -0.7824 |   -0.5210 |   -0.7332 |   -0.9672 |
+#> |.....................|    -1.025 |   -0.5911 |   -0.6808 |   -0.7131 |
+#> |    U|     458.09825 |     93.76 |    -5.838 |   -0.9799 |   -0.1743 |
+#> |.....................|     2.167 |     2.330 |     1.280 |    0.6851 |
+#> |.....................|    0.7430 |     1.518 |     1.299 |     1.302 |
+#> |    X|     458.09825 |     93.76 |  0.002914 |    0.2729 |    0.8401 |
+#> |.....................|     8.729 |     2.330 |     1.280 |    0.6851 |
+#> |.....................|    0.7430 |     1.518 |     1.299 |     1.302 |
+#> |   73|     458.09793 |    0.9981 |    -1.438 |   -0.9013 |   -0.8695 |
+#> |.....................|   -0.7815 |   -0.5202 |   -0.7349 |   -0.9686 |
+#> |.....................|    -1.026 |   -0.5909 |   -0.6812 |   -0.7117 |
+#> |    U|     458.09793 |     93.82 |    -5.838 |   -0.9801 |   -0.1741 |
+#> |.....................|     2.168 |     2.331 |     1.279 |    0.6840 |
+#> |.....................|    0.7428 |     1.518 |     1.299 |     1.304 |
+#> |    X|     458.09793 |     93.82 |  0.002913 |    0.2729 |    0.8402 |
+#> |.....................|     8.737 |     2.331 |     1.279 |    0.6840 |
+#> |.....................|    0.7428 |     1.518 |     1.299 |     1.304 |
+#> |    F| Forward Diff. |     10.76 |    0.2116 |    0.1923 |   -0.1162 |
+#> |.....................|   -0.5255 |   -0.5796 |    0.3777 |     1.210 |
+#> |.....................|    -1.409 |    0.2855 |    0.1875 |   -0.3085 |
+#> |   74|     458.08987 |    0.9971 |    -1.438 |   -0.9013 |   -0.8695 |
+#> |.....................|   -0.7808 |   -0.5187 |   -0.7369 |   -0.9692 |
+#> |.....................|    -1.026 |   -0.5907 |   -0.6832 |   -0.7095 |
+#> |    U|     458.08987 |     93.72 |    -5.838 |   -0.9802 |   -0.1741 |
+#> |.....................|     2.168 |     2.332 |     1.278 |    0.6836 |
+#> |.....................|    0.7427 |     1.518 |     1.297 |     1.306 |
+#> |    X|     458.08987 |     93.72 |  0.002914 |    0.2729 |    0.8402 |
+#> |.....................|     8.743 |     2.332 |     1.278 |    0.6836 |
+#> |.....................|    0.7427 |     1.518 |     1.297 |     1.306 |
+#> |    F| Forward Diff. |    -2.512 |    0.2078 |    0.1434 |   -0.1372 |
+#> |.....................|   -0.5667 |   -0.8061 |    0.1467 |     1.033 |
+#> |.....................|     1.202 |   -0.4065 |   0.09417 |   -0.1935 |
+#> |   75|     458.08564 |    0.9973 |    -1.438 |   -0.9016 |   -0.8695 |
+#> |.....................|   -0.7801 |   -0.5170 |   -0.7384 |   -0.9704 |
+#> |.....................|    -1.026 |   -0.5898 |   -0.6859 |   -0.7082 |
+#> |    U|     458.08564 |     93.74 |    -5.838 |   -0.9804 |   -0.1741 |
+#> |.....................|     2.169 |     2.334 |     1.277 |    0.6827 |
+#> |.....................|    0.7424 |     1.519 |     1.294 |     1.308 |
+#> |    X|     458.08564 |     93.74 |  0.002914 |    0.2728 |    0.8402 |
+#> |.....................|     8.749 |     2.334 |     1.277 |    0.6827 |
+#> |.....................|    0.7424 |     1.519 |     1.294 |     1.308 |
+#> |   76|     458.08078 |    0.9972 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7788 |   -0.5136 |   -0.7416 |   -0.9727 |
+#> |.....................|    -1.027 |   -0.5879 |   -0.6916 |   -0.7053 |
+#> |    U|     458.08078 |     93.73 |    -5.838 |   -0.9809 |   -0.1742 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6809 |
+#> |.....................|    0.7420 |     1.522 |     1.288 |     1.311 |
+#> |    X|     458.08078 |     93.73 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.761 |     2.338 |     1.275 |    0.6809 |
+#> |.....................|    0.7420 |     1.522 |     1.288 |     1.311 |
+#> |    F| Forward Diff. |   -0.8456 |    0.2109 |    0.1052 |   -0.1453 |
+#> |.....................|   -0.5381 |   -0.2225 |   -0.1274 |    0.8336 |
+#> |.....................|   -0.2653 |    0.4698 |   -0.4321 |   0.07917 |
+#> |   77|     458.08109 |    0.9983 |    -1.445 |   -0.9066 |   -0.8702 |
+#> |.....................|   -0.7727 |   -0.5143 |   -0.7362 |   -0.9770 |
+#> |.....................|    -1.027 |   -0.5885 |   -0.6915 |   -0.7058 |
+#> |    U|     458.08109 |     93.84 |    -5.845 |   -0.9853 |   -0.1748 |
+#> |.....................|     2.176 |     2.337 |     1.279 |    0.6777 |
+#> |.....................|    0.7418 |     1.521 |     1.288 |     1.310 |
+#> |    X|     458.08109 |     93.84 |  0.002894 |    0.2718 |    0.8396 |
+#> |.....................|     8.815 |     2.337 |     1.279 |    0.6777 |
+#> |.....................|    0.7418 |     1.521 |     1.288 |     1.310 |
+#> |   78|     458.08775 |    0.9985 |    -1.441 |   -0.9040 |   -0.8696 |
+#> |.....................|   -0.7757 |   -0.5136 |   -0.7393 |   -0.9753 |
+#> |.....................|    -1.026 |   -0.5887 |   -0.6911 |   -0.7056 |
+#> |    U|     458.08775 |     93.86 |    -5.841 |   -0.9828 |   -0.1743 |
+#> |.....................|     2.173 |     2.338 |     1.277 |    0.6789 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08775 |     93.86 |  0.002906 |    0.2723 |    0.8401 |
+#> |.....................|     8.788 |     2.338 |     1.277 |    0.6789 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |   79|     458.08407 |    0.9980 |    -1.438 |   -0.9022 |   -0.8694 |
+#> |.....................|   -0.7783 |   -0.5133 |   -0.7415 |   -0.9736 |
+#> |.....................|    -1.026 |   -0.5884 |   -0.6912 |   -0.7054 |
+#> |    U|     458.08407 |     93.81 |    -5.838 |   -0.9810 |   -0.1740 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6802 |
+#> |.....................|    0.7422 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08407 |     93.81 |  0.002915 |    0.2727 |    0.8403 |
+#> |.....................|     8.766 |     2.338 |     1.275 |    0.6802 |
+#> |.....................|    0.7422 |     1.521 |     1.288 |     1.311 |
+#> |   80|     458.08069 |    0.9973 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7787 |   -0.5135 |   -0.7416 |   -0.9729 |
+#> |.....................|    -1.026 |   -0.5880 |   -0.6915 |   -0.7053 |
+#> |    U|     458.08069 |     93.75 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08069 |     93.75 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.762 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    F| Forward Diff. |     1.424 |    0.2112 |    0.1114 |   -0.1426 |
+#> |.....................|   -0.5267 |   -0.3290 |  -0.02249 |    0.9218 |
+#> |.....................|    -1.516 |    0.4273 |   -0.4325 |   0.09748 |
+#> |   81|     458.08076 |    0.9972 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7786 |   -0.5134 |   -0.7416 |   -0.9730 |
+#> |.....................|    -1.026 |   -0.5880 |   -0.6914 |   -0.7055 |
+#> |    U|     458.08076 |     93.74 |    -5.838 |   -0.9810 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08076 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.763 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |   82|     458.08078 |    0.9973 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7787 |   -0.5135 |   -0.7416 |   -0.9730 |
+#> |.....................|    -1.026 |   -0.5880 |   -0.6915 |   -0.7053 |
+#> |    U|     458.08078 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08078 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.762 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |   83|     458.08068 |    0.9973 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7787 |   -0.5135 |   -0.7416 |   -0.9729 |
+#> |.....................|    -1.026 |   -0.5880 |   -0.6915 |   -0.7053 |
+#> |    U|     458.08068 |     93.75 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08068 |     93.75 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.762 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.7458 |    0.2086 |   0.07146 |   -0.1568 |
+#> |.....................|   -0.5453 |   -0.1723 |    0.1066 |    0.6006 |
+#> |.....................|  -0.05957 |    0.1717 |   -0.3314 |   0.06442 |
+#> |   84|     458.08065 |    0.9973 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7787 |   -0.5135 |   -0.7416 |   -0.9729 |
+#> |.....................|    -1.026 |   -0.5880 |   -0.6915 |   -0.7053 |
+#> |    U|     458.08065 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08065 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.762 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.5271 |    0.2085 |   0.07055 |   -0.1570 |
+#> |.....................|   -0.5454 |   -0.3138 |   0.09492 |    0.7765 |
+#> |.....................|     1.192 |    0.4934 |   -0.3382 |    0.1071 |
+#> |   85|     458.08062 |    0.9973 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7786 |   -0.5135 |   -0.7416 |   -0.9730 |
+#> |.....................|    -1.026 |   -0.5880 |   -0.6915 |   -0.7054 |
+#> |    U|     458.08062 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08062 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.762 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7420 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.1077 |    0.2083 |   0.06880 |   -0.1572 |
+#> |.....................|   -0.5469 |   -0.1727 |    0.1219 |    0.9565 |
+#> |.....................|    -1.457 |    0.5128 |   -0.3399 |    0.1022 |
+#> |   86|     458.08061 |    0.9972 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7786 |   -0.5135 |   -0.7416 |   -0.9730 |
+#> |.....................|    -1.026 |   -0.5881 |   -0.6914 |   -0.7054 |
+#> |    U|     458.08061 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.170 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08061 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.763 |     2.338 |     1.275 |    0.6807 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |   -0.6930 |    0.2078 |   0.06712 |   -0.1577 |
+#> |.....................|   -0.5484 |   -0.1767 |    0.1148 |    0.9863 |
+#> |.....................|   -0.2038 |    0.5855 |   -0.3296 |    0.1002 |
+#> |   87|     458.08058 |    0.9972 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7786 |   -0.5135 |   -0.7416 |   -0.9731 |
+#> |.....................|    -1.026 |   -0.5881 |   -0.6914 |   -0.7054 |
+#> |    U|     458.08058 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6806 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08058 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.763 |     2.338 |     1.275 |    0.6806 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |   -0.3701 |    0.2079 |   0.06808 |   -0.1573 |
+#> |.....................|   -0.5470 |   -0.1729 |  0.005725 |    0.9526 |
+#> |.....................|    -1.465 |    0.5101 |   -0.1466 |  -0.02770 |
+#> |   88|     458.08052 |    0.9973 |    -1.438 |   -0.9021 |   -0.8695 |
+#> |.....................|   -0.7785 |   -0.5135 |   -0.7416 |   -0.9731 |
+#> |.....................|    -1.026 |   -0.5881 |   -0.6914 |   -0.7053 |
+#> |    U|     458.08052 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6806 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08052 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.763 |     2.338 |     1.275 |    0.6806 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.2062 |    0.2080 |   0.06837 |   -0.1566 |
+#> |.....................|   -0.5439 |   -0.1704 |   0.09858 |    0.5928 |
+#> |.....................|  -0.05984 |    0.5131 |   -0.3447 |   0.06046 |
+#> |   89|     458.08047 |    0.9972 |    -1.438 |   -0.9021 |   -0.8694 |
+#> |.....................|   -0.7785 |   -0.5134 |   -0.7416 |   -0.9732 |
+#> |.....................|    -1.026 |   -0.5882 |   -0.6914 |   -0.7054 |
+#> |    U|     458.08047 |     93.74 |    -5.838 |   -0.9809 |   -0.1741 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6805 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08047 |     93.74 |  0.002915 |    0.2727 |    0.8402 |
+#> |.....................|     8.764 |     2.338 |     1.275 |    0.6805 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |  -0.06148 |    0.2077 |   0.06828 |   -0.1566 |
+#> |.....................|   -0.5434 |   -0.1748 |    0.1045 |    0.7316 |
+#> |.....................|   -0.7607 |    0.4924 |   -0.3350 |    0.1046 |
+#> |   90|     458.08041 |    0.9972 |    -1.438 |   -0.9021 |   -0.8694 |
+#> |.....................|   -0.7784 |   -0.5134 |   -0.7417 |   -0.9733 |
+#> |.....................|    -1.026 |   -0.5883 |   -0.6913 |   -0.7054 |
+#> |    U|     458.08041 |     93.74 |    -5.838 |   -0.9810 |   -0.1740 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6804 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08041 |     93.74 |  0.002915 |    0.2727 |    0.8403 |
+#> |.....................|     8.765 |     2.338 |     1.275 |    0.6804 |
+#> |.....................|    0.7421 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |   -0.5076 |    0.2073 |   0.06528 |   -0.1564 |
+#> |.....................|   -0.5454 |   -0.1802 |    0.1061 |    0.9740 |
+#> |.....................|   -0.1992 |    0.5430 |   -0.2714 |    0.1031 |
+#> |   91|     458.08026 |    0.9972 |    -1.438 |   -0.9022 |   -0.8694 |
+#> |.....................|   -0.7782 |   -0.5133 |   -0.7417 |   -0.9736 |
+#> |.....................|    -1.026 |   -0.5884 |   -0.6912 |   -0.7055 |
+#> |    U|     458.08026 |     93.74 |    -5.838 |   -0.9810 |   -0.1740 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6802 |
+#> |.....................|    0.7422 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08026 |     93.74 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.766 |     2.338 |     1.275 |    0.6802 |
+#> |.....................|    0.7422 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |   -0.3779 |    0.2092 |   0.07455 |   -0.1547 |
+#> |.....................|   -0.5349 |    0.4172 |   -0.5362 |    0.7903 |
+#> |.....................|    -1.451 |    0.5182 |   -0.2163 |   -0.4361 |
+#> |   92|     458.08039 |    0.9975 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7778 |   -0.5133 |   -0.7416 |   -0.9742 |
+#> |.....................|    -1.026 |   -0.5887 |   -0.6910 |   -0.7056 |
+#> |    U|     458.08039 |     93.76 |    -5.838 |   -0.9811 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6798 |
+#> |.....................|    0.7424 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08039 |     93.76 |  0.002914 |    0.2727 |    0.8404 |
+#> |.....................|     8.769 |     2.338 |     1.275 |    0.6798 |
+#> |.....................|    0.7424 |     1.521 |     1.288 |     1.311 |
+#> |   93|     458.08025 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08025 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08025 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |     1.019 |    0.2066 |   0.06601 |   -0.1530 |
+#> |.....................|   -0.5270 |   -0.1637 |    0.1163 |    0.9184 |
+#> |.....................|    -1.439 |    0.4715 |   -0.2217 |   0.03756 |
+#> |   94|     458.08029 |    0.9972 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08029 |     93.74 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7424 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08029 |     93.74 |  0.002914 |    0.2727 |    0.8404 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7424 |     1.521 |     1.288 |     1.311 |
+#> |   95|     458.08025 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08025 |     93.74 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7424 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08025 |     93.74 |  0.002914 |    0.2727 |    0.8404 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7424 |     1.521 |     1.288 |     1.311 |
+#> |   96|     458.08029 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08029 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08029 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |   97|     458.08024 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08024 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08024 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.9275 |    0.2065 |   0.06562 |   -0.1530 |
+#> |.....................|   -0.5278 |   -0.1682 |    0.1168 |    0.9523 |
+#> |.....................|   -0.1838 |    0.4888 |   -0.3154 |   0.09539 |
+#> |   98|     458.08024 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08024 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08024 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.8715 |    0.2065 |   0.06540 |   -0.1531 |
+#> |.....................|   -0.5308 |  -0.07756 |    0.1164 |    0.5595 |
+#> |.....................|  -0.04465 |   -0.2577 |   -0.3240 |    0.1066 |
+#> |   99|     458.08023 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08023 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08023 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  100|     458.08013 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08013 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08013 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    C| Central Diff. |    0.7255 |    0.2064 |   0.06482 |   -0.1531 |
+#> |.....................|   -0.5283 |   -0.1617 |    0.1081 |    0.9192 |
+#> |.....................|    -1.441 |    0.4906 |   -0.2900 |    0.1161 |
+#> |  101|     458.08017 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5885 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08017 |     93.74 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08017 |     93.74 |  0.002914 |    0.2727 |    0.8404 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  102|     458.08021 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08021 |     93.74 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08021 |     93.74 |  0.002914 |    0.2727 |    0.8404 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  103|     458.08029 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08029 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08029 |     93.75 |  0.002914 |    0.2727 |    0.8404 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  104|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  105|     458.08033 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08033 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08033 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  106|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  107|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  108|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  109|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  110|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  111|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |  112|     458.08032 |    0.9973 |    -1.438 |   -0.9022 |   -0.8693 |
+#> |.....................|   -0.7780 |   -0.5133 |   -0.7416 |   -0.9739 |
+#> |.....................|    -1.026 |   -0.5886 |   -0.6911 |   -0.7055 |
+#> |    U|     458.08032 |     93.75 |    -5.838 |   -0.9810 |   -0.1739 |
+#> |.....................|     2.171 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> |    X|     458.08032 |     93.75 |  0.002914 |    0.2727 |    0.8403 |
+#> |.....................|     8.768 |     2.338 |     1.275 |    0.6800 |
+#> |.....................|    0.7423 |     1.521 |     1.288 |     1.311 |
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_sfo_saem_obs <- nlmixr(f_mmkin_obs["DFOP-SFO", ], est = "saem")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> 1:    93.0952   -5.6337   -1.8988   -4.1294   -1.2035    0.1038    5.2152    1.6150    1.0450    2.6377    0.5035    0.5225   20.0768   11.4566
+#> 2:    93.1464   -5.6948   -1.8729   -4.2029   -1.1302    0.1295    5.5478    1.5342    0.9927    2.5059    0.4783    0.5147   11.2089    8.1577
+#> 3:    93.1719   -5.7029   -1.8810   -4.2024   -1.0686    0.1063    5.2764    1.5217    0.9431    2.3806    0.4544    0.5587    9.3753    5.7166
+#> 4:    92.8647   -5.8139   -1.8979   -4.1992   -1.0168    0.1122    5.4892    1.7893    0.8960    2.2615    0.4317    0.5307    9.4134    4.7166
+#> 5:    92.7759   -5.8627   -1.8873   -4.1402   -1.0347    0.1243    6.2028    2.1819    0.8795    2.1485    0.4101    0.5042    9.5964    4.7340
+#> 6:    92.8080   -5.8954   -1.9186   -4.1772   -0.9727    0.1311    5.8926    2.0728    0.8633    2.0410    0.3896    0.4790    8.7334    4.1957
+#> 7:    92.9042   -5.9034   -1.9603   -4.1854   -0.9717    0.1630    5.5980    2.2068    0.8672    1.9390    0.3701    0.4550    8.7213    3.3409
+#> 8:    92.9302   -5.8545   -1.9240   -4.2343   -0.9748    0.1686    5.3181    2.3934    0.8239    1.9533    0.3516    0.4323    7.6950    2.9174
+#> 9:    92.9518   -5.5561   -1.9734   -4.1856   -0.9322    0.2129    5.0522    2.2738    0.7830    2.0138    0.3340    0.4689    7.9230    2.1930
+#> 10:    93.0672   -5.5564   -1.9633   -4.1456   -0.9343    0.2049    4.7996    2.1601    0.7438    2.0517    0.3173    0.4771    8.0644    2.0682
+#> 11:    92.6849   -5.6187   -1.9773   -4.1793   -0.9342    0.2290    4.5596    2.0521    0.7123    2.0774    0.3015    0.5052    8.2355    1.9349
+#> 12:    92.6425   -5.6989   -2.0144   -4.1395   -0.9342    0.2669    4.3316    2.2634    0.7142    2.3008    0.2864    0.5728    7.5188    1.8028
+#> 13:    92.2996   -5.6700   -1.9885   -4.0443   -0.9202    0.2750    4.5787    2.1608    0.7019    2.7515    0.2721    0.6641    7.0744    1.8958
+#> 14:    92.2457   -5.5825   -2.0314   -3.9788   -0.9142    0.2908    6.3744    2.0527    0.7018    3.2703    0.2585    0.6387    6.9499    1.8421
+#> 15:    92.1741   -5.5333   -2.0318   -3.9664   -0.9059    0.2894    6.0557    1.9501    0.7179    3.2869    0.2455    0.6068    7.0951    1.6824
+#> 16:    92.5772   -5.4982   -2.0352   -3.9471   -0.9063    0.2930    5.7529    1.8526    0.7244    3.6994    0.2333    0.5764    7.2138    1.7042
+#> 17:    92.7024   -5.4902   -2.0438   -4.0347   -0.9079    0.2959    5.4652    1.7600    0.7393    3.5144    0.2216    0.5765    7.0258    1.6793
+#> 18:    92.0240   -5.5539   -2.0520   -3.9601   -0.9079    0.2884    6.5142    1.9232    0.7320    3.9052    0.2157    0.5521    7.2568    1.6151
+#> 19:    92.6532   -5.6325   -2.0456   -3.9091   -0.9179    0.3047    6.5743    2.3363    0.7405    4.5825    0.2049    0.5425    7.6201    1.6565
+#> 20:    92.3488   -5.6617   -2.0554   -3.9501   -0.9216    0.3056    6.7080    2.7562    0.7218    4.7569    0.2083    0.5432    7.3481    1.8059
+#> 21:    92.5679   -5.7469   -2.0614   -4.0829   -0.8890    0.3158    6.6510    3.1993    0.7136    4.5191    0.1978    0.5281    7.3723    1.7461
+#> 22:    92.4785   -5.9527   -2.0657   -4.0580   -0.8971    0.3084    6.3184    4.1791    0.7144    4.2931    0.1929    0.5157    7.1922    1.6984
+#> 23:    92.5594   -5.8590   -2.0723   -4.0580   -0.9020    0.2952    6.0025    3.9702    0.7335    4.0784    0.1833    0.5129    7.7560    1.6302
+#> 24:    92.6152   -5.9488   -2.0658   -4.1187   -0.9050    0.2997    5.7024    4.5381    0.7215    3.8745    0.1875    0.5129    7.6182    1.6362
+#> 25:    92.4658   -5.8715   -2.0791   -4.0949   -0.8922    0.3074    6.1428    4.3112    0.7353    3.6808    0.1896    0.5157    7.2703    1.5633
+#> 26:    92.2507   -5.9797   -2.0707   -4.0834   -0.8868    0.3266    6.4124    4.7125    0.7334    3.5368    0.1851    0.5217    7.3085    1.5828
+#> 27:    92.7055   -5.9792   -2.0779   -4.2066   -0.8887    0.2993    6.0918    4.8624    0.7659    3.7456    0.1841    0.4956    7.3534    1.5240
+#> 28:    92.3971   -6.0253   -2.0648   -4.1406   -0.9042    0.2897    5.7872    4.7690    0.7449    3.5583    0.1823    0.4709    7.2479    1.5008
+#> 29:    92.4045   -5.9045   -2.0730   -4.1407   -0.8969    0.3103    5.6683    4.5306    0.7349    3.3816    0.1849    0.5054    7.1719    1.6004
+#> 30:    92.1714   -5.8598   -2.0645   -4.0913   -0.8964    0.2743    5.3849    4.3040    0.7538    3.3509    0.1757    0.4801    7.3739    1.5736
+#> 31:    91.9134   -5.7867   -2.0367   -4.0563   -0.8957    0.2280    5.1156    4.0888    0.7299    3.3452    0.1749    0.4673    6.5991    1.5909
+#> 32:    92.3743   -5.9967   -2.0255   -4.0668   -0.9025    0.2247    4.8599    4.6666    0.7256    3.3271    0.1714    0.5008    6.4693    1.5458
+#> 33:    92.5239   -5.9301   -2.0387   -4.0365   -0.9033    0.2558    4.6169    4.4333    0.7492    3.6109    0.1688    0.5424    6.7730    1.5771
+#> 34:    92.6892   -6.1135   -2.0587   -4.0280   -0.8993    0.2430    4.3860    6.0227    0.7798    3.5725    0.1672    0.5153    6.8110    1.5417
+#> 35:    92.7276   -6.0815   -2.0629   -4.0833   -0.8943    0.2375    4.6811    5.7216    0.8010    3.3939    0.1715    0.4895    6.6812    1.5478
+#> 36:    92.7316   -6.0691   -2.0882   -4.0626   -0.9030    0.2405    4.4614    5.4355    0.8355    3.2242    0.1789    0.4650    6.8443    1.4806
+#> 37:    92.6685   -5.7905   -2.0666   -4.0663   -0.8998    0.2784    5.1916    5.1637    0.7937    3.0641    0.1823    0.4418    6.5421    1.6284
+#> 38:    93.0325   -5.6829   -2.0674   -4.0772   -0.9167    0.2499    4.9320    4.9055    0.7768    3.1213    0.1887    0.4290    6.8220    1.5224
+#> 39:    93.0378   -5.5554   -2.0743   -4.0772   -0.9189    0.2361    4.6854    4.6603    0.7822    3.1213    0.1813    0.4242    7.1137    1.5021
+#> 40:    93.3297   -5.6270   -2.0591   -4.1200   -0.9167    0.2035    4.4511    4.4272    0.8128    2.9653    0.1829    0.4030    7.3894    1.5064
+#> 41:    93.3408   -5.5437   -2.0344   -4.1042   -0.9078    0.1744    4.2286    4.2059    0.8228    2.8170    0.1881    0.3829    7.2734    1.5519
+#> 42:    93.1691   -5.4436   -2.0551   -4.1048   -0.8984    0.1732    4.0172    3.9956    0.7816    2.6762    0.1853    0.3637    6.9712    1.5332
+#> 43:    93.2443   -5.5247   -2.0722   -4.0980   -0.8992    0.1756    3.8163    3.7958    0.7781    2.7200    0.1956    0.3455    6.7012    1.5344
+#> 44:    92.9509   -5.5020   -2.0495   -4.0961   -0.8964    0.1777    3.6255    3.6060    0.7555    2.8172    0.1994    0.3283    6.2180    1.6137
+#> 45:    92.8898   -5.4913   -2.0462   -4.1079   -0.9003    0.1701    4.1177    3.4257    0.7491    2.8491    0.1989    0.3372    6.2876    1.6205
+#> 46:    92.6044   -5.6429   -2.0499   -4.1079   -0.9069    0.1999    4.2103    3.2544    0.7657    2.8491    0.1921    0.3532    6.2261    1.6435
+#> 47:    92.7740   -5.6128   -2.0804   -4.1186   -0.8976    0.1864    5.2188    3.0917    0.7381    2.9036    0.2030    0.3391    6.6803    1.6177
+#> 48:    92.4691   -5.6645   -2.0600   -4.1288   -0.8796    0.1913    6.2045    2.9371    0.7774    2.9223    0.1966    0.3396    6.7169    1.6215
+#> 49:    92.4128   -5.7079   -2.0802   -4.1166   -0.8798    0.1741    5.8943    3.1446    0.7854    2.8715    0.1935    0.3369    6.9151    1.4834
+#> 50:    91.8883   -5.7713   -2.0932   -4.0899   -0.8886    0.1758    5.5996    3.5478    0.8033    2.8192    0.2014    0.3201    7.0775    1.4635
+#> 51:    92.1187   -5.7306   -2.0903   -4.0878   -0.8923    0.2024    5.3196    3.6534    0.7823    2.7891    0.1969    0.3140    6.9879    1.5430
+#> 52:    92.3209   -5.7897   -2.0903   -4.1622   -0.9072    0.2261    5.3781    3.4707    0.8001    3.0801    0.2063    0.3088    6.7047    1.4499
+#> 53:    92.4318   -5.6954   -2.0950   -4.1866   -0.9082    0.2131    7.1200    3.2972    0.7711    3.3398    0.2034    0.3186    6.6152    1.5123
+#> 54:    92.5380   -5.6975   -2.0782   -4.2394   -0.8976    0.2118    6.7640    3.1323    0.7744    3.5385    0.2175    0.3296    6.4402    1.5403
+#> 55:    92.7213   -5.6663   -2.0427   -4.3288   -0.9028    0.2032    8.1796    2.9757    0.7748    4.4495    0.2142    0.3316    6.4111    1.5369
+#> 56:    92.7219   -5.6865   -2.0557   -4.3434   -0.9084    0.2021    7.7706    2.8269    0.7989    4.6691    0.2174    0.3433    6.4256    1.4639
+#> 57:    92.8932   -5.5736   -2.0497   -4.3955   -0.9216    0.1694    7.3821    2.6856    0.8205    4.9791    0.2142    0.3500    6.5378    1.5406
+#> 58:    92.9219   -5.5789   -2.0547   -4.3094   -0.9183    0.1838    7.0130    2.5513    0.7958    4.7302    0.2193    0.3495    6.2662    1.4940
+#> 59:    93.0432   -5.6201   -2.0395   -4.2527   -0.9199    0.2302    6.6623    2.4237    0.8241    4.4937    0.2241    0.3321    5.8693    1.6176
+#> 60:    92.9724   -5.5971   -2.0537   -4.3509   -0.9219    0.2118    7.5905    2.3026    0.8418    4.4546    0.2177    0.3155    5.5960    1.5040
+#> 61:    93.1235   -5.6332   -2.0671   -4.3572   -0.9219    0.1917    7.2521    2.3037    0.8527    4.5707    0.2230    0.2997    5.8136    1.4516
+#> 62:    93.5431   -5.6373   -2.0371   -4.3384   -0.9276    0.1997    8.5187    2.3895    0.8575    4.4378    0.2258    0.3041    5.5746    1.4572
+#> 63:    93.5009   -5.5634   -2.0224   -4.3560   -0.9339    0.2167    8.0927    2.2700    0.8462    4.4449    0.2266    0.3162    5.4922    1.5233
+#> 64:    93.7369   -5.6032   -2.0362   -4.2323   -0.9355    0.2159    9.6684    2.1949    0.8514    4.2227    0.2300    0.3318    5.7597    1.4866
+#> 65:    93.5021   -5.5769   -2.0311   -4.3204   -0.9375    0.1927    9.5537    2.0852    0.8559    4.6151    0.2208    0.3550    5.6975    1.5031
+#> 66:    93.4211   -5.7184   -2.0384   -4.3041   -0.9228    0.2121    9.0760    2.6390    0.8430    4.3843    0.2098    0.3755    5.8990    1.5133
+#> 67:    93.3435   -5.6579   -2.0456   -4.2222   -0.9183    0.1825    8.6222    2.5071    0.8719    4.1651    0.2152    0.3567    5.9004    1.4874
+#> 68:    93.3914   -5.6554   -2.0420   -4.1618   -0.9303    0.1714    8.1911    2.3817    0.8856    3.9569    0.2272    0.3388    6.1793    1.4917
+#> 69:    93.5112   -5.6834   -2.0349   -4.1591   -0.9331    0.1759    8.9900    2.5191    0.9184    3.7590    0.2236    0.3219    6.1618    1.4697
+#> 70:    93.4289   -5.6576   -2.0273   -4.1763   -0.9399    0.1738    8.5405    2.4302    0.8725    3.5711    0.2149    0.3288    6.5324    1.5410
+#> 71:    93.2936   -5.6699   -2.0256   -4.1405   -0.9370    0.1922    8.1134    2.3831    0.8289    3.3925    0.2080    0.3548    5.9794    1.5904
+#> 72:    92.9152   -5.6742   -2.0382   -4.1523   -0.9411    0.1991    7.7078    2.4322    0.7875    3.2916    0.2007    0.3456    6.0999    1.6022
+#> 73:    92.8129   -5.8099   -2.0372   -4.1735   -0.9377    0.1605    8.2752    2.8931    0.7737    3.4015    0.2057    0.3283    6.0140    1.5472
+#> 74:    92.7806   -5.7269   -2.0315   -4.1877   -0.9399    0.1675    8.4688    2.7484    0.7773    3.4620    0.2174    0.3249    5.8495    1.5779
+#> 75:    92.9128   -5.8680   -2.0304   -4.1459   -0.9387    0.1567    8.0454    3.2365    0.7681    3.2935    0.2198    0.3187    5.8539    1.5815
+#> 76:    92.8931   -5.8483   -2.0253   -4.1815   -0.9387    0.1540    9.6800    3.0747    0.8007    3.5838    0.2198    0.3291    5.9005    1.5053
+#> 77:    92.7474   -5.7995   -2.0202   -4.1904   -0.9333    0.1724   10.0488    2.9210    0.7841    3.7255    0.2148    0.3465    5.9418    1.5569
+#> 78:    92.8150   -5.9608   -2.0025   -4.1583   -0.9511    0.1566    9.5464    3.5249    0.7858    3.6988    0.2246    0.3292    5.7737    1.5904
+#> 79:    92.6663   -6.0485   -2.0245   -4.1437   -0.9446    0.1786    9.0690    4.1252    0.7803    3.6526    0.2155    0.3335    5.9109    1.5521
+#> 80:    92.5932   -6.1001   -2.0304   -4.1969   -0.9409    0.1424    8.6156    4.6478    0.8007    4.0379    0.2114    0.3168    6.1732    1.5544
+#> 81:    92.6789   -6.3510   -2.0062   -4.2272   -0.9541    0.1360    8.3363    5.9861    0.7719    3.8800    0.2202    0.3010    5.6841    1.6317
+#> 82:    92.9996   -6.5680   -2.0048   -4.1609   -0.9578    0.1367   10.6901    7.4391    0.7962    3.6860    0.2092    0.2859    5.7335    1.6391
+#> 83:    93.1087   -6.5298   -1.9757   -4.1694   -0.9596    0.1323   10.5524    7.4660    0.8237    3.8009    0.2134    0.2716    5.9664    1.6316
+#> 84:    93.1929   -6.5844   -2.0191   -4.2021   -0.9616    0.1384   10.0248    7.7313    0.8230    3.6109    0.2110    0.2580    5.7854    1.5609
+#> 85:    92.9161   -6.4934   -2.0281   -4.2008   -0.9600    0.1107    9.5236    7.4269    0.8448    3.5630    0.2110    0.2451    5.6111    1.5333
+#> 86:    92.9816   -6.5397   -2.0234   -4.1830   -0.9694    0.1111    9.1945    7.4382    0.8481    3.3849    0.2166    0.2329    5.8375    1.5263
+#> 87:    93.0930   -6.5749   -2.0168   -4.1986   -0.9816    0.0926    8.7348    8.4431    0.8646    3.3032    0.2155    0.2212    5.7542    1.5736
+#> 88:    93.0765   -6.4914   -2.0274   -4.2274   -0.9870    0.1148    8.4666    8.0209    0.8666    3.5292    0.2048    0.2102    5.8988    1.5329
+#> 89:    92.8699   -6.6431   -2.0199   -4.2175   -0.9463    0.1011    8.4648    7.7973    0.8908    3.3980    0.1945    0.2102    5.6876    1.5177
+#> 90:    92.8225   -6.6932   -2.0211   -4.2175   -0.9505    0.0887   10.1862    8.7787    0.8730    3.3980    0.1877    0.1997    5.9135    1.4821
+#> 91:    92.7874   -6.7007   -2.0420   -4.2936   -0.9468    0.0927   11.2275    8.3397    0.8600    3.9490    0.1885    0.2147    6.1108    1.4315
+#> 92:    93.2320   -6.8088   -2.0341   -4.2817   -0.9582    0.1270   12.4029    9.6204    0.8503    3.7516    0.1950    0.2070    5.9434    1.5251
+#> 93:    93.8996   -6.5471   -2.0440   -4.2123   -0.9543    0.1140   11.7828    9.1394    0.8493    3.5640    0.1988    0.2017    6.1302    1.5568
+#> 94:    93.4416   -6.4623   -2.0448   -4.2188   -0.9595    0.1174   12.1277    8.6824    0.8568    3.3858    0.1975    0.1938    5.9173    1.5204
+#> 95:    93.2953   -6.1521   -2.0477   -4.2216   -0.9551    0.1152   11.5213    8.2483    0.8356    3.2165    0.1979    0.1855    5.8298    1.5357
+#> 96:    92.9577   -6.0477   -2.0579   -4.2534   -0.9465    0.1284   10.9452    7.8359    0.8202    3.3357    0.1937    0.1917    5.8590    1.5738
+#> 97:    92.8703   -6.1037   -2.0745   -4.1960   -0.9405    0.1417   10.4858    7.4441    0.8488    3.1690    0.1969    0.2016    5.7948    1.4759
+#> 98:    92.9728   -6.3534   -2.0868   -4.2155   -0.9444    0.1069    9.9615    7.1788    0.8736    3.1913    0.1998    0.2114    5.6533    1.4322
+#> 99:    93.4116   -6.1712   -2.0837   -4.2280   -0.9473    0.1197    9.4634    6.8198    0.8959    3.1806    0.1899    0.2167    5.9149    1.3768
+#> 100:    93.2598   -6.1345   -2.0645   -4.2237   -0.9575    0.1099    8.9903    6.4788    0.9204    3.2429    0.1903    0.2058    5.7085    1.4133
+#> 101:    93.3082   -6.1574   -2.0474   -4.2315   -0.9619    0.1161    9.0819    6.1549    0.8744    3.2049    0.1891    0.2278    5.6493    1.4894
+#> 102:    93.5741   -6.2923   -2.0484   -4.2853   -0.9665    0.1325   10.4108    5.8522    0.8804    3.5370    0.2024    0.2324    5.6995    1.4594
+#> 103:    92.9199   -6.1797   -2.0522   -4.2940   -0.9568    0.1289    9.8903    5.5596    0.8722    3.6682    0.1975    0.2398    5.5536    1.4510
+#> 104:    93.1139   -6.1630   -2.0546   -4.2912   -0.9613    0.1115    9.3958    5.2816    0.8648    3.6673    0.2010    0.2278    5.5768    1.4812
+#> 105:    93.4085   -6.0359   -2.0450   -4.2889   -0.9591    0.1258    8.9260    5.0175    0.8412    3.7286    0.1917    0.2171    5.6780    1.5203
+#> 106:    93.3103   -6.1029   -2.0425   -4.2948   -0.9579    0.0934    8.4797    4.7667    0.8539    3.6947    0.1947    0.2234    5.7210    1.4760
+#> 107:    93.6389   -5.9750   -2.0309   -4.2630   -0.9660    0.1110    8.0557    4.5283    0.8470    3.5100    0.2044    0.2299    5.6280    1.5525
+#> 108:    93.8641   -5.8551   -2.0360   -4.2311   -0.9629    0.0900    7.6529    4.3019    0.8567    3.3345    0.2014    0.2302    5.7841    1.5978
+#> 109:    93.6274   -6.0268   -2.0445   -4.3047   -0.9488    0.0979    7.2703    4.7807    0.8565    3.7665    0.1929    0.2271    5.7941    1.5580
+#> 110:    93.6320   -5.8321   -2.0413   -4.2855   -0.9477    0.1143    6.9068    4.5417    0.8412    3.6165    0.1901    0.2199    5.8169    1.5477
+#> 111:    93.6245   -5.8256   -2.0157   -4.2797   -0.9612    0.0940    6.5774    4.3146    0.8460    3.5782    0.1837    0.2182    5.6157    1.6424
+#> 112:    93.8512   -5.9045   -2.0116   -4.2409   -0.9708    0.0883    6.2486    4.0989    0.8658    3.5059    0.1761    0.2073    5.8852    1.6073
+#> 113:    93.7080   -5.9935   -2.0306   -4.1884   -0.9690    0.0740    5.9361    4.0088    0.9072    3.3400    0.1957    0.2169    6.3792    1.4770
+#> 114:    93.8574   -5.9185   -2.0233   -4.2030   -0.9588    0.1137    5.6393    3.8084    0.9322    3.2878    0.1939    0.2098    5.8891    1.5325
+#> 115:    93.7414   -5.8789   -2.0183   -4.2256   -0.9701    0.1105    5.6148    3.6180    0.9222    3.5507    0.1921    0.1993    5.6441    1.5458
+#> 116:    93.4104   -5.9704   -2.0428   -4.2091   -0.9807    0.1099    5.3341    4.1157    0.9363    3.4004    0.1968    0.2134    5.7764    1.4617
+#> 117:    93.5239   -5.9057   -2.0518   -4.2494   -0.9812    0.1127    6.8839    3.9099    0.9151    3.6604    0.1921    0.2095    5.4753    1.4249
+#> 118:    93.7599   -5.9418   -2.0482   -4.2272   -0.9822    0.1094    6.8133    3.7144    0.9198    3.5160    0.1971    0.2039    5.6467    1.4116
+#> 119:    93.6617   -6.0020   -2.0483   -4.2146   -0.9816    0.1003    6.4727    3.8251    0.9103    3.4716    0.1950    0.2109    5.8513    1.4268
+#> 120:    93.5436   -5.9804   -2.0458   -4.1906   -0.9819    0.1065    6.1490    3.6756    0.9088    3.2980    0.1989    0.2123    5.8268    1.4689
+#> 121:    93.4880   -5.9047   -2.0452   -4.1957   -0.9640    0.1349    5.8416    3.4918    0.8824    3.2437    0.1889    0.2017    5.7152    1.4382
+#> 122:    93.7406   -5.9844   -2.0596   -4.2328   -0.9558    0.1563    5.5495    3.7606    0.8489    3.3043    0.1795    0.2015    5.5095    1.5112
+#> 123:    93.6728   -6.0394   -2.0372   -4.2812   -0.9592    0.1507    5.2720    4.2004    0.8341    3.5274    0.1817    0.2008    5.6936    1.6011
+#> 124:    93.9591   -6.0483   -2.0280   -4.2613   -0.9594    0.1463    5.3846    4.1913    0.8351    3.4341    0.1870    0.2193    5.5694    1.5684
+#> 125:    94.0201   -5.9102   -2.0507   -4.2686   -0.9697    0.1455    5.1154    3.9818    0.8512    3.3475    0.1859    0.2165    5.6224    1.5643
+#> 126:    93.8825   -5.8970   -2.0543   -4.2569   -0.9663    0.1493    4.9144    3.7827    0.8907    3.3030    0.1876    0.2180    5.7351    1.4722
+#> 127:    93.9893   -5.8955   -2.0624   -4.2430   -0.9802    0.1476    7.2413    3.5935    0.8915    3.2740    0.1851    0.2110    5.7614    1.4305
+#> 128:    94.1849   -5.9123   -2.0624   -4.2385   -0.9786    0.1523    7.9575    3.4139    0.9094    3.2656    0.1807    0.2198    5.7366    1.4264
+#> 129:    94.0812   -6.0044   -2.0696   -4.3056   -0.9770    0.1693    8.7809    3.7526    0.9111    3.6172    0.1859    0.2255    5.8064    1.4718
+#> 130:    93.6046   -6.1387   -2.0718   -4.3056   -0.9821    0.1477    8.3419    4.3029    0.9177    3.6172    0.1867    0.2143    5.8893    1.4447
+#> 131:    93.5216   -6.1347   -2.0740   -4.3114   -0.9766    0.1288    8.2937    4.3407    0.9250    3.5298    0.1881    0.2293    5.8054    1.4219
+#> 132:    93.6142   -6.2789   -2.0786   -4.3297   -0.9716    0.1288    8.3731    5.1225    0.9236    3.6683    0.1929    0.2295    5.8064    1.4194
+#> 133:    93.4410   -5.9177   -2.0916   -4.3557   -0.9798    0.1066    7.9544    4.8663    0.9537    3.7076    0.1937    0.2279    5.9844    1.4297
+#> 134:    93.4716   -5.9152   -2.0838   -4.3611   -0.9818    0.1332    7.5567    4.6230    0.9161    3.7833    0.2017    0.2308    6.0611    1.5717
+#> 135:    93.3787   -6.0381   -2.0728   -4.2627   -0.9719    0.1051    7.2396    4.3919    0.8970    3.5941    0.1916    0.2193    5.8837    1.6057
+#> 136:    93.4339   -5.9876   -2.0801   -4.3002   -0.9690    0.1214    6.8776    4.1723    0.8888    3.4144    0.2002    0.2227    6.0141    1.5231
+#> 137:    93.7639   -6.0411   -2.0803   -4.2799   -0.9646    0.1484    6.5337    3.9765    0.8969    3.2437    0.1995    0.2115    5.9404    1.6402
+#> 138:    93.6414   -6.0122   -2.0714   -4.2666   -0.9755    0.1506    7.4057    3.7962    0.9242    3.1524    0.1934    0.2010    6.0666    1.5001
+#> 139:    93.7743   -5.7966   -2.0613   -4.2289   -0.9722    0.1383    7.9358    3.6064    0.9015    2.9948    0.1946    0.2029    5.9655    1.5250
+#> 140:    93.1082   -5.7994   -2.0388   -4.2289   -0.9659    0.1382    8.0282    3.4261    0.9053    2.9079    0.1909    0.2138    5.9183    1.5191
+#> 141:    93.2122   -6.0181   -2.0396   -4.2398   -0.9587    0.1016    8.9769    3.9426    0.9028    2.9136    0.1941    0.2195    6.1560    1.4902
+#> 142:    93.4684   -6.1438   -2.0273   -4.2541   -0.9508    0.0848    8.5281    4.8727    0.9056    2.9875    0.1901    0.2233    6.2546    1.4695
+#> 143:    93.0059   -6.0964   -2.0145   -4.2760   -0.9563    0.0826    8.1017    4.6291    0.9312    3.1063    0.1850    0.2138    6.5768    1.4391
+#> 144:    93.0612   -6.1127   -1.9951   -4.2589   -0.9539    0.0904    7.6966    4.6160    0.9623    3.1681    0.1824    0.2032    6.1506    1.4497
+#> 145:    93.5170   -6.1066   -1.9951   -4.3574   -0.9478    0.1040    7.3118    4.6263    0.9639    3.6914    0.1986    0.2292    5.9389    1.4867
+#> 146:    93.4915   -6.3235   -2.0006   -4.3866   -0.9579    0.1202    6.9462    6.0529    0.9514    3.9899    0.1887    0.2335    5.9265    1.4978
+#> 147:    93.8963   -6.1119   -2.0055   -4.3446   -0.9682    0.1242    7.1711    5.7503    0.9315    3.7904    0.1923    0.2332    5.9346    1.5021
+#> 148:    93.6758   -5.9705   -2.0137   -4.2906   -0.9614    0.1125    6.8125    5.4628    0.9506    3.6009    0.1913    0.2371    6.2579    1.4384
+#> 149:    93.6499   -6.0049   -2.0246   -4.2730   -0.9776    0.0996    6.4719    5.1896    0.9736    3.4209    0.1817    0.2252    6.3224    1.3878
+#> 150:    94.0242   -5.9760   -2.0176   -4.2182   -0.9773    0.1032    6.1483    4.9301    0.9944    3.2498    0.1807    0.2290    6.5662    1.3618
+#> 151:    93.9234   -5.8772   -2.0132   -4.2362   -0.9651    0.1058    7.2453    4.6836    0.9824    3.4860    0.1806    0.2175    6.2575    1.4370
+#> 152:    94.2513   -5.9391   -2.0814   -4.2278   -0.9753    0.1221    4.9753    3.4013    0.9808    3.3265    0.1836    0.1897    6.6966    1.3457
+#> 153:    93.9434   -6.1294   -2.0570   -4.2447   -0.9761    0.1527    5.0454    4.3115    0.9494    3.3663    0.1684    0.1680    5.9106    1.4777
+#> 154:    93.8141   -6.2749   -2.0366   -4.2383   -0.9835    0.1440    5.5466    5.3351    0.9320    3.3337    0.1731    0.1913    5.8842    1.4325
+#> 155:    94.1987   -6.1029   -2.0252   -4.2520   -0.9780    0.1132    7.1508    4.2713    0.9457    3.3428    0.1727    0.1691    6.1632    1.4658
+#> 156:    94.0626   -6.2640   -2.0263   -4.2461   -0.9854    0.1346    5.6296    5.1645    0.9423    3.3987    0.1697    0.1778    5.9631    1.4483
+#> 157:    93.9319   -6.1392   -2.0388   -4.2294   -0.9921    0.1265    5.6768    4.7366    0.9210    3.3673    0.1733    0.1789    5.9114    1.4976
+#> 158:    93.9123   -6.1970   -2.0165   -4.2241   -0.9924    0.1540    7.2552    4.7537    0.9369    3.2727    0.1805    0.1923    5.9324    1.5351
+#> 159:    93.9704   -6.4018   -2.0455   -4.2127   -0.9919    0.1413    7.7561    6.0732    0.9802    3.3376    0.1806    0.2260    6.4511    1.4227
+#> 160:    94.1967   -6.2985   -2.0412   -4.2264   -0.9795    0.1206    8.3836    6.1319    0.9689    3.4685    0.1792    0.2150    6.5116    1.4706
+#> 161:    94.3500   -6.1427   -2.0189   -4.2242   -1.0022    0.0837    8.0282    4.5505    0.9524    3.3269    0.1859    0.1816    6.0642    1.4746
+#> 162:    94.2711   -5.9578   -2.0215   -4.2078   -1.0110    0.0946    7.8634    3.3072    0.9559    3.2374    0.1876    0.1791    6.0798    1.4903
+#> 163:    93.9824   -5.8794   -2.0409   -4.2367   -0.9970    0.1150    9.3872    3.0498    0.9830    3.3179    0.1880    0.1828    5.8091    1.4852
+#> 164:    94.2013   -5.8651   -2.0122   -4.2257   -0.9906    0.1267    7.1953    3.0510    0.9697    3.2713    0.1871    0.1832    5.8741    1.5313
+#> 165:    94.1804   -5.7868   -2.0200   -4.2053   -0.9812    0.1219    6.7375    2.4769    0.9688    3.2706    0.1910    0.1859    5.7890    1.5188
+#> 166:    93.9790   -5.8156   -2.0311   -4.2438   -0.9784    0.1247    5.7617    2.6907    0.9533    3.5342    0.1953    0.1872    5.8816    1.5243
+#> 167:    93.2524   -5.8603   -2.0497   -4.2594   -0.9787    0.1265    4.7086    2.9121    0.9117    3.4696    0.1943    0.1832    5.9672    1.4567
+#> 168:    93.2924   -6.0371   -2.0528   -4.2607   -0.9727    0.1201    5.5273    4.0286    0.9177    3.4501    0.1918    0.1908    5.7790    1.4701
+#> 169:    93.4838   -6.1497   -2.0389   -4.2716   -0.9639    0.1127    5.4524    4.2700    0.9544    3.4329    0.1940    0.1871    5.7795    1.4575
+#> 170:    93.3951   -6.2298   -2.0438   -4.4133   -0.9939    0.1088    6.1460    4.6552    0.9645    4.5240    0.1978    0.2091    5.7549    1.5233
+#> 171:    93.4113   -6.1187   -2.0536   -4.4019   -0.9771    0.0899    6.8123    4.0073    0.9531    4.4290    0.1878    0.1970    5.9067    1.4857
+#> 172:    93.1140   -5.9515   -2.0530   -4.3250   -0.9723    0.1094    5.1247    3.4502    0.9572    3.8504    0.1954    0.1944    5.8583    1.4867
+#> 173:    92.9782   -6.0415   -2.0633   -4.2887   -0.9608    0.1081    4.1020    3.8967    0.9478    3.7222    0.1890    0.1812    5.9473    1.4583
+#> 174:    92.9661   -5.9295   -2.0457   -4.2907   -0.9626    0.0991    5.7954    3.3581    0.9785    3.7311    0.1867    0.2026    5.8087    1.4797
+#> 175:    93.2577   -5.8895   -2.0281   -4.2845   -0.9560    0.0829    7.3434    3.1501    0.9975    3.6334    0.1920    0.2151    5.4717    1.4832
+#> 176:    93.1210   -5.9567   -2.0370   -4.2848   -0.9488    0.0787    6.8946    3.4999    0.9983    3.6159    0.1922    0.2233    5.8426    1.4096
+#> 177:    92.5456   -6.1797   -2.0319   -4.2684   -0.9401    0.0873    6.9744    5.2939    0.9928    3.4880    0.1989    0.2213    5.9613    1.4367
+#> 178:    92.6854   -6.1483   -2.0278   -4.2705   -0.9504    0.0630    5.0582    5.0622    0.9953    3.4915    0.1930    0.2238    5.9775    1.4263
+#> 179:    93.1323   -6.1739   -2.0353   -4.2590   -0.9455    0.0584    4.9914    4.7898    0.9817    3.4163    0.1899    0.2124    5.9579    1.4242
+#> 180:    93.0611   -6.2228   -2.0441   -4.2977   -0.9387    0.0320    4.0323    5.5685    0.9890    3.7202    0.1940    0.2335    6.2224    1.4194
+#> 181:    92.7741   -6.1462   -2.0477   -4.3335   -0.9454    0.1011    3.7007    5.1590    0.9807    3.8469    0.1939    0.2463    5.9703    1.4343
+#> 182:    93.0775   -6.0640   -2.0496   -4.3171   -0.9444    0.0897    5.0266    4.5597    0.9792    3.7741    0.1931    0.2186    5.6727    1.4858
+#> 183:    93.2566   -6.1757   -2.0368   -4.2888   -0.9560    0.0809    5.8284    5.2504    0.9636    3.7078    0.1939    0.2262    5.5170    1.4560
+#> 184:    93.0357   -6.1158   -2.0217   -4.3111   -0.9453    0.0901    6.7209    5.4048    0.9503    3.8949    0.1967    0.2209    5.3578    1.4704
+#> 185:    93.0173   -6.1998   -2.0371   -4.3713   -0.9451    0.0752    6.1040    5.8272    0.9333    4.4038    0.1951    0.2238    5.5896    1.4202
+#> 186:    93.2835   -6.1217   -2.0383   -4.3308   -0.9574    0.1110    6.0519    4.7669    0.9400    4.0265    0.1972    0.2274    5.4560    1.4602
+#> 187:    93.5312   -6.3356   -2.0253   -4.3418   -0.9583    0.1166    6.7561    5.8784    0.9346    4.0264    0.2038    0.2281    5.5024    1.4994
+#> 188:    93.6460   -5.8426   -2.0237   -4.4519   -0.9594    0.1283    6.3492    3.4189    0.9091    4.9358    0.2086    0.2348    5.4301    1.5893
+#> 189:    93.8538   -6.0183   -2.0178   -4.3911   -0.9797    0.1262    8.7939    3.7358    0.9008    4.4894    0.2125    0.2199    5.6613    1.5073
+#> 190:    93.1543   -6.1364   -2.0451   -4.4389   -0.9708    0.1584    9.9803    4.2747    0.8922    4.8507    0.2084    0.2607    5.9136    1.4572
+#> 191:    93.4334   -6.1466   -2.0389   -4.4661   -0.9678    0.1565    7.8390    4.4393    0.9022    4.7857    0.2105    0.2634    5.7161    1.5325
+#> 192:    93.3623   -6.0940   -2.0240   -4.4569   -0.9673    0.1420    8.0856    4.3185    0.8895    4.4721    0.2113    0.2350    5.5282    1.5221
+#> 193:    93.1990   -5.9864   -2.0301   -4.4538   -0.9563    0.1515    8.4425    3.7598    0.8814    4.4376    0.2013    0.2257    5.4205    1.4820
+#> 194:    93.3165   -6.0045   -2.0353   -4.4314   -0.9525    0.1486    8.2370    3.6742    0.8947    4.4594    0.1960    0.2248    5.4579    1.4767
+#> 195:    93.1288   -6.1006   -2.0551   -4.5184   -0.9503    0.1583    9.6259    4.2294    0.9040    5.1981    0.1950    0.1962    5.5602    1.4254
+#> 196:    93.1943   -5.9871   -2.0607   -4.4728   -0.9446    0.1482    9.3401    3.5579    0.8925    4.7901    0.1892    0.1879    5.7296    1.4172
+#> 197:    93.5803   -5.9131   -2.0522   -4.3675   -0.9476    0.1571    7.2599    3.4241    0.8857    3.8551    0.1886    0.1793    5.4832    1.6006
+#> 198:    93.5703   -5.9980   -2.0550   -4.3578   -0.9519    0.1491    7.0416    3.8805    0.8563    3.7930    0.1882    0.1896    5.4355    1.5402
+#> 199:    93.2909   -5.8288   -2.0532   -4.3605   -0.9518    0.1692    8.3926    3.0173    0.8566    3.8610    0.1902    0.2033    5.5735    1.5647
+#> 200:    93.4049   -5.7474   -2.0447   -4.3548   -0.9517    0.1812    7.4977    2.8256    0.8520    3.8236    0.1897    0.2060    5.5092    1.5699
+#> 201:    93.3386   -5.8209   -2.0398   -4.4174   -0.9597    0.1738    6.3555    3.0871    0.8431    4.3211    0.1853    0.2062    5.5460    1.5925
+#> 202:    93.3397   -5.8313   -2.0387   -4.4364   -0.9580    0.1669    6.0946    3.1018    0.8460    4.5093    0.1821    0.2068    5.6622    1.5740
+#> 203:    93.3071   -5.8276   -2.0384   -4.4758   -0.9571    0.1639    5.7815    3.0575    0.8608    4.9441    0.1826    0.2052    5.6855    1.5570
+#> 204:    93.3138   -5.8477   -2.0368   -4.4714   -0.9541    0.1658    5.7526    3.1322    0.8704    4.9129    0.1816    0.2057    5.6642    1.5606
+#> 205:    93.3066   -5.8537   -2.0395   -4.4842   -0.9521    0.1642    5.6045    3.1633    0.8748    5.0053    0.1805    0.2036    5.6633    1.5550
+#> 206:    93.3042   -5.8790   -2.0453   -4.4977   -0.9501    0.1633    5.7219    3.3320    0.8807    5.1121    0.1793    0.1999    5.6888    1.5413
+#> 207:    93.3281   -5.9005   -2.0504   -4.5109   -0.9480    0.1629    5.8004    3.4696    0.8865    5.2248    0.1789    0.1961    5.7206    1.5357
+#> 208:    93.3437   -5.8972   -2.0569   -4.5200   -0.9452    0.1641    5.7523    3.4604    0.8875    5.2848    0.1787    0.1933    5.7450    1.5288
+#> 209:    93.3265   -5.8864   -2.0628   -4.5092   -0.9440    0.1639    5.5355    3.4138    0.8882    5.1586    0.1791    0.1916    5.7744    1.5283
+#> 210:    93.3087   -5.8812   -2.0671   -4.5004   -0.9426    0.1677    5.3488    3.3975    0.8895    5.0589    0.1798    0.1924    5.7781    1.5307
+#> 211:    93.2807   -5.8760   -2.0703   -4.5009   -0.9413    0.1709    5.2654    3.3770    0.8894    5.0377    0.1805    0.1927    5.7808    1.5282
+#> 212:    93.2815   -5.8637   -2.0711   -4.4955   -0.9409    0.1708    5.3028    3.3250    0.8914    4.9702    0.1819    0.1941    5.7827    1.5274
+#> 213:    93.2828   -5.8481   -2.0709   -4.4895   -0.9396    0.1702    5.3840    3.2614    0.8913    4.9108    0.1826    0.1953    5.7744    1.5301
+#> 214:    93.2645   -5.8422   -2.0704   -4.4882   -0.9384    0.1710    5.3939    3.2358    0.8931    4.8944    0.1828    0.1955    5.7797    1.5351
+#> 215:    93.2591   -5.8519   -2.0709   -4.4858   -0.9380    0.1713    5.5142    3.2959    0.8953    4.8587    0.1822    0.1960    5.7853    1.5369
+#> 216:    93.2595   -5.8523   -2.0715   -4.4827   -0.9376    0.1723    5.5563    3.3077    0.8964    4.8306    0.1817    0.1973    5.7975    1.5396
+#> 217:    93.2503   -5.8512   -2.0732   -4.4737   -0.9373    0.1734    5.5036    3.3182    0.8959    4.7582    0.1817    0.1992    5.7940    1.5365
+#> 218:    93.2345   -5.8463   -2.0749   -4.4639   -0.9372    0.1747    5.5046    3.2959    0.8959    4.6771    0.1817    0.2008    5.7889    1.5340
+#> 219:    93.2264   -5.8439   -2.0757   -4.4549   -0.9364    0.1759    5.4970    3.2802    0.8966    4.6015    0.1819    0.2027    5.7804    1.5321
+#> 220:    93.2259   -5.8464   -2.0758   -4.4493   -0.9363    0.1771    5.4793    3.2944    0.8950    4.5498    0.1823    0.2049    5.7745    1.5344
+#> 221:    93.2243   -5.8505   -2.0768   -4.4443   -0.9367    0.1785    5.5360    3.3132    0.8924    4.5028    0.1829    0.2068    5.7556    1.5329
+#> 222:    93.2385   -5.8603   -2.0776   -4.4371   -0.9376    0.1800    5.5401    3.3878    0.8903    4.4416    0.1834    0.2096    5.7522    1.5317
+#> 223:    93.2339   -5.8634   -2.0780   -4.4309   -0.9377    0.1803    5.5522    3.4132    0.8882    4.3844    0.1838    0.2118    5.7457    1.5323
+#> 224:    93.2379   -5.8686   -2.0778   -4.4262   -0.9374    0.1803    5.5469    3.4421    0.8848    4.3375    0.1842    0.2137    5.7429    1.5323
+#> 225:    93.2329   -5.8654   -2.0784   -4.4222   -0.9373    0.1811    5.5553    3.4255    0.8843    4.2952    0.1848    0.2160    5.7452    1.5295
+#> 226:    93.2330   -5.8621   -2.0789   -4.4182   -0.9366    0.1816    5.5838    3.4123    0.8838    4.2565    0.1858    0.2176    5.7453    1.5284
+#> 227:    93.2309   -5.8549   -2.0794   -4.4153   -0.9365    0.1823    5.6720    3.3787    0.8827    4.2227    0.1866    0.2181    5.7339    1.5287
+#> 228:    93.2248   -5.8556   -2.0794   -4.4116   -0.9372    0.1832    5.7344    3.3780    0.8830    4.1863    0.1873    0.2200    5.7232    1.5308
+#> 229:    93.2215   -5.8615   -2.0798   -4.4081   -0.9373    0.1844    5.8478    3.4087    0.8821    4.1558    0.1878    0.2217    5.7174    1.5283
+#> 230:    93.2122   -5.8646   -2.0807   -4.4053   -0.9372    0.1858    5.8987    3.4233    0.8800    4.1288    0.1881    0.2233    5.7073    1.5272
+#> 231:    93.2080   -5.8665   -2.0816   -4.4025   -0.9372    0.1872    5.9544    3.4381    0.8782    4.1008    0.1883    0.2250    5.7006    1.5283
+#> 232:    93.1921   -5.8677   -2.0829   -4.3997   -0.9370    0.1887    5.9768    3.4440    0.8770    4.0748    0.1883    0.2268    5.7012    1.5261
+#> 233:    93.1794   -5.8674   -2.0840   -4.3972   -0.9363    0.1892    6.0074    3.4397    0.8757    4.0495    0.1884    0.2281    5.6997    1.5235
+#> 234:    93.1623   -5.8677   -2.0853   -4.3959   -0.9358    0.1898    5.9759    3.4442    0.8750    4.0330    0.1887    0.2295    5.7000    1.5223
+#> 235:    93.1499   -5.8709   -2.0862   -4.3918   -0.9356    0.1900    5.9951    3.4709    0.8747    4.0020    0.1891    0.2309    5.7002    1.5219
+#> 236:    93.1408   -5.8764   -2.0875   -4.3879   -0.9349    0.1898    6.0359    3.5027    0.8752    3.9720    0.1895    0.2321    5.7098    1.5196
+#> 237:    93.1307   -5.8766   -2.0887   -4.3843   -0.9344    0.1896    6.0589    3.5108    0.8755    3.9437    0.1900    0.2330    5.7176    1.5174
+#> 238:    93.1233   -5.8767   -2.0889   -4.3806   -0.9341    0.1891    6.0959    3.5158    0.8745    3.9173    0.1907    0.2339    5.7198    1.5169
+#> 239:    93.1245   -5.8810   -2.0889   -4.3775   -0.9337    0.1885    6.1196    3.5614    0.8746    3.8935    0.1915    0.2349    5.7177    1.5172
+#> 240:    93.1180   -5.8836   -2.0893   -4.3745   -0.9332    0.1883    6.1647    3.6004    0.8741    3.8709    0.1921    0.2360    5.7150    1.5192
+#> 241:    93.1096   -5.8838   -2.0898   -4.3714   -0.9327    0.1883    6.2283    3.6196    0.8743    3.8487    0.1927    0.2366    5.7177    1.5202
+#> 242:    93.1058   -5.8804   -2.0912   -4.3684   -0.9320    0.1888    6.2553    3.6018    0.8723    3.8274    0.1933    0.2378    5.7265    1.5198
+#> 243:    93.0953   -5.8762   -2.0924   -4.3668   -0.9315    0.1892    6.2692    3.5785    0.8705    3.8130    0.1940    0.2391    5.7353    1.5205
+#> 244:    93.0840   -5.8758   -2.0928   -4.3658   -0.9310    0.1889    6.2702    3.5746    0.8695    3.8007    0.1947    0.2401    5.7382    1.5205
+#> 245:    93.0720   -5.8795   -2.0933   -4.3647   -0.9306    0.1895    6.3022    3.5971    0.8685    3.7886    0.1953    0.2407    5.7367    1.5192
+#> 246:    93.0626   -5.8798   -2.0933   -4.3637   -0.9301    0.1898    6.2987    3.5992    0.8680    3.7781    0.1957    0.2410    5.7331    1.5184
+#> 247:    93.0526   -5.8805   -2.0934   -4.3610   -0.9298    0.1903    6.3067    3.6060    0.8682    3.7618    0.1963    0.2414    5.7329    1.5189
+#> 248:    93.0481   -5.8780   -2.0933   -4.3583   -0.9296    0.1911    6.3135    3.6007    0.8683    3.7460    0.1967    0.2420    5.7344    1.5191
+#> 249:    93.0483   -5.8762   -2.0933   -4.3558   -0.9294    0.1913    6.3095    3.5961    0.8685    3.7298    0.1970    0.2422    5.7414    1.5179
+#> 250:    93.0520   -5.8768   -2.0931   -4.3538   -0.9292    0.1912    6.2900    3.6003    0.8692    3.7176    0.1973    0.2424    5.7547    1.5148
+#> 251:    93.0430   -5.8769   -2.0930   -4.3516   -0.9291    0.1905    6.2815    3.6041    0.8704    3.7045    0.1975    0.2427    5.7653    1.5123
+#> 252:    93.0300   -5.8743   -2.0928   -4.3490   -0.9291    0.1901    6.2896    3.5885    0.8716    3.6919    0.1978    0.2428    5.7797    1.5106
+#> 253:    93.0217   -5.8740   -2.0926   -4.3468   -0.9289    0.1898    6.3238    3.5875    0.8731    3.6817    0.1981    0.2429    5.7885    1.5102
+#> 254:    93.0147   -5.8729   -2.0924   -4.3439   -0.9289    0.1892    6.3418    3.5857    0.8732    3.6683    0.1980    0.2426    5.7912    1.5102
+#> 255:    93.0144   -5.8743   -2.0922   -4.3407   -0.9290    0.1885    6.3755    3.5933    0.8735    3.6580    0.1979    0.2420    5.7932    1.5086
+#> 256:    93.0136   -5.8778   -2.0919   -4.3376   -0.9290    0.1876    6.3932    3.6240    0.8741    3.6481    0.1980    0.2418    5.7969    1.5066
+#> 257:    93.0116   -5.8792   -2.0917   -4.3345   -0.9291    0.1862    6.4096    3.6459    0.8744    3.6385    0.1980    0.2414    5.7990    1.5065
+#> 258:    93.0084   -5.8812   -2.0913   -4.3319   -0.9290    0.1842    6.4231    3.6686    0.8753    3.6281    0.1980    0.2414    5.8024    1.5050
+#> 259:    93.0090   -5.8866   -2.0909   -4.3293   -0.9287    0.1825    6.4361    3.7063    0.8762    3.6181    0.1981    0.2413    5.8106    1.5030
+#> 260:    93.0067   -5.8911   -2.0902   -4.3265   -0.9283    0.1811    6.4128    3.7384    0.8765    3.6076    0.1981    0.2412    5.8102    1.5026
+#> 261:    93.0060   -5.8933   -2.0894   -4.3237   -0.9284    0.1799    6.4253    3.7604    0.8765    3.5968    0.1981    0.2410    5.8080    1.5026
+#> 262:    93.0051   -5.8934   -2.0884   -4.3208   -0.9285    0.1789    6.4008    3.7597    0.8762    3.5855    0.1981    0.2412    5.8046    1.5020
+#> 263:    93.0019   -5.8945   -2.0875   -4.3182   -0.9287    0.1781    6.3788    3.7644    0.8758    3.5756    0.1982    0.2411    5.8048    1.5023
+#> 264:    93.0021   -5.8959   -2.0870   -4.3158   -0.9293    0.1773    6.3614    3.7682    0.8749    3.5667    0.1983    0.2410    5.8017    1.5021
+#> 265:    93.0053   -5.8989   -2.0866   -4.3130   -0.9296    0.1766    6.3506    3.7814    0.8739    3.5567    0.1982    0.2409    5.7995    1.5018
+#> 266:    93.0061   -5.8992   -2.0864   -4.3104   -0.9300    0.1757    6.3307    3.7730    0.8733    3.5471    0.1982    0.2408    5.7994    1.5012
+#> 267:    93.0098   -5.9009   -2.0861   -4.3077   -0.9302    0.1749    6.3326    3.7738    0.8730    3.5388    0.1983    0.2407    5.7964    1.5004
+#> 268:    93.0144   -5.9000   -2.0853   -4.3054   -0.9304    0.1740    6.3487    3.7623    0.8729    3.5290    0.1985    0.2405    5.7897    1.5014
+#> 269:    93.0146   -5.8984   -2.0847   -4.3032   -0.9306    0.1731    6.3716    3.7485    0.8735    3.5197    0.1985    0.2402    5.7867    1.5016
+#> 270:    93.0159   -5.8950   -2.0842   -4.3013   -0.9307    0.1722    6.3630    3.7266    0.8743    3.5098    0.1986    0.2400    5.7837    1.5016
+#> 271:    93.0161   -5.8925   -2.0837   -4.2995   -0.9309    0.1715    6.3539    3.7068    0.8744    3.5001    0.1986    0.2400    5.7843    1.5020
+#> 272:    93.0195   -5.8919   -2.0837   -4.2977   -0.9314    0.1710    6.3430    3.6964    0.8744    3.4922    0.1985    0.2400    5.7859    1.5031
+#> 273:    93.0184   -5.8923   -2.0837   -4.2961   -0.9318    0.1705    6.3531    3.6914    0.8743    3.4854    0.1984    0.2402    5.7880    1.5030
+#> 274:    93.0178   -5.8927   -2.0834   -4.2951   -0.9320    0.1701    6.3818    3.6865    0.8749    3.4824    0.1984    0.2403    5.7928    1.5020
+#> 275:    93.0204   -5.8937   -2.0833   -4.2942   -0.9324    0.1700    6.3961    3.6842    0.8754    3.4790    0.1984    0.2402    5.7949    1.5011
+#> 276:    93.0228   -5.8958   -2.0833   -4.2932   -0.9327    0.1699    6.3965    3.6870    0.8760    3.4752    0.1984    0.2402    5.7934    1.5002
+#> 277:    93.0251   -5.9000   -2.0833   -4.2921   -0.9329    0.1695    6.4076    3.7032    0.8766    3.4712    0.1985    0.2400    5.7979    1.4989
+#> 278:    93.0297   -5.9021   -2.0833   -4.2912   -0.9331    0.1690    6.4279    3.7073    0.8771    3.4671    0.1986    0.2399    5.7978    1.4981
+#> 279:    93.0273   -5.9021   -2.0832   -4.2902   -0.9332    0.1684    6.4349    3.7003    0.8779    3.4622    0.1988    0.2400    5.7993    1.4972
+#> 280:    93.0236   -5.9030   -2.0831   -4.2892   -0.9334    0.1674    6.4776    3.6986    0.8787    3.4576    0.1990    0.2401    5.8026    1.4963
+#> 281:    93.0172   -5.9037   -2.0829   -4.2881   -0.9337    0.1665    6.4942    3.6984    0.8797    3.4536    0.1992    0.2402    5.8056    1.4955
+#> 282:    93.0147   -5.9055   -2.0827   -4.2872   -0.9339    0.1656    6.4861    3.7031    0.8810    3.4492    0.1992    0.2403    5.8107    1.4954
+#> 283:    93.0138   -5.9053   -2.0824   -4.2865   -0.9341    0.1646    6.4962    3.6967    0.8822    3.4451    0.1993    0.2406    5.8142    1.4959
+#> 284:    93.0132   -5.9067   -2.0821   -4.2864   -0.9343    0.1636    6.5021    3.7013    0.8838    3.4437    0.1993    0.2406    5.8146    1.4955
+#> 285:    93.0138   -5.9081   -2.0819   -4.2859   -0.9343    0.1628    6.5037    3.7043    0.8851    3.4406    0.1994    0.2406    5.8146    1.4945
+#> 286:    93.0119   -5.9086   -2.0815   -4.2858   -0.9342    0.1620    6.5068    3.7037    0.8864    3.4395    0.1994    0.2404    5.8133    1.4936
+#> 287:    93.0122   -5.9089   -2.0813   -4.2860   -0.9342    0.1614    6.5202    3.7044    0.8872    3.4399    0.1997    0.2401    5.8096    1.4929
+#> 288:    93.0104   -5.9083   -2.0812   -4.2858   -0.9342    0.1609    6.5237    3.6997    0.8876    3.4376    0.1999    0.2398    5.8041    1.4924
+#> 289:    93.0076   -5.9066   -2.0812   -4.2854   -0.9342    0.1604    6.5121    3.6893    0.8881    3.4342    0.1999    0.2394    5.8021    1.4922
+#> 290:    93.0064   -5.9052   -2.0813   -4.2851   -0.9343    0.1602    6.5106    3.6772    0.8886    3.4309    0.2000    0.2389    5.7988    1.4915
+#> 291:    93.0071   -5.9031   -2.0813   -4.2849   -0.9345    0.1601    6.5031    3.6628    0.8891    3.4284    0.2000    0.2384    5.7959    1.4908
+#> 292:    93.0114   -5.9023   -2.0809   -4.2841   -0.9346    0.1594    6.4930    3.6538    0.8894    3.4237    0.2001    0.2383    5.7923    1.4902
+#> 293:    93.0148   -5.9032   -2.0807   -4.2834   -0.9348    0.1589    6.4836    3.6542    0.8898    3.4206    0.2002    0.2380    5.7893    1.4893
+#> 294:    93.0161   -5.9026   -2.0806   -4.2826   -0.9349    0.1582    6.4719    3.6469    0.8901    3.4176    0.2005    0.2375    5.7898    1.4886
+#> 295:    93.0212   -5.9008   -2.0806   -4.2817   -0.9350    0.1576    6.4649    3.6372    0.8904    3.4145    0.2007    0.2370    5.7885    1.4890
+#> 296:    93.0270   -5.8989   -2.0805   -4.2809   -0.9351    0.1569    6.4835    3.6279    0.8911    3.4124    0.2010    0.2366    5.7886    1.4884
+#> 297:    93.0291   -5.8969   -2.0803   -4.2800   -0.9352    0.1560    6.5014    3.6177    0.8915    3.4094    0.2012    0.2364    5.7873    1.4880
+#> 298:    93.0332   -5.8963   -2.0801   -4.2790   -0.9352    0.1551    6.5168    3.6111    0.8919    3.4065    0.2014    0.2361    5.7855    1.4875
+#> 299:    93.0339   -5.8961   -2.0799   -4.2782   -0.9352    0.1542    6.5288    3.6081    0.8927    3.4038    0.2015    0.2358    5.7844    1.4869
+#> 300:    93.0335   -5.8971   -2.0797   -4.2772   -0.9351    0.1533    6.5409    3.6097    0.8937    3.4009    0.2017    0.2356    5.7844    1.4859
+#> 301:    93.0320   -5.8979   -2.0796   -4.2762   -0.9350    0.1522    6.5553    3.6126    0.8945    3.3977    0.2020    0.2354    5.7898    1.4847
+#> 302:    93.0321   -5.8997   -2.0795   -4.2751   -0.9351    0.1513    6.5737    3.6195    0.8956    3.3943    0.2023    0.2351    5.7917    1.4835
+#> 303:    93.0328   -5.8984   -2.0792   -4.2739   -0.9351    0.1504    6.5888    3.6111    0.8964    3.3912    0.2025    0.2350    5.7915    1.4825
+#> 304:    93.0357   -5.8969   -2.0790   -4.2728   -0.9350    0.1494    6.5907    3.6018    0.8975    3.3882    0.2026    0.2348    5.7929    1.4813
+#> 305:    93.0351   -5.8953   -2.0786   -4.2718   -0.9349    0.1484    6.5764    3.5916    0.8986    3.3858    0.2027    0.2345    5.7937    1.4816
+#> 306:    93.0352   -5.8950   -2.0784   -4.2707   -0.9350    0.1475    6.5727    3.5890    0.8999    3.3835    0.2028    0.2341    5.7981    1.4810
+#> 307:    93.0354   -5.8947   -2.0784   -4.2699   -0.9351    0.1466    6.5759    3.5853    0.9010    3.3820    0.2030    0.2339    5.8028    1.4799
+#> 308:    93.0336   -5.8938   -2.0783   -4.2690   -0.9351    0.1459    6.5855    3.5776    0.9022    3.3809    0.2031    0.2333    5.8014    1.4788
+#> 309:    93.0311   -5.8931   -2.0780   -4.2683   -0.9351    0.1452    6.5799    3.5717    0.9038    3.3805    0.2033    0.2328    5.8048    1.4779
+#> 310:    93.0303   -5.8915   -2.0778   -4.2675   -0.9352    0.1447    6.5716    3.5609    0.9046    3.3797    0.2033    0.2323    5.8060    1.4774
+#> 311:    93.0275   -5.8915   -2.0776   -4.2668   -0.9352    0.1441    6.5679    3.5581    0.9052    3.3788    0.2034    0.2319    5.8056    1.4770
+#> 312:    93.0258   -5.8920   -2.0775   -4.2659   -0.9352    0.1435    6.5573    3.5571    0.9058    3.3775    0.2033    0.2314    5.8053    1.4766
+#> 313:    93.0234   -5.8928   -2.0773   -4.2649   -0.9353    0.1431    6.5510    3.5573    0.9065    3.3761    0.2033    0.2309    5.8046    1.4757
+#> 314:    93.0237   -5.8937   -2.0771   -4.2639   -0.9355    0.1425    6.5488    3.5578    0.9074    3.3747    0.2033    0.2303    5.8029    1.4751
+#> 315:    93.0237   -5.8940   -2.0769   -4.2629   -0.9357    0.1420    6.5480    3.5565    0.9081    3.3730    0.2034    0.2299    5.8010    1.4746
+#> 316:    93.0218   -5.8936   -2.0767   -4.2617   -0.9358    0.1413    6.5424    3.5517    0.9087    3.3705    0.2034    0.2296    5.7992    1.4741
+#> 317:    93.0218   -5.8932   -2.0766   -4.2606   -0.9359    0.1406    6.5576    3.5474    0.9091    3.3679    0.2034    0.2292    5.7965    1.4736
+#> 318:    93.0215   -5.8927   -2.0765   -4.2597   -0.9361    0.1402    6.5884    3.5420    0.9096    3.3661    0.2034    0.2288    5.7960    1.4727
+#> 319:    93.0201   -5.8938   -2.0764   -4.2588   -0.9361    0.1397    6.6095    3.5439    0.9101    3.3642    0.2034    0.2283    5.7943    1.4719
+#> 320:    93.0188   -5.8926   -2.0763   -4.2579   -0.9361    0.1392    6.6170    3.5368    0.9103    3.3622    0.2034    0.2282    5.7930    1.4711
+#> 321:    93.0155   -5.8908   -2.0762   -4.2569   -0.9361    0.1385    6.6328    3.5268    0.9105    3.3598    0.2033    0.2282    5.7921    1.4702
+#> 322:    93.0133   -5.8894   -2.0760   -4.2561   -0.9360    0.1378    6.6415    3.5192    0.9110    3.3580    0.2032    0.2282    5.7903    1.4698
+#> 323:    93.0089   -5.8888   -2.0759   -4.2555   -0.9360    0.1372    6.6480    3.5131    0.9107    3.3563    0.2031    0.2285    5.7915    1.4691
+#> 324:    93.0038   -5.8881   -2.0758   -4.2547   -0.9359    0.1364    6.6639    3.5076    0.9106    3.3547    0.2029    0.2287    5.7912    1.4687
+#> 325:    93.0011   -5.8871   -2.0756   -4.2540   -0.9359    0.1361    6.6587    3.5005    0.9102    3.3531    0.2028    0.2289    5.7896    1.4686
+#> 326:    93.0033   -5.8874   -2.0755   -4.2535   -0.9360    0.1360    6.6621    3.4995    0.9098    3.3510    0.2026    0.2294    5.7883    1.4686
+#> 327:    93.0039   -5.8885   -2.0754   -4.2532   -0.9361    0.1359    6.6589    3.5051    0.9093    3.3497    0.2025    0.2297    5.7869    1.4687
+#> 328:    93.0061   -5.8896   -2.0753   -4.2529   -0.9362    0.1355    6.6671    3.5132    0.9088    3.3484    0.2024    0.2299    5.7854    1.4687
+#> 329:    93.0077   -5.8915   -2.0755   -4.2525   -0.9363    0.1352    6.6719    3.5255    0.9085    3.3464    0.2024    0.2301    5.7850    1.4682
+#> 330:    93.0061   -5.8942   -2.0757   -4.2518   -0.9365    0.1351    6.6696    3.5399    0.9083    3.3438    0.2023    0.2302    5.7840    1.4680
+#> 331:    93.0032   -5.8953   -2.0759   -4.2513   -0.9366    0.1348    6.6554    3.5433    0.9080    3.3411    0.2022    0.2302    5.7839    1.4677
+#> 332:    93.0013   -5.8956   -2.0761   -4.2507   -0.9367    0.1347    6.6298    3.5423    0.9079    3.3385    0.2021    0.2302    5.7851    1.4672
+#> 333:    93.0026   -5.8950   -2.0764   -4.2502   -0.9368    0.1346    6.6207    3.5365    0.9078    3.3357    0.2021    0.2303    5.7849    1.4667
+#> 334:    93.0019   -5.8933   -2.0767   -4.2497   -0.9369    0.1348    6.6145    3.5259    0.9077    3.3330    0.2021    0.2302    5.7856    1.4662
+#> 335:    93.0038   -5.8930   -2.0768   -4.2492   -0.9370    0.1348    6.6200    3.5227    0.9078    3.3307    0.2020    0.2303    5.7845    1.4654
+#> 336:    93.0038   -5.8923   -2.0765   -4.2488   -0.9371    0.1348    6.6316    3.5180    0.9081    3.3291    0.2019    0.2304    5.7837    1.4654
+#> 337:    93.0074   -5.8927   -2.0764   -4.2485   -0.9373    0.1349    6.6509    3.5187    0.9083    3.3275    0.2018    0.2304    5.7808    1.4655
+#> 338:    93.0117   -5.8950   -2.0761   -4.2483   -0.9377    0.1349    6.6559    3.5291    0.9087    3.3263    0.2018    0.2303    5.7770    1.4657
+#> 339:    93.0172   -5.8960   -2.0759   -4.2482   -0.9380    0.1349    6.6610    3.5304    0.9090    3.3260    0.2017    0.2302    5.7744    1.4657
+#> 340:    93.0179   -5.8977   -2.0757   -4.2481   -0.9383    0.1349    6.6583    3.5340    0.9093    3.3263    0.2017    0.2301    5.7749    1.4650
+#> 341:    93.0201   -5.8986   -2.0755   -4.2484   -0.9386    0.1348    6.6603    3.5337    0.9092    3.3283    0.2018    0.2300    5.7738    1.4650
+#> 342:    93.0245   -5.8990   -2.0752   -4.2484   -0.9389    0.1348    6.6680    3.5324    0.9093    3.3297    0.2018    0.2300    5.7727    1.4649
+#> 343:    93.0302   -5.9006   -2.0751   -4.2484   -0.9391    0.1347    6.6715    3.5367    0.9093    3.3313    0.2017    0.2300    5.7729    1.4645
+#> 344:    93.0340   -5.9026   -2.0749   -4.2484   -0.9394    0.1346    6.6793    3.5438    0.9093    3.3326    0.2017    0.2301    5.7709    1.4646
+#> 345:    93.0372   -5.9049   -2.0746   -4.2484   -0.9397    0.1347    6.6874    3.5515    0.9090    3.3340    0.2017    0.2301    5.7688    1.4648
+#> 346:    93.0372   -5.9063   -2.0743   -4.2483   -0.9399    0.1348    6.6963    3.5592    0.9090    3.3348    0.2018    0.2299    5.7680    1.4656
+#> 347:    93.0383   -5.9075   -2.0742   -4.2481   -0.9402    0.1350    6.7101    3.5658    0.9093    3.3353    0.2018    0.2299    5.7672    1.4649
+#> 348:    93.0412   -5.9084   -2.0742   -4.2479   -0.9405    0.1351    6.7183    3.5707    0.9095    3.3356    0.2019    0.2297    5.7657    1.4645
+#> 349:    93.0436   -5.9097   -2.0742   -4.2477   -0.9407    0.1351    6.7143    3.5783    0.9098    3.3359    0.2019    0.2295    5.7646    1.4643
+#> 350:    93.0476   -5.9105   -2.0742   -4.2474   -0.9409    0.1351    6.7239    3.5808    0.9100    3.3354    0.2019    0.2294    5.7628    1.4639
+#> 351:    93.0506   -5.9113   -2.0741   -4.2473   -0.9411    0.1352    6.7270    3.5825    0.9103    3.3356    0.2019    0.2292    5.7604    1.4637
+#> 352:    93.0529   -5.9127   -2.0740   -4.2471   -0.9413    0.1353    6.7312    3.5886    0.9107    3.3358    0.2019    0.2290    5.7594    1.4634
+#> 353:    93.0580   -5.9139   -2.0739   -4.2470   -0.9415    0.1354    6.7315    3.5922    0.9111    3.3357    0.2019    0.2288    5.7571    1.4636
+#> 354:    93.0639   -5.9129   -2.0738   -4.2468   -0.9417    0.1354    6.7390    3.5876    0.9112    3.3356    0.2018    0.2286    5.7541    1.4642
+#> 355:    93.0671   -5.9131   -2.0737   -4.2467   -0.9417    0.1353    6.7348    3.5906    0.9113    3.3354    0.2017    0.2284    5.7520    1.4648
+#> 356:    93.0682   -5.9134   -2.0737   -4.2465   -0.9418    0.1352    6.7329    3.5962    0.9113    3.3353    0.2017    0.2283    5.7505    1.4649
+#> 357:    93.0698   -5.9128   -2.0738   -4.2471   -0.9418    0.1354    6.7397    3.5933    0.9115    3.3388    0.2016    0.2280    5.7512    1.4651
+#> 358:    93.0709   -5.9129   -2.0740   -4.2475   -0.9419    0.1355    6.7379    3.5915    0.9119    3.3416    0.2016    0.2278    5.7526    1.4644
+#> 359:    93.0718   -5.9128   -2.0742   -4.2478   -0.9419    0.1358    6.7428    3.5886    0.9123    3.3432    0.2015    0.2275    5.7516    1.4641
+#> 360:    93.0693   -5.9136   -2.0743   -4.2481   -0.9419    0.1360    6.7385    3.5930    0.9125    3.3443    0.2015    0.2272    5.7511    1.4636
+#> 361:    93.0674   -5.9148   -2.0744   -4.2484   -0.9419    0.1361    6.7230    3.6002    0.9127    3.3458    0.2015    0.2270    5.7514    1.4634
+#> 362:    93.0660   -5.9168   -2.0745   -4.2486   -0.9420    0.1361    6.7313    3.6117    0.9130    3.3473    0.2014    0.2270    5.7506    1.4636
+#> 363:    93.0635   -5.9196   -2.0746   -4.2490   -0.9421    0.1360    6.7388    3.6275    0.9132    3.3500    0.2014    0.2269    5.7493    1.4636
+#> 364:    93.0631   -5.9210   -2.0747   -4.2497   -0.9421    0.1361    6.7383    3.6323    0.9135    3.3548    0.2015    0.2268    5.7483    1.4634
+#> 365:    93.0635   -5.9219   -2.0747   -4.2504   -0.9421    0.1361    6.7402    3.6341    0.9137    3.3590    0.2015    0.2268    5.7461    1.4635
+#> 366:    93.0640   -5.9232   -2.0746   -4.2511   -0.9422    0.1362    6.7477    3.6409    0.9142    3.3624    0.2015    0.2267    5.7451    1.4641
+#> 367:    93.0616   -5.9247   -2.0746   -4.2518   -0.9422    0.1364    6.7557    3.6473    0.9148    3.3653    0.2015    0.2269    5.7472    1.4640
+#> 368:    93.0601   -5.9247   -2.0746   -4.2522   -0.9422    0.1366    6.7632    3.6452    0.9150    3.3678    0.2015    0.2270    5.7482    1.4639
+#> 369:    93.0583   -5.9240   -2.0748   -4.2527   -0.9423    0.1369    6.7737    3.6395    0.9148    3.3695    0.2015    0.2273    5.7499    1.4636
+#> 370:    93.0591   -5.9236   -2.0752   -4.2532   -0.9423    0.1373    6.7721    3.6352    0.9145    3.3718    0.2015    0.2276    5.7513    1.4636
+#> 371:    93.0607   -5.9235   -2.0755   -4.2540   -0.9424    0.1378    6.7682    3.6330    0.9143    3.3754    0.2015    0.2280    5.7535    1.4635
+#> 372:    93.0615   -5.9229   -2.0759   -4.2549   -0.9424    0.1382    6.7640    3.6288    0.9142    3.3795    0.2014    0.2284    5.7553    1.4633
+#> 373:    93.0612   -5.9237   -2.0763   -4.2557   -0.9424    0.1385    6.7641    3.6327    0.9140    3.3832    0.2012    0.2288    5.7570    1.4629
+#> 374:    93.0611   -5.9240   -2.0766   -4.2565   -0.9424    0.1389    6.7701    3.6341    0.9137    3.3872    0.2011    0.2293    5.7599    1.4625
+#> 375:    93.0615   -5.9247   -2.0770   -4.2573   -0.9424    0.1393    6.7729    3.6362    0.9134    3.3912    0.2009    0.2296    5.7629    1.4620
+#> 376:    93.0621   -5.9248   -2.0772   -4.2578   -0.9425    0.1397    6.7732    3.6371    0.9132    3.3931    0.2008    0.2298    5.7654    1.4613
+#> 377:    93.0622   -5.9255   -2.0774   -4.2582   -0.9426    0.1401    6.7681    3.6389    0.9130    3.3953    0.2007    0.2300    5.7678    1.4607
+#> 378:    93.0609   -5.9256   -2.0775   -4.2585   -0.9426    0.1402    6.7705    3.6381    0.9128    3.3972    0.2006    0.2301    5.7673    1.4602
+#> 379:    93.0590   -5.9262   -2.0776   -4.2589   -0.9426    0.1404    6.7777    3.6382    0.9127    3.3991    0.2005    0.2303    5.7668    1.4599
+#> 380:    93.0607   -5.9258   -2.0777   -4.2595   -0.9427    0.1407    6.7836    3.6350    0.9127    3.4031    0.2004    0.2305    5.7665    1.4598
+#> 381:    93.0617   -5.9251   -2.0777   -4.2596   -0.9427    0.1410    6.7880    3.6294    0.9125    3.4030    0.2003    0.2307    5.7651    1.4601
+#> 382:    93.0631   -5.9252   -2.0777   -4.2599   -0.9428    0.1413    6.7912    3.6278    0.9123    3.4038    0.2002    0.2310    5.7649    1.4606
+#> 383:    93.0621   -5.9253   -2.0778   -4.2602   -0.9429    0.1415    6.7834    3.6279    0.9119    3.4053    0.2000    0.2312    5.7657    1.4607
+#> 384:    93.0614   -5.9254   -2.0779   -4.2604   -0.9430    0.1416    6.7853    3.6280    0.9115    3.4066    0.1999    0.2313    5.7662    1.4608
+#> 385:    93.0613   -5.9259   -2.0780   -4.2605   -0.9430    0.1418    6.7757    3.6301    0.9112    3.4066    0.1997    0.2315    5.7678    1.4609
+#> 386:    93.0614   -5.9264   -2.0780   -4.2607   -0.9431    0.1418    6.7610    3.6331    0.9110    3.4073    0.1995    0.2317    5.7696    1.4612
+#> 387:    93.0631   -5.9276   -2.0780   -4.2610   -0.9432    0.1420    6.7595    3.6397    0.9108    3.4085    0.1993    0.2318    5.7716    1.4612
+#> 388:    93.0650   -5.9282   -2.0779   -4.2613   -0.9433    0.1421    6.7552    3.6445    0.9106    3.4092    0.1992    0.2318    5.7731    1.4612
+#> 389:    93.0644   -5.9286   -2.0779   -4.2616   -0.9434    0.1422    6.7488    3.6471    0.9104    3.4098    0.1991    0.2317    5.7724    1.4614
+#> 390:    93.0653   -5.9297   -2.0778   -4.2619   -0.9435    0.1423    6.7412    3.6524    0.9101    3.4103    0.1990    0.2317    5.7722    1.4615
+#> 391:    93.0647   -5.9297   -2.0778   -4.2623   -0.9435    0.1425    6.7508    3.6524    0.9101    3.4115    0.1989    0.2317    5.7729    1.4621
+#> 392:    93.0637   -5.9293   -2.0778   -4.2624   -0.9436    0.1427    6.7572    3.6498    0.9102    3.4109    0.1988    0.2317    5.7727    1.4623
+#> 393:    93.0657   -5.9294   -2.0778   -4.2632   -0.9436    0.1429    6.7607    3.6496    0.9104    3.4148    0.1987    0.2318    5.7719    1.4621
+#> 394:    93.0689   -5.9293   -2.0779   -4.2635   -0.9438    0.1431    6.7635    3.6489    0.9108    3.4141    0.1987    0.2318    5.7724    1.4623
+#> 395:    93.0705   -5.9295   -2.0780   -4.2640   -0.9438    0.1433    6.7753    3.6500    0.9110    3.4145    0.1986    0.2319    5.7724    1.4622
+#> 396:    93.0704   -5.9296   -2.0780   -4.2648   -0.9438    0.1435    6.7793    3.6511    0.9112    3.4175    0.1985    0.2319    5.7720    1.4618
+#> 397:    93.0715   -5.9302   -2.0781   -4.2656   -0.9438    0.1437    6.7782    3.6530    0.9114    3.4206    0.1985    0.2320    5.7706    1.4617
+#> 398:    93.0719   -5.9297   -2.0781   -4.2666   -0.9438    0.1439    6.7774    3.6510    0.9120    3.4258    0.1984    0.2319    5.7709    1.4616
+#> 399:    93.0720   -5.9296   -2.0781   -4.2678   -0.9438    0.1441    6.7819    3.6526    0.9126    3.4317    0.1984    0.2319    5.7717    1.4615
+#> 400:    93.0730   -5.9296   -2.0783   -4.2691   -0.9438    0.1443    6.7786    3.6538    0.9129    3.4389    0.1983    0.2319    5.7716    1.4614
+#> 401:    93.0728   -5.9292   -2.0783   -4.2706   -0.9437    0.1445    6.7731    3.6521    0.9133    3.4478    0.1982    0.2319    5.7701    1.4615
+#> 402:    93.0732   -5.9289   -2.0784   -4.2718   -0.9438    0.1447    6.7698    3.6517    0.9137    3.4542    0.1981    0.2319    5.7689    1.4618
+#> 403:    93.0732   -5.9301   -2.0785   -4.2730   -0.9438    0.1450    6.7640    3.6576    0.9142    3.4593    0.1980    0.2320    5.7693    1.4615
+#> 404:    93.0710   -5.9316   -2.0787   -4.2740   -0.9439    0.1453    6.7544    3.6647    0.9147    3.4644    0.1979    0.2320    5.7708    1.4611
+#> 405:    93.0687   -5.9322   -2.0788   -4.2750   -0.9440    0.1454    6.7547    3.6663    0.9153    3.4693    0.1978    0.2322    5.7714    1.4608
+#> 406:    93.0673   -5.9337   -2.0789   -4.2760   -0.9440    0.1456    6.7563    3.6726    0.9163    3.4742    0.1977    0.2324    5.7718    1.4603
+#> 407:    93.0653   -5.9345   -2.0791   -4.2769   -0.9440    0.1456    6.7601    3.6756    0.9169    3.4786    0.1976    0.2327    5.7732    1.4598
+#> 408:    93.0640   -5.9357   -2.0793   -4.2779   -0.9440    0.1455    6.7547    3.6821    0.9177    3.4838    0.1974    0.2329    5.7751    1.4592
+#> 409:    93.0646   -5.9371   -2.0795   -4.2784   -0.9440    0.1456    6.7486    3.6915    0.9184    3.4863    0.1973    0.2330    5.7766    1.4588
+#> 410:    93.0639   -5.9391   -2.0797   -4.2791   -0.9441    0.1457    6.7523    3.7048    0.9192    3.4889    0.1972    0.2329    5.7770    1.4582
+#> 411:    93.0628   -5.9401   -2.0799   -4.2799   -0.9442    0.1457    6.7529    3.7113    0.9199    3.4929    0.1972    0.2329    5.7761    1.4580
+#> 412:    93.0620   -5.9402   -2.0801   -4.2808   -0.9443    0.1458    6.7502    3.7099    0.9207    3.4972    0.1971    0.2328    5.7767    1.4577
+#> 413:    93.0628   -5.9403   -2.0804   -4.2816   -0.9443    0.1461    6.7466    3.7091    0.9214    3.5007    0.1970    0.2326    5.7771    1.4572
+#> 414:    93.0627   -5.9405   -2.0807   -4.2825   -0.9443    0.1463    6.7480    3.7089    0.9221    3.5048    0.1969    0.2325    5.7774    1.4567
+#> 415:    93.0614   -5.9402   -2.0810   -4.2836   -0.9443    0.1465    6.7474    3.7066    0.9226    3.5098    0.1969    0.2323    5.7780    1.4564
+#> 416:    93.0610   -5.9408   -2.0813   -4.2848   -0.9443    0.1469    6.7544    3.7116    0.9229    3.5157    0.1968    0.2321    5.7786    1.4559
+#> 417:    93.0601   -5.9413   -2.0815   -4.2860   -0.9443    0.1471    6.7592    3.7158    0.9234    3.5206    0.1967    0.2319    5.7793    1.4556
+#> 418:    93.0606   -5.9424   -2.0817   -4.2868   -0.9444    0.1473    6.7589    3.7214    0.9238    3.5237    0.1966    0.2318    5.7787    1.4553
+#> 419:    93.0605   -5.9433   -2.0818   -4.2877   -0.9444    0.1476    6.7641    3.7253    0.9242    3.5274    0.1965    0.2316    5.7780    1.4552
+#> 420:    93.0623   -5.9427   -2.0819   -4.2886   -0.9445    0.1478    6.7593    3.7216    0.9246    3.5310    0.1965    0.2314    5.7772    1.4551
+#> 421:    93.0630   -5.9418   -2.0819   -4.2895   -0.9445    0.1480    6.7489    3.7166    0.9250    3.5337    0.1964    0.2312    5.7764    1.4552
+#> 422:    93.0626   -5.9410   -2.0820   -4.2900   -0.9445    0.1482    6.7452    3.7124    0.9253    3.5350    0.1963    0.2311    5.7758    1.4549
+#> 423:    93.0629   -5.9407   -2.0822   -4.2906   -0.9446    0.1484    6.7409    3.7095    0.9256    3.5360    0.1963    0.2309    5.7753    1.4546
+#> 424:    93.0637   -5.9404   -2.0821   -4.2912   -0.9446    0.1485    6.7387    3.7073    0.9258    3.5370    0.1962    0.2308    5.7733    1.4546
+#> 425:    93.0625   -5.9402   -2.0821   -4.2917   -0.9447    0.1486    6.7330    3.7061    0.9258    3.5381    0.1961    0.2306    5.7722    1.4548
+#> 426:    93.0624   -5.9399   -2.0820   -4.2921   -0.9447    0.1487    6.7256    3.7034    0.9259    3.5387    0.1961    0.2304    5.7719    1.4545
+#> 427:    93.0606   -5.9397   -2.0821   -4.2925   -0.9447    0.1488    6.7139    3.7010    0.9257    3.5394    0.1961    0.2301    5.7730    1.4545
+#> 428:    93.0601   -5.9394   -2.0822   -4.2929   -0.9447    0.1489    6.7062    3.6984    0.9256    3.5405    0.1961    0.2298    5.7723    1.4543
+#> 429:    93.0615   -5.9391   -2.0821   -4.2933   -0.9447    0.1490    6.7040    3.6956    0.9254    3.5412    0.1960    0.2297    5.7714    1.4544
+#> 430:    93.0654   -5.9389   -2.0820   -4.2934   -0.9448    0.1491    6.7016    3.6934    0.9253    3.5412    0.1960    0.2295    5.7710    1.4546
+#> 431:    93.0674   -5.9392   -2.0819   -4.2936   -0.9449    0.1491    6.6946    3.6935    0.9252    3.5414    0.1960    0.2294    5.7699    1.4547
+#> 432:    93.0683   -5.9401   -2.0818   -4.2938   -0.9450    0.1491    6.6895    3.6960    0.9250    3.5417    0.1961    0.2292    5.7687    1.4549
+#> 433:    93.0693   -5.9411   -2.0815   -4.2942   -0.9451    0.1491    6.6826    3.7003    0.9254    3.5433    0.1961    0.2291    5.7679    1.4549
+#> 434:    93.0720   -5.9410   -2.0813   -4.2945   -0.9452    0.1491    6.6842    3.6998    0.9258    3.5440    0.1960    0.2290    5.7662    1.4548
+#> 435:    93.0735   -5.9417   -2.0811   -4.2947   -0.9453    0.1490    6.6907    3.7029    0.9261    3.5446    0.1960    0.2290    5.7651    1.4548
+#> 436:    93.0752   -5.9430   -2.0809   -4.2949   -0.9454    0.1489    6.6939    3.7083    0.9266    3.5459    0.1959    0.2290    5.7638    1.4547
+#> 437:    93.0774   -5.9442   -2.0807   -4.2952   -0.9455    0.1487    6.7016    3.7147    0.9270    3.5474    0.1960    0.2290    5.7624    1.4550
+#> 438:    93.0795   -5.9453   -2.0805   -4.2954   -0.9456    0.1485    6.7089    3.7212    0.9275    3.5491    0.1959    0.2291    5.7614    1.4551
+#> 439:    93.0816   -5.9467   -2.0802   -4.2956   -0.9457    0.1484    6.7230    3.7291    0.9281    3.5503    0.1959    0.2293    5.7616    1.4551
+#> 440:    93.0834   -5.9475   -2.0800   -4.2957   -0.9458    0.1480    6.7306    3.7340    0.9287    3.5512    0.1960    0.2295    5.7631    1.4551
+#> 441:    93.0855   -5.9480   -2.0797   -4.2961   -0.9459    0.1478    6.7436    3.7373    0.9292    3.5534    0.1960    0.2299    5.7642    1.4553
+#> 442:    93.0885   -5.9488   -2.0793   -4.2963   -0.9460    0.1474    6.7533    3.7419    0.9297    3.5546    0.1960    0.2304    5.7630    1.4554
+#> 443:    93.0907   -5.9497   -2.0789   -4.2967   -0.9461    0.1471    6.7641    3.7469    0.9304    3.5570    0.1960    0.2308    5.7616    1.4554
+#> 444:    93.0905   -5.9504   -2.0785   -4.2972   -0.9462    0.1467    6.7570    3.7486    0.9312    3.5601    0.1960    0.2311    5.7604    1.4553
+#> 445:    93.0903   -5.9515   -2.0782   -4.2977   -0.9462    0.1462    6.7547    3.7543    0.9319    3.5635    0.1960    0.2314    5.7595    1.4550
+#> 446:    93.0902   -5.9530   -2.0778   -4.2982   -0.9462    0.1459    6.7562    3.7615    0.9325    3.5664    0.1960    0.2316    5.7580    1.4548
+#> 447:    93.0905   -5.9541   -2.0775   -4.2990   -0.9463    0.1455    6.7639    3.7668    0.9333    3.5719    0.1960    0.2318    5.7574    1.4543
+#> 448:    93.0912   -5.9555   -2.0772   -4.2999   -0.9463    0.1452    6.7671    3.7736    0.9340    3.5783    0.1960    0.2322    5.7572    1.4540
+#> 449:    93.0918   -5.9570   -2.0769   -4.3004   -0.9464    0.1448    6.7824    3.7802    0.9345    3.5809    0.1960    0.2326    5.7561    1.4537
+#> 450:    93.0901   -5.9579   -2.0766   -4.3011   -0.9464    0.1444    6.7866    3.7829    0.9351    3.5853    0.1959    0.2329    5.7551    1.4536
+#> 451:    93.0899   -5.9594   -2.0763   -4.3016   -0.9465    0.1439    6.7875    3.7896    0.9356    3.5888    0.1959    0.2332    5.7550    1.4537
+#> 452:    93.0902   -5.9603   -2.0759   -4.3023   -0.9465    0.1435    6.7953    3.7926    0.9363    3.5927    0.1958    0.2335    5.7537    1.4538
+#> 453:    93.0906   -5.9615   -2.0755   -4.3026   -0.9465    0.1430    6.7996    3.7982    0.9372    3.5950    0.1958    0.2338    5.7531    1.4539
+#> 454:    93.0909   -5.9614   -2.0751   -4.3029   -0.9465    0.1425    6.8016    3.7969    0.9381    3.5976    0.1958    0.2340    5.7532    1.4540
+#> 455:    93.0909   -5.9610   -2.0749   -4.3035   -0.9464    0.1420    6.8022    3.7940    0.9391    3.6022    0.1957    0.2342    5.7532    1.4539
+#> 456:    93.0916   -5.9600   -2.0746   -4.3045   -0.9463    0.1416    6.7942    3.7893    0.9398    3.6104    0.1957    0.2344    5.7540    1.4537
+#> 457:    93.0905   -5.9595   -2.0744   -4.3058   -0.9463    0.1411    6.7931    3.7866    0.9407    3.6210    0.1956    0.2345    5.7551    1.4534
+#> 458:    93.0905   -5.9597   -2.0742   -4.3071   -0.9462    0.1407    6.7877    3.7882    0.9416    3.6327    0.1955    0.2347    5.7566    1.4532
+#> 459:    93.0895   -5.9598   -2.0741   -4.3078   -0.9461    0.1402    6.7884    3.7889    0.9425    3.6383    0.1955    0.2349    5.7601    1.4527
+#> 460:    93.0871   -5.9602   -2.0741   -4.3086   -0.9460    0.1398    6.7889    3.7912    0.9434    3.6439    0.1954    0.2350    5.7619    1.4522
+#> 461:    93.0854   -5.9613   -2.0739   -4.3091   -0.9459    0.1393    6.7813    3.7973    0.9440    3.6481    0.1953    0.2351    5.7620    1.4520
+#> 462:    93.0838   -5.9623   -2.0737   -4.3093   -0.9458    0.1388    6.7791    3.8037    0.9445    3.6498    0.1953    0.2353    5.7616    1.4518
+#> 463:    93.0816   -5.9629   -2.0734   -4.3095   -0.9457    0.1384    6.7733    3.8070    0.9451    3.6508    0.1952    0.2355    5.7626    1.4519
+#> 464:    93.0792   -5.9631   -2.0731   -4.3095   -0.9457    0.1379    6.7697    3.8081    0.9460    3.6507    0.1951    0.2358    5.7638    1.4518
+#> 465:    93.0775   -5.9633   -2.0728   -4.3095   -0.9456    0.1374    6.7717    3.8095    0.9466    3.6506    0.1950    0.2361    5.7647    1.4519
+#> 466:    93.0774   -5.9640   -2.0725   -4.3097   -0.9455    0.1368    6.7686    3.8141    0.9473    3.6516    0.1949    0.2363    5.7662    1.4516
+#> 467:    93.0773   -5.9646   -2.0722   -4.3100   -0.9454    0.1364    6.7668    3.8172    0.9480    3.6535    0.1948    0.2366    5.7671    1.4516
+#> 468:    93.0777   -5.9653   -2.0719   -4.3106   -0.9453    0.1358    6.7648    3.8226    0.9487    3.6566    0.1947    0.2371    5.7681    1.4514
+#> 469:    93.0778   -5.9657   -2.0717   -4.3112   -0.9453    0.1353    6.7617    3.8253    0.9495    3.6588    0.1947    0.2375    5.7686    1.4510
+#> 470:    93.0769   -5.9663   -2.0715   -4.3117   -0.9452    0.1347    6.7650    3.8278    0.9503    3.6613    0.1947    0.2379    5.7688    1.4506
+#> 471:    93.0749   -5.9664   -2.0714   -4.3123   -0.9451    0.1342    6.7708    3.8280    0.9510    3.6643    0.1947    0.2383    5.7699    1.4505
+#> 472:    93.0721   -5.9668   -2.0713   -4.3127   -0.9450    0.1337    6.7756    3.8284    0.9517    3.6665    0.1947    0.2386    5.7710    1.4501
+#> 473:    93.0696   -5.9670   -2.0713   -4.3133   -0.9449    0.1333    6.7784    3.8280    0.9522    3.6698    0.1947    0.2388    5.7716    1.4498
+#> 474:    93.0674   -5.9673   -2.0714   -4.3138   -0.9448    0.1329    6.7761    3.8281    0.9527    3.6731    0.1947    0.2390    5.7729    1.4496
+#> 475:    93.0655   -5.9679   -2.0714   -4.3143   -0.9447    0.1324    6.7779    3.8302    0.9531    3.6762    0.1947    0.2391    5.7743    1.4493
+#> 476:    93.0643   -5.9682   -2.0713   -4.3144   -0.9447    0.1321    6.7776    3.8314    0.9536    3.6768    0.1946    0.2391    5.7762    1.4492
+#> 477:    93.0631   -5.9684   -2.0714   -4.3146   -0.9446    0.1317    6.7725    3.8326    0.9540    3.6787    0.1945    0.2392    5.7768    1.4492
+#> 478:    93.0630   -5.9693   -2.0715   -4.3148   -0.9447    0.1314    6.7626    3.8365    0.9543    3.6788    0.1944    0.2395    5.7785    1.4492
+#> 479:    93.0634   -5.9710   -2.0714   -4.3148   -0.9447    0.1310    6.7499    3.8462    0.9547    3.6778    0.1943    0.2399    5.7798    1.4490
+#> 480:    93.0651   -5.9732   -2.0715   -4.3147   -0.9447    0.1307    6.7463    3.8616    0.9548    3.6770    0.1943    0.2403    5.7810    1.4488
+#> 481:    93.0664   -5.9747   -2.0715   -4.3149   -0.9447    0.1304    6.7442    3.8722    0.9550    3.6780    0.1941    0.2409    5.7811    1.4487
+#> 482:    93.0647   -5.9762   -2.0714   -4.3151   -0.9447    0.1300    6.7389    3.8834    0.9554    3.6784    0.1941    0.2414    5.7816    1.4484
+#> 483:    93.0628   -5.9778   -2.0714   -4.3153   -0.9447    0.1295    6.7352    3.8943    0.9557    3.6783    0.1940    0.2419    5.7820    1.4483
+#> 484:    93.0614   -5.9787   -2.0715   -4.3153   -0.9447    0.1291    6.7314    3.8999    0.9559    3.6774    0.1939    0.2424    5.7819    1.4481
+#> 485:    93.0593   -5.9789   -2.0715   -4.3153   -0.9447    0.1288    6.7293    3.9007    0.9561    3.6765    0.1938    0.2430    5.7815    1.4480
+#> 486:    93.0575   -5.9793   -2.0716   -4.3152   -0.9447    0.1284    6.7331    3.9021    0.9563    3.6753    0.1938    0.2434    5.7806    1.4480
+#> 487:    93.0555   -5.9796   -2.0716   -4.3152   -0.9447    0.1281    6.7342    3.9036    0.9566    3.6741    0.1937    0.2439    5.7805    1.4479
+#> 488:    93.0545   -5.9795   -2.0716   -4.3152   -0.9447    0.1277    6.7365    3.9024    0.9569    3.6729    0.1937    0.2444    5.7795    1.4480
+#> 489:    93.0550   -5.9800   -2.0716   -4.3152   -0.9447    0.1274    6.7336    3.9046    0.9571    3.6719    0.1937    0.2448    5.7778    1.4481
+#> 490:    93.0571   -5.9793   -2.0715   -4.3152   -0.9447    0.1272    6.7331    3.9009    0.9573    3.6704    0.1936    0.2450    5.7767    1.4484
+#> 491:    93.0584   -5.9787   -2.0714   -4.3151   -0.9447    0.1270    6.7280    3.8980    0.9575    3.6688    0.1936    0.2452    5.7764    1.4487
+#> 492:    93.0589   -5.9786   -2.0714   -4.3150   -0.9447    0.1267    6.7264    3.8971    0.9578    3.6675    0.1936    0.2455    5.7759    1.4489
+#> 493:    93.0593   -5.9790   -2.0711   -4.3149   -0.9447    0.1265    6.7273    3.8982    0.9584    3.6660    0.1935    0.2456    5.7759    1.4490
+#> 494:    93.0594   -5.9805   -2.0710   -4.3149   -0.9448    0.1263    6.7291    3.9066    0.9590    3.6650    0.1935    0.2457    5.7758    1.4489
+#> 495:    93.0596   -5.9816   -2.0709   -4.3148   -0.9448    0.1261    6.7281    3.9123    0.9593    3.6639    0.1936    0.2459    5.7745    1.4490
+#> 496:    93.0590   -5.9829   -2.0707   -4.3148   -0.9448    0.1259    6.7319    3.9227    0.9597    3.6628    0.1936    0.2461    5.7740    1.4491
+#> 497:    93.0580   -5.9842   -2.0706   -4.3148   -0.9448    0.1257    6.7388    3.9326    0.9600    3.6623    0.1936    0.2463    5.7732    1.4492
+#> 498:    93.0578   -5.9848   -2.0705   -4.3148   -0.9448    0.1255    6.7447    3.9368    0.9605    3.6618    0.1936    0.2464    5.7726    1.4494
+#> 499:    93.0568   -5.9843   -2.0704   -4.3147   -0.9447    0.1253    6.7475    3.9341    0.9609    3.6612    0.1937    0.2467    5.7718    1.4495
+#> 500:    93.0563   -5.9831   -2.0703   -4.3147   -0.9447    0.1251    6.7500    3.9292    0.9614    3.6607    0.1937    0.2469    5.7712    1.4496
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_sfo_focei_obs <- nlmixr(f_mmkin_obs["DFOP-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis |    log_k1 |
+#> |.....................|    log_k2 |  g_qlogis |sigma_parent |  sigma_A1 |
+#> |.....................|        o1 |        o2 |        o3 |        o4 |
+#> |.....................|        o5 |        o6 |...........|...........|
+#> |    1|     488.98943 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     488.98943 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     488.98943 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    G|    Gill Diff. |    -27.68 |     2.403 |   -0.1248 |   -0.3242 |
+#> |.....................|   -0.3705 |   0.07384 |    -31.92 |    -15.13 |
+#> |.....................|     14.74 |     13.03 |    -12.01 |    -2.072 |
+#> |.....................|     5.553 |    -10.09 |...........|...........|
+#> |    2|     1205.4696 |     1.534 |    -1.046 |   -0.9091 |   -0.9266 |
+#> |.....................|   -0.9745 |   -0.8897 |   -0.2358 |   -0.5780 |
+#> |.....................|    -1.162 |    -1.126 |   -0.6367 |   -0.8323 |
+#> |.....................|   -0.9817 |   -0.6738 |...........|...........|
+#> |    U|     1205.4696 |     142.6 |    -5.346 |   -0.9477 |    -1.994 |
+#> |.....................|    -4.393 |    0.1897 |     2.616 |     1.260 |
+#> |.....................|    0.5160 |    0.6557 |     1.444 |     1.015 |
+#> |.....................|    0.7709 |     1.387 |...........|...........|
+#> |    X|     1205.4696 |     142.6 |  0.004766 |    0.2793 |    0.1362 |
+#> |.....................|   0.01237 |    0.5473 |     2.616 |     1.260 |
+#> |.....................|    0.5160 |    0.6557 |     1.444 |     1.015 |
+#> |.....................|    0.7709 |     1.387 |...........|...........|
+#> |    3|     510.70816 |     1.053 |    -1.005 |   -0.9113 |   -0.9322 |
+#> |.....................|   -0.9810 |   -0.8884 |   -0.7899 |   -0.8406 |
+#> |.....................|   -0.9059 |   -0.8995 |   -0.8452 |   -0.8683 |
+#> |.....................|   -0.8853 |   -0.8491 |...........|...........|
+#> |    U|     510.70816 |     97.96 |    -5.305 |   -0.9498 |    -1.999 |
+#> |.....................|    -4.399 |    0.1900 |     2.062 |     1.116 |
+#> |.....................|    0.7005 |    0.8538 |     1.199 |    0.9804 |
+#> |.....................|    0.8541 |     1.184 |...........|...........|
+#> |    X|     510.70816 |     97.96 |  0.004969 |    0.2789 |    0.1354 |
+#> |.....................|   0.01229 |    0.5474 |     2.062 |     1.116 |
+#> |.....................|    0.7005 |    0.8538 |     1.199 |    0.9804 |
+#> |.....................|    0.8541 |     1.184 |...........|...........|
+#> |    4|     494.11470 |     1.005 |    -1.000 |   -0.9115 |   -0.9328 |
+#> |.....................|   -0.9816 |   -0.8883 |   -0.8453 |   -0.8669 |
+#> |.....................|   -0.8803 |   -0.8769 |   -0.8660 |   -0.8719 |
+#> |.....................|   -0.8757 |   -0.8666 |...........|...........|
+#> |    U|      494.1147 |     93.50 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.006 |     1.102 |
+#> |.....................|    0.7190 |    0.8736 |     1.175 |    0.9768 |
+#> |.....................|    0.8624 |     1.163 |...........|...........|
+#> |    X|      494.1147 |     93.50 |  0.004989 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.006 |     1.102 |
+#> |.....................|    0.7190 |    0.8736 |     1.175 |    0.9768 |
+#> |.....................|    0.8624 |     1.163 |...........|...........|
+#> |    5|     494.35784 |     1.001 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8509 |   -0.8695 |
+#> |.....................|   -0.8778 |   -0.8746 |   -0.8681 |   -0.8723 |
+#> |.....................|   -0.8747 |   -0.8683 |...........|...........|
+#> |    U|     494.35784 |     93.05 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.001 |     1.100 |
+#> |.....................|    0.7208 |    0.8755 |     1.172 |    0.9765 |
+#> |.....................|    0.8632 |     1.161 |...........|...........|
+#> |    X|     494.35784 |     93.05 |  0.004991 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.001 |     1.100 |
+#> |.....................|    0.7208 |    0.8755 |     1.172 |    0.9765 |
+#> |.....................|    0.8632 |     1.161 |...........|...........|
+#> |    6|     494.40319 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8514 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8744 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40319 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8757 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40319 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8757 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    7|     494.40793 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8744 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40793 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40793 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    8|     494.40830 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|      494.4083 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|      494.4083 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    9|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   10|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   11|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   12|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   13|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   14|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   15|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   16|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |   17|     494.40832 |     1.000 |    -1.000 |   -0.9115 |   -0.9329 |
+#> |.....................|   -0.9817 |   -0.8883 |   -0.8515 |   -0.8698 |
+#> |.....................|   -0.8775 |   -0.8743 |   -0.8683 |   -0.8723 |
+#> |.....................|   -0.8746 |   -0.8685 |...........|...........|
+#> |    U|     494.40832 |     93.00 |    -5.300 |   -0.9500 |    -2.000 |
+#> |.....................|    -4.400 |    0.1900 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> |    X|     494.40832 |     93.00 |  0.004992 |    0.2789 |    0.1353 |
+#> |.....................|   0.01228 |    0.5474 |     2.000 |     1.100 |
+#> |.....................|    0.7210 |    0.8758 |     1.172 |    0.9765 |
+#> |.....................|    0.8633 |     1.161 |...........|...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+# Identical two-component error for all variables is only possible with
+# est = 'focei' in nlmixr
+f_nlmixr_fomc_sfo_focei_tc <- nlmixr(f_mmkin_tc["FOMC-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis | log_alpha |
+#> |.....................|  log_beta | sigma_low |  rsd_high |        o1 |
+#> |.....................|        o2 |        o3 |        o4 |        o5 |
+#> |    1|     500.20030 |     1.000 |    -1.000 |   -0.9113 |   -0.8944 |
+#> |.....................|   -0.8454 |   -0.8678 |   -0.8916 |   -0.8767 |
+#> |.....................|   -0.8743 |   -0.8675 |   -0.8704 |   -0.8704 |
+#> |    U|      500.2003 |     93.00 |    -5.300 |   -0.9400 |   -0.1100 |
+#> |.....................|     2.300 |     1.200 |   0.03000 |    0.7598 |
+#> |.....................|    0.8758 |     1.214 |     1.068 |     1.071 |
+#> |    X|      500.2003 |     93.00 |  0.004992 |    0.2809 |    0.8958 |
+#> |.....................|     9.974 |     1.200 |   0.03000 |    0.7598 |
+#> |.....................|    0.8758 |     1.214 |     1.068 |     1.071 |
+#> |    G|    Gill Diff. |     48.88 |     2.383 |    0.1231 |    0.1986 |
+#> |.....................|    0.1571 |    -64.31 |    -21.89 |    0.6250 |
+#> |.....................|     11.41 |    -12.48 |    -9.903 |    -10.91 |
+#> |    2|     2909.4393 |    0.4361 |    -1.027 |   -0.9127 |   -0.8967 |
+#> |.....................|   -0.8472 |   -0.1258 |   -0.6390 |   -0.8839 |
+#> |.....................|    -1.006 |   -0.7235 |   -0.7562 |   -0.7445 |
+#> |    U|     2909.4393 |     40.56 |    -5.327 |   -0.9413 |   -0.1123 |
+#> |.....................|     2.298 |     1.645 |   0.03379 |    0.7544 |
+#> |.....................|    0.7605 |     1.389 |     1.189 |     1.206 |
+#> |    X|     2909.4393 |     40.56 |  0.004856 |    0.2806 |    0.8938 |
+#> |.....................|     9.956 |     1.645 |   0.03379 |    0.7544 |
+#> |.....................|    0.7605 |     1.389 |     1.189 |     1.206 |
+#> |    3|     515.24373 |    0.9436 |    -1.003 |   -0.9114 |   -0.8946 |
+#> |.....................|   -0.8456 |   -0.7936 |   -0.8663 |   -0.8774 |
+#> |.....................|   -0.8875 |   -0.8531 |   -0.8590 |   -0.8578 |
+#> |    U|     515.24373 |     87.76 |    -5.303 |   -0.9401 |   -0.1102 |
+#> |.....................|     2.300 |     1.245 |   0.03038 |    0.7593 |
+#> |.....................|    0.8642 |     1.232 |     1.080 |     1.084 |
+#> |    X|     515.24373 |     87.76 |  0.004978 |    0.2809 |    0.8956 |
+#> |.....................|     9.972 |     1.245 |   0.03038 |    0.7593 |
+#> |.....................|    0.8642 |     1.232 |     1.080 |     1.084 |
+#> |    4|     499.40695 |    0.9897 |    -1.001 |   -0.9113 |   -0.8944 |
+#> |.....................|   -0.8454 |   -0.8542 |   -0.8869 |   -0.8768 |
+#> |.....................|   -0.8768 |   -0.8648 |   -0.8684 |   -0.8681 |
+#> |    U|     499.40695 |     92.04 |    -5.301 |   -0.9400 |   -0.1100 |
+#> |.....................|     2.300 |     1.208 |   0.03007 |    0.7597 |
+#> |.....................|    0.8737 |     1.217 |     1.070 |     1.073 |
+#> |    X|     499.40695 |     92.04 |  0.004989 |    0.2809 |    0.8958 |
+#> |.....................|     9.974 |     1.208 |   0.03007 |    0.7597 |
+#> |.....................|    0.8737 |     1.217 |     1.070 |     1.073 |
+#> |    F| Forward Diff. |    -99.71 |     2.245 |   -0.1707 |    0.1202 |
+#> |.....................|   -0.1546 |    -61.69 |    -22.54 |     1.475 |
+#> |.....................|     7.677 |    -11.72 |    -9.584 |    -10.53 |
+#> |    5|     498.17135 |     1.001 |    -1.001 |   -0.9113 |   -0.8945 |
+#> |.....................|   -0.8454 |   -0.8410 |   -0.8822 |   -0.8771 |
+#> |.....................|   -0.8786 |   -0.8623 |   -0.8663 |   -0.8658 |
+#> |    U|     498.17135 |     93.06 |    -5.301 |   -0.9400 |   -0.1101 |
+#> |.....................|     2.300 |     1.216 |   0.03014 |    0.7595 |
+#> |.....................|    0.8720 |     1.221 |     1.072 |     1.076 |
+#> |    X|     498.17135 |     93.06 |  0.004987 |    0.2809 |    0.8958 |
+#> |.....................|     9.974 |     1.216 |   0.03014 |    0.7595 |
+#> |.....................|    0.8720 |     1.221 |     1.072 |     1.076 |
+#> |    F| Forward Diff. |     55.25 |     2.349 |    0.1359 |    0.2180 |
+#> |.....................|    0.1993 |    -60.48 |    -20.28 |     1.106 |
+#> |.....................|     9.662 |    -11.74 |    -9.501 |    -10.55 |
+#> |    6|     497.33758 |    0.9906 |    -1.002 |   -0.9113 |   -0.8945 |
+#> |.....................|   -0.8454 |   -0.8273 |   -0.8776 |   -0.8773 |
+#> |.....................|   -0.8808 |   -0.8596 |   -0.8642 |   -0.8634 |
+#> |    U|     497.33758 |     92.12 |    -5.302 |   -0.9400 |   -0.1101 |
+#> |.....................|     2.300 |     1.224 |   0.03021 |    0.7594 |
+#> |.....................|    0.8701 |     1.224 |     1.074 |     1.078 |
+#> |    X|     497.33758 |     92.12 |  0.004984 |    0.2809 |    0.8957 |
+#> |.....................|     9.974 |     1.224 |   0.03021 |    0.7594 |
+#> |.....................|    0.8701 |     1.224 |     1.074 |     1.078 |
+#> |    F| Forward Diff. |    -88.13 |     2.220 |   -0.1371 |    0.1382 |
+#> |.....................|   -0.1101 |    -57.44 |    -20.90 |     1.111 |
+#> |.....................|     7.358 |    -11.52 |    -9.371 |    -10.34 |
+#> |    7|     496.20963 |     1.001 |    -1.002 |   -0.9113 |   -0.8946 |
+#> |.....................|   -0.8454 |   -0.8137 |   -0.8728 |   -0.8776 |
+#> |.....................|   -0.8827 |   -0.8569 |   -0.8620 |   -0.8610 |
+#> |    U|     496.20963 |     93.07 |    -5.302 |   -0.9400 |   -0.1102 |
+#> |.....................|     2.300 |     1.232 |   0.03028 |    0.7592 |
+#> |.....................|    0.8684 |     1.227 |     1.077 |     1.081 |
+#> |    X|     496.20963 |     93.07 |  0.004981 |    0.2809 |    0.8957 |
+#> |.....................|     9.974 |     1.232 |   0.03028 |    0.7592 |
+#> |.....................|    0.8684 |     1.227 |     1.077 |     1.081 |
+#> |    F| Forward Diff. |     55.31 |     2.316 |    0.1573 |    0.2363 |
+#> |.....................|    0.2327 |    -56.27 |    -18.79 |    0.9054 |
+#> |.....................|     9.277 |    -11.53 |    -9.283 |    -10.35 |
+#> |    8|     495.35926 |    0.9914 |    -1.003 |   -0.9113 |   -0.8946 |
+#> |.....................|   -0.8455 |   -0.7996 |   -0.8680 |   -0.8778 |
+#> |.....................|   -0.8850 |   -0.8541 |   -0.8597 |   -0.8584 |
+#> |    U|     495.35926 |     92.20 |    -5.303 |   -0.9401 |   -0.1102 |
+#> |.....................|     2.300 |     1.241 |   0.03035 |    0.7590 |
+#> |.....................|    0.8664 |     1.231 |     1.079 |     1.084 |
+#> |    X|     495.35926 |     92.20 |  0.004979 |    0.2809 |    0.8956 |
+#> |.....................|     9.973 |     1.241 |   0.03035 |    0.7590 |
+#> |.....................|    0.8664 |     1.231 |     1.079 |     1.084 |
+#> |    F| Forward Diff. |    -77.78 |     2.194 |   -0.1077 |    0.1552 |
+#> |.....................|  -0.06714 |    -52.97 |    -19.27 |    0.8916 |
+#> |.....................|     7.037 |    -11.29 |    -9.130 |    -10.15 |
+#> |    9|     494.33654 |     1.001 |    -1.003 |   -0.9113 |   -0.8947 |
+#> |.....................|   -0.8455 |   -0.7857 |   -0.8631 |   -0.8780 |
+#> |.....................|   -0.8870 |   -0.8511 |   -0.8573 |   -0.8558 |
+#> |    U|     494.33654 |     93.09 |    -5.303 |   -0.9400 |   -0.1103 |
+#> |.....................|     2.300 |     1.249 |   0.03043 |    0.7588 |
+#> |.....................|    0.8647 |     1.234 |     1.082 |     1.087 |
+#> |    X|     494.33654 |     93.09 |  0.004976 |    0.2809 |    0.8956 |
+#> |.....................|     9.973 |     1.249 |   0.03043 |    0.7588 |
+#> |.....................|    0.8647 |     1.234 |     1.082 |     1.087 |
+#> |    F| Forward Diff. |     55.95 |     2.282 |    0.1850 |    0.2507 |
+#> |.....................|    0.2656 |    -51.81 |    -17.28 |    0.8212 |
+#> |.....................|     7.543 |    -11.27 |    -9.029 |    -10.13 |
+#> |   10|     493.47922 |    0.9922 |    -1.004 |   -0.9114 |   -0.8947 |
+#> |.....................|   -0.8455 |   -0.7714 |   -0.8582 |   -0.8782 |
+#> |.....................|   -0.8891 |   -0.8480 |   -0.8548 |   -0.8530 |
+#> |    U|     493.47922 |     92.28 |    -5.304 |   -0.9401 |   -0.1103 |
+#> |.....................|     2.300 |     1.258 |   0.03050 |    0.7587 |
+#> |.....................|    0.8629 |     1.238 |     1.084 |     1.090 |
+#> |    X|     493.47922 |     92.28 |  0.004973 |    0.2809 |    0.8955 |
+#> |.....................|     9.973 |     1.258 |   0.03050 |    0.7587 |
+#> |.....................|    0.8629 |     1.238 |     1.084 |     1.090 |
+#> |    F| Forward Diff. |    -67.18 |     2.173 |  -0.07166 |    0.1818 |
+#> |.....................|  -0.01313 |    -49.19 |    -17.69 |    0.7047 |
+#> |.....................|     8.114 |    -11.03 |    -8.882 |    -9.923 |
+#> |   11|     492.53845 |     1.001 |    -1.004 |   -0.9114 |   -0.8948 |
+#> |.....................|   -0.8456 |   -0.7572 |   -0.8532 |   -0.8784 |
+#> |.....................|   -0.8914 |   -0.8448 |   -0.8522 |   -0.8501 |
+#> |    U|     492.53845 |     93.09 |    -5.304 |   -0.9401 |   -0.1104 |
+#> |.....................|     2.300 |     1.266 |   0.03057 |    0.7585 |
+#> |.....................|    0.8608 |     1.242 |     1.087 |     1.093 |
+#> |    X|     492.53845 |     93.09 |  0.004969 |    0.2809 |    0.8955 |
+#> |.....................|     9.972 |     1.266 |   0.03057 |    0.7585 |
+#> |.....................|    0.8608 |     1.242 |     1.087 |     1.093 |
+#> |    F| Forward Diff. |     53.38 |     2.243 |    0.1941 |    0.2566 |
+#> |.....................|    0.2879 |    -47.96 |    -15.83 |    0.7595 |
+#> |.....................|     8.537 |    -10.98 |    -8.771 |    -9.890 |
+#> |   12|     491.72645 |    0.9926 |    -1.005 |   -0.9114 |   -0.8949 |
+#> |.....................|   -0.8456 |   -0.7429 |   -0.8484 |   -0.8786 |
+#> |.....................|   -0.8941 |   -0.8415 |   -0.8496 |   -0.8471 |
+#> |    U|     491.72645 |     92.31 |    -5.305 |   -0.9401 |   -0.1105 |
+#> |.....................|     2.300 |     1.275 |   0.03065 |    0.7584 |
+#> |.....................|    0.8584 |     1.246 |     1.090 |     1.096 |
+#> |    X|     491.72645 |     92.31 |  0.004966 |    0.2809 |    0.8954 |
+#> |.....................|     9.972 |     1.275 |   0.03065 |    0.7584 |
+#> |.....................|    0.8584 |     1.246 |     1.090 |     1.096 |
+#> |    F| Forward Diff. |    -63.56 |     2.131 |  -0.05387 |    0.1833 |
+#> |.....................| 0.0009134 |    -45.55 |    -16.30 |    0.3872 |
+#> |.....................|     9.447 |    -10.76 |    -8.612 |    -9.684 |
+#> |   13|     490.83850 |     1.001 |    -1.006 |   -0.9114 |   -0.8949 |
+#> |.....................|   -0.8457 |   -0.7286 |   -0.8435 |   -0.8787 |
+#> |.....................|   -0.8974 |   -0.8380 |   -0.8468 |   -0.8440 |
+#> |    U|      490.8385 |     93.07 |    -5.306 |   -0.9401 |   -0.1105 |
+#> |.....................|     2.300 |     1.283 |   0.03072 |    0.7583 |
+#> |.....................|    0.8556 |     1.250 |     1.093 |     1.099 |
+#> |    X|      490.8385 |     93.07 |  0.004963 |    0.2809 |    0.8954 |
+#> |.....................|     9.971 |     1.283 |   0.03072 |    0.7583 |
+#> |.....................|    0.8556 |     1.250 |     1.093 |     1.099 |
+#> |    F| Forward Diff. |     49.01 |     2.198 |    0.2057 |    0.2666 |
+#> |.....................|    0.3102 |    -44.06 |    -14.52 |    0.5614 |
+#> |.....................|     8.039 |    -10.72 |    -8.482 |    -9.628 |
+#> |   14|     490.09324 |    0.9928 |    -1.007 |   -0.9115 |   -0.8950 |
+#> |.....................|   -0.8458 |   -0.7143 |   -0.8387 |   -0.8788 |
+#> |.....................|   -0.9004 |   -0.8343 |   -0.8439 |   -0.8407 |
+#> |    U|     490.09324 |     92.33 |    -5.307 |   -0.9402 |   -0.1106 |
+#> |.....................|     2.300 |     1.292 |   0.03079 |    0.7582 |
+#> |.....................|    0.8529 |     1.254 |     1.096 |     1.103 |
+#> |    X|     490.09324 |     92.33 |  0.004959 |    0.2809 |    0.8953 |
+#> |.....................|     9.970 |     1.292 |   0.03079 |    0.7582 |
+#> |.....................|    0.8529 |     1.254 |     1.096 |     1.103 |
+#> |    F| Forward Diff. |    -62.13 |     2.095 |  -0.03472 |    0.1999 |
+#> |.....................|   0.03562 |    -41.55 |    -14.84 |    0.5236 |
+#> |.....................|     7.264 |    -10.46 |    -8.310 |    -9.412 |
+#> |   15|     489.25271 |     1.001 |    -1.007 |   -0.9115 |   -0.8951 |
+#> |.....................|   -0.8458 |   -0.7001 |   -0.8338 |   -0.8789 |
+#> |.....................|   -0.9032 |   -0.8304 |   -0.8408 |   -0.8372 |
+#> |    U|     489.25271 |     93.06 |    -5.307 |   -0.9402 |   -0.1107 |
+#> |.....................|     2.300 |     1.301 |   0.03087 |    0.7581 |
+#> |.....................|    0.8505 |     1.259 |     1.099 |     1.107 |
+#> |    X|     489.25271 |     93.06 |  0.004955 |    0.2809 |    0.8952 |
+#> |.....................|     9.970 |     1.301 |   0.03087 |    0.7581 |
+#> |.....................|    0.8505 |     1.259 |     1.099 |     1.107 |
+#> |    F| Forward Diff. |     44.98 |     2.155 |    0.2191 |    0.2769 |
+#> |.....................|    0.3339 |    -40.42 |    -13.24 |    0.4473 |
+#> |.....................|     7.595 |    -10.35 |    -8.165 |    -9.335 |
+#> |   16|     488.54089 |    0.9934 |    -1.008 |   -0.9116 |   -0.8952 |
+#> |.....................|   -0.8459 |   -0.6857 |   -0.8290 |   -0.8790 |
+#> |.....................|   -0.9061 |   -0.8262 |   -0.8376 |   -0.8335 |
+#> |    U|     488.54089 |     92.38 |    -5.308 |   -0.9403 |   -0.1108 |
+#> |.....................|     2.299 |     1.309 |   0.03094 |    0.7581 |
+#> |.....................|    0.8479 |     1.264 |     1.103 |     1.111 |
+#> |    X|     488.54089 |     92.38 |  0.004951 |    0.2808 |    0.8951 |
+#> |.....................|     9.968 |     1.309 |   0.03094 |    0.7581 |
+#> |.....................|    0.8479 |     1.264 |     1.103 |     1.111 |
+#> |    F| Forward Diff. |    -55.81 |     2.061 |  -0.02096 |    0.2050 |
+#> |.....................|   0.07367 |    -38.08 |    -13.50 |    0.4111 |
+#> |.....................|     6.904 |    -10.08 |    -7.981 |    -9.106 |
+#> |   17|     487.77387 |     1.001 |    -1.009 |   -0.9116 |   -0.8953 |
+#> |.....................|   -0.8461 |   -0.6716 |   -0.8243 |   -0.8791 |
+#> |.....................|   -0.9092 |   -0.8218 |   -0.8341 |   -0.8294 |
+#> |    U|     487.77387 |     93.07 |    -5.309 |   -0.9403 |   -0.1109 |
+#> |.....................|     2.299 |     1.318 |   0.03101 |    0.7580 |
+#> |.....................|    0.8453 |     1.270 |     1.106 |     1.115 |
+#> |    X|     487.77387 |     93.07 |  0.004946 |    0.2808 |    0.8950 |
+#> |.....................|     9.967 |     1.318 |   0.03101 |    0.7580 |
+#> |.....................|    0.8453 |     1.270 |     1.106 |     1.115 |
+#> |    F| Forward Diff. |     43.45 |     2.114 |    0.2402 |    0.2940 |
+#> |.....................|    0.3672 |    -36.87 |    -12.03 |    0.3081 |
+#> |.....................|     7.143 |    -10.02 |    -7.799 |    -9.000 |
+#> |   18|     487.09815 |    0.9939 |    -1.010 |   -0.9118 |   -0.8955 |
+#> |.....................|   -0.8463 |   -0.6575 |   -0.8197 |   -0.8791 |
+#> |.....................|   -0.9124 |   -0.8169 |   -0.8304 |   -0.8251 |
+#> |    U|     487.09815 |     92.43 |    -5.310 |   -0.9404 |   -0.1111 |
+#> |.....................|     2.299 |     1.326 |   0.03108 |    0.7580 |
+#> |.....................|    0.8425 |     1.276 |     1.110 |     1.120 |
+#> |    X|     487.09815 |     92.43 |  0.004941 |    0.2808 |    0.8948 |
+#> |.....................|     9.965 |     1.326 |   0.03108 |    0.7580 |
+#> |.....................|    0.8425 |     1.276 |     1.110 |     1.120 |
+#> |    F| Forward Diff. |    -50.03 |     2.024 |  0.005993 |    0.2193 |
+#> |.....................|    0.1119 |    -34.69 |    -12.26 |    0.2072 |
+#> |.....................|     6.453 |    -9.722 |    -7.597 |    -8.758 |
+#> |   19|     486.39882 |     1.001 |    -1.011 |   -0.9119 |   -0.8957 |
+#> |.....................|   -0.8465 |   -0.6438 |   -0.8151 |   -0.8789 |
+#> |.....................|   -0.9156 |   -0.8116 |   -0.8264 |   -0.8203 |
+#> |    U|     486.39882 |     93.07 |    -5.311 |   -0.9405 |   -0.1113 |
+#> |.....................|     2.299 |     1.334 |   0.03115 |    0.7582 |
+#> |.....................|    0.8396 |     1.282 |     1.114 |     1.125 |
+#> |    X|     486.39882 |     93.07 |  0.004935 |    0.2808 |    0.8947 |
+#> |.....................|     9.963 |     1.334 |   0.03115 |    0.7582 |
+#> |.....................|    0.8396 |     1.282 |     1.114 |     1.125 |
+#> |    F| Forward Diff. |     41.24 |     2.069 |    0.2581 |    0.3038 |
+#> |.....................|    0.3965 |    -33.71 |    -10.93 |    0.1523 |
+#> |.....................|     5.279 |    -9.597 |    -7.397 |    -8.617 |
+#> |   20|     485.77269 |    0.9943 |    -1.013 |   -0.9120 |   -0.8959 |
+#> |.....................|   -0.8467 |   -0.6301 |   -0.8107 |   -0.8786 |
+#> |.....................|   -0.9175 |   -0.8058 |   -0.8222 |   -0.8151 |
+#> |    U|     485.77269 |     92.47 |    -5.313 |   -0.9407 |   -0.1115 |
+#> |.....................|     2.299 |     1.343 |   0.03121 |    0.7584 |
+#> |.....................|    0.8380 |     1.289 |     1.119 |     1.130 |
+#> |    X|     485.77269 |     92.47 |  0.004928 |    0.2808 |    0.8945 |
+#> |.....................|     9.960 |     1.343 |   0.03121 |    0.7584 |
+#> |.....................|    0.8380 |     1.289 |     1.119 |     1.130 |
+#> |    F| Forward Diff. |    -45.38 |     1.992 |   0.03513 |    0.2356 |
+#> |.....................|    0.1513 |    -31.62 |    -11.12 |   0.08802 |
+#> |.....................|     6.113 |    -9.278 |    -7.167 |    -8.332 |
+#> |   21|     485.13787 |     1.001 |    -1.014 |   -0.9122 |   -0.8962 |
+#> |.....................|   -0.8471 |   -0.6169 |   -0.8065 |   -0.8780 |
+#> |.....................|   -0.9196 |   -0.7993 |   -0.8176 |   -0.8094 |
+#> |    U|     485.13787 |     93.06 |    -5.314 |   -0.9409 |   -0.1118 |
+#> |.....................|     2.298 |     1.351 |   0.03128 |    0.7588 |
+#> |.....................|    0.8361 |     1.297 |     1.124 |     1.136 |
+#> |    X|     485.13787 |     93.06 |  0.004921 |    0.2807 |    0.8942 |
+#> |.....................|     9.957 |     1.351 |   0.03128 |    0.7588 |
+#> |.....................|    0.8361 |     1.297 |     1.124 |     1.136 |
+#> |    F| Forward Diff. |     37.95 |     2.033 |    0.2726 |    0.3147 |
+#> |.....................|    0.4223 |    -30.68 |    -9.906 |   0.05100 |
+#> |.....................|     4.975 |    -9.039 |    -6.928 |    -8.144 |
+#> |   22|     484.56781 |    0.9947 |    -1.016 |   -0.9125 |   -0.8965 |
+#> |.....................|   -0.8476 |   -0.6040 |   -0.8026 |   -0.8774 |
+#> |.....................|   -0.9219 |   -0.7925 |   -0.8127 |   -0.8032 |
+#> |    U|     484.56781 |     92.51 |    -5.316 |   -0.9411 |   -0.1121 |
+#> |.....................|     2.298 |     1.358 |   0.03133 |    0.7593 |
+#> |.....................|    0.8341 |     1.305 |     1.129 |     1.143 |
+#> |    X|     484.56781 |     92.51 |  0.004912 |    0.2807 |    0.8939 |
+#> |.....................|     9.952 |     1.358 |   0.03133 |    0.7593 |
+#> |.....................|    0.8341 |     1.305 |     1.129 |     1.143 |
+#> |    F| Forward Diff. |    -42.28 |     1.959 |   0.05438 |    0.2483 |
+#> |.....................|    0.1829 |    -28.95 |    -10.12 |  -0.04344 |
+#> |.....................|     4.379 |    -8.677 |    -6.653 |    -7.817 |
+#> |   23|     484.00832 |     1.000 |    -1.018 |   -0.9128 |   -0.8970 |
+#> |.....................|   -0.8481 |   -0.5915 |   -0.7988 |   -0.8764 |
+#> |.....................|   -0.9214 |   -0.7852 |   -0.8076 |   -0.7966 |
+#> |    U|     484.00832 |     93.05 |    -5.318 |   -0.9414 |   -0.1125 |
+#> |.....................|     2.297 |     1.366 |   0.03139 |    0.7601 |
+#> |.....................|    0.8346 |     1.314 |     1.135 |     1.150 |
+#> |    X|     484.00832 |     93.05 |  0.004901 |    0.2806 |    0.8936 |
+#> |.....................|     9.947 |     1.366 |   0.03139 |    0.7601 |
+#> |.....................|    0.8346 |     1.314 |     1.135 |     1.150 |
+#> |    F| Forward Diff. |     34.54 |     2.001 |    0.2786 |    0.3182 |
+#> |.....................|    0.4381 |    -28.02 |    -9.026 |  -0.09975 |
+#> |.....................|     6.146 |    -8.496 |    -6.417 |    -7.602 |
+#> |   24|     483.48726 |    0.9952 |    -1.021 |   -0.9132 |   -0.8975 |
+#> |.....................|   -0.8489 |   -0.5798 |   -0.7955 |   -0.8750 |
+#> |.....................|   -0.9256 |   -0.7775 |   -0.8025 |   -0.7898 |
+#> |    U|     483.48726 |     92.55 |    -5.321 |   -0.9418 |   -0.1131 |
+#> |.....................|     2.296 |     1.373 |   0.03144 |    0.7611 |
+#> |.....................|    0.8309 |     1.323 |     1.140 |     1.157 |
+#> |    X|     483.48726 |     92.55 |  0.004889 |    0.2805 |    0.8931 |
+#> |.....................|     9.939 |     1.373 |   0.03144 |    0.7611 |
+#> |.....................|    0.8309 |     1.323 |     1.140 |     1.157 |
+#> |    F| Forward Diff. |    -37.52 |     1.926 |   0.07054 |    0.2526 |
+#> |.....................|    0.2102 |    -26.43 |    -9.184 |   -0.1123 |
+#> |.....................|     5.591 |    -8.057 |    -6.119 |    -7.239 |
+#> |   25|     482.99669 |     1.001 |    -1.023 |   -0.9136 |   -0.8980 |
+#> |.....................|   -0.8497 |   -0.5700 |   -0.7928 |   -0.8735 |
+#> |.....................|   -0.9342 |   -0.7702 |   -0.7978 |   -0.7834 |
+#> |    U|     482.99669 |     93.05 |    -5.323 |   -0.9422 |   -0.1136 |
+#> |.....................|     2.296 |     1.379 |   0.03148 |    0.7623 |
+#> |.....................|    0.8234 |     1.332 |     1.145 |     1.164 |
+#> |    X|     482.99669 |     93.05 |  0.004876 |    0.2805 |    0.8926 |
+#> |.....................|     9.932 |     1.379 |   0.03148 |    0.7623 |
+#> |.....................|    0.8234 |     1.332 |     1.145 |     1.164 |
+#> |    F| Forward Diff. |     33.56 |     1.934 |    0.3091 |    0.3219 |
+#> |.....................|    0.4700 |    -25.85 |    -8.255 |  -0.09267 |
+#> |.....................|     5.467 |    -7.833 |    -5.883 |    -7.031 |
+#> |   26|     482.53338 |    0.9957 |    -1.027 |   -0.9143 |   -0.8987 |
+#> |.....................|   -0.8507 |   -0.5600 |   -0.7904 |   -0.8719 |
+#> |.....................|   -0.9423 |   -0.7626 |   -0.7931 |   -0.7767 |
+#> |    U|     482.53338 |     92.60 |    -5.327 |   -0.9428 |   -0.1143 |
+#> |.....................|     2.295 |     1.385 |   0.03152 |    0.7635 |
+#> |.....................|    0.8163 |     1.342 |     1.150 |     1.171 |
+#> |    X|     482.53338 |     92.60 |  0.004861 |    0.2803 |    0.8920 |
+#> |.....................|     9.921 |     1.385 |   0.03152 |    0.7635 |
+#> |.....................|    0.8163 |     1.342 |     1.150 |     1.171 |
+#> |    F| Forward Diff. |    -33.71 |     1.852 |    0.1405 |    0.2615 |
+#> |.....................|    0.2476 |    -24.53 |    -8.462 |   -0.2274 |
+#> |.....................|     4.657 |    -7.455 |    -5.599 |    -6.689 |
+#> |   27|     482.07760 |     1.001 |    -1.030 |   -0.9154 |   -0.8996 |
+#> |.....................|   -0.8522 |   -0.5495 |   -0.7881 |   -0.8694 |
+#> |.....................|   -0.9481 |   -0.7546 |   -0.7885 |   -0.7696 |
+#> |    U|      482.0776 |     93.06 |    -5.330 |   -0.9439 |   -0.1152 |
+#> |.....................|     2.293 |     1.391 |   0.03155 |    0.7654 |
+#> |.....................|    0.8112 |     1.351 |     1.155 |     1.179 |
+#> |    X|      482.0776 |     93.06 |  0.004842 |    0.2801 |    0.8912 |
+#> |.....................|     9.906 |     1.391 |   0.03155 |    0.7654 |
+#> |.....................|    0.8112 |     1.351 |     1.155 |     1.179 |
+#> |    F| Forward Diff. |     31.51 |     1.862 |    0.3171 |    0.3253 |
+#> |.....................|    0.4890 |    -23.74 |    -7.570 |   -0.1627 |
+#> |.....................|     4.673 |    -7.176 |    -5.365 |    -6.441 |
+#> |   28|     481.65018 |    0.9960 |    -1.035 |   -0.9168 |   -0.9007 |
+#> |.....................|   -0.8541 |   -0.5386 |   -0.7859 |   -0.8662 |
+#> |.....................|   -0.9515 |   -0.7465 |   -0.7840 |   -0.7624 |
+#> |    U|     481.65018 |     92.63 |    -5.335 |   -0.9452 |   -0.1163 |
+#> |.....................|     2.291 |     1.398 |   0.03158 |    0.7678 |
+#> |.....................|    0.8082 |     1.361 |     1.160 |     1.187 |
+#> |    X|     481.65018 |     92.63 |  0.004820 |    0.2799 |    0.8902 |
+#> |.....................|     9.887 |     1.398 |   0.03158 |    0.7678 |
+#> |.....................|    0.8082 |     1.361 |     1.160 |     1.187 |
+#> |    F| Forward Diff. |    -31.18 |     1.794 |    0.1244 |    0.2518 |
+#> |.....................|    0.2479 |    -22.54 |    -7.736 |   -0.2537 |
+#> |.....................|     4.155 |    -6.794 |    -5.094 |    -6.088 |
+#> |   29|     481.23911 |     1.000 |    -1.041 |   -0.9182 |   -0.9020 |
+#> |.....................|   -0.8564 |   -0.5274 |   -0.7840 |   -0.8624 |
+#> |.....................|   -0.9539 |   -0.7386 |   -0.7800 |   -0.7556 |
+#> |    U|     481.23911 |     93.04 |    -5.341 |   -0.9465 |   -0.1176 |
+#> |.....................|     2.289 |     1.404 |   0.03161 |    0.7707 |
+#> |.....................|    0.8061 |     1.371 |     1.164 |     1.194 |
+#> |    X|     481.23911 |     93.04 |  0.004792 |    0.2796 |    0.8890 |
+#> |.....................|     9.865 |     1.404 |   0.03161 |    0.7707 |
+#> |.....................|    0.8061 |     1.371 |     1.164 |     1.194 |
+#> |   30|     480.84332 |     1.001 |    -1.048 |   -0.9201 |   -0.9037 |
+#> |.....................|   -0.8593 |   -0.5164 |   -0.7829 |   -0.8573 |
+#> |.....................|   -0.9562 |   -0.7293 |   -0.7754 |   -0.7475 |
+#> |    U|     480.84332 |     93.06 |    -5.348 |   -0.9483 |   -0.1193 |
+#> |.....................|     2.286 |     1.411 |   0.03163 |    0.7746 |
+#> |.....................|    0.8041 |     1.382 |     1.169 |     1.203 |
+#> |    X|     480.84332 |     93.06 |  0.004757 |    0.2792 |    0.8875 |
+#> |.....................|     9.836 |     1.411 |   0.03163 |    0.7746 |
+#> |.....................|    0.8041 |     1.382 |     1.169 |     1.203 |
+#> |   31|     479.47395 |     1.001 |    -1.077 |   -0.9274 |   -0.9105 |
+#> |.....................|   -0.8708 |   -0.4737 |   -0.7785 |   -0.8375 |
+#> |.....................|   -0.9655 |   -0.6927 |   -0.7575 |   -0.7158 |
+#> |    U|     479.47395 |     93.12 |    -5.377 |   -0.9551 |   -0.1261 |
+#> |.....................|     2.275 |     1.436 |   0.03170 |    0.7896 |
+#> |.....................|    0.7959 |     1.426 |     1.188 |     1.237 |
+#> |    X|     479.47395 |     93.12 |  0.004620 |    0.2779 |    0.8816 |
+#> |.....................|     9.723 |     1.436 |   0.03170 |    0.7896 |
+#> |.....................|    0.7959 |     1.426 |     1.188 |     1.237 |
+#> |   32|     477.01144 |     1.003 |    -1.162 |   -0.9485 |   -0.9300 |
+#> |.....................|   -0.9044 |   -0.3493 |   -0.7656 |   -0.7799 |
+#> |.....................|   -0.9925 |   -0.5865 |   -0.7057 |   -0.6237 |
+#> |    U|     477.01144 |     93.31 |    -5.462 |   -0.9750 |   -0.1456 |
+#> |.....................|     2.241 |     1.511 |   0.03189 |    0.8334 |
+#> |.....................|    0.7723 |     1.555 |     1.243 |     1.335 |
+#> |    X|     477.01144 |     93.31 |  0.004245 |    0.2739 |    0.8645 |
+#> |.....................|     9.403 |     1.511 |   0.03189 |    0.8334 |
+#> |.....................|    0.7723 |     1.555 |     1.243 |     1.335 |
+#> |    F| Forward Diff. |     48.38 |     1.353 |   -0.3553 |  -0.05530 |
+#> |.....................| -0.006768 |    -8.661 |    -2.325 |   -0.1540 |
+#> |.....................|     2.503 |   -0.2811 |   -0.6438 |   -0.5229 |
+#> |   33|     477.99463 |     1.002 |    -1.284 |   -0.8933 |   -0.9162 |
+#> |.....................|   -0.8846 |   -0.1951 |   -0.7385 |   -0.7367 |
+#> |.....................|    -1.093 |   -0.7697 |   -0.8046 |   -0.7596 |
+#> |    U|     477.99463 |     93.20 |    -5.584 |   -0.9231 |   -0.1318 |
+#> |.....................|     2.261 |     1.604 |   0.03230 |    0.8662 |
+#> |.....................|    0.6840 |     1.333 |     1.138 |     1.190 |
+#> |    X|     477.99463 |     93.20 |  0.003757 |    0.2843 |    0.8766 |
+#> |.....................|     9.591 |     1.604 |   0.03230 |    0.8662 |
+#> |.....................|    0.6840 |     1.333 |     1.138 |     1.190 |
+#> |   34|     476.67952 |     1.000 |    -1.201 |   -0.9310 |   -0.9256 |
+#> |.....................|   -0.8981 |   -0.3000 |   -0.7569 |   -0.7662 |
+#> |.....................|    -1.025 |   -0.6445 |   -0.7370 |   -0.6668 |
+#> |    U|     476.67952 |     93.04 |    -5.501 |   -0.9585 |   -0.1412 |
+#> |.....................|     2.247 |     1.541 |   0.03202 |    0.8438 |
+#> |.....................|    0.7442 |     1.485 |     1.210 |     1.289 |
+#> |    X|     476.67952 |     93.04 |  0.004084 |    0.2772 |    0.8683 |
+#> |.....................|     9.462 |     1.541 |   0.03202 |    0.8438 |
+#> |.....................|    0.7442 |     1.485 |     1.210 |     1.289 |
+#> |    F| Forward Diff. |     3.308 |     1.138 |    0.3206 |  0.007327 |
+#> |.....................| -0.005220 |    -6.420 |    -1.952 |   -0.8085 |
+#> |.....................|   -0.4295 |    -3.531 |    -2.349 |    -2.485 |
+#> |   35|     477.00015 |    0.9939 |    -1.268 |   -0.9234 |   -0.9152 |
+#> |.....................|   -0.8823 |   -0.2647 |   -0.7585 |   -0.7168 |
+#> |.....................|   -0.9725 |   -0.6365 |   -0.7310 |   -0.6853 |
+#> |    U|     477.00015 |     92.43 |    -5.568 |   -0.9514 |   -0.1308 |
+#> |.....................|     2.263 |     1.562 |   0.03200 |    0.8813 |
+#> |.....................|    0.7898 |     1.495 |     1.216 |     1.269 |
+#> |    X|     477.00015 |     92.43 |  0.003818 |    0.2786 |    0.8774 |
+#> |.....................|     9.613 |     1.562 |   0.03200 |    0.8813 |
+#> |.....................|    0.7898 |     1.495 |     1.216 |     1.269 |
+#> |   36|     476.87328 |    0.9941 |    -1.216 |   -0.9300 |   -0.9236 |
+#> |.....................|   -0.8950 |   -0.2832 |   -0.7542 |   -0.7554 |
+#> |.....................|    -1.014 |   -0.6375 |   -0.7322 |   -0.6666 |
+#> |    U|     476.87328 |     92.45 |    -5.516 |   -0.9576 |   -0.1392 |
+#> |.....................|     2.250 |     1.551 |   0.03206 |    0.8520 |
+#> |.....................|    0.7536 |     1.493 |     1.215 |     1.289 |
+#> |    X|     476.87328 |     92.45 |  0.004024 |    0.2774 |    0.8700 |
+#> |.....................|     9.491 |     1.551 |   0.03206 |    0.8520 |
+#> |.....................|    0.7536 |     1.493 |     1.215 |     1.289 |
+#> |   37|     476.68202 |    0.9977 |    -1.202 |   -0.9313 |   -0.9256 |
+#> |.....................|   -0.8981 |   -0.2947 |   -0.7553 |   -0.7655 |
+#> |.....................|    -1.024 |   -0.6416 |   -0.7351 |   -0.6648 |
+#> |    U|     476.68202 |     92.79 |    -5.502 |   -0.9588 |   -0.1412 |
+#> |.....................|     2.247 |     1.544 |   0.03204 |    0.8443 |
+#> |.....................|    0.7445 |     1.488 |     1.212 |     1.291 |
+#> |    X|     476.68202 |     92.79 |  0.004080 |    0.2771 |    0.8683 |
+#> |.....................|     9.462 |     1.544 |   0.03204 |    0.8443 |
+#> |.....................|    0.7445 |     1.488 |     1.212 |     1.291 |
+#> |   38|     476.66620 |    0.9991 |    -1.201 |   -0.9311 |   -0.9256 |
+#> |.....................|   -0.8981 |   -0.2974 |   -0.7561 |   -0.7659 |
+#> |.....................|    -1.024 |   -0.6431 |   -0.7361 |   -0.6658 |
+#> |    U|      476.6662 |     92.92 |    -5.501 |   -0.9587 |   -0.1412 |
+#> |.....................|     2.247 |     1.542 |   0.03203 |    0.8441 |
+#> |.....................|    0.7443 |     1.487 |     1.211 |     1.290 |
+#> |    X|      476.6662 |     92.92 |  0.004082 |    0.2771 |    0.8683 |
+#> |.....................|     9.462 |     1.542 |   0.03203 |    0.8441 |
+#> |.....................|    0.7443 |     1.487 |     1.211 |     1.290 |
+#> |    F| Forward Diff. |    -16.67 |     1.127 |    0.2138 |  -0.01630 |
+#> |.....................|   -0.1134 |    -4.869 |    -1.703 |  -0.03057 |
+#> |.....................|  -0.03000 |    -2.848 |    -2.302 |    -2.432 |
+#> |   39|     476.65034 |     1.001 |    -1.204 |   -0.9308 |   -0.9253 |
+#> |.....................|   -0.8974 |   -0.2967 |   -0.7561 |   -0.7660 |
+#> |.....................|    -1.024 |   -0.6432 |   -0.7350 |   -0.6655 |
+#> |    U|     476.65034 |     93.06 |    -5.504 |   -0.9584 |   -0.1409 |
+#> |.....................|     2.248 |     1.543 |   0.03203 |    0.8440 |
+#> |.....................|    0.7448 |     1.487 |     1.212 |     1.290 |
+#> |    X|     476.65034 |     93.06 |  0.004070 |    0.2772 |    0.8686 |
+#> |.....................|     9.468 |     1.543 |   0.03203 |    0.8440 |
+#> |.....................|    0.7448 |     1.487 |     1.212 |     1.290 |
+#> |    F| Forward Diff. |     7.111 |     1.131 |    0.3498 |   0.02199 |
+#> |.....................|   0.03596 |    -6.336 |    -1.893 |   -0.8646 |
+#> |.....................|   -0.4089 |    -3.511 |    -2.253 |    -2.437 |
+#> |   40|     476.63921 |    0.9998 |    -1.207 |   -0.9306 |   -0.9249 |
+#> |.....................|   -0.8968 |   -0.2957 |   -0.7561 |   -0.7661 |
+#> |.....................|    -1.024 |   -0.6430 |   -0.7338 |   -0.6650 |
+#> |    U|     476.63921 |     92.98 |    -5.507 |   -0.9581 |   -0.1405 |
+#> |.....................|     2.249 |     1.543 |   0.03203 |    0.8439 |
+#> |.....................|    0.7451 |     1.487 |     1.213 |     1.291 |
+#> |    X|     476.63921 |     92.98 |  0.004058 |    0.2773 |    0.8689 |
+#> |.....................|     9.474 |     1.543 |   0.03203 |    0.8439 |
+#> |.....................|    0.7451 |     1.487 |     1.213 |     1.291 |
+#> |    F| Forward Diff. |    -6.837 |     1.116 |    0.2875 |   0.01149 |
+#> |.....................|  -0.02542 |    -4.741 |    -1.572 |   0.01643 |
+#> |.....................|    -1.427 |    -2.805 |    -2.162 |    -2.393 |
+#> |   41|     476.63321 |     1.001 |    -1.209 |   -0.9304 |   -0.9247 |
+#> |.....................|   -0.8965 |   -0.2943 |   -0.7557 |   -0.7669 |
+#> |.....................|    -1.022 |   -0.6432 |   -0.7330 |   -0.6644 |
+#> |    U|     476.63321 |     93.07 |    -5.509 |   -0.9580 |   -0.1403 |
+#> |.....................|     2.249 |     1.544 |   0.03204 |    0.8433 |
+#> |.....................|    0.7468 |     1.487 |     1.214 |     1.292 |
+#> |    X|     476.63321 |     93.07 |  0.004050 |    0.2773 |    0.8691 |
+#> |.....................|     9.477 |     1.544 |   0.03204 |    0.8433 |
+#> |.....................|    0.7468 |     1.487 |     1.214 |     1.292 |
+#> |    F| Forward Diff. |     8.780 |     1.119 |    0.3715 |   0.03544 |
+#> |.....................|   0.06786 |    -4.773 |    -1.470 |  -0.02124 |
+#> |.....................|    -1.265 |    -2.850 |    -2.132 |    -2.390 |
+#> |   42|     476.62737 |    0.9998 |    -1.211 |   -0.9303 |   -0.9246 |
+#> |.....................|   -0.8963 |   -0.2932 |   -0.7554 |   -0.7683 |
+#> |.....................|    -1.020 |   -0.6436 |   -0.7322 |   -0.6637 |
+#> |    U|     476.62737 |     92.98 |    -5.511 |   -0.9578 |   -0.1402 |
+#> |.....................|     2.249 |     1.545 |   0.03204 |    0.8422 |
+#> |.....................|    0.7485 |     1.486 |     1.215 |     1.292 |
+#> |    X|     476.62737 |     92.98 |  0.004043 |    0.2773 |    0.8692 |
+#> |.....................|     9.479 |     1.545 |   0.03204 |    0.8422 |
+#> |.....................|    0.7485 |     1.486 |     1.215 |     1.292 |
+#> |    F| Forward Diff. |    -5.468 |     1.108 |    0.2964 |   0.01787 |
+#> |.....................|  -0.01029 |    -4.584 |    -1.512 |  -0.04750 |
+#> |.....................|    -1.233 |    -2.839 |    -2.097 |    -2.338 |
+#> |   43|     476.62183 |     1.001 |    -1.213 |   -0.9301 |   -0.9245 |
+#> |.....................|   -0.8960 |   -0.2918 |   -0.7549 |   -0.7696 |
+#> |.....................|    -1.018 |   -0.6438 |   -0.7313 |   -0.6628 |
+#> |    U|     476.62183 |     93.07 |    -5.513 |   -0.9577 |   -0.1401 |
+#> |.....................|     2.249 |     1.546 |   0.03205 |    0.8412 |
+#> |.....................|    0.7501 |     1.486 |     1.216 |     1.293 |
+#> |    X|     476.62183 |     93.07 |  0.004035 |    0.2773 |    0.8693 |
+#> |.....................|     9.481 |     1.546 |   0.03205 |    0.8412 |
+#> |.....................|    0.7501 |     1.486 |     1.216 |     1.293 |
+#> |    F| Forward Diff. |     8.726 |     1.111 |    0.3721 |   0.03969 |
+#> |.....................|   0.07339 |    -4.588 |    -1.391 |  -0.04583 |
+#> |.....................|    -1.059 |    -2.851 |    -2.052 |    -2.306 |
+#> |   44|     476.61645 |    0.9998 |    -1.215 |   -0.9300 |   -0.9243 |
+#> |.....................|   -0.8958 |   -0.2908 |   -0.7546 |   -0.7711 |
+#> |.....................|    -1.016 |   -0.6442 |   -0.7306 |   -0.6621 |
+#> |    U|     476.61645 |     92.98 |    -5.515 |   -0.9576 |   -0.1399 |
+#> |.....................|     2.250 |     1.546 |   0.03205 |    0.8401 |
+#> |.....................|    0.7517 |     1.485 |     1.217 |     1.294 |
+#> |    X|     476.61645 |     92.98 |  0.004027 |    0.2774 |    0.8694 |
+#> |.....................|     9.484 |     1.546 |   0.03205 |    0.8401 |
+#> |.....................|    0.7517 |     1.485 |     1.217 |     1.294 |
+#> |    F| Forward Diff. |    -5.224 |     1.099 |    0.2980 |   0.02349 |
+#> |.....................| -0.002638 |    -4.438 |    -1.447 |  -0.09166 |
+#> |.....................|    0.4490 |    -2.896 |    -2.021 |    -2.267 |
+#> |   45|     476.60491 |     1.001 |    -1.217 |   -0.9300 |   -0.9242 |
+#> |.....................|   -0.8956 |   -0.2899 |   -0.7543 |   -0.7729 |
+#> |.....................|    -1.016 |   -0.6437 |   -0.7294 |   -0.6608 |
+#> |    U|     476.60491 |     93.08 |    -5.517 |   -0.9576 |   -0.1398 |
+#> |.....................|     2.250 |     1.547 |   0.03206 |    0.8387 |
+#> |.....................|    0.7514 |     1.486 |     1.218 |     1.295 |
+#> |    X|     476.60491 |     93.08 |  0.004018 |    0.2774 |    0.8695 |
+#> |.....................|     9.485 |     1.547 |   0.03206 |    0.8387 |
+#> |.....................|    0.7514 |     1.486 |     1.218 |     1.295 |
+#> |    F| Forward Diff. |     9.891 |     1.101 |    0.3805 |   0.04781 |
+#> |.....................|   0.09121 |    -4.602 |    -1.355 |   -0.1211 |
+#> |.....................|   -0.9908 |    -2.875 |    -1.954 |    -2.212 |
+#> |   46|     476.59275 |    0.9999 |    -1.219 |   -0.9301 |   -0.9241 |
+#> |.....................|   -0.8954 |   -0.2896 |   -0.7542 |   -0.7748 |
+#> |.....................|    -1.017 |   -0.6434 |   -0.7284 |   -0.6597 |
+#> |    U|     476.59275 |     92.99 |    -5.519 |   -0.9576 |   -0.1397 |
+#> |.....................|     2.250 |     1.547 |   0.03206 |    0.8373 |
+#> |.....................|    0.7512 |     1.486 |     1.219 |     1.297 |
+#> |    X|     476.59275 |     92.99 |  0.004009 |    0.2774 |    0.8696 |
+#> |.....................|     9.487 |     1.547 |   0.03206 |    0.8373 |
+#> |.....................|    0.7512 |     1.486 |     1.219 |     1.297 |
+#> |    F| Forward Diff. |    -4.741 |     1.086 |    0.3018 |   0.02978 |
+#> |.....................|   0.01334 |    -4.300 |    -1.393 |  -0.08082 |
+#> |.....................|    0.4335 |    -2.821 |    -1.884 |    -2.156 |
+#> |   47|     476.58049 |     1.001 |    -1.222 |   -0.9302 |   -0.9241 |
+#> |.....................|   -0.8953 |   -0.2889 |   -0.7541 |   -0.7767 |
+#> |.....................|    -1.017 |   -0.6427 |   -0.7275 |   -0.6585 |
+#> |    U|     476.58049 |     93.06 |    -5.522 |   -0.9577 |   -0.1397 |
+#> |.....................|     2.250 |     1.547 |   0.03206 |    0.8359 |
+#> |.....................|    0.7507 |     1.487 |     1.220 |     1.298 |
+#> |    X|     476.58049 |     93.06 |  0.003999 |    0.2773 |    0.8697 |
+#> |.....................|     9.488 |     1.547 |   0.03206 |    0.8359 |
+#> |.....................|    0.7507 |     1.487 |     1.220 |     1.298 |
+#> |   48|     476.57085 |     1.001 |    -1.225 |   -0.9302 |   -0.9239 |
+#> |.....................|   -0.8951 |   -0.2891 |   -0.7542 |   -0.7796 |
+#> |.....................|    -1.018 |   -0.6424 |   -0.7265 |   -0.6573 |
+#> |    U|     476.57085 |     93.06 |    -5.525 |   -0.9578 |   -0.1395 |
+#> |.....................|     2.250 |     1.547 |   0.03206 |    0.8336 |
+#> |.....................|    0.7502 |     1.488 |     1.221 |     1.299 |
+#> |    X|     476.57085 |     93.06 |  0.003985 |    0.2773 |    0.8698 |
+#> |.....................|     9.490 |     1.547 |   0.03206 |    0.8336 |
+#> |.....................|    0.7502 |     1.488 |     1.221 |     1.299 |
+#> |   49|     476.52700 |     1.000 |    -1.243 |   -0.9306 |   -0.9233 |
+#> |.....................|   -0.8940 |   -0.2898 |   -0.7549 |   -0.7948 |
+#> |.....................|    -1.021 |   -0.6409 |   -0.7216 |   -0.6509 |
+#> |    U|       476.527 |     93.02 |    -5.543 |   -0.9582 |   -0.1389 |
+#> |.....................|     2.251 |     1.547 |   0.03205 |    0.8221 |
+#> |.....................|    0.7475 |     1.489 |     1.226 |     1.306 |
+#> |    X|       476.527 |     93.02 |  0.003915 |    0.2772 |    0.8703 |
+#> |.....................|     9.501 |     1.547 |   0.03205 |    0.8221 |
+#> |.....................|    0.7475 |     1.489 |     1.226 |     1.306 |
+#> |   50|     476.45166 |    0.9988 |    -1.314 |   -0.9321 |   -0.9209 |
+#> |.....................|   -0.8895 |   -0.2927 |   -0.7576 |   -0.8554 |
+#> |.....................|    -1.033 |   -0.6351 |   -0.7022 |   -0.6254 |
+#> |    U|     476.45166 |     92.89 |    -5.614 |   -0.9596 |   -0.1365 |
+#> |.....................|     2.256 |     1.545 |   0.03201 |    0.7760 |
+#> |.....................|    0.7365 |     1.496 |     1.247 |     1.333 |
+#> |    X|     476.45166 |     92.89 |  0.003648 |    0.2770 |    0.8724 |
+#> |.....................|     9.543 |     1.545 |   0.03201 |    0.7760 |
+#> |.....................|    0.7365 |     1.496 |     1.247 |     1.333 |
+#> |    F| Forward Diff. |    -21.31 |    0.8191 |    0.2022 |    0.1018 |
+#> |.....................|    0.1327 |    -4.505 |    -1.303 |    -1.202 |
+#> |.....................|    -2.080 |    -2.304 |   -0.3706 |   -0.4948 |
+#> |   51|     476.56836 |     1.004 |    -1.424 |   -0.9336 |   -0.9183 |
+#> |.....................|   -0.8856 |   -0.2810 |   -0.7637 |   -0.9206 |
+#> |.....................|    -1.004 |   -0.6303 |   -0.6962 |   -0.6148 |
+#> |    U|     476.56836 |     93.36 |    -5.724 |   -0.9609 |   -0.1338 |
+#> |.....................|     2.260 |     1.552 |   0.03192 |    0.7265 |
+#> |.....................|    0.7619 |     1.502 |     1.254 |     1.345 |
+#> |    X|     476.56836 |     93.36 |  0.003266 |    0.2767 |    0.8747 |
+#> |.....................|     9.581 |     1.552 |   0.03192 |    0.7265 |
+#> |.....................|    0.7619 |     1.502 |     1.254 |     1.345 |
+#> |   52|     476.44457 |     1.002 |    -1.351 |   -0.9326 |   -0.9200 |
+#> |.....................|   -0.8882 |   -0.2885 |   -0.7595 |   -0.8773 |
+#> |.....................|    -1.024 |   -0.6333 |   -0.7001 |   -0.6218 |
+#> |    U|     476.44457 |     93.15 |    -5.651 |   -0.9600 |   -0.1356 |
+#> |.....................|     2.257 |     1.548 |   0.03198 |    0.7594 |
+#> |.....................|    0.7451 |     1.499 |     1.249 |     1.337 |
+#> |    X|     476.44457 |     93.15 |  0.003514 |    0.2769 |    0.8732 |
+#> |.....................|     9.556 |     1.548 |   0.03198 |    0.7594 |
+#> |.....................|    0.7451 |     1.499 |     1.249 |     1.337 |
+#> |    F| Forward Diff. |     15.82 |    0.7276 |    0.3571 |    0.1746 |
+#> |.....................|    0.4004 |    -4.436 |   -0.9222 |    -1.572 |
+#> |.....................|    -1.287 |    -2.164 |   -0.2873 |   -0.3883 |
+#> |   53|     476.40417 |     1.000 |    -1.371 |   -0.9349 |   -0.9209 |
+#> |.....................|   -0.8904 |   -0.2869 |   -0.7634 |   -0.8782 |
+#> |.....................|    -1.024 |   -0.6262 |   -0.7046 |   -0.6250 |
+#> |    U|     476.40417 |     93.02 |    -5.671 |   -0.9622 |   -0.1365 |
+#> |.....................|     2.255 |     1.549 |   0.03192 |    0.7587 |
+#> |.....................|    0.7444 |     1.507 |     1.245 |     1.334 |
+#> |    X|     476.40417 |     93.02 |  0.003446 |    0.2764 |    0.8724 |
+#> |.....................|     9.535 |     1.549 |   0.03192 |    0.7587 |
+#> |.....................|    0.7444 |     1.507 |     1.245 |     1.334 |
+#> |   54|     476.37918 |     1.000 |    -1.391 |   -0.9372 |   -0.9218 |
+#> |.....................|   -0.8927 |   -0.2856 |   -0.7675 |   -0.8792 |
+#> |.....................|    -1.025 |   -0.6191 |   -0.7092 |   -0.6283 |
+#> |    U|     476.37918 |     93.03 |    -5.691 |   -0.9644 |   -0.1374 |
+#> |.....................|     2.253 |     1.549 |   0.03186 |    0.7580 |
+#> |.....................|    0.7434 |     1.516 |     1.240 |     1.330 |
+#> |    X|     476.37918 |     93.03 |  0.003376 |    0.2760 |    0.8716 |
+#> |.....................|     9.513 |     1.549 |   0.03186 |    0.7580 |
+#> |.....................|    0.7434 |     1.516 |     1.240 |     1.330 |
+#> |   55|     476.33357 |     1.001 |    -1.461 |   -0.9453 |   -0.9249 |
+#> |.....................|   -0.9004 |   -0.2814 |   -0.7818 |   -0.8827 |
+#> |.....................|    -1.029 |   -0.5944 |   -0.7253 |   -0.6399 |
+#> |    U|     476.33357 |     93.07 |    -5.761 |   -0.9719 |   -0.1405 |
+#> |.....................|     2.245 |     1.552 |   0.03165 |    0.7553 |
+#> |.....................|    0.7403 |     1.546 |     1.222 |     1.318 |
+#> |    X|     476.33357 |     93.07 |  0.003146 |    0.2745 |    0.8689 |
+#> |.....................|     9.440 |     1.552 |   0.03165 |    0.7553 |
+#> |.....................|    0.7403 |     1.546 |     1.222 |     1.318 |
+#> |    F| Forward Diff. |    -1.553 |    0.4475 |   -0.2195 |   0.07220 |
+#> |.....................|   0.05655 |    -4.350 |    -1.061 |    -1.750 |
+#> |.....................|    0.1436 |   -0.4527 |    -1.673 |    -1.245 |
+#> |   56|     476.20746 |     1.002 |    -1.571 |   -0.9452 |   -0.9313 |
+#> |.....................|   -0.9123 |   -0.2680 |   -0.8139 |   -0.8382 |
+#> |.....................|    -1.032 |   -0.6009 |   -0.7081 |   -0.6381 |
+#> |    U|     476.20746 |     93.20 |    -5.871 |   -0.9719 |   -0.1469 |
+#> |.....................|     2.233 |     1.560 |   0.03117 |    0.7891 |
+#> |.....................|    0.7373 |     1.538 |     1.241 |     1.320 |
+#> |    X|     476.20746 |     93.20 |  0.002821 |    0.2745 |    0.8634 |
+#> |.....................|     9.328 |     1.560 |   0.03117 |    0.7891 |
+#> |.....................|    0.7373 |     1.538 |     1.241 |     1.320 |
+#> |    F| Forward Diff. |     12.15 |    0.1791 |  -0.01894 | -0.004675 |
+#> |.....................|  -0.06593 |    -5.850 |    -1.512 |    -1.794 |
+#> |.....................|    -1.396 |    -1.647 |   -0.7085 |    -1.309 |
+#> |   57|     476.15444 |     1.000 |    -1.669 |   -0.9317 |   -0.9229 |
+#> |.....................|   -0.8889 |   -0.2480 |   -0.8424 |   -0.7961 |
+#> |.....................|    -1.030 |   -0.6117 |   -0.7275 |   -0.5959 |
+#> |    U|     476.15444 |     93.03 |    -5.969 |   -0.9591 |   -0.1385 |
+#> |.....................|     2.256 |     1.572 |   0.03074 |    0.8211 |
+#> |.....................|    0.7395 |     1.525 |     1.220 |     1.365 |
+#> |    X|     476.15444 |     93.03 |  0.002558 |    0.2771 |    0.8707 |
+#> |.....................|     9.549 |     1.572 |   0.03074 |    0.8211 |
+#> |.....................|    0.7395 |     1.525 |     1.220 |     1.365 |
+#> |    F| Forward Diff. |    -13.97 |  -0.09883 |    0.5245 |    0.1410 |
+#> |.....................|    0.5845 |    -3.407 |    -1.272 |   -0.2800 |
+#> |.....................|    0.9652 |    -1.487 |    -1.684 |    0.3572 |
+#> |   58|     476.18235 |     1.000 |    -1.690 |   -0.9781 |   -0.8961 |
+#> |.....................|   -0.8818 |   -0.1915 |   -0.8548 |   -0.7635 |
+#> |.....................|    -1.041 |   -0.6068 |   -0.6702 |   -0.6625 |
+#> |    U|     476.18235 |     93.04 |    -5.990 |    -1.003 |   -0.1117 |
+#> |.....................|     2.264 |     1.606 |   0.03055 |    0.8458 |
+#> |.....................|    0.7299 |     1.531 |     1.281 |     1.294 |
+#> |    X|     476.18235 |     93.04 |  0.002505 |    0.2684 |    0.8943 |
+#> |.....................|     9.617 |     1.606 |   0.03055 |    0.8458 |
+#> |.....................|    0.7299 |     1.531 |     1.281 |     1.294 |
+#> |   59|     476.08231 |     1.003 |    -1.678 |   -0.9530 |   -0.9107 |
+#> |.....................|   -0.8858 |   -0.2215 |   -0.8479 |   -0.7811 |
+#> |.....................|    -1.035 |   -0.6092 |   -0.7010 |   -0.6265 |
+#> |    U|     476.08231 |     93.25 |    -5.978 |   -0.9792 |   -0.1263 |
+#> |.....................|     2.260 |     1.588 |   0.03066 |    0.8325 |
+#> |.....................|    0.7350 |     1.528 |     1.248 |     1.332 |
+#> |    X|     476.08231 |     93.25 |  0.002533 |    0.2730 |    0.8814 |
+#> |.....................|     9.579 |     1.588 |   0.03066 |    0.8325 |
+#> |.....................|    0.7350 |     1.528 |     1.248 |     1.332 |
+#> |    F| Forward Diff. |     18.25 |  -0.08933 |   -0.2508 |    0.5157 |
+#> |.....................|    0.8830 |    -3.835 |    -1.133 |    -1.026 |
+#> |.....................|    -1.010 |    -2.153 |   -0.2439 |    -1.007 |
+#> |   60|     476.03808 |     1.001 |    -1.672 |   -0.9320 |   -0.9310 |
+#> |.....................|   -0.9291 |   -0.2079 |   -0.8419 |   -0.7733 |
+#> |.....................|    -1.039 |   -0.6026 |   -0.6913 |   -0.6380 |
+#> |    U|     476.03808 |     93.13 |    -5.972 |   -0.9594 |   -0.1466 |
+#> |.....................|     2.216 |     1.596 |   0.03074 |    0.8384 |
+#> |.....................|    0.7314 |     1.536 |     1.259 |     1.320 |
+#> |    X|     476.03808 |     93.13 |  0.002548 |    0.2770 |    0.8636 |
+#> |.....................|     9.173 |     1.596 |   0.03074 |    0.8384 |
+#> |.....................|    0.7314 |     1.536 |     1.259 |     1.320 |
+#> |    F| Forward Diff. |    -5.407 |  -0.06545 |    0.6727 |   0.05373 |
+#> |.....................|   -0.4541 |    -1.330 |   -0.5709 |   -0.1224 |
+#> |.....................|   -0.8702 |    -1.228 |    0.2640 |    -1.506 |
+#> |   61|     476.03300 |     1.003 |    -1.664 |   -0.9621 |   -0.9598 |
+#> |.....................|   -0.9520 |   -0.2020 |   -0.8337 |   -0.7650 |
+#> |.....................|    -1.042 |   -0.6106 |   -0.7076 |   -0.6154 |
+#> |    U|       476.033 |     93.29 |    -5.964 |   -0.9878 |   -0.1754 |
+#> |.....................|     2.193 |     1.599 |   0.03087 |    0.8447 |
+#> |.....................|    0.7289 |     1.526 |     1.241 |     1.344 |
+#> |    X|       476.033 |     93.29 |  0.002569 |    0.2714 |    0.8391 |
+#> |.....................|     8.966 |     1.599 |   0.03087 |    0.8447 |
+#> |.....................|    0.7289 |     1.526 |     1.241 |     1.344 |
+#> |    F| Forward Diff. |     15.25 | -0.008049 |   -0.5780 |   -0.5632 |
+#> |.....................|   -0.9601 |   -0.9870 |   -0.1614 |  -0.08306 |
+#> |.....................|    0.3446 |    -1.564 |   -0.5735 |   -0.5777 |
+#> |   62|     475.98457 |     1.001 |    -1.657 |   -0.9620 |   -0.9650 |
+#> |.....................|   -0.9284 |   -0.2016 |   -0.8312 |   -0.7567 |
+#> |.....................|    -1.045 |   -0.6004 |   -0.7091 |   -0.6133 |
+#> |    U|     475.98457 |     93.13 |    -5.957 |   -0.9877 |   -0.1806 |
+#> |.....................|     2.217 |     1.600 |   0.03091 |    0.8511 |
+#> |.....................|    0.7262 |     1.538 |     1.240 |     1.346 |
+#> |    X|     475.98457 |     93.13 |  0.002588 |    0.2714 |    0.8347 |
+#> |.....................|     9.180 |     1.600 |   0.03091 |    0.8511 |
+#> |.....................|    0.7262 |     1.538 |     1.240 |     1.346 |
+#> |   63|     475.96536 |     1.003 |    -1.649 |   -0.9620 |   -0.9705 |
+#> |.....................|   -0.9043 |   -0.2014 |   -0.8286 |   -0.7480 |
+#> |.....................|    -1.048 |   -0.5903 |   -0.7109 |   -0.6113 |
+#> |    U|     475.96536 |     93.24 |    -5.949 |   -0.9876 |   -0.1861 |
+#> |.....................|     2.241 |     1.600 |   0.03094 |    0.8576 |
+#> |.....................|    0.7235 |     1.551 |     1.238 |     1.349 |
+#> |    X|     475.96536 |     93.24 |  0.002608 |    0.2714 |    0.8302 |
+#> |.....................|     9.403 |     1.600 |   0.03094 |    0.8576 |
+#> |.....................|    0.7235 |     1.551 |     1.238 |     1.349 |
+#> |   64|     476.05821 |     1.003 |    -1.627 |   -0.9618 |   -0.9866 |
+#> |.....................|   -0.8332 |   -0.2007 |   -0.8211 |   -0.7226 |
+#> |.....................|    -1.057 |   -0.5602 |   -0.7159 |   -0.6052 |
+#> |    U|     476.05821 |     93.28 |    -5.927 |   -0.9874 |   -0.2022 |
+#> |.....................|     2.312 |     1.600 |   0.03106 |    0.8769 |
+#> |.....................|    0.7156 |     1.587 |     1.233 |     1.355 |
+#> |    X|     476.05821 |     93.28 |  0.002666 |    0.2714 |    0.8169 |
+#> |.....................|     10.10 |     1.600 |   0.03106 |    0.8769 |
+#> |.....................|    0.7156 |     1.587 |     1.233 |     1.355 |
+#> |    F| Forward Diff. |     11.90 |   0.05098 |   -0.6601 |   -0.8657 |
+#> |.....................|    0.4347 |   -0.9523 |   -0.3178 |   -0.1283 |
+#> |.....................|   -0.1024 |   -0.7800 |   -0.7284 |   -0.4981 |
+#> |   65|     476.00714 |     1.001 |    -1.643 |   -0.9512 |   -0.8390 |
+#> |.....................|   -0.8932 |   -0.2051 |   -0.7956 |   -0.7365 |
+#> |.....................|    -1.045 |   -0.5599 |   -0.7127 |   -0.5744 |
+#> |    U|     476.00714 |     93.11 |    -5.943 |   -0.9775 |  -0.05460 |
+#> |.....................|     2.252 |     1.598 |   0.03144 |    0.8663 |
+#> |.....................|    0.7264 |     1.588 |     1.236 |     1.388 |
+#> |    X|     476.00714 |     93.11 |  0.002624 |    0.2734 |    0.9469 |
+#> |.....................|     9.508 |     1.598 |   0.03144 |    0.8663 |
+#> |.....................|    0.7264 |     1.588 |     1.236 |     1.388 |
+#> |   66|     475.93814 |     1.000 |    -1.647 |   -0.9575 |   -0.9171 |
+#> |.....................|   -0.8999 |   -0.2027 |   -0.8152 |   -0.7434 |
+#> |.....................|    -1.047 |   -0.5779 |   -0.7115 |   -0.5963 |
+#> |    U|     475.93814 |     93.01 |    -5.947 |   -0.9834 |   -0.1327 |
+#> |.....................|     2.245 |     1.599 |   0.03115 |    0.8612 |
+#> |.....................|    0.7247 |     1.566 |     1.237 |     1.365 |
+#> |    X|     475.93814 |     93.01 |  0.002614 |    0.2722 |    0.8757 |
+#> |.....................|     9.445 |     1.599 |   0.03115 |    0.8612 |
+#> |.....................|    0.7247 |     1.566 |     1.237 |     1.365 |
+#> |    F| Forward Diff. |    -23.67 |   0.03897 |   -0.7058 |    0.2979 |
+#> |.....................|    0.2507 |   -0.5051 |   -0.4675 |  -0.05050 |
+#> |.....................|    -1.329 |   -0.1594 |   -0.7628 |    0.1885 |
+#> |   67|     475.98668 |     1.003 |    -1.653 |   -0.9119 |   -0.8938 |
+#> |.....................|   -0.8940 |   -0.2050 |   -0.7980 |   -0.7479 |
+#> |.....................|    -1.040 |   -0.5617 |   -0.7056 |   -0.5853 |
+#> |    U|     475.98668 |     93.26 |    -5.953 |   -0.9406 |   -0.1094 |
+#> |.....................|     2.251 |     1.598 |   0.03140 |    0.8577 |
+#> |.....................|    0.7310 |     1.586 |     1.243 |     1.376 |
+#> |    X|     475.98668 |     93.26 |  0.002598 |    0.2808 |    0.8964 |
+#> |.....................|     9.501 |     1.598 |   0.03140 |    0.8577 |
+#> |.....................|    0.7310 |     1.586 |     1.243 |     1.376 |
+#> |   68|     475.93401 |     1.003 |    -1.649 |   -0.9419 |   -0.9092 |
+#> |.....................|   -0.8979 |   -0.2035 |   -0.8093 |   -0.7449 |
+#> |.....................|    -1.044 |   -0.5723 |   -0.7094 |   -0.5925 |
+#> |    U|     475.93401 |     93.26 |    -5.949 |   -0.9687 |   -0.1248 |
+#> |.....................|     2.247 |     1.599 |   0.03123 |    0.8600 |
+#> |.....................|    0.7270 |     1.573 |     1.239 |     1.369 |
+#> |    X|     475.93401 |     93.26 |  0.002609 |    0.2751 |    0.8827 |
+#> |.....................|     9.464 |     1.599 |   0.03123 |    0.8600 |
+#> |.....................|    0.7270 |     1.573 |     1.239 |     1.369 |
+#> |    F| Forward Diff. |     21.62 |   0.03755 |    0.3553 |    0.5344 |
+#> |.....................|    0.5780 |   -0.8226 |   -0.2181 |   -0.2167 |
+#> |.....................|    -1.049 |  0.002537 |   -0.7279 |    0.2347 |
+#> |   69|     475.92580 |     1.001 |    -1.653 |   -0.9417 |   -0.9124 |
+#> |.....................|   -0.8966 |   -0.2037 |   -0.8058 |   -0.7501 |
+#> |.....................|    -1.041 |   -0.5739 |   -0.7048 |   -0.5926 |
+#> |    U|      475.9258 |     93.12 |    -5.953 |   -0.9686 |   -0.1280 |
+#> |.....................|     2.249 |     1.598 |   0.03129 |    0.8560 |
+#> |.....................|    0.7297 |     1.571 |     1.244 |     1.369 |
+#> |    X|      475.9258 |     93.12 |  0.002598 |    0.2752 |    0.8798 |
+#> |.....................|     9.476 |     1.598 |   0.03129 |    0.8560 |
+#> |.....................|    0.7297 |     1.571 |     1.244 |     1.369 |
+#> |    F| Forward Diff. |    -1.238 |  0.003180 |    0.2025 |    0.4289 |
+#> |.....................|    0.4493 |   -0.2935 |   -0.2270 |   -0.1209 |
+#> |.....................|    0.3327 |  -0.04065 |   -0.4864 |    0.2705 |
+#> |   70|     475.92421 |     1.002 |    -1.655 |   -0.9475 |   -0.9180 |
+#> |.....................|   -0.8971 |   -0.2051 |   -0.8017 |   -0.7499 |
+#> |.....................|    -1.041 |   -0.5760 |   -0.7024 |   -0.5951 |
+#> |    U|     475.92421 |     93.14 |    -5.955 |   -0.9740 |   -0.1336 |
+#> |.....................|     2.248 |     1.598 |   0.03135 |    0.8562 |
+#> |.....................|    0.7299 |     1.568 |     1.247 |     1.366 |
+#> |    X|     475.92421 |     93.14 |  0.002593 |    0.2741 |    0.8749 |
+#> |.....................|     9.472 |     1.598 |   0.03135 |    0.8562 |
+#> |.....................|    0.7299 |     1.568 |     1.247 |     1.366 |
+#> |    F| Forward Diff. |     1.572 | 0.0005078 |  -0.07939 |    0.3039 |
+#> |.....................|    0.4520 |   -0.5123 |   -0.2298 |   -0.1955 |
+#> |.....................|    0.3506 |   -0.1759 |   -0.3471 |    0.1717 |
+#> |   71|     475.91356 |     1.001 |    -1.654 |   -0.9476 |   -0.9223 |
+#> |.....................|   -0.8992 |   -0.2071 |   -0.7965 |   -0.7440 |
+#> |.....................|    -1.043 |   -0.5749 |   -0.7035 |   -0.5974 |
+#> |    U|     475.91356 |     93.12 |    -5.954 |   -0.9741 |   -0.1379 |
+#> |.....................|     2.246 |     1.596 |   0.03143 |    0.8607 |
+#> |.....................|    0.7278 |     1.569 |     1.246 |     1.363 |
+#> |    X|     475.91356 |     93.12 |  0.002596 |    0.2741 |    0.8712 |
+#> |.....................|     9.452 |     1.596 |   0.03143 |    0.8607 |
+#> |.....................|    0.7278 |     1.569 |     1.246 |     1.363 |
+#> |   72|     475.89054 |     1.001 |    -1.650 |   -0.9479 |   -0.9349 |
+#> |.....................|   -0.9054 |   -0.2136 |   -0.7808 |   -0.7261 |
+#> |.....................|    -1.051 |   -0.5716 |   -0.7071 |   -0.6043 |
+#> |    U|     475.89054 |     93.11 |    -5.950 |   -0.9744 |   -0.1505 |
+#> |.....................|     2.240 |     1.592 |   0.03166 |    0.8742 |
+#> |.....................|    0.7214 |     1.574 |     1.242 |     1.356 |
+#> |    X|     475.89054 |     93.11 |  0.002606 |    0.2740 |    0.8602 |
+#> |.....................|     9.393 |     1.592 |   0.03166 |    0.8742 |
+#> |.....................|    0.7214 |     1.574 |     1.242 |     1.356 |
+#> |    F| Forward Diff. |    -3.467 |   0.05330 |   -0.1133 |   -0.1045 |
+#> |.....................|    0.1362 |   -0.3304 |   -0.2172 |   0.04726 |
+#> |.....................|    -1.416 |   0.08323 |   -0.4566 |   -0.2851 |
+#> |   73|     476.06529 |     1.002 |    -1.688 |   -0.8959 |   -0.9784 |
+#> |.....................|   -0.9076 |   -0.2354 |   -0.6823 |   -0.7302 |
+#> |.....................|    -1.035 |   -0.5603 |   -0.6700 |   -0.6079 |
+#> |    U|     476.06529 |     93.20 |    -5.988 |   -0.9255 |   -0.1940 |
+#> |.....................|     2.238 |     1.579 |   0.03314 |    0.8712 |
+#> |.....................|    0.7347 |     1.587 |     1.281 |     1.352 |
+#> |    X|     476.06529 |     93.20 |  0.002510 |    0.2838 |    0.8236 |
+#> |.....................|     9.372 |     1.579 |   0.03314 |    0.8712 |
+#> |.....................|    0.7347 |     1.587 |     1.281 |     1.352 |
+#> |   74|     475.89054 |     1.001 |    -1.650 |   -0.9479 |   -0.9349 |
+#> |.....................|   -0.9054 |   -0.2136 |   -0.7808 |   -0.7261 |
+#> |.....................|    -1.051 |   -0.5716 |   -0.7071 |   -0.6043 |
+#> |    U|     475.89054 |     93.11 |    -5.950 |   -0.9744 |   -0.1505 |
+#> |.....................|     2.240 |     1.592 |   0.03166 |    0.8742 |
+#> |.....................|    0.7214 |     1.574 |     1.242 |     1.356 |
+#> |    X|     475.89054 |     93.11 |  0.002606 |    0.2740 |    0.8602 |
+#> |.....................|     9.393 |     1.592 |   0.03166 |    0.8742 |
+#> |.....................|    0.7214 |     1.574 |     1.242 |     1.356 |
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_sfo_focei_tc <- nlmixr(f_mmkin_tc["DFOP-SFO", ], est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis |    log_k1 |
+#> |.....................|    log_k2 |  g_qlogis | sigma_low |  rsd_high |
+#> |.....................|        o1 |        o2 |        o3 |        o4 |
+#> |.....................|        o5 |        o6 |...........|...........|
+#> |    1|     495.48573 |     1.000 |    -1.000 |   -0.9104 |   -0.9376 |
+#> |.....................|   -0.9875 |   -0.8823 |   -0.8746 |   -0.8907 |
+#> |.....................|   -0.8767 |   -0.8731 |   -0.8673 |   -0.8720 |
+#> |.....................|   -0.8739 |   -0.8666 |...........|...........|
+#> |    U|     495.48573 |     91.00 |    -5.200 |   -0.8900 |    -2.200 |
+#> |.....................|    -4.600 |    0.4600 |    0.8300 |   0.05800 |
+#> |.....................|    0.7311 |    0.9036 |     1.183 |    0.9554 |
+#> |.....................|    0.8633 |     1.214 |...........|...........|
+#> |    X|     495.48573 |     91.00 |  0.005517 |    0.2911 |    0.1108 |
+#> |.....................|   0.01005 |    0.6130 |    0.8300 |   0.05800 |
+#> |.....................|    0.7311 |    0.9036 |     1.183 |    0.9554 |
+#> |.....................|    0.8633 |     1.214 |...........|...........|
+#> |    G|    Gill Diff. |   -0.9650 |     2.223 |   -0.3153 |  -0.01817 |
+#> |.....................|   -0.3350 |    0.6789 |    -29.17 |    -19.58 |
+#> |.....................|    0.9642 |     9.851 |    -11.94 |    -1.319 |
+#> |.....................|     8.578 |    -12.45 |...........|...........|
+#> |    2|     487.27153 |     1.023 |    -1.054 |   -0.9028 |   -0.9372 |
+#> |.....................|   -0.9794 |   -0.8987 |   -0.1695 |   -0.4175 |
+#> |.....................|   -0.9000 |    -1.111 |   -0.5788 |   -0.8401 |
+#> |.....................|    -1.081 |   -0.5657 |...........|...........|
+#> |    U|     487.27153 |     93.12 |    -5.254 |   -0.8832 |    -2.200 |
+#> |.....................|    -4.592 |    0.4525 |     1.123 |   0.07172 |
+#> |.....................|    0.7141 |    0.6884 |     1.525 |    0.9859 |
+#> |.....................|    0.6843 |     1.580 |...........|...........|
+#> |    X|     487.27153 |     93.12 |  0.005228 |    0.2925 |    0.1109 |
+#> |.....................|   0.01013 |    0.6112 |     1.123 |   0.07172 |
+#> |.....................|    0.7141 |    0.6884 |     1.525 |    0.9859 |
+#> |.....................|    0.6843 |     1.580 |...........|...........|
+#> |    F| Forward Diff. |     131.2 |     1.375 |     2.844 |   -0.2311 |
+#> |.....................|    0.2724 |    0.4206 |     9.234 |     14.82 |
+#> |.....................|   -0.3432 |    -1.547 |    -2.137 |     2.699 |
+#> |.....................|    -4.845 |    -6.389 |...........|...........|
+#> |    3|     3806.3530 |    0.1967 |    -1.082 |   -0.9181 |   -0.9356 |
+#> |.....................|   -0.9782 |   -0.9073 |   0.02635 |   -0.3409 |
+#> |.....................|   -0.9062 |    -1.204 |   -0.4610 |   -0.8458 |
+#> |.....................|    -1.125 |   -0.4164 |...........|...........|
+#> |    U|      3806.353 |     17.90 |    -5.282 |   -0.8969 |    -2.198 |
+#> |.....................|    -4.591 |    0.4485 |     1.204 |   0.07394 |
+#> |.....................|    0.7095 |    0.6043 |     1.664 |    0.9805 |
+#> |.....................|    0.6463 |     1.761 |...........|...........|
+#> |    X|      3806.353 |     17.90 |  0.005083 |    0.2897 |    0.1110 |
+#> |.....................|   0.01015 |    0.6103 |     1.204 |   0.07394 |
+#> |.....................|    0.7095 |    0.6043 |     1.664 |    0.9805 |
+#> |.....................|    0.6463 |     1.761 |...........|...........|
+#> |    4|     498.29847 |    0.9363 |    -1.055 |   -0.9047 |   -0.9370 |
+#> |.....................|   -0.9796 |   -0.8990 |   -0.1756 |   -0.4273 |
+#> |.....................|   -0.8998 |    -1.110 |   -0.5773 |   -0.8419 |
+#> |.....................|    -1.078 |   -0.5615 |...........|...........|
+#> |    U|     498.29847 |     85.20 |    -5.255 |   -0.8849 |    -2.199 |
+#> |.....................|    -4.592 |    0.4523 |     1.120 |   0.07144 |
+#> |.....................|    0.7142 |    0.6894 |     1.526 |    0.9842 |
+#> |.....................|    0.6871 |     1.585 |...........|...........|
+#> |    X|     498.29847 |     85.20 |  0.005223 |    0.2922 |    0.1109 |
+#> |.....................|   0.01013 |    0.6112 |     1.120 |   0.07144 |
+#> |.....................|    0.7142 |    0.6894 |     1.526 |    0.9842 |
+#> |.....................|    0.6871 |     1.585 |...........|...........|
+#> |    5|     485.66266 |     1.001 |    -1.054 |   -0.9033 |   -0.9372 |
+#> |.....................|   -0.9795 |   -0.8988 |   -0.1711 |   -0.4200 |
+#> |.....................|   -0.8999 |    -1.111 |   -0.5784 |   -0.8406 |
+#> |.....................|    -1.080 |   -0.5646 |...........|...........|
+#> |    U|     485.66266 |     91.08 |    -5.254 |   -0.8836 |    -2.200 |
+#> |.....................|    -4.592 |    0.4524 |     1.122 |   0.07165 |
+#> |.....................|    0.7141 |    0.6887 |     1.525 |    0.9855 |
+#> |.....................|    0.6850 |     1.581 |...........|...........|
+#> |    X|     485.66266 |     91.08 |  0.005227 |    0.2924 |    0.1109 |
+#> |.....................|   0.01013 |    0.6112 |     1.122 |   0.07165 |
+#> |.....................|    0.7141 |    0.6887 |     1.525 |    0.9855 |
+#> |.....................|    0.6850 |     1.581 |...........|...........|
+#> |    F| Forward Diff. |     5.221 |     1.276 |    0.8286 |   0.07146 |
+#> |.....................|    0.3378 |    0.6177 |     8.950 |     14.42 |
+#> |.....................|    -2.232 |    -2.934 |    -2.090 |     2.822 |
+#> |.....................|    -4.031 |    -6.085 |...........|...........|
+#> |    6|     485.32609 |    0.9950 |    -1.055 |   -0.9042 |   -0.9372 |
+#> |.....................|   -0.9799 |   -0.8995 |   -0.1813 |   -0.4364 |
+#> |.....................|   -0.8974 |    -1.108 |   -0.5760 |   -0.8438 |
+#> |.....................|    -1.076 |   -0.5577 |...........|...........|
+#> |    U|     485.32609 |     90.54 |    -5.255 |   -0.8845 |    -2.200 |
+#> |.....................|    -4.592 |    0.4521 |     1.118 |   0.07117 |
+#> |.....................|    0.7160 |    0.6917 |     1.528 |    0.9824 |
+#> |.....................|    0.6890 |     1.589 |...........|...........|
+#> |    X|     485.32609 |     90.54 |  0.005219 |    0.2922 |    0.1108 |
+#> |.....................|   0.01013 |    0.6111 |     1.118 |   0.07117 |
+#> |.....................|    0.7160 |    0.6917 |     1.528 |    0.9824 |
+#> |.....................|    0.6890 |     1.589 |...........|...........|
+#> |    F| Forward Diff. |    -30.72 |     1.256 |    0.2407 |    0.1468 |
+#> |.....................|    0.3576 |    0.6982 |     8.550 |     13.79 |
+#> |.....................|    -2.152 |    -3.092 |    -1.869 |     2.672 |
+#> |.....................|    -3.399 |    -5.827 |...........|...........|
+#> |    7|     484.94767 |     1.003 |    -1.055 |   -0.9045 |   -0.9373 |
+#> |.....................|   -0.9801 |   -0.8996 |   -0.1956 |   -0.4497 |
+#> |.....................|   -0.8963 |    -1.103 |   -0.5795 |   -0.8455 |
+#> |.....................|    -1.071 |   -0.5595 |...........|...........|
+#> |    U|     484.94767 |     91.28 |    -5.255 |   -0.8848 |    -2.200 |
+#> |.....................|    -4.593 |    0.4521 |     1.112 |   0.07079 |
+#> |.....................|    0.7168 |    0.6961 |     1.524 |    0.9808 |
+#> |.....................|    0.6930 |     1.587 |...........|...........|
+#> |    X|     484.94767 |     91.28 |  0.005220 |    0.2922 |    0.1108 |
+#> |.....................|   0.01013 |    0.6111 |     1.112 |   0.07079 |
+#> |.....................|    0.7168 |    0.6961 |     1.524 |    0.9808 |
+#> |.....................|    0.6930 |     1.587 |...........|...........|
+#> |    F| Forward Diff. |     16.95 |     1.308 |    0.9181 |   0.03760 |
+#> |.....................|    0.3308 |    0.6549 |     8.124 |     13.74 |
+#> |.....................|    -1.975 |    -2.369 |    -2.107 |     2.437 |
+#> |.....................|    -3.334 |    -5.928 |...........|...........|
+#> |    8|     484.63747 |    0.9965 |    -1.055 |   -0.9051 |   -0.9373 |
+#> |.....................|   -0.9805 |   -0.8998 |   -0.2100 |   -0.4642 |
+#> |.....................|   -0.8952 |    -1.098 |   -0.5823 |   -0.8472 |
+#> |.....................|    -1.067 |   -0.5602 |...........|...........|
+#> |    U|     484.63747 |     90.68 |    -5.255 |   -0.8853 |    -2.200 |
+#> |.....................|    -4.593 |    0.4520 |     1.106 |   0.07037 |
+#> |.....................|    0.7176 |    0.7002 |     1.521 |    0.9792 |
+#> |.....................|    0.6968 |     1.586 |...........|...........|
+#> |    X|     484.63747 |     90.68 |  0.005220 |    0.2921 |    0.1108 |
+#> |.....................|   0.01012 |    0.6111 |     1.106 |   0.07037 |
+#> |.....................|    0.7176 |    0.7002 |     1.521 |    0.9792 |
+#> |.....................|    0.6968 |     1.586 |...........|...........|
+#> |    F| Forward Diff. |    -22.67 |     1.288 |    0.2773 |    0.1211 |
+#> |.....................|    0.3459 |    0.7203 |     8.028 |     13.24 |
+#> |.....................|    -1.967 |    -2.555 |    -2.117 |     2.333 |
+#> |.....................|    -2.789 |    -5.812 |...........|...........|
+#> |    9|     484.31288 |     1.003 |    -1.055 |   -0.9054 |   -0.9374 |
+#> |.....................|   -0.9808 |   -0.9000 |   -0.2248 |   -0.4783 |
+#> |.....................|   -0.8942 |    -1.094 |   -0.5856 |   -0.8486 |
+#> |.....................|    -1.063 |   -0.5617 |...........|...........|
+#> |    U|     484.31288 |     91.27 |    -5.255 |   -0.8855 |    -2.200 |
+#> |.....................|    -4.593 |    0.4519 |     1.100 |   0.06996 |
+#> |.....................|    0.7183 |    0.7043 |     1.517 |    0.9778 |
+#> |.....................|    0.7003 |     1.585 |...........|...........|
+#> |    X|     484.31288 |     91.27 |  0.005220 |    0.2920 |    0.1108 |
+#> |.....................|   0.01012 |    0.6111 |     1.100 |   0.06996 |
+#> |.....................|    0.7183 |    0.7043 |     1.517 |    0.9778 |
+#> |.....................|    0.7003 |     1.585 |...........|...........|
+#> |    F| Forward Diff. |     16.32 |     1.333 |    0.8110 |   0.03416 |
+#> |.....................|    0.3225 |    0.6774 |     7.502 |     12.95 |
+#> |.....................|    -1.990 |    -1.849 |    -2.190 |     2.193 |
+#> |.....................|    -2.714 |    -5.891 |...........|...........|
+#> |   10|     484.03445 |    0.9966 |    -1.055 |   -0.9058 |   -0.9374 |
+#> |.....................|   -0.9811 |   -0.9003 |   -0.2393 |   -0.4932 |
+#> |.....................|   -0.8929 |    -1.090 |   -0.5881 |   -0.8501 |
+#> |.....................|    -1.059 |   -0.5620 |...........|...........|
+#> |    U|     484.03445 |     90.69 |    -5.255 |   -0.8859 |    -2.200 |
+#> |.....................|    -4.594 |    0.4517 |     1.094 |   0.06953 |
+#> |.....................|    0.7192 |    0.7079 |     1.514 |    0.9764 |
+#> |.....................|    0.7034 |     1.584 |...........|...........|
+#> |    X|     484.03445 |     90.69 |  0.005219 |    0.2919 |    0.1108 |
+#> |.....................|   0.01012 |    0.6110 |     1.094 |   0.06953 |
+#> |.....................|    0.7192 |    0.7079 |     1.514 |    0.9764 |
+#> |.....................|    0.7034 |     1.584 |...........|...........|
+#> |    F| Forward Diff. |    -23.34 |     1.311 |    0.1997 |    0.1136 |
+#> |.....................|    0.3397 |    0.7422 |     7.043 |     12.17 |
+#> |.....................|    -1.843 |    -2.075 |    -2.300 |     2.141 |
+#> |.....................|    -2.235 |    -5.778 |...........|...........|
+#> |   11|     483.72794 |     1.003 |    -1.056 |   -0.9061 |   -0.9374 |
+#> |.....................|   -0.9815 |   -0.9008 |   -0.2540 |   -0.5081 |
+#> |.....................|   -0.8918 |    -1.086 |   -0.5906 |   -0.8514 |
+#> |.....................|    -1.056 |   -0.5623 |...........|...........|
+#> |    U|     483.72794 |     91.28 |    -5.256 |   -0.8861 |    -2.200 |
+#> |.....................|    -4.594 |    0.4515 |     1.088 |   0.06909 |
+#> |.....................|    0.7200 |    0.7113 |     1.511 |    0.9751 |
+#> |.....................|    0.7061 |     1.584 |...........|...........|
+#> |    X|     483.72794 |     91.28 |  0.005217 |    0.2919 |    0.1108 |
+#> |.....................|   0.01011 |    0.6110 |     1.088 |   0.06909 |
+#> |.....................|    0.7200 |    0.7113 |     1.511 |    0.9751 |
+#> |.....................|    0.7061 |     1.584 |...........|...........|
+#> |    F| Forward Diff. |     16.56 |     1.355 |    0.7367 |   0.03002 |
+#> |.....................|    0.3166 |    0.7021 |     6.528 |     11.89 |
+#> |.....................|    -1.880 |    -1.512 |    -2.404 |     1.917 |
+#> |.....................|    -2.215 |    -5.846 |...........|...........|
+#> |   12|     483.44272 |    0.9974 |    -1.057 |   -0.9064 |   -0.9375 |
+#> |.....................|   -0.9820 |   -0.9016 |   -0.2678 |   -0.5243 |
+#> |.....................|   -0.8904 |    -1.083 |   -0.5914 |   -0.8528 |
+#> |.....................|    -1.054 |   -0.5601 |...........|...........|
+#> |    U|     483.44272 |     90.76 |    -5.257 |   -0.8865 |    -2.200 |
+#> |.....................|    -4.594 |    0.4511 |     1.082 |   0.06862 |
+#> |.....................|    0.7211 |    0.7141 |     1.510 |    0.9738 |
+#> |.....................|    0.7081 |     1.587 |...........|...........|
+#> |    X|     483.44272 |     90.76 |  0.005212 |    0.2918 |    0.1108 |
+#> |.....................|   0.01011 |    0.6109 |     1.082 |   0.06862 |
+#> |.....................|    0.7211 |    0.7141 |     1.510 |    0.9738 |
+#> |.....................|    0.7081 |     1.587 |...........|...........|
+#> |    F| Forward Diff. |    -19.50 |     1.332 |    0.2061 |    0.1022 |
+#> |.....................|    0.3336 |    0.7519 |     5.944 |     11.09 |
+#> |.....................|    -1.878 |    -1.675 |    -2.404 |     1.054 |
+#> |.....................|    -1.833 |    -5.715 |...........|...........|
+#> |   13|     483.13758 |     1.003 |    -1.059 |   -0.9067 |   -0.9375 |
+#> |.....................|   -0.9826 |   -0.9029 |   -0.2791 |   -0.5415 |
+#> |.....................|   -0.8881 |    -1.081 |   -0.5896 |   -0.8508 |
+#> |.....................|    -1.053 |   -0.5541 |...........|...........|
+#> |    U|     483.13758 |     91.30 |    -5.259 |   -0.8867 |    -2.200 |
+#> |.....................|    -4.595 |    0.4505 |     1.077 |   0.06813 |
+#> |.....................|    0.7227 |    0.7157 |     1.512 |    0.9758 |
+#> |.....................|    0.7089 |     1.594 |...........|...........|
+#> |    X|     483.13758 |     91.30 |  0.005202 |    0.2918 |    0.1108 |
+#> |.....................|   0.01010 |    0.6108 |     1.077 |   0.06813 |
+#> |.....................|    0.7227 |    0.7157 |     1.512 |    0.9758 |
+#> |.....................|    0.7089 |     1.594 |...........|...........|
+#> |    F| Forward Diff. |     16.83 |     1.368 |    0.7006 |   0.02276 |
+#> |.....................|    0.3159 |    0.7144 |     5.487 |     10.74 |
+#> |.....................|    -1.773 |    -1.125 |    -2.251 |     1.956 |
+#> |.....................|    -1.882 |    -5.671 |...........|...........|
+#> |   14|     482.85180 |    0.9981 |    -1.062 |   -0.9072 |   -0.9376 |
+#> |.....................|   -0.9834 |   -0.9050 |   -0.2850 |   -0.5582 |
+#> |.....................|   -0.8853 |    -1.082 |   -0.5852 |   -0.8503 |
+#> |.....................|    -1.053 |   -0.5428 |...........|...........|
+#> |    U|      482.8518 |     90.83 |    -5.262 |   -0.8872 |    -2.200 |
+#> |.....................|    -4.596 |    0.4496 |     1.075 |   0.06764 |
+#> |.....................|    0.7248 |    0.7152 |     1.517 |    0.9762 |
+#> |.....................|    0.7084 |     1.607 |...........|...........|
+#> |    X|      482.8518 |     90.83 |  0.005184 |    0.2917 |    0.1108 |
+#> |.....................|   0.01009 |    0.6105 |     1.075 |   0.06764 |
+#> |.....................|    0.7248 |    0.7152 |     1.517 |    0.9762 |
+#> |.....................|    0.7084 |     1.607 |...........|...........|
+#> |    F| Forward Diff. |    -16.64 |     1.337 |    0.2421 |   0.09047 |
+#> |.....................|    0.3389 |    0.7643 |     5.051 |     10.06 |
+#> |.....................|    -1.787 |    -1.445 |    -2.047 |     2.073 |
+#> |.....................|    -1.627 |    -5.410 |...........|...........|
+#> |   15|     482.60290 |     1.003 |    -1.066 |   -0.9079 |   -0.9377 |
+#> |.....................|   -0.9844 |   -0.9075 |   -0.2858 |   -0.5723 |
+#> |.....................|   -0.8822 |    -1.083 |   -0.5806 |   -0.8571 |
+#> |.....................|    -1.055 |   -0.5294 |...........|...........|
+#> |    U|      482.6029 |     91.28 |    -5.266 |   -0.8878 |    -2.200 |
+#> |.....................|    -4.597 |    0.4484 |     1.074 |   0.06723 |
+#> |.....................|    0.7271 |    0.7136 |     1.523 |    0.9697 |
+#> |.....................|    0.7072 |     1.624 |...........|...........|
+#> |    X|      482.6029 |     91.28 |  0.005162 |    0.2916 |    0.1108 |
+#> |.....................|   0.01008 |    0.6103 |     1.074 |   0.06723 |
+#> |.....................|    0.7271 |    0.7136 |     1.523 |    0.9697 |
+#> |.....................|    0.7072 |     1.624 |...........|...........|
+#> |    F| Forward Diff. |     14.50 |     1.352 |    0.6742 |   0.02192 |
+#> |.....................|    0.3317 |    0.7297 |     4.803 |     9.894 |
+#> |.....................|    -1.694 |    -1.220 |    -2.031 |     1.506 |
+#> |.....................|    -1.722 |    -5.269 |...........|...........|
+#> |   16|     482.37953 |    0.9987 |    -1.071 |   -0.9090 |   -0.9377 |
+#> |.....................|   -0.9857 |   -0.9106 |   -0.2840 |   -0.5862 |
+#> |.....................|   -0.8787 |    -1.084 |   -0.5758 |   -0.8611 |
+#> |.....................|    -1.056 |   -0.5150 |...........|...........|
+#> |    U|     482.37953 |     90.88 |    -5.271 |   -0.8888 |    -2.200 |
+#> |.....................|    -4.598 |    0.4470 |     1.075 |   0.06683 |
+#> |.....................|    0.7296 |    0.7132 |     1.528 |    0.9659 |
+#> |.....................|    0.7058 |     1.641 |...........|...........|
+#> |    X|     482.37953 |     90.88 |  0.005137 |    0.2914 |    0.1108 |
+#> |.....................|   0.01007 |    0.6099 |     1.075 |   0.06683 |
+#> |.....................|    0.7296 |    0.7132 |     1.528 |    0.9659 |
+#> |.....................|    0.7058 |     1.641 |...........|...........|
+#> |   17|     482.17662 |    0.9986 |    -1.077 |   -0.9102 |   -0.9378 |
+#> |.....................|   -0.9871 |   -0.9141 |   -0.2800 |   -0.5994 |
+#> |.....................|   -0.8750 |    -1.085 |   -0.5707 |   -0.8654 |
+#> |.....................|    -1.059 |   -0.4996 |...........|...........|
+#> |    U|     482.17662 |     90.88 |    -5.277 |   -0.8898 |    -2.200 |
+#> |.....................|    -4.600 |    0.4454 |     1.077 |   0.06645 |
+#> |.....................|    0.7323 |    0.7123 |     1.534 |    0.9618 |
+#> |.....................|    0.7037 |     1.660 |...........|...........|
+#> |    X|     482.17662 |     90.88 |  0.005108 |    0.2911 |    0.1108 |
+#> |.....................|   0.01006 |    0.6095 |     1.077 |   0.06645 |
+#> |.....................|    0.7323 |    0.7123 |     1.534 |    0.9618 |
+#> |.....................|    0.7037 |     1.660 |...........|...........|
+#> |   18|     481.54428 |    0.9984 |    -1.097 |   -0.9142 |   -0.9379 |
+#> |.....................|   -0.9921 |   -0.9262 |   -0.2660 |   -0.6456 |
+#> |.....................|   -0.8623 |    -1.088 |   -0.5530 |   -0.8805 |
+#> |.....................|    -1.068 |   -0.4457 |...........|...........|
+#> |    U|     481.54428 |     90.86 |    -5.297 |   -0.8934 |    -2.200 |
+#> |.....................|    -4.605 |    0.4398 |     1.083 |   0.06511 |
+#> |.....................|    0.7417 |    0.7091 |     1.555 |    0.9473 |
+#> |.....................|    0.6961 |     1.725 |...........|...........|
+#> |    X|     481.54428 |     90.86 |  0.005009 |    0.2904 |    0.1108 |
+#> |.....................|   0.01001 |    0.6082 |     1.083 |   0.06511 |
+#> |.....................|    0.7417 |    0.7091 |     1.555 |    0.9473 |
+#> |.....................|    0.6961 |     1.725 |...........|...........|
+#> |   19|     480.42060 |    0.9980 |    -1.149 |   -0.9249 |   -0.9384 |
+#> |.....................|    -1.006 |   -0.9588 |   -0.2285 |   -0.7695 |
+#> |.....................|   -0.8280 |    -1.098 |   -0.5055 |   -0.9211 |
+#> |.....................|    -1.091 |   -0.3011 |...........|...........|
+#> |    U|      480.4206 |     90.81 |    -5.349 |   -0.9029 |    -2.201 |
+#> |.....................|    -4.618 |    0.4248 |     1.098 |   0.06151 |
+#> |.....................|    0.7667 |    0.7005 |     1.611 |    0.9085 |
+#> |.....................|    0.6759 |     1.901 |...........|...........|
+#> |    X|      480.4206 |     90.81 |  0.004753 |    0.2885 |    0.1107 |
+#> |.....................|  0.009872 |    0.6046 |     1.098 |   0.06151 |
+#> |.....................|    0.7667 |    0.7005 |     1.611 |    0.9085 |
+#> |.....................|    0.6759 |     1.901 |...........|...........|
+#> |    F| Forward Diff. |    -36.54 |     1.160 |   -0.4282 |   0.02550 |
+#> |.....................|    0.4248 |    0.7330 |     2.572 |     4.769 |
+#> |.....................|    -1.047 |    -1.982 |     1.244 |    -3.305 |
+#> |.....................|    -1.792 |    -2.494 |...........|...........|
+#> |   20|     480.52888 |     1.003 |    -1.232 |   -0.9300 |   -0.9345 |
+#> |.....................|    -1.037 |    -1.013 |   -0.2660 |   -0.9542 |
+#> |.....................|   -0.7770 |    -1.021 |   -0.6177 |   -0.7306 |
+#> |.....................|    -1.035 |   -0.1927 |...........|...........|
+#> |    U|     480.52888 |     91.28 |    -5.432 |   -0.9075 |    -2.197 |
+#> |.....................|    -4.649 |    0.3997 |     1.083 |   0.05616 |
+#> |.....................|    0.8040 |    0.7699 |     1.479 |     1.091 |
+#> |.....................|    0.7247 |     2.033 |...........|...........|
+#> |    X|     480.52888 |     91.28 |  0.004374 |    0.2875 |    0.1111 |
+#> |.....................|  0.009571 |    0.5986 |     1.083 |   0.05616 |
+#> |.....................|    0.8040 |    0.7699 |     1.479 |     1.091 |
+#> |.....................|    0.7247 |     2.033 |...........|...........|
+#> |   21|     479.69850 |     1.004 |    -1.189 |   -0.9273 |   -0.9365 |
+#> |.....................|    -1.020 |   -0.9850 |   -0.2467 |   -0.8583 |
+#> |.....................|   -0.8035 |    -1.061 |   -0.5593 |   -0.8297 |
+#> |.....................|    -1.064 |   -0.2490 |...........|...........|
+#> |    U|      479.6985 |     91.34 |    -5.389 |   -0.9050 |    -2.199 |
+#> |.....................|    -4.633 |    0.4128 |     1.091 |   0.05894 |
+#> |.....................|    0.7846 |    0.7338 |     1.548 |    0.9959 |
+#> |.....................|    0.6994 |     1.964 |...........|...........|
+#> |    X|      479.6985 |     91.34 |  0.004567 |    0.2880 |    0.1109 |
+#> |.....................|  0.009727 |    0.6018 |     1.091 |   0.05894 |
+#> |.....................|    0.7846 |    0.7338 |     1.548 |    0.9959 |
+#> |.....................|    0.6994 |     1.964 |...........|...........|
+#> |    F| Forward Diff. |     5.264 |     1.163 |  -0.05494 |  -0.06753 |
+#> |.....................|    0.3641 |    0.6248 |    0.1998 |     1.877 |
+#> |.....................|   -0.5696 |    0.3809 |    0.8989 |     3.758 |
+#> |.....................|    0.2123 |    -1.578 |...........|...........|
+#> |   22|     479.87893 |     1.001 |    -1.256 |   -0.9150 |   -0.9312 |
+#> |.....................|    -1.045 |    -1.024 |   -0.2268 |   -0.8946 |
+#> |.....................|   -0.7799 |    -1.052 |   -0.6825 |   -0.8629 |
+#> |.....................|    -1.056 |   -0.2060 |...........|...........|
+#> |    U|     479.87893 |     91.06 |    -5.456 |   -0.8941 |    -2.194 |
+#> |.....................|    -4.658 |    0.3949 |     1.099 |   0.05789 |
+#> |.....................|    0.8019 |    0.7416 |     1.402 |    0.9642 |
+#> |.....................|    0.7063 |     2.016 |...........|...........|
+#> |    X|     479.87893 |     91.06 |  0.004269 |    0.2903 |    0.1115 |
+#> |.....................|  0.009490 |    0.5975 |     1.099 |   0.05789 |
+#> |.....................|    0.8019 |    0.7416 |     1.402 |    0.9642 |
+#> |.....................|    0.7063 |     2.016 |...........|...........|
+#> |   23|     479.70356 |    0.9996 |    -1.214 |   -0.9229 |   -0.9346 |
+#> |.....................|    -1.029 |   -0.9992 |   -0.2397 |   -0.8723 |
+#> |.....................|   -0.7947 |    -1.058 |   -0.6038 |   -0.8437 |
+#> |.....................|    -1.061 |   -0.2328 |...........|...........|
+#> |    U|     479.70356 |     90.96 |    -5.414 |   -0.9011 |    -2.197 |
+#> |.....................|    -4.642 |    0.4062 |     1.093 |   0.05853 |
+#> |.....................|    0.7910 |    0.7364 |     1.495 |    0.9825 |
+#> |.....................|    0.7017 |     1.984 |...........|...........|
+#> |    X|     479.70356 |     90.96 |  0.004455 |    0.2888 |    0.1111 |
+#> |.....................|  0.009639 |    0.6002 |     1.093 |   0.05853 |
+#> |.....................|    0.7910 |    0.7364 |     1.495 |    0.9825 |
+#> |.....................|    0.7017 |     1.984 |...........|...........|
+#> |   24|     479.71523 |    0.9993 |    -1.201 |   -0.9253 |   -0.9356 |
+#> |.....................|    -1.025 |   -0.9918 |   -0.2436 |   -0.8656 |
+#> |.....................|   -0.7992 |    -1.060 |   -0.5801 |   -0.8379 |
+#> |.....................|    -1.063 |   -0.2408 |...........|...........|
+#> |    U|     479.71523 |     90.93 |    -5.401 |   -0.9032 |    -2.198 |
+#> |.....................|    -4.637 |    0.4096 |     1.092 |   0.05873 |
+#> |.....................|    0.7877 |    0.7349 |     1.523 |    0.9880 |
+#> |.....................|    0.7004 |     1.974 |...........|...........|
+#> |    X|     479.71523 |     90.93 |  0.004513 |    0.2884 |    0.1110 |
+#> |.....................|  0.009685 |    0.6010 |     1.092 |   0.05873 |
+#> |.....................|    0.7877 |    0.7349 |     1.523 |    0.9880 |
+#> |.....................|    0.7004 |     1.974 |...........|...........|
+#> |   25|     479.73471 |    0.9991 |    -1.194 |   -0.9266 |   -0.9362 |
+#> |.....................|    -1.022 |   -0.9877 |   -0.2457 |   -0.8619 |
+#> |.....................|   -0.8017 |    -1.061 |   -0.5670 |   -0.8347 |
+#> |.....................|    -1.064 |   -0.2453 |...........|...........|
+#> |    U|     479.73471 |     90.92 |    -5.394 |   -0.9044 |    -2.199 |
+#> |.....................|    -4.635 |    0.4115 |     1.091 |   0.05884 |
+#> |.....................|    0.7859 |    0.7340 |     1.539 |    0.9911 |
+#> |.....................|    0.6996 |     1.969 |...........|...........|
+#> |    X|     479.73471 |     90.92 |  0.004545 |    0.2881 |    0.1110 |
+#> |.....................|  0.009710 |    0.6015 |     1.091 |   0.05884 |
+#> |.....................|    0.7859 |    0.7340 |     1.539 |    0.9911 |
+#> |.....................|    0.6996 |     1.969 |...........|...........|
+#> |   26|     479.71271 |     1.001 |    -1.190 |   -0.9273 |   -0.9365 |
+#> |.....................|    -1.021 |   -0.9854 |   -0.2468 |   -0.8594 |
+#> |.....................|   -0.8032 |    -1.061 |   -0.5599 |   -0.8320 |
+#> |.....................|    -1.064 |   -0.2481 |...........|...........|
+#> |    U|     479.71271 |     91.05 |    -5.390 |   -0.9050 |    -2.199 |
+#> |.....................|    -4.633 |    0.4126 |     1.091 |   0.05891 |
+#> |.....................|    0.7849 |    0.7336 |     1.547 |    0.9937 |
+#> |.....................|    0.6993 |     1.965 |...........|...........|
+#> |    X|     479.71271 |     91.05 |  0.004564 |    0.2880 |    0.1109 |
+#> |.....................|  0.009725 |    0.6017 |     1.091 |   0.05891 |
+#> |.....................|    0.7849 |    0.7336 |     1.547 |    0.9937 |
+#> |.....................|    0.6993 |     1.965 |...........|...........|
+#> |   27|     479.69386 |     1.003 |    -1.189 |   -0.9273 |   -0.9365 |
+#> |.....................|    -1.020 |   -0.9851 |   -0.2467 |   -0.8587 |
+#> |.....................|   -0.8034 |    -1.061 |   -0.5595 |   -0.8305 |
+#> |.....................|    -1.064 |   -0.2487 |...........|...........|
+#> |    U|     479.69386 |     91.24 |    -5.389 |   -0.9050 |    -2.199 |
+#> |.....................|    -4.633 |    0.4127 |     1.091 |   0.05893 |
+#> |.....................|    0.7847 |    0.7338 |     1.548 |    0.9951 |
+#> |.....................|    0.6994 |     1.965 |...........|...........|
+#> |    X|     479.69386 |     91.24 |  0.004566 |    0.2880 |    0.1109 |
+#> |.....................|  0.009726 |    0.6017 |     1.091 |   0.05893 |
+#> |.....................|    0.7847 |    0.7338 |     1.548 |    0.9951 |
+#> |.....................|    0.6994 |     1.965 |...........|...........|
+#> |    F| Forward Diff. |    -3.722 |     1.155 |   -0.1645 |  -0.05121 |
+#> |.....................|    0.3669 |    0.6376 |   0.06785 |     1.772 |
+#> |.....................|   -0.5854 |    0.2936 |    0.9229 |     3.709 |
+#> |.....................|    0.2520 |    -1.579 |...........|...........|
+#> |   28|     479.68901 |     1.004 |    -1.189 |   -0.9273 |   -0.9365 |
+#> |.....................|    -1.021 |   -0.9853 |   -0.2467 |   -0.8591 |
+#> |.....................|   -0.8033 |    -1.061 |   -0.5597 |   -0.8314 |
+#> |.....................|    -1.064 |   -0.2483 |...........|...........|
+#> |    U|     479.68901 |     91.32 |    -5.389 |   -0.9050 |    -2.199 |
+#> |.....................|    -4.633 |    0.4126 |     1.091 |   0.05892 |
+#> |.....................|    0.7848 |    0.7337 |     1.547 |    0.9942 |
+#> |.....................|    0.6993 |     1.965 |...........|...........|
+#> |    X|     479.68901 |     91.32 |  0.004565 |    0.2880 |    0.1109 |
+#> |.....................|  0.009725 |    0.6017 |     1.091 |   0.05892 |
+#> |.....................|    0.7848 |    0.7337 |     1.547 |    0.9942 |
+#> |.....................|    0.6993 |     1.965 |...........|...........|
+#> |    F| Forward Diff. |     3.772 |     1.160 |  -0.07003 |  -0.06455 |
+#> |.....................|    0.3646 |    0.6238 |   0.08418 |     1.806 |
+#> |.....................|   -0.5672 |    0.3711 |    0.9250 |     3.651 |
+#> |.....................|    0.2161 |    -1.579 |...........|...........|
+#> |   29|     479.68474 |     1.003 |    -1.190 |   -0.9272 |   -0.9365 |
+#> |.....................|    -1.021 |   -0.9854 |   -0.2468 |   -0.8595 |
+#> |.....................|   -0.8031 |    -1.061 |   -0.5600 |   -0.8323 |
+#> |.....................|    -1.064 |   -0.2479 |...........|...........|
+#> |    U|     479.68474 |     91.24 |    -5.390 |   -0.9050 |    -2.199 |
+#> |.....................|    -4.633 |    0.4126 |     1.091 |   0.05890 |
+#> |.....................|    0.7849 |    0.7336 |     1.547 |    0.9934 |
+#> |.....................|    0.6993 |     1.966 |...........|...........|
+#> |    X|     479.68474 |     91.24 |  0.004563 |    0.2880 |    0.1109 |
+#> |.....................|  0.009724 |    0.6017 |     1.091 |   0.05890 |
+#> |.....................|    0.7849 |    0.7336 |     1.547 |    0.9934 |
+#> |.....................|    0.6993 |     1.966 |...........|...........|
+#> |    F| Forward Diff. |    -3.834 |     1.153 |   -0.1599 |  -0.05010 |
+#> |.....................|    0.3669 |    0.6355 |   0.09191 |     1.764 |
+#> |.....................|   -0.5796 |    0.2889 |     1.006 |     3.561 |
+#> |.....................|    0.2610 |    -1.565 |...........|...........|
+#> |   30|     479.68016 |     1.004 |    -1.190 |   -0.9272 |   -0.9365 |
+#> |.....................|    -1.021 |   -0.9856 |   -0.2468 |   -0.8600 |
+#> |.....................|   -0.8030 |    -1.061 |   -0.5602 |   -0.8332 |
+#> |.....................|    -1.064 |   -0.2475 |...........|...........|
+#> |    U|     479.68016 |     91.32 |    -5.390 |   -0.9050 |    -2.199 |
+#> |.....................|    -4.633 |    0.4125 |     1.091 |   0.05889 |
+#> |.....................|    0.7850 |    0.7336 |     1.547 |    0.9926 |
+#> |.....................|    0.6992 |     1.966 |...........|...........|
+#> |    X|     479.68016 |     91.32 |  0.004562 |    0.2880 |    0.1109 |
+#> |.....................|  0.009723 |    0.6017 |     1.091 |   0.05889 |
+#> |.....................|    0.7850 |    0.7336 |     1.547 |    0.9926 |
+#> |.....................|    0.6992 |     1.966 |...........|...........|
+#> |    F| Forward Diff. |     3.891 |     1.158 |  -0.06530 |  -0.06447 |
+#> |.....................|    0.3645 |    0.6207 |    0.1821 |     1.812 |
+#> |.....................|   -0.5486 |    0.3656 |     1.002 |     3.562 |
+#> |.....................|    0.2233 |    -1.574 |...........|...........|
+#> |   31|     479.67614 |     1.003 |    -1.190 |   -0.9272 |   -0.9365 |
+#> |.....................|    -1.021 |   -0.9857 |   -0.2468 |   -0.8604 |
+#> |.....................|   -0.8028 |    -1.061 |   -0.5604 |   -0.8341 |
+#> |.....................|    -1.064 |   -0.2472 |...........|...........|
+#> |    U|     479.67614 |     91.24 |    -5.390 |   -0.9049 |    -2.199 |
+#> |.....................|    -4.633 |    0.4124 |     1.091 |   0.05888 |
+#> |.....................|    0.7851 |    0.7335 |     1.546 |    0.9917 |
+#> |.....................|    0.6992 |     1.966 |...........|...........|
+#> |    X|     479.67614 |     91.24 |  0.004561 |    0.2880 |    0.1109 |
+#> |.....................|  0.009722 |    0.6017 |     1.091 |   0.05888 |
+#> |.....................|    0.7851 |    0.7335 |     1.546 |    0.9917 |
+#> |.....................|    0.6992 |     1.966 |...........|...........|
+#> |    F| Forward Diff. |    -3.915 |     1.151 |   -0.1574 |  -0.04977 |
+#> |.....................|    0.3672 |    0.6321 |   0.06058 |     1.705 |
+#> |.....................|   -0.5691 |    0.2601 |    0.8724 |     3.420 |
+#> |.....................|    0.2638 |    -1.562 |...........|...........|
+#> |   32|     479.67180 |     1.004 |    -1.191 |   -0.9271 |   -0.9364 |
+#> |.....................|    -1.021 |   -0.9859 |   -0.2469 |   -0.8608 |
+#> |.....................|   -0.8027 |    -1.061 |   -0.5607 |   -0.8349 |
+#> |.....................|    -1.064 |   -0.2468 |...........|...........|
+#> |    U|      479.6718 |     91.33 |    -5.391 |   -0.9049 |    -2.199 |
+#> |.....................|    -4.633 |    0.4124 |     1.091 |   0.05887 |
+#> |.....................|    0.7852 |    0.7334 |     1.546 |    0.9909 |
+#> |.....................|    0.6991 |     1.967 |...........|...........|
+#> |    X|      479.6718 |     91.33 |  0.004560 |    0.2880 |    0.1109 |
+#> |.....................|  0.009722 |    0.6017 |     1.091 |   0.05887 |
+#> |.....................|    0.7852 |    0.7334 |     1.546 |    0.9909 |
+#> |.....................|    0.6991 |     1.967 |...........|...........|
+#> |    F| Forward Diff. |     4.074 |     1.157 |  -0.05990 |  -0.06452 |
+#> |.....................|    0.3645 |    0.6170 |    0.1286 |     1.744 |
+#> |.....................|   -0.5576 |    0.3161 |    0.9007 |     3.345 |
+#> |.....................|    0.2216 |    -1.572 |...........|...........|
+#> |   33|     479.66809 |     1.003 |    -1.191 |   -0.9271 |   -0.9364 |
+#> |.....................|    -1.021 |   -0.9860 |   -0.2469 |   -0.8613 |
+#> |.....................|   -0.8026 |    -1.062 |   -0.5609 |   -0.8357 |
+#> |.....................|    -1.064 |   -0.2464 |...........|...........|
+#> |    U|     479.66809 |     91.23 |    -5.391 |   -0.9049 |    -2.199 |
+#> |.....................|    -4.634 |    0.4123 |     1.091 |   0.05885 |
+#> |.....................|    0.7853 |    0.7334 |     1.546 |    0.9901 |
+#> |.....................|    0.6991 |     1.967 |...........|...........|
+#> |    X|     479.66809 |     91.23 |  0.004558 |    0.2880 |    0.1109 |
+#> |.....................|  0.009721 |    0.6016 |     1.091 |   0.05885 |
+#> |.....................|    0.7853 |    0.7334 |     1.546 |    0.9901 |
+#> |.....................|    0.6991 |     1.967 |...........|...........|
+#> |    F| Forward Diff. |    -4.161 |     1.149 |   -0.1570 |  -0.04911 |
+#> |.....................|    0.3674 |    0.6293 |   0.04215 |     1.668 |
+#> |.....................|   -0.5621 |    0.2625 |    0.8940 |     3.313 |
+#> |.....................|    0.2611 |    -1.561 |...........|...........|
+#> |   34|     479.66397 |     1.004 |    -1.191 |   -0.9271 |   -0.9364 |
+#> |.....................|    -1.021 |   -0.9862 |   -0.2469 |   -0.8617 |
+#> |.....................|   -0.8024 |    -1.062 |   -0.5611 |   -0.8366 |
+#> |.....................|    -1.064 |   -0.2460 |...........|...........|
+#> |    U|     479.66397 |     91.33 |    -5.391 |   -0.9049 |    -2.199 |
+#> |.....................|    -4.634 |    0.4122 |     1.091 |   0.05884 |
+#> |.....................|    0.7854 |    0.7333 |     1.546 |    0.9893 |
+#> |.....................|    0.6990 |     1.968 |...........|...........|
+#> |    X|     479.66397 |     91.33 |  0.004557 |    0.2881 |    0.1109 |
+#> |.....................|  0.009720 |    0.6016 |     1.091 |   0.05884 |
+#> |.....................|    0.7854 |    0.7333 |     1.546 |    0.9893 |
+#> |.....................|    0.6990 |     1.968 |...........|...........|
+#> |    F| Forward Diff. |     4.197 |     1.155 |  -0.05534 |  -0.06448 |
+#> |.....................|    0.3644 |    0.6140 |    0.1526 |     1.765 |
+#> |.....................|   -0.5340 |    0.3555 |    0.9900 |     3.325 |
+#> |.....................|    0.2199 |    -1.571 |...........|...........|
+#> |   35|     479.66043 |     1.003 |    -1.191 |   -0.9271 |   -0.9364 |
+#> |.....................|    -1.021 |   -0.9863 |   -0.2469 |   -0.8621 |
+#> |.....................|   -0.8023 |    -1.062 |   -0.5613 |   -0.8374 |
+#> |.....................|    -1.064 |   -0.2456 |...........|...........|
+#> |    U|     479.66043 |     91.23 |    -5.391 |   -0.9048 |    -2.199 |
+#> |.....................|    -4.634 |    0.4122 |     1.090 |   0.05883 |
+#> |.....................|    0.7855 |    0.7332 |     1.545 |    0.9886 |
+#> |.....................|    0.6989 |     1.968 |...........|...........|
+#> |    X|     479.66043 |     91.23 |  0.004556 |    0.2881 |    0.1109 |
+#> |.....................|  0.009719 |    0.6016 |     1.090 |   0.05883 |
+#> |.....................|    0.7855 |    0.7332 |     1.545 |    0.9886 |
+#> |.....................|    0.6989 |     1.968 |...........|...........|
+#> |    F| Forward Diff. |    -4.161 |     1.147 |   -0.1538 |  -0.04891 |
+#> |.....................|    0.3674 |    0.6262 |   0.06581 |     1.677 |
+#> |.....................|   -0.5453 |    0.2828 |     1.029 |     3.251 |
+#> |.....................|    0.2683 |    -1.555 |...........|...........|
+#> |   36|     479.65652 |     1.004 |    -1.192 |   -0.9270 |   -0.9364 |
+#> |.....................|    -1.021 |   -0.9865 |   -0.2469 |   -0.8625 |
+#> |.....................|   -0.8022 |    -1.062 |   -0.5616 |   -0.8382 |
+#> |.....................|    -1.064 |   -0.2452 |...........|...........|
+#> |    U|     479.65652 |     91.33 |    -5.392 |   -0.9048 |    -2.199 |
+#> |.....................|    -4.634 |    0.4121 |     1.090 |   0.05882 |
+#> |.....................|    0.7856 |    0.7332 |     1.545 |    0.9878 |
+#> |.....................|    0.6989 |     1.969 |...........|...........|
+#> |    X|     479.65652 |     91.33 |  0.004554 |    0.2881 |    0.1109 |
+#> |.....................|  0.009718 |    0.6016 |     1.090 |   0.05882 |
+#> |.....................|    0.7856 |    0.7332 |     1.545 |    0.9878 |
+#> |.....................|    0.6989 |     1.969 |...........|...........|
+#> |    F| Forward Diff. |     4.221 |     1.153 |  -0.05203 |  -0.06424 |
+#> |.....................|    0.3643 |    0.6104 |   0.04854 |     1.680 |
+#> |.....................|   -0.5365 |    0.2999 |    0.7877 |     3.080 |
+#> |.....................|    0.2284 |    -1.566 |...........|...........|
+#> |   37|     479.65328 |     1.003 |    -1.192 |   -0.9270 |   -0.9364 |
+#> |.....................|    -1.021 |   -0.9866 |   -0.2470 |   -0.8629 |
+#> |.....................|   -0.8020 |    -1.062 |   -0.5618 |   -0.8389 |
+#> |.....................|    -1.064 |   -0.2448 |...........|...........|
+#> |    U|     479.65328 |     91.23 |    -5.392 |   -0.9048 |    -2.199 |
+#> |.....................|    -4.634 |    0.4120 |     1.090 |   0.05880 |
+#> |.....................|    0.7857 |    0.7331 |     1.545 |    0.9871 |
+#> |.....................|    0.6988 |     1.969 |...........|...........|
+#> |    X|     479.65328 |     91.23 |  0.004553 |    0.2881 |    0.1109 |
+#> |.....................|  0.009717 |    0.6016 |     1.090 |   0.05880 |
+#> |.....................|    0.7857 |    0.7331 |     1.545 |    0.9871 |
+#> |.....................|    0.6988 |     1.969 |...........|...........|
+#> |    F| Forward Diff. |    -4.438 |     1.145 |   -0.1538 |  -0.04822 |
+#> |.....................|    0.3675 |    0.6235 | 0.0004265 |     1.625 |
+#> |.....................|   -0.5487 |    0.2329 |    0.8499 |     3.058 |
+#> |.....................|    0.2658 |    -1.554 |...........|...........|
+#> |   38|     479.64923 |     1.004 |    -1.192 |   -0.9270 |   -0.9364 |
+#> |.....................|    -1.022 |   -0.9868 |   -0.2469 |   -0.8633 |
+#> |.....................|   -0.8019 |    -1.062 |   -0.5621 |   -0.8396 |
+#> |.....................|    -1.065 |   -0.2444 |...........|...........|
+#> |    U|     479.64923 |     91.32 |    -5.392 |   -0.9048 |    -2.199 |
+#> |.....................|    -4.634 |    0.4119 |     1.091 |   0.05879 |
+#> |.....................|    0.7858 |    0.7330 |     1.544 |    0.9864 |
+#> |.....................|    0.6988 |     1.970 |...........|...........|
+#> |    X|     479.64923 |     91.32 |  0.004551 |    0.2881 |    0.1109 |
+#> |.....................|  0.009716 |    0.6015 |     1.091 |   0.05879 |
+#> |.....................|    0.7858 |    0.7330 |     1.544 |    0.9864 |
+#> |.....................|    0.6988 |     1.970 |...........|...........|
+#> |    F| Forward Diff. |     3.878 |     1.150 |  -0.05277 |  -0.06333 |
+#> |.....................|    0.3643 |    0.6074 |   0.07271 |     1.651 |
+#> |.....................|   -0.5369 |    0.2992 |    0.8896 |     2.970 |
+#> |.....................|    0.2314 |    -1.562 |...........|...........|
+#> |   39|     479.64621 |     1.003 |    -1.193 |   -0.9270 |   -0.9363 |
+#> |.....................|    -1.022 |   -0.9870 |   -0.2469 |   -0.8638 |
+#> |.....................|   -0.8017 |    -1.062 |   -0.5623 |   -0.8404 |
+#> |.....................|    -1.065 |   -0.2440 |...........|...........|
+#> |    U|     479.64621 |     91.23 |    -5.393 |   -0.9047 |    -2.199 |
+#> |.....................|    -4.634 |    0.4119 |     1.091 |   0.05878 |
+#> |.....................|    0.7859 |    0.7330 |     1.544 |    0.9856 |
+#> |.....................|    0.6987 |     1.970 |...........|...........|
+#> |    X|     479.64621 |     91.23 |  0.004550 |    0.2881 |    0.1109 |
+#> |.....................|  0.009715 |    0.6015 |     1.091 |   0.05878 |
+#> |.....................|    0.7859 |    0.7330 |     1.544 |    0.9856 |
+#> |.....................|    0.6987 |     1.970 |...........|...........|
+#> |    F| Forward Diff. |    -4.471 |     1.143 |   -0.1506 |  -0.04802 |
+#> |.....................|    0.3674 |    0.6203 | -0.003354 |     1.603 |
+#> |.....................|   -0.5429 |    0.2243 |    0.9025 |     2.920 |
+#> |.....................|    0.2732 |    -1.548 |...........|...........|
+#> |   40|     479.64228 |     1.004 |    -1.193 |   -0.9269 |   -0.9363 |
+#> |.....................|    -1.022 |   -0.9872 |   -0.2468 |   -0.8642 |
+#> |.....................|   -0.8016 |    -1.062 |   -0.5627 |   -0.8411 |
+#> |.....................|    -1.065 |   -0.2435 |...........|...........|
+#> |    U|     479.64228 |     91.32 |    -5.393 |   -0.9047 |    -2.199 |
+#> |.....................|    -4.634 |    0.4118 |     1.091 |   0.05877 |
+#> |.....................|    0.7860 |    0.7329 |     1.544 |    0.9850 |
+#> |.....................|    0.6987 |     1.971 |...........|...........|
+#> |    X|     479.64228 |     91.32 |  0.004548 |    0.2881 |    0.1109 |
+#> |.....................|  0.009714 |    0.6015 |     1.091 |   0.05877 |
+#> |.....................|    0.7860 |    0.7329 |     1.544 |    0.9850 |
+#> |.....................|    0.6987 |     1.971 |...........|...........|
+#> |    F| Forward Diff. |     3.744 |     1.148 |  -0.05088 |  -0.06289 |
+#> |.....................|    0.3642 |    0.6037 |   0.03047 |     1.629 |
+#> |.....................|   -0.5287 |    0.2733 |    0.8334 |     2.850 |
+#> |.....................|    0.2290 |    -1.558 |...........|...........|
+#> |   41|     479.63935 |     1.003 |    -1.193 |   -0.9269 |   -0.9363 |
+#> |.....................|    -1.022 |   -0.9874 |   -0.2468 |   -0.8646 |
+#> |.....................|   -0.8014 |    -1.062 |   -0.5630 |   -0.8419 |
+#> |.....................|    -1.065 |   -0.2431 |...........|...........|
+#> |    U|     479.63935 |     91.23 |    -5.393 |   -0.9047 |    -2.199 |
+#> |.....................|    -4.634 |    0.4117 |     1.091 |   0.05876 |
+#> |.....................|    0.7861 |    0.7329 |     1.543 |    0.9843 |
+#> |.....................|    0.6986 |     1.971 |...........|...........|
+#> |    X|     479.63935 |     91.23 |  0.004547 |    0.2881 |    0.1110 |
+#> |.....................|  0.009713 |    0.6015 |     1.091 |   0.05876 |
+#> |.....................|    0.7861 |    0.7329 |     1.543 |    0.9843 |
+#> |.....................|    0.6986 |     1.971 |...........|...........|
+#> |    F| Forward Diff. |    -4.432 |     1.140 |   -0.1464 |  -0.04798 |
+#> |.....................|    0.3672 |    0.6157 |  -0.06295 |     1.547 |
+#> |.....................|   -0.5341 |    0.1919 |    0.7582 |     2.801 |
+#> |.....................|    0.2698 |    -1.544 |...........|...........|
+#> |   42|     479.63543 |     1.004 |    -1.194 |   -0.9268 |   -0.9363 |
+#> |.....................|    -1.022 |   -0.9876 |   -0.2467 |   -0.8650 |
+#> |.....................|   -0.8013 |    -1.062 |   -0.5633 |   -0.8425 |
+#> |.....................|    -1.065 |   -0.2426 |...........|...........|
+#> |    U|     479.63543 |     91.32 |    -5.394 |   -0.9046 |    -2.199 |
+#> |.....................|    -4.634 |    0.4116 |     1.091 |   0.05874 |
+#> |.....................|    0.7863 |    0.7328 |     1.543 |    0.9837 |
+#> |.....................|    0.6985 |     1.972 |...........|...........|
+#> |    X|     479.63543 |     91.32 |  0.004545 |    0.2881 |    0.1110 |
+#> |.....................|  0.009712 |    0.6015 |     1.091 |   0.05874 |
+#> |.....................|    0.7863 |    0.7328 |     1.543 |    0.9837 |
+#> |.....................|    0.6985 |     1.972 |...........|...........|
+#> |    F| Forward Diff. |     3.612 |     1.146 |  -0.04876 |  -0.06242 |
+#> |.....................|    0.3640 |    0.6002 |   0.04743 |     1.619 |
+#> |.....................|   -0.5199 |    0.2573 |    0.7734 |     2.739 |
+#> |.....................|    0.2298 |    -1.553 |...........|...........|
+#> |   43|     479.63248 |     1.003 |    -1.194 |   -0.9268 |   -0.9363 |
+#> |.....................|    -1.022 |   -0.9878 |   -0.2466 |   -0.8655 |
+#> |.....................|   -0.8011 |    -1.062 |   -0.5636 |   -0.8432 |
+#> |.....................|    -1.065 |   -0.2421 |...........|...........|
+#> |    U|     479.63248 |     91.23 |    -5.394 |   -0.9046 |    -2.199 |
+#> |.....................|    -4.635 |    0.4115 |     1.091 |   0.05873 |
+#> |.....................|    0.7864 |    0.7328 |     1.543 |    0.9830 |
+#> |.....................|    0.6985 |     1.973 |...........|...........|
+#> |    X|     479.63248 |     91.23 |  0.004543 |    0.2881 |    0.1110 |
+#> |.....................|  0.009710 |    0.6014 |     1.091 |   0.05873 |
+#> |.....................|    0.7864 |    0.7328 |     1.543 |    0.9830 |
+#> |.....................|    0.6985 |     1.973 |...........|...........|
+#> |    F| Forward Diff. |    -4.237 |     1.138 |   -0.1400 |  -0.04830 |
+#> |.....................|    0.3668 |    0.6108 |  -0.07665 |     1.521 |
+#> |.....................|   -0.5353 |    0.1893 |    0.7456 |     2.704 |
+#> |.....................|    0.2668 |    -1.543 |...........|...........|
+#> |   44|     479.62869 |     1.004 |    -1.195 |   -0.9268 |   -0.9362 |
+#> |.....................|    -1.022 |   -0.9880 |   -0.2464 |   -0.8659 |
+#> |.....................|   -0.8009 |    -1.062 |   -0.5639 |   -0.8438 |
+#> |.....................|    -1.065 |   -0.2415 |...........|...........|
+#> |    U|     479.62869 |     91.32 |    -5.395 |   -0.9046 |    -2.199 |
+#> |.....................|    -4.635 |    0.4114 |     1.091 |   0.05872 |
+#> |.....................|    0.7865 |    0.7327 |     1.542 |    0.9824 |
+#> |.....................|    0.6984 |     1.973 |...........|...........|
+#> |    X|     479.62869 |     91.32 |  0.004541 |    0.2881 |    0.1110 |
+#> |.....................|  0.009709 |    0.6014 |     1.091 |   0.05872 |
+#> |.....................|    0.7865 |    0.7327 |     1.542 |    0.9824 |
+#> |.....................|    0.6984 |     1.973 |...........|...........|
+#> |    F| Forward Diff. |     3.552 |     1.143 |  -0.04554 |  -0.06221 |
+#> |.....................|    0.3637 |    0.5952 |  -0.01323 |     1.563 |
+#> |.....................|   -0.3448 |    0.2470 |    0.7924 |     2.643 |
+#> |.....................|    0.2272 |    -1.550 |...........|...........|
+#> |   45|     479.62584 |     1.003 |    -1.195 |   -0.9268 |   -0.9362 |
+#> |.....................|    -1.022 |   -0.9883 |   -0.2463 |   -0.8663 |
+#> |.....................|   -0.8008 |    -1.062 |   -0.5642 |   -0.8446 |
+#> |.....................|    -1.065 |   -0.2410 |...........|...........|
+#> |    U|     479.62584 |     91.24 |    -5.395 |   -0.9046 |    -2.199 |
+#> |.....................|    -4.635 |    0.4113 |     1.091 |   0.05871 |
+#> |.....................|    0.7866 |    0.7326 |     1.542 |    0.9817 |
+#> |.....................|    0.6983 |     1.974 |...........|...........|
+#> |    X|     479.62584 |     91.24 |  0.004539 |    0.2881 |    0.1110 |
+#> |.....................|  0.009708 |    0.6014 |     1.091 |   0.05871 |
+#> |.....................|    0.7866 |    0.7326 |     1.542 |    0.9817 |
+#> |.....................|    0.6983 |     1.974 |...........|...........|
+#> |    F| Forward Diff. |    -4.148 |     1.135 |   -0.1348 |  -0.04846 |
+#> |.....................|    0.3664 |    0.6063 | -0.009834 |     1.510 |
+#> |.....................|   -0.5271 |    0.1803 |    0.7932 |     2.587 |
+#> |.....................|    0.2684 |    -1.536 |...........|...........|
+#> |   46|     479.62216 |     1.004 |    -1.195 |   -0.9267 |   -0.9362 |
+#> |.....................|    -1.023 |   -0.9885 |   -0.2462 |   -0.8667 |
+#> |.....................|   -0.8007 |    -1.062 |   -0.5646 |   -0.8451 |
+#> |.....................|    -1.065 |   -0.2404 |...........|...........|
+#> |    U|     479.62216 |     91.32 |    -5.395 |   -0.9045 |    -2.199 |
+#> |.....................|    -4.635 |    0.4112 |     1.091 |   0.05870 |
+#> |.....................|    0.7867 |    0.7326 |     1.541 |    0.9811 |
+#> |.....................|    0.6983 |     1.975 |...........|...........|
+#> |    X|     479.62216 |     91.32 |  0.004537 |    0.2881 |    0.1110 |
+#> |.....................|  0.009706 |    0.6014 |     1.091 |   0.05870 |
+#> |.....................|    0.7867 |    0.7326 |     1.541 |    0.9811 |
+#> |.....................|    0.6983 |     1.975 |...........|...........|
+#> |    F| Forward Diff. |     3.404 |     1.140 |  -0.04564 |  -0.06187 |
+#> |.....................|    0.3633 |    0.5903 |  -0.01970 |     1.541 |
+#> |.....................|   -0.5054 |    0.2303 |    0.6483 |     2.528 |
+#> |.....................|    0.2288 |    -1.542 |...........|...........|
+#> |   47|     479.61938 |     1.003 |    -1.196 |   -0.9267 |   -0.9362 |
+#> |.....................|    -1.023 |   -0.9887 |   -0.2461 |   -0.8672 |
+#> |.....................|   -0.8005 |    -1.062 |   -0.5649 |   -0.8458 |
+#> |.....................|    -1.065 |   -0.2398 |...........|...........|
+#> |    U|     479.61938 |     91.24 |    -5.396 |   -0.9045 |    -2.199 |
+#> |.....................|    -4.635 |    0.4111 |     1.091 |   0.05868 |
+#> |.....................|    0.7868 |    0.7325 |     1.541 |    0.9805 |
+#> |.....................|    0.6982 |     1.975 |...........|...........|
+#> |    X|     479.61938 |     91.24 |  0.004535 |    0.2881 |    0.1110 |
+#> |.....................|  0.009705 |    0.6013 |     1.091 |   0.05868 |
+#> |.....................|    0.7868 |    0.7325 |     1.541 |    0.9805 |
+#> |.....................|    0.6982 |     1.975 |...........|...........|
+#> |    F| Forward Diff. |    -4.197 |     1.132 |   -0.1312 |  -0.04839 |
+#> |.....................|    0.3660 |    0.6012 |   0.05916 |     1.560 |
+#> |.....................|   -0.4869 |    0.2015 |    0.8305 |     2.573 |
+#> |.....................|    0.2666 |    -1.531 |...........|...........|
+#> |   48|     479.61563 |     1.003 |    -1.196 |   -0.9266 |   -0.9361 |
+#> |.....................|    -1.023 |   -0.9890 |   -0.2459 |   -0.8676 |
+#> |.....................|   -0.8003 |    -1.062 |   -0.5653 |   -0.8464 |
+#> |.....................|    -1.065 |   -0.2392 |...........|...........|
+#> |    U|     479.61563 |     91.32 |    -5.396 |   -0.9044 |    -2.199 |
+#> |.....................|    -4.635 |    0.4109 |     1.091 |   0.05867 |
+#> |.....................|    0.7870 |    0.7325 |     1.541 |    0.9799 |
+#> |.....................|    0.6981 |     1.976 |...........|...........|
+#> |    X|     479.61563 |     91.32 |  0.004533 |    0.2881 |    0.1110 |
+#> |.....................|  0.009703 |    0.6013 |     1.091 |   0.05867 |
+#> |.....................|    0.7870 |    0.7325 |     1.541 |    0.9799 |
+#> |.....................|    0.6981 |     1.976 |...........|...........|
+#> |    F| Forward Diff. |     3.024 |     1.137 |  -0.04591 |  -0.06118 |
+#> |.....................|    0.3629 |    0.5856 |  0.004035 |     1.536 |
+#> |.....................|   -0.4978 |    0.2329 |    0.6617 |     2.436 |
+#> |.....................|    0.2318 |    -1.535 |...........|...........|
+#> |   49|     479.61337 |     1.003 |    -1.197 |   -0.9266 |   -0.9361 |
+#> |.....................|    -1.023 |   -0.9892 |   -0.2459 |   -0.8680 |
+#> |.....................|   -0.8001 |    -1.063 |   -0.5655 |   -0.8471 |
+#> |.....................|    -1.065 |   -0.2388 |...........|...........|
+#> |    U|     479.61337 |     91.23 |    -5.397 |   -0.9044 |    -2.198 |
+#> |.....................|    -4.635 |    0.4109 |     1.091 |   0.05866 |
+#> |.....................|    0.7871 |    0.7324 |     1.540 |    0.9792 |
+#> |.....................|    0.6980 |     1.977 |...........|...........|
+#> |    X|     479.61337 |     91.23 |  0.004531 |    0.2881 |    0.1110 |
+#> |.....................|  0.009702 |    0.6013 |     1.091 |   0.05866 |
+#> |.....................|    0.7871 |    0.7324 |     1.540 |    0.9792 |
+#> |.....................|    0.6980 |     1.977 |...........|...........|
+#> |    F| Forward Diff. |    -4.815 |     1.129 |   -0.1342 |  -0.04706 |
+#> |.....................|    0.3660 |    0.5971 |  -0.07697 |     1.438 |
+#> |.....................|   -0.5059 |    0.1462 |    0.6633 |     2.381 |
+#> |.....................|    0.2676 |    -1.522 |...........|...........|
+#> |   50|     479.60932 |     1.003 |    -1.197 |   -0.9266 |   -0.9361 |
+#> |.....................|    -1.023 |   -0.9894 |   -0.2456 |   -0.8684 |
+#> |.....................|   -0.8000 |    -1.063 |   -0.5659 |   -0.8476 |
+#> |.....................|    -1.066 |   -0.2381 |...........|...........|
+#> |    U|     479.60932 |     91.31 |    -5.397 |   -0.9044 |    -2.198 |
+#> |.....................|    -4.636 |    0.4107 |     1.091 |   0.05865 |
+#> |.....................|    0.7872 |    0.7324 |     1.540 |    0.9788 |
+#> |.....................|    0.6979 |     1.977 |...........|...........|
+#> |    X|     479.60932 |     91.31 |  0.004529 |    0.2882 |    0.1110 |
+#> |.....................|  0.009700 |    0.6013 |     1.091 |   0.05865 |
+#> |.....................|    0.7872 |    0.7324 |     1.540 |    0.9788 |
+#> |.....................|    0.6979 |     1.977 |...........|...........|
+#> |    F| Forward Diff. |     2.699 |     1.134 |  -0.04549 |  -0.06017 |
+#> |.....................|    0.3630 |    0.5814 |  -0.04512 |     1.484 |
+#> |.....................|   -0.4915 |    0.2556 |    0.7248 |     2.322 |
+#> |.....................|    0.2317 |    -1.529 |...........|...........|
+#> |   51|     479.60706 |     1.003 |    -1.198 |   -0.9265 |   -0.9361 |
+#> |.....................|    -1.023 |   -0.9896 |   -0.2455 |   -0.8689 |
+#> |.....................|   -0.7998 |    -1.063 |   -0.5661 |   -0.8484 |
+#> |.....................|    -1.066 |   -0.2376 |...........|...........|
+#> |    U|     479.60706 |     91.23 |    -5.398 |   -0.9044 |    -2.198 |
+#> |.....................|    -4.636 |    0.4106 |     1.091 |   0.05863 |
+#> |.....................|    0.7873 |    0.7323 |     1.540 |    0.9781 |
+#> |.....................|    0.6979 |     1.978 |...........|...........|
+#> |    X|     479.60706 |     91.23 |  0.004527 |    0.2882 |    0.1110 |
+#> |.....................|  0.009699 |    0.6012 |     1.091 |   0.05863 |
+#> |.....................|    0.7873 |    0.7323 |     1.540 |    0.9781 |
+#> |.....................|    0.6979 |     1.978 |...........|...........|
+#> |    F| Forward Diff. |    -4.618 |     1.127 |   -0.1276 |  -0.04760 |
+#> |.....................|    0.3656 |    0.5915 |  -0.08622 |     1.415 |
+#> |.....................|   -0.5531 |    0.1512 |    0.6569 |     2.298 |
+#> |.....................|    0.2620 |    -1.540 |...........|...........|
+#> |   52|     479.60314 |     1.003 |    -1.198 |   -0.9265 |   -0.9360 |
+#> |.....................|    -1.023 |   -0.9899 |   -0.2452 |   -0.8692 |
+#> |.....................|   -0.7996 |    -1.063 |   -0.5665 |   -0.8488 |
+#> |.....................|    -1.066 |   -0.2369 |...........|...........|
+#> |    U|     479.60314 |     91.31 |    -5.398 |   -0.9043 |    -2.198 |
+#> |.....................|    -4.636 |    0.4105 |     1.091 |   0.05862 |
+#> |.....................|    0.7875 |    0.7322 |     1.539 |    0.9776 |
+#> |.....................|    0.6978 |     1.979 |...........|...........|
+#> |    X|     479.60314 |     91.31 |  0.004525 |    0.2882 |    0.1110 |
+#> |.....................|  0.009698 |    0.6012 |     1.091 |   0.05862 |
+#> |.....................|    0.7875 |    0.7322 |     1.539 |    0.9776 |
+#> |.....................|    0.6978 |     1.979 |...........|...........|
+#> |    F| Forward Diff. |     2.641 |     1.131 |  -0.04213 |  -0.06002 |
+#> |.....................|    0.3627 |    0.5770 |  -0.05114 |     1.464 |
+#> |.....................|   -0.4913 |    0.1735 |    0.5980 |     2.238 |
+#> |.....................|    0.2116 |    -1.521 |...........|...........|
+#> |   53|     479.60093 |     1.003 |    -1.199 |   -0.9265 |   -0.9360 |
+#> |.....................|    -1.024 |   -0.9901 |   -0.2452 |   -0.8697 |
+#> |.....................|   -0.7994 |    -1.063 |   -0.5667 |   -0.8495 |
+#> |.....................|    -1.066 |   -0.2363 |...........|...........|
+#> |    U|     479.60093 |     91.23 |    -5.399 |   -0.9043 |    -2.198 |
+#> |.....................|    -4.636 |    0.4104 |     1.091 |   0.05861 |
+#> |.....................|    0.7876 |    0.7322 |     1.539 |    0.9769 |
+#> |.....................|    0.6977 |     1.980 |...........|...........|
+#> |    X|     479.60093 |     91.23 |  0.004523 |    0.2882 |    0.1110 |
+#> |.....................|  0.009696 |    0.6012 |     1.091 |   0.05861 |
+#> |.....................|    0.7876 |    0.7322 |     1.539 |    0.9769 |
+#> |.....................|    0.6977 |     1.980 |...........|...........|
+#> |    F| Forward Diff. |    -4.657 |     1.124 |   -0.1240 |  -0.04721 |
+#> |.....................|    0.3655 |    0.5872 |  -0.09119 |     1.382 |
+#> |.....................|   -0.4948 |    0.1646 |    0.6965 |     2.186 |
+#> |.....................|    0.2747 |    -1.512 |...........|...........|
+#> |   54|     479.59701 |     1.003 |    -1.199 |   -0.9264 |   -0.9360 |
+#> |.....................|    -1.024 |   -0.9904 |   -0.2448 |   -0.8700 |
+#> |.....................|   -0.7992 |    -1.063 |   -0.5670 |   -0.8499 |
+#> |.....................|    -1.066 |   -0.2356 |...........|...........|
+#> |    U|     479.59701 |     91.31 |    -5.399 |   -0.9043 |    -2.198 |
+#> |.....................|    -4.636 |    0.4103 |     1.091 |   0.05860 |
+#> |.....................|    0.7877 |    0.7321 |     1.539 |    0.9766 |
+#> |.....................|    0.6976 |     1.980 |...........|...........|
+#> |    X|     479.59701 |     91.31 |  0.004520 |    0.2882 |    0.1110 |
+#> |.....................|  0.009695 |    0.6012 |     1.091 |   0.05860 |
+#> |.....................|    0.7877 |    0.7321 |     1.539 |    0.9766 |
+#> |.....................|    0.6976 |     1.980 |...........|...........|
+#> |    F| Forward Diff. |     2.447 |     1.128 |  -0.03826 |  -0.05934 |
+#> |.....................|    0.3628 |    0.5721 |  -0.04376 |     1.440 |
+#> |.....................|   -0.4844 |    0.2233 |   -0.3355 |     1.410 |
+#> |.....................|   -0.3677 |    -1.539 |...........|...........|
+#> |   55|     479.59436 |     1.003 |    -1.200 |   -0.9264 |   -0.9360 |
+#> |.....................|    -1.024 |   -0.9907 |   -0.2446 |   -0.8705 |
+#> |.....................|   -0.7990 |    -1.063 |   -0.5669 |   -0.8504 |
+#> |.....................|    -1.066 |   -0.2349 |...........|...........|
+#> |    U|     479.59436 |     91.23 |    -5.400 |   -0.9042 |    -2.198 |
+#> |.....................|    -4.636 |    0.4102 |     1.091 |   0.05858 |
+#> |.....................|    0.7879 |    0.7320 |     1.539 |    0.9761 |
+#> |.....................|    0.6977 |     1.981 |...........|...........|
+#> |    X|     479.59436 |     91.23 |  0.004518 |    0.2882 |    0.1110 |
+#> |.....................|  0.009693 |    0.6011 |     1.091 |   0.05858 |
+#> |.....................|    0.7879 |    0.7320 |     1.539 |    0.9761 |
+#> |.....................|    0.6977 |     1.981 |...........|...........|
+#> |    F| Forward Diff. |    -4.478 |     1.121 |   -0.1165 |  -0.04761 |
+#> |.....................|    0.3651 |    0.5835 |  -0.09604 |     1.373 |
+#> |.....................|   -0.4943 |    0.1086 |   -0.4551 |     1.395 |
+#> |.....................|   -0.3088 |    -1.502 |...........|...........|
+#> |   56|     479.58979 |     1.003 |    -1.200 |   -0.9263 |   -0.9359 |
+#> |.....................|    -1.024 |   -0.9910 |   -0.2442 |   -0.8708 |
+#> |.....................|   -0.7988 |    -1.063 |   -0.5665 |   -0.8506 |
+#> |.....................|    -1.066 |   -0.2341 |...........|...........|
+#> |    U|     479.58979 |     91.30 |    -5.400 |   -0.9042 |    -2.198 |
+#> |.....................|    -4.637 |    0.4100 |     1.092 |   0.05858 |
+#> |.....................|    0.7880 |    0.7319 |     1.539 |    0.9759 |
+#> |.....................|    0.6978 |     1.982 |...........|...........|
+#> |    X|     479.58979 |     91.30 |  0.004516 |    0.2882 |    0.1110 |
+#> |.....................|  0.009691 |    0.6011 |     1.092 |   0.05858 |
+#> |.....................|    0.7880 |    0.7319 |     1.539 |    0.9759 |
+#> |.....................|    0.6978 |     1.982 |...........|...........|
+#> |    F| Forward Diff. |     1.813 |     1.125 |  -0.03904 |  -0.05862 |
+#> |.....................|    0.3624 |    0.5728 | -0.008587 |     1.448 |
+#> |.....................|   -0.2657 |    0.1639 |    0.6610 |     2.108 |
+#> |.....................|    0.2622 |    -1.501 |...........|...........|
+#> |   57|     479.58727 |     1.003 |    -1.201 |   -0.9263 |   -0.9359 |
+#> |.....................|    -1.024 |   -0.9912 |   -0.2441 |   -0.8713 |
+#> |.....................|   -0.7987 |    -1.063 |   -0.5668 |   -0.8514 |
+#> |.....................|    -1.066 |   -0.2335 |...........|...........|
+#> |    U|     479.58727 |     91.24 |    -5.401 |   -0.9042 |    -2.198 |
+#> |.....................|    -4.637 |    0.4099 |     1.092 |   0.05856 |
+#> |.....................|    0.7881 |    0.7318 |     1.539 |    0.9751 |
+#> |.....................|    0.6978 |     1.983 |...........|...........|
+#> |    X|     479.58727 |     91.24 |  0.004513 |    0.2882 |    0.1110 |
+#> |.....................|  0.009690 |    0.6011 |     1.092 |   0.05856 |
+#> |.....................|    0.7881 |    0.7318 |     1.539 |    0.9751 |
+#> |.....................|    0.6978 |     1.983 |...........|...........|
+#> |    F| Forward Diff. |    -3.987 |     1.119 |   -0.1055 |  -0.04878 |
+#> |.....................|    0.3644 |    0.5797 |  -0.03160 |     1.359 |
+#> |.....................|   -0.4809 |   0.09403 |   -0.4184 |     1.337 |
+#> |.....................|   -0.2770 |    -1.489 |...........|...........|
+#> |   58|     479.58366 |     1.004 |    -1.201 |   -0.9263 |   -0.9359 |
+#> |.....................|    -1.024 |   -0.9915 |   -0.2438 |   -0.8717 |
+#> |.....................|   -0.7986 |    -1.063 |   -0.5667 |   -0.8517 |
+#> |.....................|    -1.066 |   -0.2327 |...........|...........|
+#> |    U|     479.58366 |     91.32 |    -5.401 |   -0.9041 |    -2.198 |
+#> |.....................|    -4.637 |    0.4098 |     1.092 |   0.05855 |
+#> |.....................|    0.7882 |    0.7317 |     1.539 |    0.9749 |
+#> |.....................|    0.6978 |     1.984 |...........|...........|
+#> |    X|     479.58366 |     91.32 |  0.004511 |    0.2882 |    0.1110 |
+#> |.....................|  0.009688 |    0.6010 |     1.092 |   0.05855 |
+#> |.....................|    0.7882 |    0.7317 |     1.539 |    0.9749 |
+#> |.....................|    0.6978 |     1.984 |...........|...........|
+#> |    F| Forward Diff. |     3.434 |     1.122 |  -0.01954 |  -0.06326 |
+#> |.....................|    0.3597 |    0.5645 |  -0.03484 |     1.404 |
+#> |.....................|   -0.4782 |    0.1697 |  -0.05991 |     1.573 |
+#> |.....................|    0.2504 |    -1.489 |...........|...........|
+#> |   59|     479.57994 |     1.003 |    -1.202 |   -0.9262 |   -0.9358 |
+#> |.....................|    -1.025 |   -0.9918 |   -0.2433 |   -0.8720 |
+#> |.....................|   -0.7984 |    -1.063 |   -0.5664 |   -0.8520 |
+#> |.....................|    -1.066 |   -0.2319 |...........|...........|
+#> |    U|     479.57994 |     91.26 |    -5.402 |   -0.9041 |    -2.198 |
+#> |.....................|    -4.637 |    0.4096 |     1.092 |   0.05854 |
+#> |.....................|    0.7884 |    0.7316 |     1.539 |    0.9746 |
+#> |.....................|    0.6977 |     1.985 |...........|...........|
+#> |    X|     479.57994 |     91.26 |  0.004508 |    0.2882 |    0.1110 |
+#> |.....................|  0.009686 |    0.6010 |     1.092 |   0.05854 |
+#> |.....................|    0.7884 |    0.7316 |     1.539 |    0.9746 |
+#> |.....................|    0.6977 |     1.985 |...........|...........|
+#> |    F| Forward Diff. |    -2.328 |     1.117 |  -0.07952 |  -0.05137 |
+#> |.....................|    0.3636 |    0.5738 |   0.02815 |     1.418 |
+#> |.....................|   -0.4669 |    0.1345 |    0.7258 |     2.078 |
+#> |.....................|    0.2949 |    -1.476 |...........|...........|
+#> |   60|     479.57683 |     1.004 |    -1.202 |   -0.9262 |   -0.9358 |
+#> |.....................|    -1.025 |   -0.9921 |   -0.2431 |   -0.8724 |
+#> |.....................|   -0.7982 |    -1.064 |   -0.5667 |   -0.8526 |
+#> |.....................|    -1.066 |   -0.2311 |...........|...........|
+#> |    U|     479.57683 |     91.32 |    -5.402 |   -0.9041 |    -2.198 |
+#> |.....................|    -4.637 |    0.4095 |     1.092 |   0.05853 |
+#> |.....................|    0.7885 |    0.7315 |     1.539 |    0.9740 |
+#> |.....................|    0.6976 |     1.986 |...........|...........|
+#> |    X|     479.57683 |     91.32 |  0.004505 |    0.2882 |    0.1110 |
+#> |.....................|  0.009684 |    0.6010 |     1.092 |   0.05853 |
+#> |.....................|    0.7885 |    0.7315 |     1.539 |    0.9740 |
+#> |.....................|    0.6976 |     1.986 |...........|...........|
+#> |    F| Forward Diff. |     3.369 |     1.121 |  -0.01236 |  -0.06033 |
+#> |.....................|    0.3618 |    0.5608 | -0.009614 |     1.424 |
+#> |.....................|   -0.4677 |    0.1416 |    0.6194 |     1.932 |
+#> |.....................|    0.2634 |    -1.483 |...........|...........|
+#> |   61|     479.57433 |     1.003 |    -1.203 |   -0.9262 |   -0.9358 |
+#> |.....................|    -1.025 |   -0.9924 |   -0.2429 |   -0.8728 |
+#> |.....................|   -0.7980 |    -1.064 |   -0.5671 |   -0.8530 |
+#> |.....................|    -1.066 |   -0.2304 |...........|...........|
+#> |    U|     479.57433 |     91.25 |    -5.403 |   -0.9041 |    -2.198 |
+#> |.....................|    -4.637 |    0.4094 |     1.092 |   0.05852 |
+#> |.....................|    0.7886 |    0.7315 |     1.539 |    0.9736 |
+#> |.....................|    0.6975 |     1.987 |...........|...........|
+#> |    X|     479.57433 |     91.25 |  0.004503 |    0.2882 |    0.1110 |
+#> |.....................|  0.009683 |    0.6009 |     1.092 |   0.05852 |
+#> |.....................|    0.7886 |    0.7315 |     1.539 |    0.9736 |
+#> |.....................|    0.6975 |     1.987 |...........|...........|
+#> |    F| Forward Diff. |    -3.507 |     1.111 |  -0.09183 |  -0.05192 |
+#> |.....................|    0.3614 |    0.5665 |  -0.03887 |     1.349 |
+#> |.....................|   -0.4753 |   0.07826 |    0.5528 |     1.905 |
+#> |.....................|    0.2844 |    -1.468 |...........|...........|
+#> |   62|     479.57116 |     1.003 |    -1.204 |   -0.9262 |   -0.9357 |
+#> |.....................|    -1.025 |   -0.9927 |   -0.2425 |   -0.8732 |
+#> |.....................|   -0.7978 |    -1.064 |   -0.5674 |   -0.8534 |
+#> |.....................|    -1.066 |   -0.2297 |...........|...........|
+#> |    U|     479.57116 |     91.32 |    -5.404 |   -0.9040 |    -2.198 |
+#> |.....................|    -4.638 |    0.4092 |     1.092 |   0.05851 |
+#> |.....................|    0.7888 |    0.7315 |     1.538 |    0.9732 |
+#> |.....................|    0.6973 |     1.988 |...........|...........|
+#> |    X|     479.57116 |     91.32 |  0.004500 |    0.2882 |    0.1110 |
+#> |.....................|  0.009681 |    0.6009 |     1.092 |   0.05851 |
+#> |.....................|    0.7888 |    0.7315 |     1.538 |    0.9732 |
+#> |.....................|    0.6973 |     1.988 |...........|...........|
+#> |    F| Forward Diff. |     2.953 |     1.117 |  -0.01332 |  -0.05913 |
+#> |.....................|    0.3618 |    0.5550 |  -0.01942 |     1.377 |
+#> |.....................|   -0.4588 |    0.1396 |    0.5378 |     1.901 |
+#> |.....................|    0.2564 |    -1.475 |...........|...........|
+#> |   63|     479.56857 |     1.003 |    -1.204 |   -0.9261 |   -0.9357 |
+#> |.....................|    -1.025 |   -0.9930 |   -0.2422 |   -0.8735 |
+#> |.....................|   -0.7976 |    -1.064 |   -0.5677 |   -0.8539 |
+#> |.....................|    -1.066 |   -0.2289 |...........|...........|
+#> |    U|     479.56857 |     91.25 |    -5.404 |   -0.9040 |    -2.198 |
+#> |.....................|    -4.638 |    0.4091 |     1.092 |   0.05850 |
+#> |.....................|    0.7889 |    0.7314 |     1.538 |    0.9728 |
+#> |.....................|    0.6972 |     1.989 |...........|...........|
+#> |    X|     479.56857 |     91.25 |  0.004497 |    0.2882 |    0.1110 |
+#> |.....................|  0.009679 |    0.6009 |     1.092 |   0.05850 |
+#> |.....................|    0.7889 |    0.7314 |     1.538 |    0.9728 |
+#> |.....................|    0.6972 |     1.989 |...........|...........|
+#> |    F| Forward Diff. |    -3.279 |     1.109 |  -0.08378 |  -0.05051 |
+#> |.....................|    0.3625 |    0.5609 |  -0.06234 |     1.320 |
+#> |.....................|   -0.5093 |   0.06989 |    -1.266 |     1.852 |
+#> |.....................|    0.2753 |    -1.463 |...........|...........|
+#> |   64|     479.56430 |     1.003 |    -1.205 |   -0.9261 |   -0.9357 |
+#> |.....................|    -1.026 |   -0.9933 |   -0.2419 |   -0.8738 |
+#> |.....................|   -0.7974 |    -1.064 |   -0.5672 |   -0.8543 |
+#> |.....................|    -1.067 |   -0.2281 |...........|...........|
+#> |    U|      479.5643 |     91.31 |    -5.405 |   -0.9040 |    -2.198 |
+#> |.....................|    -4.638 |    0.4090 |     1.093 |   0.05849 |
+#> |.....................|    0.7891 |    0.7314 |     1.538 |    0.9724 |
+#> |.....................|    0.6971 |     1.990 |...........|...........|
+#> |    X|      479.5643 |     91.31 |  0.004495 |    0.2882 |    0.1110 |
+#> |.....................|  0.009677 |    0.6008 |     1.093 |   0.05849 |
+#> |.....................|    0.7891 |    0.7314 |     1.538 |    0.9724 |
+#> |.....................|    0.6971 |     1.990 |...........|...........|
+#> |    F| Forward Diff. |     2.181 |     1.113 |  -0.01711 |  -0.05862 |
+#> |.....................|    0.3610 |    0.5490 |  -0.06295 |     1.399 |
+#> |.....................|   -0.4495 |    0.1474 |    0.6781 |     1.913 |
+#> |.....................|    0.2455 |    -1.468 |...........|...........|
+#> |   65|     479.56239 |     1.003 |    -1.205 |   -0.9261 |   -0.9356 |
+#> |.....................|    -1.026 |   -0.9935 |   -0.2417 |   -0.8744 |
+#> |.....................|   -0.7972 |    -1.064 |   -0.5674 |   -0.8549 |
+#> |.....................|    -1.067 |   -0.2275 |...........|...........|
+#> |    U|     479.56239 |     91.24 |    -5.405 |   -0.9040 |    -2.198 |
+#> |.....................|    -4.638 |    0.4089 |     1.093 |   0.05847 |
+#> |.....................|    0.7892 |    0.7313 |     1.538 |    0.9718 |
+#> |.....................|    0.6970 |     1.990 |...........|...........|
+#> |    X|     479.56239 |     91.24 |  0.004493 |    0.2882 |    0.1110 |
+#> |.....................|  0.009675 |    0.6008 |     1.093 |   0.05847 |
+#> |.....................|    0.7892 |    0.7313 |     1.538 |    0.9718 |
+#> |.....................|    0.6970 |     1.990 |...........|...........|
+#> |    F| Forward Diff. |    -4.516 |     1.106 |  -0.09308 |  -0.04714 |
+#> |.....................|    0.3636 |    0.5580 |  -0.04406 |     1.488 |
+#> |.....................|   -0.4662 |   0.05187 |    0.6104 |     1.787 |
+#> |.....................|    0.2769 |    -1.453 |...........|...........|
+#> |   66|     479.55877 |     1.003 |    -1.206 |   -0.9261 |   -0.9356 |
+#> |.....................|    -1.026 |   -0.9938 |   -0.2414 |   -0.8747 |
+#> |.....................|   -0.7970 |    -1.064 |   -0.5678 |   -0.8553 |
+#> |.....................|    -1.067 |   -0.2268 |...........|...........|
+#> |    U|     479.55877 |     91.31 |    -5.406 |   -0.9039 |    -2.198 |
+#> |.....................|    -4.638 |    0.4087 |     1.093 |   0.05846 |
+#> |.....................|    0.7894 |    0.7313 |     1.538 |    0.9714 |
+#> |.....................|    0.6969 |     1.991 |...........|...........|
+#> |    X|     479.55877 |     91.31 |  0.004490 |    0.2882 |    0.1110 |
+#> |.....................|  0.009674 |    0.6008 |     1.093 |   0.05846 |
+#> |.....................|    0.7894 |    0.7313 |     1.538 |    0.9714 |
+#> |.....................|    0.6969 |     1.991 |...........|...........|
+#> |    F| Forward Diff. |     2.254 |     1.111 |  -0.01255 |  -0.05783 |
+#> |.....................|    0.3613 |    0.5437 |  -0.01079 |     1.366 |
+#> |.....................|   -0.4954 |    0.1048 |    0.5565 |     1.745 |
+#> |.....................|    0.2417 |    -1.458 |...........|...........|
+#> |   67|     479.55696 |     1.003 |    -1.206 |   -0.9261 |   -0.9356 |
+#> |.....................|    -1.026 |   -0.9940 |   -0.2413 |   -0.8753 |
+#> |.....................|   -0.7968 |    -1.064 |   -0.5681 |   -0.8559 |
+#> |.....................|    -1.067 |   -0.2262 |...........|...........|
+#> |    U|     479.55696 |     91.24 |    -5.406 |   -0.9039 |    -2.198 |
+#> |.....................|    -4.639 |    0.4086 |     1.093 |   0.05845 |
+#> |.....................|    0.7895 |    0.7312 |     1.537 |    0.9708 |
+#> |.....................|    0.6968 |     1.992 |...........|...........|
+#> |    X|     479.55696 |     91.24 |  0.004488 |    0.2882 |    0.1110 |
+#> |.....................|  0.009672 |    0.6008 |     1.093 |   0.05845 |
+#> |.....................|    0.7895 |    0.7312 |     1.537 |    0.9708 |
+#> |.....................|    0.6968 |     1.992 |...........|...........|
+#> |    F| Forward Diff. |    -4.420 |     1.104 |  -0.08938 |  -0.04652 |
+#> |.....................|    0.3638 |    0.5524 |  -0.03600 |     1.474 |
+#> |.....................|   -0.4537 |   0.08714 |    0.5943 |     1.686 |
+#> |.....................|    0.2777 |    -1.443 |...........|...........|
+#> |   68|     479.55331 |     1.003 |    -1.207 |   -0.9260 |   -0.9356 |
+#> |.....................|    -1.026 |   -0.9943 |   -0.2409 |   -0.8756 |
+#> |.....................|   -0.7966 |    -1.064 |   -0.5684 |   -0.8562 |
+#> |.....................|    -1.067 |   -0.2254 |...........|...........|
+#> |    U|     479.55331 |     91.31 |    -5.407 |   -0.9039 |    -2.198 |
+#> |.....................|    -4.639 |    0.4085 |     1.093 |   0.05844 |
+#> |.....................|    0.7897 |    0.7312 |     1.537 |    0.9706 |
+#> |.....................|    0.6966 |     1.993 |...........|...........|
+#> |    X|     479.55331 |     91.31 |  0.004485 |    0.2882 |    0.1110 |
+#> |.....................|  0.009670 |    0.6007 |     1.093 |   0.05844 |
+#> |.....................|    0.7897 |    0.7312 |     1.537 |    0.9706 |
+#> |.....................|    0.6966 |     1.993 |...........|...........|
+#> |    F| Forward Diff. |     1.940 |     1.107 |  -0.01326 |  -0.05734 |
+#> |.....................|    0.3610 |    0.5380 |  -0.03050 |     1.334 |
+#> |.....................|   -0.4419 |   0.09953 |    0.4758 |     1.660 |
+#> |.....................|    0.2363 |    -1.448 |...........|...........|
+#> |   69|     479.55178 |     1.003 |    -1.208 |   -0.9260 |   -0.9355 |
+#> |.....................|    -1.026 |   -0.9945 |   -0.2409 |   -0.8762 |
+#> |.....................|   -0.7964 |    -1.064 |   -0.5686 |   -0.8569 |
+#> |.....................|    -1.067 |   -0.2248 |...........|...........|
+#> |    U|     479.55178 |     91.23 |    -5.408 |   -0.9039 |    -2.198 |
+#> |.....................|    -4.639 |    0.4084 |     1.093 |   0.05842 |
+#> |.....................|    0.7898 |    0.7311 |     1.537 |    0.9699 |
+#> |.....................|    0.6965 |     1.994 |...........|...........|
+#> |    X|     479.55178 |     91.23 |  0.004483 |    0.2882 |    0.1110 |
+#> |.....................|  0.009668 |    0.6007 |     1.093 |   0.05842 |
+#> |.....................|    0.7898 |    0.7311 |     1.537 |    0.9699 |
+#> |.....................|    0.6965 |     1.994 |...........|...........|
+#> |    F| Forward Diff. |    -4.846 |     1.100 |  -0.09130 |  -0.04553 |
+#> |.....................|    0.3638 |    0.5474 |  -0.02936 |     1.430 |
+#> |.....................|   -0.4494 |   0.05105 |    0.6245 |     1.611 |
+#> |.....................|    0.2724 |    -1.435 |...........|...........|
+#> |   70|     479.54790 |     1.003 |    -1.208 |   -0.9260 |   -0.9355 |
+#> |.....................|    -1.027 |   -0.9948 |   -0.2405 |   -0.8765 |
+#> |.....................|   -0.7962 |    -1.064 |   -0.5690 |   -0.8571 |
+#> |.....................|    -1.067 |   -0.2240 |...........|...........|
+#> |    U|      479.5479 |     91.30 |    -5.408 |   -0.9039 |    -2.198 |
+#> |.....................|    -4.639 |    0.4083 |     1.093 |   0.05841 |
+#> |.....................|    0.7899 |    0.7311 |     1.536 |    0.9697 |
+#> |.....................|    0.6964 |     1.995 |...........|...........|
+#> |    X|      479.5479 |     91.30 |  0.004480 |    0.2883 |    0.1110 |
+#> |.....................|  0.009667 |    0.6007 |     1.093 |   0.05841 |
+#> |.....................|    0.7899 |    0.7311 |     1.536 |    0.9697 |
+#> |.....................|    0.6964 |     1.995 |...........|...........|
+#> |    F| Forward Diff. |     1.570 |     1.104 |  -0.01594 |  -0.05674 |
+#> |.....................|    0.3607 |    0.5327 |  -0.02577 |     1.253 |
+#> |.....................|   -0.4401 |   0.07544 |   -0.5163 |    0.8741 |
+#> |.....................|   -0.3456 |    -1.445 |...........|...........|
+#> |   71|     479.54587 |     1.003 |    -1.209 |   -0.9260 |   -0.9355 |
+#> |.....................|    -1.027 |   -0.9951 |   -0.2405 |   -0.8771 |
+#> |.....................|   -0.7960 |    -1.064 |   -0.5687 |   -0.8576 |
+#> |.....................|    -1.067 |   -0.2233 |...........|...........|
+#> |    U|     479.54587 |     91.23 |    -5.409 |   -0.9039 |    -2.198 |
+#> |.....................|    -4.639 |    0.4081 |     1.093 |   0.05839 |
+#> |.....................|    0.7901 |    0.7310 |     1.537 |    0.9693 |
+#> |.....................|    0.6965 |     1.995 |...........|...........|
+#> |    X|     479.54587 |     91.23 |  0.004478 |    0.2883 |    0.1110 |
+#> |.....................|  0.009665 |    0.6006 |     1.093 |   0.05839 |
+#> |.....................|    0.7901 |    0.7310 |     1.537 |    0.9693 |
+#> |.....................|    0.6965 |     1.995 |...........|...........|
+#> |    F| Forward Diff. |    -4.902 |     1.097 |  -0.08880 |  -0.04568 |
+#> |.....................|    0.3633 |    0.5436 |  -0.03820 |     1.421 |
+#> |.....................|   -0.4438 |   0.04451 |    0.5507 |     1.558 |
+#> |.....................|    0.2862 |    -1.423 |...........|...........|
+#> |   72|     479.54157 |     1.003 |    -1.209 |   -0.9260 |   -0.9354 |
+#> |.....................|    -1.027 |   -0.9954 |   -0.2399 |   -0.8773 |
+#> |.....................|   -0.7958 |    -1.064 |   -0.5687 |   -0.8577 |
+#> |.....................|    -1.067 |   -0.2225 |...........|...........|
+#> |    U|     479.54157 |     91.30 |    -5.409 |   -0.9038 |    -2.198 |
+#> |.....................|    -4.639 |    0.4080 |     1.093 |   0.05839 |
+#> |.....................|    0.7902 |    0.7309 |     1.537 |    0.9691 |
+#> |.....................|    0.6965 |     1.996 |...........|...........|
+#> |    X|     479.54157 |     91.30 |  0.004475 |    0.2883 |    0.1110 |
+#> |.....................|  0.009663 |    0.6006 |     1.093 |   0.05839 |
+#> |.....................|    0.7902 |    0.7309 |     1.537 |    0.9691 |
+#> |.....................|    0.6965 |     1.996 |...........|...........|
+#> |    F| Forward Diff. |     1.063 |     1.100 |  -0.01768 |  -0.05631 |
+#> |.....................|    0.3603 |    0.5311 |  -0.05904 |     1.468 |
+#> |.....................|   -0.4400 |   0.06384 |    0.5216 |     1.564 |
+#> |.....................|    0.2548 |    -1.433 |...........|...........|
+#> |   73|     479.53906 |     1.003 |    -1.210 |   -0.9259 |   -0.9354 |
+#> |.....................|    -1.027 |   -0.9956 |   -0.2399 |   -0.8780 |
+#> |.....................|   -0.7956 |    -1.064 |   -0.5689 |   -0.8584 |
+#> |.....................|    -1.067 |   -0.2218 |...........|...........|
+#> |    U|     479.53906 |     91.25 |    -5.410 |   -0.9038 |    -2.198 |
+#> |.....................|    -4.640 |    0.4079 |     1.093 |   0.05837 |
+#> |.....................|    0.7904 |    0.7309 |     1.536 |    0.9684 |
+#> |.....................|    0.6964 |     1.997 |...........|...........|
+#> |    X|     479.53906 |     91.25 |  0.004472 |    0.2883 |    0.1110 |
+#> |.....................|  0.009661 |    0.6006 |     1.093 |   0.05837 |
+#> |.....................|    0.7904 |    0.7309 |     1.536 |    0.9684 |
+#> |.....................|    0.6964 |     1.997 |...........|...........|
+#> |    F| Forward Diff. |    -3.131 |     1.095 |  -0.06506 |  -0.04908 |
+#> |.....................|    0.3620 |    0.5356 | -0.007514 |     1.441 |
+#> |.....................|   -0.4274 |   0.08578 |   -0.3543 |    0.8441 |
+#> |.....................|   -0.2944 |    -1.418 |...........|...........|
+#> |   74|     479.53616 |     1.004 |    -1.210 |   -0.9259 |   -0.9354 |
+#> |.....................|    -1.027 |   -0.9959 |   -0.2396 |   -0.8785 |
+#> |.....................|   -0.7954 |    -1.064 |   -0.5688 |   -0.8586 |
+#> |.....................|    -1.067 |   -0.2210 |...........|...........|
+#> |    U|     479.53616 |     91.33 |    -5.410 |   -0.9038 |    -2.198 |
+#> |.....................|    -4.640 |    0.4077 |     1.094 |   0.05835 |
+#> |.....................|    0.7905 |    0.7308 |     1.537 |    0.9682 |
+#> |.....................|    0.6965 |     1.998 |...........|...........|
+#> |    X|     479.53616 |     91.33 |  0.004470 |    0.2883 |    0.1111 |
+#> |.....................|  0.009659 |    0.6005 |     1.094 |   0.05835 |
+#> |.....................|    0.7905 |    0.7308 |     1.537 |    0.9682 |
+#> |.....................|    0.6965 |     1.998 |...........|...........|
+#> |    F| Forward Diff. |     3.979 |     1.099 |   0.01619 |  -0.06233 |
+#> |.....................|    0.3580 |    0.5217 |  -0.09749 |     1.245 |
+#> |.....................|   -0.4289 |    0.1115 |   -0.5282 |    0.7580 |
+#> |.....................|   -0.3266 |    -1.417 |...........|...........|
+#> |   75|     479.53242 |     1.003 |    -1.211 |   -0.9259 |   -0.9353 |
+#> |.....................|    -1.028 |   -0.9962 |   -0.2391 |   -0.8787 |
+#> |.....................|   -0.7953 |    -1.065 |   -0.5685 |   -0.8588 |
+#> |.....................|    -1.067 |   -0.2202 |...........|...........|
+#> |    U|     479.53242 |     91.27 |    -5.411 |   -0.9038 |    -2.198 |
+#> |.....................|    -4.640 |    0.4076 |     1.094 |   0.05835 |
+#> |.....................|    0.7906 |    0.7307 |     1.537 |    0.9681 |
+#> |.....................|    0.6966 |     1.999 |...........|...........|
+#> |    X|     479.53242 |     91.27 |  0.004467 |    0.2883 |    0.1111 |
+#> |.....................|  0.009657 |    0.6005 |     1.094 |   0.05835 |
+#> |.....................|    0.7906 |    0.7307 |     1.537 |    0.9681 |
+#> |.....................|    0.6966 |     1.999 |...........|...........|
+#> |    F| Forward Diff. |    -1.679 |     1.093 |  -0.04308 |  -0.05224 |
+#> |.....................|    0.3605 |    0.5318 | -0.002555 |     1.446 |
+#> |.....................|   -0.4215 |   0.05786 |    0.6079 |     1.538 |
+#> |.....................|    0.2997 |    -1.401 |...........|...........|
+#> |   76|     479.52958 |     1.004 |    -1.212 |   -0.9259 |   -0.9353 |
+#> |.....................|    -1.028 |   -0.9965 |   -0.2388 |   -0.8793 |
+#> |.....................|   -0.7951 |    -1.065 |   -0.5686 |   -0.8593 |
+#> |.....................|    -1.067 |   -0.2194 |...........|...........|
+#> |    U|     479.52958 |     91.33 |    -5.412 |   -0.9038 |    -2.198 |
+#> |.....................|    -4.640 |    0.4075 |     1.094 |   0.05833 |
+#> |.....................|    0.7908 |    0.7306 |     1.537 |    0.9676 |
+#> |.....................|    0.6965 |     2.000 |...........|...........|
+#> |    X|     479.52958 |     91.33 |  0.004464 |    0.2883 |    0.1111 |
+#> |.....................|  0.009655 |    0.6005 |     1.094 |   0.05833 |
+#> |.....................|    0.7908 |    0.7306 |     1.537 |    0.9676 |
+#> |.....................|    0.6965 |     2.000 |...........|...........|
+#> |    F| Forward Diff. |     3.139 |     1.094 |   0.01046 |  -0.06226 |
+#> |.....................|    0.3570 |    0.5194 |  -0.09592 |     1.421 |
+#> |.....................|   -0.4323 |   0.06052 |   -0.5454 |    0.7071 |
+#> |.....................|   -0.2962 |    -1.410 |...........|...........|
+#> |   77|     479.52646 |     1.003 |    -1.212 |   -0.9259 |   -0.9353 |
+#> |.....................|    -1.028 |   -0.9968 |   -0.2384 |   -0.8797 |
+#> |.....................|   -0.7949 |    -1.065 |   -0.5684 |   -0.8594 |
+#> |.....................|    -1.067 |   -0.2186 |...........|...........|
+#> |    U|     479.52646 |     91.26 |    -5.412 |   -0.9038 |    -2.198 |
+#> |.....................|    -4.640 |    0.4073 |     1.094 |   0.05832 |
+#> |.....................|    0.7909 |    0.7304 |     1.537 |    0.9675 |
+#> |.....................|    0.6966 |     2.001 |...........|...........|
+#> |    X|     479.52646 |     91.26 |  0.004461 |    0.2883 |    0.1111 |
+#> |.....................|  0.009653 |    0.6005 |     1.094 |   0.05832 |
+#> |.....................|    0.7909 |    0.7304 |     1.537 |    0.9675 |
+#> |.....................|    0.6966 |     2.001 |...........|...........|
+#> |    F| Forward Diff. |    -2.758 |     1.088 |  -0.05217 |  -0.05158 |
+#> |.....................|    0.3593 |    0.5291 |  -0.05980 |     1.185 |
+#> |.....................|   -0.4227 |    -2.218 |   -0.3659 |    0.8223 |
+#> |.....................|   -0.2423 |    -1.392 |...........|...........|
+#> |   78|     479.52294 |     1.003 |    -1.213 |   -0.9258 |   -0.9352 |
+#> |.....................|    -1.028 |   -0.9971 |   -0.2379 |   -0.8800 |
+#> |.....................|   -0.7947 |    -1.064 |   -0.5681 |   -0.8596 |
+#> |.....................|    -1.067 |   -0.2178 |...........|...........|
+#> |    U|     479.52294 |     91.30 |    -5.413 |   -0.9037 |    -2.198 |
+#> |.....................|    -4.641 |    0.4072 |     1.094 |   0.05831 |
+#> |.....................|    0.7910 |    0.7311 |     1.537 |    0.9673 |
+#> |.....................|    0.6967 |     2.002 |...........|...........|
+#> |    X|     479.52294 |     91.30 |  0.004458 |    0.2883 |    0.1111 |
+#> |.....................|  0.009652 |    0.6004 |     1.094 |   0.05831 |
+#> |.....................|    0.7910 |    0.7311 |     1.537 |    0.9673 |
+#> |.....................|    0.6967 |     2.002 |...........|...........|
+#> |    F| Forward Diff. |    0.7571 |     1.091 |  -0.01328 |  -0.05733 |
+#> |.....................|    0.3573 |    0.5211 |  0.006105 |     1.423 |
+#> |.....................|   -0.4119 |    0.1268 |    0.6771 |     1.465 |
+#> |.....................|    0.3146 |    -1.386 |...........|...........|
+#> |   79|     479.52041 |     1.003 |    -1.213 |   -0.9258 |   -0.9352 |
+#> |.....................|    -1.028 |   -0.9973 |   -0.2380 |   -0.8807 |
+#> |.....................|   -0.7945 |    -1.064 |   -0.5684 |   -0.8604 |
+#> |.....................|    -1.067 |   -0.2172 |...........|...........|
+#> |    U|     479.52041 |     91.27 |    -5.413 |   -0.9037 |    -2.198 |
+#> |.....................|    -4.641 |    0.4071 |     1.094 |   0.05829 |
+#> |.....................|    0.7912 |    0.7311 |     1.537 |    0.9666 |
+#> |.....................|    0.6965 |     2.003 |...........|...........|
+#> |    X|     479.52041 |     91.27 |  0.004456 |    0.2883 |    0.1111 |
+#> |.....................|  0.009650 |    0.6004 |     1.094 |   0.05829 |
+#> |.....................|    0.7912 |    0.7311 |     1.537 |    0.9666 |
+#> |.....................|    0.6965 |     2.003 |...........|...........|
+#> |    F| Forward Diff. |    -2.400 |     1.087 |  -0.04852 |  -0.05189 |
+#> |.....................|    0.3585 |    0.5236 |  -0.05100 |     1.183 |
+#> |.....................|   -0.4319 |   0.01564 |    0.3566 |     1.324 |
+#> |.....................|    0.3221 |    -1.379 |...........|...........|
+#> |   80|     479.51911 |     1.004 |    -1.214 |   -0.9258 |   -0.9352 |
+#> |.....................|    -1.029 |   -0.9976 |   -0.2379 |   -0.8812 |
+#> |.....................|   -0.7944 |    -1.064 |   -0.5686 |   -0.8609 |
+#> |.....................|    -1.067 |   -0.2166 |...........|...........|
+#> |    U|     479.51911 |     91.35 |    -5.414 |   -0.9037 |    -2.198 |
+#> |.....................|    -4.641 |    0.4070 |     1.094 |   0.05828 |
+#> |.....................|    0.7913 |    0.7310 |     1.537 |    0.9661 |
+#> |.....................|    0.6964 |     2.004 |...........|...........|
+#> |    X|     479.51911 |     91.35 |  0.004454 |    0.2883 |    0.1111 |
+#> |.....................|  0.009648 |    0.6004 |     1.094 |   0.05828 |
+#> |.....................|    0.7913 |    0.7310 |     1.537 |    0.9661 |
+#> |.....................|    0.6964 |     2.004 |...........|...........|
+#> |    F| Forward Diff. |     5.458 |     1.092 |   0.04306 |  -0.06507 |
+#> |.....................|    0.3552 |    0.5068 |  -0.06807 |     1.418 |
+#> |.....................|   -0.4090 |    0.1358 |   -0.5109 |    0.5676 |
+#> |.....................|   -0.2804 |    -1.390 |...........|...........|
+#> |   81|     479.51487 |     1.003 |    -1.215 |   -0.9258 |   -0.9352 |
+#> |.....................|    -1.029 |   -0.9978 |   -0.2377 |   -0.8817 |
+#> |.....................|   -0.7942 |    -1.064 |   -0.5685 |   -0.8612 |
+#> |.....................|    -1.067 |   -0.2158 |...........|...........|
+#> |    U|     479.51487 |     91.27 |    -5.415 |   -0.9037 |    -2.198 |
+#> |.....................|    -4.641 |    0.4069 |     1.094 |   0.05826 |
+#> |.....................|    0.7914 |    0.7307 |     1.537 |    0.9658 |
+#> |.....................|    0.6963 |     2.005 |...........|...........|
+#> |    X|     479.51487 |     91.27 |  0.004451 |    0.2883 |    0.1111 |
+#> |.....................|  0.009647 |    0.6003 |     1.094 |   0.05826 |
+#> |.....................|    0.7914 |    0.7307 |     1.537 |    0.9658 |
+#> |.....................|    0.6963 |     2.005 |...........|...........|
+#> |    F| Forward Diff. |    -1.582 |     1.084 |  -0.03533 |  -0.05340 |
+#> |.....................|    0.3581 |    0.5175 |  -0.06480 |     1.157 |
+#> |.....................|   -0.4224 |   0.03489 |   -0.5536 |    0.6041 |
+#> |.....................|   -0.2386 |    -1.371 |...........|...........|
+#> |   82|     479.51208 |     1.004 |    -1.215 |   -0.9258 |   -0.9351 |
+#> |.....................|    -1.029 |   -0.9981 |   -0.2375 |   -0.8823 |
+#> |.....................|   -0.7939 |    -1.065 |   -0.5682 |   -0.8615 |
+#> |.....................|    -1.067 |   -0.2150 |...........|...........|
+#> |    U|     479.51208 |     91.34 |    -5.415 |   -0.9037 |    -2.197 |
+#> |.....................|    -4.641 |    0.4067 |     1.094 |   0.05824 |
+#> |.....................|    0.7916 |    0.7306 |     1.537 |    0.9655 |
+#> |.....................|    0.6964 |     2.006 |...........|...........|
+#> |    X|     479.51208 |     91.34 |  0.004449 |    0.2883 |    0.1111 |
+#> |.....................|  0.009645 |    0.6003 |     1.094 |   0.05824 |
+#> |.....................|    0.7916 |    0.7306 |     1.537 |    0.9655 |
+#> |.....................|    0.6964 |     2.006 |...........|...........|
+#> |    F| Forward Diff. |     3.943 |     1.087 |   0.02817 |  -0.06279 |
+#> |.....................|    0.3555 |    0.5065 |  -0.06060 |     1.305 |
+#> |.....................|   -0.4115 |   0.06912 |    0.4865 |     1.240 |
+#> |.....................|    0.2990 |    -1.371 |...........|...........|
+#> |   83|     479.50842 |     1.003 |    -1.216 |   -0.9258 |   -0.9351 |
+#> |.....................|    -1.029 |   -0.9984 |   -0.2372 |   -0.8827 |
+#> |.....................|   -0.7937 |    -1.065 |   -0.5683 |   -0.8618 |
+#> |.....................|    -1.067 |   -0.2141 |...........|...........|
+#> |    U|     479.50842 |     91.29 |    -5.416 |   -0.9037 |    -2.197 |
+#> |.....................|    -4.642 |    0.4066 |     1.095 |   0.05823 |
+#> |.....................|    0.7918 |    0.7302 |     1.537 |    0.9652 |
+#> |.....................|    0.6962 |     2.007 |...........|...........|
+#> |    X|     479.50842 |     91.29 |  0.004446 |    0.2883 |    0.1111 |
+#> |.....................|  0.009643 |    0.6003 |     1.095 |   0.05823 |
+#> |.....................|    0.7918 |    0.7302 |     1.537 |    0.9652 |
+#> |.....................|    0.6962 |     2.007 |...........|...........|
+#> |    F| Forward Diff. |   -0.7463 |     1.081 |  -0.02105 |  -0.05532 |
+#> |.....................|    0.3572 |    0.5118 |  -0.07839 |     1.134 |
+#> |.....................|   -0.4206 |   0.01709 |   -0.5616 |    0.5218 |
+#> |.....................|   -0.2429 |    -1.361 |...........|...........|
+#> |   84|     479.50515 |     1.004 |    -1.216 |   -0.9258 |   -0.9351 |
+#> |.....................|    -1.029 |   -0.9987 |   -0.2372 |   -0.8834 |
+#> |.....................|   -0.7935 |    -1.065 |   -0.5680 |   -0.8621 |
+#> |.....................|    -1.067 |   -0.2133 |...........|...........|
+#> |    U|     479.50515 |     91.33 |    -5.416 |   -0.9037 |    -2.197 |
+#> |.....................|    -4.642 |    0.4065 |     1.095 |   0.05821 |
+#> |.....................|    0.7919 |    0.7302 |     1.537 |    0.9649 |
+#> |.....................|    0.6964 |     2.008 |...........|...........|
+#> |    X|     479.50515 |     91.33 |  0.004443 |    0.2883 |    0.1111 |
+#> |.....................|  0.009641 |    0.6002 |     1.095 |   0.05821 |
+#> |.....................|    0.7919 |    0.7302 |     1.537 |    0.9649 |
+#> |.....................|    0.6964 |     2.008 |...........|...........|
+#> |   85|     479.49887 |     1.004 |    -1.219 |   -0.9257 |   -0.9350 |
+#> |.....................|    -1.030 |   -0.9997 |   -0.2363 |   -0.8851 |
+#> |.....................|   -0.7928 |    -1.066 |   -0.5675 |   -0.8630 |
+#> |.....................|    -1.067 |   -0.2104 |...........|...........|
+#> |    U|     479.49887 |     91.39 |    -5.419 |   -0.9037 |    -2.197 |
+#> |.....................|    -4.642 |    0.4060 |     1.095 |   0.05816 |
+#> |.....................|    0.7925 |    0.7293 |     1.538 |    0.9641 |
+#> |.....................|    0.6963 |     2.011 |...........|...........|
+#> |    X|     479.49887 |     91.39 |  0.004434 |    0.2883 |    0.1111 |
+#> |.....................|  0.009634 |    0.6001 |     1.095 |   0.05816 |
+#> |.....................|    0.7925 |    0.7293 |     1.538 |    0.9641 |
+#> |.....................|    0.6963 |     2.011 |...........|...........|
+#> |    F| Forward Diff. |     8.922 |     1.081 |    0.1004 |  -0.07252 |
+#> |.....................|    0.3520 |    0.4871 |    0.2543 |     1.578 |
+#> |.....................|   -0.3854 |   0.03465 |   -0.5794 |    0.4083 |
+#> |.....................|   -0.2550 |    -1.344 |...........|...........|
+#> |   86|     479.48147 |     1.003 |    -1.221 |   -0.9257 |   -0.9348 |
+#> |.....................|    -1.031 |    -1.001 |   -0.2344 |   -0.8861 |
+#> |.....................|   -0.7921 |    -1.067 |   -0.5658 |   -0.8636 |
+#> |.....................|    -1.067 |   -0.2068 |...........|...........|
+#> |    U|     479.48147 |     91.29 |    -5.421 |   -0.9036 |    -2.197 |
+#> |.....................|    -4.643 |    0.4054 |     1.096 |   0.05813 |
+#> |.....................|    0.7930 |    0.7283 |     1.540 |    0.9635 |
+#> |.....................|    0.6963 |     2.016 |...........|...........|
+#> |    X|     479.48147 |     91.29 |  0.004421 |    0.2883 |    0.1111 |
+#> |.....................|  0.009626 |    0.6000 |     1.096 |   0.05813 |
+#> |.....................|    0.7930 |    0.7283 |     1.540 |    0.9635 |
+#> |.....................|    0.6963 |     2.016 |...........|...........|
+#> |   87|     479.46291 |     1.003 |    -1.226 |   -0.9256 |   -0.9345 |
+#> |.....................|    -1.032 |    -1.003 |   -0.2312 |   -0.8874 |
+#> |.....................|   -0.7910 |    -1.069 |   -0.5631 |   -0.8644 |
+#> |.....................|    -1.067 |   -0.2012 |...........|...........|
+#> |    U|     479.46291 |     91.29 |    -5.426 |   -0.9035 |    -2.197 |
+#> |.....................|    -4.645 |    0.4045 |     1.097 |   0.05809 |
+#> |.....................|    0.7937 |    0.7267 |     1.543 |    0.9627 |
+#> |.....................|    0.6964 |     2.022 |...........|...........|
+#> |    X|     479.46291 |     91.29 |  0.004402 |    0.2883 |    0.1111 |
+#> |.....................|  0.009612 |    0.5998 |     1.097 |   0.05809 |
+#> |.....................|    0.7937 |    0.7267 |     1.543 |    0.9627 |
+#> |.....................|    0.6964 |     2.022 |...........|...........|
+#> |   88|     479.38653 |     1.003 |    -1.248 |   -0.9250 |   -0.9332 |
+#> |.....................|    -1.039 |    -1.013 |   -0.2154 |   -0.8940 |
+#> |.....................|   -0.7859 |    -1.078 |   -0.5497 |   -0.8687 |
+#> |.....................|    -1.067 |   -0.1734 |...........|...........|
+#> |    U|     479.38653 |     91.26 |    -5.448 |   -0.9030 |    -2.196 |
+#> |.....................|    -4.652 |    0.4000 |     1.104 |   0.05790 |
+#> |.....................|    0.7975 |    0.7188 |     1.559 |    0.9587 |
+#> |.....................|    0.6966 |     2.056 |...........|...........|
+#> |    X|     479.38653 |     91.26 |  0.004306 |    0.2884 |    0.1113 |
+#> |.....................|  0.009547 |    0.5987 |     1.104 |   0.05790 |
+#> |.....................|    0.7975 |    0.7188 |     1.559 |    0.9587 |
+#> |.....................|    0.6966 |     2.056 |...........|...........|
+#> |   89|     479.33405 |     1.002 |    -1.333 |   -0.9226 |   -0.9281 |
+#> |.....................|    -1.066 |    -1.051 |   -0.1533 |   -0.9198 |
+#> |.....................|   -0.7659 |    -1.112 |   -0.4971 |   -0.8853 |
+#> |.....................|    -1.066 |  -0.06439 |...........|...........|
+#> |    U|     479.33405 |     91.15 |    -5.533 |   -0.9008 |    -2.190 |
+#> |.....................|    -4.678 |    0.3823 |     1.129 |   0.05715 |
+#> |.....................|    0.8121 |    0.6876 |     1.621 |    0.9427 |
+#> |.....................|    0.6975 |     2.188 |...........|...........|
+#> |    X|     479.33405 |     91.15 |  0.003953 |    0.2889 |    0.1119 |
+#> |.....................|  0.009294 |    0.5944 |     1.129 |   0.05715 |
+#> |.....................|    0.8121 |    0.6876 |     1.621 |    0.9427 |
+#> |.....................|    0.6975 |     2.188 |...........|...........|
+#> |    F| Forward Diff. |    -22.35 |    0.8049 |    0.3265 |  -0.06456 |
+#> |.....................|    0.3038 |    0.2091 |     1.763 |     1.473 |
+#> |.....................|   -0.5535 |    -2.463 |     1.244 |   -0.6274 |
+#> |.....................|     1.702 |   -0.2760 |...........|...........|
+#> |   90|     479.70817 |     1.005 |    -1.492 |   -0.9504 |   -0.9122 |
+#> |.....................|    -1.121 |    -1.106 |   -0.1774 |   -0.9510 |
+#> |.....................|   -0.7305 |    -1.145 |   -0.4385 |   -0.8800 |
+#> |.....................|    -1.177 |  -0.01012 |...........|...........|
+#> |    U|     479.70817 |     91.47 |    -5.692 |   -0.9256 |    -2.175 |
+#> |.....................|    -4.734 |    0.3572 |     1.119 |   0.05625 |
+#> |.....................|    0.8380 |    0.6579 |     1.691 |    0.9478 |
+#> |.....................|    0.6020 |     2.254 |...........|...........|
+#> |    X|     479.70817 |     91.47 |  0.003371 |    0.2838 |    0.1137 |
+#> |.....................|  0.008794 |    0.5884 |     1.119 |   0.05625 |
+#> |.....................|    0.8380 |    0.6579 |     1.691 |    0.9478 |
+#> |.....................|    0.6020 |     2.254 |...........|...........|
+#> |   91|     479.27063 |     1.005 |    -1.375 |   -0.9298 |   -0.9240 |
+#> |.....................|    -1.080 |    -1.065 |   -0.1597 |   -0.9281 |
+#> |.....................|   -0.7567 |    -1.120 |   -0.4820 |   -0.8839 |
+#> |.....................|    -1.095 |  -0.05030 |...........|...........|
+#> |    U|     479.27063 |     91.42 |    -5.575 |   -0.9073 |    -2.186 |
+#> |.....................|    -4.693 |    0.3758 |     1.127 |   0.05692 |
+#> |.....................|    0.8189 |    0.6801 |     1.639 |    0.9441 |
+#> |.....................|    0.6726 |     2.206 |...........|...........|
+#> |    X|     479.27063 |     91.42 |  0.003793 |    0.2876 |    0.1123 |
+#> |.....................|  0.009162 |    0.5929 |     1.127 |   0.05692 |
+#> |.....................|    0.8189 |    0.6801 |     1.639 |    0.9441 |
+#> |.....................|    0.6726 |     2.206 |...........|...........|
+#> |    F| Forward Diff. |     2.862 |    0.7516 |    0.3576 |  -0.07893 |
+#> |.....................|    0.2806 |   -0.4298 |     1.369 |     1.213 |
+#> |.....................|   -0.5227 |    -2.562 |     2.801 |    -1.010 |
+#> |.....................|    -1.234 |   -0.5388 |...........|...........|
+#> |   92|     479.18239 |     1.005 |    -1.423 |   -0.9401 |   -0.9189 |
+#> |.....................|    -1.098 |    -1.064 |   -0.1729 |   -0.9195 |
+#> |.....................|   -0.7414 |    -1.117 |   -0.4967 |   -0.8806 |
+#> |.....................|    -1.083 |  -0.04375 |...........|...........|
+#> |    U|     479.18239 |     91.43 |    -5.623 |   -0.9165 |    -2.181 |
+#> |.....................|    -4.710 |    0.3764 |     1.121 |   0.05716 |
+#> |.....................|    0.8300 |    0.6834 |     1.622 |    0.9472 |
+#> |.....................|    0.6830 |     2.213 |...........|...........|
+#> |    X|     479.18239 |     91.43 |  0.003613 |    0.2857 |    0.1129 |
+#> |.....................|  0.009001 |    0.5930 |     1.121 |   0.05716 |
+#> |.....................|    0.8300 |    0.6834 |     1.622 |    0.9472 |
+#> |.....................|    0.6830 |     2.213 |...........|...........|
+#> |    F| Forward Diff. |     2.797 |    0.6564 |   -0.1913 |  -0.04289 |
+#> |.....................|    0.2359 |   -0.3012 |     1.209 |     1.124 |
+#> |.....................|   -0.4349 |    -2.322 |     2.160 |   -0.7215 |
+#> |.....................|   -0.1578 |   -0.4171 |...........|...........|
+#> |   93|     479.53483 |    0.9938 |    -1.508 |   -0.8927 |   -0.9141 |
+#> |.....................|    -1.127 |    -1.054 |   -0.1802 |   -0.9016 |
+#> |.....................|   -0.7110 |    -1.089 |   -0.5260 |   -0.8567 |
+#> |.....................|    -1.093 |  -0.01567 |...........|...........|
+#> |    U|     479.53483 |     90.44 |    -5.708 |   -0.8742 |    -2.177 |
+#> |.....................|    -4.740 |    0.3812 |     1.118 |   0.05768 |
+#> |.....................|    0.8523 |    0.7081 |     1.587 |    0.9700 |
+#> |.....................|    0.6741 |     2.248 |...........|...........|
+#> |    X|     479.53483 |     90.44 |  0.003320 |    0.2944 |    0.1134 |
+#> |.....................|  0.008741 |    0.5942 |     1.118 |   0.05768 |
+#> |.....................|    0.8523 |    0.7081 |     1.587 |    0.9700 |
+#> |.....................|    0.6741 |     2.248 |...........|...........|
+#> |   94|     479.57437 |    0.9943 |    -1.436 |   -0.9336 |   -0.9181 |
+#> |.....................|    -1.102 |    -1.062 |   -0.1777 |   -0.9209 |
+#> |.....................|   -0.7362 |    -1.106 |   -0.5073 |   -0.8753 |
+#> |.....................|    -1.084 |  -0.03890 |...........|...........|
+#> |    U|     479.57437 |     90.49 |    -5.636 |   -0.9106 |    -2.181 |
+#> |.....................|    -4.715 |    0.3775 |     1.119 |   0.05712 |
+#> |.....................|    0.8338 |    0.6933 |     1.609 |    0.9523 |
+#> |.....................|    0.6824 |     2.219 |...........|...........|
+#> |    X|     479.57437 |     90.49 |  0.003567 |    0.2869 |    0.1130 |
+#> |.....................|  0.008961 |    0.5933 |     1.119 |   0.05712 |
+#> |.....................|    0.8338 |    0.6933 |     1.609 |    0.9523 |
+#> |.....................|    0.6824 |     2.219 |...........|...........|
+#> |   95|     479.18328 |     1.003 |    -1.424 |   -0.9400 |   -0.9189 |
+#> |.....................|    -1.098 |    -1.064 |   -0.1736 |   -0.9201 |
+#> |.....................|   -0.7412 |    -1.115 |   -0.4980 |   -0.8802 |
+#> |.....................|    -1.083 |  -0.04351 |...........|...........|
+#> |    U|     479.18328 |     91.28 |    -5.624 |   -0.9164 |    -2.181 |
+#> |.....................|    -4.711 |    0.3765 |     1.121 |   0.05715 |
+#> |.....................|    0.8302 |    0.6847 |     1.620 |    0.9476 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    X|     479.18328 |     91.28 |  0.003612 |    0.2857 |    0.1129 |
+#> |.....................|  0.009000 |    0.5930 |     1.121 |   0.05715 |
+#> |.....................|    0.8302 |    0.6847 |     1.620 |    0.9476 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |   96|     479.17990 |     1.004 |    -1.423 |   -0.9401 |   -0.9189 |
+#> |.....................|    -1.098 |    -1.064 |   -0.1732 |   -0.9198 |
+#> |.....................|   -0.7413 |    -1.116 |   -0.4973 |   -0.8805 |
+#> |.....................|    -1.083 |  -0.04364 |...........|...........|
+#> |    U|      479.1799 |     91.36 |    -5.623 |   -0.9164 |    -2.181 |
+#> |.....................|    -4.710 |    0.3764 |     1.121 |   0.05716 |
+#> |.....................|    0.8301 |    0.6840 |     1.621 |    0.9474 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    X|      479.1799 |     91.36 |  0.003612 |    0.2857 |    0.1129 |
+#> |.....................|  0.009001 |    0.5930 |     1.121 |   0.05716 |
+#> |.....................|    0.8301 |    0.6840 |     1.621 |    0.9474 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    F| Forward Diff. |    -3.933 |    0.6514 |   -0.2757 |  -0.03244 |
+#> |.....................|    0.2382 |   -0.2823 |     1.183 |     1.090 |
+#> |.....................|   -0.4397 |    -2.345 |     2.145 |   -0.7620 |
+#> |.....................|   -0.1240 |   -0.3947 |...........|...........|
+#> |   97|     479.17667 |     1.005 |    -1.424 |   -0.9399 |   -0.9189 |
+#> |.....................|    -1.098 |    -1.064 |   -0.1735 |   -0.9200 |
+#> |.....................|   -0.7411 |    -1.116 |   -0.4978 |   -0.8802 |
+#> |.....................|    -1.083 |  -0.04350 |...........|...........|
+#> |    U|     479.17667 |     91.44 |    -5.624 |   -0.9162 |    -2.181 |
+#> |.....................|    -4.711 |    0.3765 |     1.121 |   0.05715 |
+#> |.....................|    0.8302 |    0.6845 |     1.621 |    0.9476 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    X|     479.17667 |     91.44 |  0.003611 |    0.2857 |    0.1129 |
+#> |.....................|  0.009000 |    0.5930 |     1.121 |   0.05715 |
+#> |.....................|    0.8302 |    0.6845 |     1.621 |    0.9476 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    F| Forward Diff. |     3.521 |    0.6547 |   -0.1751 |  -0.04313 |
+#> |.....................|    0.2353 |   -0.2995 |     1.118 |     1.121 |
+#> |.....................|   -0.4506 |    -2.323 |     2.084 |   -0.7259 |
+#> |.....................|   -0.1653 |   -0.4503 |...........|...........|
+#> |   98|     479.17418 |     1.004 |    -1.424 |   -0.9398 |   -0.9188 |
+#> |.....................|    -1.098 |    -1.064 |   -0.1738 |   -0.9202 |
+#> |.....................|   -0.7410 |    -1.115 |   -0.4983 |   -0.8800 |
+#> |.....................|    -1.083 |  -0.04335 |...........|...........|
+#> |    U|     479.17418 |     91.36 |    -5.624 |   -0.9161 |    -2.181 |
+#> |.....................|    -4.711 |    0.3765 |     1.121 |   0.05714 |
+#> |.....................|    0.8303 |    0.6850 |     1.620 |    0.9478 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    X|     479.17418 |     91.36 |  0.003610 |    0.2857 |    0.1129 |
+#> |.....................|  0.008999 |    0.5930 |     1.121 |   0.05714 |
+#> |.....................|    0.8303 |    0.6850 |     1.620 |    0.9478 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    F| Forward Diff. |    -3.859 |    0.6491 |   -0.2708 |  -0.03145 |
+#> |.....................|    0.2380 |   -0.2786 |     1.113 |     1.074 |
+#> |.....................|   -0.4387 |    -2.285 |     2.045 |   -0.7498 |
+#> |.....................|   -0.1354 |   -0.4011 |...........|...........|
+#> |   99|     479.17107 |     1.005 |    -1.424 |   -0.9396 |   -0.9188 |
+#> |.....................|    -1.098 |    -1.064 |   -0.1740 |   -0.9204 |
+#> |.....................|   -0.7408 |    -1.114 |   -0.4988 |   -0.8798 |
+#> |.....................|    -1.083 |  -0.04320 |...........|...........|
+#> |    U|     479.17107 |     91.44 |    -5.624 |   -0.9160 |    -2.181 |
+#> |.....................|    -4.711 |    0.3766 |     1.121 |   0.05714 |
+#> |.....................|    0.8305 |    0.6855 |     1.619 |    0.9480 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    X|     479.17107 |     91.44 |  0.003609 |    0.2858 |    0.1129 |
+#> |.....................|  0.008997 |    0.5930 |     1.121 |   0.05714 |
+#> |.....................|    0.8305 |    0.6855 |     1.619 |    0.9480 |
+#> |.....................|    0.6831 |     2.214 |...........|...........|
+#> |    F| Forward Diff. |     3.569 |    0.6522 |   -0.1642 |  -0.04243 |
+#> |.....................|    0.2349 |   -0.2958 |     1.101 |     1.106 |
+#> |.....................|   -0.4222 |    -2.201 |     1.058 |   -0.2096 |
+#> |.....................|    0.2358 |   -0.4015 |...........|...........|
+#> |  100|     479.16873 |     1.004 |    -1.425 |   -0.9393 |   -0.9188 |
+#> |.....................|    -1.099 |    -1.064 |   -0.1743 |   -0.9206 |
+#> |.....................|   -0.7406 |    -1.114 |   -0.4991 |   -0.8797 |
+#> |.....................|    -1.083 |  -0.04303 |...........|...........|
+#> |    U|     479.16873 |     91.36 |    -5.625 |   -0.9158 |    -2.181 |
+#> |.....................|    -4.711 |    0.3766 |     1.121 |   0.05713 |
+#> |.....................|    0.8306 |    0.6860 |     1.619 |    0.9481 |
+#> |.....................|    0.6830 |     2.214 |...........|...........|
+#> |    X|     479.16873 |     91.36 |  0.003607 |    0.2858 |    0.1129 |
+#> |.....................|  0.008996 |    0.5931 |     1.121 |   0.05713 |
+#> |.....................|    0.8306 |    0.6860 |     1.619 |    0.9481 |
+#> |.....................|    0.6830 |     2.214 |...........|...........|
+#> |    F| Forward Diff. |    -3.833 |    0.6464 |   -0.2551 |  -0.03020 |
+#> |.....................|    0.2388 |   -0.2745 |     1.092 |     1.036 |
+#> |.....................|   -0.4378 |    -2.238 |     1.100 |   -0.2036 |
+#> |.....................|    0.2823 |   -0.3907 |...........|...........|
+#> |  101|     479.16547 |     1.005 |    -1.426 |   -0.9390 |   -0.9187 |
+#> |.....................|    -1.099 |    -1.063 |   -0.1745 |   -0.9206 |
+#> |.....................|   -0.7403 |    -1.113 |   -0.4993 |   -0.8795 |
+#> |.....................|    -1.083 |  -0.04283 |...........|...........|
+#> |    U|     479.16547 |     91.42 |    -5.626 |   -0.9155 |    -2.181 |
+#> |.....................|    -4.711 |    0.3767 |     1.121 |   0.05713 |
+#> |.....................|    0.8308 |    0.6865 |     1.619 |    0.9483 |
+#> |.....................|    0.6830 |     2.215 |...........|...........|
+#> |    X|     479.16547 |     91.42 |  0.003605 |    0.2859 |    0.1129 |
+#> |.....................|  0.008994 |    0.5931 |     1.121 |   0.05713 |
+#> |.....................|    0.8308 |    0.6865 |     1.619 |    0.9483 |
+#> |.....................|    0.6830 |     2.215 |...........|...........|
+#> |    F| Forward Diff. |     2.367 |    0.6482 |   -0.1602 |  -0.03907 |
+#> |.....................|    0.2347 |   -0.2874 |     1.147 |     1.057 |
+#> |.....................|   -0.4142 |    -2.141 |     1.081 |   -0.1748 |
+#> |.....................|    0.2414 |   -0.4049 |...........|...........|
+#> |  102|     479.16316 |     1.004 |    -1.426 |   -0.9389 |   -0.9187 |
+#> |.....................|    -1.099 |    -1.063 |   -0.1748 |   -0.9208 |
+#> |.....................|   -0.7401 |    -1.113 |   -0.4996 |   -0.8794 |
+#> |.....................|    -1.083 |  -0.04264 |...........|...........|
+#> |    U|     479.16316 |     91.36 |    -5.626 |   -0.9154 |    -2.181 |
+#> |.....................|    -4.711 |    0.3768 |     1.120 |   0.05713 |
+#> |.....................|    0.8310 |    0.6872 |     1.618 |    0.9484 |
+#> |.....................|    0.6829 |     2.215 |...........|...........|
+#> |    X|     479.16316 |     91.36 |  0.003603 |    0.2859 |    0.1129 |
+#> |.....................|  0.008992 |    0.5931 |     1.120 |   0.05713 |
+#> |.....................|    0.8310 |    0.6872 |     1.618 |    0.9484 |
+#> |.....................|    0.6829 |     2.215 |...........|...........|
+#> |    F| Forward Diff. |    -3.810 |    0.6431 |   -0.2376 |  -0.02872 |
+#> |.....................|    0.2384 |   -0.2689 |     1.073 |     1.021 |
+#> |.....................|   -0.4195 |    -2.179 |     2.025 |   -0.6985 |
+#> |.....................|   -0.1403 |   -0.3873 |...........|...........|
+#> |  103|     479.15976 |     1.005 |    -1.427 |   -0.9385 |   -0.9187 |
+#> |.....................|    -1.099 |    -1.063 |   -0.1751 |   -0.9208 |
+#> |.....................|   -0.7399 |    -1.112 |   -0.5000 |   -0.8792 |
+#> |.....................|    -1.083 |  -0.04242 |...........|...........|
+#> |    U|     479.15976 |     91.41 |    -5.627 |   -0.9150 |    -2.181 |
+#> |.....................|    -4.712 |    0.3768 |     1.120 |   0.05713 |
+#> |.....................|    0.8311 |    0.6876 |     1.618 |    0.9486 |
+#> |.....................|    0.6829 |     2.215 |...........|...........|
+#> |    X|     479.15976 |     91.41 |  0.003601 |    0.2860 |    0.1129 |
+#> |.....................|  0.008990 |    0.5931 |     1.120 |   0.05713 |
+#> |.....................|    0.8311 |    0.6876 |     1.618 |    0.9486 |
+#> |.....................|    0.6829 |     2.215 |...........|...........|
+#> |    F| Forward Diff. |     1.385 |    0.6444 |   -0.1513 |  -0.03575 |
+#> |.....................|    0.2363 |   -0.2788 |     1.057 |     1.037 |
+#> |.....................|   -0.4304 |    -2.135 |     1.940 |   -0.6607 |
+#> |.....................|   -0.1552 |   -0.4034 |...........|...........|
+#> |  104|     479.15697 |     1.004 |    -1.427 |   -0.9385 |   -0.9187 |
+#> |.....................|    -1.099 |    -1.063 |   -0.1754 |   -0.9212 |
+#> |.....................|   -0.7397 |    -1.111 |   -0.5007 |   -0.8790 |
+#> |.....................|    -1.083 |  -0.04228 |...........|...........|
+#> |    U|     479.15697 |     91.37 |    -5.627 |   -0.9150 |    -2.181 |
+#> |.....................|    -4.712 |    0.3769 |     1.120 |   0.05712 |
+#> |.....................|    0.8312 |    0.6883 |     1.617 |    0.9488 |
+#> |.....................|    0.6829 |     2.215 |...........|...........|
+#> |    X|     479.15697 |     91.37 |  0.003600 |    0.2860 |    0.1129 |
+#> |.....................|  0.008990 |    0.5931 |     1.120 |   0.05712 |
+#> |.....................|    0.8312 |    0.6883 |     1.617 |    0.9488 |
+#> |.....................|    0.6829 |     2.215 |...........|...........|
+#> |    F| Forward Diff. |    -2.828 |    0.6406 |   -0.2090 |  -0.02895 |
+#> |.....................|    0.2376 |   -0.2659 |     1.059 |    0.9695 |
+#> |.....................|   -0.4112 |    -2.078 |     1.041 |   -0.1304 |
+#> |.....................|    0.2608 |   -0.3859 |...........|...........|
+#> |  105|     479.15524 |     1.005 |    -1.427 |   -0.9384 |   -0.9187 |
+#> |.....................|    -1.099 |    -1.063 |   -0.1758 |   -0.9215 |
+#> |.....................|   -0.7396 |    -1.111 |   -0.5010 |   -0.8789 |
+#> |.....................|    -1.083 |  -0.04216 |...........|...........|
+#> |    U|     479.15524 |     91.45 |    -5.627 |   -0.9149 |    -2.181 |
+#> |.....................|    -4.712 |    0.3769 |     1.120 |   0.05711 |
+#> |.....................|    0.8313 |    0.6888 |     1.617 |    0.9489 |
+#> |.....................|    0.6828 |     2.215 |...........|...........|
+#> |    X|     479.15524 |     91.45 |  0.003599 |    0.2860 |    0.1129 |
+#> |.....................|  0.008989 |    0.5931 |     1.120 |   0.05711 |
+#> |.....................|    0.8313 |    0.6888 |     1.617 |    0.9489 |
+#> |.....................|    0.6828 |     2.215 |...........|...........|
+#> |    F| Forward Diff. |     5.191 |    0.6447 |   -0.1017 |  -0.04048 |
+#> |.....................|    0.2348 |   -0.2858 |     1.095 |     1.009 |
+#> |.....................|   -0.3975 |    -1.983 |     1.956 |   -0.5702 |
+#> |.....................|   -0.1591 |   -0.3996 |...........|...........|
+#> |  106|     479.15192 |     1.004 |    -1.428 |   -0.9381 |   -0.9186 |
+#> |.....................|    -1.100 |    -1.063 |   -0.1760 |   -0.9214 |
+#> |.....................|   -0.7393 |    -1.110 |   -0.5013 |   -0.8787 |
+#> |.....................|    -1.083 |  -0.04194 |...........|...........|
+#> |    U|     479.15192 |     91.38 |    -5.628 |   -0.9146 |    -2.181 |
+#> |.....................|    -4.712 |    0.3770 |     1.120 |   0.05711 |
+#> |.....................|    0.8315 |    0.6892 |     1.616 |    0.9490 |
+#> |.....................|    0.6828 |     2.216 |...........|...........|
+#> |    X|     479.15192 |     91.38 |  0.003597 |    0.2861 |    0.1129 |
+#> |.....................|  0.008987 |    0.5932 |     1.120 |   0.05711 |
+#> |.....................|    0.8315 |    0.6892 |     1.616 |    0.9490 |
+#> |.....................|    0.6828 |     2.216 |...........|...........|
+#> |    F| Forward Diff. |    -1.012 |    0.6390 |   -0.1711 |  -0.03027 |
+#> |.....................|    0.2366 |   -0.2653 |     1.098 |    0.9640 |
+#> |.....................|   -0.4101 |    -2.024 |    0.9749 |   -0.1142 |
+#> |.....................|    0.2645 |   -0.3871 |...........|...........|
+#> |  107|     479.14897 |     1.005 |    -1.428 |   -0.9380 |   -0.9186 |
+#> |.....................|    -1.100 |    -1.063 |   -0.1764 |   -0.9218 |
+#> |.....................|   -0.7392 |    -1.110 |   -0.5017 |   -0.8787 |
+#> |.....................|    -1.083 |  -0.04178 |...........|...........|
+#> |    U|     479.14897 |     91.42 |    -5.628 |   -0.9146 |    -2.181 |
+#> |.....................|    -4.712 |    0.3771 |     1.120 |   0.05710 |
+#> |.....................|    0.8317 |    0.6900 |     1.616 |    0.9491 |
+#> |.....................|    0.6827 |     2.216 |...........|...........|
+#> |    X|     479.14897 |     91.42 |  0.003596 |    0.2861 |    0.1129 |
+#> |.....................|  0.008986 |    0.5932 |     1.120 |   0.05710 |
+#> |.....................|    0.8317 |    0.6900 |     1.616 |    0.9491 |
+#> |.....................|    0.6827 |     2.216 |...........|...........|
+#> |  108|     479.14773 |     1.005 |    -1.428 |   -0.9379 |   -0.9186 |
+#> |.....................|    -1.100 |    -1.062 |   -0.1770 |   -0.9223 |
+#> |.....................|   -0.7390 |    -1.109 |   -0.5022 |   -0.8786 |
+#> |.....................|    -1.083 |  -0.04159 |...........|...........|
+#> |    U|     479.14773 |     91.47 |    -5.628 |   -0.9145 |    -2.181 |
+#> |.....................|    -4.712 |    0.3771 |     1.120 |   0.05708 |
+#> |.....................|    0.8318 |    0.6909 |     1.615 |    0.9491 |
+#> |.....................|    0.6826 |     2.216 |...........|...........|
+#> |    X|     479.14773 |     91.47 |  0.003595 |    0.2861 |    0.1129 |
+#> |.....................|  0.008985 |    0.5932 |     1.120 |   0.05708 |
+#> |.....................|    0.8318 |    0.6909 |     1.615 |    0.9491 |
+#> |.....................|    0.6826 |     2.216 |...........|...........|
+#> |    F| Forward Diff. |     7.333 |    0.6414 |  -0.06030 |  -0.04156 |
+#> |.....................|    0.2338 |   -0.2836 |     1.014 |     1.002 |
+#> |.....................|   -0.3897 |    -1.922 |    0.8816 |   -0.1288 |
+#> |.....................|    0.1940 |   -0.4011 |...........|...........|
+#> |  109|     479.14119 |     1.004 |    -1.430 |   -0.9374 |   -0.9185 |
+#> |.....................|    -1.100 |    -1.062 |   -0.1775 |   -0.9218 |
+#> |.....................|   -0.7383 |    -1.108 |   -0.5019 |   -0.8783 |
+#> |.....................|    -1.083 |  -0.04112 |...........|...........|
+#> |    U|     479.14119 |     91.39 |    -5.630 |   -0.9140 |    -2.181 |
+#> |.....................|    -4.713 |    0.3774 |     1.119 |   0.05710 |
+#> |.....................|    0.8323 |    0.6917 |     1.616 |    0.9495 |
+#> |.....................|    0.6826 |     2.217 |...........|...........|
+#> |    X|     479.14119 |     91.39 |  0.003588 |    0.2862 |    0.1129 |
+#> |.....................|  0.008979 |    0.5933 |     1.119 |   0.05710 |
+#> |.....................|    0.8323 |    0.6917 |     1.616 |    0.9495 |
+#> |.....................|    0.6826 |     2.217 |...........|...........|
+#> |    F| Forward Diff. |   -0.4299 |    0.6321 |   -0.1435 |  -0.02760 |
+#> |.....................|    0.2360 |   -0.2479 |     1.019 |    0.9518 |
+#> |.....................|   -0.3967 |    -1.860 |     1.900 |   -0.5922 |
+#> |.....................|   -0.1599 |   -0.3806 |...........|...........|
+#> |  110|     479.13501 |     1.005 |    -1.431 |   -0.9373 |   -0.9185 |
+#> |.....................|    -1.101 |    -1.062 |   -0.1783 |   -0.9226 |
+#> |.....................|   -0.7379 |    -1.106 |   -0.5035 |   -0.8778 |
+#> |.....................|    -1.083 |  -0.04080 |...........|...........|
+#> |    U|     479.13501 |     91.42 |    -5.631 |   -0.9139 |    -2.181 |
+#> |.....................|    -4.713 |    0.3775 |     1.119 |   0.05707 |
+#> |.....................|    0.8326 |    0.6932 |     1.614 |    0.9500 |
+#> |.....................|    0.6827 |     2.217 |...........|...........|
+#> |    X|     479.13501 |     91.42 |  0.003586 |    0.2862 |    0.1129 |
+#> |.....................|  0.008977 |    0.5933 |     1.119 |   0.05707 |
+#> |.....................|    0.8326 |    0.6932 |     1.614 |    0.9500 |
+#> |.....................|    0.6827 |     2.217 |...........|...........|
+#> |    F| Forward Diff. |     2.960 |    0.6324 |   -0.1010 |  -0.03176 |
+#> |.....................|    0.2344 |   -0.2516 |    0.9454 |    0.8792 |
+#> |.....................|   -0.3822 |    -1.742 |    0.9146 |  -0.04263 |
+#> |.....................|    0.2425 |   -0.3771 |...........|...........|
+#> |  111|     479.13244 |     1.004 |    -1.432 |   -0.9368 |   -0.9184 |
+#> |.....................|    -1.101 |    -1.061 |   -0.1790 |   -0.9224 |
+#> |.....................|   -0.7372 |    -1.105 |   -0.5036 |   -0.8775 |
+#> |.....................|    -1.083 |  -0.04025 |...........|...........|
+#> |    U|     479.13244 |     91.33 |    -5.632 |   -0.9135 |    -2.181 |
+#> |.....................|    -4.714 |    0.3778 |     1.119 |   0.05708 |
+#> |.....................|    0.8331 |    0.6941 |     1.614 |    0.9502 |
+#> |.....................|    0.6825 |     2.218 |...........|...........|
+#> |    X|     479.13244 |     91.33 |  0.003580 |    0.2863 |    0.1130 |
+#> |.....................|  0.008971 |    0.5933 |     1.119 |   0.05708 |
+#> |.....................|    0.8331 |    0.6941 |     1.614 |    0.9502 |
+#> |.....................|    0.6825 |     2.218 |...........|...........|
+#> |    F| Forward Diff. |    -5.808 |    0.6219 |   -0.1958 |  -0.01683 |
+#> |.....................|    0.2369 |   -0.2179 |    0.9347 |    0.8364 |
+#> |.....................|   -0.3987 |    -1.797 |    0.8150 |  -0.05765 |
+#> |.....................|    0.2618 |   -0.3704 |...........|...........|
+#> |  112|     479.12666 |     1.004 |    -1.434 |   -0.9365 |   -0.9183 |
+#> |.....................|    -1.102 |    -1.060 |   -0.1796 |   -0.9220 |
+#> |.....................|   -0.7365 |    -1.104 |   -0.5033 |   -0.8772 |
+#> |.....................|    -1.083 |  -0.03975 |...........|...........|
+#> |    U|     479.12666 |     91.40 |    -5.634 |   -0.9132 |    -2.181 |
+#> |.....................|    -4.714 |    0.3782 |     1.118 |   0.05709 |
+#> |.....................|    0.8336 |    0.6951 |     1.614 |    0.9505 |
+#> |.....................|    0.6824 |     2.218 |...........|...........|
+#> |    X|     479.12666 |     91.40 |  0.003574 |    0.2863 |    0.1130 |
+#> |.....................|  0.008965 |    0.5934 |     1.118 |   0.05709 |
+#> |.....................|    0.8336 |    0.6951 |     1.614 |    0.9505 |
+#> |.....................|    0.6824 |     2.218 |...........|...........|
+#> |    F| Forward Diff. |    0.9955 |    0.6218 |  -0.09617 |  -0.02448 |
+#> |.....................|    0.2342 |   -0.2176 |    0.9924 |    0.8560 |
+#> |.....................|   -0.3772 |    -1.645 |     1.883 |   -0.4422 |
+#> |.....................|   -0.1320 |   -0.3750 |...........|...........|
+#> |  113|     479.12255 |     1.004 |    -1.436 |   -0.9361 |   -0.9182 |
+#> |.....................|    -1.103 |    -1.060 |   -0.1805 |   -0.9221 |
+#> |.....................|   -0.7358 |    -1.103 |   -0.5043 |   -0.8768 |
+#> |.....................|    -1.083 |  -0.03920 |...........|...........|
+#> |    U|     479.12255 |     91.34 |    -5.636 |   -0.9129 |    -2.181 |
+#> |.....................|    -4.715 |    0.3784 |     1.118 |   0.05709 |
+#> |.....................|    0.8341 |    0.6962 |     1.613 |    0.9509 |
+#> |.....................|    0.6824 |     2.219 |...........|...........|
+#> |    X|     479.12255 |     91.34 |  0.003569 |    0.2864 |    0.1130 |
+#> |.....................|  0.008960 |    0.5935 |     1.118 |   0.05709 |
+#> |.....................|    0.8341 |    0.6962 |     1.613 |    0.9509 |
+#> |.....................|    0.6824 |     2.219 |...........|...........|
+#> |    F| Forward Diff. |    -4.522 |    0.6133 |   -0.1571 |  -0.01492 |
+#> |.....................|    0.2353 |   -0.1923 |    0.9045 |    0.7846 |
+#> |.....................|   -0.3572 |    -1.629 |    0.8508 |   0.03564 |
+#> |.....................|    0.2811 |   -0.3561 |...........|...........|
+#> |  114|     479.11855 |     1.005 |    -1.437 |   -0.9356 |   -0.9182 |
+#> |.....................|    -1.103 |    -1.059 |   -0.1812 |   -0.9217 |
+#> |.....................|   -0.7351 |    -1.102 |   -0.5043 |   -0.8766 |
+#> |.....................|    -1.084 |  -0.03859 |...........|...........|
+#> |    U|     479.11855 |     91.41 |    -5.637 |   -0.9124 |    -2.181 |
+#> |.....................|    -4.716 |    0.3787 |     1.118 |   0.05710 |
+#> |.....................|    0.8346 |    0.6968 |     1.613 |    0.9510 |
+#> |.....................|    0.6823 |     2.220 |...........|...........|
+#> |    X|     479.11855 |     91.41 |  0.003562 |    0.2865 |    0.1130 |
+#> |.....................|  0.008953 |    0.5936 |     1.118 |   0.05710 |
+#> |.....................|    0.8346 |    0.6968 |     1.613 |    0.9510 |
+#> |.....................|    0.6823 |     2.220 |...........|...........|
+#> |    F| Forward Diff. |     2.813 |    0.6131 |  -0.03713 |  -0.02450 |
+#> |.....................|    0.2319 |   -0.1976 |    0.8863 |    0.8390 |
+#> |.....................|   -0.3589 |    -1.516 |    0.8806 |   -0.4426 |
+#> |.....................|   -0.1647 |   -0.3784 |...........|...........|
+#> |  115|     479.11487 |     1.004 |    -1.439 |   -0.9352 |   -0.9181 |
+#> |.....................|    -1.104 |    -1.058 |   -0.1819 |   -0.9213 |
+#> |.....................|   -0.7344 |    -1.101 |   -0.5040 |   -0.8763 |
+#> |.....................|    -1.084 |  -0.03810 |...........|...........|
+#> |    U|     479.11487 |     91.37 |    -5.639 |   -0.9121 |    -2.180 |
+#> |.....................|    -4.716 |    0.3790 |     1.117 |   0.05711 |
+#> |.....................|    0.8352 |    0.6977 |     1.613 |    0.9514 |
+#> |.....................|    0.6823 |     2.220 |...........|...........|
+#> |    X|     479.11487 |     91.37 |  0.003555 |    0.2866 |    0.1130 |
+#> |.....................|  0.008947 |    0.5936 |     1.117 |   0.05711 |
+#> |.....................|    0.8352 |    0.6977 |     1.613 |    0.9514 |
+#> |.....................|    0.6823 |     2.220 |...........|...........|
+#> |    F| Forward Diff. |    -1.684 |    0.6054 |  -0.08346 |  -0.01559 |
+#> |.....................|    0.2328 |   -0.1708 |    0.9518 |    0.8099 |
+#> |.....................|   -0.3621 |    -1.485 |    0.9267 |   -0.3776 |
+#> |.....................|   -0.1041 |   -0.3537 |...........|...........|
+#> |  116|     479.11139 |     1.005 |    -1.441 |   -0.9347 |   -0.9181 |
+#> |.....................|    -1.105 |    -1.058 |   -0.1829 |   -0.9211 |
+#> |.....................|   -0.7337 |    -1.100 |   -0.5039 |   -0.8760 |
+#> |.....................|    -1.083 |  -0.03771 |...........|...........|
+#> |    U|     479.11139 |     91.41 |    -5.641 |   -0.9117 |    -2.180 |
+#> |.....................|    -4.717 |    0.3792 |     1.117 |   0.05712 |
+#> |.....................|    0.8357 |    0.6988 |     1.613 |    0.9517 |
+#> |.....................|    0.6824 |     2.221 |...........|...........|
+#> |    X|     479.11139 |     91.41 |  0.003549 |    0.2867 |    0.1130 |
+#> |.....................|  0.008941 |    0.5937 |     1.117 |   0.05712 |
+#> |.....................|    0.8357 |    0.6988 |     1.613 |    0.9517 |
+#> |.....................|    0.6824 |     2.221 |...........|...........|
+#> |    F| Forward Diff. |     3.241 |    0.6036 | 0.0009951 |  -0.02154 |
+#> |.....................|    0.2300 |   -0.1727 |    0.8524 |    0.8311 |
+#> |.....................|   -0.3642 |    -1.386 |     1.866 |   -0.3472 |
+#> |.....................|   -0.1024 |   -0.3634 |...........|...........|
+#> |  117|     479.10851 |     1.004 |    -1.443 |   -0.9342 |   -0.9180 |
+#> |.....................|    -1.105 |    -1.058 |   -0.1837 |   -0.9207 |
+#> |.....................|   -0.7329 |    -1.100 |   -0.5043 |   -0.8759 |
+#> |.....................|    -1.084 |  -0.03710 |...........|...........|
+#> |    U|     479.10851 |     91.37 |    -5.643 |   -0.9112 |    -2.180 |
+#> |.....................|    -4.718 |    0.3794 |     1.117 |   0.05713 |
+#> |.....................|    0.8363 |    0.6988 |     1.613 |    0.9517 |
+#> |.....................|    0.6823 |     2.222 |...........|...........|
+#> |    X|     479.10851 |     91.37 |  0.003542 |    0.2868 |    0.1130 |
+#> |.....................|  0.008933 |    0.5937 |     1.117 |   0.05713 |
+#> |.....................|    0.8363 |    0.6988 |     1.613 |    0.9517 |
+#> |.....................|    0.6823 |     2.222 |...........|...........|
+#> |    F| Forward Diff. |    -1.500 |    0.5956 |  -0.03344 |  -0.01385 |
+#> |.....................|    0.2306 |   -0.1498 |    0.8910 |    0.8240 |
+#> |.....................|   -0.3570 |    -1.405 |    0.8461 |   -0.3572 |
+#> |.....................|  -0.08808 |   -0.3487 |...........|...........|
+#> |  118|     479.10606 |     1.005 |    -1.445 |   -0.9338 |   -0.9180 |
+#> |.....................|    -1.106 |    -1.057 |   -0.1846 |   -0.9207 |
+#> |.....................|   -0.7320 |    -1.099 |   -0.5047 |   -0.8757 |
+#> |.....................|    -1.084 |  -0.03650 |...........|...........|
+#> |    U|     479.10606 |     91.43 |    -5.645 |   -0.9108 |    -2.180 |
+#> |.....................|    -4.719 |    0.3796 |     1.116 |   0.05713 |
+#> |.....................|    0.8369 |    0.6994 |     1.612 |    0.9519 |
+#> |.....................|    0.6822 |     2.222 |...........|...........|
+#> |    X|     479.10606 |     91.43 |  0.003535 |    0.2868 |    0.1130 |
+#> |.....................|  0.008927 |    0.5938 |     1.116 |   0.05713 |
+#> |.....................|    0.8369 |    0.6994 |     1.612 |    0.9519 |
+#> |.....................|    0.6822 |     2.222 |...........|...........|
+#> |    F| Forward Diff. |     5.260 |    0.5953 |   0.07226 |  -0.02302 |
+#> |.....................|    0.2275 |   -0.1573 |    0.8150 |    0.8159 |
+#> |.....................|   -0.3410 |    -1.340 |    0.8208 |    0.1422 |
+#> |.....................|    0.2750 |   -0.3500 |...........|...........|
+#> |  119|     479.10199 |     1.004 |    -1.447 |   -0.9337 |   -0.9181 |
+#> |.....................|    -1.107 |    -1.057 |   -0.1854 |   -0.9204 |
+#> |.....................|   -0.7311 |    -1.099 |   -0.5045 |   -0.8757 |
+#> |.....................|    -1.084 |  -0.03604 |...........|...........|
+#> |    U|     479.10199 |     91.37 |    -5.647 |   -0.9107 |    -2.180 |
+#> |.....................|    -4.720 |    0.3799 |     1.116 |   0.05714 |
+#> |.....................|    0.8375 |    0.6999 |     1.613 |    0.9520 |
+#> |.....................|    0.6821 |     2.223 |...........|...........|
+#> |    X|     479.10199 |     91.37 |  0.003528 |    0.2869 |    0.1130 |
+#> |.....................|  0.008919 |    0.5938 |     1.116 |   0.05714 |
+#> |.....................|    0.8375 |    0.6999 |     1.613 |    0.9520 |
+#> |.....................|    0.6821 |     2.223 |...........|...........|
+#> |    F| Forward Diff. |   -0.7698 |    0.5858 | -0.004343 |  -0.01418 |
+#> |.....................|    0.2278 |   -0.1298 |    0.8244 |    0.7686 |
+#> |.....................|   -0.3575 |    -1.372 |    0.8320 |   -0.3359 |
+#> |.....................|    0.2977 |   -0.3384 |...........|...........|
+#> |  120|     479.09844 |     1.005 |    -1.448 |   -0.9337 |   -0.9180 |
+#> |.....................|    -1.108 |    -1.056 |   -0.1863 |   -0.9208 |
+#> |.....................|   -0.7304 |    -1.097 |   -0.5051 |   -0.8752 |
+#> |.....................|    -1.084 |  -0.03534 |...........|...........|
+#> |    U|     479.09844 |     91.43 |    -5.648 |   -0.9108 |    -2.180 |
+#> |.....................|    -4.720 |    0.3801 |     1.116 |   0.05713 |
+#> |.....................|    0.8381 |    0.7011 |     1.612 |    0.9524 |
+#> |.....................|    0.6817 |     2.224 |...........|...........|
+#> |    X|     479.09844 |     91.43 |  0.003523 |    0.2868 |    0.1130 |
+#> |.....................|  0.008914 |    0.5939 |     1.116 |   0.05713 |
+#> |.....................|    0.8381 |    0.7011 |     1.612 |    0.9524 |
+#> |.....................|    0.6817 |     2.224 |...........|...........|
+#> |    F| Forward Diff. |     4.894 |    0.5851 |   0.05981 |  -0.02077 |
+#> |.....................|    0.2261 |   -0.1389 |    0.7622 |    0.7617 |
+#> |.....................|   -0.3411 |    -1.236 |    0.7863 |    0.1583 |
+#> |.....................|    0.2091 |   -0.3951 |...........|...........|
+#> |  121|     479.09485 |     1.004 |    -1.450 |   -0.9338 |   -0.9180 |
+#> |.....................|    -1.108 |    -1.056 |   -0.1867 |   -0.9202 |
+#> |.....................|   -0.7295 |    -1.097 |   -0.5051 |   -0.8750 |
+#> |.....................|    -1.085 |  -0.03445 |...........|...........|
+#> |    U|     479.09485 |     91.37 |    -5.650 |   -0.9108 |    -2.180 |
+#> |.....................|    -4.721 |    0.3803 |     1.116 |   0.05714 |
+#> |.....................|    0.8388 |    0.7016 |     1.612 |    0.9526 |
+#> |.....................|    0.6813 |     2.225 |...........|...........|
+#> |    X|     479.09485 |     91.37 |  0.003517 |    0.2868 |    0.1130 |
+#> |.....................|  0.008907 |    0.5939 |     1.116 |   0.05714 |
+#> |.....................|    0.8388 |    0.7016 |     1.612 |    0.9526 |
+#> |.....................|    0.6813 |     2.225 |...........|...........|
+#> |    F| Forward Diff. |    -1.077 |    0.5762 |  -0.02502 |  -0.01122 |
+#> |.....................|    0.2275 |   -0.1137 |    0.7953 |    0.7347 |
+#> |.....................|   -0.3473 |    -1.249 |    0.8683 |    0.1895 |
+#> |.....................|    0.2333 |   -0.3625 |...........|...........|
+#> |  122|     479.09211 |     1.005 |    -1.452 |   -0.9337 |   -0.9180 |
+#> |.....................|    -1.109 |    -1.055 |   -0.1878 |   -0.9202 |
+#> |.....................|   -0.7286 |    -1.096 |   -0.5055 |   -0.8752 |
+#> |.....................|    -1.085 |  -0.03372 |...........|...........|
+#> |    U|     479.09211 |     91.41 |    -5.652 |   -0.9107 |    -2.180 |
+#> |.....................|    -4.722 |    0.3805 |     1.115 |   0.05714 |
+#> |.....................|    0.8394 |    0.7021 |     1.612 |    0.9524 |
+#> |.....................|    0.6810 |     2.226 |...........|...........|
+#> |    X|     479.09211 |     91.41 |  0.003510 |    0.2868 |    0.1130 |
+#> |.....................|  0.008900 |    0.5940 |     1.115 |   0.05714 |
+#> |.....................|    0.8394 |    0.7021 |     1.612 |    0.9524 |
+#> |.....................|    0.6810 |     2.226 |...........|...........|
+#> |    F| Forward Diff. |     3.651 |    0.5754 |   0.04071 |  -0.01634 |
+#> |.....................|    0.2261 |   -0.1150 |    0.8084 |    0.7089 |
+#> |.....................|   -0.3268 |    -1.156 |    0.8610 |    0.1793 |
+#> |.....................|    0.2137 |   -0.3471 |...........|...........|
+#> |  123|     479.08947 |     1.004 |    -1.454 |   -0.9335 |   -0.9181 |
+#> |.....................|    -1.110 |    -1.055 |   -0.1890 |   -0.9199 |
+#> |.....................|   -0.7277 |    -1.096 |   -0.5056 |   -0.8754 |
+#> |.....................|    -1.085 |  -0.03307 |...........|...........|
+#> |    U|     479.08947 |     91.37 |    -5.654 |   -0.9105 |    -2.180 |
+#> |.....................|    -4.722 |    0.3808 |     1.115 |   0.05715 |
+#> |.....................|    0.8401 |    0.7021 |     1.611 |    0.9522 |
+#> |.....................|    0.6809 |     2.226 |...........|...........|
+#> |    X|     479.08947 |     91.37 |  0.003504 |    0.2869 |    0.1130 |
+#> |.....................|  0.008893 |    0.5941 |     1.115 |   0.05715 |
+#> |.....................|    0.8401 |    0.7021 |     1.611 |    0.9522 |
+#> |.....................|    0.6809 |     2.226 |...........|...........|
+#> |    F| Forward Diff. |   -0.8529 |    0.5679 | -0.006947 | -0.009666 |
+#> |.....................|    0.2263 |  -0.09399 |    0.7582 |    0.6848 |
+#> |.....................|   -0.3382 |    -1.232 |    0.7736 |   -0.3452 |
+#> |.....................|   -0.1950 |   -0.3796 |...........|...........|
+#> |  124|     479.08673 |     1.005 |    -1.456 |   -0.9331 |   -0.9181 |
+#> |.....................|    -1.111 |    -1.054 |   -0.1901 |   -0.9198 |
+#> |.....................|   -0.7269 |    -1.095 |   -0.5060 |   -0.8751 |
+#> |.....................|    -1.085 |  -0.03242 |...........|...........|
+#> |    U|     479.08673 |     91.42 |    -5.656 |   -0.9102 |    -2.180 |
+#> |.....................|    -4.723 |    0.3808 |     1.114 |   0.05716 |
+#> |.....................|    0.8406 |    0.7030 |     1.611 |    0.9525 |
+#> |.....................|    0.6810 |     2.227 |...........|...........|
+#> |    X|     479.08673 |     91.42 |  0.003498 |    0.2870 |    0.1130 |
+#> |.....................|  0.008887 |    0.5941 |     1.114 |   0.05716 |
+#> |.....................|    0.8406 |    0.7030 |     1.611 |    0.9525 |
+#> |.....................|    0.6810 |     2.227 |...........|...........|
+#> |    F| Forward Diff. |     4.055 |    0.5667 |   0.07240 |  -0.01542 |
+#> |.....................|    0.2241 |   -0.1033 |    0.7160 |    0.6904 |
+#> |.....................|   -0.3260 |    -1.123 |    0.7675 |    0.1856 |
+#> |.....................|    0.1986 |   -0.4973 |...........|...........|
+#> |  125|     479.08385 |     1.004 |    -1.457 |   -0.9328 |   -0.9181 |
+#> |.....................|    -1.112 |    -1.054 |   -0.1908 |   -0.9191 |
+#> |.....................|   -0.7261 |    -1.095 |   -0.5059 |   -0.8749 |
+#> |.....................|    -1.085 |  -0.03140 |...........|...........|
+#> |    U|     479.08385 |     91.37 |    -5.657 |   -0.9100 |    -2.180 |
+#> |.....................|    -4.724 |    0.3808 |     1.114 |   0.05718 |
+#> |.....................|    0.8412 |    0.7034 |     1.611 |    0.9527 |
+#> |.....................|    0.6808 |     2.228 |...........|...........|
+#> |    X|     479.08385 |     91.37 |  0.003491 |    0.2870 |    0.1130 |
+#> |.....................|  0.008879 |    0.5941 |     1.114 |   0.05718 |
+#> |.....................|    0.8412 |    0.7034 |     1.611 |    0.9527 |
+#> |.....................|    0.6808 |     2.228 |...........|...........|
+#> |    F| Forward Diff. |   -0.7735 |    0.5583 |   0.01997 | -0.008335 |
+#> |.....................|    0.2243 |  -0.08958 |    0.6952 |    0.6337 |
+#> |.....................|   -0.3199 |    -1.102 |    0.8222 |    0.2014 |
+#> |.....................|    0.2310 |   -0.4538 |...........|...........|
+#> |  126|     479.08143 |     1.005 |    -1.459 |   -0.9328 |   -0.9181 |
+#> |.....................|    -1.112 |    -1.054 |   -0.1918 |   -0.9191 |
+#> |.....................|   -0.7254 |    -1.094 |   -0.5066 |   -0.8749 |
+#> |.....................|    -1.086 |  -0.03018 |...........|...........|
+#> |    U|     479.08143 |     91.42 |    -5.659 |   -0.9100 |    -2.180 |
+#> |.....................|    -4.725 |    0.3810 |     1.113 |   0.05718 |
+#> |.....................|    0.8417 |    0.7042 |     1.610 |    0.9527 |
+#> |.....................|    0.6804 |     2.230 |...........|...........|
+#> |    X|     479.08143 |     91.42 |  0.003486 |    0.2870 |    0.1130 |
+#> |.....................|  0.008874 |    0.5941 |     1.113 |   0.05718 |
+#> |.....................|    0.8417 |    0.7042 |     1.610 |    0.9527 |
+#> |.....................|    0.6804 |     2.230 |...........|...........|
+#> |    F| Forward Diff. |     4.589 |    0.5568 |   0.08446 |  -0.01637 |
+#> |.....................|    0.2217 |  -0.09943 |    0.6530 |    0.6713 |
+#> |.....................|   -0.3160 |    -1.044 |    0.6971 |   -0.3035 |
+#> |.....................|   -0.2323 |   -0.3746 |...........|...........|
+#> |  127|     479.07858 |     1.004 |    -1.461 |   -0.9326 |   -0.9181 |
+#> |.....................|    -1.113 |    -1.054 |   -0.1923 |   -0.9184 |
+#> |.....................|   -0.7246 |    -1.093 |   -0.5066 |   -0.8747 |
+#> |.....................|    -1.086 |  -0.02916 |...........|...........|
+#> |    U|     479.07858 |     91.36 |    -5.661 |   -0.9098 |    -2.181 |
+#> |.....................|    -4.725 |    0.3811 |     1.113 |   0.05720 |
+#> |.....................|    0.8423 |    0.7045 |     1.610 |    0.9529 |
+#> |.....................|    0.6802 |     2.231 |...........|...........|
+#> |    X|     479.07858 |     91.36 |  0.003479 |    0.2870 |    0.1130 |
+#> |.....................|  0.008866 |    0.5941 |     1.113 |   0.05720 |
+#> |.....................|    0.8423 |    0.7045 |     1.610 |    0.9529 |
+#> |.....................|    0.6802 |     2.231 |...........|...........|
+#> |    F| Forward Diff. |    -1.147 |    0.5485 |   0.01974 | -0.006990 |
+#> |.....................|    0.2231 |  -0.08394 |    0.6583 |    0.6424 |
+#> |.....................|   -0.3232 |    -1.114 |    0.8219 |    0.1886 |
+#> |.....................|    0.1911 |   -0.3375 |...........|...........|
+#> |  128|     479.07618 |     1.004 |    -1.463 |   -0.9323 |   -0.9182 |
+#> |.....................|    -1.114 |    -1.054 |   -0.1929 |   -0.9181 |
+#> |.....................|   -0.7237 |    -1.093 |   -0.5068 |   -0.8746 |
+#> |.....................|    -1.086 |  -0.02850 |...........|...........|
+#> |    U|     479.07618 |     91.40 |    -5.663 |   -0.9095 |    -2.181 |
+#> |.....................|    -4.726 |    0.3811 |     1.113 |   0.05721 |
+#> |.....................|    0.8430 |    0.7050 |     1.610 |    0.9530 |
+#> |.....................|    0.6800 |     2.232 |...........|...........|
+#> |    X|     479.07618 |     91.40 |  0.003472 |    0.2871 |    0.1130 |
+#> |.....................|  0.008858 |    0.5941 |     1.113 |   0.05721 |
+#> |.....................|    0.8430 |    0.7050 |     1.610 |    0.9530 |
+#> |.....................|    0.6800 |     2.232 |...........|...........|
+#> |    F| Forward Diff. |     2.586 |    0.5458 |   0.07904 |  -0.01251 |
+#> |.....................|    0.2203 |  -0.08960 |    0.6458 |    0.6586 |
+#> |.....................|   -0.3031 |   -0.9906 |    0.7687 |    0.2646 |
+#> |.....................|    0.1721 |   -0.3284 |...........|...........|
+#> |  129|     479.07405 |     1.004 |    -1.465 |   -0.9322 |   -0.9183 |
+#> |.....................|    -1.115 |    -1.053 |   -0.1937 |   -0.9179 |
+#> |.....................|   -0.7228 |    -1.093 |   -0.5070 |   -0.8747 |
+#> |.....................|    -1.087 |  -0.02798 |...........|...........|
+#> |    U|     479.07405 |     91.36 |    -5.665 |   -0.9094 |    -2.181 |
+#> |.....................|    -4.727 |    0.3813 |     1.113 |   0.05721 |
+#> |.....................|    0.8437 |    0.7050 |     1.610 |    0.9529 |
+#> |.....................|    0.6797 |     2.233 |...........|...........|
+#> |    X|     479.07405 |     91.36 |  0.003465 |    0.2871 |    0.1130 |
+#> |.....................|  0.008850 |    0.5942 |     1.113 |   0.05721 |
+#> |.....................|    0.8437 |    0.7050 |     1.610 |    0.9529 |
+#> |.....................|    0.6797 |     2.233 |...........|...........|
+#> |    F| Forward Diff. |    -1.296 |    0.5389 |   0.03360 | -0.006173 |
+#> |.....................|    0.2208 |  -0.07255 |    0.6853 |    0.5995 |
+#> |.....................|   -0.2906 |    -1.015 |    0.7685 |    0.2327 |
+#> |.....................|    0.1765 |   -0.3245 |...........|...........|
+#> |  130|     479.07209 |     1.004 |    -1.467 |   -0.9321 |   -0.9183 |
+#> |.....................|    -1.116 |    -1.053 |   -0.1949 |   -0.9178 |
+#> |.....................|   -0.7220 |    -1.093 |   -0.5073 |   -0.8750 |
+#> |.....................|    -1.087 |  -0.02746 |...........|...........|
+#> |    U|     479.07209 |     91.39 |    -5.667 |   -0.9093 |    -2.181 |
+#> |.....................|    -4.728 |    0.3814 |     1.112 |   0.05721 |
+#> |.....................|    0.8442 |    0.7050 |     1.609 |    0.9526 |
+#> |.....................|    0.6796 |     2.233 |...........|...........|
+#> |    X|     479.07209 |     91.39 |  0.003458 |    0.2871 |    0.1130 |
+#> |.....................|  0.008841 |    0.5942 |     1.112 |   0.05721 |
+#> |.....................|    0.8442 |    0.7050 |     1.609 |    0.9526 |
+#> |.....................|    0.6796 |     2.233 |...........|...........|
+#> |    F| Forward Diff. |     2.160 |    0.5372 |   0.08826 |  -0.01153 |
+#> |.....................|    0.2184 |  -0.07756 |    0.6386 |    0.6404 |
+#> |.....................|   -0.2977 |   -0.9812 |    0.7463 |    0.2047 |
+#> |.....................|    0.1647 |   -0.3238 |...........|...........|
+#> |  131|     479.07029 |     1.004 |    -1.469 |   -0.9320 |   -0.9184 |
+#> |.....................|    -1.117 |    -1.053 |   -0.1960 |   -0.9175 |
+#> |.....................|   -0.7213 |    -1.093 |   -0.5075 |   -0.8752 |
+#> |.....................|    -1.087 |  -0.02689 |...........|...........|
+#> |    U|     479.07029 |     91.35 |    -5.669 |   -0.9092 |    -2.181 |
+#> |.....................|    -4.729 |    0.3815 |     1.112 |   0.05722 |
+#> |.....................|    0.8447 |    0.7049 |     1.609 |    0.9524 |
+#> |.....................|    0.6795 |     2.234 |...........|...........|
+#> |    X|     479.07029 |     91.35 |  0.003451 |    0.2872 |    0.1130 |
+#> |.....................|  0.008833 |    0.5942 |     1.112 |   0.05722 |
+#> |.....................|    0.8447 |    0.7049 |     1.609 |    0.9524 |
+#> |.....................|    0.6795 |     2.234 |...........|...........|
+#> |    F| Forward Diff. |    -1.487 |    0.5301 |   0.04502 | -0.006786 |
+#> |.....................|    0.2180 |  -0.06576 |    0.6433 |    0.5523 |
+#> |.....................|   -0.2822 |    -1.039 |     1.637 |   -0.2973 |
+#> |.....................|   -0.2152 |   -0.3175 |...........|...........|
+#> |  132|     479.06833 |     1.004 |    -1.471 |   -0.9316 |   -0.9185 |
+#> |.....................|    -1.118 |    -1.053 |   -0.1965 |   -0.9170 |
+#> |.....................|   -0.7207 |    -1.093 |   -0.5082 |   -0.8751 |
+#> |.....................|    -1.087 |  -0.02616 |...........|...........|
+#> |    U|     479.06833 |     91.38 |    -5.671 |   -0.9088 |    -2.181 |
+#> |.....................|    -4.730 |    0.3814 |     1.111 |   0.05724 |
+#> |.....................|    0.8452 |    0.7048 |     1.608 |    0.9525 |
+#> |.....................|    0.6792 |     2.235 |...........|...........|
+#> |    X|     479.06833 |     91.38 |  0.003444 |    0.2872 |    0.1129 |
+#> |.....................|  0.008825 |    0.5942 |     1.111 |   0.05724 |
+#> |.....................|    0.8452 |    0.7048 |     1.608 |    0.9525 |
+#> |.....................|    0.6792 |     2.235 |...........|...........|
+#> |    F| Forward Diff. |    0.6466 |    0.5255 |   0.09166 |  -0.01288 |
+#> |.....................|    0.2142 |  -0.07904 |    0.5622 |    0.5865 |
+#> |.....................|   -0.2779 |    -1.008 |    0.7011 |    0.1998 |
+#> |.....................|    0.1404 |   -0.3181 |...........|...........|
+#> |  133|     479.06868 |     1.003 |    -1.472 |   -0.9317 |   -0.9185 |
+#> |.....................|    -1.118 |    -1.053 |   -0.1973 |   -0.9180 |
+#> |.....................|   -0.7202 |    -1.092 |   -0.5093 |   -0.8754 |
+#> |.....................|    -1.087 |  -0.02567 |...........|...........|
+#> |    U|     479.06868 |     91.29 |    -5.672 |   -0.9090 |    -2.181 |
+#> |.....................|    -4.731 |    0.3814 |     1.111 |   0.05721 |
+#> |.....................|    0.8455 |    0.7062 |     1.607 |    0.9522 |
+#> |.....................|    0.6790 |     2.235 |...........|...........|
+#> |    X|     479.06868 |     91.29 |  0.003441 |    0.2872 |    0.1129 |
+#> |.....................|  0.008822 |    0.5942 |     1.111 |   0.05721 |
+#> |.....................|    0.8455 |    0.7062 |     1.607 |    0.9522 |
+#> |.....................|    0.6790 |     2.235 |...........|...........|
+#> |  134|     479.06735 |     1.004 |    -1.472 |   -0.9316 |   -0.9185 |
+#> |.....................|    -1.118 |    -1.053 |   -0.1969 |   -0.9175 |
+#> |.....................|   -0.7205 |    -1.092 |   -0.5087 |   -0.8753 |
+#> |.....................|    -1.087 |  -0.02593 |...........|...........|
+#> |    U|     479.06735 |     91.33 |    -5.672 |   -0.9089 |    -2.181 |
+#> |.....................|    -4.730 |    0.3814 |     1.111 |   0.05722 |
+#> |.....................|    0.8453 |    0.7054 |     1.608 |    0.9523 |
+#> |.....................|    0.6791 |     2.235 |...........|...........|
+#> |    X|     479.06735 |     91.33 |  0.003443 |    0.2872 |    0.1129 |
+#> |.....................|  0.008823 |    0.5942 |     1.111 |   0.05722 |
+#> |.....................|    0.8453 |    0.7054 |     1.608 |    0.9523 |
+#> |.....................|    0.6791 |     2.235 |...........|...........|
+#> |    F| Forward Diff. |    -3.476 |    0.5223 |   0.03269 | -0.003763 |
+#> |.....................|    0.2173 |  -0.06616 |    0.5281 |    0.5229 |
+#> |.....................|   -0.3041 |    -1.023 |     1.607 |   -0.2773 |
+#> |.....................|   -0.2325 |   -0.3192 |...........|...........|
+#> |  135|     479.06543 |     1.004 |    -1.472 |   -0.9319 |   -0.9185 |
+#> |.....................|    -1.118 |    -1.053 |   -0.1968 |   -0.9175 |
+#> |.....................|   -0.7201 |    -1.092 |   -0.5088 |   -0.8751 |
+#> |.....................|    -1.088 |  -0.02567 |...........|...........|
+#> |    U|     479.06543 |     91.36 |    -5.672 |   -0.9091 |    -2.181 |
+#> |.....................|    -4.731 |    0.3815 |     1.111 |   0.05722 |
+#> |.....................|    0.8456 |    0.7056 |     1.608 |    0.9525 |
+#> |.....................|    0.6790 |     2.235 |...........|...........|
+#> |    X|     479.06543 |     91.36 |  0.003439 |    0.2872 |    0.1129 |
+#> |.....................|  0.008820 |    0.5942 |     1.111 |   0.05722 |
+#> |.....................|    0.8456 |    0.7056 |     1.608 |    0.9525 |
+#> |.....................|    0.6790 |     2.235 |...........|...........|
+#> |  136|     479.06390 |     1.004 |    -1.474 |   -0.9324 |   -0.9185 |
+#> |.....................|    -1.119 |    -1.053 |   -0.1965 |   -0.9174 |
+#> |.....................|   -0.7194 |    -1.092 |   -0.5089 |   -0.8750 |
+#> |.....................|    -1.088 |  -0.02528 |...........|...........|
+#> |    U|      479.0639 |     91.36 |    -5.674 |   -0.9095 |    -2.181 |
+#> |.....................|    -4.732 |    0.3816 |     1.111 |   0.05723 |
+#> |.....................|    0.8461 |    0.7059 |     1.607 |    0.9526 |
+#> |.....................|    0.6786 |     2.236 |...........|...........|
+#> |    X|      479.0639 |     91.36 |  0.003434 |    0.2871 |    0.1129 |
+#> |.....................|  0.008813 |    0.5943 |     1.111 |   0.05723 |
+#> |.....................|    0.8461 |    0.7059 |     1.607 |    0.9526 |
+#> |.....................|    0.6786 |     2.236 |...........|...........|
+#> |  137|     479.05708 |     1.004 |    -1.481 |   -0.9346 |   -0.9186 |
+#> |.....................|    -1.123 |    -1.051 |   -0.1952 |   -0.9171 |
+#> |.....................|   -0.7164 |    -1.090 |   -0.5089 |   -0.8741 |
+#> |.....................|    -1.090 |  -0.02338 |...........|...........|
+#> |    U|     479.05708 |     91.37 |    -5.681 |   -0.9115 |    -2.181 |
+#> |.....................|    -4.735 |    0.3824 |     1.112 |   0.05724 |
+#> |.....................|    0.8483 |    0.7072 |     1.607 |    0.9535 |
+#> |.....................|    0.6769 |     2.238 |...........|...........|
+#> |    X|     479.05708 |     91.37 |  0.003409 |    0.2867 |    0.1129 |
+#> |.....................|  0.008783 |    0.5944 |     1.112 |   0.05724 |
+#> |.....................|    0.8483 |    0.7072 |     1.607 |    0.9535 |
+#> |.....................|    0.6769 |     2.238 |...........|...........|
+#> |  138|     479.03987 |     1.004 |    -1.510 |   -0.9434 |   -0.9188 |
+#> |.....................|    -1.136 |    -1.045 |   -0.1899 |   -0.9157 |
+#> |.....................|   -0.7043 |    -1.085 |   -0.5092 |   -0.8705 |
+#> |.....................|    -1.098 |  -0.01577 |...........|...........|
+#> |    U|     479.03987 |     91.37 |    -5.710 |   -0.9193 |    -2.181 |
+#> |.....................|    -4.749 |    0.3852 |     1.114 |   0.05728 |
+#> |.....................|    0.8571 |    0.7123 |     1.607 |    0.9569 |
+#> |.....................|    0.6702 |     2.247 |...........|...........|
+#> |    X|     479.03987 |     91.37 |  0.003311 |    0.2851 |    0.1129 |
+#> |.....................|  0.008662 |    0.5951 |     1.114 |   0.05728 |
+#> |.....................|    0.8571 |    0.7123 |     1.607 |    0.9569 |
+#> |.....................|    0.6702 |     2.247 |...........|...........|
+#> |    F| Forward Diff. |   -0.3651 |    0.4285 |   -0.5283 | -0.001988 |
+#> |.....................|    0.1991 |   0.06799 |    0.8278 |    0.7155 |
+#> |.....................|   -0.2362 |   -0.3851 |    0.6274 |    0.1204 |
+#> |.....................|   -0.9270 |   -0.3308 |...........|...........|
+#> |  139|     479.01407 |     1.005 |    -1.553 |   -0.9371 |   -0.9187 |
+#> |.....................|    -1.158 |    -1.041 |   -0.1978 |   -0.9162 |
+#> |.....................|   -0.6881 |    -1.086 |   -0.5088 |   -0.8721 |
+#> |.....................|    -1.097 |  -0.01436 |...........|...........|
+#> |    U|     479.01407 |     91.44 |    -5.753 |   -0.9138 |    -2.181 |
+#> |.....................|    -4.770 |    0.3869 |     1.111 |   0.05726 |
+#> |.....................|    0.8690 |    0.7117 |     1.608 |    0.9554 |
+#> |.....................|    0.6704 |     2.249 |...........|...........|
+#> |    X|     479.01407 |     91.44 |  0.003172 |    0.2862 |    0.1129 |
+#> |.....................|  0.008479 |    0.5955 |     1.111 |   0.05726 |
+#> |.....................|    0.8690 |    0.7117 |     1.608 |    0.9554 |
+#> |.....................|    0.6704 |     2.249 |...........|...........|
+#> |    F| Forward Diff. |     7.322 |    0.3385 |  -0.09736 | -0.005783 |
+#> |.....................|    0.1607 |    0.1322 |    0.5556 |    0.5176 |
+#> |.....................|   -0.1562 |   -0.2690 |     1.549 |  -0.03161 |
+#> |.....................|   -0.8578 |   -0.3240 |...........|...........|
+#> |  140|     478.99946 |     1.003 |    -1.595 |   -0.9294 |   -0.9194 |
+#> |.....................|    -1.179 |    -1.045 |   -0.1992 |   -0.9136 |
+#> |.....................|   -0.6715 |    -1.093 |   -0.5132 |   -0.8724 |
+#> |.....................|    -1.100 | -0.009543 |...........|...........|
+#> |    U|     478.99946 |     91.31 |    -5.795 |   -0.9069 |    -2.182 |
+#> |.....................|    -4.791 |    0.3851 |     1.110 |   0.05734 |
+#> |.....................|    0.8811 |    0.7049 |     1.602 |    0.9551 |
+#> |.....................|    0.6678 |     2.255 |...........|...........|
+#> |    X|     478.99946 |     91.31 |  0.003042 |    0.2876 |    0.1128 |
+#> |.....................|  0.008303 |    0.5951 |     1.110 |   0.05734 |
+#> |.....................|    0.8811 |    0.7049 |     1.602 |    0.9551 |
+#> |.....................|    0.6678 |     2.255 |...........|...........|
+#> |    F| Forward Diff. |    -5.440 |    0.2525 |    0.1677 |  0.001517 |
+#> |.....................|    0.1272 |   0.05864 |    0.6253 |    0.4352 |
+#> |.....................|   -0.1457 |   -0.7321 |     1.353 | 0.0009973 |
+#> |.....................|    -1.018 |   -0.3498 |...........|...........|
+#> |  141|     479.00064 |     1.004 |    -1.626 |   -0.9429 |   -0.9240 |
+#> |.....................|    -1.201 |    -1.064 |   -0.2165 |   -0.9169 |
+#> |.....................|   -0.6612 |    -1.100 |   -0.5189 |   -0.8809 |
+#> |.....................|    -1.100 | -0.001744 |...........|...........|
+#> |    U|     479.00064 |     91.38 |    -5.826 |   -0.9189 |    -2.186 |
+#> |.....................|    -4.814 |    0.3763 |     1.103 |   0.05724 |
+#> |.....................|    0.8887 |    0.6986 |     1.596 |    0.9470 |
+#> |.....................|    0.6683 |     2.264 |...........|...........|
+#> |    X|     479.00064 |     91.38 |  0.002950 |    0.2852 |    0.1123 |
+#> |.....................|  0.008117 |    0.5930 |     1.103 |   0.05724 |
+#> |.....................|    0.8887 |    0.6986 |     1.596 |    0.9470 |
+#> |.....................|    0.6683 |     2.264 |...........|...........|
+#> |  142|     478.99385 |     1.004 |    -1.610 |   -0.9359 |   -0.9216 |
+#> |.....................|    -1.190 |    -1.054 |   -0.2077 |   -0.9152 |
+#> |.....................|   -0.6665 |    -1.096 |   -0.5161 |   -0.8765 |
+#> |.....................|    -1.100 | -0.005738 |...........|...........|
+#> |    U|     478.99385 |     91.39 |    -5.810 |   -0.9127 |    -2.184 |
+#> |.....................|    -4.802 |    0.3808 |     1.107 |   0.05729 |
+#> |.....................|    0.8848 |    0.7019 |     1.599 |    0.9512 |
+#> |.....................|    0.6681 |     2.260 |...........|...........|
+#> |    X|     478.99385 |     91.39 |  0.002997 |    0.2864 |    0.1126 |
+#> |.....................|  0.008212 |    0.5941 |     1.107 |   0.05729 |
+#> |.....................|    0.8848 |    0.7019 |     1.599 |    0.9512 |
+#> |.....................|    0.6681 |     2.260 |...........|...........|
+#> |    F| Forward Diff. |     2.499 |    0.2382 |  -0.03703 |  -0.03958 |
+#> |.....................|   0.09629 |   -0.2111 |    0.3210 |    0.2393 |
+#> |.....................|   -0.1233 |   -0.7892 |     1.126 |   -0.4047 |
+#> |.....................|    -1.051 |   -0.3984 |...........|...........|
+#> |  143|     478.98455 |     1.004 |    -1.625 |   -0.9347 |   -0.9200 |
+#> |.....................|    -1.200 |    -1.054 |   -0.2131 |   -0.9088 |
+#> |.....................|   -0.6653 |    -1.094 |   -0.5167 |   -0.8757 |
+#> |.....................|    -1.099 |  0.008183 |...........|...........|
+#> |    U|     478.98455 |     91.36 |    -5.825 |   -0.9116 |    -2.182 |
+#> |.....................|    -4.813 |    0.3812 |     1.105 |   0.05748 |
+#> |.....................|    0.8857 |    0.7042 |     1.598 |    0.9520 |
+#> |.....................|    0.6689 |     2.277 |...........|...........|
+#> |    X|     478.98455 |     91.36 |  0.002951 |    0.2867 |    0.1128 |
+#> |.....................|  0.008125 |    0.5942 |     1.105 |   0.05748 |
+#> |.....................|    0.8857 |    0.7042 |     1.598 |    0.9520 |
+#> |.....................|    0.6689 |     2.277 |...........|...........|
+#> |    F| Forward Diff. |   -0.2799 |    0.1926 |  -0.02074 |  -0.02333 |
+#> |.....................|   0.08052 |   -0.1468 |    0.2817 |    0.3348 |
+#> |.....................|   -0.1470 |   -0.6425 |     1.062 |   -0.3208 |
+#> |.....................|   -0.8181 |   -0.3186 |...........|...........|
+#> |  144|     478.97736 |     1.005 |    -1.639 |   -0.9325 |   -0.9174 |
+#> |.....................|    -1.210 |    -1.043 |   -0.2100 |   -0.9166 |
+#> |.....................|   -0.6557 |    -1.093 |   -0.5206 |   -0.8754 |
+#> |.....................|    -1.097 |   0.01446 |...........|...........|
+#> |    U|     478.97736 |     91.42 |    -5.839 |   -0.9097 |    -2.180 |
+#> |.....................|    -4.822 |    0.3861 |     1.106 |   0.05725 |
+#> |.....................|    0.8927 |    0.7053 |     1.594 |    0.9522 |
+#> |.....................|    0.6711 |     2.284 |...........|...........|
+#> |    X|     478.97736 |     91.42 |  0.002912 |    0.2871 |    0.1131 |
+#> |.....................|  0.008047 |    0.5953 |     1.106 |   0.05725 |
+#> |.....................|    0.8927 |    0.7053 |     1.594 |    0.9522 |
+#> |.....................|    0.6711 |     2.284 |...........|...........|
+#> |    F| Forward Diff. |     5.719 |    0.1644 |    0.1764 | 0.0002018 |
+#> |.....................|   0.06754 |    0.1935 |  -0.08189 |   -0.1310 |
+#> |.....................|  -0.08678 |    -2.826 |    0.8338 |   -0.2552 |
+#> |.....................|   -0.4561 |   -0.1956 |...........|...........|
+#> |  145|     478.97194 |     1.004 |    -1.652 |   -0.9304 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2044 |   -0.9254 |
+#> |.....................|   -0.6443 |    -1.087 |   -0.5238 |   -0.8740 |
+#> |.....................|    -1.092 |   0.01749 |...........|...........|
+#> |    U|     478.97194 |     91.40 |    -5.852 |   -0.9078 |    -2.178 |
+#> |.....................|    -4.833 |    0.3880 |     1.108 |   0.05699 |
+#> |.....................|    0.9010 |    0.7106 |     1.590 |    0.9536 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97194 |     91.40 |  0.002874 |    0.2875 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05699 |
+#> |.....................|    0.9010 |    0.7106 |     1.590 |    0.9536 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    F| Forward Diff. |     2.925 |    0.1117 |    0.2312 |   0.02461 |
+#> |.....................|   0.04286 |    0.3818 |    0.1548 |   -0.1592 |
+#> |.....................|  -0.04325 |   -0.1382 |    0.7430 |   -0.2262 |
+#> |.....................|  -0.01070 |   -0.1316 |...........|...........|
+#> |  146|     479.08778 |    0.9990 |    -1.662 |   -0.9298 |   -0.9158 |
+#> |.....................|    -1.224 |    -1.050 |   -0.2095 |   -0.9175 |
+#> |.....................|   -0.6325 |    -1.087 |   -0.5258 |   -0.8715 |
+#> |.....................|    -1.094 |   0.02816 |...........|...........|
+#> |    U|     479.08778 |     90.91 |    -5.862 |   -0.9073 |    -2.178 |
+#> |.....................|    -4.836 |    0.3828 |     1.106 |   0.05722 |
+#> |.....................|    0.9096 |    0.7103 |     1.587 |    0.9559 |
+#> |.....................|    0.6733 |     2.301 |...........|...........|
+#> |    X|     479.08778 |     90.91 |  0.002845 |    0.2876 |    0.1132 |
+#> |.....................|  0.007936 |    0.5946 |     1.106 |   0.05722 |
+#> |.....................|    0.9096 |    0.7103 |     1.587 |    0.9559 |
+#> |.....................|    0.6733 |     2.301 |...........|...........|
+#> |  147|     478.99303 |     1.002 |    -1.652 |   -0.9306 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2045 |   -0.9253 |
+#> |.....................|   -0.6442 |    -1.087 |   -0.5244 |   -0.8738 |
+#> |.....................|    -1.092 |   0.01760 |...........|...........|
+#> |    U|     478.99303 |     91.18 |    -5.852 |   -0.9080 |    -2.178 |
+#> |.....................|    -4.833 |    0.3879 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7107 |     1.589 |    0.9537 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.99303 |     91.18 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7107 |     1.589 |    0.9537 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |  148|     478.97158 |     1.004 |    -1.652 |   -0.9304 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2044 |   -0.9254 |
+#> |.....................|   -0.6443 |    -1.087 |   -0.5239 |   -0.8740 |
+#> |.....................|    -1.092 |   0.01751 |...........|...........|
+#> |    U|     478.97158 |     91.37 |    -5.852 |   -0.9078 |    -2.178 |
+#> |.....................|    -4.833 |    0.3880 |     1.108 |   0.05699 |
+#> |.....................|    0.9010 |    0.7106 |     1.590 |    0.9536 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97158 |     91.37 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05699 |
+#> |.....................|    0.9010 |    0.7106 |     1.590 |    0.9536 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    F| Forward Diff. |   -0.1518 |    0.1094 |    0.1916 |   0.02921 |
+#> |.....................|   0.04385 |    0.3896 |   -0.2077 |   -0.4379 |
+#> |.....................|  -0.03471 |    -2.421 |    0.7262 |   -0.1589 |
+#> |.....................|   0.01110 |   -0.1305 |...........|...........|
+#> |  149|     478.97152 |     1.004 |    -1.652 |   -0.9304 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2044 |   -0.9254 |
+#> |.....................|   -0.6443 |    -1.086 |   -0.5240 |   -0.8739 |
+#> |.....................|    -1.092 |   0.01753 |...........|...........|
+#> |    U|     478.97152 |     91.37 |    -5.852 |   -0.9078 |    -2.178 |
+#> |.....................|    -4.833 |    0.3880 |     1.108 |   0.05699 |
+#> |.....................|    0.9010 |    0.7109 |     1.590 |    0.9536 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97152 |     91.37 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05699 |
+#> |.....................|    0.9010 |    0.7109 |     1.590 |    0.9536 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    C| Central Diff. |   -0.2246 |    0.1050 |    0.1574 |   0.02036 |
+#> |.....................|   0.04103 |    0.3470 |   -0.3387 |   -0.1919 |
+#> |.....................|   -0.1172 |   -0.1870 |    0.6243 |   -0.2341 |
+#> |.....................|  -0.06769 |   -0.1265 |...........|...........|
+#> |  150|     478.97142 |     1.004 |    -1.652 |   -0.9305 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2042 |   -0.9253 |
+#> |.....................|   -0.6442 |    -1.086 |   -0.5242 |   -0.8739 |
+#> |.....................|    -1.092 |   0.01757 |...........|...........|
+#> |    U|     478.97142 |     91.38 |    -5.852 |   -0.9079 |    -2.178 |
+#> |.....................|    -4.833 |    0.3879 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7110 |     1.589 |    0.9537 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97142 |     91.38 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7110 |     1.589 |    0.9537 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    C| Central Diff. |    0.5593 |    0.1052 |    0.1640 |   0.01900 |
+#> |.....................|   0.04052 |    0.3419 |   -0.3227 |   -0.1646 |
+#> |.....................|   -0.1158 |   -0.1768 |    0.1839 |   -0.2151 |
+#> |.....................|  -0.04116 |   -0.1006 |...........|...........|
+#> |  151|     478.97143 |     1.004 |    -1.652 |   -0.9306 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2041 |   -0.9252 |
+#> |.....................|   -0.6442 |    -1.086 |   -0.5243 |   -0.8738 |
+#> |.....................|    -1.092 |   0.01761 |...........|...........|
+#> |    U|     478.97143 |     91.36 |    -5.852 |   -0.9079 |    -2.178 |
+#> |.....................|    -4.833 |    0.3879 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7110 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97143 |     91.36 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7110 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |  152|     478.97137 |     1.004 |    -1.652 |   -0.9305 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2042 |   -0.9253 |
+#> |.....................|   -0.6442 |    -1.086 |   -0.5242 |   -0.8738 |
+#> |.....................|    -1.092 |   0.01759 |...........|...........|
+#> |    U|     478.97137 |     91.37 |    -5.852 |   -0.9079 |    -2.178 |
+#> |.....................|    -4.833 |    0.3879 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7110 |     1.589 |    0.9537 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97137 |     91.37 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9011 |    0.7110 |     1.589 |    0.9537 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    C| Central Diff. |   -0.4660 |    0.1043 |    0.1497 |   0.02048 |
+#> |.....................|   0.04080 |    0.3434 |   -0.3050 |   -0.1804 |
+#> |.....................|   -0.2015 |    -1.954 |    0.1460 |   -0.2263 |
+#> |.....................|  -0.03239 |   -0.1147 |...........|...........|
+#> |  153|     478.97135 |     1.004 |    -1.652 |   -0.9305 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2041 |   -0.9253 |
+#> |.....................|   -0.6441 |    -1.086 |   -0.5242 |   -0.8738 |
+#> |.....................|    -1.092 |   0.01760 |...........|...........|
+#> |    U|     478.97135 |     91.36 |    -5.852 |   -0.9079 |    -2.178 |
+#> |.....................|    -4.833 |    0.3879 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7110 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97135 |     91.36 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7110 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    C| Central Diff. |   -0.8144 |    0.1038 |    0.1446 |   0.02101 |
+#> |.....................|   0.04083 |    0.3431 |   -0.3133 |   -0.1844 |
+#> |.....................|  -0.05440 |    -1.096 |    0.1463 |   -0.2004 |
+#> |.....................|    0.2780 |   -0.1269 |...........|...........|
+#> |  154|     478.97125 |     1.004 |    -1.652 |   -0.9305 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2041 |   -0.9252 |
+#> |.....................|   -0.6441 |    -1.086 |   -0.5243 |   -0.8738 |
+#> |.....................|    -1.092 |   0.01762 |...........|...........|
+#> |    U|     478.97125 |     91.37 |    -5.852 |   -0.9079 |    -2.178 |
+#> |.....................|    -4.833 |    0.3879 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7111 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97125 |     91.37 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7111 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    C| Central Diff. |   0.03985 |    0.1039 |    0.1540 |   0.01970 |
+#> |.....................|   0.04056 |    0.3392 |   -0.3415 |   -0.1666 |
+#> |.....................|   -0.1386 |   -0.1574 |   0.08901 |   -0.2003 |
+#> |.....................|  -0.04000 |   -0.1187 |...........|...........|
+#> |  155|     478.97118 |     1.004 |    -1.652 |   -0.9306 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2040 |   -0.9252 |
+#> |.....................|   -0.6440 |    -1.086 |   -0.5243 |   -0.8737 |
+#> |.....................|    -1.092 |   0.01765 |...........|...........|
+#> |    U|     478.97118 |     91.37 |    -5.852 |   -0.9080 |    -2.178 |
+#> |.....................|    -4.833 |    0.3878 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7112 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97118 |     91.37 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7112 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    C| Central Diff. |  -0.05720 |    0.1036 |    0.1507 |   0.01972 |
+#> |.....................|   0.04048 |    0.3375 |   -0.2940 |   -0.1684 |
+#> |.....................|   -0.1979 |    -1.920 |    0.1339 |   -0.2027 |
+#> |.....................|  -0.04399 |   -0.1216 |...........|...........|
+#> |  156|     478.97118 |     1.004 |    -1.652 |   -0.9306 |   -0.9153 |
+#> |.....................|    -1.221 |    -1.039 |   -0.2040 |   -0.9252 |
+#> |.....................|   -0.6440 |    -1.086 |   -0.5243 |   -0.8737 |
+#> |.....................|    -1.092 |   0.01765 |...........|...........|
+#> |    U|     478.97118 |     91.37 |    -5.852 |   -0.9080 |    -2.178 |
+#> |.....................|    -4.833 |    0.3878 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7112 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> |    X|     478.97118 |     91.37 |  0.002874 |    0.2874 |    0.1133 |
+#> |.....................|  0.007961 |    0.5958 |     1.108 |   0.05700 |
+#> |.....................|    0.9012 |    0.7112 |     1.589 |    0.9538 |
+#> |.....................|    0.6749 |     2.288 |...........|...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+# Two-component error by variable is possible with both estimation methods
+# Variance by variable is supported by 'saem' and 'focei'
+f_nlmixr_fomc_sfo_saem_obs_tc <- nlmixr(f_mmkin_tc["FOMC-SFO", ], est = "saem",
+  error_model = "obs_tc")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> 1:    92.0624   -5.2854    0.1952    1.9494   -1.9431    2.8500    1.6150    0.7315    0.7220    0.4370    6.8425    0.4265    7.3797    0.5659
+#> 2:    92.7371   -5.3819    0.0345    2.0839   -2.0310    2.7075    1.5342    0.6949    0.8358    0.4151    7.2043    0.0003    8.1096    0.0003
+#> 3:    9.2941e+01  -5.7880e+00   1.0336e-01   2.5772e+00  -1.5152e+00   2.5721e+00   1.4575e+00   6.6018e-01   7.9403e-01   3.9439e-01   4.5749e+00   1.5986e-05   5.1354e+00   2.8796e-05
+#> 4:    92.6277   -5.8599    0.0858    2.5068   -1.3253    2.4435    1.3847    0.6272    0.7543    0.3747    3.4165    0.0001    3.9071    0.0016
+#> 5:    93.0289   -6.0258    0.0528    2.4932   -1.1961    2.3213    1.3154    0.5958    0.7166    0.3559    3.2552    0.0069    3.3744    0.0170
+#> 6:    93.2107   -6.2881    0.0143    2.4052   -1.1930    2.2053    2.2853    0.5660    0.6808    0.3381    2.8020    0.0086    3.1436    0.0256
+#> 7:    93.0563   -6.3624   -0.0104    2.3989   -1.1521    2.0950    2.4414    0.5377    0.6467    0.3212    2.6528    0.0209    2.8462    0.0289
+#> 8:    93.0567   -6.2699   -0.0303    2.3700   -1.0941    1.9903    2.5004    0.5204    0.6144    0.3052    2.3448    0.0314    2.5026    0.0349
+#> 9:    92.8366   -6.2013   -0.0507    2.3798   -1.0963    1.8907    2.6552    0.4943    0.5837    0.2899    2.2219    0.0368    2.2604    0.0448
+#> 10:    92.9069   -6.2499   -0.1116    2.3100   -1.0557    1.9625    3.9231    0.4696    0.5545    0.2754    2.0980    0.0359    2.1413    0.0325
+#> 11:    92.9942   -6.2134   -0.1037    2.3109   -1.0441    1.8643    3.7270    0.4755    0.5268    0.2616    1.9711    0.0372    1.9901    0.0355
+#> 12:    92.9262   -6.2511   -0.1133    2.2707   -1.0465    1.8430    4.3304    0.4697    0.5004    0.2486    1.8083    0.0346    1.9184    0.0356
+#> 13:    93.0761   -6.3559   -0.1106    2.2534   -1.0162    2.4826    5.2857    0.4685    0.4754    0.2361    1.7896    0.0331    1.9865    0.0342
+#> 14:    93.0929   -6.1852   -0.1058    2.2972   -1.0175    2.9964    5.0214    0.4451    0.4516    0.2243    1.8316    0.0309    1.9112    0.0348
+#> 15:    93.3343   -6.3408   -0.1025    2.2905   -0.9962    3.1132    4.9630    0.4594    0.4291    0.2131    1.8198    0.0338    1.9154    0.0372
+#> 16:    92.9959   -6.2227   -0.1016    2.2869   -1.0103    3.3338    4.7149    0.4598    0.4076    0.2025    1.8726    0.0327    1.9617    0.0361
+#> 17:    93.0394   -6.2586   -0.1027    2.2932   -0.9991    3.1671    4.8730    0.4591    0.3872    0.1923    1.8405    0.0336    2.0192    0.0242
+#> 18:    93.2374   -6.3410   -0.1110    2.2965   -0.9689    3.0087    5.4325    0.4632    0.3679    0.1827    1.9051    0.0351    1.9247    0.0277
+#> 19:    93.0557   -6.4503   -0.1011    2.2941   -0.9884    2.8583    6.2872    0.4742    0.3495    0.1736    1.8054    0.0345    1.9173    0.0260
+#> 20:    92.9280   -6.4945   -0.1018    2.2902   -0.9864    3.5934    6.8737    0.4751    0.3320    0.1649    1.7097    0.0372    1.9483    0.0225
+#> 21:    93.2023   -6.3418   -0.1033    2.2846   -0.9863    3.4138    6.5300    0.4710    0.3154    0.1567    1.7507    0.0318    1.9030    0.0249
+#> 22:    93.5494   -6.1985   -0.1078    2.2991   -1.0171    3.2431    6.2035    0.4475    0.2996    0.1488    1.7370    0.0342    1.8124    0.0282
+#> 23:    93.3588   -6.2577   -0.1084    2.2654   -0.9956    3.0809    5.8933    0.4393    0.2869    0.1481    1.6928    0.0380    1.8288    0.0254
+#> 24:    93.5705   -6.4876   -0.1083    2.2606   -1.0062    3.7095    6.7801    0.4459    0.2726    0.1684    1.7001    0.0377    1.9012    0.0249
+#> 25:    93.9726   -6.5638   -0.1239    2.2374   -1.0071    5.1357    6.6571    0.4608    0.2755    0.1600    1.6615    0.0382    1.8846    0.0213
+#> 26:    93.8894   -6.5073   -0.1120    2.2645   -1.0327    4.8789    6.3243    0.4473    0.3014    0.1520    1.7152    0.0340    1.8990    0.0254
+#> 27:    94.5348   -6.3868   -0.0891    2.3139   -1.0361    5.3856    6.0081    0.4250    0.3080    0.1453    1.7028    0.0385    1.7853    0.0304
+#> 28:    93.9221   -6.1747   -0.1039    2.3013   -1.0087    5.1163    5.7077    0.4214    0.3136    0.1634    1.6823    0.0340    1.7487    0.0353
+#> 29:    93.4946   -6.0264   -0.0940    2.3124   -1.0166    5.3744    5.4223    0.4404    0.3114    0.1813    1.6310    0.0370    1.7646    0.0367
+#> 30:    93.9287   -5.9114   -0.0967    2.3078   -1.0090    5.2017    5.1512    0.4381    0.3048    0.2091    1.5825    0.0393    1.7431    0.0312
+#> 31:    93.7065   -6.0174   -0.0928    2.2917   -0.9880    5.1935    4.8936    0.4352    0.3109    0.1986    1.5876    0.0392    1.8465    0.0280
+#> 32:    93.7675   -5.6444   -0.0918    2.3145   -0.9664    4.9338    4.6489    0.4332    0.3090    0.1918    1.6874    0.0332    1.7501    0.0331
+#> 33:    94.2589   -5.7637   -0.0865    2.3130   -0.9733    4.6871    4.4165    0.4235    0.2935    0.1865    1.7173    0.0355    1.7365    0.0334
+#> 34:    94.0788   -5.7432   -0.1022    2.3049   -0.9681    4.4528    4.1957    0.4319    0.2962    0.1772    1.6357    0.0361    1.4755    0.0574
+#> 35:    94.0798   -5.8549   -0.0929    2.2856   -0.9849    4.2301    3.9859    0.4391    0.2937    0.1734    1.6460    0.0275    1.7739    0.0379
+#> 36:    93.9997   -5.8708   -0.0890    2.2870   -1.0134    4.0186    3.7866    0.4268    0.2819    0.1840    1.5830    0.0258    1.8922    0.0320
+#> 37:    93.8186   -5.8979   -0.0973    2.2807   -1.0197    3.8177    3.5973    0.4280    0.2778    0.1799    1.5783    0.0282    1.7697    0.0404
+#> 38:    94.0728   -5.9601   -0.0936    2.3011   -1.0381    3.6268    3.4174    0.4186    0.2944    0.1864    1.5780    0.0294    1.5210    0.0558
+#> 39:    94.0504   -5.8302   -0.0995    2.2847   -1.0418    3.4455    3.2465    0.4240    0.2796    0.1771    1.6888    0.0242    1.7744    0.0366
+#> 40:    93.8918   -5.9418   -0.0988    2.2925   -1.0613    3.2732    3.0842    0.4144    0.2672    0.1837    1.7275    0.0232    1.7840    0.0357
+#> 41:    93.7961   -6.0741   -0.0896    2.2932   -1.0359    3.1095    3.2890    0.4236    0.2606    0.1782    1.7591    0.0212    1.8920    0.0273
+#> 42:    93.9458   -6.0319   -0.0909    2.3114   -1.0281    3.0544    3.1246    0.4196    0.2598    0.1839    1.6854    0.0310    1.7586    0.0308
+#> 43:    93.7623   -6.0165   -0.1056    2.2837   -1.0378    3.9092    3.2100    0.4298    0.2468    0.1747    1.7064    0.0286    1.6676    0.0397
+#> 44:    93.4300   -5.9019   -0.1114    2.2716   -1.0167    4.4100    3.0495    0.4476    0.2345    0.1687    1.7989    0.0253    1.7741    0.0299
+#> 45:    93.3475   -5.9962   -0.1231    2.2546   -1.0007    6.4879    3.3965    0.4528    0.2452    0.1602    1.7283    0.0276    1.7219    0.0379
+#> 46:    93.3100   -6.0073   -0.1255    2.2483   -0.9962    6.6009    3.5942    0.4520    0.2533    0.1568    1.6991    0.0258    1.1783    0.0706
+#> 47:    93.4422   -5.8442   -0.1286    2.2578   -0.9819    6.2709    3.4145    0.4492    0.2637    0.1694    1.6754    0.0317    1.3442    0.0599
+#> 48:    93.0996   -5.5881   -0.1307    2.2541   -0.9882    5.9573    3.2438    0.4480    0.2665    0.1695    1.7040    0.0285    1.6825    0.0426
+#> 49:    93.3649   -5.8011   -0.1260    2.2595   -0.9704    5.7230    3.0816    0.4399    0.2646    0.1715    1.6544    0.0297    1.6414    0.0418
+#> 50:    93.9331   -5.8731   -0.1195    2.2615   -0.9837    5.4368    2.9275    0.4453    0.2735    0.1940    1.6316    0.0289    1.6885    0.0392
+#> 51:    93.6092   -5.8721   -0.1237    2.2599   -1.0015    5.1650    2.7811    0.4413    0.2865    0.1939    1.6492    0.0272    1.7686    0.0358
+#> 52:    93.3008   -5.9775   -0.1277    2.2628   -0.9962    4.9067    3.1139    0.4438    0.2946    0.1963    1.5642    0.0337    1.7391    0.0335
+#> 53:    93.6347   -6.0805   -0.1189    2.2663   -1.0177    4.6614    3.5169    0.4335    0.2962    0.2043    1.5275    0.0343    1.7417    0.0366
+#> 54:    93.5781   -6.0412   -0.1166    2.2573   -1.0015    4.4283    3.3411    0.4395    0.2912    0.2080    1.5464    0.0346    1.7584    0.0359
+#> 55:    93.9675   -6.0867   -0.0952    2.2970   -0.9987    4.2069    3.6762    0.4550    0.2780    0.1988    1.5138    0.0405    1.6251    0.0472
+#> 56:    94.4069   -6.1375   -0.0943    2.2975   -1.0190    3.9966    4.2280    0.4550    0.2806    0.1945    1.5294    0.0425    1.6443    0.0468
+#> 57:    93.8076   -6.1618   -0.0936    2.2687   -1.0237    3.7967    4.3085    0.4524    0.2666    0.1897    1.5227    0.0414    1.6955    0.0438
+#> 58:    93.9188   -6.2272   -0.0947    2.2767   -1.0408    3.6069    4.6707    0.4536    0.2676    0.1873    1.5201    0.0425    1.5336    0.0550
+#> 59:    93.9572   -6.3460   -0.1074    2.2746   -1.0069    3.4266    5.8058    0.4614    0.2718    0.1919    1.5533    0.0417    1.6227    0.0460
+#> 60:    93.5430   -6.1622   -0.1048    2.2861   -0.9959    3.2552    5.5155    0.4535    0.2848    0.1823    1.4745    0.0431    1.5242    0.0522
+#> 61:    93.8016   -6.4079   -0.1065    2.2897   -1.0325    3.0925    5.9252    0.4583    0.2901    0.1732    1.5364    0.0365    1.4623    0.0550
+#> 62:    93.4249   -6.2284   -0.0967    2.3126   -1.0208    2.9378    5.6289    0.4429    0.2756    0.1645    1.6111    0.0325    1.3996    0.0618
+#> 63:    93.2335   -6.0996   -0.1051    2.3047   -0.9976    2.7909    5.3475    0.4292    0.2719    0.1633    1.6010    0.0326    1.5115    0.0494
+#> 64:    92.7091   -6.1109   -0.1041    2.3032   -0.9746    3.2610    5.0801    0.4301    0.2793    0.1751    1.5979    0.0302    1.3867    0.0575
+#> 65:    92.6059   -6.0049   -0.1077    2.3062   -0.9853    3.0979    4.8261    0.4316    0.2826    0.1714    1.6357    0.0272    1.3931    0.0543
+#> 66:    92.7778   -6.0856   -0.1040    2.3057   -0.9828    2.9430    4.5848    0.4362    0.2888    0.1628    1.6126    0.0316    1.4340    0.0505
+#> 67:    93.0325   -6.1775   -0.1085    2.3122   -0.9714    2.7959    4.3790    0.4464    0.2843    0.1547    1.6090    0.0354    1.4966    0.0448
+#> 68:    92.8987   -5.8741   -0.1089    2.3184   -0.9567    2.6561    4.1601    0.4389    0.2866    0.1470    1.5888    0.0347    1.4492    0.0507
+#> 69:    92.7300   -6.0473   -0.1070    2.3082   -0.9739    2.5233    4.0183    0.4371    0.3158    0.1527    1.5904    0.0298    1.5387    0.0477
+#> 70:    92.5285   -6.0962   -0.1115    2.3179   -0.9785    2.4856    4.0612    0.4380    0.3059    0.1504    1.5237    0.0402    1.4541    0.0463
+#> 71:    92.3975   -6.2090   -0.1269    2.2819   -0.9713    2.3613    4.3811    0.4173    0.2906    0.1520    1.5388    0.0316    1.3713    0.0584
+#> 72:    92.1593   -6.2214   -0.1217    2.2950   -0.9481    2.2433    5.1205    0.4227    0.2760    0.1605    1.5431    0.0312    1.5797    0.0459
+#> 73:    92.1195   -6.6667   -0.1244    2.3076   -0.9642    2.1311    7.6538    0.4124    0.2622    0.1525    1.4505    0.0375    1.2810    0.0595
+#> 74:    92.2191   -6.6665   -0.1278    2.2989   -0.9703    2.0246    7.2711    0.4098    0.2491    0.1666    1.4309    0.0384    1.2717    0.0638
+#> 75:    92.4656   -6.8881   -0.1274    2.3011   -0.9595    1.9233    8.3835    0.4147    0.2367    0.1656    1.4181    0.0424    1.2498    0.0620
+#> 76:    92.4593   -6.2323   -0.1203    2.2912   -0.9799    1.8272    7.9643    0.3967    0.2301    0.1596    1.5448    0.0336    1.6758    0.0359
+#> 77:    92.4501   -6.1123   -0.1219    2.2889   -0.9426    1.7358    7.5661    0.4049    0.2299    0.1594    1.5380    0.0327    1.6947    0.0364
+#> 78:    92.5059   -6.0339   -0.1198    2.2985   -0.9544    1.6490    7.1878    0.4007    0.2422    0.1568    1.5722    0.0302    1.5665    0.0415
+#> 79:    92.4302   -6.6428   -0.1141    2.3119   -0.9421    1.5666    9.0889    0.3986    0.2340    0.1489    1.5029    0.0306    1.1894    0.0638
+#> 80:    92.5305   -6.3036   -0.1127    2.3099   -0.9406    1.9062    8.6344    0.4091    0.2327    0.1648    1.5558    0.0308    1.0136    0.0749
+#> 81:    92.6652   -6.0832   -0.1167    2.2994   -0.9552    2.3641    8.2027    0.4142    0.2348    0.1566    1.6232    0.0300    1.1320    0.0712
+#> 82:    92.5109   -6.1524   -0.1100    2.3037   -0.9686    2.2459    7.7926    0.4145    0.2381    0.1695    1.6128    0.0306    1.6145    0.0413
+#> 83:    92.6455   -6.3979   -0.1059    2.3245   -0.9573    2.1336    8.1077    0.4060    0.2348    0.1667    1.6039    0.0304    1.6251    0.0419
+#> 84:    92.5768   -6.3469   -0.0979    2.3177   -0.9346    2.0269    8.2125    0.4141    0.2439    0.1720    1.6334    0.0302    1.5803    0.0450
+#> 85:    92.7920   -6.3536   -0.0969    2.3363   -0.9389    1.9256    8.1820    0.4035    0.2512    0.1713    1.5815    0.0338    1.1193    0.0719
+#> 86:    92.8571   -6.2567   -0.0911    2.3426   -0.9633    1.8293    8.1211    0.4008    0.2659    0.1627    1.5840    0.0356    1.2425    0.0639
+#> 87:    92.9101   -6.1557   -0.0937    2.3326   -0.9624    1.7378    7.7151    0.3950    0.2839    0.1546    1.6017    0.0354    1.0600    0.0766
+#> 88:    92.7649   -6.2151   -0.0881    2.3275   -0.9967    1.6509    7.3293    0.4046    0.2697    0.1469    1.6092    0.0302    1.1839    0.0693
+#> 89:    92.9350   -5.9222   -0.0903    2.3372   -0.9612    1.5684    6.9628    0.4058    0.2818    0.1395    1.5957    0.0335    1.5450    0.0444
+#> 90:    92.7895   -5.9348   -0.0890    2.3457   -0.9601    1.4900    6.6147    0.4070    0.2705    0.1430    1.5716    0.0378    1.4918    0.0439
+#> 91:    93.0113   -5.9302   -0.0997    2.3316   -0.9489    1.4155    6.2840    0.4424    0.2929    0.1410    1.5582    0.0377    1.2459    0.0582
+#> 92:    92.8603   -6.3366   -0.0918    2.3356   -0.9938    1.3447    5.9698    0.4287    0.2929    0.1531    1.4906    0.0398    1.2421    0.0605
+#> 93:    92.8094   -6.1097   -0.0953    2.3382   -0.9996    1.2775    5.6713    0.4309    0.2783    0.1597    1.4317    0.0468    1.2694    0.0584
+#> 94:    92.7100   -6.1043   -0.0909    2.3287   -0.9928    1.3828    5.3877    0.4337    0.2698    0.1517    1.4173    0.0489    1.4335    0.0476
+#> 95:    92.2055   -6.1792   -0.0889    2.3553   -0.9983    1.3137    5.1183    0.4209    0.3273    0.1566    1.4865    0.0417    1.2485    0.0681
+#> 96:    92.3225   -6.2710   -0.0811    2.3734   -1.0043    1.3428    4.8624    0.4121    0.3110    0.1532    1.5817    0.0374    1.5209    0.0532
+#> 97:    92.2983   -6.3023   -0.0776    2.3615   -0.9801    1.2757    4.6193    0.4221    0.3018    0.1455    1.5971    0.0337    1.2137    0.0719
+#> 98:    92.1433   -6.3114   -0.0935    2.3269   -0.9866    1.2227    4.8121    0.4327    0.2907    0.1694    1.5524    0.0303    1.1779    0.0727
+#> 99:    92.1631   -6.3090   -0.0908    2.3197   -0.9891    1.1615    4.9271    0.4169    0.2859    0.1736    1.5303    0.0334    1.6227    0.0511
+#> 100:    92.1185   -6.3603   -0.0950    2.3280   -1.0209    1.1035    5.0957    0.4213    0.2924    0.1817    1.5991    0.0330    1.7197    0.0445
+#> 101:    92.3964   -6.0447   -0.0898    2.3347   -1.0164    1.0483    4.8409    0.4251    0.2778    0.1727    1.5708    0.0422    1.6197    0.0461
+#> 102:    92.6597   -6.2545   -0.0954    2.3264   -1.0206    0.9959    4.5989    0.4218    0.2736    0.1640    1.5853    0.0408    1.5912    0.0455
+#> 103:    92.7866   -6.3292   -0.0933    2.3148   -1.0013    0.9461    4.8935    0.4234    0.2599    0.1688    1.6299    0.0399    1.5921    0.0445
+#> 104:    92.8098   -6.2608   -0.1009    2.3014   -0.9947    0.8988    4.7750    0.4306    0.2548    0.1813    1.6363    0.0378    1.6713    0.0427
+#> 105:    92.8300   -5.9827   -0.1028    2.3155   -0.9896    0.8538    4.5362    0.4339    0.2664    0.1722    1.6079    0.0397    1.3691    0.0573
+#> 106:    92.8218   -6.1138   -0.1024    2.3462   -0.9750    0.8299    4.3094    0.4494    0.2530    0.1636    1.5761    0.0389    1.2857    0.0595
+#> 107:    92.9304   -6.0063   -0.1002    2.3269   -0.9778    0.7884    4.0939    0.4600    0.2404    0.1620    1.6499    0.0373    1.2101    0.0675
+#> 108:    92.9072   -6.0928   -0.0991    2.3183   -0.9732    0.7489    4.4394    0.4584    0.2518    0.1539    1.6509    0.0332    1.2346    0.0670
+#> 109:    92.7504   -6.1545   -0.0862    2.3423   -0.9618    0.7115    4.7501    0.4371    0.2766    0.1465    1.5755    0.0349    1.1552    0.0701
+#> 110:    92.9277   -6.3786   -0.0904    2.3468   -0.9402    0.6759    5.8620    0.4328    0.2821    0.1703    1.4661    0.0439    1.3292    0.0609
+#> 111:    92.8023   -5.8686   -0.0886    2.3653   -0.9417    0.7635    5.5689    0.4288    0.2680    0.1618    1.4278    0.0502    1.4715    0.0468
+#> 112:    92.9411   -5.8095   -0.0883    2.3625   -0.9322    0.8592    5.2905    0.4562    0.2586    0.1537    1.3920    0.0513    1.1766    0.0648
+#> 113:    92.9845   -6.0499   -0.0761    2.3626   -0.9533    0.8163    5.0259    0.4403    0.2595    0.1532    1.4306    0.0450    1.1416    0.0645
+#> 114:    92.7735   -6.0605   -0.0694    2.3497   -0.9646    0.7754    4.7746    0.4394    0.2682    0.1576    1.4866    0.0344    1.1127    0.0745
+#> 115:    92.7048   -6.1327   -0.0702    2.3427   -0.9910    0.7367    4.5359    0.4257    0.2736    0.1497    1.5045    0.0413    1.2783    0.0677
+#> 116:    92.7131   -6.0115   -0.0751    2.3370   -0.9899    0.6998    4.3091    0.4187    0.2638    0.1422    1.6036    0.0325    1.1109    0.0748
+#> 117:    92.7720   -5.9163   -0.0709    2.3503   -0.9566    0.6648    4.0937    0.4185    0.2555    0.1417    1.6016    0.0297    1.0778    0.0774
+#> 118:    92.9182   -5.9312   -0.0812    2.3436   -0.9731    0.6316    3.8890    0.4084    0.2667    0.1400    1.5698    0.0320    1.2364    0.0665
+#> 119:    92.9546   -5.9622   -0.0870    2.3330   -0.9934    0.6000    3.6945    0.4035    0.2867    0.1486    1.5364    0.0343    1.5892    0.0489
+#> 120:    92.9168   -6.0966   -0.0905    2.3301   -1.0045    0.5700    3.6677    0.3988    0.2871    0.1567    1.5378    0.0349    1.0886    0.0796
+#> 121:    92.7767   -6.1038   -0.0802    2.3396   -0.9815    0.5981    4.3032    0.3803    0.2884    0.1684    1.4788    0.0335    1.0886    0.0796
+#> 122:    92.8439   -6.2425   -0.0799    2.3323   -0.9987    0.6537    4.5745    0.3884    0.2834    0.1600    1.4786    0.0346    1.2146    0.0682
+#> 123:    92.8219   -5.7869   -0.0872    2.3478   -0.9619    0.7886    4.3458    0.3951    0.2887    0.1658    1.4827    0.0341    1.3911    0.0559
+#> 124:    92.7930   -5.7551   -0.0819    2.3559   -0.9809    0.8922    4.1285    0.3907    0.2972    0.1575    1.5329    0.0330    1.3824    0.0594
+#> 125:    92.7488   -5.9406   -0.0819    2.3550   -0.9797    0.8476    3.9221    0.3907    0.2996    0.1733    1.5096    0.0333    1.3148    0.0667
+#> 126:    92.7926   -5.7106   -0.0824    2.3560   -0.9653    0.8052    3.7260    0.3918    0.3018    0.1854    1.4237    0.0381    1.2607    0.0639
+#> 127:    92.9153   -5.6682   -0.0717    2.3654   -0.9645    0.7649    3.5397    0.3722    0.2948    0.1784    1.4679    0.0415    1.2310    0.0695
+#> 128:    92.8827   -5.7984   -0.0783    2.3813   -1.0047    1.1012    3.3627    0.3802    0.2997    0.1694    1.5187    0.0442    1.2884    0.0649
+#> 129:    92.8727   -5.7191   -0.0785    2.3426   -0.9857    1.0461    3.1946    0.3784    0.2984    0.1610    1.4757    0.0398    1.1695    0.0775
+#> 130:    92.8689   -5.8036   -0.0935    2.3123   -0.9783    0.9938    3.0348    0.4184    0.2980    0.1723    1.5143    0.0319    1.2298    0.0738
+#> 131:    92.8733   -5.6707   -0.0988    2.3045   -0.9936    1.3313    2.8831    0.4277    0.2831    0.1816    1.5919    0.0329    1.5260    0.0533
+#> 132:    92.5761   -5.7773   -0.0925    2.3211   -0.9661    1.2647    2.7389    0.4216    0.2815    0.1995    1.5306    0.0321    1.5863    0.0520
+#> 133:    92.4512   -5.7800   -0.0920    2.3269   -0.9625    1.2015    2.6020    0.4242    0.2674    0.1955    1.5669    0.0288    1.4087    0.0606
+#> 134:    92.5625   -5.7968   -0.0965    2.3271   -0.9728    1.1414    2.4719    0.4201    0.2753    0.1945    1.5935    0.0311    1.5348    0.0534
+#> 135:    92.3448   -5.6624   -0.0961    2.3303   -0.9600    1.0843    2.3483    0.4193    0.2728    0.1983    1.6245    0.0305    1.6281    0.0506
+#> 136:    92.3407   -5.7523   -0.0932    2.3208   -0.9897    1.0301    2.3267    0.4107    0.2668    0.1884    1.5933    0.0358    1.2970    0.0657
+#> 137:    92.3940   -6.0148   -0.1046    2.2981   -0.9866    0.9786    3.1382    0.4166    0.3012    0.1790    1.5077    0.0385    1.1944    0.0723
+#> 138:    92.3556   -5.9912   -0.1039    2.2969   -0.9920    0.9297    3.2144    0.4208    0.3039    0.1703    1.5042    0.0378    1.2588    0.0717
+#> 139:    92.5548   -5.9253   -0.1177    2.2723   -1.0079    0.8832    3.2648    0.4049    0.3263    0.1618    1.5558    0.0382    1.2673    0.0698
+#> 140:    92.6546   -6.0596   -0.1368    2.2659   -0.9922    0.8390    3.3893    0.3846    0.3100    0.1537    1.5475    0.0355    1.3190    0.0629
+#> 141:    92.6661   -5.9744   -0.1379    2.2793   -0.9754    0.8287    3.2725    0.3800    0.3178    0.1528    1.5076    0.0361    1.4087    0.0540
+#> 142:    92.5681   -5.7650   -0.1033    2.3249   -0.9613    0.7872    3.1089    0.3610    0.3564    0.1701    1.4733    0.0332    1.2603    0.0720
+#> 143:    92.4184   -5.6070   -0.1033    2.3520   -0.9764    0.7479    2.9534    0.3591    0.3758    0.1674    1.5420    0.0390    1.3280    0.0614
+#> 144:    92.5354   -5.6144   -0.0978    2.3801   -0.9425    0.7105    2.8058    0.3538    0.3606    0.1722    1.4884    0.0400    1.3455    0.0620
+#> 145:    92.4207   -5.6541   -0.0746    2.3873   -0.9633    0.6750    2.6655    0.3361    0.3426    0.1718    1.4981    0.0416    1.2440    0.0685
+#> 146:    92.3058   -5.6608   -0.0731    2.3755   -0.9732    0.6412    2.5322    0.3193    0.3304    0.1719    1.6391    0.0348    1.1788    0.0743
+#> 147:    92.4067   -5.7615   -0.0746    2.3775   -0.9903    0.6091    2.4056    0.3148    0.3311    0.1709    1.6695    0.0314    1.2931    0.0676
+#> 148:    92.3739   -5.8812   -0.0820    2.3644   -0.9823    0.5787    2.7260    0.3332    0.3296    0.1794    1.6168    0.0303    1.3206    0.0670
+#> 149:    92.4456   -5.8277   -0.0921    2.3508   -0.9924    0.5498    2.8750    0.3368    0.3305    0.1917    1.5602    0.0302    1.3622    0.0608
+#> 150:    92.5049   -5.7964   -0.1003    2.3353   -0.9809    0.5223    2.7312    0.3291    0.3634    0.1874    1.5035    0.0301    1.4002    0.0615
+#> 151:    92.3292   -6.0377   -0.1039    2.3301   -0.9866    0.4962    3.3342    0.3348    0.3626    0.1780    1.4819    0.0298    1.3217    0.0672
+#> 152:    92.3747   -6.0460   -0.1023    2.3154   -1.0242    0.5079    3.4530    0.3371    0.3518    0.1674    1.6034    0.0296    1.2304    0.0749
+#> 153:    92.3909   -5.8707   -0.1008    2.3284   -0.9897    0.5623    2.8180    0.3480    0.3792    0.1749    1.4953    0.0291    1.3442    0.0677
+#> 154:    92.2532   -5.9313   -0.0991    2.3232   -0.9839    0.5340    3.3946    0.3502    0.3723    0.1729    1.4837    0.0280    1.1452    0.0776
+#> 155:    92.1782   -6.1012   -0.0988    2.3339   -0.9600    0.3900    3.9676    0.3593    0.3704    0.1531    1.4927    0.0286    1.1848    0.0730
+#> 156:    92.2225   -5.8387   -0.0991    2.3393   -0.9459    0.3294    3.0685    0.3598    0.3808    0.1568    1.5540    0.0318    1.3419    0.0671
+#> 157:    92.2411   -5.7045   -0.1038    2.3578   -0.9252    0.2797    2.5238    0.3716    0.3579    0.1653    1.4704    0.0373    1.1959    0.0686
+#> 158:    92.2865   -5.6692   -0.1009    2.3771   -0.9532    0.2840    2.4144    0.3592    0.3610    0.1641    1.5065    0.0389    1.1780    0.0674
+#> 159:    92.2771   -5.7526   -0.0782    2.3632   -0.9771    0.2996    2.7295    0.3357    0.3779    0.1606    1.5818    0.0366    1.1512    0.0781
+#> 160:    92.3400   -5.8039   -0.0811    2.3615   -0.9453    0.2707    2.7305    0.3373    0.3834    0.1528    1.4765    0.0370    1.1427    0.0756
+#> 161:    92.4180   -5.7448   -0.0961    2.3653   -0.9508    0.2965    2.6051    0.3666    0.3833    0.1647    1.4581    0.0364    0.9817    0.0827
+#> 162:    92.4487   -5.8952   -0.0889    2.3460   -0.9646    0.2370    3.1413    0.3460    0.3801    0.1571    1.4528    0.0346    1.0006    0.0798
+#> 163:    92.5251   -5.8567   -0.0987    2.3342   -0.9615    0.1453    2.9917    0.3535    0.3735    0.1452    1.4521    0.0330    1.0498    0.0766
+#> 164:    92.5949   -6.1580   -0.1008    2.3332   -0.9749    0.1095    4.1797    0.3586    0.3767    0.1355    1.4659    0.0310    1.0218    0.0797
+#> 165:    92.5794   -6.0542   -0.1001    2.3321   -0.9795    0.1332    4.2924    0.3588    0.3752    0.1386    1.4858    0.0313    0.9836    0.0812
+#> 166:    92.6686   -6.0065   -0.0960    2.3623   -0.9532    0.1465    4.0810    0.3439    0.3683    0.1647    1.3929    0.0372    0.9354    0.0837
+#> 167:    92.7086   -6.2096   -0.0895    2.3656   -0.9552    0.1938    4.6857    0.3325    0.3519    0.1681    1.4281    0.0362    1.0329    0.0784
+#> 168:    92.6096   -6.0709   -0.0880    2.3595   -0.9474    0.2141    4.1277    0.3379    0.3527    0.1620    1.4264    0.0347    0.9627    0.0836
+#> 169:    92.5365   -5.9418   -0.0919    2.3546   -0.9575    0.3620    3.7767    0.3489    0.3589    0.1609    1.4761    0.0360    1.1348    0.0745
+#> 170:    92.6270   -5.8404   -0.0935    2.3562   -0.9517    0.3312    3.2506    0.3552    0.3607    0.1560    1.4506    0.0383    1.0731    0.0722
+#> 171:    92.5606   -5.9213   -0.0899    2.3513   -0.9554    0.4399    3.5587    0.3599    0.3646    0.1385    1.4779    0.0349    0.9844    0.0775
+#> 172:    92.3630   -5.7066   -0.0765    2.3798   -0.9314    0.5208    2.5578    0.3458    0.3657    0.1547    1.4900    0.0348    1.0485    0.0765
+#> 173:    92.2527   -5.5811   -0.0713    2.4173   -0.9221    0.8674    2.2100    0.3448    0.3370    0.1513    1.5403    0.0445    1.4403    0.0518
+#> 174:    92.3852   -5.5348   -0.0712    2.4066   -0.9033    0.7543    2.1568    0.3457    0.3324    0.1482    1.5322    0.0407    1.2744    0.0623
+#> 175:    92.4798   -5.5494   -0.0712    2.4004   -0.9100    0.5675    2.0147    0.3457    0.3333    0.1629    1.5229    0.0383    1.2917    0.0655
+#> 176:    92.5881   -5.5613   -0.0675    2.4180   -0.9188    0.4011    2.0736    0.3413    0.3487    0.1781    1.5149    0.0389    1.1499    0.0669
+#> 177:    92.6015   -5.4951   -0.0494    2.4324   -0.9525    0.4992    1.9009    0.3629    0.3353    0.1919    1.4881    0.0393    1.2289    0.0650
+#> 178:    92.6317   -5.4943   -0.0505    2.4373   -0.9298    0.5087    1.6116    0.3631    0.3324    0.1906    1.4475    0.0454    1.0764    0.0701
+#> 179:    92.7043   -5.5326   -0.0419    2.4386   -0.9376    0.4350    1.8241    0.3577    0.3757    0.1991    1.4445    0.0424    0.9626    0.0833
+#> 180:    92.7457   -5.5591   -0.0371    2.4684   -0.9450    0.3973    1.7797    0.3507    0.3707    0.1944    1.4392    0.0415    1.0784    0.0764
+#> 181:    92.6287   -5.5741   -0.0368    2.4489   -0.9459    0.4744    1.8016    0.3502    0.3544    0.1970    1.4317    0.0392    0.9225    0.0848
+#> 182:    92.6121   -5.5593   -0.0316    2.4610   -0.9345    0.6054    1.9206    0.3492    0.3538    0.1855    1.4410    0.0367    0.8977    0.0878
+#> 183:    92.4258   -5.4737   -0.0393    2.4592   -0.9319    0.8062    1.7845    0.3528    0.3544    0.1649    1.4545    0.0409    1.0723    0.0751
+#> 184:    92.3939   -5.5961   -0.0479    2.4268   -0.9435    1.0246    2.2534    0.3497    0.3289    0.1363    1.5022    0.0370    1.1058    0.0729
+#> 185:    92.4673   -5.5415   -0.0525    2.4157   -0.9058    0.8296    2.2848    0.3406    0.3314    0.1706    1.4935    0.0367    1.1362    0.0722
+#> 186:    92.4122   -5.6594   -0.0574    2.4466   -0.9430    0.9133    2.3350    0.3327    0.3596    0.1506    1.4450    0.0404    1.2273    0.0629
+#> 187:    92.5416   -5.5472   -0.0521    2.4393   -0.9261    0.9731    1.9228    0.3208    0.3673    0.1421    1.4890    0.0409    1.2553    0.0626
+#> 188:    92.5502   -5.6425   -0.0591    2.4345   -0.9246    0.9315    2.2041    0.3184    0.3639    0.1319    1.4896    0.0392    1.0986    0.0684
+#> 189:    92.4180   -5.6737   -0.0504    2.4448   -0.9191    0.9006    2.4647    0.3102    0.3743    0.1648    1.4649    0.0397    1.1320    0.0742
+#> 190:    92.5821   -5.5823   -0.0363    2.4588   -0.9205    0.9862    2.2692    0.2820    0.4087    0.1459    1.3938    0.0412    0.9562    0.0815
+#> 191:    92.3708   -5.5825   -0.0418    2.4621   -0.9231    0.9867    2.4743    0.2890    0.4196    0.1445    1.4619    0.0403    0.9630    0.0811
+#> 192:    92.2628   -5.5337   -0.0366    2.4392   -0.9194    0.6944    2.2771    0.2909    0.4169    0.1279    1.4745    0.0363    0.8601    0.0892
+#> 193:    92.4854   -5.6303   -0.0352    2.4484   -0.9316    0.4403    2.3253    0.2928    0.4109    0.1282    1.4768    0.0399    0.8886    0.0871
+#> 194:    92.4900   -5.5824   -0.0372    2.4648   -0.9451    0.4891    2.6428    0.2899    0.4160    0.1331    1.5124    0.0412    0.9340    0.0853
+#> 195:    92.4685   -5.7658   -0.0357    2.4659   -0.9217    0.4549    3.3767    0.2921    0.4171    0.1552    1.5062    0.0396    1.0336    0.0817
+#> 196:    92.4125   -5.7544   -0.0255    2.4834   -0.9230    0.4146    3.1963    0.3000    0.4369    0.1501    1.4560    0.0430    0.9942    0.0813
+#> 197:    92.3284   -5.9347   -0.0305    2.4860   -0.9448    0.4115    3.5642    0.3129    0.4314    0.1740    1.3441    0.0473    1.0954    0.0723
+#> 198:    92.3428   -5.9255   -0.0266    2.4822   -0.9463    0.3258    3.4818    0.3185    0.4163    0.1716    1.3868    0.0447    0.9452    0.0788
+#> 199:    92.1692   -6.0683   -0.0227    2.4860   -0.9495    0.2685    4.4044    0.3149    0.4064    0.1824    1.3558    0.0478    1.0294    0.0749
+#> 200:    92.0965   -6.1541   -0.0261    2.4793   -0.9288    0.2210    4.4026    0.3265    0.4200    0.1772    1.3348    0.0441    1.0018    0.0761
+#> 201:    92.1362   -6.1170   -0.0244    2.4776   -0.9237    0.1801    4.4160    0.3276    0.4303    0.1732    1.3479    0.0418    0.9419    0.0809
+#> 202:    92.1114   -6.0898   -0.0233    2.4862   -0.9253    0.1506    4.4494    0.3286    0.4305    0.1656    1.3473    0.0440    0.9394    0.0802
+#> 203:    92.0893   -6.1307   -0.0233    2.4894   -0.9258    0.1510    4.7958    0.3310    0.4233    0.1673    1.3396    0.0457    0.9617    0.0788
+#> 204:    92.0870   -6.0914   -0.0230    2.4867   -0.9234    0.1589    4.6265    0.3316    0.4237    0.1643    1.3478    0.0456    0.9509    0.0793
+#> 205:    92.0800   -6.0960   -0.0228    2.4867   -0.9256    0.1613    4.6319    0.3321    0.4226    0.1623    1.3399    0.0463    0.9547    0.0789
+#> 206:    92.1037   -6.0869   -0.0238    2.4833   -0.9264    0.1648    4.5547    0.3341    0.4186    0.1606    1.3351    0.0466    0.9453    0.0797
+#> 207:    92.1212   -6.0561   -0.0247    2.4821   -0.9299    0.1677    4.3736    0.3363    0.4150    0.1602    1.3394    0.0467    0.9552    0.0790
+#> 208:    92.1203   -6.0351   -0.0260    2.4804   -0.9309    0.1616    4.2520    0.3369    0.4120    0.1613    1.3366    0.0466    0.9667    0.0785
+#> 209:    92.1169   -6.0133   -0.0277    2.4792   -0.9300    0.1596    4.1237    0.3352    0.4111    0.1616    1.3344    0.0464    0.9741    0.0778
+#> 210:    92.1195   -5.9866   -0.0289    2.4752   -0.9287    0.1586    3.9853    0.3352    0.4091    0.1602    1.3410    0.0461    0.9708    0.0778
+#> 211:    92.1243   -5.9458   -0.0316    2.4687   -0.9287    0.1606    3.8383    0.3366    0.4094    0.1607    1.3525    0.0455    0.9759    0.0778
+#> 212:    92.1384   -5.9338   -0.0345    2.4640   -0.9280    0.1635    3.7875    0.3375    0.4105    0.1594    1.3589    0.0454    0.9800    0.0776
+#> 213:    92.1481   -5.9191   -0.0379    2.4587   -0.9269    0.1629    3.7150    0.3375    0.4100    0.1586    1.3673    0.0449    0.9839    0.0775
+#> 214:    92.1523   -5.9189   -0.0408    2.4542   -0.9270    0.1593    3.7061    0.3375    0.4092    0.1579    1.3731    0.0446    0.9847    0.0773
+#> 215:    92.1548   -5.9183   -0.0429    2.4499   -0.9269    0.1604    3.7075    0.3369    0.4095    0.1574    1.3765    0.0442    0.9821    0.0775
+#> 216:    92.1547   -5.9171   -0.0450    2.4455   -0.9270    0.1600    3.6967    0.3368    0.4100    0.1571    1.3811    0.0438    0.9830    0.0776
+#> 217:    92.1556   -5.9141   -0.0468    2.4422   -0.9281    0.1580    3.6732    0.3361    0.4102    0.1578    1.3864    0.0435    0.9995    0.0770
+#> 218:    92.1587   -5.9173   -0.0477    2.4395   -0.9287    0.1545    3.6822    0.3351    0.4112    0.1580    1.3882    0.0432    1.0001    0.0772
+#> 219:    92.1590   -5.9188   -0.0483    2.4374   -0.9303    0.1540    3.6595    0.3341    0.4132    0.1578    1.3889    0.0430    0.9983    0.0775
+#> 220:    92.1614   -5.9303   -0.0493    2.4353   -0.9321    0.1559    3.6914    0.3336    0.4141    0.1581    1.3914    0.0427    1.0003    0.0775
+#> 221:    92.1657   -5.9455   -0.0504    2.4328   -0.9344    0.1585    3.7569    0.3329    0.4140    0.1591    1.3938    0.0424    1.0064    0.0773
+#> 222:    92.1697   -5.9320   -0.0515    2.4306   -0.9358    0.1617    3.6783    0.3321    0.4145    0.1600    1.3992    0.0421    1.0107    0.0772
+#> 223:    92.1754   -5.9205   -0.0525    2.4280   -0.9375    0.1630    3.6233    0.3313    0.4158    0.1604    1.4072    0.0416    1.0216    0.0770
+#> 224:    92.1809   -5.9149   -0.0534    2.4264   -0.9386    0.1623    3.5812    0.3306    0.4167    0.1607    1.4130    0.0413    1.0349    0.0764
+#> 225:    92.1872   -5.9099   -0.0543    2.4243   -0.9390    0.1619    3.5446    0.3299    0.4174    0.1607    1.4152    0.0411    1.0348    0.0766
+#> 226:    92.1935   -5.9046   -0.0554    2.4224   -0.9396    0.1631    3.5046    0.3299    0.4183    0.1608    1.4157    0.0409    1.0375    0.0766
+#> 227:    92.2026   -5.8964   -0.0567    2.4198   -0.9400    0.1637    3.4591    0.3303    0.4183    0.1614    1.4144    0.0408    1.0444    0.0763
+#> 228:    92.2069   -5.8852   -0.0578    2.4175   -0.9407    0.1633    3.4091    0.3308    0.4185    0.1621    1.4144    0.0407    1.0485    0.0763
+#> 229:    92.2122   -5.8844   -0.0591    2.4145   -0.9418    0.1631    3.3899    0.3314    0.4194    0.1622    1.4173    0.0404    1.0514    0.0763
+#> 230:    92.2183   -5.8907   -0.0604    2.4116   -0.9416    0.1640    3.4053    0.3319    0.4202    0.1616    1.4200    0.0401    1.0527    0.0764
+#> 231:    92.2246   -5.8895   -0.0619    2.4087   -0.9422    0.1651    3.3985    0.3323    0.4208    0.1609    1.4234    0.0400    1.0560    0.0762
+#> 232:    92.2282   -5.8840   -0.0632    2.4058   -0.9423    0.1641    3.3771    0.3327    0.4215    0.1609    1.4266    0.0398    1.0585    0.0762
+#> 233:    92.2294   -5.8775   -0.0645    2.4032   -0.9424    0.1620    3.3481    0.3335    0.4216    0.1607    1.4311    0.0395    1.0600    0.0763
+#> 234:    92.2311   -5.8709   -0.0658    2.4006   -0.9421    0.1626    3.3242    0.3343    0.4220    0.1602    1.4340    0.0393    1.0604    0.0764
+#> 235:    92.2312   -5.8656   -0.0668    2.3985   -0.9420    0.1608    3.3023    0.3350    0.4225    0.1596    1.4381    0.0391    1.0600    0.0765
+#> 236:    92.2289   -5.8633   -0.0675    2.3974   -0.9423    0.1599    3.2811    0.3352    0.4227    0.1589    1.4392    0.0390    1.0594    0.0765
+#> 237:    92.2251   -5.8641   -0.0683    2.3960   -0.9435    0.1586    3.2734    0.3351    0.4226    0.1588    1.4403    0.0389    1.0623    0.0765
+#> 238:    92.2242   -5.8633   -0.0690    2.3949   -0.9443    0.1579    3.2547    0.3349    0.4230    0.1590    1.4409    0.0389    1.0659    0.0765
+#> 239:    92.2250   -5.8612   -0.0693    2.3951   -0.9449    0.1558    3.2309    0.3346    0.4234    0.1599    1.4396    0.0389    1.0740    0.0762
+#> 240:    92.2264   -5.8597   -0.0696    2.3949   -0.9446    0.1550    3.2124    0.3342    0.4234    0.1603    1.4401    0.0388    1.0791    0.0760
+#> 241:    92.2281   -5.8562   -0.0699    2.3948   -0.9449    0.1544    3.1933    0.3339    0.4236    0.1604    1.4411    0.0388    1.0825    0.0760
+#> 242:    92.2289   -5.8512   -0.0703    2.3942   -0.9450    0.1534    3.1709    0.3338    0.4235    0.1606    1.4421    0.0388    1.0870    0.0760
+#> 243:    92.2296   -5.8489   -0.0708    2.3934   -0.9446    0.1531    3.1689    0.3342    0.4230    0.1605    1.4423    0.0387    1.0876    0.0760
+#> 244:    92.2311   -5.8446   -0.0715    2.3929   -0.9443    0.1528    3.1630    0.3349    0.4228    0.1604    1.4429    0.0387    1.0916    0.0759
+#> 245:    92.2338   -5.8421   -0.0718    2.3924   -0.9443    0.1528    3.1616    0.3352    0.4224    0.1610    1.4438    0.0387    1.0980    0.0755
+#> 246:    92.2361   -5.8389   -0.0721    2.3918   -0.9439    0.1525    3.1525    0.3354    0.4216    0.1620    1.4438    0.0388    1.1018    0.0753
+#> 247:    92.2374   -5.8388   -0.0724    2.3917   -0.9434    0.1510    3.1605    0.3356    0.4212    0.1629    1.4438    0.0389    1.1050    0.0751
+#> 248:    92.2360   -5.8367   -0.0728    2.3918   -0.9432    0.1505    3.1559    0.3360    0.4207    0.1638    1.4437    0.0389    1.1090    0.0748
+#> 249:    92.2361   -5.8351   -0.0732    2.3914   -0.9435    0.1499    3.1521    0.3363    0.4204    0.1646    1.4433    0.0389    1.1117    0.0748
+#> 250:    92.2353   -5.8349   -0.0733    2.3906   -0.9436    0.1502    3.1607    0.3365    0.4202    0.1646    1.4457    0.0388    1.1107    0.0749
+#> 251:    92.2343   -5.8318   -0.0736    2.3903   -0.9430    0.1494    3.1513    0.3367    0.4201    0.1648    1.4453    0.0387    1.1093    0.0750
+#> 252:    92.2356   -5.8244   -0.0739    2.3895   -0.9424    0.1477    3.1240    0.3369    0.4200    0.1651    1.4460    0.0386    1.1083    0.0750
+#> 253:    92.2367   -5.8188   -0.0742    2.3890   -0.9423    0.1465    3.1025    0.3369    0.4200    0.1649    1.4477    0.0385    1.1092    0.0750
+#> 254:    92.2392   -5.8154   -0.0747    2.3880   -0.9421    0.1458    3.0888    0.3372    0.4195    0.1644    1.4494    0.0384    1.1080    0.0750
+#> 255:    92.2404   -5.8131   -0.0751    2.3870   -0.9417    0.1451    3.0778    0.3375    0.4191    0.1639    1.4501    0.0383    1.1070    0.0751
+#> 256:    92.2408   -5.8109   -0.0753    2.3867   -0.9413    0.1445    3.0740    0.3376    0.4192    0.1633    1.4510    0.0382    1.1064    0.0751
+#> 257:    92.2413   -5.8066   -0.0754    2.3866   -0.9409    0.1446    3.0636    0.3376    0.4191    0.1628    1.4522    0.0382    1.1080    0.0750
+#> 258:    92.2412   -5.8035   -0.0754    2.3869   -0.9404    0.1436    3.0502    0.3372    0.4191    0.1623    1.4534    0.0381    1.1057    0.0751
+#> 259:    92.2399   -5.7996   -0.0753    2.3871   -0.9399    0.1427    3.0357    0.3370    0.4195    0.1621    1.4540    0.0380    1.1037    0.0752
+#> 260:    92.2389   -5.7955   -0.0755    2.3872   -0.9391    0.1420    3.0251    0.3366    0.4199    0.1619    1.4555    0.0380    1.1041    0.0752
+#> 261:    92.2378   -5.7941   -0.0755    2.3875   -0.9385    0.1412    3.0240    0.3362    0.4201    0.1613    1.4575    0.0380    1.1048    0.0751
+#> 262:    92.2361   -5.7920   -0.0756    2.3879   -0.9379    0.1407    3.0182    0.3358    0.4205    0.1607    1.4581    0.0381    1.1047    0.0750
+#> 263:    92.2338   -5.7891   -0.0754    2.3883   -0.9375    0.1407    3.0072    0.3356    0.4211    0.1603    1.4585    0.0381    1.1041    0.0750
+#> 264:    92.2313   -5.7882   -0.0752    2.3886   -0.9371    0.1407    3.0009    0.3355    0.4217    0.1601    1.4574    0.0381    1.1036    0.0750
+#> 265:    92.2312   -5.7843   -0.0752    2.3883   -0.9372    0.1402    2.9872    0.3358    0.4220    0.1599    1.4577    0.0381    1.1026    0.0750
+#> 266:    92.2312   -5.7800   -0.0753    2.3880   -0.9370    0.1396    2.9708    0.3363    0.4223    0.1597    1.4584    0.0381    1.1019    0.0750
+#> 267:    92.2306   -5.7785   -0.0755    2.3878   -0.9372    0.1397    2.9619    0.3368    0.4227    0.1595    1.4578    0.0381    1.1021    0.0750
+#> 268:    92.2287   -5.7803   -0.0758    2.3870   -0.9372    0.1394    2.9777    0.3375    0.4226    0.1594    1.4578    0.0380    1.1032    0.0749
+#> 269:    92.2265   -5.7804   -0.0761    2.3865   -0.9371    0.1399    2.9816    0.3382    0.4226    0.1592    1.4589    0.0380    1.1058    0.0747
+#> 270:    92.2236   -5.7811   -0.0765    2.3860   -0.9369    0.1411    2.9893    0.3386    0.4227    0.1591    1.4597    0.0380    1.1081    0.0745
+#> 271:    92.2211   -5.7793   -0.0769    2.3852   -0.9365    0.1421    2.9888    0.3390    0.4228    0.1591    1.4606    0.0379    1.1083    0.0745
+#> 272:    92.2187   -5.7773   -0.0773    2.3845   -0.9361    0.1423    2.9810    0.3396    0.4232    0.1589    1.4617    0.0378    1.1076    0.0746
+#> 273:    92.2164   -5.7769   -0.0776    2.3838   -0.9356    0.1427    2.9809    0.3402    0.4240    0.1589    1.4615    0.0378    1.1073    0.0746
+#> 274:    92.2145   -5.7763   -0.0778    2.3836   -0.9355    0.1434    2.9795    0.3407    0.4248    0.1589    1.4615    0.0378    1.1069    0.0746
+#> 275:    92.2133   -5.7762   -0.0779    2.3836   -0.9352    0.1436    2.9837    0.3410    0.4253    0.1589    1.4621    0.0378    1.1064    0.0746
+#> 276:    92.2123   -5.7764   -0.0781    2.3835   -0.9348    0.1431    2.9889    0.3414    0.4255    0.1589    1.4632    0.0378    1.1073    0.0746
+#> 277:    92.2113   -5.7771   -0.0781    2.3839   -0.9347    0.1423    2.9925    0.3423    0.4264    0.1589    1.4630    0.0378    1.1104    0.0744
+#> 278:    92.2099   -5.7774   -0.0780    2.3841   -0.9349    0.1418    2.9927    0.3429    0.4270    0.1590    1.4634    0.0378    1.1127    0.0742
+#> 279:    92.2087   -5.7798   -0.0779    2.3844   -0.9352    0.1413    2.9997    0.3437    0.4276    0.1590    1.4630    0.0378    1.1133    0.0742
+#> 280:    92.2077   -5.7802   -0.0778    2.3841   -0.9358    0.1407    2.9971    0.3445    0.4284    0.1586    1.4634    0.0378    1.1136    0.0742
+#> 281:    92.2061   -5.7814   -0.0777    2.3837   -0.9362    0.1401    3.0004    0.3452    0.4291    0.1582    1.4629    0.0378    1.1133    0.0743
+#> 282:    92.2058   -5.7802   -0.0777    2.3834   -0.9363    0.1386    2.9994    0.3459    0.4297    0.1579    1.4634    0.0378    1.1126    0.0743
+#> 283:    92.2057   -5.7780   -0.0778    2.3828   -0.9361    0.1376    2.9917    0.3469    0.4298    0.1576    1.4645    0.0378    1.1147    0.0742
+#> 284:    92.2051   -5.7788   -0.0780    2.3824   -0.9360    0.1367    2.9968    0.3479    0.4300    0.1573    1.4647    0.0378    1.1149    0.0741
+#> 285:    92.2041   -5.7793   -0.0782    2.3821   -0.9362    0.1359    2.9941    0.3487    0.4302    0.1573    1.4653    0.0378    1.1164    0.0740
+#> 286:    92.2040   -5.7803   -0.0783    2.3819   -0.9364    0.1352    2.9957    0.3495    0.4304    0.1573    1.4655    0.0378    1.1180    0.0738
+#> 287:    92.2044   -5.7809   -0.0784    2.3817   -0.9365    0.1348    2.9961    0.3502    0.4304    0.1572    1.4657    0.0379    1.1178    0.0738
+#> 288:    92.2043   -5.7835   -0.0785    2.3814   -0.9366    0.1350    3.0073    0.3509    0.4304    0.1572    1.4658    0.0379    1.1184    0.0738
+#> 289:    92.2041   -5.7845   -0.0787    2.3809   -0.9364    0.1347    3.0126    0.3516    0.4304    0.1571    1.4653    0.0379    1.1190    0.0737
+#> 290:    92.2032   -5.7852   -0.0788    2.3807   -0.9363    0.1349    3.0161    0.3521    0.4304    0.1568    1.4656    0.0379    1.1191    0.0737
+#> 291:    92.2019   -5.7848   -0.0790    2.3802   -0.9363    0.1356    3.0155    0.3528    0.4300    0.1565    1.4664    0.0380    1.1210    0.0736
+#> 292:    92.2012   -5.7846   -0.0792    2.3799   -0.9363    0.1361    3.0167    0.3535    0.4296    0.1563    1.4670    0.0380    1.1223    0.0735
+#> 293:    92.2007   -5.7845   -0.0793    2.3795   -0.9363    0.1365    3.0175    0.3542    0.4291    0.1561    1.4681    0.0380    1.1236    0.0734
+#> 294:    92.2009   -5.7850   -0.0795    2.3791   -0.9360    0.1365    3.0189    0.3550    0.4287    0.1560    1.4682    0.0380    1.1243    0.0733
+#> 295:    92.2009   -5.7865   -0.0797    2.3786   -0.9360    0.1360    3.0279    0.3556    0.4286    0.1558    1.4689    0.0380    1.1243    0.0734
+#> 296:    92.2007   -5.7878   -0.0798    2.3781   -0.9362    0.1358    3.0345    0.3562    0.4283    0.1555    1.4694    0.0379    1.1247    0.0734
+#> 297:    92.1992   -5.7891   -0.0801    2.3774   -0.9364    0.1358    3.0403    0.3568    0.4278    0.1554    1.4699    0.0379    1.1267    0.0734
+#> 298:    92.1978   -5.7892   -0.0803    2.3768   -0.9366    0.1357    3.0383    0.3573    0.4274    0.1553    1.4706    0.0378    1.1276    0.0734
+#> 299:    92.1968   -5.7906   -0.0805    2.3763   -0.9369    0.1353    3.0408    0.3579    0.4269    0.1553    1.4712    0.0378    1.1282    0.0733
+#> 300:    92.1954   -5.7929   -0.0807    2.3760   -0.9369    0.1352    3.0477    0.3583    0.4265    0.1551    1.4716    0.0379    1.1286    0.0733
+#> 301:    92.1941   -5.7934   -0.0809    2.3757   -0.9369    0.1352    3.0483    0.3588    0.4261    0.1548    1.4727    0.0378    1.1288    0.0732
+#> 302:    92.1929   -5.7949   -0.0811    2.3754   -0.9370    0.1354    3.0560    0.3592    0.4256    0.1548    1.4728    0.0379    1.1296    0.0731
+#> 303:    92.1919   -5.7972   -0.0813    2.3751   -0.9368    0.1352    3.0671    0.3597    0.4250    0.1550    1.4730    0.0379    1.1302    0.0731
+#> 304:    92.1906   -5.8018   -0.0814    2.3750   -0.9368    0.1349    3.0935    0.3602    0.4245    0.1552    1.4731    0.0379    1.1314    0.0730
+#> 305:    92.1897   -5.8063   -0.0817    2.3744   -0.9370    0.1350    3.1211    0.3606    0.4238    0.1554    1.4727    0.0379    1.1323    0.0730
+#> 306:    92.1896   -5.8116   -0.0820    2.3740   -0.9373    0.1347    3.1571    0.3610    0.4233    0.1555    1.4727    0.0379    1.1351    0.0728
+#> 307:    92.1895   -5.8156   -0.0822    2.3735   -0.9373    0.1341    3.1826    0.3613    0.4226    0.1552    1.4741    0.0379    1.1374    0.0726
+#> 308:    92.1899   -5.8202   -0.0824    2.3732   -0.9376    0.1338    3.2124    0.3617    0.4220    0.1554    1.4745    0.0379    1.1408    0.0724
+#> 309:    92.1903   -5.8232   -0.0827    2.3728   -0.9377    0.1337    3.2330    0.3620    0.4213    0.1554    1.4749    0.0379    1.1419    0.0724
+#> 310:    92.1902   -5.8249   -0.0828    2.3727   -0.9378    0.1335    3.2463    0.3621    0.4207    0.1554    1.4752    0.0379    1.1435    0.0723
+#> 311:    92.1910   -5.8267   -0.0828    2.3726   -0.9378    0.1335    3.2581    0.3623    0.4200    0.1554    1.4754    0.0379    1.1441    0.0722
+#> 312:    92.1918   -5.8271   -0.0829    2.3726   -0.9378    0.1333    3.2567    0.3624    0.4195    0.1552    1.4751    0.0380    1.1432    0.0723
+#> 313:    92.1926   -5.8260   -0.0829    2.3725   -0.9380    0.1334    3.2497    0.3626    0.4190    0.1552    1.4751    0.0380    1.1434    0.0723
+#> 314:    92.1934   -5.8256   -0.0829    2.3724   -0.9381    0.1330    3.2426    0.3628    0.4185    0.1553    1.4746    0.0380    1.1441    0.0722
+#> 315:    92.1938   -5.8237   -0.0829    2.3724   -0.9384    0.1326    3.2327    0.3630    0.4179    0.1555    1.4746    0.0380    1.1468    0.0721
+#> 316:    92.1950   -5.8235   -0.0829    2.3722   -0.9385    0.1324    3.2283    0.3631    0.4172    0.1557    1.4745    0.0380    1.1476    0.0721
+#> 317:    92.1963   -5.8239   -0.0829    2.3722   -0.9385    0.1322    3.2260    0.3633    0.4167    0.1560    1.4741    0.0380    1.1481    0.0721
+#> 318:    92.1975   -5.8242   -0.0829    2.3722   -0.9387    0.1321    3.2240    0.3634    0.4163    0.1559    1.4740    0.0380    1.1477    0.0722
+#> 319:    92.1990   -5.8250   -0.0829    2.3721   -0.9387    0.1320    3.2215    0.3634    0.4159    0.1560    1.4736    0.0381    1.1496    0.0720
+#> 320:    92.2003   -5.8256   -0.0829    2.3722   -0.9386    0.1322    3.2199    0.3635    0.4155    0.1561    1.4730    0.0381    1.1508    0.0719
+#> 321:    92.2018   -5.8249   -0.0829    2.3723   -0.9386    0.1326    3.2150    0.3635    0.4151    0.1562    1.4727    0.0381    1.1514    0.0718
+#> 322:    92.2031   -5.8239   -0.0829    2.3724   -0.9386    0.1333    3.2081    0.3635    0.4147    0.1561    1.4729    0.0381    1.1527    0.0717
+#> 323:    92.2045   -5.8244   -0.0829    2.3725   -0.9384    0.1336    3.2065    0.3635    0.4143    0.1562    1.4729    0.0381    1.1541    0.0716
+#> 324:    92.2060   -5.8228   -0.0828    2.3726   -0.9383    0.1339    3.1996    0.3635    0.4139    0.1562    1.4729    0.0382    1.1562    0.0714
+#> 325:    92.2071   -5.8212   -0.0828    2.3727   -0.9383    0.1339    3.1921    0.3636    0.4135    0.1563    1.4733    0.0382    1.1580    0.0713
+#> 326:    92.2083   -5.8201   -0.0826    2.3728   -0.9382    0.1340    3.1888    0.3639    0.4134    0.1562    1.4734    0.0382    1.1587    0.0713
+#> 327:    92.2095   -5.8185   -0.0825    2.3729   -0.9379    0.1340    3.1831    0.3641    0.4134    0.1562    1.4737    0.0382    1.1592    0.0713
+#> 328:    92.2105   -5.8188   -0.0823    2.3731   -0.9379    0.1338    3.1836    0.3643    0.4132    0.1561    1.4736    0.0383    1.1589    0.0713
+#> 329:    92.2115   -5.8182   -0.0821    2.3732   -0.9381    0.1339    3.1807    0.3646    0.4129    0.1561    1.4737    0.0383    1.1585    0.0713
+#> 330:    92.2127   -5.8181   -0.0819    2.3734   -0.9381    0.1338    3.1827    0.3648    0.4127    0.1563    1.4735    0.0383    1.1578    0.0714
+#> 331:    92.2134   -5.8180   -0.0815    2.3739   -0.9381    0.1340    3.1837    0.3647    0.4128    0.1566    1.4735    0.0383    1.1575    0.0714
+#> 332:    92.2136   -5.8184   -0.0811    2.3746   -0.9379    0.1340    3.1847    0.3647    0.4130    0.1570    1.4728    0.0384    1.1577    0.0714
+#> 333:    92.2133   -5.8180   -0.0807    2.3753   -0.9376    0.1340    3.1853    0.3646    0.4132    0.1572    1.4725    0.0384    1.1573    0.0714
+#> 334:    92.2136   -5.8173   -0.0803    2.3760   -0.9374    0.1342    3.1838    0.3645    0.4133    0.1576    1.4720    0.0385    1.1570    0.0714
+#> 335:    92.2139   -5.8187   -0.0800    2.3769   -0.9372    0.1344    3.1947    0.3643    0.4135    0.1576    1.4714    0.0386    1.1567    0.0714
+#> 336:    92.2134   -5.8198   -0.0796    2.3777   -0.9370    0.1348    3.2008    0.3641    0.4135    0.1577    1.4706    0.0387    1.1557    0.0714
+#> 337:    92.2130   -5.8201   -0.0792    2.3784   -0.9370    0.1357    3.2050    0.3640    0.4137    0.1579    1.4703    0.0388    1.1558    0.0714
+#> 338:    92.2130   -5.8190   -0.0787    2.3791   -0.9368    0.1362    3.2036    0.3638    0.4139    0.1580    1.4708    0.0388    1.1558    0.0714
+#> 339:    92.2132   -5.8177   -0.0783    2.3798   -0.9368    0.1369    3.2006    0.3637    0.4142    0.1581    1.4712    0.0388    1.1551    0.0714
+#> 340:    92.2137   -5.8167   -0.0778    2.3806   -0.9366    0.1376    3.1984    0.3636    0.4143    0.1581    1.4712    0.0388    1.1540    0.0715
+#> 341:    92.2141   -5.8145   -0.0773    2.3814   -0.9364    0.1378    3.1916    0.3635    0.4142    0.1581    1.4712    0.0389    1.1529    0.0715
+#> 342:    92.2142   -5.8123   -0.0769    2.3821   -0.9364    0.1383    3.1840    0.3634    0.4142    0.1581    1.4718    0.0389    1.1513    0.0716
+#> 343:    92.2139   -5.8109   -0.0764    2.3830   -0.9364    0.1389    3.1806    0.3632    0.4142    0.1581    1.4721    0.0389    1.1501    0.0716
+#> 344:    92.2137   -5.8117   -0.0759    2.3839   -0.9366    0.1390    3.1830    0.3631    0.4144    0.1582    1.4711    0.0390    1.1492    0.0717
+#> 345:    92.2133   -5.8118   -0.0754    2.3849   -0.9368    0.1391    3.1827    0.3630    0.4146    0.1582    1.4703    0.0391    1.1488    0.0717
+#> 346:    92.2127   -5.8113   -0.0748    2.3858   -0.9369    0.1389    3.1793    0.3629    0.4147    0.1581    1.4700    0.0391    1.1475    0.0717
+#> 347:    92.2121   -5.8107   -0.0743    2.3867   -0.9371    0.1386    3.1748    0.3628    0.4149    0.1579    1.4701    0.0392    1.1463    0.0718
+#> 348:    92.2106   -5.8109   -0.0738    2.3876   -0.9374    0.1385    3.1726    0.3626    0.4151    0.1577    1.4704    0.0392    1.1453    0.0719
+#> 349:    92.2096   -5.8111   -0.0732    2.3883   -0.9377    0.1382    3.1703    0.3626    0.4151    0.1575    1.4705    0.0392    1.1448    0.0719
+#> 350:    92.2088   -5.8108   -0.0727    2.3890   -0.9378    0.1380    3.1674    0.3625    0.4152    0.1574    1.4704    0.0392    1.1439    0.0720
+#> 351:    92.2077   -5.8103   -0.0722    2.3899   -0.9379    0.1379    3.1634    0.3623    0.4154    0.1572    1.4701    0.0393    1.1432    0.0720
+#> 352:    92.2069   -5.8103   -0.0718    2.3906   -0.9381    0.1380    3.1626    0.3623    0.4154    0.1570    1.4701    0.0393    1.1425    0.0721
+#> 353:    92.2058   -5.8107   -0.0714    2.3913   -0.9381    0.1382    3.1629    0.3624    0.4154    0.1570    1.4695    0.0394    1.1426    0.0720
+#> 354:    92.2046   -5.8102   -0.0710    2.3921   -0.9381    0.1384    3.1576    0.3624    0.4154    0.1571    1.4691    0.0394    1.1424    0.0720
+#> 355:    92.2034   -5.8084   -0.0707    2.3928   -0.9381    0.1388    3.1501    0.3624    0.4154    0.1570    1.4686    0.0395    1.1414    0.0721
+#> 356:    92.2027   -5.8079   -0.0703    2.3935   -0.9382    0.1392    3.1463    0.3626    0.4155    0.1569    1.4682    0.0396    1.1405    0.0721
+#> 357:    92.2019   -5.8084   -0.0698    2.3943   -0.9382    0.1390    3.1444    0.3628    0.4156    0.1569    1.4665    0.0397    1.1403    0.0721
+#> 358:    92.2014   -5.8085   -0.0694    2.3950   -0.9381    0.1389    3.1413    0.3630    0.4158    0.1569    1.4662    0.0398    1.1398    0.0722
+#> 359:    92.2005   -5.8091   -0.0689    2.3956   -0.9383    0.1387    3.1393    0.3633    0.4159    0.1570    1.4664    0.0398    1.1401    0.0722
+#> 360:    92.1994   -5.8091   -0.0685    2.3962   -0.9385    0.1385    3.1362    0.3635    0.4159    0.1572    1.4664    0.0398    1.1413    0.0722
+#> 361:    92.1983   -5.8094   -0.0682    2.3966   -0.9386    0.1384    3.1340    0.3638    0.4159    0.1573    1.4669    0.0398    1.1420    0.0722
+#> 362:    92.1976   -5.8086   -0.0678    2.3971   -0.9389    0.1380    3.1277    0.3639    0.4160    0.1573    1.4671    0.0398    1.1414    0.0723
+#> 363:    92.1967   -5.8081   -0.0675    2.3976   -0.9389    0.1377    3.1239    0.3641    0.4161    0.1573    1.4669    0.0399    1.1412    0.0723
+#> 364:    92.1960   -5.8073   -0.0671    2.3982   -0.9390    0.1373    3.1208    0.3643    0.4161    0.1572    1.4668    0.0399    1.1411    0.0723
+#> 365:    92.1958   -5.8066   -0.0667    2.3988   -0.9389    0.1369    3.1164    0.3645    0.4160    0.1572    1.4672    0.0399    1.1416    0.0723
+#> 366:    92.1956   -5.8063   -0.0664    2.3992   -0.9390    0.1364    3.1127    0.3650    0.4156    0.1573    1.4674    0.0399    1.1425    0.0723
+#> 367:    92.1952   -5.8056   -0.0661    2.3996   -0.9389    0.1361    3.1082    0.3652    0.4155    0.1574    1.4675    0.0399    1.1416    0.0723
+#> 368:    92.1948   -5.8059   -0.0658    2.4001   -0.9389    0.1359    3.1068    0.3655    0.4154    0.1575    1.4671    0.0399    1.1406    0.0724
+#> 369:    92.1948   -5.8064   -0.0655    2.4005   -0.9388    0.1360    3.1055    0.3658    0.4152    0.1576    1.4669    0.0399    1.1408    0.0724
+#> 370:    92.1951   -5.8072   -0.0652    2.4010   -0.9389    0.1361    3.1060    0.3660    0.4151    0.1576    1.4669    0.0399    1.1406    0.0724
+#> 371:    92.1956   -5.8080   -0.0649    2.4015   -0.9390    0.1362    3.1095    0.3662    0.4150    0.1576    1.4669    0.0400    1.1411    0.0724
+#> 372:    92.1962   -5.8096   -0.0645    2.4020   -0.9390    0.1363    3.1168    0.3665    0.4149    0.1576    1.4667    0.0400    1.1411    0.0724
+#> 373:    92.1968   -5.8098   -0.0642    2.4025   -0.9392    0.1363    3.1154    0.3666    0.4147    0.1576    1.4664    0.0400    1.1418    0.0723
+#> 374:    92.1972   -5.8098   -0.0640    2.4029   -0.9395    0.1363    3.1117    0.3667    0.4146    0.1576    1.4661    0.0401    1.1421    0.0723
+#> 375:    92.1979   -5.8101   -0.0637    2.4032   -0.9397    0.1364    3.1090    0.3668    0.4143    0.1577    1.4654    0.0401    1.1425    0.0723
+#> 376:    92.1981   -5.8106   -0.0635    2.4035   -0.9399    0.1363    3.1084    0.3669    0.4142    0.1576    1.4650    0.0401    1.1423    0.0723
+#> 377:    92.1986   -5.8104   -0.0633    2.4039   -0.9399    0.1360    3.1053    0.3670    0.4142    0.1576    1.4645    0.0402    1.1424    0.0723
+#> 378:    92.1989   -5.8104   -0.0631    2.4043   -0.9399    0.1358    3.1026    0.3671    0.4142    0.1577    1.4638    0.0402    1.1421    0.0723
+#> 379:    92.1990   -5.8114   -0.0628    2.4047   -0.9399    0.1355    3.1068    0.3671    0.4141    0.1577    1.4636    0.0402    1.1413    0.0724
+#> 380:    92.1989   -5.8119   -0.0627    2.4048   -0.9400    0.1351    3.1095    0.3673    0.4136    0.1577    1.4634    0.0402    1.1413    0.0724
+#> 381:    92.1989   -5.8127   -0.0627    2.4048   -0.9400    0.1349    3.1152    0.3676    0.4131    0.1577    1.4631    0.0403    1.1408    0.0723
+#> 382:    92.1994   -5.8126   -0.0627    2.4049   -0.9399    0.1348    3.1188    0.3678    0.4126    0.1576    1.4635    0.0403    1.1403    0.0723
+#> 383:    92.2000   -5.8129   -0.0626    2.4049   -0.9397    0.1346    3.1256    0.3681    0.4120    0.1576    1.4637    0.0403    1.1396    0.0723
+#> 384:    92.2006   -5.8133   -0.0626    2.4050   -0.9396    0.1347    3.1290    0.3683    0.4115    0.1575    1.4641    0.0402    1.1389    0.0723
+#> 385:    92.2015   -5.8131   -0.0626    2.4050   -0.9394    0.1350    3.1287    0.3686    0.4110    0.1575    1.4642    0.0402    1.1382    0.0723
+#> 386:    92.2023   -5.8140   -0.0625    2.4049   -0.9391    0.1349    3.1324    0.3690    0.4104    0.1574    1.4647    0.0402    1.1374    0.0723
+#> 387:    92.2030   -5.8147   -0.0625    2.4050   -0.9390    0.1349    3.1345    0.3693    0.4099    0.1572    1.4652    0.0402    1.1366    0.0724
+#> 388:    92.2040   -5.8157   -0.0625    2.4050   -0.9389    0.1349    3.1381    0.3696    0.4094    0.1570    1.4652    0.0402    1.1362    0.0724
+#> 389:    92.2051   -5.8156   -0.0625    2.4051   -0.9387    0.1349    3.1373    0.3699    0.4090    0.1570    1.4653    0.0402    1.1354    0.0724
+#> 390:    92.2063   -5.8152   -0.0625    2.4051   -0.9386    0.1349    3.1350    0.3702    0.4087    0.1570    1.4655    0.0402    1.1345    0.0725
+#> 391:    92.2076   -5.8160   -0.0625    2.4051   -0.9384    0.1350    3.1380    0.3705    0.4083    0.1571    1.4656    0.0402    1.1341    0.0725
+#> 392:    92.2086   -5.8166   -0.0626    2.4049   -0.9384    0.1349    3.1397    0.3707    0.4081    0.1572    1.4658    0.0402    1.1345    0.0725
+#> 393:    92.2095   -5.8168   -0.0626    2.4047   -0.9383    0.1348    3.1405    0.3708    0.4080    0.1573    1.4659    0.0402    1.1344    0.0725
+#> 394:    92.2107   -5.8174   -0.0627    2.4045   -0.9382    0.1347    3.1433    0.3710    0.4079    0.1575    1.4660    0.0401    1.1342    0.0725
+#> 395:    92.2118   -5.8174   -0.0628    2.4043   -0.9380    0.1346    3.1437    0.3711    0.4078    0.1575    1.4661    0.0401    1.1343    0.0725
+#> 396:    92.2127   -5.8170   -0.0629    2.4041   -0.9379    0.1344    3.1424    0.3712    0.4077    0.1575    1.4664    0.0401    1.1342    0.0725
+#> 397:    92.2137   -5.8161   -0.0630    2.4040   -0.9376    0.1342    3.1386    0.3713    0.4076    0.1577    1.4667    0.0401    1.1341    0.0725
+#> 398:    92.2146   -5.8152   -0.0633    2.4036   -0.9374    0.1341    3.1344    0.3713    0.4075    0.1578    1.4671    0.0401    1.1334    0.0725
+#> 399:    92.2157   -5.8138   -0.0635    2.4032   -0.9373    0.1340    3.1296    0.3714    0.4074    0.1578    1.4678    0.0401    1.1336    0.0726
+#> 400:    92.2165   -5.8131   -0.0638    2.4027   -0.9372    0.1340    3.1262    0.3715    0.4072    0.1579    1.4681    0.0400    1.1332    0.0726
+#> 401:    92.2173   -5.8118   -0.0641    2.4022   -0.9372    0.1341    3.1220    0.3716    0.4069    0.1579    1.4686    0.0400    1.1339    0.0726
+#> 402:    92.2181   -5.8107   -0.0643    2.4018   -0.9370    0.1344    3.1192    0.3718    0.4065    0.1580    1.4694    0.0400    1.1338    0.0726
+#> 403:    92.2190   -5.8099   -0.0646    2.4013   -0.9371    0.1348    3.1166    0.3720    0.4061    0.1581    1.4700    0.0400    1.1344    0.0725
+#> 404:    92.2198   -5.8104   -0.0649    2.4008   -0.9372    0.1348    3.1161    0.3723    0.4058    0.1582    1.4704    0.0399    1.1357    0.0725
+#> 405:    92.2203   -5.8107   -0.0652    2.4004   -0.9372    0.1348    3.1177    0.3725    0.4055    0.1582    1.4705    0.0400    1.1358    0.0724
+#> 406:    92.2204   -5.8103   -0.0653    2.4002   -0.9371    0.1348    3.1157    0.3724    0.4051    0.1582    1.4709    0.0400    1.1361    0.0724
+#> 407:    92.2201   -5.8094   -0.0655    2.4001   -0.9369    0.1348    3.1121    0.3724    0.4048    0.1583    1.4713    0.0400    1.1360    0.0724
+#> 408:    92.2201   -5.8087   -0.0657    2.3999   -0.9368    0.1350    3.1085    0.3724    0.4044    0.1582    1.4714    0.0400    1.1360    0.0723
+#> 409:    92.2201   -5.8083   -0.0658    2.3998   -0.9365    0.1355    3.1073    0.3724    0.4043    0.1582    1.4713    0.0401    1.1358    0.0723
+#> 410:    92.2196   -5.8094   -0.0659    2.3996   -0.9365    0.1361    3.1123    0.3724    0.4041    0.1582    1.4712    0.0401    1.1357    0.0723
+#> 411:    92.2192   -5.8099   -0.0661    2.3994   -0.9366    0.1363    3.1168    0.3724    0.4038    0.1582    1.4715    0.0401    1.1354    0.0723
+#> 412:    92.2187   -5.8105   -0.0662    2.3993   -0.9365    0.1365    3.1215    0.3725    0.4035    0.1582    1.4716    0.0401    1.1359    0.0723
+#> 413:    92.2185   -5.8109   -0.0663    2.3992   -0.9365    0.1367    3.1268    0.3725    0.4031    0.1583    1.4719    0.0401    1.1357    0.0723
+#> 414:    92.2183   -5.8111   -0.0665    2.3987   -0.9365    0.1370    3.1286    0.3727    0.4026    0.1582    1.4724    0.0400    1.1349    0.0723
+#> 415:    92.2181   -5.8122   -0.0667    2.3983   -0.9366    0.1370    3.1351    0.3729    0.4021    0.1581    1.4726    0.0400    1.1341    0.0724
+#> 416:    92.2180   -5.8133   -0.0669    2.3979   -0.9367    0.1372    3.1409    0.3731    0.4015    0.1578    1.4734    0.0400    1.1333    0.0724
+#> 417:    92.2176   -5.8138   -0.0671    2.3976   -0.9368    0.1374    3.1426    0.3733    0.4009    0.1576    1.4739    0.0400    1.1325    0.0724
+#> 418:    92.2173   -5.8150   -0.0673    2.3973   -0.9369    0.1376    3.1479    0.3735    0.4003    0.1575    1.4740    0.0400    1.1316    0.0725
+#> 419:    92.2174   -5.8154   -0.0674    2.3970   -0.9369    0.1375    3.1497    0.3736    0.3998    0.1574    1.4741    0.0400    1.1314    0.0724
+#> 420:    92.2175   -5.8154   -0.0676    2.3968   -0.9369    0.1375    3.1489    0.3737    0.3993    0.1574    1.4742    0.0400    1.1315    0.0724
+#> 421:    92.2176   -5.8154   -0.0678    2.3964   -0.9369    0.1374    3.1485    0.3739    0.3989    0.1573    1.4743    0.0400    1.1312    0.0724
+#> 422:    92.2174   -5.8155   -0.0680    2.3961   -0.9370    0.1375    3.1483    0.3741    0.3985    0.1572    1.4744    0.0400    1.1309    0.0723
+#> 423:    92.2170   -5.8156   -0.0681    2.3958   -0.9371    0.1375    3.1481    0.3742    0.3980    0.1571    1.4741    0.0400    1.1308    0.0723
+#> 424:    92.2169   -5.8168   -0.0683    2.3956   -0.9372    0.1374    3.1524    0.3744    0.3976    0.1571    1.4740    0.0400    1.1316    0.0722
+#> 425:    92.2167   -5.8171   -0.0685    2.3954   -0.9372    0.1373    3.1520    0.3744    0.3972    0.1571    1.4736    0.0401    1.1317    0.0722
+#> 426:    92.2164   -5.8170   -0.0687    2.3951   -0.9372    0.1373    3.1502    0.3745    0.3968    0.1570    1.4734    0.0401    1.1320    0.0722
+#> 427:    92.2166   -5.8169   -0.0688    2.3949   -0.9372    0.1372    3.1480    0.3745    0.3964    0.1570    1.4734    0.0401    1.1317    0.0721
+#> 428:    92.2166   -5.8170   -0.0689    2.3948   -0.9374    0.1371    3.1460    0.3745    0.3959    0.1570    1.4735    0.0401    1.1315    0.0721
+#> 429:    92.2162   -5.8171   -0.0691    2.3946   -0.9374    0.1369    3.1446    0.3745    0.3954    0.1570    1.4736    0.0401    1.1316    0.0721
+#> 430:    92.2158   -5.8178   -0.0692    2.3944   -0.9375    0.1370    3.1464    0.3745    0.3950    0.1570    1.4736    0.0401    1.1314    0.0721
+#> 431:    92.2153   -5.8180   -0.0693    2.3942   -0.9375    0.1371    3.1470    0.3745    0.3946    0.1570    1.4735    0.0401    1.1314    0.0721
+#> 432:    92.2150   -5.8182   -0.0695    2.3940   -0.9375    0.1372    3.1477    0.3746    0.3942    0.1570    1.4735    0.0401    1.1315    0.0721
+#> 433:    92.2145   -5.8189   -0.0696    2.3938   -0.9375    0.1374    3.1512    0.3746    0.3938    0.1571    1.4736    0.0400    1.1323    0.0720
+#> 434:    92.2141   -5.8186   -0.0697    2.3936   -0.9373    0.1376    3.1530    0.3746    0.3933    0.1571    1.4736    0.0400    1.1330    0.0719
+#> 435:    92.2133   -5.8187   -0.0699    2.3934   -0.9373    0.1381    3.1571    0.3747    0.3929    0.1570    1.4738    0.0400    1.1325    0.0720
+#> 436:    92.2129   -5.8180   -0.0700    2.3932   -0.9374    0.1380    3.1544    0.3746    0.3925    0.1570    1.4740    0.0400    1.1332    0.0719
+#> 437:    92.2122   -5.8186   -0.0702    2.3930   -0.9375    0.1380    3.1574    0.3746    0.3921    0.1570    1.4739    0.0400    1.1342    0.0718
+#> 438:    92.2114   -5.8187   -0.0703    2.3928   -0.9376    0.1380    3.1583    0.3745    0.3918    0.1569    1.4740    0.0400    1.1346    0.0718
+#> 439:    92.2104   -5.8181   -0.0705    2.3925   -0.9377    0.1381    3.1568    0.3744    0.3914    0.1568    1.4743    0.0400    1.1352    0.0718
+#> 440:    92.2095   -5.8178   -0.0706    2.3923   -0.9377    0.1381    3.1555    0.3743    0.3910    0.1566    1.4745    0.0400    1.1349    0.0718
+#> 441:    92.2088   -5.8176   -0.0707    2.3923   -0.9378    0.1381    3.1559    0.3742    0.3907    0.1565    1.4748    0.0400    1.1349    0.0718
+#> 442:    92.2081   -5.8172   -0.0708    2.3921   -0.9379    0.1383    3.1539    0.3741    0.3903    0.1564    1.4754    0.0400    1.1350    0.0717
+#> 443:    92.2074   -5.8171   -0.0709    2.3920   -0.9380    0.1387    3.1526    0.3740    0.3901    0.1563    1.4756    0.0400    1.1349    0.0717
+#> 444:    92.2068   -5.8175   -0.0711    2.3918   -0.9380    0.1390    3.1533    0.3739    0.3898    0.1562    1.4758    0.0400    1.1353    0.0717
+#> 445:    92.2061   -5.8180   -0.0712    2.3915   -0.9382    0.1394    3.1529    0.3737    0.3896    0.1562    1.4758    0.0400    1.1355    0.0717
+#> 446:    92.2054   -5.8177   -0.0714    2.3912   -0.9384    0.1398    3.1496    0.3735    0.3894    0.1562    1.4760    0.0399    1.1367    0.0716
+#> 447:    92.2051   -5.8180   -0.0716    2.3910   -0.9385    0.1400    3.1484    0.3734    0.3891    0.1563    1.4762    0.0399    1.1370    0.0715
+#> 448:    92.2053   -5.8189   -0.0717    2.3909   -0.9387    0.1405    3.1499    0.3732    0.3889    0.1563    1.4764    0.0399    1.1377    0.0715
+#> 449:    92.2054   -5.8195   -0.0718    2.3908   -0.9388    0.1411    3.1497    0.3730    0.3887    0.1562    1.4768    0.0399    1.1382    0.0715
+#> 450:    92.2054   -5.8205   -0.0719    2.3906   -0.9390    0.1417    3.1528    0.3728    0.3885    0.1562    1.4769    0.0399    1.1378    0.0715
+#> 451:    92.2053   -5.8213   -0.0720    2.3905   -0.9391    0.1423    3.1544    0.3725    0.3883    0.1561    1.4774    0.0399    1.1379    0.0715
+#> 452:    92.2054   -5.8218   -0.0720    2.3905   -0.9393    0.1426    3.1541    0.3722    0.3882    0.1560    1.4779    0.0398    1.1378    0.0715
+#> 453:    92.2054   -5.8217   -0.0721    2.3903   -0.9395    0.1428    3.1530    0.3721    0.3880    0.1559    1.4785    0.0398    1.1378    0.0715
+#> 454:    92.2053   -5.8214   -0.0722    2.3901   -0.9395    0.1431    3.1508    0.3720    0.3878    0.1559    1.4786    0.0398    1.1375    0.0715
+#> 455:    92.2052   -5.8220   -0.0724    2.3898   -0.9396    0.1433    3.1519    0.3720    0.3875    0.1559    1.4791    0.0398    1.1379    0.0715
+#> 456:    92.2053   -5.8230   -0.0727    2.3894   -0.9397    0.1434    3.1544    0.3720    0.3873    0.1560    1.4793    0.0398    1.1384    0.0714
+#> 457:    92.2053   -5.8240   -0.0729    2.3889   -0.9398    0.1437    3.1568    0.3720    0.3869    0.1559    1.4793    0.0398    1.1393    0.0714
+#> 458:    92.2051   -5.8245   -0.0731    2.3885   -0.9399    0.1440    3.1571    0.3721    0.3865    0.1558    1.4797    0.0397    1.1404    0.0713
+#> 459:    92.2045   -5.8246   -0.0732    2.3882   -0.9402    0.1442    3.1562    0.3721    0.3862    0.1558    1.4801    0.0397    1.1407    0.0713
+#> 460:    92.2040   -5.8244   -0.0734    2.3878   -0.9403    0.1442    3.1536    0.3722    0.3859    0.1558    1.4806    0.0397    1.1406    0.0713
+#> 461:    92.2030   -5.8245   -0.0736    2.3874   -0.9404    0.1444    3.1517    0.3722    0.3856    0.1557    1.4811    0.0397    1.1412    0.0713
+#> 462:    92.2022   -5.8253   -0.0738    2.3870   -0.9405    0.1445    3.1531    0.3723    0.3853    0.1556    1.4817    0.0396    1.1425    0.0712
+#> 463:    92.2014   -5.8260   -0.0740    2.3866   -0.9405    0.1449    3.1545    0.3724    0.3849    0.1556    1.4823    0.0396    1.1441    0.0711
+#> 464:    92.2008   -5.8257   -0.0742    2.3862   -0.9405    0.1453    3.1522    0.3726    0.3845    0.1555    1.4828    0.0396    1.1451    0.0711
+#> 465:    92.2002   -5.8256   -0.0744    2.3859   -0.9404    0.1458    3.1511    0.3727    0.3842    0.1555    1.4830    0.0396    1.1459    0.0710
+#> 466:    92.1997   -5.8256   -0.0747    2.3855   -0.9403    0.1463    3.1516    0.3728    0.3839    0.1555    1.4834    0.0396    1.1476    0.0709
+#> 467:    92.1993   -5.8258   -0.0749    2.3850   -0.9404    0.1468    3.1521    0.3730    0.3836    0.1555    1.4835    0.0395    1.1490    0.0708
+#> 468:    92.1990   -5.8259   -0.0752    2.3846   -0.9404    0.1473    3.1546    0.3731    0.3834    0.1555    1.4837    0.0395    1.1500    0.0708
+#> 469:    92.1987   -5.8263   -0.0753    2.3844   -0.9403    0.1479    3.1598    0.3731    0.3831    0.1555    1.4839    0.0395    1.1504    0.0707
+#> 470:    92.1987   -5.8267   -0.0755    2.3841   -0.9403    0.1482    3.1611    0.3730    0.3829    0.1555    1.4839    0.0395    1.1496    0.0708
+#> 471:    92.1987   -5.8269   -0.0756    2.3839   -0.9404    0.1482    3.1627    0.3730    0.3826    0.1555    1.4839    0.0395    1.1492    0.0708
+#> 472:    92.1983   -5.8269   -0.0758    2.3838   -0.9403    0.1480    3.1618    0.3729    0.3823    0.1555    1.4839    0.0395    1.1493    0.0708
+#> 473:    92.1980   -5.8264   -0.0760    2.3836   -0.9402    0.1478    3.1602    0.3728    0.3820    0.1554    1.4839    0.0395    1.1489    0.0708
+#> 474:    92.1976   -5.8256   -0.0762    2.3834   -0.9402    0.1475    3.1565    0.3727    0.3818    0.1554    1.4842    0.0395    1.1487    0.0708
+#> 475:    92.1971   -5.8252   -0.0763    2.3832   -0.9402    0.1473    3.1543    0.3726    0.3816    0.1553    1.4845    0.0395    1.1487    0.0707
+#> 476:    92.1965   -5.8250   -0.0765    2.3830   -0.9402    0.1469    3.1523    0.3725    0.3814    0.1552    1.4846    0.0395    1.1484    0.0707
+#> 477:    92.1960   -5.8242   -0.0766    2.3827   -0.9402    0.1465    3.1483    0.3724    0.3811    0.1552    1.4849    0.0395    1.1483    0.0708
+#> 478:    92.1955   -5.8236   -0.0767    2.3826   -0.9402    0.1463    3.1447    0.3722    0.3808    0.1553    1.4854    0.0395    1.1481    0.0708
+#> 479:    92.1952   -5.8232   -0.0769    2.3824   -0.9401    0.1462    3.1421    0.3722    0.3805    0.1554    1.4857    0.0395    1.1478    0.0708
+#> 480:    92.1948   -5.8235   -0.0770    2.3822   -0.9400    0.1461    3.1426    0.3721    0.3803    0.1554    1.4862    0.0395    1.1478    0.0708
+#> 481:    92.1947   -5.8240   -0.0772    2.3820   -0.9399    0.1459    3.1455    0.3721    0.3801    0.1554    1.4868    0.0395    1.1483    0.0708
+#> 482:    92.1948   -5.8244   -0.0774    2.3817   -0.9399    0.1456    3.1476    0.3720    0.3799    0.1553    1.4873    0.0395    1.1488    0.0708
+#> 483:    92.1944   -5.8247   -0.0776    2.3815   -0.9397    0.1455    3.1487    0.3719    0.3797    0.1553    1.4876    0.0394    1.1494    0.0708
+#> 484:    92.1941   -5.8249   -0.0778    2.3811   -0.9396    0.1454    3.1493    0.3719    0.3795    0.1554    1.4879    0.0394    1.1501    0.0707
+#> 485:    92.1940   -5.8252   -0.0780    2.3809   -0.9396    0.1453    3.1501    0.3718    0.3793    0.1554    1.4881    0.0394    1.1503    0.0707
+#> 486:    92.1936   -5.8249   -0.0781    2.3807   -0.9395    0.1453    3.1486    0.3717    0.3792    0.1554    1.4884    0.0394    1.1508    0.0707
+#> 487:    92.1935   -5.8248   -0.0783    2.3804   -0.9394    0.1453    3.1485    0.3716    0.3791    0.1553    1.4887    0.0393    1.1507    0.0707
+#> 488:    92.1932   -5.8246   -0.0785    2.3800   -0.9394    0.1454    3.1478    0.3715    0.3788    0.1552    1.4892    0.0393    1.1510    0.0707
+#> 489:    92.1931   -5.8241   -0.0787    2.3796   -0.9394    0.1455    3.1468    0.3715    0.3787    0.1551    1.4895    0.0393    1.1514    0.0706
+#> 490:    92.1934   -5.8242   -0.0790    2.3793   -0.9393    0.1456    3.1478    0.3715    0.3786    0.1551    1.4898    0.0393    1.1528    0.0706
+#> 491:    92.1936   -5.8241   -0.0792    2.3788   -0.9392    0.1455    3.1472    0.3715    0.3785    0.1551    1.4900    0.0393    1.1533    0.0706
+#> 492:    92.1940   -5.8234   -0.0794    2.3783   -0.9391    0.1455    3.1449    0.3714    0.3783    0.1551    1.4903    0.0392    1.1538    0.0705
+#> 493:    92.1943   -5.8230   -0.0797    2.3779   -0.9390    0.1455    3.1426    0.3714    0.3783    0.1552    1.4907    0.0392    1.1541    0.0705
+#> 494:    92.1946   -5.8226   -0.0799    2.3774   -0.9390    0.1458    3.1405    0.3713    0.3782    0.1551    1.4911    0.0392    1.1541    0.0706
+#> 495:    92.1948   -5.8219   -0.0802    2.3770   -0.9391    0.1459    3.1366    0.3712    0.3782    0.1551    1.4916    0.0392    1.1543    0.0706
+#> 496:    92.1948   -5.8213   -0.0804    2.3766   -0.9392    0.1460    3.1331    0.3711    0.3781    0.1552    1.4920    0.0392    1.1556    0.0705
+#> 497:    92.1949   -5.8213   -0.0806    2.3762   -0.9393    0.1462    3.1326    0.3711    0.3780    0.1553    1.4923    0.0391    1.1564    0.0705
+#> 498:    92.1950   -5.8215   -0.0808    2.3758   -0.9394    0.1462    3.1331    0.3710    0.3779    0.1553    1.4926    0.0391    1.1568    0.0705
+#> 499:    92.1953   -5.8219   -0.0810    2.3754   -0.9395    0.1461    3.1343    0.3709    0.3778    0.1554    1.4929    0.0391    1.1567    0.0705
+#> 500:    92.1957   -5.8232   -0.0812    2.3751   -0.9395    0.1459    3.1411    0.3709    0.3776    0.1554    1.4931    0.0391    1.1575    0.0705
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Calculating residuals/tables
+#> done
+f_nlmixr_fomc_sfo_focei_obs_tc <- nlmixr(f_mmkin_tc["FOMC-SFO", ], est = "focei",
+  error_model = "obs_tc")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis | log_alpha |
+#> |.....................|  log_beta |sigma_low_parent |rsd_high_parent |sigma_low_A1 |
+#> |.....................|rsd_high_A1 |        o1 |        o2 |        o3 |
+#> |.....................|        o4 |        o5 |...........|...........|
+#> |    1|     500.20030 |     1.000 |    -1.000 |   -0.9113 |   -0.8944 |
+#> |.....................|   -0.8454 |   -0.8678 |   -0.8916 |   -0.8678 |
+#> |.....................|   -0.8916 |   -0.8767 |   -0.8743 |   -0.8675 |
+#> |.....................|   -0.8704 |   -0.8704 |...........|...........|
+#> |    U|      500.2003 |     93.00 |    -5.300 |   -0.9400 |   -0.1100 |
+#> |.....................|     2.300 |     1.200 |   0.03000 |     1.200 |
+#> |.....................|   0.03000 |    0.7598 |    0.8758 |     1.214 |
+#> |.....................|     1.068 |     1.071 |...........|...........|
+#> |    X|      500.2003 |     93.00 |  0.004992 |    0.2809 |    0.8958 |
+#> |.....................|     9.974 |     1.200 |   0.03000 |     1.200 |
+#> |.....................|   0.03000 |    0.7598 |    0.8758 |     1.214 |
+#> |.....................|     1.068 |     1.071 |...........|...........|
+#> |    G|    Gill Diff. |     48.88 |     2.383 |    0.1231 |    0.1986 |
+#> |.....................|    0.1571 |    -68.85 |    -20.11 |     3.616 |
+#> |.....................|    -2.292 |    0.6250 |     11.41 |    -12.48 |
+#> |.....................|    -9.903 |    -10.91 |...........|...........|
+#> |    2|     2737.7532 |    0.4556 |    -1.027 |   -0.9127 |   -0.8966 |
+#> |.....................|   -0.8471 |   -0.1009 |   -0.6676 |   -0.9080 |
+#> |.....................|   -0.8660 |   -0.8837 |    -1.001 |   -0.7285 |
+#> |.....................|   -0.7601 |   -0.7489 |...........|...........|
+#> |    U|     2737.7532 |     42.37 |    -5.327 |   -0.9413 |   -0.1122 |
+#> |.....................|     2.298 |     1.660 |   0.03336 |     1.176 |
+#> |.....................|   0.03038 |    0.7545 |    0.7645 |     1.383 |
+#> |.....................|     1.185 |     1.201 |...........|...........|
+#> |    X|     2737.7532 |     42.37 |  0.004861 |    0.2806 |    0.8939 |
+#> |.....................|     9.957 |     1.660 |   0.03336 |     1.176 |
+#> |.....................|   0.03038 |    0.7545 |    0.7645 |     1.383 |
+#> |.....................|     1.185 |     1.201 |...........|...........|
+#> |    3|     513.07755 |    0.9456 |    -1.003 |   -0.9114 |   -0.8946 |
+#> |.....................|   -0.8455 |   -0.7911 |   -0.8692 |   -0.8718 |
+#> |.....................|   -0.8890 |   -0.8774 |   -0.8871 |   -0.8536 |
+#> |.....................|   -0.8594 |   -0.8582 |...........|...........|
+#> |    U|     513.07755 |     87.94 |    -5.303 |   -0.9401 |   -0.1102 |
+#> |.....................|     2.300 |     1.246 |   0.03034 |     1.198 |
+#> |.....................|   0.03004 |    0.7593 |    0.8646 |     1.231 |
+#> |.....................|     1.079 |     1.084 |...........|...........|
+#> |    X|     513.07755 |     87.94 |  0.004978 |    0.2809 |    0.8956 |
+#> |.....................|     9.972 |     1.246 |   0.03034 |     1.198 |
+#> |.....................|   0.03004 |    0.7593 |    0.8646 |     1.231 |
+#> |.....................|     1.079 |     1.084 |...........|...........|
+#> |    4|     499.28604 |    0.9888 |    -1.001 |   -0.9113 |   -0.8945 |
+#> |.....................|   -0.8454 |   -0.8520 |   -0.8870 |   -0.8686 |
+#> |.....................|   -0.8910 |   -0.8769 |   -0.8770 |   -0.8646 |
+#> |.....................|   -0.8682 |   -0.8679 |...........|...........|
+#> |    U|     499.28604 |     91.96 |    -5.301 |   -0.9400 |   -0.1100 |
+#> |.....................|     2.300 |     1.209 |   0.03007 |     1.200 |
+#> |.....................|   0.03001 |    0.7597 |    0.8735 |     1.218 |
+#> |.....................|     1.070 |     1.074 |...........|...........|
+#> |    X|     499.28604 |     91.96 |  0.004989 |    0.2809 |    0.8958 |
+#> |.....................|     9.974 |     1.209 |   0.03007 |     1.200 |
+#> |.....................|   0.03001 |    0.7597 |    0.8735 |     1.218 |
+#> |.....................|     1.070 |     1.074 |...........|...........|
+#> |    F| Forward Diff. |    -111.5 |     2.236 |   -0.2057 |    0.1035 |
+#> |.....................|   -0.1971 |    -66.17 |    -21.17 |     4.107 |
+#> |.....................|    -1.586 |     1.583 |     8.991 |    -11.70 |
+#> |.....................|    -9.625 |    -10.49 |...........|...........|
+#> |    5|     497.76004 |     1.001 |    -1.001 |   -0.9113 |   -0.8945 |
+#> |.....................|   -0.8454 |   -0.8366 |   -0.8822 |   -0.8695 |
+#> |.....................|   -0.8906 |   -0.8771 |   -0.8792 |   -0.8619 |
+#> |.....................|   -0.8660 |   -0.8654 |...........|...........|
+#> |    U|     497.76004 |     93.05 |    -5.301 |   -0.9400 |   -0.1101 |
+#> |.....................|     2.300 |     1.219 |   0.03014 |     1.199 |
+#> |.....................|   0.03001 |    0.7595 |    0.8715 |     1.221 |
+#> |.....................|     1.072 |     1.076 |...........|...........|
+#> |    X|     497.76004 |     93.05 |  0.004986 |    0.2809 |    0.8958 |
+#> |.....................|     9.974 |     1.219 |   0.03014 |     1.199 |
+#> |.....................|   0.03001 |    0.7595 |    0.8715 |     1.221 |
+#> |.....................|     1.072 |     1.076 |...........|...........|
+#> |    F| Forward Diff. |     56.91 |     2.356 |    0.1468 |    0.2109 |
+#> |.....................|    0.1761 |    -64.61 |    -18.67 |     3.291 |
+#> |.....................|    -1.680 |     1.108 |     8.338 |    -11.70 |
+#> |.....................|    -9.518 |    -10.47 |...........|...........|
+#> |    6|     496.73820 |    0.9899 |    -1.002 |   -0.9113 |   -0.8945 |
+#> |.....................|   -0.8454 |   -0.8205 |   -0.8775 |   -0.8703 |
+#> |.....................|   -0.8902 |   -0.8774 |   -0.8813 |   -0.8590 |
+#> |.....................|   -0.8636 |   -0.8628 |...........|...........|
+#> |    U|      496.7382 |     92.06 |    -5.302 |   -0.9400 |   -0.1101 |
+#> |.....................|     2.300 |     1.228 |   0.03021 |     1.198 |
+#> |.....................|   0.03002 |    0.7593 |    0.8696 |     1.225 |
+#> |.....................|     1.075 |     1.079 |...........|...........|
+#> |    X|      496.7382 |     92.06 |  0.004983 |    0.2809 |    0.8957 |
+#> |.....................|     9.974 |     1.228 |   0.03021 |     1.198 |
+#> |.....................|   0.03002 |    0.7593 |    0.8696 |     1.225 |
+#> |.....................|     1.075 |     1.079 |...........|...........|
+#> |    F| Forward Diff. |    -94.52 |     2.222 |   -0.1721 |    0.1131 |
+#> |.....................|   -0.1712 |    -62.76 |    -19.55 |     3.974 |
+#> |.....................|    -1.718 |     1.304 |     7.360 |    -11.47 |
+#> |.....................|    -9.402 |    -10.21 |...........|...........|
+#> |    7|     495.33979 |     1.001 |    -1.002 |   -0.9113 |   -0.8946 |
+#> |.....................|   -0.8454 |   -0.8044 |   -0.8726 |   -0.8713 |
+#> |.....................|   -0.8897 |   -0.8777 |   -0.8834 |   -0.8560 |
+#> |.....................|   -0.8612 |   -0.8602 |...........|...........|
+#> |    U|     495.33979 |     93.05 |    -5.302 |   -0.9400 |   -0.1102 |
+#> |.....................|     2.300 |     1.238 |   0.03028 |     1.198 |
+#> |.....................|   0.03003 |    0.7591 |    0.8679 |     1.228 |
+#> |.....................|     1.077 |     1.082 |...........|...........|
+#> |    X|     495.33979 |     93.05 |  0.004981 |    0.2809 |    0.8957 |
+#> |.....................|     9.974 |     1.238 |   0.03028 |     1.198 |
+#> |.....................|   0.03003 |    0.7591 |    0.8679 |     1.228 |
+#> |.....................|     1.077 |     1.082 |...........|...........|
+#> |    F| Forward Diff. |     56.11 |     2.327 |    0.1520 |    0.2091 |
+#> |.....................|    0.1742 |    -61.13 |    -17.23 |     3.435 |
+#> |.....................|    -1.620 |     1.132 |     9.399 |    -11.44 |
+#> |.....................|    -9.328 |    -10.19 |...........|...........|
+#> |    8|     494.31617 |    0.9904 |    -1.003 |   -0.9113 |   -0.8946 |
+#> |.....................|   -0.8455 |   -0.7881 |   -0.8680 |   -0.8722 |
+#> |.....................|   -0.8893 |   -0.8780 |   -0.8859 |   -0.8530 |
+#> |.....................|   -0.8587 |   -0.8575 |...........|...........|
+#> |    U|     494.31617 |     92.11 |    -5.303 |   -0.9400 |   -0.1102 |
+#> |.....................|     2.300 |     1.248 |   0.03035 |     1.197 |
+#> |.....................|   0.03003 |    0.7589 |    0.8657 |     1.232 |
+#> |.....................|     1.080 |     1.085 |...........|...........|
+#> |    X|     494.31617 |     92.11 |  0.004977 |    0.2809 |    0.8956 |
+#> |.....................|     9.973 |     1.248 |   0.03035 |     1.197 |
+#> |.....................|   0.03003 |    0.7589 |    0.8657 |     1.232 |
+#> |.....................|     1.080 |     1.085 |...........|...........|
+#> |    F| Forward Diff. |    -86.81 |     2.198 |   -0.1566 |    0.1238 |
+#> |.....................|   -0.1638 |    -59.37 |    -18.02 |     4.057 |
+#> |.....................|    -1.591 |     1.325 |     8.479 |    -11.19 |
+#> |.....................|    -9.201 |    -9.937 |...........|...........|
+#> |    9|     493.00423 |     1.001 |    -1.003 |   -0.9113 |   -0.8947 |
+#> |.....................|   -0.8454 |   -0.7718 |   -0.8631 |   -0.8732 |
+#> |.....................|   -0.8888 |   -0.8783 |   -0.8883 |   -0.8499 |
+#> |.....................|   -0.8562 |   -0.8548 |...........|...........|
+#> |    U|     493.00423 |     93.05 |    -5.303 |   -0.9400 |   -0.1103 |
+#> |.....................|     2.300 |     1.258 |   0.03043 |     1.197 |
+#> |.....................|   0.03004 |    0.7586 |    0.8635 |     1.236 |
+#> |.....................|     1.083 |     1.088 |...........|...........|
+#> |    X|     493.00423 |     93.05 |  0.004974 |    0.2809 |    0.8956 |
+#> |.....................|     9.974 |     1.258 |   0.03043 |     1.197 |
+#> |.....................|   0.03004 |    0.7586 |    0.8635 |     1.236 |
+#> |.....................|     1.083 |     1.088 |...........|...........|
+#> |    F| Forward Diff. |     54.84 |     2.286 |    0.1404 |    0.2142 |
+#> |.....................|    0.1628 |    -57.96 |    -15.94 |     3.372 |
+#> |.....................|    -1.642 |     1.184 |     9.036 |    -11.17 |
+#> |.....................|    -9.110 |    -9.901 |...........|...........|
+#> |   10|     491.99601 |    0.9908 |    -1.004 |   -0.9114 |   -0.8947 |
+#> |.....................|   -0.8455 |   -0.7552 |   -0.8585 |   -0.8742 |
+#> |.....................|   -0.8884 |   -0.8786 |   -0.8910 |   -0.8467 |
+#> |.....................|   -0.8536 |   -0.8520 |...........|...........|
+#> |    U|     491.99601 |     92.15 |    -5.304 |   -0.9401 |   -0.1103 |
+#> |.....................|     2.300 |     1.268 |   0.03050 |     1.196 |
+#> |.....................|   0.03005 |    0.7584 |    0.8612 |     1.239 |
+#> |.....................|     1.085 |     1.091 |...........|...........|
+#> |    X|     491.99601 |     92.15 |  0.004971 |    0.2809 |    0.8956 |
+#> |.....................|     9.973 |     1.268 |   0.03050 |     1.196 |
+#> |.....................|   0.03005 |    0.7584 |    0.8612 |     1.239 |
+#> |.....................|     1.085 |     1.091 |...........|...........|
+#> |    F| Forward Diff. |    -80.67 |     2.171 |   -0.1367 |    0.1256 |
+#> |.....................|   -0.1610 |    -56.13 |    -16.61 |     4.047 |
+#> |.....................|    -1.607 |     1.226 |     8.142 |    -10.92 |
+#> |.....................|    -8.982 |    -9.644 |...........|...........|
+#> |   11|     490.76421 |     1.000 |    -1.005 |   -0.9113 |   -0.8948 |
+#> |.....................|   -0.8455 |   -0.7388 |   -0.8538 |   -0.8754 |
+#> |.....................|   -0.8879 |   -0.8790 |   -0.8935 |   -0.8435 |
+#> |.....................|   -0.8510 |   -0.8492 |...........|...........|
+#> |    U|     490.76421 |     93.04 |    -5.305 |   -0.9401 |   -0.1104 |
+#> |.....................|     2.300 |     1.277 |   0.03057 |     1.195 |
+#> |.....................|   0.03006 |    0.7581 |    0.8590 |     1.243 |
+#> |.....................|     1.088 |     1.094 |...........|...........|
+#> |    X|     490.76421 |     93.04 |  0.004968 |    0.2809 |    0.8955 |
+#> |.....................|     9.973 |     1.277 |   0.03057 |     1.195 |
+#> |.....................|   0.03006 |    0.7581 |    0.8590 |     1.243 |
+#> |.....................|     1.088 |     1.094 |...........|...........|
+#> |    F| Forward Diff. |     54.34 |     2.256 |    0.1715 |    0.2224 |
+#> |.....................|    0.1653 |    -54.87 |    -14.72 |     3.299 |
+#> |.....................|    -1.777 |     1.023 |     8.651 |    -10.90 |
+#> |.....................|    -8.887 |    -9.594 |...........|...........|
+#> |   12|     489.76286 |    0.9913 |    -1.005 |   -0.9114 |   -0.8948 |
+#> |.....................|   -0.8455 |   -0.7220 |   -0.8492 |   -0.8764 |
+#> |.....................|   -0.8873 |   -0.8793 |   -0.8962 |   -0.8402 |
+#> |.....................|   -0.8483 |   -0.8462 |...........|...........|
+#> |    U|     489.76286 |     92.19 |    -5.305 |   -0.9401 |   -0.1104 |
+#> |.....................|     2.300 |     1.287 |   0.03063 |     1.195 |
+#> |.....................|   0.03006 |    0.7579 |    0.8566 |     1.247 |
+#> |.....................|     1.091 |     1.097 |...........|...........|
+#> |    X|     489.76286 |     92.19 |  0.004965 |    0.2809 |    0.8955 |
+#> |.....................|     9.973 |     1.287 |   0.03063 |     1.195 |
+#> |.....................|   0.03006 |    0.7579 |    0.8566 |     1.247 |
+#> |.....................|     1.091 |     1.097 |...........|...........|
+#> |    F| Forward Diff. |    -73.18 |     2.145 |   -0.1190 |    0.1261 |
+#> |.....................|   -0.1580 |    -53.08 |    -15.27 |     4.015 |
+#> |.....................|    -1.639 |     1.110 |     7.813 |    -10.65 |
+#> |.....................|    -8.743 |    -9.338 |...........|...........|
+#> |   13|     488.61493 |     1.000 |    -1.006 |   -0.9114 |   -0.8949 |
+#> |.....................|   -0.8455 |   -0.7053 |   -0.8446 |   -0.8776 |
+#> |.....................|   -0.8867 |   -0.8796 |   -0.8989 |   -0.8368 |
+#> |.....................|   -0.8455 |   -0.8433 |...........|...........|
+#> |    U|     488.61493 |     93.04 |    -5.306 |   -0.9401 |   -0.1105 |
+#> |.....................|     2.300 |     1.297 |   0.03070 |     1.194 |
+#> |.....................|   0.03007 |    0.7577 |    0.8543 |     1.252 |
+#> |.....................|     1.094 |     1.100 |...........|...........|
+#> |    X|     488.61493 |     93.04 |  0.004961 |    0.2809 |    0.8954 |
+#> |.....................|     9.973 |     1.297 |   0.03070 |     1.194 |
+#> |.....................|   0.03007 |    0.7577 |    0.8543 |     1.252 |
+#> |.....................|     1.094 |     1.100 |...........|...........|
+#> |    F| Forward Diff. |     54.41 |     2.230 |    0.1889 |    0.2376 |
+#> |.....................|    0.1637 |    -52.01 |    -13.54 |     3.223 |
+#> |.....................|    -1.937 |    0.8847 |     10.07 |    -10.59 |
+#> |.....................|    -8.650 |    -9.282 |...........|...........|
+#> |   14|     487.61806 |    0.9919 |    -1.007 |   -0.9114 |   -0.8949 |
+#> |.....................|   -0.8455 |   -0.6884 |   -0.8402 |   -0.8788 |
+#> |.....................|   -0.8861 |   -0.8798 |   -0.9022 |   -0.8333 |
+#> |.....................|   -0.8427 |   -0.8402 |...........|...........|
+#> |    U|     487.61806 |     92.24 |    -5.307 |   -0.9401 |   -0.1105 |
+#> |.....................|     2.300 |     1.308 |   0.03077 |     1.193 |
+#> |.....................|   0.03008 |    0.7575 |    0.8514 |     1.256 |
+#> |.....................|     1.097 |     1.103 |...........|...........|
+#> |    X|     487.61806 |     92.24 |  0.004958 |    0.2809 |    0.8953 |
+#> |.....................|     9.973 |     1.308 |   0.03077 |     1.193 |
+#> |.....................|   0.03008 |    0.7575 |    0.8514 |     1.256 |
+#> |.....................|     1.097 |     1.103 |...........|...........|
+#> |    F| Forward Diff. |    -64.97 |     2.116 |  -0.09941 |    0.1372 |
+#> |.....................|   -0.1475 |    -50.35 |    -14.02 |     3.916 |
+#> |.....................|    -1.790 |    0.8979 |     9.163 |    -10.32 |
+#> |.....................|    -8.505 |    -9.022 |...........|...........|
+#> |   15|     486.55968 |     1.001 |    -1.008 |   -0.9114 |   -0.8950 |
+#> |.....................|   -0.8455 |   -0.6717 |   -0.8358 |   -0.8800 |
+#> |.....................|   -0.8854 |   -0.8801 |   -0.9058 |   -0.8297 |
+#> |.....................|   -0.8398 |   -0.8372 |...........|...........|
+#> |    U|     486.55968 |     93.05 |    -5.308 |   -0.9401 |   -0.1106 |
+#> |.....................|     2.300 |     1.318 |   0.03084 |     1.193 |
+#> |.....................|   0.03009 |    0.7573 |    0.8482 |     1.260 |
+#> |.....................|     1.100 |     1.107 |...........|...........|
+#> |    X|     486.55968 |     93.05 |  0.004954 |    0.2809 |    0.8953 |
+#> |.....................|     9.973 |     1.318 |   0.03084 |     1.193 |
+#> |.....................|   0.03009 |    0.7573 |    0.8482 |     1.260 |
+#> |.....................|     1.100 |     1.107 |...........|...........|
+#> |    F| Forward Diff. |     55.08 |     2.188 |    0.1916 |    0.2341 |
+#> |.....................|    0.1660 |    -48.95 |    -12.27 |     3.347 |
+#> |.....................|    -1.726 |    0.9589 |     6.446 |    -10.30 |
+#> |.....................|    -8.390 |    -8.950 |...........|...........|
+#> |   16|     485.60262 |    0.9920 |    -1.008 |   -0.9115 |   -0.8951 |
+#> |.....................|   -0.8455 |   -0.6547 |   -0.8316 |   -0.8813 |
+#> |.....................|   -0.8847 |   -0.8804 |   -0.9083 |   -0.8260 |
+#> |.....................|   -0.8367 |   -0.8340 |...........|...........|
+#> |    U|     485.60262 |     92.26 |    -5.308 |   -0.9402 |   -0.1107 |
+#> |.....................|     2.300 |     1.328 |   0.03090 |     1.192 |
+#> |.....................|   0.03010 |    0.7571 |    0.8460 |     1.265 |
+#> |.....................|     1.104 |     1.110 |...........|...........|
+#> |    X|     485.60262 |     92.26 |  0.004950 |    0.2809 |    0.8952 |
+#> |.....................|     9.973 |     1.328 |   0.03090 |     1.192 |
+#> |.....................|   0.03010 |    0.7571 |    0.8460 |     1.265 |
+#> |.....................|     1.104 |     1.110 |...........|...........|
+#> |    F| Forward Diff. |    -62.47 |     2.078 |  -0.09882 |    0.1294 |
+#> |.....................|   -0.1587 |    -47.42 |    -12.81 |     3.926 |
+#> |.....................|    -1.683 |    0.9415 |     5.611 |    -10.02 |
+#> |.....................|    -8.237 |    -8.679 |...........|...........|
+#> |   17|     484.58535 |     1.000 |    -1.009 |   -0.9115 |   -0.8952 |
+#> |.....................|   -0.8455 |   -0.6375 |   -0.8274 |   -0.8829 |
+#> |.....................|   -0.8840 |   -0.8807 |   -0.9099 |   -0.8222 |
+#> |.....................|   -0.8336 |   -0.8307 |...........|...........|
+#> |    U|     484.58535 |     93.02 |    -5.309 |   -0.9402 |   -0.1107 |
+#> |.....................|     2.300 |     1.338 |   0.03096 |     1.191 |
+#> |.....................|   0.03011 |    0.7568 |    0.8446 |     1.269 |
+#> |.....................|     1.107 |     1.114 |...........|...........|
+#> |    X|     484.58535 |     93.02 |  0.004946 |    0.2809 |    0.8952 |
+#> |.....................|     9.973 |     1.338 |   0.03096 |     1.191 |
+#> |.....................|   0.03011 |    0.7568 |    0.8446 |     1.269 |
+#> |.....................|     1.107 |     1.114 |...........|...........|
+#> |    F| Forward Diff. |     50.15 |     2.155 |    0.1960 |    0.2225 |
+#> |.....................|    0.1509 |    -46.14 |    -11.19 |     3.405 |
+#> |.....................|    -1.652 |     1.035 |     7.536 |    -9.951 |
+#> |.....................|    -8.121 |    -8.609 |...........|...........|
+#> |   18|     483.66860 |    0.9923 |    -1.010 |   -0.9115 |   -0.8952 |
+#> |.....................|   -0.8455 |   -0.6203 |   -0.8235 |   -0.8844 |
+#> |.....................|   -0.8833 |   -0.8810 |   -0.9123 |   -0.8182 |
+#> |.....................|   -0.8303 |   -0.8273 |...........|...........|
+#> |    U|      483.6686 |     92.29 |    -5.310 |   -0.9402 |   -0.1108 |
+#> |.....................|     2.300 |     1.348 |   0.03102 |     1.190 |
+#> |.....................|   0.03012 |    0.7565 |    0.8425 |     1.274 |
+#> |.....................|     1.110 |     1.117 |...........|...........|
+#> |    X|      483.6686 |     92.29 |  0.004942 |    0.2809 |    0.8951 |
+#> |.....................|     9.973 |     1.348 |   0.03102 |     1.190 |
+#> |.....................|   0.03012 |    0.7565 |    0.8425 |     1.274 |
+#> |.....................|     1.110 |     1.117 |...........|...........|
+#> |    F| Forward Diff. |    -57.62 |     2.059 |  -0.07549 |    0.1395 |
+#> |.....................|   -0.1501 |    -44.74 |    -11.66 |     3.913 |
+#> |.....................|    -1.664 |    0.8845 |     6.781 |    -9.703 |
+#> |.....................|    -7.961 |    -8.325 |...........|...........|
+#> |   19|     482.71012 |     1.000 |    -1.011 |   -0.9115 |   -0.8953 |
+#> |.....................|   -0.8455 |   -0.6032 |   -0.8198 |   -0.8861 |
+#> |.....................|   -0.8825 |   -0.8814 |   -0.9153 |   -0.8141 |
+#> |.....................|   -0.8270 |   -0.8239 |...........|...........|
+#> |    U|     482.71012 |     93.02 |    -5.311 |   -0.9402 |   -0.1109 |
+#> |.....................|     2.300 |     1.359 |   0.03108 |     1.189 |
+#> |.....................|   0.03014 |    0.7563 |    0.8399 |     1.279 |
+#> |.....................|     1.114 |     1.121 |...........|...........|
+#> |    X|     482.71012 |     93.02 |  0.004937 |    0.2809 |    0.8950 |
+#> |.....................|     9.973 |     1.359 |   0.03108 |     1.189 |
+#> |.....................|   0.03014 |    0.7563 |    0.8399 |     1.279 |
+#> |.....................|     1.114 |     1.121 |...........|...........|
+#> |    F| Forward Diff. |     48.98 |     2.122 |    0.2043 |    0.2315 |
+#> |.....................|    0.1449 |    -43.47 |    -10.15 |     3.365 |
+#> |.....................|    -1.703 |    0.9582 |     7.160 |    -9.600 |
+#> |.....................|    -7.838 |    -8.245 |...........|...........|
+#> |   20|     481.83107 |    0.9926 |    -1.012 |   -0.9116 |   -0.8954 |
+#> |.....................|   -0.8455 |   -0.5860 |   -0.8164 |   -0.8879 |
+#> |.....................|   -0.8817 |   -0.8818 |   -0.9184 |   -0.8098 |
+#> |.....................|   -0.8235 |   -0.8203 |...........|...........|
+#> |    U|     481.83107 |     92.31 |    -5.312 |   -0.9403 |   -0.1110 |
+#> |.....................|     2.300 |     1.369 |   0.03113 |     1.188 |
+#> |.....................|   0.03015 |    0.7560 |    0.8372 |     1.284 |
+#> |.....................|     1.118 |     1.125 |...........|...........|
+#> |    X|     481.83107 |     92.31 |  0.004932 |    0.2808 |    0.8949 |
+#> |.....................|     9.973 |     1.369 |   0.03113 |     1.188 |
+#> |.....................|   0.03015 |    0.7560 |    0.8372 |     1.284 |
+#> |.....................|     1.118 |     1.125 |...........|...........|
+#> |    F| Forward Diff. |    -54.27 |     2.027 |  -0.06740 |    0.1414 |
+#> |.....................|   -0.1465 |    -41.84 |    -10.48 |     3.798 |
+#> |.....................|    -1.730 |    0.8044 |     6.401 |    -9.335 |
+#> |.....................|    -7.662 |    -7.960 |...........|...........|
+#> |   21|     480.92878 |     1.000 |    -1.013 |   -0.9117 |   -0.8955 |
+#> |.....................|   -0.8455 |   -0.5689 |   -0.8133 |   -0.8899 |
+#> |.....................|   -0.8807 |   -0.8821 |   -0.9215 |   -0.8053 |
+#> |.....................|   -0.8199 |   -0.8166 |...........|...........|
+#> |    U|     480.92878 |     93.01 |    -5.313 |   -0.9403 |   -0.1111 |
+#> |.....................|     2.300 |     1.379 |   0.03117 |     1.187 |
+#> |.....................|   0.03016 |    0.7557 |    0.8345 |     1.290 |
+#> |.....................|     1.122 |     1.129 |...........|...........|
+#> |    X|     480.92878 |     93.01 |  0.004927 |    0.2808 |    0.8948 |
+#> |.....................|     9.973 |     1.379 |   0.03117 |     1.187 |
+#> |.....................|   0.03016 |    0.7557 |    0.8345 |     1.290 |
+#> |.....................|     1.122 |     1.129 |...........|...........|
+#> |    F| Forward Diff. |     47.18 |     2.077 |    0.1996 |    0.2200 |
+#> |.....................|    0.1318 |    -41.07 |    -9.197 |     3.259 |
+#> |.....................|    -1.748 |    0.9101 |     6.743 |    -9.229 |
+#> |.....................|    -7.511 |    -7.855 |...........|...........|
+#> |   22|     480.07574 |    0.9930 |    -1.014 |   -0.9117 |   -0.8956 |
+#> |.....................|   -0.8455 |   -0.5517 |   -0.8106 |   -0.8919 |
+#> |.....................|   -0.8795 |   -0.8825 |   -0.9247 |   -0.8007 |
+#> |.....................|   -0.8161 |   -0.8129 |...........|...........|
+#> |    U|     480.07574 |     92.35 |    -5.314 |   -0.9404 |   -0.1112 |
+#> |.....................|     2.300 |     1.390 |   0.03121 |     1.186 |
+#> |.....................|   0.03018 |    0.7555 |    0.8317 |     1.295 |
+#> |.....................|     1.126 |     1.133 |...........|...........|
+#> |    X|     480.07574 |     92.35 |  0.004921 |    0.2808 |    0.8947 |
+#> |.....................|     9.973 |     1.390 |   0.03121 |     1.186 |
+#> |.....................|   0.03018 |    0.7555 |    0.8317 |     1.295 |
+#> |.....................|     1.126 |     1.133 |...........|...........|
+#> |    F| Forward Diff. |    -48.22 |     1.995 |  -0.04658 |    0.1415 |
+#> |.....................|   -0.1316 |    -39.56 |    -9.522 |     3.639 |
+#> |.....................|    -1.878 |    0.6154 |     4.556 |    -8.937 |
+#> |.....................|    -7.320 |    -7.563 |...........|...........|
+#> |   23|     479.25211 |     1.000 |    -1.015 |   -0.9118 |   -0.8957 |
+#> |.....................|   -0.8454 |   -0.5343 |   -0.8082 |   -0.8940 |
+#> |.....................|   -0.8781 |   -0.8826 |   -0.9261 |   -0.7958 |
+#> |.....................|   -0.8122 |   -0.8090 |...........|...........|
+#> |    U|     479.25211 |     93.02 |    -5.315 |   -0.9405 |   -0.1113 |
+#> |.....................|     2.300 |     1.400 |   0.03125 |     1.184 |
+#> |.....................|   0.03020 |    0.7553 |    0.8305 |     1.301 |
+#> |.....................|     1.130 |     1.137 |...........|...........|
+#> |    X|     479.25211 |     93.02 |  0.004915 |    0.2808 |    0.8946 |
+#> |.....................|     9.974 |     1.400 |   0.03125 |     1.184 |
+#> |.....................|   0.03020 |    0.7553 |    0.8305 |     1.301 |
+#> |.....................|     1.130 |     1.137 |...........|...........|
+#> |    F| Forward Diff. |     48.39 |     2.048 |    0.2189 |    0.2175 |
+#> |.....................|    0.1393 |    -38.80 |    -8.286 |     3.169 |
+#> |.....................|    -1.757 |    0.9021 |     6.456 |    -8.802 |
+#> |.....................|    -7.165 |    -7.452 |...........|...........|
+#> |   24|     478.42395 |    0.9935 |    -1.017 |   -0.9119 |   -0.8959 |
+#> |.....................|   -0.8454 |   -0.5169 |   -0.8064 |   -0.8963 |
+#> |.....................|   -0.8766 |   -0.8829 |   -0.9277 |   -0.7908 |
+#> |.....................|   -0.8081 |   -0.8051 |...........|...........|
+#> |    U|     478.42395 |     92.40 |    -5.317 |   -0.9406 |   -0.1115 |
+#> |.....................|     2.300 |     1.411 |   0.03128 |     1.183 |
+#> |.....................|   0.03022 |    0.7552 |    0.8290 |     1.307 |
+#> |.....................|     1.134 |     1.141 |...........|...........|
+#> |    X|     478.42395 |     92.40 |  0.004909 |    0.2808 |    0.8945 |
+#> |.....................|     9.974 |     1.411 |   0.03128 |     1.183 |
+#> |.....................|   0.03022 |    0.7552 |    0.8290 |     1.307 |
+#> |.....................|     1.134 |     1.141 |...........|...........|
+#> |    F| Forward Diff. |    -41.65 |     1.977 |  -0.02866 |    0.1453 |
+#> |.....................|   -0.1180 |    -37.67 |    -8.677 |     3.579 |
+#> |.....................|    -1.774 |    0.6894 |     5.855 |    -8.506 |
+#> |.....................|    -6.962 |    -7.153 |...........|...........|
+#> |   25|     477.65816 |     1.000 |    -1.018 |   -0.9120 |   -0.8960 |
+#> |.....................|   -0.8454 |   -0.4997 |   -0.8051 |   -0.8988 |
+#> |.....................|   -0.8750 |   -0.8832 |   -0.9313 |   -0.7859 |
+#> |.....................|   -0.8042 |   -0.8013 |...........|...........|
+#> |    U|     477.65816 |     93.02 |    -5.318 |   -0.9406 |   -0.1116 |
+#> |.....................|     2.300 |     1.421 |   0.03130 |     1.181 |
+#> |.....................|   0.03025 |    0.7549 |    0.8259 |     1.313 |
+#> |.....................|     1.138 |     1.145 |...........|...........|
+#> |    X|     477.65816 |     93.02 |  0.004901 |    0.2808 |    0.8944 |
+#> |.....................|     9.974 |     1.421 |   0.03130 |     1.181 |
+#> |.....................|   0.03025 |    0.7549 |    0.8259 |     1.313 |
+#> |.....................|     1.138 |     1.145 |...........|...........|
+#> |    F| Forward Diff. |     47.50 |     2.013 |    0.2278 |    0.2145 |
+#> |.....................|    0.1415 |    -36.68 |    -7.460 |     3.039 |
+#> |.....................|    -1.807 |    0.8669 |     6.124 |    -8.373 |
+#> |.....................|    -6.814 |    -7.074 |...........|...........|
+#> |   26|     476.87668 |    0.9936 |    -1.020 |   -0.9121 |   -0.8962 |
+#> |.....................|   -0.8454 |   -0.4825 |   -0.8047 |   -0.9014 |
+#> |.....................|   -0.8732 |   -0.8836 |   -0.9351 |   -0.7808 |
+#> |.....................|   -0.8001 |   -0.7975 |...........|...........|
+#> |    U|     476.87668 |     92.41 |    -5.320 |   -0.9408 |   -0.1117 |
+#> |.....................|     2.300 |     1.431 |   0.03130 |     1.180 |
+#> |.....................|   0.03028 |    0.7546 |    0.8226 |     1.319 |
+#> |.....................|     1.143 |     1.149 |...........|...........|
+#> |    X|     476.87668 |     92.41 |  0.004893 |    0.2807 |    0.8943 |
+#> |.....................|     9.974 |     1.431 |   0.03130 |     1.180 |
+#> |.....................|   0.03028 |    0.7546 |    0.8226 |     1.319 |
+#> |.....................|     1.143 |     1.149 |...........|...........|
+#> |    F| Forward Diff. |    -40.64 |     1.935 |  -0.02164 |    0.1511 |
+#> |.....................|   -0.1127 |    -35.59 |    -7.858 |     3.450 |
+#> |.....................|    -1.805 |    0.6731 |     3.945 |    -8.048 |
+#> |.....................|    -6.589 |    -6.756 |...........|...........|
+#> |   27|     476.16299 |     1.000 |    -1.022 |   -0.9123 |   -0.8963 |
+#> |.....................|   -0.8454 |   -0.4651 |   -0.8047 |   -0.9041 |
+#> |.....................|   -0.8711 |   -0.8840 |   -0.9355 |   -0.7757 |
+#> |.....................|   -0.7959 |   -0.7936 |...........|...........|
+#> |    U|     476.16299 |     93.01 |    -5.322 |   -0.9409 |   -0.1119 |
+#> |.....................|     2.300 |     1.442 |   0.03130 |     1.178 |
+#> |.....................|   0.03031 |    0.7543 |    0.8222 |     1.326 |
+#> |.....................|     1.147 |     1.153 |...........|...........|
+#> |    X|     476.16299 |     93.01 |  0.004885 |    0.2807 |    0.8941 |
+#> |.....................|     9.974 |     1.442 |   0.03130 |     1.178 |
+#> |.....................|   0.03031 |    0.7543 |    0.8222 |     1.326 |
+#> |.....................|     1.147 |     1.153 |...........|...........|
+#> |    F| Forward Diff. |     44.38 |     1.982 |    0.2331 |    0.2213 |
+#> |.....................|    0.1467 |    -34.64 |    -6.709 |     2.894 |
+#> |.....................|    -1.888 |    0.7760 |     4.358 |    -7.901 |
+#> |.....................|    -6.419 |    -6.620 |...........|...........|
+#> |   28|     475.47434 |    0.9938 |    -1.024 |   -0.9125 |   -0.8966 |
+#> |.....................|   -0.8454 |   -0.4477 |   -0.8058 |   -0.9069 |
+#> |.....................|   -0.8685 |   -0.8844 |   -0.9328 |   -0.7706 |
+#> |.....................|   -0.7919 |   -0.7898 |...........|...........|
+#> |    U|     475.47434 |     92.43 |    -5.324 |   -0.9411 |   -0.1122 |
+#> |.....................|     2.300 |     1.452 |   0.03129 |     1.177 |
+#> |.....................|   0.03035 |    0.7540 |    0.8246 |     1.332 |
+#> |.....................|     1.151 |     1.157 |...........|...........|
+#> |    X|     475.47434 |     92.43 |  0.004875 |    0.2807 |    0.8939 |
+#> |.....................|     9.974 |     1.452 |   0.03129 |     1.177 |
+#> |.....................|   0.03035 |    0.7540 |    0.8246 |     1.332 |
+#> |.....................|     1.151 |     1.157 |...........|...........|
+#> |    F| Forward Diff. |    -38.01 |     1.932 |  -0.02542 |    0.1483 |
+#> |.....................|   -0.1147 |    -33.71 |    -7.114 |     3.216 |
+#> |.....................|    -1.879 |    0.6267 |     4.067 |    -7.573 |
+#> |.....................|    -6.213 |    -6.338 |...........|...........|
+#> |   29|     474.82575 |    0.9998 |    -1.026 |   -0.9126 |   -0.8968 |
+#> |.....................|   -0.8454 |   -0.4303 |   -0.8075 |   -0.9096 |
+#> |.....................|   -0.8656 |   -0.8846 |   -0.9310 |   -0.7657 |
+#> |.....................|   -0.7878 |   -0.7862 |...........|...........|
+#> |    U|     474.82575 |     92.98 |    -5.326 |   -0.9413 |   -0.1124 |
+#> |.....................|     2.300 |     1.462 |   0.03126 |     1.175 |
+#> |.....................|   0.03039 |    0.7538 |    0.8261 |     1.338 |
+#> |.....................|     1.156 |     1.161 |...........|...........|
+#> |    X|     474.82575 |     92.98 |  0.004864 |    0.2806 |    0.8937 |
+#> |.....................|     9.974 |     1.462 |   0.03126 |     1.175 |
+#> |.....................|   0.03039 |    0.7538 |    0.8261 |     1.338 |
+#> |.....................|     1.156 |     1.161 |...........|...........|
+#> |    F| Forward Diff. |     40.83 |     1.980 |    0.2123 |    0.2125 |
+#> |.....................|    0.1324 |    -32.65 |    -6.032 |     2.979 |
+#> |.....................|    -1.922 |    0.7692 |     4.596 |    -7.426 |
+#> |.....................|    -6.058 |    -6.217 |...........|...........|
+#> |   30|     474.18202 |    0.9939 |    -1.028 |   -0.9128 |   -0.8971 |
+#> |.....................|   -0.8454 |   -0.4131 |   -0.8106 |   -0.9130 |
+#> |.....................|   -0.8620 |   -0.8851 |   -0.9307 |   -0.7608 |
+#> |.....................|   -0.7838 |   -0.7828 |...........|...........|
+#> |    U|     474.18202 |     92.44 |    -5.328 |   -0.9414 |   -0.1127 |
+#> |.....................|     2.300 |     1.473 |   0.03121 |     1.173 |
+#> |.....................|   0.03044 |    0.7535 |    0.8264 |     1.344 |
+#> |.....................|     1.160 |     1.165 |...........|...........|
+#> |    X|     474.18202 |     92.44 |  0.004852 |    0.2806 |    0.8935 |
+#> |.....................|     9.974 |     1.473 |   0.03121 |     1.173 |
+#> |.....................|   0.03044 |    0.7535 |    0.8264 |     1.344 |
+#> |.....................|     1.160 |     1.165 |...........|...........|
+#> |    F| Forward Diff. |    -37.33 |     1.920 |  -0.03157 |    0.1462 |
+#> |.....................|   -0.1145 |    -31.92 |    -6.433 |     3.018 |
+#> |.....................|    -1.919 |    0.6114 |     5.640 |    -7.155 |
+#> |.....................|    -5.876 |    -5.958 |...........|...........|
+#> |   31|     473.55376 |    0.9995 |    -1.031 |   -0.9130 |   -0.8973 |
+#> |.....................|   -0.8454 |   -0.3971 |   -0.8148 |   -0.9162 |
+#> |.....................|   -0.8581 |   -0.8855 |   -0.9368 |   -0.7563 |
+#> |.....................|   -0.7800 |   -0.7797 |...........|...........|
+#> |    U|     473.55376 |     92.95 |    -5.331 |   -0.9416 |   -0.1129 |
+#> |.....................|     2.300 |     1.482 |   0.03115 |     1.171 |
+#> |.....................|   0.03050 |    0.7531 |    0.8211 |     1.349 |
+#> |.....................|     1.164 |     1.168 |...........|...........|
+#> |    X|     473.55376 |     92.95 |  0.004838 |    0.2806 |    0.8932 |
+#> |.....................|     9.974 |     1.482 |   0.03115 |     1.171 |
+#> |.....................|   0.03050 |    0.7531 |    0.8211 |     1.349 |
+#> |.....................|     1.164 |     1.168 |...........|...........|
+#> |   32|     472.90182 |    0.9995 |    -1.035 |   -0.9132 |   -0.8977 |
+#> |.....................|   -0.8453 |   -0.3799 |   -0.8225 |   -0.9204 |
+#> |.....................|   -0.8527 |   -0.8861 |   -0.9447 |   -0.7510 |
+#> |.....................|   -0.7757 |   -0.7763 |...........|...........|
+#> |    U|     472.90182 |     92.96 |    -5.335 |   -0.9418 |   -0.1133 |
+#> |.....................|     2.300 |     1.493 |   0.03104 |     1.168 |
+#> |.....................|   0.03058 |    0.7527 |    0.8141 |     1.356 |
+#> |.....................|     1.169 |     1.172 |...........|...........|
+#> |    X|     472.90182 |     92.96 |  0.004819 |    0.2805 |    0.8929 |
+#> |.....................|     9.975 |     1.493 |   0.03104 |     1.168 |
+#> |.....................|   0.03058 |    0.7527 |    0.8141 |     1.356 |
+#> |.....................|     1.169 |     1.172 |...........|...........|
+#> |   33|     469.90339 |    0.9997 |    -1.054 |   -0.9142 |   -0.8996 |
+#> |.....................|   -0.8452 |   -0.2944 |   -0.8611 |   -0.9412 |
+#> |.....................|   -0.8255 |   -0.8889 |   -0.9843 |   -0.7249 |
+#> |.....................|   -0.7539 |   -0.7597 |...........|...........|
+#> |    U|     469.90339 |     92.98 |    -5.354 |   -0.9427 |   -0.1152 |
+#> |.....................|     2.300 |     1.544 |   0.03046 |     1.156 |
+#> |.....................|   0.03099 |    0.7505 |    0.7794 |     1.387 |
+#> |.....................|     1.192 |     1.190 |...........|...........|
+#> |    X|     469.90339 |     92.98 |  0.004727 |    0.2803 |    0.8912 |
+#> |.....................|     9.976 |     1.544 |   0.03046 |     1.156 |
+#> |.....................|   0.03099 |    0.7505 |    0.7794 |     1.387 |
+#> |.....................|     1.192 |     1.190 |...........|...........|
+#> |   34|     461.71523 |     1.001 |    -1.134 |   -0.9184 |   -0.9072 |
+#> |.....................|   -0.8447 |   0.05742 |    -1.020 |    -1.027 |
+#> |.....................|   -0.7136 |   -0.9005 |    -1.147 |   -0.6175 |
+#> |.....................|   -0.6642 |   -0.6913 |...........|...........|
+#> |    U|     461.71523 |     93.05 |    -5.434 |   -0.9467 |   -0.1228 |
+#> |.....................|     2.301 |     1.755 |   0.02808 |     1.105 |
+#> |.....................|   0.03267 |    0.7417 |    0.6368 |     1.518 |
+#> |.....................|     1.288 |     1.263 |...........|...........|
+#> |    X|     461.71523 |     93.05 |  0.004366 |    0.2795 |    0.8844 |
+#> |.....................|     9.981 |     1.755 |   0.02808 |     1.105 |
+#> |.....................|   0.03267 |    0.7417 |    0.6368 |     1.518 |
+#> |.....................|     1.288 |     1.263 |...........|...........|
+#> |    F| Forward Diff. |     11.20 |     1.045 |     1.020 |    0.3495 |
+#> |.....................|    0.7923 |    -15.00 |   -0.3969 |    -1.315 |
+#> |.....................|    -3.031 |    0.2676 |    -6.780 |    -1.078 |
+#> |.....................|  -0.09081 |    -1.463 |...........|...........|
+#> |   35|     459.94653 |     1.009 |    -1.206 |   -0.9768 |   -0.9283 |
+#> |.....................|   -0.8884 |    0.4547 |    -1.238 |   -0.9419 |
+#> |.....................|   -0.5030 |   -0.9080 |   -0.7892 |   -0.6450 |
+#> |.....................|   -0.7313 |   -0.6959 |...........|...........|
+#> |    U|     459.94653 |     93.85 |    -5.506 |    -1.002 |   -0.1439 |
+#> |.....................|     2.257 |     1.993 |   0.02480 |     1.155 |
+#> |.....................|   0.03583 |    0.7361 |    0.9504 |     1.484 |
+#> |.....................|     1.216 |     1.258 |...........|...........|
+#> |    X|     459.94653 |     93.85 |  0.004064 |    0.2686 |    0.8660 |
+#> |.....................|     9.554 |     1.993 |   0.02480 |     1.155 |
+#> |.....................|   0.03583 |    0.7361 |    0.9504 |     1.484 |
+#> |.....................|     1.216 |     1.258 |...........|...........|
+#> |    F| Forward Diff. |     117.0 |     1.389 |    -1.721 |   -0.1200 |
+#> |.....................|  0.004314 |    -5.763 |     2.093 |     3.426 |
+#> |.....................|    -1.378 |     2.600 |     15.14 |    -1.236 |
+#> |.....................|    -4.018 |    -1.529 |...........|...........|
+#> |   36|     458.11528 |     1.003 |    -1.307 |   -0.9477 |   -0.9422 |
+#> |.....................|   -0.9430 |    0.6906 |    -1.630 |   -0.8850 |
+#> |.....................|   -0.1864 |    -1.043 |   -0.8947 |   -0.8359 |
+#> |.....................|   -0.7822 |   -0.7759 |...........|...........|
+#> |    U|     458.11528 |     93.30 |    -5.607 |   -0.9742 |   -0.1578 |
+#> |.....................|     2.202 |     2.135 |   0.01893 |     1.190 |
+#> |.....................|   0.04058 |    0.6334 |    0.8579 |     1.253 |
+#> |.....................|     1.162 |     1.172 |...........|...........|
+#> |    X|     458.11528 |     93.30 |  0.003671 |    0.2740 |    0.8540 |
+#> |.....................|     9.046 |     2.135 |   0.01893 |     1.190 |
+#> |.....................|   0.04058 |    0.6334 |    0.8579 |     1.253 |
+#> |.....................|     1.162 |     1.172 |...........|...........|
+#> |    F| Forward Diff. |    -4.502 |    0.8367 |   -0.1865 |   -0.1361 |
+#> |.....................|   -0.6555 |    -2.945 |     1.425 |     8.523 |
+#> |.....................|   -0.6882 |    -2.700 |     7.982 |    -9.961 |
+#> |.....................|    -6.514 |    -5.474 |...........|...........|
+#> |   37|     454.42202 |     1.008 |    -1.411 |   -0.9501 |   -0.9563 |
+#> |.....................|   -0.9900 |    0.8215 |    -2.099 |    -1.032 |
+#> |.....................|    0.1520 |    -1.049 |   -0.9274 |   -0.7533 |
+#> |.....................|   -0.7158 |   -0.7241 |...........|...........|
+#> |    U|     454.42202 |     93.74 |    -5.711 |   -0.9765 |   -0.1719 |
+#> |.....................|     2.155 |     2.214 |   0.01188 |     1.102 |
+#> |.....................|   0.04565 |    0.6287 |    0.8293 |     1.353 |
+#> |.....................|     1.233 |     1.228 |...........|...........|
+#> |    X|     454.42202 |     93.74 |  0.003311 |    0.2736 |    0.8421 |
+#> |.....................|     8.631 |     2.214 |   0.01188 |     1.102 |
+#> |.....................|   0.04565 |    0.6287 |    0.8293 |     1.353 |
+#> |.....................|     1.233 |     1.228 |...........|...........|
+#> |   38|     451.48622 |     1.000 |    -1.659 |   -0.9551 |   -0.9914 |
+#> |.....................|    -1.111 |     1.029 |    -2.892 |    -1.353 |
+#> |.....................|    0.9897 |    -1.076 |   -0.9627 |   -0.6147 |
+#> |.....................|   -0.5957 |   -0.6379 |...........|...........|
+#> |    U|     451.48622 |     93.01 |    -5.959 |   -0.9812 |   -0.2070 |
+#> |.....................|     2.035 |     2.338 | 5.960e-07 |    0.9088 |
+#> |.....................|   0.05822 |    0.6083 |    0.7984 |     1.521 |
+#> |.....................|     1.361 |     1.320 |...........|...........|
+#> |    X|     451.48622 |     93.01 |  0.002583 |    0.2727 |    0.8130 |
+#> |.....................|     7.651 |     2.338 | 5.960e-07 |    0.9088 |
+#> |.....................|   0.05822 |    0.6083 |    0.7984 |     1.521 |
+#> |.....................|     1.361 |     1.320 |...........|...........|
+#> |    F| Forward Diff. |    -68.34 |   0.03355 |   0.09905 |    -1.306 |
+#> |.....................|    -5.058 |    -1.204 |  -0.09883 |    -1.076 |
+#> |.....................|    -2.726 |    -4.145 |     7.646 |   -0.5743 |
+#> |.....................|     2.003 |     2.613 |...........|...........|
+#> |   39|     453.25472 |     1.003 |    -2.027 |    -1.069 |   -0.8933 |
+#> |.....................|   -0.6960 |     1.084 |    -2.892 |    -1.695 |
+#> |.....................|     2.689 |   -0.4882 |    -1.206 |   -0.2814 |
+#> |.....................|   -0.7545 |   -0.8496 |...........|...........|
+#> |    U|     453.25472 |     93.31 |    -6.327 |    -1.089 |   -0.1089 |
+#> |.....................|     2.449 |     2.371 | 5.960e-07 |    0.7037 |
+#> |.....................|   0.08370 |     1.055 |    0.5857 |     1.926 |
+#> |.....................|     1.191 |     1.093 |...........|...........|
+#> |    X|     453.25472 |     93.31 |  0.001787 |    0.2519 |    0.8968 |
+#> |.....................|     11.58 |     2.371 | 5.960e-07 |    0.7037 |
+#> |.....................|   0.08370 |     1.055 |    0.5857 |     1.926 |
+#> |.....................|     1.191 |     1.093 |...........|...........|
+#> |   40|     449.59369 |     1.000 |    -1.818 |    -1.010 |   -0.9508 |
+#> |.....................|   -0.9364 |     1.052 |    -2.892 |    -1.498 |
+#> |.....................|     1.730 |   -0.8175 |    -1.073 |   -0.4671 |
+#> |.....................|   -0.6691 |   -0.7270 |...........|...........|
+#> |    U|     449.59369 |     93.04 |    -6.118 |    -1.033 |   -0.1664 |
+#> |.....................|     2.209 |     2.352 | 5.960e-07 |    0.8216 |
+#> |.....................|   0.06933 |    0.8048 |    0.7021 |     1.700 |
+#> |.....................|     1.282 |     1.225 |...........|...........|
+#> |    X|     449.59369 |     93.04 |  0.002202 |    0.2625 |    0.8467 |
+#> |.....................|     9.106 |     2.352 | 5.960e-07 |    0.8216 |
+#> |.....................|   0.06933 |    0.8048 |    0.7021 |     1.700 |
+#> |.....................|     1.282 |     1.225 |...........|...........|
+#> |    F| Forward Diff. |    -128.1 |    0.1096 |    -3.510 |   -0.1773 |
+#> |.....................|   -0.1823 |    -1.358 | -0.002263 |     1.313 |
+#> |.....................|    -1.294 |     5.530 |     5.100 |     4.831 |
+#> |.....................|    -1.292 |    -3.851 |...........|...........|
+#> |   41|     472.13387 |     1.020 |    -1.985 |   -0.7592 |   -0.7822 |
+#> |.....................|   -0.2976 |     1.062 |    -2.892 |    -1.866 |
+#> |.....................|     3.141 |   -0.7519 |    -1.136 |   -0.6405 |
+#> |.....................|   -0.7706 |   -0.2153 |...........|...........|
+#> |    U|     472.13387 |     94.83 |    -6.285 |   -0.7970 |  0.002176 |
+#> |.....................|     2.848 |     2.358 | 5.960e-07 |    0.6009 |
+#> |.....................|   0.09049 |    0.8547 |    0.6467 |     1.490 |
+#> |.....................|     1.174 |     1.773 |...........|...........|
+#> |    X|     472.13387 |     94.83 |  0.001864 |    0.3107 |     1.002 |
+#> |.....................|     17.25 |     2.358 | 5.960e-07 |    0.6009 |
+#> |.....................|   0.09049 |    0.8547 |    0.6467 |     1.490 |
+#> |.....................|     1.174 |     1.773 |...........|...........|
+#> |   42|     454.13083 |     1.030 |    -1.841 |   -0.9756 |   -0.9280 |
+#> |.....................|   -0.8501 |     1.054 |    -2.892 |    -1.548 |
+#> |.....................|     1.921 |   -0.8098 |    -1.082 |   -0.4916 |
+#> |.....................|   -0.6825 |   -0.6571 |...........|...........|
+#> |    U|     454.13083 |     95.82 |    -6.141 |    -1.000 |   -0.1436 |
+#> |.....................|     2.295 |     2.353 | 5.960e-07 |    0.7917 |
+#> |.....................|   0.07219 |    0.8106 |    0.6936 |     1.671 |
+#> |.....................|     1.268 |     1.299 |...........|...........|
+#> |    X|     454.13083 |     95.82 |  0.002153 |    0.2688 |    0.8663 |
+#> |.....................|     9.927 |     2.353 | 5.960e-07 |    0.7917 |
+#> |.....................|   0.07219 |    0.8106 |    0.6936 |     1.671 |
+#> |.....................|     1.268 |     1.299 |...........|...........|
+#> |   43|     454.81886 |     1.032 |    -1.823 |    -1.002 |   -0.9459 |
+#> |.....................|   -0.9179 |     1.053 |    -2.892 |    -1.509 |
+#> |.....................|     1.771 |   -0.8169 |    -1.076 |   -0.4733 |
+#> |.....................|   -0.6717 |   -0.7113 |...........|...........|
+#> |    U|     454.81886 |     95.94 |    -6.123 |    -1.025 |   -0.1614 |
+#> |.....................|     2.227 |     2.352 | 5.960e-07 |    0.8150 |
+#> |.....................|   0.06994 |    0.8052 |    0.6994 |     1.693 |
+#> |.....................|     1.280 |     1.241 |...........|...........|
+#> |    X|     454.81886 |     95.94 |  0.002192 |    0.2640 |    0.8509 |
+#> |.....................|     9.277 |     2.352 | 5.960e-07 |    0.8150 |
+#> |.....................|   0.06994 |    0.8052 |    0.6994 |     1.693 |
+#> |.....................|     1.280 |     1.241 |...........|...........|
+#> |   44|     449.57011 |     1.014 |    -1.818 |    -1.010 |   -0.9508 |
+#> |.....................|   -0.9364 |     1.053 |    -2.892 |    -1.499 |
+#> |.....................|     1.730 |   -0.8181 |    -1.073 |   -0.4676 |
+#> |.....................|   -0.6690 |   -0.7267 |...........|...........|
+#> |    U|     449.57011 |     94.27 |    -6.118 |    -1.033 |   -0.1664 |
+#> |.....................|     2.209 |     2.352 | 5.995e-07 |    0.8215 |
+#> |.....................|   0.06933 |    0.8044 |    0.7016 |     1.700 |
+#> |.....................|     1.283 |     1.225 |...........|...........|
+#> |    X|     449.57011 |     94.27 |  0.002202 |    0.2626 |    0.8467 |
+#> |.....................|     9.106 |     2.352 | 5.995e-07 |    0.8215 |
+#> |.....................|   0.06933 |    0.8044 |    0.7016 |     1.700 |
+#> |.....................|     1.283 |     1.225 |...........|...........|
+#> |    F| Forward Diff. |     126.9 |    0.1582 |    -2.201 |   0.05331 |
+#> |.....................|    0.4695 |   -0.6265 |   0.01503 |    0.4241 |
+#> |.....................|    -1.337 |     5.854 |     6.688 |     4.536 |
+#> |.....................|    -1.410 |    -4.016 |...........|...........|
+#> |   45|     449.14922 |     1.007 |    -1.818 |    -1.010 |   -0.9508 |
+#> |.....................|   -0.9364 |     1.053 |    -2.892 |    -1.499 |
+#> |.....................|     1.730 |   -0.8183 |    -1.074 |   -0.4678 |
+#> |.....................|   -0.6689 |   -0.7265 |...........|...........|
+#> |    U|     449.14922 |     93.66 |    -6.118 |    -1.033 |   -0.1664 |
+#> |.....................|     2.209 |     2.352 | 5.960e-07 |    0.8215 |
+#> |.....................|   0.06933 |    0.8042 |    0.7014 |     1.699 |
+#> |.....................|     1.283 |     1.225 |...........|...........|
+#> |    X|     449.14922 |     93.66 |  0.002202 |    0.2626 |    0.8467 |
+#> |.....................|     9.106 |     2.352 | 5.960e-07 |    0.8215 |
+#> |.....................|   0.06933 |    0.8042 |    0.7014 |     1.699 |
+#> |.....................|     1.283 |     1.225 |...........|...........|
+#> |    F| Forward Diff. |   -0.4066 |    0.1367 |    -2.828 |  -0.06013 |
+#> |.....................|    0.1445 |   -0.8286 |   0.01677 |    0.9213 |
+#> |.....................|    -1.224 |     4.943 |     4.017 |     5.223 |
+#> |.....................|    -1.311 |    -3.922 |...........|...........|
+#> |   46|     449.08136 |     1.007 |    -1.818 |    -1.008 |   -0.9507 |
+#> |.....................|   -0.9365 |     1.053 |    -2.892 |    -1.499 |
+#> |.....................|     1.731 |   -0.8217 |    -1.076 |   -0.4714 |
+#> |.....................|   -0.6680 |   -0.7238 |...........|...........|
+#> |    U|     449.08136 |     93.68 |    -6.118 |    -1.031 |   -0.1663 |
+#> |.....................|     2.209 |     2.353 | 5.960e-07 |    0.8212 |
+#> |.....................|   0.06934 |    0.8016 |    0.6990 |     1.695 |
+#> |.....................|     1.284 |     1.228 |...........|...........|
+#> |    X|     449.08136 |     93.68 |  0.002202 |    0.2629 |    0.8468 |
+#> |.....................|     9.105 |     2.353 | 5.960e-07 |    0.8212 |
+#> |.....................|   0.06934 |    0.8016 |    0.6990 |     1.695 |
+#> |.....................|     1.284 |     1.228 |...........|...........|
+#> |   47|     448.89872 |     1.008 |    -1.819 |    -1.002 |   -0.9506 |
+#> |.....................|   -0.9368 |     1.055 |    -2.892 |    -1.501 |
+#> |.....................|     1.734 |   -0.8317 |    -1.084 |   -0.4820 |
+#> |.....................|   -0.6654 |   -0.7159 |...........|...........|
+#> |    U|     448.89872 |     93.76 |    -6.119 |    -1.025 |   -0.1662 |
+#> |.....................|     2.209 |     2.354 | 5.960e-07 |    0.8200 |
+#> |.....................|   0.06938 |    0.7940 |    0.6918 |     1.682 |
+#> |.....................|     1.286 |     1.237 |...........|...........|
+#> |    X|     448.89872 |     93.76 |  0.002202 |    0.2640 |    0.8469 |
+#> |.....................|     9.102 |     2.354 | 5.960e-07 |    0.8200 |
+#> |.....................|   0.06938 |    0.7940 |    0.6918 |     1.682 |
+#> |.....................|     1.286 |     1.237 |...........|...........|
+#> |   48|     448.46351 |     1.011 |    -1.820 |   -0.9792 |   -0.9501 |
+#> |.....................|   -0.9380 |     1.062 |    -2.892 |    -1.509 |
+#> |.....................|     1.744 |   -0.8718 |    -1.117 |   -0.5244 |
+#> |.....................|   -0.6547 |   -0.6840 |...........|...........|
+#> |    U|     448.46351 |     94.07 |    -6.120 |    -1.004 |   -0.1657 |
+#> |.....................|     2.207 |     2.358 | 5.960e-07 |    0.8155 |
+#> |.....................|   0.06953 |    0.7635 |    0.6633 |     1.631 |
+#> |.....................|     1.298 |     1.271 |...........|...........|
+#> |    X|     448.46351 |     94.07 |  0.002199 |    0.2682 |    0.8473 |
+#> |.....................|     9.092 |     2.358 | 5.960e-07 |    0.8155 |
+#> |.....................|   0.06953 |    0.7635 |    0.6633 |     1.631 |
+#> |.....................|     1.298 |     1.271 |...........|...........|
+#> |    F| Forward Diff. |     75.37 |    0.2597 |   -0.1569 |   0.03608 |
+#> |.....................|    0.3501 |   -0.3601 |  -0.01324 |    0.5025 |
+#> |.....................|    -1.327 |     4.308 |    0.9122 |     2.456 |
+#> |.....................|   -0.5631 |    -1.887 |...........|...........|
+#> |   49|     448.12149 |     1.008 |    -1.833 |   -0.9950 |   -0.9378 |
+#> |.....................|   -0.8937 |     1.062 |    -2.892 |    -1.543 |
+#> |.....................|     1.827 |   -0.8899 |    -1.115 |   -0.5324 |
+#> |.....................|   -0.6574 |   -0.6703 |...........|...........|
+#> |    U|     448.12149 |     93.73 |    -6.133 |    -1.019 |   -0.1534 |
+#> |.....................|     2.252 |     2.358 | 5.960e-07 |    0.7948 |
+#> |.....................|   0.07077 |    0.7498 |    0.6653 |     1.621 |
+#> |.....................|     1.295 |     1.285 |...........|...........|
+#> |    X|     448.12149 |     93.73 |  0.002169 |    0.2653 |    0.8578 |
+#> |.....................|     9.504 |     2.358 | 5.960e-07 |    0.7948 |
+#> |.....................|   0.07077 |    0.7498 |    0.6653 |     1.621 |
+#> |.....................|     1.295 |     1.285 |...........|...........|
+#> |    F| Forward Diff. |     13.78 |    0.2222 |    -1.381 |    0.2569 |
+#> |.....................|     1.259 |   -0.5740 |  -0.02850 |    0.1620 |
+#> |.....................|    -1.241 |     3.503 |    0.9893 |     2.205 |
+#> |.....................|   -0.7124 |    -1.054 |...........|...........|
+#> |   50|     447.94443 |     1.007 |    -1.844 |   -0.9902 |   -0.9390 |
+#> |.....................|   -0.9059 |     1.062 |    -2.881 |    -1.561 |
+#> |.....................|     1.911 |   -0.9357 |    -1.119 |   -0.5167 |
+#> |.....................|   -0.6474 |   -0.7008 |...........|...........|
+#> |    U|     447.94443 |     93.62 |    -6.144 |    -1.014 |   -0.1546 |
+#> |.....................|     2.239 |     2.358 | 0.0001615 |    0.7838 |
+#> |.....................|   0.07204 |    0.7150 |    0.6617 |     1.640 |
+#> |.....................|     1.306 |     1.253 |...........|...........|
+#> |    X|     447.94443 |     93.62 |  0.002146 |    0.2662 |    0.8567 |
+#> |.....................|     9.388 |     2.358 | 0.0001615 |    0.7838 |
+#> |.....................|   0.07204 |    0.7150 |    0.6617 |     1.640 |
+#> |.....................|     1.306 |     1.253 |...........|...........|
+#> |    F| Forward Diff. |    -5.879 |    0.2071 |    -1.215 |    0.2527 |
+#> |.....................|    0.8228 |   -0.5096 |  -0.06036 |    0.4983 |
+#> |.....................|    -1.183 |     1.766 |     2.266 |     2.617 |
+#> |.....................|   -0.3179 |    -2.389 |...........|...........|
+#> |   51|     447.77390 |     1.007 |    -1.858 |    -1.003 |   -0.9470 |
+#> |.....................|   -0.9285 |     1.056 |    -2.855 |    -1.583 |
+#> |.....................|     2.006 |   -0.9406 |    -1.128 |   -0.5198 |
+#> |.....................|   -0.6539 |   -0.6964 |...........|...........|
+#> |    U|      447.7739 |     93.69 |    -6.158 |    -1.026 |   -0.1626 |
+#> |.....................|     2.217 |     2.354 | 0.0005494 |    0.7710 |
+#> |.....................|   0.07347 |    0.7113 |    0.6533 |     1.636 |
+#> |.....................|     1.299 |     1.257 |...........|...........|
+#> |    X|      447.7739 |     93.69 |  0.002117 |    0.2639 |    0.8500 |
+#> |.....................|     9.179 |     2.354 | 0.0005494 |    0.7710 |
+#> |.....................|   0.07347 |    0.7113 |    0.6533 |     1.636 |
+#> |.....................|     1.299 |     1.257 |...........|...........|
+#> |   52|     447.56301 |     1.006 |    -1.897 |    -1.041 |   -0.9708 |
+#> |.....................|   -0.9958 |     1.039 |    -2.777 |    -1.647 |
+#> |.....................|     2.291 |   -0.9540 |    -1.156 |   -0.5273 |
+#> |.....................|   -0.6737 |   -0.6848 |...........|...........|
+#> |    U|     447.56301 |     93.51 |    -6.197 |    -1.061 |   -0.1864 |
+#> |.....................|     2.150 |     2.344 |  0.001717 |    0.7326 |
+#> |.....................|   0.07774 |    0.7011 |    0.6293 |     1.627 |
+#> |.....................|     1.278 |     1.270 |...........|...........|
+#> |    X|     447.56301 |     93.51 |  0.002035 |    0.2570 |    0.8300 |
+#> |.....................|     8.581 |     2.344 |  0.001717 |    0.7326 |
+#> |.....................|   0.07774 |    0.7011 |    0.6293 |     1.627 |
+#> |.....................|     1.278 |     1.270 |...........|...........|
+#> |    F| Forward Diff. |    -30.60 |    0.2182 |    -4.075 |   -0.4855 |
+#> |.....................|    -1.237 |   -0.6626 |   -0.1062 |    0.6612 |
+#> |.....................|   -0.6049 |     1.074 |     1.318 |     2.279 |
+#> |.....................|    -1.614 |    -1.745 |...........|...........|
+#> |   53|     447.16930 |     1.007 |    -1.971 |   -0.9627 |   -0.9652 |
+#> |.....................|   -0.9709 |     1.044 |    -2.781 |    -1.732 |
+#> |.....................|     2.691 |   -0.9472 |    -1.156 |   -0.5162 |
+#> |.....................|   -0.6828 |   -0.6632 |...........|...........|
+#> |    U|      447.1693 |     93.67 |    -6.271 |   -0.9883 |   -0.1807 |
+#> |.....................|     2.174 |     2.347 |  0.001652 |    0.6812 |
+#> |.....................|   0.08374 |    0.7063 |    0.6288 |     1.641 |
+#> |.....................|     1.268 |     1.293 |...........|...........|
+#> |    X|      447.1693 |     93.67 |  0.001890 |    0.2713 |    0.8346 |
+#> |.....................|     8.798 |     2.347 |  0.001652 |    0.6812 |
+#> |.....................|   0.08374 |    0.7063 |    0.6288 |     1.641 |
+#> |.....................|     1.268 |     1.293 |...........|...........|
+#> |    F| Forward Diff. |    -3.693 |    0.1048 |    0.8560 |   -0.3278 |
+#> |.....................|   -0.6115 |   -0.5188 |  -0.09596 |    0.9789 |
+#> |.....................|   0.02585 |     1.094 |     1.548 |     2.318 |
+#> |.....................|    -2.079 |   -0.9259 |...........|...........|
+#> |   54|     447.68852 |     1.013 |    -2.042 |    -1.008 |   -0.9421 |
+#> |.....................|   -0.9288 |     1.034 |    -2.709 |    -1.852 |
+#> |.....................|     3.037 |   -0.9368 |    -1.153 |   -0.6162 |
+#> |.....................|   -0.5399 |   -0.6984 |...........|...........|
+#> |    U|     447.68852 |     94.21 |    -6.342 |    -1.031 |   -0.1577 |
+#> |.....................|     2.217 |     2.341 |  0.002735 |    0.6094 |
+#> |.....................|   0.08893 |    0.7142 |    0.6313 |     1.519 |
+#> |.....................|     1.420 |     1.255 |...........|...........|
+#> |    X|     447.68852 |     94.21 |  0.001761 |    0.2629 |    0.8541 |
+#> |.....................|     9.176 |     2.341 |  0.002735 |    0.6094 |
+#> |.....................|   0.08893 |    0.7142 |    0.6313 |     1.519 |
+#> |.....................|     1.420 |     1.255 |...........|...........|
+#> |   55|     447.15405 |     1.011 |    -1.991 |   -0.9760 |   -0.9584 |
+#> |.....................|   -0.9586 |     1.042 |    -2.761 |    -1.767 |
+#> |.....................|     2.789 |   -0.9450 |    -1.157 |   -0.5460 |
+#> |.....................|   -0.6410 |   -0.6726 |...........|...........|
+#> |    U|     447.15405 |     94.04 |    -6.291 |    -1.001 |   -0.1740 |
+#> |.....................|     2.187 |     2.346 |  0.001959 |    0.6605 |
+#> |.....................|   0.08521 |    0.7080 |    0.6287 |     1.605 |
+#> |.....................|     1.312 |     1.283 |...........|...........|
+#> |    X|     447.15405 |     94.04 |  0.001852 |    0.2688 |    0.8403 |
+#> |.....................|     8.906 |     2.346 |  0.001959 |    0.6605 |
+#> |.....................|   0.08521 |    0.7080 |    0.6287 |     1.605 |
+#> |.....................|     1.312 |     1.283 |...........|...........|
+#> |    F| Forward Diff. |     53.59 |   0.07914 |    0.2662 |   -0.1234 |
+#> |.....................|   -0.1097 |   -0.6518 |  -0.06086 |    0.6193 |
+#> |.....................|  -0.05679 |     1.445 |    0.6511 |     1.197 |
+#> |.....................|   -0.1794 |    -1.326 |...........|...........|
+#> |   56|     447.09915 |     1.005 |    -2.002 |   -0.9768 |   -0.9545 |
+#> |.....................|   -0.9567 |     1.042 |    -2.752 |    -1.789 |
+#> |.....................|     2.838 |   -0.9392 |    -1.155 |   -0.5617 |
+#> |.....................|   -0.6261 |   -0.6787 |...........|...........|
+#> |    U|     447.09915 |     93.47 |    -6.302 |    -1.002 |   -0.1701 |
+#> |.....................|     2.189 |     2.346 |  0.002096 |    0.6471 |
+#> |.....................|   0.08594 |    0.7123 |    0.6298 |     1.586 |
+#> |.....................|     1.328 |     1.276 |...........|...........|
+#> |    X|     447.09915 |     93.47 |  0.001833 |    0.2686 |    0.8436 |
+#> |.....................|     8.923 |     2.346 |  0.002096 |    0.6471 |
+#> |.....................|   0.08594 |    0.7123 |    0.6298 |     1.586 |
+#> |.....................|     1.328 |     1.276 |...........|...........|
+#> |    F| Forward Diff. |    -33.97 |   0.05091 |   -0.1219 |  -0.09607 |
+#> |.....................|   -0.3249 |   -0.8735 |   -0.1278 |    0.5888 |
+#> |.....................|   0.06635 |     1.636 |    -1.923 |    0.5172 |
+#> |.....................|    0.5270 |    -1.419 |...........|...........|
+#> |   57|     447.01951 |     1.007 |    -2.009 |   -0.9874 |   -0.9450 |
+#> |.....................|   -0.9329 |     1.053 |    -2.780 |    -1.808 |
+#> |.....................|     2.841 |   -0.9693 |    -1.155 |   -0.5556 |
+#> |.....................|   -0.6514 |   -0.6721 |...........|...........|
+#> |    U|     447.01951 |     93.64 |    -6.309 |    -1.012 |   -0.1606 |
+#> |.....................|     2.212 |     2.352 |  0.001680 |    0.6361 |
+#> |.....................|   0.08598 |    0.6895 |    0.6300 |     1.593 |
+#> |.....................|     1.301 |     1.283 |...........|...........|
+#> |    X|     447.01951 |     93.64 |  0.001820 |    0.2667 |    0.8517 |
+#> |.....................|     9.138 |     2.352 |  0.001680 |    0.6361 |
+#> |.....................|   0.08598 |    0.6895 |    0.6300 |     1.593 |
+#> |.....................|     1.301 |     1.283 |...........|...........|
+#> |    F| Forward Diff. |    -6.500 |   0.04518 |   -0.6412 |    0.1616 |
+#> |.....................|    0.3106 |   -0.6054 |  -0.07873 |   -0.1077 |
+#> |.....................|   -0.1002 |    0.2460 |     1.553 |    0.4490 |
+#> |.....................|   -0.8245 |    -1.132 |...........|...........|
+#> |   58|     447.04861 |     1.009 |    -2.019 |   -0.9927 |   -0.9476 |
+#> |.....................|   -0.9252 |     1.054 |    -2.796 |    -1.779 |
+#> |.....................|     2.878 |   -0.9737 |    -1.157 |   -0.5487 |
+#> |.....................|   -0.6291 |   -0.6521 |...........|...........|
+#> |    U|     447.04861 |     93.85 |    -6.319 |    -1.017 |   -0.1632 |
+#> |.....................|     2.220 |     2.353 |  0.001429 |    0.6532 |
+#> |.....................|   0.08654 |    0.6862 |    0.6280 |     1.601 |
+#> |.....................|     1.325 |     1.305 |...........|...........|
+#> |    X|     447.04861 |     93.85 |  0.001802 |    0.2657 |    0.8494 |
+#> |.....................|     9.209 |     2.353 |  0.001429 |    0.6532 |
+#> |.....................|   0.08654 |    0.6862 |    0.6280 |     1.601 |
+#> |.....................|     1.325 |     1.305 |...........|...........|
+#> |   59|     447.01937 |     1.009 |    -2.012 |   -0.9891 |   -0.9459 |
+#> |.....................|   -0.9304 |     1.053 |    -2.785 |    -1.798 |
+#> |.....................|     2.853 |   -0.9708 |    -1.156 |   -0.5534 |
+#> |.....................|   -0.6439 |   -0.6653 |...........|...........|
+#> |    U|     447.01937 |     93.80 |    -6.312 |    -1.013 |   -0.1615 |
+#> |.....................|     2.215 |     2.353 |  0.001597 |    0.6418 |
+#> |.....................|   0.08617 |    0.6884 |    0.6292 |     1.596 |
+#> |.....................|     1.309 |     1.291 |...........|...........|
+#> |    X|     447.01937 |     93.80 |  0.001814 |    0.2664 |    0.8509 |
+#> |.....................|     9.161 |     2.353 |  0.001597 |    0.6418 |
+#> |.....................|   0.08617 |    0.6884 |    0.6292 |     1.596 |
+#> |.....................|     1.309 |     1.291 |...........|...........|
+#> |    F| Forward Diff. |     15.62 |   0.04451 |   -0.6370 |    0.1658 |
+#> |.....................|    0.4720 |   -0.4967 |  -0.06076 |    0.2478 |
+#> |.....................|   0.07878 |    0.2929 |    0.7908 |    0.7364 |
+#> |.....................|   -0.2169 |   -0.8458 |...........|...........|
+#> |   60|     447.00331 |     1.007 |    -2.016 |   -0.9874 |   -0.9487 |
+#> |.....................|   -0.9321 |     1.057 |    -2.790 |    -1.800 |
+#> |.....................|     2.856 |   -0.9696 |    -1.156 |   -0.5575 |
+#> |.....................|   -0.6423 |   -0.6633 |...........|...........|
+#> |    U|     447.00331 |     93.68 |    -6.316 |    -1.012 |   -0.1643 |
+#> |.....................|     2.213 |     2.355 |  0.001526 |    0.6406 |
+#> |.....................|   0.08622 |    0.6893 |    0.6295 |     1.591 |
+#> |.....................|     1.311 |     1.293 |...........|...........|
+#> |    X|     447.00331 |     93.68 |  0.001807 |    0.2667 |    0.8485 |
+#> |.....................|     9.146 |     2.355 |  0.001526 |    0.6406 |
+#> |.....................|   0.08622 |    0.6893 |    0.6295 |     1.591 |
+#> |.....................|     1.311 |     1.293 |...........|...........|
+#> |    F| Forward Diff. |    -1.749 |   0.03581 |   -0.6032 |   0.06997 |
+#> |.....................|    0.3775 |   -0.4012 |  -0.08782 |    0.2553 |
+#> |.....................|  0.001918 |    0.1783 |     1.513 |    0.3567 |
+#> |.....................|   -0.3333 |   -0.7379 |...........|...........|
+#> |   61|     446.99944 |     1.008 |    -2.018 |   -0.9851 |   -0.9476 |
+#> |.....................|   -0.9359 |     1.058 |    -2.787 |    -1.806 |
+#> |.....................|     2.859 |   -0.9671 |    -1.156 |   -0.5614 |
+#> |.....................|   -0.6427 |   -0.6650 |...........|...........|
+#> |    U|     446.99944 |     93.70 |    -6.318 |    -1.009 |   -0.1632 |
+#> |.....................|     2.209 |     2.355 |  0.001564 |    0.6369 |
+#> |.....................|   0.08626 |    0.6911 |    0.6291 |     1.586 |
+#> |.....................|     1.311 |     1.291 |...........|...........|
+#> |    X|     446.99944 |     93.70 |  0.001804 |    0.2671 |    0.8494 |
+#> |.....................|     9.111 |     2.355 |  0.001564 |    0.6369 |
+#> |.....................|   0.08626 |    0.6911 |    0.6291 |     1.586 |
+#> |.....................|     1.311 |     1.291 |...........|...........|
+#> |    F| Forward Diff. |     2.474 |   0.03546 |   -0.4554 |    0.1057 |
+#> |.....................|    0.2777 |   -0.4692 |  -0.06549 |   0.06429 |
+#> |.....................|  -0.09650 |    0.2331 |    0.6150 |    0.1626 |
+#> |.....................|   -0.3753 |   -0.8072 |...........|...........|
+#> |   62|     446.99641 |     1.007 |    -2.020 |   -0.9846 |   -0.9460 |
+#> |.....................|   -0.9366 |     1.059 |    -2.790 |    -1.808 |
+#> |.....................|     2.868 |   -0.9676 |    -1.156 |   -0.5621 |
+#> |.....................|   -0.6420 |   -0.6633 |...........|...........|
+#> |    U|     446.99641 |     93.67 |    -6.320 |    -1.009 |   -0.1616 |
+#> |.....................|     2.209 |     2.356 |  0.001530 |    0.6356 |
+#> |.....................|   0.08639 |    0.6908 |    0.6287 |     1.585 |
+#> |.....................|     1.311 |     1.293 |...........|...........|
+#> |    X|     446.99641 |     93.67 |  0.001800 |    0.2672 |    0.8508 |
+#> |.....................|     9.105 |     2.356 |  0.001530 |    0.6356 |
+#> |.....................|   0.08639 |    0.6908 |    0.6287 |     1.585 |
+#> |.....................|     1.311 |     1.293 |...........|...........|
+#> |    F| Forward Diff. |    -2.070 |   0.03317 |   -0.4443 |    0.1488 |
+#> |.....................|    0.2478 |   -0.4968 |  -0.07674 |   0.09423 |
+#> |.....................|  -0.05318 |    0.2365 |    0.6058 |    0.5619 |
+#> |.....................|   -0.3013 |   -0.7224 |...........|...........|
+#> |   63|     446.99641 |     1.007 |    -2.020 |   -0.9846 |   -0.9460 |
+#> |.....................|   -0.9366 |     1.059 |    -2.790 |    -1.808 |
+#> |.....................|     2.868 |   -0.9676 |    -1.156 |   -0.5621 |
+#> |.....................|   -0.6420 |   -0.6633 |...........|...........|
+#> |    U|     446.99641 |     93.67 |    -6.320 |    -1.009 |   -0.1616 |
+#> |.....................|     2.209 |     2.356 |  0.001530 |    0.6356 |
+#> |.....................|   0.08639 |    0.6908 |    0.6287 |     1.585 |
+#> |.....................|     1.311 |     1.293 |...........|...........|
+#> |    X|     446.99641 |     93.67 |  0.001800 |    0.2672 |    0.8508 |
+#> |.....................|     9.105 |     2.356 |  0.001530 |    0.6356 |
+#> |.....................|   0.08639 |    0.6908 |    0.6287 |     1.585 |
+#> |.....................|     1.311 |     1.293 |...........|...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_sfo_saem_obs_tc <- nlmixr(f_mmkin_tc["DFOP-SFO", ], est = "saem",
+  error_model = "obs_tc")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> 1:    90.7519   -4.8586   -1.7674   -3.5599   -2.0059    0.5800    4.8899    1.4250    1.1400    2.6923    0.4845    0.4370   10.2815    0.0004    9.0437    0.4047
+#> 2:    9.0763e+01  -5.2004e+00  -1.9605e+00  -4.2009e+00  -1.8767e+00   2.0341e-01   4.6454e+00   1.3537e+00   1.0830e+00   2.7771e+00   4.6027e-01   5.1181e-01   6.3469e+00   4.0033e-04   6.8216e+00   9.0448e-05
+#> 3:    9.0656e+01  -5.4820e+00  -2.0937e+00  -4.0962e+00  -1.5381e+00  -1.7136e-02   4.4131e+00   1.2861e+00   1.0288e+00   3.5620e+00   4.3726e-01   6.1217e-01   4.8763e+00   4.1436e-05   5.4967e+00   1.0148e-05
+#> 4:    9.0543e+01  -5.7744e+00  -2.1074e+00  -4.0393e+00  -1.3603e+00  -2.3531e-01   5.0162e+00   1.2218e+00   1.0041e+00   3.3839e+00   4.1540e-01   5.8157e-01   4.1029e+00   2.1466e-04   4.2869e+00   1.9419e-06
+#> 5:    91.1621   -6.0534   -2.0430   -4.0508   -1.2523   -0.2043    6.1015    1.1715    1.1998    3.2147    0.3946    0.5525    3.5979    0.0187    3.8221    0.0271
+#> 6:    91.1179   -5.9892   -2.0082   -4.1363   -1.1428   -0.1930    5.7964    1.1960    1.2360    3.4525    0.3749    0.5293    3.3091    0.0209    3.6230    0.0284
+#> 7:    91.6680   -5.9609   -2.0492   -4.1163   -1.0919   -0.1505    5.6134    1.6750    1.3055    3.2799    0.3631    0.5028    3.2412    0.0254    3.5108    0.0371
+#> 8:    91.6903   -5.9346   -2.0630   -4.0790   -1.1130   -0.0963    5.3327    2.2525    1.3524    3.1159    0.3449    0.4777    2.6165    0.0445    2.8556    0.0576
+#> 9:    92.2564   -5.7600   -2.0460   -4.1144   -1.0635   -0.0594    5.9616    2.1399    1.2848    2.9601    0.3277    0.4538    2.3593    0.0295    2.5704    0.0491
+#> 10:    92.2425   -5.7990   -2.0052   -4.0409   -1.0387   -0.1141    6.9547    2.1239    1.2205    2.8121    0.3113    0.4311    2.3237    0.0323    2.4227    0.0421
+#> 11:    92.4404   -5.6829   -2.0866   -4.0010   -1.0214   -0.0587    6.6790    2.0177    1.1595    2.6715    0.2957    0.4096    1.9963    0.0407    2.2478    0.0501
+#> 12:    92.0713   -5.8051   -2.1699   -4.0539   -0.9807    0.0174    6.7885    2.1380    1.1811    2.6017    0.2810    0.3891    1.8480    0.0502    2.0516    0.0522
+#> 13:    91.7214   -5.6954   -2.1579   -4.0944   -0.9935   -0.0195    6.4491    2.0311    1.1221    2.4716    0.2669    0.3696    1.8299    0.0531    1.9271    0.0520
+#> 14:    91.1978   -5.6733   -2.1988   -4.0794   -0.9387    0.0091    6.1267    1.9295    1.1589    2.3480    0.2536    0.3511    1.6357    0.0470    1.8899    0.0639
+#> 15:    91.3746   -5.5864   -2.1484   -4.1356   -0.9126    0.0045    5.8203    1.8330    1.2078    2.3265    0.2409    0.3336    1.6218    0.0428    1.6558    0.0725
+#> 16:    91.5646   -5.4931   -2.1474   -4.1242   -0.9148    0.0179    5.5293    1.7414    1.1474    2.2733    0.2288    0.3169    1.6467    0.0377    1.6977    0.0600
+#> 17:    91.4767   -5.5885   -2.1424   -4.1386   -0.9308    0.0602    5.2528    1.9428    1.2141    2.1762    0.2174    0.3343    1.4916    0.0424    1.4326    0.0717
+#> 18:    90.9989   -5.6364   -2.1601   -4.1606   -0.9676    0.0694    4.9902    1.8457    1.2521    2.2899    0.2065    0.3279    1.4504    0.0471    1.4267    0.0700
+#> 19:    91.4050   -5.7347   -2.0985   -4.1476   -0.9656    0.0668    4.7407    2.3263    1.4064    2.2061    0.1962    0.3296    1.3679    0.0485    1.2735    0.0844
+#> 20:    91.2707   -5.7623   -2.1155   -4.1538   -0.9601    0.0425    4.5037    2.6509    1.3408    2.1958    0.1864    0.3576    1.3736    0.0452    1.3454    0.0743
+#> 21:    91.6878   -5.8143   -2.1261   -4.1649   -0.9325    0.0333    4.7695    2.8996    1.3244    2.1300    0.1771    0.3509    1.4793    0.0508    1.0333    0.0839
+#> 22:    91.5363   -5.9047   -2.1358   -4.1655   -0.9207    0.0339    4.5310    3.4408    1.3022    2.1829    0.1682    0.3378    1.4260    0.0488    0.9436    0.0877
+#> 23:    91.9969   -5.9565   -2.1378   -4.1609   -0.9243    0.0701    4.3045    3.7239    1.3446    2.2424    0.1598    0.3209    1.4182    0.0412    0.9205    0.0873
+#> 24:    92.2835   -5.9272   -2.0883   -4.1651   -0.9248    0.0834    4.0892    3.7780    1.2773    2.2187    0.1518    0.3049    1.4749    0.0427    0.9837    0.0802
+#> 25:    92.3389   -6.1292   -2.1033   -4.2473   -0.9069    0.0593    3.8848    4.7059    1.2740    2.4323    0.1442    0.2896    1.3656    0.0493    0.9299    0.0798
+#> 26:    91.9840   -5.9821   -2.1124   -4.2150   -0.9100    0.1076    3.6905    4.4706    1.2103    2.4699    0.1458    0.2751    1.3200    0.0504    0.8256    0.0912
+#> 27:    92.4671   -5.8765   -2.0910   -4.2169   -0.9356    0.0483    3.5060    4.2471    1.2302    2.4791    0.1385    0.2614    1.4252    0.0520    0.8191    0.0836
+#> 28:    92.4130   -5.9480   -2.0870   -4.2191   -0.9338    0.0866    3.3859    4.1337    1.2210    2.4685    0.1412    0.2557    1.3860    0.0484    0.9189    0.0770
+#> 29:    92.3064   -5.7845   -2.0759   -4.2321   -0.9270    0.0855    4.2691    3.9271    1.3369    2.5457    0.1341    0.2922    1.3848    0.0513    0.9658    0.0785
+#> 30:    92.2109   -5.9347   -2.0725   -4.2042   -0.9074    0.0481    5.5659    3.9234    1.2701    2.4184    0.1370    0.2776    1.2925    0.0560    0.9058    0.0806
+#> 31:    91.8912   -5.7466   -2.0912   -4.1504   -0.9087    0.0443    5.2876    3.7272    1.2690    2.2975    0.1301    0.2637    1.3348    0.0517    0.8672    0.0840
+#> 32:    92.3866   -5.8560   -2.0979   -4.1547   -0.9044    0.0335    5.0232    3.5408    1.2761    2.3185    0.1307    0.2505    1.3558    0.0487    0.9422    0.0791
+#> 33:    92.4555   -5.6989   -2.0956   -4.1479   -0.9038    0.0447    4.7720    3.3638    1.3253    2.2962    0.1242    0.2380    1.4321    0.0432    0.8961    0.0799
+#> 34:    92.6307   -5.8831   -2.0769   -4.1319   -0.8946    0.0430    4.5334    3.7151    1.2785    2.2638    0.1201    0.2261    1.4076    0.0457    0.8269    0.0813
+#> 35:    92.5659   -5.9100   -2.0748   -4.1482   -0.9079    0.0563    4.6634    3.7452    1.3141    2.3378    0.1168    0.2148    1.3571    0.0451    0.8317    0.0831
+#> 36:    92.5738   -5.8574   -2.0981   -4.1214   -0.8963    0.0302    5.3272    3.7371    1.3359    2.2776    0.1331    0.2041    1.3308    0.0480    0.8953    0.0791
+#> 37:    92.1615   -5.7137   -2.0922   -4.1178   -0.9035    0.0455    5.4894    3.5503    1.2691    2.2508    0.1473    0.1939    1.3692    0.0495    0.9358    0.0800
+#> 38:    92.4421   -5.6978   -2.0905   -4.1275   -0.9052    0.0108    5.4295    3.3728    1.2057    2.2119    0.1432    0.1842    1.3421    0.0549    0.8932    0.0781
+#> 39:    92.3995   -5.6121   -2.0804   -4.1275   -0.8903    0.0270    5.1580    3.2041    1.1454    2.2119    0.1360    0.1978    1.3353    0.0524    0.9062    0.0775
+#> 40:    92.5616   -5.7907   -2.1099   -4.1127   -0.9074    0.0501    4.9001    3.0439    1.1582    2.1723    0.1387    0.1879    1.2981    0.0510    0.9517    0.0797
+#> 41:    92.2655   -5.6532   -2.0631   -4.1437   -0.9128    0.0346    4.6551    2.8917    1.1202    2.1498    0.1403    0.1785    1.4500    0.0461    0.7394    0.0903
+#> 42:    92.3218   -5.4916   -2.1072   -4.1312   -0.9310    0.0360    4.4224    2.7471    1.1648    2.1428    0.1332    0.1695    1.4034    0.0508    0.8131    0.0854
+#> 43:    92.6165   -5.5145   -2.0838   -4.1239   -0.9215    0.0347    4.2012    2.6098    1.1892    2.1202    0.1463    0.1611    1.3416    0.0507    0.8213    0.0847
+#> 44:    92.5385   -5.5590   -2.0872   -4.1376   -0.9210    0.0672    3.9912    2.4793    1.1416    2.2253    0.1450    0.1530    1.4008    0.0352    0.8639    0.0847
+#> 45:    92.2152   -5.6170   -2.1014   -4.1657   -0.9331    0.0781    3.7916    2.4382    1.1250    2.2378    0.1516    0.1556    1.4612    0.0329    1.0091    0.0820
+#> 46:    91.8943   -5.6650   -2.1329   -4.1649   -0.9241    0.1060    3.6020    2.6448    1.0705    2.3112    0.1441    0.1549    1.5047    0.0384    1.0179    0.0805
+#> 47:    91.8153   -5.5910   -2.1514   -4.1919   -0.9169    0.0885    3.4219    2.5125    1.0386    2.3140    0.1506    0.1620    1.4759    0.0375    1.1021    0.0740
+#> 48:    91.6295   -5.5438   -2.1516   -4.1570   -0.8742    0.0851    3.2508    2.3869    1.0816    2.1983    0.1630    0.1786    1.4024    0.0405    1.1135    0.0732
+#> 49:    91.4363   -5.5847   -2.1732   -4.1794   -0.8634    0.0948    3.0883    2.4829    1.0865    2.2378    0.1549    0.1697    1.4314    0.0434    1.0529    0.0742
+#> 50:    91.3634   -5.5794   -2.1613   -4.1507   -0.8849    0.0862    2.9339    2.6404    1.0829    2.2519    0.1493    0.1612    1.3704    0.0446    1.0081    0.0736
+#> 51:    91.2150   -5.5503   -2.1675   -4.1432   -0.8749    0.1178    2.7872    2.7368    1.0605    2.2261    0.1418    0.1532    1.4312    0.0418    1.0380    0.0781
+#> 52:    91.4343   -5.6336   -2.2138   -4.1552   -0.8867    0.1391    2.6677    2.7022    1.0857    2.2588    0.1493    0.1455    1.3220    0.0469    0.9272    0.0761
+#> 53:    91.3310   -5.5185   -2.2340   -4.1430   -0.8855    0.1545    2.9130    2.5670    1.0720    2.3074    0.1532    0.1385    1.3224    0.0503    0.9688    0.0723
+#> 54:    91.4342   -5.5008   -2.2086   -4.1777   -0.8720    0.1688    2.8202    2.4387    1.0624    2.4253    0.1631    0.1315    1.3186    0.0429    0.9425    0.0723
+#> 55:    91.4983   -5.5944   -2.1709   -4.1211   -0.8638    0.1168    3.4789    2.5154    1.0549    2.3041    0.1557    0.1279    1.3800    0.0423    0.9620    0.0727
+#> 56:    91.5954   -5.5317   -2.1881   -4.1263   -0.8627    0.1366    4.1396    2.3896    1.0732    2.2684    0.1562    0.1221    1.3285    0.0431    1.0156    0.0708
+#> 57:    91.6591   -5.3839   -2.2082   -4.1122   -0.8929    0.1457    4.5073    2.2701    1.0672    2.3639    0.1539    0.1160    1.4074    0.0478    0.9796    0.0722
+#> 58:    91.7434   -5.3597   -2.2068   -4.1214   -0.8912    0.1437    4.2819    2.1566    1.0605    2.4496    0.1667    0.1109    1.4274    0.0450    1.0782    0.0676
+#> 59:    91.6597   -5.4672   -2.1918   -4.1412   -0.9021    0.1657    4.0678    2.0488    1.1306    2.5245    0.1888    0.1054    1.4745    0.0391    1.1492    0.0670
+#> 60:    91.7565   -5.4513   -2.2051   -4.1618   -0.9013    0.1554    3.8644    1.9464    1.1728    2.6191    0.1793    0.1001    1.4135    0.0402    1.1572    0.0665
+#> 61:    91.9484   -5.5390   -2.1973   -4.1611   -0.9011    0.1318    3.6712    1.8963    1.1460    2.6242    0.1704    0.0951    1.3855    0.0481    1.1109    0.0634
+#> 62:    92.1661   -5.4985   -2.1729   -4.1352   -0.8887    0.1327    4.3155    1.8588    1.1087    2.5551    0.1633    0.0995    1.3847    0.0444    1.0736    0.0656
+#> 63:    92.1727   -5.4086   -2.1610   -4.1488   -0.8998    0.1451    4.6019    1.7659    1.1413    2.6020    0.1718    0.1152    1.4299    0.0404    1.2202    0.0603
+#> 64:    92.4331   -5.5220   -2.1121   -4.1300   -0.9428    0.1211    5.0354    1.8121    1.0982    2.6157    0.1775    0.1209    1.4168    0.0348    1.2148    0.0625
+#> 65:    92.1871   -5.6089   -2.1258   -4.1412   -0.9127    0.1399    4.7836    2.1060    1.1568    2.5971    0.1757    0.1148    1.4000    0.0336    1.0305    0.0707
+#> 66:    92.1419   -5.7752   -2.1344   -4.1493   -0.9237    0.1494    4.5444    2.7076    1.1563    2.6439    0.1740    0.1091    1.4238    0.0341    1.0285    0.0688
+#> 67:    92.1187   -5.5967   -2.1430   -4.1460   -0.9074    0.1245    4.3172    2.5722    1.2052    2.6139    0.1868    0.1104    1.4100    0.0381    1.0508    0.0703
+#> 68:    92.1123   -5.6882   -2.1481   -4.1269   -0.9083    0.1206    4.1014    2.5548    1.2021    2.4832    0.1781    0.1462    1.3099    0.0417    1.0099    0.0713
+#> 69:    92.2511   -5.6923   -2.1456   -4.1315   -0.9077    0.1421    4.3551    2.6261    1.1850    2.3591    0.1692    0.1389    1.3546    0.0416    0.9516    0.0762
+#> 70:    92.0291   -5.7376   -2.1689   -4.1364   -0.8908    0.1407    4.1373    3.0520    1.1595    2.2495    0.1608    0.1465    1.3226    0.0436    0.9904    0.0711
+#> 71:    91.7690   -5.7223   -2.1773   -4.1986   -0.9036    0.1831    3.9304    2.8994    1.1015    2.4335    0.1527    0.1602    1.3135    0.0450    0.9564    0.0722
+#> 72:    91.4802   -5.7302   -2.2079   -4.2000   -0.8990    0.2112    3.7339    3.2965    1.1222    2.4612    0.1451    0.1622    1.3222    0.0426    1.0215    0.0717
+#> 73:    91.1247   -5.7803   -2.1827   -4.2214   -0.8876    0.1385    3.5472    3.2786    1.1612    2.5216    0.1650    0.1541    1.2811    0.0493    1.0076    0.0696
+#> 74:    90.9765   -5.6534   -2.1808   -4.2511   -0.8824    0.1308    3.8553    3.1146    1.1389    2.8140    0.1725    0.1464    1.2895    0.0518    1.0100    0.0707
+#> 75:    90.4805   -5.7293   -2.1481   -4.2613   -0.8704    0.1395    4.1255    2.9589    1.1623    2.7523    0.1713    0.1391    1.3112    0.0483    0.9439    0.0788
+#> 76:    90.3958   -5.7635   -2.1508   -4.2426   -0.8841    0.1402    4.7427    3.0223    1.2187    2.7243    0.1789    0.1321    1.3065    0.0468    0.9303    0.0758
+#> 77:    90.7518   -5.6517   -2.1498   -4.2773   -0.8730    0.1688    5.9340    2.8712    1.1840    2.8530    0.1828    0.1255    1.3553    0.0422    0.9755    0.0696
+#> 78:    91.0443   -5.7462   -2.1351   -4.2601   -0.8848    0.1746    5.6373    2.9912    1.1312    2.7659    0.1887    0.1192    1.3303    0.0410    0.8578    0.0744
+#> 79:    90.9631   -5.7307   -2.1618   -4.2593   -0.8965    0.1944    5.7520    3.1324    1.1206    2.8212    0.1875    0.1340    1.3519    0.0449    0.9006    0.0799
+#> 80:    90.8703   -5.7665   -2.1989   -4.2476   -0.9122    0.1933    5.4644    3.4527    1.1063    2.7920    0.1781    0.1273    1.3014    0.0497    0.9305    0.0792
+#> 81:    90.7781   -5.8702   -2.1789   -4.2821   -0.8828    0.1793    5.1912    3.7553    1.0662    3.0568    0.1807    0.1209    1.3120    0.0472    0.9808    0.0772
+#> 82:    90.8137   -6.1164   -2.2001   -4.3046   -0.8912    0.1916    4.9316    4.9023    1.0714    3.1363    0.1716    0.1149    1.2724    0.0539    1.0644    0.0693
+#> 83:    90.9900   -6.2077   -2.1695   -4.3121   -0.8924    0.1722    6.7123    5.3290    1.1120    3.2733    0.1741    0.1091    1.2822    0.0510    1.0142    0.0715
+#> 84:    90.8158   -6.3282   -2.1595   -4.2907   -0.9096    0.1818    6.3767    5.9725    1.1342    3.2384    0.1763    0.1037    1.2704    0.0420    0.8891    0.0834
+#> 85:    90.5926   -6.2052   -2.1643   -4.2780   -0.9000    0.1579    6.0579    5.6739    1.1472    3.0765    0.1751    0.0985    1.3263    0.0433    0.9484    0.0814
+#> 86:    90.3804   -6.2707   -2.1470   -4.2627   -0.9260    0.1650    5.7550    5.5542    1.1135    2.9227    0.1956    0.0936    1.2747    0.0447    0.9731    0.0780
+#> 87:    90.8425   -6.4455   -2.1135   -4.2273   -0.9294    0.1491    5.4672    6.8599    1.0716    2.7765    0.1858    0.0928    1.3204    0.0427    1.0005    0.0744
+#> 88:    91.2019   -6.2302   -2.1362   -4.1982   -0.9333    0.1615    5.1939    6.5169    1.1221    2.7203    0.1841    0.0928    1.2689    0.0466    0.9914    0.0771
+#> 89:    90.9907   -6.4173   -2.1174   -4.2493   -0.9182    0.1628    4.9342    6.2408    1.1719    2.9614    0.1749    0.1021    1.3580    0.0403    1.0171    0.0775
+#> 90:    91.1666   -6.5154   -2.1219   -4.2011   -0.9210    0.1594    4.6875    7.4895    1.1930    2.8133    0.1745    0.0970    1.2500    0.0432    0.9467    0.0799
+#> 91:    91.0165   -6.5918   -2.1465   -4.2231   -0.9079    0.1382    4.9772    7.3172    1.1706    2.6789    0.1810    0.1032    1.2958    0.0458    1.1223    0.0639
+#> 92:    91.5386   -6.6567   -2.1376   -4.2247   -0.9358    0.1696    5.5955    7.4188    1.1543    2.6339    0.1754    0.0980    1.2894    0.0463    0.9927    0.0764
+#> 93:    92.2552   -6.5096   -2.1645   -4.2340   -0.9393    0.1798    5.3157    7.0479    1.1612    2.6312    0.1718    0.0931    1.3698    0.0431    1.2649    0.0579
+#> 94:    91.7588   -6.4124   -2.1795   -4.2305   -0.9265    0.1842    5.8275    6.6955    1.1988    2.6403    0.1891    0.0884    1.3022    0.0481    1.0741    0.0713
+#> 95:    91.6694   -6.2975   -2.1946   -4.2442   -0.9392    0.2004    5.5361    6.3607    1.1399    2.7164    0.1796    0.1027    1.2519    0.0513    1.0982    0.0724
+#> 96:    91.2252   -6.0124   -2.2316   -4.2701   -0.8946    0.2375    5.2593    6.0427    1.0829    2.7921    0.2024    0.1147    1.3343    0.0426    1.3064    0.0560
+#> 97:    91.0388   -5.9178   -2.2563   -4.2703   -0.9093    0.2304    5.6825    5.7405    1.0890    2.7678    0.2113    0.1090    1.3517    0.0484    1.4160    0.0493
+#> 98:    90.9013   -6.1325   -2.2597   -4.2776   -0.9133    0.2447    5.7546    5.4535    1.1028    2.6806    0.2130    0.1182    1.2983    0.0451    1.2436    0.0584
+#> 99:    91.2086   -6.0047   -2.2719   -4.2972   -0.9136    0.2738    5.4668    5.1808    1.1776    2.7160    0.2132    0.1123    1.3301    0.0431    1.1850    0.0628
+#> 100:    91.3181   -5.9175   -2.2311   -4.3202   -0.8947    0.2844    5.1935    4.9218    1.1187    2.8660    0.2289    0.1471    1.3409    0.0371    0.9566    0.0806
+#> 101:    91.5112   -5.7721   -2.2292   -4.3060   -0.8842    0.3006    6.3617    4.6757    1.0628    2.7227    0.2174    0.1500    1.3269    0.0407    1.2002    0.0592
+#> 102:    91.5205   -5.9982   -2.2162   -4.3041   -0.8813    0.3065    7.7957    4.4419    1.0320    2.7176    0.2290    0.1474    1.3218    0.0392    0.9685    0.0783
+#> 103:    91.2416   -5.7012   -2.2204   -4.3198   -0.8610    0.3180    7.4059    4.2198    1.0242    2.5817    0.2175    0.1714    1.3003    0.0395    0.9472    0.0825
+#> 104:    91.2662   -5.8136   -2.2357   -4.3063   -0.8700    0.3110    7.0356    4.0088    1.0024    2.4701    0.2067    0.1939    1.2806    0.0407    1.0387    0.0743
+#> 105:    91.4688   -5.7922   -2.2204   -4.3319   -0.8703    0.2767    6.6838    3.8084    0.9751    2.6368    0.1963    0.1967    1.3320    0.0470    1.2043    0.0580
+#> 106:    91.3665   -5.8505   -2.2225   -4.3614   -0.8757    0.2922    7.1982    3.6180    1.0018    2.6378    0.1865    0.2132    1.2613    0.0464    1.0683    0.0693
+#> 107:    91.4934   -5.8933   -2.1993   -4.3433   -0.9112    0.3267    6.8383    3.7379    0.9616    2.5329    0.1772    0.2169    1.2911    0.0449    1.0688    0.0731
+#> 108:    92.1268   -5.7807   -2.1863   -4.4348   -0.9273    0.3235    6.4964    3.5510    1.0093    2.9025    0.1718    0.2061    1.3153    0.0414    0.8982    0.0796
+#> 109:    91.6585   -5.9778   -2.2083   -4.3550   -0.9061    0.3339    6.1715    4.5778    1.0600    2.7574    0.1755    0.2163    1.2754    0.0382    0.8100    0.0868
+#> 110:    92.0456   -5.6784   -2.2236   -4.3483   -0.8911    0.3022    5.8630    4.3489    1.0427    2.6195    0.1667    0.2472    1.3782    0.0336    0.7819    0.0931
+#> 111:    92.2862   -5.6624   -2.1985   -4.3680   -0.9178    0.3156    5.5698    4.1315    1.0149    2.5443    0.1622    0.2348    1.3541    0.0415    0.7848    0.0868
+#> 112:    92.5436   -5.6572   -2.2134   -4.3290   -0.9267    0.3025    5.2913    3.9249    1.0720    2.5118    0.1541    0.2231    1.3798    0.0385    0.9087    0.0799
+#> 113:    92.5970   -5.6263   -2.2030   -4.3044   -0.9123    0.2856    5.0268    3.7287    1.1371    2.4674    0.1764    0.2119    1.3007    0.0455    0.8651    0.0850
+#> 114:    92.9227   -5.6379   -2.2032   -4.2926   -0.9187    0.3282    4.7754    3.5422    1.1022    2.4105    0.1676    0.2013    1.3103    0.0439    0.9003    0.0815
+#> 115:    92.7678   -5.8033   -2.1888   -4.2988   -0.9406    0.3026    4.5367    3.3651    1.1127    2.5043    0.1592    0.1913    1.3643    0.0420    0.9649    0.0800
+#> 116:    92.0655   -5.8531   -2.2033   -4.2989   -0.9487    0.3013    4.3098    3.6792    1.1260    2.4981    0.1513    0.1817    1.2783    0.0445    0.9812    0.0818
+#> 117:    92.2258   -5.7861   -2.2095   -4.3393   -0.9399    0.2998    4.0943    3.4952    1.0697    2.7102    0.1437    0.1752    1.3037    0.0426    0.9067    0.0786
+#> 118:    92.3560   -5.8080   -2.2058   -4.3166   -0.9480    0.2743    4.6025    3.3205    1.0709    2.6198    0.1432    0.1747    1.2850    0.0481    0.9236    0.0769
+#> 119:    92.0489   -5.7726   -2.1972   -4.2740   -0.9087    0.2627    4.3723    3.1544    1.0892    2.4888    0.1620    0.1660    1.2659    0.0435    0.8389    0.0832
+#> 120:    91.9163   -5.8211   -2.2101   -4.2770   -0.9142    0.2674    4.1537    3.1700    1.0985    2.5003    0.1795    0.1577    1.2289    0.0454    0.9280    0.0826
+#> 121:    92.0274   -5.7601   -2.1916   -4.2686   -0.9055    0.2571    3.9460    3.1181    1.1026    2.3985    0.1908    0.1498    1.3015    0.0432    0.9363    0.0807
+#> 122:    92.2933   -5.7972   -2.2019   -4.2888   -0.8932    0.2679    3.7487    3.1755    1.0809    2.3976    0.1843    0.1636    1.2918    0.0433    0.8760    0.0803
+#> 123:    92.3361   -5.8903   -2.1745   -4.3386   -0.9157    0.2665    3.5613    3.8794    1.1308    2.5838    0.1751    0.1555    1.3219    0.0421    0.8987    0.0806
+#> 124:    92.5677   -6.0471   -2.1638   -4.2764   -0.9325    0.2645    3.3832    4.6152    1.1336    2.4546    0.1664    0.1526    1.2938    0.0375    0.9412    0.0798
+#> 125:    92.7852   -5.9841   -2.1661   -4.2825   -0.9373    0.2866    3.2141    4.3844    1.0770    2.3788    0.1581    0.1727    1.3137    0.0417    0.9228    0.0733
+#> 126:    92.7867   -5.9126   -2.1636   -4.2413   -0.9141    0.2756    3.0534    4.1652    1.0857    2.2921    0.1502    0.1994    1.2428    0.0450    0.8206    0.0795
+#> 127:    92.8733   -5.9110   -2.1546   -4.2269   -0.9258    0.2531    2.9007    3.9569    1.0914    2.3822    0.1426    0.2029    1.3043    0.0369    0.8206    0.0795
+#> 128:    93.0457   -5.9202   -2.1505   -4.2076   -0.9466    0.2463    3.3353    3.7591    1.0647    2.3012    0.1355    0.2180    1.3420    0.0385    0.8503    0.0803
+#> 129:    92.9207   -5.9882   -2.1704   -4.2204   -0.9319    0.2464    4.3160    4.4368    1.1187    2.3415    0.1386    0.2316    1.2546    0.0435    0.8777    0.0830
+#> 130:    92.2660   -6.2043   -2.1712   -4.2251   -0.9276    0.2186    4.4370    5.1440    1.0817    2.3426    0.1338    0.2200    1.2733    0.0476    0.9132    0.0753
+#> 131:    92.1286   -6.4163   -2.1634   -4.2642   -0.9223    0.2300    4.2151    6.2253    1.0614    2.5012    0.1333    0.2090    1.2690    0.0430    0.8201    0.0814
+#> 132:    92.0287   -6.4297   -2.1522   -4.2717   -0.9259    0.2250    4.0044    6.1979    1.0791    2.5146    0.1314    0.1985    1.2736    0.0449    0.8671    0.0784
+#> 133:    91.6843   -6.1415   -2.1685   -4.2553   -0.9349    0.2209    3.8041    5.8880    1.1445    2.4277    0.1248    0.2026    1.3381    0.0426    0.9129    0.0858
+#> 134:    91.6928   -6.1408   -2.1467   -4.2709   -0.9270    0.2648    3.6139    5.5936    1.0873    2.5602    0.1305    0.1925    1.3202    0.0416    0.7626    0.0936
+#> 135:    91.7984   -6.0371   -2.1673   -4.2572   -0.9497    0.2480    3.4332    5.3139    1.0649    2.4322    0.1389    0.1829    1.2592    0.0544    0.9459    0.0831
+#> 136:    91.9754   -6.1770   -2.1769   -4.2311   -0.9401    0.2435    3.2616    5.0482    1.0717    2.3106    0.1691    0.1737    1.3170    0.0436    1.0497    0.0816
+#> 137:    92.1546   -6.1216   -2.1731   -4.2278   -0.9401    0.2492    3.0985    4.9378    1.0200    2.1950    0.1606    0.1988    1.4019    0.0421    1.0200    0.0766
+#> 138:    92.2370   -5.9463   -2.1794   -4.1949   -0.9321    0.2460    2.9436    4.6909    1.0203    2.1200    0.1535    0.1947    1.3378    0.0425    0.9448    0.0804
+#> 139:    92.2025   -5.8849   -2.1820   -4.1868   -0.9200    0.2294    2.9458    4.4564    0.9875    2.1260    0.1759    0.2080    1.3244    0.0428    1.0110    0.0778
+#> 140:    91.8182   -5.7494   -2.1569   -4.1998   -0.9095    0.2318    2.7985    4.2336    1.0015    2.1507    0.1830    0.2113    1.3502    0.0432    0.7716    0.0922
+#> 141:    91.8292   -5.9568   -2.1640   -4.2109   -0.9122    0.2130    4.4608    4.0219    1.0180    2.1032    0.1739    0.2057    1.3594    0.0419    0.8088    0.0883
+#> 142:    91.9995   -6.0927   -2.1471   -4.2313   -0.9091    0.1875    4.5415    4.7705    1.0571    2.1286    0.1810    0.1954    1.4145    0.0406    0.8943    0.0847
+#> 143:    91.9160   -5.9892   -2.1546   -4.2043   -0.9355    0.1819    4.3145    4.5320    1.1337    2.1453    0.1888    0.2208    1.3449    0.0394    1.0910    0.0797
+#> 144:    92.0136   -5.9765   -2.1643   -4.2346   -0.9448    0.2455    4.3041    4.3054    1.1130    2.1300    0.1817    0.3253    1.3828    0.0340    1.0535    0.0873
+#> 145:    92.3893   -6.2224   -2.1211   -4.2316   -0.9405    0.2285    5.2279    4.9099    1.0573    2.1037    0.1727    0.3091    1.3797    0.0340    1.0160    0.0832
+#> 146:    92.6097   -6.2204   -2.1406   -4.2210   -0.9217    0.1762    4.9665    5.4466    1.0724    2.1658    0.1640    0.2936    1.4421    0.0408    1.2412    0.0674
+#> 147:    92.8499   -6.0091   -2.1165   -4.2234   -0.9682    0.1783    4.7182    5.1743    1.0188    2.1714    0.1722    0.2789    1.4545    0.0397    1.4472    0.0556
+#> 148:    92.6602   -5.8003   -2.1059   -4.2132   -0.9282    0.2102    4.4823    4.9156    1.0106    2.1075    0.1880    0.2684    1.4013    0.0413    1.0748    0.0758
+#> 149:    92.7388   -5.8727   -2.1569   -4.2185   -0.9266    0.1868    4.2581    4.6698    1.1447    2.0851    0.1786    0.2550    1.3137    0.0413    0.9963    0.0723
+#> 150:    92.7348   -5.7926   -2.1184   -4.2257   -0.9324    0.1966    4.0452    4.4363    1.1760    2.1508    0.1697    0.2704    1.3792    0.0363    0.8204    0.0889
+#> 151:    92.7968   -5.7301   -2.1179   -4.1959   -0.9275    0.1927    3.8430    4.2145    1.1707    2.1702    0.1842    0.2569    1.3789    0.0387    0.7890    0.0873
+#> 152:    92.9011   -5.7417   -2.1622   -4.2086   -0.9215    0.1784    2.0089    3.0670    1.1984    2.2253    0.1814    0.2507    1.3431    0.0395    0.9622    0.0780
+#> 153:    92.8020   -5.7707   -2.1494   -4.2128   -0.9228    0.1818    2.2261    2.9648    1.1192    2.3058    0.1749    0.2548    1.3671    0.0369    0.9507    0.0744
+#> 154:    92.5217   -5.8043   -2.1447   -4.2074   -0.9303    0.1766    2.7638    3.1314    1.1141    2.2814    0.1811    0.2389    1.3250    0.0408    1.0538    0.0689
+#> 155:    92.8765   -5.5586   -2.1275   -4.1639   -0.9320    0.1434    2.4217    2.4658    1.1231    2.1314    0.1746    0.2426    1.3785    0.0407    0.9682    0.0796
+#> 156:    93.0074   -5.6819   -2.1343   -4.1819   -0.9382    0.1587    1.4756    2.7496    1.1200    2.1700    0.1849    0.2320    1.3643    0.0395    1.0875    0.0653
+#> 157:    92.7950   -5.6827   -2.1178   -4.1808   -0.9553    0.1585    1.1607    2.5156    1.1129    2.2109    0.1724    0.2366    1.4045    0.0374    1.1322    0.0676
+#> 158:    92.7684   -5.7106   -2.0933   -4.2149   -0.9717    0.1602    1.4884    2.6532    1.1269    2.1388    0.1838    0.2666    1.4009    0.0348    0.8728    0.0832
+#> 159:    93.0980   -5.8911   -2.1297   -4.2160   -0.9660    0.1407    1.6034    3.3765    1.1182    2.1661    0.1705    0.2804    1.3557    0.0430    1.0076    0.0776
+#> 160:    93.1849   -5.9433   -2.1177   -4.1735   -0.9436    0.1324    1.8692    4.0887    1.1252    2.0213    0.1642    0.2922    1.3251    0.0386    0.8586    0.0820
+#> 161:    93.4771   -5.7768   -2.0899   -4.1697   -0.9670    0.1043    2.0938    2.9110    1.1069    1.9538    0.1820    0.3046    1.3270    0.0413    0.8220    0.0855
+#> 162:    93.4961   -5.6516   -2.0965   -4.1633   -0.9708    0.1263    2.2053    2.3022    1.1179    1.9555    0.1758    0.2891    1.3158    0.0417    0.9943    0.0768
+#> 163:    93.1627   -5.5944   -2.1527   -4.1633   -0.9488    0.1452    2.9600    2.3291    1.1027    1.9555    0.1766    0.3000    1.3626    0.0376    0.9790    0.0743
+#> 164:    92.7951   -5.6646   -2.1539   -4.1699   -0.9447    0.1863    2.9195    2.7599    1.0794    1.9511    0.1651    0.2918    1.4091    0.0357    1.1005    0.0709
+#> 165:    92.6045   -5.5927   -2.1842   -4.1770   -0.9436    0.1939    2.2014    2.3213    1.0622    1.9775    0.1671    0.2899    1.3945    0.0372    1.0533    0.0694
+#> 166:    92.6660   -5.5922   -2.1438   -4.1611   -0.9441    0.1767    1.8951    2.3445    1.1025    2.0399    0.1802    0.2802    1.4229    0.0354    1.1552    0.0682
+#> 167:    92.4353   -5.5118   -2.1415   -4.1730   -0.9124    0.1827    1.5029    1.8145    1.0701    2.0090    0.1727    0.2642    1.4525    0.0362    1.0577    0.0754
+#> 168:    92.3761   -5.5522   -2.1625   -4.1911   -0.9114    0.1782    1.2703    2.0808    1.0814    2.0588    0.1810    0.2658    1.3973    0.0364    0.9874    0.0729
+#> 169:    92.5240   -5.6102   -2.1396   -4.1793   -0.8972    0.1722    1.3115    2.2750    1.0759    2.0910    0.2147    0.2549    1.3553    0.0392    0.9770    0.0759
+#> 170:    92.3827   -5.5942   -2.1231   -4.1847   -0.9338    0.1525    1.5707    2.3778    1.0542    2.0824    0.2042    0.2519    1.4424    0.0363    1.1270    0.0687
+#> 171:    92.1706   -5.6171   -2.1619   -4.1926   -0.9056    0.1390    1.0935    2.2869    1.1239    2.1697    0.1946    0.2624    1.2980    0.0411    0.9988    0.0740
+#> 172:    92.1491   -5.5704   -2.1447   -4.1913   -0.9285    0.1649    1.0292    2.2160    1.1231    2.1905    0.1860    0.2518    1.3154    0.0375    1.0152    0.0772
+#> 173:    91.9987   -5.5411   -2.1434   -4.1803   -0.9056    0.1585    0.6511    1.9989    1.0892    2.2283    0.1899    0.2413    1.3814    0.0380    1.1733    0.0693
+#> 174:    92.0377   -5.5419   -2.1081   -4.1928   -0.9057    0.1418    0.9013    2.0933    1.1813    2.2773    0.1756    0.2559    1.4419    0.0343    0.9942    0.0801
+#> 175:    92.0266   -5.5125   -2.1014   -4.1775   -0.9119    0.1371    0.7194    2.0624    1.1848    2.2328    0.1754    0.2504    1.3987    0.0353    1.0838    0.0728
+#> 176:    92.0365   -5.5658   -2.0914   -4.1646   -0.8956    0.1096    0.7557    2.0588    1.1642    2.1610    0.1617    0.2722    1.3658    0.0347    0.9405    0.0757
+#> 177:    91.8661   -5.6799   -2.0950   -4.1695   -0.9010    0.1193    0.8835    2.8899    1.1394    2.1886    0.1809    0.2777    1.3841    0.0351    0.9178    0.0794
+#> 178:    91.9392   -5.7853   -2.1139   -4.1711   -0.9190    0.1222    0.6673    3.0461    1.1712    2.1948    0.1576    0.2237    1.3623    0.0383    0.9060    0.0795
+#> 179:    92.0116   -5.7560   -2.1418   -4.1711   -0.9153    0.1034    0.4356    2.9139    1.1653    2.1948    0.1497    0.2364    1.3387    0.0392    0.9327    0.0793
+#> 180:    92.1013   -5.7920   -2.1368   -4.1654   -0.9059    0.0912    0.3859    3.2592    1.1357    2.1744    0.1570    0.2337    1.3622    0.0408    1.0299    0.0739
+#> 181:    92.1032   -5.8125   -2.1260   -4.1791   -0.9404    0.1731    0.4091    3.0817    1.1113    2.2356    0.1572    0.2742    1.4509    0.0340    0.9180    0.0865
+#> 182:    92.1315   -5.7991   -2.1327   -4.1737   -0.9319    0.1519    0.3145    3.0292    1.1520    2.1360    0.1661    0.2482    1.4105    0.0361    1.1338    0.0748
+#> 183:    92.1350   -6.0470   -2.1264   -4.1707   -0.9525    0.1787    0.2045    3.8296    1.1229    2.1369    0.1735    0.2453    1.3132    0.0350    1.0507    0.0759
+#> 184:    92.0539   -5.9856   -2.1289   -4.1968   -0.9281    0.1789    0.1166    3.9425    1.0558    2.2320    0.1658    0.2253    1.3390    0.0355    1.1271    0.0720
+#> 185:    92.0755   -6.0524   -2.1385   -4.2076   -0.9313    0.1794    0.1193    4.2430    1.0465    2.3571    0.1566    0.2152    1.3777    0.0368    1.2013    0.0631
+#> 186:    92.1639   -6.0663   -2.1399   -4.1869   -0.9311    0.1817    0.1392    4.4053    1.0495    2.4857    0.1532    0.2331    1.3751    0.0365    1.0497    0.0697
+#> 187:    92.1759   -6.3052   -2.1469   -4.2221   -0.9428    0.1970    0.1356    5.5622    0.9953    2.3367    0.1451    0.2359    1.3754    0.0367    1.0969    0.0656
+#> 188:    92.1744   -6.0494   -2.1406   -4.2445   -0.9595    0.2089    0.1364    4.3818    0.9882    2.4074    0.1480    0.2364    1.3709    0.0396    1.1259    0.0642
+#> 189:    92.1989   -6.1255   -2.1138   -4.2037   -0.9368    0.1796    0.1444    4.6756    0.9840    2.3786    0.1502    0.2303    1.3979    0.0393    1.2011    0.0630
+#> 190:    92.0944   -6.1343   -2.1536   -4.2106   -0.9267    0.2105    0.1288    4.4977    1.0475    2.3593    0.1443    0.2396    1.3247    0.0384    1.1304    0.0711
+#> 191:    92.1238   -6.0639   -2.1462   -4.2883   -0.9311    0.2155    0.1246    4.1066    1.0428    2.6836    0.1442    0.2344    1.4041    0.0344    1.1631    0.0684
+#> 192:    92.1328   -6.0743   -2.1232   -4.3119   -0.9586    0.2319    0.1192    4.1348    1.0020    2.7067    0.1466    0.2515    1.4039    0.0355    1.0021    0.0772
+#> 193:    92.0881   -5.8697   -2.1298   -4.2691   -0.9309    0.2295    0.1050    3.4476    0.9879    2.5496    0.1344    0.2348    1.4677    0.0351    1.0332    0.0705
+#> 194:    92.1086   -5.7557   -2.1176   -4.3249   -0.9029    0.2183    0.0702    2.7793    1.0043    2.8853    0.1460    0.2213    1.4733    0.0325    1.0929    0.0681
+#> 195:    92.1265   -5.8976   -2.1506   -4.2932   -0.9267    0.2511    0.0593    3.4959    0.9881    2.6806    0.1278    0.2505    1.6138    0.0350    1.1327    0.0703
+#> 196:    92.1316   -5.7018   -2.1627   -4.2889   -0.9278    0.2392    0.0717    2.9210    1.0160    2.7067    0.1470    0.2350    1.5063    0.0418    1.0525    0.0734
+#> 197:    92.1756   -5.7899   -2.1604   -4.2819   -0.9248    0.2765    0.0754    2.9991    1.0167    2.6170    0.1465    0.2314    1.4982    0.0387    1.0504    0.0774
+#> 198:    92.2153   -5.8248   -2.1571   -4.2245   -0.9350    0.2195    0.0651    3.0128    0.9196    2.3123    0.1451    0.2363    1.3965    0.0453    1.1561    0.0650
+#> 199:    92.1935   -5.8187   -2.1505   -4.2123   -0.9452    0.2406    0.0535    3.0017    0.9553    2.2771    0.1338    0.2415    1.4485    0.0407    1.0647    0.0699
+#> 200:    92.2308   -5.6732   -2.1578   -4.2182   -0.9324    0.2330    0.0618    2.4070    1.0687    2.2978    0.1513    0.2199    1.4101    0.0385    1.0283    0.0741
+#> 201:    92.2305   -5.6796   -2.1604   -4.2064   -0.9320    0.2262    0.0530    2.4360    1.0551    2.2994    0.1529    0.2219    1.3653    0.0407    1.0115    0.0757
+#> 202:    92.2259   -5.7201   -2.1550   -4.2058   -0.9263    0.2208    0.0461    2.6422    1.0351    2.2888    0.1520    0.2100    1.3739    0.0418    1.0474    0.0730
+#> 203:    92.2212   -5.7539   -2.1457   -4.2037   -0.9303    0.2163    0.0422    2.8480    1.0403    2.2723    0.1465    0.2070    1.3973    0.0404    1.0518    0.0729
+#> 204:    92.2164   -5.8068   -2.1371   -4.2093   -0.9300    0.2163    0.0383    3.1313    1.0426    2.2984    0.1423    0.2091    1.4025    0.0391    1.0284    0.0737
+#> 205:    92.2120   -5.8371   -2.1369   -4.2142   -0.9308    0.2156    0.0347    3.2786    1.0392    2.3249    0.1390    0.2048    1.4115    0.0385    1.0161    0.0733
+#> 206:    92.2071   -5.8681   -2.1391   -4.2176   -0.9287    0.2158    0.0336    3.4917    1.0442    2.3461    0.1388    0.2041    1.4017    0.0394    0.9977    0.0735
+#> 207:    92.2078   -5.8966   -2.1424   -4.2230   -0.9286    0.2181    0.0337    3.6741    1.0456    2.3743    0.1369    0.2009    1.3988    0.0397    0.9792    0.0740
+#> 208:    92.2077   -5.8972   -2.1459   -4.2249   -0.9300    0.2208    0.0340    3.6775    1.0460    2.3889    0.1362    0.1985    1.3969    0.0394    0.9729    0.0742
+#> 209:    92.2091   -5.8831   -2.1488   -4.2271   -0.9326    0.2227    0.0337    3.6019    1.0465    2.4005    0.1380    0.1967    1.3949    0.0395    0.9745    0.0741
+#> 210:    92.2115   -5.8806   -2.1490   -4.2282   -0.9349    0.2238    0.0324    3.5652    1.0516    2.4211    0.1386    0.1979    1.3941    0.0391    0.9820    0.0740
+#> 211:    92.2151   -5.8791   -2.1516   -4.2291   -0.9363    0.2258    0.0318    3.5315    1.0458    2.4465    0.1390    0.1989    1.3918    0.0394    0.9901    0.0735
+#> 212:    92.2189   -5.8789   -2.1532   -4.2297   -0.9380    0.2269    0.0312    3.4989    1.0434    2.4718    0.1409    0.1993    1.3884    0.0394    1.0007    0.0732
+#> 213:    92.2226   -5.8714   -2.1556   -4.2287   -0.9395    0.2255    0.0313    3.4460    1.0440    2.4800    0.1413    0.1993    1.3859    0.0397    1.0157    0.0722
+#> 214:    92.2233   -5.8706   -2.1553   -4.2279   -0.9394    0.2237    0.0309    3.4283    1.0431    2.4809    0.1414    0.2003    1.3849    0.0399    1.0186    0.0720
+#> 215:    92.2242   -5.8750   -2.1536   -4.2285   -0.9390    0.2212    0.0312    3.4442    1.0455    2.4800    0.1417    0.2015    1.3830    0.0401    1.0126    0.0723
+#> 216:    92.2252   -5.8788   -2.1521   -4.2277   -0.9393    0.2192    0.0316    3.4718    1.0459    2.4791    0.1410    0.2028    1.3817    0.0402    1.0046    0.0726
+#> 217:    92.2255   -5.8869   -2.1516   -4.2268   -0.9400    0.2177    0.0322    3.5295    1.0456    2.4751    0.1407    0.2042    1.3814    0.0401    1.0011    0.0729
+#> 218:    92.2230   -5.8819   -2.1511   -4.2259   -0.9400    0.2164    0.0327    3.5004    1.0473    2.4693    0.1399    0.2051    1.3784    0.0401    0.9962    0.0731
+#> 219:    92.2206   -5.8761   -2.1499   -4.2269   -0.9393    0.2156    0.0325    3.4736    1.0494    2.4667    0.1399    0.2066    1.3794    0.0399    0.9925    0.0734
+#> 220:    92.2185   -5.8775   -2.1494   -4.2267   -0.9380    0.2150    0.0331    3.4894    1.0511    2.4596    0.1396    0.2090    1.3788    0.0398    0.9881    0.0734
+#> 221:    92.2180   -5.8774   -2.1499   -4.2271   -0.9369    0.2142    0.0328    3.4873    1.0518    2.4559    0.1399    0.2109    1.3776    0.0399    0.9842    0.0735
+#> 222:    92.2191   -5.8833   -2.1503   -4.2280   -0.9359    0.2127    0.0328    3.5384    1.0518    2.4533    0.1400    0.2114    1.3778    0.0400    0.9825    0.0735
+#> 223:    92.2199   -5.8831   -2.1486   -4.2288   -0.9343    0.2112    0.0326    3.5474    1.0539    2.4515    0.1396    0.2127    1.3795    0.0398    0.9806    0.0735
+#> 224:    92.2206   -5.8870   -2.1467   -4.2283   -0.9331    0.2093    0.0324    3.5619    1.0550    2.4482    0.1395    0.2133    1.3805    0.0395    0.9792    0.0735
+#> 225:    92.2218   -5.8929   -2.1459   -4.2289   -0.9328    0.2086    0.0322    3.6001    1.0548    2.4492    0.1388    0.2142    1.3804    0.0393    0.9809    0.0734
+#> 226:    92.2228   -5.8909   -2.1440   -4.2293   -0.9322    0.2082    0.0320    3.6007    1.0566    2.4513    0.1383    0.2143    1.3826    0.0390    0.9815    0.0737
+#> 227:    92.2234   -5.8838   -2.1444   -4.2304   -0.9319    0.2088    0.0319    3.5748    1.0551    2.4562    0.1381    0.2140    1.3814    0.0390    0.9836    0.0736
+#> 228:    92.2243   -5.8835   -2.1444   -4.2314   -0.9326    0.2093    0.0317    3.5756    1.0526    2.4607    0.1377    0.2143    1.3824    0.0389    0.9901    0.0733
+#> 229:    92.2251   -5.8916   -2.1442   -4.2307   -0.9330    0.2095    0.0318    3.6344    1.0501    2.4580    0.1371    0.2148    1.3850    0.0388    0.9930    0.0733
+#> 230:    92.2250   -5.8951   -2.1442   -4.2303   -0.9334    0.2107    0.0318    3.6533    1.0475    2.4550    0.1369    0.2150    1.3872    0.0387    0.9953    0.0734
+#> 231:    92.2247   -5.8964   -2.1444   -4.2300   -0.9345    0.2119    0.0322    3.6564    1.0446    2.4549    0.1368    0.2151    1.3899    0.0388    0.9991    0.0733
+#> 232:    92.2230   -5.8982   -2.1451   -4.2306   -0.9352    0.2132    0.0326    3.6643    1.0422    2.4591    0.1365    0.2155    1.3934    0.0388    1.0052    0.0729
+#> 233:    92.2223   -5.9022   -2.1455   -4.2327   -0.9354    0.2141    0.0329    3.6824    1.0396    2.4697    0.1362    0.2165    1.3970    0.0388    1.0107    0.0726
+#> 234:    92.2200   -5.9075   -2.1457   -4.2324   -0.9348    0.2140    0.0335    3.7056    1.0364    2.4735    0.1366    0.2174    1.3977    0.0388    1.0163    0.0723
+#> 235:    92.2171   -5.9094   -2.1457   -4.2338   -0.9342    0.2142    0.0342    3.7222    1.0339    2.4854    0.1372    0.2189    1.3999    0.0389    1.0228    0.0721
+#> 236:    92.2161   -5.9195   -2.1464   -4.2368   -0.9340    0.2140    0.0346    3.7789    1.0329    2.4986    0.1376    0.2200    1.4007    0.0389    1.0281    0.0721
+#> 237:    92.2163   -5.9214   -2.1469   -4.2390   -0.9330    0.2143    0.0347    3.7862    1.0329    2.5074    0.1378    0.2195    1.4030    0.0389    1.0320    0.0719
+#> 238:    92.2165   -5.9203   -2.1473   -4.2399   -0.9326    0.2143    0.0347    3.7781    1.0336    2.5100    0.1381    0.2186    1.4031    0.0388    1.0347    0.0719
+#> 239:    92.2173   -5.9212   -2.1471   -4.2403   -0.9325    0.2136    0.0344    3.7908    1.0350    2.5128    0.1384    0.2175    1.4021    0.0389    1.0352    0.0718
+#> 240:    92.2178   -5.9217   -2.1470   -4.2394   -0.9322    0.2133    0.0342    3.8082    1.0363    2.5118    0.1384    0.2169    1.4025    0.0387    1.0345    0.0719
+#> 241:    92.2177   -5.9200   -2.1470   -4.2383   -0.9318    0.2136    0.0340    3.8123    1.0381    2.5110    0.1385    0.2161    1.4028    0.0387    1.0336    0.0720
+#> 242:    92.2170   -5.9109   -2.1478   -4.2371   -0.9308    0.2136    0.0340    3.7766    1.0387    2.5090    0.1385    0.2157    1.4027    0.0386    1.0322    0.0720
+#> 243:    92.2165   -5.9029   -2.1484   -4.2371   -0.9300    0.2140    0.0340    3.7433    1.0389    2.5128    0.1386    0.2150    1.4032    0.0385    1.0342    0.0720
+#> 244:    92.2161   -5.8998   -2.1489   -4.2374   -0.9294    0.2143    0.0340    3.7242    1.0392    2.5173    0.1386    0.2148    1.4030    0.0384    1.0343    0.0720
+#> 245:    92.2153   -5.9048   -2.1494   -4.2370   -0.9291    0.2149    0.0339    3.7491    1.0399    2.5182    0.1386    0.2146    1.4019    0.0383    1.0317    0.0722
+#> 246:    92.2147   -5.9093   -2.1498   -4.2371   -0.9289    0.2156    0.0339    3.7727    1.0409    2.5218    0.1384    0.2145    1.4016    0.0382    1.0309    0.0724
+#> 247:    92.2143   -5.9124   -2.1503   -4.2368   -0.9286    0.2159    0.0338    3.7972    1.0408    2.5232    0.1383    0.2144    1.4012    0.0382    1.0297    0.0725
+#> 248:    92.2137   -5.9122   -2.1500   -4.2367   -0.9286    0.2160    0.0336    3.8036    1.0409    2.5245    0.1382    0.2141    1.4022    0.0381    1.0272    0.0727
+#> 249:    92.2133   -5.9101   -2.1501   -4.2364   -0.9288    0.2160    0.0334    3.7984    1.0406    2.5268    0.1383    0.2136    1.4031    0.0381    1.0273    0.0726
+#> 250:    92.2139   -5.9115   -2.1502   -4.2368   -0.9289    0.2167    0.0335    3.8015    1.0412    2.5326    0.1380    0.2132    1.4035    0.0381    1.0261    0.0727
+#> 251:    92.2132   -5.9123   -2.1502   -4.2373   -0.9297    0.2170    0.0338    3.8015    1.0421    2.5362    0.1376    0.2126    1.4053    0.0379    1.0274    0.0727
+#> 252:    92.2128   -5.9106   -2.1502   -4.2366   -0.9299    0.2174    0.0338    3.7931    1.0427    2.5345    0.1371    0.2120    1.4062    0.0379    1.0262    0.0728
+#> 253:    92.2118   -5.9098   -2.1492   -4.2364   -0.9297    0.2173    0.0340    3.8011    1.0420    2.5338    0.1369    0.2121    1.4074    0.0378    1.0232    0.0731
+#> 254:    92.2107   -5.9104   -2.1479   -4.2362   -0.9296    0.2171    0.0341    3.8085    1.0398    2.5330    0.1366    0.2123    1.4093    0.0377    1.0230    0.0731
+#> 255:    92.2103   -5.9133   -2.1466   -4.2359   -0.9299    0.2166    0.0341    3.8219    1.0381    2.5346    0.1363    0.2122    1.4105    0.0377    1.0230    0.0731
+#> 256:    92.2094   -5.9171   -2.1453   -4.2356   -0.9299    0.2161    0.0341    3.8498    1.0366    2.5366    0.1362    0.2123    1.4114    0.0375    1.0239    0.0731
+#> 257:    92.2091   -5.9169   -2.1441   -4.2353   -0.9302    0.2153    0.0341    3.8529    1.0347    2.5385    0.1360    0.2118    1.4126    0.0375    1.0265    0.0729
+#> 258:    92.2089   -5.9191   -2.1431   -4.2349   -0.9301    0.2145    0.0340    3.8608    1.0331    2.5392    0.1359    0.2119    1.4126    0.0375    1.0282    0.0728
+#> 259:    92.2093   -5.9249   -2.1426   -4.2337   -0.9301    0.2145    0.0341    3.8853    1.0321    2.5385    0.1361    0.2120    1.4114    0.0374    1.0280    0.0728
+#> 260:    92.2095   -5.9297   -2.1415   -4.2328   -0.9303    0.2146    0.0339    3.9108    1.0302    2.5367    0.1358    0.2125    1.4112    0.0373    1.0265    0.0729
+#> 261:    92.2096   -5.9341   -2.1407   -4.2321   -0.9307    0.2147    0.0338    3.9343    1.0278    2.5343    0.1356    0.2131    1.4121    0.0373    1.0272    0.0728
+#> 262:    92.2094   -5.9342   -2.1398   -4.2312   -0.9310    0.2149    0.0336    3.9314    1.0254    2.5313    0.1356    0.2139    1.4115    0.0372    1.0249    0.0729
+#> 263:    92.2088   -5.9376   -2.1388   -4.2304   -0.9313    0.2153    0.0334    3.9452    1.0232    2.5289    0.1357    0.2143    1.4109    0.0371    1.0228    0.0731
+#> 264:    92.2077   -5.9410   -2.1379   -4.2301   -0.9317    0.2153    0.0333    3.9571    1.0204    2.5265    0.1356    0.2147    1.4105    0.0371    1.0224    0.0731
+#> 265:    92.2069   -5.9454   -2.1374   -4.2296   -0.9322    0.2154    0.0332    3.9800    1.0182    2.5230    0.1356    0.2147    1.4115    0.0371    1.0232    0.0730
+#> 266:    92.2067   -5.9463   -2.1370   -4.2291   -0.9324    0.2155    0.0330    3.9809    1.0165    2.5217    0.1354    0.2148    1.4121    0.0371    1.0220    0.0730
+#> 267:    92.2064   -5.9492   -2.1368   -4.2282   -0.9329    0.2154    0.0328    3.9874    1.0150    2.5199    0.1357    0.2150    1.4124    0.0370    1.0233    0.0729
+#> 268:    92.2065   -5.9468   -2.1360   -4.2276   -0.9333    0.2155    0.0328    3.9722    1.0133    2.5171    0.1362    0.2155    1.4133    0.0369    1.0243    0.0729
+#> 269:    92.2066   -5.9438   -2.1352   -4.2267   -0.9335    0.2151    0.0328    3.9526    1.0122    2.5142    0.1367    0.2154    1.4140    0.0369    1.0244    0.0728
+#> 270:    92.2067   -5.9388   -2.1351   -4.2259   -0.9339    0.2151    0.0326    3.9283    1.0112    2.5114    0.1370    0.2157    1.4137    0.0368    1.0240    0.0729
+#> 271:    92.2069   -5.9350   -2.1344   -4.2252   -0.9342    0.2152    0.0324    3.9072    1.0107    2.5094    0.1370    0.2158    1.4136    0.0367    1.0222    0.0730
+#> 272:    92.2069   -5.9317   -2.1341   -4.2246   -0.9348    0.2153    0.0321    3.8870    1.0104    2.5082    0.1372    0.2157    1.4139    0.0366    1.0219    0.0731
+#> 273:    92.2068   -5.9289   -2.1340   -4.2240   -0.9348    0.2152    0.0320    3.8711    1.0101    2.5075    0.1373    0.2159    1.4146    0.0366    1.0232    0.0730
+#> 274:    92.2067   -5.9271   -2.1337   -4.2239   -0.9350    0.2153    0.0318    3.8569    1.0101    2.5085    0.1377    0.2157    1.4144    0.0366    1.0239    0.0731
+#> 275:    92.2063   -5.9264   -2.1339   -4.2235   -0.9353    0.2156    0.0317    3.8476    1.0097    2.5078    0.1382    0.2157    1.4143    0.0365    1.0256    0.0730
+#> 276:    92.2059   -5.9271   -2.1339   -4.2231   -0.9354    0.2160    0.0316    3.8417    1.0097    2.5074    0.1387    0.2156    1.4132    0.0365    1.0260    0.0730
+#> 277:    92.2059   -5.9283   -2.1342   -4.2225   -0.9356    0.2163    0.0316    3.8412    1.0094    2.5073    0.1393    0.2155    1.4122    0.0364    1.0283    0.0729
+#> 278:    92.2062   -5.9278   -2.1341   -4.2220   -0.9361    0.2166    0.0318    3.8331    1.0081    2.5069    0.1397    0.2154    1.4117    0.0364    1.0321    0.0727
+#> 279:    92.2061   -5.9264   -2.1341   -4.2214   -0.9363    0.2168    0.0319    3.8188    1.0072    2.5051    0.1402    0.2155    1.4111    0.0364    1.0342    0.0726
+#> 280:    92.2057   -5.9263   -2.1344   -4.2211   -0.9365    0.2167    0.0321    3.8114    1.0072    2.5061    0.1406    0.2148    1.4108    0.0365    1.0361    0.0725
+#> 281:    92.2048   -5.9269   -2.1344   -4.2208   -0.9365    0.2166    0.0324    3.8082    1.0076    2.5077    0.1410    0.2142    1.4098    0.0365    1.0363    0.0726
+#> 282:    92.2045   -5.9257   -2.1347   -4.2205   -0.9366    0.2165    0.0328    3.8040    1.0082    2.5092    0.1413    0.2138    1.4090    0.0365    1.0364    0.0726
+#> 283:    92.2038   -5.9235   -2.1348   -4.2201   -0.9363    0.2163    0.0331    3.7955    1.0089    2.5108    0.1415    0.2134    1.4086    0.0365    1.0362    0.0726
+#> 284:    92.2032   -5.9234   -2.1348   -4.2198   -0.9359    0.2162    0.0335    3.7945    1.0100    2.5118    0.1420    0.2129    1.4083    0.0365    1.0362    0.0726
+#> 285:    92.2028   -5.9236   -2.1347   -4.2193   -0.9360    0.2161    0.0339    3.7930    1.0104    2.5124    0.1422    0.2125    1.4080    0.0365    1.0373    0.0725
+#> 286:    92.2020   -5.9221   -2.1344   -4.2187   -0.9355    0.2156    0.0341    3.7872    1.0104    2.5134    0.1425    0.2121    1.4074    0.0364    1.0377    0.0725
+#> 287:    92.2013   -5.9213   -2.1341   -4.2183   -0.9354    0.2154    0.0343    3.7888    1.0098    2.5151    0.1428    0.2119    1.4075    0.0364    1.0390    0.0724
+#> 288:    92.2003   -5.9195   -2.1339   -4.2182   -0.9355    0.2152    0.0343    3.7831    1.0090    2.5180    0.1430    0.2116    1.4082    0.0364    1.0408    0.0723
+#> 289:    92.1995   -5.9186   -2.1339   -4.2182   -0.9355    0.2154    0.0343    3.7805    1.0083    2.5217    0.1429    0.2115    1.4085    0.0364    1.0426    0.0722
+#> 290:    92.1984   -5.9180   -2.1339   -4.2177   -0.9354    0.2153    0.0343    3.7767    1.0080    2.5219    0.1427    0.2113    1.4083    0.0365    1.0429    0.0721
+#> 291:    92.1975   -5.9167   -2.1334   -4.2175   -0.9355    0.2151    0.0343    3.7701    1.0080    2.5230    0.1427    0.2108    1.4083    0.0364    1.0439    0.0721
+#> 292:    92.1971   -5.9175   -2.1330   -4.2166   -0.9356    0.2144    0.0342    3.7722    1.0081    2.5227    0.1426    0.2107    1.4079    0.0364    1.0443    0.0721
+#> 293:    92.1963   -5.9188   -2.1330   -4.2157   -0.9357    0.2141    0.0342    3.7768    1.0083    2.5242    0.1425    0.2103    1.4073    0.0364    1.0439    0.0721
+#> 294:    92.1953   -5.9189   -2.1328   -4.2157   -0.9357    0.2136    0.0344    3.7727    1.0078    2.5294    0.1427    0.2095    1.4079    0.0364    1.0456    0.0720
+#> 295:    92.1946   -5.9171   -2.1329   -4.2153   -0.9355    0.2135    0.0345    3.7623    1.0081    2.5331    0.1426    0.2090    1.4080    0.0364    1.0462    0.0720
+#> 296:    92.1940   -5.9154   -2.1329   -4.2150   -0.9354    0.2130    0.0346    3.7523    1.0082    2.5354    0.1425    0.2084    1.4075    0.0365    1.0463    0.0720
+#> 297:    92.1934   -5.9128   -2.1330   -4.2145   -0.9351    0.2127    0.0349    3.7395    1.0084    2.5373    0.1423    0.2079    1.4072    0.0365    1.0453    0.0720
+#> 298:    92.1932   -5.9128   -2.1332   -4.2138   -0.9347    0.2120    0.0350    3.7372    1.0085    2.5368    0.1423    0.2075    1.4068    0.0365    1.0449    0.0720
+#> 299:    92.1927   -5.9120   -2.1333   -4.2131   -0.9344    0.2112    0.0352    3.7324    1.0088    2.5366    0.1422    0.2070    1.4059    0.0366    1.0441    0.0721
+#> 300:    92.1921   -5.9097   -2.1335   -4.2122   -0.9343    0.2105    0.0353    3.7211    1.0096    2.5357    0.1425    0.2066    1.4050    0.0367    1.0443    0.0721
+#> 301:    92.1915   -5.9081   -2.1337   -4.2116   -0.9343    0.2098    0.0355    3.7110    1.0104    2.5355    0.1427    0.2061    1.4041    0.0368    1.0448    0.0721
+#> 302:    92.1912   -5.9067   -2.1340   -4.2108   -0.9342    0.2092    0.0355    3.7052    1.0114    2.5348    0.1428    0.2055    1.4036    0.0369    1.0442    0.0722
+#> 303:    92.1913   -5.9039   -2.1342   -4.2113   -0.9342    0.2087    0.0355    3.6925    1.0123    2.5408    0.1430    0.2049    1.4028    0.0369    1.0436    0.0723
+#> 304:    92.1920   -5.9012   -2.1342   -4.2119   -0.9342    0.2081    0.0356    3.6781    1.0129    2.5476    0.1432    0.2044    1.4026    0.0369    1.0436    0.0723
+#> 305:    92.1923   -5.8984   -2.1343   -4.2123   -0.9341    0.2076    0.0354    3.6633    1.0134    2.5525    0.1434    0.2038    1.4022    0.0370    1.0434    0.0724
+#> 306:    92.1926   -5.8977   -2.1343   -4.2121   -0.9343    0.2072    0.0354    3.6603    1.0144    2.5567    0.1436    0.2030    1.4022    0.0369    1.0431    0.0724
+#> 307:    92.1931   -5.8970   -2.1346   -4.2124   -0.9344    0.2068    0.0353    3.6555    1.0154    2.5617    0.1438    0.2021    1.4017    0.0370    1.0431    0.0725
+#> 308:    92.1935   -5.8963   -2.1347   -4.2127   -0.9343    0.2062    0.0351    3.6486    1.0166    2.5665    0.1439    0.2012    1.4017    0.0370    1.0431    0.0724
+#> 309:    92.1934   -5.8965   -2.1349   -4.2130   -0.9344    0.2058    0.0350    3.6454    1.0180    2.5711    0.1439    0.2003    1.4013    0.0370    1.0427    0.0725
+#> 310:    92.1935   -5.8965   -2.1349   -4.2133   -0.9345    0.2055    0.0350    3.6401    1.0193    2.5761    0.1439    0.1993    1.4013    0.0371    1.0418    0.0725
+#> 311:    92.1931   -5.8976   -2.1349   -4.2139   -0.9346    0.2052    0.0349    3.6416    1.0207    2.5820    0.1437    0.1982    1.4015    0.0370    1.0411    0.0726
+#> 312:    92.1928   -5.8995   -2.1350   -4.2149   -0.9349    0.2053    0.0350    3.6472    1.0222    2.5902    0.1437    0.1972    1.4018    0.0370    1.0412    0.0727
+#> 313:    92.1922   -5.8999   -2.1350   -4.2159   -0.9352    0.2055    0.0350    3.6450    1.0236    2.5989    0.1436    0.1962    1.4017    0.0369    1.0407    0.0728
+#> 314:    92.1913   -5.9021   -2.1353   -4.2171   -0.9353    0.2055    0.0350    3.6532    1.0244    2.6086    0.1437    0.1951    1.4019    0.0369    1.0409    0.0728
+#> 315:    92.1905   -5.9033   -2.1358   -4.2178   -0.9354    0.2055    0.0351    3.6591    1.0252    2.6142    0.1438    0.1941    1.4018    0.0369    1.0420    0.0728
+#> 316:    92.1895   -5.9043   -2.1358   -4.2186   -0.9352    0.2053    0.0352    3.6648    1.0266    2.6207    0.1441    0.1934    1.4016    0.0369    1.0420    0.0729
+#> 317:    92.1888   -5.9041   -2.1359   -4.2200   -0.9352    0.2052    0.0352    3.6673    1.0278    2.6312    0.1444    0.1926    1.4014    0.0369    1.0416    0.0729
+#> 318:    92.1879   -5.9039   -2.1360   -4.2212   -0.9352    0.2052    0.0354    3.6670    1.0292    2.6380    0.1446    0.1919    1.4010    0.0369    1.0403    0.0730
+#> 319:    92.1871   -5.9046   -2.1361   -4.2222   -0.9353    0.2052    0.0354    3.6709    1.0306    2.6432    0.1448    0.1912    1.4008    0.0369    1.0394    0.0731
+#> 320:    92.1863   -5.9023   -2.1365   -4.2229   -0.9355    0.2052    0.0355    3.6602    1.0318    2.6466    0.1448    0.1903    1.4011    0.0369    1.0398    0.0731
+#> 321:    92.1855   -5.8996   -2.1368   -4.2236   -0.9354    0.2053    0.0355    3.6491    1.0329    2.6505    0.1448    0.1895    1.4017    0.0369    1.0402    0.0731
+#> 322:    92.1850   -5.8979   -2.1370   -4.2243   -0.9353    0.2057    0.0356    3.6399    1.0341    2.6534    0.1447    0.1888    1.4020    0.0368    1.0394    0.0732
+#> 323:    92.1844   -5.8984   -2.1371   -4.2251   -0.9352    0.2059    0.0356    3.6431    1.0346    2.6566    0.1447    0.1882    1.4026    0.0368    1.0389    0.0733
+#> 324:    92.1838   -5.8967   -2.1372   -4.2257   -0.9353    0.2062    0.0356    3.6392    1.0351    2.6598    0.1445    0.1875    1.4031    0.0368    1.0382    0.0734
+#> 325:    92.1835   -5.8936   -2.1374   -4.2264   -0.9351    0.2066    0.0355    3.6288    1.0352    2.6633    0.1444    0.1869    1.4043    0.0367    1.0391    0.0734
+#> 326:    92.1837   -5.8936   -2.1376   -4.2276   -0.9350    0.2071    0.0354    3.6296    1.0354    2.6684    0.1444    0.1865    1.4043    0.0367    1.0380    0.0735
+#> 327:    92.1837   -5.8943   -2.1378   -4.2289   -0.9347    0.2076    0.0354    3.6348    1.0357    2.6746    0.1444    0.1860    1.4043    0.0366    1.0380    0.0735
+#> 328:    92.1838   -5.8953   -2.1380   -4.2297   -0.9345    0.2081    0.0354    3.6456    1.0360    2.6776    0.1444    0.1856    1.4043    0.0366    1.0379    0.0735
+#> 329:    92.1836   -5.8974   -2.1383   -4.2305   -0.9342    0.2085    0.0356    3.6591    1.0361    2.6802    0.1444    0.1852    1.4043    0.0366    1.0385    0.0735
+#> 330:    92.1832   -5.8994   -2.1387   -4.2305   -0.9342    0.2088    0.0358    3.6715    1.0364    2.6798    0.1443    0.1849    1.4037    0.0367    1.0378    0.0736
+#> 331:    92.1826   -5.8983   -2.1391   -4.2302   -0.9342    0.2091    0.0357    3.6670    1.0368    2.6800    0.1442    0.1845    1.4038    0.0367    1.0379    0.0736
+#> 332:    92.1824   -5.8959   -2.1396   -4.2301   -0.9341    0.2097    0.0357    3.6576    1.0375    2.6792    0.1442    0.1842    1.4034    0.0367    1.0372    0.0737
+#> 333:    92.1826   -5.8937   -2.1401   -4.2304   -0.9340    0.2104    0.0356    3.6487    1.0383    2.6798    0.1442    0.1838    1.4029    0.0367    1.0360    0.0738
+#> 334:    92.1825   -5.8911   -2.1407   -4.2311   -0.9339    0.2112    0.0355    3.6378    1.0390    2.6825    0.1444    0.1834    1.4025    0.0367    1.0349    0.0739
+#> 335:    92.1830   -5.8887   -2.1411   -4.2317   -0.9336    0.2118    0.0355    3.6294    1.0396    2.6850    0.1444    0.1830    1.4022    0.0367    1.0338    0.0740
+#> 336:    92.1834   -5.8872   -2.1413   -4.2324   -0.9334    0.2124    0.0356    3.6249    1.0402    2.6880    0.1444    0.1825    1.4024    0.0367    1.0339    0.0740
+#> 337:    92.1835   -5.8869   -2.1416   -4.2334   -0.9332    0.2131    0.0356    3.6252    1.0411    2.6926    0.1443    0.1821    1.4029    0.0366    1.0330    0.0741
+#> 338:    92.1839   -5.8882   -2.1418   -4.2346   -0.9333    0.2137    0.0357    3.6332    1.0421    2.6972    0.1441    0.1815    1.4036    0.0366    1.0324    0.0742
+#> 339:    92.1845   -5.8869   -2.1420   -4.2358   -0.9332    0.2143    0.0357    3.6261    1.0428    2.7021    0.1439    0.1810    1.4043    0.0366    1.0322    0.0742
+#> 340:    92.1846   -5.8863   -2.1421   -4.2367   -0.9331    0.2147    0.0357    3.6242    1.0436    2.7060    0.1439    0.1804    1.4049    0.0365    1.0328    0.0743
+#> 341:    92.1848   -5.8847   -2.1421   -4.2378   -0.9330    0.2150    0.0356    3.6177    1.0442    2.7099    0.1439    0.1798    1.4056    0.0366    1.0334    0.0743
+#> 342:    92.1848   -5.8838   -2.1421   -4.2390   -0.9330    0.2154    0.0355    3.6114    1.0449    2.7151    0.1438    0.1792    1.4064    0.0365    1.0332    0.0743
+#> 343:    92.1849   -5.8840   -2.1423   -4.2398   -0.9330    0.2157    0.0353    3.6109    1.0459    2.7191    0.1438    0.1785    1.4060    0.0366    1.0334    0.0743
+#> 344:    92.1851   -5.8839   -2.1423   -4.2406   -0.9330    0.2159    0.0352    3.6092    1.0467    2.7229    0.1440    0.1779    1.4060    0.0365    1.0338    0.0743
+#> 345:    92.1850   -5.8841   -2.1424   -4.2414   -0.9331    0.2162    0.0352    3.6070    1.0472    2.7263    0.1441    0.1774    1.4056    0.0365    1.0341    0.0743
+#> 346:    92.1848   -5.8839   -2.1424   -4.2420   -0.9333    0.2164    0.0352    3.6048    1.0479    2.7292    0.1443    0.1769    1.4058    0.0365    1.0344    0.0743
+#> 347:    92.1846   -5.8835   -2.1425   -4.2427   -0.9334    0.2166    0.0353    3.6017    1.0495    2.7330    0.1444    0.1763    1.4053    0.0365    1.0343    0.0743
+#> 348:    92.1846   -5.8825   -2.1427   -4.2434   -0.9336    0.2168    0.0353    3.5968    1.0508    2.7362    0.1445    0.1757    1.4051    0.0365    1.0343    0.0743
+#> 349:    92.1846   -5.8820   -2.1432   -4.2444   -0.9337    0.2172    0.0352    3.5937    1.0519    2.7412    0.1446    0.1752    1.4047    0.0365    1.0343    0.0743
+#> 350:    92.1845   -5.8817   -2.1435   -4.2454   -0.9338    0.2179    0.0351    3.5899    1.0526    2.7460    0.1448    0.1747    1.4042    0.0365    1.0339    0.0744
+#> 351:    92.1844   -5.8824   -2.1439   -4.2468   -0.9338    0.2184    0.0350    3.5917    1.0535    2.7531    0.1448    0.1740    1.4041    0.0365    1.0336    0.0744
+#> 352:    92.1840   -5.8840   -2.1442   -4.2482   -0.9338    0.2189    0.0350    3.6013    1.0543    2.7603    0.1450    0.1734    1.4044    0.0364    1.0342    0.0744
+#> 353:    92.1838   -5.8848   -2.1445   -4.2492   -0.9336    0.2194    0.0349    3.6030    1.0552    2.7652    0.1451    0.1730    1.4043    0.0364    1.0338    0.0744
+#> 354:    92.1838   -5.8835   -2.1449   -4.2501   -0.9336    0.2197    0.0349    3.5961    1.0563    2.7697    0.1452    0.1723    1.4044    0.0364    1.0342    0.0744
+#> 355:    92.1837   -5.8826   -2.1453   -4.2511   -0.9335    0.2199    0.0348    3.5910    1.0569    2.7757    0.1451    0.1718    1.4053    0.0364    1.0348    0.0744
+#> 356:    92.1835   -5.8826   -2.1456   -4.2520   -0.9334    0.2198    0.0348    3.5922    1.0577    2.7815    0.1451    0.1712    1.4054    0.0364    1.0352    0.0744
+#> 357:    92.1834   -5.8818   -2.1457   -4.2525   -0.9334    0.2198    0.0349    3.5894    1.0588    2.7852    0.1449    0.1706    1.4058    0.0364    1.0354    0.0744
+#> 358:    92.1834   -5.8808   -2.1459   -4.2531   -0.9334    0.2197    0.0348    3.5861    1.0600    2.7891    0.1449    0.1701    1.4062    0.0364    1.0361    0.0744
+#> 359:    92.1833   -5.8799   -2.1459   -4.2533   -0.9333    0.2197    0.0350    3.5822    1.0607    2.7903    0.1448    0.1696    1.4063    0.0364    1.0360    0.0744
+#> 360:    92.1831   -5.8792   -2.1460   -4.2534   -0.9332    0.2196    0.0351    3.5787    1.0613    2.7914    0.1446    0.1691    1.4065    0.0364    1.0361    0.0744
+#> 361:    92.1831   -5.8785   -2.1460   -4.2542   -0.9331    0.2196    0.0351    3.5771    1.0620    2.7969    0.1445    0.1688    1.4072    0.0364    1.0366    0.0744
+#> 362:    92.1832   -5.8780   -2.1462   -4.2547   -0.9331    0.2195    0.0351    3.5750    1.0625    2.8017    0.1443    0.1683    1.4079    0.0363    1.0369    0.0744
+#> 363:    92.1830   -5.8788   -2.1464   -4.2551   -0.9331    0.2192    0.0351    3.5785    1.0630    2.8057    0.1443    0.1677    1.4081    0.0363    1.0377    0.0743
+#> 364:    92.1829   -5.8778   -2.1466   -4.2554   -0.9332    0.2193    0.0350    3.5747    1.0634    2.8092    0.1443    0.1672    1.4084    0.0363    1.0386    0.0743
+#> 365:    92.1830   -5.8782   -2.1466   -4.2558   -0.9332    0.2192    0.0350    3.5771    1.0638    2.8135    0.1443    0.1667    1.4086    0.0363    1.0385    0.0743
+#> 366:    92.1830   -5.8795   -2.1465   -4.2564   -0.9332    0.2190    0.0350    3.5838    1.0645    2.8190    0.1444    0.1661    1.4086    0.0363    1.0390    0.0743
+#> 367:    92.1826   -5.8801   -2.1465   -4.2569   -0.9333    0.2191    0.0349    3.5867    1.0652    2.8232    0.1445    0.1657    1.4086    0.0362    1.0388    0.0744
+#> 368:    92.1824   -5.8799   -2.1465   -4.2571   -0.9333    0.2193    0.0348    3.5859    1.0654    2.8252    0.1445    0.1653    1.4088    0.0362    1.0385    0.0744
+#> 369:    92.1822   -5.8803   -2.1467   -4.2572   -0.9333    0.2193    0.0348    3.5846    1.0653    2.8261    0.1444    0.1648    1.4086    0.0362    1.0393    0.0744
+#> 370:    92.1820   -5.8802   -2.1469   -4.2575   -0.9333    0.2195    0.0348    3.5822    1.0653    2.8273    0.1444    0.1645    1.4088    0.0362    1.0396    0.0744
+#> 371:    92.1818   -5.8806   -2.1470   -4.2575   -0.9333    0.2198    0.0348    3.5819    1.0649    2.8277    0.1443    0.1642    1.4091    0.0362    1.0403    0.0743
+#> 372:    92.1818   -5.8804   -2.1473   -4.2580   -0.9332    0.2202    0.0348    3.5795    1.0645    2.8300    0.1441    0.1640    1.4096    0.0362    1.0418    0.0743
+#> 373:    92.1816   -5.8812   -2.1475   -4.2580   -0.9332    0.2203    0.0348    3.5816    1.0644    2.8298    0.1441    0.1639    1.4100    0.0362    1.0439    0.0741
+#> 374:    92.1815   -5.8817   -2.1477   -4.2578   -0.9333    0.2203    0.0349    3.5819    1.0641    2.8282    0.1440    0.1641    1.4099    0.0362    1.0443    0.0741
+#> 375:    92.1817   -5.8828   -2.1479   -4.2574   -0.9335    0.2204    0.0351    3.5853    1.0636    2.8267    0.1440    0.1642    1.4100    0.0362    1.0457    0.0740
+#> 376:    92.1819   -5.8826   -2.1479   -4.2573   -0.9338    0.2206    0.0353    3.5843    1.0634    2.8246    0.1440    0.1643    1.4100    0.0362    1.0464    0.0740
+#> 377:    92.1819   -5.8826   -2.1480   -4.2572   -0.9339    0.2206    0.0354    3.5819    1.0633    2.8225    0.1440    0.1644    1.4097    0.0363    1.0470    0.0739
+#> 378:    92.1819   -5.8821   -2.1481   -4.2571   -0.9340    0.2205    0.0355    3.5777    1.0633    2.8206    0.1440    0.1644    1.4093    0.0363    1.0468    0.0739
+#> 379:    92.1819   -5.8823   -2.1481   -4.2573   -0.9340    0.2205    0.0356    3.5746    1.0633    2.8201    0.1439    0.1645    1.4092    0.0363    1.0468    0.0739
+#> 380:    92.1820   -5.8809   -2.1481   -4.2570   -0.9340    0.2205    0.0356    3.5665    1.0634    2.8178    0.1439    0.1647    1.4093    0.0363    1.0463    0.0739
+#> 381:    92.1823   -5.8795   -2.1481   -4.2568   -0.9338    0.2204    0.0357    3.5586    1.0635    2.8170    0.1439    0.1648    1.4095    0.0363    1.0456    0.0740
+#> 382:    92.1828   -5.8783   -2.1481   -4.2571   -0.9339    0.2203    0.0357    3.5514    1.0636    2.8183    0.1441    0.1649    1.4093    0.0363    1.0462    0.0740
+#> 383:    92.1827   -5.8773   -2.1480   -4.2569   -0.9340    0.2202    0.0357    3.5459    1.0633    2.8173    0.1441    0.1650    1.4094    0.0363    1.0465    0.0739
+#> 384:    92.1825   -5.8763   -2.1482   -4.2568   -0.9341    0.2202    0.0357    3.5397    1.0636    2.8165    0.1441    0.1650    1.4094    0.0363    1.0467    0.0739
+#> 385:    92.1822   -5.8761   -2.1483   -4.2567   -0.9341    0.2201    0.0357    3.5363    1.0641    2.8160    0.1440    0.1650    1.4094    0.0363    1.0469    0.0739
+#> 386:    92.1820   -5.8763   -2.1485   -4.2567   -0.9342    0.2200    0.0356    3.5365    1.0645    2.8157    0.1441    0.1648    1.4092    0.0364    1.0478    0.0738
+#> 387:    92.1819   -5.8767   -2.1486   -4.2567   -0.9343    0.2201    0.0358    3.5383    1.0652    2.8156    0.1442    0.1646    1.4090    0.0364    1.0480    0.0738
+#> 388:    92.1818   -5.8772   -2.1488   -4.2569   -0.9344    0.2202    0.0359    3.5400    1.0656    2.8153    0.1443    0.1645    1.4086    0.0364    1.0480    0.0738
+#> 389:    92.1816   -5.8765   -2.1489   -4.2569   -0.9344    0.2203    0.0359    3.5369    1.0660    2.8145    0.1443    0.1644    1.4083    0.0364    1.0476    0.0738
+#> 390:    92.1815   -5.8761   -2.1490   -4.2569   -0.9343    0.2205    0.0359    3.5349    1.0664    2.8136    0.1444    0.1644    1.4080    0.0364    1.0472    0.0738
+#> 391:    92.1814   -5.8749   -2.1492   -4.2572   -0.9343    0.2207    0.0359    3.5313    1.0668    2.8153    0.1445    0.1643    1.4077    0.0364    1.0465    0.0739
+#> 392:    92.1812   -5.8733   -2.1494   -4.2571   -0.9344    0.2210    0.0359    3.5248    1.0674    2.8141    0.1445    0.1642    1.4073    0.0364    1.0457    0.0739
+#> 393:    92.1811   -5.8727   -2.1497   -4.2570   -0.9345    0.2212    0.0359    3.5226    1.0679    2.8127    0.1445    0.1642    1.4071    0.0364    1.0457    0.0739
+#> 394:    92.1811   -5.8712   -2.1500   -4.2572   -0.9346    0.2214    0.0360    3.5174    1.0684    2.8132    0.1446    0.1641    1.4067    0.0364    1.0456    0.0739
+#> 395:    92.1810   -5.8714   -2.1501   -4.2579   -0.9348    0.2217    0.0361    3.5182    1.0685    2.8171    0.1445    0.1641    1.4065    0.0364    1.0452    0.0740
+#> 396:    92.1809   -5.8711   -2.1501   -4.2582   -0.9350    0.2220    0.0363    3.5161    1.0681    2.8184    0.1446    0.1639    1.4063    0.0364    1.0447    0.0740
+#> 397:    92.1809   -5.8707   -2.1503   -4.2585   -0.9352    0.2222    0.0363    3.5119    1.0684    2.8197    0.1446    0.1637    1.4065    0.0364    1.0442    0.0740
+#> 398:    92.1808   -5.8703   -2.1503   -4.2591   -0.9354    0.2224    0.0363    3.5084    1.0689    2.8218    0.1447    0.1634    1.4064    0.0364    1.0445    0.0740
+#> 399:    92.1806   -5.8711   -2.1503   -4.2596   -0.9355    0.2226    0.0364    3.5114    1.0691    2.8234    0.1447    0.1629    1.4061    0.0364    1.0447    0.0740
+#> 400:    92.1806   -5.8713   -2.1503   -4.2601   -0.9356    0.2229    0.0366    3.5113    1.0695    2.8253    0.1448    0.1626    1.4059    0.0364    1.0440    0.0740
+#> 401:    92.1804   -5.8709   -2.1503   -4.2604   -0.9357    0.2231    0.0367    3.5089    1.0696    2.8266    0.1448    0.1624    1.4058    0.0364    1.0440    0.0740
+#> 402:    92.1801   -5.8705   -2.1502   -4.2606   -0.9358    0.2232    0.0368    3.5071    1.0695    2.8268    0.1447    0.1621    1.4060    0.0364    1.0447    0.0740
+#> 403:    92.1800   -5.8708   -2.1503   -4.2610   -0.9359    0.2234    0.0369    3.5083    1.0697    2.8271    0.1447    0.1618    1.4056    0.0365    1.0448    0.0739
+#> 404:    92.1798   -5.8709   -2.1505   -4.2612   -0.9360    0.2237    0.0369    3.5085    1.0699    2.8262    0.1447    0.1616    1.4055    0.0365    1.0449    0.0739
+#> 405:    92.1795   -5.8705   -2.1503   -4.2613   -0.9360    0.2239    0.0370    3.5059    1.0698    2.8254    0.1448    0.1615    1.4052    0.0364    1.0449    0.0739
+#> 406:    92.1792   -5.8710   -2.1504   -4.2613   -0.9359    0.2243    0.0371    3.5069    1.0696    2.8244    0.1449    0.1614    1.4049    0.0364    1.0447    0.0739
+#> 407:    92.1788   -5.8718   -2.1505   -4.2614   -0.9359    0.2243    0.0372    3.5092    1.0697    2.8234    0.1449    0.1614    1.4046    0.0364    1.0448    0.0739
+#> 408:    92.1786   -5.8729   -2.1505   -4.2615   -0.9360    0.2245    0.0373    3.5140    1.0699    2.8223    0.1449    0.1612    1.4045    0.0365    1.0455    0.0739
+#> 409:    92.1784   -5.8740   -2.1506   -4.2615   -0.9360    0.2246    0.0373    3.5192    1.0700    2.8213    0.1450    0.1610    1.4042    0.0365    1.0462    0.0738
+#> 410:    92.1782   -5.8753   -2.1505   -4.2616   -0.9361    0.2246    0.0373    3.5248    1.0705    2.8205    0.1450    0.1607    1.4040    0.0365    1.0465    0.0738
+#> 411:    92.1780   -5.8758   -2.1503   -4.2619   -0.9362    0.2247    0.0374    3.5249    1.0707    2.8204    0.1449    0.1605    1.4043    0.0364    1.0467    0.0738
+#> 412:    92.1778   -5.8759   -2.1502   -4.2621   -0.9363    0.2248    0.0374    3.5238    1.0707    2.8209    0.1448    0.1602    1.4045    0.0364    1.0466    0.0738
+#> 413:    92.1779   -5.8759   -2.1501   -4.2623   -0.9364    0.2249    0.0374    3.5225    1.0711    2.8213    0.1448    0.1600    1.4043    0.0364    1.0460    0.0738
+#> 414:    92.1781   -5.8754   -2.1500   -4.2622   -0.9364    0.2250    0.0374    3.5205    1.0710    2.8203    0.1448    0.1599    1.4047    0.0364    1.0456    0.0738
+#> 415:    92.1781   -5.8750   -2.1499   -4.2623   -0.9363    0.2251    0.0374    3.5187    1.0709    2.8190    0.1448    0.1598    1.4050    0.0364    1.0448    0.0738
+#> 416:    92.1783   -5.8747   -2.1500   -4.2624   -0.9363    0.2252    0.0375    3.5216    1.0708    2.8187    0.1448    0.1598    1.4052    0.0364    1.0440    0.0738
+#> 417:    92.1783   -5.8738   -2.1500   -4.2625   -0.9362    0.2252    0.0375    3.5219    1.0712    2.8188    0.1447    0.1597    1.4055    0.0364    1.0438    0.0739
+#> 418:    92.1784   -5.8735   -2.1501   -4.2627   -0.9360    0.2254    0.0375    3.5222    1.0715    2.8193    0.1448    0.1596    1.4057    0.0364    1.0438    0.0739
+#> 419:    92.1784   -5.8725   -2.1501   -4.2629   -0.9358    0.2255    0.0376    3.5190    1.0719    2.8202    0.1447    0.1594    1.4060    0.0364    1.0436    0.0739
+#> 420:    92.1785   -5.8713   -2.1500   -4.2633   -0.9357    0.2256    0.0377    3.5152    1.0723    2.8213    0.1447    0.1592    1.4065    0.0364    1.0439    0.0738
+#> 421:    92.1786   -5.8697   -2.1500   -4.2639   -0.9355    0.2257    0.0377    3.5100    1.0728    2.8232    0.1448    0.1592    1.4068    0.0364    1.0436    0.0739
+#> 422:    92.1787   -5.8683   -2.1502   -4.2645   -0.9352    0.2260    0.0377    3.5051    1.0732    2.8258    0.1448    0.1592    1.4069    0.0364    1.0432    0.0739
+#> 423:    92.1788   -5.8667   -2.1504   -4.2653   -0.9350    0.2262    0.0377    3.4992    1.0736    2.8292    0.1448    0.1592    1.4071    0.0364    1.0435    0.0738
+#> 424:    92.1789   -5.8659   -2.1505   -4.2661   -0.9349    0.2263    0.0378    3.4972    1.0739    2.8324    0.1448    0.1591    1.4069    0.0364    1.0439    0.0738
+#> 425:    92.1788   -5.8649   -2.1505   -4.2669   -0.9349    0.2263    0.0378    3.4947    1.0740    2.8358    0.1448    0.1590    1.4071    0.0364    1.0438    0.0738
+#> 426:    92.1788   -5.8643   -2.1506   -4.2677   -0.9348    0.2265    0.0377    3.4922    1.0743    2.8389    0.1448    0.1589    1.4070    0.0365    1.0437    0.0738
+#> 427:    92.1785   -5.8637   -2.1506   -4.2683   -0.9347    0.2266    0.0378    3.4895    1.0747    2.8425    0.1448    0.1588    1.4068    0.0365    1.0434    0.0738
+#> 428:    92.1783   -5.8627   -2.1507   -4.2689   -0.9347    0.2268    0.0378    3.4870    1.0749    2.8464    0.1447    0.1586    1.4070    0.0365    1.0434    0.0738
+#> 429:    92.1782   -5.8617   -2.1509   -4.2696   -0.9347    0.2271    0.0379    3.4845    1.0752    2.8500    0.1446    0.1584    1.4072    0.0365    1.0439    0.0738
+#> 430:    92.1783   -5.8608   -2.1510   -4.2701   -0.9347    0.2274    0.0379    3.4830    1.0755    2.8526    0.1446    0.1582    1.4075    0.0365    1.0443    0.0738
+#> 431:    92.1784   -5.8606   -2.1511   -4.2704   -0.9348    0.2275    0.0379    3.4825    1.0757    2.8532    0.1446    0.1580    1.4076    0.0365    1.0439    0.0738
+#> 432:    92.1784   -5.8610   -2.1512   -4.2707   -0.9350    0.2275    0.0378    3.4833    1.0761    2.8539    0.1447    0.1578    1.4079    0.0365    1.0443    0.0738
+#> 433:    92.1783   -5.8618   -2.1512   -4.2711   -0.9351    0.2276    0.0378    3.4867    1.0768    2.8554    0.1447    0.1577    1.4078    0.0366    1.0440    0.0738
+#> 434:    92.1784   -5.8612   -2.1513   -4.2714   -0.9350    0.2278    0.0378    3.4858    1.0774    2.8564    0.1448    0.1577    1.4074    0.0365    1.0430    0.0739
+#> 435:    92.1783   -5.8610   -2.1513   -4.2718   -0.9348    0.2279    0.0377    3.4874    1.0779    2.8581    0.1448    0.1576    1.4072    0.0366    1.0423    0.0739
+#> 436:    92.1781   -5.8610   -2.1513   -4.2721   -0.9346    0.2280    0.0376    3.4879    1.0789    2.8598    0.1448    0.1575    1.4070    0.0365    1.0417    0.0739
+#> 437:    92.1781   -5.8610   -2.1511   -4.2726   -0.9345    0.2279    0.0376    3.4886    1.0794    2.8618    0.1449    0.1574    1.4071    0.0365    1.0417    0.0739
+#> 438:    92.1781   -5.8609   -2.1510   -4.2730   -0.9345    0.2280    0.0375    3.4893    1.0797    2.8641    0.1449    0.1573    1.4075    0.0365    1.0420    0.0739
+#> 439:    92.1781   -5.8608   -2.1509   -4.2734   -0.9343    0.2280    0.0374    3.4894    1.0803    2.8659    0.1449    0.1573    1.4076    0.0365    1.0421    0.0739
+#> 440:    92.1780   -5.8603   -2.1510   -4.2737   -0.9343    0.2279    0.0374    3.4885    1.0808    2.8674    0.1448    0.1573    1.4079    0.0365    1.0430    0.0738
+#> 441:    92.1779   -5.8600   -2.1510   -4.2738   -0.9342    0.2279    0.0373    3.4899    1.0811    2.8686    0.1447    0.1574    1.4086    0.0365    1.0445    0.0737
+#> 442:    92.1779   -5.8600   -2.1509   -4.2737   -0.9343    0.2278    0.0372    3.4925    1.0814    2.8691    0.1447    0.1575    1.4088    0.0365    1.0451    0.0737
+#> 443:    92.1780   -5.8598   -2.1509   -4.2739   -0.9341    0.2278    0.0372    3.4949    1.0819    2.8705    0.1447    0.1576    1.4092    0.0365    1.0453    0.0737
+#> 444:    92.1779   -5.8593   -2.1510   -4.2742   -0.9340    0.2277    0.0371    3.4951    1.0824    2.8717    0.1447    0.1576    1.4096    0.0365    1.0455    0.0737
+#> 445:    92.1777   -5.8593   -2.1511   -4.2744   -0.9338    0.2275    0.0371    3.4999    1.0828    2.8729    0.1448    0.1576    1.4100    0.0365    1.0461    0.0736
+#> 446:    92.1774   -5.8600   -2.1511   -4.2748   -0.9338    0.2274    0.0372    3.5051    1.0837    2.8747    0.1449    0.1576    1.4099    0.0365    1.0464    0.0736
+#> 447:    92.1771   -5.8604   -2.1512   -4.2751   -0.9338    0.2273    0.0373    3.5087    1.0844    2.8758    0.1449    0.1575    1.4097    0.0365    1.0467    0.0736
+#> 448:    92.1769   -5.8607   -2.1513   -4.2756   -0.9336    0.2272    0.0374    3.5124    1.0849    2.8778    0.1449    0.1575    1.4098    0.0365    1.0470    0.0735
+#> 449:    92.1768   -5.8611   -2.1515   -4.2759   -0.9337    0.2270    0.0374    3.5165    1.0853    2.8789    0.1449    0.1575    1.4101    0.0365    1.0473    0.0735
+#> 450:    92.1766   -5.8611   -2.1515   -4.2762   -0.9337    0.2269    0.0374    3.5158    1.0859    2.8800    0.1448    0.1576    1.4102    0.0365    1.0474    0.0735
+#> 451:    92.1762   -5.8615   -2.1514   -4.2765   -0.9337    0.2267    0.0374    3.5202    1.0866    2.8812    0.1447    0.1576    1.4104    0.0365    1.0477    0.0735
+#> 452:    92.1761   -5.8622   -2.1514   -4.2767   -0.9337    0.2264    0.0374    3.5232    1.0871    2.8824    0.1447    0.1576    1.4103    0.0365    1.0479    0.0734
+#> 453:    92.1760   -5.8621   -2.1514   -4.2776   -0.9336    0.2261    0.0373    3.5247    1.0878    2.8901    0.1447    0.1576    1.4103    0.0365    1.0480    0.0734
+#> 454:    92.1759   -5.8611   -2.1513   -4.2781   -0.9335    0.2259    0.0373    3.5206    1.0882    2.8939    0.1448    0.1575    1.4104    0.0365    1.0483    0.0734
+#> 455:    92.1758   -5.8599   -2.1513   -4.2788   -0.9336    0.2258    0.0372    3.5151    1.0887    2.9010    0.1448    0.1575    1.4104    0.0365    1.0485    0.0734
+#> 456:    92.1760   -5.8583   -2.1512   -4.2797   -0.9335    0.2258    0.0372    3.5086    1.0892    2.9081    0.1448    0.1574    1.4105    0.0365    1.0483    0.0734
+#> 457:    92.1761   -5.8575   -2.1513   -4.2804   -0.9334    0.2257    0.0371    3.5041    1.0896    2.9144    0.1449    0.1574    1.4103    0.0365    1.0480    0.0733
+#> 458:    92.1763   -5.8569   -2.1512   -4.2813   -0.9334    0.2257    0.0370    3.5014    1.0901    2.9227    0.1449    0.1574    1.4102    0.0365    1.0476    0.0734
+#> 459:    92.1763   -5.8565   -2.1512   -4.2816   -0.9334    0.2256    0.0370    3.4991    1.0908    2.9248    0.1449    0.1573    1.4100    0.0365    1.0471    0.0734
+#> 460:    92.1764   -5.8557   -2.1513   -4.2818   -0.9333    0.2256    0.0370    3.4957    1.0915    2.9258    0.1449    0.1572    1.4097    0.0365    1.0466    0.0734
+#> 461:    92.1765   -5.8550   -2.1515   -4.2822   -0.9333    0.2255    0.0370    3.4923    1.0921    2.9296    0.1449    0.1571    1.4097    0.0365    1.0464    0.0734
+#> 462:    92.1764   -5.8546   -2.1517   -4.2824   -0.9333    0.2256    0.0370    3.4897    1.0925    2.9319    0.1448    0.1569    1.4093    0.0365    1.0463    0.0733
+#> 463:    92.1763   -5.8539   -2.1519   -4.2830   -0.9333    0.2256    0.0369    3.4863    1.0928    2.9373    0.1449    0.1568    1.4093    0.0366    1.0463    0.0733
+#> 464:    92.1763   -5.8532   -2.1520   -4.2833   -0.9333    0.2257    0.0370    3.4825    1.0933    2.9405    0.1448    0.1567    1.4093    0.0366    1.0462    0.0733
+#> 465:    92.1762   -5.8528   -2.1521   -4.2837   -0.9335    0.2257    0.0370    3.4795    1.0938    2.9433    0.1448    0.1567    1.4093    0.0366    1.0464    0.0733
+#> 466:    92.1762   -5.8530   -2.1523   -4.2840   -0.9336    0.2256    0.0370    3.4780    1.0943    2.9462    0.1448    0.1566    1.4089    0.0366    1.0466    0.0733
+#> 467:    92.1764   -5.8529   -2.1524   -4.2846   -0.9337    0.2256    0.0371    3.4751    1.0948    2.9506    0.1447    0.1565    1.4087    0.0366    1.0465    0.0733
+#> 468:    92.1765   -5.8531   -2.1525   -4.2849   -0.9337    0.2255    0.0371    3.4734    1.0952    2.9523    0.1447    0.1563    1.4087    0.0366    1.0465    0.0733
+#> 469:    92.1767   -5.8533   -2.1525   -4.2853   -0.9337    0.2254    0.0372    3.4754    1.0958    2.9540    0.1447    0.1561    1.4090    0.0366    1.0472    0.0733
+#> 470:    92.1767   -5.8536   -2.1525   -4.2858   -0.9338    0.2254    0.0373    3.4780    1.0965    2.9571    0.1448    0.1559    1.4094    0.0366    1.0478    0.0732
+#> 471:    92.1767   -5.8540   -2.1525   -4.2864   -0.9338    0.2254    0.0373    3.4812    1.0970    2.9606    0.1447    0.1558    1.4099    0.0366    1.0482    0.0732
+#> 472:    92.1766   -5.8547   -2.1526   -4.2871   -0.9339    0.2255    0.0373    3.4844    1.0975    2.9645    0.1446    0.1556    1.4101    0.0366    1.0482    0.0732
+#> 473:    92.1764   -5.8549   -2.1527   -4.2875   -0.9339    0.2255    0.0373    3.4848    1.0977    2.9672    0.1446    0.1554    1.4100    0.0366    1.0482    0.0732
+#> 474:    92.1762   -5.8553   -2.1528   -4.2880   -0.9338    0.2256    0.0373    3.4855    1.0979    2.9700    0.1445    0.1552    1.4104    0.0366    1.0484    0.0732
+#> 475:    92.1763   -5.8561   -2.1530   -4.2884   -0.9338    0.2256    0.0374    3.4885    1.0981    2.9726    0.1445    0.1549    1.4103    0.0366    1.0484    0.0731
+#> 476:    92.1763   -5.8564   -2.1530   -4.2885   -0.9339    0.2258    0.0374    3.4914    1.0983    2.9734    0.1444    0.1548    1.4106    0.0366    1.0484    0.0731
+#> 477:    92.1763   -5.8565   -2.1531   -4.2888   -0.9340    0.2259    0.0373    3.4941    1.0985    2.9755    0.1443    0.1546    1.4108    0.0366    1.0487    0.0731
+#> 478:    92.1763   -5.8576   -2.1532   -4.2889   -0.9340    0.2258    0.0373    3.4995    1.0987    2.9772    0.1442    0.1544    1.4111    0.0366    1.0490    0.0731
+#> 479:    92.1765   -5.8593   -2.1533   -4.2890   -0.9342    0.2259    0.0372    3.5086    1.0990    2.9787    0.1442    0.1544    1.4113    0.0366    1.0495    0.0731
+#> 480:    92.1766   -5.8613   -2.1535   -4.2892   -0.9342    0.2260    0.0372    3.5233    1.0991    2.9800    0.1442    0.1543    1.4116    0.0367    1.0496    0.0730
+#> 481:    92.1768   -5.8624   -2.1536   -4.2894   -0.9341    0.2260    0.0371    3.5309    1.0993    2.9820    0.1442    0.1542    1.4117    0.0367    1.0497    0.0730
+#> 482:    92.1766   -5.8634   -2.1537   -4.2896   -0.9341    0.2260    0.0371    3.5393    1.0995    2.9833    0.1443    0.1542    1.4116    0.0367    1.0496    0.0730
+#> 483:    92.1762   -5.8645   -2.1538   -4.2896   -0.9340    0.2260    0.0372    3.5472    1.0997    2.9840    0.1443    0.1542    1.4115    0.0367    1.0498    0.0730
+#> 484:    92.1757   -5.8648   -2.1538   -4.2896   -0.9340    0.2261    0.0373    3.5508    1.0998    2.9843    0.1445    0.1542    1.4115    0.0366    1.0498    0.0730
+#> 485:    92.1752   -5.8648   -2.1539   -4.2896   -0.9340    0.2262    0.0374    3.5516    1.1000    2.9846    0.1445    0.1542    1.4115    0.0366    1.0497    0.0730
+#> 486:    92.1747   -5.8649   -2.1539   -4.2897   -0.9340    0.2262    0.0375    3.5517    1.1003    2.9856    0.1446    0.1541    1.4113    0.0366    1.0498    0.0730
+#> 487:    92.1743   -5.8649   -2.1539   -4.2896   -0.9340    0.2262    0.0376    3.5502    1.1006    2.9856    0.1447    0.1539    1.4110    0.0367    1.0498    0.0730
+#> 488:    92.1739   -5.8645   -2.1540   -4.2893   -0.9340    0.2261    0.0377    3.5475    1.1008    2.9848    0.1447    0.1537    1.4106    0.0367    1.0497    0.0729
+#> 489:    92.1736   -5.8640   -2.1539   -4.2892   -0.9340    0.2260    0.0376    3.5445    1.1011    2.9844    0.1448    0.1536    1.4105    0.0367    1.0496    0.0729
+#> 490:    92.1736   -5.8631   -2.1539   -4.2889   -0.9340    0.2260    0.0376    3.5402    1.1014    2.9835    0.1448    0.1534    1.4103    0.0366    1.0496    0.0729
+#> 491:    92.1735   -5.8617   -2.1539   -4.2887   -0.9339    0.2260    0.0375    3.5343    1.1016    2.9825    0.1449    0.1532    1.4103    0.0366    1.0497    0.0729
+#> 492:    92.1736   -5.8609   -2.1539   -4.2884   -0.9339    0.2259    0.0375    3.5298    1.1017    2.9816    0.1449    0.1530    1.4101    0.0367    1.0499    0.0729
+#> 493:    92.1737   -5.8605   -2.1539   -4.2882   -0.9339    0.2260    0.0375    3.5266    1.1018    2.9807    0.1450    0.1529    1.4098    0.0367    1.0496    0.0729
+#> 494:    92.1739   -5.8609   -2.1539   -4.2881   -0.9340    0.2261    0.0375    3.5273    1.1018    2.9802    0.1450    0.1528    1.4097    0.0367    1.0495    0.0729
+#> 495:    92.1741   -5.8614   -2.1540   -4.2880   -0.9340    0.2262    0.0376    3.5290    1.1019    2.9797    0.1450    0.1526    1.4096    0.0367    1.0492    0.0729
+#> 496:    92.1742   -5.8623   -2.1540   -4.2879   -0.9341    0.2262    0.0376    3.5348    1.1020    2.9791    0.1449    0.1525    1.4096    0.0367    1.0491    0.0729
+#> 497:    92.1742   -5.8634   -2.1541   -4.2879   -0.9341    0.2264    0.0377    3.5402    1.1020    2.9789    0.1449    0.1524    1.4097    0.0367    1.0493    0.0729
+#> 498:    92.1744   -5.8637   -2.1543   -4.2879   -0.9341    0.2266    0.0377    3.5406    1.1019    2.9787    0.1449    0.1524    1.4096    0.0367    1.0496    0.0729
+#> 499:    92.1744   -5.8635   -2.1544   -4.2880   -0.9341    0.2268    0.0376    3.5400    1.1019    2.9789    0.1450    0.1523    1.4095    0.0367    1.0500    0.0728
+#> 500:    92.1744   -5.8628   -2.1545   -4.2882   -0.9341    0.2270    0.0377    3.5381    1.1020    2.9795    0.1450    0.1522    1.4096    0.0367    1.0503    0.0728
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Calculating residuals/tables
+#> done
+f_nlmixr_dfop_sfo_focei_obs_tc <- nlmixr(f_mmkin_tc["DFOP-SFO", ], est = "focei",
+  error_model = "obs_tc")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_A1 |f_parent_qlogis |    log_k1 |
+#> |.....................|    log_k2 |  g_qlogis |sigma_low_parent |rsd_high_parent |
+#> |.....................|sigma_low_A1 |rsd_high_A1 |        o1 |        o2 |
+#> |.....................|        o3 |        o4 |        o5 |        o6 |
+#> |    1|     495.48573 |     1.000 |    -1.000 |   -0.9104 |   -0.9376 |
+#> |.....................|   -0.9875 |   -0.8823 |   -0.8746 |   -0.8907 |
+#> |.....................|   -0.8746 |   -0.8907 |   -0.8767 |   -0.8731 |
+#> |.....................|   -0.8673 |   -0.8720 |   -0.8739 |   -0.8666 |
+#> |    U|     495.48573 |     91.00 |    -5.200 |   -0.8900 |    -2.200 |
+#> |.....................|    -4.600 |    0.4600 |    0.8300 |   0.05800 |
+#> |.....................|    0.8300 |   0.05800 |    0.7311 |    0.9036 |
+#> |.....................|     1.183 |    0.9554 |    0.8633 |     1.214 |
+#> |    X|     495.48573 |     91.00 |  0.005517 |    0.2911 |    0.1108 |
+#> |.....................|   0.01005 |    0.6130 |    0.8300 |   0.05800 |
+#> |.....................|    0.8300 |   0.05800 |    0.7311 |    0.9036 |
+#> |.....................|     1.183 |    0.9554 |    0.8633 |     1.214 |
+#> |    G|    Gill Diff. |   -0.9648 |     2.223 |   -0.3153 |  -0.01817 |
+#> |.....................|   -0.3350 |    0.6789 |    -23.42 |    -17.64 |
+#> |.....................|    -5.440 |    -1.950 |    0.9642 |     9.851 |
+#> |.....................|    -11.94 |    -1.319 |     8.578 |    -12.45 |
+#> |    2|     481.75012 |     1.026 |    -1.060 |   -0.9019 |   -0.9371 |
+#> |.....................|   -0.9785 |   -0.9007 |   -0.2420 |   -0.4142 |
+#> |.....................|   -0.7277 |   -0.8380 |   -0.9027 |    -1.139 |
+#> |.....................|   -0.5448 |   -0.8364 |    -1.106 |   -0.5303 |
+#> |    U|     481.75012 |     93.37 |    -5.260 |   -0.8824 |    -2.200 |
+#> |.....................|    -4.591 |    0.4516 |     1.093 |   0.07182 |
+#> |.....................|    0.8910 |   0.05953 |    0.7121 |    0.6631 |
+#> |.....................|     1.565 |    0.9895 |    0.6633 |     1.623 |
+#> |    X|     481.75012 |     93.37 |  0.005195 |    0.2927 |    0.1109 |
+#> |.....................|   0.01014 |    0.6110 |     1.093 |   0.07182 |
+#> |.....................|    0.8910 |   0.05953 |    0.7121 |    0.6631 |
+#> |.....................|     1.565 |    0.9895 |    0.6633 |     1.623 |
+#> |    F| Forward Diff. |     152.5 |     1.317 |     3.315 |   -0.1772 |
+#> |.....................|    0.3391 |    0.1426 |    -4.513 |     6.696 |
+#> |.....................|     1.211 |    0.7988 |    0.6299 |    -5.324 |
+#> |.....................|  0.009964 |     3.044 |    -5.727 |    -6.694 |
+#> |    3|     3004.9713 |    0.2745 |    -1.093 |   -0.9147 |   -0.9360 |
+#> |.....................|   -0.9762 |   -0.9095 |   0.05941 |   -0.2377 |
+#> |.....................|   -0.6690 |   -0.8188 |   -0.9174 |    -1.204 |
+#> |.....................|   -0.4027 |   -0.8359 |    -1.205 |   -0.3486 |
+#> |    U|     3004.9713 |     24.98 |    -5.293 |   -0.8938 |    -2.198 |
+#> |.....................|    -4.589 |    0.4475 |     1.218 |   0.07694 |
+#> |.....................|    0.9154 |   0.06008 |    0.7014 |    0.6043 |
+#> |.....................|     1.733 |    0.9899 |    0.5774 |     1.843 |
+#> |    X|     3004.9713 |     24.98 |  0.005026 |    0.2903 |    0.1110 |
+#> |.....................|   0.01017 |    0.6100 |     1.218 |   0.07694 |
+#> |.....................|    0.9154 |   0.06008 |    0.7014 |    0.6043 |
+#> |.....................|     1.733 |    0.9899 |    0.5774 |     1.843 |
+#> |    4|     491.68825 |    0.9393 |    -1.061 |   -0.9038 |   -0.9370 |
+#> |.....................|   -0.9787 |   -0.9008 |   -0.2394 |   -0.4180 |
+#> |.....................|   -0.7284 |   -0.8385 |   -0.9031 |    -1.136 |
+#> |.....................|   -0.5448 |   -0.8381 |    -1.102 |   -0.5265 |
+#> |    U|     491.68825 |     85.47 |    -5.261 |   -0.8841 |    -2.199 |
+#> |.....................|    -4.591 |    0.4515 |     1.094 |   0.07171 |
+#> |.....................|    0.8907 |   0.05951 |    0.7118 |    0.6659 |
+#> |.....................|     1.565 |    0.9878 |    0.6661 |     1.627 |
+#> |    X|     491.68825 |     85.47 |  0.005191 |    0.2923 |    0.1109 |
+#> |.....................|   0.01014 |    0.6110 |     1.094 |   0.07171 |
+#> |.....................|    0.8907 |   0.05951 |    0.7118 |    0.6659 |
+#> |.....................|     1.565 |    0.9878 |    0.6661 |     1.627 |
+#> |    5|     479.72282 |     1.001 |    -1.060 |   -0.9024 |   -0.9371 |
+#> |.....................|   -0.9785 |   -0.9007 |   -0.2413 |   -0.4153 |
+#> |.....................|   -0.7279 |   -0.8381 |   -0.9028 |    -1.138 |
+#> |.....................|   -0.5448 |   -0.8369 |    -1.105 |   -0.5292 |
+#> |    U|     479.72282 |     91.11 |    -5.260 |   -0.8829 |    -2.199 |
+#> |.....................|    -4.591 |    0.4516 |     1.093 |   0.07179 |
+#> |.....................|    0.8909 |   0.05952 |    0.7120 |    0.6639 |
+#> |.....................|     1.565 |    0.9890 |    0.6641 |     1.624 |
+#> |    X|     479.72282 |     91.11 |  0.005194 |    0.2926 |    0.1109 |
+#> |.....................|   0.01014 |    0.6110 |     1.093 |   0.07179 |
+#> |.....................|    0.8909 |   0.05952 |    0.7120 |    0.6639 |
+#> |.....................|     1.565 |    0.9890 |    0.6641 |     1.624 |
+#> |    F| Forward Diff. |     6.589 |     1.222 |    0.9137 |    0.1103 |
+#> |.....................|    0.3993 |    0.5206 |    -3.904 |     6.654 |
+#> |.....................|    0.9090 |     1.134 |    -1.839 |    -6.108 |
+#> |.....................|     1.622 |     4.007 |    -4.921 |    -6.374 |
+#> |    6|     479.56384 |    0.9950 |    -1.061 |   -0.9037 |   -0.9373 |
+#> |.....................|   -0.9792 |   -0.9012 |   -0.2438 |   -0.4298 |
+#> |.....................|   -0.7309 |   -0.8403 |   -0.9001 |    -1.126 |
+#> |.....................|   -0.5509 |   -0.8426 |    -1.095 |   -0.5241 |
+#> |    U|     479.56384 |     90.55 |    -5.261 |   -0.8840 |    -2.200 |
+#> |.....................|    -4.592 |    0.4513 |     1.092 |   0.07137 |
+#> |.....................|    0.8897 |   0.05946 |    0.7140 |    0.6748 |
+#> |.....................|     1.558 |    0.9836 |    0.6729 |     1.630 |
+#> |    X|     479.56384 |     90.55 |  0.005189 |    0.2923 |    0.1108 |
+#> |.....................|   0.01014 |    0.6110 |     1.092 |   0.07137 |
+#> |.....................|    0.8897 |   0.05946 |    0.7140 |    0.6748 |
+#> |.....................|     1.558 |    0.9836 |    0.6729 |     1.630 |
+#> |    F| Forward Diff. |    -31.71 |     1.225 |    0.1963 |    0.1681 |
+#> |.....................|    0.4113 |    0.6853 |    -4.208 |     6.141 |
+#> |.....................|    0.7033 |     1.163 |    -2.029 |    -4.071 |
+#> |.....................|    -1.106 |     3.494 |    -3.921 |    -6.098 |
+#> |    7|     479.23599 |     1.003 |    -1.063 |   -0.9048 |   -0.9375 |
+#> |.....................|   -0.9799 |   -0.9023 |   -0.2352 |   -0.4403 |
+#> |.....................|   -0.7320 |   -0.8422 |   -0.8974 |    -1.117 |
+#> |.....................|   -0.5472 |   -0.8484 |    -1.086 |   -0.5115 |
+#> |    U|     479.23599 |     91.29 |    -5.263 |   -0.8850 |    -2.200 |
+#> |.....................|    -4.592 |    0.4508 |     1.095 |   0.07106 |
+#> |.....................|    0.8892 |   0.05941 |    0.7160 |    0.6828 |
+#> |.....................|     1.562 |    0.9781 |    0.6800 |     1.645 |
+#> |    X|     479.23599 |     91.29 |  0.005177 |    0.2921 |    0.1108 |
+#> |.....................|   0.01013 |    0.6108 |     1.095 |   0.07106 |
+#> |.....................|    0.8892 |   0.05941 |    0.7160 |    0.6828 |
+#> |.....................|     1.562 |    0.9781 |    0.6800 |     1.645 |
+#> |    F| Forward Diff. |     18.36 |     1.286 |    0.8956 |   0.06941 |
+#> |.....................|    0.3942 |    0.6495 |    -3.460 |     6.349 |
+#> |.....................|    0.7828 |    0.9998 |    -1.947 |    -2.931 |
+#> |.....................|    0.1591 |     2.144 |    -3.375 |    -5.909 |
+#> |    8|     479.05200 |    0.9982 |    -1.066 |   -0.9056 |   -0.9376 |
+#> |.....................|   -0.9803 |   -0.9037 |   -0.2181 |   -0.4407 |
+#> |.....................|   -0.7304 |   -0.8427 |   -0.8951 |    -1.119 |
+#> |.....................|   -0.5384 |   -0.8504 |    -1.087 |   -0.4972 |
+#> |    U|       479.052 |     90.84 |    -5.266 |   -0.8857 |    -2.200 |
+#> |.....................|    -4.593 |    0.4502 |     1.102 |   0.07105 |
+#> |.....................|    0.8899 |   0.05939 |    0.7177 |    0.6818 |
+#> |.....................|     1.572 |    0.9761 |    0.6797 |     1.663 |
+#> |    X|       479.052 |     90.84 |  0.005162 |    0.2920 |    0.1108 |
+#> |.....................|   0.01012 |    0.6107 |     1.102 |   0.07105 |
+#> |.....................|    0.8899 |   0.05939 |    0.7177 |    0.6818 |
+#> |.....................|     1.572 |    0.9761 |    0.6797 |     1.663 |
+#> |    9|     478.91507 |    0.9977 |    -1.070 |   -0.9061 |   -0.9377 |
+#> |.....................|   -0.9807 |   -0.9051 |   -0.2002 |   -0.4395 |
+#> |.....................|   -0.7284 |   -0.8431 |   -0.8930 |    -1.121 |
+#> |.....................|   -0.5287 |   -0.8520 |    -1.088 |   -0.4828 |
+#> |    U|     478.91507 |     90.79 |    -5.270 |   -0.8862 |    -2.200 |
+#> |.....................|    -4.593 |    0.4495 |     1.110 |   0.07109 |
+#> |.....................|    0.8907 |   0.05938 |    0.7192 |    0.6799 |
+#> |.....................|     1.584 |    0.9745 |    0.6785 |     1.680 |
+#> |    X|     478.91507 |     90.79 |  0.005146 |    0.2919 |    0.1108 |
+#> |.....................|   0.01012 |    0.6105 |     1.110 |   0.07109 |
+#> |.....................|    0.8907 |   0.05938 |    0.7192 |    0.6799 |
+#> |.....................|     1.584 |    0.9745 |    0.6785 |     1.680 |
+#> |   10|     478.54700 |    0.9959 |    -1.080 |   -0.9081 |   -0.9381 |
+#> |.....................|   -0.9820 |   -0.9099 |   -0.1391 |   -0.4353 |
+#> |.....................|   -0.7215 |   -0.8442 |   -0.8862 |    -1.128 |
+#> |.....................|   -0.4957 |   -0.8577 |    -1.093 |   -0.4342 |
+#> |    U|       478.547 |     90.63 |    -5.280 |   -0.8880 |    -2.200 |
+#> |.....................|    -4.594 |    0.4473 |     1.135 |   0.07121 |
+#> |.....................|    0.8936 |   0.05935 |    0.7242 |    0.6734 |
+#> |.....................|     1.623 |    0.9691 |    0.6746 |     1.739 |
+#> |    X|       478.547 |     90.63 |  0.005094 |    0.2915 |    0.1108 |
+#> |.....................|   0.01011 |    0.6100 |     1.135 |   0.07121 |
+#> |.....................|    0.8936 |   0.05935 |    0.7242 |    0.6734 |
+#> |.....................|     1.623 |    0.9691 |    0.6746 |     1.739 |
+#> |   11|     478.24707 |    0.9926 |    -1.098 |   -0.9118 |   -0.9388 |
+#> |.....................|   -0.9843 |   -0.9186 |  -0.02735 |   -0.4276 |
+#> |.....................|   -0.7088 |   -0.8464 |   -0.8736 |    -1.141 |
+#> |.....................|   -0.4354 |   -0.8680 |    -1.101 |   -0.3451 |
+#> |    U|     478.24707 |     90.33 |    -5.298 |   -0.8913 |    -2.201 |
+#> |.....................|    -4.597 |    0.4433 |     1.182 |   0.07143 |
+#> |.....................|    0.8988 |   0.05929 |    0.7334 |    0.6616 |
+#> |.....................|     1.694 |    0.9593 |    0.6674 |     1.848 |
+#> |    X|     478.24707 |     90.33 |  0.004999 |    0.2909 |    0.1107 |
+#> |.....................|   0.01008 |    0.6090 |     1.182 |   0.07143 |
+#> |.....................|    0.8988 |   0.05929 |    0.7334 |    0.6616 |
+#> |.....................|     1.694 |    0.9593 |    0.6674 |     1.848 |
+#> |    F| Forward Diff. |    -54.86 |     1.159 |   -0.2545 |    0.1198 |
+#> |.....................|    0.4779 |     1.320 |    -1.627 |     7.719 |
+#> |.....................|     1.488 |     1.194 |    -2.008 |    -4.434 |
+#> |.....................|     3.563 |    0.8010 |    -2.393 |    -3.495 |
+#> |   12|     475.90466 |     1.002 |    -1.127 |   -0.9233 |   -0.9398 |
+#> |.....................|   -0.9978 |   -0.9482 |  -0.05448 |   -0.6822 |
+#> |.....................|   -0.7579 |   -0.8801 |   -0.8190 |    -1.095 |
+#> |.....................|   -0.4550 |   -0.8498 |    -1.031 |   -0.2699 |
+#> |    U|     475.90466 |     91.18 |    -5.327 |   -0.9014 |    -2.202 |
+#> |.....................|    -4.610 |    0.4297 |     1.170 |   0.06405 |
+#> |.....................|    0.8785 |   0.05831 |    0.7733 |    0.7032 |
+#> |.....................|     1.671 |    0.9767 |    0.7277 |     1.939 |
+#> |    X|     475.90466 |     91.18 |  0.004860 |    0.2888 |    0.1106 |
+#> |.....................|  0.009950 |    0.6058 |     1.170 |   0.06405 |
+#> |.....................|    0.8785 |   0.05831 |    0.7733 |    0.7032 |
+#> |.....................|     1.671 |    0.9767 |    0.7277 |     1.939 |
+#> |    F| Forward Diff. |    -5.773 |     1.281 |   0.05418 |  -0.06269 |
+#> |.....................|    0.4104 |     1.812 |    -4.981 |     3.640 |
+#> |.....................|  -0.08126 |   0.09477 |    -1.092 |    -2.966 |
+#> |.....................|     5.262 |     2.712 |     3.245 |    -2.012 |
+#> |   13|     477.06760 |     1.030 |    -1.176 |   -0.9281 |   -0.9377 |
+#> |.....................|    -1.013 |    -1.011 |   0.09564 |   -0.8420 |
+#> |.....................|   -0.7668 |   -0.8907 |   -0.7738 |    -1.073 |
+#> |.....................|   -0.5619 |   -0.8693 |    -1.126 |   -0.1773 |
+#> |    U|      477.0676 |     93.71 |    -5.376 |   -0.9057 |    -2.200 |
+#> |.....................|    -4.625 |    0.4008 |     1.233 |   0.05941 |
+#> |.....................|    0.8748 |   0.05800 |    0.8064 |    0.7234 |
+#> |.....................|     1.545 |    0.9581 |    0.6461 |     2.051 |
+#> |    X|      477.0676 |     93.71 |  0.004627 |    0.2879 |    0.1108 |
+#> |.....................|  0.009799 |    0.5989 |     1.233 |   0.05941 |
+#> |.....................|    0.8748 |   0.05800 |    0.8064 |    0.7234 |
+#> |.....................|     1.545 |    0.9581 |    0.6461 |     2.051 |
+#> |   14|     477.20174 |     1.026 |    -1.143 |   -0.9246 |   -0.9391 |
+#> |.....................|    -1.003 |   -0.9695 | -0.001726 |   -0.7335 |
+#> |.....................|   -0.7599 |   -0.8831 |   -0.8043 |    -1.080 |
+#> |.....................|   -0.4976 |   -0.8627 |    -1.065 |   -0.2404 |
+#> |    U|     477.20174 |     93.37 |    -5.343 |   -0.9027 |    -2.201 |
+#> |.....................|    -4.615 |    0.4199 |     1.192 |   0.06256 |
+#> |.....................|    0.8776 |   0.05822 |    0.7840 |    0.7162 |
+#> |.....................|     1.621 |    0.9644 |    0.6988 |     1.975 |
+#> |    X|     477.20174 |     93.37 |  0.004782 |    0.2885 |    0.1106 |
+#> |.....................|  0.009899 |    0.6035 |     1.192 |   0.06256 |
+#> |.....................|    0.8776 |   0.05822 |    0.7840 |    0.7162 |
+#> |.....................|     1.621 |    0.9644 |    0.6988 |     1.975 |
+#> |   15|     476.22973 |     1.014 |    -1.129 |   -0.9234 |   -0.9397 |
+#> |.....................|   -0.9986 |   -0.9521 |  -0.04396 |   -0.6899 |
+#> |.....................|   -0.7577 |   -0.8803 |   -0.8167 |    -1.089 |
+#> |.....................|   -0.4661 |   -0.8555 |    -1.038 |   -0.2656 |
+#> |    U|     476.22973 |     92.29 |    -5.329 |   -0.9015 |    -2.202 |
+#> |.....................|    -4.611 |    0.4279 |     1.175 |   0.06382 |
+#> |.....................|    0.8785 |   0.05830 |    0.7750 |    0.7089 |
+#> |.....................|     1.658 |    0.9712 |    0.7218 |     1.944 |
+#> |    X|     476.22973 |     92.29 |  0.004847 |    0.2887 |    0.1106 |
+#> |.....................|  0.009941 |    0.6054 |     1.175 |   0.06382 |
+#> |.....................|    0.8785 |   0.05830 |    0.7750 |    0.7089 |
+#> |.....................|     1.658 |    0.9712 |    0.7218 |     1.944 |
+#> |   16|     475.87776 |     1.005 |    -1.127 |   -0.9233 |   -0.9398 |
+#> |.....................|   -0.9980 |   -0.9491 |  -0.05201 |   -0.6840 |
+#> |.....................|   -0.7578 |   -0.8802 |   -0.8184 |    -1.093 |
+#> |.....................|   -0.4576 |   -0.8511 |    -1.033 |   -0.2689 |
+#> |    U|     475.87776 |     91.44 |    -5.327 |   -0.9015 |    -2.202 |
+#> |.....................|    -4.610 |    0.4293 |     1.171 |   0.06399 |
+#> |.....................|    0.8785 |   0.05830 |    0.7737 |    0.7045 |
+#> |.....................|     1.668 |    0.9754 |    0.7263 |     1.940 |
+#> |    X|     475.87776 |     91.44 |  0.004857 |    0.2887 |    0.1106 |
+#> |.....................|  0.009948 |    0.6057 |     1.171 |   0.06399 |
+#> |.....................|    0.8785 |   0.05830 |    0.7737 |    0.7045 |
+#> |.....................|     1.668 |    0.9754 |    0.7263 |     1.940 |
+#> |    F| Forward Diff. |     16.12 |     1.298 |    0.4116 |  -0.09723 |
+#> |.....................|    0.4002 |     1.728 |    -4.991 |     3.781 |
+#> |.....................|  -0.06392 |   0.04117 |    -1.251 |   -0.6787 |
+#> |.....................|     5.079 |     2.620 |     3.013 |    -2.074 |
+#> |   17|     475.82399 |     1.002 |    -1.128 |   -0.9234 |   -0.9397 |
+#> |.....................|   -0.9982 |   -0.9501 |  -0.04950 |   -0.6866 |
+#> |.....................|   -0.7580 |   -0.8803 |   -0.8177 |    -1.093 |
+#> |.....................|   -0.4596 |   -0.8518 |    -1.034 |   -0.2675 |
+#> |    U|     475.82399 |     91.17 |    -5.328 |   -0.9016 |    -2.202 |
+#> |.....................|    -4.611 |    0.4288 |     1.172 |   0.06392 |
+#> |.....................|    0.8784 |   0.05830 |    0.7743 |    0.7045 |
+#> |.....................|     1.666 |    0.9748 |    0.7251 |     1.942 |
+#> |    X|     475.82399 |     91.17 |  0.004853 |    0.2887 |    0.1106 |
+#> |.....................|  0.009945 |    0.6056 |     1.172 |   0.06392 |
+#> |.....................|    0.8784 |   0.05830 |    0.7743 |    0.7045 |
+#> |.....................|     1.666 |    0.9748 |    0.7251 |     1.942 |
+#> |    F| Forward Diff. |    -7.267 |     1.279 |  0.007095 |  -0.05940 |
+#> |.....................|    0.4115 |     1.783 |    -5.114 |     3.652 |
+#> |.....................|   -0.1068 |    0.1083 |    -1.295 |   -0.9578 |
+#> |.....................|     2.682 |     2.514 |     3.014 |    -2.035 |
+#> |   18|     475.78862 |     1.005 |    -1.129 |   -0.9235 |   -0.9397 |
+#> |.....................|   -0.9985 |   -0.9512 |  -0.04657 |   -0.6892 |
+#> |.....................|   -0.7580 |   -0.8804 |   -0.8168 |    -1.093 |
+#> |.....................|   -0.4611 |   -0.8527 |    -1.036 |   -0.2661 |
+#> |    U|     475.78862 |     91.41 |    -5.329 |   -0.9016 |    -2.202 |
+#> |.....................|    -4.611 |    0.4283 |     1.174 |   0.06384 |
+#> |.....................|    0.8784 |   0.05830 |    0.7749 |    0.7045 |
+#> |.....................|     1.664 |    0.9739 |    0.7236 |     1.943 |
+#> |    X|     475.78862 |     91.41 |  0.004849 |    0.2887 |    0.1106 |
+#> |.....................|  0.009942 |    0.6055 |     1.174 |   0.06384 |
+#> |.....................|    0.8784 |   0.05830 |    0.7749 |    0.7045 |
+#> |.....................|     1.664 |    0.9739 |    0.7236 |     1.943 |
+#> |    F| Forward Diff. |     13.19 |     1.292 |    0.3498 |  -0.09321 |
+#> |.....................|    0.4023 |     1.703 |    -5.372 |     3.699 |
+#> |.....................|   -0.1234 |   0.05429 |    -1.241 |   -0.7588 |
+#> |.....................|     4.815 |     2.436 |     2.783 |    -2.083 |
+#> |   19|     475.73531 |     1.002 |    -1.130 |   -0.9236 |   -0.9397 |
+#> |.....................|   -0.9987 |   -0.9524 |  -0.04361 |   -0.6921 |
+#> |.....................|   -0.7582 |   -0.8806 |   -0.8159 |    -1.094 |
+#> |.....................|   -0.4630 |   -0.8531 |    -1.037 |   -0.2646 |
+#> |    U|     475.73531 |     91.21 |    -5.330 |   -0.9018 |    -2.202 |
+#> |.....................|    -4.611 |    0.4278 |     1.175 |   0.06376 |
+#> |.....................|    0.8783 |   0.05829 |    0.7756 |    0.7041 |
+#> |.....................|     1.662 |    0.9735 |    0.7222 |     1.945 |
+#> |    X|     475.73531 |     91.21 |  0.004845 |    0.2887 |    0.1106 |
+#> |.....................|  0.009940 |    0.6053 |     1.175 |   0.06376 |
+#> |.....................|    0.8783 |   0.05829 |    0.7756 |    0.7041 |
+#> |.....................|     1.662 |    0.9735 |    0.7222 |     1.945 |
+#> |    F| Forward Diff. |    -3.312 |     1.277 |   0.06663 |  -0.06695 |
+#> |.....................|    0.4102 |     1.736 |    -5.095 |     3.555 |
+#> |.....................|  -0.08175 |   0.08515 |    -1.253 |   -0.9364 |
+#> |.....................|     4.836 |     2.452 |     2.739 |    -2.058 |
+#> |   20|     475.69941 |     1.004 |    -1.131 |   -0.9237 |   -0.9396 |
+#> |.....................|   -0.9990 |   -0.9534 |  -0.04063 |   -0.6942 |
+#> |.....................|   -0.7581 |   -0.8807 |   -0.8151 |    -1.093 |
+#> |.....................|   -0.4658 |   -0.8545 |    -1.039 |   -0.2634 |
+#> |    U|     475.69941 |     91.39 |    -5.331 |   -0.9018 |    -2.202 |
+#> |.....................|    -4.611 |    0.4273 |     1.176 |   0.06370 |
+#> |.....................|    0.8783 |   0.05829 |    0.7761 |    0.7046 |
+#> |.....................|     1.658 |    0.9722 |    0.7208 |     1.947 |
+#> |    X|     475.69941 |     91.39 |  0.004841 |    0.2887 |    0.1106 |
+#> |.....................|  0.009937 |    0.6052 |     1.176 |   0.06370 |
+#> |.....................|    0.8783 |   0.05829 |    0.7761 |    0.7046 |
+#> |.....................|     1.658 |    0.9722 |    0.7208 |     1.947 |
+#> |    F| Forward Diff. |     11.57 |     1.287 |    0.3079 |  -0.08979 |
+#> |.....................|    0.4039 |     1.674 |    -5.153 |     3.653 |
+#> |.....................|  -0.06063 |   0.04440 |    -1.200 |   -0.7646 |
+#> |.....................|     2.452 |     2.339 |     2.552 |    -2.095 |
+#> |   21|     475.66307 |     1.001 |    -1.131 |   -0.9238 |   -0.9396 |
+#> |.....................|   -0.9992 |   -0.9545 |  -0.03780 |   -0.6969 |
+#> |.....................|   -0.7583 |   -0.8808 |   -0.8143 |    -1.094 |
+#> |.....................|   -0.4671 |   -0.8550 |    -1.041 |   -0.2620 |
+#> |    U|     475.66307 |     91.11 |    -5.331 |   -0.9019 |    -2.202 |
+#> |.....................|    -4.612 |    0.4268 |     1.177 |   0.06362 |
+#> |.....................|    0.8783 |   0.05829 |    0.7767 |    0.7044 |
+#> |.....................|     1.657 |    0.9717 |    0.7195 |     1.948 |
+#> |    X|     475.66307 |     91.11 |  0.004837 |    0.2887 |    0.1106 |
+#> |.....................|  0.009935 |    0.6051 |     1.177 |   0.06362 |
+#> |.....................|    0.8783 |   0.05829 |    0.7767 |    0.7044 |
+#> |.....................|     1.657 |    0.9717 |    0.7195 |     1.948 |
+#> |    F| Forward Diff. |    -12.57 |     1.267 |  -0.09715 |  -0.05310 |
+#> |.....................|    0.4138 |     1.728 |    -5.558 |     3.438 |
+#> |.....................|   -0.1081 |    0.1203 |    -1.232 |    -1.053 |
+#> |.....................|     2.344 |     2.291 |     2.543 |    -2.059 |
+#> |   22|     475.61346 |     1.003 |    -1.132 |   -0.9238 |   -0.9395 |
+#> |.....................|   -0.9995 |   -0.9557 |  -0.03467 |   -0.6999 |
+#> |.....................|   -0.7585 |   -0.8810 |   -0.8134 |    -1.094 |
+#> |.....................|   -0.4680 |   -0.8550 |    -1.042 |   -0.2607 |
+#> |    U|     475.61346 |     91.32 |    -5.332 |   -0.9020 |    -2.202 |
+#> |.....................|    -4.612 |    0.4262 |     1.179 |   0.06353 |
+#> |.....................|    0.8782 |   0.05828 |    0.7774 |    0.7040 |
+#> |.....................|     1.656 |    0.9717 |    0.7181 |     1.950 |
+#> |    X|     475.61346 |     91.32 |  0.004833 |    0.2886 |    0.1106 |
+#> |.....................|  0.009932 |    0.6050 |     1.179 |   0.06353 |
+#> |.....................|    0.8782 |   0.05828 |    0.7774 |    0.7040 |
+#> |.....................|     1.656 |    0.9717 |    0.7181 |     1.950 |
+#> |    F| Forward Diff. |     5.192 |     1.277 |    0.1967 |  -0.08157 |
+#> |.....................|    0.4060 |     1.656 |    -5.231 |     3.627 |
+#> |.....................|   -0.1038 |   0.05786 |    -1.199 |   -0.8859 |
+#> |.....................|     2.283 |     2.293 |     2.331 |    -2.101 |
+#> |   23|     475.58436 |     1.001 |    -1.133 |   -0.9239 |   -0.9395 |
+#> |.....................|   -0.9998 |   -0.9568 |  -0.03140 |   -0.7025 |
+#> |.....................|   -0.7585 |   -0.8810 |   -0.8126 |    -1.094 |
+#> |.....................|   -0.4692 |   -0.8560 |    -1.044 |   -0.2594 |
+#> |    U|     475.58436 |     91.09 |    -5.333 |   -0.9021 |    -2.202 |
+#> |.....................|    -4.612 |    0.4257 |     1.180 |   0.06346 |
+#> |.....................|    0.8782 |   0.05828 |    0.7780 |    0.7043 |
+#> |.....................|     1.654 |    0.9707 |    0.7167 |     1.952 |
+#> |    X|     475.58436 |     91.09 |  0.004829 |    0.2886 |    0.1106 |
+#> |.....................|  0.009929 |    0.6049 |     1.180 |   0.06346 |
+#> |.....................|    0.8782 |   0.05828 |    0.7780 |    0.7043 |
+#> |.....................|     1.654 |    0.9707 |    0.7167 |     1.952 |
+#> |    F| Forward Diff. |    -14.46 |     1.261 |   -0.1306 |  -0.05131 |
+#> |.....................|    0.4140 |     1.696 |    -5.518 |     3.404 |
+#> |.....................|   -0.1407 |    0.1181 |    -1.199 |    -1.071 |
+#> |.....................|     2.272 |     2.212 |     2.296 |    -2.075 |
+#> |   24|     475.53229 |     1.003 |    -1.134 |   -0.9240 |   -0.9394 |
+#> |.....................|    -1.000 |   -0.9581 |  -0.02828 |   -0.7055 |
+#> |.....................|   -0.7587 |   -0.8812 |   -0.8117 |    -1.094 |
+#> |.....................|   -0.4701 |   -0.8560 |    -1.045 |   -0.2580 |
+#> |    U|     475.53229 |     91.31 |    -5.334 |   -0.9021 |    -2.202 |
+#> |.....................|    -4.613 |    0.4251 |     1.181 |   0.06337 |
+#> |.....................|    0.8781 |   0.05828 |    0.7786 |    0.7039 |
+#> |.....................|     1.653 |    0.9708 |    0.7153 |     1.953 |
+#> |    X|     475.53229 |     91.31 |  0.004824 |    0.2886 |    0.1106 |
+#> |.....................|  0.009926 |    0.6047 |     1.181 |   0.06337 |
+#> |.....................|    0.8781 |   0.05828 |    0.7786 |    0.7039 |
+#> |.....................|     1.653 |    0.9708 |    0.7153 |     1.953 |
+#> |    F| Forward Diff. |     4.355 |     1.271 |    0.1786 |  -0.08149 |
+#> |.....................|    0.4055 |     1.621 |    -5.117 |     3.557 |
+#> |.....................|   -0.1060 |   0.04285 |   -0.9518 |    -2.902 |
+#> |.....................|     4.469 |     2.204 |     2.093 |    -2.115 |
+#> |   25|     475.50379 |     1.001 |    -1.135 |   -0.9241 |   -0.9394 |
+#> |.....................|    -1.000 |   -0.9591 |  -0.02533 |   -0.7076 |
+#> |.....................|   -0.7587 |   -0.8812 |   -0.8111 |    -1.093 |
+#> |.....................|   -0.4726 |   -0.8571 |    -1.047 |   -0.2568 |
+#> |    U|     475.50379 |     91.10 |    -5.335 |   -0.9022 |    -2.202 |
+#> |.....................|    -4.613 |    0.4247 |     1.182 |   0.06331 |
+#> |.....................|    0.8781 |   0.05828 |    0.7790 |    0.7053 |
+#> |.....................|     1.650 |    0.9697 |    0.7143 |     1.955 |
+#> |    X|     475.50379 |     91.10 |  0.004820 |    0.2886 |    0.1106 |
+#> |.....................|  0.009924 |    0.6046 |     1.182 |   0.06331 |
+#> |.....................|    0.8781 |   0.05828 |    0.7790 |    0.7053 |
+#> |.....................|     1.650 |    0.9697 |    0.7143 |     1.955 |
+#> |    F| Forward Diff. |    -13.73 |     1.259 |   -0.1294 |  -0.05234 |
+#> |.....................|    0.4131 |     1.659 |    -5.626 |     3.356 |
+#> |.....................|   -0.1179 |    0.1182 |    -1.163 |   -0.9759 |
+#> |.....................|     2.282 |     2.162 |     2.085 |    -2.085 |
+#> |   26|     475.45890 |     1.004 |    -1.136 |   -0.9240 |   -0.9393 |
+#> |.....................|    -1.001 |   -0.9602 |  -0.02221 |   -0.7103 |
+#> |.....................|   -0.7588 |   -0.8813 |   -0.8104 |    -1.092 |
+#> |.....................|   -0.4738 |   -0.8571 |    -1.048 |   -0.2555 |
+#> |    U|      475.4589 |     91.37 |    -5.336 |   -0.9021 |    -2.202 |
+#> |.....................|    -4.613 |    0.4242 |     1.184 |   0.06323 |
+#> |.....................|    0.8781 |   0.05827 |    0.7796 |    0.7056 |
+#> |.....................|     1.649 |    0.9697 |    0.7132 |     1.956 |
+#> |    X|      475.4589 |     91.37 |  0.004816 |    0.2886 |    0.1106 |
+#> |.....................|  0.009921 |    0.6045 |     1.184 |   0.06323 |
+#> |.....................|    0.8781 |   0.05827 |    0.7796 |    0.7056 |
+#> |.....................|     1.649 |    0.9697 |    0.7132 |     1.956 |
+#> |    F| Forward Diff. |     9.388 |     1.275 |    0.2447 |  -0.08891 |
+#> |.....................|    0.4027 |     1.576 |    -4.598 |     3.539 |
+#> |.....................|  -0.08390 |   0.04261 |   -0.9004 |    -2.725 |
+#> |.....................|     4.305 |     2.111 |     1.882 |    -2.135 |
+#> |   27|     475.41657 |     1.002 |    -1.137 |   -0.9241 |   -0.9392 |
+#> |.....................|    -1.001 |   -0.9615 |  -0.01910 |   -0.7133 |
+#> |.....................|   -0.7590 |   -0.8814 |   -0.8097 |    -1.092 |
+#> |.....................|   -0.4754 |   -0.8571 |    -1.049 |   -0.2540 |
+#> |    U|     475.41657 |     91.17 |    -5.337 |   -0.9022 |    -2.202 |
+#> |.....................|    -4.613 |    0.4236 |     1.185 |   0.06314 |
+#> |.....................|    0.8780 |   0.05827 |    0.7801 |    0.7060 |
+#> |.....................|     1.647 |    0.9697 |    0.7121 |     1.958 |
+#> |    X|     475.41657 |     91.17 |  0.004811 |    0.2886 |    0.1106 |
+#> |.....................|  0.009918 |    0.6043 |     1.185 |   0.06314 |
+#> |.....................|    0.8780 |   0.05827 |    0.7801 |    0.7060 |
+#> |.....................|     1.647 |    0.9697 |    0.7121 |     1.958 |
+#> |    F| Forward Diff. |    -7.291 |     1.263 |  -0.02799 |  -0.06240 |
+#> |.....................|    0.4098 |     1.607 |    -5.561 |     3.409 |
+#> |.....................|   -0.1363 |   0.09124 |    -1.126 |   -0.9025 |
+#> |.....................|     4.264 |     2.123 |     1.858 |    -2.103 |
+#> |   28|     475.37603 |     1.004 |    -1.138 |   -0.9241 |   -0.9392 |
+#> |.....................|    -1.001 |   -0.9626 |  -0.01569 |   -0.7160 |
+#> |.....................|   -0.7590 |   -0.8815 |   -0.8090 |    -1.092 |
+#> |.....................|   -0.4775 |   -0.8574 |    -1.050 |   -0.2525 |
+#> |    U|     475.37603 |     91.35 |    -5.338 |   -0.9022 |    -2.202 |
+#> |.....................|    -4.614 |    0.4231 |     1.186 |   0.06307 |
+#> |.....................|    0.8780 |   0.05827 |    0.7806 |    0.7060 |
+#> |.....................|     1.645 |    0.9695 |    0.7112 |     1.960 |
+#> |    X|     475.37603 |     91.35 |  0.004807 |    0.2886 |    0.1106 |
+#> |.....................|  0.009915 |    0.6042 |     1.186 |   0.06307 |
+#> |.....................|    0.8780 |   0.05827 |    0.7806 |    0.7060 |
+#> |.....................|     1.645 |    0.9695 |    0.7112 |     1.960 |
+#> |    F| Forward Diff. |     7.976 |     1.271 |    0.2167 |  -0.08766 |
+#> |.....................|    0.4024 |     1.550 |    -5.132 |     3.516 |
+#> |.....................|  -0.09627 |   0.04106 |    -1.088 |   -0.7404 |
+#> |.....................|     4.103 |     2.126 |     1.707 |    -2.133 |
+#> |   29|     475.34297 |     1.001 |    -1.139 |   -0.9242 |   -0.9391 |
+#> |.....................|    -1.002 |   -0.9636 |  -0.01242 |   -0.7185 |
+#> |.....................|   -0.7591 |   -0.8816 |   -0.8082 |    -1.092 |
+#> |.....................|   -0.4796 |   -0.8578 |    -1.051 |   -0.2511 |
+#> |    U|     475.34297 |     91.13 |    -5.339 |   -0.9023 |    -2.201 |
+#> |.....................|    -4.614 |    0.4226 |     1.188 |   0.06299 |
+#> |.....................|    0.8779 |   0.05826 |    0.7812 |    0.7056 |
+#> |.....................|     1.642 |    0.9691 |    0.7103 |     1.962 |
+#> |    X|     475.34297 |     91.13 |  0.004803 |    0.2886 |    0.1106 |
+#> |.....................|  0.009912 |    0.6041 |     1.188 |   0.06299 |
+#> |.....................|    0.8779 |   0.05826 |    0.7812 |    0.7056 |
+#> |.....................|     1.642 |    0.9691 |    0.7103 |     1.962 |
+#> |    F| Forward Diff. |    -11.69 |     1.251 |  -0.09758 |  -0.05188 |
+#> |.....................|    0.4100 |     1.596 |    -5.544 |     3.338 |
+#> |.....................|   -0.1288 |   0.09302 |    -1.103 |   -0.9943 |
+#> |.....................|     4.044 |     2.113 |     1.726 |    -2.096 |
+#> |   30|     475.29763 |     1.004 |    -1.140 |   -0.9242 |   -0.9391 |
+#> |.....................|    -1.002 |   -0.9647 | -0.009016 |   -0.7212 |
+#> |.....................|   -0.7592 |   -0.8817 |   -0.8074 |    -1.093 |
+#> |.....................|   -0.4815 |   -0.8578 |    -1.052 |   -0.2496 |
+#> |    U|     475.29763 |     91.33 |    -5.340 |   -0.9023 |    -2.201 |
+#> |.....................|    -4.614 |    0.4221 |     1.189 |   0.06292 |
+#> |.....................|    0.8779 |   0.05826 |    0.7818 |    0.7049 |
+#> |.....................|     1.640 |    0.9691 |    0.7096 |     1.964 |
+#> |    X|     475.29763 |     91.33 |  0.004798 |    0.2886 |    0.1106 |
+#> |.....................|  0.009909 |    0.6040 |     1.189 |   0.06292 |
+#> |.....................|    0.8779 |   0.05826 |    0.7818 |    0.7049 |
+#> |.....................|     1.640 |    0.9691 |    0.7096 |     1.964 |
+#> |    F| Forward Diff. |     5.626 |     1.261 |    0.1834 |  -0.08674 |
+#> |.....................|    0.4019 |     1.535 |    -5.612 |     3.466 |
+#> |.....................|   -0.1091 |   0.03444 |    -1.082 |   -0.8814 |
+#> |.....................|     3.882 |     2.084 |     1.576 |    -2.128 |
+#> |   31|     475.26968 |     1.001 |    -1.140 |   -0.9243 |   -0.9390 |
+#> |.....................|    -1.002 |   -0.9656 | -0.005554 |   -0.7235 |
+#> |.....................|   -0.7592 |   -0.8818 |   -0.8067 |    -1.093 |
+#> |.....................|   -0.4837 |   -0.8585 |    -1.053 |   -0.2482 |
+#> |    U|     475.26968 |     91.11 |    -5.340 |   -0.9024 |    -2.201 |
+#> |.....................|    -4.615 |    0.4217 |     1.191 |   0.06285 |
+#> |.....................|    0.8779 |   0.05826 |    0.7823 |    0.7049 |
+#> |.....................|     1.637 |    0.9684 |    0.7088 |     1.965 |
+#> |    X|     475.26968 |     91.11 |  0.004794 |    0.2886 |    0.1106 |
+#> |.....................|  0.009907 |    0.6039 |     1.191 |   0.06285 |
+#> |.....................|    0.8779 |   0.05826 |    0.7823 |    0.7049 |
+#> |.....................|     1.637 |    0.9684 |    0.7088 |     1.965 |
+#> |    F| Forward Diff. |    -13.71 |     1.246 |   -0.1255 |  -0.05322 |
+#> |.....................|    0.4099 |     1.581 |    -5.546 |     3.317 |
+#> |.....................|   -0.1509 |    0.1096 |   -0.8594 |    -3.000 |
+#> |.....................|     3.990 |     2.056 |     1.604 |    -2.087 |
+#> |   32|     475.22190 |     1.004 |    -1.141 |   -0.9243 |   -0.9390 |
+#> |.....................|    -1.002 |   -0.9667 | -0.002058 |   -0.7261 |
+#> |.....................|   -0.7593 |   -0.8819 |   -0.8061 |    -1.093 |
+#> |.....................|   -0.4854 |   -0.8583 |    -1.054 |   -0.2469 |
+#> |    U|      475.2219 |     91.33 |    -5.341 |   -0.9024 |    -2.201 |
+#> |.....................|    -4.615 |    0.4212 |     1.192 |   0.06277 |
+#> |.....................|    0.8778 |   0.05826 |    0.7828 |    0.7049 |
+#> |.....................|     1.635 |    0.9686 |    0.7081 |     1.967 |
+#> |    X|      475.2219 |     91.33 |  0.004790 |    0.2886 |    0.1107 |
+#> |.....................|  0.009904 |    0.6038 |     1.192 |   0.06277 |
+#> |.....................|    0.8778 |   0.05826 |    0.7828 |    0.7049 |
+#> |.....................|     1.635 |    0.9686 |    0.7081 |     1.967 |
+#> |    F| Forward Diff. |     5.841 |     1.258 |    0.1840 |  -0.08823 |
+#> |.....................|    0.4011 |     1.514 |    -4.992 |     3.441 |
+#> |.....................|   -0.1080 |   0.03852 |    -1.043 |   -0.8514 |
+#> |.....................|     3.826 |     2.019 |     1.451 |    -2.125 |
+#> |   33|     475.19540 |     1.001 |    -1.142 |   -0.9244 |   -0.9389 |
+#> |.....................|    -1.003 |   -0.9677 |  0.001228 |   -0.7286 |
+#> |.....................|   -0.7593 |   -0.8819 |   -0.8054 |    -1.093 |
+#> |.....................|   -0.4876 |   -0.8589 |    -1.055 |   -0.2455 |
+#> |    U|      475.1954 |     91.10 |    -5.342 |   -0.9025 |    -2.201 |
+#> |.....................|    -4.615 |    0.4207 |     1.193 |   0.06270 |
+#> |.....................|    0.8778 |   0.05825 |    0.7833 |    0.7050 |
+#> |.....................|     1.633 |    0.9680 |    0.7073 |     1.969 |
+#> |    X|      475.1954 |     91.10 |  0.004786 |    0.2885 |    0.1107 |
+#> |.....................|  0.009901 |    0.6037 |     1.193 |   0.06270 |
+#> |.....................|    0.8778 |   0.05825 |    0.7833 |    0.7050 |
+#> |.....................|     1.633 |    0.9680 |    0.7073 |     1.969 |
+#> |    F| Forward Diff. |    -14.17 |     1.239 |   -0.1323 |  -0.05443 |
+#> |.....................|    0.4093 |     1.561 |    -5.475 |     3.262 |
+#> |.....................|   -0.1301 |   0.09817 |    -1.038 |    -1.045 |
+#> |.....................|     3.818 |     2.054 |     1.474 |    -2.085 |
+#> |   34|     475.14668 |     1.003 |    -1.143 |   -0.9244 |   -0.9388 |
+#> |.....................|    -1.003 |   -0.9688 |  0.004635 |   -0.7312 |
+#> |.....................|   -0.7595 |   -0.8820 |   -0.8046 |    -1.094 |
+#> |.....................|   -0.4894 |   -0.8588 |    -1.055 |   -0.2440 |
+#> |    U|     475.14668 |     91.31 |    -5.343 |   -0.9025 |    -2.201 |
+#> |.....................|    -4.615 |    0.4202 |     1.195 |   0.06262 |
+#> |.....................|    0.8778 |   0.05825 |    0.7838 |    0.7043 |
+#> |.....................|     1.631 |    0.9681 |    0.7066 |     1.970 |
+#> |    X|     475.14668 |     91.31 |  0.004781 |    0.2885 |    0.1107 |
+#> |.....................|  0.009898 |    0.6035 |     1.195 |   0.06262 |
+#> |.....................|    0.8778 |   0.05825 |    0.7838 |    0.7043 |
+#> |.....................|     1.631 |    0.9681 |    0.7066 |     1.970 |
+#> |    F| Forward Diff. |     3.838 |     1.251 |    0.1547 |  -0.08725 |
+#> |.....................|    0.4006 |     1.498 |    -4.927 |     3.416 |
+#> |.....................|   -0.1219 |   0.06473 |    -1.010 |    -2.917 |
+#> |.....................|     3.712 |     2.020 |     1.337 |    -2.117 |
+#> |   35|     475.12366 |     1.001 |    -1.144 |   -0.9245 |   -0.9388 |
+#> |.....................|    -1.003 |   -0.9698 |  0.007665 |   -0.7333 |
+#> |.....................|   -0.7594 |   -0.8821 |   -0.8040 |    -1.092 |
+#> |.....................|   -0.4916 |   -0.8600 |    -1.056 |   -0.2427 |
+#> |    U|     475.12366 |     91.10 |    -5.344 |   -0.9025 |    -2.201 |
+#> |.....................|    -4.616 |    0.4198 |     1.196 |   0.06256 |
+#> |.....................|    0.8778 |   0.05825 |    0.7843 |    0.7059 |
+#> |.....................|     1.628 |    0.9669 |    0.7059 |     1.972 |
+#> |    X|     475.12366 |     91.10 |  0.004777 |    0.2885 |    0.1107 |
+#> |.....................|  0.009896 |    0.6034 |     1.196 |   0.06256 |
+#> |.....................|    0.8778 |   0.05825 |    0.7843 |    0.7059 |
+#> |.....................|     1.628 |    0.9669 |    0.7059 |     1.972 |
+#> |    F| Forward Diff. |    -14.75 |     1.239 |   -0.1466 |  -0.05465 |
+#> |.....................|    0.4082 |     1.541 |    -5.471 |     3.270 |
+#> |.....................|   -0.1342 |   0.09829 |    -1.014 |    -1.026 |
+#> |.....................|     3.624 |     1.932 |     1.359 |    -2.081 |
+#> |   36|     475.07465 |     1.004 |    -1.145 |   -0.9245 |   -0.9387 |
+#> |.....................|    -1.003 |   -0.9709 |   0.01108 |   -0.7360 |
+#> |.....................|   -0.7595 |   -0.8821 |   -0.8033 |    -1.092 |
+#> |.....................|   -0.4933 |   -0.8597 |    -1.057 |   -0.2414 |
+#> |    U|     475.07465 |     91.33 |    -5.345 |   -0.9025 |    -2.201 |
+#> |.....................|    -4.616 |    0.4193 |     1.198 |   0.06248 |
+#> |.....................|    0.8778 |   0.05825 |    0.7848 |    0.7058 |
+#> |.....................|     1.626 |    0.9672 |    0.7053 |     1.974 |
+#> |    X|     475.07465 |     91.33 |  0.004773 |    0.2885 |    0.1107 |
+#> |.....................|  0.009893 |    0.6033 |     1.198 |   0.06248 |
+#> |.....................|    0.8778 |   0.05825 |    0.7848 |    0.7058 |
+#> |.....................|     1.626 |    0.9672 |    0.7053 |     1.974 |
+#> |    F| Forward Diff. |     5.021 |     1.249 |    0.1599 |  -0.08992 |
+#> |.....................|    0.3985 |     1.471 |    -4.995 |     3.410 |
+#> |.....................|   -0.1196 |   0.03779 |   -0.9990 |    -2.873 |
+#> |.....................|     3.497 |     1.906 |     1.211 |    -2.119 |
+#> |   37|     475.04940 |     1.001 |    -1.146 |   -0.9245 |   -0.9386 |
+#> |.....................|    -1.004 |   -0.9719 |   0.01438 |   -0.7384 |
+#> |.....................|   -0.7594 |   -0.8822 |   -0.8026 |    -1.091 |
+#> |.....................|   -0.4953 |   -0.8604 |    -1.058 |   -0.2400 |
+#> |    U|      475.0494 |     91.11 |    -5.346 |   -0.9026 |    -2.201 |
+#> |.....................|    -4.616 |    0.4188 |     1.199 |   0.06242 |
+#> |.....................|    0.8778 |   0.05825 |    0.7853 |    0.7070 |
+#> |.....................|     1.623 |    0.9666 |    0.7046 |     1.975 |
+#> |    X|      475.0494 |     91.11 |  0.004769 |    0.2885 |    0.1107 |
+#> |.....................|  0.009890 |    0.6032 |     1.199 |   0.06242 |
+#> |.....................|    0.8778 |   0.05825 |    0.7853 |    0.7070 |
+#> |.....................|     1.623 |    0.9666 |    0.7046 |     1.975 |
+#> |    F| Forward Diff. |    -14.15 |     1.235 |   -0.1370 |  -0.05688 |
+#> |.....................|    0.4085 |     1.517 |    -5.494 |     3.160 |
+#> |.....................|   -0.1583 |    0.1112 |   -0.7821 |    -2.927 |
+#> |.....................|     3.432 |     1.909 |     1.245 |    -2.084 |
+#> |   38|     475.00092 |     1.004 |    -1.147 |   -0.9245 |   -0.9386 |
+#> |.....................|    -1.004 |   -0.9731 |   0.01792 |   -0.7411 |
+#> |.....................|   -0.7595 |   -0.8822 |   -0.8020 |    -1.090 |
+#> |.....................|   -0.4968 |   -0.8598 |    -1.059 |   -0.2387 |
+#> |    U|     475.00092 |     91.32 |    -5.347 |   -0.9025 |    -2.201 |
+#> |.....................|    -4.617 |    0.4182 |     1.200 |   0.06234 |
+#> |.....................|    0.8778 |   0.05825 |    0.7857 |    0.7077 |
+#> |.....................|     1.622 |    0.9671 |    0.7039 |     1.977 |
+#> |    X|     475.00092 |     91.32 |  0.004764 |    0.2885 |    0.1107 |
+#> |.....................|  0.009887 |    0.6031 |     1.200 |   0.06234 |
+#> |.....................|    0.8778 |   0.05825 |    0.7857 |    0.7077 |
+#> |.....................|     1.622 |    0.9671 |    0.7039 |     1.977 |
+#> |    F| Forward Diff. |     4.379 |     1.249 |    0.1419 |  -0.08698 |
+#> |.....................|    0.3989 |     1.449 |    -4.966 |     3.395 |
+#> |.....................|   -0.1055 |   0.03295 |   -0.9696 |   -0.7580 |
+#> |.....................|     3.283 |     1.918 |     1.096 |    -2.115 |
+#> |   39|     474.98492 |     1.001 |    -1.147 |   -0.9246 |   -0.9385 |
+#> |.....................|    -1.004 |   -0.9740 |   0.02115 |   -0.7433 |
+#> |.....................|   -0.7595 |   -0.8822 |   -0.8014 |    -1.089 |
+#> |.....................|   -0.4989 |   -0.8610 |    -1.059 |   -0.2373 |
+#> |    U|     474.98492 |     91.07 |    -5.347 |   -0.9026 |    -2.201 |
+#> |.....................|    -4.617 |    0.4178 |     1.202 |   0.06227 |
+#> |.....................|    0.8778 |   0.05825 |    0.7862 |    0.7081 |
+#> |.....................|     1.619 |    0.9660 |    0.7033 |     1.978 |
+#> |    X|     474.98492 |     91.07 |  0.004760 |    0.2885 |    0.1107 |
+#> |.....................|  0.009884 |    0.6030 |     1.202 |   0.06227 |
+#> |.....................|    0.8778 |   0.05825 |    0.7862 |    0.7081 |
+#> |.....................|     1.619 |    0.9660 |    0.7033 |     1.978 |
+#> |    F| Forward Diff. |    -17.65 |     1.231 |   -0.1920 |  -0.05242 |
+#> |.....................|    0.4084 |     1.504 |    -5.397 |     3.171 |
+#> |.....................|   -0.1354 |    0.1061 |   -0.9468 |   -0.9144 |
+#> |.....................|     1.271 |     1.859 |     1.156 |    -2.067 |
+#> |   40|     474.93249 |     1.004 |    -1.148 |   -0.9245 |   -0.9384 |
+#> |.....................|    -1.005 |   -0.9752 |   0.02452 |   -0.7460 |
+#> |.....................|   -0.7596 |   -0.8823 |   -0.8007 |    -1.090 |
+#> |.....................|   -0.5000 |   -0.8607 |    -1.060 |   -0.2361 |
+#> |    U|     474.93249 |     91.32 |    -5.348 |   -0.9026 |    -2.201 |
+#> |.....................|    -4.617 |    0.4173 |     1.203 |   0.06220 |
+#> |.....................|    0.8778 |   0.05824 |    0.7867 |    0.7073 |
+#> |.....................|     1.618 |    0.9663 |    0.7027 |     1.980 |
+#> |    X|     474.93249 |     91.32 |  0.004755 |    0.2885 |    0.1107 |
+#> |.....................|  0.009881 |    0.6028 |     1.203 |   0.06220 |
+#> |.....................|    0.8778 |   0.05824 |    0.7867 |    0.7073 |
+#> |.....................|     1.618 |    0.9663 |    0.7027 |     1.980 |
+#> |    F| Forward Diff. |     4.492 |     1.243 |    0.1448 |  -0.09052 |
+#> |.....................|    0.3963 |     1.427 |    -4.973 |     3.376 |
+#> |.....................|  -0.06414 |   0.02300 |   -0.7344 |    -2.787 |
+#> |.....................|     3.083 |     1.834 |    0.9813 |    -2.110 |
+#> |   41|     474.90355 |     1.001 |    -1.149 |   -0.9246 |   -0.9383 |
+#> |.....................|    -1.005 |   -0.9763 |   0.02806 |   -0.7486 |
+#> |.....................|   -0.7596 |   -0.8823 |   -0.8002 |    -1.089 |
+#> |.....................|   -0.5018 |   -0.8611 |    -1.061 |   -0.2347 |
+#> |    U|     474.90355 |     91.13 |    -5.349 |   -0.9026 |    -2.201 |
+#> |.....................|    -4.617 |    0.4168 |     1.205 |   0.06212 |
+#> |.....................|    0.8777 |   0.05824 |    0.7870 |    0.7084 |
+#> |.....................|     1.616 |    0.9659 |    0.7020 |     1.982 |
+#> |    X|     474.90355 |     91.13 |  0.004751 |    0.2885 |    0.1107 |
+#> |.....................|  0.009878 |    0.6027 |     1.205 |   0.06212 |
+#> |.....................|    0.8777 |   0.05824 |    0.7870 |    0.7084 |
+#> |.....................|     1.616 |    0.9659 |    0.7020 |     1.982 |
+#> |    F| Forward Diff. |    -12.15 |     1.229 |   -0.1075 |  -0.06320 |
+#> |.....................|    0.4033 |     1.463 |    -5.606 |     3.135 |
+#> |.....................|   -0.1416 |   0.07801 |   -0.9461 |    -2.867 |
+#> |.....................|     3.063 |     1.817 |     1.008 |    -2.075 |
+#> |   42|     474.85832 |     1.003 |    -1.150 |   -0.9245 |   -0.9383 |
+#> |.....................|    -1.005 |   -0.9775 |   0.03184 |   -0.7513 |
+#> |.....................|   -0.7597 |   -0.8823 |   -0.7996 |    -1.089 |
+#> |.....................|   -0.5032 |   -0.8605 |    -1.061 |   -0.2334 |
+#> |    U|     474.85832 |     91.32 |    -5.350 |   -0.9026 |    -2.201 |
+#> |.....................|    -4.618 |    0.4162 |     1.206 |   0.06204 |
+#> |.....................|    0.8777 |   0.05824 |    0.7875 |    0.7089 |
+#> |.....................|     1.614 |    0.9665 |    0.7015 |     1.983 |
+#> |    X|     474.85832 |     91.32 |  0.004746 |    0.2885 |    0.1107 |
+#> |.....................|  0.009875 |    0.6026 |     1.206 |   0.06204 |
+#> |.....................|    0.8777 |   0.05824 |    0.7875 |    0.7089 |
+#> |.....................|     1.614 |    0.9665 |    0.7015 |     1.983 |
+#> |    F| Forward Diff. |     3.689 |     1.242 |    0.1265 |  -0.09001 |
+#> |.....................|    0.3949 |     1.405 |    -5.495 |     3.344 |
+#> |.....................|   -0.1166 |   0.02645 |   -0.9105 |   -0.7126 |
+#> |.....................|     2.952 |     1.861 |    0.8779 |    -2.102 |
+#> |   43|     474.83791 |     1.001 |    -1.151 |   -0.9246 |   -0.9382 |
+#> |.....................|    -1.006 |   -0.9784 |   0.03545 |   -0.7535 |
+#> |.....................|   -0.7596 |   -0.8823 |   -0.7990 |    -1.088 |
+#> |.....................|   -0.5052 |   -0.8617 |    -1.062 |   -0.2320 |
+#> |    U|     474.83791 |     91.10 |    -5.351 |   -0.9027 |    -2.201 |
+#> |.....................|    -4.618 |    0.4158 |     1.208 |   0.06198 |
+#> |.....................|    0.8777 |   0.05824 |    0.7879 |    0.7094 |
+#> |.....................|     1.612 |    0.9653 |    0.7010 |     1.985 |
+#> |    X|     474.83791 |     91.10 |  0.004742 |    0.2885 |    0.1107 |
+#> |.....................|  0.009872 |    0.6025 |     1.208 |   0.06198 |
+#> |.....................|    0.8777 |   0.05824 |    0.7879 |    0.7094 |
+#> |.....................|     1.612 |    0.9653 |    0.7010 |     1.985 |
+#> |    F| Forward Diff. |    -15.77 |     1.225 |   -0.1616 |  -0.05944 |
+#> |.....................|    0.4032 |     1.455 |    -5.461 |     3.071 |
+#> |.....................|   -0.1419 |   0.08593 |   -0.9091 |   -0.8855 |
+#> |.....................|     2.951 |     1.791 |    0.9091 |    -2.062 |
+#> |   44|     474.78971 |     1.004 |    -1.152 |   -0.9246 |   -0.9381 |
+#> |.....................|    -1.006 |   -0.9794 |   0.03911 |   -0.7559 |
+#> |.....................|   -0.7597 |   -0.8824 |   -0.7984 |    -1.089 |
+#> |.....................|   -0.5068 |   -0.8614 |    -1.062 |   -0.2307 |
+#> |    U|     474.78971 |     91.33 |    -5.352 |   -0.9026 |    -2.200 |
+#> |.....................|    -4.618 |    0.4153 |     1.209 |   0.06191 |
+#> |.....................|    0.8777 |   0.05824 |    0.7883 |    0.7086 |
+#> |.....................|     1.610 |    0.9656 |    0.7006 |     1.986 |
+#> |    X|     474.78971 |     91.33 |  0.004738 |    0.2885 |    0.1107 |
+#> |.....................|  0.009869 |    0.6024 |     1.209 |   0.06191 |
+#> |.....................|    0.8777 |   0.05824 |    0.7883 |    0.7086 |
+#> |.....................|     1.610 |    0.9656 |    0.7006 |     1.986 |
+#> |    F| Forward Diff. |     4.398 |     1.237 |    0.1402 |  -0.09195 |
+#> |.....................|    0.3940 |     1.388 |    -4.885 |     3.322 |
+#> |.....................|   -0.1374 |   0.01792 |   -0.6865 |    -2.709 |
+#> |.....................|     2.810 |     1.778 |    0.8100 |    -2.095 |
+#> |   45|     474.76763 |     1.001 |    -1.153 |   -0.9247 |   -0.9380 |
+#> |.....................|    -1.006 |   -0.9804 |   0.04256 |   -0.7584 |
+#> |.....................|   -0.7597 |   -0.8824 |   -0.7979 |    -1.088 |
+#> |.....................|   -0.5086 |   -0.8621 |    -1.063 |   -0.2293 |
+#> |    U|     474.76763 |     91.11 |    -5.353 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.619 |    0.4149 |     1.211 |   0.06184 |
+#> |.....................|    0.8777 |   0.05824 |    0.7887 |    0.7097 |
+#> |.....................|     1.608 |    0.9650 |    0.7001 |     1.988 |
+#> |    X|     474.76763 |     91.11 |  0.004734 |    0.2885 |    0.1108 |
+#> |.....................|  0.009867 |    0.6023 |     1.211 |   0.06184 |
+#> |.....................|    0.8777 |   0.05824 |    0.7887 |    0.7097 |
+#> |.....................|     1.608 |    0.9650 |    0.7001 |     1.988 |
+#> |    F| Forward Diff. |    -14.92 |     1.222 |   -0.1466 |  -0.06186 |
+#> |.....................|    0.4014 |     1.433 |    -4.989 |     3.157 |
+#> |.....................|   -0.1326 |   0.08284 |   -0.6789 |    -2.803 |
+#> |.....................|     2.814 |     1.775 |    0.8327 |    -2.053 |
+#> |   46|     474.71973 |     1.004 |    -1.154 |   -0.9246 |   -0.9379 |
+#> |.....................|    -1.006 |   -0.9816 |   0.04617 |   -0.7611 |
+#> |.....................|   -0.7597 |   -0.8824 |   -0.7975 |    -1.087 |
+#> |.....................|   -0.5100 |   -0.8614 |    -1.064 |   -0.2281 |
+#> |    U|     474.71973 |     91.32 |    -5.354 |   -0.9026 |    -2.200 |
+#> |.....................|    -4.619 |    0.4143 |     1.212 |   0.06176 |
+#> |.....................|    0.8777 |   0.05824 |    0.7890 |    0.7100 |
+#> |.....................|     1.606 |    0.9656 |    0.6996 |     1.990 |
+#> |    X|     474.71973 |     91.32 |  0.004729 |    0.2885 |    0.1108 |
+#> |.....................|  0.009863 |    0.6021 |     1.212 |   0.06176 |
+#> |.....................|    0.8777 |   0.05824 |    0.7890 |    0.7100 |
+#> |.....................|     1.606 |    0.9656 |    0.6996 |     1.990 |
+#> |    F| Forward Diff. |     4.021 |     1.236 |    0.1299 |  -0.09158 |
+#> |.....................|    0.3929 |     1.368 |    -4.925 |     3.331 |
+#> |.....................|  -0.07142 |   0.08893 |   -0.6522 |    -2.634 |
+#> |.....................|     2.639 |     1.780 |    0.7273 |    -2.085 |
+#> |   47|     474.70040 |     1.001 |    -1.155 |   -0.9247 |   -0.9379 |
+#> |.....................|    -1.007 |   -0.9826 |   0.04954 |   -0.7634 |
+#> |.....................|   -0.7597 |   -0.8825 |   -0.7971 |    -1.086 |
+#> |.....................|   -0.5117 |   -0.8624 |    -1.064 |   -0.2267 |
+#> |    U|      474.7004 |     91.10 |    -5.355 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.619 |    0.4139 |     1.214 |   0.06169 |
+#> |.....................|    0.8777 |   0.05824 |    0.7893 |    0.7114 |
+#> |.....................|     1.604 |    0.9647 |    0.6992 |     1.991 |
+#> |    X|      474.7004 |     91.10 |  0.004724 |    0.2885 |    0.1108 |
+#> |.....................|  0.009861 |    0.6020 |     1.214 |   0.06169 |
+#> |.....................|    0.8777 |   0.05824 |    0.7893 |    0.7114 |
+#> |.....................|     1.604 |    0.9647 |    0.6992 |     1.991 |
+#> |    F| Forward Diff. |    -15.76 |     1.220 |   -0.1617 |  -0.06091 |
+#> |.....................|    0.4007 |     1.415 |    -5.116 |     3.166 |
+#> |.....................|   -0.1298 |   0.07714 |   -0.6701 |    -2.700 |
+#> |.....................|     2.670 |     1.748 |    0.7590 |    -2.043 |
+#> |   48|     474.65116 |     1.003 |    -1.156 |   -0.9246 |   -0.9378 |
+#> |.....................|    -1.007 |   -0.9837 |   0.05321 |   -0.7662 |
+#> |.....................|   -0.7598 |   -0.8825 |   -0.7967 |    -1.086 |
+#> |.....................|   -0.5130 |   -0.8617 |    -1.065 |   -0.2255 |
+#> |    U|     474.65116 |     91.32 |    -5.356 |   -0.9026 |    -2.200 |
+#> |.....................|    -4.620 |    0.4134 |     1.215 |   0.06161 |
+#> |.....................|    0.8777 |   0.05824 |    0.7896 |    0.7116 |
+#> |.....................|     1.603 |    0.9653 |    0.6987 |     1.993 |
+#> |    X|     474.65116 |     91.32 |  0.004720 |    0.2885 |    0.1108 |
+#> |.....................|  0.009857 |    0.6019 |     1.215 |   0.06161 |
+#> |.....................|    0.8777 |   0.05824 |    0.7896 |    0.7116 |
+#> |.....................|     1.603 |    0.9653 |    0.6987 |     1.993 |
+#> |    F| Forward Diff. |     3.462 |     1.239 |    0.1107 |  -0.09136 |
+#> |.....................|    0.3915 |     1.348 |    -5.441 |     3.268 |
+#> |.....................|   -0.1113 |   0.02510 |   -0.6252 |    -2.485 |
+#> |.....................|     2.647 |     1.796 |    0.6587 |    -2.076 |
+#> |   49|     474.63065 |     1.001 |    -1.157 |   -0.9247 |   -0.9377 |
+#> |.....................|    -1.007 |   -0.9846 |   0.05678 |   -0.7683 |
+#> |.....................|   -0.7597 |   -0.8825 |   -0.7963 |    -1.084 |
+#> |.....................|   -0.5148 |   -0.8629 |    -1.065 |   -0.2241 |
+#> |    U|     474.63065 |     91.11 |    -5.357 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.620 |    0.4129 |     1.217 |   0.06155 |
+#> |.....................|    0.8777 |   0.05824 |    0.7899 |    0.7131 |
+#> |.....................|     1.600 |    0.9642 |    0.6984 |     1.994 |
+#> |    X|     474.63065 |     91.11 |  0.004716 |    0.2885 |    0.1108 |
+#> |.....................|  0.009855 |    0.6018 |     1.217 |   0.06155 |
+#> |.....................|    0.8777 |   0.05824 |    0.7899 |    0.7131 |
+#> |.....................|     1.600 |    0.9642 |    0.6984 |     1.994 |
+#> |    F| Forward Diff. |    -14.93 |     1.220 |   -0.1531 |  -0.06288 |
+#> |.....................|    0.3983 |     1.394 |    -5.436 |     3.113 |
+#> |.....................|   -0.1458 |   0.07621 |   -0.8397 |   -0.6848 |
+#> |.....................|     2.501 |     1.690 |    0.6891 |    -2.034 |
+#> |   50|     474.58497 |     1.004 |    -1.158 |   -0.9246 |   -0.9376 |
+#> |.....................|    -1.008 |   -0.9857 |   0.06060 |   -0.7708 |
+#> |.....................|   -0.7598 |   -0.8826 |   -0.7958 |    -1.084 |
+#> |.....................|   -0.5162 |   -0.8624 |    -1.065 |   -0.2230 |
+#> |    U|     474.58497 |     91.34 |    -5.358 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.620 |    0.4125 |     1.218 |   0.06148 |
+#> |.....................|    0.8777 |   0.05824 |    0.7902 |    0.7126 |
+#> |.....................|     1.599 |    0.9647 |    0.6980 |     1.996 |
+#> |    X|     474.58497 |     91.34 |  0.004711 |    0.2885 |    0.1108 |
+#> |.....................|  0.009852 |    0.6017 |     1.218 |   0.06148 |
+#> |.....................|    0.8777 |   0.05824 |    0.7902 |    0.7126 |
+#> |.....................|     1.599 |    0.9647 |    0.6980 |     1.996 |
+#> |    F| Forward Diff. |     5.248 |     1.234 |    0.1371 |  -0.09456 |
+#> |.....................|    0.3896 |     1.328 |    -5.011 |     3.180 |
+#> |.....................|   -0.1110 |  0.004022 |   -0.8103 |   -0.4964 |
+#> |.....................|     2.349 |     1.713 |    0.5705 |    -2.061 |
+#> |   51|     474.55760 |     1.002 |    -1.159 |   -0.9247 |   -0.9376 |
+#> |.....................|    -1.008 |   -0.9867 |   0.06444 |   -0.7734 |
+#> |.....................|   -0.7598 |   -0.8826 |   -0.7952 |    -1.085 |
+#> |.....................|   -0.5178 |   -0.8626 |    -1.066 |   -0.2215 |
+#> |    U|      474.5576 |     91.15 |    -5.359 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.620 |    0.4120 |     1.220 |   0.06140 |
+#> |.....................|    0.8777 |   0.05824 |    0.7907 |    0.7122 |
+#> |.....................|     1.597 |    0.9645 |    0.6977 |     1.998 |
+#> |    X|      474.5576 |     91.15 |  0.004706 |    0.2885 |    0.1108 |
+#> |.....................|  0.009849 |    0.6016 |     1.220 |   0.06140 |
+#> |.....................|    0.8777 |   0.05824 |    0.7907 |    0.7122 |
+#> |.....................|     1.597 |    0.9645 |    0.6977 |     1.998 |
+#> |    F| Forward Diff. |    -11.86 |     1.219 |   -0.1003 |  -0.07615 |
+#> |.....................|    0.3954 |     1.369 |    -4.929 |     3.171 |
+#> |.....................|   -0.1229 |   0.06540 |   -0.8183 |   -0.7141 |
+#> |.....................|     2.360 |     1.696 |    0.6359 |    -2.032 |
+#> |   52|     474.51619 |     1.004 |    -1.160 |   -0.9246 |   -0.9375 |
+#> |.....................|    -1.008 |   -0.9878 |   0.06816 |   -0.7761 |
+#> |.....................|   -0.7599 |   -0.8826 |   -0.7946 |    -1.086 |
+#> |.....................|   -0.5193 |   -0.8622 |    -1.066 |   -0.2202 |
+#> |    U|     474.51619 |     91.33 |    -5.360 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.621 |    0.4115 |     1.221 |   0.06132 |
+#> |.....................|    0.8776 |   0.05823 |    0.7911 |    0.7113 |
+#> |.....................|     1.595 |    0.9648 |    0.6972 |     1.999 |
+#> |    X|     474.51619 |     91.33 |  0.004702 |    0.2885 |    0.1108 |
+#> |.....................|  0.009846 |    0.6014 |     1.221 |   0.06132 |
+#> |.....................|    0.8776 |   0.05823 |    0.7911 |    0.7113 |
+#> |.....................|     1.595 |    0.9648 |    0.6972 |     1.999 |
+#> |    F| Forward Diff. |     4.413 |     1.225 |    0.1371 |  -0.09620 |
+#> |.....................|    0.3880 |     1.314 |    -5.554 |     3.197 |
+#> |.....................|  -0.07604 |  0.008867 |   -0.7931 |   -0.6282 |
+#> |.....................|     2.148 |     1.715 |    0.5273 |    -2.052 |
+#> |   53|     474.48673 |     1.002 |    -1.161 |   -0.9247 |   -0.9374 |
+#> |.....................|    -1.009 |   -0.9889 |   0.07224 |   -0.7786 |
+#> |.....................|   -0.7599 |   -0.8826 |   -0.7941 |    -1.086 |
+#> |.....................|   -0.5208 |   -0.8625 |    -1.067 |   -0.2188 |
+#> |    U|     474.48673 |     91.17 |    -5.361 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.621 |    0.4110 |     1.223 |   0.06125 |
+#> |.....................|    0.8776 |   0.05823 |    0.7915 |    0.7110 |
+#> |.....................|     1.593 |    0.9645 |    0.6969 |     2.001 |
+#> |    X|     474.48673 |     91.17 |  0.004697 |    0.2885 |    0.1108 |
+#> |.....................|  0.009843 |    0.6013 |     1.223 |   0.06125 |
+#> |.....................|    0.8776 |   0.05823 |    0.7915 |    0.7110 |
+#> |.....................|     1.593 |    0.9645 |    0.6969 |     2.001 |
+#> |    F| Forward Diff. |    -10.51 |     1.211 |  -0.06554 |  -0.07429 |
+#> |.....................|    0.3932 |     1.350 |    -4.456 |     3.182 |
+#> |.....................|  -0.08901 |   0.05354 |   -0.5957 |    -2.739 |
+#> |.....................|     2.160 |     1.696 |    0.5687 |    -2.022 |
+#> |   54|     474.45218 |     1.004 |    -1.162 |   -0.9246 |   -0.9373 |
+#> |.....................|    -1.009 |   -0.9900 |   0.07590 |   -0.7814 |
+#> |.....................|   -0.7601 |   -0.8826 |   -0.7937 |    -1.086 |
+#> |.....................|   -0.5220 |   -0.8620 |    -1.067 |   -0.2177 |
+#> |    U|     474.45218 |     91.40 |    -5.362 |   -0.9027 |    -2.200 |
+#> |.....................|    -4.621 |    0.4105 |     1.224 |   0.06117 |
+#> |.....................|    0.8776 |   0.05823 |    0.7918 |    0.7111 |
+#> |.....................|     1.592 |    0.9650 |    0.6965 |     2.002 |
+#> |    X|     474.45218 |     91.40 |  0.004692 |    0.2885 |    0.1108 |
+#> |.....................|  0.009840 |    0.6012 |     1.224 |   0.06117 |
+#> |.....................|    0.8776 |   0.05823 |    0.7918 |    0.7111 |
+#> |.....................|     1.592 |    0.9650 |    0.6965 |     2.002 |
+#> |    F| Forward Diff. |     9.724 |     1.224 |    0.2009 |   -0.1069 |
+#> |.....................|    0.3834 |     1.279 |    -5.556 |     3.324 |
+#> |.....................|   -0.1101 |  -0.01912 |   -0.5638 |    -2.553 |
+#> |.....................|     2.043 |     1.731 |    0.4140 |    -2.044 |
+#> |   55|     474.41257 |     1.003 |    -1.163 |   -0.9246 |   -0.9371 |
+#> |.....................|    -1.009 |   -0.9913 |   0.07979 |   -0.7844 |
+#> |.....................|   -0.7601 |   -0.8825 |   -0.7935 |    -1.085 |
+#> |.....................|   -0.5231 |   -0.8612 |    -1.068 |   -0.2167 |
+#> |    U|     474.41257 |     91.25 |    -5.363 |   -0.9026 |    -2.199 |
+#> |.....................|    -4.622 |    0.4099 |     1.226 |   0.06108 |
+#> |.....................|    0.8775 |   0.05824 |    0.7919 |    0.7118 |
+#> |.....................|     1.591 |    0.9658 |    0.6961 |     2.004 |
+#> |    X|     474.41257 |     91.25 |  0.004687 |    0.2885 |    0.1109 |
+#> |.....................|  0.009836 |    0.6011 |     1.226 |   0.06108 |
+#> |.....................|    0.8775 |   0.05824 |    0.7919 |    0.7118 |
+#> |.....................|     1.591 |    0.9658 |    0.6961 |     2.004 |
+#> |    F| Forward Diff. |    -3.208 |     1.213 |   0.03978 |  -0.08693 |
+#> |.....................|    0.3876 |     1.303 |    -5.023 |     3.218 |
+#> |.....................|   -0.1347 |   0.02311 |   -0.7771 |   -0.6556 |
+#> |.....................|     2.056 |     1.822 |    0.4520 |    -2.025 |
+#> |   56|     474.39271 |     1.005 |    -1.164 |   -0.9246 |   -0.9371 |
+#> |.....................|    -1.010 |   -0.9922 |   0.08348 |   -0.7867 |
+#> |.....................|   -0.7600 |   -0.8825 |   -0.7930 |    -1.085 |
+#> |.....................|   -0.5246 |   -0.8625 |    -1.068 |   -0.2152 |
+#> |    U|     474.39271 |     91.47 |    -5.364 |   -0.9027 |    -2.199 |
+#> |.....................|    -4.622 |    0.4094 |     1.228 |   0.06101 |
+#> |.....................|    0.8776 |   0.05824 |    0.7923 |    0.7123 |
+#> |.....................|     1.589 |    0.9645 |    0.6958 |     2.005 |
+#> |    X|     474.39271 |     91.47 |  0.004683 |    0.2885 |    0.1109 |
+#> |.....................|  0.009833 |    0.6010 |     1.228 |   0.06101 |
+#> |.....................|    0.8776 |   0.05824 |    0.7923 |    0.7123 |
+#> |.....................|     1.589 |    0.9645 |    0.6958 |     2.005 |
+#> |    F| Forward Diff. |     15.86 |     1.227 |    0.2807 |   -0.1163 |
+#> |.....................|    0.3793 |     1.243 |    -5.494 |     3.329 |
+#> |.....................|  -0.09368 |   0.01293 |   -0.5149 |    -2.407 |
+#> |.....................|     1.979 |     1.686 |    0.3308 |    -2.044 |
+#> |   57|     474.34538 |     1.003 |    -1.165 |   -0.9247 |   -0.9369 |
+#> |.....................|    -1.010 |   -0.9934 |   0.08718 |   -0.7897 |
+#> |.....................|   -0.7601 |   -0.8825 |   -0.7926 |    -1.086 |
+#> |.....................|   -0.5258 |   -0.8620 |    -1.068 |   -0.2141 |
+#> |    U|     474.34538 |     91.27 |    -5.365 |   -0.9027 |    -2.199 |
+#> |.....................|    -4.622 |    0.4089 |     1.229 |   0.06093 |
+#> |.....................|    0.8775 |   0.05824 |    0.7926 |    0.7117 |
+#> |.....................|     1.587 |    0.9650 |    0.6954 |     2.007 |
+#> |    X|     474.34538 |     91.27 |  0.004677 |    0.2885 |    0.1109 |
+#> |.....................|  0.009830 |    0.6008 |     1.229 |   0.06093 |
+#> |.....................|    0.8775 |   0.05824 |    0.7926 |    0.7117 |
+#> |.....................|     1.587 |    0.9650 |    0.6954 |     2.007 |
+#> |    F| Forward Diff. |    -2.345 |     1.210 |   0.04189 |  -0.08986 |
+#> |.....................|    0.3855 |     1.284 |    -5.145 |     3.218 |
+#> |.....................|   -0.1284 |   0.01309 |   -0.7466 |   -0.6536 |
+#> |.....................|     1.964 |     1.743 |    0.3816 |    -2.008 |
+#> |   58|     474.31834 |     1.005 |    -1.166 |   -0.9247 |   -0.9369 |
+#> |.....................|    -1.010 |   -0.9944 |   0.09109 |   -0.7921 |
+#> |.....................|   -0.7600 |   -0.8825 |   -0.7920 |    -1.085 |
+#> |.....................|   -0.5273 |   -0.8633 |    -1.069 |   -0.2126 |
+#> |    U|     474.31834 |     91.43 |    -5.366 |   -0.9027 |    -2.199 |
+#> |.....................|    -4.623 |    0.4085 |     1.231 |   0.06086 |
+#> |.....................|    0.8776 |   0.05824 |    0.7930 |    0.7121 |
+#> |.....................|     1.586 |    0.9638 |    0.6952 |     2.008 |
+#> |    X|     474.31834 |     91.43 |  0.004673 |    0.2885 |    0.1109 |
+#> |.....................|  0.009827 |    0.6007 |     1.231 |   0.06086 |
+#> |.....................|    0.8776 |   0.05824 |    0.7930 |    0.7121 |
+#> |.....................|     1.586 |    0.9638 |    0.6952 |     2.008 |
+#> |    F| Forward Diff. |     12.13 |     1.219 |    0.2312 |   -0.1125 |
+#> |.....................|    0.3787 |     1.238 |    -5.317 |     3.196 |
+#> |.....................|  -0.08361 |  -0.02599 |   -0.7000 |   -0.4940 |
+#> |.....................|     1.837 |     1.637 |    0.3211 |    -2.028 |
+#> |   59|     474.27833 |     1.003 |    -1.167 |   -0.9247 |   -0.9368 |
+#> |.....................|    -1.010 |   -0.9955 |   0.09487 |   -0.7949 |
+#> |.....................|   -0.7601 |   -0.8825 |   -0.7915 |    -1.086 |
+#> |.....................|   -0.5286 |   -0.8630 |    -1.069 |   -0.2114 |
+#> |    U|     474.27833 |     91.25 |    -5.367 |   -0.9028 |    -2.199 |
+#> |.....................|    -4.623 |    0.4080 |     1.232 |   0.06078 |
+#> |.....................|    0.8775 |   0.05824 |    0.7934 |    0.7111 |
+#> |.....................|     1.584 |    0.9640 |    0.6948 |     2.010 |
+#> |    X|     474.27833 |     91.25 |  0.004668 |    0.2885 |    0.1109 |
+#> |.....................|  0.009824 |    0.6006 |     1.232 |   0.06078 |
+#> |.....................|    0.8775 |   0.05824 |    0.7934 |    0.7111 |
+#> |.....................|     1.584 |    0.9640 |    0.6948 |     2.010 |
+#> |    F| Forward Diff. |    -4.145 |     1.202 |   0.02355 |  -0.08919 |
+#> |.....................|    0.3842 |     1.275 |    -5.102 |     3.189 |
+#> |.....................|   -0.1071 |   0.01700 |   -0.7283 |   -0.7209 |
+#> |.....................|     1.776 |     1.686 |    0.3249 |    -1.982 |
+#> |   60|     474.25305 |     1.005 |    -1.168 |   -0.9247 |   -0.9367 |
+#> |.....................|    -1.011 |   -0.9965 |   0.09878 |   -0.7975 |
+#> |.....................|   -0.7601 |   -0.8825 |   -0.7909 |    -1.086 |
+#> |.....................|   -0.5300 |   -0.8636 |    -1.069 |   -0.2100 |
+#> |    U|     474.25305 |     91.44 |    -5.368 |   -0.9028 |    -2.199 |
+#> |.....................|    -4.623 |    0.4075 |     1.234 |   0.06070 |
+#> |.....................|    0.8775 |   0.05824 |    0.7938 |    0.7109 |
+#> |.....................|     1.583 |    0.9635 |    0.6946 |     2.012 |
+#> |    X|     474.25305 |     91.44 |  0.004663 |    0.2885 |    0.1109 |
+#> |.....................|  0.009821 |    0.6005 |     1.234 |   0.06070 |
+#> |.....................|    0.8775 |   0.05824 |    0.7938 |    0.7109 |
+#> |.....................|     1.583 |    0.9635 |    0.6946 |     2.012 |
+#> |    F| Forward Diff. |     13.11 |     1.213 |    0.2527 |   -0.1161 |
+#> |.....................|    0.3767 |     1.219 |    -5.003 |     3.213 |
+#> |.....................|  -0.09270 |  -0.04298 |   -0.4814 |    -2.533 |
+#> |.....................|     1.730 |     1.613 |    0.2495 |    -2.014 |
+#> |   61|     474.21254 |     1.003 |    -1.169 |   -0.9248 |   -0.9365 |
+#> |.....................|    -1.011 |   -0.9977 |    0.1025 |   -0.8005 |
+#> |.....................|   -0.7602 |   -0.8824 |   -0.7906 |    -1.087 |
+#> |.....................|   -0.5311 |   -0.8630 |    -1.070 |   -0.2089 |
+#> |    U|     474.21254 |     91.24 |    -5.369 |   -0.9028 |    -2.199 |
+#> |.....................|    -4.624 |    0.4069 |     1.236 |   0.06062 |
+#> |.....................|    0.8775 |   0.05824 |    0.7941 |    0.7105 |
+#> |.....................|     1.581 |    0.9641 |    0.6942 |     2.013 |
+#> |    X|     474.21254 |     91.24 |  0.004658 |    0.2885 |    0.1109 |
+#> |.....................|  0.009817 |    0.6003 |     1.236 |   0.06062 |
+#> |.....................|    0.8775 |   0.05824 |    0.7941 |    0.7105 |
+#> |.....................|     1.581 |    0.9641 |    0.6942 |     2.013 |
+#> |    F| Forward Diff. |    -5.267 |     1.195 |   0.01760 |  -0.08987 |
+#> |.....................|    0.3825 |     1.260 |    -5.272 |     3.141 |
+#> |.....................|   -0.1336 |  0.009843 |   -0.5186 |    -2.706 |
+#> |.....................|     1.727 |     1.652 |    0.2904 |    -1.976 |
+#> |   62|     474.18171 |     1.004 |    -1.170 |   -0.9247 |   -0.9364 |
+#> |.....................|    -1.011 |   -0.9989 |    0.1065 |   -0.8033 |
+#> |.....................|   -0.7602 |   -0.8823 |   -0.7904 |    -1.086 |
+#> |.....................|   -0.5322 |   -0.8627 |    -1.070 |   -0.2078 |
+#> |    U|     474.18171 |     91.41 |    -5.370 |   -0.9028 |    -2.199 |
+#> |.....................|    -4.624 |    0.4064 |     1.237 |   0.06054 |
+#> |.....................|    0.8775 |   0.05824 |    0.7942 |    0.7112 |
+#> |.....................|     1.580 |    0.9644 |    0.6939 |     2.014 |
+#> |    X|     474.18171 |     91.41 |  0.004653 |    0.2885 |    0.1109 |
+#> |.....................|  0.009814 |    0.6002 |     1.237 |   0.06054 |
+#> |.....................|    0.8775 |   0.05824 |    0.7942 |    0.7112 |
+#> |.....................|     1.580 |    0.9644 |    0.6939 |     2.014 |
+#> |    F| Forward Diff. |     9.716 |     1.206 |    0.2113 |   -0.1128 |
+#> |.....................|    0.3755 |     1.207 |    -5.399 |     3.226 |
+#> |.....................|  -0.09670 |  -0.03459 |   -0.6713 |   -0.5638 |
+#> |.....................|     1.619 |     1.687 |    0.2005 |    -1.998 |
+#> |   63|     474.14509 |     1.003 |    -1.171 |   -0.9248 |   -0.9363 |
+#> |.....................|    -1.012 |    -1.000 |    0.1105 |   -0.8061 |
+#> |.....................|   -0.7602 |   -0.8822 |   -0.7900 |    -1.087 |
+#> |.....................|   -0.5333 |   -0.8621 |    -1.071 |   -0.2068 |
+#> |    U|     474.14509 |     91.25 |    -5.371 |   -0.9028 |    -2.199 |
+#> |.....................|    -4.624 |    0.4059 |     1.239 |   0.06045 |
+#> |.....................|    0.8775 |   0.05825 |    0.7945 |    0.7106 |
+#> |.....................|     1.579 |    0.9649 |    0.6936 |     2.015 |
+#> |    X|     474.14509 |     91.25 |  0.004648 |    0.2885 |    0.1110 |
+#> |.....................|  0.009811 |    0.6001 |     1.239 |   0.06045 |
+#> |.....................|    0.8775 |   0.05825 |    0.7945 |    0.7106 |
+#> |.....................|     1.579 |    0.9649 |    0.6936 |     2.015 |
+#> |    F| Forward Diff. |    -5.280 |     1.192 |   0.02321 |  -0.09129 |
+#> |.....................|    0.3799 |     1.239 |    -5.339 |     3.156 |
+#> |.....................|   -0.1074 |   0.06181 |   -0.4875 |    -2.680 |
+#> |.....................|     1.648 |     1.743 |    0.2195 |    -1.955 |
+#> |   64|     474.11542 |     1.005 |    -1.172 |   -0.9248 |   -0.9361 |
+#> |.....................|    -1.012 |    -1.001 |    0.1146 |   -0.8089 |
+#> |.....................|   -0.7603 |   -0.8821 |   -0.7897 |    -1.086 |
+#> |.....................|   -0.5344 |   -0.8621 |    -1.071 |   -0.2057 |
+#> |    U|     474.11542 |     91.42 |    -5.372 |   -0.9028 |    -2.199 |
+#> |.....................|    -4.625 |    0.4054 |     1.241 |   0.06037 |
+#> |.....................|    0.8774 |   0.05825 |    0.7947 |    0.7110 |
+#> |.....................|     1.577 |    0.9649 |    0.6934 |     2.017 |
+#> |    X|     474.11542 |     91.42 |  0.004643 |    0.2885 |    0.1110 |
+#> |.....................|  0.009807 |    0.6000 |     1.241 |   0.06037 |
+#> |.....................|    0.8774 |   0.05825 |    0.7947 |    0.7110 |
+#> |.....................|     1.577 |    0.9649 |    0.6934 |     2.017 |
+#> |    F| Forward Diff. |     10.52 |     1.202 |    0.2258 |   -0.1162 |
+#> |.....................|    0.3725 |     1.186 |    -5.381 |     3.222 |
+#> |.....................|   -0.1104 |  -0.04157 |   -0.6550 |   -0.5841 |
+#> |.....................|     1.505 |     1.701 |    0.1753 |    -1.993 |
+#> |   65|     474.07794 |     1.003 |    -1.173 |   -0.9248 |   -0.9360 |
+#> |.....................|    -1.012 |    -1.002 |    0.1187 |   -0.8117 |
+#> |.....................|   -0.7604 |   -0.8821 |   -0.7895 |    -1.087 |
+#> |.....................|   -0.5355 |   -0.8615 |    -1.071 |   -0.2048 |
+#> |    U|     474.07794 |     91.25 |    -5.373 |   -0.9028 |    -2.198 |
+#> |.....................|    -4.625 |    0.4048 |     1.242 |   0.06029 |
+#> |.....................|    0.8774 |   0.05825 |    0.7949 |    0.7104 |
+#> |.....................|     1.576 |    0.9655 |    0.6932 |     2.018 |
+#> |    X|     474.07794 |     91.25 |  0.004638 |    0.2885 |    0.1110 |
+#> |.....................|  0.009804 |    0.5999 |     1.242 |   0.06029 |
+#> |.....................|    0.8774 |   0.05825 |    0.7949 |    0.7104 |
+#> |.....................|     1.576 |    0.9655 |    0.6932 |     2.018 |
+#> |    F| Forward Diff. |    -4.801 |     1.188 |   0.03689 |  -0.09236 |
+#> |.....................|    0.3785 |     1.221 |    -5.368 |     3.104 |
+#> |.....................|   -0.1066 |  0.003449 |   -0.6711 |   -0.7398 |
+#> |.....................|     1.563 |     1.803 |    0.1884 |    -1.939 |
+#> |   66|     474.04951 |     1.005 |    -1.175 |   -0.9248 |   -0.9359 |
+#> |.....................|    -1.013 |    -1.003 |    0.1228 |   -0.8144 |
+#> |.....................|   -0.7604 |   -0.8820 |   -0.7890 |    -1.087 |
+#> |.....................|   -0.5367 |   -0.8618 |    -1.071 |   -0.2036 |
+#> |    U|     474.04951 |     91.43 |    -5.375 |   -0.9028 |    -2.198 |
+#> |.....................|    -4.625 |    0.4044 |     1.244 |   0.06021 |
+#> |.....................|    0.8774 |   0.05825 |    0.7952 |    0.7100 |
+#> |.....................|     1.575 |    0.9652 |    0.6930 |     2.019 |
+#> |    X|     474.04951 |     91.43 |  0.004633 |    0.2885 |    0.1110 |
+#> |.....................|  0.009801 |    0.5997 |     1.244 |   0.06021 |
+#> |.....................|    0.8774 |   0.05825 |    0.7952 |    0.7100 |
+#> |.....................|     1.575 |    0.9652 |    0.6930 |     2.019 |
+#> |    F| Forward Diff. |     10.86 |     1.196 |    0.2377 |   -0.1190 |
+#> |.....................|    0.3700 |     1.169 |    -5.399 |     3.259 |
+#> |.....................|  -0.09645 |  -0.03914 |   -0.4400 |    -2.610 |
+#> |.....................|     1.421 |     1.705 |    0.1351 |    -1.978 |
+#> |   67|     474.01246 |     1.003 |    -1.176 |   -0.9249 |   -0.9357 |
+#> |.....................|    -1.013 |    -1.004 |    0.1268 |   -0.8173 |
+#> |.....................|   -0.7606 |   -0.8819 |   -0.7888 |    -1.088 |
+#> |.....................|   -0.5377 |   -0.8613 |    -1.072 |   -0.2028 |
+#> |    U|     474.01246 |     91.25 |    -5.376 |   -0.9029 |    -2.198 |
+#> |.....................|    -4.626 |    0.4039 |     1.246 |   0.06013 |
+#> |.....................|    0.8773 |   0.05825 |    0.7954 |    0.7098 |
+#> |.....................|     1.573 |    0.9657 |    0.6927 |     2.020 |
+#> |    X|     474.01246 |     91.25 |  0.004628 |    0.2885 |    0.1110 |
+#> |.....................|  0.009798 |    0.5996 |     1.246 |   0.06013 |
+#> |.....................|    0.8773 |   0.05825 |    0.7954 |    0.7098 |
+#> |.....................|     1.573 |    0.9657 |    0.6927 |     2.020 |
+#> |    F| Forward Diff. |    -5.724 |     1.179 |   0.03043 |  -0.09493 |
+#> |.....................|    0.3750 |     1.206 |    -5.283 |     3.092 |
+#> |.....................|  -0.09863 |  -0.01543 |   -0.6573 |   -0.7980 |
+#> |.....................|     1.377 |     1.778 |    0.1578 |    -1.944 |
+#> |   68|     473.98155 |     1.005 |    -1.177 |   -0.9249 |   -0.9356 |
+#> |.....................|    -1.013 |    -1.005 |    0.1310 |   -0.8202 |
+#> |.....................|   -0.7607 |   -0.8818 |   -0.7885 |    -1.088 |
+#> |.....................|   -0.5387 |   -0.8611 |    -1.072 |   -0.2018 |
+#> |    U|     473.98155 |     91.42 |    -5.377 |   -0.9029 |    -2.198 |
+#> |.....................|    -4.626 |    0.4034 |     1.247 |   0.06004 |
+#> |.....................|    0.8773 |   0.05826 |    0.7956 |    0.7095 |
+#> |.....................|     1.572 |    0.9659 |    0.6925 |     2.022 |
+#> |    X|     473.98155 |     91.42 |  0.004623 |    0.2885 |    0.1110 |
+#> |.....................|  0.009794 |    0.5995 |     1.247 |   0.06004 |
+#> |.....................|    0.8773 |   0.05826 |    0.7956 |    0.7095 |
+#> |.....................|     1.572 |    0.9659 |    0.6925 |     2.022 |
+#> |    F| Forward Diff. |     9.125 |     1.189 |    0.2215 |   -0.1183 |
+#> |.....................|    0.3680 |     1.157 |    -5.346 |     3.214 |
+#> |.....................|  -0.06695 |  -0.05805 |   -0.6245 |   -0.6678 |
+#> |.....................|     1.365 |     1.770 |   0.07348 |    -1.960 |
+#> |   69|     473.94647 |     1.003 |    -1.178 |   -0.9250 |   -0.9354 |
+#> |.....................|    -1.014 |    -1.007 |    0.1350 |   -0.8231 |
+#> |.....................|   -0.7608 |   -0.8817 |   -0.7881 |    -1.089 |
+#> |.....................|   -0.5397 |   -0.8608 |    -1.072 |   -0.2009 |
+#> |    U|     473.94647 |     91.26 |    -5.378 |   -0.9030 |    -2.198 |
+#> |.....................|    -4.626 |    0.4029 |     1.249 |   0.05996 |
+#> |.....................|    0.8772 |   0.05826 |    0.7959 |    0.7086 |
+#> |.....................|     1.571 |    0.9661 |    0.6923 |     2.023 |
+#> |    X|     473.94647 |     91.26 |  0.004618 |    0.2884 |    0.1110 |
+#> |.....................|  0.009791 |    0.5994 |     1.249 |   0.05996 |
+#> |.....................|    0.8772 |   0.05826 |    0.7959 |    0.7086 |
+#> |.....................|     1.571 |    0.9661 |    0.6923 |     2.023 |
+#> |    F| Forward Diff. |    -5.271 |     1.174 |   0.04603 |  -0.09766 |
+#> |.....................|    0.3725 |     1.188 |    -5.320 |     3.084 |
+#> |.....................|  -0.09768 |  -0.01918 |   -0.6378 |   -0.8469 |
+#> |.....................|     1.360 |     1.825 |   0.08453 |    -1.920 |
+#> |   70|     473.91708 |     1.005 |    -1.179 |   -0.9250 |   -0.9353 |
+#> |.....................|    -1.014 |    -1.008 |    0.1391 |   -0.8259 |
+#> |.....................|   -0.7609 |   -0.8816 |   -0.7877 |    -1.089 |
+#> |.....................|   -0.5408 |   -0.8610 |    -1.072 |   -0.1999 |
+#> |    U|     473.91708 |     91.43 |    -5.379 |   -0.9030 |    -2.198 |
+#> |.....................|    -4.627 |    0.4024 |     1.251 |   0.05988 |
+#> |.....................|    0.8772 |   0.05826 |    0.7962 |    0.7081 |
+#> |.....................|     1.570 |    0.9660 |    0.6921 |     2.024 |
+#> |    X|     473.91708 |     91.43 |  0.004613 |    0.2884 |    0.1111 |
+#> |.....................|  0.009788 |    0.5993 |     1.251 |   0.05988 |
+#> |.....................|    0.8772 |   0.05826 |    0.7962 |    0.7081 |
+#> |.....................|     1.570 |    0.9660 |    0.6921 |     2.024 |
+#> |    F| Forward Diff. |     9.919 |     1.183 |    0.2388 |   -0.1221 |
+#> |.....................|    0.3649 |     1.138 |    -5.295 |     3.201 |
+#> |.....................|  -0.05759 |  -0.06746 |   -0.6018 |   -0.7458 |
+#> |.....................|     1.218 |     1.797 |   0.02666 |    -1.950 |
+#> |   71|     473.88166 |     1.003 |    -1.180 |   -0.9251 |   -0.9351 |
+#> |.....................|    -1.014 |    -1.009 |    0.1432 |   -0.8289 |
+#> |.....................|   -0.7611 |   -0.8814 |   -0.7874 |    -1.090 |
+#> |.....................|   -0.5418 |   -0.8607 |    -1.072 |   -0.1991 |
+#> |    U|     473.88166 |     91.26 |    -5.380 |   -0.9031 |    -2.198 |
+#> |.....................|    -4.627 |    0.4019 |     1.252 |   0.05979 |
+#> |.....................|    0.8771 |   0.05827 |    0.7964 |    0.7073 |
+#> |.....................|     1.568 |    0.9662 |    0.6919 |     2.025 |
+#> |    X|     473.88166 |     91.26 |  0.004608 |    0.2884 |    0.1111 |
+#> |.....................|  0.009785 |    0.5991 |     1.252 |   0.05979 |
+#> |.....................|    0.8771 |   0.05827 |    0.7964 |    0.7073 |
+#> |.....................|     1.568 |    0.9662 |    0.6919 |     2.025 |
+#> |    F| Forward Diff. |    -5.370 |     1.167 |   0.05346 |  -0.09978 |
+#> |.....................|    0.3701 |     1.174 |    -5.172 |     3.105 |
+#> |.....................|  -0.07011 |  -0.02516 |   -0.4239 |    -2.943 |
+#> |.....................|     1.187 |     1.854 |   0.07395 |    -1.907 |
+#> |   72|     473.85215 |     1.005 |    -1.181 |   -0.9251 |   -0.9350 |
+#> |.....................|    -1.015 |    -1.010 |    0.1472 |   -0.8318 |
+#> |.....................|   -0.7612 |   -0.8813 |   -0.7872 |    -1.090 |
+#> |.....................|   -0.5427 |   -0.8608 |    -1.073 |   -0.1983 |
+#> |    U|     473.85215 |     91.44 |    -5.381 |   -0.9031 |    -2.197 |
+#> |.....................|    -4.627 |    0.4014 |     1.254 |   0.05971 |
+#> |.....................|    0.8771 |   0.05827 |    0.7965 |    0.7078 |
+#> |.....................|     1.567 |    0.9662 |    0.6918 |     2.026 |
+#> |    X|     473.85215 |     91.44 |  0.004603 |    0.2884 |    0.1111 |
+#> |.....................|  0.009781 |    0.5990 |     1.254 |   0.05971 |
+#> |.....................|    0.8771 |   0.05827 |    0.7965 |    0.7078 |
+#> |.....................|     1.567 |    0.9662 |    0.6918 |     2.026 |
+#> |    F| Forward Diff. |     10.42 |     1.179 |    0.2474 |   -0.1240 |
+#> |.....................|    0.3627 |     1.120 |    -5.345 |     3.221 |
+#> |.....................|  -0.07960 |  -0.04998 |   -0.3836 |    -2.755 |
+#> |.....................|     1.094 |     1.797 |  -0.01014 |    -1.939 |
+#> |   73|     473.81514 |     1.003 |    -1.182 |   -0.9251 |   -0.9348 |
+#> |.....................|    -1.015 |    -1.011 |    0.1513 |   -0.8349 |
+#> |.....................|   -0.7614 |   -0.8810 |   -0.7873 |    -1.089 |
+#> |.....................|   -0.5432 |   -0.8601 |    -1.073 |   -0.1979 |
+#> |    U|     473.81514 |     91.27 |    -5.382 |   -0.9031 |    -2.197 |
+#> |.....................|    -4.628 |    0.4008 |     1.256 |   0.05962 |
+#> |.....................|    0.8770 |   0.05828 |    0.7964 |    0.7084 |
+#> |.....................|     1.567 |    0.9669 |    0.6916 |     2.026 |
+#> |    X|     473.81514 |     91.27 |  0.004598 |    0.2884 |    0.1111 |
+#> |.....................|  0.009778 |    0.5989 |     1.256 |   0.05962 |
+#> |.....................|    0.8770 |   0.05828 |    0.7964 |    0.7084 |
+#> |.....................|     1.567 |    0.9669 |    0.6916 |     2.026 |
+#> |    F| Forward Diff. |    -4.811 |     1.166 |   0.05684 |   -0.1019 |
+#> |.....................|    0.3663 |     1.150 |    -5.276 |     3.057 |
+#> |.....................|  -0.06818 |  -0.03474 |   -0.4125 |    -2.836 |
+#> |.....................|     1.158 |     1.851 |   0.03258 |    -1.914 |
+#> |   74|     473.78884 |     1.005 |    -1.183 |   -0.9252 |   -0.9346 |
+#> |.....................|    -1.015 |    -1.012 |    0.1554 |   -0.8377 |
+#> |.....................|   -0.7615 |   -0.8808 |   -0.7873 |    -1.088 |
+#> |.....................|   -0.5439 |   -0.8602 |    -1.073 |   -0.1971 |
+#> |    U|     473.78884 |     91.46 |    -5.383 |   -0.9031 |    -2.197 |
+#> |.....................|    -4.628 |    0.4003 |     1.257 |   0.05954 |
+#> |.....................|    0.8770 |   0.05829 |    0.7965 |    0.7095 |
+#> |.....................|     1.566 |    0.9667 |    0.6915 |     2.027 |
+#> |    X|     473.78884 |     91.46 |  0.004593 |    0.2884 |    0.1111 |
+#> |.....................|  0.009775 |    0.5988 |     1.257 |   0.05954 |
+#> |.....................|    0.8770 |   0.05829 |    0.7965 |    0.7095 |
+#> |.....................|     1.566 |    0.9667 |    0.6915 |     2.027 |
+#> |    F| Forward Diff. |     12.26 |     1.178 |    0.2628 |   -0.1282 |
+#> |.....................|    0.3579 |     1.094 |    -5.180 |     3.234 |
+#> |.....................|  -0.08932 |  -0.09780 |   -0.5652 |   -0.6340 |
+#> |.....................|     1.031 |     1.841 |  -0.06209 |    -1.938 |
+#> |   75|     473.75065 |     1.003 |    -1.184 |   -0.9252 |   -0.9344 |
+#> |.....................|    -1.016 |    -1.013 |    0.1594 |   -0.8407 |
+#> |.....................|   -0.7617 |   -0.8806 |   -0.7872 |    -1.088 |
+#> |.....................|   -0.5446 |   -0.8597 |    -1.073 |   -0.1966 |
+#> |    U|     473.75065 |     91.27 |    -5.384 |   -0.9032 |    -2.197 |
+#> |.....................|    -4.628 |    0.3998 |     1.259 |   0.05945 |
+#> |.....................|    0.8769 |   0.05829 |    0.7965 |    0.7092 |
+#> |.....................|     1.565 |    0.9672 |    0.6914 |     2.028 |
+#> |    X|     473.75065 |     91.27 |  0.004588 |    0.2884 |    0.1112 |
+#> |.....................|  0.009772 |    0.5986 |     1.259 |   0.05945 |
+#> |.....................|    0.8769 |   0.05829 |    0.7965 |    0.7092 |
+#> |.....................|     1.565 |    0.9672 |    0.6914 |     2.028 |
+#> |    F| Forward Diff. |    -5.250 |     1.164 |   0.05078 |   -0.1019 |
+#> |.....................|    0.3635 |     1.132 |    -5.308 |     3.057 |
+#> |.....................|  -0.09569 |  -0.05602 |   -0.5891 |   -0.8121 |
+#> |.....................|     1.074 |     1.883 |  0.002586 |    -1.906 |
+#> |   76|     473.72028 |     1.005 |    -1.185 |   -0.9252 |   -0.9343 |
+#> |.....................|    -1.016 |    -1.014 |    0.1635 |   -0.8437 |
+#> |.....................|   -0.7618 |   -0.8804 |   -0.7870 |    -1.089 |
+#> |.....................|   -0.5455 |   -0.8599 |    -1.073 |   -0.1958 |
+#> |    U|     473.72028 |     91.43 |    -5.385 |   -0.9032 |    -2.197 |
+#> |.....................|    -4.629 |    0.3993 |     1.261 |   0.05936 |
+#> |.....................|    0.8768 |   0.05830 |    0.7967 |    0.7088 |
+#> |.....................|     1.564 |    0.9671 |    0.6912 |     2.029 |
+#> |    X|     473.72028 |     91.43 |  0.004583 |    0.2884 |    0.1112 |
+#> |.....................|  0.009768 |    0.5985 |     1.261 |   0.05936 |
+#> |.....................|    0.8768 |   0.05830 |    0.7967 |    0.7088 |
+#> |.....................|     1.564 |    0.9671 |    0.6912 |     2.029 |
+#> |    F| Forward Diff. |     8.975 |     1.171 |    0.2290 |   -0.1246 |
+#> |.....................|    0.3563 |     1.085 |    -5.320 |     3.173 |
+#> |.....................|  -0.08707 |   -0.1016 |   -0.5561 |   -0.7117 |
+#> |.....................|    0.9536 |     1.850 |  -0.07963 |    -1.922 |
+#> |   77|     473.68600 |     1.003 |    -1.186 |   -0.9253 |   -0.9341 |
+#> |.....................|    -1.016 |    -1.015 |    0.1676 |   -0.8467 |
+#> |.....................|   -0.7620 |   -0.8801 |   -0.7868 |    -1.089 |
+#> |.....................|   -0.5463 |   -0.8596 |    -1.073 |   -0.1952 |
+#> |    U|       473.686 |     91.28 |    -5.386 |   -0.9033 |    -2.196 |
+#> |.....................|    -4.629 |    0.3989 |     1.263 |   0.05928 |
+#> |.....................|    0.8768 |   0.05831 |    0.7968 |    0.7081 |
+#> |.....................|     1.563 |    0.9673 |    0.6911 |     2.030 |
+#> |    X|       473.686 |     91.28 |  0.004578 |    0.2884 |    0.1112 |
+#> |.....................|  0.009765 |    0.5984 |     1.263 |   0.05928 |
+#> |.....................|    0.8768 |   0.05831 |    0.7968 |    0.7081 |
+#> |.....................|     1.563 |    0.9673 |    0.6911 |     2.030 |
+#> |    F| Forward Diff. |    -5.608 |     1.155 |   0.05506 |   -0.1036 |
+#> |.....................|    0.3607 |     1.118 |    -5.212 |     3.031 |
+#> |.....................|  -0.08611 |  -0.04336 |   -0.3798 |    -2.808 |
+#> |.....................|     1.093 |     1.880 |  -0.02731 |    -1.896 |
+#> |   78|     473.65599 |     1.005 |    -1.188 |   -0.9253 |   -0.9339 |
+#> |.....................|    -1.017 |    -1.016 |    0.1718 |   -0.8497 |
+#> |.....................|   -0.7621 |   -0.8799 |   -0.7868 |    -1.089 |
+#> |.....................|   -0.5471 |   -0.8595 |    -1.074 |   -0.1946 |
+#> |    U|     473.65599 |     91.44 |    -5.388 |   -0.9033 |    -2.196 |
+#> |.....................|    -4.629 |    0.3984 |     1.264 |   0.05919 |
+#> |.....................|    0.8767 |   0.05831 |    0.7968 |    0.7087 |
+#> |.....................|     1.562 |    0.9674 |    0.6910 |     2.030 |
+#> |    X|     473.65599 |     91.44 |  0.004573 |    0.2884 |    0.1112 |
+#> |.....................|  0.009762 |    0.5983 |     1.264 |   0.05919 |
+#> |.....................|    0.8767 |   0.05831 |    0.7968 |    0.7087 |
+#> |.....................|     1.562 |    0.9674 |    0.6910 |     2.030 |
+#> |    F| Forward Diff. |     9.720 |     1.170 |    0.2444 |   -0.1229 |
+#> |.....................|    0.3557 |     1.067 |    -5.275 |     3.173 |
+#> |.....................|  -0.07850 |   -0.1042 |   -0.5348 |   -0.6844 |
+#> |.....................|    0.9479 |     1.915 |   -0.1018 |    -1.917 |
+#> |   79|     473.62083 |     1.003 |    -1.189 |   -0.9254 |   -0.9337 |
+#> |.....................|    -1.017 |    -1.017 |    0.1759 |   -0.8528 |
+#> |.....................|   -0.7623 |   -0.8795 |   -0.7869 |    -1.089 |
+#> |.....................|   -0.5477 |   -0.8591 |    -1.074 |   -0.1942 |
+#> |    U|     473.62083 |     91.28 |    -5.389 |   -0.9033 |    -2.196 |
+#> |.....................|    -4.630 |    0.3979 |     1.266 |   0.05910 |
+#> |.....................|    0.8766 |   0.05832 |    0.7968 |    0.7085 |
+#> |.....................|     1.562 |    0.9678 |    0.6909 |     2.031 |
+#> |    X|     473.62083 |     91.28 |  0.004568 |    0.2884 |    0.1112 |
+#> |.....................|  0.009758 |    0.5982 |     1.266 |   0.05910 |
+#> |.....................|    0.8766 |   0.05832 |    0.7968 |    0.7085 |
+#> |.....................|     1.562 |    0.9678 |    0.6909 |     2.031 |
+#> |    F| Forward Diff. |    -5.323 |     1.153 |   0.05982 |   -0.1053 |
+#> |.....................|    0.3572 |     1.098 |    -4.702 |     3.058 |
+#> |.....................|   -0.1117 |  -0.04281 |   -0.5573 |   -0.7999 |
+#> |.....................|     1.039 |     1.912 |  -0.05974 |    -1.890 |
+#> |   80|     473.59326 |     1.005 |    -1.190 |   -0.9254 |   -0.9335 |
+#> |.....................|    -1.018 |    -1.019 |    0.1798 |   -0.8560 |
+#> |.....................|   -0.7624 |   -0.8793 |   -0.7867 |    -1.090 |
+#> |.....................|   -0.5486 |   -0.8595 |    -1.074 |   -0.1934 |
+#> |    U|     473.59326 |     91.46 |    -5.390 |   -0.9034 |    -2.196 |
+#> |.....................|    -4.630 |    0.3974 |     1.268 |   0.05901 |
+#> |.....................|    0.8766 |   0.05833 |    0.7969 |    0.7081 |
+#> |.....................|     1.560 |    0.9674 |    0.6908 |     2.032 |
+#> |    X|     473.59326 |     91.46 |  0.004562 |    0.2884 |    0.1113 |
+#> |.....................|  0.009755 |    0.5981 |     1.268 |   0.05901 |
+#> |.....................|    0.8766 |   0.05833 |    0.7969 |    0.7081 |
+#> |.....................|     1.560 |    0.9674 |    0.6908 |     2.032 |
+#> |    F| Forward Diff. |     11.25 |     1.162 |    0.2586 |   -0.1299 |
+#> |.....................|    0.3499 |     1.048 |    -5.229 |     3.126 |
+#> |.....................|  -0.05642 |  -0.09930 |   -0.3252 |    -2.718 |
+#> |.....................|    0.8202 |     1.876 |   -0.1477 |    -1.910 |
+#> |   81|     473.55541 |     1.003 |    -1.191 |   -0.9255 |   -0.9333 |
+#> |.....................|    -1.018 |    -1.020 |    0.1836 |   -0.8595 |
+#> |.....................|   -0.7626 |   -0.8789 |   -0.7868 |    -1.090 |
+#> |.....................|   -0.5492 |   -0.8592 |    -1.074 |   -0.1932 |
+#> |    U|     473.55541 |     91.31 |    -5.391 |   -0.9034 |    -2.196 |
+#> |.....................|    -4.630 |    0.3968 |     1.269 |   0.05891 |
+#> |.....................|    0.8765 |   0.05834 |    0.7968 |    0.7080 |
+#> |.....................|     1.560 |    0.9677 |    0.6906 |     2.032 |
+#> |    X|     473.55541 |     91.31 |  0.004557 |    0.2883 |    0.1113 |
+#> |.....................|  0.009751 |    0.5979 |     1.269 |   0.05891 |
+#> |.....................|    0.8765 |   0.05834 |    0.7968 |    0.7080 |
+#> |.....................|     1.560 |    0.9677 |    0.6906 |     2.032 |
+#> |    F| Forward Diff. |    -3.062 |     1.149 |   0.09224 |   -0.1103 |
+#> |.....................|    0.3525 |     1.070 |    -5.098 |     2.994 |
+#> |.....................|   -0.1095 |  -0.04877 |   -0.3504 |    -2.828 |
+#> |.....................|    0.8255 |     1.898 |   -0.1147 |    -1.889 |
+#> |   82|     473.53708 |     1.006 |    -1.192 |   -0.9256 |   -0.9332 |
+#> |.....................|    -1.018 |    -1.021 |    0.1873 |   -0.8616 |
+#> |.....................|   -0.7625 |   -0.8789 |   -0.7866 |    -1.087 |
+#> |.....................|   -0.5498 |   -0.8606 |    -1.074 |   -0.1918 |
+#> |    U|     473.53708 |     91.52 |    -5.392 |   -0.9035 |    -2.196 |
+#> |.....................|    -4.631 |    0.3964 |     1.271 |   0.05884 |
+#> |.....................|    0.8765 |   0.05834 |    0.7970 |    0.7099 |
+#> |.....................|     1.559 |    0.9664 |    0.6907 |     2.034 |
+#> |    X|     473.53708 |     91.52 |  0.004553 |    0.2883 |    0.1113 |
+#> |.....................|  0.009749 |    0.5978 |     1.271 |   0.05884 |
+#> |.....................|    0.8765 |   0.05834 |    0.7970 |    0.7099 |
+#> |.....................|     1.559 |    0.9664 |    0.6907 |     2.034 |
+#> |    F| Forward Diff. |     16.25 |     1.165 |    0.3077 |   -0.1378 |
+#> |.....................|    0.3448 |     1.019 |    -5.264 |     3.150 |
+#> |.....................|  -0.09278 |   -0.1366 |   -0.2969 |    -2.557 |
+#> |.....................|    0.7485 |     1.781 |   -0.1828 |    -1.909 |
+#> |   83|     473.49312 |     1.003 |    -1.193 |   -0.9256 |   -0.9329 |
+#> |.....................|    -1.018 |    -1.022 |    0.1912 |   -0.8647 |
+#> |.....................|   -0.7626 |   -0.8785 |   -0.7869 |    -1.087 |
+#> |.....................|   -0.5501 |   -0.8598 |    -1.074 |   -0.1918 |
+#> |    U|     473.49312 |     91.32 |    -5.393 |   -0.9035 |    -2.195 |
+#> |.....................|    -4.631 |    0.3959 |     1.272 |   0.05875 |
+#> |.....................|    0.8765 |   0.05835 |    0.7967 |    0.7106 |
+#> |.....................|     1.559 |    0.9671 |    0.6906 |     2.034 |
+#> |    X|     473.49312 |     91.32 |  0.004547 |    0.2883 |    0.1113 |
+#> |.....................|  0.009745 |    0.5977 |     1.272 |   0.05875 |
+#> |.....................|    0.8765 |   0.05835 |    0.7967 |    0.7106 |
+#> |.....................|     1.559 |    0.9671 |    0.6906 |     2.034 |
+#> |    F| Forward Diff. |    -2.793 |     1.150 |   0.08391 |   -0.1095 |
+#> |.....................|    0.3500 |     1.057 |    -5.154 |     2.847 |
+#> |.....................|  -0.07414 |  -0.06025 |   -0.5244 |   -0.6779 |
+#> |.....................|    0.8291 |     1.867 |   -0.1201 |    -1.880 |
+#> |   84|     473.47390 |     1.006 |    -1.194 |   -0.9256 |   -0.9329 |
+#> |.....................|    -1.019 |    -1.022 |    0.1953 |   -0.8670 |
+#> |.....................|   -0.7626 |   -0.8785 |   -0.7865 |    -1.086 |
+#> |.....................|   -0.5507 |   -0.8613 |    -1.074 |   -0.1903 |
+#> |    U|      473.4739 |     91.52 |    -5.394 |   -0.9036 |    -2.195 |
+#> |.....................|    -4.631 |    0.3955 |     1.274 |   0.05869 |
+#> |.....................|    0.8765 |   0.05835 |    0.7970 |    0.7110 |
+#> |.....................|     1.558 |    0.9657 |    0.6907 |     2.036 |
+#> |    X|      473.4739 |     91.52 |  0.004543 |    0.2883 |    0.1113 |
+#> |.....................|  0.009743 |    0.5976 |     1.274 |   0.05869 |
+#> |.....................|    0.8765 |   0.05835 |    0.7970 |    0.7110 |
+#> |.....................|     1.558 |    0.9657 |    0.6907 |     2.036 |
+#> |    F| Forward Diff. |     15.82 |     1.163 |    0.3026 |   -0.1376 |
+#> |.....................|    0.3423 |     1.007 |    -4.821 |     3.176 |
+#> |.....................|  -0.06207 |   -0.1161 |   -0.4712 |   -0.4774 |
+#> |.....................|    0.7015 |     1.725 |   -0.1877 |    -1.896 |
+#> |   85|     473.43080 |     1.003 |    -1.195 |   -0.9257 |   -0.9326 |
+#> |.....................|    -1.019 |    -1.024 |    0.1991 |   -0.8700 |
+#> |.....................|   -0.7628 |   -0.8781 |   -0.7866 |    -1.087 |
+#> |.....................|   -0.5513 |   -0.8608 |    -1.074 |   -0.1899 |
+#> |    U|      473.4308 |     91.31 |    -5.395 |   -0.9036 |    -2.195 |
+#> |.....................|    -4.632 |    0.3950 |     1.276 |   0.05860 |
+#> |.....................|    0.8764 |   0.05836 |    0.7970 |    0.7105 |
+#> |.....................|     1.557 |    0.9662 |    0.6906 |     2.036 |
+#> |    X|      473.4308 |     91.31 |  0.004538 |    0.2883 |    0.1114 |
+#> |.....................|  0.009739 |    0.5975 |     1.276 |   0.05860 |
+#> |.....................|    0.8764 |   0.05836 |    0.7970 |    0.7105 |
+#> |.....................|     1.557 |    0.9662 |    0.6906 |     2.036 |
+#> |    F| Forward Diff. |    -3.611 |     1.145 |   0.07564 |   -0.1091 |
+#> |.....................|    0.3478 |     1.048 |    -5.196 |     2.853 |
+#> |.....................|  -0.07176 |  -0.06153 |   -0.5100 |   -0.6862 |
+#> |.....................|    0.7701 |     1.783 |   -0.1204 |    -1.866 |
+#> |   86|     473.40390 |     1.005 |    -1.196 |   -0.9258 |   -0.9324 |
+#> |.....................|    -1.019 |    -1.025 |    0.2034 |   -0.8728 |
+#> |.....................|   -0.7629 |   -0.8779 |   -0.7864 |    -1.087 |
+#> |.....................|   -0.5520 |   -0.8612 |    -1.074 |   -0.1890 |
+#> |    U|      473.4039 |     91.48 |    -5.396 |   -0.9037 |    -2.195 |
+#> |.....................|    -4.632 |    0.3946 |     1.277 |   0.05852 |
+#> |.....................|    0.8764 |   0.05837 |    0.7971 |    0.7105 |
+#> |.....................|     1.556 |    0.9658 |    0.6906 |     2.037 |
+#> |    X|      473.4039 |     91.48 |  0.004533 |    0.2883 |    0.1114 |
+#> |.....................|  0.009736 |    0.5974 |     1.277 |   0.05852 |
+#> |.....................|    0.8764 |   0.05837 |    0.7971 |    0.7105 |
+#> |.....................|     1.556 |    0.9658 |    0.6906 |     2.037 |
+#> |    F| Forward Diff. |     11.82 |     1.154 |    0.2542 |   -0.1321 |
+#> |.....................|    0.3410 |     1.002 |    -5.150 |     3.097 |
+#> |.....................|  -0.04820 |   -0.1059 |   -0.4698 |   -0.5387 |
+#> |.....................|    0.6891 |     1.733 |   -0.1906 |    -1.879 |
+#> |   87|     473.36686 |     1.003 |    -1.198 |   -0.9258 |   -0.9322 |
+#> |.....................|    -1.020 |    -1.026 |    0.2076 |   -0.8758 |
+#> |.....................|   -0.7631 |   -0.8776 |   -0.7865 |    -1.087 |
+#> |.....................|   -0.5525 |   -0.8606 |    -1.074 |   -0.1886 |
+#> |    U|     473.36686 |     91.32 |    -5.398 |   -0.9037 |    -2.195 |
+#> |.....................|    -4.632 |    0.3941 |     1.279 |   0.05843 |
+#> |.....................|    0.8763 |   0.05838 |    0.7970 |    0.7100 |
+#> |.....................|     1.556 |    0.9664 |    0.6905 |     2.038 |
+#> |    X|     473.36686 |     91.32 |  0.004527 |    0.2883 |    0.1114 |
+#> |.....................|  0.009733 |    0.5973 |     1.279 |   0.05843 |
+#> |.....................|    0.8763 |   0.05838 |    0.7970 |    0.7100 |
+#> |.....................|     1.556 |    0.9664 |    0.6905 |     2.038 |
+#> |    F| Forward Diff. |    -3.686 |     1.139 |   0.08028 |   -0.1103 |
+#> |.....................|    0.3450 |     1.034 |    -5.059 |     2.983 |
+#> |.....................|  -0.07022 |  -0.06541 |   -0.4954 |   -0.7148 |
+#> |.....................|    0.6839 |     1.782 |   -0.1353 |    -1.853 |
+#> |   88|     473.34117 |     1.005 |    -1.199 |   -0.9259 |   -0.9321 |
+#> |.....................|    -1.020 |    -1.027 |    0.2118 |   -0.8787 |
+#> |.....................|   -0.7632 |   -0.8774 |   -0.7864 |    -1.087 |
+#> |.....................|   -0.5531 |   -0.8611 |    -1.074 |   -0.1877 |
+#> |    U|     473.34117 |     91.49 |    -5.399 |   -0.9038 |    -2.194 |
+#> |.....................|    -4.633 |    0.3936 |     1.281 |   0.05835 |
+#> |.....................|    0.8763 |   0.05838 |    0.7971 |    0.7100 |
+#> |.....................|     1.555 |    0.9659 |    0.6904 |     2.039 |
+#> |    X|     473.34117 |     91.49 |  0.004522 |    0.2883 |    0.1114 |
+#> |.....................|  0.009730 |    0.5972 |     1.281 |   0.05835 |
+#> |.....................|    0.8763 |   0.05838 |    0.7971 |    0.7100 |
+#> |.....................|     1.555 |    0.9659 |    0.6904 |     2.039 |
+#> |    F| Forward Diff. |     12.62 |     1.149 |    0.2679 |   -0.1346 |
+#> |.....................|    0.3379 |    0.9875 |    -5.147 |     2.965 |
+#> |.....................|  -0.07400 |   -0.1145 |   -0.4542 |   -0.5455 |
+#> |.....................|    0.6283 |     1.734 |   -0.2097 |    -1.869 |
+#> |   89|     473.30326 |     1.004 |    -1.200 |   -0.9259 |   -0.9318 |
+#> |.....................|    -1.020 |    -1.028 |    0.2159 |   -0.8818 |
+#> |.....................|   -0.7634 |   -0.8771 |   -0.7865 |    -1.088 |
+#> |.....................|   -0.5535 |   -0.8604 |    -1.074 |   -0.1874 |
+#> |    U|     473.30326 |     91.32 |    -5.400 |   -0.9038 |    -2.194 |
+#> |.....................|    -4.633 |    0.3932 |     1.283 |   0.05826 |
+#> |.....................|    0.8762 |   0.05839 |    0.7970 |    0.7096 |
+#> |.....................|     1.555 |    0.9665 |    0.6903 |     2.039 |
+#> |    X|     473.30326 |     91.32 |  0.004517 |    0.2883 |    0.1114 |
+#> |.....................|  0.009726 |    0.5970 |     1.283 |   0.05826 |
+#> |.....................|    0.8762 |   0.05839 |    0.7970 |    0.7096 |
+#> |.....................|     1.555 |    0.9665 |    0.6903 |     2.039 |
+#> |    F| Forward Diff. |    -3.609 |     1.134 |   0.08636 |   -0.1114 |
+#> |.....................|    0.3423 |     1.018 |    -5.228 |     2.880 |
+#> |.....................|   -0.1079 |  -0.06580 |   -0.2896 |    -2.686 |
+#> |.....................|    0.6917 |     1.801 |   -0.1599 |    -1.842 |
+#> |   90|     473.27616 |     1.005 |    -1.201 |   -0.9260 |   -0.9316 |
+#> |.....................|    -1.021 |    -1.029 |    0.2202 |   -0.8845 |
+#> |.....................|   -0.7634 |   -0.8768 |   -0.7866 |    -1.087 |
+#> |.....................|   -0.5540 |   -0.8607 |    -1.074 |   -0.1867 |
+#> |    U|     473.27616 |     91.48 |    -5.401 |   -0.9039 |    -2.194 |
+#> |.....................|    -4.633 |    0.3927 |     1.284 |   0.05818 |
+#> |.....................|    0.8762 |   0.05840 |    0.7970 |    0.7107 |
+#> |.....................|     1.554 |    0.9663 |    0.6904 |     2.040 |
+#> |    X|     473.27616 |     91.48 |  0.004512 |    0.2883 |    0.1115 |
+#> |.....................|  0.009723 |    0.5969 |     1.284 |   0.05818 |
+#> |.....................|    0.8762 |   0.05840 |    0.7970 |    0.7107 |
+#> |.....................|     1.554 |    0.9663 |    0.6904 |     2.040 |
+#> |    F| Forward Diff. |     11.44 |     1.145 |    0.2516 |   -0.1333 |
+#> |.....................|    0.3351 |    0.9744 |    -4.753 |     3.090 |
+#> |.....................|  -0.05028 |   -0.1148 |   -0.4450 |   -0.5198 |
+#> |.....................|    0.5573 |     1.743 |   -0.2240 |    -1.858 |
+#> |   91|     473.24283 |     1.003 |    -1.202 |   -0.9260 |   -0.9314 |
+#> |.....................|    -1.021 |    -1.030 |    0.2240 |   -0.8877 |
+#> |.....................|   -0.7636 |   -0.8764 |   -0.7870 |    -1.087 |
+#> |.....................|   -0.5543 |   -0.8601 |    -1.074 |   -0.1866 |
+#> |    U|     473.24283 |     91.29 |    -5.402 |   -0.9039 |    -2.194 |
+#> |.....................|    -4.634 |    0.3922 |     1.286 |   0.05809 |
+#> |.....................|    0.8761 |   0.05841 |    0.7967 |    0.7107 |
+#> |.....................|     1.554 |    0.9668 |    0.6903 |     2.040 |
+#> |    X|     473.24283 |     91.29 |  0.004506 |    0.2882 |    0.1115 |
+#> |.....................|  0.009720 |    0.5968 |     1.286 |   0.05809 |
+#> |.....................|    0.8761 |   0.05841 |    0.7967 |    0.7107 |
+#> |.....................|     1.554 |    0.9668 |    0.6903 |     2.040 |
+#> |    F| Forward Diff. |    -7.383 |     1.129 |   0.03939 |   -0.1057 |
+#> |.....................|    0.3410 |     1.013 |    -4.733 |     2.907 |
+#> |.....................|  -0.07460 |  -0.06623 |   -0.4732 |   -0.6761 |
+#> |.....................|    0.6495 |     1.823 |   -0.1637 |    -1.832 |
+#> |   92|     473.20973 |     1.005 |    -1.204 |   -0.9260 |   -0.9311 |
+#> |.....................|    -1.021 |    -1.031 |    0.2279 |   -0.8912 |
+#> |.....................|   -0.7638 |   -0.8760 |   -0.7872 |    -1.087 |
+#> |.....................|   -0.5548 |   -0.8600 |    -1.075 |   -0.1862 |
+#> |    U|     473.20973 |     91.43 |    -5.404 |   -0.9039 |    -2.193 |
+#> |.....................|    -4.634 |    0.3917 |     1.288 |   0.05799 |
+#> |.....................|    0.8760 |   0.05843 |    0.7966 |    0.7102 |
+#> |.....................|     1.553 |    0.9669 |    0.6900 |     2.040 |
+#> |    X|     473.20973 |     91.43 |  0.004500 |    0.2882 |    0.1115 |
+#> |.....................|  0.009716 |    0.5967 |     1.288 |   0.05799 |
+#> |.....................|    0.8760 |   0.05843 |    0.7966 |    0.7102 |
+#> |.....................|     1.553 |    0.9669 |    0.6900 |     2.040 |
+#> |   93|     473.17178 |     1.005 |    -1.205 |   -0.9261 |   -0.9307 |
+#> |.....................|    -1.022 |    -1.032 |    0.2326 |   -0.8959 |
+#> |.....................|   -0.7641 |   -0.8754 |   -0.7876 |    -1.088 |
+#> |.....................|   -0.5554 |   -0.8593 |    -1.075 |   -0.1863 |
+#> |    U|     473.17178 |     91.43 |    -5.405 |   -0.9040 |    -2.193 |
+#> |.....................|    -4.634 |    0.3910 |     1.289 |   0.05785 |
+#> |.....................|    0.8759 |   0.05844 |    0.7963 |    0.7092 |
+#> |.....................|     1.552 |    0.9676 |    0.6896 |     2.040 |
+#> |    X|     473.17178 |     91.43 |  0.004492 |    0.2882 |    0.1116 |
+#> |.....................|  0.009711 |    0.5965 |     1.289 |   0.05785 |
+#> |.....................|    0.8759 |   0.05844 |    0.7963 |    0.7092 |
+#> |.....................|     1.552 |    0.9676 |    0.6896 |     2.040 |
+#> |   94|     472.97479 |     1.005 |    -1.215 |   -0.9262 |   -0.9287 |
+#> |.....................|    -1.025 |    -1.041 |    0.2575 |   -0.9212 |
+#> |.....................|   -0.7657 |   -0.8720 |   -0.7899 |    -1.094 |
+#> |.....................|   -0.5585 |   -0.8552 |    -1.078 |   -0.1866 |
+#> |    U|     472.97479 |     91.45 |    -5.415 |   -0.9041 |    -2.191 |
+#> |.....................|    -4.637 |    0.3872 |     1.300 |   0.05712 |
+#> |.....................|    0.8752 |   0.05854 |    0.7946 |    0.7037 |
+#> |.....................|     1.549 |    0.9715 |    0.6874 |     2.040 |
+#> |    X|     472.97479 |     91.45 |  0.004449 |    0.2882 |    0.1118 |
+#> |.....................|  0.009685 |    0.5956 |     1.300 |   0.05712 |
+#> |.....................|    0.8752 |   0.05854 |    0.7946 |    0.7037 |
+#> |.....................|     1.549 |    0.9715 |    0.6874 |     2.040 |
+#> |   95|     472.26932 |     1.006 |    -1.253 |   -0.9268 |   -0.9205 |
+#> |.....................|    -1.035 |    -1.074 |    0.3572 |    -1.022 |
+#> |.....................|   -0.7723 |   -0.8583 |   -0.7991 |    -1.118 |
+#> |.....................|   -0.5709 |   -0.8392 |    -1.088 |   -0.1877 |
+#> |    U|     472.26932 |     91.55 |    -5.453 |   -0.9046 |    -2.183 |
+#> |.....................|    -4.648 |    0.3719 |     1.341 |   0.05419 |
+#> |.....................|    0.8725 |   0.05894 |    0.7878 |    0.6819 |
+#> |.....................|     1.534 |    0.9868 |    0.6787 |     2.039 |
+#> |    X|     472.26932 |     91.55 |  0.004282 |    0.2881 |    0.1127 |
+#> |.....................|  0.009582 |    0.5919 |     1.341 |   0.05419 |
+#> |.....................|    0.8725 |   0.05894 |    0.7878 |    0.6819 |
+#> |.....................|     1.534 |    0.9868 |    0.6787 |     2.039 |
+#> |   96|     470.90347 |     1.012 |    -1.408 |   -0.9286 |   -0.8872 |
+#> |.....................|    -1.078 |    -1.207 |    0.7550 |    -1.427 |
+#> |.....................|   -0.7985 |   -0.8024 |   -0.8343 |    -1.204 |
+#> |.....................|   -0.6170 |   -0.7722 |    -1.128 |   -0.1957 |
+#> |    U|     470.90347 |     92.06 |    -5.608 |   -0.9062 |    -2.150 |
+#> |.....................|    -4.691 |    0.3105 |     1.506 |   0.04245 |
+#> |.....................|    0.8616 |   0.06056 |    0.7621 |    0.6043 |
+#> |.....................|     1.480 |     1.051 |    0.6438 |     2.029 |
+#> |    X|     470.90347 |     92.06 |  0.003670 |    0.2878 |    0.1165 |
+#> |.....................|  0.009180 |    0.5770 |     1.506 |   0.04245 |
+#> |.....................|    0.8616 |   0.06056 |    0.7621 |    0.6043 |
+#> |.....................|     1.480 |     1.051 |    0.6438 |     2.029 |
+#> |    F| Forward Diff. |     16.46 |    0.7178 |     1.137 |   -0.2842 |
+#> |.....................|   0.06515 |    -1.058 |    -6.810 |    -2.325 |
+#> |.....................|   -0.1903 |   -0.6630 |     1.424 |    -9.046 |
+#> |.....................|    -1.659 |     8.235 |    -7.307 |    -1.506 |
+#> |   97|     469.55066 |     1.016 |    -1.623 |   -0.9529 |   -0.8214 |
+#> |.....................|    -1.136 |    -1.353 |     1.295 |    -1.874 |
+#> |.....................|   -0.8595 |   -0.6716 |   -0.9513 |    -1.204 |
+#> |.....................|   -0.7087 |   -0.8316 |   -0.9499 |   -0.4083 |
+#> |    U|     469.55066 |     92.47 |    -5.823 |   -0.9279 |    -2.084 |
+#> |.....................|    -4.749 |    0.2437 |     1.731 |   0.02949 |
+#> |.....................|    0.8363 |   0.06435 |    0.6766 |    0.6043 |
+#> |.....................|     1.371 |    0.9940 |    0.7978 |     1.771 |
+#> |    X|     469.55066 |     92.47 |  0.002960 |    0.2834 |    0.1245 |
+#> |.....................|  0.008661 |    0.5606 |     1.731 |   0.02949 |
+#> |.....................|    0.8363 |   0.06435 |    0.6766 |    0.6043 |
+#> |.....................|     1.371 |    0.9940 |    0.7978 |     1.771 |
+#> |    F| Forward Diff. |    -5.003 |    0.4823 |    0.6025 |   -0.2481 |
+#> |.....................|    -1.135 |    0.1015 |    -5.875 |    -8.309 |
+#> |.....................|   -0.8363 |   -0.7839 |     1.711 |    -6.097 |
+#> |.....................|    -4.755 |     1.794 |     4.040 |   -0.5408 |
+#> |   98|     471.32255 |     1.022 |    -1.880 |    -1.043 |   -0.7426 |
+#> |.....................|    -1.107 |    -1.512 |     1.956 |    -1.964 |
+#> |.....................|   -0.9773 |   -0.5429 |    -1.097 |    -1.122 |
+#> |.....................|   -0.6469 |   -0.5662 |   -0.9027 |   -0.4752 |
+#> |    U|     471.32255 |     93.00 |    -6.080 |    -1.008 |    -2.005 |
+#> |.....................|    -4.719 |    0.1705 |     2.005 |   0.02687 |
+#> |.....................|    0.7874 |   0.06809 |    0.5704 |    0.6787 |
+#> |.....................|     1.444 |     1.248 |    0.8385 |     1.690 |
+#> |    X|     471.32255 |     93.00 |  0.002289 |    0.2674 |    0.1347 |
+#> |.....................|  0.008922 |    0.5425 |     2.005 |   0.02687 |
+#> |.....................|    0.7874 |   0.06809 |    0.5704 |    0.6787 |
+#> |.....................|     1.444 |     1.248 |    0.8385 |     1.690 |
+#> |   99|     468.82475 |     1.022 |    -1.709 |   -0.9836 |   -0.7948 |
+#> |.....................|    -1.126 |    -1.406 |     1.521 |    -1.898 |
+#> |.....................|   -0.8984 |   -0.6279 |    -1.001 |    -1.172 |
+#> |.....................|   -0.6845 |   -0.7440 |   -0.9371 |   -0.4303 |
+#> |    U|     468.82475 |     92.98 |    -5.909 |   -0.9551 |    -2.057 |
+#> |.....................|    -4.738 |    0.2191 |     1.824 |   0.02879 |
+#> |.....................|    0.8201 |   0.06562 |    0.6400 |    0.6333 |
+#> |.....................|     1.400 |     1.078 |    0.8088 |     1.744 |
+#> |    X|     468.82475 |     92.98 |  0.002714 |    0.2779 |    0.1278 |
+#> |.....................|  0.008755 |    0.5546 |     1.824 |   0.02879 |
+#> |.....................|    0.8201 |   0.06562 |    0.6400 |    0.6333 |
+#> |.....................|     1.400 |     1.078 |    0.8088 |     1.744 |
+#> |    F| Forward Diff. |     40.86 |    0.3767 |  -0.09575 |   -0.1893 |
+#> |.....................|    -1.313 |   -0.2132 |    -3.864 |    -4.927 |
+#> |.....................|    -1.292 |    -1.079 |   -0.1017 |    -3.329 |
+#> |.....................|    -4.248 |     8.116 |     3.916 |   -0.3530 |
+#> |  100|     467.75171 |     1.017 |    -1.816 |   -0.9824 |   -0.7623 |
+#> |.....................|    -1.067 |    -1.470 |     1.678 |    -1.962 |
+#> |.....................|   -0.9501 |   -0.5667 |   -0.9995 |    -1.140 |
+#> |.....................|   -0.5909 |   -0.8204 |    -1.012 |   -0.4878 |
+#> |    U|     467.75171 |     92.51 |    -6.016 |   -0.9541 |    -2.025 |
+#> |.....................|    -4.679 |    0.1896 |     1.889 |   0.02693 |
+#> |.....................|    0.7987 |   0.06740 |    0.6413 |    0.6622 |
+#> |.....................|     1.510 |     1.005 |    0.7438 |     1.674 |
+#> |    X|     467.75171 |     92.51 |  0.002440 |    0.2781 |    0.1320 |
+#> |.....................|  0.009285 |    0.5473 |     1.889 |   0.02693 |
+#> |.....................|    0.7987 |   0.06740 |    0.6413 |    0.6622 |
+#> |.....................|     1.510 |     1.005 |    0.7438 |     1.674 |
+#> |    F| Forward Diff. |    -11.72 |    0.1617 |   -0.2966 |    0.1391 |
+#> |.....................|   -0.7722 |   -0.6625 |    -3.136 |    -6.222 |
+#> |.....................|    -1.617 |   -0.9189 |   -0.2811 |    -3.105 |
+#> |.....................|   0.05355 |     2.320 |    -3.473 |    -2.160 |
+#> |  101|     467.28745 |     1.018 |    -1.902 |   -0.9107 |   -0.7577 |
+#> |.....................|   -0.9795 |    -1.517 |     1.777 |    -1.860 |
+#> |.....................|   -0.8874 |   -0.4787 |   -0.8826 |    -1.170 |
+#> |.....................|   -0.6199 |   -0.8544 |   -0.9952 |   -0.3962 |
+#> |    U|     467.28745 |     92.66 |    -6.102 |   -0.8902 |    -2.020 |
+#> |.....................|    -4.592 |    0.1682 |     1.931 |   0.02990 |
+#> |.....................|    0.8247 |   0.06995 |    0.7268 |    0.6357 |
+#> |.....................|     1.476 |    0.9723 |    0.7587 |     1.785 |
+#> |    X|     467.28745 |     92.66 |  0.002239 |    0.2911 |    0.1327 |
+#> |.....................|   0.01013 |    0.5420 |     1.931 |   0.02990 |
+#> |.....................|    0.8247 |   0.06995 |    0.7268 |    0.6357 |
+#> |.....................|     1.476 |    0.9723 |    0.7587 |     1.785 |
+#> |    F| Forward Diff. |     21.75 |    0.1003 |     2.571 |    0.1450 |
+#> |.....................|   -0.5415 |    -1.471 |    -1.062 |    -1.774 |
+#> |.....................|     1.363 |    0.7539 |     2.182 |    -3.357 |
+#> |.....................|    -1.337 |    0.2346 |    -1.234 |   -0.8531 |
+#> |  102|     469.68385 |    0.9954 |    -1.950 |    -1.032 |   -0.7900 |
+#> |.....................|   -0.8810 |    -1.433 |     1.783 |    -1.785 |
+#> |.....................|   -0.9418 |   -0.5114 |   -0.9107 |    -1.204 |
+#> |.....................|   -0.6798 |   -0.8966 |    -1.014 |   -0.2565 |
+#> |    U|     469.68385 |     90.58 |    -6.150 |   -0.9984 |    -2.052 |
+#> |.....................|    -4.493 |    0.2066 |     1.933 |   0.03207 |
+#> |.....................|    0.8021 |   0.06900 |    0.7062 |    0.6043 |
+#> |.....................|     1.405 |    0.9320 |    0.7422 |     1.955 |
+#> |    X|     469.68385 |     90.58 |  0.002133 |    0.2693 |    0.1284 |
+#> |.....................|   0.01118 |    0.5515 |     1.933 |   0.03207 |
+#> |.....................|    0.8021 |   0.06900 |    0.7062 |    0.6043 |
+#> |.....................|     1.405 |    0.9320 |    0.7422 |     1.955 |
+#> |  103|     467.87907 |     1.005 |    -1.909 |   -0.9308 |   -0.7628 |
+#> |.....................|   -0.9639 |    -1.503 |     1.779 |    -1.847 |
+#> |.....................|   -0.8965 |   -0.4841 |   -0.8880 |    -1.173 |
+#> |.....................|   -0.6287 |   -0.8610 |   -0.9975 |   -0.3740 |
+#> |    U|     467.87907 |     91.48 |    -6.109 |   -0.9081 |    -2.025 |
+#> |.....................|    -4.576 |    0.1745 |     1.931 |   0.03026 |
+#> |.....................|    0.8209 |   0.06979 |    0.7229 |    0.6325 |
+#> |.....................|     1.466 |    0.9660 |    0.7566 |     1.812 |
+#> |    X|     467.87907 |     91.48 |  0.002222 |    0.2874 |    0.1320 |
+#> |.....................|   0.01029 |    0.5435 |     1.931 |   0.03026 |
+#> |.....................|    0.8209 |   0.06979 |    0.7229 |    0.6325 |
+#> |.....................|     1.466 |    0.9660 |    0.7566 |     1.812 |
+#> |  104|     467.53566 |     1.009 |    -1.902 |   -0.9117 |   -0.7577 |
+#> |.....................|   -0.9793 |    -1.516 |     1.778 |    -1.859 |
+#> |.....................|   -0.8880 |   -0.4790 |   -0.8835 |    -1.168 |
+#> |.....................|   -0.6194 |   -0.8545 |   -0.9947 |   -0.3959 |
+#> |    U|     467.53566 |     91.86 |    -6.102 |   -0.8912 |    -2.020 |
+#> |.....................|    -4.592 |    0.1685 |     1.931 |   0.02992 |
+#> |.....................|    0.8245 |   0.06994 |    0.7261 |    0.6369 |
+#> |.....................|     1.477 |    0.9722 |    0.7591 |     1.786 |
+#> |    X|     467.53566 |     91.86 |  0.002239 |    0.2909 |    0.1326 |
+#> |.....................|   0.01013 |    0.5420 |     1.931 |   0.02992 |
+#> |.....................|    0.8245 |   0.06994 |    0.7261 |    0.6369 |
+#> |.....................|     1.477 |    0.9722 |    0.7591 |     1.786 |
+#> |  105|     467.26444 |     1.016 |    -1.902 |   -0.9109 |   -0.7577 |
+#> |.....................|   -0.9795 |    -1.516 |     1.777 |    -1.860 |
+#> |.....................|   -0.8875 |   -0.4788 |   -0.8828 |    -1.169 |
+#> |.....................|   -0.6198 |   -0.8544 |   -0.9951 |   -0.3961 |
+#> |    U|     467.26444 |     92.48 |    -6.102 |   -0.8905 |    -2.020 |
+#> |.....................|    -4.592 |    0.1683 |     1.931 |   0.02990 |
+#> |.....................|    0.8246 |   0.06995 |    0.7266 |    0.6360 |
+#> |.....................|     1.476 |    0.9723 |    0.7588 |     1.786 |
+#> |    X|     467.26444 |     92.48 |  0.002239 |    0.2910 |    0.1326 |
+#> |.....................|   0.01013 |    0.5420 |     1.931 |   0.02990 |
+#> |.....................|    0.8246 |   0.06995 |    0.7266 |    0.6360 |
+#> |.....................|     1.476 |    0.9723 |    0.7588 |     1.786 |
+#> |    F| Forward Diff. |    -1.458 |   0.09189 |     2.450 |    0.1713 |
+#> |.....................|   -0.5320 |    -1.492 |    -1.346 |    -2.030 |
+#> |.....................|     1.374 |    0.8089 |     1.804 |    -5.854 |
+#> |.....................|    -1.303 |    0.2787 |    -1.170 |   -0.8602 |
+#> |  106|     467.25360 |     1.017 |    -1.902 |   -0.9116 |   -0.7577 |
+#> |.....................|   -0.9793 |    -1.516 |     1.778 |    -1.859 |
+#> |.....................|   -0.8879 |   -0.4790 |   -0.8833 |    -1.168 |
+#> |.....................|   -0.6195 |   -0.8545 |   -0.9948 |   -0.3959 |
+#> |    U|      467.2536 |     92.51 |    -6.102 |   -0.8910 |    -2.020 |
+#> |.....................|    -4.592 |    0.1685 |     1.931 |   0.02992 |
+#> |.....................|    0.8245 |   0.06994 |    0.7263 |    0.6374 |
+#> |.....................|     1.477 |    0.9722 |    0.7590 |     1.786 |
+#> |    X|      467.2536 |     92.51 |  0.002239 |    0.2909 |    0.1326 |
+#> |.....................|   0.01013 |    0.5420 |     1.931 |   0.02992 |
+#> |.....................|    0.8245 |   0.06994 |    0.7263 |    0.6374 |
+#> |.....................|     1.477 |    0.9722 |    0.7590 |     1.786 |
+#> |    F| Forward Diff. |     3.196 |   0.08873 |     2.446 |    0.1672 |
+#> |.....................|   -0.5342 |    -1.484 |    -1.056 |    -1.956 |
+#> |.....................|     1.373 |    0.7965 |     2.077 |    -5.722 |
+#> |.....................|    -1.292 |    0.2471 |    -1.040 |   -0.8496 |
+#> |  107|     467.24389 |     1.015 |    -1.902 |   -0.9128 |   -0.7578 |
+#> |.....................|   -0.9790 |    -1.515 |     1.778 |    -1.858 |
+#> |.....................|   -0.8886 |   -0.4794 |   -0.8844 |    -1.165 |
+#> |.....................|   -0.6188 |   -0.8546 |   -0.9942 |   -0.3955 |
+#> |    U|     467.24389 |     92.37 |    -6.102 |   -0.8922 |    -2.020 |
+#> |.....................|    -4.592 |    0.1688 |     1.931 |   0.02995 |
+#> |.....................|    0.8242 |   0.06993 |    0.7255 |    0.6400 |
+#> |.....................|     1.477 |    0.9721 |    0.7595 |     1.786 |
+#> |    X|     467.24389 |     92.37 |  0.002239 |    0.2907 |    0.1326 |
+#> |.....................|   0.01014 |    0.5421 |     1.931 |   0.02995 |
+#> |.....................|    0.8242 |   0.06993 |    0.7255 |    0.6400 |
+#> |.....................|     1.477 |    0.9721 |    0.7595 |     1.786 |
+#> |    F| Forward Diff. |    -15.43 |   0.07336 |     2.305 |    0.1893 |
+#> |.....................|   -0.5256 |    -1.495 |    -1.329 |    -2.142 |
+#> |.....................|     1.357 |    0.9382 |     1.940 |    -3.165 |
+#> |.....................|    -1.157 |    0.2760 |   -0.9277 |   -0.8566 |
+#> |  108|     467.22397 |     1.017 |    -1.902 |   -0.9138 |   -0.7581 |
+#> |.....................|   -0.9782 |    -1.514 |     1.778 |    -1.857 |
+#> |.....................|   -0.8889 |   -0.4797 |   -0.8863 |    -1.164 |
+#> |.....................|   -0.6190 |   -0.8552 |   -0.9945 |   -0.3935 |
+#> |    U|     467.22397 |     92.56 |    -6.102 |   -0.8930 |    -2.020 |
+#> |.....................|    -4.591 |    0.1692 |     1.931 |   0.02998 |
+#> |.....................|    0.8241 |   0.06992 |    0.7241 |    0.6409 |
+#> |.....................|     1.477 |    0.9715 |    0.7593 |     1.789 |
+#> |    X|     467.22397 |     92.56 |  0.002238 |    0.2905 |    0.1326 |
+#> |.....................|   0.01015 |    0.5422 |     1.931 |   0.02998 |
+#> |.....................|    0.8241 |   0.06992 |    0.7241 |    0.6409 |
+#> |.....................|     1.477 |    0.9715 |    0.7593 |     1.789 |
+#> |    F| Forward Diff. |     8.612 |   0.07601 |     2.377 |    0.1597 |
+#> |.....................|   -0.5308 |    -1.476 |    -1.038 |    -1.834 |
+#> |.....................|     1.332 |    0.7679 |     2.039 |    -3.039 |
+#> |.....................|    -1.288 |    0.2037 |    -1.093 |   -0.8313 |
+#> |  109|     467.20858 |     1.016 |    -1.903 |   -0.9153 |   -0.7584 |
+#> |.....................|   -0.9772 |    -1.513 |     1.777 |    -1.856 |
+#> |.....................|   -0.8896 |   -0.4802 |   -0.8882 |    -1.164 |
+#> |.....................|   -0.6194 |   -0.8560 |   -0.9946 |   -0.3915 |
+#> |    U|     467.20858 |     92.46 |    -6.103 |   -0.8944 |    -2.021 |
+#> |.....................|    -4.590 |    0.1698 |     1.931 |   0.03001 |
+#> |.....................|    0.8238 |   0.06990 |    0.7227 |    0.6411 |
+#> |.....................|     1.477 |    0.9707 |    0.7591 |     1.791 |
+#> |    X|     467.20858 |     92.46 |  0.002236 |    0.2902 |    0.1325 |
+#> |.....................|   0.01016 |    0.5423 |     1.931 |   0.03001 |
+#> |.....................|    0.8238 |   0.06990 |    0.7227 |    0.6411 |
+#> |.....................|     1.477 |    0.9707 |    0.7591 |     1.791 |
+#> |    F| Forward Diff. |    -3.651 |   0.07137 |     2.259 |    0.1744 |
+#> |.....................|   -0.5171 |    -1.486 |    -1.304 |    -1.934 |
+#> |.....................|     1.324 |    0.7910 |     1.690 |    -3.053 |
+#> |.....................|    -1.233 |    0.1999 |    -1.046 |   -0.8164 |
+#> |  110|     467.19548 |     1.017 |    -1.903 |   -0.9170 |   -0.7588 |
+#> |.....................|   -0.9762 |    -1.512 |     1.778 |    -1.855 |
+#> |.....................|   -0.8906 |   -0.4808 |   -0.8898 |    -1.163 |
+#> |.....................|   -0.6195 |   -0.8567 |   -0.9946 |   -0.3897 |
+#> |    U|     467.19548 |     92.56 |    -6.103 |   -0.8959 |    -2.021 |
+#> |.....................|    -4.589 |    0.1705 |     1.931 |   0.03005 |
+#> |.....................|    0.8234 |   0.06989 |    0.7215 |    0.6417 |
+#> |.....................|     1.477 |    0.9701 |    0.7592 |     1.793 |
+#> |    X|     467.19548 |     92.56 |  0.002235 |    0.2899 |    0.1325 |
+#> |.....................|   0.01017 |    0.5425 |     1.931 |   0.03005 |
+#> |.....................|    0.8234 |   0.06989 |    0.7215 |    0.6417 |
+#> |.....................|     1.477 |    0.9701 |    0.7592 |     1.793 |
+#> |    F| Forward Diff. |     9.695 |   0.07360 |     2.256 |    0.1610 |
+#> |.....................|   -0.5147 |    -1.467 |    -1.275 |    -1.734 |
+#> |.....................|     1.307 |    0.8740 |     2.039 |    -5.568 |
+#> |.....................|    -1.898 |   -0.2550 |    -1.273 |   -0.7762 |
+#> |  111|     467.17845 |     1.016 |    -1.904 |   -0.9175 |   -0.7593 |
+#> |.....................|   -0.9751 |    -1.510 |     1.777 |    -1.854 |
+#> |.....................|   -0.8907 |   -0.4813 |   -0.8918 |    -1.161 |
+#> |.....................|   -0.6194 |   -0.8571 |   -0.9949 |   -0.3876 |
+#> |    U|     467.17845 |     92.50 |    -6.104 |   -0.8963 |    -2.022 |
+#> |.....................|    -4.588 |    0.1711 |     1.930 |   0.03007 |
+#> |.....................|    0.8234 |   0.06987 |    0.7201 |    0.6433 |
+#> |.....................|     1.477 |    0.9697 |    0.7589 |     1.796 |
+#> |    X|     467.17845 |     92.50 |  0.002234 |    0.2898 |    0.1324 |
+#> |.....................|   0.01018 |    0.5427 |     1.930 |   0.03007 |
+#> |.....................|    0.8234 |   0.06987 |    0.7201 |    0.6433 |
+#> |.....................|     1.477 |    0.9697 |    0.7589 |     1.796 |
+#> |    F| Forward Diff. |     2.021 |   0.06308 |     2.194 |    0.1658 |
+#> |.....................|   -0.5050 |    -1.471 |    -1.283 |    -1.811 |
+#> |.....................|     1.304 |    0.7659 |     1.629 |    -2.860 |
+#> |.....................|    -1.234 |    0.1434 |    -1.025 |   -0.7796 |
+#> |  112|     467.16518 |     1.015 |    -1.904 |   -0.9192 |   -0.7596 |
+#> |.....................|   -0.9742 |    -1.509 |     1.777 |    -1.853 |
+#> |.....................|   -0.8917 |   -0.4819 |   -0.8931 |    -1.160 |
+#> |.....................|   -0.6190 |   -0.8574 |   -0.9946 |   -0.3864 |
+#> |    U|     467.16518 |     92.39 |    -6.104 |   -0.8978 |    -2.022 |
+#> |.....................|    -4.587 |    0.1719 |     1.931 |   0.03011 |
+#> |.....................|    0.8229 |   0.06985 |    0.7191 |    0.6447 |
+#> |.....................|     1.477 |    0.9694 |    0.7592 |     1.797 |
+#> |    X|     467.16518 |     92.39 |  0.002234 |    0.2895 |    0.1324 |
+#> |.....................|   0.01019 |    0.5429 |     1.931 |   0.03011 |
+#> |.....................|    0.8229 |   0.06985 |    0.7191 |    0.6447 |
+#> |.....................|     1.477 |    0.9694 |    0.7592 |     1.797 |
+#> |    F| Forward Diff. |    -11.15 |   0.05292 |     2.063 |    0.1800 |
+#> |.....................|   -0.4962 |    -1.473 |   -0.9311 |    -1.912 |
+#> |.....................|     1.287 |    0.8965 |     1.659 |    -5.399 |
+#> |.....................|    -1.766 |   -0.2649 |    -1.228 |   -0.7899 |
+#> |  113|     467.14275 |     1.016 |    -1.904 |   -0.9201 |   -0.7599 |
+#> |.....................|   -0.9736 |    -1.507 |     1.777 |    -1.851 |
+#> |.....................|   -0.8922 |   -0.4826 |   -0.8948 |    -1.157 |
+#> |.....................|   -0.6182 |   -0.8576 |   -0.9943 |   -0.3850 |
+#> |    U|     467.14275 |     92.43 |    -6.104 |   -0.8986 |    -2.022 |
+#> |.....................|    -4.586 |    0.1725 |     1.931 |   0.03014 |
+#> |.....................|    0.8227 |   0.06984 |    0.7179 |    0.6470 |
+#> |.....................|     1.478 |    0.9693 |    0.7594 |     1.799 |
+#> |    X|     467.14275 |     92.43 |  0.002233 |    0.2893 |    0.1324 |
+#> |.....................|   0.01019 |    0.5430 |     1.931 |   0.03014 |
+#> |.....................|    0.8227 |   0.06984 |    0.7179 |    0.6470 |
+#> |.....................|     1.478 |    0.9693 |    0.7594 |     1.799 |
+#> |    F| Forward Diff. |    -6.177 |   0.04590 |     2.051 |    0.1758 |
+#> |.....................|   -0.4936 |    -1.461 |   -0.9893 |    -1.828 |
+#> |.....................|     1.266 |    0.7615 |     1.545 |    -5.206 |
+#> |.....................|    -1.792 |   -0.2512 |    -1.220 |   -0.7551 |
+#> |  114|     467.10820 |     1.017 |    -1.905 |   -0.9220 |   -0.7605 |
+#> |.....................|   -0.9724 |    -1.505 |     1.777 |    -1.849 |
+#> |.....................|   -0.8932 |   -0.4835 |   -0.8976 |    -1.151 |
+#> |.....................|   -0.6164 |   -0.8576 |   -0.9935 |   -0.3828 |
+#> |    U|      467.1082 |     92.55 |    -6.105 |   -0.9003 |    -2.023 |
+#> |.....................|    -4.585 |    0.1737 |     1.930 |   0.03020 |
+#> |.....................|    0.8223 |   0.06981 |    0.7158 |    0.6522 |
+#> |.....................|     1.480 |    0.9692 |    0.7601 |     1.802 |
+#> |    X|      467.1082 |     92.55 |  0.002232 |    0.2890 |    0.1323 |
+#> |.....................|   0.01020 |    0.5433 |     1.930 |   0.03020 |
+#> |.....................|    0.8223 |   0.06981 |    0.7158 |    0.6522 |
+#> |.....................|     1.480 |    0.9692 |    0.7601 |     1.802 |
+#> |    F| Forward Diff. |     8.449 |   0.03092 |     2.044 |    0.1611 |
+#> |.....................|   -0.4934 |    -1.430 |    -1.221 |    -1.596 |
+#> |.....................|     1.229 |    0.8691 |     1.875 |    -2.123 |
+#> |.....................|    -1.605 |   -0.2558 |    -1.009 |   -0.7122 |
+#> |  115|     467.10106 |     1.014 |    -1.905 |   -0.9236 |   -0.7611 |
+#> |.....................|   -0.9712 |    -1.502 |     1.777 |    -1.847 |
+#> |.....................|   -0.8940 |   -0.4849 |   -0.9012 |    -1.147 |
+#> |.....................|   -0.6148 |   -0.8578 |   -0.9928 |   -0.3803 |
+#> |    U|     467.10106 |     92.28 |    -6.105 |   -0.9017 |    -2.023 |
+#> |.....................|    -4.584 |    0.1749 |     1.930 |   0.03026 |
+#> |.....................|    0.8220 |   0.06977 |    0.7132 |    0.6562 |
+#> |.....................|     1.482 |    0.9690 |    0.7607 |     1.805 |
+#> |    X|     467.10106 |     92.28 |  0.002232 |    0.2887 |    0.1322 |
+#> |.....................|   0.01022 |    0.5436 |     1.930 |   0.03026 |
+#> |.....................|    0.8220 |   0.06977 |    0.7132 |    0.6562 |
+#> |.....................|     1.482 |    0.9690 |    0.7607 |     1.805 |
+#> |    F| Forward Diff. |    -24.17 |  0.001665 |     1.814 |    0.1960 |
+#> |.....................|   -0.4738 |    -1.444 |   -0.8955 |    -1.908 |
+#> |.....................|     1.221 |    0.7910 |     1.755 |    -3.560 |
+#> |.....................|    -2.244 |   -0.2675 |   -0.8607 |   -0.7175 |
+#> |  116|     467.04630 |     1.016 |    -1.905 |   -0.9246 |   -0.7619 |
+#> |.....................|   -0.9696 |    -1.499 |     1.777 |    -1.845 |
+#> |.....................|   -0.8944 |   -0.4866 |   -0.9055 |    -1.143 |
+#> |.....................|   -0.6133 |   -0.8582 |   -0.9923 |   -0.3775 |
+#> |    U|      467.0463 |     92.45 |    -6.105 |   -0.9026 |    -2.024 |
+#> |.....................|    -4.582 |    0.1762 |     1.930 |   0.03032 |
+#> |.....................|    0.8218 |   0.06972 |    0.7101 |    0.6601 |
+#> |.....................|     1.484 |    0.9686 |    0.7611 |     1.808 |
+#> |    X|      467.0463 |     92.45 |  0.002231 |    0.2885 |    0.1321 |
+#> |.....................|   0.01023 |    0.5439 |     1.930 |   0.03032 |
+#> |.....................|    0.8218 |   0.06972 |    0.7101 |    0.6601 |
+#> |.....................|     1.484 |    0.9686 |    0.7611 |     1.808 |
+#> |    F| Forward Diff. |    -2.647 | -0.007887 |     1.876 |    0.1719 |
+#> |.....................|   -0.4730 |    -1.410 |   -0.8701 |    -1.589 |
+#> |.....................|     1.184 |    0.7244 |     1.544 |    -4.110 |
+#> |.....................|    -1.544 |   -0.3120 |   -0.9430 |   -0.6527 |
+#> |  117|     467.02543 |     1.017 |    -1.906 |   -0.9263 |   -0.7625 |
+#> |.....................|   -0.9684 |    -1.497 |     1.777 |    -1.843 |
+#> |.....................|   -0.8954 |   -0.4879 |   -0.9089 |    -1.137 |
+#> |.....................|   -0.6116 |   -0.8583 |   -0.9915 |   -0.3753 |
+#> |    U|     467.02543 |     92.58 |    -6.106 |   -0.9041 |    -2.025 |
+#> |.....................|    -4.581 |    0.1775 |     1.930 |   0.03038 |
+#> |.....................|    0.8214 |   0.06968 |    0.7076 |    0.6649 |
+#> |.....................|     1.486 |    0.9686 |    0.7618 |     1.811 |
+#> |    X|     467.02543 |     92.58 |  0.002230 |    0.2882 |    0.1320 |
+#> |.....................|   0.01025 |    0.5443 |     1.930 |   0.03038 |
+#> |.....................|    0.8214 |   0.06968 |    0.7076 |    0.6649 |
+#> |.....................|     1.486 |    0.9686 |    0.7618 |     1.811 |
+#> |    F| Forward Diff. |     12.94 |  -0.02385 |     1.879 |    0.1542 |
+#> |.....................|   -0.4735 |    -1.378 |   -0.8918 |    -1.355 |
+#> |.....................|     1.131 |    0.6590 |     1.631 |    -3.618 |
+#> |.....................|    -1.430 |   -0.2321 |   -0.8462 |   -0.6495 |
+#> |  118|     466.99646 |     1.016 |    -1.906 |   -0.9273 |   -0.7632 |
+#> |.....................|   -0.9670 |    -1.494 |     1.776 |    -1.841 |
+#> |.....................|   -0.8958 |   -0.4892 |   -0.9132 |    -1.133 |
+#> |.....................|   -0.6101 |   -0.8587 |   -0.9911 |   -0.3725 |
+#> |    U|     466.99646 |     92.42 |    -6.106 |   -0.9050 |    -2.026 |
+#> |.....................|    -4.579 |    0.1788 |     1.930 |   0.03043 |
+#> |.....................|    0.8212 |   0.06964 |    0.7044 |    0.6690 |
+#> |.....................|     1.488 |    0.9682 |    0.7622 |     1.814 |
+#> |    X|     466.99646 |     92.42 |  0.002230 |    0.2880 |    0.1319 |
+#> |.....................|   0.01026 |    0.5446 |     1.930 |   0.03043 |
+#> |.....................|    0.8212 |   0.06964 |    0.7044 |    0.6690 |
+#> |.....................|     1.488 |    0.9682 |    0.7622 |     1.814 |
+#> |    F| Forward Diff. |    -5.590 |  -0.05004 |     1.738 |    0.1737 |
+#> |.....................|   -0.4573 |    -1.378 |   -0.8791 |    -1.534 |
+#> |.....................|     1.117 |    0.8064 |     1.528 |    -3.141 |
+#> |.....................|   -0.8220 |    0.1296 |   -0.3838 |   -0.6246 |
+#> |  119|     466.97639 |     1.017 |    -1.906 |   -0.9282 |   -0.7640 |
+#> |.....................|   -0.9655 |    -1.490 |     1.776 |    -1.839 |
+#> |.....................|   -0.8964 |   -0.4910 |   -0.9175 |    -1.129 |
+#> |.....................|   -0.6092 |   -0.8593 |   -0.9910 |   -0.3693 |
+#> |    U|     466.97639 |     92.52 |    -6.106 |   -0.9059 |    -2.026 |
+#> |.....................|    -4.578 |    0.1803 |     1.930 |   0.03049 |
+#> |.....................|    0.8210 |   0.06959 |    0.7013 |    0.6726 |
+#> |.....................|     1.489 |    0.9676 |    0.7623 |     1.818 |
+#> |    X|     466.97639 |     92.52 |  0.002230 |    0.2878 |    0.1318 |
+#> |.....................|   0.01028 |    0.5450 |     1.930 |   0.03049 |
+#> |.....................|    0.8210 |   0.06959 |    0.7013 |    0.6726 |
+#> |.....................|     1.489 |    0.9676 |    0.7623 |     1.818 |
+#> |    F| Forward Diff. |     7.027 |  -0.06281 |     1.755 |    0.1604 |
+#> |.....................|   -0.4507 |    -1.349 |   -0.8053 |    -1.299 |
+#> |.....................|     1.095 |    0.6623 |     1.032 |    -2.794 |
+#> |.....................|   -0.8171 |   0.07286 |   -0.3538 |   -0.5889 |
+#> |  120|     466.96001 |     1.015 |    -1.906 |   -0.9299 |   -0.7649 |
+#> |.....................|   -0.9637 |    -1.486 |     1.775 |    -1.837 |
+#> |.....................|   -0.8976 |   -0.4931 |   -0.9192 |    -1.125 |
+#> |.....................|   -0.6091 |   -0.8600 |   -0.9916 |   -0.3657 |
+#> |    U|     466.96001 |     92.40 |    -6.106 |   -0.9074 |    -2.027 |
+#> |.....................|    -4.576 |    0.1824 |     1.930 |   0.03055 |
+#> |.....................|    0.8205 |   0.06953 |    0.7000 |    0.6758 |
+#> |.....................|     1.489 |    0.9669 |    0.7618 |     1.823 |
+#> |    X|     466.96001 |     92.40 |  0.002230 |    0.2875 |    0.1317 |
+#> |.....................|   0.01029 |    0.5455 |     1.930 |   0.03055 |
+#> |.....................|    0.8205 |   0.06953 |    0.7000 |    0.6758 |
+#> |.....................|     1.489 |    0.9669 |    0.7618 |     1.823 |
+#> |    F| Forward Diff. |    -7.315 |  -0.08361 |     1.595 |    0.1755 |
+#> |.....................|   -0.4289 |    -1.331 |   -0.8104 |    -1.428 |
+#> |.....................|     1.055 |    0.7710 |     1.242 |    -2.826 |
+#> |.....................|    -1.346 |   -0.3282 |   -0.6399 |   -0.5709 |
+#> |  121|     466.94053 |     1.016 |    -1.905 |   -0.9315 |   -0.7662 |
+#> |.....................|   -0.9617 |    -1.480 |     1.774 |    -1.835 |
+#> |.....................|   -0.8987 |   -0.4954 |   -0.9193 |    -1.121 |
+#> |.....................|   -0.6079 |   -0.8601 |   -0.9919 |   -0.3632 |
+#> |    U|     466.94053 |     92.48 |    -6.105 |   -0.9088 |    -2.029 |
+#> |.....................|    -4.574 |    0.1849 |     1.929 |   0.03061 |
+#> |.....................|    0.8200 |   0.06946 |    0.6999 |    0.6792 |
+#> |.....................|     1.490 |    0.9668 |    0.7615 |     1.826 |
+#> |    X|     466.94053 |     92.48 |  0.002231 |    0.2873 |    0.1315 |
+#> |.....................|   0.01031 |    0.5461 |     1.929 |   0.03061 |
+#> |.....................|    0.8200 |   0.06946 |    0.6999 |    0.6792 |
+#> |.....................|     1.490 |    0.9668 |    0.7615 |     1.826 |
+#> |    F| Forward Diff. |     2.448 |  -0.09452 |     1.578 |    0.1631 |
+#> |.....................|   -0.4178 |    -1.275 |   -0.7880 |    -1.291 |
+#> |.....................|     1.013 |    0.7275 |     1.336 |   -0.1176 |
+#> |.....................|    -1.297 |   -0.2757 |   -0.6338 |   -0.5586 |
+#> |  122|     466.92529 |     1.015 |    -1.905 |   -0.9321 |   -0.7676 |
+#> |.....................|   -0.9593 |    -1.476 |     1.775 |    -1.833 |
+#> |.....................|   -0.8992 |   -0.4984 |   -0.9232 |    -1.122 |
+#> |.....................|   -0.6063 |   -0.8604 |   -0.9916 |   -0.3612 |
+#> |    U|     466.92529 |     92.34 |    -6.105 |   -0.9093 |    -2.030 |
+#> |.....................|    -4.572 |    0.1871 |     1.930 |   0.03066 |
+#> |.....................|    0.8198 |   0.06938 |    0.6971 |    0.6791 |
+#> |.....................|     1.492 |    0.9666 |    0.7618 |     1.828 |
+#> |    X|     466.92529 |     92.34 |  0.002233 |    0.2871 |    0.1313 |
+#> |.....................|   0.01034 |    0.5466 |     1.930 |   0.03066 |
+#> |.....................|    0.8198 |   0.06938 |    0.6971 |    0.6791 |
+#> |.....................|     1.492 |    0.9666 |    0.7618 |     1.828 |
+#> |    F| Forward Diff. |    -12.72 |  -0.09950 |     1.479 |    0.1754 |
+#> |.....................|   -0.4012 |    -1.242 |   -0.7866 |    -1.413 |
+#> |.....................|    0.9668 |    0.6187 |    0.9349 |    -2.630 |
+#> |.....................|    -1.260 |   -0.3489 |   -0.4063 |   -0.5476 |
+#> |  123|     466.89942 |     1.016 |    -1.904 |   -0.9326 |   -0.7693 |
+#> |.....................|   -0.9564 |    -1.470 |     1.775 |    -1.832 |
+#> |.....................|   -0.8995 |   -0.5006 |   -0.9260 |    -1.122 |
+#> |.....................|   -0.6055 |   -0.8609 |   -0.9921 |   -0.3587 |
+#> |    U|     466.89942 |     92.48 |    -6.104 |   -0.9097 |    -2.032 |
+#> |.....................|    -4.569 |    0.1897 |     1.929 |   0.03069 |
+#> |.....................|    0.8197 |   0.06931 |    0.6950 |    0.6788 |
+#> |.....................|     1.493 |    0.9661 |    0.7614 |     1.831 |
+#> |    X|     466.89942 |     92.48 |  0.002235 |    0.2871 |    0.1311 |
+#> |.....................|   0.01037 |    0.5473 |     1.929 |   0.03069 |
+#> |.....................|    0.8197 |   0.06931 |    0.6950 |    0.6788 |
+#> |.....................|     1.493 |    0.9661 |    0.7614 |     1.831 |
+#> |    F| Forward Diff. |     3.439 |  -0.09008 |     1.544 |    0.1555 |
+#> |.....................|   -0.3845 |    -1.174 |   -0.7709 |    -1.201 |
+#> |.....................|    0.9305 |    0.6799 |     1.153 |    -2.871 |
+#> |.....................|    -1.766 |   -0.2963 |   -0.5389 |   -0.5305 |
+#> |  124|     466.87885 |     1.016 |    -1.902 |   -0.9335 |   -0.7713 |
+#> |.....................|   -0.9544 |    -1.465 |     1.775 |    -1.831 |
+#> |.....................|   -0.8988 |   -0.5028 |   -0.9291 |    -1.120 |
+#> |.....................|   -0.6025 |   -0.8609 |   -0.9918 |   -0.3573 |
+#> |    U|     466.87885 |     92.42 |    -6.102 |   -0.9106 |    -2.034 |
+#> |.....................|    -4.567 |    0.1922 |     1.930 |   0.03072 |
+#> |.....................|    0.8200 |   0.06925 |    0.6928 |    0.6803 |
+#> |.....................|     1.497 |    0.9661 |    0.7616 |     1.833 |
+#> |    X|     466.87885 |     92.42 |  0.002239 |    0.2869 |    0.1309 |
+#> |.....................|   0.01039 |    0.5479 |     1.930 |   0.03072 |
+#> |.....................|    0.8200 |   0.06925 |    0.6928 |    0.6803 |
+#> |.....................|     1.497 |    0.9661 |    0.7616 |     1.833 |
+#> |    F| Forward Diff. |    -3.274 |  -0.09794 |     1.477 |    0.1445 |
+#> |.....................|   -0.3711 |    -1.126 |   -0.7697 |    -1.253 |
+#> |.....................|    0.9213 |    0.5797 |    0.6929 |    -2.254 |
+#> |.....................|   -0.4364 |   0.05549 |  -0.07007 |   -0.5105 |
+#> |  125|     466.87374 |     1.017 |    -1.901 |   -0.9363 |   -0.7725 |
+#> |.....................|   -0.9523 |    -1.459 |     1.775 |    -1.829 |
+#> |.....................|   -0.9004 |   -0.5050 |   -0.9284 |    -1.119 |
+#> |.....................|   -0.6029 |   -0.8616 |   -0.9930 |   -0.3542 |
+#> |    U|     466.87374 |     92.57 |    -6.101 |   -0.9131 |    -2.035 |
+#> |.....................|    -4.565 |    0.1945 |     1.929 |   0.03078 |
+#> |.....................|    0.8193 |   0.06919 |    0.6933 |    0.6817 |
+#> |.....................|     1.496 |    0.9655 |    0.7605 |     1.836 |
+#> |    X|     466.87374 |     92.57 |  0.002241 |    0.2864 |    0.1307 |
+#> |.....................|   0.01041 |    0.5485 |     1.929 |   0.03078 |
+#> |.....................|    0.8193 |   0.06919 |    0.6933 |    0.6817 |
+#> |.....................|     1.496 |    0.9655 |    0.7605 |     1.836 |
+#> |    F| Forward Diff. |     13.60 |  -0.09484 |     1.445 |    0.1251 |
+#> |.....................|   -0.3584 |    -1.070 |   -0.7354 |    -1.048 |
+#> |.....................|    0.8551 |    0.6144 |    0.8824 | -0.009520 |
+#> |.....................|   -0.4410 |   0.04024 |   -0.2274 |   -0.5153 |
+#> |  126|     466.85547 |     1.016 |    -1.900 |   -0.9388 |   -0.7737 |
+#> |.....................|   -0.9500 |    -1.454 |     1.774 |    -1.828 |
+#> |.....................|   -0.9020 |   -0.5070 |   -0.9271 |    -1.119 |
+#> |.....................|   -0.6040 |   -0.8622 |   -0.9946 |   -0.3509 |
+#> |    U|     466.85547 |     92.42 |    -6.100 |   -0.9152 |    -2.036 |
+#> |.....................|    -4.562 |    0.1970 |     1.929 |   0.03083 |
+#> |.....................|    0.8186 |   0.06913 |    0.6942 |    0.6818 |
+#> |.....................|     1.495 |    0.9648 |    0.7592 |     1.841 |
+#> |    X|     466.85547 |     92.42 |  0.002243 |    0.2859 |    0.1305 |
+#> |.....................|   0.01044 |    0.5491 |     1.929 |   0.03083 |
+#> |.....................|    0.8186 |   0.06913 |    0.6942 |    0.6818 |
+#> |.....................|     1.495 |    0.9648 |    0.7592 |     1.841 |
+#> |    F| Forward Diff. |    -2.539 |  -0.09755 |     1.262 |    0.1433 |
+#> |.....................|   -0.3291 |    -1.038 |   -0.7482 |    -1.225 |
+#> |.....................|    0.8087 |    0.5023 |    0.8171 | -0.005344 |
+#> |.....................|   -0.4685 |   0.01356 |   -0.1499 |   -0.5112 |
+#> |  127|     466.84409 |     1.016 |    -1.899 |   -0.9408 |   -0.7751 |
+#> |.....................|   -0.9477 |    -1.449 |     1.774 |    -1.826 |
+#> |.....................|   -0.9037 |   -0.5088 |   -0.9269 |    -1.119 |
+#> |.....................|   -0.6048 |   -0.8630 |   -0.9960 |   -0.3473 |
+#> |    U|     466.84409 |     92.47 |    -6.099 |   -0.9171 |    -2.037 |
+#> |.....................|    -4.560 |    0.1996 |     1.929 |   0.03088 |
+#> |.....................|    0.8179 |   0.06907 |    0.6944 |    0.6816 |
+#> |.....................|     1.494 |    0.9641 |    0.7580 |     1.845 |
+#> |    X|     466.84409 |     92.47 |  0.002245 |    0.2856 |    0.1304 |
+#> |.....................|   0.01046 |    0.5497 |     1.929 |   0.03088 |
+#> |.....................|    0.8179 |   0.06907 |    0.6944 |    0.6816 |
+#> |.....................|     1.494 |    0.9641 |    0.7580 |     1.845 |
+#> |    F| Forward Diff. |     3.205 |  -0.09489 |     1.201 |    0.1289 |
+#> |.....................|   -0.3142 |   -0.9889 |   -0.7667 |    -1.156 |
+#> |.....................|    0.7401 |    0.5570 |     1.301 |    -1.479 |
+#> |.....................|    -1.860 |   -0.4540 |   -0.5722 |   -0.5005 |
+#> |  128|     466.83069 |     1.016 |    -1.897 |   -0.9405 |   -0.7762 |
+#> |.....................|   -0.9462 |    -1.443 |     1.775 |    -1.825 |
+#> |.....................|   -0.9047 |   -0.5101 |   -0.9307 |    -1.119 |
+#> |.....................|   -0.6046 |   -0.8636 |   -0.9969 |   -0.3435 |
+#> |    U|     466.83069 |     92.41 |    -6.097 |   -0.9168 |    -2.039 |
+#> |.....................|    -4.559 |    0.2019 |     1.929 |   0.03091 |
+#> |.....................|    0.8175 |   0.06904 |    0.6917 |    0.6819 |
+#> |.....................|     1.494 |    0.9635 |    0.7572 |     1.850 |
+#> |    X|     466.83069 |     92.41 |  0.002250 |    0.2856 |    0.1302 |
+#> |.....................|   0.01048 |    0.5503 |     1.929 |   0.03091 |
+#> |.....................|    0.8175 |   0.06904 |    0.6917 |    0.6819 |
+#> |.....................|     1.494 |    0.9635 |    0.7572 |     1.850 |
+#> |  129|     466.81923 |     1.016 |    -1.894 |   -0.9398 |   -0.7773 |
+#> |.....................|   -0.9447 |    -1.438 |     1.775 |    -1.824 |
+#> |.....................|   -0.9056 |   -0.5113 |   -0.9343 |    -1.119 |
+#> |.....................|   -0.6049 |   -0.8643 |   -0.9979 |   -0.3395 |
+#> |    U|     466.81923 |     92.43 |    -6.094 |   -0.9162 |    -2.040 |
+#> |.....................|    -4.557 |    0.2043 |     1.930 |   0.03094 |
+#> |.....................|    0.8171 |   0.06900 |    0.6890 |    0.6818 |
+#> |.....................|     1.494 |    0.9628 |    0.7563 |     1.854 |
+#> |    X|     466.81923 |     92.43 |  0.002255 |    0.2857 |    0.1301 |
+#> |.....................|   0.01049 |    0.5509 |     1.930 |   0.03094 |
+#> |.....................|    0.8171 |   0.06900 |    0.6890 |    0.6818 |
+#> |.....................|     1.494 |    0.9628 |    0.7563 |     1.854 |
+#> |  130|     466.78977 |     1.016 |    -1.887 |   -0.9376 |   -0.7810 |
+#> |.....................|   -0.9400 |    -1.422 |     1.776 |    -1.820 |
+#> |.....................|   -0.9086 |   -0.5153 |   -0.9461 |    -1.119 |
+#> |.....................|   -0.6057 |   -0.8666 |    -1.001 |   -0.3266 |
+#> |    U|     466.78977 |     92.47 |    -6.087 |   -0.9142 |    -2.043 |
+#> |.....................|    -4.552 |    0.2120 |     1.930 |   0.03105 |
+#> |.....................|    0.8159 |   0.06889 |    0.6804 |    0.6815 |
+#> |.....................|     1.493 |    0.9606 |    0.7533 |     1.870 |
+#> |    X|     466.78977 |     92.47 |  0.002272 |    0.2861 |    0.1296 |
+#> |.....................|   0.01054 |    0.5528 |     1.930 |   0.03105 |
+#> |.....................|    0.8159 |   0.06889 |    0.6804 |    0.6815 |
+#> |.....................|     1.493 |    0.9606 |    0.7533 |     1.870 |
+#> |  131|     466.76586 |     1.017 |    -1.875 |   -0.9340 |   -0.7871 |
+#> |.....................|   -0.9321 |    -1.394 |     1.779 |    -1.814 |
+#> |.....................|   -0.9134 |   -0.5218 |   -0.9656 |    -1.119 |
+#> |.....................|   -0.6071 |   -0.8705 |    -1.007 |   -0.3052 |
+#> |    U|     466.76586 |     92.53 |    -6.075 |   -0.9110 |    -2.049 |
+#> |.....................|    -4.545 |    0.2247 |     1.931 |   0.03121 |
+#> |.....................|    0.8139 |   0.06870 |    0.6661 |    0.6811 |
+#> |.....................|     1.491 |    0.9569 |    0.7485 |     1.896 |
+#> |    X|     466.76586 |     92.53 |  0.002300 |    0.2868 |    0.1288 |
+#> |.....................|   0.01062 |    0.5559 |     1.931 |   0.03121 |
+#> |.....................|    0.8139 |   0.06870 |    0.6661 |    0.6811 |
+#> |.....................|     1.491 |    0.9569 |    0.7485 |     1.896 |
+#> |    F| Forward Diff. |     10.71 |  -0.05605 |     1.440 |   0.09508 |
+#> |.....................|   -0.1459 |   -0.5070 |   -0.9907 |   -0.8007 |
+#> |.....................|    0.4069 |    0.2923 |   0.01818 |    -1.553 |
+#> |.....................|    -1.109 |   -0.3306 |   -0.3991 |   -0.2309 |
+#> |  132|     466.72646 |     1.014 |    -1.848 |   -0.9815 |   -0.8092 |
+#> |.....................|   -0.9160 |    -1.342 |     1.783 |    -1.808 |
+#> |.....................|   -0.9032 |   -0.5322 |   -0.9570 |    -1.117 |
+#> |.....................|   -0.6032 |   -0.8748 |    -1.022 |   -0.2748 |
+#> |    U|     466.72646 |     92.30 |    -6.048 |   -0.9533 |    -2.072 |
+#> |.....................|    -4.528 |    0.2483 |     1.933 |   0.03140 |
+#> |.....................|    0.8182 |   0.06840 |    0.6724 |    0.6828 |
+#> |.....................|     1.496 |    0.9528 |    0.7357 |     1.933 |
+#> |    X|     466.72646 |     92.30 |  0.002362 |    0.2782 |    0.1260 |
+#> |.....................|   0.01080 |    0.5618 |     1.933 |   0.03140 |
+#> |.....................|    0.8182 |   0.06840 |    0.6724 |    0.6828 |
+#> |.....................|     1.496 |    0.9528 |    0.7357 |     1.933 |
+#> |    F| Forward Diff. |    -13.11 |  -0.01237 |   -0.5306 |  0.001870 |
+#> |.....................|   0.01074 | -0.001553 |   -0.5011 |    -1.124 |
+#> |.....................|    0.5240 |    0.3999 |    0.1337 |    0.6209 |
+#> |.....................|   -0.3667 |   -0.5464 |   -0.9326 |   -0.1861 |
+#> |  133|     466.72714 |     1.014 |    -1.830 |   -0.9704 |   -0.8250 |
+#> |.....................|   -0.9153 |    -1.342 |     1.791 |    -1.785 |
+#> |.....................|   -0.9449 |   -0.5943 |   -0.9266 |    -1.116 |
+#> |.....................|   -0.5962 |   -0.8737 |    -1.020 |   -0.2698 |
+#> |    U|     466.72714 |     92.32 |    -6.030 |   -0.9434 |    -2.087 |
+#> |.....................|    -4.528 |    0.2486 |     1.936 |   0.03205 |
+#> |.....................|    0.8009 |   0.06660 |    0.6946 |    0.6846 |
+#> |.....................|     1.504 |    0.9539 |    0.7372 |     1.939 |
+#> |    X|     466.72714 |     92.32 |  0.002405 |    0.2802 |    0.1240 |
+#> |.....................|   0.01081 |    0.5618 |     1.936 |   0.03205 |
+#> |.....................|    0.8009 |   0.06660 |    0.6946 |    0.6846 |
+#> |.....................|     1.504 |    0.9539 |    0.7372 |     1.939 |
+#> |  134|     466.69721 |     1.015 |    -1.839 |   -0.9760 |   -0.8170 |
+#> |.....................|   -0.9156 |    -1.342 |     1.787 |    -1.797 |
+#> |.....................|   -0.9238 |   -0.5630 |   -0.9420 |    -1.117 |
+#> |.....................|   -0.5997 |   -0.8742 |    -1.021 |   -0.2723 |
+#> |    U|     466.69721 |     92.41 |    -6.039 |   -0.9484 |    -2.079 |
+#> |.....................|    -4.528 |    0.2485 |     1.935 |   0.03173 |
+#> |.....................|    0.8096 |   0.06750 |    0.6834 |    0.6836 |
+#> |.....................|     1.500 |    0.9534 |    0.7365 |     1.936 |
+#> |    X|     466.69721 |     92.41 |  0.002383 |    0.2792 |    0.1250 |
+#> |.....................|   0.01080 |    0.5618 |     1.935 |   0.03173 |
+#> |.....................|    0.8096 |   0.06750 |    0.6834 |    0.6836 |
+#> |.....................|     1.500 |    0.9534 |    0.7365 |     1.936 |
+#> |    F| Forward Diff. |    0.5723 |  0.006769 |   -0.2879 |  -0.06332 |
+#> |.....................|   0.01114 |  -0.03155 |   -0.3915 |   -0.7923 |
+#> |.....................|   -0.3201 |   -0.2330 |    0.8086 |    -1.424 |
+#> |.....................|   -0.3663 |   -0.4815 |   -0.7933 |   -0.2384 |
+#> |  135|     466.73286 |     1.017 |    -1.834 |   -0.9731 |   -0.8131 |
+#> |.....................|   -0.9227 |    -1.351 |     1.796 |    -1.779 |
+#> |.....................|   -0.9201 |   -0.5595 |   -0.9572 |    -1.109 |
+#> |.....................|   -0.6142 |   -0.8686 |    -1.016 |   -0.2440 |
+#> |    U|     466.73286 |     92.54 |    -6.034 |   -0.9458 |    -2.075 |
+#> |.....................|    -4.535 |    0.2444 |     1.938 |   0.03223 |
+#> |.....................|    0.8111 |   0.06760 |    0.6723 |    0.6901 |
+#> |.....................|     1.483 |    0.9587 |    0.7409 |     1.970 |
+#> |    X|     466.73286 |     92.54 |  0.002396 |    0.2797 |    0.1255 |
+#> |.....................|   0.01072 |    0.5608 |     1.938 |   0.03223 |
+#> |.....................|    0.8111 |   0.06760 |    0.6723 |    0.6901 |
+#> |.....................|     1.483 |    0.9587 |    0.7409 |     1.970 |
+#> |  136|     466.69733 |     1.015 |    -1.838 |   -0.9750 |   -0.8159 |
+#> |.....................|   -0.9176 |    -1.345 |     1.790 |    -1.791 |
+#> |.....................|   -0.9226 |   -0.5619 |   -0.9467 |    -1.114 |
+#> |.....................|   -0.6033 |   -0.8723 |    -1.019 |   -0.2644 |
+#> |    U|     466.69733 |     92.40 |    -6.038 |   -0.9475 |    -2.078 |
+#> |.....................|    -4.530 |    0.2474 |     1.936 |   0.03188 |
+#> |.....................|    0.8101 |   0.06754 |    0.6799 |    0.6863 |
+#> |.....................|     1.496 |    0.9552 |    0.7382 |     1.945 |
+#> |    X|     466.69733 |     92.40 |  0.002386 |    0.2794 |    0.1251 |
+#> |.....................|   0.01078 |    0.5615 |     1.936 |   0.03188 |
+#> |.....................|    0.8101 |   0.06754 |    0.6799 |    0.6863 |
+#> |.....................|     1.496 |    0.9552 |    0.7382 |     1.945 |
+#> |  137|     466.69584 |     1.015 |    -1.839 |   -0.9754 |   -0.8165 |
+#> |.....................|   -0.9164 |    -1.343 |     1.788 |    -1.794 |
+#> |.....................|   -0.9231 |   -0.5623 |   -0.9445 |    -1.114 |
+#> |.....................|   -0.6009 |   -0.8731 |    -1.020 |   -0.2689 |
+#> |    U|     466.69584 |     92.37 |    -6.039 |   -0.9478 |    -2.079 |
+#> |.....................|    -4.529 |    0.2480 |     1.935 |   0.03180 |
+#> |.....................|    0.8099 |   0.06752 |    0.6815 |    0.6857 |
+#> |.....................|     1.499 |    0.9544 |    0.7377 |     1.940 |
+#> |    X|     466.69584 |     92.37 |  0.002384 |    0.2793 |    0.1251 |
+#> |.....................|   0.01079 |    0.5617 |     1.935 |   0.03180 |
+#> |.....................|    0.8099 |   0.06752 |    0.6815 |    0.6857 |
+#> |.....................|     1.499 |    0.9544 |    0.7377 |     1.940 |
+#> |    F| Forward Diff. |    -3.069 | -0.001275 |   -0.2861 |  -0.04975 |
+#> |.....................|   0.01387 |  -0.05203 |   -0.3437 |   -0.7173 |
+#> |.....................|   -0.2694 |   -0.1778 |    0.5026 |    0.8511 |
+#> |.....................|   -0.9213 |   -0.7376 |   -0.9765 |   -0.1682 |
+#> |  138|     466.68962 |     1.016 |    -1.839 |   -0.9764 |   -0.8159 |
+#> |.....................|   -0.9167 |    -1.342 |     1.790 |    -1.793 |
+#> |.....................|   -0.9191 |   -0.5597 |   -0.9461 |    -1.115 |
+#> |.....................|   -0.6002 |   -0.8712 |    -1.018 |   -0.2680 |
+#> |    U|     466.68962 |     92.46 |    -6.039 |   -0.9488 |    -2.078 |
+#> |.....................|    -4.529 |    0.2485 |     1.936 |   0.03184 |
+#> |.....................|    0.8115 |   0.06760 |    0.6803 |    0.6854 |
+#> |.....................|     1.499 |    0.9562 |    0.7392 |     1.941 |
+#> |    X|     466.68962 |     92.46 |  0.002385 |    0.2791 |    0.1251 |
+#> |.....................|   0.01079 |    0.5618 |     1.936 |   0.03184 |
+#> |.....................|    0.8115 |   0.06760 |    0.6803 |    0.6854 |
+#> |.....................|     1.499 |    0.9562 |    0.7392 |     1.941 |
+#> |    F| Forward Diff. |     6.342 |  0.001592 |   -0.2787 |  -0.05882 |
+#> |.....................|  0.004933 |  -0.02534 |   -0.4440 |   -0.5467 |
+#> |.....................|   -0.1484 |  -0.03146 |    0.4648 |    -1.264 |
+#> |.....................|   -0.3607 |   -0.2274 |   -0.5157 |   -0.1312 |
+#> |  139|     466.68314 |     1.015 |    -1.839 |   -0.9751 |   -0.8151 |
+#> |.....................|   -0.9166 |    -1.339 |     1.792 |    -1.792 |
+#> |.....................|   -0.9160 |   -0.5585 |   -0.9470 |    -1.115 |
+#> |.....................|   -0.5998 |   -0.8691 |    -1.016 |   -0.2676 |
+#> |    U|     466.68314 |     92.36 |    -6.039 |   -0.9476 |    -2.077 |
+#> |.....................|    -4.529 |    0.2501 |     1.937 |   0.03187 |
+#> |.....................|    0.8128 |   0.06763 |    0.6797 |    0.6853 |
+#> |.....................|     1.500 |    0.9582 |    0.7404 |     1.942 |
+#> |    X|     466.68314 |     92.36 |  0.002385 |    0.2794 |    0.1252 |
+#> |.....................|   0.01079 |    0.5622 |     1.937 |   0.03187 |
+#> |.....................|    0.8128 |   0.06763 |    0.6797 |    0.6853 |
+#> |.....................|     1.500 |    0.9582 |    0.7404 |     1.942 |
+#> |    F| Forward Diff. |    -4.258 |-0.0003497 |   -0.2788 |  -0.03383 |
+#> |.....................|   0.01408 |   0.02647 |   -0.2857 |   -0.5956 |
+#> |.....................|  -0.05089 |   0.05050 |    0.4395 |    0.8187 |
+#> |.....................|   -0.2669 |  -0.06868 |   -0.3694 |   -0.1159 |
+#> |  140|     466.67997 |     1.015 |    -1.839 |   -0.9739 |   -0.8142 |
+#> |.....................|   -0.9180 |    -1.339 |     1.794 |    -1.790 |
+#> |.....................|   -0.9137 |   -0.5623 |   -0.9494 |    -1.116 |
+#> |.....................|   -0.6002 |   -0.8690 |    -1.016 |   -0.2664 |
+#> |    U|     466.67997 |     92.38 |    -6.039 |   -0.9465 |    -2.077 |
+#> |.....................|    -4.531 |    0.2499 |     1.938 |   0.03191 |
+#> |.....................|    0.8138 |   0.06752 |    0.6779 |    0.6846 |
+#> |.....................|     1.499 |    0.9583 |    0.7410 |     1.943 |
+#> |    X|     466.67997 |     92.38 |  0.002385 |    0.2796 |    0.1254 |
+#> |.....................|   0.01078 |    0.5622 |     1.938 |   0.03191 |
+#> |.....................|    0.8138 |   0.06752 |    0.6779 |    0.6846 |
+#> |.....................|     1.499 |    0.9583 |    0.7410 |     1.943 |
+#> |    M|   Mixed Diff. |    -1.882 |-7.391e+04 |   -0.2259 |  -0.03295 |
+#> |.....................|  0.005718 |   0.01130 |   -0.3842 |   -0.4930 |
+#> |.....................|  -0.04972 |  -0.05953 |    0.5251 |    -1.398 |
+#> |.....................|   -0.3564 |  -0.08212 |   -0.3242 |   -0.1008 |
+#> |  141|     466.67997 |     1.015 |    -1.839 |   -0.9739 |   -0.8142 |
+#> |.....................|   -0.9180 |    -1.339 |     1.794 |    -1.790 |
+#> |.....................|   -0.9137 |   -0.5623 |   -0.9494 |    -1.116 |
+#> |.....................|   -0.6002 |   -0.8690 |    -1.016 |   -0.2664 |
+#> |    U|     466.67997 |     92.38 |    -6.039 |   -0.9465 |    -2.077 |
+#> |.....................|    -4.531 |    0.2499 |     1.938 |   0.03191 |
+#> |.....................|    0.8138 |   0.06752 |    0.6779 |    0.6846 |
+#> |.....................|     1.499 |    0.9583 |    0.7410 |     1.943 |
+#> |    X|     466.67997 |     92.38 |  0.002385 |    0.2796 |    0.1254 |
+#> |.....................|   0.01078 |    0.5622 |     1.938 |   0.03191 |
+#> |.....................|    0.8138 |   0.06752 |    0.6779 |    0.6846 |
+#> |.....................|     1.499 |    0.9583 |    0.7410 |     1.943 |
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+
+AIC(
+  f_nlmixr_sfo_sfo_focei_const$nm,
+  f_nlmixr_fomc_sfo_focei_const$nm,
+  f_nlmixr_dfop_sfo_focei_const$nm,
+  f_nlmixr_fomc_sfo_saem_obs$nm,
+  f_nlmixr_fomc_sfo_focei_obs$nm,
+  f_nlmixr_dfop_sfo_saem_obs$nm,
+  f_nlmixr_dfop_sfo_focei_obs$nm,
+  f_nlmixr_fomc_sfo_focei_tc$nm,
+  f_nlmixr_dfop_sfo_focei_tc$nm,
+  f_nlmixr_fomc_sfo_saem_obs_tc$nm,
+  f_nlmixr_fomc_sfo_focei_obs_tc$nm,
+  f_nlmixr_dfop_sfo_saem_obs_tc$nm,
+  f_nlmixr_dfop_sfo_focei_obs_tc$nm
+)
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#>                                   df       AIC
+#> f_nlmixr_sfo_sfo_focei_const$nm    9 1082.4605
+#> f_nlmixr_fomc_sfo_focei_const$nm  11  814.4261
+#> f_nlmixr_dfop_sfo_focei_const$nm  13  870.2659
+#> f_nlmixr_fomc_sfo_saem_obs$nm     12  788.8373
+#> f_nlmixr_fomc_sfo_focei_obs$nm    12  794.5194
+#> f_nlmixr_dfop_sfo_saem_obs$nm     14  815.0797
+#> f_nlmixr_dfop_sfo_focei_obs$nm    14  834.8474
+#> f_nlmixr_fomc_sfo_focei_tc$nm     12  812.3296
+#> f_nlmixr_dfop_sfo_focei_tc$nm     14  819.4103
+#> f_nlmixr_fomc_sfo_saem_obs_tc$nm  14  814.4248
+#> f_nlmixr_fomc_sfo_focei_obs_tc$nm 14  787.4355
+#> f_nlmixr_dfop_sfo_saem_obs_tc$nm  16  828.5143
+#> f_nlmixr_dfop_sfo_focei_obs_tc$nm 16  811.1191
+# Currently, FOMC-SFO with two-component error by variable fitted by focei gives the
+# lowest AIC
+plot(f_nlmixr_fomc_sfo_focei_obs_tc)
+
+summary(f_nlmixr_fomc_sfo_focei_obs_tc)
+#> nlmixr version used for fitting:    2.0.6 
+#> mkin version used for pre-fitting:  1.1.0 
+#> R version used for fitting:         4.1.2 
+#> Date of fit:     Mon Feb 28 14:50:18 2022 
+#> Date of summary: Mon Feb 28 14:51:57 2022 
+#> 
+#> Equations:
+#> d_parent/dt = - (alpha/beta) * 1/((time/beta) + 1) * parent
+#> d_A1/dt = + f_parent_to_A1 * (alpha/beta) * 1/((time/beta) + 1) *
+#>            parent - k_A1 * A1
+#> 
+#> Data:
+#> 170 observations of 2 variable(s) grouped in 5 datasets
+#> 
+#> Degradation model predictions using RxODE
+#> 
+#> Fitted in 18.08 s
+#> 
+#> Variance model: Two-component variance unique to each observed variable 
+#> 
+#> Mean of starting values for individual parameters:
+#>        parent_0        log_k_A1 f_parent_qlogis       log_alpha        log_beta 
+#>         93.1168         -5.3034         -0.9442         -0.1065          2.2909 
+#> 
+#> Mean of starting values for error model parameters:
+#> sigma_low_parent  rsd_high_parent     sigma_low_A1      rsd_high_A1 
+#>          1.15958          0.03005          1.15958          0.03005 
+#> 
+#> Fixed degradation parameter values:
+#> None
+#> 
+#> Results:
+#> 
+#> Likelihood calculated by focei  
+#>     AIC   BIC logLik
+#>   787.4 831.3 -379.7
+#> 
+#> Optimised parameters:
+#>                    est.   lower   upper
+#> parent_0        93.6717 91.2552 96.0882
+#> log_k_A1        -6.3199 -8.4468 -4.1930
+#> f_parent_qlogis -1.0089 -1.3823 -0.6356
+#> log_alpha       -0.1616 -0.6624  0.3392
+#> log_beta         2.2088  1.6800  2.7376
+#> 
+#> Correlation: 
+#>                 prnt_0 lg__A1 f_prn_ lg_lph
+#> log_k_A1         0.372                     
+#> f_parent_qlogis -0.786 -0.409              
+#> log_alpha        0.336  0.942 -0.306       
+#> log_beta        -0.399 -0.759  0.248 -0.555
+#> 
+#> Random effects (omega):
+#>                     eta.parent_0 eta.log_k_A1 eta.f_parent_qlogis eta.log_alpha
+#> eta.parent_0               4.391        0.000              0.0000        0.0000
+#> eta.log_k_A1               0.000        6.402              0.0000        0.0000
+#> eta.f_parent_qlogis        0.000        0.000              0.1584        0.0000
+#> eta.log_alpha              0.000        0.000              0.0000        0.3381
+#> eta.log_beta               0.000        0.000              0.0000        0.0000
+#>                     eta.log_beta
+#> eta.parent_0               0.000
+#> eta.log_k_A1               0.000
+#> eta.f_parent_qlogis        0.000
+#> eta.log_alpha              0.000
+#> eta.log_beta               0.358
+#> 
+#> Variance model:
+#> sigma_low_parent  rsd_high_parent     sigma_low_A1      rsd_high_A1 
+#>          2.35616          0.00153          0.63564          0.08639 
+#> 
+#> Backtransformed parameters:
+#>                   est.     lower   upper
+#> parent_0       93.6717 9.126e+01 96.0882
+#> k_A1            0.0018 2.146e-04  0.0151
+#> f_parent_to_A1  0.2672 2.006e-01  0.3462
+#> alpha           0.8508 5.156e-01  1.4038
+#> beta            9.1049 5.366e+00 15.4499
+#> 
+#> Resulting formation fractions:
+#>                 ff
+#> parent_A1   0.2672
+#> parent_sink 0.7328
+#> 
+#> Estimated disappearance times:
+#>          DT50   DT90 DT50back
+#> parent  11.46  127.3    38.31
+#> A1     385.05 1279.1       NA
+# }
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/plot.mixed.mmkin-1.png b/docs/dev/reference/plot.mixed.mmkin-1.png index be3c664a..8a09a167 100644 Binary files a/docs/dev/reference/plot.mixed.mmkin-1.png and b/docs/dev/reference/plot.mixed.mmkin-1.png differ diff --git a/docs/dev/reference/plot.mixed.mmkin-2.png b/docs/dev/reference/plot.mixed.mmkin-2.png index b0e43b11..67c9b8ab 100644 Binary files a/docs/dev/reference/plot.mixed.mmkin-2.png and b/docs/dev/reference/plot.mixed.mmkin-2.png differ diff --git a/docs/dev/reference/plot.mixed.mmkin.html b/docs/dev/reference/plot.mixed.mmkin.html index 69345b2f..19b8e2c1 100644 --- a/docs/dev/reference/plot.mixed.mmkin.html +++ b/docs/dev/reference/plot.mixed.mmkin.html @@ -1,67 +1,12 @@ - - - - - - - -Plot predictions from a fitted nonlinear mixed model obtained via an mmkin row object — plot.mixed.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Plot predictions from a fitted nonlinear mixed model obtained via an mmkin row object — plot.mixed.mmkin • mkin - - + + - - -
    -
    - -
    - -
    +

    Plot predictions from a fitted nonlinear mixed model obtained via an mmkin row object

    - Source: R/plot.mixed.mmkin.R + Source: R/plot.mixed.mmkin.R
    @@ -147,193 +83,158 @@

    Plot predictions from a fitted nonlinear mixed model obtained via an mmkin row object

    - 
    # S3 method for mixed.mmkin
-plot(
-  x,
-  i = 1:ncol(x$mmkin),
-  obs_vars = names(x$mkinmod$map),
-  standardized = TRUE,
-  xlab = "Time",
-  xlim = range(x$data$time),
-  resplot = c("predicted", "time"),
-  pred_over = NULL,
-  test_log_parms = FALSE,
-  conf.level = 0.6,
-  ymax = "auto",
-  maxabs = "auto",
-  ncol.legend = ifelse(length(i) <= 3, length(i) + 1, ifelse(length(i) <= 8, 3, 4)),
-  nrow.legend = ceiling((length(i) + 1)/ncol.legend),
-  rel.height.legend = 0.02 + 0.07 * nrow.legend,
-  rel.height.bottom = 1.1,
-  pch_ds = 1:length(i),
-  col_ds = pch_ds + 1,
-  lty_ds = col_ds,
-  frame = TRUE,
-  ...
-)
    +
    + 
    # S3 method for mixed.mmkin
+plot(
+  x,
+  i = 1:ncol(x$mmkin),
+  obs_vars = names(x$mkinmod$map),
+  standardized = TRUE,
+  xlab = "Time",
+  xlim = range(x$data$time),
+  resplot = c("predicted", "time"),
+  pred_over = NULL,
+  test_log_parms = FALSE,
+  conf.level = 0.6,
+  ymax = "auto",
+  maxabs = "auto",
+  ncol.legend = ifelse(length(i) <= 3, length(i) + 1, ifelse(length(i) <= 8, 3, 4)),
+  nrow.legend = ceiling((length(i) + 1)/ncol.legend),
+  rel.height.legend = 0.02 + 0.07 * nrow.legend,
+  rel.height.bottom = 1.1,
+  pch_ds = 1:length(i),
+  col_ds = pch_ds + 1,
+  lty_ds = col_ds,
+  frame = TRUE,
+  ...
+)
    +
    -

    Arguments

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    x

    An object of class mixed.mmkin, saem.mmkin or nlme.mmkin

    i

    A numeric index to select datasets for which to plot the individual predictions, -in case plots get too large

    obs_vars

    A character vector of names of the observed variables for +

    +

    Arguments

    +
    x
    +

    An object of class mixed.mmkin, saem.mmkin or nlme.mmkin

    +
    i
    +

    A numeric index to select datasets for which to plot the individual predictions, +in case plots get too large

    +
    obs_vars
    +

    A character vector of names of the observed variables for which the data and the model should be plotted. Defauls to all observed -variables in the model.

    standardized

    Should the residuals be standardized? Only takes effect if -resplot = "time".

    xlab

    Label for the x axis.

    xlim

    Plot range in x direction.

    resplot

    Should the residuals plotted against time or against -predicted values?

    pred_over

    Named list of alternative predictions as obtained -from mkinpredict with a compatible mkinmod.

    test_log_parms

    Passed to mean_degparms in the case of an -mixed.mmkin object

    conf.level

    Passed to mean_degparms in the case of an -mixed.mmkin object

    ymax

    Vector of maximum y axis values

    maxabs

    Maximum absolute value of the residuals. This is used for the -scaling of the y axis and defaults to "auto".

    ncol.legend

    Number of columns to use in the legend

    nrow.legend

    Number of rows to use in the legend

    rel.height.legend

    The relative height of the legend shown on top

    rel.height.bottom

    The relative height of the bottom plot row

    pch_ds

    Symbols to be used for plotting the data.

    col_ds

    Colors used for plotting the observed data and the -corresponding model prediction lines for the different datasets.

    lty_ds

    Line types to be used for the model predictions.

    frame

    Should a frame be drawn around the plots?

    ...

    Further arguments passed to plot.

    - -

    Value

    - +variables in the model.

    +
    standardized
    +

    Should the residuals be standardized? Only takes effect if +resplot = "time".

    +
    xlab
    +

    Label for the x axis.

    +
    xlim
    +

    Plot range in x direction.

    +
    resplot
    +

    Should the residuals plotted against time or against +predicted values?

    +
    pred_over
    +

    Named list of alternative predictions as obtained +from mkinpredict with a compatible mkinmod.

    +
    test_log_parms
    +

    Passed to mean_degparms in the case of an +mixed.mmkin object

    +
    conf.level
    +

    Passed to mean_degparms in the case of an +mixed.mmkin object

    +
    ymax
    +

    Vector of maximum y axis values

    +
    maxabs
    +

    Maximum absolute value of the residuals. This is used for the +scaling of the y axis and defaults to "auto".

    +
    ncol.legend
    +

    Number of columns to use in the legend

    +
    nrow.legend
    +

    Number of rows to use in the legend

    +
    rel.height.legend
    +

    The relative height of the legend shown on top

    +
    rel.height.bottom
    +

    The relative height of the bottom plot row

    +
    pch_ds
    +

    Symbols to be used for plotting the data.

    +
    col_ds
    +

    Colors used for plotting the observed data and the +corresponding model prediction lines for the different datasets.

    +
    lty_ds
    +

    Line types to be used for the model predictions.

    +
    frame
    +

    Should a frame be drawn around the plots?

    +
    ...
    +

    Further arguments passed to plot.

    +
    +
    +

    Value

    The function is called for its side effect.

    -

    Author

    - +
    +
    +

    Author

    Johannes Ranke

    +
    -

    Examples

    - 
    ds <- lapply(experimental_data_for_UBA_2019[6:10],
- function(x) x$data[c("name", "time", "value")])
-names(ds) <- paste0("ds ", 6:10)
-dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
-  A1 = mkinsub("SFO"), quiet = TRUE)
-# \dontrun{
-f <- mmkin(list("DFOP-SFO" = dfop_sfo), ds, quiet = TRUE)
-plot(f[, 3:4], standardized = TRUE)
-
    
-# For this fit we need to increase pnlsMaxiter, and we increase the
-# tolerance in order to speed up the fit for this example evaluation
-# It still takes 20 seconds to run
-f_nlme <- nlme(f, control = list(pnlsMaxIter = 120, tolerance = 1e-3))
-plot(f_nlme)
-
    
-f_saem <- saem(f, transformations = "saemix")
-
    #> Error in saem(f, transformations = "saemix"): unused argument (transformations = "saemix")
    plot(f_saem)
-
    #> Error in plot(f_saem): object 'f_saem' not found
    
-f_obs <- mmkin(list("DFOP-SFO" = dfop_sfo), ds, quiet = TRUE, error_model = "obs")
-f_nlmix <- nlmix(f_obs)
-
    #> Error in nlmix(f_obs): could not find function "nlmix"
    plot(f_nlmix)
-
    #> Error in plot(f_nlmix): object 'f_nlmix' not found
    
-# We can overlay the two variants if we generate predictions
-pred_nlme <- mkinpredict(dfop_sfo,
-  f_nlme$bparms.optim[-1],
-  c(parent = f_nlme$bparms.optim[[1]], A1 = 0),
-  seq(0, 180, by = 0.2))
-plot(f_saem, pred_over = list(nlme = pred_nlme))
-
    #> Error in plot(f_saem, pred_over = list(nlme = pred_nlme)): object 'f_saem' not found
    # }
-
    +
    +

    Examples

    + 
    ds <- lapply(experimental_data_for_UBA_2019[6:10],
+ function(x) x$data[c("name", "time", "value")])
+names(ds) <- paste0("ds ", 6:10)
+dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
+  A1 = mkinsub("SFO"), quiet = TRUE)
+# \dontrun{
+f <- mmkin(list("DFOP-SFO" = dfop_sfo), ds, quiet = TRUE)
+plot(f[, 3:4], standardized = TRUE)
+
+
+# For this fit we need to increase pnlsMaxiter, and we increase the
+# tolerance in order to speed up the fit for this example evaluation
+# It still takes 20 seconds to run
+f_nlme <- nlme(f, control = list(pnlsMaxIter = 120, tolerance = 1e-3))
+plot(f_nlme)
+
+
+f_saem <- saem(f, transformations = "saemix")
+#> Error in saem(f, transformations = "saemix"): unused argument (transformations = "saemix")
+plot(f_saem)
+#> Error in plot(f_saem): object 'f_saem' not found
+
+f_obs <- mmkin(list("DFOP-SFO" = dfop_sfo), ds, quiet = TRUE, error_model = "obs")
+f_nlmix <- nlmix(f_obs)
+#> Error in nlmix(f_obs): could not find function "nlmix"
+plot(f_nlmix)
+#> Error in plot(f_nlmix): object 'f_nlmix' not found
+
+# We can overlay the two variants if we generate predictions
+pred_nlme <- mkinpredict(dfop_sfo,
+  f_nlme$bparms.optim[-1],
+  c(parent = f_nlme$bparms.optim[[1]], A1 = 0),
+  seq(0, 180, by = 0.2))
+plot(f_saem, pred_over = list(nlme = pred_nlme))
+#> Error in plot(f_saem, pred_over = list(nlme = pred_nlme)): object 'f_saem' not found
+# }
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/reexports.html b/docs/dev/reference/reexports.html index 4fe5164b..b8ead4b5 100644 --- a/docs/dev/reference/reexports.html +++ b/docs/dev/reference/reexports.html @@ -1,76 +1,27 @@ - - - - - - - -Objects exported from other packages — reexports • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Objects exported from other packages — reexports • mkin + nlmixr +nlmixr - - - - - - - - - - + + -
    -
    - -
    - -
    +

    Objects exported from other packages

    - Source: R/intervals.R, R/lrtest.mkinfit.R, R/nlme.mmkin.R, and 1 more + Source: R/intervals.R, R/lrtest.mkinfit.R, R/nlme.mmkin.R, and 1 more

    These objects are imported from other packages. Follow the links below to see their documentation.

    -
    -
    lmtest

    lrtest

    +
    lmtest
    +

    lrtest

    -
    nlme

    intervals, nlme

    -
    nlmixr

    nlmixr

    +
    nlme
    +

    intervals, nlme

    -
    -
    + +
    nlmixr
    +

    nlmixr

    +
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/saem.html b/docs/dev/reference/saem.html index 83a62359..c132647b 100644 --- a/docs/dev/reference/saem.html +++ b/docs/dev/reference/saem.html @@ -1,69 +1,14 @@ - - - - - - - -Fit nonlinear mixed models with SAEM — saem • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Fit nonlinear mixed models with SAEM — saem • mkin - - - - - - - - - - - - - + + -
    -
    - -
    - -
    +

    Fit nonlinear mixed models with SAEM

    - Source: R/saem.R + Source: R/saem.R
    -

    This function uses saemix::saemix() as a backend for fitting nonlinear mixed -effects models created from mmkin row objects using the Stochastic Approximation +

    This function uses saemix::saemix() as a backend for fitting nonlinear mixed +effects models created from mmkin row objects using the Stochastic Approximation Expectation Maximisation algorithm (SAEM).

    - 
    saem(object, ...)
-
-# S3 method for mmkin
-saem(
-  object,
-  transformations = c("mkin", "saemix"),
-  degparms_start = numeric(),
-  test_log_parms = TRUE,
-  conf.level = 0.6,
-  solution_type = "auto",
-  nbiter.saemix = c(300, 100),
-  control = list(displayProgress = FALSE, print = FALSE, nbiter.saemix = nbiter.saemix,
-    save = FALSE, save.graphs = FALSE),
-  fail_with_errors = TRUE,
-  verbose = FALSE,
-  quiet = FALSE,
-  ...
-)
-
-# S3 method for saem.mmkin
-print(x, digits = max(3, getOption("digits") - 3), ...)
-
-saemix_model(
-  object,
-  solution_type = "auto",
-  transformations = c("mkin", "saemix"),
-  degparms_start = numeric(),
-  test_log_parms = FALSE,
-  verbose = FALSE,
-  ...
-)
-
-saemix_data(object, verbose = FALSE, ...)
    +
    + 
    saem(object, ...)
+
+# S3 method for mmkin
+saem(
+  object,
+  transformations = c("mkin", "saemix"),
+  degparms_start = numeric(),
+  test_log_parms = TRUE,
+  conf.level = 0.6,
+  solution_type = "auto",
+  nbiter.saemix = c(300, 100),
+  control = list(displayProgress = FALSE, print = FALSE, nbiter.saemix = nbiter.saemix,
+    save = FALSE, save.graphs = FALSE),
+  fail_with_errors = TRUE,
+  verbose = FALSE,
+  quiet = FALSE,
+  ...
+)
+
+# S3 method for saem.mmkin
+print(x, digits = max(3, getOption("digits") - 3), ...)
+
+saemix_model(
+  object,
+  solution_type = "auto",
+  transformations = c("mkin", "saemix"),
+  degparms_start = numeric(),
+  test_log_parms = FALSE,
+  verbose = FALSE,
+  ...
+)
+
+saemix_data(object, verbose = FALSE, ...)
    +
    -

    Arguments

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    object

    An mmkin row object containing several fits of the same -mkinmod model to different datasets

    ...

    Further parameters passed to saemix::saemixModel.

    transformations

    Per default, all parameter transformations are done +

    +

    Arguments

    +
    object
    +

    An mmkin row object containing several fits of the same +mkinmod model to different datasets

    +
    ...
    +

    Further parameters passed to saemix::saemixModel.

    +
    transformations
    +

    Per default, all parameter transformations are done in mkin. If this argument is set to 'saemix', parameter transformations are done in 'saemix' for the supported cases. Currently this is only supported in cases where the initial concentration of the parent is not fixed, -SFO or DFOP is used for the parent and there is either no metabolite or one.

    degparms_start

    Parameter values given as a named numeric vector will -be used to override the starting values obtained from the 'mmkin' object.

    test_log_parms

    If TRUE, an attempt is made to use more robust starting +SFO or DFOP is used for the parent and there is either no metabolite or one.

    +
    degparms_start
    +

    Parameter values given as a named numeric vector will +be used to override the starting values obtained from the 'mmkin' object.

    +
    test_log_parms
    +

    If TRUE, an attempt is made to use more robust starting values for population parameters fitted as log parameters in mkin (like rate constants) by only considering rate constants that pass the t-test -when calculating mean degradation parameters using mean_degparms.

    conf.level

    Possibility to adjust the required confidence level -for parameter that are tested if requested by 'test_log_parms'.

    solution_type

    Possibility to specify the solution type in case the -automatic choice is not desired

    nbiter.saemix

    Convenience option to increase the number of -iterations

    control

    Passed to saemix::saemix.

    fail_with_errors

    Should a failure to compute standard errors -from the inverse of the Fisher Information Matrix be a failure?

    verbose

    Should we print information about created objects of -type saemix::SaemixModel and saemix::SaemixData?

    quiet

    Should we suppress the messages saemix prints at the beginning -and the end of the optimisation process?

    x

    An saem.mmkin object to print

    digits

    Number of digits to use for printing

    - -

    Value

    - +when calculating mean degradation parameters using mean_degparms.

    +
    conf.level
    +

    Possibility to adjust the required confidence level +for parameter that are tested if requested by 'test_log_parms'.

    +
    solution_type
    +

    Possibility to specify the solution type in case the +automatic choice is not desired

    +
    nbiter.saemix
    +

    Convenience option to increase the number of +iterations

    +
    control
    +

    Passed to saemix::saemix.

    +
    fail_with_errors
    +

    Should a failure to compute standard errors +from the inverse of the Fisher Information Matrix be a failure?

    +
    verbose
    +

    Should we print information about created objects of +type saemix::SaemixModel and saemix::SaemixData?

    +
    quiet
    +

    Should we suppress the messages saemix prints at the beginning +and the end of the optimisation process?

    +
    x
    +

    An saem.mmkin object to print

    +
    digits
    +

    Number of digits to use for printing

    +
    +
    +

    Value

    An S3 object of class 'saem.mmkin', containing the fitted -saemix::SaemixObject as a list component named 'so'. The -object also inherits from 'mixed.mmkin'.

    -

    An saemix::SaemixModel object.

    -

    An saemix::SaemixData object.

    -

    Details

    - +saemix::SaemixObject as a list component named 'so'. The +object also inherits from 'mixed.mmkin'. +An saemix::SaemixModel object. +An saemix::SaemixData object.

    +
    +
    +

    Details

    An mmkin row object is essentially a list of mkinfit objects that have been -obtained by fitting the same model to a list of datasets using mkinfit.

    +obtained by fitting the same model to a list of datasets using mkinfit.

    Starting values for the fixed effects (population mean parameters, argument -psi0 of saemix::saemixModel() are the mean values of the parameters found -using mmkin.

    -

    See also

    - -

    summary.saem.mmkin plot.mixed.mmkin

    - -

    Examples

    - 
    # \dontrun{
-ds <- lapply(experimental_data_for_UBA_2019[6:10],
- function(x) subset(x$data[c("name", "time", "value")]))
-names(ds) <- paste("Dataset", 6:10)
-f_mmkin_parent_p0_fixed <- mmkin("FOMC", ds,
-  state.ini = c(parent = 100), fixed_initials = "parent", quiet = TRUE)
-f_saem_p0_fixed <- saem(f_mmkin_parent_p0_fixed)
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    
-f_mmkin_parent <- mmkin(c("SFO", "FOMC", "DFOP"), ds, quiet = TRUE)
-f_saem_sfo <- saem(f_mmkin_parent["SFO", ])
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    f_saem_fomc <- saem(f_mmkin_parent["FOMC", ])
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    f_saem_dfop <- saem(f_mmkin_parent["DFOP", ])
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    
-# The returned saem.mmkin object contains an SaemixObject, therefore we can use
-# functions from saemix
-library(saemix)
-
    #> Package saemix, version 3.1.9000
-#>   please direct bugs, questions and feedback to emmanuelle.comets@inserm.fr
    #> 
-#> Attaching package: ‘saemix’
    #> The following object is masked from ‘package:RxODE’:
-#> 
-#>     phi
    compare.saemix(f_saem_sfo$so, f_saem_fomc$so, f_saem_dfop$so)
-
    #> Error in compare.saemix(f_saem_sfo$so, f_saem_fomc$so, f_saem_dfop$so): object 'f_saem_sfo' not found
    plot(f_saem_fomc$so, plot.type = "convergence")
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
    plot(f_saem_fomc$so, plot.type = "individual.fit")
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
    plot(f_saem_fomc$so, plot.type = "npde")
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
    plot(f_saem_fomc$so, plot.type = "vpc")
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
    
-f_mmkin_parent_tc <- update(f_mmkin_parent, error_model = "tc")
-f_saem_fomc_tc <- saem(f_mmkin_parent_tc["FOMC", ])
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    compare.saemix(f_saem_fomc$so, f_saem_fomc_tc$so)
-
    #> Error in compare.saemix(f_saem_fomc$so, f_saem_fomc_tc$so): object 'f_saem_fomc' not found
    
-sfo_sfo <- mkinmod(parent = mkinsub("SFO", "A1"),
-  A1 = mkinsub("SFO"))
-
    #> Temporary DLL for differentials generated and loaded
    fomc_sfo <- mkinmod(parent = mkinsub("FOMC", "A1"),
-  A1 = mkinsub("SFO"))
-
    #> Temporary DLL for differentials generated and loaded
    dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
-  A1 = mkinsub("SFO"))
-
    #> Temporary DLL for differentials generated and loaded
    # The following fit uses analytical solutions for SFO-SFO and DFOP-SFO,
-# and compiled ODEs for FOMC that are much slower
-f_mmkin <- mmkin(list(
-    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
-  ds, quiet = TRUE)
-# saem fits of SFO-SFO and DFOP-SFO to these data take about five seconds
-# each on this system, as we use analytical solutions written for saemix.
-# When using the analytical solutions written for mkin this took around
-# four minutes
-f_saem_sfo_sfo <- saem(f_mmkin["SFO-SFO", ])
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    f_saem_dfop_sfo <- saem(f_mmkin["DFOP-SFO", ])
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    # We can use print, plot and summary methods to check the results
-print(f_saem_dfop_sfo)
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'print': object 'f_saem_dfop_sfo' not found
    plot(f_saem_dfop_sfo)
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_dfop_sfo' not found
    summary(f_saem_dfop_sfo, data = TRUE)
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'f_saem_dfop_sfo' not found
    
-# The following takes about 6 minutes
-#f_saem_dfop_sfo_deSolve <- saem(f_mmkin["DFOP-SFO", ], solution_type = "deSolve",
-#  control = list(nbiter.saemix = c(200, 80), nbdisplay = 10))
-
-#saemix::compare.saemix(list(
-#  f_saem_dfop_sfo$so,
-#  f_saem_dfop_sfo_deSolve$so))
+psi0 of saemix::saemixModel() are the mean values of the parameters found
+using mmkin.
    
+    
    
+    
 
-# If the model supports it, we can also use eigenvalue based solutions, which
-# take a similar amount of time
-#f_saem_sfo_sfo_eigen <- saem(f_mmkin["SFO-SFO", ], solution_type = "eigen",
-#  control = list(nbiter.saemix = c(200, 80), nbdisplay = 10))
-# }
-
    +
    +

    Examples

    + 
    # \dontrun{
+ds <- lapply(experimental_data_for_UBA_2019[6:10],
+ function(x) subset(x$data[c("name", "time", "value")]))
+names(ds) <- paste("Dataset", 6:10)
+f_mmkin_parent_p0_fixed <- mmkin("FOMC", ds,
+  state.ini = c(parent = 100), fixed_initials = "parent", quiet = TRUE)
+f_saem_p0_fixed <- saem(f_mmkin_parent_p0_fixed)
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+
+f_mmkin_parent <- mmkin(c("SFO", "FOMC", "DFOP"), ds, quiet = TRUE)
+f_saem_sfo <- saem(f_mmkin_parent["SFO", ])
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+f_saem_fomc <- saem(f_mmkin_parent["FOMC", ])
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+f_saem_dfop <- saem(f_mmkin_parent["DFOP", ])
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+
+# The returned saem.mmkin object contains an SaemixObject, therefore we can use
+# functions from saemix
+library(saemix)
+#> Loading required package: npde
+#> 
+#> Attaching package: ‘npde’
+#> The following object is masked from ‘package:nlmixr’:
+#> 
+#>     warfarin
+#> Package saemix, version 3.0
+#>   please direct bugs, questions and feedback to emmanuelle.comets@inserm.fr
+#> 
+#> Attaching package: ‘saemix’
+#> The following objects are masked from ‘package:npde’:
+#> 
+#>     kurtosis, skewness
+#> The following object is masked from ‘package:RxODE’:
+#> 
+#>     phi
+compare.saemix(f_saem_sfo$so, f_saem_fomc$so, f_saem_dfop$so)
+#> Error in compare.saemix(f_saem_sfo$so, f_saem_fomc$so, f_saem_dfop$so): object 'f_saem_sfo' not found
+plot(f_saem_fomc$so, plot.type = "convergence")
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
+plot(f_saem_fomc$so, plot.type = "individual.fit")
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
+plot(f_saem_fomc$so, plot.type = "npde")
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
+plot(f_saem_fomc$so, plot.type = "vpc")
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_fomc' not found
+
+f_mmkin_parent_tc <- update(f_mmkin_parent, error_model = "tc")
+f_saem_fomc_tc <- saem(f_mmkin_parent_tc["FOMC", ])
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+compare.saemix(f_saem_fomc$so, f_saem_fomc_tc$so)
+#> Error in compare.saemix(f_saem_fomc$so, f_saem_fomc_tc$so): object 'f_saem_fomc' not found
+
+sfo_sfo <- mkinmod(parent = mkinsub("SFO", "A1"),
+  A1 = mkinsub("SFO"))
+#> Temporary DLL for differentials generated and loaded
+fomc_sfo <- mkinmod(parent = mkinsub("FOMC", "A1"),
+  A1 = mkinsub("SFO"))
+#> Temporary DLL for differentials generated and loaded
+dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "A1"),
+  A1 = mkinsub("SFO"))
+#> Temporary DLL for differentials generated and loaded
+# The following fit uses analytical solutions for SFO-SFO and DFOP-SFO,
+# and compiled ODEs for FOMC that are much slower
+f_mmkin <- mmkin(list(
+    "SFO-SFO" = sfo_sfo, "FOMC-SFO" = fomc_sfo, "DFOP-SFO" = dfop_sfo),
+  ds, quiet = TRUE)
+# saem fits of SFO-SFO and DFOP-SFO to these data take about five seconds
+# each on this system, as we use analytical solutions written for saemix.
+# When using the analytical solutions written for mkin this took around
+# four minutes
+f_saem_sfo_sfo <- saem(f_mmkin["SFO-SFO", ])
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+f_saem_dfop_sfo <- saem(f_mmkin["DFOP-SFO", ])
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+# We can use print, plot and summary methods to check the results
+print(f_saem_dfop_sfo)
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'print': object 'f_saem_dfop_sfo' not found
+plot(f_saem_dfop_sfo)
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'f_saem_dfop_sfo' not found
+summary(f_saem_dfop_sfo, data = TRUE)
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'f_saem_dfop_sfo' not found
+
+# The following takes about 6 minutes
+#f_saem_dfop_sfo_deSolve <- saem(f_mmkin["DFOP-SFO", ], solution_type = "deSolve",
+#  control = list(nbiter.saemix = c(200, 80), nbdisplay = 10))
+
+#saemix::compare.saemix(list(
+#  f_saem_dfop_sfo$so,
+#  f_saem_dfop_sfo_deSolve$so))
+
+# If the model supports it, we can also use eigenvalue based solutions, which
+# take a similar amount of time
+#f_saem_sfo_sfo_eigen <- saem(f_mmkin["SFO-SFO", ], solution_type = "eigen",
+#  control = list(nbiter.saemix = c(200, 80), nbdisplay = 10))
+# }
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/summary.nlmixr.mmkin.html b/docs/dev/reference/summary.nlmixr.mmkin.html index 891e26ea..31f68f3f 100644 --- a/docs/dev/reference/summary.nlmixr.mmkin.html +++ b/docs/dev/reference/summary.nlmixr.mmkin.html @@ -1,71 +1,16 @@ - - - - - - - -Summary method for class "nlmixr.mmkin" — summary.nlmixr.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Summary method for class "nlmixr.mmkin" — summary.nlmixr.mmkin • mkin - - - - - - - - - - - + + - - -
    -
    - -
    - -
    +

    Summary method for class "nlmixr.mmkin"

    - Source: R/summary.nlmixr.mmkin.R + Source: R/summary.nlmixr.mmkin.R
    @@ -155,868 +91,2824 @@ endpoints such as formation fractions and DT50 values. Optionally (default is FALSE), the data are listed in full.

    - 
    # S3 method for nlmixr.mmkin
-summary(object, data = FALSE, verbose = FALSE, distimes = TRUE, ...)
+    
    
+    
    # S3 method for nlmixr.mmkin
+summary(object, data = FALSE, verbose = FALSE, distimes = TRUE, ...)
 
-# S3 method for summary.nlmixr.mmkin
-print(x, digits = max(3, getOption("digits") - 3), verbose = x$verbose, ...)
    
-
-    
    Arguments
    
-    
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
    object
    an object of class nlmixr.mmkin
    data
    logical, indicating whether the full data should be included in
-the summary.
    verbose
    Should the summary be verbose?
    distimes
    logical, indicating whether DT50 and DT90 values should be
-included.
    ...
    optional arguments passed to methods like print.
    x
    an object of class summary.nlmixr.mmkin
    digits
    Number of digits to use for printing
    
-
-    
    Value
    
+# S3 method for summary.nlmixr.mmkin
+print(x, digits = max(3, getOption("digits") - 3), verbose = x$verbose, ...)
    +
    +
    +

    Arguments

    +
    object
    +

    an object of class nlmixr.mmkin

    +
    data
    +

    logical, indicating whether the full data should be included in +the summary.

    +
    verbose
    +

    Should the summary be verbose?

    +
    distimes
    +

    logical, indicating whether DT50 and DT90 values should be +included.

    +
    ...
    +

    optional arguments passed to methods like print.

    +
    x
    +

    an object of class summary.nlmixr.mmkin

    +
    digits
    +

    Number of digits to use for printing

    +
    +
    +

    Value

    The summary function returns a list obtained in the fit, with at least the following additional components

    -
    nlmixrversion, mkinversion, Rversion

    The nlmixr, mkin and R versions used

    -
    date.fit, date.summary

    The dates where the fit and the summary were +

    nlmixrversion, mkinversion, Rversion
    +

    The nlmixr, mkin and R versions used

    +
    date.fit, date.summary
    +

    The dates where the fit and the summary were produced

    -
    diffs

    The differential equations used in the degradation model

    -
    use_of_ff

    Was maximum or minimum use made of formation fractions

    -
    data

    The data

    -
    confint_back

    Backtransformed parameters, with confidence intervals if available

    -
    ff

    The estimated formation fractions derived from the fitted +

    diffs
    +

    The differential equations used in the degradation model

    +
    use_of_ff
    +

    Was maximum or minimum use made of formation fractions

    +
    data
    +

    The data

    +
    confint_back
    +

    Backtransformed parameters, with confidence intervals if available

    +
    ff
    +

    The estimated formation fractions derived from the fitted model.

    -
    distimes

    The DT50 and DT90 values for each observed variable.

    -
    SFORB

    If applicable, eigenvalues of SFORB components of the model.

    -The print method is called for its side effect, i.e. printing the summary. - -

    Author

    - +
    distimes
    +

    The DT50 and DT90 values for each observed variable.

    +
    SFORB
    +

    If applicable, eigenvalues of SFORB components of the model.

    +

    The print method is called for its side effect, i.e. printing the summary.

    +
    +
    +

    Author

    Johannes Ranke for the mkin specific parts nlmixr authors for the parts inherited from nlmixr.

    +
    -

    Examples

    - 
    # Generate five datasets following DFOP-SFO kinetics
-sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
-dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "m1"),
- m1 = mkinsub("SFO"), quiet = TRUE)
-set.seed(1234)
-k1_in <- rlnorm(5, log(0.1), 0.3)
-k2_in <- rlnorm(5, log(0.02), 0.3)
-g_in <- plogis(rnorm(5, qlogis(0.5), 0.3))
-f_parent_to_m1_in <- plogis(rnorm(5, qlogis(0.3), 0.3))
-k_m1_in <- rlnorm(5, log(0.02), 0.3)
-
-pred_dfop_sfo <- function(k1, k2, g, f_parent_to_m1, k_m1) {
-  mkinpredict(dfop_sfo,
-    c(k1 = k1, k2 = k2, g = g, f_parent_to_m1 = f_parent_to_m1, k_m1 = k_m1),
-    c(parent = 100, m1 = 0),
-    sampling_times)
-}
-
-ds_mean_dfop_sfo <- lapply(1:5, function(i) {
-  mkinpredict(dfop_sfo,
-    c(k1 = k1_in[i], k2 = k2_in[i], g = g_in[i],
-      f_parent_to_m1 = f_parent_to_m1_in[i], k_m1 = k_m1_in[i]),
-    c(parent = 100, m1 = 0),
-    sampling_times)
-})
-names(ds_mean_dfop_sfo) <- paste("ds", 1:5)
-
-ds_syn_dfop_sfo <- lapply(ds_mean_dfop_sfo, function(ds) {
-  add_err(ds,
-    sdfunc = function(value) sqrt(1^2 + value^2 * 0.07^2),
-    n = 1)[[1]]
-})
-
-# \dontrun{
-# Evaluate using mmkin and nlmixr
-f_mmkin_dfop_sfo <- mmkin(list(dfop_sfo), ds_syn_dfop_sfo,
-  quiet = TRUE, error_model = "tc", cores = 5)
-f_saemix_dfop_sfo <- mkin::saem(f_mmkin_dfop_sfo)
-
    #> Running main SAEM algorithm
-#> [1] "Tue Oct  5 17:27:02 2021"
-#> ....
-#>     Minimisation finished
-#> [1] "Tue Oct  5 17:27:13 2021"
    f_nlme_dfop_sfo <- mkin::nlme(f_mmkin_dfop_sfo)
-
    #> Warning: Iteration 4, LME step: nlminb() did not converge (code = 1). PORT message: false convergence (8)
    #> Warning: Iteration 6, LME step: nlminb() did not converge (code = 1). PORT message: false convergence (8)
    f_nlmixr_dfop_sfo_saem <- nlmixr(f_mmkin_dfop_sfo, est = "saem")
-
    #> With est = 'saem', a different error model is required for each observed variableChanging the error model to 'obs_tc' (Two-component error for each observed variable)
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #>  
    #> → generate SAEM model
    #> ✔ done
    #> 1:    1.0127e+02  -3.8515e+00  -2.0719e+00  -3.7271e+00  -1.9335e+00   4.0311e-01   6.9594e+00   1.5021e-01   5.3947e-01   1.9686e-01   3.7429e-01   5.4209e-01   8.4121e+00   7.3391e-02   7.1185e+00   2.5869e-01
-#> 2:    1.0136e+02  -3.8005e+00  -2.3424e+00  -4.0759e+00  -1.6475e+00   1.1598e-01   6.6115e+00   1.4406e-01   5.1249e-01   1.8701e-01   3.5786e-01   5.1499e-01   4.9102e+00   6.2829e-02   4.7230e+00   7.8901e-02
-#> 3:    1.0126e+02  -4.0285e+00  -2.3629e+00  -4.1271e+00  -1.1733e+00   1.7634e-02   6.2809e+00   1.6892e-01   4.8687e-01   1.7766e-01   3.3997e-01   4.8924e-01   3.2256e+00   6.6693e-02   3.3261e+00   8.7190e-02
-#> 4:    1.0105e+02  -4.0894e+00  -2.5516e+00  -4.1037e+00  -1.0816e+00   4.5377e-02   5.9668e+00   1.6048e-01   4.6252e-01   1.6878e-01   3.2297e-01   4.6478e-01   2.4343e+00   7.0557e-02   2.2610e+00   9.2498e-02
-#> 5:    1.0101e+02  -4.1364e+00  -2.4605e+00  -4.0737e+00  -1.0920e+00  -4.7953e-03   5.9593e+00   1.5245e-01   4.3940e-01   1.8078e-01   3.0682e-01   5.4688e-01   1.7424e+00   7.4776e-02   1.5144e+00   1.0787e-01
-#> 6:    1.0042e+02  -4.0933e+00  -2.4472e+00  -4.1090e+00  -9.7996e-01  -9.0472e-02   6.0175e+00   1.4483e-01   4.1743e-01   1.8824e-01   2.9148e-01   5.3033e-01   1.5545e+00   6.8588e-02   1.3401e+00   9.8865e-02
-#> 7:    1.0078e+02  -4.0911e+00  -2.4335e+00  -4.0758e+00  -9.9422e-01  -7.8849e-02   6.6318e+00   1.3759e-01   3.9656e-01   1.7882e-01   2.7691e-01   5.0381e-01   1.3780e+00   6.9978e-02   1.1346e+00   9.6162e-02
-#> 8:    1.0077e+02  -4.0196e+00  -2.4345e+00  -4.0444e+00  -9.3483e-01  -1.1032e-01   6.3002e+00   1.3071e-01   3.7673e-01   1.6988e-01   2.6306e-01   4.8191e-01   1.1774e+00   7.4232e-02   1.0270e+00   9.5616e-02
-#> 9:    1.0118e+02  -4.0436e+00  -2.4649e+00  -4.0207e+00  -8.9829e-01  -1.7784e-01   5.9852e+00   1.2417e-01   3.5789e-01   1.6139e-01   2.4991e-01   5.5466e-01   1.1040e+00   7.1515e-02   1.0342e+00   9.3972e-02
-#> 10:    1.0143e+02  -4.0523e+00  -2.3737e+00  -4.0184e+00  -9.1167e-01  -2.3828e-01   5.8520e+00   1.1797e-01   3.4196e-01   1.5332e-01   2.3741e-01   5.2849e-01   1.0510e+00   7.5719e-02   1.0638e+00   9.3973e-02
-#> 11:    1.0119e+02  -4.0699e+00  -2.3680e+00  -4.0191e+00  -9.4858e-01  -1.7310e-01   6.9958e+00   1.1207e-01   3.6891e-01   1.4565e-01   2.2554e-01   5.0206e-01   1.0247e+00   7.5497e-02   1.0292e+00   9.3707e-02
-#> 12:    1.0121e+02  -4.0189e+00  -2.4198e+00  -4.0139e+00  -9.1693e-01  -2.0613e-01   6.6460e+00   1.0646e-01   3.5046e-01   1.3837e-01   2.1427e-01   5.7696e-01   1.1046e+00   7.6090e-02   9.3689e-01   9.4115e-02
-#> 13:    1.0083e+02  -4.0451e+00  -2.4395e+00  -4.0235e+00  -9.4535e-01  -1.4723e-01   6.3137e+00   1.0114e-01   3.3294e-01   1.3145e-01   2.0355e-01   5.4811e-01   1.0360e+00   7.3381e-02   9.7078e-01   9.1659e-02
-#> 14:    1.0056e+02  -4.0401e+00  -2.4045e+00  -4.0054e+00  -9.4191e-01  -1.3928e-01   5.9980e+00   9.6084e-02   3.4934e-01   1.2488e-01   1.9338e-01   5.2071e-01   1.0303e+00   7.7118e-02   8.8372e-01   9.0469e-02
-#> 15:    1.0070e+02  -4.0388e+00  -2.4210e+00  -4.0113e+00  -9.1136e-01  -1.2702e-01   5.6981e+00   9.1279e-02   3.3187e-01   1.1864e-01   1.8371e-01   4.9467e-01   1.0486e+00   7.2427e-02   7.8179e-01   9.1572e-02
-#> 16:    1.0078e+02  -4.0175e+00  -2.4766e+00  -4.0191e+00  -9.0733e-01  -1.1952e-01   5.4132e+00   8.6716e-02   3.1528e-01   1.1270e-01   1.7452e-01   4.8928e-01   9.7799e-01   8.1464e-02   8.2935e-01   8.6520e-02
-#> 17:    1.0069e+02  -4.0533e+00  -2.5110e+00  -4.0294e+00  -9.1841e-01  -6.8363e-03   5.1426e+00   8.2380e-02   2.9952e-01   1.0707e-01   1.6580e-01   4.6482e-01   9.1609e-01   8.1008e-02   8.1783e-01   8.8818e-02
-#> 18:    99.9647   -4.0672   -2.5327   -4.0416   -0.9273    0.0097    4.8854    0.0783    0.2970    0.1280    0.1941    0.5053    0.9306    0.0764    0.8097    0.0881
-#> 19:    1.0027e+02  -4.0667e+00  -2.4653e+00  -4.0579e+00  -9.2776e-01   3.0417e-02   4.6412e+00   7.4348e-02   3.3694e-01   1.2164e-01   1.8435e-01   5.1797e-01   9.7386e-01   7.4954e-02   7.9297e-01   8.9915e-02
-#> 20:    1.0006e+02  -4.0935e+00  -2.4804e+00  -4.0721e+00  -9.3737e-01   1.9496e-02   4.4091e+00   7.0630e-02   3.3728e-01   1.2544e-01   1.7513e-01   6.0925e-01   1.0232e+00   7.4618e-02   7.9988e-01   8.9642e-02
-#> 21:    1.0043e+02  -4.0542e+00  -2.5168e+00  -4.0623e+00  -9.1553e-01   3.9474e-02   4.1887e+00   6.7099e-02   3.4553e-01   1.1917e-01   1.6638e-01   6.0827e-01   1.0155e+00   8.0771e-02   7.8424e-01   8.6213e-02
-#> 22:    1.0049e+02  -4.0449e+00  -2.5082e+00  -4.0849e+00  -9.2553e-01   4.5424e-02   3.9792e+00   6.3744e-02   3.2825e-01   1.2365e-01   1.5806e-01   5.8922e-01   8.2860e-01   8.3384e-02   8.2525e-01   8.9218e-02
-#> 23:    1.0067e+02  -4.0411e+00  -2.5460e+00  -4.0736e+00  -9.2578e-01   5.2422e-02   3.7803e+00   6.0557e-02   3.1661e-01   1.2306e-01   1.5016e-01   5.8274e-01   9.3412e-01   8.0508e-02   8.1829e-01   8.6377e-02
-#> 24:    1.0091e+02  -4.0314e+00  -2.5298e+00  -4.0566e+00  -8.9743e-01   3.7634e-02   3.5913e+00   5.7529e-02   3.5267e-01   1.2194e-01   1.4265e-01   5.5360e-01   9.6271e-01   7.6960e-02   8.8466e-01   8.5693e-02
-#> 25:    1.0100e+02  -4.0442e+00  -2.5399e+00  -4.0568e+00  -8.9494e-01   1.7415e-02   3.4117e+00   5.4652e-02   3.3504e-01   1.2781e-01   1.3552e-01   5.2592e-01   9.6040e-01   7.7299e-02   8.9561e-01   8.6893e-02
-#> 26:    1.0111e+02  -4.0354e+00  -2.5182e+00  -4.0899e+00  -9.0799e-01   7.6464e-02   4.8614e+00   5.1920e-02   3.1829e-01   1.2142e-01   1.3110e-01   4.9963e-01   9.6997e-01   7.4932e-02   8.2521e-01   9.3659e-02
-#> 27:    1.0159e+02  -4.0653e+00  -2.4934e+00  -4.0803e+00  -9.5632e-01   2.8659e-03   4.6184e+00   4.9324e-02   3.0237e-01   1.1535e-01   1.4743e-01   4.7465e-01   9.4314e-01   7.7860e-02   8.9820e-01   8.8210e-02
-#> 28:    1.0154e+02  -4.0487e+00  -2.4844e+00  -4.0511e+00  -9.6473e-01  -4.7382e-02   4.3874e+00   4.6858e-02   3.2049e-01   1.0958e-01   1.5243e-01   4.5091e-01   9.8808e-01   7.4786e-02   8.6833e-01   8.8720e-02
-#> 29:    1.0144e+02  -4.0414e+00  -2.4105e+00  -4.0504e+00  -9.4039e-01  -3.6753e-02   4.1681e+00   4.4515e-02   3.2754e-01   1.0410e-01   1.4940e-01   4.2837e-01   9.5520e-01   7.8507e-02   8.2408e-01   8.5998e-02
-#> 30:    1.0137e+02  -4.0292e+00  -2.4174e+00  -4.0382e+00  -9.3180e-01  -7.1482e-02   5.4636e+00   4.2289e-02   3.2074e-01   9.8896e-02   1.6877e-01   4.0695e-01   8.8153e-01   7.5106e-02   8.5239e-01   8.8266e-02
-#> 31:    1.0105e+02  -4.0387e+00  -2.4368e+00  -4.0346e+00  -9.1098e-01  -5.4730e-02   5.1904e+00   4.0175e-02   3.0470e-01   9.3951e-02   1.6034e-01   3.8660e-01   8.7853e-01   8.0278e-02   8.7981e-01   8.6404e-02
-#> 32:    1.0147e+02  -4.0435e+00  -2.4530e+00  -4.0365e+00  -9.1241e-01  -7.1281e-02   4.9309e+00   3.8166e-02   2.8947e-01   9.4694e-02   1.7475e-01   3.6727e-01   8.7005e-01   8.1398e-02   8.7784e-01   8.8976e-02
-#> 33:    1.0144e+02  -4.0092e+00  -2.4279e+00  -4.0090e+00  -8.8656e-01  -1.4017e-01   5.2945e+00   3.6258e-02   2.9770e-01   1.0169e-01   1.6601e-01   3.4891e-01   9.2202e-01   7.8841e-02   8.7551e-01   8.4011e-02
-#> 34:    1.0157e+02  -3.9839e+00  -2.4469e+00  -4.0180e+00  -8.3877e-01  -1.4664e-01   6.3506e+00   3.4445e-02   2.8282e-01   1.0831e-01   1.6850e-01   3.3146e-01   8.4403e-01   7.9056e-02   8.4620e-01   8.6363e-02
-#> 35:    1.0149e+02  -3.9928e+00  -2.4771e+00  -4.0106e+00  -8.6974e-01  -1.4219e-01   6.2039e+00   3.2722e-02   2.8123e-01   1.1283e-01   1.6008e-01   3.1489e-01   9.1308e-01   7.8685e-02   7.8939e-01   8.7289e-02
-#> 36:    1.0162e+02  -4.0099e+00  -2.4822e+00  -3.9880e+00  -8.7959e-01  -1.3237e-01   5.8937e+00   3.1086e-02   3.2200e-01   1.0719e-01   1.6077e-01   2.9914e-01   9.0821e-01   8.4066e-02   7.5559e-01   8.4838e-02
-#> 37:    1.0102e+02  -3.9962e+00  -2.4852e+00  -3.9954e+00  -8.8307e-01  -9.2070e-02   5.5991e+00   2.9532e-02   3.3713e-01   1.0183e-01   1.5333e-01   2.8419e-01   8.3918e-01   8.5231e-02   7.6007e-01   8.9541e-02
-#> 38:    1.0102e+02  -3.9987e+00  -2.5129e+00  -3.9833e+00  -8.7454e-01  -1.6469e-01   5.3191e+00   2.8055e-02   3.2027e-01   1.0792e-01   1.4707e-01   2.6998e-01   9.1490e-01   8.4715e-02   7.6778e-01   8.9241e-02
-#> 39:    1.0054e+02  -3.9875e+00  -2.4301e+00  -3.9797e+00  -8.7222e-01  -1.9597e-01   7.3800e+00   2.6653e-02   3.0426e-01   1.0801e-01   1.4393e-01   2.5648e-01   9.5901e-01   7.8320e-02   8.1559e-01   9.2429e-02
-#> 40:    1.0077e+02  -4.0057e+00  -2.4630e+00  -3.9849e+00  -8.6788e-01  -1.9606e-01   7.0110e+00   2.5320e-02   3.0385e-01   1.3164e-01   1.4567e-01   3.0284e-01   9.7123e-01   7.6328e-02   8.3681e-01   8.9349e-02
-#> 41:    1.0069e+02  -4.0143e+00  -2.3805e+00  -3.9962e+00  -8.7503e-01  -1.8532e-01   6.6604e+00   2.4054e-02   3.0707e-01   1.4668e-01   1.5021e-01   3.0404e-01   1.0072e+00   7.3629e-02   9.4494e-01   8.4745e-02
-#> 42:    1.0073e+02  -3.9861e+00  -2.4464e+00  -3.9919e+00  -8.7912e-01  -1.8435e-01   6.3274e+00   2.2851e-02   2.9171e-01   1.3935e-01   1.5080e-01   2.8883e-01   9.6502e-01   7.7470e-02   9.4221e-01   8.2459e-02
-#> 43:    1.0104e+02  -3.9881e+00  -2.4156e+00  -3.9688e+00  -8.9448e-01  -2.3739e-01   6.0110e+00   2.1709e-02   2.7713e-01   1.3238e-01   1.5603e-01   2.7439e-01   9.7714e-01   7.1720e-02   8.5890e-01   8.6635e-02
-#> 44:    1.0084e+02  -4.0117e+00  -2.4455e+00  -3.9753e+00  -8.8716e-01  -2.0112e-01   5.7105e+00   2.0623e-02   2.6327e-01   1.2741e-01   1.5200e-01   2.6067e-01   9.3289e-01   8.0543e-02   8.5055e-01   8.2921e-02
-#> 45:    1.0071e+02  -3.9996e+00  -2.4359e+00  -3.9764e+00  -9.1082e-01  -2.4578e-01   5.4250e+00   1.9592e-02   2.5011e-01   1.3254e-01   1.6132e-01   2.8273e-01   9.5805e-01   7.7734e-02   7.8171e-01   8.4571e-02
-#> 46:    1.0018e+02  -4.0077e+00  -2.4835e+00  -3.9739e+00  -8.6079e-01  -1.6592e-01   5.1537e+00   1.8613e-02   2.3760e-01   1.3830e-01   1.5392e-01   3.0295e-01   1.0931e+00   7.3274e-02   8.9544e-01   8.8388e-02
-#> 47:    99.9834   -3.9991   -2.5292   -3.9863   -0.8820   -0.0796    4.8960    0.0177    0.2348    0.1376    0.1639    0.2878    0.9864    0.0837    0.9094    0.0832
-#> 48:    99.9155   -4.0224   -2.5422   -3.9854   -0.8719   -0.0750    4.6512    0.0184    0.2251    0.1307    0.1596    0.2734    0.9841    0.0835    0.8696    0.0843
-#> 49:    99.6136   -4.0397   -2.5172   -4.0115   -0.8774   -0.0922    5.2402    0.0175    0.2558    0.1242    0.1551    0.2597    0.9060    0.0816    0.8365    0.0869
-#> 50:    99.4747   -4.0542   -2.4192   -3.9834   -0.9041   -0.1798    4.9782    0.0219    0.2695    0.1234    0.1474    0.2468    0.9269    0.0783    0.8593    0.0854
-#> 51:    99.3401   -4.0386   -2.3951   -3.9661   -0.9181   -0.1887    4.7574    0.0213    0.2746    0.1522    0.1400    0.2344    0.9901    0.0781    0.8863    0.0928
-#> 52:    99.7109   -4.0509   -2.4227   -3.9770   -0.9247   -0.1431    4.9004    0.0203    0.2688    0.1446    0.1330    0.2227    0.8999    0.0791    1.0265    0.0890
-#> 53:    99.6496   -4.0397   -2.4398   -3.9752   -0.9193   -0.2119    5.1106    0.0193    0.2795    0.1527    0.1325    0.2116    0.8949    0.0788    0.9447    0.0872
-#> 54:    99.9071   -4.0211   -2.3887   -3.9812   -0.9233   -0.1946    5.0887    0.0183    0.2763    0.1450    0.1365    0.2010    0.8793    0.0875    0.8643    0.0903
-#> 55:    1.0012e+02  -4.0401e+00  -2.4203e+00  -3.9511e+00  -9.0712e-01  -2.5566e-01   5.7301e+00   1.7375e-02   2.7324e-01   1.3780e-01   1.6204e-01   1.9094e-01   9.7803e-01   7.6146e-02   9.0756e-01   8.7636e-02
-#> 56:    1.0032e+02  -4.0207e+00  -2.4263e+00  -3.9533e+00  -8.7574e-01  -2.3076e-01   6.5321e+00   1.6507e-02   3.0821e-01   1.3091e-01   1.5394e-01   1.8139e-01   8.8520e-01   7.6350e-02   9.2796e-01   8.5283e-02
-#> 57:    1.0028e+02  -4.0037e+00  -2.4301e+00  -3.9655e+00  -8.8472e-01  -1.8969e-01   9.8969e+00   1.5681e-02   2.9280e-01   1.2436e-01   1.4624e-01   1.7232e-01   9.2902e-01   7.4974e-02   8.9204e-01   8.4563e-02
-#> 58:    1.0048e+02  -3.9928e+00  -2.4961e+00  -3.9709e+00  -9.0263e-01  -1.4516e-01   9.4021e+00   1.6151e-02   2.7816e-01   1.1814e-01   1.4165e-01   1.6370e-01   9.5145e-01   8.0233e-02   8.2896e-01   8.3498e-02
-#> 59:    1.0060e+02  -4.0181e+00  -2.4963e+00  -3.9751e+00  -9.0684e-01  -1.1186e-01   8.9320e+00   1.9914e-02   3.0097e-01   1.1224e-01   1.4109e-01   1.5552e-01   9.9121e-01   7.3120e-02   8.6454e-01   8.2239e-02
-#> 60:    1.0047e+02  -3.9976e+00  -2.4797e+00  -3.9780e+00  -8.9328e-01  -1.0814e-01   8.4854e+00   1.8918e-02   3.2275e-01   1.1591e-01   1.3404e-01   1.4774e-01   9.6968e-01   7.4984e-02   8.9831e-01   8.1655e-02
-#> 61:    1.0040e+02  -4.0068e+00  -2.5217e+00  -3.9844e+00  -8.6447e-01  -1.0567e-01   8.0611e+00   1.7972e-02   3.1372e-01   1.1011e-01   1.2973e-01   1.4036e-01   9.1698e-01   7.8118e-02   9.1811e-01   8.4420e-02
-#> 62:    1.0076e+02  -4.0080e+00  -2.4931e+00  -3.9623e+00  -8.9789e-01  -8.3896e-02   7.6580e+00   1.7073e-02   3.0460e-01   1.1254e-01   1.2324e-01   1.3334e-01   9.9032e-01   7.7618e-02   8.3808e-01   8.5031e-02
-#> 63:    1.0064e+02  -4.0129e+00  -2.4731e+00  -3.9561e+00  -8.9103e-01  -8.8987e-02   7.2751e+00   1.6220e-02   2.8944e-01   1.1647e-01   1.4845e-01   1.2667e-01   1.0745e+00   7.6375e-02   8.4316e-01   8.6681e-02
-#> 64:    1.0098e+02  -4.0094e+00  -2.4541e+00  -3.9604e+00  -9.1524e-01  -9.3413e-02   6.9114e+00   1.5409e-02   2.7497e-01   1.2065e-01   1.7095e-01   1.2034e-01   1.0963e+00   7.8304e-02   8.7104e-01   8.5727e-02
-#> 65:    1.0070e+02  -4.0433e+00  -2.4793e+00  -3.9722e+00  -9.3012e-01  -6.5917e-02   6.5658e+00   1.4638e-02   2.7040e-01   1.1462e-01   1.9067e-01   1.1432e-01   9.7444e-01   8.4510e-02   8.7028e-01   8.6292e-02
-#> 66:    1.0049e+02  -4.0656e+00  -2.4659e+00  -3.9898e+00  -9.4278e-01  -7.5929e-02   6.2375e+00   1.3906e-02   2.9347e-01   1.1997e-01   1.8114e-01   1.0860e-01   9.9830e-01   8.0902e-02   9.3551e-01   8.5261e-02
-#> 67:    1.0046e+02  -4.0477e+00  -2.4685e+00  -3.9907e+00  -9.1503e-01  -9.8019e-02   5.9256e+00   1.3211e-02   3.2166e-01   1.1506e-01   1.7208e-01   1.0317e-01   8.6453e-01   9.0533e-02   8.3598e-01   8.6343e-02
-#> 68:    1.0077e+02  -4.0575e+00  -2.4709e+00  -3.9523e+00  -9.2903e-01  -8.1099e-02   5.6294e+00   1.2818e-02   3.1005e-01   1.3665e-01   1.6347e-01   9.8015e-02   9.0181e-01   8.7058e-02   8.4937e-01   8.3248e-02
-#> 69:    1.0086e+02  -4.0626e+00  -2.3922e+00  -3.9557e+00  -9.6741e-01  -3.5986e-02   5.3479e+00   1.2844e-02   3.3024e-01   1.2982e-01   1.5530e-01   9.3115e-02   9.8180e-01   8.3132e-02   8.6549e-01   8.8939e-02
-#> 70:    1.0082e+02  -4.0640e+00  -2.4449e+00  -3.9787e+00  -9.5159e-01  -3.2904e-02   5.0805e+00   1.4346e-02   3.1373e-01   1.2333e-01   1.4754e-01   8.8459e-02   1.0129e+00   7.4856e-02   8.6688e-01   8.4769e-02
-#> 71:    1.0072e+02  -4.0642e+00  -2.5069e+00  -3.9493e+00  -9.3453e-01  -4.4116e-02   4.8265e+00   1.3628e-02   3.0428e-01   1.2122e-01   1.4091e-01   8.4036e-02   1.0454e+00   7.7023e-02   8.9566e-01   8.1639e-02
-#> 72:    1.0049e+02  -4.0609e+00  -2.4472e+00  -3.9669e+00  -9.3972e-01  -7.7498e-02   4.5852e+00   1.4441e-02   3.2552e-01   1.3911e-01   1.4144e-01   8.1899e-02   1.0114e+00   7.7019e-02   8.2312e-01   8.2494e-02
-#> 73:    1.0022e+02  -4.0598e+00  -2.4410e+00  -3.9952e+00  -9.2810e-01  -1.1309e-01   4.3559e+00   1.3719e-02   3.3556e-01   1.3303e-01   1.4990e-01   1.1303e-01   9.6726e-01   7.6776e-02   8.6331e-01   8.3048e-02
-#> 74:    1.0024e+02  -4.0628e+00  -2.4358e+00  -3.9977e+00  -9.1347e-01  -9.1966e-02   4.1381e+00   1.3033e-02   3.4332e-01   1.3418e-01   1.8099e-01   1.0738e-01   1.0158e+00   7.4697e-02   8.6366e-01   8.4370e-02
-#> 75:    99.7847   -4.0500   -2.4401   -4.0018   -0.9252   -0.1013    4.4651    0.0124    0.3365    0.1399    0.1817    0.1020    1.0278    0.0779    0.9008    0.0841
-#> 76:    99.9526   -4.0482   -2.4819   -3.9947   -0.9049   -0.0557    4.2419    0.0126    0.3248    0.1494    0.1726    0.1135    1.0493    0.0778    0.9341    0.0804
-#> 77:    99.9982   -4.0184   -2.4951   -4.0043   -0.8927   -0.0688    5.2538    0.0120    0.3696    0.1419    0.1817    0.1078    1.0402    0.0839    0.9605    0.0848
-#> 78:    1.0007e+02  -4.0210e+00  -2.4725e+00  -4.0040e+00  -8.9827e-01   2.3164e-03   6.4464e+00   1.1395e-02   3.7410e-01   1.3481e-01   2.0294e-01   1.0879e-01   9.7822e-01   8.7445e-02   9.9990e-01   8.2845e-02
-#> 79:    99.3513   -4.0171   -2.5065   -4.0078   -0.8962   -0.0029    7.7527    0.0108    0.3554    0.1281    0.1928    0.1069    1.0455    0.0866    0.9982    0.0870
-#> 80:    98.9945   -4.0172   -2.5412   -4.0341   -0.8891   -0.0187    9.8218    0.0103    0.3376    0.1217    0.1831    0.1457    0.9733    0.0894    1.0164    0.0832
-#> 81:    99.0936   -4.0275   -2.5134   -4.0127   -0.8552   -0.0614   12.1567    0.0098    0.3494    0.1156    0.1740    0.1384    0.9509    0.0843    1.0171    0.0855
-#> 82:    99.2481   -3.9996   -2.4945   -4.0011   -0.8914   -0.0492   11.5489    0.0128    0.3792    0.1098    0.1653    0.1315    0.9915    0.0818    1.0405    0.0928
-#> 83:    99.6941   -3.9998   -2.4851   -3.9845   -0.8802   -0.0560   10.9714    0.0146    0.3602    0.1043    0.1570    0.1249    0.9934    0.0852    0.9707    0.0866
-#> 84:    99.2185   -3.9920   -2.4843   -4.0051   -0.8546   -0.0642   10.4228    0.0153    0.3422    0.0991    0.1492    0.1187    0.9923    0.0833    0.9799    0.0873
-#> 85:    98.8470   -3.9956   -2.4652   -4.0201   -0.8483   -0.0414    9.9017    0.0146    0.3251    0.0941    0.1417    0.1128    0.9732    0.0901    0.9035    0.0858
-#> 86:    98.5012   -3.9841   -2.5148   -4.0250   -0.8408   -0.0551    9.4066    0.0148    0.3088    0.0962    0.1346    0.1071    0.8570    0.0932    0.8532    0.0896
-#> 87:    99.0868   -4.0055   -2.5058   -4.0249   -0.8522   -0.0311   10.3528    0.0175    0.2934    0.1013    0.1411    0.1018    0.8802    0.0838    0.8849    0.0862
-#> 88:    99.5158   -4.0031   -2.4437   -3.9866   -0.8894   -0.0963    9.9832    0.0167    0.3049    0.1030    0.1447    0.0967    0.9955    0.0834    0.8861    0.0893
-#> 89:    99.5538   -4.0347   -2.4494   -4.0213   -0.8695   -0.0494    9.4841    0.0158    0.2897    0.0978    0.1543    0.0918    0.8597    0.0904    0.8959    0.0880
-#> 90:    99.4422   -4.0453   -2.4398   -4.0114   -0.9279   -0.0745    9.8221    0.0150    0.2842    0.0929    0.1466    0.0944    0.9009    0.0871    0.8696    0.0924
-#> 91:    98.8721   -4.0328   -2.4996   -4.0041   -0.8832   -0.0689    9.3310    0.0143    0.2700    0.0896    0.1444    0.1137    0.9567    0.0904    0.8680    0.0891
-#> 92:    99.8390   -4.0418   -2.4914   -4.0182   -0.9279   -0.0460   10.9801    0.0136    0.2585    0.0949    0.1461    0.1210    1.0043    0.0908    0.8310    0.0939
-#> 93:    1.0029e+02  -4.0313e+00  -2.4620e+00  -4.0187e+00  -8.9083e-01  -1.0908e-01   1.0431e+01   1.2890e-02   2.4559e-01   9.5757e-02   1.3878e-01   1.1565e-01   9.9174e-01   9.0056e-02   8.9538e-01   8.8925e-02
-#> 94:    99.3285   -4.0295   -2.4523   -4.0235   -0.8828   -0.1190   10.9003    0.0137    0.2333    0.0915    0.1318    0.1212    1.0729    0.0779    0.9543    0.0907
-#> 95:    99.4117   -4.0422   -2.3807   -4.0870   -0.8960   -0.0889   10.3553    0.0130    0.2216    0.0870    0.1253    0.1366    0.9127    0.0864    0.8901    0.0911
-#> 96:    99.3348   -4.0401   -2.4009   -4.0698   -0.8730   -0.0622    9.8375    0.0123    0.2106    0.0826    0.1241    0.1297    0.8504    0.0836    0.9140    0.0881
-#> 97:    99.4898   -4.0419   -2.4310   -4.0589   -0.8932   -0.0634    9.3456    0.0132    0.2000    0.0785    0.1224    0.1233    0.8770    0.0836    0.8715    0.0837
-#> 98:    99.3750   -4.0704   -2.4353   -4.0616   -0.9333   -0.0846    8.8783    0.0136    0.1900    0.0746    0.1245    0.1171    0.8907    0.0838    0.9066    0.0832
-#> 99:    99.6234   -4.0366   -2.3740   -4.0657   -0.9242   -0.0675    8.4344    0.0129    0.1805    0.0708    0.1182    0.1112    0.8814    0.0808    0.9511    0.0863
-#> 100:    1.0025e+02  -4.0420e+00  -2.3557e+00  -4.0579e+00  -9.5051e-01  -6.3418e-02   8.0319e+00   1.2286e-02   1.7150e-01   6.7291e-02   1.1232e-01   1.0568e-01   8.5851e-01   8.7881e-02   8.9363e-01   8.5897e-02
-#> 101:    1.0041e+02  -4.0461e+00  -2.3840e+00  -4.0384e+00  -9.3752e-01  -7.7594e-02   9.5649e+00   1.1672e-02   1.7509e-01   6.3926e-02   1.2760e-01   1.0039e-01   8.6733e-01   8.2748e-02   9.6277e-01   8.4274e-02
-#> 102:    1.0095e+02  -4.0372e+00  -2.3633e+00  -4.0286e+00  -9.1961e-01  -6.5350e-02   1.1428e+01   1.1088e-02   1.8557e-01   6.0730e-02   1.3211e-01   9.5374e-02   9.3928e-01   8.0161e-02   9.7913e-01   8.4081e-02
-#> 103:    1.0019e+02  -4.0236e+00  -2.4105e+00  -4.0337e+00  -9.1362e-01  -7.3859e-02   1.0856e+01   1.0534e-02   1.7629e-01   5.7693e-02   1.2695e-01   9.1362e-02   9.8491e-01   8.1430e-02   9.7682e-01   8.2250e-02
-#> 104:    99.7755   -4.0280   -2.4452   -4.0197   -0.9112   -0.0810   11.0317    0.0100    0.1796    0.0548    0.1301    0.0868    0.9418    0.0816    0.9170    0.0806
-#> 105:    1.0010e+02  -4.0418e+00  -2.4294e+00  -4.0225e+00  -9.1111e-01  -8.9920e-02   1.0480e+01   9.5070e-03   1.7060e-01   5.2068e-02   1.3987e-01   8.2454e-02   9.1944e-01   7.8110e-02   8.9266e-01   8.7228e-02
-#> 106:    1.0025e+02  -4.0507e+00  -2.4134e+00  -4.0343e+00  -9.0244e-01  -8.4683e-02   1.3506e+01   9.0316e-03   1.6207e-01   4.9465e-02   1.5337e-01   7.8331e-02   9.9609e-01   8.4473e-02   8.7046e-01   8.5479e-02
-#> 107:    1.0014e+02  -4.0468e+00  -2.3972e+00  -4.0196e+00  -9.3650e-01  -2.4087e-02   1.2830e+01   8.5801e-03   1.6027e-01   4.6992e-02   1.5429e-01   8.2493e-02   9.8959e-01   8.2626e-02   8.3427e-01   8.8197e-02
-#> 108:    1.0114e+02  -4.0338e+00  -2.4307e+00  -4.0724e+00  -9.1363e-01   1.1952e-02   1.2189e+01   8.1511e-03   1.5563e-01   4.4854e-02   1.7315e-01   7.8368e-02   9.8589e-01   7.8130e-02   9.0460e-01   8.2870e-02
-#> 109:    1.0066e+02  -4.0550e+00  -2.4094e+00  -4.0641e+00  -9.0945e-01  -1.5401e-03   1.3149e+01   7.7435e-03   1.4785e-01   4.2612e-02   1.7232e-01   7.4450e-02   1.0942e+00   7.4816e-02   9.1706e-01   8.5333e-02
-#> 110:    1.0111e+02  -4.0266e+00  -2.4047e+00  -4.0646e+00  -9.0541e-01  -1.7212e-02   1.2492e+01   7.3563e-03   1.4046e-01   4.0481e-02   1.8132e-01   7.0727e-02   1.0508e+00   7.9457e-02   9.8990e-01   8.2975e-02
-#> 111:    1.0155e+02  -4.0274e+00  -2.3645e+00  -4.0663e+00  -9.4902e-01  -1.8882e-02   1.1867e+01   8.7757e-03   1.4436e-01   3.8457e-02   1.7225e-01   6.7191e-02   1.0217e+00   7.7437e-02   9.9196e-01   8.1580e-02
-#> 112:    1.0209e+02  -4.0230e+00  -2.3938e+00  -4.0375e+00  -9.5447e-01  -5.0888e-02   1.4321e+01   8.3370e-03   1.4863e-01   3.6534e-02   1.6778e-01   8.2186e-02   9.3085e-01   8.3291e-02   9.8775e-01   7.9492e-02
-#> 113:    1.0188e+02  -4.0173e+00  -2.3804e+00  -4.0403e+00  -9.6152e-01  -7.7453e-02   1.3605e+01   7.9201e-03   1.5060e-01   3.4708e-02   1.7341e-01   8.4506e-02   9.0783e-01   8.7383e-02   9.4854e-01   8.2648e-02
-#> 114:    1.0239e+02  -4.0081e+00  -2.3724e+00  -4.0332e+00  -9.4315e-01  -7.4933e-02   1.2925e+01   7.5241e-03   1.4307e-01   3.2972e-02   1.6695e-01   8.0281e-02   9.2775e-01   8.4314e-02   9.6195e-01   7.9448e-02
-#> 115:    1.0199e+02  -4.0127e+00  -2.3773e+00  -4.0472e+00  -9.5157e-01  -2.0947e-02   1.2279e+01   7.4483e-03   1.3592e-01   3.1324e-02   1.6705e-01   7.6267e-02   9.4956e-01   7.6989e-02   1.0340e+00   8.5564e-02
-#> 116:    1.0122e+02  -4.0264e+00  -2.4014e+00  -4.0509e+00  -9.1462e-01  -2.3511e-02   1.1665e+01   7.0759e-03   1.2912e-01   2.9757e-02   1.5870e-01   7.2453e-02   9.3580e-01   8.2952e-02   9.3341e-01   8.3302e-02
-#> 117:    1.0112e+02  -4.0326e+00  -2.4093e+00  -4.0559e+00  -8.9743e-01  -2.0572e-02   1.1082e+01   6.7221e-03   1.2266e-01   2.8269e-02   1.5339e-01   6.8831e-02   9.0879e-01   8.4441e-02   9.1432e-01   8.0538e-02
-#> 118:    1.0123e+02  -4.0411e+00  -2.4077e+00  -4.0556e+00  -9.2971e-01  -2.1885e-02   1.0528e+01   6.3860e-03   1.1653e-01   3.3123e-02   1.6947e-01   6.5389e-02   9.7140e-01   8.6671e-02   8.9874e-01   8.1670e-02
-#> 119:    1.0098e+02  -4.0538e+00  -2.3515e+00  -4.0607e+00  -9.5433e-01  -7.5743e-02   1.0001e+01   6.0667e-03   1.1070e-01   3.1467e-02   1.8338e-01   6.2120e-02   9.1537e-01   8.4827e-02   9.2420e-01   8.2769e-02
-#> 120:    1.0076e+02  -4.0573e+00  -2.3627e+00  -4.0329e+00  -9.3251e-01  -6.7669e-02   9.5011e+00   5.7634e-03   1.0517e-01   3.2868e-02   1.7422e-01   6.6096e-02   9.5247e-01   8.5343e-02   9.4678e-01   8.5335e-02
-#> 121:    1.0085e+02  -4.0450e+00  -2.3478e+00  -4.0692e+00  -9.2333e-01  -9.8005e-03   9.0261e+00   5.4752e-03   9.9911e-02   3.1225e-02   1.6550e-01   7.1593e-02   8.5572e-01   8.8654e-02   1.0248e+00   8.0646e-02
-#> 122:    1.0164e+02  -4.0325e+00  -2.3562e+00  -4.0680e+00  -9.4287e-01  -1.2103e-02   8.5748e+00   5.3493e-03   9.4915e-02   2.9663e-02   1.6347e-01   6.8014e-02   8.4872e-01   8.6803e-02   1.0282e+00   8.0381e-02
-#> 123:    1.0184e+02  -4.0521e+00  -2.3504e+00  -4.0714e+00  -9.5966e-01  -9.1996e-05   8.1460e+00   5.0818e-03   9.8247e-02   3.0007e-02   1.7746e-01   6.4613e-02   9.7181e-01   8.0986e-02   9.8860e-01   8.0317e-02
-#> 124:    1.0235e+02  -4.0674e+00  -2.3315e+00  -4.0874e+00  -9.9802e-01   3.8818e-02   7.7387e+00   4.8277e-03   9.3335e-02   2.8506e-02   1.7611e-01   6.8940e-02   9.7376e-01   7.6658e-02   9.9156e-01   8.4407e-02
-#> 125:    1.0257e+02  -4.0718e+00  -2.3604e+00  -4.0627e+00  -1.0591e+00   2.4685e-02   7.3518e+00   4.5863e-03   8.8668e-02   3.0650e-02   1.8671e-01   6.5493e-02   1.0275e+00   8.2278e-02   1.0896e+00   8.0976e-02
-#> 126:    1.0287e+02  -4.0691e+00  -2.3103e+00  -4.0552e+00  -1.0174e+00   2.1863e-02   7.5644e+00   4.3570e-03   1.0937e-01   2.9117e-02   1.7738e-01   6.2218e-02   9.2668e-01   7.9560e-02   9.5409e-01   8.4671e-02
-#> 127:    1.0327e+02  -4.0528e+00  -2.3141e+00  -4.0522e+00  -1.0108e+00   4.4779e-03   7.1862e+00   4.1392e-03   1.2239e-01   2.7661e-02   1.6925e-01   5.9107e-02   9.1372e-01   7.9536e-02   9.9164e-01   8.2999e-02
-#> 128:    1.0352e+02  -4.0496e+00  -2.2880e+00  -4.0496e+00  -1.0063e+00  -1.3248e-02   7.6721e+00   3.9613e-03   1.1627e-01   2.6278e-02   1.7517e-01   8.0231e-02   8.4407e-01   8.5078e-02   9.4382e-01   8.7530e-02
-#> 129:    1.0345e+02  -4.0715e+00  -2.3090e+00  -4.0400e+00  -1.0276e+00  -1.8301e-02   8.2197e+00   3.7633e-03   1.1046e-01   2.7141e-02   1.9366e-01   7.6220e-02   9.3357e-01   8.2674e-02   9.7064e-01   8.6011e-02
-#> 130:    1.0245e+02  -4.0787e+00  -2.3263e+00  -4.0106e+00  -1.0200e+00  -8.5976e-02   7.8087e+00   4.0830e-03   1.3607e-01   2.6631e-02   2.2700e-01   7.2409e-02   9.8233e-01   7.9348e-02   9.6780e-01   8.2658e-02
-#> 131:    1.0217e+02  -4.0760e+00  -2.2525e+00  -4.0082e+00  -1.0099e+00  -1.6111e-01   7.4183e+00   3.8789e-03   1.3972e-01   2.5299e-02   2.2508e-01   6.8788e-02   1.0066e+00   7.8692e-02   9.4684e-01   8.4349e-02
-#> 132:    1.0185e+02  -4.0792e+00  -2.2309e+00  -3.9996e+00  -9.8302e-01  -2.2504e-01   7.0474e+00   4.0356e-03   1.3743e-01   2.4034e-02   2.1383e-01   7.7346e-02   9.4225e-01   7.9110e-02   9.5160e-01   8.4398e-02
-#> 133:    1.0135e+02  -4.0818e+00  -2.2219e+00  -4.0054e+00  -9.7264e-01  -1.8912e-01   7.1932e+00   3.8338e-03   1.3056e-01   2.2833e-02   2.0314e-01   7.6769e-02   1.0031e+00   8.5400e-02   1.0034e+00   8.4805e-02
-#> 134:    1.0148e+02  -4.0782e+00  -2.2492e+00  -3.9886e+00  -9.5184e-01  -1.5049e-01   6.8336e+00   3.6422e-03   1.2403e-01   2.3398e-02   1.9298e-01   7.2931e-02   9.3696e-01   8.3566e-02   9.4742e-01   8.9137e-02
-#> 135:    1.0145e+02  -4.0852e+00  -2.3062e+00  -4.0011e+00  -9.4444e-01  -1.6803e-01   6.4919e+00   3.4600e-03   1.1783e-01   2.2228e-02   1.8333e-01   6.9284e-02   9.4846e-01   8.3087e-02   9.7774e-01   8.2610e-02
-#> 136:    1.0177e+02  -4.0861e+00  -2.2785e+00  -3.9890e+00  -9.9625e-01  -1.8938e-01   6.1673e+00   3.2870e-03   1.1752e-01   2.1116e-02   1.8815e-01   6.5820e-02   9.3634e-01   8.5255e-02   1.1001e+00   8.5332e-02
-#> 137:    1.0200e+02  -4.0928e+00  -2.1946e+00  -3.9974e+00  -1.0098e+00  -1.8810e-01   5.8589e+00   3.1227e-03   1.2394e-01   2.1203e-02   1.7874e-01   7.2232e-02   1.0048e+00   7.3422e-02   1.0222e+00   8.3484e-02
-#> 138:    1.0214e+02  -4.0820e+00  -2.2052e+00  -3.9737e+00  -1.0420e+00  -2.0594e-01   5.5660e+00   3.8937e-03   1.9164e-01   2.0143e-02   1.6980e-01   6.8621e-02   1.0126e+00   7.6106e-02   1.0780e+00   8.2960e-02
-#> 139:    1.0249e+02  -4.0785e+00  -2.1649e+00  -3.9567e+00  -1.0095e+00  -2.8807e-01   5.2877e+00   3.6990e-03   1.8647e-01   1.9135e-02   1.6131e-01   6.5190e-02   1.0030e+00   7.9858e-02   1.0611e+00   8.4109e-02
-#> 140:    1.0184e+02  -4.0847e+00  -2.1800e+00  -3.9565e+00  -9.9415e-01  -2.8869e-01   5.0233e+00   4.0857e-03   1.9502e-01   1.8179e-02   1.6676e-01   6.2879e-02   9.5962e-01   7.8117e-02   9.9649e-01   8.4914e-02
-#> 141:    1.0195e+02  -4.1012e+00  -2.1831e+00  -3.9488e+00  -9.9515e-01  -3.1864e-01   4.7721e+00   3.8814e-03   1.8527e-01   1.7270e-02   1.6797e-01   6.1084e-02   9.0969e-01   8.2722e-02   1.0122e+00   8.2518e-02
-#> 142:    1.0233e+02  -4.1139e+00  -2.1692e+00  -3.9542e+00  -1.0023e+00  -3.3242e-01   4.5335e+00   3.6873e-03   2.0662e-01   1.6406e-02   1.5957e-01   5.8030e-02   9.4761e-01   8.4629e-02   1.0342e+00   8.3954e-02
-#> 143:    1.0217e+02  -4.1103e+00  -2.1380e+00  -3.9511e+00  -1.0300e+00  -2.5992e-01   5.2035e+00   4.7053e-03   1.9629e-01   1.5586e-02   1.5979e-01   5.5128e-02   8.9255e-01   7.9042e-02   1.0461e+00   8.6952e-02
-#> 144:    1.0185e+02  -4.1335e+00  -2.1911e+00  -3.9650e+00  -1.0440e+00  -2.4451e-01   5.0998e+00   4.4700e-03   1.8648e-01   1.9590e-02   1.5534e-01   5.2372e-02   9.7863e-01   8.3932e-02   1.0197e+00   8.7673e-02
-#> 145:    1.0242e+02  -4.1445e+00  -2.1203e+00  -3.9616e+00  -1.0426e+00  -2.7120e-01   4.8448e+00   4.2465e-03   1.7715e-01   1.8611e-02   1.4757e-01   4.9753e-02   1.0024e+00   8.4131e-02   1.0768e+00   8.5388e-02
-#> 146:    1.0236e+02  -4.1519e+00  -2.1958e+00  -3.9779e+00  -9.8615e-01  -2.5863e-01   4.6026e+00   4.0718e-03   1.6829e-01   1.7680e-02   1.6407e-01   4.7266e-02   1.0740e+00   8.2413e-02   1.0706e+00   8.3410e-02
-#> 147:    1.0251e+02  -4.1465e+00  -2.2042e+00  -3.9775e+00  -1.0317e+00  -2.2757e-01   4.3725e+00   3.8682e-03   1.5988e-01   1.6796e-02   1.7016e-01   4.4902e-02   9.7748e-01   8.3376e-02   1.0880e+00   8.1968e-02
-#> 148:    1.0244e+02  -4.1432e+00  -2.1786e+00  -3.9792e+00  -1.0442e+00  -2.2002e-01   4.9671e+00   3.6748e-03   1.5189e-01   1.5956e-02   2.2196e-01   4.2657e-02   1.0412e+00   7.8051e-02   1.1051e+00   8.1618e-02
-#> 149:    1.0219e+02  -4.1384e+00  -2.2318e+00  -3.9757e+00  -1.0438e+00  -2.4124e-01   4.7187e+00   3.4910e-03   1.4429e-01   1.6061e-02   2.1086e-01   4.0524e-02   1.0082e+00   8.0377e-02   1.1455e+00   8.0545e-02
-#> 150:    1.0264e+02  -4.1498e+00  -2.2352e+00  -3.9915e+00  -1.0669e+00  -2.1255e-01   4.4828e+00   3.3165e-03   1.3708e-01   1.7218e-02   2.0032e-01   3.8498e-02   9.5031e-01   8.7248e-02   9.8770e-01   8.3250e-02
-#> 151:    1.0250e+02  -4.1365e+00  -2.1876e+00  -3.9939e+00  -1.0568e+00  -1.8159e-01   4.2587e+00   3.1507e-03   1.3022e-01   1.7383e-02   1.9030e-01   3.6573e-02   9.6938e-01   8.0203e-02   1.0578e+00   8.3430e-02
-#> 152:    1.0256e+02  -4.1370e+00  -2.2238e+00  -4.0047e+00  -1.0406e+00  -1.8764e-01   1.9609e+00   1.4191e-03   1.1882e-01   1.7924e-02   1.6889e-01   4.1216e-02   9.1972e-01   7.8573e-02   1.0717e+00   8.0882e-02
-#> 153:    1.0219e+02  -4.1299e+00  -2.2139e+00  -3.9917e+00  -9.9964e-01  -2.0505e-01   1.8258e+00   1.0432e-03   8.4660e-02   2.1446e-02   1.7634e-01   3.5573e-02   9.3702e-01   8.4860e-02   1.0145e+00   8.3329e-02
-#> 154:    1.0199e+02  -4.1354e+00  -2.2231e+00  -3.9779e+00  -1.0155e+00  -2.2573e-01   2.6463e+00   5.8153e-04   8.8101e-02   2.3167e-02   1.6103e-01   3.3874e-02   9.5360e-01   8.6215e-02   9.5723e-01   8.4603e-02
-#> 155:    1.0234e+02  -4.1239e+00  -2.2137e+00  -3.9802e+00  -1.0070e+00  -2.3158e-01   2.9697e+00   6.6709e-04   1.1190e-01   2.0949e-02   1.8298e-01   3.1557e-02   9.2910e-01   8.2509e-02   9.8680e-01   8.5206e-02
-#> 156:    1.0253e+02  -4.1269e+00  -2.2370e+00  -3.9682e+00  -1.0420e+00  -2.1219e-01   2.7267e+00   6.8451e-04   8.9651e-02   2.4380e-02   1.6613e-01   3.4846e-02   9.3608e-01   8.7506e-02   9.0446e-01   8.1755e-02
-#> 157:    1.0265e+02  -4.1241e+00  -2.2179e+00  -3.9676e+00  -1.0308e+00  -2.2480e-01   2.1278e+00   4.9811e-04   6.7161e-02   1.9758e-02   1.5607e-01   4.4198e-02   9.4162e-01   8.7311e-02   9.9147e-01   7.9857e-02
-#> 158:    1.0239e+02  -4.1219e+00  -2.1615e+00  -3.9781e+00  -1.0384e+00  -2.6750e-01   2.5310e+00   4.8270e-04   6.5662e-02   1.8085e-02   1.7665e-01   4.4020e-02   8.8632e-01   8.6004e-02   1.0425e+00   8.2894e-02
-#> 159:    1.0270e+02  -4.1204e+00  -2.1837e+00  -3.9530e+00  -1.0587e+00  -2.5809e-01   3.4348e+00   5.6788e-04   6.5500e-02   1.9540e-02   1.8629e-01   4.0730e-02   9.5079e-01   8.2399e-02   9.9316e-01   8.3381e-02
-#> 160:    1.0282e+02  -4.1223e+00  -2.1325e+00  -3.9734e+00  -1.0068e+00  -2.8751e-01   3.9652e+00   7.6565e-04   8.5246e-02   1.7068e-02   1.7587e-01   3.0778e-02   9.1802e-01   8.0158e-02   9.9642e-01   8.1564e-02
-#> 161:    1.0330e+02  -4.1180e+00  -2.1879e+00  -3.9743e+00  -1.0268e+00  -2.8812e-01   4.9153e+00   5.8033e-04   8.0457e-02   1.8555e-02   1.7312e-01   3.3941e-02   8.6920e-01   8.2509e-02   9.5632e-01   8.1798e-02
-#> 162:    1.0335e+02  -4.1182e+00  -2.2089e+00  -3.9566e+00  -1.0409e+00  -2.7390e-01   3.6169e+00   2.8392e-04   1.0776e-01   1.9589e-02   1.6479e-01   2.8481e-02   8.8603e-01   8.7799e-02   9.5197e-01   7.9563e-02
-#> 163:    1.0294e+02  -4.1181e+00  -2.2025e+00  -3.9462e+00  -9.9783e-01  -3.0753e-01   3.7234e+00   1.6293e-04   9.6922e-02   2.4842e-02   1.9367e-01   3.1473e-02   9.0380e-01   9.1697e-02   9.4394e-01   8.2786e-02
-#> 164:    1.0246e+02  -4.1155e+00  -2.2157e+00  -3.9736e+00  -9.9866e-01  -2.9356e-01   3.9439e+00   1.9405e-04   1.0404e-01   2.8435e-02   1.9043e-01   3.1239e-02   8.9853e-01   8.9427e-02   9.2586e-01   8.3170e-02
-#> 165:    1.0204e+02  -4.1117e+00  -2.2133e+00  -3.9674e+00  -1.0079e+00  -2.6996e-01   3.0774e+00   1.6591e-04   7.0005e-02   2.8285e-02   2.0813e-01   2.4574e-02   8.9719e-01   9.1629e-02   9.8242e-01   8.3692e-02
-#> 166:    1.0207e+02  -4.1164e+00  -2.2192e+00  -3.9893e+00  -1.0354e+00  -2.7396e-01   1.8145e+00   8.4168e-05   9.0739e-02   2.7410e-02   2.1403e-01   2.4311e-02   8.9386e-01   9.2727e-02   9.4636e-01   8.4238e-02
-#> 167:    1.0187e+02  -4.1149e+00  -2.2185e+00  -3.9708e+00  -1.0036e+00  -2.5751e-01   1.5355e+00   4.0974e-05   9.9346e-02   2.2030e-02   2.1916e-01   2.6726e-02   9.1055e-01   8.1030e-02   1.0098e+00   7.9180e-02
-#> 168:    1.0172e+02  -4.1167e+00  -2.2673e+00  -3.9702e+00  -9.8388e-01  -2.1404e-01   1.4836e+00   2.7779e-05   7.7509e-02   2.9513e-02   1.9543e-01   3.4526e-02   1.0152e+00   8.1248e-02   9.7482e-01   8.0746e-02
-#> 169:    1.0175e+02  -4.1171e+00  -2.2634e+00  -3.9701e+00  -9.5962e-01  -2.4130e-01   1.4263e+00   4.7370e-05   5.0986e-02   2.8211e-02   2.2554e-01   3.9909e-02   9.8519e-01   7.8842e-02   1.0023e+00   8.5684e-02
-#> 170:    1.0177e+02  -4.1189e+00  -2.2417e+00  -3.9834e+00  -1.0059e+00  -2.6551e-01   9.9010e-01   3.7247e-05   4.2517e-02   2.9791e-02   1.8705e-01   4.2435e-02   9.6604e-01   8.8427e-02   9.6699e-01   8.3986e-02
-#> 171:    1.0182e+02  -4.1187e+00  -2.2464e+00  -3.9953e+00  -9.8154e-01  -2.5146e-01   7.4179e-01   3.2420e-05   5.0690e-02   3.0483e-02   1.7888e-01   6.3177e-02   9.2784e-01   8.4814e-02   1.0018e+00   8.4070e-02
-#> 172:    1.0184e+02  -4.1178e+00  -2.2483e+00  -4.0009e+00  -1.0096e+00  -2.2636e-01   9.6710e-01   2.6981e-05   3.1321e-02   2.7772e-02   1.9767e-01   7.4969e-02   9.9720e-01   8.1434e-02   9.5483e-01   8.3419e-02
-#> 173:    1.0160e+02  -4.1183e+00  -2.2513e+00  -3.9920e+00  -9.8456e-01  -2.0144e-01   4.9964e-01   2.1222e-05   4.1909e-02   2.8101e-02   2.1163e-01   1.2811e-01   9.6384e-01   8.0352e-02   9.2496e-01   8.2328e-02
-#> 174:    1.0159e+02  -4.1179e+00  -2.2334e+00  -4.0068e+00  -1.0316e+00  -2.0656e-01   4.6608e-01   1.8044e-05   4.4647e-02   2.8273e-02   2.0083e-01   1.2780e-01   9.4612e-01   8.3630e-02   8.9385e-01   8.3930e-02
-#> 175:    1.0159e+02  -4.1182e+00  -2.2567e+00  -3.9972e+00  -1.0299e+00  -1.6534e-01   4.5228e-01   2.0060e-05   8.5751e-02   2.5343e-02   1.7864e-01   8.6977e-02   9.5795e-01   7.8867e-02   8.9213e-01   8.4362e-02
-#> 176:    1.0159e+02  -4.1183e+00  -2.2109e+00  -3.9983e+00  -1.0210e+00  -2.0879e-01   5.3694e-01   2.0264e-05   1.2835e-01   2.5563e-02   1.9469e-01   6.0808e-02   9.1537e-01   7.8520e-02   9.3355e-01   8.3608e-02
-#> 177:    1.0155e+02  -4.1193e+00  -2.2587e+00  -3.9825e+00  -1.0180e+00  -1.6859e-01   4.4935e-01   3.0321e-05   1.3509e-01   2.4979e-02   2.0113e-01   6.3617e-02   9.7277e-01   7.8515e-02   9.2667e-01   8.5309e-02
-#> 178:    1.0158e+02  -4.1196e+00  -2.2679e+00  -4.0231e+00  -1.0143e+00  -1.6084e-01   6.7629e-01   3.2855e-05   6.8816e-02   2.7808e-02   1.8944e-01   8.1814e-02   8.8319e-01   8.0114e-02   9.5183e-01   8.2195e-02
-#> 179:    1.0166e+02  -4.1190e+00  -2.2764e+00  -3.9875e+00  -1.0061e+00  -1.8260e-01   7.1129e-01   3.8250e-05   7.5489e-02   2.4148e-02   1.8082e-01   7.1172e-02   9.1387e-01   8.0813e-02   9.6660e-01   8.2457e-02
-#> 180:    1.0179e+02  -4.1202e+00  -2.2848e+00  -3.9974e+00  -9.9825e-01  -2.0277e-01   5.5755e-01   2.8041e-05   8.6779e-02   2.7193e-02   1.8826e-01   6.5133e-02   8.8812e-01   8.2655e-02   9.2100e-01   7.9919e-02
-#> 181:    1.0176e+02  -4.1200e+00  -2.2704e+00  -3.9954e+00  -1.0194e+00  -1.6896e-01   4.3842e-01   2.2428e-05   7.4093e-02   3.0526e-02   2.3473e-01   1.0537e-01   9.2303e-01   8.2141e-02   9.2941e-01   8.4699e-02
-#> 182:    1.0182e+02  -4.1211e+00  -2.3159e+00  -4.0259e+00  -1.0162e+00  -1.2876e-01   3.4993e-01   1.5716e-05   5.9887e-02   2.6422e-02   2.1757e-01   1.0488e-01   9.1725e-01   9.4143e-02   9.7674e-01   8.8668e-02
-#> 183:    1.0184e+02  -4.1216e+00  -2.2985e+00  -4.0278e+00  -1.0136e+00  -1.3154e-01   2.6456e-01   1.2552e-05   5.7149e-02   3.2712e-02   2.0632e-01   1.5501e-01   9.2464e-01   8.5394e-02   8.8699e-01   8.4279e-02
-#> 184:    1.0172e+02  -4.1212e+00  -2.2726e+00  -4.0189e+00  -1.0280e+00  -1.2967e-01   3.0582e-01   7.5239e-06   8.2812e-02   2.9556e-02   1.9725e-01   1.3753e-01   9.0862e-01   8.1319e-02   9.0031e-01   8.3491e-02
-#> 185:    1.0178e+02  -4.1208e+00  -2.2858e+00  -4.0272e+00  -1.0063e+00  -1.6155e-01   3.0856e-01   4.5894e-06   8.8870e-02   2.5817e-02   1.9251e-01   1.0670e-01   9.1157e-01   7.7834e-02   9.6258e-01   7.8990e-02
-#> 186:    1.0198e+02  -4.1208e+00  -2.2682e+00  -4.0401e+00  -9.8523e-01  -1.1556e-01   2.4761e-01   3.2640e-06   7.5614e-02   2.1067e-02   1.9085e-01   9.0045e-02   8.5090e-01   8.6621e-02   1.0145e+00   8.1864e-02
-#> 187:    1.0197e+02  -4.1208e+00  -2.2788e+00  -4.0281e+00  -1.0066e+00  -1.0149e-01   2.0460e-01   4.5073e-06   7.8797e-02   2.3861e-02   2.0725e-01   7.9771e-02   9.6253e-01   8.2363e-02   9.3855e-01   8.3939e-02
-#> 188:    1.0196e+02  -4.1207e+00  -2.3105e+00  -4.0149e+00  -1.0217e+00  -9.0603e-02   2.2178e-01   3.6903e-06   8.9793e-02   2.1775e-02   1.9248e-01   8.2415e-02   9.4078e-01   8.1247e-02   9.1756e-01   8.2786e-02
-#> 189:    1.0202e+02  -4.1204e+00  -2.2702e+00  -4.0430e+00  -1.0032e+00  -1.1308e-01   2.2944e-01   3.5141e-06   7.8575e-02   2.4885e-02   2.0968e-01   8.2380e-02   9.5115e-01   8.1619e-02   9.2134e-01   8.9958e-02
-#> 190:    1.0195e+02  -4.1207e+00  -2.3126e+00  -4.0312e+00  -1.0154e+00  -6.3842e-02   2.5129e-01   2.6517e-06   4.2267e-02   2.2084e-02   1.9361e-01   7.0492e-02   9.3985e-01   8.5817e-02   9.3893e-01   8.7011e-02
-#> 191:    1.0203e+02  -4.1206e+00  -2.2758e+00  -4.0290e+00  -1.0102e+00  -3.1042e-02   1.7935e-01   3.4489e-06   5.7444e-02   2.3544e-02   1.9651e-01   7.9509e-02   9.5213e-01   8.2030e-02   1.0054e+00   8.7523e-02
-#> 192:    1.0199e+02  -4.1205e+00  -2.2969e+00  -4.0329e+00  -1.0364e+00  -8.3705e-02   1.5785e-01   3.5081e-06   7.4305e-02   2.2992e-02   1.9662e-01   7.7684e-02   9.2601e-01   8.3027e-02   9.8642e-01   8.3428e-02
-#> 193:    1.0196e+02  -4.1205e+00  -2.2661e+00  -4.0513e+00  -9.9271e-01  -4.6516e-02   1.2084e-01   2.6911e-06   6.8360e-02   3.5444e-02   1.9649e-01   7.5188e-02   9.1949e-01   7.9194e-02   1.0046e+00   8.5964e-02
-#> 194:    1.0198e+02  -4.1207e+00  -2.2817e+00  -4.0520e+00  -9.9852e-01  -8.4466e-02   1.3596e-01   1.5511e-06   6.5142e-02   4.1562e-02   1.9137e-01   9.6992e-02   9.6709e-01   7.6757e-02   9.7566e-01   8.3784e-02
-#> 195:    1.0200e+02  -4.1207e+00  -2.3076e+00  -4.0637e+00  -1.0028e+00  -7.2489e-02   1.0942e-01   1.6451e-06   6.1364e-02   4.6242e-02   1.9470e-01   9.3546e-02   9.9614e-01   8.1292e-02   9.7814e-01   8.1909e-02
-#> 196:    1.0194e+02  -4.1205e+00  -2.2970e+00  -4.0482e+00  -9.8816e-01  -6.8493e-02   1.1918e-01   1.2629e-06   4.2775e-02   3.6925e-02   2.3565e-01   7.7784e-02   8.9524e-01   9.2250e-02   9.8003e-01   8.2408e-02
-#> 197:    1.0199e+02  -4.1205e+00  -2.3075e+00  -4.0418e+00  -1.0196e+00  -6.8458e-02   1.7674e-01   7.5205e-07   5.2125e-02   2.9288e-02   2.1892e-01   8.4416e-02   8.9857e-01   9.1154e-02   1.0377e+00   8.3604e-02
-#> 198:    1.0197e+02  -4.1206e+00  -2.3051e+00  -4.0367e+00  -1.0252e+00  -6.9200e-02   9.1625e-02   6.6068e-07   4.7665e-02   2.8907e-02   1.8679e-01   7.5787e-02   9.0272e-01   8.8077e-02   9.2929e-01   8.0385e-02
-#> 199:    1.0192e+02  -4.1204e+00  -2.3163e+00  -4.0506e+00  -1.0152e+00  -5.3872e-02   6.8196e-02   5.5789e-07   6.0471e-02   3.1730e-02   2.0053e-01   6.8557e-02   9.0478e-01   8.5910e-02   9.3814e-01   8.2211e-02
-#> 200:    1.0195e+02  -4.1205e+00  -2.3141e+00  -4.0728e+00  -1.0010e+00  -2.5675e-03   6.5235e-02   6.9762e-07   5.8458e-02   2.8504e-02   2.0377e-01   4.9513e-02   8.5640e-01   8.6640e-02   9.5731e-01   8.4390e-02
-#> 201:    1.0195e+02  -4.1205e+00  -2.3106e+00  -4.0774e+00  -9.9012e-01   5.1724e-03   5.1225e-02   5.4222e-07   6.0577e-02   3.3554e-02   2.0505e-01   4.4738e-02   8.8073e-01   8.5488e-02   9.6928e-01   8.4895e-02
-#> 202:    1.0194e+02  -4.1205e+00  -2.3078e+00  -4.0767e+00  -9.9283e-01   3.9328e-03   4.5461e-02   4.8520e-07   6.7405e-02   3.4599e-02   2.1312e-01   4.6664e-02   9.0528e-01   8.4189e-02   9.8043e-01   8.5266e-02
-#> 203:    1.0193e+02  -4.1205e+00  -2.3029e+00  -4.0790e+00  -9.8990e-01  -9.1380e-03   4.7128e-02   5.0468e-07   6.8524e-02   3.6050e-02   2.1378e-01   5.1774e-02   9.0923e-01   8.4899e-02   9.8928e-01   8.4613e-02
-#> 204:    1.0192e+02  -4.1205e+00  -2.3080e+00  -4.0760e+00  -9.8833e-01  -1.2434e-02   4.8184e-02   4.9472e-07   6.4152e-02   3.5604e-02   2.0954e-01   5.1354e-02   9.1294e-01   8.5219e-02   9.8301e-01   8.4374e-02
-#> 205:    1.0192e+02  -4.1205e+00  -2.3100e+00  -4.0712e+00  -9.9253e-01  -2.3365e-02   4.5888e-02   5.0564e-07   5.9894e-02   3.5053e-02   2.0322e-01   5.4423e-02   9.0925e-01   8.5899e-02   9.8418e-01   8.3421e-02
-#> 206:    1.0192e+02  -4.1205e+00  -2.3095e+00  -4.0715e+00  -9.9721e-01  -2.6262e-02   4.3985e-02   5.1954e-07   5.8681e-02   3.4539e-02   2.0202e-01   5.8248e-02   9.1301e-01   8.5459e-02   9.8621e-01   8.3465e-02
-#> 207:    1.0192e+02  -4.1205e+00  -2.3179e+00  -4.0731e+00  -9.9906e-01  -2.3191e-02   4.3649e-02   5.3824e-07   5.7537e-02   3.4790e-02   2.0220e-01   6.0242e-02   9.1783e-01   8.5307e-02   9.8436e-01   8.3111e-02
-#> 208:    1.0191e+02  -4.1205e+00  -2.3238e+00  -4.0734e+00  -9.9920e-01  -1.9434e-02   4.3223e-02   5.3831e-07   5.7908e-02   3.4909e-02   2.0126e-01   6.0353e-02   9.2010e-01   8.5244e-02   9.8002e-01   8.2975e-02
-#> 209:    1.0191e+02  -4.1205e+00  -2.3279e+00  -4.0726e+00  -1.0053e+00  -1.5390e-02   4.1064e-02   5.3171e-07   5.8749e-02   3.4510e-02   1.9942e-01   6.3063e-02   9.3192e-01   8.4436e-02   9.8298e-01   8.3187e-02
-#> 210:    1.0191e+02  -4.1205e+00  -2.3310e+00  -4.0705e+00  -1.0061e+00  -1.3507e-02   3.8265e-02   5.2762e-07   5.9344e-02   3.3374e-02   1.9612e-01   6.7006e-02   9.3199e-01   8.4573e-02   9.8382e-01   8.3227e-02
-#> 211:    1.0191e+02  -4.1205e+00  -2.3383e+00  -4.0683e+00  -1.0043e+00  -1.3973e-02   3.6076e-02   5.2584e-07   6.1568e-02   3.2369e-02   1.9504e-01   6.9982e-02   9.4179e-01   8.4625e-02   9.9145e-01   8.3067e-02
-#> 212:    1.0192e+02  -4.1204e+00  -2.3396e+00  -4.0662e+00  -1.0055e+00  -1.8011e-02   3.4746e-02   5.4375e-07   6.2747e-02   3.1588e-02   1.9405e-01   7.2360e-02   9.4525e-01   8.4466e-02   9.9581e-01   8.2952e-02
-#> 213:    1.0192e+02  -4.1204e+00  -2.3407e+00  -4.0649e+00  -1.0066e+00  -2.1077e-02   3.4708e-02   5.5843e-07   6.1940e-02   3.0715e-02   1.9382e-01   7.4602e-02   9.4611e-01   8.4322e-02   9.9397e-01   8.2717e-02
-#> 214:    1.0192e+02  -4.1204e+00  -2.3392e+00  -4.0648e+00  -1.0076e+00  -2.3417e-02   3.4282e-02   5.8157e-07   6.1893e-02   3.0158e-02   1.9322e-01   7.8942e-02   9.5250e-01   8.3922e-02   9.9723e-01   8.2793e-02
-#> 215:    1.0192e+02  -4.1204e+00  -2.3410e+00  -4.0645e+00  -1.0087e+00  -2.1950e-02   3.5820e-02   6.0691e-07   6.2032e-02   2.9890e-02   1.9172e-01   8.3774e-02   9.5617e-01   8.3280e-02   1.0003e+00   8.2881e-02
-#> 216:    1.0192e+02  -4.1203e+00  -2.3425e+00  -4.0628e+00  -1.0069e+00  -2.4268e-02   3.7597e-02   6.4187e-07   6.1733e-02   2.9353e-02   1.9092e-01   8.8150e-02   9.5834e-01   8.3091e-02   1.0027e+00   8.2753e-02
-#> 217:    1.0192e+02  -4.1203e+00  -2.3439e+00  -4.0613e+00  -1.0064e+00  -2.4197e-02   3.9291e-02   6.5775e-07   6.2318e-02   2.8903e-02   1.8958e-01   9.0470e-02   9.5766e-01   8.3234e-02   1.0020e+00   8.2707e-02
-#> 218:    1.0191e+02  -4.1203e+00  -2.3441e+00  -4.0619e+00  -1.0065e+00  -2.2460e-02   4.0043e-02   6.4921e-07   6.2280e-02   2.8349e-02   1.8800e-01   9.4476e-02   9.5499e-01   8.3416e-02   1.0036e+00   8.2628e-02
-#> 219:    1.0191e+02  -4.1203e+00  -2.3437e+00  -4.0624e+00  -1.0066e+00  -1.9698e-02   3.9735e-02   6.3365e-07   6.2264e-02   2.7720e-02   1.8768e-01   9.7275e-02   9.4994e-01   8.3350e-02   1.0047e+00   8.2572e-02
-#> 220:    1.0191e+02  -4.1203e+00  -2.3447e+00  -4.0630e+00  -1.0070e+00  -1.5871e-02   4.0198e-02   6.3507e-07   6.1981e-02   2.7259e-02   1.8786e-01   9.9168e-02   9.4781e-01   8.3355e-02   1.0046e+00   8.2752e-02
-#> 221:    1.0191e+02  -4.1203e+00  -2.3459e+00  -4.0638e+00  -1.0069e+00  -1.4298e-02   4.0161e-02   6.2865e-07   6.2113e-02   2.7201e-02   1.8810e-01   1.0163e-01   9.4863e-01   8.3154e-02   1.0042e+00   8.2670e-02
-#> 222:    1.0191e+02  -4.1203e+00  -2.3472e+00  -4.0646e+00  -1.0064e+00  -1.0921e-02   4.0310e-02   6.2450e-07   6.2436e-02   2.6979e-02   1.8736e-01   1.0306e-01   9.4914e-01   8.3081e-02   1.0050e+00   8.2757e-02
-#> 223:    1.0191e+02  -4.1203e+00  -2.3478e+00  -4.0650e+00  -1.0063e+00  -1.1053e-02   3.9741e-02   6.1973e-07   6.2918e-02   2.6636e-02   1.8806e-01   1.0506e-01   9.4996e-01   8.2927e-02   1.0054e+00   8.2579e-02
-#> 224:    1.0191e+02  -4.1203e+00  -2.3478e+00  -4.0653e+00  -1.0061e+00  -1.0324e-02   3.9480e-02   6.1421e-07   6.4180e-02   2.6403e-02   1.8833e-01   1.0733e-01   9.4750e-01   8.2697e-02   1.0033e+00   8.2517e-02
-#> 225:    1.0191e+02  -4.1203e+00  -2.3479e+00  -4.0654e+00  -1.0060e+00  -1.0650e-02   3.9188e-02   6.0959e-07   6.3862e-02   2.6122e-02   1.8815e-01   1.0786e-01   9.4504e-01   8.2833e-02   1.0002e+00   8.2398e-02
-#> 226:    1.0192e+02  -4.1204e+00  -2.3469e+00  -4.0657e+00  -1.0052e+00  -1.0205e-02   3.9129e-02   6.0577e-07   6.4045e-02   2.5875e-02   1.8762e-01   1.0921e-01   9.4663e-01   8.2599e-02   9.9857e-01   8.2472e-02
-#> 227:    1.0192e+02  -4.1203e+00  -2.3467e+00  -4.0658e+00  -1.0053e+00  -1.0189e-02   3.8797e-02   6.0837e-07   6.5125e-02   2.5679e-02   1.8721e-01   1.1060e-01   9.4729e-01   8.2470e-02   9.9802e-01   8.2753e-02
-#> 228:    1.0192e+02  -4.1204e+00  -2.3469e+00  -4.0657e+00  -1.0054e+00  -1.0575e-02   3.8741e-02   6.0738e-07   6.5467e-02   2.5448e-02   1.8548e-01   1.1134e-01   9.4840e-01   8.2580e-02   9.9829e-01   8.2888e-02
-#> 229:    1.0192e+02  -4.1204e+00  -2.3479e+00  -4.0650e+00  -1.0056e+00  -1.1215e-02   3.9360e-02   6.0182e-07   6.4817e-02   2.5237e-02   1.8448e-01   1.1090e-01   9.5039e-01   8.2625e-02   9.9900e-01   8.2896e-02
-#> 230:    1.0192e+02  -4.1204e+00  -2.3482e+00  -4.0652e+00  -1.0060e+00  -9.9775e-03   3.9501e-02   5.9385e-07   6.4132e-02   2.5093e-02   1.8510e-01   1.1122e-01   9.4938e-01   8.2763e-02   9.9961e-01   8.2886e-02
-#> 231:    1.0192e+02  -4.1204e+00  -2.3479e+00  -4.0654e+00  -1.0070e+00  -8.9509e-03   3.9907e-02   5.9290e-07   6.3744e-02   2.4829e-02   1.8560e-01   1.1062e-01   9.4790e-01   8.2872e-02   1.0022e+00   8.2955e-02
-#> 232:    1.0192e+02  -4.1204e+00  -2.3484e+00  -4.0657e+00  -1.0081e+00  -6.9066e-03   4.0738e-02   5.7862e-07   6.3242e-02   2.4729e-02   1.8626e-01   1.0975e-01   9.4866e-01   8.2846e-02   1.0036e+00   8.3065e-02
-#> 233:    1.0191e+02  -4.1204e+00  -2.3487e+00  -4.0660e+00  -1.0080e+00  -5.1163e-03   4.0708e-02   5.7326e-07   6.2392e-02   2.4475e-02   1.8701e-01   1.0932e-01   9.4816e-01   8.2933e-02   1.0059e+00   8.3155e-02
-#> 234:    1.0191e+02  -4.1204e+00  -2.3500e+00  -4.0660e+00  -1.0077e+00  -4.0637e-03   4.1065e-02   5.6885e-07   6.1938e-02   2.4418e-02   1.8673e-01   1.0923e-01   9.5001e-01   8.3005e-02   1.0080e+00   8.3207e-02
-#> 235:    1.0191e+02  -4.1204e+00  -2.3526e+00  -4.0653e+00  -1.0074e+00  -3.6541e-03   4.1151e-02   5.6498e-07   6.2228e-02   2.4447e-02   1.8667e-01   1.0995e-01   9.5059e-01   8.3101e-02   1.0055e+00   8.3101e-02
-#> 236:    1.0191e+02  -4.1204e+00  -2.3540e+00  -4.0648e+00  -1.0078e+00  -4.0127e-03   4.0966e-02   5.7047e-07   6.1779e-02   2.4457e-02   1.8777e-01   1.0971e-01   9.4919e-01   8.3203e-02   1.0044e+00   8.3078e-02
-#> 237:    1.0191e+02  -4.1204e+00  -2.3528e+00  -4.0645e+00  -1.0078e+00  -4.4251e-03   4.0491e-02   5.6811e-07   6.1507e-02   2.4421e-02   1.8827e-01   1.1047e-01   9.4870e-01   8.3149e-02   1.0031e+00   8.3008e-02
-#> 238:    1.0190e+02  -4.1204e+00  -2.3517e+00  -4.0647e+00  -1.0076e+00  -5.2540e-03   3.9988e-02   5.6832e-07   6.1612e-02   2.4262e-02   1.8801e-01   1.1019e-01   9.4737e-01   8.3172e-02   1.0037e+00   8.2959e-02
-#> 239:    1.0190e+02  -4.1204e+00  -2.3509e+00  -4.0650e+00  -1.0089e+00  -5.1598e-03   3.9373e-02   5.6396e-07   6.1635e-02   2.4040e-02   1.8812e-01   1.1055e-01   9.4885e-01   8.3140e-02   1.0053e+00   8.2956e-02
-#> 240:    1.0190e+02  -4.1204e+00  -2.3515e+00  -4.0643e+00  -1.0095e+00  -4.5817e-03   3.9031e-02   5.5929e-07   6.2233e-02   2.3840e-02   1.8766e-01   1.1014e-01   9.5018e-01   8.3172e-02   1.0066e+00   8.2937e-02
-#> 241:    1.0190e+02  -4.1204e+00  -2.3524e+00  -4.0642e+00  -1.0097e+00  -3.9061e-03   3.8686e-02   5.5496e-07   6.3349e-02   2.3663e-02   1.8759e-01   1.1046e-01   9.4922e-01   8.3162e-02   1.0064e+00   8.2940e-02
-#> 242:    1.0190e+02  -4.1204e+00  -2.3535e+00  -4.0642e+00  -1.0092e+00  -2.9411e-03   3.8674e-02   5.5359e-07   6.3930e-02   2.3604e-02   1.8742e-01   1.1027e-01   9.4748e-01   8.3177e-02   1.0052e+00   8.2955e-02
-#> 243:    1.0190e+02  -4.1204e+00  -2.3551e+00  -4.0642e+00  -1.0089e+00  -1.6071e-03   3.8635e-02   5.4669e-07   6.4141e-02   2.3570e-02   1.8666e-01   1.1022e-01   9.4770e-01   8.3208e-02   1.0048e+00   8.2962e-02
-#> 244:    1.0190e+02  -4.1204e+00  -2.3566e+00  -4.0645e+00  -1.0093e+00  -7.0474e-04   3.8502e-02   5.4194e-07   6.4399e-02   2.3591e-02   1.8627e-01   1.0938e-01   9.4615e-01   8.3402e-02   1.0043e+00   8.2891e-02
-#> 245:    1.0189e+02  -4.1204e+00  -2.3575e+00  -4.0649e+00  -1.0093e+00   1.3351e-03   3.8372e-02   5.4266e-07   6.4935e-02   2.3511e-02   1.8609e-01   1.0840e-01   9.4586e-01   8.3393e-02   1.0041e+00   8.2835e-02
-#> 246:    1.0189e+02  -4.1204e+00  -2.3595e+00  -4.0655e+00  -1.0085e+00   4.2316e-03   3.8487e-02   5.4393e-07   6.5284e-02   2.3457e-02   1.8581e-01   1.0811e-01   9.4656e-01   8.3372e-02   1.0036e+00   8.2746e-02
-#> 247:    1.0189e+02  -4.1204e+00  -2.3608e+00  -4.0659e+00  -1.0081e+00   6.1314e-03   3.8249e-02   5.4752e-07   6.5440e-02   2.3455e-02   1.8584e-01   1.0706e-01   9.4795e-01   8.3330e-02   1.0025e+00   8.2710e-02
-#> 248:    1.0189e+02  -4.1204e+00  -2.3617e+00  -4.0662e+00  -1.0084e+00   8.1978e-03   3.8017e-02   5.4713e-07   6.5853e-02   2.3439e-02   1.8637e-01   1.0634e-01   9.4748e-01   8.3377e-02   1.0016e+00   8.2677e-02
-#> 249:    1.0189e+02  -4.1204e+00  -2.3633e+00  -4.0667e+00  -1.0085e+00   9.8011e-03   3.7934e-02   5.5069e-07   6.6442e-02   2.3533e-02   1.8652e-01   1.0606e-01   9.4761e-01   8.3449e-02   1.0009e+00   8.2712e-02
-#> 250:    1.0189e+02  -4.1204e+00  -2.3644e+00  -4.0668e+00  -1.0087e+00   1.0992e-02   3.8199e-02   5.5486e-07   6.6746e-02   2.3638e-02   1.8739e-01   1.0611e-01   9.4838e-01   8.3442e-02   9.9958e-01   8.2692e-02
-#> 251:    1.0189e+02  -4.1204e+00  -2.3644e+00  -4.0671e+00  -1.0097e+00   1.2215e-02   3.8648e-02   5.5448e-07   6.6916e-02   2.3592e-02   1.8753e-01   1.0607e-01   9.4773e-01   8.3511e-02   9.9919e-01   8.2701e-02
-#> 252:    1.0189e+02  -4.1204e+00  -2.3645e+00  -4.0671e+00  -1.0100e+00   1.2881e-02   3.8792e-02   5.5615e-07   6.7323e-02   2.3559e-02   1.8811e-01   1.0641e-01   9.4665e-01   8.3575e-02   9.9809e-01   8.2743e-02
-#> 253:    1.0189e+02  -4.1204e+00  -2.3646e+00  -4.0675e+00  -1.0100e+00   1.3605e-02   3.9013e-02   5.5568e-07   6.7625e-02   2.3432e-02   1.8825e-01   1.0688e-01   9.4424e-01   8.3598e-02   9.9825e-01   8.2702e-02
-#> 254:    1.0189e+02  -4.1204e+00  -2.3642e+00  -4.0677e+00  -1.0101e+00   1.3119e-02   3.8838e-02   5.5231e-07   6.7802e-02   2.3429e-02   1.8849e-01   1.0680e-01   9.4281e-01   8.3706e-02   9.9829e-01   8.2631e-02
-#> 255:    1.0189e+02  -4.1204e+00  -2.3627e+00  -4.0679e+00  -1.0104e+00   1.2490e-02   3.8574e-02   5.4955e-07   6.8395e-02   2.3368e-02   1.8890e-01   1.0661e-01   9.4101e-01   8.3756e-02   9.9798e-01   8.2674e-02
-#> 256:    1.0189e+02  -4.1204e+00  -2.3615e+00  -4.0677e+00  -1.0102e+00   1.1525e-02   3.8502e-02   5.4764e-07   6.8824e-02   2.3405e-02   1.8912e-01   1.0649e-01   9.4109e-01   8.3709e-02   9.9811e-01   8.2698e-02
-#> 257:    1.0189e+02  -4.1204e+00  -2.3604e+00  -4.0673e+00  -1.0104e+00   1.0381e-02   3.8286e-02   5.4694e-07   6.9020e-02   2.3338e-02   1.8925e-01   1.0614e-01   9.4075e-01   8.3695e-02   9.9738e-01   8.2689e-02
-#> 258:    1.0189e+02  -4.1204e+00  -2.3591e+00  -4.0670e+00  -1.0103e+00   8.9559e-03   3.7972e-02   5.4665e-07   6.9077e-02   2.3267e-02   1.8919e-01   1.0590e-01   9.4089e-01   8.3618e-02   9.9742e-01   8.2681e-02
-#> 259:    1.0189e+02  -4.1204e+00  -2.3585e+00  -4.0669e+00  -1.0099e+00   8.6011e-03   3.7874e-02   5.4788e-07   6.9455e-02   2.3264e-02   1.8885e-01   1.0519e-01   9.3952e-01   8.3583e-02   9.9610e-01   8.2650e-02
-#> 260:    1.0189e+02  -4.1204e+00  -2.3584e+00  -4.0666e+00  -1.0098e+00   8.0471e-03   3.7771e-02   5.5294e-07   7.0269e-02   2.3292e-02   1.8877e-01   1.0442e-01   9.3898e-01   8.3519e-02   9.9504e-01   8.2641e-02
-#> 261:    1.0189e+02  -4.1204e+00  -2.3583e+00  -4.0664e+00  -1.0100e+00   7.9344e-03   3.7597e-02   5.5650e-07   7.1087e-02   2.3370e-02   1.8867e-01   1.0399e-01   9.3810e-01   8.3488e-02   9.9419e-01   8.2673e-02
-#> 262:    1.0189e+02  -4.1204e+00  -2.3575e+00  -4.0662e+00  -1.0106e+00   7.2123e-03   3.7203e-02   5.5375e-07   7.1794e-02   2.3393e-02   1.8855e-01   1.0356e-01   9.3773e-01   8.3458e-02   9.9406e-01   8.2739e-02
-#> 263:    1.0189e+02  -4.1204e+00  -2.3564e+00  -4.0659e+00  -1.0112e+00   6.6044e-03   3.6977e-02   5.5306e-07   7.2290e-02   2.3475e-02   1.8847e-01   1.0316e-01   9.3744e-01   8.3383e-02   9.9341e-01   8.2818e-02
-#> 264:    1.0189e+02  -4.1204e+00  -2.3549e+00  -4.0657e+00  -1.0118e+00   6.0119e-03   3.6749e-02   5.5152e-07   7.2896e-02   2.3530e-02   1.8849e-01   1.0277e-01   9.3658e-01   8.3443e-02   9.9248e-01   8.2877e-02
-#> 265:    1.0189e+02  -4.1204e+00  -2.3545e+00  -4.0655e+00  -1.0121e+00   5.6547e-03   3.6562e-02   5.4816e-07   7.3238e-02   2.3560e-02   1.8863e-01   1.0269e-01   9.3597e-01   8.3434e-02   9.9139e-01   8.2879e-02
-#> 266:    1.0189e+02  -4.1204e+00  -2.3545e+00  -4.0651e+00  -1.0121e+00   5.0995e-03   3.6357e-02   5.4458e-07   7.3522e-02   2.3561e-02   1.8883e-01   1.0270e-01   9.3607e-01   8.3407e-02   9.9133e-01   8.2857e-02
-#> 267:    1.0189e+02  -4.1204e+00  -2.3541e+00  -4.0648e+00  -1.0122e+00   4.0105e-03   3.6306e-02   5.4160e-07   7.3833e-02   2.3499e-02   1.8889e-01   1.0317e-01   9.3624e-01   8.3359e-02   9.9151e-01   8.2865e-02
-#> 268:    1.0189e+02  -4.1204e+00  -2.3530e+00  -4.0646e+00  -1.0122e+00   3.0925e-03   3.6248e-02   5.3845e-07   7.4663e-02   2.3413e-02   1.8895e-01   1.0371e-01   9.3624e-01   8.3277e-02   9.9210e-01   8.2909e-02
-#> 269:    1.0189e+02  -4.1204e+00  -2.3518e+00  -4.0643e+00  -1.0123e+00   2.0507e-03   3.6181e-02   5.3602e-07   7.5442e-02   2.3291e-02   1.8886e-01   1.0397e-01   9.3581e-01   8.3260e-02   9.9238e-01   8.2898e-02
-#> 270:    1.0189e+02  -4.1204e+00  -2.3513e+00  -4.0640e+00  -1.0127e+00   1.3309e-03   3.5900e-02   5.3234e-07   7.6677e-02   2.3220e-02   1.8860e-01   1.0367e-01   9.3573e-01   8.3250e-02   9.9169e-01   8.2904e-02
-#> 271:    1.0189e+02  -4.1204e+00  -2.3514e+00  -4.0637e+00  -1.0129e+00   1.1237e-03   3.5608e-02   5.3092e-07   7.7065e-02   2.3102e-02   1.8826e-01   1.0384e-01   9.3645e-01   8.3228e-02   9.9173e-01   8.2896e-02
-#> 272:    1.0189e+02  -4.1204e+00  -2.3510e+00  -4.0639e+00  -1.0134e+00   9.7855e-04   3.5328e-02   5.3100e-07   7.7173e-02   2.3014e-02   1.8817e-01   1.0367e-01   9.3538e-01   8.3266e-02   9.9139e-01   8.2943e-02
-#> 273:    1.0189e+02  -4.1204e+00  -2.3501e+00  -4.0643e+00  -1.0133e+00   1.1275e-03   3.5187e-02   5.3298e-07   7.7467e-02   2.2923e-02   1.8793e-01   1.0344e-01   9.3474e-01   8.3194e-02   9.9249e-01   8.2973e-02
-#> 274:    1.0189e+02  -4.1204e+00  -2.3498e+00  -4.0643e+00  -1.0134e+00   1.4524e-03   3.4996e-02   5.3407e-07   7.7929e-02   2.2819e-02   1.8837e-01   1.0316e-01   9.3399e-01   8.3168e-02   9.9307e-01   8.2981e-02
-#> 275:    1.0189e+02  -4.1204e+00  -2.3500e+00  -4.0641e+00  -1.0136e+00   1.3605e-03   3.4786e-02   5.3269e-07   7.8177e-02   2.2747e-02   1.8855e-01   1.0305e-01   9.3319e-01   8.3205e-02   9.9277e-01   8.2938e-02
-#> 276:    1.0189e+02  -4.1204e+00  -2.3504e+00  -4.0641e+00  -1.0136e+00   1.5273e-03   3.4581e-02   5.3172e-07   7.8495e-02   2.2764e-02   1.8824e-01   1.0297e-01   9.3267e-01   8.3223e-02   9.9204e-01   8.2884e-02
-#> 277:    1.0189e+02  -4.1204e+00  -2.3506e+00  -4.0643e+00  -1.0133e+00   1.2961e-03   3.4373e-02   5.2917e-07   7.8721e-02   2.2791e-02   1.8801e-01   1.0288e-01   9.3253e-01   8.3185e-02   9.9192e-01   8.2854e-02
-#> 278:    1.0189e+02  -4.1204e+00  -2.3508e+00  -4.0643e+00  -1.0129e+00   1.1750e-03   3.4396e-02   5.2693e-07   7.8999e-02   2.2787e-02   1.8793e-01   1.0278e-01   9.3279e-01   8.3113e-02   9.9144e-01   8.2856e-02
-#> 279:    1.0189e+02  -4.1204e+00  -2.3507e+00  -4.0642e+00  -1.0126e+00   1.2755e-03   3.4381e-02   5.2405e-07   7.9351e-02   2.2804e-02   1.8779e-01   1.0255e-01   9.3319e-01   8.3049e-02   9.9099e-01   8.2875e-02
-#> 280:    1.0189e+02  -4.1204e+00  -2.3507e+00  -4.0641e+00  -1.0127e+00   6.3408e-04   3.4519e-02   5.2180e-07   7.9825e-02   2.2801e-02   1.8775e-01   1.0292e-01   9.3349e-01   8.2970e-02   9.9076e-01   8.2918e-02
-#> 281:    1.0189e+02  -4.1204e+00  -2.3508e+00  -4.0639e+00  -1.0124e+00   6.2438e-04   3.4782e-02   5.1859e-07   8.0328e-02   2.2816e-02   1.8757e-01   1.0299e-01   9.3299e-01   8.3025e-02   9.9050e-01   8.2897e-02
-#> 282:    1.0189e+02  -4.1205e+00  -2.3511e+00  -4.0641e+00  -1.0122e+00   1.1770e-03   3.4754e-02   5.1798e-07   8.0649e-02   2.2836e-02   1.8766e-01   1.0297e-01   9.3351e-01   8.2989e-02   9.9171e-01   8.2893e-02
-#> 283:    1.0189e+02  -4.1205e+00  -2.3519e+00  -4.0644e+00  -1.0120e+00   2.1716e-03   3.4711e-02   5.1567e-07   8.0910e-02   2.2836e-02   1.8774e-01   1.0270e-01   9.3288e-01   8.3029e-02   9.9246e-01   8.2853e-02
-#> 284:    1.0189e+02  -4.1205e+00  -2.3524e+00  -4.0647e+00  -1.0115e+00   2.6623e-03   3.4646e-02   5.1350e-07   8.1153e-02   2.2950e-02   1.8775e-01   1.0277e-01   9.3238e-01   8.2990e-02   9.9212e-01   8.2836e-02
-#> 285:    1.0189e+02  -4.1205e+00  -2.3531e+00  -4.0649e+00  -1.0116e+00   3.7830e-03   3.4626e-02   5.1216e-07   8.1058e-02   2.3007e-02   1.8782e-01   1.0270e-01   9.3232e-01   8.3017e-02   9.9094e-01   8.2829e-02
-#> 286:    1.0189e+02  -4.1205e+00  -2.3539e+00  -4.0651e+00  -1.0111e+00   5.1752e-03   3.4599e-02   5.0989e-07   8.0970e-02   2.3004e-02   1.8757e-01   1.0254e-01   9.3280e-01   8.3006e-02   9.9130e-01   8.2818e-02
-#> 287:    1.0189e+02  -4.1205e+00  -2.3541e+00  -4.0654e+00  -1.0112e+00   6.3747e-03   3.4592e-02   5.0930e-07   8.1117e-02   2.2959e-02   1.8756e-01   1.0222e-01   9.3212e-01   8.3146e-02   9.9183e-01   8.2863e-02
-#> 288:    1.0189e+02  -4.1205e+00  -2.3540e+00  -4.0656e+00  -1.0115e+00   6.5668e-03   3.4598e-02   5.0976e-07   8.1125e-02   2.2895e-02   1.8782e-01   1.0183e-01   9.3310e-01   8.3169e-02   9.9404e-01   8.2836e-02
-#> 289:    1.0189e+02  -4.1205e+00  -2.3539e+00  -4.0658e+00  -1.0119e+00   7.3521e-03   3.4525e-02   5.1097e-07   8.1097e-02   2.2869e-02   1.8753e-01   1.0126e-01   9.3336e-01   8.3244e-02   9.9435e-01   8.2833e-02
-#> 290:    1.0189e+02  -4.1205e+00  -2.3539e+00  -4.0659e+00  -1.0122e+00   7.5226e-03   3.4377e-02   5.0846e-07   8.1212e-02   2.2831e-02   1.8724e-01   1.0073e-01   9.3292e-01   8.3261e-02   9.9415e-01   8.2837e-02
-#> 291:    1.0189e+02  -4.1205e+00  -2.3536e+00  -4.0659e+00  -1.0122e+00   7.2889e-03   3.4263e-02   5.0823e-07   8.1182e-02   2.2801e-02   1.8711e-01   1.0056e-01   9.3309e-01   8.3300e-02   9.9427e-01   8.2805e-02
-#> 292:    1.0189e+02  -4.1205e+00  -2.3531e+00  -4.0659e+00  -1.0123e+00   7.1827e-03   3.4146e-02   5.0825e-07   8.1696e-02   2.2760e-02   1.8703e-01   1.0039e-01   9.3324e-01   8.3306e-02   9.9379e-01   8.2784e-02
-#> 293:    1.0189e+02  -4.1205e+00  -2.3528e+00  -4.0660e+00  -1.0125e+00   7.7142e-03   3.4126e-02   5.0971e-07   8.2026e-02   2.2705e-02   1.8721e-01   1.0036e-01   9.3316e-01   8.3316e-02   9.9357e-01   8.2756e-02
-#> 294:    1.0188e+02  -4.1204e+00  -2.3529e+00  -4.0663e+00  -1.0126e+00   8.5146e-03   3.4314e-02   5.0823e-07   8.2197e-02   2.2608e-02   1.8743e-01   1.0009e-01   9.3356e-01   8.3308e-02   9.9367e-01   8.2719e-02
-#> 295:    1.0188e+02  -4.1204e+00  -2.3532e+00  -4.0666e+00  -1.0123e+00   9.2199e-03   3.4472e-02   5.0839e-07   8.2550e-02   2.2529e-02   1.8745e-01   9.9731e-02   9.3393e-01   8.3255e-02   9.9373e-01   8.2686e-02
-#> 296:    1.0188e+02  -4.1204e+00  -2.3537e+00  -4.0667e+00  -1.0121e+00   9.7869e-03   3.4678e-02   5.0983e-07   8.3059e-02   2.2497e-02   1.8729e-01   9.9260e-02   9.3395e-01   8.3198e-02   9.9300e-01   8.2681e-02
-#> 297:    1.0188e+02  -4.1204e+00  -2.3540e+00  -4.0670e+00  -1.0118e+00   1.0166e-02   3.4957e-02   5.1049e-07   8.3080e-02   2.2448e-02   1.8710e-01   9.8969e-02   9.3321e-01   8.3178e-02   9.9255e-01   8.2663e-02
-#> 298:    1.0188e+02  -4.1204e+00  -2.3544e+00  -4.0673e+00  -1.0117e+00   1.0649e-02   3.5259e-02   5.1103e-07   8.3179e-02   2.2383e-02   1.8704e-01   9.8442e-02   9.3227e-01   8.3199e-02   9.9266e-01   8.2646e-02
-#> 299:    1.0188e+02  -4.1204e+00  -2.3542e+00  -4.0676e+00  -1.0117e+00   1.0927e-02   3.5438e-02   5.1128e-07   8.3068e-02   2.2378e-02   1.8699e-01   9.8203e-02   9.3263e-01   8.3138e-02   9.9353e-01   8.2671e-02
-#> 300:    1.0188e+02  -4.1204e+00  -2.3544e+00  -4.0678e+00  -1.0116e+00   1.1083e-02   3.5694e-02   5.1107e-07   8.2896e-02   2.2344e-02   1.8733e-01   9.7775e-02   9.3179e-01   8.3124e-02   9.9379e-01   8.2657e-02
-#> 301:    1.0188e+02  -4.1204e+00  -2.3542e+00  -4.0680e+00  -1.0115e+00   1.0992e-02   3.5896e-02   5.1262e-07   8.2816e-02   2.2349e-02   1.8753e-01   9.7431e-02   9.3209e-01   8.3086e-02   9.9388e-01   8.2674e-02
-#> 302:    1.0188e+02  -4.1204e+00  -2.3540e+00  -4.0681e+00  -1.0113e+00   1.0410e-02   3.6050e-02   5.1256e-07   8.2817e-02   2.2308e-02   1.8734e-01   9.7153e-02   9.3221e-01   8.3073e-02   9.9402e-01   8.2670e-02
-#> 303:    1.0188e+02  -4.1204e+00  -2.3540e+00  -4.0681e+00  -1.0112e+00   1.0301e-02   3.6150e-02   5.1127e-07   8.2826e-02   2.2325e-02   1.8730e-01   9.6656e-02   9.3192e-01   8.3040e-02   9.9393e-01   8.2665e-02
-#> 304:    1.0188e+02  -4.1204e+00  -2.3536e+00  -4.0681e+00  -1.0113e+00   1.0235e-02   3.6393e-02   5.1176e-07   8.2606e-02   2.2353e-02   1.8724e-01   9.6171e-02   9.3161e-01   8.3068e-02   9.9361e-01   8.2698e-02
-#> 305:    1.0188e+02  -4.1204e+00  -2.3533e+00  -4.0683e+00  -1.0112e+00   9.9655e-03   3.6369e-02   5.1442e-07   8.2520e-02   2.2378e-02   1.8707e-01   9.5656e-02   9.3113e-01   8.3109e-02   9.9338e-01   8.2731e-02
-#> 306:    1.0188e+02  -4.1204e+00  -2.3531e+00  -4.0684e+00  -1.0110e+00   9.9701e-03   3.6346e-02   5.1546e-07   8.2789e-02   2.2360e-02   1.8702e-01   9.5116e-02   9.3102e-01   8.3065e-02   9.9405e-01   8.2761e-02
-#> 307:    1.0188e+02  -4.1204e+00  -2.3530e+00  -4.0684e+00  -1.0112e+00   1.0194e-02   3.6300e-02   5.1196e-07   8.3035e-02   2.2381e-02   1.8704e-01   9.4760e-02   9.3082e-01   8.3003e-02   9.9410e-01   8.2779e-02
-#> 308:    1.0189e+02  -4.1204e+00  -2.3530e+00  -4.0685e+00  -1.0109e+00   9.9531e-03   3.6400e-02   5.1140e-07   8.3511e-02   2.2334e-02   1.8726e-01   9.4494e-02   9.3151e-01   8.2910e-02   9.9484e-01   8.2760e-02
-#> 309:    1.0188e+02  -4.1204e+00  -2.3530e+00  -4.0685e+00  -1.0107e+00   1.0089e-02   3.6382e-02   5.1081e-07   8.3917e-02   2.2276e-02   1.8728e-01   9.4285e-02   9.3133e-01   8.2875e-02   9.9545e-01   8.2757e-02
-#> 310:    1.0188e+02  -4.1204e+00  -2.3533e+00  -4.0685e+00  -1.0105e+00   1.0805e-02   3.6375e-02   5.1041e-07   8.4245e-02   2.2246e-02   1.8753e-01   9.3894e-02   9.3052e-01   8.2899e-02   9.9500e-01   8.2743e-02
-#> 311:    1.0188e+02  -4.1204e+00  -2.3534e+00  -4.0685e+00  -1.0103e+00   1.1449e-02   3.6311e-02   5.0884e-07   8.4434e-02   2.2231e-02   1.8783e-01   9.3542e-02   9.3039e-01   8.2864e-02   9.9458e-01   8.2733e-02
-#> 312:    1.0188e+02  -4.1204e+00  -2.3535e+00  -4.0685e+00  -1.0102e+00   1.2173e-02   3.6373e-02   5.0821e-07   8.4730e-02   2.2176e-02   1.8769e-01   9.3317e-02   9.2982e-01   8.2916e-02   9.9438e-01   8.2740e-02
-#> 313:    1.0188e+02  -4.1204e+00  -2.3533e+00  -4.0688e+00  -1.0103e+00   1.2812e-02   3.6558e-02   5.0751e-07   8.5211e-02   2.2131e-02   1.8754e-01   9.3387e-02   9.2962e-01   8.2892e-02   9.9458e-01   8.2741e-02
-#> 314:    1.0188e+02  -4.1204e+00  -2.3534e+00  -4.0690e+00  -1.0103e+00   1.3241e-02   3.6680e-02   5.0887e-07   8.5667e-02   2.2079e-02   1.8772e-01   9.3442e-02   9.2941e-01   8.2947e-02   9.9511e-01   8.2743e-02
-#> 315:    1.0188e+02  -4.1204e+00  -2.3534e+00  -4.0691e+00  -1.0104e+00   1.3699e-02   3.6924e-02   5.0965e-07   8.5865e-02   2.2028e-02   1.8766e-01   9.3264e-02   9.2904e-01   8.2986e-02   9.9543e-01   8.2763e-02
-#> 316:    1.0188e+02  -4.1204e+00  -2.3533e+00  -4.0693e+00  -1.0103e+00   1.4121e-02   3.7218e-02   5.1041e-07   8.6216e-02   2.2076e-02   1.8773e-01   9.3035e-02   9.2917e-01   8.3013e-02   9.9486e-01   8.2782e-02
-#> 317:    1.0188e+02  -4.1204e+00  -2.3533e+00  -4.0694e+00  -1.0102e+00   1.4588e-02   3.7304e-02   5.0994e-07   8.6513e-02   2.2128e-02   1.8773e-01   9.2766e-02   9.2943e-01   8.3025e-02   9.9441e-01   8.2779e-02
-#> 318:    1.0188e+02  -4.1204e+00  -2.3534e+00  -4.0693e+00  -1.0101e+00   1.4714e-02   3.7538e-02   5.0773e-07   8.6801e-02   2.2128e-02   1.8767e-01   9.2698e-02   9.2907e-01   8.3052e-02   9.9378e-01   8.2780e-02
-#> 319:    1.0187e+02  -4.1204e+00  -2.3533e+00  -4.0692e+00  -1.0099e+00   1.4582e-02   3.7563e-02   5.0550e-07   8.6669e-02   2.2135e-02   1.8775e-01   9.2604e-02   9.2925e-01   8.3042e-02   9.9356e-01   8.2773e-02
-#> 320:    1.0187e+02  -4.1204e+00  -2.3535e+00  -4.0690e+00  -1.0102e+00   1.4511e-02   3.7580e-02   5.0281e-07   8.6617e-02   2.2121e-02   1.8780e-01   9.2508e-02   9.3001e-01   8.3032e-02   9.9322e-01   8.2780e-02
-#> 321:    1.0187e+02  -4.1204e+00  -2.3534e+00  -4.0688e+00  -1.0100e+00   1.4288e-02   3.7624e-02   5.0172e-07   8.6311e-02   2.2115e-02   1.8783e-01   9.2445e-02   9.3011e-01   8.3054e-02   9.9288e-01   8.2772e-02
-#> 322:    1.0187e+02  -4.1204e+00  -2.3532e+00  -4.0687e+00  -1.0098e+00   1.3834e-02   3.7497e-02   5.0086e-07   8.6187e-02   2.2111e-02   1.8791e-01   9.2699e-02   9.3037e-01   8.3069e-02   9.9284e-01   8.2773e-02
-#> 323:    1.0187e+02  -4.1204e+00  -2.3524e+00  -4.0683e+00  -1.0097e+00   1.2977e-02   3.7420e-02   4.9925e-07   8.6082e-02   2.2084e-02   1.8818e-01   9.3123e-02   9.3036e-01   8.3012e-02   9.9265e-01   8.2813e-02
-#> 324:    1.0187e+02  -4.1204e+00  -2.3523e+00  -4.0682e+00  -1.0096e+00   1.2679e-02   3.7420e-02   4.9836e-07   8.5721e-02   2.2071e-02   1.8829e-01   9.3535e-02   9.3062e-01   8.3011e-02   9.9241e-01   8.2827e-02
-#> 325:    1.0187e+02  -4.1204e+00  -2.3520e+00  -4.0680e+00  -1.0094e+00   1.2196e-02   3.7298e-02   4.9735e-07   8.5411e-02   2.2028e-02   1.8848e-01   9.3706e-02   9.3043e-01   8.3020e-02   9.9256e-01   8.2826e-02
-#> 326:    1.0187e+02  -4.1204e+00  -2.3517e+00  -4.0678e+00  -1.0091e+00   1.1924e-02   3.7185e-02   4.9661e-07   8.5453e-02   2.1983e-02   1.8830e-01   9.3688e-02   9.3050e-01   8.2996e-02   9.9284e-01   8.2806e-02
-#> 327:    1.0187e+02  -4.1204e+00  -2.3516e+00  -4.0677e+00  -1.0090e+00   1.1449e-02   3.7155e-02   4.9755e-07   8.5761e-02   2.1967e-02   1.8819e-01   9.3936e-02   9.3052e-01   8.2912e-02   9.9245e-01   8.2806e-02
-#> 328:    1.0187e+02  -4.1204e+00  -2.3514e+00  -4.0675e+00  -1.0089e+00   1.0758e-02   3.7146e-02   4.9892e-07   8.6019e-02   2.1971e-02   1.8806e-01   9.4361e-02   9.3070e-01   8.2833e-02   9.9182e-01   8.2840e-02
-#> 329:    1.0187e+02  -4.1204e+00  -2.3515e+00  -4.0672e+00  -1.0087e+00   1.0256e-02   3.7342e-02   5.0019e-07   8.5965e-02   2.1989e-02   1.8796e-01   9.4614e-02   9.3067e-01   8.2818e-02   9.9159e-01   8.2858e-02
-#> 330:    1.0187e+02  -4.1204e+00  -2.3520e+00  -4.0670e+00  -1.0086e+00   1.0021e-02   3.7376e-02   4.9911e-07   8.6124e-02   2.1978e-02   1.8796e-01   9.4836e-02   9.3036e-01   8.2819e-02   9.9148e-01   8.2866e-02
-#> 331:    1.0187e+02  -4.1204e+00  -2.3521e+00  -4.0668e+00  -1.0086e+00   9.5790e-03   3.7296e-02   4.9753e-07   8.6122e-02   2.1951e-02   1.8782e-01   9.5042e-02   9.3064e-01   8.2783e-02   9.9196e-01   8.2863e-02
-#> 332:    1.0187e+02  -4.1204e+00  -2.3523e+00  -4.0667e+00  -1.0085e+00   9.2971e-03   3.7221e-02   4.9729e-07   8.6215e-02   2.1952e-02   1.8787e-01   9.5082e-02   9.3103e-01   8.2782e-02   9.9224e-01   8.2861e-02
-#> 333:    1.0187e+02  -4.1204e+00  -2.3524e+00  -4.0667e+00  -1.0084e+00   9.2591e-03   3.7097e-02   4.9556e-07   8.6302e-02   2.1922e-02   1.8792e-01   9.5155e-02   9.3058e-01   8.2798e-02   9.9202e-01   8.2831e-02
-#> 334:    1.0187e+02  -4.1204e+00  -2.3528e+00  -4.0667e+00  -1.0082e+00   9.5799e-03   3.6997e-02   4.9398e-07   8.6409e-02   2.1911e-02   1.8792e-01   9.5231e-02   9.3035e-01   8.2810e-02   9.9157e-01   8.2803e-02
-#> 335:    1.0187e+02  -4.1204e+00  -2.3529e+00  -4.0667e+00  -1.0080e+00   9.5724e-03   3.6912e-02   4.9206e-07   8.6310e-02   2.1923e-02   1.8791e-01   9.5379e-02   9.3054e-01   8.2759e-02   9.9143e-01   8.2776e-02
-#> 336:    1.0187e+02  -4.1204e+00  -2.3525e+00  -4.0667e+00  -1.0082e+00   9.5794e-03   3.6983e-02   4.9255e-07   8.6282e-02   2.1882e-02   1.8789e-01   9.5422e-02   9.3064e-01   8.2705e-02   9.9138e-01   8.2778e-02
-#> 337:    1.0187e+02  -4.1204e+00  -2.3525e+00  -4.0669e+00  -1.0083e+00   1.0008e-02   3.6943e-02   4.9278e-07   8.6483e-02   2.1844e-02   1.8794e-01   9.5240e-02   9.2981e-01   8.2753e-02   9.9100e-01   8.2774e-02
-#> 338:    1.0187e+02  -4.1204e+00  -2.3525e+00  -4.0669e+00  -1.0084e+00   1.0297e-02   3.6869e-02   4.9309e-07   8.6547e-02   2.1803e-02   1.8808e-01   9.5094e-02   9.2978e-01   8.2764e-02   9.9113e-01   8.2759e-02
-#> 339:    1.0187e+02  -4.1204e+00  -2.3528e+00  -4.0669e+00  -1.0083e+00   1.0465e-02   3.6822e-02   4.9257e-07   8.6779e-02   2.1769e-02   1.8813e-01   9.5062e-02   9.3020e-01   8.2702e-02   9.9135e-01   8.2750e-02
-#> 340:    1.0187e+02  -4.1204e+00  -2.3531e+00  -4.0668e+00  -1.0083e+00   1.0321e-02   3.6733e-02   4.9228e-07   8.7033e-02   2.1721e-02   1.8827e-01   9.4862e-02   9.3062e-01   8.2698e-02   9.9195e-01   8.2729e-02
-#> 341:    1.0187e+02  -4.1204e+00  -2.3531e+00  -4.0670e+00  -1.0085e+00   1.0501e-02   3.6671e-02   4.9236e-07   8.7297e-02   2.1733e-02   1.8820e-01   9.4558e-02   9.3121e-01   8.2677e-02   9.9238e-01   8.2713e-02
-#> 342:    1.0187e+02  -4.1204e+00  -2.3534e+00  -4.0670e+00  -1.0085e+00   1.0818e-02   3.6715e-02   4.9084e-07   8.7450e-02   2.1726e-02   1.8801e-01   9.4252e-02   9.3160e-01   8.2657e-02   9.9232e-01   8.2708e-02
-#> 343:    1.0187e+02  -4.1204e+00  -2.3535e+00  -4.0670e+00  -1.0087e+00   1.1046e-02   3.6784e-02   4.8872e-07   8.7718e-02   2.1718e-02   1.8799e-01   9.3887e-02   9.3187e-01   8.2645e-02   9.9225e-01   8.2722e-02
-#> 344:    1.0187e+02  -4.1204e+00  -2.3535e+00  -4.0670e+00  -1.0087e+00   1.0652e-02   3.6736e-02   4.8852e-07   8.7725e-02   2.1730e-02   1.8792e-01   9.3731e-02   9.3202e-01   8.2618e-02   9.9218e-01   8.2712e-02
-#> 345:    1.0187e+02  -4.1204e+00  -2.3536e+00  -4.0669e+00  -1.0090e+00   1.0445e-02   3.6714e-02   4.8690e-07   8.7782e-02   2.1751e-02   1.8798e-01   9.3450e-02   9.3223e-01   8.2582e-02   9.9239e-01   8.2706e-02
-#> 346:    1.0187e+02  -4.1204e+00  -2.3536e+00  -4.0668e+00  -1.0089e+00   1.0173e-02   3.6743e-02   4.8656e-07   8.7733e-02   2.1810e-02   1.8814e-01   9.3151e-02   9.3257e-01   8.2575e-02   9.9181e-01   8.2708e-02
-#> 347:    1.0187e+02  -4.1205e+00  -2.3532e+00  -4.0668e+00  -1.0089e+00   9.9457e-03   3.6808e-02   4.8756e-07   8.7948e-02   2.1819e-02   1.8813e-01   9.3040e-02   9.3255e-01   8.2599e-02   9.9124e-01   8.2727e-02
-#> 348:    1.0187e+02  -4.1205e+00  -2.3534e+00  -4.0667e+00  -1.0090e+00   9.8498e-03   3.6967e-02   4.8883e-07   8.7998e-02   2.1841e-02   1.8820e-01   9.3180e-02   9.3259e-01   8.2612e-02   9.9148e-01   8.2750e-02
-#> 349:    1.0187e+02  -4.1205e+00  -2.3535e+00  -4.0668e+00  -1.0091e+00   9.6211e-03   3.6891e-02   4.8867e-07   8.8006e-02   2.1930e-02   1.8819e-01   9.3390e-02   9.3232e-01   8.2612e-02   9.9073e-01   8.2738e-02
-#> 350:    1.0187e+02  -4.1205e+00  -2.3534e+00  -4.0669e+00  -1.0090e+00   9.7176e-03   3.6813e-02   4.8925e-07   8.7923e-02   2.1964e-02   1.8820e-01   9.3434e-02   9.3224e-01   8.2600e-02   9.9031e-01   8.2734e-02
-#> 351:    1.0187e+02  -4.1204e+00  -2.3535e+00  -4.0669e+00  -1.0090e+00   9.6652e-03   3.6769e-02   4.8873e-07   8.7985e-02   2.2046e-02   1.8814e-01   9.3529e-02   9.3220e-01   8.2558e-02   9.8978e-01   8.2728e-02
-#> 352:    1.0187e+02  -4.1204e+00  -2.3536e+00  -4.0669e+00  -1.0089e+00   9.8745e-03   3.6732e-02   4.8969e-07   8.8016e-02   2.2094e-02   1.8799e-01   9.3644e-02   9.3168e-01   8.2577e-02   9.8913e-01   8.2722e-02
-#> 353:    1.0187e+02  -4.1204e+00  -2.3537e+00  -4.0669e+00  -1.0088e+00   9.7530e-03   3.6700e-02   4.9008e-07   8.7949e-02   2.2116e-02   1.8798e-01   9.3769e-02   9.3165e-01   8.2559e-02   9.8871e-01   8.2711e-02
-#> 354:    1.0187e+02  -4.1204e+00  -2.3538e+00  -4.0667e+00  -1.0089e+00   9.4103e-03   3.6653e-02   4.9045e-07   8.7894e-02   2.2118e-02   1.8793e-01   9.3872e-02   9.3188e-01   8.2551e-02   9.8887e-01   8.2692e-02
-#> 355:    1.0187e+02  -4.1204e+00  -2.3540e+00  -4.0666e+00  -1.0088e+00   9.1684e-03   3.6536e-02   4.9125e-07   8.7920e-02   2.2107e-02   1.8812e-01   9.4123e-02   9.3223e-01   8.2517e-02   9.8893e-01   8.2687e-02
-#> 356:    1.0187e+02  -4.1204e+00  -2.3542e+00  -4.0664e+00  -1.0086e+00   8.9025e-03   3.6431e-02   4.9325e-07   8.7949e-02   2.2110e-02   1.8827e-01   9.4135e-02   9.3252e-01   8.2503e-02   9.8907e-01   8.2649e-02
-#> 357:    1.0187e+02  -4.1204e+00  -2.3542e+00  -4.0663e+00  -1.0085e+00   8.6757e-03   3.6417e-02   4.9505e-07   8.8052e-02   2.2096e-02   1.8848e-01   9.4192e-02   9.3281e-01   8.2490e-02   9.8957e-01   8.2624e-02
-#> 358:    1.0187e+02  -4.1204e+00  -2.3542e+00  -4.0661e+00  -1.0084e+00   8.1812e-03   3.6349e-02   4.9610e-07   8.8344e-02   2.2104e-02   1.8844e-01   9.4129e-02   9.3294e-01   8.2493e-02   9.8977e-01   8.2614e-02
-#> 359:    1.0187e+02  -4.1204e+00  -2.3541e+00  -4.0659e+00  -1.0083e+00   8.0905e-03   3.6475e-02   4.9675e-07   8.8647e-02   2.2116e-02   1.8831e-01   9.4146e-02   9.3322e-01   8.2473e-02   9.8978e-01   8.2622e-02
-#> 360:    1.0187e+02  -4.1204e+00  -2.3542e+00  -4.0657e+00  -1.0082e+00   7.8390e-03   3.6468e-02   4.9649e-07   8.8981e-02   2.2120e-02   1.8815e-01   9.4249e-02   9.3361e-01   8.2430e-02   9.8997e-01   8.2616e-02
-#> 361:    1.0187e+02  -4.1204e+00  -2.3545e+00  -4.0656e+00  -1.0083e+00   7.9104e-03   3.6434e-02   4.9737e-07   8.9447e-02   2.2133e-02   1.8808e-01   9.4085e-02   9.3387e-01   8.2426e-02   9.9025e-01   8.2616e-02
-#> 362:    1.0187e+02  -4.1204e+00  -2.3547e+00  -4.0655e+00  -1.0087e+00   7.6341e-03   3.6428e-02   4.9748e-07   8.9872e-02   2.2148e-02   1.8805e-01   9.4025e-02   9.3407e-01   8.2456e-02   9.9070e-01   8.2609e-02
-#> 363:    1.0187e+02  -4.1204e+00  -2.3546e+00  -4.0653e+00  -1.0087e+00   7.2351e-03   3.6392e-02   4.9842e-07   9.0125e-02   2.2179e-02   1.8818e-01   9.4157e-02   9.3437e-01   8.2439e-02   9.9051e-01   8.2626e-02
-#> 364:    1.0187e+02  -4.1204e+00  -2.3543e+00  -4.0651e+00  -1.0089e+00   6.7851e-03   3.6303e-02   4.9890e-07   9.0448e-02   2.2189e-02   1.8831e-01   9.4432e-02   9.3513e-01   8.2433e-02   9.9051e-01   8.2655e-02
-#> 365:    1.0187e+02  -4.1204e+00  -2.3538e+00  -4.0650e+00  -1.0089e+00   6.2935e-03   3.6267e-02   4.9829e-07   9.0718e-02   2.2204e-02   1.8818e-01   9.4507e-02   9.3580e-01   8.2387e-02   9.9049e-01   8.2678e-02
-#> 366:    1.0187e+02  -4.1204e+00  -2.3535e+00  -4.0649e+00  -1.0088e+00   5.8910e-03   3.6339e-02   4.9911e-07   9.0727e-02   2.2231e-02   1.8801e-01   9.4683e-02   9.3567e-01   8.2359e-02   9.8997e-01   8.2681e-02
-#> 367:    1.0187e+02  -4.1204e+00  -2.3533e+00  -4.0649e+00  -1.0088e+00   5.8610e-03   3.6366e-02   5.0123e-07   9.0732e-02   2.2245e-02   1.8793e-01   9.4666e-02   9.3556e-01   8.2339e-02   9.8945e-01   8.2691e-02
-#> 368:    1.0187e+02  -4.1204e+00  -2.3531e+00  -4.0650e+00  -1.0088e+00   6.1043e-03   3.6424e-02   5.0107e-07   9.0729e-02   2.2248e-02   1.8780e-01   9.4599e-02   9.3554e-01   8.2315e-02   9.8903e-01   8.2705e-02
-#> 369:    1.0187e+02  -4.1204e+00  -2.3530e+00  -4.0650e+00  -1.0088e+00   6.1767e-03   3.6436e-02   5.0046e-07   9.0617e-02   2.2226e-02   1.8787e-01   9.4410e-02   9.3504e-01   8.2361e-02   9.8843e-01   8.2694e-02
-#> 370:    1.0187e+02  -4.1204e+00  -2.3528e+00  -4.0651e+00  -1.0088e+00   6.2532e-03   3.6467e-02   5.0024e-07   9.0741e-02   2.2223e-02   1.8794e-01   9.4288e-02   9.3472e-01   8.2374e-02   9.8781e-01   8.2703e-02
-#> 371:    1.0186e+02  -4.1204e+00  -2.3525e+00  -4.0652e+00  -1.0088e+00   6.2117e-03   3.6465e-02   4.9964e-07   9.0904e-02   2.2220e-02   1.8788e-01   9.4310e-02   9.3470e-01   8.2367e-02   9.8730e-01   8.2731e-02
-#> 372:    1.0186e+02  -4.1204e+00  -2.3524e+00  -4.0651e+00  -1.0089e+00   6.1363e-03   3.6367e-02   5.0037e-07   9.1177e-02   2.2230e-02   1.8783e-01   9.4288e-02   9.3496e-01   8.2365e-02   9.8699e-01   8.2729e-02
-#> 373:    1.0186e+02  -4.1204e+00  -2.3523e+00  -4.0650e+00  -1.0089e+00   6.0384e-03   3.6353e-02   5.0195e-07   9.1402e-02   2.2219e-02   1.8764e-01   9.4343e-02   9.3478e-01   8.2430e-02   9.8641e-01   8.2747e-02
-#> 374:    1.0186e+02  -4.1204e+00  -2.3523e+00  -4.0650e+00  -1.0091e+00   5.9821e-03   3.6377e-02   5.0424e-07   9.1532e-02   2.2243e-02   1.8761e-01   9.4219e-02   9.3466e-01   8.2418e-02   9.8614e-01   8.2735e-02
-#> 375:    1.0186e+02  -4.1204e+00  -2.3524e+00  -4.0649e+00  -1.0091e+00   5.8843e-03   3.6358e-02   5.0568e-07   9.1556e-02   2.2250e-02   1.8768e-01   9.4173e-02   9.3432e-01   8.2413e-02   9.8592e-01   8.2728e-02
-#> 376:    1.0186e+02  -4.1204e+00  -2.3526e+00  -4.0649e+00  -1.0090e+00   5.7256e-03   3.6406e-02   5.0673e-07   9.1590e-02   2.2260e-02   1.8765e-01   9.4159e-02   9.3417e-01   8.2400e-02   9.8565e-01   8.2701e-02
-#> 377:    1.0186e+02  -4.1204e+00  -2.3527e+00  -4.0647e+00  -1.0091e+00   5.2782e-03   3.6397e-02   5.0740e-07   9.1564e-02   2.2263e-02   1.8765e-01   9.4084e-02   9.3434e-01   8.2395e-02   9.8563e-01   8.2680e-02
-#> 378:    1.0186e+02  -4.1204e+00  -2.3524e+00  -4.0646e+00  -1.0091e+00   4.8184e-03   3.6478e-02   5.0759e-07   9.1590e-02   2.2213e-02   1.8766e-01   9.4162e-02   9.3432e-01   8.2353e-02   9.8595e-01   8.2681e-02
-#> 379:    1.0186e+02  -4.1204e+00  -2.3521e+00  -4.0646e+00  -1.0089e+00   4.4861e-03   3.6557e-02   5.0710e-07   9.1595e-02   2.2159e-02   1.8767e-01   9.3894e-02   9.3395e-01   8.2341e-02   9.8636e-01   8.2671e-02
-#> 380:    1.0186e+02  -4.1204e+00  -2.3517e+00  -4.0644e+00  -1.0089e+00   3.9799e-03   3.6543e-02   5.0682e-07   9.1532e-02   2.2143e-02   1.8768e-01   9.3854e-02   9.3372e-01   8.2331e-02   9.8640e-01   8.2678e-02
-#> 381:    1.0186e+02  -4.1204e+00  -2.3515e+00  -4.0643e+00  -1.0089e+00   3.6269e-03   3.6531e-02   5.0770e-07   9.1364e-02   2.2157e-02   1.8768e-01   9.3897e-02   9.3383e-01   8.2326e-02   9.8630e-01   8.2675e-02
-#> 382:    1.0186e+02  -4.1204e+00  -2.3513e+00  -4.0643e+00  -1.0090e+00   3.1691e-03   3.6469e-02   5.0860e-07   9.1318e-02   2.2188e-02   1.8767e-01   9.3787e-02   9.3433e-01   8.2306e-02   9.8643e-01   8.2670e-02
-#> 383:    1.0186e+02  -4.1204e+00  -2.3508e+00  -4.0642e+00  -1.0090e+00   2.6209e-03   3.6416e-02   5.0893e-07   9.1374e-02   2.2165e-02   1.8759e-01   9.3654e-02   9.3443e-01   8.2289e-02   9.8663e-01   8.2672e-02
-#> 384:    1.0186e+02  -4.1204e+00  -2.3505e+00  -4.0640e+00  -1.0090e+00   2.1556e-03   3.6403e-02   5.0834e-07   9.1550e-02   2.2148e-02   1.8750e-01   9.3422e-02   9.3444e-01   8.2277e-02   9.8639e-01   8.2670e-02
-#> 385:    1.0186e+02  -4.1204e+00  -2.3505e+00  -4.0638e+00  -1.0089e+00   1.7048e-03   3.6391e-02   5.0788e-07   9.1717e-02   2.2160e-02   1.8746e-01   9.3178e-02   9.3457e-01   8.2261e-02   9.8616e-01   8.2636e-02
-#> 386:    1.0186e+02  -4.1204e+00  -2.3504e+00  -4.0637e+00  -1.0089e+00   1.4309e-03   3.6372e-02   5.0847e-07   9.1895e-02   2.2157e-02   1.8754e-01   9.2918e-02   9.3439e-01   8.2246e-02   9.8601e-01   8.2617e-02
-#> 387:    1.0186e+02  -4.1204e+00  -2.3505e+00  -4.0636e+00  -1.0089e+00   1.3524e-03   3.6446e-02   5.0896e-07   9.2022e-02   2.2182e-02   1.8768e-01   9.2684e-02   9.3470e-01   8.2216e-02   9.8593e-01   8.2620e-02
-#> 388:    1.0186e+02  -4.1204e+00  -2.3506e+00  -4.0635e+00  -1.0089e+00   1.2887e-03   3.6478e-02   5.0904e-07   9.2117e-02   2.2174e-02   1.8761e-01   9.2506e-02   9.3463e-01   8.2221e-02   9.8563e-01   8.2609e-02
-#> 389:    1.0186e+02  -4.1204e+00  -2.3505e+00  -4.0635e+00  -1.0089e+00   1.2044e-03   3.6479e-02   5.0969e-07   9.2068e-02   2.2180e-02   1.8751e-01   9.2308e-02   9.3438e-01   8.2241e-02   9.8516e-01   8.2592e-02
-#> 390:    1.0186e+02  -4.1204e+00  -2.3506e+00  -4.0635e+00  -1.0087e+00   1.1442e-03   3.6497e-02   5.0878e-07   9.1995e-02   2.2156e-02   1.8744e-01   9.2169e-02   9.3410e-01   8.2257e-02   9.8511e-01   8.2581e-02
-#> 391:    1.0186e+02  -4.1204e+00  -2.3508e+00  -4.0635e+00  -1.0089e+00   1.0925e-03   3.6454e-02   5.0876e-07   9.1945e-02   2.2177e-02   1.8739e-01   9.1989e-02   9.3439e-01   8.2254e-02   9.8472e-01   8.2579e-02
-#> 392:    1.0186e+02  -4.1204e+00  -2.3506e+00  -4.0633e+00  -1.0091e+00   7.9940e-04   3.6417e-02   5.0874e-07   9.1956e-02   2.2185e-02   1.8730e-01   9.1977e-02   9.3422e-01   8.2244e-02   9.8463e-01   8.2589e-02
-#> 393:    1.0186e+02  -4.1204e+00  -2.3504e+00  -4.0632e+00  -1.0093e+00   4.2112e-04   3.6433e-02   5.0843e-07   9.1868e-02   2.2211e-02   1.8739e-01   9.2106e-02   9.3464e-01   8.2217e-02   9.8458e-01   8.2594e-02
-#> 394:    1.0186e+02  -4.1204e+00  -2.3502e+00  -4.0631e+00  -1.0093e+00   1.4926e-04   3.6534e-02   5.0862e-07   9.1713e-02   2.2244e-02   1.8735e-01   9.2105e-02   9.3454e-01   8.2239e-02   9.8410e-01   8.2601e-02
-#> 395:    1.0186e+02  -4.1204e+00  -2.3499e+00  -4.0630e+00  -1.0095e+00   5.2506e-05   3.6667e-02   5.0955e-07   9.1548e-02   2.2269e-02   1.8733e-01   9.2151e-02   9.3450e-01   8.2256e-02   9.8389e-01   8.2612e-02
-#> 396:    1.0186e+02  -4.1204e+00  -2.3497e+00  -4.0630e+00  -1.0097e+00   1.6581e-05   3.6789e-02   5.1002e-07   9.1431e-02   2.2299e-02   1.8742e-01   9.2120e-02   9.3450e-01   8.2252e-02   9.8367e-01   8.2620e-02
-#> 397:    1.0186e+02  -4.1205e+00  -2.3495e+00  -4.0629e+00  -1.0098e+00  -5.0310e-05   3.6860e-02   5.0949e-07   9.1311e-02   2.2323e-02   1.8738e-01   9.2130e-02   9.3467e-01   8.2250e-02   9.8388e-01   8.2628e-02
-#> 398:    1.0186e+02  -4.1205e+00  -2.3494e+00  -4.0629e+00  -1.0097e+00  -1.4918e-04   3.6902e-02   5.0935e-07   9.1211e-02   2.2330e-02   1.8747e-01   9.2144e-02   9.3478e-01   8.2260e-02   9.8420e-01   8.2632e-02
-#> 399:    1.0186e+02  -4.1205e+00  -2.3497e+00  -4.0628e+00  -1.0097e+00  -2.2152e-04   3.6932e-02   5.0927e-07   9.1209e-02   2.2377e-02   1.8750e-01   9.2136e-02   9.3481e-01   8.2286e-02   9.8431e-01   8.2622e-02
-#> 400:    1.0186e+02  -4.1205e+00  -2.3499e+00  -4.0629e+00  -1.0097e+00   3.2878e-05   3.6943e-02   5.0892e-07   9.1092e-02   2.2388e-02   1.8752e-01   9.2072e-02   9.3534e-01   8.2276e-02   9.8472e-01   8.2615e-02
-#> 401:    1.0186e+02  -4.1205e+00  -2.3501e+00  -4.0630e+00  -1.0097e+00   2.6776e-04   3.6950e-02   5.0860e-07   9.1038e-02   2.2395e-02   1.8740e-01   9.1911e-02   9.3515e-01   8.2331e-02   9.8459e-01   8.2615e-02
-#> 402:    1.0186e+02  -4.1205e+00  -2.3502e+00  -4.0632e+00  -1.0097e+00   3.9988e-04   3.6912e-02   5.0849e-07   9.0944e-02   2.2401e-02   1.8737e-01   9.1701e-02   9.3494e-01   8.2353e-02   9.8479e-01   8.2609e-02
-#> 403:    1.0186e+02  -4.1205e+00  -2.3503e+00  -4.0633e+00  -1.0098e+00   4.9714e-04   3.6935e-02   5.0805e-07   9.0895e-02   2.2404e-02   1.8741e-01   9.1609e-02   9.3444e-01   8.2372e-02   9.8505e-01   8.2638e-02
-#> 404:    1.0186e+02  -4.1205e+00  -2.3504e+00  -4.0633e+00  -1.0100e+00   5.8465e-04   3.6978e-02   5.0889e-07   9.0862e-02   2.2453e-02   1.8746e-01   9.1650e-02   9.3491e-01   8.2364e-02   9.8484e-01   8.2653e-02
-#> 405:    1.0186e+02  -4.1205e+00  -2.3505e+00  -4.0634e+00  -1.0099e+00   5.5970e-04   3.6999e-02   5.0964e-07   9.0930e-02   2.2480e-02   1.8742e-01   9.1823e-02   9.3458e-01   8.2371e-02   9.8465e-01   8.2670e-02
-#> 406:    1.0186e+02  -4.1205e+00  -2.3507e+00  -4.0634e+00  -1.0098e+00   5.4464e-04   3.7123e-02   5.1046e-07   9.1008e-02   2.2478e-02   1.8749e-01   9.1930e-02   9.3449e-01   8.2361e-02   9.8440e-01   8.2666e-02
-#> 407:    1.0186e+02  -4.1205e+00  -2.3506e+00  -4.0634e+00  -1.0097e+00   3.5564e-04   3.7226e-02   5.0978e-07   9.0891e-02   2.2469e-02   1.8751e-01   9.2130e-02   9.3444e-01   8.2380e-02   9.8462e-01   8.2660e-02
-#> 408:    1.0186e+02  -4.1205e+00  -2.3506e+00  -4.0635e+00  -1.0097e+00   3.8362e-04   3.7354e-02   5.0967e-07   9.0892e-02   2.2461e-02   1.8747e-01   9.2230e-02   9.3453e-01   8.2363e-02   9.8466e-01   8.2661e-02
-#> 409:    1.0186e+02  -4.1205e+00  -2.3505e+00  -4.0635e+00  -1.0097e+00   2.6671e-04   3.7473e-02   5.0928e-07   9.0894e-02   2.2519e-02   1.8751e-01   9.2243e-02   9.3447e-01   8.2347e-02   9.8449e-01   8.2667e-02
-#> 410:    1.0186e+02  -4.1205e+00  -2.3506e+00  -4.0634e+00  -1.0098e+00   1.7963e-04   3.7438e-02   5.0981e-07   9.0898e-02   2.2600e-02   1.8764e-01   9.2237e-02   9.3502e-01   8.2320e-02   9.8430e-01   8.2663e-02
-#> 411:    1.0186e+02  -4.1205e+00  -2.3506e+00  -4.0634e+00  -1.0098e+00   1.0085e-04   3.7381e-02   5.0970e-07   9.0820e-02   2.2618e-02   1.8767e-01   9.2103e-02   9.3480e-01   8.2324e-02   9.8427e-01   8.2652e-02
-#> 412:    1.0186e+02  -4.1205e+00  -2.3508e+00  -4.0633e+00  -1.0097e+00   1.9452e-04   3.7315e-02   5.0984e-07   9.0784e-02   2.2605e-02   1.8772e-01   9.2118e-02   9.3504e-01   8.2314e-02   9.8431e-01   8.2636e-02
-#> 413:    1.0186e+02  -4.1205e+00  -2.3508e+00  -4.0632e+00  -1.0097e+00   1.8432e-04   3.7243e-02   5.0946e-07   9.0798e-02   2.2604e-02   1.8765e-01   9.2206e-02   9.3499e-01   8.2299e-02   9.8426e-01   8.2636e-02
-#> 414:    1.0186e+02  -4.1205e+00  -2.3505e+00  -4.0632e+00  -1.0097e+00   2.1744e-04   3.7203e-02   5.0880e-07   9.0769e-02   2.2604e-02   1.8757e-01   9.2403e-02   9.3516e-01   8.2279e-02   9.8414e-01   8.2659e-02
-#> 415:    1.0186e+02  -4.1205e+00  -2.3505e+00  -4.0633e+00  -1.0097e+00   1.9330e-04   3.7197e-02   5.0896e-07   9.0657e-02   2.2618e-02   1.8764e-01   9.2565e-02   9.3514e-01   8.2264e-02   9.8435e-01   8.2655e-02
-#> 416:    1.0186e+02  -4.1205e+00  -2.3501e+00  -4.0634e+00  -1.0097e+00   2.1450e-04   3.7144e-02   5.0882e-07   9.0762e-02   2.2645e-02   1.8761e-01   9.2614e-02   9.3511e-01   8.2277e-02   9.8415e-01   8.2669e-02
-#> 417:    1.0186e+02  -4.1205e+00  -2.3498e+00  -4.0634e+00  -1.0099e+00   1.0737e-04   3.7092e-02   5.0932e-07   9.0804e-02   2.2631e-02   1.8754e-01   9.2581e-02   9.3509e-01   8.2284e-02   9.8430e-01   8.2667e-02
-#> 418:    1.0186e+02  -4.1205e+00  -2.3495e+00  -4.0633e+00  -1.0099e+00   2.4734e-05   3.7061e-02   5.0972e-07   9.0913e-02   2.2624e-02   1.8736e-01   9.2572e-02   9.3482e-01   8.2275e-02   9.8413e-01   8.2682e-02
-#> 419:    1.0186e+02  -4.1205e+00  -2.3495e+00  -4.0633e+00  -1.0099e+00  -3.9197e-05   3.7070e-02   5.1000e-07   9.1084e-02   2.2644e-02   1.8727e-01   9.2636e-02   9.3494e-01   8.2259e-02   9.8382e-01   8.2673e-02
-#> 420:    1.0186e+02  -4.1205e+00  -2.3494e+00  -4.0633e+00  -1.0098e+00  -1.2434e-04   3.7103e-02   5.1037e-07   9.1152e-02   2.2631e-02   1.8733e-01   9.2862e-02   9.3515e-01   8.2244e-02   9.8388e-01   8.2656e-02
-#> 421:    1.0186e+02  -4.1205e+00  -2.3494e+00  -4.0632e+00  -1.0097e+00  -1.5440e-04   3.7123e-02   5.1205e-07   9.1233e-02   2.2626e-02   1.8744e-01   9.2935e-02   9.3523e-01   8.2241e-02   9.8360e-01   8.2652e-02
-#> 422:    1.0186e+02  -4.1205e+00  -2.3495e+00  -4.0633e+00  -1.0095e+00  -8.9184e-05   3.7182e-02   5.1296e-07   9.1123e-02   2.2617e-02   1.8749e-01   9.2915e-02   9.3509e-01   8.2276e-02   9.8367e-01   8.2637e-02
-#> 423:    1.0186e+02  -4.1205e+00  -2.3497e+00  -4.0634e+00  -1.0095e+00   6.7469e-05   3.7194e-02   5.1323e-07   9.1083e-02   2.2642e-02   1.8739e-01   9.3097e-02   9.3529e-01   8.2270e-02   9.8367e-01   8.2642e-02
-#> 424:    1.0186e+02  -4.1205e+00  -2.3498e+00  -4.0635e+00  -1.0094e+00   1.5970e-04   3.7258e-02   5.1292e-07   9.0998e-02   2.2667e-02   1.8730e-01   9.3311e-02   9.3525e-01   8.2262e-02   9.8362e-01   8.2648e-02
-#> 425:    1.0186e+02  -4.1205e+00  -2.3499e+00  -4.0636e+00  -1.0095e+00   2.7004e-04   3.7298e-02   5.1307e-07   9.0839e-02   2.2665e-02   1.8744e-01   9.3429e-02   9.3497e-01   8.2282e-02   9.8395e-01   8.2657e-02
-#> 426:    1.0186e+02  -4.1205e+00  -2.3499e+00  -4.0636e+00  -1.0094e+00   3.9201e-04   3.7303e-02   5.1305e-07   9.0647e-02   2.2675e-02   1.8743e-01   9.3523e-02   9.3477e-01   8.2314e-02   9.8371e-01   8.2655e-02
-#> 427:    1.0186e+02  -4.1205e+00  -2.3496e+00  -4.0636e+00  -1.0093e+00   2.9359e-04   3.7366e-02   5.1245e-07   9.0630e-02   2.2673e-02   1.8738e-01   9.3813e-02   9.3495e-01   8.2291e-02   9.8368e-01   8.2653e-02
-#> 428:    1.0186e+02  -4.1204e+00  -2.3496e+00  -4.0635e+00  -1.0094e+00   2.5099e-04   3.7411e-02   5.1144e-07   9.0647e-02   2.2674e-02   1.8732e-01   9.3993e-02   9.3493e-01   8.2273e-02   9.8373e-01   8.2652e-02
-#> 429:    1.0186e+02  -4.1204e+00  -2.3495e+00  -4.0635e+00  -1.0095e+00   2.4723e-04   3.7543e-02   5.1084e-07   9.0600e-02   2.2677e-02   1.8723e-01   9.4269e-02   9.3518e-01   8.2286e-02   9.8396e-01   8.2659e-02
-#> 430:    1.0186e+02  -4.1204e+00  -2.3494e+00  -4.0635e+00  -1.0096e+00   2.7711e-04   3.7579e-02   5.1022e-07   9.0496e-02   2.2679e-02   1.8708e-01   9.4484e-02   9.3525e-01   8.2309e-02   9.8433e-01   8.2672e-02
-#> 431:    1.0186e+02  -4.1204e+00  -2.3494e+00  -4.0634e+00  -1.0095e+00   1.3934e-05   3.7631e-02   5.0908e-07   9.0378e-02   2.2671e-02   1.8708e-01   9.4770e-02   9.3528e-01   8.2302e-02   9.8470e-01   8.2682e-02
-#> 432:    1.0186e+02  -4.1204e+00  -2.3495e+00  -4.0633e+00  -1.0096e+00  -8.9401e-05   3.7677e-02   5.0861e-07   9.0278e-02   2.2654e-02   1.8702e-01   9.4882e-02   9.3518e-01   8.2318e-02   9.8488e-01   8.2667e-02
-#> 433:    1.0186e+02  -4.1205e+00  -2.3495e+00  -4.0633e+00  -1.0096e+00  -3.6841e-04   3.7706e-02   5.0854e-07   9.0108e-02   2.2652e-02   1.8703e-01   9.5039e-02   9.3487e-01   8.2331e-02   9.8494e-01   8.2669e-02
-#> 434:    1.0186e+02  -4.1205e+00  -2.3493e+00  -4.0632e+00  -1.0096e+00  -4.3399e-04   3.7671e-02   5.0796e-07   9.0036e-02   2.2661e-02   1.8701e-01   9.5122e-02   9.3474e-01   8.2331e-02   9.8474e-01   8.2675e-02
-#> 435:    1.0186e+02  -4.1205e+00  -2.3491e+00  -4.0632e+00  -1.0096e+00  -6.1398e-04   3.7654e-02   5.0727e-07   8.9940e-02   2.2664e-02   1.8691e-01   9.5242e-02   9.3451e-01   8.2346e-02   9.8466e-01   8.2677e-02
-#> 436:    1.0186e+02  -4.1205e+00  -2.3487e+00  -4.0632e+00  -1.0094e+00  -7.2148e-04   3.7647e-02   5.0649e-07   8.9838e-02   2.2661e-02   1.8694e-01   9.5465e-02   9.3429e-01   8.2365e-02   9.8475e-01   8.2683e-02
-#> 437:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0632e+00  -1.0093e+00  -1.1480e-03   3.7613e-02   5.0662e-07   8.9719e-02   2.2674e-02   1.8698e-01   9.5631e-02   9.3419e-01   8.2380e-02   9.8490e-01   8.2684e-02
-#> 438:    1.0186e+02  -4.1204e+00  -2.3482e+00  -4.0631e+00  -1.0092e+00  -1.5547e-03   3.7583e-02   5.0753e-07   8.9612e-02   2.2680e-02   1.8703e-01   9.5913e-02   9.3413e-01   8.2394e-02   9.8523e-01   8.2678e-02
-#> 439:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0630e+00  -1.0093e+00  -1.9392e-03   3.7463e-02   5.0769e-07   8.9410e-02   2.2706e-02   1.8706e-01   9.6149e-02   9.3392e-01   8.2425e-02   9.8512e-01   8.2670e-02
-#> 440:    1.0186e+02  -4.1205e+00  -2.3482e+00  -4.0629e+00  -1.0094e+00  -2.1940e-03   3.7360e-02   5.0743e-07   8.9245e-02   2.2742e-02   1.8710e-01   9.6213e-02   9.3400e-01   8.2445e-02   9.8490e-01   8.2676e-02
-#> 441:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0629e+00  -1.0095e+00  -2.3414e-03   3.7297e-02   5.0838e-07   8.9137e-02   2.2806e-02   1.8721e-01   9.6155e-02   9.3405e-01   8.2450e-02   9.8470e-01   8.2684e-02
-#> 442:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0628e+00  -1.0095e+00  -2.6378e-03   3.7241e-02   5.0923e-07   8.9066e-02   2.2846e-02   1.8727e-01   9.6135e-02   9.3389e-01   8.2465e-02   9.8454e-01   8.2686e-02
-#> 443:    1.0186e+02  -4.1205e+00  -2.3482e+00  -4.0627e+00  -1.0094e+00  -2.8716e-03   3.7214e-02   5.1026e-07   8.9128e-02   2.2901e-02   1.8740e-01   9.6077e-02   9.3386e-01   8.2444e-02   9.8421e-01   8.2692e-02
-#> 444:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0627e+00  -1.0092e+00  -2.9147e-03   3.7196e-02   5.1104e-07   8.9190e-02   2.2985e-02   1.8744e-01   9.5999e-02   9.3390e-01   8.2424e-02   9.8381e-01   8.2696e-02
-#> 445:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0626e+00  -1.0090e+00  -2.9638e-03   3.7251e-02   5.1283e-07   8.9335e-02   2.3004e-02   1.8756e-01   9.5788e-02   9.3382e-01   8.2416e-02   9.8347e-01   8.2683e-02
-#> 446:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0627e+00  -1.0090e+00  -2.8796e-03   3.7331e-02   5.1479e-07   8.9470e-02   2.3017e-02   1.8762e-01   9.5656e-02   9.3368e-01   8.2405e-02   9.8325e-01   8.2680e-02
-#> 447:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0628e+00  -1.0091e+00  -2.7695e-03   3.7473e-02   5.1656e-07   8.9568e-02   2.3030e-02   1.8757e-01   9.5575e-02   9.3379e-01   8.2386e-02   9.8306e-01   8.2690e-02
-#> 448:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0629e+00  -1.0091e+00  -2.6293e-03   3.7498e-02   5.1814e-07   8.9776e-02   2.3052e-02   1.8762e-01   9.5422e-02   9.3373e-01   8.2372e-02   9.8274e-01   8.2685e-02
-#> 449:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0628e+00  -1.0092e+00  -2.5640e-03   3.7542e-02   5.1867e-07   8.9888e-02   2.3056e-02   1.8763e-01   9.5364e-02   9.3400e-01   8.2365e-02   9.8239e-01   8.2691e-02
-#> 450:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0628e+00  -1.0093e+00  -2.5816e-03   3.7622e-02   5.1849e-07   9.0050e-02   2.3061e-02   1.8765e-01   9.5274e-02   9.3435e-01   8.2341e-02   9.8235e-01   8.2699e-02
-#> 451:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0627e+00  -1.0094e+00  -2.4837e-03   3.7631e-02   5.1931e-07   9.0177e-02   2.3053e-02   1.8766e-01   9.5103e-02   9.3459e-01   8.2322e-02   9.8226e-01   8.2715e-02
-#> 452:    1.0186e+02  -4.1205e+00  -2.3482e+00  -4.0627e+00  -1.0094e+00  -2.4156e-03   3.7606e-02   5.1901e-07   9.0333e-02   2.3047e-02   1.8763e-01   9.4959e-02   9.3485e-01   8.2289e-02   9.8210e-01   8.2713e-02
-#> 453:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0627e+00  -1.0093e+00  -2.4619e-03   3.7552e-02   5.1874e-07   9.0495e-02   2.3066e-02   1.8761e-01   9.4960e-02   9.3485e-01   8.2293e-02   9.8178e-01   8.2703e-02
-#> 454:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0627e+00  -1.0092e+00  -2.4816e-03   3.7514e-02   5.1835e-07   9.0606e-02   2.3073e-02   1.8754e-01   9.4896e-02   9.3491e-01   8.2277e-02   9.8154e-01   8.2696e-02
-#> 455:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0627e+00  -1.0092e+00  -2.3708e-03   3.7457e-02   5.1742e-07   9.0715e-02   2.3099e-02   1.8756e-01   9.4804e-02   9.3481e-01   8.2272e-02   9.8122e-01   8.2688e-02
-#> 456:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0627e+00  -1.0093e+00  -2.2313e-03   3.7409e-02   5.1680e-07   9.0906e-02   2.3131e-02   1.8743e-01   9.4814e-02   9.3476e-01   8.2261e-02   9.8108e-01   8.2694e-02
-#> 457:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0628e+00  -1.0095e+00  -2.1182e-03   3.7342e-02   5.1630e-07   9.0986e-02   2.3158e-02   1.8733e-01   9.4843e-02   9.3488e-01   8.2244e-02   9.8094e-01   8.2700e-02
-#> 458:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0628e+00  -1.0095e+00  -1.9242e-03   3.7244e-02   5.1605e-07   9.1085e-02   2.3168e-02   1.8720e-01   9.4820e-02   9.3509e-01   8.2228e-02   9.8093e-01   8.2703e-02
-#> 459:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0629e+00  -1.0095e+00  -1.7643e-03   3.7203e-02   5.1566e-07   9.1179e-02   2.3175e-02   1.8715e-01   9.4809e-02   9.3516e-01   8.2216e-02   9.8087e-01   8.2690e-02
-#> 460:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0629e+00  -1.0094e+00  -1.5479e-03   3.7151e-02   5.1547e-07   9.1211e-02   2.3155e-02   1.8712e-01   9.4703e-02   9.3539e-01   8.2201e-02   9.8100e-01   8.2683e-02
-#> 461:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0630e+00  -1.0095e+00  -1.4993e-03   3.7111e-02   5.1446e-07   9.1225e-02   2.3159e-02   1.8705e-01   9.4569e-02   9.3555e-01   8.2183e-02   9.8078e-01   8.2680e-02
-#> 462:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0629e+00  -1.0094e+00  -1.4890e-03   3.7056e-02   5.1361e-07   9.1446e-02   2.3158e-02   1.8694e-01   9.4494e-02   9.3557e-01   8.2171e-02   9.8058e-01   8.2688e-02
-#> 463:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0629e+00  -1.0094e+00  -1.3999e-03   3.6996e-02   5.1319e-07   9.1659e-02   2.3176e-02   1.8695e-01   9.4436e-02   9.3570e-01   8.2153e-02   9.8053e-01   8.2686e-02
-#> 464:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0630e+00  -1.0095e+00  -1.1544e-03   3.6949e-02   5.1300e-07   9.1885e-02   2.3162e-02   1.8688e-01   9.4378e-02   9.3599e-01   8.2134e-02   9.8051e-01   8.2694e-02
-#> 465:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0630e+00  -1.0097e+00  -9.7372e-04   3.6943e-02   5.1235e-07   9.2014e-02   2.3136e-02   1.8692e-01   9.4288e-02   9.3605e-01   8.2141e-02   9.8053e-01   8.2693e-02
-#> 466:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0630e+00  -1.0097e+00  -9.2442e-04   3.6916e-02   5.1246e-07   9.2074e-02   2.3132e-02   1.8688e-01   9.4254e-02   9.3590e-01   8.2131e-02   9.8016e-01   8.2691e-02
-#> 467:    1.0186e+02  -4.1205e+00  -2.3485e+00  -4.0631e+00  -1.0098e+00  -8.2540e-04   3.6928e-02   5.1340e-07   9.2164e-02   2.3141e-02   1.8690e-01   9.4382e-02   9.3620e-01   8.2106e-02   9.7996e-01   8.2705e-02
-#> 468:    1.0186e+02  -4.1205e+00  -2.3484e+00  -4.0631e+00  -1.0097e+00  -7.3368e-04   3.6925e-02   5.1395e-07   9.2218e-02   2.3136e-02   1.8695e-01   9.4504e-02   9.3629e-01   8.2094e-02   9.7985e-01   8.2716e-02
-#> 469:    1.0186e+02  -4.1205e+00  -2.3483e+00  -4.0630e+00  -1.0096e+00  -7.4343e-04   3.6891e-02   5.1401e-07   9.2204e-02   2.3114e-02   1.8700e-01   9.4639e-02   9.3643e-01   8.2078e-02   9.7996e-01   8.2709e-02
-#> 470:    1.0186e+02  -4.1205e+00  -2.3482e+00  -4.0630e+00  -1.0096e+00  -7.8250e-04   3.6874e-02   5.1370e-07   9.2209e-02   2.3083e-02   1.8702e-01   9.4728e-02   9.3646e-01   8.2073e-02   9.7989e-01   8.2703e-02
-#> 471:    1.0186e+02  -4.1205e+00  -2.3480e+00  -4.0629e+00  -1.0095e+00  -1.0440e-03   3.6843e-02   5.1358e-07   9.2194e-02   2.3062e-02   1.8710e-01   9.4741e-02   9.3649e-01   8.2082e-02   9.8003e-01   8.2701e-02
-#> 472:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0629e+00  -1.0096e+00  -9.5438e-04   3.6869e-02   5.1330e-07   9.2176e-02   2.3050e-02   1.8712e-01   9.4766e-02   9.3666e-01   8.2080e-02   9.7996e-01   8.2691e-02
-#> 473:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0630e+00  -1.0096e+00  -8.2178e-04   3.6877e-02   5.1283e-07   9.2191e-02   2.3021e-02   1.8703e-01   9.4747e-02   9.3670e-01   8.2072e-02   9.8007e-01   8.2693e-02
-#> 474:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0630e+00  -1.0096e+00  -7.0189e-04   3.6927e-02   5.1196e-07   9.2195e-02   2.2989e-02   1.8702e-01   9.4746e-02   9.3669e-01   8.2054e-02   9.8029e-01   8.2689e-02
-#> 475:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0630e+00  -1.0095e+00  -7.1989e-04   3.6993e-02   5.1125e-07   9.2159e-02   2.2963e-02   1.8700e-01   9.4813e-02   9.3681e-01   8.2051e-02   9.8027e-01   8.2680e-02
-#> 476:    1.0186e+02  -4.1205e+00  -2.3481e+00  -4.0629e+00  -1.0096e+00  -7.1806e-04   3.7018e-02   5.1105e-07   9.2091e-02   2.2933e-02   1.8696e-01   9.4837e-02   9.3713e-01   8.2067e-02   9.8033e-01   8.2674e-02
-#> 477:    1.0186e+02  -4.1205e+00  -2.3479e+00  -4.0630e+00  -1.0097e+00  -7.3438e-04   3.6986e-02   5.1121e-07   9.2046e-02   2.2909e-02   1.8698e-01   9.4809e-02   9.3743e-01   8.2059e-02   9.8045e-01   8.2693e-02
-#> 478:    1.0186e+02  -4.1205e+00  -2.3478e+00  -4.0630e+00  -1.0096e+00  -7.9338e-04   3.6912e-02   5.1224e-07   9.2056e-02   2.2881e-02   1.8698e-01   9.4791e-02   9.3757e-01   8.2042e-02   9.8072e-01   8.2682e-02
-#> 479:    1.0186e+02  -4.1205e+00  -2.3476e+00  -4.0629e+00  -1.0096e+00  -8.6158e-04   3.6882e-02   5.1284e-07   9.2159e-02   2.2867e-02   1.8694e-01   9.4774e-02   9.3749e-01   8.2051e-02   9.8088e-01   8.2679e-02
-#> 480:    1.0186e+02  -4.1205e+00  -2.3474e+00  -4.0629e+00  -1.0096e+00  -1.1334e-03   3.6851e-02   5.1423e-07   9.2253e-02   2.2869e-02   1.8696e-01   9.4820e-02   9.3751e-01   8.2063e-02   9.8097e-01   8.2693e-02
-#> 481:    1.0186e+02  -4.1205e+00  -2.3470e+00  -4.0629e+00  -1.0096e+00  -1.2444e-03   3.6785e-02   5.1490e-07   9.2397e-02   2.2853e-02   1.8694e-01   9.4838e-02   9.3770e-01   8.2031e-02   9.8124e-01   8.2707e-02
-#> 482:    1.0186e+02  -4.1205e+00  -2.3467e+00  -4.0629e+00  -1.0095e+00  -1.3612e-03   3.6750e-02   5.1658e-07   9.2440e-02   2.2842e-02   1.8683e-01   9.4800e-02   9.3786e-01   8.2041e-02   9.8107e-01   8.2719e-02
-#> 483:    1.0186e+02  -4.1205e+00  -2.3467e+00  -4.0628e+00  -1.0096e+00  -1.5168e-03   3.6783e-02   5.1708e-07   9.2590e-02   2.2804e-02   1.8674e-01   9.4804e-02   9.3790e-01   8.2042e-02   9.8116e-01   8.2719e-02
-#> 484:    1.0186e+02  -4.1205e+00  -2.3466e+00  -4.0628e+00  -1.0097e+00  -1.5218e-03   3.6848e-02   5.1669e-07   9.2717e-02   2.2775e-02   1.8670e-01   9.4940e-02   9.3798e-01   8.2028e-02   9.8106e-01   8.2719e-02
-#> 485:    1.0186e+02  -4.1205e+00  -2.3464e+00  -4.0628e+00  -1.0097e+00  -1.4177e-03   3.6867e-02   5.1615e-07   9.2806e-02   2.2765e-02   1.8669e-01   9.5018e-02   9.3816e-01   8.2020e-02   9.8090e-01   8.2721e-02
-#> 486:    1.0186e+02  -4.1205e+00  -2.3462e+00  -4.0628e+00  -1.0098e+00  -1.5257e-03   3.6968e-02   5.1513e-07   9.3019e-02   2.2762e-02   1.8663e-01   9.5111e-02   9.3816e-01   8.2013e-02   9.8071e-01   8.2732e-02
-#> 487:    1.0186e+02  -4.1205e+00  -2.3460e+00  -4.0628e+00  -1.0097e+00  -1.7055e-03   3.7021e-02   5.1446e-07   9.3161e-02   2.2732e-02   1.8652e-01   9.5373e-02   9.3832e-01   8.1997e-02   9.8078e-01   8.2737e-02
-#> 488:    1.0186e+02  -4.1205e+00  -2.3459e+00  -4.0628e+00  -1.0097e+00  -1.8502e-03   3.7069e-02   5.1391e-07   9.3282e-02   2.2741e-02   1.8641e-01   9.5414e-02   9.3818e-01   8.2001e-02   9.8064e-01   8.2738e-02
-#> 489:    1.0186e+02  -4.1205e+00  -2.3458e+00  -4.0628e+00  -1.0097e+00  -1.9091e-03   3.7017e-02   5.1291e-07   9.3286e-02   2.2738e-02   1.8639e-01   9.5453e-02   9.3808e-01   8.1991e-02   9.8047e-01   8.2728e-02
-#> 490:    1.0186e+02  -4.1205e+00  -2.3456e+00  -4.0628e+00  -1.0097e+00  -1.8766e-03   3.6969e-02   5.1220e-07   9.3297e-02   2.2728e-02   1.8635e-01   9.5468e-02   9.3793e-01   8.1988e-02   9.8034e-01   8.2726e-02
-#> 491:    1.0186e+02  -4.1205e+00  -2.3457e+00  -4.0627e+00  -1.0097e+00  -1.7736e-03   3.6915e-02   5.1153e-07   9.3298e-02   2.2716e-02   1.8634e-01   9.5548e-02   9.3772e-01   8.2005e-02   9.8025e-01   8.2722e-02
-#> 492:    1.0186e+02  -4.1205e+00  -2.3457e+00  -4.0627e+00  -1.0097e+00  -1.7747e-03   3.6877e-02   5.1077e-07   9.3336e-02   2.2697e-02   1.8635e-01   9.5593e-02   9.3778e-01   8.2001e-02   9.8013e-01   8.2725e-02
-#> 493:    1.0186e+02  -4.1205e+00  -2.3456e+00  -4.0628e+00  -1.0094e+00  -1.6324e-03   3.6857e-02   5.1020e-07   9.3348e-02   2.2668e-02   1.8636e-01   9.5735e-02   9.3764e-01   8.1984e-02   9.8019e-01   8.2723e-02
-#> 494:    1.0186e+02  -4.1205e+00  -2.3456e+00  -4.0629e+00  -1.0094e+00  -1.5393e-03   3.6842e-02   5.1022e-07   9.3359e-02   2.2649e-02   1.8637e-01   9.5812e-02   9.3739e-01   8.1982e-02   9.8033e-01   8.2708e-02
-#> 495:    1.0186e+02  -4.1205e+00  -2.3456e+00  -4.0629e+00  -1.0094e+00  -1.5166e-03   3.6841e-02   5.1004e-07   9.3321e-02   2.2642e-02   1.8640e-01   9.5849e-02   9.3716e-01   8.1979e-02   9.8016e-01   8.2700e-02
-#> 496:    1.0186e+02  -4.1205e+00  -2.3456e+00  -4.0630e+00  -1.0095e+00  -1.4947e-03   3.6841e-02   5.0969e-07   9.3236e-02   2.2646e-02   1.8640e-01   9.5916e-02   9.3719e-01   8.1963e-02   9.8028e-01   8.2702e-02
-#> 497:    1.0186e+02  -4.1205e+00  -2.3457e+00  -4.0629e+00  -1.0094e+00  -1.4507e-03   3.6827e-02   5.0937e-07   9.3185e-02   2.2663e-02   1.8638e-01   9.5991e-02   9.3707e-01   8.1954e-02   9.8047e-01   8.2718e-02
-#> 498:    1.0186e+02  -4.1205e+00  -2.3459e+00  -4.0630e+00  -1.0094e+00  -1.2569e-03   3.6805e-02   5.0854e-07   9.3089e-02   2.2677e-02   1.8634e-01   9.5931e-02   9.3719e-01   8.1952e-02   9.8051e-01   8.2718e-02
-#> 499:    1.0186e+02  -4.1205e+00  -2.3460e+00  -4.0630e+00  -1.0093e+00  -1.0466e-03   3.6769e-02   5.0789e-07   9.3029e-02   2.2690e-02   1.8631e-01   9.5862e-02   9.3729e-01   8.1956e-02   9.8046e-01   8.2731e-02
-#> 500:    1.0186e+02  -4.1205e+00  -2.3464e+00  -4.0630e+00  -1.0093e+00  -7.3346e-04   3.6766e-02   5.0769e-07   9.3093e-02   2.2701e-02   1.8633e-01   9.5687e-02   9.3739e-01   8.1977e-02   9.8039e-01   8.2728e-02
    #> Calculating covariance matrix
    #> 
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT"
    #> Calculating residuals/tables
    #> done
    # The following takes a very long time but gives
-f_nlmixr_dfop_sfo_focei <- nlmixr(f_mmkin_dfop_sfo, est = "focei")
-
    #> ℹ parameter labels from comments are typically ignored in non-interactive mode
    #> ℹ Need to run with the source intact to parse comments
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → creating full model...
    #> → pruning branches (`if`/`else`)...
    #> ✔ done
    #> → loading into symengine environment...
    #> ✔ done
    #> → calculate jacobian
    #> 
    #> → calculate sensitivities
    #> 
    #> → calculate ∂(f)/∂(η)
    #> 
    #> → calculate ∂(R²)/∂(η)
    #> 
    #> → finding duplicate expressions in inner model...
    #> 
    #> → optimizing duplicate expressions in inner model...
    #> 
    #> → finding duplicate expressions in EBE model...
    #> 
    #> → optimizing duplicate expressions in EBE model...
    #> 
    #> → compiling inner model...
    #>  
    #> ✔ done
    #> → finding duplicate expressions in FD model...
    #> 
    #> → optimizing duplicate expressions in FD model...
    #> 
    #> → compiling EBE model...
    #>  
    #> ✔ done
    #> → compiling events FD model...
    #>  
    #> ✔ done
    #> Needed Covariates:
    #> [1] "CMT"
-#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
-#> F: Forward difference gradient approximation
-#> C: Central difference gradient approximation
-#> M: Mixed forward and central difference gradient approximation
-#> Unscaled parameters for Omegas=chol(solve(omega));
-#> Diagonals are transformed, as specified by foceiControl(diagXform=)
-#> |-----+---------------+-----------+-----------+-----------+-----------|
-#> |    #| Objective Fun |  parent_0 |  log_k_m1 |f_parent_qlogis |    log_k1 |
-#> |.....................|    log_k2 |  g_qlogis | sigma_low |  rsd_high |
-#> |.....................|        o1 |        o2 |        o3 |        o4 |
-#> |.....................|        o5 |        o6 |...........|...........|
-#> |    1|     496.98032 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     496.98032 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     496.98032 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    G|    Gill Diff. |     57.10 |   -0.1453 |   -0.1275 |    0.2854 |
-#> |.....................|   -0.6156 |  0.007043 |    -23.49 |    -32.87 |
-#> |.....................|     3.669 |    -17.46 |    -13.05 |    -13.08 |
-#> |.....................|    -16.16 |    -9.766 |...........|...........|
-#> |    2|     3094.8373 |    0.2572 |   -0.9978 |   -0.9392 |   -0.9714 |
-#> |.....................|   -0.9920 |   -0.9233 |   -0.6037 |   -0.4942 |
-#> |.....................|   -0.9579 |   -0.6658 |   -0.7293 |   -0.7310 |
-#> |.....................|   -0.6848 |   -0.7742 |...........|...........|
-#> |    U|     3094.8373 |     26.15 |    -4.052 |   -0.9415 |    -2.363 |
-#> |.....................|    -4.062 |  -0.01133 |    0.8386 |   0.08074 |
-#> |.....................|    0.6445 |     1.946 |     1.477 |     1.348 |
-#> |.....................|     1.794 |     1.297 |...........|...........|
-#> |    X|     3094.8373 |     26.15 |   0.01739 |    0.2806 |   0.09412 |
-#> |.....................|   0.01721 |    0.4972 |    0.8386 |   0.08074 |
-#> |.....................|    0.6445 |     1.946 |     1.477 |     1.348 |
-#> |.....................|     1.794 |     1.297 |...........|...........|
-#> |    3|     557.60681 |    0.9257 |   -0.9995 |   -0.9407 |   -0.9680 |
-#> |.....................|   -0.9992 |   -0.9232 |   -0.8787 |   -0.8790 |
-#> |.....................|   -0.9150 |   -0.8703 |   -0.8821 |   -0.8842 |
-#> |.....................|   -0.8739 |   -0.8885 |...........|...........|
-#> |    U|     557.60681 |     94.11 |    -4.053 |   -0.9430 |    -2.360 |
-#> |.....................|    -4.069 |  -0.01133 |    0.7386 |   0.06794 |
-#> |.....................|    0.6735 |     1.622 |     1.284 |     1.172 |
-#> |.....................|     1.513 |     1.165 |...........|...........|
-#> |    X|     557.60681 |     94.11 |   0.01736 |    0.2803 |   0.09444 |
-#> |.....................|   0.01709 |    0.4972 |    0.7386 |   0.06794 |
-#> |.....................|    0.6735 |     1.622 |     1.284 |     1.172 |
-#> |.....................|     1.513 |     1.165 |...........|...........|
-#> |    4|     543.47785 |    0.9926 |   -0.9997 |   -0.9408 |   -0.9677 |
-#> |.....................|   -0.9999 |   -0.9232 |   -0.9062 |   -0.9175 |
-#> |.....................|   -0.9107 |   -0.8907 |   -0.8974 |   -0.8995 |
-#> |.....................|   -0.8929 |   -0.9000 |...........|...........|
-#> |    U|     543.47785 |     100.9 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7286 |   0.06666 |
-#> |.....................|    0.6764 |     1.589 |     1.264 |     1.154 |
-#> |.....................|     1.485 |     1.152 |...........|...........|
-#> |    X|     543.47785 |     100.9 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7286 |   0.06666 |
-#> |.....................|    0.6764 |     1.589 |     1.264 |     1.154 |
-#> |.....................|     1.485 |     1.152 |...........|...........|
-#> |    5|     544.09017 |    0.9993 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9089 |   -0.9213 |
-#> |.....................|   -0.9103 |   -0.8928 |   -0.8990 |   -0.9010 |
-#> |.....................|   -0.8948 |   -0.9011 |...........|...........|
-#> |    U|     544.09017 |     101.6 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7276 |   0.06654 |
-#> |.....................|    0.6767 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.09017 |     101.6 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7276 |   0.06654 |
-#> |.....................|    0.6767 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    6|     544.17109 |    0.9999 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8949 |   -0.9012 |...........|...........|
-#> |    U|     544.17109 |     101.6 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.17109 |     101.6 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    7|     544.17937 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.17937 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.17937 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    8|     544.18025 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18025 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18025 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    9|     544.18033 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18033 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18033 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   10|     544.18034 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18034 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18034 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   11|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   12|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   13|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   14|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   15|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   16|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |   17|     544.18036 |     1.000 |   -0.9997 |   -0.9408 |   -0.9676 |
-#> |.....................|    -1.000 |   -0.9232 |   -0.9092 |   -0.9217 |
-#> |.....................|   -0.9102 |   -0.8930 |   -0.8991 |   -0.9012 |
-#> |.....................|   -0.8950 |   -0.9012 |...........|...........|
-#> |    U|     544.18036 |     101.7 |    -4.054 |   -0.9431 |    -2.359 |
-#> |.....................|    -4.070 |  -0.01132 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> |    X|     544.18036 |     101.7 |   0.01736 |    0.2803 |   0.09447 |
-#> |.....................|   0.01708 |    0.4972 |    0.7275 |   0.06652 |
-#> |.....................|    0.6768 |     1.586 |     1.262 |     1.152 |
-#> |.....................|     1.482 |     1.151 |...........|...........|
-#> calculating covariance matrix
-#> done
    #> Calculating residuals/tables
    #> done
    #> Warning: initial ETAs were nudged; (can control by foceiControl(etaNudge=., etaNudge2=))
    #> Warning: last objective function was not at minimum, possible problems in optimization
    #> Warning: using R matrix to calculate covariance, can check sandwich or S matrix with $covRS and $covS
    #> Warning: gradient problems with initial estimate and covariance; see $scaleInfo
    AIC(f_nlmixr_dfop_sfo_saem$nm, f_nlmixr_dfop_sfo_focei$nm)
-
    #> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
    #> 
    #>                            df      AIC
-#> f_nlmixr_dfop_sfo_saem$nm  16      Inf
-#> f_nlmixr_dfop_sfo_focei$nm 14 886.4573
    summary(f_nlmixr_dfop_sfo_sfo, data = TRUE)
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'f_nlmixr_dfop_sfo_sfo' not found
    # }
-
-
    +
    +

    Examples

    + 
    # Generate five datasets following DFOP-SFO kinetics
+sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
+dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "m1"),
+ m1 = mkinsub("SFO"), quiet = TRUE)
+set.seed(1234)
+k1_in <- rlnorm(5, log(0.1), 0.3)
+k2_in <- rlnorm(5, log(0.02), 0.3)
+g_in <- plogis(rnorm(5, qlogis(0.5), 0.3))
+f_parent_to_m1_in <- plogis(rnorm(5, qlogis(0.3), 0.3))
+k_m1_in <- rlnorm(5, log(0.02), 0.3)
+
+pred_dfop_sfo <- function(k1, k2, g, f_parent_to_m1, k_m1) {
+  mkinpredict(dfop_sfo,
+    c(k1 = k1, k2 = k2, g = g, f_parent_to_m1 = f_parent_to_m1, k_m1 = k_m1),
+    c(parent = 100, m1 = 0),
+    sampling_times)
+}
+
+ds_mean_dfop_sfo <- lapply(1:5, function(i) {
+  mkinpredict(dfop_sfo,
+    c(k1 = k1_in[i], k2 = k2_in[i], g = g_in[i],
+      f_parent_to_m1 = f_parent_to_m1_in[i], k_m1 = k_m1_in[i]),
+    c(parent = 100, m1 = 0),
+    sampling_times)
+})
+names(ds_mean_dfop_sfo) <- paste("ds", 1:5)
+
+ds_syn_dfop_sfo <- lapply(ds_mean_dfop_sfo, function(ds) {
+  add_err(ds,
+    sdfunc = function(value) sqrt(1^2 + value^2 * 0.07^2),
+    n = 1)[[1]]
+})
+
+# \dontrun{
+# Evaluate using mmkin and nlmixr
+f_mmkin_dfop_sfo <- mmkin(list(dfop_sfo), ds_syn_dfop_sfo,
+  quiet = TRUE, error_model = "tc", cores = 5)
+f_saemix_dfop_sfo <- mkin::saem(f_mmkin_dfop_sfo)
+f_nlme_dfop_sfo <- mkin::nlme(f_mmkin_dfop_sfo)
+f_nlmixr_dfop_sfo_saem <- nlmixr(f_mmkin_dfop_sfo, est = "saem")
+#> With est = 'saem', a different error model is required for each observed variableChanging the error model to 'obs_tc' (Two-component error for each observed variable)
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#>  
+#> → generate SAEM model
+#> ✔ done
+#> 1:    99.5921   -3.9040   -2.1350   -3.7103   -2.0097    0.3217    6.6502    0.1520    0.5415    0.1995    0.3705    0.5588    7.9084    0.0824    7.5666    0.1777
+#> 2:    99.9835   -3.8650   -2.3586   -4.0306   -1.6536    0.0696    6.3177    0.1590    0.5144    0.1895    0.3520    0.5308    4.7746    0.0649    4.5667    0.0865
+#> 3:    1.0014e+02  -4.0173e+00  -2.3869e+00  -4.0840e+00  -1.2338e+00   3.4899e-02   6.0018e+00   1.5109e-01   4.8870e-01   1.8005e-01   3.3438e-01   5.0428e-01   2.8890e+00   7.0377e-02   2.9045e+00   9.5437e-02
+#> 4:    1.0024e+02  -4.1414e+00  -2.4972e+00  -4.1082e+00  -1.0291e+00  -1.0684e-02   5.7017e+00   1.4354e-01   4.6427e-01   1.7105e-01   3.1766e-01   4.7907e-01   2.1715e+00   8.9921e-02   1.8765e+00   1.0403e-01
+#> 5:    1.0068e+02  -4.1132e+00  -2.4776e+00  -4.0576e+00  -1.0391e+00  -8.8738e-02   5.8192e+00   1.3636e-01   4.4106e-01   1.6249e-01   3.0177e-01   4.5512e-01   1.6349e+00   8.3197e-02   1.4947e+00   1.0221e-01
+#> 6:    1.0044e+02  -4.0883e+00  -2.3931e+00  -4.1068e+00  -9.5058e-01  -1.2696e-01   5.5283e+00   1.2954e-01   4.1900e-01   1.5437e-01   2.8669e-01   4.5581e-01   1.4126e+00   8.1219e-02   1.2286e+00   1.0043e-01
+#> 7:    1.0103e+02  -4.0833e+00  -2.4194e+00  -4.0894e+00  -9.8547e-01   5.2360e-03   9.8755e+00   1.2306e-01   3.9805e-01   1.4665e-01   2.7235e-01   5.3394e-01   1.3620e+00   7.9842e-02   1.0649e+00   1.0298e-01
+#> 8:    1.0106e+02  -4.0535e+00  -2.3489e+00  -4.0682e+00  -9.4455e-01  -9.4310e-02   9.3818e+00   1.1691e-01   3.7815e-01   1.3932e-01   2.5873e-01   5.0724e-01   1.2163e+00   7.0820e-02   1.0147e+00   9.2362e-02
+#> 9:    1.0150e+02  -4.0498e+00  -2.4037e+00  -4.0719e+00  -9.3384e-01  -1.2384e-01   8.9127e+00   1.1107e-01   3.5924e-01   1.3235e-01   2.4580e-01   5.3463e-01   1.0849e+00   7.7513e-02   9.8295e-01   8.5927e-02
+#> 10:    1.0089e+02  -4.0313e+00  -2.3670e+00  -4.0573e+00  -9.0269e-01  -1.6427e-01   8.4670e+00   1.0551e-01   3.4128e-01   1.2573e-01   2.3351e-01   5.4980e-01   1.1274e+00   7.6000e-02   9.8582e-01   8.9740e-02
+#> 11:    1.0089e+02  -4.0664e+00  -2.3547e+00  -4.0554e+00  -9.3659e-01  -1.6900e-01   8.0437e+00   1.0024e-01   3.2422e-01   1.1945e-01   2.2183e-01   5.2231e-01   1.1513e+00   7.5801e-02   9.7638e-01   8.5324e-02
+#> 12:    1.0067e+02  -4.0427e+00  -2.3729e+00  -4.0413e+00  -9.2169e-01  -2.0927e-01   8.6156e+00   9.5225e-02   3.0801e-01   1.1348e-01   2.1074e-01   6.0288e-01   1.1918e+00   7.4830e-02   9.1899e-01   8.7983e-02
+#> 13:    1.0042e+02  -4.0387e+00  -2.3650e+00  -4.0623e+00  -9.3973e-01  -2.2277e-01   8.1848e+00   9.0463e-02   2.9260e-01   1.0780e-01   2.0020e-01   5.7274e-01   1.1022e+00   7.3652e-02   9.1657e-01   8.7973e-02
+#> 14:    1.0020e+02  -4.0227e+00  -2.3586e+00  -4.0333e+00  -9.4451e-01  -1.8020e-01   7.7756e+00   8.5940e-02   2.7797e-01   1.0241e-01   1.9019e-01   5.4410e-01   1.0728e+00   8.0169e-02   7.8974e-01   9.0162e-02
+#> 15:    1.0045e+02  -4.0209e+00  -2.3544e+00  -4.0187e+00  -8.9758e-01  -2.4348e-01   7.3868e+00   8.1643e-02   2.6408e-01   9.7291e-02   1.8068e-01   6.4534e-01   1.0287e+00   7.9387e-02   7.3357e-01   9.0858e-02
+#> 16:    1.0061e+02  -4.0195e+00  -2.3678e+00  -4.0419e+00  -8.9130e-01  -2.4248e-01   7.0175e+00   7.7561e-02   2.5087e-01   9.2427e-02   1.7165e-01   6.7145e-01   1.0440e+00   7.9292e-02   8.4681e-01   8.5285e-02
+#> 17:    1.0034e+02  -4.0298e+00  -2.3685e+00  -4.0637e+00  -8.9550e-01  -1.0712e-01   6.6666e+00   7.3683e-02   2.3833e-01   8.7805e-02   1.6307e-01   6.3788e-01   1.0827e+00   7.1441e-02   8.5278e-01   8.8090e-02
+#> 18:    99.8774   -4.0600   -2.3805   -4.0726   -0.9545   -0.1196    6.3333    0.0700    0.2264    0.0834    0.1549    0.6060    1.0056    0.0751    0.8017    0.0877
+#> 19:    1.0055e+02  -4.0731e+00  -2.2711e+00  -4.0824e+00  -9.5827e-01  -5.9764e-02   6.0166e+00   6.6499e-02   2.1509e-01   7.9244e-02   1.4717e-01   5.7835e-01   9.3185e-01   7.9396e-02   8.2332e-01   9.1277e-02
+#> 20:    1.0060e+02  -4.1023e+00  -2.2841e+00  -4.0757e+00  -9.7931e-01  -1.0440e-01   5.7158e+00   6.3174e-02   2.0434e-01   7.5282e-02   1.3981e-01   6.4675e-01   1.0006e+00   7.7840e-02   8.7958e-01   9.1512e-02
+#> 21:    1.0095e+02  -4.0955e+00  -2.3274e+00  -4.1038e+00  -9.5611e-01  -5.2481e-02   5.8063e+00   6.0015e-02   1.9412e-01   7.1518e-02   1.3282e-01   6.4943e-01   1.0926e+00   7.2665e-02   9.0450e-01   8.6278e-02
+#> 22:    1.0083e+02  -4.0789e+00  -2.3108e+00  -4.1074e+00  -9.6548e-01  -4.9665e-02   5.5160e+00   5.7014e-02   1.8441e-01   6.7942e-02   1.2618e-01   6.7304e-01   9.3297e-01   8.1042e-02   8.9206e-01   9.2336e-02
+#> 23:    1.0114e+02  -4.0924e+00  -2.4027e+00  -4.0947e+00  -9.7291e-01  -5.0773e-02   5.2567e+00   5.4164e-02   1.7519e-01   6.5747e-02   1.1987e-01   7.3402e-01   9.7858e-01   8.2133e-02   8.4928e-01   8.8254e-02
+#> 24:    1.0151e+02  -4.0787e+00  -2.3696e+00  -4.0712e+00  -9.5647e-01  -5.4136e-02   4.9938e+00   5.1456e-02   1.6643e-01   6.2460e-02   1.1388e-01   7.1847e-01   9.7548e-01   7.7691e-02   9.0418e-01   8.9115e-02
+#> 25:    1.0158e+02  -4.0830e+00  -2.3384e+00  -4.0705e+00  -9.5727e-01  -8.4974e-02   4.7442e+00   4.8883e-02   1.5811e-01   5.9337e-02   1.0818e-01   6.8255e-01   1.0340e+00   7.4497e-02   9.0691e-01   9.0886e-02
+#> 26:    1.0156e+02  -4.0784e+00  -2.3030e+00  -4.1027e+00  -9.5638e-01  -4.9456e-03   4.5069e+00   4.6439e-02   1.5021e-01   5.6370e-02   1.1189e-01   6.4842e-01   1.0537e+00   7.7612e-02   9.6725e-01   8.7824e-02
+#> 27:    1.0198e+02  -4.0828e+00  -2.3006e+00  -4.0803e+00  -9.9402e-01  -8.3280e-02   4.2816e+00   4.4117e-02   1.4270e-01   5.3552e-02   1.3300e-01   6.1600e-01   9.1051e-01   7.7677e-02   9.5949e-01   8.6552e-02
+#> 28:    1.0183e+02  -4.0871e+00  -2.2822e+00  -4.0596e+00  -9.9920e-01  -1.1469e-01   4.0675e+00   4.1911e-02   1.3556e-01   5.0874e-02   1.4021e-01   5.8520e-01   1.0294e+00   7.0917e-02   8.6440e-01   9.0301e-02
+#> 29:    1.0171e+02  -4.0838e+00  -2.2606e+00  -4.0885e+00  -9.8937e-01  -6.6488e-02   4.3393e+00   3.9815e-02   1.2878e-01   4.8330e-02   1.3320e-01   5.5594e-01   1.0042e+00   8.1585e-02   8.5434e-01   8.6032e-02
+#> 30:    1.0177e+02  -4.0861e+00  -2.2615e+00  -4.0670e+00  -9.9119e-01  -1.1322e-01   6.3058e+00   3.7825e-02   1.2942e-01   4.5914e-02   1.4223e-01   5.2814e-01   9.6301e-01   7.3336e-02   9.2366e-01   8.9276e-02
+#> 31:    1.0160e+02  -4.0900e+00  -2.2455e+00  -4.0514e+00  -9.8754e-01  -2.2617e-01   5.9905e+00   3.5933e-02   1.2295e-01   4.3618e-02   1.3512e-01   5.2898e-01   1.0441e+00   7.6262e-02   1.0227e+00   8.3759e-02
+#> 32:    1.0193e+02  -4.0967e+00  -2.2599e+00  -4.0295e+00  -9.8917e-01  -1.6626e-01   5.6910e+00   3.4137e-02   1.2620e-01   4.1437e-02   1.4303e-01   5.0253e-01   9.8083e-01   7.4136e-02   1.0031e+00   8.5124e-02
+#> 33:    1.0215e+02  -4.0713e+00  -2.2563e+00  -4.0313e+00  -9.7361e-01  -1.8246e-01   5.4065e+00   3.2430e-02   1.1989e-01   3.9365e-02   1.5371e-01   4.7741e-01   9.6935e-01   8.0491e-02   9.7610e-01   8.0590e-02
+#> 34:    1.0251e+02  -4.0707e+00  -2.2635e+00  -4.0387e+00  -9.2149e-01  -1.3452e-01   6.3940e+00   3.0808e-02   1.1389e-01   3.7397e-02   1.6720e-01   4.5354e-01   9.2449e-01   7.4355e-02   1.0505e+00   8.3049e-02
+#> 35:    1.0278e+02  -4.0579e+00  -2.2877e+00  -4.0289e+00  -9.6632e-01  -1.2910e-01   6.0743e+00   2.9268e-02   1.0820e-01   3.5527e-02   1.7242e-01   4.3086e-01   1.0129e+00   7.3224e-02   1.0035e+00   7.9411e-02
+#> 36:    1.0283e+02  -4.0771e+00  -2.2977e+00  -4.0108e+00  -9.5228e-01  -2.1781e-01   5.7706e+00   2.7805e-02   1.0279e-01   3.3751e-02   1.7034e-01   4.0932e-01   9.0249e-01   7.9917e-02   9.4562e-01   8.2391e-02
+#> 37:    1.0228e+02  -4.0442e+00  -2.3061e+00  -4.0150e+00  -9.5376e-01  -1.4873e-01   5.4821e+00   2.6414e-02   9.7651e-02   3.2063e-02   1.7772e-01   3.8885e-01   9.0446e-01   8.1418e-02   9.7276e-01   8.3331e-02
+#> 38:    1.0220e+02  -4.0454e+00  -2.3204e+00  -4.0207e+00  -9.3198e-01  -1.9324e-01   5.2080e+00   2.5094e-02   1.0946e-01   3.0460e-02   1.6883e-01   3.6941e-01   8.9159e-01   7.8645e-02   9.5848e-01   8.2734e-02
+#> 39:    1.0193e+02  -4.0306e+00  -2.2926e+00  -4.0131e+00  -9.3448e-01  -2.1869e-01   6.7005e+00   2.3839e-02   1.0399e-01   2.8937e-02   1.6039e-01   3.5571e-01   9.0078e-01   7.8982e-02   9.3495e-01   8.3462e-02
+#> 40:    1.0217e+02  -4.0463e+00  -2.2823e+00  -4.0209e+00  -9.2912e-01  -2.3580e-01   8.7857e+00   2.2647e-02   9.8789e-02   2.7490e-02   1.5418e-01   3.3792e-01   8.5126e-01   7.8849e-02   9.5510e-01   8.3011e-02
+#> 41:    1.0210e+02  -4.0564e+00  -2.2213e+00  -4.0041e+00  -9.4137e-01  -2.4103e-01   9.2761e+00   2.1515e-02   9.5179e-02   2.6116e-02   1.4795e-01   3.9870e-01   9.8312e-01   7.1947e-02   1.0015e+00   8.1407e-02
+#> 42:    1.0201e+02  -4.0204e+00  -2.2598e+00  -3.9984e+00  -9.4412e-01  -2.6838e-01   8.8123e+00   2.0439e-02   9.0420e-02   2.4810e-02   1.5013e-01   4.0334e-01   9.5583e-01   7.5617e-02   9.5131e-01   8.2343e-02
+#> 43:    1.0244e+02  -4.0107e+00  -2.2178e+00  -3.9923e+00  -9.4481e-01  -3.1831e-01   8.3717e+00   1.9417e-02   9.5791e-02   2.3569e-02   1.5440e-01   4.8194e-01   9.4582e-01   7.4374e-02   9.7798e-01   8.3391e-02
+#> 44:    1.0211e+02  -4.0193e+00  -2.2379e+00  -3.9784e+00  -9.2192e-01  -3.0224e-01   7.9531e+00   1.8446e-02   9.1002e-02   2.6623e-02   1.4668e-01   4.5785e-01   9.4162e-01   7.4503e-02   9.3229e-01   7.8428e-02
+#> 45:    1.0183e+02  -4.0198e+00  -2.2150e+00  -3.9966e+00  -9.6219e-01  -3.0236e-01   7.5554e+00   1.7524e-02   8.6452e-02   2.8045e-02   1.4346e-01   4.3495e-01   9.3318e-01   7.5937e-02   9.4917e-01   8.2946e-02
+#> 46:    1.0132e+02  -4.0245e+00  -2.2215e+00  -3.9954e+00  -9.4368e-01  -2.6878e-01   7.1777e+00   1.6648e-02   9.5839e-02   2.6909e-02   1.4633e-01   4.1321e-01   9.7698e-01   7.1947e-02   9.6599e-01   8.3812e-02
+#> 47:    1.0138e+02  -4.0076e+00  -2.2741e+00  -4.0047e+00  -9.0608e-01  -2.2839e-01   6.8188e+00   1.5815e-02   9.2192e-02   2.5563e-02   1.6160e-01   3.9255e-01   9.3678e-01   7.4216e-02   1.0295e+00   7.9396e-02
+#> 48:    1.0102e+02  -4.0235e+00  -2.2764e+00  -4.0123e+00  -9.1050e-01  -2.0555e-01   6.4778e+00   1.5024e-02   8.7583e-02   2.4285e-02   1.6368e-01   3.7292e-01   9.2204e-01   7.6976e-02   1.0289e+00   8.1381e-02
+#> 49:    1.0074e+02  -4.0407e+00  -2.2583e+00  -4.0142e+00  -9.2682e-01  -2.5941e-01   6.1540e+00   1.4273e-02   8.3203e-02   2.3071e-02   1.8251e-01   3.5427e-01   9.0436e-01   7.4192e-02   1.0237e+00   8.2178e-02
+#> 50:    1.0046e+02  -4.0626e+00  -2.2464e+00  -4.0201e+00  -9.3021e-01  -2.6983e-01   5.8463e+00   1.4303e-02   7.9043e-02   2.3395e-02   1.7339e-01   3.3846e-01   9.1334e-01   7.8046e-02   9.5881e-01   8.1223e-02
+#> 51:    1.0022e+02  -4.0414e+00  -2.2373e+00  -4.0107e+00  -9.2183e-01  -2.6371e-01   5.8667e+00   1.8681e-02   7.5091e-02   2.2225e-02   1.6472e-01   3.7327e-01   9.4906e-01   8.0171e-02   1.0278e+00   8.7157e-02
+#> 52:    1.0059e+02  -4.0444e+00  -2.2676e+00  -4.0263e+00  -9.1269e-01  -2.1748e-01   5.5734e+00   1.7747e-02   7.1337e-02   2.1114e-02   1.5648e-01   3.5461e-01   8.6417e-01   8.2918e-02   1.0332e+00   8.1690e-02
+#> 53:    1.0071e+02  -4.0384e+00  -2.2530e+00  -4.0171e+00  -9.2997e-01  -2.5319e-01   5.2947e+00   1.6860e-02   6.7770e-02   2.0058e-02   1.6621e-01   3.3688e-01   8.9792e-01   7.8990e-02   1.0230e+00   7.9862e-02
+#> 54:    1.0067e+02  -4.0271e+00  -2.2540e+00  -4.0251e+00  -9.2151e-01  -2.2197e-01   5.0300e+00   1.6017e-02   6.4381e-02   1.9055e-02   1.7025e-01   3.2003e-01   8.7999e-01   8.0187e-02   1.0487e+00   8.1091e-02
+#> 55:    1.0083e+02  -4.0326e+00  -2.2090e+00  -4.0230e+00  -9.2078e-01  -2.4936e-01   4.8429e+00   1.5216e-02   6.1162e-02   1.8103e-02   1.7211e-01   3.0403e-01   8.8923e-01   8.2248e-02   1.0522e+00   8.0777e-02
+#> 56:    1.0082e+02  -4.0284e+00  -2.2350e+00  -4.0083e+00  -8.9532e-01  -1.9565e-01   5.3306e+00   1.4455e-02   5.8104e-02   1.7197e-02   1.6350e-01   2.8883e-01   8.7438e-01   7.9530e-02   1.0748e+00   7.9892e-02
+#> 57:    1.0089e+02  -4.0118e+00  -2.2585e+00  -3.9924e+00  -9.5279e-01  -2.7691e-01   5.4228e+00   1.3733e-02   5.5199e-02   1.6338e-02   1.9088e-01   2.7439e-01   9.3164e-01   8.0286e-02   1.1149e+00   8.3224e-02
+#> 58:    1.0103e+02  -4.0117e+00  -2.2470e+00  -3.9628e+00  -9.5632e-01  -3.1385e-01   5.1517e+00   1.3046e-02   6.2482e-02   1.5521e-02   1.8744e-01   2.8144e-01   9.6857e-01   8.0586e-02   1.0149e+00   8.0615e-02
+#> 59:    1.0110e+02  -4.0400e+00  -2.2319e+00  -3.9749e+00  -9.3280e-01  -3.1491e-01   4.8941e+00   1.4375e-02   7.6521e-02   1.9982e-02   1.8994e-01   2.6736e-01   9.9294e-01   7.6723e-02   9.8321e-01   8.4135e-02
+#> 60:    1.0135e+02  -4.0401e+00  -2.2969e+00  -4.0006e+00  -9.3649e-01  -2.7105e-01   4.6494e+00   1.5352e-02   7.2695e-02   1.8983e-02   1.8339e-01   2.5400e-01   9.7671e-01   8.0731e-02   1.0344e+00   8.4798e-02
+#> 61:    1.0139e+02  -4.0447e+00  -2.3267e+00  -4.0036e+00  -9.2609e-01  -2.4279e-01   4.4169e+00   1.4584e-02   6.9060e-02   1.8034e-02   1.7844e-01   2.4130e-01   9.4921e-01   8.1065e-02   1.0031e+00   8.2364e-02
+#> 62:    1.0187e+02  -4.0605e+00  -2.2435e+00  -4.0093e+00  -9.4594e-01  -2.2911e-01   4.1961e+00   1.3855e-02   6.5607e-02   2.0229e-02   1.6951e-01   2.2923e-01   8.5507e-01   8.5043e-02   1.0003e+00   8.4881e-02
+#> 63:    1.0181e+02  -4.0665e+00  -2.2106e+00  -3.9954e+00  -9.5259e-01  -2.2539e-01   3.9863e+00   1.3162e-02   6.2327e-02   1.9217e-02   2.0722e-01   2.1777e-01   9.2699e-01   7.9303e-02   9.8900e-01   8.5477e-02
+#> 64:    1.0178e+02  -4.0641e+00  -2.2152e+00  -3.9904e+00  -9.7044e-01  -2.2671e-01   3.8289e+00   1.2504e-02   5.9210e-02   1.8256e-02   2.1010e-01   2.0688e-01   8.6741e-01   8.9748e-02   9.9564e-01   8.6675e-02
+#> 65:    1.0149e+02  -4.0871e+00  -2.2063e+00  -4.0000e+00  -9.7253e-01  -2.0360e-01   3.6375e+00   1.1879e-02   5.8060e-02   1.7344e-02   2.3758e-01   1.9654e-01   9.1092e-01   8.6259e-02   1.0674e+00   8.6171e-02
+#> 66:    1.0131e+02  -4.0863e+00  -2.2283e+00  -4.0026e+00  -9.6884e-01  -2.2153e-01   3.4556e+00   1.1285e-02   5.5157e-02   1.6476e-02   2.5128e-01   1.8671e-01   9.2512e-01   7.7687e-02   1.0847e+00   8.2689e-02
+#> 67:    1.0124e+02  -4.0691e+00  -2.2261e+00  -4.0021e+00  -9.2647e-01  -2.9309e-01   3.2828e+00   1.0721e-02   5.2400e-02   1.5653e-02   2.3872e-01   1.7738e-01   8.3514e-01   8.7680e-02   1.0093e+00   8.1515e-02
+#> 68:    1.0160e+02  -4.0653e+00  -2.2627e+00  -3.9685e+00  -9.5325e-01  -2.9870e-01   3.1187e+00   1.0185e-02   5.0455e-02   1.6013e-02   2.2678e-01   1.6851e-01   9.3016e-01   8.4873e-02   1.0357e+00   8.0066e-02
+#> 69:    1.0154e+02  -4.0667e+00  -2.2536e+00  -3.9686e+00  -9.8329e-01  -2.1749e-01   2.9628e+00   9.6753e-03   4.7932e-02   1.6408e-02   2.1544e-01   1.6008e-01   9.4932e-01   8.5396e-02   1.0298e+00   8.2915e-02
+#> 70:    1.0140e+02  -4.0718e+00  -2.2809e+00  -4.0031e+00  -9.7818e-01  -1.5912e-01   2.8146e+00   1.2376e-02   4.5536e-02   1.5606e-02   2.0467e-01   1.5208e-01   9.8171e-01   8.4966e-02   1.0881e+00   8.4583e-02
+#> 71:    1.0119e+02  -4.0810e+00  -2.2832e+00  -3.9945e+00  -9.7859e-01  -1.6288e-01   2.6739e+00   1.1757e-02   4.3259e-02   2.2477e-02   1.9444e-01   1.4447e-01   9.2355e-01   8.4027e-02   1.0557e+00   8.3942e-02
+#> 72:    1.0133e+02  -4.0904e+00  -2.2582e+00  -4.0034e+00  -1.0103e+00  -1.9818e-01   2.5402e+00   1.1169e-02   6.0710e-02   2.4943e-02   1.8472e-01   1.3725e-01   8.8530e-01   8.8313e-02   9.6043e-01   8.6565e-02
+#> 73:    1.0081e+02  -4.0852e+00  -2.2408e+00  -4.0324e+00  -9.8147e-01  -2.0245e-01   2.4132e+00   1.0611e-02   6.0672e-02   2.3696e-02   1.7586e-01   1.5058e-01   9.8632e-01   8.0072e-02   1.0754e+00   8.4211e-02
+#> 74:    1.0096e+02  -4.0784e+00  -2.2415e+00  -4.0085e+00  -9.6374e-01  -2.1820e-01   2.2925e+00   1.0080e-02   7.8175e-02   2.2511e-02   2.0451e-01   1.4305e-01   9.7218e-01   7.5856e-02   1.0703e+00   8.2684e-02
+#> 75:    1.0059e+02  -4.0614e+00  -2.2571e+00  -4.0069e+00  -9.6858e-01  -2.2415e-01   2.1779e+00   9.5763e-03   7.4266e-02   2.1385e-02   2.0050e-01   1.3590e-01   9.4625e-01   8.3873e-02   1.0545e+00   8.0628e-02
+#> 76:    1.0071e+02  -4.0570e+00  -2.2509e+00  -4.0111e+00  -9.4159e-01  -2.0936e-01   2.0690e+00   9.0975e-03   1.0546e-01   2.0316e-02   1.9048e-01   1.2911e-01   9.1139e-01   8.4290e-02   1.0164e+00   8.0587e-02
+#> 77:    1.0056e+02  -4.0315e+00  -2.2434e+00  -4.0068e+00  -9.1913e-01  -2.0655e-01   1.9656e+00   8.6426e-03   1.2867e-01   1.9300e-02   1.8971e-01   1.5112e-01   9.1748e-01   8.0221e-02   1.0080e+00   8.2126e-02
+#> 78:    1.0054e+02  -4.0350e+00  -2.2335e+00  -4.0109e+00  -9.4315e-01  -1.7472e-01   2.6310e+00   8.2105e-03   1.3206e-01   1.8867e-02   2.0835e-01   1.8443e-01   9.7893e-01   7.9595e-02   1.0622e+00   8.3669e-02
+#> 79:    1.0036e+02  -4.0500e+00  -2.2739e+00  -4.0223e+00  -9.6070e-01  -1.8756e-01   2.5665e+00   7.7999e-03   1.2546e-01   1.7924e-02   1.9794e-01   2.0106e-01   9.4360e-01   8.0070e-02   1.0209e+00   8.4807e-02
+#> 80:    1.0030e+02  -4.0522e+00  -2.2890e+00  -4.0149e+00  -9.2615e-01  -2.1233e-01   2.4382e+00   7.4099e-03   1.2570e-01   1.7028e-02   1.8804e-01   2.4730e-01   9.6559e-01   8.0105e-02   1.0382e+00   7.9028e-02
+#> 81:    1.0004e+02  -4.0462e+00  -2.2766e+00  -4.0158e+00  -9.0841e-01  -2.3731e-01   3.0663e+00   7.0394e-03   1.2300e-01   1.6176e-02   1.7864e-01   2.3493e-01   8.8273e-01   8.0620e-02   1.0835e+00   7.9915e-02
+#> 82:    1.0015e+02  -4.0106e+00  -2.2696e+00  -3.9845e+00  -9.2535e-01  -2.7387e-01   2.9130e+00   6.6875e-03   1.5058e-01   1.5368e-02   1.6971e-01   2.4826e-01   1.0039e+00   7.8035e-02   1.1181e+00   8.5136e-02
+#> 83:    1.0019e+02  -4.0111e+00  -2.2266e+00  -3.9884e+00  -8.8579e-01  -2.3822e-01   2.7674e+00   6.3531e-03   1.9061e-01   1.4599e-02   1.6122e-01   2.3585e-01   1.0256e+00   8.1065e-02   1.0988e+00   8.4111e-02
+#> 84:    99.9333   -4.0014   -2.2848   -3.9877   -0.8906   -0.2014    2.6290    0.0060    0.2388    0.0139    0.1532    0.2628    0.9936    0.0809    1.1059    0.0847
+#> 85:    99.6658   -4.0093   -2.2848   -3.9884   -0.8922   -0.2517    2.4976    0.0057    0.2269    0.0132    0.1455    0.2920    0.9705    0.0823    1.0458    0.0834
+#> 86:    99.8823   -4.0064   -2.2659   -4.0038   -0.9174   -0.1848    2.3727    0.0054    0.2155    0.0125    0.1382    0.2774    0.9699    0.0796    0.9808    0.0839
+#> 87:    1.0051e+02  -4.0156e+00  -2.2877e+00  -4.0160e+00  -8.9867e-01  -1.3463e-01   2.3477e+00   6.2688e-03   2.0474e-01   1.1891e-02   1.4859e-01   2.6352e-01   9.0742e-01   7.8361e-02   1.0082e+00   8.1020e-02
+#> 88:    1.0036e+02  -4.0013e+00  -2.2738e+00  -4.0184e+00  -9.1589e-01  -1.4154e-01   3.0581e+00   7.7930e-03   2.5551e-01   1.1297e-02   1.4116e-01   2.5035e-01   9.8581e-01   7.6769e-02   9.7255e-01   8.8653e-02
+#> 89:    1.0031e+02  -4.0155e+00  -2.3418e+00  -4.0080e+00  -8.8958e-01  -1.4006e-01   3.3754e+00   7.4891e-03   2.4274e-01   1.2919e-02   1.3411e-01   2.3783e-01   8.9921e-01   8.3685e-02   9.2657e-01   8.1804e-02
+#> 90:    1.0044e+02  -4.0279e+00  -2.3328e+00  -4.0081e+00  -9.1868e-01  -1.3077e-01   3.6776e+00   1.1221e-02   2.3380e-01   1.2419e-02   1.4247e-01   2.2594e-01   8.8620e-01   8.0520e-02   9.0269e-01   8.2413e-02
+#> 91:    1.0007e+02  -4.0329e+00  -2.3865e+00  -4.0145e+00  -8.9566e-01  -1.2400e-01   3.7450e+00   1.0660e-02   2.2211e-01   1.3667e-02   1.3534e-01   2.1539e-01   9.5638e-01   8.0235e-02   9.4346e-01   8.5828e-02
+#> 92:    1.0025e+02  -4.0506e+00  -2.3252e+00  -4.0445e+00  -9.2023e-01  -5.6654e-02   3.9282e+00   1.0127e-02   2.4912e-01   1.2984e-02   1.4349e-01   2.6955e-01   9.6021e-01   7.7975e-02   9.1878e-01   8.6695e-02
+#> 93:    1.0091e+02  -4.0566e+00  -2.2760e+00  -4.0422e+00  -9.2960e-01  -5.8179e-02   3.7318e+00   9.6210e-03   2.6385e-01   1.3422e-02   1.5136e-01   2.5607e-01   9.7012e-01   7.7323e-02   1.0157e+00   8.6123e-02
+#> 94:    1.0045e+02  -4.0682e+00  -2.3163e+00  -4.0391e+00  -9.3398e-01  -1.0367e-01   4.0009e+00   9.1399e-03   2.5066e-01   1.2751e-02   1.6029e-01   2.9867e-01   9.1442e-01   8.0048e-02   9.7607e-01   8.5436e-02
+#> 95:    1.0029e+02  -4.0790e+00  -2.2791e+00  -4.0470e+00  -9.4031e-01  -7.2610e-02   3.8008e+00   8.6829e-03   2.3813e-01   1.2114e-02   1.5227e-01   2.8373e-01   8.9105e-01   8.2168e-02   9.5542e-01   8.5308e-02
+#> 96:    1.0017e+02  -4.0818e+00  -2.3204e+00  -4.0507e+00  -9.2181e-01  -7.5195e-02   3.6108e+00   8.2488e-03   2.2622e-01   1.1508e-02   1.5273e-01   2.6955e-01   9.3179e-01   7.7026e-02   1.0092e+00   8.4966e-02
+#> 97:    1.0007e+02  -4.0721e+00  -2.3606e+00  -4.0453e+00  -9.4375e-01  -7.2811e-02   3.4303e+00   1.0904e-02   2.1585e-01   1.2641e-02   1.8282e-01   2.5788e-01   9.3750e-01   8.0427e-02   9.3193e-01   8.3262e-02
+#> 98:    1.0024e+02  -4.1025e+00  -2.3916e+00  -4.0401e+00  -9.6711e-01  -6.7764e-02   3.2587e+00   1.0359e-02   2.0506e-01   1.8712e-02   1.9260e-01   2.4499e-01   1.0086e+00   7.7282e-02   9.6010e-01   8.1760e-02
+#> 99:    1.0024e+02  -4.0755e+00  -2.3237e+00  -4.0581e+00  -9.5543e-01  -8.1716e-02   3.0958e+00   9.8408e-03   1.9481e-01   1.7973e-02   1.8297e-01   2.5653e-01   8.6589e-01   7.7940e-02   9.2919e-01   8.4396e-02
+#> 100:    1.0039e+02  -4.0828e+00  -2.2976e+00  -4.0616e+00  -9.8223e-01  -8.5593e-02   3.9873e+00   9.3488e-03   1.8507e-01   1.8837e-02   1.7382e-01   2.4370e-01   8.6471e-01   8.4021e-02   9.4587e-01   8.1697e-02
+#> 101:    1.0089e+02  -4.0738e+00  -2.3406e+00  -4.0465e+00  -9.4824e-01  -4.4055e-02   5.2624e+00   8.8814e-03   1.8051e-01   1.7896e-02   1.6513e-01   2.3288e-01   8.4179e-01   8.2487e-02   8.8097e-01   8.1625e-02
+#> 102:    1.0090e+02  -4.0777e+00  -2.3244e+00  -4.0500e+00  -9.4069e-01  -5.2554e-02   5.5339e+00   8.4373e-03   1.7148e-01   1.7001e-02   1.5688e-01   2.2124e-01   9.0419e-01   7.8446e-02   9.4721e-01   8.0896e-02
+#> 103:    1.0067e+02  -4.0658e+00  -2.3188e+00  -4.0312e+00  -9.5981e-01  -7.3735e-02   7.0281e+00   8.0154e-03   1.6291e-01   1.6151e-02   1.7019e-01   2.1018e-01   9.3631e-01   8.1516e-02   9.8773e-01   8.0587e-02
+#> 104:    1.0015e+02  -4.0729e+00  -2.3830e+00  -4.0458e+00  -9.4446e-01  -5.0075e-02   6.6767e+00   7.6147e-03   1.5476e-01   1.5343e-02   1.6822e-01   1.9967e-01   8.2373e-01   8.3029e-02   9.6909e-01   7.9505e-02
+#> 105:    1.0022e+02  -4.0888e+00  -2.3301e+00  -4.0411e+00  -9.5279e-01  -1.1412e-01   6.3429e+00   7.2339e-03   1.4702e-01   1.4576e-02   1.8886e-01   2.2088e-01   9.2925e-01   7.3020e-02   1.0450e+00   8.6511e-02
+#> 106:    1.0013e+02  -4.0846e+00  -2.3428e+00  -4.0530e+00  -9.1649e-01  -8.1899e-02   6.0257e+00   6.8722e-03   1.3967e-01   1.8939e-02   1.8350e-01   2.1970e-01   9.4571e-01   8.6259e-02   8.8509e-01   8.1023e-02
+#> 107:    1.0026e+02  -4.0954e+00  -2.3362e+00  -4.0586e+00  -9.6302e-01  -8.0898e-03   5.7244e+00   6.5286e-03   1.3269e-01   2.2595e-02   2.0043e-01   2.4151e-01   8.8882e-01   8.8155e-02   8.2466e-01   8.5467e-02
+#> 108:    1.0109e+02  -4.0796e+00  -2.3980e+00  -4.0841e+00  -9.5525e-01   2.0583e-02   5.4382e+00   6.2022e-03   1.2606e-01   3.4423e-02   2.2509e-01   2.3732e-01   9.0211e-01   8.1331e-02   9.2728e-01   8.4409e-02
+#> 109:    1.0091e+02  -4.0872e+00  -2.3614e+00  -4.0620e+00  -9.5950e-01  -1.8283e-02   5.1663e+00   6.1750e-03   1.1975e-01   3.2702e-02   2.1384e-01   2.2546e-01   9.7296e-01   7.7298e-02   9.7366e-01   8.3784e-02
+#> 110:    1.0137e+02  -4.0637e+00  -2.3734e+00  -4.0781e+00  -9.3874e-01  -6.0140e-03   4.9080e+00   6.5148e-03   1.1376e-01   3.1066e-02   2.0314e-01   2.3943e-01   9.2451e-01   8.4473e-02   9.7311e-01   8.4958e-02
+#> 111:    1.0181e+02  -4.0588e+00  -2.3200e+00  -4.0792e+00  -9.9395e-01  -3.1776e-02   4.6626e+00   9.9112e-03   1.0808e-01   4.1755e-02   1.9299e-01   2.9896e-01   1.0697e+00   7.1561e-02   1.0062e+00   8.8034e-02
+#> 112:    1.0222e+02  -4.0566e+00  -2.3525e+00  -4.0607e+00  -9.6055e-01  -6.3691e-02   4.4850e+00   9.4157e-03   1.0267e-01   4.0540e-02   1.8334e-01   3.5699e-01   1.0213e+00   7.5944e-02   1.0070e+00   8.3434e-02
+#> 113:    1.0189e+02  -4.0478e+00  -2.3774e+00  -4.0434e+00  -9.6638e-01  -6.7729e-02   5.1753e+00   8.9449e-03   9.7539e-02   3.8513e-02   2.0339e-01   3.4044e-01   9.5484e-01   7.7854e-02   9.8545e-01   8.1852e-02
+#> 114:    1.0225e+02  -4.0334e+00  -2.3728e+00  -4.0502e+00  -9.4795e-01  -7.3569e-02   4.9165e+00   8.8152e-03   9.2662e-02   3.7310e-02   2.0002e-01   3.2342e-01   9.3586e-01   8.1063e-02   9.5652e-01   8.3067e-02
+#> 115:    1.0196e+02  -4.0302e+00  -2.3599e+00  -4.0812e+00  -9.6783e-01   7.1536e-03   4.8473e+00   9.4780e-03   1.0791e-01   3.7184e-02   1.9002e-01   3.0725e-01   9.1488e-01   7.6079e-02   1.0104e+00   8.7136e-02
+#> 116:    1.0150e+02  -4.0420e+00  -2.3637e+00  -4.0535e+00  -9.4545e-01  -7.6387e-02   4.6049e+00   9.6408e-03   1.0251e-01   3.8115e-02   1.8052e-01   2.9189e-01   9.0583e-01   8.2597e-02   9.5680e-01   8.1246e-02
+#> 117:    1.0161e+02  -4.0606e+00  -2.3853e+00  -4.0750e+00  -9.7273e-01  -2.7338e-03   4.3747e+00   9.1587e-03   9.7386e-02   3.7863e-02   1.8701e-01   2.7729e-01   8.4511e-01   8.4164e-02   9.4149e-01   8.0525e-02
+#> 118:    1.0174e+02  -4.0727e+00  -2.3776e+00  -4.0850e+00  -9.6982e-01  -1.2188e-03   4.1560e+00   8.7008e-03   9.2516e-02   4.9300e-02   2.1364e-01   2.6343e-01   9.5447e-01   8.6627e-02   9.1835e-01   8.1284e-02
+#> 119:    1.0141e+02  -4.0887e+00  -2.3138e+00  -4.0772e+00  -9.9409e-01  -5.0120e-02   3.9482e+00   8.2658e-03   8.7891e-02   4.6835e-02   2.5364e-01   2.5026e-01   9.4576e-01   8.4355e-02   9.5762e-01   8.5430e-02
+#> 120:    1.0116e+02  -4.1014e+00  -2.3328e+00  -4.0418e+00  -9.7139e-01  -8.9664e-02   3.7508e+00   7.8525e-03   8.3496e-02   4.4493e-02   2.4096e-01   2.3774e-01   9.2816e-01   8.5558e-02   9.7817e-01   8.5169e-02
+#> 121:    1.0099e+02  -4.0876e+00  -2.3277e+00  -4.0746e+00  -9.5453e-01  -2.6752e-02   3.5632e+00   7.4598e-03   7.9321e-02   4.2269e-02   2.2891e-01   2.2586e-01   8.9613e-01   8.0488e-02   9.7590e-01   8.4798e-02
+#> 122:    1.0171e+02  -4.0620e+00  -2.3349e+00  -4.0659e+00  -9.4420e-01  -1.6907e-02   3.3851e+00   7.0869e-03   8.8424e-02   4.0155e-02   2.1747e-01   2.1456e-01   9.0159e-01   7.8017e-02   9.8579e-01   8.4585e-02
+#> 123:    1.0191e+02  -4.0708e+00  -2.3487e+00  -4.0827e+00  -9.5025e-01  -5.7459e-03   3.2158e+00   6.7325e-03   1.0499e-01   3.8147e-02   2.0659e-01   2.0384e-01   9.6378e-01   7.4758e-02   9.6268e-01   8.4712e-02
+#> 124:    1.0224e+02  -4.0798e+00  -2.2989e+00  -4.0724e+00  -9.8452e-01  -3.1802e-02   3.0550e+00   6.3959e-03   9.9739e-02   3.6240e-02   1.9626e-01   1.9364e-01   9.4424e-01   7.4219e-02   9.9842e-01   8.4793e-02
+#> 125:    1.0242e+02  -4.0710e+00  -2.3242e+00  -4.0661e+00  -1.0094e+00  -2.9970e-02   2.9023e+00   6.0761e-03   9.4752e-02   3.6130e-02   1.8645e-01   1.8396e-01   9.2576e-01   8.0533e-02   9.9407e-01   8.1660e-02
+#> 126:    1.0254e+02  -4.0685e+00  -2.3356e+00  -4.0599e+00  -1.0031e+00   4.0250e-03   2.7571e+00   5.7723e-03   1.0658e-01   3.4324e-02   1.7971e-01   1.7476e-01   9.4870e-01   7.4027e-02   9.2757e-01   8.3091e-02
+#> 127:    1.0270e+02  -4.0492e+00  -2.3174e+00  -4.0476e+00  -9.9898e-01  -6.3197e-02   2.6193e+00   5.4837e-03   1.0746e-01   3.2607e-02   1.7072e-01   1.6603e-01   9.0721e-01   7.7941e-02   9.4624e-01   8.1077e-02
+#> 128:    1.0284e+02  -4.0582e+00  -2.2991e+00  -4.0331e+00  -9.9114e-01  -5.6800e-02   2.4883e+00   5.2095e-03   1.2321e-01   3.1304e-02   1.6219e-01   1.5772e-01   8.7403e-01   8.4147e-02   8.9187e-01   8.5089e-02
+#> 129:    1.0275e+02  -4.0773e+00  -2.2935e+00  -4.0389e+00  -9.9661e-01  -7.4747e-02   2.3639e+00   4.9922e-03   1.1705e-01   2.9738e-02   1.9667e-01   1.4984e-01   9.1481e-01   8.4947e-02   9.3224e-01   8.5270e-02
+#> 130:    1.0222e+02  -4.0835e+00  -2.3177e+00  -4.0343e+00  -1.0044e+00  -7.6530e-02   2.2457e+00   4.7426e-03   1.1120e-01   3.1348e-02   2.0663e-01   1.4235e-01   1.0173e+00   7.4769e-02   9.9905e-01   8.6058e-02
+#> 131:    1.0202e+02  -4.0767e+00  -2.2497e+00  -4.0270e+00  -1.0015e+00  -1.4868e-01   2.1334e+00   5.5790e-03   1.0564e-01   2.9781e-02   2.1254e-01   1.3523e-01   1.0223e+00   7.7587e-02   9.4151e-01   8.4206e-02
+#> 132:    1.0191e+02  -4.0756e+00  -2.2363e+00  -4.0081e+00  -9.7264e-01  -2.0991e-01   2.0268e+00   5.3000e-03   1.0184e-01   2.8291e-02   2.0191e-01   1.7667e-01   9.2404e-01   7.9813e-02   9.2266e-01   8.6307e-02
+#> 133:    1.0187e+02  -4.0743e+00  -2.1951e+00  -4.0196e+00  -9.7534e-01  -1.8742e-01   1.9254e+00   5.0350e-03   9.6744e-02   2.6877e-02   1.9181e-01   1.6784e-01   1.0007e+00   8.2043e-02   1.0028e+00   8.3921e-02
+#> 134:    1.0182e+02  -4.0731e+00  -2.2321e+00  -4.0041e+00  -9.2800e-01  -1.4985e-01   1.8291e+00   4.7833e-03   9.1906e-02   2.7751e-02   1.8222e-01   1.6415e-01   9.7093e-01   7.5558e-02   9.8455e-01   8.4921e-02
+#> 135:    1.0188e+02  -4.0724e+00  -2.2774e+00  -4.0213e+00  -9.3930e-01  -1.7385e-01   1.7377e+00   4.5441e-03   8.7311e-02   2.6363e-02   1.7311e-01   1.5594e-01   9.4053e-01   8.3922e-02   9.8689e-01   8.1203e-02
+#> 136:    1.0202e+02  -4.0712e+00  -2.2711e+00  -4.0128e+00  -9.8747e-01  -1.3610e-01   1.6508e+00   4.3169e-03   1.0383e-01   2.5045e-02   1.8004e-01   1.4814e-01   9.6497e-01   8.1397e-02   1.0782e+00   8.2539e-02
+#> 137:    1.0228e+02  -4.0676e+00  -2.2403e+00  -4.0069e+00  -9.7761e-01  -1.5314e-01   1.5683e+00   4.1011e-03   1.0931e-01   2.4722e-02   1.8328e-01   1.4074e-01   9.8300e-01   7.5906e-02   1.0221e+00   8.2306e-02
+#> 138:    1.0229e+02  -4.0654e+00  -2.2510e+00  -3.9908e+00  -1.0400e+00  -1.4173e-01   1.4899e+00   4.2166e-03   1.3448e-01   2.3486e-02   1.8272e-01   1.3370e-01   1.0305e+00   8.0580e-02   1.0988e+00   8.3512e-02
+#> 139:    1.0258e+02  -4.0599e+00  -2.2207e+00  -3.9622e+00  -1.0058e+00  -2.6676e-01   1.4154e+00   4.0057e-03   1.5190e-01   2.2312e-02   1.7359e-01   1.2702e-01   9.6425e-01   8.6887e-02   1.0373e+00   8.3853e-02
+#> 140:    1.0224e+02  -4.0665e+00  -2.2479e+00  -4.0063e+00  -1.0054e+00  -1.6109e-01   1.3446e+00   3.8054e-03   1.4430e-01   2.4389e-02   1.6697e-01   1.2066e-01   9.9245e-01   8.3900e-02   1.1218e+00   8.2527e-02
+#> 141:    1.0245e+02  -4.0843e+00  -2.2024e+00  -3.9657e+00  -1.0057e+00  -2.4900e-01   1.2774e+00   3.6152e-03   1.3709e-01   2.3170e-02   1.8559e-01   1.1463e-01   9.4091e-01   8.7616e-02   1.0760e+00   8.1871e-02
+#> 142:    1.0253e+02  -4.0972e+00  -2.1943e+00  -3.9649e+00  -1.0160e+00  -2.9535e-01   1.2135e+00   3.4344e-03   1.6892e-01   2.2011e-02   1.7631e-01   1.0890e-01   9.2146e-01   9.0207e-02   1.0645e+00   8.5078e-02
+#> 143:    1.0252e+02  -4.1005e+00  -2.1652e+00  -3.9687e+00  -1.0445e+00  -2.4274e-01   2.0559e+00   3.9136e-03   1.6047e-01   2.0911e-02   1.6750e-01   1.0345e-01   9.0785e-01   8.5522e-02   1.1734e+00   8.5544e-02
+#> 144:    1.0257e+02  -4.1199e+00  -2.1994e+00  -3.9618e+00  -1.0480e+00  -2.0099e-01   1.9531e+00   4.2739e-03   1.5745e-01   1.9865e-02   1.6053e-01   9.8282e-02   9.3710e-01   8.5496e-02   1.0597e+00   8.4335e-02
+#> 145:    1.0282e+02  -4.1356e+00  -2.1489e+00  -3.9708e+00  -1.0268e+00  -2.2250e-01   1.8554e+00   4.0602e-03   1.7177e-01   1.8872e-02   1.5251e-01   9.3368e-02   9.5312e-01   8.3609e-02   1.0695e+00   8.3492e-02
+#> 146:    1.0282e+02  -4.1443e+00  -2.2103e+00  -3.9821e+00  -1.0080e+00  -2.2414e-01   1.7627e+00   4.0693e-03   1.6460e-01   1.7928e-02   1.5576e-01   8.8699e-02   9.8656e-01   8.4549e-02   1.0251e+00   7.9572e-02
+#> 147:    1.0295e+02  -4.1363e+00  -2.1920e+00  -3.9828e+00  -1.0567e+00  -1.9047e-01   1.6745e+00   3.8659e-03   1.6104e-01   1.7032e-02   1.6551e-01   8.4264e-02   9.4144e-01   8.7085e-02   1.0623e+00   8.1949e-02
+#> 148:    1.0299e+02  -4.1336e+00  -2.1967e+00  -3.9921e+00  -1.0425e+00  -1.7466e-01   1.7992e+00   3.6726e-03   1.5298e-01   1.9937e-02   1.9453e-01   8.0051e-02   9.9498e-01   8.3001e-02   1.0884e+00   8.1599e-02
+#> 149:    1.0292e+02  -4.1282e+00  -2.2741e+00  -4.0028e+00  -1.0650e+00  -1.4879e-01   2.1425e+00   3.4890e-03   1.4534e-01   1.8941e-02   2.0240e-01   7.6049e-02   1.0080e+00   7.9550e-02   1.1679e+00   7.9115e-02
+#> 150:    1.0302e+02  -4.1402e+00  -2.2769e+00  -4.0056e+00  -1.0488e+00  -1.2845e-01   2.7814e+00   3.3145e-03   1.3807e-01   2.0220e-02   1.9228e-01   7.2246e-02   9.9253e-01   8.0215e-02   1.0075e+00   8.2295e-02
+#> 151:    1.0304e+02  -4.1281e+00  -2.2250e+00  -4.0169e+00  -1.0448e+00  -1.4468e-01   2.6423e+00   3.1488e-03   1.3117e-01   2.1298e-02   1.8267e-01   6.8634e-02   1.0207e+00   8.0317e-02   1.0813e+00   8.5492e-02
+#> 152:    1.0321e+02  -4.1291e+00  -2.2281e+00  -4.0180e+00  -1.0232e+00  -1.4990e-01   1.6327e+00   2.8585e-03   1.0498e-01   1.8944e-02   1.6146e-01   5.0784e-02   9.5663e-01   7.9113e-02   1.1344e+00   8.2687e-02
+#> 153:    1.0309e+02  -4.1280e+00  -2.2030e+00  -4.0149e+00  -1.0198e+00  -1.3442e-01   1.6757e+00   3.4142e-03   9.0693e-02   2.2471e-02   1.6167e-01   3.6279e-02   9.6659e-01   8.1655e-02   1.0345e+00   8.6113e-02
+#> 154:    1.0298e+02  -4.1506e+00  -2.2176e+00  -3.9851e+00  -1.0417e+00  -1.6429e-01   1.9656e+00   3.3408e-03   9.5697e-02   2.1721e-02   1.6754e-01   2.9142e-02   1.0379e+00   7.9957e-02   1.0132e+00   8.5327e-02
+#> 155:    1.0328e+02  -4.1204e+00  -2.2287e+00  -3.9772e+00  -1.0135e+00  -2.0459e-01   1.9195e+00   3.3987e-03   1.0293e-01   1.6897e-02   1.9470e-01   2.0826e-02   9.4310e-01   8.0528e-02   1.0639e+00   8.1926e-02
+#> 156:    1.0338e+02  -4.1272e+00  -2.1962e+00  -3.9743e+00  -1.0491e+00  -1.8971e-01   1.7194e+00   3.2287e-03   7.8468e-02   1.8220e-02   1.8015e-01   2.0956e-02   9.2992e-01   8.6295e-02   9.5939e-01   8.1945e-02
+#> 157:    1.0331e+02  -4.1188e+00  -2.1783e+00  -3.9779e+00  -1.0506e+00  -1.9810e-01   1.1127e+00   2.7176e-03   6.1234e-02   1.3748e-02   2.0147e-01   3.4800e-02   9.3006e-01   8.4794e-02   1.0579e+00   8.1604e-02
+#> 158:    1.0326e+02  -4.1162e+00  -2.1734e+00  -3.9827e+00  -1.0632e+00  -2.0171e-01   1.3289e+00   2.7407e-03   7.1465e-02   1.2306e-02   2.1511e-01   3.4923e-02   8.9200e-01   8.4554e-02   1.1179e+00   8.2301e-02
+#> 159:    1.0358e+02  -4.1075e+00  -2.2069e+00  -3.9725e+00  -1.0445e+00  -1.8044e-01   1.6656e+00   2.5282e-03   6.4340e-02   1.3587e-02   2.0355e-01   2.7629e-02   8.9557e-01   8.3727e-02   1.0560e+00   8.0934e-02
+#> 160:    1.0364e+02  -4.1182e+00  -2.1514e+00  -3.9750e+00  -1.0378e+00  -2.2449e-01   1.8413e+00   3.5609e-03   7.2072e-02   1.5648e-02   2.0999e-01   3.1283e-02   9.1468e-01   8.2340e-02   1.0016e+00   8.0955e-02
+#> 161:    1.0387e+02  -4.0964e+00  -2.1926e+00  -3.9808e+00  -1.0397e+00  -2.5178e-01   2.3706e+00   2.4158e-03   7.4658e-02   1.7789e-02   1.8587e-01   3.1647e-02   8.8257e-01   8.4503e-02   9.5909e-01   8.2216e-02
+#> 162:    1.0399e+02  -4.0992e+00  -2.2056e+00  -3.9647e+00  -1.0388e+00  -2.4824e-01   1.9736e+00   2.2302e-03   1.0445e-01   1.9729e-02   1.9531e-01   2.9879e-02   8.3560e-01   8.6622e-02   9.5407e-01   7.9625e-02
+#> 163:    1.0366e+02  -4.0956e+00  -2.1684e+00  -3.9612e+00  -1.0058e+00  -2.6882e-01   2.5872e+00   1.6246e-03   8.1892e-02   2.2777e-02   2.2429e-01   2.8371e-02   8.4799e-01   9.0947e-02   9.5842e-01   8.2649e-02
+#> 164:    1.0325e+02  -4.0878e+00  -2.1946e+00  -3.9781e+00  -9.8890e-01  -2.6917e-01   2.0805e+00   1.3401e-03   8.2477e-02   2.6550e-02   1.8386e-01   2.4255e-02   8.5728e-01   8.9778e-02   9.1439e-01   7.9784e-02
+#> 165:    1.0282e+02  -4.0801e+00  -2.1928e+00  -3.9664e+00  -9.9558e-01  -2.6059e-01   1.4087e+00   1.2155e-03   5.8081e-02   2.3833e-02   2.1871e-01   2.0911e-02   8.6998e-01   8.9895e-02   9.9363e-01   8.0284e-02
+#> 166:    1.0285e+02  -4.0942e+00  -2.1855e+00  -3.9889e+00  -1.0234e+00  -2.4125e-01   8.5034e-01   6.8919e-04   6.5725e-02   2.3045e-02   2.1221e-01   2.6083e-02   8.7024e-01   9.4598e-02   9.5824e-01   8.3361e-02
+#> 167:    1.0267e+02  -4.0904e+00  -2.2131e+00  -3.9917e+00  -9.9055e-01  -2.1449e-01   9.1382e-01   4.6145e-04   8.1337e-02   2.2154e-02   2.1431e-01   2.7524e-02   8.4730e-01   8.3563e-02   9.9458e-01   8.0138e-02
+#> 168:    1.0249e+02  -4.0954e+00  -2.2174e+00  -3.9868e+00  -9.9799e-01  -1.8848e-01   6.5737e-01   4.2757e-04   6.9428e-02   2.8833e-02   2.0256e-01   4.1573e-02   9.8269e-01   7.6264e-02   1.0011e+00   8.1357e-02
+#> 169:    1.0252e+02  -4.0995e+00  -2.2132e+00  -3.9792e+00  -9.8661e-01  -2.2724e-01   5.4553e-01   3.9691e-04   4.2460e-02   2.7545e-02   2.2594e-01   4.9079e-02   9.6027e-01   8.1006e-02   1.0261e+00   8.5194e-02
+#> 170:    1.0246e+02  -4.1056e+00  -2.2389e+00  -3.9785e+00  -1.0354e+00  -2.4212e-01   4.5653e-01   2.8583e-04   2.8936e-02   2.5026e-02   1.8496e-01   4.3514e-02   9.2689e-01   9.6050e-02   9.9096e-01   8.3466e-02
+#> 171:    1.0238e+02  -4.1027e+00  -2.2592e+00  -3.9859e+00  -1.0106e+00  -2.3962e-01   5.1080e-01   2.6715e-04   3.2138e-02   2.7859e-02   1.6505e-01   6.2560e-02   9.1886e-01   9.0993e-02   9.4634e-01   8.3542e-02
+#> 172:    1.0242e+02  -4.0998e+00  -2.2415e+00  -3.9999e+00  -1.0234e+00  -2.2610e-01   5.1154e-01   1.8668e-04   2.2768e-02   2.9930e-02   2.0056e-01   7.5570e-02   9.4948e-01   8.4742e-02   9.1357e-01   8.3596e-02
+#> 173:    1.0232e+02  -4.1005e+00  -2.2382e+00  -4.0022e+00  -1.0017e+00  -1.8406e-01   3.2169e-01   2.0484e-04   2.4102e-02   2.9249e-02   2.0445e-01   1.1517e-01   9.5169e-01   8.3951e-02   9.0402e-01   8.3130e-02
+#> 174:    1.0233e+02  -4.0990e+00  -2.2337e+00  -3.9975e+00  -1.0298e+00  -1.8028e-01   4.2668e-01   2.1409e-04   2.4350e-02   2.4159e-02   2.0114e-01   1.4344e-01   9.3446e-01   8.6704e-02   9.6511e-01   8.3994e-02
+#> 175:    1.0236e+02  -4.0991e+00  -2.2315e+00  -3.9883e+00  -1.0110e+00  -2.2190e-01   4.1564e-01   2.5844e-04   3.5664e-02   2.1844e-02   2.0315e-01   1.2876e-01   8.9006e-01   8.3016e-02   9.2369e-01   8.0410e-02
+#> 176:    1.0222e+02  -4.0983e+00  -2.1991e+00  -3.9924e+00  -1.0148e+00  -2.3133e-01   1.7684e-01   2.5312e-04   5.3516e-02   2.2568e-02   2.0010e-01   1.0721e-01   8.9884e-01   7.6042e-02   1.0110e+00   7.9890e-02
+#> 177:    1.0219e+02  -4.1022e+00  -2.2129e+00  -3.9804e+00  -1.0286e+00  -1.9916e-01   1.9962e-01   3.0338e-04   6.9476e-02   2.0133e-02   1.8707e-01   1.0631e-01   8.7419e-01   8.3199e-02   9.5450e-01   8.2626e-02
+#> 178:    1.0225e+02  -4.1022e+00  -2.2135e+00  -4.0057e+00  -1.0264e+00  -2.2859e-01   2.1742e-01   2.9489e-04   5.1238e-02   2.2227e-02   1.7924e-01   1.4496e-01   8.5487e-01   8.3885e-02   9.7315e-01   8.1406e-02
+#> 179:    1.0234e+02  -4.1015e+00  -2.2170e+00  -3.9999e+00  -1.0177e+00  -2.0895e-01   2.1196e-01   3.0802e-04   5.7417e-02   2.6776e-02   1.7214e-01   1.5197e-01   8.8641e-01   7.7789e-02   9.2725e-01   8.1277e-02
+#> 180:    1.0243e+02  -4.1034e+00  -2.2337e+00  -4.0000e+00  -1.0018e+00  -2.3492e-01   2.0521e-01   3.1261e-04   6.0162e-02   2.7277e-02   1.7524e-01   1.6673e-01   8.8472e-01   7.8939e-02   9.1311e-01   8.3794e-02
+#> 181:    1.0244e+02  -4.1031e+00  -2.2415e+00  -3.9951e+00  -9.9356e-01  -1.9938e-01   1.4850e-01   2.7894e-04   5.5244e-02   3.2404e-02   2.0701e-01   2.1022e-01   8.7495e-01   8.1883e-02   9.7574e-01   8.4575e-02
+#> 182:    1.0245e+02  -4.1066e+00  -2.2849e+00  -4.0083e+00  -1.0260e+00  -1.9418e-01   1.0783e-01   1.7359e-04   2.9632e-02   3.2098e-02   2.0294e-01   1.7919e-01   9.0795e-01   9.1179e-02   9.8651e-01   8.3561e-02
+#> 183:    1.0248e+02  -4.1066e+00  -2.2844e+00  -4.0201e+00  -1.0102e+00  -1.5510e-01   9.2727e-02   1.4337e-04   2.8436e-02   4.3941e-02   1.9683e-01   2.1943e-01   9.0334e-01   8.2113e-02   8.9037e-01   8.4506e-02
+#> 184:    1.0239e+02  -4.1032e+00  -2.2726e+00  -4.0270e+00  -1.0162e+00  -1.4921e-01   9.0062e-02   1.0820e-04   3.5099e-02   4.7338e-02   1.8488e-01   2.2174e-01   9.1525e-01   7.9986e-02   8.6762e-01   8.4376e-02
+#> 185:    1.0240e+02  -4.1028e+00  -2.3201e+00  -4.0248e+00  -9.8758e-01  -1.7235e-01   9.2455e-02   8.9653e-05   4.7097e-02   4.5964e-02   1.9093e-01   1.9093e-01   9.5192e-01   7.6980e-02   9.4058e-01   8.2740e-02
+#> 186:    1.0250e+02  -4.1020e+00  -2.3095e+00  -4.0326e+00  -9.9767e-01  -1.2041e-01   1.0792e-01   7.3472e-05   3.6352e-02   4.6680e-02   1.7527e-01   1.7411e-01   9.6831e-01   8.3088e-02   9.7978e-01   8.1096e-02
+#> 187:    1.0254e+02  -4.1022e+00  -2.3078e+00  -4.0329e+00  -1.0166e+00  -1.1644e-01   8.2987e-02   7.9222e-05   3.8388e-02   6.0452e-02   2.3498e-01   1.7389e-01   1.0450e+00   8.0354e-02   9.7366e-01   8.2504e-02
+#> 188:    1.0253e+02  -4.1022e+00  -2.3172e+00  -4.0401e+00  -1.0276e+00  -8.2442e-02   8.3913e-02   7.1884e-05   4.3025e-02   4.8383e-02   1.9392e-01   1.6073e-01   9.7466e-01   7.5977e-02   9.0319e-01   8.4648e-02
+#> 189:    1.0256e+02  -4.1013e+00  -2.3037e+00  -4.0402e+00  -1.0004e+00  -1.5946e-01   9.6273e-02   8.0773e-05   4.6130e-02   5.2356e-02   2.1044e-01   2.0403e-01   9.2931e-01   8.2686e-02   9.0103e-01   8.5442e-02
+#> 190:    1.0245e+02  -4.1021e+00  -2.3143e+00  -4.0314e+00  -9.9314e-01  -8.5545e-02   8.0660e-02   7.3369e-05   4.1713e-02   4.4940e-02   1.7715e-01   1.6886e-01   9.7982e-01   8.1720e-02   8.9868e-01   8.4964e-02
+#> 191:    1.0251e+02  -4.1021e+00  -2.2849e+00  -4.0229e+00  -1.0346e+00  -9.0261e-02   6.1956e-02   9.4824e-05   5.8037e-02   4.0685e-02   1.8455e-01   2.2838e-01   9.9679e-01   7.7457e-02   9.4591e-01   8.5446e-02
+#> 192:    1.0249e+02  -4.1012e+00  -2.2915e+00  -4.0452e+00  -1.0323e+00  -1.1123e-01   5.1409e-02   1.1452e-04   7.2457e-02   3.6376e-02   1.6706e-01   2.1050e-01   8.7970e-01   8.6881e-02   9.2230e-01   8.6563e-02
+#> 193:    1.0249e+02  -4.1011e+00  -2.3104e+00  -4.0569e+00  -1.0032e+00  -2.9383e-02   4.2462e-02   9.6872e-05   4.9405e-02   4.6840e-02   1.7348e-01   1.4473e-01   9.1758e-01   8.1380e-02   1.0057e+00   8.4481e-02
+#> 194:    1.0250e+02  -4.1009e+00  -2.2960e+00  -4.0567e+00  -9.9145e-01  -1.0640e-01   2.6698e-02   5.3298e-05   4.3880e-02   5.1866e-02   2.0619e-01   1.4008e-01   9.8306e-01   8.0320e-02   9.8405e-01   8.0106e-02
+#> 195:    1.0252e+02  -4.1001e+00  -2.2779e+00  -4.0677e+00  -9.9960e-01  -5.5605e-02   1.9114e-02   5.6472e-05   4.5810e-02   5.1552e-02   1.8363e-01   1.2037e-01   9.9334e-01   8.2093e-02   9.9128e-01   8.3930e-02
+#> 196:    1.0251e+02  -4.0988e+00  -2.2515e+00  -4.0555e+00  -9.9701e-01  -1.0235e-01   1.3362e-02   3.2648e-05   4.0337e-02   4.4117e-02   1.9469e-01   1.2907e-01   9.1150e-01   8.5071e-02   9.7929e-01   8.2761e-02
+#> 197:    1.0253e+02  -4.0985e+00  -2.2589e+00  -4.0427e+00  -1.0251e+00  -9.4695e-02   1.7104e-02   2.3125e-05   4.1773e-02   3.3831e-02   2.1013e-01   1.3727e-01   9.1462e-01   8.1836e-02   9.7695e-01   8.1326e-02
+#> 198:    1.0253e+02  -4.0992e+00  -2.2745e+00  -4.0327e+00  -9.8743e-01  -1.4108e-01   9.3331e-03   2.3064e-05   3.7271e-02   2.7379e-02   2.1190e-01   9.3733e-02   9.0916e-01   8.4247e-02   9.8720e-01   7.7405e-02
+#> 199:    1.0251e+02  -4.0981e+00  -2.2770e+00  -4.0275e+00  -1.0216e+00  -1.3364e-01   8.3776e-03   2.3195e-05   4.6827e-02   3.2861e-02   1.9817e-01   8.7748e-02   9.1184e-01   8.3773e-02   9.5209e-01   7.9056e-02
+#> 200:    1.0252e+02  -4.0992e+00  -2.2757e+00  -4.0277e+00  -9.9266e-01  -8.4583e-02   6.8073e-03   2.9414e-05   5.3404e-02   2.5942e-02   1.9915e-01   7.4937e-02   8.7168e-01   8.5197e-02   9.3606e-01   8.0739e-02
+#> 201:    1.0252e+02  -4.0989e+00  -2.2706e+00  -4.0333e+00  -9.8978e-01  -8.7996e-02   5.9272e-03   2.4268e-05   5.4295e-02   2.9276e-02   2.0543e-01   7.1533e-02   9.0557e-01   8.3204e-02   9.4913e-01   8.0398e-02
+#> 202:    1.0251e+02  -4.0990e+00  -2.2661e+00  -4.0324e+00  -9.8785e-01  -9.8008e-02   5.7831e-03   2.1967e-05   5.7627e-02   3.0606e-02   2.1414e-01   6.9475e-02   9.2255e-01   8.2143e-02   9.5633e-01   8.1333e-02
+#> 203:    1.0251e+02  -4.0992e+00  -2.2586e+00  -4.0297e+00  -9.9017e-01  -1.1012e-01   6.4046e-03   2.2234e-05   5.7955e-02   3.0102e-02   2.0473e-01   6.8225e-02   9.2900e-01   8.3228e-02   9.5862e-01   8.1460e-02
+#> 204:    1.0251e+02  -4.0995e+00  -2.2570e+00  -4.0280e+00  -9.9135e-01  -1.0718e-01   6.5386e-03   2.2043e-05   5.6949e-02   2.9096e-02   2.0562e-01   6.8687e-02   9.3306e-01   8.2703e-02   9.6581e-01   8.1671e-02
+#> 205:    1.0250e+02  -4.0997e+00  -2.2569e+00  -4.0256e+00  -9.9350e-01  -1.1491e-01   6.1521e-03   2.2570e-05   5.5450e-02   2.8152e-02   2.0423e-01   7.2820e-02   9.2469e-01   8.3272e-02   9.7372e-01   8.0814e-02
+#> 206:    1.0250e+02  -4.0997e+00  -2.2567e+00  -4.0269e+00  -9.9869e-01  -1.1438e-01   5.9720e-03   2.3307e-05   5.5103e-02   2.8506e-02   2.0414e-01   7.8225e-02   9.2768e-01   8.3328e-02   9.8294e-01   8.0918e-02
+#> 207:    1.0250e+02  -4.0998e+00  -2.2657e+00  -4.0311e+00  -1.0000e+00  -1.0595e-01   6.0030e-03   2.4031e-05   5.4378e-02   2.9468e-02   2.0222e-01   8.1455e-02   9.3397e-01   8.3285e-02   9.8989e-01   8.0967e-02
+#> 208:    1.0250e+02  -4.0999e+00  -2.2759e+00  -4.0330e+00  -1.0001e+00  -9.6916e-02   5.9586e-03   2.3690e-05   5.3811e-02   2.9674e-02   1.9979e-01   8.1206e-02   9.3593e-01   8.4094e-02   9.8891e-01   8.1107e-02
+#> 209:    1.0250e+02  -4.0998e+00  -2.2836e+00  -4.0344e+00  -1.0016e+00  -8.9119e-02   5.6137e-03   2.3512e-05   5.4159e-02   2.9780e-02   1.9778e-01   8.2635e-02   9.4080e-01   8.3757e-02   9.9062e-01   8.0979e-02
+#> 210:    1.0251e+02  -4.0998e+00  -2.2898e+00  -4.0334e+00  -1.0017e+00  -8.3861e-02   5.2428e-03   2.3117e-05   5.4271e-02   2.9112e-02   1.9539e-01   8.3602e-02   9.4410e-01   8.4262e-02   9.8944e-01   8.1260e-02
+#> 211:    1.0251e+02  -4.0998e+00  -2.2968e+00  -4.0329e+00  -9.9953e-01  -8.2036e-02   4.9312e-03   2.2863e-05   5.5392e-02   2.8432e-02   1.9466e-01   8.3724e-02   9.5395e-01   8.4317e-02   9.9876e-01   8.1402e-02
+#> 212:    1.0251e+02  -4.0997e+00  -2.2982e+00  -4.0327e+00  -1.0018e+00  -8.2942e-02   4.6622e-03   2.3364e-05   5.5864e-02   2.7552e-02   1.9313e-01   8.3815e-02   9.5374e-01   8.4223e-02   1.0049e+00   8.1479e-02
+#> 213:    1.0251e+02  -4.0995e+00  -2.2996e+00  -4.0322e+00  -1.0027e+00  -8.4931e-02   4.4988e-03   2.4085e-05   5.6000e-02   2.6729e-02   1.9184e-01   8.3522e-02   9.5091e-01   8.4321e-02   1.0026e+00   8.1310e-02
+#> 214:    1.0251e+02  -4.0994e+00  -2.2997e+00  -4.0326e+00  -1.0033e+00  -8.7810e-02   4.3582e-03   2.5253e-05   5.6470e-02   2.6179e-02   1.9110e-01   8.5338e-02   9.5311e-01   8.4118e-02   1.0062e+00   8.1320e-02
+#> 215:    1.0251e+02  -4.0993e+00  -2.3013e+00  -4.0331e+00  -1.0042e+00  -8.5053e-02   4.3765e-03   2.6370e-05   5.6978e-02   2.5984e-02   1.8960e-01   8.6633e-02   9.5505e-01   8.3787e-02   1.0092e+00   8.1298e-02
+#> 216:    1.0251e+02  -4.0993e+00  -2.3032e+00  -4.0320e+00  -1.0033e+00  -8.5521e-02   4.4127e-03   2.7607e-05   5.7092e-02   2.5514e-02   1.8916e-01   8.8986e-02   9.5571e-01   8.3655e-02   1.0106e+00   8.1177e-02
+#> 217:    1.0251e+02  -4.0993e+00  -2.3050e+00  -4.0309e+00  -1.0039e+00  -8.5267e-02   4.4663e-03   2.8101e-05   5.7536e-02   2.5186e-02   1.8803e-01   9.0776e-02   9.5624e-01   8.3792e-02   1.0100e+00   8.1214e-02
+#> 218:    1.0251e+02  -4.0993e+00  -2.3068e+00  -4.0309e+00  -1.0052e+00  -8.3353e-02   4.4833e-03   2.7541e-05   5.7391e-02   2.4589e-02   1.8691e-01   9.4302e-02   9.5168e-01   8.4114e-02   1.0124e+00   8.1211e-02
+#> 219:    1.0251e+02  -4.0993e+00  -2.3077e+00  -4.0316e+00  -1.0049e+00  -8.0885e-02   4.4529e-03   2.6825e-05   5.7273e-02   2.3909e-02   1.8700e-01   9.6040e-02   9.4675e-01   8.4115e-02   1.0115e+00   8.1075e-02
+#> 220:    1.0251e+02  -4.0993e+00  -2.3095e+00  -4.0327e+00  -1.0051e+00  -7.6386e-02   4.5217e-03   2.6724e-05   5.7342e-02   2.3648e-02   1.8752e-01   9.7466e-02   9.4316e-01   8.4134e-02   1.0099e+00   8.1206e-02
+#> 221:    1.0251e+02  -4.0993e+00  -2.3120e+00  -4.0339e+00  -1.0050e+00  -7.3314e-02   4.5361e-03   2.6133e-05   5.7387e-02   2.3612e-02   1.8744e-01   9.9108e-02   9.4164e-01   8.4073e-02   1.0096e+00   8.1143e-02
+#> 222:    1.0251e+02  -4.0993e+00  -2.3136e+00  -4.0355e+00  -1.0049e+00  -6.8041e-02   4.5806e-03   2.5728e-05   5.7827e-02   2.3466e-02   1.8681e-01   9.9150e-02   9.4237e-01   8.3991e-02   1.0116e+00   8.1192e-02
+#> 223:    1.0251e+02  -4.0993e+00  -2.3144e+00  -4.0364e+00  -1.0047e+00  -6.6770e-02   4.5349e-03   2.5412e-05   5.8823e-02   2.3232e-02   1.8728e-01   9.9882e-02   9.4051e-01   8.3808e-02   1.0097e+00   8.1028e-02
+#> 224:    1.0251e+02  -4.0992e+00  -2.3155e+00  -4.0373e+00  -1.0040e+00  -6.4487e-02   4.4985e-03   2.5094e-05   6.0294e-02   2.3022e-02   1.8652e-01   1.0114e-01   9.3800e-01   8.3696e-02   1.0099e+00   8.0990e-02
+#> 225:    1.0251e+02  -4.0992e+00  -2.3167e+00  -4.0384e+00  -1.0041e+00  -6.2966e-02   4.4783e-03   2.4741e-05   6.0569e-02   2.2900e-02   1.8622e-01   1.0072e-01   9.3574e-01   8.3833e-02   1.0075e+00   8.0893e-02
+#> 226:    1.0251e+02  -4.0993e+00  -2.3173e+00  -4.0395e+00  -1.0036e+00  -6.0541e-02   4.4466e-03   2.4601e-05   6.0661e-02   2.2897e-02   1.8544e-01   1.0160e-01   9.3842e-01   8.3565e-02   1.0064e+00   8.1006e-02
+#> 227:    1.0251e+02  -4.0993e+00  -2.3183e+00  -4.0403e+00  -1.0028e+00  -5.9061e-02   4.4290e-03   2.4610e-05   6.1093e-02   2.2836e-02   1.8582e-01   1.0184e-01   9.3983e-01   8.3421e-02   1.0066e+00   8.1225e-02
+#> 228:    1.0251e+02  -4.0993e+00  -2.3190e+00  -4.0405e+00  -1.0027e+00  -5.8994e-02   4.4377e-03   2.4228e-05   6.0957e-02   2.2540e-02   1.8424e-01   1.0104e-01   9.4056e-01   8.3559e-02   1.0085e+00   8.1266e-02
+#> 229:    1.0251e+02  -4.0993e+00  -2.3206e+00  -4.0398e+00  -1.0026e+00  -5.9258e-02   4.5021e-03   2.3801e-05   6.0331e-02   2.2380e-02   1.8409e-01   9.9681e-02   9.4320e-01   8.3678e-02   1.0111e+00   8.1236e-02
+#> 230:    1.0251e+02  -4.0994e+00  -2.3217e+00  -4.0401e+00  -1.0028e+00  -5.7766e-02   4.5320e-03   2.3519e-05   5.9913e-02   2.2317e-02   1.8484e-01   9.9325e-02   9.4418e-01   8.3884e-02   1.0144e+00   8.1294e-02
+#> 231:    1.0251e+02  -4.0994e+00  -2.3223e+00  -4.0400e+00  -1.0036e+00  -5.7213e-02   4.6519e-03   2.3658e-05   5.9386e-02   2.2185e-02   1.8526e-01   9.8374e-02   9.4356e-01   8.4167e-02   1.0171e+00   8.1315e-02
+#> 232:    1.0251e+02  -4.0994e+00  -2.3231e+00  -4.0400e+00  -1.0045e+00  -5.5248e-02   4.7067e-03   2.3117e-05   5.9583e-02   2.2248e-02   1.8574e-01   9.7396e-02   9.4340e-01   8.4212e-02   1.0179e+00   8.1401e-02
+#> 233:    1.0251e+02  -4.0994e+00  -2.3237e+00  -4.0401e+00  -1.0046e+00  -5.4085e-02   4.7534e-03   2.2858e-05   5.8985e-02   2.2248e-02   1.8649e-01   9.7364e-02   9.4271e-01   8.4248e-02   1.0189e+00   8.1456e-02
+#> 234:    1.0251e+02  -4.0995e+00  -2.3238e+00  -4.0400e+00  -1.0042e+00  -5.2957e-02   4.8433e-03   2.2715e-05   5.8868e-02   2.2174e-02   1.8630e-01   9.7975e-02   9.4382e-01   8.4160e-02   1.0210e+00   8.1665e-02
+#> 235:    1.0251e+02  -4.0995e+00  -2.3248e+00  -4.0396e+00  -1.0044e+00  -5.3132e-02   4.8769e-03   2.2540e-05   5.9052e-02   2.2120e-02   1.8627e-01   9.8772e-02   9.4330e-01   8.4170e-02   1.0196e+00   8.1627e-02
+#> 236:    1.0251e+02  -4.0995e+00  -2.3244e+00  -4.0392e+00  -1.0052e+00  -5.3786e-02   4.8860e-03   2.2664e-05   5.8981e-02   2.2095e-02   1.8771e-01   9.8852e-02   9.4172e-01   8.4214e-02   1.0191e+00   8.1698e-02
+#> 237:    1.0251e+02  -4.0996e+00  -2.3231e+00  -4.0386e+00  -1.0056e+00  -5.5158e-02   4.8731e-03   2.2576e-05   5.8788e-02   2.2037e-02   1.8860e-01   9.9599e-02   9.4242e-01   8.4097e-02   1.0198e+00   8.1684e-02
+#> 238:    1.0251e+02  -4.0996e+00  -2.3222e+00  -4.0384e+00  -1.0054e+00  -5.6412e-02   4.8673e-03   2.2575e-05   5.8733e-02   2.1962e-02   1.8874e-01   9.9196e-02   9.4097e-01   8.4103e-02   1.0208e+00   8.1649e-02
+#> 239:    1.0251e+02  -4.0996e+00  -2.3212e+00  -4.0382e+00  -1.0068e+00  -5.7131e-02   4.8223e-03   2.2398e-05   5.8674e-02   2.1817e-02   1.8926e-01   9.9323e-02   9.4261e-01   8.4059e-02   1.0229e+00   8.1670e-02
+#> 240:    1.0251e+02  -4.0996e+00  -2.3216e+00  -4.0376e+00  -1.0073e+00  -5.6962e-02   4.7984e-03   2.2260e-05   5.8558e-02   2.1632e-02   1.8892e-01   9.9232e-02   9.4434e-01   8.4130e-02   1.0237e+00   8.1679e-02
+#> 241:    1.0251e+02  -4.0996e+00  -2.3216e+00  -4.0371e+00  -1.0078e+00  -5.6984e-02   4.7767e-03   2.2074e-05   5.9552e-02   2.1436e-02   1.8860e-01   9.9285e-02   9.4491e-01   8.4026e-02   1.0247e+00   8.1680e-02
+#> 242:    1.0251e+02  -4.0996e+00  -2.3222e+00  -4.0372e+00  -1.0079e+00  -5.6422e-02   4.7880e-03   2.2014e-05   6.0033e-02   2.1277e-02   1.8860e-01   9.8674e-02   9.4359e-01   8.3991e-02   1.0255e+00   8.1634e-02
+#> 243:    1.0251e+02  -4.0995e+00  -2.3227e+00  -4.0376e+00  -1.0079e+00  -5.4330e-02   4.7944e-03   2.1687e-05   6.0189e-02   2.1088e-02   1.8830e-01   9.7952e-02   9.4207e-01   8.4036e-02   1.0257e+00   8.1666e-02
+#> 244:    1.0251e+02  -4.0995e+00  -2.3237e+00  -4.0385e+00  -1.0076e+00  -5.2834e-02   4.7916e-03   2.1467e-05   6.0432e-02   2.1062e-02   1.8810e-01   9.7065e-02   9.4039e-01   8.4075e-02   1.0248e+00   8.1599e-02
+#> 245:    1.0251e+02  -4.0995e+00  -2.3249e+00  -4.0390e+00  -1.0073e+00  -5.0542e-02   4.7926e-03   2.1549e-05   6.1095e-02   2.0981e-02   1.8814e-01   9.6715e-02   9.3900e-01   8.4049e-02   1.0226e+00   8.1505e-02
+#> 246:    1.0251e+02  -4.0995e+00  -2.3261e+00  -4.0398e+00  -1.0066e+00  -4.7686e-02   4.8114e-03   2.1557e-05   6.1692e-02   2.0969e-02   1.8783e-01   9.6477e-02   9.3880e-01   8.4024e-02   1.0211e+00   8.1456e-02
+#> 247:    1.0251e+02  -4.0996e+00  -2.3270e+00  -4.0406e+00  -1.0063e+00  -4.5794e-02   4.7864e-03   2.1709e-05   6.1819e-02   2.0928e-02   1.8765e-01   9.5549e-02   9.3939e-01   8.4076e-02   1.0201e+00   8.1427e-02
+#> 248:    1.0251e+02  -4.0995e+00  -2.3282e+00  -4.0412e+00  -1.0064e+00  -4.3009e-02   4.7307e-03   2.1707e-05   6.2309e-02   2.0970e-02   1.8795e-01   9.5221e-02   9.3898e-01   8.4080e-02   1.0197e+00   8.1501e-02
+#> 249:    1.0251e+02  -4.0996e+00  -2.3298e+00  -4.0417e+00  -1.0070e+00  -4.1062e-02   4.7070e-03   2.1737e-05   6.2607e-02   2.1094e-02   1.8796e-01   9.5103e-02   9.3917e-01   8.4069e-02   1.0194e+00   8.1525e-02
+#> 250:    1.0251e+02  -4.0996e+00  -2.3313e+00  -4.0420e+00  -1.0073e+00  -3.9250e-02   4.7191e-03   2.1947e-05   6.2963e-02   2.1053e-02   1.8834e-01   9.4954e-02   9.3851e-01   8.4115e-02   1.0190e+00   8.1496e-02
+#> 251:    1.0251e+02  -4.0997e+00  -2.3317e+00  -4.0424e+00  -1.0078e+00  -3.7549e-02   4.7501e-03   2.2063e-05   6.3160e-02   2.0958e-02   1.8840e-01   9.4783e-02   9.3749e-01   8.4137e-02   1.0185e+00   8.1476e-02
+#> 252:    1.0251e+02  -4.0997e+00  -2.3319e+00  -4.0424e+00  -1.0083e+00  -3.6657e-02   4.7441e-03   2.2081e-05   6.3250e-02   2.0891e-02   1.8911e-01   9.4954e-02   9.3708e-01   8.4108e-02   1.0180e+00   8.1479e-02
+#> 253:    1.0251e+02  -4.0997e+00  -2.3323e+00  -4.0425e+00  -1.0085e+00  -3.5826e-02   4.7409e-03   2.2021e-05   6.3513e-02   2.0810e-02   1.8920e-01   9.5196e-02   9.3509e-01   8.4179e-02   1.0184e+00   8.1440e-02
+#> 254:    1.0251e+02  -4.0997e+00  -2.3324e+00  -4.0426e+00  -1.0086e+00  -3.6456e-02   4.7046e-03   2.1929e-05   6.3535e-02   2.0859e-02   1.9010e-01   9.5077e-02   9.3362e-01   8.4279e-02   1.0185e+00   8.1371e-02
+#> 255:    1.0251e+02  -4.0997e+00  -2.3313e+00  -4.0424e+00  -1.0088e+00  -3.7358e-02   4.6636e-03   2.1827e-05   6.3864e-02   2.0820e-02   1.9126e-01   9.4979e-02   9.3183e-01   8.4380e-02   1.0185e+00   8.1434e-02
+#> 256:    1.0251e+02  -4.0997e+00  -2.3306e+00  -4.0423e+00  -1.0086e+00  -3.8558e-02   4.6418e-03   2.1776e-05   6.4176e-02   2.0845e-02   1.9175e-01   9.4890e-02   9.3144e-01   8.4436e-02   1.0188e+00   8.1420e-02
+#> 257:    1.0251e+02  -4.0997e+00  -2.3297e+00  -4.0419e+00  -1.0092e+00  -3.9580e-02   4.6134e-03   2.1742e-05   6.4408e-02   2.0751e-02   1.9188e-01   9.4692e-02   9.3113e-01   8.4507e-02   1.0187e+00   8.1412e-02
+#> 258:    1.0251e+02  -4.0997e+00  -2.3287e+00  -4.0415e+00  -1.0090e+00  -4.0619e-02   4.5918e-03   2.1710e-05   6.4634e-02   2.0663e-02   1.9172e-01   9.4422e-02   9.3104e-01   8.4479e-02   1.0189e+00   8.1395e-02
+#> 259:    1.0251e+02  -4.0997e+00  -2.3284e+00  -4.0412e+00  -1.0086e+00  -4.1245e-02   4.5889e-03   2.1741e-05   6.5035e-02   2.0678e-02   1.9132e-01   9.3998e-02   9.2986e-01   8.4448e-02   1.0177e+00   8.1368e-02
+#> 260:    1.0251e+02  -4.0997e+00  -2.3283e+00  -4.0410e+00  -1.0084e+00  -4.1907e-02   4.5818e-03   2.1877e-05   6.5755e-02   2.0691e-02   1.9113e-01   9.3631e-02   9.2955e-01   8.4378e-02   1.0172e+00   8.1346e-02
+#> 261:    1.0251e+02  -4.0998e+00  -2.3282e+00  -4.0409e+00  -1.0087e+00  -4.2022e-02   4.5724e-03   2.1946e-05   6.6396e-02   2.0714e-02   1.9084e-01   9.3140e-02   9.2882e-01   8.4426e-02   1.0166e+00   8.1329e-02
+#> 262:    1.0251e+02  -4.0997e+00  -2.3275e+00  -4.0408e+00  -1.0092e+00  -4.2439e-02   4.5357e-03   2.1842e-05   6.6895e-02   2.0692e-02   1.9082e-01   9.2527e-02   9.2811e-01   8.4447e-02   1.0168e+00   8.1339e-02
+#> 263:    1.0251e+02  -4.0998e+00  -2.3269e+00  -4.0407e+00  -1.0097e+00  -4.2867e-02   4.5244e-03   2.1830e-05   6.7068e-02   2.0721e-02   1.9077e-01   9.2003e-02   9.2800e-01   8.4366e-02   1.0171e+00   8.1343e-02
+#> 264:    1.0251e+02  -4.0998e+00  -2.3262e+00  -4.0403e+00  -1.0102e+00  -4.3066e-02   4.4987e-03   2.1812e-05   6.7458e-02   2.0718e-02   1.9065e-01   9.1528e-02   9.2710e-01   8.4389e-02   1.0163e+00   8.1355e-02
+#> 265:    1.0251e+02  -4.0998e+00  -2.3264e+00  -4.0401e+00  -1.0105e+00  -4.3042e-02   4.4865e-03   2.1721e-05   6.7680e-02   2.0722e-02   1.9057e-01   9.1243e-02   9.2631e-01   8.4430e-02   1.0154e+00   8.1321e-02
+#> 266:    1.0251e+02  -4.0998e+00  -2.3264e+00  -4.0397e+00  -1.0107e+00  -4.3247e-02   4.4552e-03   2.1609e-05   6.8246e-02   2.0757e-02   1.9054e-01   9.1222e-02   9.2659e-01   8.4381e-02   1.0154e+00   8.1290e-02
+#> 267:    1.0251e+02  -4.0999e+00  -2.3261e+00  -4.0396e+00  -1.0107e+00  -4.4145e-02   4.4367e-03   2.1505e-05   6.8834e-02   2.0735e-02   1.9038e-01   9.1594e-02   9.2661e-01   8.4338e-02   1.0153e+00   8.1308e-02
+#> 268:    1.0251e+02  -4.0999e+00  -2.3249e+00  -4.0395e+00  -1.0112e+00  -4.5394e-02   4.4239e-03   2.1411e-05   6.9776e-02   2.0749e-02   1.9017e-01   9.1916e-02   9.2711e-01   8.4286e-02   1.0158e+00   8.1400e-02
+#> 269:    1.0251e+02  -4.0999e+00  -2.3236e+00  -4.0391e+00  -1.0112e+00  -4.6744e-02   4.4119e-03   2.1310e-05   7.0528e-02   2.0709e-02   1.9026e-01   9.2008e-02   9.2638e-01   8.4248e-02   1.0160e+00   8.1389e-02
+#> 270:    1.0251e+02  -4.0999e+00  -2.3231e+00  -4.0388e+00  -1.0116e+00  -4.7514e-02   4.3782e-03   2.1160e-05   7.1513e-02   2.0724e-02   1.9006e-01   9.1551e-02   9.2668e-01   8.4246e-02   1.0149e+00   8.1419e-02
+#> 271:    1.0251e+02  -4.0999e+00  -2.3228e+00  -4.0387e+00  -1.0117e+00  -4.7755e-02   4.3389e-03   2.1121e-05   7.1868e-02   2.0670e-02   1.8969e-01   9.1369e-02   9.2678e-01   8.4228e-02   1.0145e+00   8.1437e-02
+#> 272:    1.0251e+02  -4.0999e+00  -2.3222e+00  -4.0387e+00  -1.0121e+00  -4.8163e-02   4.3080e-03   2.1146e-05   7.2226e-02   2.0710e-02   1.8983e-01   9.0962e-02   9.2639e-01   8.4261e-02   1.0132e+00   8.1523e-02
+#> 273:    1.0251e+02  -4.0999e+00  -2.3216e+00  -4.0389e+00  -1.0122e+00  -4.8336e-02   4.2916e-03   2.1202e-05   7.2734e-02   2.0689e-02   1.8982e-01   9.0422e-02   9.2618e-01   8.4177e-02   1.0134e+00   8.1561e-02
+#> 274:    1.0251e+02  -4.0999e+00  -2.3211e+00  -4.0388e+00  -1.0124e+00  -4.8286e-02   4.2592e-03   2.1201e-05   7.3324e-02   2.0658e-02   1.9015e-01   8.9938e-02   9.2530e-01   8.4133e-02   1.0133e+00   8.1562e-02
+#> 275:    1.0251e+02  -4.0999e+00  -2.3211e+00  -4.0387e+00  -1.0128e+00  -4.8312e-02   4.2368e-03   2.1092e-05   7.3673e-02   2.0639e-02   1.9018e-01   8.9708e-02   9.2404e-01   8.4155e-02   1.0130e+00   8.1535e-02
+#> 276:    1.0251e+02  -4.0999e+00  -2.3212e+00  -4.0386e+00  -1.0126e+00  -4.8249e-02   4.2070e-03   2.0985e-05   7.4089e-02   2.0674e-02   1.8992e-01   8.9341e-02   9.2339e-01   8.4163e-02   1.0121e+00   8.1515e-02
+#> 277:    1.0251e+02  -4.0999e+00  -2.3212e+00  -4.0387e+00  -1.0123e+00  -4.8743e-02   4.1781e-03   2.0914e-05   7.4488e-02   2.0779e-02   1.8959e-01   8.9106e-02   9.2352e-01   8.4100e-02   1.0112e+00   8.1477e-02
+#> 278:    1.0251e+02  -4.0999e+00  -2.3213e+00  -4.0385e+00  -1.0118e+00  -4.9468e-02   4.1782e-03   2.0802e-05   7.4843e-02   2.0859e-02   1.8970e-01   8.8995e-02   9.2374e-01   8.4037e-02   1.0103e+00   8.1458e-02
+#> 279:    1.0251e+02  -4.0999e+00  -2.3213e+00  -4.0384e+00  -1.0115e+00  -4.9612e-02   4.1736e-03   2.0737e-05   7.5385e-02   2.0899e-02   1.8969e-01   8.8806e-02   9.2347e-01   8.3989e-02   1.0095e+00   8.1440e-02
+#> 280:    1.0251e+02  -4.0999e+00  -2.3213e+00  -4.0382e+00  -1.0114e+00  -5.0460e-02   4.1900e-03   2.0708e-05   7.6051e-02   2.0933e-02   1.8968e-01   8.9243e-02   9.2293e-01   8.3972e-02   1.0085e+00   8.1467e-02
+#> 281:    1.0251e+02  -4.0999e+00  -2.3215e+00  -4.0378e+00  -1.0113e+00  -5.0583e-02   4.2096e-03   2.0638e-05   7.6759e-02   2.1003e-02   1.8941e-01   8.9450e-02   9.2294e-01   8.4027e-02   1.0080e+00   8.1467e-02
+#> 282:    1.0251e+02  -4.0999e+00  -2.3218e+00  -4.0380e+00  -1.0114e+00  -5.0276e-02   4.2061e-03   2.0669e-05   7.7323e-02   2.1016e-02   1.8946e-01   8.9456e-02   9.2386e-01   8.3996e-02   1.0095e+00   8.1446e-02
+#> 283:    1.0251e+02  -4.0999e+00  -2.3224e+00  -4.0383e+00  -1.0115e+00  -4.9357e-02   4.2005e-03   2.0601e-05   7.7856e-02   2.1072e-02   1.8968e-01   8.9327e-02   9.2480e-01   8.3964e-02   1.0101e+00   8.1418e-02
+#> 284:    1.0251e+02  -4.0999e+00  -2.3226e+00  -4.0386e+00  -1.0110e+00  -4.8703e-02   4.1977e-03   2.0549e-05   7.8183e-02   2.1122e-02   1.8956e-01   8.9430e-02   9.2470e-01   8.3898e-02   1.0098e+00   8.1428e-02
+#> 285:    1.0251e+02  -4.0999e+00  -2.3232e+00  -4.0389e+00  -1.0110e+00  -4.7526e-02   4.2063e-03   2.0546e-05   7.8449e-02   2.1151e-02   1.8967e-01   8.9133e-02   9.2438e-01   8.3889e-02   1.0089e+00   8.1428e-02
+#> 286:    1.0251e+02  -4.0999e+00  -2.3242e+00  -4.0389e+00  -1.0103e+00  -4.6191e-02   4.2076e-03   2.0486e-05   7.8629e-02   2.1133e-02   1.8970e-01   8.8773e-02   9.2471e-01   8.3861e-02   1.0087e+00   8.1427e-02
+#> 287:    1.0251e+02  -4.0999e+00  -2.3243e+00  -4.0391e+00  -1.0105e+00  -4.5159e-02   4.1980e-03   2.0488e-05   7.8916e-02   2.1071e-02   1.8955e-01   8.8297e-02   9.2415e-01   8.3957e-02   1.0084e+00   8.1464e-02
+#> 288:    1.0251e+02  -4.0999e+00  -2.3237e+00  -4.0392e+00  -1.0109e+00  -4.4970e-02   4.1921e-03   2.0495e-05   7.8764e-02   2.0953e-02   1.8988e-01   8.8160e-02   9.2539e-01   8.3963e-02   1.0103e+00   8.1466e-02
+#> 289:    1.0251e+02  -4.0999e+00  -2.3232e+00  -4.0392e+00  -1.0114e+00  -4.4592e-02   4.1763e-03   2.0584e-05   7.8632e-02   2.0841e-02   1.8982e-01   8.8037e-02   9.2559e-01   8.4031e-02   1.0111e+00   8.1469e-02
+#> 290:    1.0251e+02  -4.0999e+00  -2.3228e+00  -4.0393e+00  -1.0118e+00  -4.4506e-02   4.1574e-03   2.0479e-05   7.8482e-02   2.0726e-02   1.8968e-01   8.7644e-02   9.2519e-01   8.4079e-02   1.0117e+00   8.1474e-02
+#> 291:    1.0251e+02  -4.0999e+00  -2.3223e+00  -4.0392e+00  -1.0120e+00  -4.4578e-02   4.1365e-03   2.0488e-05   7.8220e-02   2.0662e-02   1.8952e-01   8.7558e-02   9.2534e-01   8.4128e-02   1.0119e+00   8.1459e-02
+#> 292:    1.0251e+02  -4.0999e+00  -2.3219e+00  -4.0392e+00  -1.0120e+00  -4.4486e-02   4.1205e-03   2.0514e-05   7.8288e-02   2.0601e-02   1.8947e-01   8.7669e-02   9.2591e-01   8.4106e-02   1.0124e+00   8.1443e-02
+#> 293:    1.0251e+02  -4.0999e+00  -2.3217e+00  -4.0395e+00  -1.0120e+00  -4.3914e-02   4.1076e-03   2.0606e-05   7.8474e-02   2.0557e-02   1.8960e-01   8.7970e-02   9.2580e-01   8.4052e-02   1.0124e+00   8.1443e-02
+#> 294:    1.0251e+02  -4.0998e+00  -2.3218e+00  -4.0399e+00  -1.0123e+00  -4.3173e-02   4.1124e-03   2.0598e-05   7.8561e-02   2.0485e-02   1.8979e-01   8.7954e-02   9.2624e-01   8.4027e-02   1.0132e+00   8.1419e-02
+#> 295:    1.0251e+02  -4.0998e+00  -2.3220e+00  -4.0399e+00  -1.0123e+00  -4.2805e-02   4.1150e-03   2.0599e-05   7.8804e-02   2.0397e-02   1.8985e-01   8.8079e-02   9.2637e-01   8.3980e-02   1.0139e+00   8.1382e-02
+#> 296:    1.0251e+02  -4.0998e+00  -2.3224e+00  -4.0401e+00  -1.0121e+00  -4.2813e-02   4.1342e-03   2.0618e-05   7.9093e-02   2.0359e-02   1.8980e-01   8.8328e-02   9.2555e-01   8.3955e-02   1.0137e+00   8.1344e-02
+#> 297:    1.0251e+02  -4.0998e+00  -2.3225e+00  -4.0403e+00  -1.0118e+00  -4.2861e-02   4.1653e-03   2.0599e-05   7.9236e-02   2.0318e-02   1.8969e-01   8.8659e-02   9.2477e-01   8.3916e-02   1.0135e+00   8.1323e-02
+#> 298:    1.0251e+02  -4.0997e+00  -2.3228e+00  -4.0404e+00  -1.0116e+00  -4.2874e-02   4.2066e-03   2.0567e-05   7.9391e-02   2.0249e-02   1.8973e-01   8.8706e-02   9.2359e-01   8.3939e-02   1.0134e+00   8.1277e-02
+#> 299:    1.0251e+02  -4.0997e+00  -2.3224e+00  -4.0404e+00  -1.0113e+00  -4.3190e-02   4.2168e-03   2.0532e-05   7.9379e-02   2.0187e-02   1.8973e-01   8.8757e-02   9.2294e-01   8.3916e-02   1.0137e+00   8.1243e-02
+#> 300:    1.0251e+02  -4.0997e+00  -2.3221e+00  -4.0405e+00  -1.0111e+00  -4.3480e-02   4.2289e-03   2.0490e-05   7.9314e-02   2.0140e-02   1.8983e-01   8.8620e-02   9.2242e-01   8.3900e-02   1.0137e+00   8.1210e-02
+#> 301:    1.0251e+02  -4.0997e+00  -2.3213e+00  -4.0404e+00  -1.0109e+00  -4.4169e-02   4.2524e-03   2.0546e-05   7.9499e-02   2.0117e-02   1.8991e-01   8.8503e-02   9.2226e-01   8.3843e-02   1.0136e+00   8.1235e-02
+#> 302:    1.0251e+02  -4.0997e+00  -2.3205e+00  -4.0403e+00  -1.0108e+00  -4.5199e-02   4.2709e-03   2.0511e-05   7.9674e-02   2.0085e-02   1.8969e-01   8.8687e-02   9.2207e-01   8.3852e-02   1.0134e+00   8.1262e-02
+#> 303:    1.0251e+02  -4.0997e+00  -2.3199e+00  -4.0401e+00  -1.0106e+00  -4.6193e-02   4.2807e-03   2.0440e-05   7.9845e-02   2.0104e-02   1.8985e-01   8.8661e-02   9.2135e-01   8.3843e-02   1.0128e+00   8.1274e-02
+#> 304:    1.0251e+02  -4.0997e+00  -2.3189e+00  -4.0398e+00  -1.0105e+00  -4.7180e-02   4.3058e-03   2.0450e-05   7.9808e-02   2.0159e-02   1.8987e-01   8.8660e-02   9.2076e-01   8.3856e-02   1.0120e+00   8.1277e-02
+#> 305:    1.0251e+02  -4.0997e+00  -2.3180e+00  -4.0396e+00  -1.0102e+00  -4.8474e-02   4.3050e-03   2.0527e-05   7.9932e-02   2.0184e-02   1.8970e-01   8.8567e-02   9.1986e-01   8.3867e-02   1.0111e+00   8.1290e-02
+#> 306:    1.0251e+02  -4.0997e+00  -2.3175e+00  -4.0393e+00  -1.0101e+00  -4.9308e-02   4.3055e-03   2.0586e-05   8.0113e-02   2.0178e-02   1.8971e-01   8.8307e-02   9.1930e-01   8.3865e-02   1.0112e+00   8.1290e-02
+#> 307:    1.0251e+02  -4.0997e+00  -2.3175e+00  -4.0393e+00  -1.0103e+00  -4.9278e-02   4.3027e-03   2.0441e-05   8.0168e-02   2.0211e-02   1.8973e-01   8.7993e-02   9.1919e-01   8.3837e-02   1.0109e+00   8.1287e-02
+#> 308:    1.0251e+02  -4.0998e+00  -2.3175e+00  -4.0394e+00  -1.0103e+00  -4.9430e-02   4.2899e-03   2.0384e-05   8.0417e-02   2.0187e-02   1.8983e-01   8.7757e-02   9.1937e-01   8.3778e-02   1.0106e+00   8.1289e-02
+#> 309:    1.0251e+02  -4.0998e+00  -2.3175e+00  -4.0393e+00  -1.0103e+00  -4.9319e-02   4.2773e-03   2.0349e-05   8.0807e-02   2.0161e-02   1.8959e-01   8.7493e-02   9.1950e-01   8.3734e-02   1.0108e+00   8.1279e-02
+#> 310:    1.0251e+02  -4.0998e+00  -2.3174e+00  -4.0393e+00  -1.0101e+00  -4.8880e-02   4.2710e-03   2.0327e-05   8.1202e-02   2.0116e-02   1.8983e-01   8.7251e-02   9.1864e-01   8.3730e-02   1.0108e+00   8.1294e-02
+#> 311:    1.0251e+02  -4.0998e+00  -2.3174e+00  -4.0394e+00  -1.0100e+00  -4.8080e-02   4.2611e-03   2.0272e-05   8.1332e-02   2.0078e-02   1.9003e-01   8.6995e-02   9.1844e-01   8.3699e-02   1.0105e+00   8.1319e-02
+#> 312:    1.0251e+02  -4.0998e+00  -2.3173e+00  -4.0394e+00  -1.0100e+00  -4.7724e-02   4.2663e-03   2.0239e-05   8.1553e-02   2.0021e-02   1.8982e-01   8.6721e-02   9.1838e-01   8.3721e-02   1.0100e+00   8.1312e-02
+#> 313:    1.0251e+02  -4.0998e+00  -2.3170e+00  -4.0395e+00  -1.0100e+00  -4.7216e-02   4.2775e-03   2.0213e-05   8.2001e-02   1.9971e-02   1.8980e-01   8.6651e-02   9.1837e-01   8.3697e-02   1.0100e+00   8.1318e-02
+#> 314:    1.0251e+02  -4.0998e+00  -2.3169e+00  -4.0398e+00  -1.0100e+00  -4.6902e-02   4.2949e-03   2.0265e-05   8.2392e-02   1.9922e-02   1.8988e-01   8.6426e-02   9.1845e-01   8.3722e-02   1.0103e+00   8.1309e-02
+#> 315:    1.0251e+02  -4.0998e+00  -2.3168e+00  -4.0399e+00  -1.0102e+00  -4.6480e-02   4.3206e-03   2.0314e-05   8.2534e-02   1.9912e-02   1.8972e-01   8.6211e-02   9.1792e-01   8.3758e-02   1.0103e+00   8.1337e-02
+#> 316:    1.0251e+02  -4.0998e+00  -2.3169e+00  -4.0400e+00  -1.0100e+00  -4.6238e-02   4.3456e-03   2.0323e-05   8.2729e-02   1.9936e-02   1.8975e-01   8.5856e-02   9.1759e-01   8.3814e-02   1.0095e+00   8.1353e-02
+#> 317:    1.0251e+02  -4.0998e+00  -2.3169e+00  -4.0402e+00  -1.0103e+00  -4.5470e-02   4.3521e-03   2.0275e-05   8.2864e-02   1.9965e-02   1.8980e-01   8.5438e-02   9.1755e-01   8.3894e-02   1.0088e+00   8.1373e-02
+#> 318:    1.0251e+02  -4.0998e+00  -2.3169e+00  -4.0402e+00  -1.0106e+00  -4.5001e-02   4.3661e-03   2.0191e-05   8.2949e-02   1.9983e-02   1.9001e-01   8.5203e-02   9.1746e-01   8.3944e-02   1.0078e+00   8.1401e-02
+#> 319:    1.0251e+02  -4.0998e+00  -2.3169e+00  -4.0403e+00  -1.0108e+00  -4.4545e-02   4.3665e-03   2.0114e-05   8.2694e-02   2.0003e-02   1.9041e-01   8.4997e-02   9.1774e-01   8.3940e-02   1.0073e+00   8.1417e-02
+#> 320:    1.0251e+02  -4.0998e+00  -2.3171e+00  -4.0402e+00  -1.0109e+00  -4.4419e-02   4.3600e-03   2.0043e-05   8.2516e-02   1.9999e-02   1.9044e-01   8.4873e-02   9.1798e-01   8.3932e-02   1.0070e+00   8.1420e-02
+#> 321:    1.0251e+02  -4.0998e+00  -2.3170e+00  -4.0401e+00  -1.0107e+00  -4.4267e-02   4.3539e-03   1.9995e-05   8.2307e-02   1.9967e-02   1.9050e-01   8.4982e-02   9.1814e-01   8.3919e-02   1.0067e+00   8.1429e-02
+#> 322:    1.0251e+02  -4.0998e+00  -2.3170e+00  -4.0400e+00  -1.0106e+00  -4.4240e-02   4.3331e-03   1.9984e-05   8.2305e-02   1.9961e-02   1.9054e-01   8.5443e-02   9.1821e-01   8.3910e-02   1.0065e+00   8.1424e-02
+#> 323:    1.0251e+02  -4.0998e+00  -2.3166e+00  -4.0397e+00  -1.0105e+00  -4.4793e-02   4.3199e-03   1.9921e-05   8.2300e-02   1.9935e-02   1.9078e-01   8.6081e-02   9.1836e-01   8.3854e-02   1.0062e+00   8.1448e-02
+#> 324:    1.0251e+02  -4.0998e+00  -2.3167e+00  -4.0395e+00  -1.0104e+00  -4.4862e-02   4.3167e-03   1.9926e-05   8.2063e-02   1.9919e-02   1.9086e-01   8.6736e-02   9.1865e-01   8.3834e-02   1.0060e+00   8.1439e-02
+#> 325:    1.0251e+02  -4.0998e+00  -2.3166e+00  -4.0394e+00  -1.0103e+00  -4.5123e-02   4.3012e-03   1.9902e-05   8.1871e-02   1.9888e-02   1.9103e-01   8.7030e-02   9.1829e-01   8.3865e-02   1.0059e+00   8.1436e-02
+#> 326:    1.0251e+02  -4.0998e+00  -2.3166e+00  -4.0393e+00  -1.0100e+00  -4.5111e-02   4.2839e-03   1.9869e-05   8.2016e-02   1.9843e-02   1.9083e-01   8.7106e-02   9.1802e-01   8.3847e-02   1.0058e+00   8.1427e-02
+#> 327:    1.0251e+02  -4.0998e+00  -2.3165e+00  -4.0393e+00  -1.0101e+00  -4.5297e-02   4.2847e-03   1.9858e-05   8.2297e-02   1.9823e-02   1.9075e-01   8.7398e-02   9.1826e-01   8.3771e-02   1.0054e+00   8.1451e-02
+#> 328:    1.0251e+02  -4.0998e+00  -2.3162e+00  -4.0393e+00  -1.0100e+00  -4.5633e-02   4.2864e-03   1.9877e-05   8.2486e-02   1.9809e-02   1.9060e-01   8.7863e-02   9.1822e-01   8.3706e-02   1.0049e+00   8.1482e-02
+#> 329:    1.0251e+02  -4.0998e+00  -2.3163e+00  -4.0392e+00  -1.0098e+00  -4.5698e-02   4.3097e-03   1.9869e-05   8.2469e-02   1.9795e-02   1.9047e-01   8.8220e-02   9.1805e-01   8.3704e-02   1.0045e+00   8.1502e-02
+#> 330:    1.0251e+02  -4.0998e+00  -2.3168e+00  -4.0390e+00  -1.0099e+00  -4.5752e-02   4.3120e-03   1.9810e-05   8.2684e-02   1.9770e-02   1.9049e-01   8.8495e-02   9.1779e-01   8.3731e-02   1.0046e+00   8.1500e-02
+#> 331:    1.0251e+02  -4.0998e+00  -2.3170e+00  -4.0390e+00  -1.0099e+00  -4.5957e-02   4.3052e-03   1.9736e-05   8.2748e-02   1.9734e-02   1.9034e-01   8.8651e-02   9.1818e-01   8.3707e-02   1.0050e+00   8.1489e-02
+#> 332:    1.0251e+02  -4.0998e+00  -2.3171e+00  -4.0391e+00  -1.0098e+00  -4.5788e-02   4.2994e-03   1.9733e-05   8.2906e-02   1.9711e-02   1.9035e-01   8.8647e-02   9.1835e-01   8.3660e-02   1.0052e+00   8.1490e-02
+#> 333:    1.0251e+02  -4.0998e+00  -2.3173e+00  -4.0392e+00  -1.0099e+00  -4.5316e-02   4.2822e-03   1.9667e-05   8.2967e-02   1.9695e-02   1.9041e-01   8.8729e-02   9.1832e-01   8.3666e-02   1.0056e+00   8.1484e-02
+#> 334:    1.0251e+02  -4.0998e+00  -2.3179e+00  -4.0394e+00  -1.0097e+00  -4.4740e-02   4.2668e-03   1.9593e-05   8.3055e-02   1.9702e-02   1.9058e-01   8.8853e-02   9.1799e-01   8.3687e-02   1.0056e+00   8.1457e-02
+#> 335:    1.0251e+02  -4.0998e+00  -2.3181e+00  -4.0395e+00  -1.0095e+00  -4.4451e-02   4.2558e-03   1.9535e-05   8.3023e-02   1.9762e-02   1.9027e-01   8.9035e-02   9.1828e-01   8.3673e-02   1.0052e+00   8.1469e-02
+#> 336:    1.0251e+02  -4.0998e+00  -2.3178e+00  -4.0395e+00  -1.0098e+00  -4.4500e-02   4.2571e-03   1.9546e-05   8.3051e-02   1.9779e-02   1.9024e-01   8.9486e-02   9.1868e-01   8.3611e-02   1.0053e+00   8.1515e-02
+#> 337:    1.0251e+02  -4.0998e+00  -2.3179e+00  -4.0396e+00  -1.0099e+00  -4.4018e-02   4.2494e-03   1.9584e-05   8.3206e-02   1.9764e-02   1.9011e-01   8.9643e-02   9.1871e-01   8.3659e-02   1.0056e+00   8.1531e-02
+#> 338:    1.0251e+02  -4.0998e+00  -2.3180e+00  -4.0396e+00  -1.0101e+00  -4.3768e-02   4.2332e-03   1.9635e-05   8.3235e-02   1.9751e-02   1.9011e-01   8.9877e-02   9.1939e-01   8.3622e-02   1.0060e+00   8.1528e-02
+#> 339:    1.0251e+02  -4.0998e+00  -2.3186e+00  -4.0397e+00  -1.0098e+00  -4.3605e-02   4.2237e-03   1.9638e-05   8.3611e-02   1.9725e-02   1.9014e-01   8.9946e-02   9.2025e-01   8.3580e-02   1.0064e+00   8.1528e-02
+#> 340:    1.0251e+02  -4.0998e+00  -2.3190e+00  -4.0396e+00  -1.0097e+00  -4.3585e-02   4.2095e-03   1.9630e-05   8.3986e-02   1.9677e-02   1.9019e-01   8.9920e-02   9.2124e-01   8.3559e-02   1.0073e+00   8.1516e-02
+#> 341:    1.0251e+02  -4.0998e+00  -2.3191e+00  -4.0398e+00  -1.0097e+00  -4.3238e-02   4.1994e-03   1.9636e-05   8.4311e-02   1.9683e-02   1.9023e-01   8.9809e-02   9.2179e-01   8.3517e-02   1.0079e+00   8.1498e-02
+#> 342:    1.0251e+02  -4.0998e+00  -2.3194e+00  -4.0400e+00  -1.0097e+00  -4.2748e-02   4.1886e-03   1.9661e-05   8.4345e-02   1.9684e-02   1.9018e-01   8.9600e-02   9.2207e-01   8.3517e-02   1.0081e+00   8.1517e-02
+#> 343:    1.0251e+02  -4.0998e+00  -2.3196e+00  -4.0402e+00  -1.0096e+00  -4.2336e-02   4.1813e-03   1.9615e-05   8.4331e-02   1.9666e-02   1.9016e-01   8.9379e-02   9.2231e-01   8.3534e-02   1.0083e+00   8.1548e-02
+#> 344:    1.0251e+02  -4.0998e+00  -2.3197e+00  -4.0403e+00  -1.0097e+00  -4.2462e-02   4.1751e-03   1.9621e-05   8.4176e-02   1.9673e-02   1.8996e-01   8.9217e-02   9.2236e-01   8.3540e-02   1.0083e+00   8.1557e-02
+#> 345:    1.0251e+02  -4.0998e+00  -2.3200e+00  -4.0403e+00  -1.0098e+00  -4.2327e-02   4.1705e-03   1.9552e-05   8.4159e-02   1.9684e-02   1.9017e-01   8.8957e-02   9.2232e-01   8.3511e-02   1.0085e+00   8.1566e-02
+#> 346:    1.0251e+02  -4.0998e+00  -2.3200e+00  -4.0403e+00  -1.0097e+00  -4.2261e-02   4.1750e-03   1.9564e-05   8.4080e-02   1.9731e-02   1.9047e-01   8.8630e-02   9.2248e-01   8.3516e-02   1.0081e+00   8.1578e-02
+#> 347:    1.0251e+02  -4.0999e+00  -2.3200e+00  -4.0403e+00  -1.0096e+00  -4.2296e-02   4.1883e-03   1.9634e-05   8.4231e-02   1.9747e-02   1.9061e-01   8.8399e-02   9.2250e-01   8.3557e-02   1.0075e+00   8.1580e-02
+#> 348:    1.0251e+02  -4.0999e+00  -2.3199e+00  -4.0404e+00  -1.0096e+00  -4.2345e-02   4.2129e-03   1.9692e-05   8.4295e-02   1.9719e-02   1.9068e-01   8.8210e-02   9.2212e-01   8.3568e-02   1.0075e+00   8.1586e-02
+#> 349:    1.0251e+02  -4.0999e+00  -2.3198e+00  -4.0404e+00  -1.0095e+00  -4.2617e-02   4.2066e-03   1.9720e-05   8.4289e-02   1.9731e-02   1.9054e-01   8.8147e-02   9.2185e-01   8.3565e-02   1.0070e+00   8.1590e-02
+#> 350:    1.0251e+02  -4.0999e+00  -2.3196e+00  -4.0405e+00  -1.0093e+00  -4.2582e-02   4.2011e-03   1.9760e-05   8.4302e-02   1.9703e-02   1.9044e-01   8.8068e-02   9.2182e-01   8.3537e-02   1.0070e+00   8.1590e-02
+#> 351:    1.0251e+02  -4.0998e+00  -2.3198e+00  -4.0405e+00  -1.0093e+00  -4.2377e-02   4.1970e-03   1.9750e-05   8.4587e-02   1.9708e-02   1.9045e-01   8.8008e-02   9.2169e-01   8.3507e-02   1.0067e+00   8.1584e-02
+#> 352:    1.0251e+02  -4.0998e+00  -2.3201e+00  -4.0405e+00  -1.0091e+00  -4.2159e-02   4.1973e-03   1.9819e-05   8.4804e-02   1.9678e-02   1.9040e-01   8.7894e-02   9.2113e-01   8.3528e-02   1.0061e+00   8.1554e-02
+#> 353:    1.0251e+02  -4.0998e+00  -2.3202e+00  -4.0405e+00  -1.0088e+00  -4.2123e-02   4.1968e-03   1.9855e-05   8.4945e-02   1.9634e-02   1.9049e-01   8.7941e-02   9.2108e-01   8.3500e-02   1.0058e+00   8.1548e-02
+#> 354:    1.0251e+02  -4.0998e+00  -2.3204e+00  -4.0404e+00  -1.0087e+00  -4.2217e-02   4.1918e-03   1.9909e-05   8.5122e-02   1.9565e-02   1.9055e-01   8.7948e-02   9.2088e-01   8.3523e-02   1.0059e+00   8.1530e-02
+#> 355:    1.0251e+02  -4.0998e+00  -2.3206e+00  -4.0404e+00  -1.0086e+00  -4.2057e-02   4.1853e-03   1.9973e-05   8.5389e-02   1.9505e-02   1.9057e-01   8.8109e-02   9.2100e-01   8.3496e-02   1.0058e+00   8.1520e-02
+#> 356:    1.0251e+02  -4.0998e+00  -2.3209e+00  -4.0403e+00  -1.0084e+00  -4.1880e-02   4.1796e-03   2.0058e-05   8.5446e-02   1.9451e-02   1.9063e-01   8.7944e-02   9.2086e-01   8.3483e-02   1.0061e+00   8.1488e-02
+#> 357:    1.0251e+02  -4.0998e+00  -2.3210e+00  -4.0404e+00  -1.0084e+00  -4.1565e-02   4.1858e-03   2.0131e-05   8.5481e-02   1.9391e-02   1.9072e-01   8.7879e-02   9.2119e-01   8.3465e-02   1.0066e+00   8.1468e-02
+#> 358:    1.0251e+02  -4.0998e+00  -2.3213e+00  -4.0404e+00  -1.0084e+00  -4.1497e-02   4.1826e-03   2.0168e-05   8.5661e-02   1.9361e-02   1.9086e-01   8.7635e-02   9.2095e-01   8.3475e-02   1.0069e+00   8.1445e-02
+#> 359:    1.0251e+02  -4.0997e+00  -2.3212e+00  -4.0405e+00  -1.0083e+00  -4.1127e-02   4.1993e-03   2.0188e-05   8.5904e-02   1.9347e-02   1.9078e-01   8.7558e-02   9.2087e-01   8.3451e-02   1.0068e+00   8.1461e-02
+#> 360:    1.0251e+02  -4.0997e+00  -2.3215e+00  -4.0405e+00  -1.0082e+00  -4.0919e-02   4.2006e-03   2.0173e-05   8.6133e-02   1.9333e-02   1.9071e-01   8.7479e-02   9.2061e-01   8.3439e-02   1.0067e+00   8.1453e-02
+#> 361:    1.0251e+02  -4.0997e+00  -2.3218e+00  -4.0406e+00  -1.0084e+00  -4.0317e-02   4.2013e-03   2.0253e-05   8.6558e-02   1.9351e-02   1.9075e-01   8.7309e-02   9.2060e-01   8.3425e-02   1.0069e+00   8.1464e-02
+#> 362:    1.0251e+02  -4.0997e+00  -2.3221e+00  -4.0407e+00  -1.0086e+00  -3.9991e-02   4.2004e-03   2.0305e-05   8.6952e-02   1.9369e-02   1.9077e-01   8.7106e-02   9.2037e-01   8.3462e-02   1.0072e+00   8.1464e-02
+#> 363:    1.0251e+02  -4.0997e+00  -2.3224e+00  -4.0407e+00  -1.0086e+00  -3.9745e-02   4.1920e-03   2.0350e-05   8.7210e-02   1.9373e-02   1.9095e-01   8.6967e-02   9.2025e-01   8.3462e-02   1.0070e+00   8.1489e-02
+#> 364:    1.0251e+02  -4.0997e+00  -2.3225e+00  -4.0407e+00  -1.0088e+00  -3.9585e-02   4.1826e-03   2.0355e-05   8.7449e-02   1.9353e-02   1.9099e-01   8.7119e-02   9.2081e-01   8.3468e-02   1.0070e+00   8.1514e-02
+#> 365:    1.0251e+02  -4.0997e+00  -2.3224e+00  -4.0407e+00  -1.0088e+00  -3.9531e-02   4.1781e-03   2.0298e-05   8.7646e-02   1.9346e-02   1.9083e-01   8.6997e-02   9.2106e-01   8.3455e-02   1.0068e+00   8.1546e-02
+#> 366:    1.0251e+02  -4.0997e+00  -2.3223e+00  -4.0407e+00  -1.0088e+00  -3.9436e-02   4.1805e-03   2.0301e-05   8.7772e-02   1.9354e-02   1.9074e-01   8.7057e-02   9.2118e-01   8.3426e-02   1.0064e+00   8.1555e-02
+#> 367:    1.0251e+02  -4.0997e+00  -2.3223e+00  -4.0408e+00  -1.0088e+00  -3.9172e-02   4.1791e-03   2.0368e-05   8.7914e-02   1.9333e-02   1.9063e-01   8.6948e-02   9.2106e-01   8.3409e-02   1.0060e+00   8.1558e-02
+#> 368:    1.0251e+02  -4.0997e+00  -2.3222e+00  -4.0410e+00  -1.0088e+00  -3.8640e-02   4.1857e-03   2.0343e-05   8.7937e-02   1.9334e-02   1.9051e-01   8.6857e-02   9.2143e-01   8.3379e-02   1.0058e+00   8.1564e-02
+#> 369:    1.0251e+02  -4.0997e+00  -2.3223e+00  -4.0411e+00  -1.0088e+00  -3.8331e-02   4.1862e-03   2.0309e-05   8.7933e-02   1.9319e-02   1.9046e-01   8.6689e-02   9.2126e-01   8.3410e-02   1.0053e+00   8.1559e-02
+#> 370:    1.0251e+02  -4.0997e+00  -2.3222e+00  -4.0413e+00  -1.0088e+00  -3.7984e-02   4.1921e-03   2.0301e-05   8.8082e-02   1.9313e-02   1.9050e-01   8.6622e-02   9.2101e-01   8.3424e-02   1.0049e+00   8.1559e-02
+#> 371:    1.0251e+02  -4.0998e+00  -2.3222e+00  -4.0415e+00  -1.0087e+00  -3.7729e-02   4.1972e-03   2.0277e-05   8.8271e-02   1.9308e-02   1.9035e-01   8.6655e-02   9.2092e-01   8.3426e-02   1.0046e+00   8.1575e-02
+#> 372:    1.0251e+02  -4.0998e+00  -2.3222e+00  -4.0414e+00  -1.0087e+00  -3.7571e-02   4.1922e-03   2.0292e-05   8.8651e-02   1.9317e-02   1.9025e-01   8.6528e-02   9.2126e-01   8.3440e-02   1.0046e+00   8.1576e-02
+#> 373:    1.0251e+02  -4.0998e+00  -2.3223e+00  -4.0415e+00  -1.0087e+00  -3.7327e-02   4.1971e-03   2.0343e-05   8.8865e-02   1.9290e-02   1.9002e-01   8.6437e-02   9.2122e-01   8.3475e-02   1.0044e+00   8.1571e-02
+#> 374:    1.0251e+02  -4.0998e+00  -2.3224e+00  -4.0415e+00  -1.0089e+00  -3.7275e-02   4.2072e-03   2.0450e-05   8.9078e-02   1.9306e-02   1.9002e-01   8.6224e-02   9.2111e-01   8.3480e-02   1.0047e+00   8.1569e-02
+#> 375:    1.0251e+02  -4.0998e+00  -2.3226e+00  -4.0415e+00  -1.0089e+00  -3.7080e-02   4.2062e-03   2.0489e-05   8.9178e-02   1.9320e-02   1.9016e-01   8.6141e-02   9.2116e-01   8.3483e-02   1.0047e+00   8.1586e-02
+#> 376:    1.0251e+02  -4.0998e+00  -2.3230e+00  -4.0415e+00  -1.0089e+00  -3.7043e-02   4.2105e-03   2.0517e-05   8.9291e-02   1.9325e-02   1.9018e-01   8.6033e-02   9.2114e-01   8.3474e-02   1.0046e+00   8.1572e-02
+#> 377:    1.0251e+02  -4.0998e+00  -2.3234e+00  -4.0414e+00  -1.0090e+00  -3.7302e-02   4.2097e-03   2.0524e-05   8.9438e-02   1.9333e-02   1.9012e-01   8.6018e-02   9.2123e-01   8.3476e-02   1.0046e+00   8.1545e-02
+#> 378:    1.0251e+02  -4.0998e+00  -2.3234e+00  -4.0413e+00  -1.0089e+00  -3.7617e-02   4.2161e-03   2.0520e-05   8.9567e-02   1.9305e-02   1.9012e-01   8.6106e-02   9.2115e-01   8.3444e-02   1.0049e+00   8.1534e-02
+#> 379:    1.0251e+02  -4.0998e+00  -2.3232e+00  -4.0412e+00  -1.0088e+00  -3.8039e-02   4.2231e-03   2.0484e-05   8.9704e-02   1.9276e-02   1.9015e-01   8.5914e-02   9.2060e-01   8.3438e-02   1.0048e+00   8.1532e-02
+#> 380:    1.0251e+02  -4.0998e+00  -2.3229e+00  -4.0409e+00  -1.0088e+00  -3.8613e-02   4.2221e-03   2.0452e-05   8.9751e-02   1.9293e-02   1.9018e-01   8.5907e-02   9.2032e-01   8.3428e-02   1.0045e+00   8.1545e-02
+#> 381:    1.0251e+02  -4.0998e+00  -2.3228e+00  -4.0408e+00  -1.0088e+00  -3.8992e-02   4.2177e-03   2.0475e-05   8.9641e-02   1.9314e-02   1.9014e-01   8.5978e-02   9.2015e-01   8.3429e-02   1.0040e+00   8.1535e-02
+#> 382:    1.0251e+02  -4.0998e+00  -2.3228e+00  -4.0408e+00  -1.0088e+00  -3.9393e-02   4.2092e-03   2.0508e-05   8.9624e-02   1.9352e-02   1.9010e-01   8.5929e-02   9.2037e-01   8.3422e-02   1.0037e+00   8.1535e-02
+#> 383:    1.0251e+02  -4.0998e+00  -2.3226e+00  -4.0407e+00  -1.0089e+00  -3.9650e-02   4.2080e-03   2.0503e-05   8.9621e-02   1.9349e-02   1.9000e-01   8.5735e-02   9.2021e-01   8.3436e-02   1.0038e+00   8.1544e-02
+#> 384:    1.0251e+02  -4.0998e+00  -2.3223e+00  -4.0407e+00  -1.0089e+00  -3.9709e-02   4.2111e-03   2.0489e-05   8.9690e-02   1.9347e-02   1.8985e-01   8.5516e-02   9.2025e-01   8.3420e-02   1.0037e+00   8.1541e-02
+#> 385:    1.0251e+02  -4.0998e+00  -2.3225e+00  -4.0406e+00  -1.0087e+00  -3.9762e-02   4.2130e-03   2.0458e-05   8.9795e-02   1.9380e-02   1.8978e-01   8.5306e-02   9.2055e-01   8.3405e-02   1.0034e+00   8.1518e-02
+#> 386:    1.0251e+02  -4.0998e+00  -2.3226e+00  -4.0407e+00  -1.0087e+00  -3.9801e-02   4.2117e-03   2.0473e-05   8.9838e-02   1.9386e-02   1.8986e-01   8.5045e-02   9.2034e-01   8.3388e-02   1.0036e+00   8.1512e-02
+#> 387:    1.0251e+02  -4.0998e+00  -2.3228e+00  -4.0408e+00  -1.0088e+00  -3.9548e-02   4.2221e-03   2.0474e-05   8.9914e-02   1.9399e-02   1.9001e-01   8.4840e-02   9.2080e-01   8.3373e-02   1.0037e+00   8.1503e-02
+#> 388:    1.0251e+02  -4.0998e+00  -2.3230e+00  -4.0408e+00  -1.0088e+00  -3.9408e-02   4.2272e-03   2.0464e-05   8.9977e-02   1.9383e-02   1.9000e-01   8.4644e-02   9.2070e-01   8.3377e-02   1.0034e+00   8.1494e-02
+#> 389:    1.0250e+02  -4.0998e+00  -2.3229e+00  -4.0408e+00  -1.0087e+00  -3.9326e-02   4.2285e-03   2.0459e-05   8.9927e-02   1.9366e-02   1.9001e-01   8.4485e-02   9.2063e-01   8.3367e-02   1.0032e+00   8.1487e-02
+#> 390:    1.0250e+02  -4.0998e+00  -2.3231e+00  -4.0409e+00  -1.0086e+00  -3.9130e-02   4.2286e-03   2.0423e-05   8.9894e-02   1.9331e-02   1.8996e-01   8.4434e-02   9.2054e-01   8.3339e-02   1.0032e+00   8.1481e-02
+#> 391:    1.0250e+02  -4.0998e+00  -2.3232e+00  -4.0410e+00  -1.0086e+00  -3.8976e-02   4.2242e-03   2.0419e-05   8.9782e-02   1.9299e-02   1.8992e-01   8.4344e-02   9.2089e-01   8.3320e-02   1.0032e+00   8.1480e-02
+#> 392:    1.0250e+02  -4.0998e+00  -2.3232e+00  -4.0409e+00  -1.0086e+00  -3.8856e-02   4.2179e-03   2.0396e-05   8.9773e-02   1.9263e-02   1.8984e-01   8.4469e-02   9.2084e-01   8.3309e-02   1.0034e+00   8.1489e-02
+#> 393:    1.0250e+02  -4.0998e+00  -2.3234e+00  -4.0409e+00  -1.0089e+00  -3.8820e-02   4.2135e-03   2.0375e-05   8.9746e-02   1.9259e-02   1.8972e-01   8.4731e-02   9.2088e-01   8.3310e-02   1.0031e+00   8.1481e-02
+#> 394:    1.0250e+02  -4.0998e+00  -2.3234e+00  -4.0410e+00  -1.0089e+00  -3.8759e-02   4.2123e-03   2.0382e-05   8.9791e-02   1.9271e-02   1.8958e-01   8.5075e-02   9.2064e-01   8.3316e-02   1.0028e+00   8.1483e-02
+#> 395:    1.0250e+02  -4.0998e+00  -2.3234e+00  -4.0410e+00  -1.0090e+00  -3.8565e-02   4.2179e-03   2.0420e-05   8.9844e-02   1.9279e-02   1.8948e-01   8.5286e-02   9.2070e-01   8.3311e-02   1.0027e+00   8.1499e-02
+#> 396:    1.0250e+02  -4.0998e+00  -2.3233e+00  -4.0411e+00  -1.0092e+00  -3.8505e-02   4.2207e-03   2.0445e-05   8.9863e-02   1.9281e-02   1.8944e-01   8.5452e-02   9.2053e-01   8.3326e-02   1.0028e+00   8.1524e-02
+#> 397:    1.0250e+02  -4.0998e+00  -2.3232e+00  -4.0411e+00  -1.0093e+00  -3.8366e-02   4.2115e-03   2.0410e-05   8.9792e-02   1.9287e-02   1.8938e-01   8.5649e-02   9.2063e-01   8.3351e-02   1.0034e+00   8.1519e-02
+#> 398:    1.0250e+02  -4.0998e+00  -2.3234e+00  -4.0411e+00  -1.0093e+00  -3.8179e-02   4.2049e-03   2.0362e-05   8.9718e-02   1.9281e-02   1.8943e-01   8.5813e-02   9.2065e-01   8.3391e-02   1.0040e+00   8.1513e-02
+#> 399:    1.0250e+02  -4.0998e+00  -2.3236e+00  -4.0411e+00  -1.0093e+00  -3.8020e-02   4.2015e-03   2.0320e-05   8.9743e-02   1.9283e-02   1.8934e-01   8.5899e-02   9.2056e-01   8.3426e-02   1.0045e+00   8.1500e-02
+#> 400:    1.0250e+02  -4.0998e+00  -2.3237e+00  -4.0412e+00  -1.0093e+00  -3.7796e-02   4.2017e-03   2.0296e-05   8.9684e-02   1.9297e-02   1.8932e-01   8.5849e-02   9.2107e-01   8.3413e-02   1.0051e+00   8.1502e-02
+#> 401:    1.0250e+02  -4.0998e+00  -2.3238e+00  -4.0413e+00  -1.0093e+00  -3.7697e-02   4.1959e-03   2.0275e-05   8.9618e-02   1.9291e-02   1.8914e-01   8.5796e-02   9.2086e-01   8.3480e-02   1.0051e+00   8.1510e-02
+#> 402:    1.0250e+02  -4.0998e+00  -2.3238e+00  -4.0414e+00  -1.0093e+00  -3.7639e-02   4.1863e-03   2.0273e-05   8.9522e-02   1.9285e-02   1.8898e-01   8.5723e-02   9.2041e-01   8.3534e-02   1.0053e+00   8.1520e-02
+#> 403:    1.0250e+02  -4.0998e+00  -2.3238e+00  -4.0415e+00  -1.0093e+00  -3.7634e-02   4.1878e-03   2.0250e-05   8.9456e-02   1.9288e-02   1.8895e-01   8.5791e-02   9.1990e-01   8.3549e-02   1.0055e+00   8.1545e-02
+#> 404:    1.0250e+02  -4.0999e+00  -2.3239e+00  -4.0416e+00  -1.0094e+00  -3.7581e-02   4.1854e-03   2.0292e-05   8.9326e-02   1.9326e-02   1.8902e-01   8.5928e-02   9.2016e-01   8.3542e-02   1.0053e+00   8.1565e-02
+#> 405:    1.0250e+02  -4.0999e+00  -2.3239e+00  -4.0415e+00  -1.0094e+00  -3.7740e-02   4.1804e-03   2.0333e-05   8.9304e-02   1.9334e-02   1.8892e-01   8.6225e-02   9.1978e-01   8.3559e-02   1.0052e+00   8.1588e-02
+#> 406:    1.0250e+02  -4.0999e+00  -2.3241e+00  -4.0415e+00  -1.0093e+00  -3.7837e-02   4.1866e-03   2.0375e-05   8.9281e-02   1.9322e-02   1.8906e-01   8.6421e-02   9.1972e-01   8.3556e-02   1.0051e+00   8.1596e-02
+#> 407:    1.0250e+02  -4.0999e+00  -2.3240e+00  -4.0415e+00  -1.0092e+00  -3.8211e-02   4.1948e-03   2.0335e-05   8.9117e-02   1.9303e-02   1.8913e-01   8.6644e-02   9.1975e-01   8.3592e-02   1.0052e+00   8.1594e-02
+#> 408:    1.0250e+02  -4.0999e+00  -2.3239e+00  -4.0415e+00  -1.0091e+00  -3.8144e-02   4.2081e-03   2.0320e-05   8.9057e-02   1.9287e-02   1.8912e-01   8.6825e-02   9.1992e-01   8.3572e-02   1.0054e+00   8.1577e-02
+#> 409:    1.0250e+02  -4.0999e+00  -2.3239e+00  -4.0415e+00  -1.0092e+00  -3.8261e-02   4.2186e-03   2.0295e-05   8.9007e-02   1.9339e-02   1.8923e-01   8.6869e-02   9.1991e-01   8.3568e-02   1.0053e+00   8.1578e-02
+#> 410:    1.0250e+02  -4.0999e+00  -2.3239e+00  -4.0414e+00  -1.0093e+00  -3.8478e-02   4.2150e-03   2.0311e-05   8.9089e-02   1.9427e-02   1.8939e-01   8.7036e-02   9.2050e-01   8.3537e-02   1.0051e+00   8.1581e-02
+#> 411:    1.0250e+02  -4.0999e+00  -2.3238e+00  -4.0413e+00  -1.0092e+00  -3.8732e-02   4.2116e-03   2.0289e-05   8.9015e-02   1.9467e-02   1.8939e-01   8.7005e-02   9.2025e-01   8.3538e-02   1.0049e+00   8.1581e-02
+#> 412:    1.0250e+02  -4.0999e+00  -2.3238e+00  -4.0413e+00  -1.0092e+00  -3.8793e-02   4.2085e-03   2.0295e-05   8.9020e-02   1.9477e-02   1.8946e-01   8.7080e-02   9.2047e-01   8.3532e-02   1.0049e+00   8.1575e-02
+#> 413:    1.0250e+02  -4.0999e+00  -2.3236e+00  -4.0412e+00  -1.0093e+00  -3.8937e-02   4.2069e-03   2.0288e-05   8.9121e-02   1.9495e-02   1.8939e-01   8.7203e-02   9.2043e-01   8.3528e-02   1.0046e+00   8.1581e-02
+#> 414:    1.0250e+02  -4.0999e+00  -2.3233e+00  -4.0412e+00  -1.0093e+00  -3.9068e-02   4.2065e-03   2.0272e-05   8.9126e-02   1.9508e-02   1.8939e-01   8.7485e-02   9.2038e-01   8.3517e-02   1.0046e+00   8.1589e-02
+#> 415:    1.0250e+02  -4.0999e+00  -2.3234e+00  -4.0412e+00  -1.0092e+00  -3.9299e-02   4.2117e-03   2.0277e-05   8.8971e-02   1.9564e-02   1.8955e-01   8.7734e-02   9.2051e-01   8.3502e-02   1.0048e+00   8.1575e-02
+#> 416:    1.0250e+02  -4.0999e+00  -2.3232e+00  -4.0413e+00  -1.0092e+00  -3.9575e-02   4.2122e-03   2.0269e-05   8.8909e-02   1.9609e-02   1.8954e-01   8.7910e-02   9.2061e-01   8.3488e-02   1.0045e+00   8.1561e-02
+#> 417:    1.0250e+02  -4.0999e+00  -2.3228e+00  -4.0412e+00  -1.0092e+00  -3.9794e-02   4.2133e-03   2.0289e-05   8.8845e-02   1.9606e-02   1.8949e-01   8.8036e-02   9.2065e-01   8.3481e-02   1.0047e+00   8.1558e-02
+#> 418:    1.0250e+02  -4.0999e+00  -2.3226e+00  -4.0412e+00  -1.0092e+00  -4.0019e-02   4.2209e-03   2.0279e-05   8.8864e-02   1.9618e-02   1.8939e-01   8.8094e-02   9.2062e-01   8.3490e-02   1.0044e+00   8.1566e-02
+#> 419:    1.0250e+02  -4.0999e+00  -2.3225e+00  -4.0411e+00  -1.0092e+00  -4.0090e-02   4.2242e-03   2.0258e-05   8.9089e-02   1.9644e-02   1.8924e-01   8.8285e-02   9.2082e-01   8.3484e-02   1.0040e+00   8.1567e-02
+#> 420:    1.0250e+02  -4.0999e+00  -2.3223e+00  -4.0410e+00  -1.0091e+00  -4.0260e-02   4.2298e-03   2.0249e-05   8.9215e-02   1.9640e-02   1.8919e-01   8.8683e-02   9.2127e-01   8.3454e-02   1.0041e+00   8.1564e-02
+#> 421:    1.0250e+02  -4.0998e+00  -2.3222e+00  -4.0410e+00  -1.0090e+00  -4.0359e-02   4.2292e-03   2.0289e-05   8.9366e-02   1.9642e-02   1.8928e-01   8.8905e-02   9.2154e-01   8.3452e-02   1.0038e+00   8.1572e-02
+#> 422:    1.0250e+02  -4.0998e+00  -2.3223e+00  -4.0410e+00  -1.0088e+00  -4.0380e-02   4.2311e-03   2.0289e-05   8.9318e-02   1.9636e-02   1.8934e-01   8.9025e-02   9.2137e-01   8.3486e-02   1.0039e+00   8.1562e-02
+#> 423:    1.0250e+02  -4.0998e+00  -2.3224e+00  -4.0411e+00  -1.0088e+00  -4.0256e-02   4.2283e-03   2.0277e-05   8.9324e-02   1.9645e-02   1.8923e-01   8.9305e-02   9.2129e-01   8.3484e-02   1.0038e+00   8.1565e-02
+#> 424:    1.0250e+02  -4.0998e+00  -2.3226e+00  -4.0412e+00  -1.0088e+00  -4.0075e-02   4.2333e-03   2.0245e-05   8.9193e-02   1.9657e-02   1.8914e-01   8.9480e-02   9.2122e-01   8.3487e-02   1.0039e+00   8.1587e-02
+#> 425:    1.0250e+02  -4.0998e+00  -2.3226e+00  -4.0413e+00  -1.0088e+00  -3.9950e-02   4.2360e-03   2.0257e-05   8.9170e-02   1.9644e-02   1.8924e-01   8.9622e-02   9.2104e-01   8.3492e-02   1.0042e+00   8.1599e-02
+#> 426:    1.0250e+02  -4.0998e+00  -2.3226e+00  -4.0413e+00  -1.0088e+00  -3.9789e-02   4.2376e-03   2.0245e-05   8.9143e-02   1.9654e-02   1.8917e-01   8.9791e-02   9.2100e-01   8.3514e-02   1.0039e+00   8.1607e-02
+#> 427:    1.0250e+02  -4.0998e+00  -2.3224e+00  -4.0414e+00  -1.0087e+00  -3.9766e-02   4.2469e-03   2.0228e-05   8.9102e-02   1.9656e-02   1.8913e-01   9.0076e-02   9.2110e-01   8.3499e-02   1.0037e+00   8.1607e-02
+#> 428:    1.0250e+02  -4.0998e+00  -2.3225e+00  -4.0414e+00  -1.0088e+00  -3.9662e-02   4.2522e-03   2.0205e-05   8.9151e-02   1.9669e-02   1.8912e-01   9.0312e-02   9.2102e-01   8.3483e-02   1.0036e+00   8.1599e-02
+#> 429:    1.0250e+02  -4.0998e+00  -2.3225e+00  -4.0414e+00  -1.0089e+00  -3.9547e-02   4.2615e-03   2.0187e-05   8.9103e-02   1.9681e-02   1.8907e-01   9.0576e-02   9.2082e-01   8.3488e-02   1.0035e+00   8.1592e-02
+#> 430:    1.0250e+02  -4.0998e+00  -2.3224e+00  -4.0414e+00  -1.0088e+00  -3.9593e-02   4.2613e-03   2.0159e-05   8.9075e-02   1.9692e-02   1.8894e-01   9.0762e-02   9.2073e-01   8.3487e-02   1.0035e+00   8.1603e-02
+#> 431:    1.0250e+02  -4.0998e+00  -2.3223e+00  -4.0413e+00  -1.0088e+00  -3.9929e-02   4.2668e-03   2.0112e-05   8.8982e-02   1.9682e-02   1.8901e-01   9.0997e-02   9.2043e-01   8.3487e-02   1.0036e+00   8.1604e-02
+#> 432:    1.0250e+02  -4.0998e+00  -2.3223e+00  -4.0413e+00  -1.0088e+00  -4.0182e-02   4.2693e-03   2.0089e-05   8.8860e-02   1.9659e-02   1.8898e-01   9.1110e-02   9.2024e-01   8.3490e-02   1.0036e+00   8.1585e-02
+#> 433:    1.0250e+02  -4.0998e+00  -2.3222e+00  -4.0412e+00  -1.0088e+00  -4.0415e-02   4.2706e-03   2.0081e-05   8.8670e-02   1.9650e-02   1.8899e-01   9.1199e-02   9.1999e-01   8.3485e-02   1.0036e+00   8.1587e-02
+#> 434:    1.0250e+02  -4.0998e+00  -2.3220e+00  -4.0412e+00  -1.0087e+00  -4.0405e-02   4.2661e-03   2.0060e-05   8.8576e-02   1.9667e-02   1.8897e-01   9.1180e-02   9.1998e-01   8.3468e-02   1.0034e+00   8.1594e-02
+#> 435:    1.0250e+02  -4.0998e+00  -2.3218e+00  -4.0413e+00  -1.0087e+00  -4.0471e-02   4.2639e-03   2.0050e-05   8.8450e-02   1.9671e-02   1.8891e-01   9.1156e-02   9.1970e-01   8.3469e-02   1.0033e+00   8.1602e-02
+#> 436:    1.0250e+02  -4.0998e+00  -2.3216e+00  -4.0413e+00  -1.0086e+00  -4.0478e-02   4.2614e-03   2.0025e-05   8.8470e-02   1.9677e-02   1.8892e-01   9.1234e-02   9.1948e-01   8.3484e-02   1.0033e+00   8.1608e-02
+#> 437:    1.0250e+02  -4.0998e+00  -2.3214e+00  -4.0413e+00  -1.0086e+00  -4.0648e-02   4.2569e-03   2.0021e-05   8.8378e-02   1.9694e-02   1.8896e-01   9.1289e-02   9.1946e-01   8.3486e-02   1.0034e+00   8.1608e-02
+#> 438:    1.0250e+02  -4.0998e+00  -2.3214e+00  -4.0413e+00  -1.0085e+00  -4.0807e-02   4.2559e-03   2.0029e-05   8.8244e-02   1.9704e-02   1.8898e-01   9.1352e-02   9.1920e-01   8.3494e-02   1.0034e+00   8.1604e-02
+#> 439:    1.0250e+02  -4.0998e+00  -2.3215e+00  -4.0413e+00  -1.0084e+00  -4.0814e-02   4.2472e-03   2.0035e-05   8.8064e-02   1.9736e-02   1.8905e-01   9.1469e-02   9.1900e-01   8.3510e-02   1.0032e+00   8.1602e-02
+#> 440:    1.0250e+02  -4.0998e+00  -2.3216e+00  -4.0414e+00  -1.0084e+00  -4.0845e-02   4.2385e-03   2.0044e-05   8.7953e-02   1.9775e-02   1.8906e-01   9.1482e-02   9.1902e-01   8.3529e-02   1.0029e+00   8.1605e-02
+#> 441:    1.0250e+02  -4.0998e+00  -2.3218e+00  -4.0415e+00  -1.0084e+00  -4.0561e-02   4.2293e-03   2.0096e-05   8.7978e-02   1.9848e-02   1.8914e-01   9.1431e-02   9.1890e-01   8.3545e-02   1.0026e+00   8.1618e-02
+#> 442:    1.0250e+02  -4.0998e+00  -2.3219e+00  -4.0415e+00  -1.0085e+00  -4.0297e-02   4.2190e-03   2.0140e-05   8.8016e-02   1.9884e-02   1.8912e-01   9.1373e-02   9.1910e-01   8.3556e-02   1.0025e+00   8.1632e-02
+#> 443:    1.0250e+02  -4.0998e+00  -2.3222e+00  -4.0415e+00  -1.0086e+00  -4.0124e-02   4.2172e-03   2.0182e-05   8.8183e-02   1.9921e-02   1.8920e-01   9.1354e-02   9.1928e-01   8.3555e-02   1.0023e+00   8.1646e-02
+#> 444:    1.0250e+02  -4.0999e+00  -2.3223e+00  -4.0416e+00  -1.0084e+00  -4.0120e-02   4.2226e-03   2.0208e-05   8.8142e-02   1.9980e-02   1.8916e-01   9.1269e-02   9.1934e-01   8.3540e-02   1.0020e+00   8.1653e-02
+#> 445:    1.0250e+02  -4.0999e+00  -2.3223e+00  -4.0416e+00  -1.0083e+00  -4.0180e-02   4.2279e-03   2.0283e-05   8.8188e-02   2.0009e-02   1.8925e-01   9.1096e-02   9.1924e-01   8.3538e-02   1.0017e+00   8.1644e-02
+#> 446:    1.0250e+02  -4.0999e+00  -2.3223e+00  -4.0417e+00  -1.0084e+00  -4.0083e-02   4.2373e-03   2.0357e-05   8.8255e-02   2.0030e-02   1.8937e-01   9.0921e-02   9.1921e-01   8.3535e-02   1.0015e+00   8.1652e-02
+#> 447:    1.0250e+02  -4.0999e+00  -2.3223e+00  -4.0417e+00  -1.0083e+00  -4.0032e-02   4.2591e-03   2.0418e-05   8.8322e-02   2.0055e-02   1.8931e-01   9.0741e-02   9.1928e-01   8.3527e-02   1.0011e+00   8.1662e-02
+#> 448:    1.0250e+02  -4.0999e+00  -2.3224e+00  -4.0417e+00  -1.0083e+00  -4.0042e-02   4.2759e-03   2.0499e-05   8.8372e-02   2.0083e-02   1.8935e-01   9.0554e-02   9.1942e-01   8.3524e-02   1.0010e+00   8.1661e-02
+#> 449:    1.0250e+02  -4.0999e+00  -2.3224e+00  -4.0417e+00  -1.0083e+00  -4.0219e-02   4.2779e-03   2.0525e-05   8.8377e-02   2.0104e-02   1.8937e-01   9.0424e-02   9.1970e-01   8.3510e-02   1.0009e+00   8.1654e-02
+#> 450:    1.0250e+02  -4.0999e+00  -2.3223e+00  -4.0416e+00  -1.0084e+00  -4.0390e-02   4.2779e-03   2.0520e-05   8.8387e-02   2.0120e-02   1.8939e-01   9.0277e-02   9.1991e-01   8.3489e-02   1.0010e+00   8.1662e-02
+#> 451:    1.0250e+02  -4.0999e+00  -2.3221e+00  -4.0415e+00  -1.0085e+00  -4.0403e-02   4.2785e-03   2.0554e-05   8.8442e-02   2.0130e-02   1.8934e-01   9.0032e-02   9.2001e-01   8.3485e-02   1.0011e+00   8.1676e-02
+#> 452:    1.0250e+02  -4.0999e+00  -2.3220e+00  -4.0415e+00  -1.0084e+00  -4.0503e-02   4.2730e-03   2.0537e-05   8.8507e-02   2.0135e-02   1.8926e-01   8.9777e-02   9.2031e-01   8.3473e-02   1.0013e+00   8.1671e-02
+#> 453:    1.0250e+02  -4.0999e+00  -2.3221e+00  -4.0415e+00  -1.0084e+00  -4.0716e-02   4.2650e-03   2.0525e-05   8.8565e-02   2.0168e-02   1.8921e-01   8.9653e-02   9.2030e-01   8.3473e-02   1.0010e+00   8.1665e-02
+#> 454:    1.0250e+02  -4.0999e+00  -2.3221e+00  -4.0415e+00  -1.0083e+00  -4.0900e-02   4.2583e-03   2.0505e-05   8.8572e-02   2.0194e-02   1.8912e-01   8.9524e-02   9.2039e-01   8.3457e-02   1.0009e+00   8.1658e-02
+#> 455:    1.0250e+02  -4.0999e+00  -2.3220e+00  -4.0415e+00  -1.0083e+00  -4.0930e-02   4.2524e-03   2.0495e-05   8.8643e-02   2.0246e-02   1.8914e-01   8.9416e-02   9.2035e-01   8.3454e-02   1.0006e+00   8.1655e-02
+#> 456:    1.0250e+02  -4.0999e+00  -2.3218e+00  -4.0414e+00  -1.0084e+00  -4.1008e-02   4.2455e-03   2.0482e-05   8.8831e-02   2.0290e-02   1.8904e-01   8.9438e-02   9.2042e-01   8.3448e-02   1.0005e+00   8.1672e-02
+#> 457:    1.0250e+02  -4.0999e+00  -2.3216e+00  -4.0414e+00  -1.0085e+00  -4.1073e-02   4.2376e-03   2.0479e-05   8.8831e-02   2.0310e-02   1.8893e-01   8.9411e-02   9.2049e-01   8.3438e-02   1.0005e+00   8.1677e-02
+#> 458:    1.0250e+02  -4.0999e+00  -2.3215e+00  -4.0414e+00  -1.0085e+00  -4.1036e-02   4.2288e-03   2.0479e-05   8.8894e-02   2.0311e-02   1.8879e-01   8.9378e-02   9.2055e-01   8.3419e-02   1.0006e+00   8.1689e-02
+#> 459:    1.0250e+02  -4.0999e+00  -2.3216e+00  -4.0414e+00  -1.0085e+00  -4.1084e-02   4.2296e-03   2.0472e-05   8.8976e-02   2.0290e-02   1.8876e-01   8.9365e-02   9.2056e-01   8.3404e-02   1.0007e+00   8.1678e-02
+#> 460:    1.0250e+02  -4.0999e+00  -2.3215e+00  -4.0414e+00  -1.0084e+00  -4.1065e-02   4.2257e-03   2.0473e-05   8.8978e-02   2.0254e-02   1.8871e-01   8.9287e-02   9.2061e-01   8.3386e-02   1.0007e+00   8.1663e-02
+#> 461:    1.0250e+02  -4.0999e+00  -2.3213e+00  -4.0414e+00  -1.0084e+00  -4.1142e-02   4.2254e-03   2.0441e-05   8.8952e-02   2.0238e-02   1.8864e-01   8.9236e-02   9.2067e-01   8.3359e-02   1.0007e+00   8.1670e-02
+#> 462:    1.0250e+02  -4.0999e+00  -2.3213e+00  -4.0413e+00  -1.0083e+00  -4.1199e-02   4.2230e-03   2.0409e-05   8.9161e-02   2.0235e-02   1.8852e-01   8.9179e-02   9.2070e-01   8.3339e-02   1.0005e+00   8.1686e-02
+#> 463:    1.0250e+02  -4.0999e+00  -2.3214e+00  -4.0413e+00  -1.0084e+00  -4.1131e-02   4.2191e-03   2.0397e-05   8.9356e-02   2.0251e-02   1.8850e-01   8.9138e-02   9.2098e-01   8.3308e-02   1.0003e+00   8.1688e-02
+#> 464:    1.0250e+02  -4.0999e+00  -2.3213e+00  -4.0414e+00  -1.0084e+00  -4.0937e-02   4.2187e-03   2.0395e-05   8.9553e-02   2.0237e-02   1.8848e-01   8.9097e-02   9.2108e-01   8.3293e-02   1.0001e+00   8.1684e-02
+#> 465:    1.0250e+02  -4.0999e+00  -2.3213e+00  -4.0414e+00  -1.0086e+00  -4.0873e-02   4.2226e-03   2.0374e-05   8.9675e-02   2.0210e-02   1.8854e-01   8.9045e-02   9.2115e-01   8.3282e-02   1.0002e+00   8.1678e-02
+#> 466:    1.0250e+02  -4.0999e+00  -2.3213e+00  -4.0414e+00  -1.0085e+00  -4.1046e-02   4.2312e-03   2.0379e-05   8.9703e-02   2.0232e-02   1.8852e-01   8.9031e-02   9.2100e-01   8.3294e-02   9.9982e-01   8.1665e-02
+#> 467:    1.0250e+02  -4.0999e+00  -2.3214e+00  -4.0414e+00  -1.0086e+00  -4.1081e-02   4.2382e-03   2.0421e-05   8.9802e-02   2.0266e-02   1.8851e-01   8.9175e-02   9.2124e-01   8.3271e-02   9.9943e-01   8.1671e-02
+#> 468:    1.0250e+02  -4.0999e+00  -2.3215e+00  -4.0414e+00  -1.0085e+00  -4.1107e-02   4.2412e-03   2.0446e-05   8.9937e-02   2.0281e-02   1.8857e-01   8.9238e-02   9.2125e-01   8.3255e-02   9.9912e-01   8.1659e-02
+#> 469:    1.0250e+02  -4.0999e+00  -2.3214e+00  -4.0414e+00  -1.0084e+00  -4.1269e-02   4.2380e-03   2.0449e-05   8.9938e-02   2.0285e-02   1.8867e-01   8.9378e-02   9.2144e-01   8.3225e-02   9.9906e-01   8.1651e-02
+#> 470:    1.0250e+02  -4.0999e+00  -2.3212e+00  -4.0413e+00  -1.0083e+00  -4.1552e-02   4.2384e-03   2.0437e-05   8.9924e-02   2.0280e-02   1.8878e-01   8.9520e-02   9.2149e-01   8.3205e-02   9.9880e-01   8.1648e-02
+#> 471:    1.0250e+02  -4.0999e+00  -2.3210e+00  -4.0412e+00  -1.0082e+00  -4.2096e-02   4.2375e-03   2.0433e-05   8.9875e-02   2.0267e-02   1.8880e-01   8.9608e-02   9.2149e-01   8.3221e-02   9.9869e-01   8.1642e-02
+#> 472:    1.0250e+02  -4.0999e+00  -2.3210e+00  -4.0411e+00  -1.0081e+00  -4.2380e-02   4.2446e-03   2.0435e-05   8.9823e-02   2.0262e-02   1.8885e-01   8.9602e-02   9.2156e-01   8.3233e-02   9.9868e-01   8.1643e-02
+#> 473:    1.0250e+02  -4.0999e+00  -2.3210e+00  -4.0410e+00  -1.0080e+00  -4.2522e-02   4.2486e-03   2.0429e-05   8.9793e-02   2.0231e-02   1.8877e-01   8.9608e-02   9.2177e-01   8.3210e-02   9.9901e-01   8.1637e-02
+#> 474:    1.0250e+02  -4.0999e+00  -2.3209e+00  -4.0410e+00  -1.0079e+00  -4.2640e-02   4.2536e-03   2.0403e-05   8.9731e-02   2.0213e-02   1.8876e-01   8.9632e-02   9.2177e-01   8.3192e-02   9.9942e-01   8.1632e-02
+#> 475:    1.0250e+02  -4.0999e+00  -2.3208e+00  -4.0409e+00  -1.0079e+00  -4.2882e-02   4.2576e-03   2.0375e-05   8.9666e-02   2.0190e-02   1.8866e-01   8.9718e-02   9.2160e-01   8.3218e-02   9.9931e-01   8.1622e-02
+#> 476:    1.0250e+02  -4.0999e+00  -2.3207e+00  -4.0409e+00  -1.0080e+00  -4.2983e-02   4.2599e-03   2.0368e-05   8.9563e-02   2.0171e-02   1.8859e-01   8.9777e-02   9.2162e-01   8.3236e-02   9.9932e-01   8.1620e-02
+#> 477:    1.0250e+02  -4.0999e+00  -2.3205e+00  -4.0410e+00  -1.0081e+00  -4.3022e-02   4.2570e-03   2.0364e-05   8.9440e-02   2.0166e-02   1.8860e-01   8.9785e-02   9.2171e-01   8.3236e-02   9.9940e-01   8.1633e-02
+#> 478:    1.0250e+02  -4.0999e+00  -2.3203e+00  -4.0410e+00  -1.0080e+00  -4.3129e-02   4.2505e-03   2.0371e-05   8.9374e-02   2.0151e-02   1.8859e-01   8.9826e-02   9.2171e-01   8.3224e-02   9.9970e-01   8.1620e-02
+#> 479:    1.0250e+02  -4.1000e+00  -2.3201e+00  -4.0410e+00  -1.0080e+00  -4.3186e-02   4.2440e-03   2.0373e-05   8.9355e-02   2.0133e-02   1.8858e-01   8.9837e-02   9.2168e-01   8.3214e-02   9.9991e-01   8.1621e-02
+#> 480:    1.0250e+02  -4.1000e+00  -2.3198e+00  -4.0410e+00  -1.0080e+00  -4.3477e-02   4.2424e-03   2.0440e-05   8.9311e-02   2.0121e-02   1.8857e-01   8.9848e-02   9.2158e-01   8.3221e-02   9.9995e-01   8.1627e-02
+#> 481:    1.0250e+02  -4.1000e+00  -2.3194e+00  -4.0410e+00  -1.0079e+00  -4.3647e-02   4.2358e-03   2.0479e-05   8.9315e-02   2.0096e-02   1.8851e-01   8.9865e-02   9.2159e-01   8.3197e-02   1.0002e+00   8.1642e-02
+#> 482:    1.0250e+02  -4.1000e+00  -2.3188e+00  -4.0409e+00  -1.0079e+00  -4.3909e-02   4.2370e-03   2.0551e-05   8.9382e-02   2.0085e-02   1.8840e-01   8.9799e-02   9.2147e-01   8.3229e-02   1.0001e+00   8.1656e-02
+#> 483:    1.0250e+02  -4.1000e+00  -2.3189e+00  -4.0409e+00  -1.0078e+00  -4.4169e-02   4.2467e-03   2.0587e-05   8.9377e-02   2.0054e-02   1.8838e-01   8.9943e-02   9.2130e-01   8.3237e-02   1.0003e+00   8.1650e-02
+#> 484:    1.0250e+02  -4.1000e+00  -2.3188e+00  -4.0408e+00  -1.0078e+00  -4.4346e-02   4.2627e-03   2.0605e-05   8.9450e-02   2.0020e-02   1.8840e-01   9.0090e-02   9.2114e-01   8.3237e-02   1.0004e+00   8.1639e-02
+#> 485:    1.0250e+02  -4.1000e+00  -2.3185e+00  -4.0408e+00  -1.0079e+00  -4.4414e-02   4.2737e-03   2.0594e-05   8.9541e-02   1.9999e-02   1.8842e-01   9.0237e-02   9.2116e-01   8.3227e-02   1.0004e+00   8.1641e-02
+#> 486:    1.0250e+02  -4.1000e+00  -2.3183e+00  -4.0408e+00  -1.0080e+00  -4.4572e-02   4.2902e-03   2.0581e-05   8.9733e-02   1.9978e-02   1.8837e-01   9.0412e-02   9.2098e-01   8.3224e-02   1.0003e+00   8.1642e-02
+#> 487:    1.0250e+02  -4.1000e+00  -2.3182e+00  -4.0407e+00  -1.0081e+00  -4.4698e-02   4.2979e-03   2.0560e-05   8.9822e-02   1.9954e-02   1.8827e-01   9.0744e-02   9.2114e-01   8.3212e-02   1.0003e+00   8.1644e-02
+#> 488:    1.0250e+02  -4.1000e+00  -2.3180e+00  -4.0406e+00  -1.0081e+00  -4.4892e-02   4.3035e-03   2.0549e-05   8.9849e-02   1.9928e-02   1.8816e-01   9.1000e-02   9.2118e-01   8.3206e-02   1.0003e+00   8.1644e-02
+#> 489:    1.0250e+02  -4.1000e+00  -2.3180e+00  -4.0406e+00  -1.0081e+00  -4.5037e-02   4.2987e-03   2.0515e-05   8.9843e-02   1.9906e-02   1.8815e-01   9.1260e-02   9.2116e-01   8.3190e-02   1.0001e+00   8.1633e-02
+#> 490:    1.0250e+02  -4.1000e+00  -2.3179e+00  -4.0405e+00  -1.0081e+00  -4.5139e-02   4.2930e-03   2.0508e-05   8.9827e-02   1.9887e-02   1.8814e-01   9.1545e-02   9.2114e-01   8.3178e-02   9.9991e-01   8.1624e-02
+#> 491:    1.0250e+02  -4.1000e+00  -2.3179e+00  -4.0405e+00  -1.0081e+00  -4.5107e-02   4.2871e-03   2.0490e-05   8.9765e-02   1.9855e-02   1.8814e-01   9.1702e-02   9.2089e-01   8.3179e-02   9.9986e-01   8.1624e-02
+#> 492:    1.0250e+02  -4.1000e+00  -2.3178e+00  -4.0405e+00  -1.0080e+00  -4.5192e-02   4.2818e-03   2.0470e-05   8.9791e-02   1.9831e-02   1.8810e-01   9.1846e-02   9.2086e-01   8.3164e-02   9.9977e-01   8.1630e-02
+#> 493:    1.0250e+02  -4.1000e+00  -2.3179e+00  -4.0406e+00  -1.0078e+00  -4.4968e-02   4.2782e-03   2.0452e-05   8.9797e-02   1.9804e-02   1.8806e-01   9.1987e-02   9.2080e-01   8.3146e-02   9.9982e-01   8.1627e-02
+#> 494:    1.0250e+02  -4.1000e+00  -2.3180e+00  -4.0406e+00  -1.0078e+00  -4.4773e-02   4.2766e-03   2.0453e-05   8.9696e-02   1.9781e-02   1.8805e-01   9.2096e-02   9.2057e-01   8.3148e-02   9.9999e-01   8.1611e-02
+#> 495:    1.0250e+02  -4.1000e+00  -2.3181e+00  -4.0408e+00  -1.0078e+00  -4.4647e-02   4.2798e-03   2.0446e-05   8.9661e-02   1.9763e-02   1.8804e-01   9.2155e-02   9.2039e-01   8.3137e-02   9.9999e-01   8.1599e-02
+#> 496:    1.0250e+02  -4.1000e+00  -2.3182e+00  -4.0408e+00  -1.0079e+00  -4.4482e-02   4.2851e-03   2.0434e-05   8.9630e-02   1.9750e-02   1.8796e-01   9.2258e-02   9.2042e-01   8.3124e-02   1.0000e+00   8.1601e-02
+#> 497:    1.0250e+02  -4.1000e+00  -2.3184e+00  -4.0409e+00  -1.0079e+00  -4.4175e-02   4.2866e-03   2.0423e-05   8.9656e-02   1.9743e-02   1.8789e-01   9.2225e-02   9.2017e-01   8.3126e-02   1.0002e+00   8.1616e-02
+#> 498:    1.0250e+02  -4.1000e+00  -2.3187e+00  -4.0409e+00  -1.0079e+00  -4.3826e-02   4.2847e-03   2.0406e-05   8.9587e-02   1.9730e-02   1.8781e-01   9.2143e-02   9.2017e-01   8.3156e-02   1.0002e+00   8.1613e-02
+#> 499:    1.0250e+02  -4.1000e+00  -2.3190e+00  -4.0409e+00  -1.0078e+00  -4.3529e-02   4.2806e-03   2.0397e-05   8.9653e-02   1.9712e-02   1.8779e-01   9.2107e-02   9.2028e-01   8.3172e-02   1.0004e+00   8.1607e-02
+#> 500:    1.0250e+02  -4.1000e+00  -2.3193e+00  -4.0409e+00  -1.0077e+00  -4.3241e-02   4.2787e-03   2.0390e-05   8.9759e-02   1.9689e-02   1.8773e-01   9.2021e-02   9.2029e-01   8.3203e-02   1.0006e+00   8.1613e-02
+#> Calculating covariance matrix
+#> 
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Calculating residuals/tables
+#> done
+# The following takes a very long time but gives
+f_nlmixr_dfop_sfo_focei <- nlmixr(f_mmkin_dfop_sfo, est = "focei")
+#> ℹ parameter labels from comments are typically ignored in non-interactive mode
+#> ℹ Need to run with the source intact to parse comments
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → creating full model...
+#> → pruning branches (`if`/`else`)...
+#> ✔ done
+#> → loading into symengine environment...
+#> ✔ done
+#> → calculate jacobian
+#> 
+#> → calculate sensitivities
+#> 
+#> → calculate ∂(f)/∂(η)
+#> 
+#> → calculate ∂(R²)/∂(η)
+#> 
+#> → finding duplicate expressions in inner model...
+#> 
+#> → optimizing duplicate expressions in inner model...
+#> 
+#> → finding duplicate expressions in EBE model...
+#> 
+#> → optimizing duplicate expressions in EBE model...
+#> 
+#> → compiling inner model...
+#>  
+#> ✔ done
+#> → finding duplicate expressions in FD model...
+#> 
+#> → optimizing duplicate expressions in FD model...
+#> 
+#> → compiling EBE model...
+#>  
+#> ✔ done
+#> → compiling events FD model...
+#>  
+#> ✔ done
+#> Needed Covariates:
+#> [1] "CMT"
+#> Key: U: Unscaled Parameters; X: Back-transformed parameters; G: Gill difference gradient approximation
+#> F: Forward difference gradient approximation
+#> C: Central difference gradient approximation
+#> M: Mixed forward and central difference gradient approximation
+#> Unscaled parameters for Omegas=chol(solve(omega));
+#> Diagonals are transformed, as specified by foceiControl(diagXform=)
+#> |-----+---------------+-----------+-----------+-----------+-----------|
+#> |    #| Objective Fun |  parent_0 |  log_k_m1 |f_parent_qlogis |    log_k1 |
+#> |.....................|    log_k2 |  g_qlogis | sigma_low |  rsd_high |
+#> |.....................|        o1 |        o2 |        o3 |        o4 |
+#> |.....................|        o5 |        o6 |...........|...........|
+#> |    1|     496.69520 |     1.000 |    -1.000 |   -0.9393 |   -0.9673 |
+#> |.....................|    -1.000 |   -0.9214 |   -0.9072 |   -0.9199 |
+#> |.....................|   -0.9082 |   -0.8909 |   -0.8969 |   -0.8991 |
+#> |.....................|   -0.8928 |   -0.8991 |...........|...........|
+#> |    U|      496.6952 |     100.0 |    -4.100 |   -0.9400 |    -2.400 |
+#> |.....................|    -4.100 |  -0.01100 |    0.7300 |   0.06700 |
+#> |.....................|    0.6756 |     1.581 |     1.265 |     1.151 |
+#> |.....................|     1.477 |     1.151 |...........|...........|
+#> |    X|      496.6952 |     100.0 |   0.01657 |    0.2809 |   0.09072 |
+#> |.....................|   0.01657 |    0.4973 |    0.7300 |   0.06700 |
+#> |.....................|    0.6756 |     1.581 |     1.265 |     1.151 |
+#> |.....................|     1.477 |     1.151 |...........|...........|
+#> |    G|    Gill Diff. |    -72.99 |    -3.907 |   -0.8109 |   0.02803 |
+#> |.....................|    -1.841 |  0.006841 |    -22.18 |    -32.78 |
+#> |.....................|     3.538 |    -16.93 |    -12.84 |    -12.77 |
+#> |.....................|    -15.02 |    -9.608 |...........|...........|
+#> |    2|     1346.5436 |     1.823 |   -0.9559 |   -0.9301 |   -0.9677 |
+#> |.....................|   -0.9792 |   -0.9215 |   -0.6570 |   -0.5501 |
+#> |.....................|   -0.9482 |   -0.6999 |   -0.7521 |   -0.7551 |
+#> |.....................|   -0.7234 |   -0.7907 |...........|...........|
+#> |    U|     1346.5436 |     182.3 |    -4.056 |   -0.9314 |    -2.400 |
+#> |.....................|    -4.079 |  -0.01100 |    0.8213 |   0.07939 |
+#> |.....................|    0.6486 |     1.883 |     1.449 |     1.317 |
+#> |.....................|     1.728 |     1.276 |...........|...........|
+#> |    X|     1346.5436 |     182.3 |   0.01732 |    0.2826 |   0.09069 |
+#> |.....................|   0.01692 |    0.4972 |    0.8213 |   0.07939 |
+#> |.....................|    0.6486 |     1.883 |     1.449 |     1.317 |
+#> |.....................|     1.728 |     1.276 |...........|...........|
+#> |    3|     512.48246 |     1.082 |   -0.9956 |   -0.9384 |   -0.9674 |
+#> |.....................|   -0.9979 |   -0.9214 |   -0.8822 |   -0.8830 |
+#> |.....................|   -0.9122 |   -0.8718 |   -0.8824 |   -0.8847 |
+#> |.....................|   -0.8759 |   -0.8883 |...........|...........|
+#> |    U|     512.48246 |     108.2 |    -4.096 |   -0.9391 |    -2.400 |
+#> |.....................|    -4.098 |  -0.01100 |    0.7391 |   0.06824 |
+#> |.....................|    0.6729 |     1.611 |     1.284 |     1.167 |
+#> |.....................|     1.502 |     1.163 |...........|...........|
+#> |    X|     512.48246 |     108.2 |   0.01665 |    0.2811 |   0.09072 |
+#> |.....................|   0.01661 |    0.4973 |    0.7391 |   0.06824 |
+#> |.....................|    0.6729 |     1.611 |     1.284 |     1.167 |
+#> |.....................|     1.502 |     1.163 |...........|...........|
+#> |    4|     495.95762 |     1.015 |   -0.9992 |   -0.9391 |   -0.9673 |
+#> |.....................|   -0.9996 |   -0.9214 |   -0.9027 |   -0.9133 |
+#> |.....................|   -0.9090 |   -0.8874 |   -0.8943 |   -0.8965 |
+#> |.....................|   -0.8898 |   -0.8972 |...........|...........|
+#> |    U|     495.95762 |     101.5 |    -4.099 |   -0.9398 |    -2.400 |
+#> |.....................|    -4.100 |  -0.01100 |    0.7316 |   0.06722 |
+#> |.....................|    0.6751 |     1.587 |     1.269 |     1.154 |
+#> |.....................|     1.482 |     1.153 |...........|...........|
+#> |    X|     495.95762 |     101.5 |   0.01659 |    0.2809 |   0.09072 |
+#> |.....................|   0.01658 |    0.4973 |    0.7316 |   0.06722 |
+#> |.....................|    0.6751 |     1.587 |     1.269 |     1.154 |
+#> |.....................|     1.482 |     1.153 |...........|...........|
+#> |    F| Forward Diff. |     41.81 |    -3.013 |  -0.08916 |   -0.3303 |
+#> |.....................|    -1.914 |  0.005472 |    -23.39 |    -29.38 |
+#> |.....................|     3.465 |    -17.07 |    -12.49 |    -12.74 |
+#> |.....................|    -15.23 |    -9.735 |...........|...........|
+#> |    5|     495.32815 |     1.003 |   -0.9984 |   -0.9391 |   -0.9673 |
+#> |.....................|   -0.9991 |   -0.9214 |   -0.8962 |   -0.9051 |
+#> |.....................|   -0.9099 |   -0.8826 |   -0.8908 |   -0.8930 |
+#> |.....................|   -0.8855 |   -0.8944 |...........|...........|
+#> |    U|     495.32815 |     100.3 |    -4.098 |   -0.9398 |    -2.400 |
+#> |.....................|    -4.099 |  -0.01100 |    0.7340 |   0.06750 |
+#> |.....................|    0.6745 |     1.594 |     1.273 |     1.158 |
+#> |.....................|     1.488 |     1.156 |...........|...........|
+#> |    X|     495.32815 |     100.3 |   0.01660 |    0.2809 |   0.09073 |
+#> |.....................|   0.01659 |    0.4973 |    0.7340 |   0.06750 |
+#> |.....................|    0.6745 |     1.594 |     1.273 |     1.158 |
+#> |.....................|     1.488 |     1.156 |...........|...........|
+#> |    F| Forward Diff. |    -47.70 |    -3.739 |   -0.6694 |  -0.04580 |
+#> |.....................|    -1.870 |  0.006670 |    -22.76 |    -30.26 |
+#> |.....................|     3.613 |    -16.75 |    -12.29 |    -12.38 |
+#> |.....................|    -15.09 |    -9.486 |...........|...........|
+#> |    6|     494.72051 |     1.016 |   -0.9974 |   -0.9389 |   -0.9672 |
+#> |.....................|   -0.9986 |   -0.9214 |   -0.8902 |   -0.8971 |
+#> |.....................|   -0.9109 |   -0.8782 |   -0.8876 |   -0.8897 |
+#> |.....................|   -0.8816 |   -0.8919 |...........|...........|
+#> |    U|     494.72051 |     101.6 |    -4.097 |   -0.9397 |    -2.400 |
+#> |.....................|    -4.099 |  -0.01100 |    0.7362 |   0.06777 |
+#> |.....................|    0.6738 |     1.601 |     1.277 |     1.162 |
+#> |.....................|     1.494 |     1.159 |...........|...........|
+#> |    X|     494.72051 |     101.6 |   0.01662 |    0.2810 |   0.09073 |
+#> |.....................|   0.01660 |    0.4973 |    0.7362 |   0.06777 |
+#> |.....................|    0.6738 |     1.601 |     1.277 |     1.162 |
+#> |.....................|     1.494 |     1.159 |...........|...........|
+#> |    F| Forward Diff. |     48.34 |    -2.939 |  -0.03847 |   -0.3608 |
+#> |.....................|    -1.945 |  0.005434 |    -20.90 |    -26.17 |
+#> |.....................|     3.821 |    -17.00 |    -12.53 |    -12.70 |
+#> |.....................|    -15.56 |    -9.587 |...........|...........|
+#> |    7|     494.15722 |     1.003 |   -0.9966 |   -0.9389 |   -0.9671 |
+#> |.....................|   -0.9981 |   -0.9214 |   -0.8845 |   -0.8900 |
+#> |.....................|   -0.9119 |   -0.8736 |   -0.8842 |   -0.8863 |
+#> |.....................|   -0.8773 |   -0.8893 |...........|...........|
+#> |    U|     494.15722 |     100.3 |    -4.097 |   -0.9396 |    -2.400 |
+#> |.....................|    -4.098 |  -0.01100 |    0.7383 |   0.06800 |
+#> |.....................|    0.6731 |     1.608 |     1.282 |     1.166 |
+#> |.....................|     1.500 |     1.162 |...........|...........|
+#> |    X|     494.15722 |     100.3 |   0.01663 |    0.2810 |   0.09074 |
+#> |.....................|   0.01660 |    0.4973 |    0.7383 |   0.06800 |
+#> |.....................|    0.6731 |     1.608 |     1.282 |     1.166 |
+#> |.....................|     1.500 |     1.162 |...........|...........|
+#> |    F| Forward Diff. |    -50.36 |    -3.770 |   -0.7003 |  -0.03307 |
+#> |.....................|    -1.882 |  0.006830 |    -20.02 |    -28.64 |
+#> |.....................|     3.020 |    -16.49 |    -12.31 |    -12.33 |
+#> |.....................|    -14.87 |    -9.319 |...........|...........|
+#> |    8|     493.49185 |     1.015 |   -0.9955 |   -0.9387 |   -0.9671 |
+#> |.....................|   -0.9975 |   -0.9214 |   -0.8787 |   -0.8818 |
+#> |.....................|   -0.9128 |   -0.8688 |   -0.8806 |   -0.8827 |
+#> |.....................|   -0.8730 |   -0.8866 |...........|...........|
+#> |    U|     493.49185 |     101.5 |    -4.096 |   -0.9395 |    -2.400 |
+#> |.....................|    -4.098 |  -0.01100 |    0.7404 |   0.06828 |
+#> |.....................|    0.6725 |     1.616 |     1.286 |     1.170 |
+#> |.....................|     1.507 |     1.165 |...........|...........|
+#> |    X|     493.49185 |     101.5 |   0.01665 |    0.2810 |   0.09074 |
+#> |.....................|   0.01661 |    0.4973 |    0.7404 |   0.06828 |
+#> |.....................|    0.6725 |     1.616 |     1.286 |     1.170 |
+#> |.....................|     1.507 |     1.165 |...........|...........|
+#> |    F| Forward Diff. |     41.03 |    -2.976 |  -0.07989 |   -0.3421 |
+#> |.....................|    -1.950 |  0.005619 |    -20.95 |    -25.58 |
+#> |.....................|     3.377 |    -16.59 |    -11.95 |    -12.23 |
+#> |.....................|    -14.73 |    -9.398 |...........|...........|
+#> |    9|     492.95463 |     1.003 |   -0.9946 |   -0.9387 |   -0.9670 |
+#> |.....................|   -0.9969 |   -0.9215 |   -0.8725 |   -0.8742 |
+#> |.....................|   -0.9138 |   -0.8639 |   -0.8771 |   -0.8790 |
+#> |.....................|   -0.8686 |   -0.8839 |...........|...........|
+#> |    U|     492.95463 |     100.3 |    -4.095 |   -0.9394 |    -2.400 |
+#> |.....................|    -4.097 |  -0.01100 |    0.7427 |   0.06853 |
+#> |.....................|    0.6718 |     1.624 |     1.291 |     1.174 |
+#> |.....................|     1.513 |     1.168 |...........|...........|
+#> |    X|     492.95463 |     100.3 |   0.01666 |    0.2810 |   0.09075 |
+#> |.....................|   0.01662 |    0.4973 |    0.7427 |   0.06853 |
+#> |.....................|    0.6718 |     1.624 |     1.291 |     1.174 |
+#> |.....................|     1.513 |     1.168 |...........|...........|
+#> |    F| Forward Diff. |    -49.97 |    -3.772 |   -0.7121 |  -0.02926 |
+#> |.....................|    -1.890 |  0.006985 |    -18.86 |    -26.85 |
+#> |.....................|     2.866 |    -16.28 |    -11.70 |    -11.82 |
+#> |.....................|    -14.59 |    -9.132 |...........|...........|
+#> |   10|     492.31444 |     1.015 |   -0.9935 |   -0.9385 |   -0.9670 |
+#> |.....................|   -0.9964 |   -0.9215 |   -0.8668 |   -0.8662 |
+#> |.....................|   -0.9147 |   -0.8589 |   -0.8735 |   -0.8755 |
+#> |.....................|   -0.8642 |   -0.8811 |...........|...........|
+#> |    U|     492.31444 |     101.5 |    -4.094 |   -0.9393 |    -2.400 |
+#> |.....................|    -4.096 |  -0.01100 |    0.7448 |   0.06880 |
+#> |.....................|    0.6712 |     1.632 |     1.295 |     1.178 |
+#> |.....................|     1.520 |     1.172 |...........|...........|
+#> |    X|     492.31444 |     101.5 |   0.01668 |    0.2810 |   0.09075 |
+#> |.....................|   0.01663 |    0.4972 |    0.7448 |   0.06880 |
+#> |.....................|    0.6712 |     1.632 |     1.295 |     1.178 |
+#> |.....................|     1.520 |     1.172 |...........|...........|
+#> |    F| Forward Diff. |     40.47 |    -2.944 |  -0.07505 |   -0.3464 |
+#> |.....................|    -1.962 |  0.005707 |    -18.58 |    -22.75 |
+#> |.....................|     3.454 |    -16.50 |    -11.93 |    -12.14 |
+#> |.....................|    -15.04 |    -9.193 |...........|...........|
+#> |   11|     491.79472 |     1.003 |   -0.9926 |   -0.9385 |   -0.9669 |
+#> |.....................|   -0.9957 |   -0.9215 |   -0.8609 |   -0.8590 |
+#> |.....................|   -0.9158 |   -0.8537 |   -0.8697 |   -0.8716 |
+#> |.....................|   -0.8594 |   -0.8781 |...........|...........|
+#> |    U|     491.79472 |     100.3 |    -4.093 |   -0.9392 |    -2.400 |
+#> |.....................|    -4.096 |  -0.01100 |    0.7469 |   0.06904 |
+#> |.....................|    0.6705 |     1.640 |     1.300 |     1.183 |
+#> |.....................|     1.527 |     1.175 |...........|...........|
+#> |    X|     491.79472 |     100.3 |   0.01670 |    0.2811 |   0.09076 |
+#> |.....................|   0.01664 |    0.4972 |    0.7469 |   0.06904 |
+#> |.....................|    0.6705 |     1.640 |     1.300 |     1.183 |
+#> |.....................|     1.527 |     1.175 |...........|...........|
+#> |    F| Forward Diff. |    -48.84 |    -3.756 |   -0.7183 |  -0.02810 |
+#> |.....................|    -1.902 |  0.007122 |    -19.51 |    -25.13 |
+#> |.....................|     2.711 |    -16.03 |    -11.73 |    -11.80 |
+#> |.....................|    -14.28 |    -8.965 |...........|...........|
+#> |   12|     491.12641 |     1.014 |   -0.9913 |   -0.9383 |   -0.9669 |
+#> |.....................|   -0.9951 |   -0.9215 |   -0.8546 |   -0.8511 |
+#> |.....................|   -0.9167 |   -0.8483 |   -0.8658 |   -0.8677 |
+#> |.....................|   -0.8546 |   -0.8752 |...........|...........|
+#> |    U|     491.12641 |     101.4 |    -4.091 |   -0.9390 |    -2.400 |
+#> |.....................|    -4.095 |  -0.01100 |    0.7492 |   0.06931 |
+#> |.....................|    0.6699 |     1.648 |     1.305 |     1.187 |
+#> |.....................|     1.534 |     1.178 |...........|...........|
+#> |    X|     491.12641 |     101.4 |   0.01672 |    0.2811 |   0.09076 |
+#> |.....................|   0.01665 |    0.4972 |    0.7492 |   0.06931 |
+#> |.....................|    0.6699 |     1.648 |     1.305 |     1.187 |
+#> |.....................|     1.534 |     1.178 |...........|...........|
+#> |    F| Forward Diff. |     34.57 |    -2.950 |   -0.1076 |   -0.3310 |
+#> |.....................|    -1.967 |  0.005897 |    -18.06 |    -21.71 |
+#> |.....................|     3.154 |    -16.24 |    -11.62 |    -11.87 |
+#> |.....................|    -14.73 |    -8.995 |...........|...........|
+#> |   13|     490.65951 |     1.002 |   -0.9903 |   -0.9382 |   -0.9668 |
+#> |.....................|   -0.9944 |   -0.9215 |   -0.8485 |   -0.8438 |
+#> |.....................|   -0.9178 |   -0.8429 |   -0.8619 |   -0.8637 |
+#> |.....................|   -0.8496 |   -0.8721 |...........|...........|
+#> |    U|     490.65951 |     100.2 |    -4.090 |   -0.9390 |    -2.399 |
+#> |.....................|    -4.094 |  -0.01100 |    0.7514 |   0.06955 |
+#> |.....................|    0.6692 |     1.657 |     1.310 |     1.192 |
+#> |.....................|     1.541 |     1.182 |...........|...........|
+#> |    X|     490.65951 |     100.2 |   0.01673 |    0.2811 |   0.09077 |
+#> |.....................|   0.01667 |    0.4972 |    0.7514 |   0.06955 |
+#> |.....................|    0.6692 |     1.657 |     1.310 |     1.192 |
+#> |.....................|     1.541 |     1.182 |...........|...........|
+#> |    F| Forward Diff. |    -50.76 |    -3.759 |   -0.7472 |  -0.01668 |
+#> |.....................|    -1.908 |  0.007323 |    -16.70 |    -21.90 |
+#> |.....................|     3.094 |    -15.72 |    -11.38 |    -11.47 |
+#> |.....................|    -14.04 |    -8.745 |...........|...........|
+#> |   14|     490.01300 |     1.014 |   -0.9891 |   -0.9380 |   -0.9667 |
+#> |.....................|   -0.9937 |   -0.9215 |   -0.8428 |   -0.8366 |
+#> |.....................|   -0.9189 |   -0.8372 |   -0.8579 |   -0.8596 |
+#> |.....................|   -0.8446 |   -0.8690 |...........|...........|
+#> |    U|       490.013 |     101.4 |    -4.089 |   -0.9388 |    -2.399 |
+#> |.....................|    -4.094 |  -0.01100 |    0.7535 |   0.06979 |
+#> |.....................|    0.6684 |     1.666 |     1.315 |     1.196 |
+#> |.....................|     1.549 |     1.186 |...........|...........|
+#> |    X|       490.013 |     101.4 |   0.01676 |    0.2811 |   0.09077 |
+#> |.....................|   0.01668 |    0.4972 |    0.7535 |   0.06979 |
+#> |.....................|    0.6684 |     1.666 |     1.315 |     1.196 |
+#> |.....................|     1.549 |     1.186 |...........|...........|
+#> |    F| Forward Diff. |     34.25 |    -2.890 |  -0.09666 |   -0.3362 |
+#> |.....................|    -1.973 |  0.006003 |    -17.09 |    -20.19 |
+#> |.....................|     3.007 |    -15.95 |    -11.25 |    -11.56 |
+#> |.....................|    -14.42 |    -8.788 |...........|...........|
+#> |   15|     489.51603 |     1.003 |   -0.9880 |   -0.9380 |   -0.9666 |
+#> |.....................|   -0.9930 |   -0.9215 |   -0.8366 |   -0.8294 |
+#> |.....................|   -0.9200 |   -0.8313 |   -0.8537 |   -0.8553 |
+#> |.....................|   -0.8392 |   -0.8658 |...........|...........|
+#> |    U|     489.51603 |     100.3 |    -4.088 |   -0.9388 |    -2.399 |
+#> |.....................|    -4.093 |  -0.01100 |    0.7558 |   0.07003 |
+#> |.....................|    0.6677 |     1.675 |     1.320 |     1.201 |
+#> |.....................|     1.556 |     1.189 |...........|...........|
+#> |    X|     489.51603 |     100.3 |   0.01677 |    0.2812 |   0.09078 |
+#> |.....................|   0.01669 |    0.4972 |    0.7558 |   0.07003 |
+#> |.....................|    0.6677 |     1.675 |     1.320 |     1.201 |
+#> |.....................|     1.556 |     1.189 |...........|...........|
+#> |    F| Forward Diff. |    -45.29 |    -3.673 |   -0.7179 |  -0.03084 |
+#> |.....................|    -1.907 |  0.007423 |    -17.34 |    -21.86 |
+#> |.....................|     2.565 |    -15.52 |    -11.05 |    -11.19 |
+#> |.....................|    -14.28 |    -8.545 |...........|...........|
+#> |   16|     488.89410 |     1.014 |   -0.9866 |   -0.9377 |   -0.9666 |
+#> |.....................|   -0.9922 |   -0.9215 |   -0.8304 |   -0.8220 |
+#> |.....................|   -0.9210 |   -0.8254 |   -0.8495 |   -0.8510 |
+#> |.....................|   -0.8337 |   -0.8625 |...........|...........|
+#> |    U|      488.8941 |     101.4 |    -4.087 |   -0.9385 |    -2.399 |
+#> |.....................|    -4.092 |  -0.01100 |    0.7580 |   0.07028 |
+#> |.....................|    0.6670 |     1.685 |     1.325 |     1.206 |
+#> |.....................|     1.565 |     1.193 |...........|...........|
+#> |    X|      488.8941 |     101.4 |   0.01680 |    0.2812 |   0.09079 |
+#> |.....................|   0.01670 |    0.4972 |    0.7580 |   0.07028 |
+#> |.....................|    0.6670 |     1.685 |     1.325 |     1.206 |
+#> |.....................|     1.565 |     1.193 |...........|...........|
+#> |    F| Forward Diff. |     32.56 |    -2.827 |  -0.09853 |   -0.3366 |
+#> |.....................|    -1.968 |  0.006143 |    -15.42 |    -18.16 |
+#> |.....................|     2.733 |    -15.52 |    -10.94 |    -11.25 |
+#> |.....................|    -14.13 |    -8.583 |...........|...........|
+#> |   17|     488.48678 |     1.002 |   -0.9855 |   -0.9377 |   -0.9664 |
+#> |.....................|   -0.9915 |   -0.9215 |   -0.8246 |   -0.8152 |
+#> |.....................|   -0.9220 |   -0.8195 |   -0.8454 |   -0.8468 |
+#> |.....................|   -0.8284 |   -0.8593 |...........|...........|
+#> |    U|     488.48678 |     100.2 |    -4.086 |   -0.9385 |    -2.399 |
+#> |.....................|    -4.091 |  -0.01100 |    0.7601 |   0.07051 |
+#> |.....................|    0.6663 |     1.694 |     1.331 |     1.211 |
+#> |.....................|     1.572 |     1.197 |...........|...........|
+#> |    X|     488.48678 |     100.2 |   0.01681 |    0.2812 |   0.09080 |
+#> |.....................|   0.01671 |    0.4972 |    0.7601 |   0.07051 |
+#> |.....................|    0.6663 |     1.694 |     1.331 |     1.211 |
+#> |.....................|     1.572 |     1.197 |...........|...........|
+#> |    F| Forward Diff. |    -50.86 |    -3.681 |   -0.7723 |-0.0007467 |
+#> |.....................|    -1.892 |  0.007742 |    -16.40 |    -20.55 |
+#> |.....................|     2.306 |    -15.16 |    -10.65 |    -10.82 |
+#> |.....................|    -14.00 |    -8.331 |...........|...........|
+#> |   18|     487.81394 |     1.012 |   -0.9841 |   -0.9374 |   -0.9664 |
+#> |.....................|   -0.9907 |   -0.9215 |   -0.8186 |   -0.8083 |
+#> |.....................|   -0.9229 |   -0.8132 |   -0.8411 |   -0.8424 |
+#> |.....................|   -0.8225 |   -0.8558 |...........|...........|
+#> |    U|     487.81394 |     101.2 |    -4.084 |   -0.9383 |    -2.399 |
+#> |.....................|    -4.091 |  -0.01100 |    0.7623 |   0.07074 |
+#> |.....................|    0.6657 |     1.704 |     1.336 |     1.216 |
+#> |.....................|     1.581 |     1.201 |...........|...........|
+#> |    X|     487.81394 |     101.2 |   0.01684 |    0.2812 |   0.09080 |
+#> |.....................|   0.01673 |    0.4972 |    0.7623 |   0.07074 |
+#> |.....................|    0.6657 |     1.704 |     1.336 |     1.216 |
+#> |.....................|     1.581 |     1.201 |...........|...........|
+#> |    F| Forward Diff. |     24.73 |    -2.818 |   -0.1513 |   -0.3103 |
+#> |.....................|    -1.952 |  0.006413 |    -14.43 |    -16.89 |
+#> |.....................|     2.774 |    -15.21 |    -10.56 |    -10.91 |
+#> |.....................|    -13.80 |    -8.354 |...........|...........|
+#> |   19|     487.41354 |     1.002 |   -0.9829 |   -0.9374 |   -0.9663 |
+#> |.....................|   -0.9898 |   -0.9215 |   -0.8126 |   -0.8013 |
+#> |.....................|   -0.9240 |   -0.8068 |   -0.8367 |   -0.8378 |
+#> |.....................|   -0.8167 |   -0.8523 |...........|...........|
+#> |    U|     487.41354 |     100.2 |    -4.083 |   -0.9382 |    -2.399 |
+#> |.....................|    -4.090 |  -0.01100 |    0.7645 |   0.07098 |
+#> |.....................|    0.6649 |     1.714 |     1.342 |     1.221 |
+#> |.....................|     1.590 |     1.205 |...........|...........|
+#> |    X|     487.41354 |     100.2 |   0.01686 |    0.2813 |   0.09082 |
+#> |.....................|   0.01674 |    0.4972 |    0.7645 |   0.07098 |
+#> |.....................|    0.6649 |     1.714 |     1.342 |     1.221 |
+#> |.....................|     1.590 |     1.205 |...........|...........|
+#> |    F| Forward Diff. |    -49.04 |    -3.605 |   -0.7738 | -0.005231 |
+#> |.....................|    -1.885 |  0.007887 |    -13.75 |    -19.14 |
+#> |.....................|     2.153 |    -14.90 |    -10.33 |    -10.54 |
+#> |.....................|    -13.68 |    -8.125 |...........|...........|
+#> |   20|     486.77105 |     1.012 |   -0.9814 |   -0.9371 |   -0.9662 |
+#> |.....................|   -0.9889 |   -0.9215 |   -0.8076 |   -0.7947 |
+#> |.....................|   -0.9250 |   -0.7999 |   -0.8321 |   -0.8330 |
+#> |.....................|   -0.8104 |   -0.8486 |...........|...........|
+#> |    U|     486.77105 |     101.2 |    -4.081 |   -0.9380 |    -2.399 |
+#> |.....................|    -4.089 |  -0.01100 |    0.7664 |   0.07119 |
+#> |.....................|    0.6643 |     1.725 |     1.347 |     1.227 |
+#> |.....................|     1.599 |     1.209 |...........|...........|
+#> |    X|     486.77105 |     101.2 |   0.01688 |    0.2813 |   0.09082 |
+#> |.....................|   0.01676 |    0.4972 |    0.7664 |   0.07119 |
+#> |.....................|    0.6643 |     1.725 |     1.347 |     1.227 |
+#> |.....................|     1.599 |     1.209 |...........|...........|
+#> |    F| Forward Diff. |     24.27 |    -2.713 |   -0.1438 |   -0.3142 |
+#> |.....................|    -1.939 |  0.006562 |    -14.18 |    -16.12 |
+#> |.....................|     2.525 |    -14.86 |    -10.17 |    -10.57 |
+#> |.....................|    -13.46 |    -8.131 |...........|...........|
+#> |   21|     486.40106 |     1.002 |   -0.9802 |   -0.9371 |   -0.9661 |
+#> |.....................|   -0.9881 |   -0.9215 |   -0.8015 |   -0.7878 |
+#> |.....................|   -0.9261 |   -0.7935 |   -0.8277 |   -0.8285 |
+#> |.....................|   -0.8046 |   -0.8452 |...........|...........|
+#> |    U|     486.40106 |     100.2 |    -4.080 |   -0.9379 |    -2.399 |
+#> |.....................|    -4.088 |  -0.01100 |    0.7686 |   0.07143 |
+#> |.....................|    0.6635 |     1.735 |     1.353 |     1.232 |
+#> |.....................|     1.608 |     1.213 |...........|...........|
+#> |    X|     486.40106 |     100.2 |   0.01690 |    0.2813 |   0.09083 |
+#> |.....................|   0.01677 |    0.4972 |    0.7686 |   0.07143 |
+#> |.....................|    0.6635 |     1.735 |     1.353 |     1.232 |
+#> |.....................|     1.608 |     1.213 |...........|...........|
+#> |    F| Forward Diff. |    -49.43 |    -3.533 |   -0.7907 |  0.002583 |
+#> |.....................|    -1.861 |  0.008122 |    -12.85 |    -17.77 |
+#> |.....................|     2.313 |    -14.52 |    -9.868 |    -10.18 |
+#> |.....................|    -13.34 |    -7.899 |...........|...........|
+#> |   22|     485.77865 |     1.012 |   -0.9786 |   -0.9368 |   -0.9660 |
+#> |.....................|   -0.9871 |   -0.9215 |   -0.7966 |   -0.7818 |
+#> |.....................|   -0.9271 |   -0.7864 |   -0.8231 |   -0.8237 |
+#> |.....................|   -0.7980 |   -0.8414 |...........|...........|
+#> |    U|     485.77865 |     101.2 |    -4.079 |   -0.9376 |    -2.399 |
+#> |.....................|    -4.087 |  -0.01100 |    0.7704 |   0.07163 |
+#> |.....................|    0.6629 |     1.746 |     1.359 |     1.238 |
+#> |.....................|     1.617 |     1.217 |...........|...........|
+#> |    X|     485.77865 |     101.2 |   0.01693 |    0.2814 |   0.09084 |
+#> |.....................|   0.01679 |    0.4972 |    0.7704 |   0.07163 |
+#> |.....................|    0.6629 |     1.746 |     1.359 |     1.238 |
+#> |.....................|     1.617 |     1.217 |...........|...........|
+#> |    F| Forward Diff. |     23.77 |    -2.587 |   -0.1355 |   -0.3176 |
+#> |.....................|    -1.913 |  0.006717 |    -13.39 |    -15.00 |
+#> |.....................|     2.211 |    -14.53 |    -9.747 |    -10.22 |
+#> |.....................|    -13.16 |    -7.915 |...........|...........|
+#> |   23|     485.42886 |     1.002 |   -0.9775 |   -0.9367 |   -0.9659 |
+#> |.....................|   -0.9862 |   -0.9215 |   -0.7907 |   -0.7751 |
+#> |.....................|   -0.9281 |   -0.7799 |   -0.8187 |   -0.8190 |
+#> |.....................|   -0.7921 |   -0.8378 |...........|...........|
+#> |    U|     485.42886 |     100.2 |    -4.077 |   -0.9376 |    -2.399 |
+#> |.....................|    -4.086 |  -0.01100 |    0.7725 |   0.07185 |
+#> |.....................|    0.6622 |     1.757 |     1.364 |     1.243 |
+#> |.....................|     1.626 |     1.221 |...........|...........|
+#> |    X|     485.42886 |     100.2 |   0.01695 |    0.2814 |   0.09085 |
+#> |.....................|   0.01680 |    0.4972 |    0.7725 |   0.07185 |
+#> |.....................|    0.6622 |     1.757 |     1.364 |     1.243 |
+#> |.....................|     1.626 |     1.221 |...........|...........|
+#> |    F| Forward Diff. |    -48.95 |    -3.431 |   -0.7980 |  0.007511 |
+#> |.....................|    -1.828 |  0.008340 |    -12.05 |    -16.59 |
+#> |.....................|     2.177 |    -14.27 |    -9.567 |    -9.843 |
+#> |.....................|    -12.98 |    -7.655 |...........|...........|
+#> |   24|     484.82183 |     1.012 |   -0.9759 |   -0.9364 |   -0.9658 |
+#> |.....................|   -0.9852 |   -0.9215 |   -0.7861 |   -0.7697 |
+#> |.....................|   -0.9290 |   -0.7723 |   -0.8141 |   -0.8141 |
+#> |.....................|   -0.7852 |   -0.8339 |...........|...........|
+#> |    U|     484.82183 |     101.2 |    -4.076 |   -0.9373 |    -2.398 |
+#> |.....................|    -4.085 |  -0.01100 |    0.7742 |   0.07203 |
+#> |.....................|    0.6616 |     1.769 |     1.370 |     1.249 |
+#> |.....................|     1.636 |     1.226 |...........|...........|
+#> |    X|     484.82183 |     101.2 |   0.01698 |    0.2814 |   0.09086 |
+#> |.....................|   0.01682 |    0.4972 |    0.7742 |   0.07203 |
+#> |.....................|    0.6616 |     1.769 |     1.370 |     1.249 |
+#> |.....................|     1.636 |     1.226 |...........|...........|
+#> |    F| Forward Diff. |     22.05 |    -2.460 |   -0.1372 |   -0.3150 |
+#> |.....................|    -1.875 |  0.006918 |    -12.51 |    -13.87 |
+#> |.....................|     2.059 |    -14.26 |    -9.441 |    -9.910 |
+#> |.....................|    -12.81 |    -7.688 |...........|...........|
+#> |   25|     484.49026 |     1.002 |   -0.9747 |   -0.9363 |   -0.9656 |
+#> |.....................|   -0.9843 |   -0.9215 |   -0.7802 |   -0.7632 |
+#> |.....................|   -0.9300 |   -0.7655 |   -0.8095 |   -0.8093 |
+#> |.....................|   -0.7791 |   -0.8302 |...........|...........|
+#> |    U|     484.49026 |     100.2 |    -4.075 |   -0.9372 |    -2.398 |
+#> |.....................|    -4.084 |  -0.01100 |    0.7764 |   0.07225 |
+#> |.....................|    0.6609 |     1.779 |     1.376 |     1.254 |
+#> |.....................|     1.645 |     1.230 |...........|...........|
+#> |    X|     484.49026 |     100.2 |   0.01700 |    0.2815 |   0.09087 |
+#> |.....................|   0.01684 |    0.4972 |    0.7764 |   0.07225 |
+#> |.....................|    0.6609 |     1.779 |     1.376 |     1.254 |
+#> |.....................|     1.645 |     1.230 |...........|...........|
+#> |    F| Forward Diff. |    -48.40 |    -3.314 |   -0.8046 |   0.01082 |
+#> |.....................|    -1.785 |  0.008564 |    -11.34 |    -13.90 |
+#> |.....................|     2.095 |    -13.95 |    -9.157 |    -9.483 |
+#> |.....................|    -12.66 |    -7.448 |...........|...........|
+#> |   26|     483.91316 |     1.012 |   -0.9731 |   -0.9360 |   -0.9656 |
+#> |.....................|   -0.9832 |   -0.9215 |   -0.7758 |   -0.7593 |
+#> |.....................|   -0.9309 |   -0.7575 |   -0.8048 |   -0.8042 |
+#> |.....................|   -0.7719 |   -0.8261 |...........|...........|
+#> |    U|     483.91316 |     101.2 |    -4.073 |   -0.9369 |    -2.398 |
+#> |.....................|    -4.083 |  -0.01100 |    0.7780 |   0.07238 |
+#> |.....................|    0.6603 |     1.792 |     1.382 |     1.260 |
+#> |.....................|     1.656 |     1.235 |...........|...........|
+#> |    X|     483.91316 |     101.2 |   0.01702 |    0.2815 |   0.09088 |
+#> |.....................|   0.01685 |    0.4972 |    0.7780 |   0.07238 |
+#> |.....................|    0.6603 |     1.792 |     1.382 |     1.260 |
+#> |.....................|     1.656 |     1.235 |...........|...........|
+#> |    F| Forward Diff. |     21.71 |    -2.295 |   -0.1241 |   -0.3190 |
+#> |.....................|    -1.824 |  0.007081 |    -13.14 |    -14.20 |
+#> |.....................|     1.713 |    -13.92 |    -9.049 |    -9.560 |
+#> |.....................|    -12.44 |    -7.439 |...........|...........|
+#> |   27|     483.53972 |     1.003 |   -0.9719 |   -0.9359 |   -0.9654 |
+#> |.....................|   -0.9822 |   -0.9215 |   -0.7695 |   -0.7529 |
+#> |.....................|   -0.9317 |   -0.7501 |   -0.8002 |   -0.7993 |
+#> |.....................|   -0.7653 |   -0.8222 |...........|...........|
+#> |    U|     483.53972 |     100.3 |    -4.072 |   -0.9368 |    -2.398 |
+#> |.....................|    -4.082 |  -0.01100 |    0.7803 |   0.07259 |
+#> |.....................|    0.6598 |     1.804 |     1.388 |     1.266 |
+#> |.....................|     1.666 |     1.239 |...........|...........|
+#> |    X|     483.53972 |     100.3 |   0.01705 |    0.2815 |   0.09089 |
+#> |.....................|   0.01687 |    0.4972 |    0.7803 |   0.07259 |
+#> |.....................|    0.6598 |     1.804 |     1.388 |     1.266 |
+#> |.....................|     1.666 |     1.239 |...........|...........|
+#> |    F| Forward Diff. |    -41.33 |    -3.086 |   -0.7421 |  -0.01550 |
+#> |.....................|    -1.732 |  0.008667 |    -12.24 |    -14.31 |
+#> |.....................|     1.879 |    -13.57 |    -8.704 |    -9.151 |
+#> |.....................|    -12.31 |    -7.231 |...........|...........|
+#> |   28|     483.02129 |     1.012 |   -0.9704 |   -0.9356 |   -0.9653 |
+#> |.....................|   -0.9811 |   -0.9215 |   -0.7639 |   -0.7482 |
+#> |.....................|   -0.9323 |   -0.7422 |   -0.7957 |   -0.7943 |
+#> |.....................|   -0.7582 |   -0.8182 |...........|...........|
+#> |    U|     483.02129 |     101.2 |    -4.070 |   -0.9365 |    -2.398 |
+#> |.....................|    -4.081 |  -0.01100 |    0.7823 |   0.07275 |
+#> |.....................|    0.6594 |     1.816 |     1.393 |     1.271 |
+#> |.....................|     1.676 |     1.244 |...........|...........|
+#> |    X|     483.02129 |     101.2 |   0.01707 |    0.2816 |   0.09090 |
+#> |.....................|   0.01689 |    0.4972 |    0.7823 |   0.07275 |
+#> |.....................|    0.6594 |     1.816 |     1.393 |     1.271 |
+#> |.....................|     1.676 |     1.244 |...........|...........|
+#> |    F| Forward Diff. |     24.99 |    -2.064 |  -0.07177 |   -0.3414 |
+#> |.....................|    -1.768 |  0.007186 |    -12.35 |    -13.09 |
+#> |.....................|     1.619 |    -13.63 |    -8.749 |    -9.199 |
+#> |.....................|    -12.40 |    -7.209 |...........|...........|
+#> |   29|     482.63111 |     1.003 |   -0.9692 |   -0.9355 |   -0.9651 |
+#> |.....................|   -0.9800 |   -0.9215 |   -0.7579 |   -0.7429 |
+#> |.....................|   -0.9329 |   -0.7344 |   -0.7911 |   -0.7893 |
+#> |.....................|   -0.7510 |   -0.8142 |...........|...........|
+#> |    U|     482.63111 |     100.3 |    -4.069 |   -0.9364 |    -2.398 |
+#> |.....................|    -4.080 |  -0.01100 |    0.7845 |   0.07293 |
+#> |.....................|    0.6589 |     1.829 |     1.399 |     1.277 |
+#> |.....................|     1.687 |     1.249 |...........|...........|
+#> |    X|     482.63111 |     100.3 |   0.01709 |    0.2816 |   0.09092 |
+#> |.....................|   0.01691 |    0.4972 |    0.7845 |   0.07293 |
+#> |.....................|    0.6589 |     1.829 |     1.399 |     1.277 |
+#> |.....................|     1.687 |     1.249 |...........|...........|
+#> |    F| Forward Diff. |    -36.55 |    -2.873 |   -0.6941 |  -0.03251 |
+#> |.....................|    -1.664 |  0.008820 |    -11.56 |    -13.31 |
+#> |.....................|     1.468 |    -13.22 |    -8.319 |    -8.815 |
+#> |.....................|    -11.93 |    -7.014 |...........|...........|
+#> |   30|     482.15860 |     1.013 |   -0.9679 |   -0.9352 |   -0.9650 |
+#> |.....................|   -0.9789 |   -0.9215 |   -0.7525 |   -0.7387 |
+#> |.....................|   -0.9332 |   -0.7261 |   -0.7866 |   -0.7843 |
+#> |.....................|   -0.7435 |   -0.8100 |...........|...........|
+#> |    U|      482.1586 |     101.3 |    -4.068 |   -0.9361 |    -2.398 |
+#> |.....................|    -4.079 |  -0.01100 |    0.7865 |   0.07307 |
+#> |.....................|    0.6587 |     1.842 |     1.405 |     1.283 |
+#> |.....................|     1.698 |     1.253 |...........|...........|
+#> |    X|      482.1586 |     101.3 |   0.01711 |    0.2817 |   0.09093 |
+#> |.....................|   0.01693 |    0.4972 |    0.7865 |   0.07307 |
+#> |.....................|    0.6587 |     1.842 |     1.405 |     1.283 |
+#> |.....................|     1.698 |     1.253 |...........|...........|
+#> |    F| Forward Diff. |     26.18 |    -1.853 |  -0.03641 |   -0.3540 |
+#> |.....................|    -1.697 |  0.007343 |    -10.35 |    -10.94 |
+#> |.....................|     1.762 |    -13.15 |    -8.194 |    -8.841 |
+#> |.....................|    -11.73 |    -7.013 |...........|...........|
+#> |   31|     481.77253 |     1.004 |   -0.9667 |   -0.9350 |   -0.9648 |
+#> |.....................|   -0.9778 |   -0.9215 |   -0.7477 |   -0.7350 |
+#> |.....................|   -0.9339 |   -0.7174 |   -0.7818 |   -0.7789 |
+#> |.....................|   -0.7358 |   -0.8055 |...........|...........|
+#> |    U|     481.77253 |     100.4 |    -4.067 |   -0.9360 |    -2.397 |
+#> |.....................|    -4.078 |  -0.01100 |    0.7882 |   0.07320 |
+#> |.....................|    0.6583 |     1.855 |     1.411 |     1.289 |
+#> |.....................|     1.709 |     1.259 |...........|...........|
+#> |    X|     481.77253 |     100.4 |   0.01713 |    0.2817 |   0.09095 |
+#> |.....................|   0.01695 |    0.4972 |    0.7882 |   0.07320 |
+#> |.....................|    0.6583 |     1.855 |     1.411 |     1.289 |
+#> |.....................|     1.709 |     1.259 |...........|...........|
+#> |    F| Forward Diff. |    -33.42 |    -2.468 |   -0.6588 |  -0.04495 |
+#> |.....................|    -1.582 |  0.009000 |    -9.278 |    -10.93 |
+#> |.....................|     2.073 |    -12.89 |    -7.995 |    -8.451 |
+#> |.....................|    -11.53 |    -6.784 |...........|...........|
+#> |   32|     481.33405 |     1.012 |   -0.9656 |   -0.9347 |   -0.9646 |
+#> |.....................|   -0.9766 |   -0.9215 |   -0.7446 |   -0.7329 |
+#> |.....................|   -0.9352 |   -0.7079 |   -0.7769 |   -0.7733 |
+#> |.....................|   -0.7275 |   -0.8008 |...........|...........|
+#> |    U|     481.33405 |     101.2 |    -4.066 |   -0.9357 |    -2.397 |
+#> |.....................|    -4.077 |  -0.01100 |    0.7894 |   0.07326 |
+#> |.....................|    0.6574 |     1.870 |     1.417 |     1.296 |
+#> |.....................|     1.721 |     1.264 |...........|...........|
+#> |    X|     481.33405 |     101.2 |   0.01715 |    0.2818 |   0.09096 |
+#> |.....................|   0.01697 |    0.4972 |    0.7894 |   0.07326 |
+#> |.....................|    0.6574 |     1.870 |     1.417 |     1.296 |
+#> |.....................|     1.721 |     1.264 |...........|...........|
+#> |    F| Forward Diff. |     23.32 |    -1.710 |  -0.03967 |   -0.3452 |
+#> |.....................|    -1.599 |  0.007614 |    -9.890 |    -10.44 |
+#> |.....................|     1.650 |    -12.78 |    -7.841 |    -8.441 |
+#> |.....................|    -11.31 |    -6.748 |...........|...........|
+#> |   33|     480.95912 |     1.004 |   -0.9646 |   -0.9346 |   -0.9644 |
+#> |.....................|   -0.9754 |   -0.9215 |   -0.7406 |   -0.7300 |
+#> |.....................|   -0.9364 |   -0.6985 |   -0.7720 |   -0.7677 |
+#> |.....................|   -0.7193 |   -0.7960 |...........|...........|
+#> |    U|     480.95912 |     100.4 |    -4.065 |   -0.9356 |    -2.397 |
+#> |.....................|    -4.075 |  -0.01100 |    0.7908 |   0.07336 |
+#> |.....................|    0.6566 |     1.885 |     1.424 |     1.302 |
+#> |.....................|     1.734 |     1.270 |...........|...........|
+#> |    X|     480.95912 |     100.4 |   0.01717 |    0.2818 |   0.09098 |
+#> |.....................|   0.01699 |    0.4972 |    0.7908 |   0.07336 |
+#> |.....................|    0.6566 |     1.885 |     1.424 |     1.302 |
+#> |.....................|     1.734 |     1.270 |...........|...........|
+#> |    F| Forward Diff. |    -30.38 |    -2.273 |   -0.6168 |  -0.05646 |
+#> |.....................|    -1.481 |  0.009185 |    -8.899 |    -11.86 |
+#> |.....................|     1.510 |    -12.49 |    -7.578 |    -8.069 |
+#> |.....................|    -11.13 |    -6.546 |...........|...........|
+#> |   34|     480.53887 |     1.012 |   -0.9637 |   -0.9342 |   -0.9642 |
+#> |.....................|   -0.9743 |   -0.9216 |   -0.7379 |   -0.7267 |
+#> |.....................|   -0.9369 |   -0.6888 |   -0.7673 |   -0.7623 |
+#> |.....................|   -0.7109 |   -0.7912 |...........|...........|
+#> |    U|     480.53887 |     101.2 |    -4.064 |   -0.9352 |    -2.397 |
+#> |.....................|    -4.074 |  -0.01100 |    0.7918 |   0.07347 |
+#> |.....................|    0.6562 |     1.901 |     1.429 |     1.308 |
+#> |.....................|     1.746 |     1.275 |...........|...........|
+#> |    X|     480.53887 |     101.2 |   0.01719 |    0.2819 |   0.09100 |
+#> |.....................|   0.01700 |    0.4972 |    0.7918 |   0.07347 |
+#> |.....................|    0.6562 |     1.901 |     1.429 |     1.308 |
+#> |.....................|     1.746 |     1.275 |...........|...........|
+#> |    F| Forward Diff. |     23.40 |    -1.545 | -0.009684 |   -0.3499 |
+#> |.....................|    -1.497 |  0.007817 |    -10.78 |    -11.16 |
+#> |.....................|     1.267 |    -12.36 |    -7.423 |    -8.042 |
+#> |.....................|    -10.90 |    -6.497 |...........|...........|
+#> |   35|     480.15983 |     1.005 |   -0.9631 |   -0.9341 |   -0.9640 |
+#> |.....................|   -0.9733 |   -0.9216 |   -0.7332 |   -0.7223 |
+#> |.....................|   -0.9371 |   -0.6793 |   -0.7629 |   -0.7571 |
+#> |.....................|   -0.7029 |   -0.7866 |...........|...........|
+#> |    U|     480.15983 |     100.5 |    -4.063 |   -0.9351 |    -2.397 |
+#> |.....................|    -4.073 |  -0.01100 |    0.7935 |   0.07362 |
+#> |.....................|    0.6561 |     1.916 |     1.435 |     1.314 |
+#> |.....................|     1.758 |     1.280 |...........|...........|
+#> |    X|     480.15983 |     100.5 |   0.01720 |    0.2819 |   0.09102 |
+#> |.....................|   0.01702 |    0.4972 |    0.7935 |   0.07362 |
+#> |.....................|    0.6561 |     1.916 |     1.435 |     1.314 |
+#> |.....................|     1.758 |     1.280 |...........|...........|
+#> |    F| Forward Diff. |    -28.57 |    -2.381 |   -0.5845 |  -0.05882 |
+#> |.....................|    -1.378 |  0.009420 |    -9.960 |    -11.12 |
+#> |.....................|     1.408 |    -12.08 |    -7.201 |    -7.708 |
+#> |.....................|    -10.66 |    -6.274 |...........|...........|
+#> |   36|     479.76525 |     1.013 |   -0.9621 |   -0.9338 |   -0.9638 |
+#> |.....................|   -0.9724 |   -0.9216 |   -0.7274 |   -0.7189 |
+#> |.....................|   -0.9370 |   -0.6698 |   -0.7590 |   -0.7523 |
+#> |.....................|   -0.6950 |   -0.7821 |...........|...........|
+#> |    U|     479.76525 |     101.3 |    -4.062 |   -0.9349 |    -2.396 |
+#> |.....................|    -4.072 |  -0.01100 |    0.7956 |   0.07373 |
+#> |.....................|    0.6562 |     1.931 |     1.440 |     1.320 |
+#> |.....................|     1.770 |     1.286 |...........|...........|
+#> |    X|     479.76525 |     101.3 |   0.01721 |    0.2819 |   0.09104 |
+#> |.....................|   0.01704 |    0.4972 |    0.7956 |   0.07373 |
+#> |.....................|    0.6562 |     1.931 |     1.440 |     1.320 |
+#> |.....................|     1.770 |     1.286 |...........|...........|
+#> |    F| Forward Diff. |     25.60 |    -1.145 |   0.04744 |   -0.3638 |
+#> |.....................|    -1.405 |  0.007969 |    -8.937 |    -9.159 |
+#> |.....................|     1.481 |    -11.97 |    -7.076 |    -7.721 |
+#> |.....................|    -10.46 |    -6.241 |...........|...........|
+#> |   37|     479.40619 |     1.005 |   -0.9617 |   -0.9337 |   -0.9635 |
+#> |.....................|   -0.9714 |   -0.9216 |   -0.7231 |   -0.7171 |
+#> |.....................|   -0.9376 |   -0.6597 |   -0.7546 |   -0.7470 |
+#> |.....................|   -0.6867 |   -0.7774 |...........|...........|
+#> |    U|     479.40619 |     100.5 |    -4.062 |   -0.9348 |    -2.396 |
+#> |.....................|    -4.071 |  -0.01100 |    0.7972 |   0.07380 |
+#> |.....................|    0.6558 |     1.947 |     1.445 |     1.326 |
+#> |.....................|     1.782 |     1.291 |...........|...........|
+#> |    X|     479.40619 |     100.5 |   0.01722 |    0.2820 |   0.09107 |
+#> |.....................|   0.01705 |    0.4972 |    0.7972 |   0.07380 |
+#> |.....................|    0.6558 |     1.947 |     1.445 |     1.326 |
+#> |.....................|     1.782 |     1.291 |...........|...........|
+#> |    F| Forward Diff. |    -26.68 |    -2.255 |   -0.5492 |  -0.06756 |
+#> |.....................|    -1.289 |  0.009576 |    -8.071 |    -10.65 |
+#> |.....................|     1.114 |    -11.68 |    -6.840 |    -7.373 |
+#> |.....................|    -10.30 |    -6.055 |...........|...........|
+#> |   38|     479.03445 |     1.012 |   -0.9610 |   -0.9335 |   -0.9633 |
+#> |.....................|   -0.9705 |   -0.9216 |   -0.7212 |   -0.7148 |
+#> |.....................|   -0.9376 |   -0.6492 |   -0.7503 |   -0.7416 |
+#> |.....................|   -0.6779 |   -0.7724 |...........|...........|
+#> |    U|     479.03445 |     101.2 |    -4.061 |   -0.9345 |    -2.396 |
+#> |.....................|    -4.071 |  -0.01100 |    0.7979 |   0.07387 |
+#> |.....................|    0.6558 |     1.963 |     1.451 |     1.332 |
+#> |.....................|     1.795 |     1.297 |...........|...........|
+#> |    X|     479.03445 |     101.2 |   0.01723 |    0.2820 |   0.09109 |
+#> |.....................|   0.01707 |    0.4972 |    0.7979 |   0.07387 |
+#> |.....................|    0.6558 |     1.963 |     1.451 |     1.332 |
+#> |.....................|     1.795 |     1.297 |...........|...........|
+#> |    F| Forward Diff. |     22.12 |    -1.081 |   0.03630 |   -0.3485 |
+#> |.....................|    -1.311 |  0.008233 |    -8.610 |    -8.856 |
+#> |.....................|     1.385 |    -11.53 |    -6.694 |    -7.351 |
+#> |.....................|    -10.05 |    -5.987 |...........|...........|
+#> |   39|     478.70046 |     1.005 |   -0.9607 |   -0.9334 |   -0.9629 |
+#> |.....................|   -0.9697 |   -0.9216 |   -0.7185 |   -0.7124 |
+#> |.....................|   -0.9378 |   -0.6386 |   -0.7461 |   -0.7363 |
+#> |.....................|   -0.6692 |   -0.7674 |...........|...........|
+#> |    U|     478.70046 |     100.5 |    -4.061 |   -0.9345 |    -2.396 |
+#> |.....................|    -4.070 |  -0.01100 |    0.7989 |   0.07395 |
+#> |.....................|    0.6557 |     1.980 |     1.456 |     1.338 |
+#> |.....................|     1.808 |     1.302 |...........|...........|
+#> |    X|     478.70046 |     100.5 |   0.01724 |    0.2820 |   0.09112 |
+#> |.....................|   0.01708 |    0.4972 |    0.7989 |   0.07395 |
+#> |.....................|    0.6557 |     1.980 |     1.456 |     1.338 |
+#> |.....................|     1.808 |     1.302 |...........|...........|
+#> |    F| Forward Diff. |    -26.51 |    -2.193 |   -0.5308 |  -0.05813 |
+#> |.....................|    -1.191 |  0.009843 |    -9.246 |    -10.25 |
+#> |.....................|     1.049 |    -11.25 |    -6.459 |    -7.012 |
+#> |.....................|    -9.842 |    -5.790 |...........|...........|
+#> |   40|     478.33460 |     1.012 |   -0.9602 |   -0.9332 |   -0.9627 |
+#> |.....................|   -0.9690 |   -0.9216 |   -0.7136 |   -0.7111 |
+#> |.....................|   -0.9376 |   -0.6278 |   -0.7425 |   -0.7314 |
+#> |.....................|   -0.6607 |   -0.7626 |...........|...........|
+#> |    U|      478.3346 |     101.2 |    -4.060 |   -0.9343 |    -2.395 |
+#> |.....................|    -4.069 |  -0.01100 |    0.8007 |   0.07400 |
+#> |.....................|    0.6558 |     1.997 |     1.461 |     1.344 |
+#> |.....................|     1.820 |     1.308 |...........|...........|
+#> |    X|      478.3346 |     101.2 |   0.01724 |    0.2821 |   0.09114 |
+#> |.....................|   0.01709 |    0.4972 |    0.8007 |   0.07400 |
+#> |.....................|    0.6558 |     1.997 |     1.461 |     1.344 |
+#> |.....................|     1.820 |     1.308 |...........|...........|
+#> |    F| Forward Diff. |     20.00 |    -1.246 |   0.04282 |   -0.3358 |
+#> |.....................|    -1.228 |  0.008460 |    -8.250 |    -8.533 |
+#> |.....................|     1.305 |    -11.09 |    -6.335 |    -6.999 |
+#> |.....................|    -9.637 |    -5.739 |...........|...........|
+#> |   41|     478.02904 |     1.005 |   -0.9595 |   -0.9333 |   -0.9623 |
+#> |.....................|   -0.9683 |   -0.9217 |   -0.7087 |   -0.7092 |
+#> |.....................|   -0.9377 |   -0.6173 |   -0.7388 |   -0.7264 |
+#> |.....................|   -0.6523 |   -0.7577 |...........|...........|
+#> |    U|     478.02904 |     100.5 |    -4.060 |   -0.9343 |    -2.395 |
+#> |.....................|    -4.068 |  -0.01100 |    0.8025 |   0.07406 |
+#> |.....................|    0.6557 |     2.014 |     1.466 |     1.350 |
+#> |.....................|     1.833 |     1.314 |...........|...........|
+#> |    X|     478.02904 |     100.5 |   0.01726 |    0.2820 |   0.09117 |
+#> |.....................|   0.01711 |    0.4972 |    0.8025 |   0.07406 |
+#> |.....................|    0.6557 |     2.014 |     1.466 |     1.350 |
+#> |.....................|     1.833 |     1.314 |...........|...........|
+#> |    F| Forward Diff. |    -28.91 |    -2.133 |   -0.5430 |  -0.03427 |
+#> |.....................|    -1.114 |   0.01012 |    -7.324 |    -9.914 |
+#> |.....................|    0.9278 |    -10.81 |    -6.119 |    -6.673 |
+#> |.....................|    -9.457 |    -5.557 |...........|...........|
+#> |   42|     477.67480 |     1.012 |   -0.9587 |   -0.9331 |   -0.9620 |
+#> |.....................|   -0.9677 |   -0.9217 |   -0.7077 |   -0.7075 |
+#> |.....................|   -0.9374 |   -0.6060 |   -0.7354 |   -0.7215 |
+#> |.....................|   -0.6433 |   -0.7527 |...........|...........|
+#> |    U|      477.6748 |     101.2 |    -4.059 |   -0.9342 |    -2.395 |
+#> |.....................|    -4.068 |  -0.01100 |    0.8028 |   0.07412 |
+#> |.....................|    0.6559 |     2.032 |     1.470 |     1.355 |
+#> |.....................|     1.846 |     1.319 |...........|...........|
+#> |    X|      477.6748 |     101.2 |   0.01727 |    0.2821 |   0.09120 |
+#> |.....................|   0.01712 |    0.4972 |    0.8028 |   0.07412 |
+#> |.....................|    0.6559 |     2.032 |     1.470 |     1.355 |
+#> |.....................|     1.846 |     1.319 |...........|...........|
+#> |    F| Forward Diff. |     17.58 |    -1.074 |   0.03251 |   -0.3151 |
+#> |.....................|    -1.162 |  0.008688 |    -9.226 |    -9.481 |
+#> |.....................|    0.9303 |    -10.65 |    -6.004 |    -6.660 |
+#> |.....................|    -9.223 |    -5.492 |...........|...........|
+#> |   43|     477.36674 |     1.005 |   -0.9586 |   -0.9332 |   -0.9617 |
+#> |.....................|   -0.9672 |   -0.9217 |   -0.7028 |   -0.7029 |
+#> |.....................|   -0.9362 |   -0.5954 |   -0.7323 |   -0.7170 |
+#> |.....................|   -0.6350 |   -0.7479 |...........|...........|
+#> |    U|     477.36674 |     100.5 |    -4.059 |   -0.9343 |    -2.394 |
+#> |.....................|    -4.067 |  -0.01100 |    0.8046 |   0.07427 |
+#> |.....................|    0.6567 |     2.048 |     1.474 |     1.361 |
+#> |.....................|     1.858 |     1.325 |...........|...........|
+#> |    X|     477.36674 |     100.5 |   0.01727 |    0.2821 |   0.09123 |
+#> |.....................|   0.01713 |    0.4972 |    0.8046 |   0.07427 |
+#> |.....................|    0.6567 |     2.048 |     1.474 |     1.361 |
+#> |.....................|     1.858 |     1.325 |...........|...........|
+#> |    F| Forward Diff. |    -26.86 |    -1.999 |   -0.5088 |  -0.02993 |
+#> |.....................|    -1.056 |   0.01029 |    -6.930 |    -7.943 |
+#> |.....................|     1.123 |    -10.40 |    -5.776 |    -6.354 |
+#> |.....................|    -9.032 |    -5.321 |...........|...........|
+#> |   44|     477.05158 |     1.012 |   -0.9583 |   -0.9331 |   -0.9614 |
+#> |.....................|   -0.9667 |   -0.9217 |   -0.6985 |   -0.7029 |
+#> |.....................|   -0.9357 |   -0.5841 |   -0.7296 |   -0.7125 |
+#> |.....................|   -0.6265 |   -0.7430 |...........|...........|
+#> |    U|     477.05158 |     101.2 |    -4.058 |   -0.9342 |    -2.394 |
+#> |.....................|    -4.067 |  -0.01100 |    0.8062 |   0.07427 |
+#> |.....................|    0.6570 |     2.066 |     1.477 |     1.366 |
+#> |.....................|     1.871 |     1.331 |...........|...........|
+#> |    X|     477.05158 |     101.2 |   0.01728 |    0.2821 |   0.09126 |
+#> |.....................|   0.01713 |    0.4972 |    0.8062 |   0.07427 |
+#> |.....................|    0.6570 |     2.066 |     1.477 |     1.366 |
+#> |.....................|     1.871 |     1.331 |...........|...........|
+#> |    F| Forward Diff. |     21.59 |   -0.9080 |    0.1072 |   -0.3377 |
+#> |.....................|    -1.120 |  0.008656 |    -8.076 |    -8.919 |
+#> |.....................|    0.8940 |    -10.23 |    -5.724 |    -6.385 |
+#> |.....................|    -8.830 |    -5.273 |...........|...........|
+#> |   45|     476.75116 |     1.006 |   -0.9582 |   -0.9333 |   -0.9610 |
+#> |.....................|   -0.9662 |   -0.9217 |   -0.6961 |   -0.7025 |
+#> |.....................|   -0.9353 |   -0.5723 |   -0.7265 |   -0.7076 |
+#> |.....................|   -0.6174 |   -0.7378 |...........|...........|
+#> |    U|     476.75116 |     100.6 |    -4.058 |   -0.9343 |    -2.394 |
+#> |.....................|    -4.066 |  -0.01100 |    0.8070 |   0.07428 |
+#> |.....................|    0.6573 |     2.085 |     1.481 |     1.371 |
+#> |.....................|     1.884 |     1.337 |...........|...........|
+#> |    X|     476.75116 |     100.6 |   0.01728 |    0.2820 |   0.09129 |
+#> |.....................|   0.01714 |    0.4972 |    0.8070 |   0.07428 |
+#> |.....................|    0.6573 |     2.085 |     1.481 |     1.371 |
+#> |.....................|     1.884 |     1.337 |...........|...........|
+#> |    F| Forward Diff. |    -19.26 |    -1.806 |   -0.3949 |  -0.06769 |
+#> |.....................|    -1.006 |   0.01017 |    -6.717 |    -7.715 |
+#> |.....................|     1.115 |    -9.949 |    -5.529 |    -6.080 |
+#> |.....................|    -8.599 |    -5.083 |...........|...........|
+#> |   46|     476.47529 |     1.013 |   -0.9577 |   -0.9333 |   -0.9608 |
+#> |.....................|   -0.9657 |   -0.9218 |   -0.6941 |   -0.7020 |
+#> |.....................|   -0.9354 |   -0.5606 |   -0.7233 |   -0.7027 |
+#> |.....................|   -0.6086 |   -0.7326 |...........|...........|
+#> |    U|     476.47529 |     101.3 |    -4.058 |   -0.9343 |    -2.393 |
+#> |.....................|    -4.066 |  -0.01100 |    0.8078 |   0.07430 |
+#> |.....................|    0.6573 |     2.103 |     1.485 |     1.377 |
+#> |.....................|     1.897 |     1.342 |...........|...........|
+#> |    X|     476.47529 |     101.3 |   0.01729 |    0.2820 |   0.09132 |
+#> |.....................|   0.01715 |    0.4972 |    0.8078 |   0.07430 |
+#> |.....................|    0.6573 |     2.103 |     1.485 |     1.377 |
+#> |.....................|     1.897 |     1.342 |...........|...........|
+#> |    F| Forward Diff. |     23.23 |   -0.7393 |    0.1467 |   -0.3435 |
+#> |.....................|    -1.063 |  0.008714 |    -6.650 |    -7.604 |
+#> |.....................|     1.072 |    -9.778 |    -5.421 |    -6.068 |
+#> |.....................|    -8.413 |    -5.023 |...........|...........|
+#> |   47|     476.20958 |     1.007 |   -0.9575 |   -0.9335 |   -0.9604 |
+#> |.....................|   -0.9651 |   -0.9218 |   -0.6949 |   -0.7035 |
+#> |.....................|   -0.9364 |   -0.5488 |   -0.7198 |   -0.6977 |
+#> |.....................|   -0.5996 |   -0.7274 |...........|...........|
+#> |    U|     476.20958 |     100.7 |    -4.058 |   -0.9345 |    -2.393 |
+#> |.....................|    -4.065 |  -0.01100 |    0.8075 |   0.07425 |
+#> |.....................|    0.6566 |     2.122 |     1.490 |     1.383 |
+#> |.....................|     1.910 |     1.349 |...........|...........|
+#> |    X|     476.20958 |     100.7 |   0.01729 |    0.2820 |   0.09135 |
+#> |.....................|   0.01716 |    0.4972 |    0.8075 |   0.07425 |
+#> |.....................|    0.6566 |     2.122 |     1.490 |     1.383 |
+#> |.....................|     1.910 |     1.349 |...........|...........|
+#> |    F| Forward Diff. |    -16.91 |    -1.652 |   -0.3580 |  -0.07063 |
+#> |.....................|   -0.9392 |   0.01022 |    -6.706 |    -7.708 |
+#> |.....................|    0.9788 |    -9.498 |    -5.202 |    -5.742 |
+#> |.....................|    -8.208 |    -4.851 |...........|...........|
+#> |   48|     475.96032 |     1.013 |   -0.9572 |   -0.9335 |   -0.9601 |
+#> |.....................|   -0.9647 |   -0.9218 |   -0.6944 |   -0.7034 |
+#> |.....................|   -0.9370 |   -0.5368 |   -0.7166 |   -0.6928 |
+#> |.....................|   -0.5905 |   -0.7221 |...........|...........|
+#> |    U|     475.96032 |     101.3 |    -4.057 |   -0.9346 |    -2.393 |
+#> |.....................|    -4.065 |  -0.01100 |    0.8077 |   0.07425 |
+#> |.....................|    0.6562 |     2.141 |     1.494 |     1.388 |
+#> |.....................|     1.924 |     1.355 |...........|...........|
+#> |    X|     475.96032 |     101.3 |   0.01730 |    0.2820 |   0.09138 |
+#> |.....................|   0.01717 |    0.4972 |    0.8077 |   0.07425 |
+#> |.....................|    0.6562 |     2.141 |     1.494 |     1.388 |
+#> |.....................|     1.924 |     1.355 |...........|...........|
+#> |    F| Forward Diff. |     22.21 |   -0.6469 |    0.1490 |   -0.3297 |
+#> |.....................|   -0.9912 |  0.008804 |    -6.697 |    -7.730 |
+#> |.....................|     1.011 |    -9.295 |    -5.014 |    -5.737 |
+#> |.....................|    -7.990 |    -4.768 |...........|...........|
+#> |   49|     475.69232 |     1.007 |   -0.9579 |   -0.9338 |   -0.9597 |
+#> |.....................|   -0.9645 |   -0.9219 |   -0.6939 |   -0.7032 |
+#> |.....................|   -0.9375 |   -0.5243 |   -0.7149 |   -0.6885 |
+#> |.....................|   -0.5813 |   -0.7168 |...........|...........|
+#> |    U|     475.69232 |     100.7 |    -4.058 |   -0.9348 |    -2.392 |
+#> |.....................|    -4.064 |  -0.01100 |    0.8078 |   0.07426 |
+#> |.....................|    0.6559 |     2.161 |     1.496 |     1.393 |
+#> |.....................|     1.937 |     1.361 |...........|...........|
+#> |    X|     475.69232 |     100.7 |   0.01729 |    0.2819 |   0.09141 |
+#> |.....................|   0.01717 |    0.4972 |    0.8078 |   0.07426 |
+#> |.....................|    0.6559 |     2.161 |     1.496 |     1.393 |
+#> |.....................|     1.937 |     1.361 |...........|...........|
+#> |    F| Forward Diff. |    -16.63 |    -1.703 |   -0.3428 |  -0.06069 |
+#> |.....................|   -0.9074 |   0.01024 |    -7.409 |    -9.759 |
+#> |.....................|    0.6668 |    -9.063 |    -4.970 |    -5.451 |
+#> |.....................|    -7.786 |    -4.607 |...........|...........|
+#> |   50|     475.41012 |     1.012 |   -0.9580 |   -0.9340 |   -0.9594 |
+#> |.....................|   -0.9645 |   -0.9219 |   -0.6912 |   -0.6928 |
+#> |.....................|   -0.9358 |   -0.5138 |   -0.7150 |   -0.6862 |
+#> |.....................|   -0.5743 |   -0.7128 |...........|...........|
+#> |    U|     475.41012 |     101.2 |    -4.058 |   -0.9351 |    -2.392 |
+#> |.....................|    -4.064 |  -0.01101 |    0.8088 |   0.07461 |
+#> |.....................|    0.6570 |     2.177 |     1.496 |     1.396 |
+#> |.....................|     1.948 |     1.365 |...........|...........|
+#> |    X|     475.41012 |     101.2 |   0.01728 |    0.2819 |   0.09144 |
+#> |.....................|   0.01717 |    0.4972 |    0.8088 |   0.07461 |
+#> |.....................|    0.6570 |     2.177 |     1.496 |     1.396 |
+#> |.....................|     1.948 |     1.365 |...........|...........|
+#> |    F| Forward Diff. |     17.88 |   -0.8521 |   0.09625 |   -0.2834 |
+#> |.....................|    -1.006 |  0.008928 |    -8.320 |    -8.272 |
+#> |.....................|    0.6841 |    -8.896 |    -4.958 |    -5.482 |
+#> |.....................|    -7.690 |    -4.565 |...........|...........|
+#> |   51|     475.17343 |     1.006 |   -0.9580 |   -0.9344 |   -0.9592 |
+#> |.....................|   -0.9643 |   -0.9219 |   -0.6806 |   -0.6840 |
+#> |.....................|   -0.9328 |   -0.5062 |   -0.7153 |   -0.6852 |
+#> |.....................|   -0.5694 |   -0.7102 |...........|...........|
+#> |    U|     475.17343 |     100.6 |    -4.058 |   -0.9354 |    -2.392 |
+#> |.....................|    -4.064 |  -0.01101 |    0.8127 |   0.07490 |
+#> |.....................|    0.6590 |     2.189 |     1.495 |     1.397 |
+#> |.....................|     1.955 |     1.368 |...........|...........|
+#> |    X|     475.17343 |     100.6 |   0.01728 |    0.2818 |   0.09146 |
+#> |.....................|   0.01718 |    0.4972 |    0.8127 |   0.07490 |
+#> |.....................|    0.6590 |     2.189 |     1.495 |     1.397 |
+#> |.....................|     1.955 |     1.368 |...........|...........|
+#> |    F| Forward Diff. |    -22.54 |    -1.885 |   -0.4332 | -0.003109 |
+#> |.....................|   -0.9120 |   0.01053 |    -7.129 |    -7.659 |
+#> |.....................|    0.8338 |    -8.700 |    -4.918 |    -5.365 |
+#> |.....................|    -7.558 |    -4.481 |...........|...........|
+#> |   52|     474.94312 |     1.012 |   -0.9570 |   -0.9345 |   -0.9591 |
+#> |.....................|   -0.9638 |   -0.9220 |   -0.6676 |   -0.6825 |
+#> |.....................|   -0.9307 |   -0.4984 |   -0.7146 |   -0.6834 |
+#> |.....................|   -0.5639 |   -0.7072 |...........|...........|
+#> |    U|     474.94312 |     101.2 |    -4.057 |   -0.9355 |    -2.392 |
+#> |.....................|    -4.064 |  -0.01101 |    0.8175 |   0.07495 |
+#> |.....................|    0.6604 |     2.202 |     1.496 |     1.399 |
+#> |.....................|     1.963 |     1.372 |...........|...........|
+#> |    X|     474.94312 |     101.2 |   0.01730 |    0.2818 |   0.09147 |
+#> |.....................|   0.01718 |    0.4972 |    0.8175 |   0.07495 |
+#> |.....................|    0.6604 |     2.202 |     1.496 |     1.399 |
+#> |.....................|     1.963 |     1.372 |...........|...........|
+#> |    F| Forward Diff. |     20.08 |   -0.5236 |    0.1181 |   -0.2986 |
+#> |.....................|   -0.9599 |  0.008866 |    -5.310 |    -6.088 |
+#> |.....................|    0.8565 |    -8.707 |    -4.867 |    -5.430 |
+#> |.....................|    -7.458 |    -4.464 |...........|...........|
+#> |   53|     474.70657 |     1.007 |   -0.9569 |   -0.9346 |   -0.9588 |
+#> |.....................|   -0.9629 |   -0.9220 |   -0.6640 |   -0.6851 |
+#> |.....................|   -0.9296 |   -0.4868 |   -0.7112 |   -0.6784 |
+#> |.....................|   -0.5553 |   -0.7021 |...........|...........|
+#> |    U|     474.70657 |     100.7 |    -4.057 |   -0.9356 |    -2.392 |
+#> |.....................|    -4.063 |  -0.01101 |    0.8188 |   0.07487 |
+#> |.....................|    0.6612 |     2.220 |     1.500 |     1.405 |
+#> |.....................|     1.976 |     1.378 |...........|...........|
+#> |    X|     474.70657 |     100.7 |   0.01730 |    0.2818 |   0.09149 |
+#> |.....................|   0.01720 |    0.4972 |    0.8188 |   0.07487 |
+#> |.....................|    0.6612 |     2.220 |     1.500 |     1.405 |
+#> |.....................|     1.976 |     1.378 |...........|...........|
+#> |    F| Forward Diff. |    -17.64 |    -1.502 |   -0.3627 |  -0.03824 |
+#> |.....................|   -0.7798 |   0.01049 |    -5.965 |    -8.154 |
+#> |.....................|    0.5631 |    -8.385 |    -4.675 |    -5.151 |
+#> |.....................|    -7.306 |    -4.317 |...........|...........|
+#> |   54|     474.46623 |     1.012 |   -0.9580 |   -0.9346 |   -0.9586 |
+#> |.....................|   -0.9630 |   -0.9221 |   -0.6659 |   -0.6813 |
+#> |.....................|   -0.9264 |   -0.4751 |   -0.7083 |   -0.6739 |
+#> |.....................|   -0.5464 |   -0.6970 |...........|...........|
+#> |    U|     474.46623 |     101.2 |    -4.058 |   -0.9356 |    -2.391 |
+#> |.....................|    -4.063 |  -0.01101 |    0.8181 |   0.07499 |
+#> |.....................|    0.6633 |     2.239 |     1.504 |     1.410 |
+#> |.....................|     1.989 |     1.384 |...........|...........|
+#> |    X|     474.46623 |     101.2 |   0.01728 |    0.2818 |   0.09151 |
+#> |.....................|   0.01720 |    0.4972 |    0.8181 |   0.07499 |
+#> |.....................|    0.6633 |     2.239 |     1.504 |     1.410 |
+#> |.....................|     1.989 |     1.384 |...........|...........|
+#> |    F| Forward Diff. |     15.93 |   -0.7754 |   0.09266 |   -0.2754 |
+#> |.....................|   -0.8835 |  0.009135 |    -6.026 |    -6.068 |
+#> |.....................|    0.8217 |    -8.210 |    -4.532 |    -5.141 |
+#> |.....................|    -7.011 |    -4.237 |...........|...........|
+#> |   55|     474.23394 |     1.006 |   -0.9577 |   -0.9351 |   -0.9581 |
+#> |.....................|   -0.9633 |   -0.9221 |   -0.6610 |   -0.6793 |
+#> |.....................|   -0.9234 |   -0.4633 |   -0.7068 |   -0.6694 |
+#> |.....................|   -0.5382 |   -0.6917 |...........|...........|
+#> |    U|     474.23394 |     100.6 |    -4.058 |   -0.9360 |    -2.391 |
+#> |.....................|    -4.063 |  -0.01101 |    0.8199 |   0.07506 |
+#> |.....................|    0.6654 |     2.257 |     1.506 |     1.415 |
+#> |.....................|     2.001 |     1.390 |...........|...........|
+#> |    X|     474.23394 |     100.6 |   0.01729 |    0.2817 |   0.09156 |
+#> |.....................|   0.01719 |    0.4972 |    0.8199 |   0.07506 |
+#> |.....................|    0.6654 |     2.257 |     1.506 |     1.415 |
+#> |.....................|     2.001 |     1.390 |...........|...........|
+#> |    F| Forward Diff. |    -20.30 |    -1.703 |   -0.3919 | -0.002629 |
+#> |.....................|   -0.8653 |   0.01064 |    -4.947 |    -7.765 |
+#> |.....................|    0.7818 |    -8.010 |    -4.437 |    -4.875 |
+#> |.....................|    -6.938 |    -4.094 |...........|...........|
+#> |   56|     473.98878 |     1.011 |   -0.9542 |   -0.9354 |   -0.9578 |
+#> |.....................|   -0.9619 |   -0.9222 |   -0.6621 |   -0.6770 |
+#> |.....................|   -0.9235 |   -0.4507 |   -0.7053 |   -0.6648 |
+#> |.....................|   -0.5298 |   -0.6863 |...........|...........|
+#> |    U|     473.98878 |     101.1 |    -4.054 |   -0.9363 |    -2.390 |
+#> |.....................|    -4.062 |  -0.01101 |    0.8195 |   0.07514 |
+#> |.....................|    0.6653 |     2.277 |     1.508 |     1.421 |
+#> |.....................|     2.013 |     1.396 |...........|...........|
+#> |    X|     473.98878 |     101.1 |   0.01735 |    0.2816 |   0.09159 |
+#> |.....................|   0.01722 |    0.4972 |    0.8195 |   0.07514 |
+#> |.....................|    0.6653 |     2.277 |     1.508 |     1.421 |
+#> |.....................|     2.013 |     1.396 |...........|...........|
+#> |   57|     473.76836 |     1.011 |   -0.9500 |   -0.9359 |   -0.9574 |
+#> |.....................|   -0.9601 |   -0.9223 |   -0.6653 |   -0.6763 |
+#> |.....................|   -0.9234 |   -0.4357 |   -0.7046 |   -0.6601 |
+#> |.....................|   -0.5205 |   -0.6802 |...........|...........|
+#> |    U|     473.76836 |     101.1 |    -4.050 |   -0.9368 |    -2.390 |
+#> |.....................|    -4.060 |  -0.01101 |    0.8183 |   0.07516 |
+#> |.....................|    0.6654 |     2.301 |     1.509 |     1.426 |
+#> |.....................|     2.027 |     1.403 |...........|...........|
+#> |    X|     473.76836 |     101.1 |   0.01742 |    0.2815 |   0.09163 |
+#> |.....................|   0.01725 |    0.4972 |    0.8183 |   0.07516 |
+#> |.....................|    0.6654 |     2.301 |     1.509 |     1.426 |
+#> |.....................|     2.027 |     1.403 |...........|...........|
+#> |   58|     472.96708 |     1.009 |   -0.9317 |   -0.9384 |   -0.9555 |
+#> |.....................|   -0.9527 |   -0.9228 |   -0.6791 |   -0.6735 |
+#> |.....................|   -0.9230 |   -0.3711 |   -0.7015 |   -0.6396 |
+#> |.....................|   -0.4802 |   -0.6537 |...........|...........|
+#> |    U|     472.96708 |     100.9 |    -4.032 |   -0.9391 |    -2.388 |
+#> |.....................|    -4.053 |  -0.01101 |    0.8133 |   0.07525 |
+#> |.....................|    0.6656 |     2.403 |     1.513 |     1.450 |
+#> |.....................|     2.087 |     1.433 |...........|...........|
+#> |    X|     472.96708 |     100.9 |   0.01774 |    0.2811 |   0.09180 |
+#> |.....................|   0.01737 |    0.4972 |    0.8133 |   0.07525 |
+#> |.....................|    0.6656 |     2.403 |     1.513 |     1.450 |
+#> |.....................|     2.087 |     1.433 |...........|...........|
+#> |   59|     472.23802 |     1.005 |   -0.8811 |   -0.9451 |   -0.9502 |
+#> |.....................|   -0.9323 |   -0.9240 |   -0.7172 |   -0.6658 |
+#> |.....................|   -0.9220 |   -0.1924 |   -0.6930 |   -0.5829 |
+#> |.....................|   -0.3688 |   -0.5805 |...........|...........|
+#> |    U|     472.23802 |     100.5 |    -3.981 |   -0.9455 |    -2.383 |
+#> |.....................|    -4.032 |  -0.01103 |    0.7994 |   0.07551 |
+#> |.....................|    0.6663 |     2.686 |     1.523 |     1.515 |
+#> |.....................|     2.251 |     1.518 |...........|...........|
+#> |    X|     472.23802 |     100.5 |   0.01866 |    0.2798 |   0.09228 |
+#> |.....................|   0.01773 |    0.4972 |    0.7994 |   0.07551 |
+#> |.....................|    0.6663 |     2.686 |     1.523 |     1.515 |
+#> |.....................|     2.251 |     1.518 |...........|...........|
+#> |    F| Forward Diff. |    -10.41 |     25.09 |    -1.964 |    0.8913 |
+#> |.....................|     4.956 |   0.02208 |    -7.724 |    -8.360 |
+#> |.....................|   0.01123 |    -2.619 |    -3.185 |    -1.886 |
+#> |.....................|    -3.376 |    -1.727 |...........|...........|
+#> |   60|     470.34942 |     1.020 |    -1.007 |   -0.9408 |   -0.9496 |
+#> |.....................|   -0.9429 |   -0.9259 |   -0.7397 |   -0.6282 |
+#> |.....................|   -0.9207 |   0.06578 |   -0.6693 |   -0.4998 |
+#> |.....................|   -0.2002 |   -0.4722 |...........|...........|
+#> |    U|     470.34942 |     102.0 |    -4.107 |   -0.9414 |    -2.382 |
+#> |.....................|    -4.043 |  -0.01105 |    0.7911 |   0.07677 |
+#> |.....................|    0.6672 |     3.094 |     1.553 |     1.610 |
+#> |.....................|     2.500 |     1.642 |...........|...........|
+#> |    X|     470.34942 |     102.0 |   0.01646 |    0.2806 |   0.09235 |
+#> |.....................|   0.01755 |    0.4972 |    0.7911 |   0.07677 |
+#> |.....................|    0.6672 |     3.094 |     1.553 |     1.610 |
+#> |.....................|     2.500 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |     49.94 |    -17.10 |     1.872 |    -1.413 |
+#> |.....................|     4.684 |  0.005064 |    -7.591 |    -5.431 |
+#> |.....................|    0.2085 |    -2.165 |    -1.196 |   -0.1732 |
+#> |.....................|   -0.4074 |   -0.2957 |...........|...........|
+#> |   61|     480.76065 |    0.9913 |   -0.9789 |   -0.9482 |   -0.9314 |
+#> |.....................|    -1.207 |   -0.9279 |   -0.6546 |   -0.4866 |
+#> |.....................|   -0.9168 |    0.2296 |   -0.6593 |   -0.5083 |
+#> |.....................|   -0.1307 |   -0.4332 |...........|...........|
+#> |    U|     480.76065 |     99.13 |    -4.079 |   -0.9483 |    -2.364 |
+#> |.....................|    -4.307 |  -0.01107 |    0.8222 |   0.08152 |
+#> |.....................|    0.6698 |     3.353 |     1.566 |     1.601 |
+#> |.....................|     2.603 |     1.687 |...........|...........|
+#> |    X|     480.76065 |     99.13 |   0.01693 |    0.2792 |   0.09404 |
+#> |.....................|   0.01347 |    0.4972 |    0.8222 |   0.08152 |
+#> |.....................|    0.6698 |     3.353 |     1.566 |     1.601 |
+#> |.....................|     2.603 |     1.687 |...........|...........|
+#> |   62|     472.12595 |    0.9860 |   -0.9933 |   -0.9428 |   -0.9466 |
+#> |.....................|   -0.9755 |   -0.9261 |   -0.7254 |   -0.6089 |
+#> |.....................|   -0.9204 |   0.08558 |   -0.6674 |   -0.5007 |
+#> |.....................|   -0.1921 |   -0.4676 |...........|...........|
+#> |    U|     472.12595 |     98.60 |    -4.093 |   -0.9433 |    -2.379 |
+#> |.....................|    -4.076 |  -0.01105 |    0.7964 |   0.07742 |
+#> |.....................|    0.6674 |     3.125 |     1.556 |     1.609 |
+#> |.....................|     2.512 |     1.648 |...........|...........|
+#> |    X|     472.12595 |     98.60 |   0.01668 |    0.2802 |   0.09262 |
+#> |.....................|   0.01698 |    0.4972 |    0.7964 |   0.07742 |
+#> |.....................|    0.6674 |     3.125 |     1.556 |     1.609 |
+#> |.....................|     2.512 |     1.648 |...........|...........|
+#> |   63|     470.26696 |     1.005 |    -1.002 |   -0.9414 |   -0.9491 |
+#> |.....................|   -0.9444 |   -0.9259 |   -0.7373 |   -0.6265 |
+#> |.....................|   -0.9207 |   0.06646 |   -0.6689 |   -0.4998 |
+#> |.....................|   -0.2001 |   -0.4721 |...........|...........|
+#> |    U|     470.26696 |     100.5 |    -4.102 |   -0.9420 |    -2.382 |
+#> |.....................|    -4.044 |  -0.01105 |    0.7920 |   0.07683 |
+#> |.....................|    0.6672 |     3.095 |     1.554 |     1.610 |
+#> |.....................|     2.501 |     1.642 |...........|...........|
+#> |    X|     470.26696 |     100.5 |   0.01654 |    0.2805 |   0.09239 |
+#> |.....................|   0.01752 |    0.4972 |    0.7920 |   0.07683 |
+#> |.....................|    0.6672 |     3.095 |     1.554 |     1.610 |
+#> |.....................|     2.501 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |    -57.97 |    -21.53 |    0.3336 |   -0.1964 |
+#> |.....................|     4.949 |   0.01388 |    -7.299 |    -5.475 |
+#> |.....................|    0.3363 |    -1.951 |    -1.200 |    0.1716 |
+#> |.....................|   -0.4705 |   -0.2755 |...........|...........|
+#> |   64|     469.85165 |     1.014 |   -0.9972 |   -0.9415 |   -0.9489 |
+#> |.....................|   -0.9548 |   -0.9260 |   -0.7307 |   -0.6235 |
+#> |.....................|   -0.9208 |   0.07069 |   -0.6682 |   -0.5004 |
+#> |.....................|   -0.1987 |   -0.4712 |...........|...........|
+#> |    U|     469.85165 |     101.4 |    -4.097 |   -0.9421 |    -2.382 |
+#> |.....................|    -4.055 |  -0.01105 |    0.7944 |   0.07693 |
+#> |.....................|    0.6671 |     3.101 |     1.555 |     1.610 |
+#> |.....................|     2.503 |     1.643 |...........|...........|
+#> |    X|     469.85165 |     101.4 |   0.01662 |    0.2805 |   0.09241 |
+#> |.....................|   0.01734 |    0.4972 |    0.7944 |   0.07693 |
+#> |.....................|    0.6671 |     3.101 |     1.555 |     1.610 |
+#> |.....................|     2.503 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |     9.302 |    -15.01 |     1.055 |   -0.6015 |
+#> |.....................|     1.082 |  0.004567 |    -8.090 |    -5.650 |
+#> |.....................|   -0.2579 |    -2.336 |    -1.339 |  -0.08766 |
+#> |.....................|   -0.5208 |   -0.3062 |...........|...........|
+#> |   65|     469.69998 |     1.007 |   -0.9853 |   -0.9423 |   -0.9484 |
+#> |.....................|   -0.9564 |   -0.9260 |   -0.7231 |   -0.6186 |
+#> |.....................|   -0.9204 |   0.07309 |   -0.6671 |   -0.5006 |
+#> |.....................|   -0.1982 |   -0.4709 |...........|...........|
+#> |    U|     469.69998 |     100.7 |    -4.085 |   -0.9429 |    -2.381 |
+#> |.....................|    -4.056 |  -0.01105 |    0.7972 |   0.07709 |
+#> |.....................|    0.6674 |     3.105 |     1.556 |     1.610 |
+#> |.....................|     2.503 |     1.644 |...........|...........|
+#> |    X|     469.69998 |     100.7 |   0.01682 |    0.2803 |   0.09245 |
+#> |.....................|   0.01731 |    0.4972 |    0.7972 |   0.07709 |
+#> |.....................|    0.6674 |     3.105 |     1.556 |     1.610 |
+#> |.....................|     2.503 |     1.644 |...........|...........|
+#> |    F| Forward Diff. |    -36.86 |    -12.39 |    0.1028 |    0.1354 |
+#> |.....................|    0.7614 |  0.008951 |    -8.542 |    -6.076 |
+#> |.....................|   -0.2246 |    -2.313 |    -1.235 |    0.1010 |
+#> |.....................|   -0.5654 |   -0.2998 |...........|...........|
+#> |   66|     469.45579 |     1.013 |   -0.9821 |   -0.9425 |   -0.9491 |
+#> |.....................|   -0.9562 |   -0.9260 |   -0.7099 |   -0.6134 |
+#> |.....................|   -0.9182 |   0.07758 |   -0.6674 |   -0.5042 |
+#> |.....................|   -0.1996 |   -0.4719 |...........|...........|
+#> |    U|     469.45579 |     101.3 |    -4.082 |   -0.9430 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01105 |    0.8020 |   0.07727 |
+#> |.....................|    0.6689 |     3.112 |     1.556 |     1.605 |
+#> |.....................|     2.501 |     1.643 |...........|...........|
+#> |    X|     469.45579 |     101.3 |   0.01687 |    0.2803 |   0.09239 |
+#> |.....................|   0.01731 |    0.4972 |    0.8020 |   0.07727 |
+#> |.....................|    0.6689 |     3.112 |     1.556 |     1.605 |
+#> |.....................|     2.501 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |     7.383 |    -7.976 |    0.5709 |   -0.2773 |
+#> |.....................|    0.4749 |  0.005686 |    -7.013 |    -4.742 |
+#> |.....................|   -0.3037 |    -2.186 |    -1.089 |  -0.04880 |
+#> |.....................|   -0.5661 |   -0.3435 |...........|...........|
+#> |   67|     469.35718 |     1.007 |   -0.9760 |   -0.9430 |   -0.9493 |
+#> |.....................|   -0.9561 |   -0.9261 |   -0.6977 |   -0.6075 |
+#> |.....................|   -0.9166 |   0.08278 |   -0.6675 |   -0.5068 |
+#> |.....................|   -0.2001 |   -0.4722 |...........|...........|
+#> |    U|     469.35718 |     100.7 |    -4.076 |   -0.9435 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01105 |    0.8065 |   0.07747 |
+#> |.....................|    0.6700 |     3.121 |     1.556 |     1.602 |
+#> |.....................|     2.501 |     1.642 |...........|...........|
+#> |    X|     469.35718 |     100.7 |   0.01698 |    0.2802 |   0.09237 |
+#> |.....................|   0.01732 |    0.4972 |    0.8065 |   0.07747 |
+#> |.....................|    0.6700 |     3.121 |     1.556 |     1.602 |
+#> |.....................|     2.501 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |    -28.34 |    -7.406 |  -0.07810 |    0.1748 |
+#> |.....................|    0.6873 |  0.009156 |    -6.696 |    -4.901 |
+#> |.....................|   -0.2913 |    -2.170 |    -1.086 |  -0.02443 |
+#> |.....................|   -0.6503 |   -0.3607 |...........|...........|
+#> |   68|     469.19639 |     1.012 |   -0.9749 |   -0.9431 |   -0.9497 |
+#> |.....................|   -0.9576 |   -0.9262 |   -0.6862 |   -0.6021 |
+#> |.....................|   -0.9137 |   0.09137 |   -0.6688 |   -0.5111 |
+#> |.....................|   -0.2009 |   -0.4726 |...........|...........|
+#> |    U|     469.19639 |     101.2 |    -4.075 |   -0.9436 |    -2.382 |
+#> |.....................|    -4.058 |  -0.01105 |    0.8107 |   0.07765 |
+#> |.....................|    0.6719 |     3.134 |     1.554 |     1.597 |
+#> |.....................|     2.499 |     1.642 |...........|...........|
+#> |    X|     469.19639 |     101.2 |   0.01699 |    0.2802 |   0.09233 |
+#> |.....................|   0.01729 |    0.4972 |    0.8107 |   0.07765 |
+#> |.....................|    0.6719 |     3.134 |     1.554 |     1.597 |
+#> |.....................|     2.499 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |     4.760 |    -4.629 |    0.3091 |   -0.1325 |
+#> |.....................|  -0.04401 |  0.005819 |    -5.826 |    -2.903 |
+#> |.....................|   -0.1562 |    -2.130 |    -1.121 |   -0.2535 |
+#> |.....................|   -0.6922 |   -0.4141 |...........|...........|
+#> |   69|     469.12263 |     1.008 |   -0.9713 |   -0.9434 |   -0.9499 |
+#> |.....................|   -0.9575 |   -0.9262 |   -0.6727 |   -0.6012 |
+#> |.....................|   -0.9123 |   0.09974 |   -0.6678 |   -0.5134 |
+#> |.....................|   -0.2010 |   -0.4726 |...........|...........|
+#> |    U|     469.12263 |     100.8 |    -4.071 |   -0.9438 |    -2.383 |
+#> |.....................|    -4.058 |  -0.01105 |    0.8156 |   0.07768 |
+#> |.....................|    0.6728 |     3.147 |     1.555 |     1.595 |
+#> |.....................|     2.499 |     1.642 |...........|...........|
+#> |    X|     469.12263 |     100.8 |   0.01706 |    0.2801 |   0.09232 |
+#> |.....................|   0.01729 |    0.4972 |    0.8156 |   0.07768 |
+#> |.....................|    0.6728 |     3.147 |     1.555 |     1.595 |
+#> |.....................|     2.499 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |    -20.86 |    -4.532 |   -0.1251 |    0.1663 |
+#> |.....................|    0.1284 |  0.008177 |    -5.101 |    -3.487 |
+#> |.....................|   -0.2183 |    -2.137 |    -1.171 |   -0.2991 |
+#> |.....................|   -0.6817 |   -0.4261 |...........|...........|
+#> |   70|     469.02483 |     1.011 |   -0.9711 |   -0.9434 |   -0.9500 |
+#> |.....................|   -0.9569 |   -0.9263 |   -0.6616 |   -0.6038 |
+#> |.....................|   -0.9105 |    0.1111 |   -0.6656 |   -0.5157 |
+#> |.....................|   -0.2026 |   -0.4730 |...........|...........|
+#> |    U|     469.02483 |     101.1 |    -4.071 |   -0.9439 |    -2.383 |
+#> |.....................|    -4.057 |  -0.01105 |    0.8196 |   0.07759 |
+#> |.....................|    0.6741 |     3.165 |     1.558 |     1.592 |
+#> |.....................|     2.497 |     1.641 |...........|...........|
+#> |    X|     469.02483 |     101.1 |   0.01706 |    0.2801 |   0.09230 |
+#> |.....................|   0.01730 |    0.4972 |    0.8196 |   0.07759 |
+#> |.....................|    0.6741 |     3.165 |     1.558 |     1.592 |
+#> |.....................|     2.497 |     1.641 |...........|...........|
+#> |    F| Forward Diff. |     4.786 |    -2.589 |    0.2046 |   -0.1061 |
+#> |.....................|    0.1383 |  0.006373 |    -4.080 |    -2.588 |
+#> |.....................|   -0.1418 |    -1.956 |   -0.9118 |   -0.4226 |
+#> |.....................|   -0.7530 |   -0.4429 |...........|...........|
+#> |   71|     468.97618 |     1.009 |   -0.9710 |   -0.9439 |   -0.9494 |
+#> |.....................|   -0.9625 |   -0.9265 |   -0.6573 |   -0.5998 |
+#> |.....................|   -0.9085 |    0.1255 |   -0.6648 |   -0.5157 |
+#> |.....................|   -0.2015 |   -0.4719 |...........|...........|
+#> |    U|     468.97618 |     100.9 |    -4.071 |   -0.9443 |    -2.382 |
+#> |.....................|    -4.063 |  -0.01106 |    0.8212 |   0.07773 |
+#> |.....................|    0.6755 |     3.188 |     1.559 |     1.592 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    X|     468.97618 |     100.9 |   0.01706 |    0.2800 |   0.09236 |
+#> |.....................|   0.01721 |    0.4972 |    0.8212 |   0.07773 |
+#> |.....................|    0.6755 |     3.188 |     1.559 |     1.592 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |    -11.25 |    -3.431 |  -0.02518 |    0.1501 |
+#> |.....................|    -1.529 |  0.005347 |    -4.655 |    -3.448 |
+#> |.....................|   -0.3102 |    -2.013 |   -0.8937 |   -0.3742 |
+#> |.....................|   -0.7403 |   -0.4511 |...........|...........|
+#> |   72|     468.91299 |     1.010 |   -0.9702 |   -0.9444 |   -0.9496 |
+#> |.....................|   -0.9534 |   -0.9266 |   -0.6524 |   -0.5929 |
+#> |.....................|   -0.9051 |    0.1362 |   -0.6665 |   -0.5172 |
+#> |.....................|   -0.2029 |   -0.4725 |...........|...........|
+#> |    U|     468.91299 |     101.0 |    -4.070 |   -0.9448 |    -2.382 |
+#> |.....................|    -4.053 |  -0.01106 |    0.8230 |   0.07796 |
+#> |.....................|    0.6777 |     3.205 |     1.557 |     1.590 |
+#> |.....................|     2.496 |     1.642 |...........|...........|
+#> |    X|     468.91299 |     101.0 |   0.01707 |    0.2799 |   0.09234 |
+#> |.....................|   0.01736 |    0.4972 |    0.8230 |   0.07796 |
+#> |.....................|    0.6777 |     3.205 |     1.557 |     1.590 |
+#> |.....................|     2.496 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |    -8.129 |    -2.859 |  -0.02802 | -0.004107 |
+#> |.....................|     1.281 |  0.009120 |    -4.291 |    -2.058 |
+#> |.....................|   -0.1551 |    -2.052 |    -1.121 |   -0.5699 |
+#> |.....................|   -0.7547 |   -0.4743 |...........|...........|
+#> |   73|     471.25018 |     1.036 |   -0.9607 |   -0.9443 |   -0.9496 |
+#> |.....................|   -0.9576 |   -0.9266 |   -0.6382 |   -0.5860 |
+#> |.....................|   -0.9046 |    0.1430 |   -0.6628 |   -0.5153 |
+#> |.....................|   -0.2004 |   -0.4709 |...........|...........|
+#> |    U|     471.25018 |     103.6 |    -4.061 |   -0.9447 |    -2.382 |
+#> |.....................|    -4.058 |  -0.01106 |    0.8282 |   0.07819 |
+#> |.....................|    0.6781 |     3.216 |     1.562 |     1.593 |
+#> |.....................|     2.500 |     1.644 |...........|...........|
+#> |    X|     471.25018 |     103.6 |   0.01724 |    0.2800 |   0.09234 |
+#> |.....................|   0.01729 |    0.4972 |    0.8282 |   0.07819 |
+#> |.....................|    0.6781 |     3.216 |     1.562 |     1.593 |
+#> |.....................|     2.500 |     1.644 |...........|...........|
+#> |   74|     468.90555 |     1.012 |   -0.9692 |   -0.9444 |   -0.9496 |
+#> |.....................|   -0.9538 |   -0.9266 |   -0.6510 |   -0.5922 |
+#> |.....................|   -0.9050 |    0.1369 |   -0.6661 |   -0.5170 |
+#> |.....................|   -0.2027 |   -0.4723 |...........|...........|
+#> |    U|     468.90555 |     101.2 |    -4.069 |   -0.9448 |    -2.382 |
+#> |.....................|    -4.054 |  -0.01106 |    0.8235 |   0.07798 |
+#> |.....................|    0.6778 |     3.206 |     1.557 |     1.591 |
+#> |.....................|     2.497 |     1.642 |...........|...........|
+#> |    X|     468.90555 |     101.2 |   0.01709 |    0.2799 |   0.09234 |
+#> |.....................|   0.01736 |    0.4972 |    0.8235 |   0.07798 |
+#> |.....................|    0.6778 |     3.206 |     1.557 |     1.591 |
+#> |.....................|     2.497 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |     11.48 |    -1.027 |    0.1960 |   -0.1655 |
+#> |.....................|    0.9827 |  0.007474 |    -3.960 |    -2.226 |
+#> |.....................|   -0.2199 |    -2.046 |    -1.158 |   -0.6171 |
+#> |.....................|   -0.7493 |   -0.4797 |...........|...........|
+#> |   75|     468.88608 |     1.010 |   -0.9691 |   -0.9444 |   -0.9495 |
+#> |.....................|   -0.9542 |   -0.9266 |   -0.6497 |   -0.5917 |
+#> |.....................|   -0.9044 |    0.1391 |   -0.6659 |   -0.5166 |
+#> |.....................|   -0.2026 |   -0.4722 |...........|...........|
+#> |    U|     468.88608 |     101.0 |    -4.069 |   -0.9448 |    -2.382 |
+#> |.....................|    -4.054 |  -0.01106 |    0.8240 |   0.07799 |
+#> |.....................|    0.6782 |     3.210 |     1.558 |     1.591 |
+#> |.....................|     2.497 |     1.642 |...........|...........|
+#> |    X|     468.88608 |     101.0 |   0.01709 |    0.2799 |   0.09235 |
+#> |.....................|   0.01735 |    0.4972 |    0.8240 |   0.07799 |
+#> |.....................|    0.6782 |     3.210 |     1.558 |     1.591 |
+#> |.....................|     2.497 |     1.642 |...........|...........|
+#> |    F| Forward Diff. |    -2.784 |    -1.944 |  0.009889 |  -0.02065 |
+#> |.....................|    0.9781 |  0.008521 |    -3.685 |    -1.489 |
+#> |.....................|  -0.08345 |    -1.963 |   -0.9408 |   -0.4978 |
+#> |.....................|   -0.7271 |   -0.4658 |...........|...........|
+#> |   76|     468.87604 |     1.012 |   -0.9680 |   -0.9444 |   -0.9495 |
+#> |.....................|   -0.9547 |   -0.9266 |   -0.6476 |   -0.5909 |
+#> |.....................|   -0.9043 |    0.1402 |   -0.6654 |   -0.5163 |
+#> |.....................|   -0.2021 |   -0.4719 |...........|...........|
+#> |    U|     468.87604 |     101.2 |    -4.068 |   -0.9448 |    -2.382 |
+#> |.....................|    -4.055 |  -0.01106 |    0.8248 |   0.07802 |
+#> |.....................|    0.6783 |     3.211 |     1.558 |     1.591 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    X|     468.87604 |     101.2 |   0.01711 |    0.2799 |   0.09235 |
+#> |.....................|   0.01734 |    0.4972 |    0.8248 |   0.07802 |
+#> |.....................|    0.6783 |     3.211 |     1.558 |     1.591 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |     9.309 |   -0.5261 |    0.1314 |   -0.1053 |
+#> |.....................|    0.6891 |  0.007435 |    -3.809 |    -2.129 |
+#> |.....................|   -0.2297 |    -2.013 |    -1.108 |   -0.5855 |
+#> |.....................|   -0.7533 |   -0.4780 |...........|...........|
+#> |   77|     468.85962 |     1.010 |   -0.9680 |   -0.9444 |   -0.9495 |
+#> |.....................|   -0.9550 |   -0.9266 |   -0.6462 |   -0.5907 |
+#> |.....................|   -0.9037 |    0.1428 |   -0.6653 |   -0.5160 |
+#> |.....................|   -0.2020 |   -0.4717 |...........|...........|
+#> |    U|     468.85962 |     101.0 |    -4.068 |   -0.9448 |    -2.382 |
+#> |.....................|    -4.055 |  -0.01106 |    0.8253 |   0.07803 |
+#> |.....................|    0.6787 |     3.215 |     1.558 |     1.592 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    X|     468.85962 |     101.0 |   0.01711 |    0.2799 |   0.09235 |
+#> |.....................|   0.01734 |    0.4972 |    0.8253 |   0.07803 |
+#> |.....................|    0.6787 |     3.215 |     1.558 |     1.592 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |    -1.556 |    -1.258 | -0.007590 |  0.001179 |
+#> |.....................|    0.7035 |  0.008243 |    -4.446 |    -2.277 |
+#> |.....................|   -0.2406 |    -1.984 |    -1.075 |   -0.5476 |
+#> |.....................|   -0.7588 |   -0.4741 |...........|...........|
+#> |   78|     468.84535 |     1.011 |   -0.9673 |   -0.9444 |   -0.9495 |
+#> |.....................|   -0.9554 |   -0.9266 |   -0.6436 |   -0.5895 |
+#> |.....................|   -0.9036 |    0.1439 |   -0.6647 |   -0.5157 |
+#> |.....................|   -0.2016 |   -0.4714 |...........|...........|
+#> |    U|     468.84535 |     101.1 |    -4.067 |   -0.9448 |    -2.382 |
+#> |.....................|    -4.055 |  -0.01106 |    0.8262 |   0.07807 |
+#> |.....................|    0.6788 |     3.217 |     1.559 |     1.592 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    X|     468.84535 |     101.1 |   0.01712 |    0.2799 |   0.09235 |
+#> |.....................|   0.01733 |    0.4972 |    0.8262 |   0.07807 |
+#> |.....................|    0.6788 |     3.217 |     1.559 |     1.592 |
+#> |.....................|     2.498 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |     5.130 |   -0.4165 |   0.05789 |  -0.04298 |
+#> |.....................|    0.5152 |  0.007618 |    -4.342 |    -2.024 |
+#> |.....................|   -0.2412 |    -1.936 |   -0.8986 |   -0.4874 |
+#> |.....................|   -0.7551 |   -0.4761 |...........|...........|
+#> |   79|     468.83559 |     1.009 |   -0.9672 |   -0.9445 |   -0.9494 |
+#> |.....................|   -0.9556 |   -0.9266 |   -0.6414 |   -0.5890 |
+#> |.....................|   -0.9032 |    0.1455 |   -0.6647 |   -0.5153 |
+#> |.....................|   -0.2012 |   -0.4711 |...........|...........|
+#> |    U|     468.83559 |     100.9 |    -4.067 |   -0.9449 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01106 |    0.8270 |   0.07809 |
+#> |.....................|    0.6790 |     3.220 |     1.559 |     1.593 |
+#> |.....................|     2.499 |     1.643 |...........|...........|
+#> |    X|     468.83559 |     100.9 |   0.01713 |    0.2799 |   0.09236 |
+#> |.....................|   0.01733 |    0.4972 |    0.8270 |   0.07809 |
+#> |.....................|    0.6790 |     3.220 |     1.559 |     1.593 |
+#> |.....................|     2.499 |     1.643 |...........|...........|
+#> |    F| Forward Diff. |    -7.676 |    -1.212 |   -0.1115 |   0.08612 |
+#> |.....................|    0.5488 |  0.008589 |    -2.761 |    -2.165 |
+#> |.....................|   -0.2456 |    -1.924 |   -0.8622 |   -0.4413 |
+#> |.....................|   -0.7592 |   -0.4720 |...........|...........|
+#> |   80|     468.82320 |     1.011 |   -0.9670 |   -0.9445 |   -0.9494 |
+#> |.....................|   -0.9559 |   -0.9267 |   -0.6401 |   -0.5885 |
+#> |.....................|   -0.9025 |    0.1478 |   -0.6651 |   -0.5152 |
+#> |.....................|   -0.2008 |   -0.4708 |...........|...........|
+#> |    U|      468.8232 |     101.1 |    -4.067 |   -0.9449 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01106 |    0.8275 |   0.07810 |
+#> |.....................|    0.6795 |     3.223 |     1.559 |     1.593 |
+#> |.....................|     2.499 |     1.644 |...........|...........|
+#> |    X|      468.8232 |     101.1 |   0.01713 |    0.2799 |   0.09236 |
+#> |.....................|   0.01732 |    0.4972 |    0.8275 |   0.07810 |
+#> |.....................|    0.6795 |     3.223 |     1.559 |     1.593 |
+#> |.....................|     2.499 |     1.644 |...........|...........|
+#> |    F| Forward Diff. |     5.440 |   -0.1810 |   0.05193 |  -0.03082 |
+#> |.....................|    0.3483 |  0.007438 |    -3.541 |    -1.923 |
+#> |.....................|   -0.2409 |    -1.947 |    -1.058 |   -0.5469 |
+#> |.....................|   -0.7518 |   -0.4735 |...........|...........|
+#> |   81|     468.81154 |     1.010 |   -0.9671 |   -0.9445 |   -0.9493 |
+#> |.....................|   -0.9562 |   -0.9267 |   -0.6389 |   -0.5880 |
+#> |.....................|   -0.9017 |    0.1505 |   -0.6652 |   -0.5150 |
+#> |.....................|   -0.2005 |   -0.4704 |...........|...........|
+#> |    U|     468.81154 |     101.0 |    -4.067 |   -0.9449 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01106 |    0.8279 |   0.07812 |
+#> |.....................|    0.6800 |     3.228 |     1.559 |     1.593 |
+#> |.....................|     2.500 |     1.644 |...........|...........|
+#> |    X|     468.81154 |     101.0 |   0.01713 |    0.2799 |   0.09237 |
+#> |.....................|   0.01732 |    0.4972 |    0.8279 |   0.07812 |
+#> |.....................|    0.6800 |     3.228 |     1.559 |     1.593 |
+#> |.....................|     2.500 |     1.644 |...........|...........|
+#> |    F| Forward Diff. |    -2.875 |   -0.7736 |  -0.05343 |   0.05244 |
+#> |.....................|    0.3113 |  0.007978 |    -4.161 |    -2.012 |
+#> |.....................|   -0.2433 |    -1.896 |   -0.8853 |   -0.4539 |
+#> |.....................|   -0.7524 |   -0.4694 |...........|...........|
+#> |   82|     468.80001 |     1.011 |   -0.9668 |   -0.9445 |   -0.9493 |
+#> |.....................|   -0.9563 |   -0.9267 |   -0.6364 |   -0.5873 |
+#> |.....................|   -0.9013 |    0.1522 |   -0.6651 |   -0.5147 |
+#> |.....................|   -0.2001 |   -0.4701 |...........|...........|
+#> |    U|     468.80001 |     101.1 |    -4.067 |   -0.9449 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01106 |    0.8288 |   0.07814 |
+#> |.....................|    0.6803 |     3.230 |     1.559 |     1.593 |
+#> |.....................|     2.501 |     1.645 |...........|...........|
+#> |    X|     468.80001 |     101.1 |   0.01713 |    0.2799 |   0.09237 |
+#> |.....................|   0.01731 |    0.4972 |    0.8288 |   0.07814 |
+#> |.....................|    0.6803 |     3.230 |     1.559 |     1.593 |
+#> |.....................|     2.501 |     1.645 |...........|...........|
+#> |    F| Forward Diff. |     6.046 |   0.03721 |   0.05257 |  -0.02595 |
+#> |.....................|    0.1943 |  0.007238 |    -2.985 |    -2.233 |
+#> |.....................|   -0.3122 |    -1.891 |   -0.9609 |   -0.5652 |
+#> |.....................|   -0.8019 |   -0.4712 |...........|...........|
+#> |   83|     468.79133 |     1.009 |   -0.9669 |   -0.9445 |   -0.9492 |
+#> |.....................|   -0.9565 |   -0.9267 |   -0.6348 |   -0.5869 |
+#> |.....................|   -0.9006 |    0.1543 |   -0.6654 |   -0.5144 |
+#> |.....................|   -0.1996 |   -0.4698 |...........|...........|
+#> |    U|     468.79133 |     100.9 |    -4.067 |   -0.9449 |    -2.382 |
+#> |.....................|    -4.056 |  -0.01106 |    0.8294 |   0.07816 |
+#> |.....................|    0.6807 |     3.234 |     1.558 |     1.594 |
+#> |.....................|     2.501 |     1.645 |...........|...........|
+#> |    X|     468.79133 |     100.9 |   0.01713 |    0.2799 |   0.09237 |
+#> |.....................|   0.01731 |    0.4972 |    0.8294 |   0.07816 |
+#> |.....................|    0.6807 |     3.234 |     1.558 |     1.594 |
+#> |.....................|     2.501 |     1.645 |...........|...........|
+#> |    F| Forward Diff. |    -7.226 |   -0.9038 |   -0.1166 |    0.1039 |
+#> |.....................|    0.2475 |  0.008246 |    -3.388 |    -1.948 |
+#> |.....................|   -0.2420 |    -1.872 |   -0.8620 |   -0.4291 |
+#> |.....................|   -0.7186 |   -0.4561 |...........|...........|
+#> |   84|     468.77848 |     1.011 |   -0.9668 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9568 |   -0.9267 |   -0.6338 |   -0.5863 |
+#> |.....................|   -0.8997 |    0.1569 |   -0.6658 |   -0.5142 |
+#> |.....................|   -0.1992 |   -0.4695 |...........|...........|
+#> |    U|     468.77848 |     101.1 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8298 |   0.07818 |
+#> |.....................|    0.6814 |     3.238 |     1.558 |     1.594 |
+#> |.....................|     2.502 |     1.645 |...........|...........|
+#> |    X|     468.77848 |     101.1 |   0.01713 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8298 |   0.07818 |
+#> |.....................|    0.6814 |     3.238 |     1.558 |     1.594 |
+#> |.....................|     2.502 |     1.645 |...........|...........|
+#> |    F| Forward Diff. |     2.503 |   -0.1762 |  0.005994 |   0.01651 |
+#> |.....................|   0.06327 |  0.007339 |    -4.407 |    -2.185 |
+#> |.....................|   -0.3133 |    -1.836 |   -0.8110 |   -0.4803 |
+#> |.....................|   -0.7946 |   -0.4665 |...........|...........|
+#> |   85|     468.76805 |     1.010 |   -0.9668 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9569 |   -0.9267 |   -0.6312 |   -0.5853 |
+#> |.....................|   -0.8993 |    0.1583 |   -0.6657 |   -0.5139 |
+#> |.....................|   -0.1987 |   -0.4691 |...........|...........|
+#> |    U|     468.76805 |     101.0 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8307 |   0.07821 |
+#> |.....................|    0.6816 |     3.240 |     1.558 |     1.594 |
+#> |.....................|     2.503 |     1.646 |...........|...........|
+#> |    X|     468.76805 |     101.0 |   0.01713 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8307 |   0.07821 |
+#> |.....................|    0.6816 |     3.240 |     1.558 |     1.594 |
+#> |.....................|     2.503 |     1.646 |...........|...........|
+#> |    F| Forward Diff. |    -5.980 |   -0.7098 |   -0.1045 |    0.1001 |
+#> |.....................|    0.1097 |  0.008007 |    -2.998 |    -1.799 |
+#> |.....................|   -0.2421 |    -1.902 |    -1.021 |   -0.4929 |
+#> |.....................|   -0.7234 |   -0.4545 |...........|...........|
+#> |   86|     468.76178 |     1.012 |   -0.9666 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9569 |   -0.9268 |   -0.6296 |   -0.5849 |
+#> |.....................|   -0.8987 |    0.1602 |   -0.6657 |   -0.5136 |
+#> |.....................|   -0.1982 |   -0.4689 |...........|...........|
+#> |    U|     468.76178 |     101.2 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8313 |   0.07822 |
+#> |.....................|    0.6820 |     3.243 |     1.558 |     1.595 |
+#> |.....................|     2.503 |     1.646 |...........|...........|
+#> |    X|     468.76178 |     101.2 |   0.01714 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8313 |   0.07822 |
+#> |.....................|    0.6820 |     3.243 |     1.558 |     1.595 |
+#> |.....................|     2.503 |     1.646 |...........|...........|
+#> |    F| Forward Diff. |     9.381 |    0.4945 |   0.08709 |  -0.04347 |
+#> |.....................|  -0.04178 |  0.006758 |    -3.785 |    -1.947 |
+#> |.....................|   -0.3007 |    -1.819 |   -0.8940 |   -0.4901 |
+#> |.....................|   -0.7836 |   -0.4662 |...........|...........|
+#> |   87|     468.74724 |     1.010 |   -0.9668 |   -0.9447 |   -0.9491 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6284 |   -0.5849 |
+#> |.....................|   -0.8978 |    0.1628 |   -0.6658 |   -0.5134 |
+#> |.....................|   -0.1979 |   -0.4686 |...........|...........|
+#> |    U|     468.74724 |     101.0 |    -4.067 |   -0.9451 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8318 |   0.07822 |
+#> |.....................|    0.6827 |     3.247 |     1.558 |     1.595 |
+#> |.....................|     2.504 |     1.646 |...........|...........|
+#> |    X|     468.74724 |     101.0 |   0.01713 |    0.2799 |   0.09239 |
+#> |.....................|   0.01730 |    0.4972 |    0.8318 |   0.07822 |
+#> |.....................|    0.6827 |     3.247 |     1.558 |     1.595 |
+#> |.....................|     2.504 |     1.646 |...........|...........|
+#> |    F| Forward Diff. |    -1.251 |   -0.3146 |  -0.04610 |   0.05724 |
+#> |.....................|   0.02086 |  0.007590 |    -4.230 |    -2.098 |
+#> |.....................|   -0.3136 |    -1.833 |   -0.9365 |   -0.5244 |
+#> |.....................|   -0.7857 |   -0.4618 |...........|...........|
+#> |   88|     468.73570 |     1.011 |   -0.9666 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6257 |   -0.5836 |
+#> |.....................|   -0.8976 |    0.1639 |   -0.6652 |   -0.5131 |
+#> |.....................|   -0.1974 |   -0.4683 |...........|...........|
+#> |    U|      468.7357 |     101.1 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8327 |   0.07827 |
+#> |.....................|    0.6828 |     3.249 |     1.559 |     1.595 |
+#> |.....................|     2.504 |     1.647 |...........|...........|
+#> |    X|      468.7357 |     101.1 |   0.01714 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8327 |   0.07827 |
+#> |.....................|    0.6828 |     3.249 |     1.559 |     1.595 |
+#> |.....................|     2.504 |     1.647 |...........|...........|
+#> |    F| Forward Diff. |     4.473 |    0.2106 |   0.02342 |  0.003517 |
+#> |.....................|  -0.03354 |  0.007130 |    -3.431 |    -1.904 |
+#> |.....................|   -0.3114 |    -1.829 |   -0.9161 |   -0.5352 |
+#> |.....................|   -0.7806 |   -0.4641 |...........|...........|
+#> |   89|     468.73562 |     1.009 |   -0.9667 |   -0.9447 |   -0.9491 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6239 |   -0.5826 |
+#> |.....................|   -0.8973 |    0.1651 |   -0.6648 |   -0.5128 |
+#> |.....................|   -0.1970 |   -0.4681 |...........|...........|
+#> |    U|     468.73562 |     100.9 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8334 |   0.07830 |
+#> |.....................|    0.6830 |     3.251 |     1.559 |     1.596 |
+#> |.....................|     2.505 |     1.647 |...........|...........|
+#> |    X|     468.73562 |     100.9 |   0.01713 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8334 |   0.07830 |
+#> |.....................|    0.6830 |     3.251 |     1.559 |     1.596 |
+#> |.....................|     2.505 |     1.647 |...........|...........|
+#> |    C| Central Diff. |    -12.26 |    -1.176 |   -0.2138 |    0.1217 |
+#> |.....................|  -0.02157 |  0.008077 |    -2.776 |    -1.301 |
+#> |.....................|   -0.1367 |    -1.738 |   -0.7465 |   -0.4531 |
+#> |.....................|   -0.7359 |   -0.4611 |...........|...........|
+#> |   90|     468.72331 |     1.010 |   -0.9665 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6235 |   -0.5825 |
+#> |.....................|   -0.8973 |    0.1654 |   -0.6647 |   -0.5127 |
+#> |.....................|   -0.1969 |   -0.4680 |...........|...........|
+#> |    U|     468.72331 |     101.0 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8335 |   0.07831 |
+#> |.....................|    0.6830 |     3.251 |     1.559 |     1.596 |
+#> |.....................|     2.505 |     1.647 |...........|...........|
+#> |    X|     468.72331 |     101.0 |   0.01714 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8335 |   0.07831 |
+#> |.....................|    0.6830 |     3.251 |     1.559 |     1.596 |
+#> |.....................|     2.505 |     1.647 |...........|...........|
+#> |    F| Forward Diff. |   -0.3583 |  -0.08989 |  -0.03828 |   0.04946 |
+#> |.....................|  0.006154 |  0.007526 |    -3.405 |    -1.898 |
+#> |.....................|   -0.3214 |    -1.836 |   -0.8751 |   -0.5118 |
+#> |.....................|   -0.7778 |   -0.4622 |...........|...........|
+#> |   91|     468.71715 |     1.011 |   -0.9665 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6223 |   -0.5817 |
+#> |.....................|   -0.8972 |    0.1661 |   -0.6643 |   -0.5125 |
+#> |.....................|   -0.1966 |   -0.4678 |...........|...........|
+#> |    U|     468.71715 |     101.1 |    -4.067 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8340 |   0.07833 |
+#> |.....................|    0.6831 |     3.252 |     1.560 |     1.596 |
+#> |.....................|     2.506 |     1.647 |...........|...........|
+#> |    X|     468.71715 |     101.1 |   0.01714 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8340 |   0.07833 |
+#> |.....................|    0.6831 |     3.252 |     1.560 |     1.596 |
+#> |.....................|     2.506 |     1.647 |...........|...........|
+#> |   92|     468.70862 |     1.011 |   -0.9665 |   -0.9446 |   -0.9492 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6204 |   -0.5807 |
+#> |.....................|   -0.8970 |    0.1671 |   -0.6639 |   -0.5123 |
+#> |.....................|   -0.1962 |   -0.4676 |...........|...........|
+#> |    U|     468.70862 |     101.1 |    -4.066 |   -0.9450 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8347 |   0.07836 |
+#> |.....................|    0.6832 |     3.254 |     1.560 |     1.596 |
+#> |.....................|     2.506 |     1.648 |...........|...........|
+#> |    X|     468.70862 |     101.1 |   0.01714 |    0.2799 |   0.09238 |
+#> |.....................|   0.01730 |    0.4972 |    0.8347 |   0.07836 |
+#> |.....................|    0.6832 |     3.254 |     1.560 |     1.596 |
+#> |.....................|     2.506 |     1.648 |...........|...........|
+#> |   93|     468.69301 |     1.011 |   -0.9664 |   -0.9446 |   -0.9493 |
+#> |.....................|   -0.9570 |   -0.9268 |   -0.6166 |   -0.5786 |
+#> |.....................|   -0.8967 |    0.1691 |   -0.6629 |   -0.5117 |
+#> |.....................|   -0.1953 |   -0.4671 |...........|...........|
+#> |    U|     468.69301 |     101.1 |    -4.066 |   -0.9449 |    -2.382 |
+#> |.....................|    -4.057 |  -0.01106 |    0.8361 |   0.07843 |
+#> |.....................|    0.6834 |     3.257 |     1.562 |     1.597 |
+#> |.....................|     2.508 |     1.648 |...........|...........|
+#> |    X|     468.69301 |     101.1 |   0.01714 |    0.2799 |   0.09237 |
+#> |.....................|   0.01730 |    0.4972 |    0.8361 |   0.07843 |
+#> |.....................|    0.6834 |     3.257 |     1.562 |     1.597 |
+#> |.....................|     2.508 |     1.648 |...........|...........|
+#> |    F| Forward Diff. |     5.000 |    0.4463 |   0.03173 | -0.005614 |
+#> |.....................|  -0.04729 |  0.007073 |    -3.041 |    -1.513 |
+#> |.....................|   -0.3269 |    -1.766 |   -0.6347 |   -0.4208 |
+#> |.....................|   -0.7611 |   -0.4631 |...........|...........|
+#> |   94|     468.66018 |     1.011 |   -0.9666 |   -0.9442 |   -0.9484 |
+#> |.....................|   -0.9562 |   -0.9269 |   -0.6101 |   -0.5828 |
+#> |.....................|   -0.8947 |    0.1828 |   -0.6704 |   -0.5138 |
+#> |.....................|   -0.1918 |   -0.4639 |...........|...........|
+#> |    U|     468.66018 |     101.1 |    -4.067 |   -0.9446 |    -2.381 |
+#> |.....................|    -4.056 |  -0.01106 |    0.8385 |   0.07829 |
+#> |.....................|    0.6847 |     3.279 |     1.552 |     1.594 |
+#> |.....................|     2.513 |     1.652 |...........|...........|
+#> |    X|     468.66018 |     101.1 |   0.01714 |    0.2800 |   0.09245 |
+#> |.....................|   0.01731 |    0.4972 |    0.8385 |   0.07829 |
+#> |.....................|    0.6847 |     3.279 |     1.552 |     1.594 |
+#> |.....................|     2.513 |     1.652 |...........|...........|
+#> |   95|     468.61872 |     1.011 |   -0.9669 |   -0.9434 |   -0.9467 |
+#> |.....................|   -0.9547 |   -0.9271 |   -0.5984 |   -0.5914 |
+#> |.....................|   -0.8911 |    0.2086 |   -0.6849 |   -0.5181 |
+#> |.....................|   -0.1852 |   -0.4581 |...........|...........|
+#> |    U|     468.61872 |     101.1 |    -4.067 |   -0.9439 |    -2.379 |
+#> |.....................|    -4.055 |  -0.01106 |    0.8427 |   0.07801 |
+#> |.....................|    0.6872 |     3.320 |     1.534 |     1.589 |
+#> |.....................|     2.523 |     1.658 |...........|...........|
+#> |    X|     468.61872 |     101.1 |   0.01713 |    0.2801 |   0.09261 |
+#> |.....................|   0.01734 |    0.4972 |    0.8427 |   0.07801 |
+#> |.....................|    0.6872 |     3.320 |     1.534 |     1.589 |
+#> |.....................|     2.523 |     1.658 |...........|...........|
+#> |    F| Forward Diff. |     3.484 |    0.5384 |   0.08463 |   0.09865 |
+#> |.....................|    0.7055 |  0.007848 |    -2.909 |    -1.559 |
+#> |.....................|   -0.2162 |    -1.642 |    -1.728 |   -0.7121 |
+#> |.....................|   -0.5947 |   -0.3648 |...........|...........|
+#> |   96|     468.58548 |     1.008 |   -0.9690 |   -0.9515 |   -0.9524 |
+#> |.....................|   -0.9418 |   -0.9281 |   -0.5713 |   -0.6320 |
+#> |.....................|   -0.8823 |    0.2961 |   -0.6589 |   -0.5284 |
+#> |.....................|   -0.1884 |   -0.4503 |...........|...........|
+#> |    U|     468.58548 |     100.8 |    -4.069 |   -0.9515 |    -2.385 |
+#> |.....................|    -4.042 |  -0.01107 |    0.8526 |   0.07665 |
+#> |.....................|    0.6931 |     3.458 |     1.567 |     1.578 |
+#> |.....................|     2.518 |     1.667 |...........|...........|
+#> |    X|     468.58548 |     100.8 |   0.01709 |    0.2786 |   0.09208 |
+#> |.....................|   0.01757 |    0.4972 |    0.8526 |   0.07665 |
+#> |.....................|    0.6931 |     3.458 |     1.567 |     1.578 |
+#> |.....................|     2.518 |     1.667 |...........|...........|
+#> |    F| Forward Diff. |    -20.63 |    -1.258 |   -0.4941 |   -0.2790 |
+#> |.....................|     5.133 |   0.01399 |    -2.360 |    -3.936 |
+#> |.....................|  -0.04374 |    -1.146 |   -0.2901 |    -1.004 |
+#> |.....................|   -0.6864 |   -0.2503 |...........|...........|
+#> |   97|     468.42330 |     1.011 |   -0.9777 |   -0.9596 |   -0.9476 |
+#> |.....................|   -0.9583 |   -0.9295 |   -0.5827 |   -0.6211 |
+#> |.....................|   -0.8760 |    0.3979 |   -0.6632 |   -0.5247 |
+#> |.....................|   -0.1834 |   -0.4404 |...........|...........|
+#> |    U|      468.4233 |     101.1 |    -4.078 |   -0.9591 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01109 |    0.8485 |   0.07701 |
+#> |.....................|    0.6974 |     3.619 |     1.561 |     1.582 |
+#> |.....................|     2.525 |     1.679 |...........|...........|
+#> |    X|      468.4233 |     101.1 |   0.01695 |    0.2771 |   0.09253 |
+#> |.....................|   0.01728 |    0.4972 |    0.8485 |   0.07701 |
+#> |.....................|    0.6974 |     3.619 |     1.561 |     1.582 |
+#> |.....................|     2.525 |     1.679 |...........|...........|
+#> |    F| Forward Diff. |    -2.203 |    -3.445 |   -0.3661 |   -0.1876 |
+#> |.....................|   -0.3413 |  0.004713 |    -2.617 |    -2.520 |
+#> |.....................|   0.09908 |   -0.8887 |   -0.1336 |   -0.9981 |
+#> |.....................|   -0.6593 |   -0.1712 |...........|...........|
+#> |   98|     468.44544 |     1.015 |   -0.9711 |   -0.9083 |   -0.9392 |
+#> |.....................|   -0.9571 |   -0.9308 |   -0.5728 |   -0.6140 |
+#> |.....................|   -0.9111 |    0.4459 |   -0.6774 |   -0.4582 |
+#> |.....................|   -0.1728 |   -0.4486 |...........|...........|
+#> |    U|     468.44544 |     101.5 |    -4.071 |   -0.9109 |    -2.372 |
+#> |.....................|    -4.057 |  -0.01110 |    0.8520 |   0.07725 |
+#> |.....................|    0.6737 |     3.695 |     1.543 |     1.658 |
+#> |.....................|     2.541 |     1.669 |...........|...........|
+#> |    X|     468.44544 |     101.5 |   0.01706 |    0.2868 |   0.09331 |
+#> |.....................|   0.01730 |    0.4972 |    0.8520 |   0.07725 |
+#> |.....................|    0.6737 |     3.695 |     1.543 |     1.658 |
+#> |.....................|     2.541 |     1.669 |...........|...........|
+#> |   99|     468.45245 |     1.016 |   -0.9696 |   -0.9377 |   -0.9438 |
+#> |.....................|   -0.9573 |   -0.9300 |   -0.5745 |   -0.6143 |
+#> |.....................|   -0.8908 |    0.4193 |   -0.6689 |   -0.4955 |
+#> |.....................|   -0.1780 |   -0.4435 |...........|...........|
+#> |    U|     468.45245 |     101.6 |    -4.070 |   -0.9385 |    -2.376 |
+#> |.....................|    -4.057 |  -0.01109 |    0.8514 |   0.07724 |
+#> |.....................|    0.6874 |     3.653 |     1.554 |     1.615 |
+#> |.....................|     2.533 |     1.675 |...........|...........|
+#> |    X|     468.45245 |     101.6 |   0.01708 |    0.2812 |   0.09288 |
+#> |.....................|   0.01730 |    0.4972 |    0.8514 |   0.07724 |
+#> |.....................|    0.6874 |     3.653 |     1.554 |     1.615 |
+#> |.....................|     2.533 |     1.675 |...........|...........|
+#> |  100|     468.50368 |     1.017 |   -0.9688 |   -0.9537 |   -0.9463 |
+#> |.....................|   -0.9573 |   -0.9296 |   -0.5755 |   -0.6144 |
+#> |.....................|   -0.8797 |    0.4047 |   -0.6643 |   -0.5158 |
+#> |.....................|   -0.1808 |   -0.4408 |...........|...........|
+#> |    U|     468.50368 |     101.7 |    -4.069 |   -0.9536 |    -2.379 |
+#> |.....................|    -4.057 |  -0.01109 |    0.8511 |   0.07724 |
+#> |.....................|    0.6949 |     3.630 |     1.560 |     1.592 |
+#> |.....................|     2.529 |     1.678 |...........|...........|
+#> |    X|     468.50368 |     101.7 |   0.01710 |    0.2782 |   0.09265 |
+#> |.....................|   0.01729 |    0.4972 |    0.8511 |   0.07724 |
+#> |.....................|    0.6949 |     3.630 |     1.560 |     1.592 |
+#> |.....................|     2.529 |     1.678 |...........|...........|
+#> |  101|     468.41664 |     1.014 |   -0.9744 |   -0.9593 |   -0.9474 |
+#> |.....................|   -0.9580 |   -0.9295 |   -0.5802 |   -0.6187 |
+#> |.....................|   -0.8761 |    0.3987 |   -0.6631 |   -0.5237 |
+#> |.....................|   -0.1828 |   -0.4402 |...........|...........|
+#> |    U|     468.41664 |     101.4 |    -4.074 |   -0.9588 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01109 |    0.8494 |   0.07709 |
+#> |.....................|    0.6973 |     3.620 |     1.561 |     1.583 |
+#> |.....................|     2.526 |     1.679 |...........|...........|
+#> |    X|     468.41664 |     101.4 |   0.01700 |    0.2771 |   0.09254 |
+#> |.....................|   0.01728 |    0.4972 |    0.8494 |   0.07709 |
+#> |.....................|    0.6973 |     3.620 |     1.561 |     1.583 |
+#> |.....................|     2.526 |     1.679 |...........|...........|
+#> |    F| Forward Diff. |     15.72 |  -0.02243 |   -0.2559 |   -0.2642 |
+#> |.....................|   -0.4515 |  0.003975 |    -3.178 |    -2.839 |
+#> |.....................|  -0.02889 |   -0.8526 |   -0.3239 |    -1.069 |
+#> |.....................|   -0.6251 |   -0.1666 |...........|...........|
+#> |  102|     468.39161 |     1.011 |   -0.9744 |   -0.9571 |   -0.9468 |
+#> |.....................|   -0.9580 |   -0.9295 |   -0.5795 |   -0.6181 |
+#> |.....................|   -0.8777 |    0.4014 |   -0.6637 |   -0.5208 |
+#> |.....................|   -0.1824 |   -0.4404 |...........|...........|
+#> |    U|     468.39161 |     101.1 |    -4.074 |   -0.9567 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01109 |    0.8496 |   0.07711 |
+#> |.....................|    0.6962 |     3.624 |     1.561 |     1.586 |
+#> |.....................|     2.527 |     1.679 |...........|...........|
+#> |    X|     468.39161 |     101.1 |   0.01700 |    0.2775 |   0.09260 |
+#> |.....................|   0.01728 |    0.4972 |    0.8496 |   0.07711 |
+#> |.....................|    0.6962 |     3.624 |     1.561 |     1.586 |
+#> |.....................|     2.527 |     1.679 |...........|...........|
+#> |    F| Forward Diff. |   -0.3129 |    -1.347 |   -0.3359 |  -0.08922 |
+#> |.....................|   -0.3284 |  0.005471 |    -2.643 |    -3.028 |
+#> |.....................|  -0.08821 |   -0.8778 |   -0.3083 |   -0.9349 |
+#> |.....................|   -0.6501 |   -0.1781 |...........|...........|
+#> |  103|     468.37315 |     1.012 |   -0.9728 |   -0.9567 |   -0.9467 |
+#> |.....................|   -0.9576 |   -0.9295 |   -0.5763 |   -0.6144 |
+#> |.....................|   -0.8776 |    0.4024 |   -0.6633 |   -0.5197 |
+#> |.....................|   -0.1816 |   -0.4402 |...........|...........|
+#> |    U|     468.37315 |     101.2 |    -4.073 |   -0.9564 |    -2.379 |
+#> |.....................|    -4.058 |  -0.01109 |    0.8508 |   0.07724 |
+#> |.....................|    0.6963 |     3.626 |     1.561 |     1.588 |
+#> |.....................|     2.528 |     1.679 |...........|...........|
+#> |    X|     468.37315 |     101.2 |   0.01703 |    0.2776 |   0.09261 |
+#> |.....................|   0.01729 |    0.4972 |    0.8508 |   0.07724 |
+#> |.....................|    0.6963 |     3.626 |     1.561 |     1.588 |
+#> |.....................|     2.528 |     1.679 |...........|...........|
+#> |    F| Forward Diff. |     3.643 |  -0.05906 |   -0.3284 |  -0.08464 |
+#> |.....................|   -0.2659 |  0.005628 |    -2.441 |    -2.741 |
+#> |.....................|   -0.1033 |   -0.8597 |   -0.2783 |   -0.9091 |
+#> |.....................|   -0.6423 |   -0.1835 |...........|...........|
+#> |  104|     468.35774 |     1.011 |   -0.9727 |   -0.9524 |   -0.9471 |
+#> |.....................|   -0.9577 |   -0.9297 |   -0.5762 |   -0.6128 |
+#> |.....................|   -0.8791 |    0.4096 |   -0.6644 |   -0.5136 |
+#> |.....................|   -0.1797 |   -0.4410 |...........|...........|
+#> |    U|     468.35774 |     101.1 |    -4.073 |   -0.9523 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01109 |    0.8508 |   0.07729 |
+#> |.....................|    0.6953 |     3.637 |     1.560 |     1.595 |
+#> |.....................|     2.531 |     1.678 |...........|...........|
+#> |    X|     468.35774 |     101.1 |   0.01703 |    0.2784 |   0.09257 |
+#> |.....................|   0.01729 |    0.4972 |    0.8508 |   0.07729 |
+#> |.....................|    0.6953 |     3.637 |     1.560 |     1.595 |
+#> |.....................|     2.531 |     1.678 |...........|...........|
+#> |    F| Forward Diff. |    -4.235 |   -0.7549 |   -0.2072 |  -0.03117 |
+#> |.....................|   -0.2512 |  0.006470 |    -2.488 |    -2.805 |
+#> |.....................|   -0.1485 |   -0.7903 |   -0.1532 |   -0.6368 |
+#> |.....................|   -0.5813 |   -0.1871 |...........|...........|
+#> |  105|     468.34230 |     1.012 |   -0.9728 |   -0.9537 |   -0.9473 |
+#> |.....................|   -0.9580 |   -0.9300 |   -0.5748 |   -0.6111 |
+#> |.....................|   -0.8817 |    0.4177 |   -0.6661 |   -0.5086 |
+#> |.....................|   -0.1765 |   -0.4413 |...........|...........|
+#> |    U|      468.3423 |     101.2 |    -4.073 |   -0.9535 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01109 |    0.8513 |   0.07735 |
+#> |.....................|    0.6935 |     3.650 |     1.558 |     1.600 |
+#> |.....................|     2.535 |     1.678 |...........|...........|
+#> |    X|      468.3423 |     101.2 |   0.01703 |    0.2782 |   0.09256 |
+#> |.....................|   0.01728 |    0.4972 |    0.8513 |   0.07735 |
+#> |.....................|    0.6935 |     3.650 |     1.558 |     1.600 |
+#> |.....................|     2.535 |     1.678 |...........|...........|
+#> |    F| Forward Diff. |     5.528 |    0.1613 |   -0.1518 |   -0.1427 |
+#> |.....................|   -0.4211 |  0.005662 |    -2.339 |    -2.549 |
+#> |.....................|   -0.1833 |   -0.8387 |   -0.3838 |   -0.5791 |
+#> |.....................|   -0.5586 |   -0.2081 |...........|...........|
+#> |  106|     468.32828 |     1.011 |   -0.9730 |   -0.9582 |   -0.9446 |
+#> |.....................|   -0.9579 |   -0.9303 |   -0.5739 |   -0.6081 |
+#> |.....................|   -0.8827 |    0.4247 |   -0.6653 |   -0.5110 |
+#> |.....................|   -0.1721 |   -0.4394 |...........|...........|
+#> |    U|     468.32828 |     101.1 |    -4.073 |   -0.9578 |    -2.377 |
+#> |.....................|    -4.058 |  -0.01110 |    0.8517 |   0.07745 |
+#> |.....................|    0.6929 |     3.661 |     1.559 |     1.598 |
+#> |.....................|     2.542 |     1.680 |...........|...........|
+#> |    X|     468.32828 |     101.1 |   0.01703 |    0.2773 |   0.09281 |
+#> |.....................|   0.01729 |    0.4972 |    0.8517 |   0.07745 |
+#> |.....................|    0.6929 |     3.661 |     1.559 |     1.598 |
+#> |.....................|     2.542 |     1.680 |...........|...........|
+#> |    F| Forward Diff. |    -1.625 |   -0.2716 |   -0.4478 |   0.07059 |
+#> |.....................|   -0.3746 |  0.006164 |    -2.097 |    -1.611 |
+#> |.....................|  -0.05708 |   -0.8042 |   -0.2658 |   -0.6338 |
+#> |.....................|   -0.5023 |   -0.1867 |...........|...........|
+#> |  107|     468.31633 |     1.012 |   -0.9727 |   -0.9524 |   -0.9447 |
+#> |.....................|   -0.9580 |   -0.9305 |   -0.5707 |   -0.6067 |
+#> |.....................|   -0.8839 |    0.4327 |   -0.6650 |   -0.5105 |
+#> |.....................|   -0.1703 |   -0.4382 |...........|...........|
+#> |    U|     468.31633 |     101.2 |    -4.073 |   -0.9523 |    -2.377 |
+#> |.....................|    -4.058 |  -0.01110 |    0.8528 |   0.07749 |
+#> |.....................|    0.6921 |     3.674 |     1.559 |     1.598 |
+#> |.....................|     2.545 |     1.681 |...........|...........|
+#> |    X|     468.31633 |     101.2 |   0.01703 |    0.2784 |   0.09280 |
+#> |.....................|   0.01728 |    0.4972 |    0.8528 |   0.07749 |
+#> |.....................|    0.6921 |     3.674 |     1.559 |     1.598 |
+#> |.....................|     2.545 |     1.681 |...........|...........|
+#> |    F| Forward Diff. |     8.853 |    0.6395 |  -0.04718 |  -0.01095 |
+#> |.....................|   -0.5142 |  0.005281 |    -1.984 |    -1.469 |
+#> |.....................|  -0.06825 |   -0.7616 |   -0.1275 |   -0.5767 |
+#> |.....................|   -0.4529 |   -0.1729 |...........|...........|
+#> |  108|     468.30195 |     1.011 |   -0.9730 |   -0.9497 |   -0.9482 |
+#> |.....................|   -0.9586 |   -0.9308 |   -0.5675 |   -0.6075 |
+#> |.....................|   -0.8868 |    0.4402 |   -0.6670 |   -0.5066 |
+#> |.....................|   -0.1704 |   -0.4381 |...........|...........|
+#> |    U|     468.30195 |     101.1 |    -4.073 |   -0.9498 |    -2.381 |
+#> |.....................|    -4.059 |  -0.01110 |    0.8540 |   0.07747 |
+#> |.....................|    0.6901 |     3.686 |     1.556 |     1.603 |
+#> |.....................|     2.544 |     1.681 |...........|...........|
+#> |    X|     468.30195 |     101.1 |   0.01703 |    0.2789 |   0.09247 |
+#> |.....................|   0.01727 |    0.4972 |    0.8540 |   0.07747 |
+#> |.....................|    0.6901 |     3.686 |     1.556 |     1.603 |
+#> |.....................|     2.544 |     1.681 |...........|...........|
+#> |    F| Forward Diff. |    -1.407 |   -0.4624 |  -0.02880 |   -0.1214 |
+#> |.....................|   -0.5499 |  0.005628 |    -1.325 |    -1.518 |
+#> |.....................|   -0.1161 |   -0.7707 |   -0.3300 |   -0.4912 |
+#> |.....................|   -0.4772 |   -0.1931 |...........|...........|
+#> |  109|     468.29210 |     1.012 |   -0.9733 |   -0.9523 |   -0.9459 |
+#> |.....................|   -0.9581 |   -0.9311 |   -0.5658 |   -0.6073 |
+#> |.....................|   -0.8878 |    0.4488 |   -0.6682 |   -0.5015 |
+#> |.....................|   -0.1697 |   -0.4385 |...........|...........|
+#> |    U|      468.2921 |     101.2 |    -4.073 |   -0.9523 |    -2.379 |
+#> |.....................|    -4.058 |  -0.01111 |    0.8546 |   0.07747 |
+#> |.....................|    0.6894 |     3.699 |     1.555 |     1.608 |
+#> |.....................|     2.546 |     1.681 |...........|...........|
+#> |    X|      468.2921 |     101.2 |   0.01702 |    0.2784 |   0.09269 |
+#> |.....................|   0.01728 |    0.4972 |    0.8546 |   0.07747 |
+#> |.....................|    0.6894 |     3.699 |     1.555 |     1.608 |
+#> |.....................|     2.546 |     1.681 |...........|...........|
+#> |  110|     468.28540 |     1.012 |   -0.9739 |   -0.9554 |   -0.9432 |
+#> |.....................|   -0.9581 |   -0.9314 |   -0.5648 |   -0.6081 |
+#> |.....................|   -0.8889 |    0.4579 |   -0.6697 |   -0.4962 |
+#> |.....................|   -0.1692 |   -0.4390 |...........|...........|
+#> |    U|      468.2854 |     101.2 |    -4.074 |   -0.9551 |    -2.376 |
+#> |.....................|    -4.058 |  -0.01111 |    0.8550 |   0.07745 |
+#> |.....................|    0.6886 |     3.714 |     1.553 |     1.615 |
+#> |.....................|     2.546 |     1.680 |...........|...........|
+#> |    X|      468.2854 |     101.2 |   0.01701 |    0.2779 |   0.09293 |
+#> |.....................|   0.01728 |    0.4972 |    0.8550 |   0.07745 |
+#> |.....................|    0.6886 |     3.714 |     1.553 |     1.615 |
+#> |.....................|     2.546 |     1.680 |...........|...........|
+#> |    F| Forward Diff. |     3.644 |   0.03668 |   -0.1986 |   0.05251 |
+#> |.....................|   -0.5265 |  0.006364 |    -2.013 |    -2.999 |
+#> |.....................|   -0.3077 |   -0.7577 |   -0.4283 |   -0.2217 |
+#> |.....................|   -0.4457 |   -0.1968 |...........|...........|
+#> |  111|     468.26285 |     1.012 |   -0.9738 |   -0.9546 |   -0.9455 |
+#> |.....................|   -0.9580 |   -0.9321 |   -0.5638 |   -0.6053 |
+#> |.....................|   -0.8894 |    0.4796 |   -0.6701 |   -0.4937 |
+#> |.....................|   -0.1665 |   -0.4375 |...........|...........|
+#> |    U|     468.26285 |     101.2 |    -4.074 |   -0.9544 |    -2.378 |
+#> |.....................|    -4.058 |  -0.01112 |    0.8554 |   0.07754 |
+#> |.....................|    0.6883 |     3.748 |     1.552 |     1.617 |
+#> |.....................|     2.550 |     1.682 |...........|...........|
+#> |    X|     468.26285 |     101.2 |   0.01701 |    0.2780 |   0.09272 |
+#> |.....................|   0.01728 |    0.4972 |    0.8554 |   0.07754 |
+#> |.....................|    0.6883 |     3.748 |     1.552 |     1.617 |
+#> |.....................|     2.550 |     1.682 |...........|...........|
+#> |  112|     468.24808 |     1.012 |   -0.9737 |   -0.9538 |   -0.9478 |
+#> |.....................|   -0.9581 |   -0.9328 |   -0.5632 |   -0.6032 |
+#> |.....................|   -0.8900 |    0.5018 |   -0.6707 |   -0.4913 |
+#> |.....................|   -0.1639 |   -0.4361 |...........|...........|
+#> |    U|     468.24808 |     101.2 |    -4.074 |   -0.9537 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8556 |   0.07761 |
+#> |.....................|    0.6879 |     3.783 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    X|     468.24808 |     101.2 |   0.01701 |    0.2781 |   0.09251 |
+#> |.....................|   0.01728 |    0.4972 |    0.8556 |   0.07761 |
+#> |.....................|    0.6879 |     3.783 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |     7.572 |    0.7442 |   -0.1004 |   -0.2485 |
+#> |.....................|   -0.5511 |  0.005645 |    -1.896 |    -1.976 |
+#> |.....................|   -0.3421 |   -0.6164 |   -0.3384 |   -0.1002 |
+#> |.....................|   -0.3637 |   -0.1858 |...........|...........|
+#> |  113|     468.24925 |     1.009 |   -0.9744 |   -0.9459 |   -0.9275 |
+#> |.....................|   -0.9570 |   -0.9342 |   -0.5606 |   -0.6003 |
+#> |.....................|   -0.8814 |    0.5390 |   -0.6664 |   -0.4916 |
+#> |.....................|   -0.1575 |   -0.4319 |...........|...........|
+#> |    U|     468.24925 |     100.9 |    -4.074 |   -0.9463 |    -2.360 |
+#> |.....................|    -4.057 |  -0.01114 |    0.8565 |   0.07771 |
+#> |.....................|    0.6937 |     3.842 |     1.557 |     1.620 |
+#> |.....................|     2.563 |     1.689 |...........|...........|
+#> |    X|     468.24925 |     100.9 |   0.01700 |    0.2796 |   0.09441 |
+#> |.....................|   0.01730 |    0.4972 |    0.8565 |   0.07771 |
+#> |.....................|    0.6937 |     3.842 |     1.557 |     1.620 |
+#> |.....................|     2.563 |     1.689 |...........|...........|
+#> |  114|     468.25666 |     1.009 |   -0.9742 |   -0.9500 |   -0.9379 |
+#> |.....................|   -0.9574 |   -0.9335 |   -0.5615 |   -0.6013 |
+#> |.....................|   -0.8858 |    0.5198 |   -0.6685 |   -0.4914 |
+#> |.....................|   -0.1608 |   -0.4340 |...........|...........|
+#> |    U|     468.25666 |     100.9 |    -4.074 |   -0.9501 |    -2.371 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8562 |   0.07768 |
+#> |.....................|    0.6908 |     3.812 |     1.554 |     1.620 |
+#> |.....................|     2.559 |     1.686 |...........|...........|
+#> |    X|     468.25666 |     100.9 |   0.01701 |    0.2789 |   0.09342 |
+#> |.....................|   0.01729 |    0.4972 |    0.8562 |   0.07768 |
+#> |.....................|    0.6908 |     3.812 |     1.554 |     1.620 |
+#> |.....................|     2.559 |     1.686 |...........|...........|
+#> |  115|     468.26483 |     1.009 |   -0.9741 |   -0.9524 |   -0.9439 |
+#> |.....................|   -0.9577 |   -0.9331 |   -0.5620 |   -0.6018 |
+#> |.....................|   -0.8883 |    0.5089 |   -0.6697 |   -0.4913 |
+#> |.....................|   -0.1626 |   -0.4352 |...........|...........|
+#> |    U|     468.26483 |     100.9 |    -4.074 |   -0.9523 |    -2.377 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8560 |   0.07766 |
+#> |.....................|    0.6891 |     3.794 |     1.553 |     1.620 |
+#> |.....................|     2.556 |     1.685 |...........|...........|
+#> |    X|     468.26483 |     100.9 |   0.01701 |    0.2784 |   0.09287 |
+#> |.....................|   0.01729 |    0.4972 |    0.8560 |   0.07766 |
+#> |.....................|    0.6891 |     3.794 |     1.553 |     1.620 |
+#> |.....................|     2.556 |     1.685 |...........|...........|
+#> |  116|     468.25961 |     1.009 |   -0.9740 |   -0.9538 |   -0.9477 |
+#> |.....................|   -0.9579 |   -0.9328 |   -0.5624 |   -0.6023 |
+#> |.....................|   -0.8898 |    0.5020 |   -0.6705 |   -0.4913 |
+#> |.....................|   -0.1637 |   -0.4360 |...........|...........|
+#> |    U|     468.25961 |     100.9 |    -4.074 |   -0.9536 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8558 |   0.07764 |
+#> |.....................|    0.6880 |     3.783 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    X|     468.25961 |     100.9 |   0.01701 |    0.2782 |   0.09252 |
+#> |.....................|   0.01729 |    0.4972 |    0.8558 |   0.07764 |
+#> |.....................|    0.6880 |     3.783 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |  117|     468.24351 |     1.011 |   -0.9738 |   -0.9538 |   -0.9477 |
+#> |.....................|   -0.9580 |   -0.9328 |   -0.5629 |   -0.6029 |
+#> |.....................|   -0.8899 |    0.5019 |   -0.6706 |   -0.4913 |
+#> |.....................|   -0.1638 |   -0.4360 |...........|...........|
+#> |    U|     468.24351 |     101.1 |    -4.074 |   -0.9537 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8557 |   0.07762 |
+#> |.....................|    0.6880 |     3.783 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    X|     468.24351 |     101.1 |   0.01701 |    0.2781 |   0.09252 |
+#> |.....................|   0.01728 |    0.4972 |    0.8557 |   0.07762 |
+#> |.....................|    0.6880 |     3.783 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |   -0.7570 |  -0.04882 |   -0.1901 |   -0.1704 |
+#> |.....................|   -0.4436 |  0.006358 |    -1.944 |    -2.069 |
+#> |.....................|   -0.3547 |   -0.6277 |   -0.2411 |  -0.07768 |
+#> |.....................|   -0.3909 |   -0.1932 |...........|...........|
+#> |  118|     468.24096 |     1.012 |   -0.9738 |   -0.9538 |   -0.9477 |
+#> |.....................|   -0.9579 |   -0.9328 |   -0.5622 |   -0.6021 |
+#> |.....................|   -0.8898 |    0.5021 |   -0.6705 |   -0.4913 |
+#> |.....................|   -0.1637 |   -0.4360 |...........|...........|
+#> |    U|     468.24096 |     101.2 |    -4.074 |   -0.9536 |    -2.380 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8559 |   0.07765 |
+#> |.....................|    0.6881 |     3.784 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    X|     468.24096 |     101.2 |   0.01701 |    0.2782 |   0.09252 |
+#> |.....................|   0.01729 |    0.4972 |    0.8559 |   0.07765 |
+#> |.....................|    0.6881 |     3.784 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |     1.456 |    0.1549 |   -0.1619 |   -0.1892 |
+#> |.....................|   -0.4078 |  0.006267 |    -1.860 |    -2.735 |
+#> |.....................|   -0.3543 |   -0.6265 |   -0.1851 |  -0.08656 |
+#> |.....................|   -0.3612 |   -0.1856 |...........|...........|
+#> |  119|     468.23716 |     1.012 |   -0.9738 |   -0.9536 |   -0.9467 |
+#> |.....................|   -0.9576 |   -0.9329 |   -0.5614 |   -0.6008 |
+#> |.....................|   -0.8898 |    0.5037 |   -0.6704 |   -0.4911 |
+#> |.....................|   -0.1638 |   -0.4357 |...........|...........|
+#> |    U|     468.23716 |     101.2 |    -4.074 |   -0.9534 |    -2.379 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8562 |   0.07769 |
+#> |.....................|    0.6881 |     3.786 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    X|     468.23716 |     101.2 |   0.01701 |    0.2782 |   0.09261 |
+#> |.....................|   0.01729 |    0.4972 |    0.8562 |   0.07769 |
+#> |.....................|    0.6881 |     3.786 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |     2.250 |    0.2329 |   -0.1405 |   -0.1467 |
+#> |.....................|   -0.3393 |  0.006453 |    -1.023 |    -1.889 |
+#> |.....................|   -0.3583 |   -0.6239 |   -0.2353 |  -0.09107 |
+#> |.....................|   -0.3636 |   -0.1837 |...........|...........|
+#> |  120|     468.26529 |     1.008 |   -0.9742 |   -0.9534 |   -0.9465 |
+#> |.....................|   -0.9571 |   -0.9329 |   -0.5599 |   -0.5980 |
+#> |.....................|   -0.8893 |    0.5046 |   -0.6700 |   -0.4910 |
+#> |.....................|   -0.1633 |   -0.4354 |...........|...........|
+#> |    U|     468.26529 |     100.8 |    -4.074 |   -0.9532 |    -2.379 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8568 |   0.07778 |
+#> |.....................|    0.6884 |     3.788 |     1.553 |     1.621 |
+#> |.....................|     2.555 |     1.685 |...........|...........|
+#> |    X|     468.26529 |     100.8 |   0.01701 |    0.2782 |   0.09263 |
+#> |.....................|   0.01730 |    0.4972 |    0.8568 |   0.07778 |
+#> |.....................|    0.6884 |     3.788 |     1.553 |     1.621 |
+#> |.....................|     2.555 |     1.685 |...........|...........|
+#> |  121|     468.23604 |     1.011 |   -0.9739 |   -0.9535 |   -0.9467 |
+#> |.....................|   -0.9575 |   -0.9329 |   -0.5612 |   -0.6003 |
+#> |.....................|   -0.8897 |    0.5039 |   -0.6703 |   -0.4911 |
+#> |.....................|   -0.1637 |   -0.4357 |...........|...........|
+#> |    U|     468.23604 |     101.1 |    -4.074 |   -0.9534 |    -2.379 |
+#> |.....................|    -4.058 |  -0.01113 |    0.8563 |   0.07771 |
+#> |.....................|    0.6881 |     3.786 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    X|     468.23604 |     101.1 |   0.01701 |    0.2782 |   0.09261 |
+#> |.....................|   0.01729 |    0.4972 |    0.8563 |   0.07771 |
+#> |.....................|    0.6881 |     3.786 |     1.552 |     1.620 |
+#> |.....................|     2.554 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |    -2.188 |   -0.1927 |   -0.1868 |   -0.1045 |
+#> |.....................|   -0.2665 |  0.006857 |    -1.024 |    -1.172 |
+#> |.....................|   -0.2153 |   -0.6125 |   -0.1502 |  -0.07921 |
+#> |.....................|   -0.3902 |   -0.1918 |...........|...........|
+#> |  122|     468.23464 |     1.012 |   -0.9738 |   -0.9534 |   -0.9465 |
+#> |.....................|   -0.9574 |   -0.9329 |   -0.5609 |   -0.6000 |
+#> |.....................|   -0.8895 |    0.5043 |   -0.6702 |   -0.4911 |
+#> |.....................|   -0.1635 |   -0.4356 |...........|...........|
+#> |    U|     468.23464 |     101.2 |    -4.074 |   -0.9533 |    -2.379 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8564 |   0.07772 |
+#> |.....................|    0.6883 |     3.787 |     1.552 |     1.620 |
+#> |.....................|     2.555 |     1.684 |...........|...........|
+#> |    X|     468.23464 |     101.2 |   0.01701 |    0.2782 |   0.09263 |
+#> |.....................|   0.01729 |    0.4972 |    0.8564 |   0.07772 |
+#> |.....................|    0.6883 |     3.787 |     1.552 |     1.620 |
+#> |.....................|     2.555 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |     1.857 |    0.1925 |   -0.1360 |   -0.1332 |
+#> |.....................|   -0.2859 |  0.006578 |   -0.9819 |    -1.076 |
+#> |.....................|   -0.2136 |   -0.6087 |   -0.2154 |  -0.09459 |
+#> |.....................|   -0.3609 |   -0.1836 |...........|...........|
+#> |  123|     468.23346 |     1.011 |   -0.9739 |   -0.9532 |   -0.9463 |
+#> |.....................|   -0.9574 |   -0.9329 |   -0.5607 |   -0.5998 |
+#> |.....................|   -0.8893 |    0.5049 |   -0.6701 |   -0.4911 |
+#> |.....................|   -0.1633 |   -0.4355 |...........|...........|
+#> |    U|     468.23346 |     101.1 |    -4.074 |   -0.9531 |    -2.379 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8565 |   0.07772 |
+#> |.....................|    0.6884 |     3.788 |     1.552 |     1.621 |
+#> |.....................|     2.555 |     1.684 |...........|...........|
+#> |    X|     468.23346 |     101.1 |   0.01701 |    0.2783 |   0.09265 |
+#> |.....................|   0.01729 |    0.4972 |    0.8565 |   0.07772 |
+#> |.....................|    0.6884 |     3.788 |     1.552 |     1.621 |
+#> |.....................|     2.555 |     1.684 |...........|...........|
+#> |    F| Forward Diff. |    -1.112 |  -0.08635 |   -0.1600 |  -0.09176 |
+#> |.....................|   -0.2402 |  0.006873 |   -0.9941 |    -1.084 |
+#> |.....................|   -0.2133 |   -0.6080 |   -0.2006 |  -0.08423 |
+#> |.....................|   -0.3853 |   -0.1906 |...........|...........|
+#> |  124|     468.23209 |     1.012 |   -0.9738 |   -0.9531 |   -0.9461 |
+#> |.....................|   -0.9573 |   -0.9329 |   -0.5604 |   -0.5995 |
+#> |.....................|   -0.8891 |    0.5054 |   -0.6700 |   -0.4910 |
+#> |.....................|   -0.1631 |   -0.4354 |...........|...........|
+#> |    U|     468.23209 |     101.2 |    -4.074 |   -0.9530 |    -2.379 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8566 |   0.07774 |
+#> |.....................|    0.6885 |     3.789 |     1.553 |     1.621 |
+#> |.....................|     2.555 |     1.685 |...........|...........|
+#> |    X|     468.23209 |     101.2 |   0.01701 |    0.2783 |   0.09266 |
+#> |.....................|   0.01730 |    0.4972 |    0.8566 |   0.07774 |
+#> |.....................|    0.6885 |     3.789 |     1.553 |     1.621 |
+#> |.....................|     2.555 |     1.685 |...........|...........|
+#> |  125|     468.23061 |     1.012 |   -0.9738 |   -0.9526 |   -0.9453 |
+#> |.....................|   -0.9573 |   -0.9330 |   -0.5604 |   -0.5995 |
+#> |.....................|   -0.8885 |    0.5071 |   -0.6698 |   -0.4911 |
+#> |.....................|   -0.1626 |   -0.4353 |...........|...........|
+#> |    U|     468.23061 |     101.2 |    -4.074 |   -0.9525 |    -2.378 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8566 |   0.07773 |
+#> |.....................|    0.6889 |     3.791 |     1.553 |     1.620 |
+#> |.....................|     2.556 |     1.685 |...........|...........|
+#> |    X|     468.23061 |     101.2 |   0.01701 |    0.2784 |   0.09274 |
+#> |.....................|   0.01730 |    0.4972 |    0.8566 |   0.07773 |
+#> |.....................|    0.6889 |     3.791 |     1.553 |     1.620 |
+#> |.....................|     2.556 |     1.685 |...........|...........|
+#> |  126|     468.22552 |     1.012 |   -0.9738 |   -0.9506 |   -0.9419 |
+#> |.....................|   -0.9573 |   -0.9333 |   -0.5606 |   -0.5998 |
+#> |.....................|   -0.8861 |    0.5138 |   -0.6689 |   -0.4912 |
+#> |.....................|   -0.1606 |   -0.4347 |...........|...........|
+#> |    U|     468.22552 |     101.2 |    -4.074 |   -0.9506 |    -2.375 |
+#> |.....................|    -4.057 |  -0.01113 |    0.8565 |   0.07773 |
+#> |.....................|    0.6906 |     3.802 |     1.554 |     1.620 |
+#> |.....................|     2.559 |     1.685 |...........|...........|
+#> |    X|     468.22552 |     101.2 |   0.01701 |    0.2788 |   0.09305 |
+#> |.....................|   0.01730 |    0.4972 |    0.8565 |   0.07773 |
+#> |.....................|    0.6906 |     3.802 |     1.554 |     1.620 |
+#> |.....................|     2.559 |     1.685 |...........|...........|
+#> |  127|     468.21689 |     1.012 |   -0.9737 |   -0.9426 |   -0.9286 |
+#> |.....................|   -0.9574 |   -0.9344 |   -0.5614 |   -0.6009 |
+#> |.....................|   -0.8763 |    0.5405 |   -0.6653 |   -0.4919 |
+#> |.....................|   -0.1525 |   -0.4325 |...........|...........|
+#> |    U|     468.21689 |     101.2 |    -4.074 |   -0.9431 |    -2.361 |
+#> |.....................|    -4.057 |  -0.01114 |    0.8562 |   0.07769 |
+#> |.....................|    0.6972 |     3.844 |     1.558 |     1.620 |
+#> |.....................|     2.571 |     1.688 |...........|...........|
+#> |    X|     468.21689 |     101.2 |   0.01701 |    0.2803 |   0.09430 |
+#> |.....................|   0.01729 |    0.4972 |    0.8562 |   0.07769 |
+#> |.....................|    0.6972 |     3.844 |     1.558 |     1.620 |
+#> |.....................|     2.571 |     1.688 |...........|...........|
+#> |    F| Forward Diff. |     1.525 |    0.5842 |    0.4183 |    0.9468 |
+#> |.....................|   -0.5439 |  0.008618 |    -1.874 |    -1.936 |
+#> |.....................|   -0.2463 |   -0.5498 |   0.04440 |   -0.1490 |
+#> |.....................|   -0.2038 |   -0.1015 |...........|...........|
+#> |  128|     468.19158 |     1.011 |   -0.9737 |   -0.9504 |   -0.9293 |
+#> |.....................|   -0.9577 |   -0.9362 |   -0.5600 |   -0.6009 |
+#> |.....................|   -0.8523 |    0.5756 |   -0.6644 |   -0.4878 |
+#> |.....................|   -0.1417 |   -0.4298 |...........|...........|
+#> |    U|     468.19158 |     101.1 |    -4.074 |   -0.9504 |    -2.362 |
+#> |.....................|    -4.058 |  -0.01116 |    0.8567 |   0.07769 |
+#> |.....................|    0.7134 |     3.900 |     1.560 |     1.624 |
+#> |.....................|     2.587 |     1.691 |...........|...........|
+#> |    X|     468.19158 |     101.1 |   0.01701 |    0.2788 |   0.09423 |
+#> |.....................|   0.01729 |    0.4972 |    0.8567 |   0.07769 |
+#> |.....................|    0.7134 |     3.900 |     1.560 |     1.624 |
+#> |.....................|     2.587 |     1.691 |...........|...........|
+#> |    F| Forward Diff. |    -7.990 |    0.8226 |  -0.02734 |    0.9308 |
+#> |.....................|   -0.6358 |  0.008756 |    -3.089 |    -2.706 |
+#> |.....................|  -0.08468 |   -0.5047 |    0.1760 |  -0.08785 |
+#> |.....................|  -0.06839 |  -0.06706 |...........|...........|
+#> |  129|     468.16872 |     1.012 |   -0.9746 |   -0.9536 |   -0.9297 |
+#> |.....................|   -0.9583 |   -0.9383 |   -0.5551 |   -0.6021 |
+#> |.....................|   -0.8428 |    0.6190 |   -0.6652 |   -0.4874 |
+#> |.....................|   -0.1424 |   -0.4276 |...........|...........|
+#> |    U|     468.16872 |     101.2 |    -4.075 |   -0.9534 |    -2.362 |
+#> |.....................|    -4.058 |  -0.01118 |    0.8585 |   0.07765 |
+#> |.....................|    0.7198 |     3.968 |     1.559 |     1.625 |
+#> |.....................|     2.586 |     1.694 |...........|...........|
+#> |    X|     468.16872 |     101.2 |   0.01700 |    0.2782 |   0.09420 |
+#> |.....................|   0.01728 |    0.4972 |    0.8585 |   0.07765 |
+#> |.....................|    0.7198 |     3.968 |     1.559 |     1.625 |
+#> |.....................|     2.586 |     1.694 |...........|...........|
+#> |    F| Forward Diff. |     1.949 |     1.224 |  -0.09904 |    0.8335 |
+#> |.....................|   -0.8902 |  0.008091 |    -1.732 |    -1.975 |
+#> |.....................|  -0.02618 |   -0.4349 |    0.2067 |   -0.1419 |
+#> |.....................|  -0.09587 |  -0.05531 |...........|...........|
+#> |  130|     468.14579 |     1.011 |   -0.9759 |   -0.9465 |   -0.9356 |
+#> |.....................|   -0.9575 |   -0.9407 |   -0.5519 |   -0.5999 |
+#> |.....................|   -0.8420 |    0.6626 |   -0.6664 |   -0.4855 |
+#> |.....................|   -0.1418 |   -0.4273 |...........|...........|
+#> |    U|     468.14579 |     101.1 |    -4.076 |   -0.9467 |    -2.368 |
+#> |.....................|    -4.057 |  -0.01121 |    0.8597 |   0.07772 |
+#> |.....................|    0.7204 |     4.037 |     1.557 |     1.627 |
+#> |.....................|     2.587 |     1.694 |...........|...........|
+#> |    X|     468.14579 |     101.1 |   0.01698 |    0.2795 |   0.09364 |
+#> |.....................|   0.01729 |    0.4972 |    0.8597 |   0.07772 |
+#> |.....................|    0.7204 |     4.037 |     1.557 |     1.627 |
+#> |.....................|     2.587 |     1.694 |...........|...........|
+#> |    F| Forward Diff. |    -9.402 |   -0.5832 |    0.1847 |    0.5188 |
+#> |.....................|   -0.4155 |  0.008564 |    -1.671 |    -1.980 |
+#> |.....................|  -0.03632 |   -0.3649 |    0.3304 |  -0.09551 |
+#> |.....................|   -0.1039 |  -0.08698 |...........|...........|
+#> |  131|     468.12514 |     1.011 |   -0.9763 |   -0.9445 |   -0.9403 |
+#> |.....................|   -0.9555 |   -0.9442 |   -0.5537 |   -0.5953 |
+#> |.....................|   -0.8391 |    0.7059 |   -0.6668 |   -0.4805 |
+#> |.....................|   -0.1376 |   -0.4223 |...........|...........|
+#> |    U|     468.12514 |     101.1 |    -4.076 |   -0.9449 |    -2.373 |
+#> |.....................|    -4.056 |  -0.01125 |    0.8590 |   0.07788 |
+#> |.....................|    0.7223 |     4.106 |     1.557 |     1.633 |
+#> |.....................|     2.593 |     1.700 |...........|...........|
+#> |    X|     468.12514 |     101.1 |   0.01697 |    0.2799 |   0.09320 |
+#> |.....................|   0.01733 |    0.4972 |    0.8590 |   0.07788 |
+#> |.....................|    0.7223 |     4.106 |     1.557 |     1.633 |
+#> |.....................|     2.593 |     1.700 |...........|...........|
+#> |    F| Forward Diff. |    -5.823 |   -0.4010 |    0.3316 |    0.1628 |
+#> |.....................|    0.2993 |  0.008766 |    -1.373 |    -1.049 |
+#> |.....................|  0.008284 |   -0.3402 |    0.4029 |   0.04088 |
+#> |.....................|  -0.03436 |  -0.04680 |...........|...........|
+#> |  132|     468.10920 |     1.012 |   -0.9773 |   -0.9503 |   -0.9395 |
+#> |.....................|   -0.9556 |   -0.9476 |   -0.5516 |   -0.5942 |
+#> |.....................|   -0.8420 |    0.7499 |   -0.6684 |   -0.4836 |
+#> |.....................|   -0.1347 |   -0.4216 |...........|...........|
+#> |    U|      468.1092 |     101.2 |    -4.077 |   -0.9504 |    -2.372 |
+#> |.....................|    -4.056 |  -0.01129 |    0.8598 |   0.07791 |
+#> |.....................|    0.7204 |     4.175 |     1.555 |     1.629 |
+#> |.....................|     2.597 |     1.700 |...........|...........|
+#> |    X|      468.1092 |     101.2 |   0.01695 |    0.2788 |   0.09328 |
+#> |.....................|   0.01732 |    0.4972 |    0.8598 |   0.07791 |
+#> |.....................|    0.7204 |     4.175 |     1.555 |     1.629 |
+#> |.....................|     2.597 |     1.700 |...........|...........|
+#> |    F| Forward Diff. |    0.4262 |  -0.09925 |    0.1213 |    0.1364 |
+#> |.....................|    0.2200 |  0.008054 |   -0.8480 |   -0.9224 |
+#> |.....................|  0.002683 |   -0.2932 |    0.3866 |  -0.06974 |
+#> |.....................|   0.01820 |  -0.05063 |...........|...........|
+#> |  133|     468.09766 |     1.011 |   -0.9774 |   -0.9506 |   -0.9392 |
+#> |.....................|   -0.9564 |   -0.9508 |   -0.5497 |   -0.5929 |
+#> |.....................|   -0.8318 |    0.7901 |   -0.6724 |   -0.4776 |
+#> |.....................|   -0.1474 |   -0.4133 |...........|...........|
+#> |    U|     468.09766 |     101.1 |    -4.077 |   -0.9507 |    -2.372 |
+#> |.....................|    -4.056 |  -0.01132 |    0.8605 |   0.07796 |
+#> |.....................|    0.7273 |     4.239 |     1.550 |     1.636 |
+#> |.....................|     2.578 |     1.710 |...........|...........|
+#> |    X|     468.09766 |     101.1 |   0.01695 |    0.2788 |   0.09331 |
+#> |.....................|   0.01731 |    0.4972 |    0.8605 |   0.07796 |
+#> |.....................|    0.7273 |     4.239 |     1.550 |     1.636 |
+#> |.....................|     2.578 |     1.710 |...........|...........|
+#> |    F| Forward Diff. |    -1.610 |   0.04645 |   0.08092 |    0.1870 |
+#> |.....................|   -0.1143 |  0.008788 |   -0.7906 |   -0.9380 |
+#> |.....................|   0.03576 |   -0.2567 |    0.2790 |   0.04583 |
+#> |.....................|   -0.1853 |   0.03622 |...........|...........|
+#> |  134|     468.08577 |     1.011 |   -0.9779 |   -0.9521 |   -0.9394 |
+#> |.....................|   -0.9569 |   -0.9550 |   -0.5484 |   -0.5900 |
+#> |.....................|   -0.8316 |    0.8332 |   -0.6752 |   -0.4781 |
+#> |.....................|   -0.1428 |   -0.4231 |...........|...........|
+#> |    U|     468.08577 |     101.1 |    -4.078 |   -0.9520 |    -2.372 |
+#> |.....................|    -4.057 |  -0.01137 |    0.8610 |   0.07805 |
+#> |.....................|    0.7274 |     4.307 |     1.546 |     1.635 |
+#> |.....................|     2.585 |     1.699 |...........|...........|
+#> |    X|     468.08577 |     101.1 |   0.01694 |    0.2785 |   0.09329 |
+#> |.....................|   0.01730 |    0.4972 |    0.8610 |   0.07805 |
+#> |.....................|    0.7274 |     4.307 |     1.546 |     1.635 |
+#> |.....................|     2.585 |     1.699 |...........|...........|
+#> |    F| Forward Diff. |    -2.835 |  -0.08271 |   0.01028 |    0.1502 |
+#> |.....................|   -0.2859 |  0.008536 |   -0.7298 |   -0.7597 |
+#> |.....................|   0.09519 |   -0.2281 |    0.1720 |  -0.01715 |
+#> |.....................|   -0.1386 |   -0.1062 |...........|...........|
+#> |  135|     468.06947 |     1.011 |   -0.9795 |   -0.9573 |   -0.9407 |
+#> |.....................|   -0.9575 |   -0.9652 |   -0.5443 |   -0.5834 |
+#> |.....................|   -0.8515 |    0.9153 |   -0.6785 |   -0.4834 |
+#> |.....................|   -0.1291 |   -0.4003 |...........|...........|
+#> |    U|     468.06947 |     101.1 |    -4.080 |   -0.9569 |    -2.373 |
+#> |.....................|    -4.057 |  -0.01148 |    0.8625 |   0.07827 |
+#> |.....................|    0.7139 |     4.437 |     1.542 |     1.629 |
+#> |.....................|     2.605 |     1.725 |...........|...........|
+#> |    X|     468.06947 |     101.1 |   0.01692 |    0.2775 |   0.09316 |
+#> |.....................|   0.01729 |    0.4971 |    0.8625 |   0.07827 |
+#> |.....................|    0.7139 |     4.437 |     1.542 |     1.629 |
+#> |.....................|     2.605 |     1.725 |...........|...........|
+#> |    F| Forward Diff. |    -3.887 |   -0.6407 |   -0.1939 |   0.08469 |
+#> |.....................|   -0.4208 |  0.006503 |    -1.301 |    -1.072 |
+#> |.....................|   -0.1255 |   -0.1861 |    0.1431 |  -0.06050 |
+#> |.....................|   0.01658 |    0.1111 |...........|...........|
+#> |  136|     468.05012 |     1.012 |   -0.9812 |   -0.9547 |   -0.9420 |
+#> |.....................|   -0.9570 |   -0.9873 |   -0.5356 |   -0.5736 |
+#> |.....................|   -0.8556 |     1.092 |   -0.6884 |   -0.4796 |
+#> |.....................|   -0.1211 |   -0.3873 |...........|...........|
+#> |    U|     468.05012 |     101.2 |    -4.081 |   -0.9544 |    -2.375 |
+#> |.....................|    -4.057 |  -0.01172 |    0.8656 |   0.07860 |
+#> |.....................|    0.7112 |     4.716 |     1.529 |     1.634 |
+#> |.....................|     2.617 |     1.740 |...........|...........|
+#> |    X|     468.05012 |     101.2 |   0.01689 |    0.2780 |   0.09305 |
+#> |.....................|   0.01730 |    0.4971 |    0.8656 |   0.07860 |
+#> |.....................|    0.7112 |     4.716 |     1.529 |     1.634 |
+#> |.....................|     2.617 |     1.740 |...........|...........|
+#> |    F| Forward Diff. |     2.331 |   -0.3124 |   0.04539 |  -0.09325 |
+#> |.....................|   -0.3359 |  0.005628 |   -0.9294 |   -0.4404 |
+#> |.....................|   -0.1788 |   -0.1003 |   -0.1180 |  -0.02636 |
+#> |.....................|   0.09915 |    0.1820 |...........|...........|
+#> |  137|     468.05341 |     1.012 |   -0.9836 |   -0.9687 |   -0.9317 |
+#> |.....................|   -0.9507 |    -1.013 |   -0.5235 |   -0.5660 |
+#> |.....................|   -0.8472 |     1.268 |   -0.6904 |   -0.4754 |
+#> |.....................|   -0.1200 |   -0.3857 |...........|...........|
+#> |    U|     468.05341 |     101.2 |    -4.084 |   -0.9676 |    -2.364 |
+#> |.....................|    -4.051 |  -0.01201 |    0.8700 |   0.07886 |
+#> |.....................|    0.7168 |     4.995 |     1.527 |     1.639 |
+#> |.....................|     2.619 |     1.742 |...........|...........|
+#> |    X|     468.05341 |     101.2 |   0.01685 |    0.2754 |   0.09401 |
+#> |.....................|   0.01741 |    0.4970 |    0.8700 |   0.07886 |
+#> |.....................|    0.7168 |     4.995 |     1.527 |     1.639 |
+#> |.....................|     2.619 |     1.742 |...........|...........|
+#> |  138|     468.05012 |     1.012 |   -0.9812 |   -0.9547 |   -0.9420 |
+#> |.....................|   -0.9570 |   -0.9873 |   -0.5356 |   -0.5736 |
+#> |.....................|   -0.8556 |     1.092 |   -0.6884 |   -0.4796 |
+#> |.....................|   -0.1211 |   -0.3873 |...........|...........|
+#> |    U|     468.05012 |     101.2 |    -4.081 |   -0.9544 |    -2.375 |
+#> |.....................|    -4.057 |  -0.01172 |    0.8656 |   0.07860 |
+#> |.....................|    0.7112 |     4.716 |     1.529 |     1.634 |
+#> |.....................|     2.617 |     1.740 |...........|...........|
+#> |    X|     468.05012 |     101.2 |   0.01689 |    0.2780 |   0.09305 |
+#> |.....................|   0.01730 |    0.4971 |    0.8656 |   0.07860 |
+#> |.....................|    0.7112 |     4.716 |     1.529 |     1.634 |
+#> |.....................|     2.617 |     1.740 |...........|...........|
+#> calculating covariance matrix
+#> done
+#> Calculating residuals/tables
+#> done
+AIC(f_nlmixr_dfop_sfo_saem$nm, f_nlmixr_dfop_sfo_focei$nm)
+#> Calculating -2LL by Gaussian quadrature (nnodes=3,nsd=1.6)
+#> 
+#>                            df       AIC
+#> f_nlmixr_dfop_sfo_saem$nm  16 1105.3725
+#> f_nlmixr_dfop_sfo_focei$nm 14  810.3271
+summary(f_nlmixr_dfop_sfo_sfo, data = TRUE)
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'f_nlmixr_dfop_sfo_sfo' not found
+# }
+
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/summary.saem.mmkin.html b/docs/dev/reference/summary.saem.mmkin.html index fe537320..febf25b4 100644 --- a/docs/dev/reference/summary.saem.mmkin.html +++ b/docs/dev/reference/summary.saem.mmkin.html @@ -1,71 +1,16 @@ - - - - - - - -Summary method for class "saem.mmkin" — summary.saem.mmkin • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Summary method for class "saem.mmkin" — summary.saem.mmkin • mkin - - - - - - - - - - - + + - - -
    -
    - -
    - -
    +

    Summary method for class "saem.mmkin"

    - Source: R/summary.saem.mmkin.R + Source: R/summary.saem.mmkin.R
    @@ -155,139 +91,137 @@ endpoints such as formation fractions and DT50 values. Optionally (default is FALSE), the data are listed in full.

    - 
    # S3 method for saem.mmkin
-summary(object, data = FALSE, verbose = FALSE, distimes = TRUE, ...)
+    
    
+    
    # S3 method for saem.mmkin
+summary(object, data = FALSE, verbose = FALSE, distimes = TRUE, ...)
 
-# S3 method for summary.saem.mmkin
-print(x, digits = max(3, getOption("digits") - 3), verbose = x$verbose, ...)
    
-
-    
    Arguments
    
-    
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
-      
-      
-    
-    
    object
    an object of class saem.mmkin
    data
    logical, indicating whether the full data should be included in
-the summary.
    verbose
    Should the summary be verbose?
    distimes
    logical, indicating whether DT50 and DT90 values should be
-included.
    ...
    optional arguments passed to methods like print.
    x
    an object of class summary.saem.mmkin
    digits
    Number of digits to use for printing
    
-
-    
    Value
    
+# S3 method for summary.saem.mmkin
+print(x, digits = max(3, getOption("digits") - 3), verbose = x$verbose, ...)
    +
    -

    The summary function returns a list based on the saemix::SaemixObject -obtained in the fit, with at least the following additional components

    -
    saemixversion, mkinversion, Rversion

    The saemix, mkin and R versions used

    -
    date.fit, date.summary

    The dates where the fit and the summary were +

    +

    Arguments

    +
    object
    +

    an object of class saem.mmkin

    +
    data
    +

    logical, indicating whether the full data should be included in +the summary.

    +
    verbose
    +

    Should the summary be verbose?

    +
    distimes
    +

    logical, indicating whether DT50 and DT90 values should be +included.

    +
    ...
    +

    optional arguments passed to methods like print.

    +
    x
    +

    an object of class summary.saem.mmkin

    +
    digits
    +

    Number of digits to use for printing

    +
    +
    +

    Value

    +

    The summary function returns a list based on the saemix::SaemixObjectobtained in the fit, with at least the following additional components

    +
    saemixversion, mkinversion, Rversion
    +

    The saemix, mkin and R versions used

    +
    date.fit, date.summary
    +

    The dates where the fit and the summary were produced

    -
    diffs

    The differential equations used in the degradation model

    -
    use_of_ff

    Was maximum or minimum use made of formation fractions

    -
    data

    The data

    -
    confint_trans

    Transformed parameters as used in the optimisation, with confidence intervals

    -
    confint_back

    Backtransformed parameters, with confidence intervals if available

    -
    confint_errmod

    Error model parameters with confidence intervals

    -
    ff

    The estimated formation fractions derived from the fitted +

    diffs
    +

    The differential equations used in the degradation model

    +
    use_of_ff
    +

    Was maximum or minimum use made of formation fractions

    +
    data
    +

    The data

    +
    confint_trans
    +

    Transformed parameters as used in the optimisation, with confidence intervals

    +
    confint_back
    +

    Backtransformed parameters, with confidence intervals if available

    +
    confint_errmod
    +

    Error model parameters with confidence intervals

    +
    ff
    +

    The estimated formation fractions derived from the fitted model.

    -
    distimes

    The DT50 and DT90 values for each observed variable.

    -
    SFORB

    If applicable, eigenvalues of SFORB components of the model.

    -The print method is called for its side effect, i.e. printing the summary. - -

    Author

    - +
    distimes
    +

    The DT50 and DT90 values for each observed variable.

    +
    SFORB
    +

    If applicable, eigenvalues of SFORB components of the model.

    +

    The print method is called for its side effect, i.e. printing the summary.

    +
    +
    +

    Author

    Johannes Ranke for the mkin specific parts saemix authors for the parts inherited from saemix.

    +
    -

    Examples

    - 
    # Generate five datasets following DFOP-SFO kinetics
-sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
-dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "m1"),
- m1 = mkinsub("SFO"), quiet = TRUE)
-set.seed(1234)
-k1_in <- rlnorm(5, log(0.1), 0.3)
-k2_in <- rlnorm(5, log(0.02), 0.3)
-g_in <- plogis(rnorm(5, qlogis(0.5), 0.3))
-f_parent_to_m1_in <- plogis(rnorm(5, qlogis(0.3), 0.3))
-k_m1_in <- rlnorm(5, log(0.02), 0.3)
-
-pred_dfop_sfo <- function(k1, k2, g, f_parent_to_m1, k_m1) {
-  mkinpredict(dfop_sfo,
-    c(k1 = k1, k2 = k2, g = g, f_parent_to_m1 = f_parent_to_m1, k_m1 = k_m1),
-    c(parent = 100, m1 = 0),
-    sampling_times)
-}
-
-ds_mean_dfop_sfo <- lapply(1:5, function(i) {
-  mkinpredict(dfop_sfo,
-    c(k1 = k1_in[i], k2 = k2_in[i], g = g_in[i],
-      f_parent_to_m1 = f_parent_to_m1_in[i], k_m1 = k_m1_in[i]),
-    c(parent = 100, m1 = 0),
-    sampling_times)
-})
-names(ds_mean_dfop_sfo) <- paste("ds", 1:5)
-
-ds_syn_dfop_sfo <- lapply(ds_mean_dfop_sfo, function(ds) {
-  add_err(ds,
-    sdfunc = function(value) sqrt(1^2 + value^2 * 0.07^2),
-    n = 1)[[1]]
-})
-
-# \dontrun{
-# Evaluate using mmkin and saem
-f_mmkin_dfop_sfo <- mmkin(list(dfop_sfo), ds_syn_dfop_sfo,
-  quiet = TRUE, error_model = "tc", cores = 5)
-f_saem_dfop_sfo <- saem(f_mmkin_dfop_sfo)
-
    #> Warning: argument is not a function
    #>  
    #> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
    summary(f_saem_dfop_sfo, data = TRUE)
-
    #> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'f_saem_dfop_sfo' not found
    # }
-
-
    +
    +

    Examples

    + 
    # Generate five datasets following DFOP-SFO kinetics
+sampling_times = c(0, 1, 3, 7, 14, 28, 60, 90, 120)
+dfop_sfo <- mkinmod(parent = mkinsub("DFOP", "m1"),
+ m1 = mkinsub("SFO"), quiet = TRUE)
+set.seed(1234)
+k1_in <- rlnorm(5, log(0.1), 0.3)
+k2_in <- rlnorm(5, log(0.02), 0.3)
+g_in <- plogis(rnorm(5, qlogis(0.5), 0.3))
+f_parent_to_m1_in <- plogis(rnorm(5, qlogis(0.3), 0.3))
+k_m1_in <- rlnorm(5, log(0.02), 0.3)
+
+pred_dfop_sfo <- function(k1, k2, g, f_parent_to_m1, k_m1) {
+  mkinpredict(dfop_sfo,
+    c(k1 = k1, k2 = k2, g = g, f_parent_to_m1 = f_parent_to_m1, k_m1 = k_m1),
+    c(parent = 100, m1 = 0),
+    sampling_times)
+}
+
+ds_mean_dfop_sfo <- lapply(1:5, function(i) {
+  mkinpredict(dfop_sfo,
+    c(k1 = k1_in[i], k2 = k2_in[i], g = g_in[i],
+      f_parent_to_m1 = f_parent_to_m1_in[i], k_m1 = k_m1_in[i]),
+    c(parent = 100, m1 = 0),
+    sampling_times)
+})
+names(ds_mean_dfop_sfo) <- paste("ds", 1:5)
+
+ds_syn_dfop_sfo <- lapply(ds_mean_dfop_sfo, function(ds) {
+  add_err(ds,
+    sdfunc = function(value) sqrt(1^2 + value^2 * 0.07^2),
+    n = 1)[[1]]
+})
+
+# \dontrun{
+# Evaluate using mmkin and saem
+f_mmkin_dfop_sfo <- mmkin(list(dfop_sfo), ds_syn_dfop_sfo,
+  quiet = TRUE, error_model = "tc", cores = 5)
+f_saem_dfop_sfo <- saem(f_mmkin_dfop_sfo)
+#>  
+#> Error in rxModelVars_(obj): Not compatible with STRSXP: [type=NULL].
+summary(f_saem_dfop_sfo, data = TRUE)
+#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'f_saem_dfop_sfo' not found
+# }
+
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
    - - + + diff --git a/docs/dev/reference/tffm0.html b/docs/dev/reference/tffm0.html index c7b5b6de..8988b5a2 100644 --- a/docs/dev/reference/tffm0.html +++ b/docs/dev/reference/tffm0.html @@ -1,46 +1,5 @@ - - - - - - - -Transform formation fractions as in the first published mkin version — tffm0 • mkin - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -Transform formation fractions as in the first published mkin version — tffm0 • mkin - - - - - - - - - - - - - + + -
    -
    - -
    - -
    +

    Transform formation fractions as in the first published mkin version

    - Source: R/tffm0.R + Source: R/tffm0.R

    The transformed fractions can be restricted between 0 and 1 in model optimisations. Therefore this transformation was used originally in mkin. It -was later replaced by the ilr transformation because the ilr transformed +was later replaced by the ilr transformation because the ilr transformed fractions can assumed to follow normal distribution. As the ilr -transformation is not available in RxODE and can therefore not be used in +transformation is not available in RxODE and can therefore not be used in the nlmixr modelling language, this transformation is currently used for translating mkin models with formation fractions to more than one target -compartment for fitting with nlmixr in nlmixr_model. However, +compartment for fitting with nlmixr in nlmixr_model. However, this implementation cannot be used there, as it is not accessible from RxODE.

    - 
    tffm0(ff)
-
-invtffm0(ff_trans)
    - -

    Arguments

    - - - - - - - - - - -
    ff

    Vector of untransformed formation fractions. The sum -must be smaller or equal to one

    ff_trans

    Vector of transformed formation fractions that can be -restricted to the interval from 0 to 1

    - -

    Value

    - -

    A vector of the transformed formation fractions

    -

    A vector of backtransformed formation fractions for natural use in degradation models

    - -

    Examples

    - 
    ff_example <- c(
-  0.10983681, 0.09035905, 0.08399383
-)
-ff_example_trans <- tffm0(ff_example)
-invtffm0(ff_example_trans)
-
    #> [1] 0.10983681 0.09035905 0.08399383
    +
    + 
    tffm0(ff)
+
+invtffm0(ff_trans)
    +
    + +
    +

    Arguments

    +
    ff
    +

    Vector of untransformed formation fractions. The sum +must be smaller or equal to one

    +
    ff_trans
    +

    Vector of transformed formation fractions that can be +restricted to the interval from 0 to 1

    +
    +
    +

    Value

    +

    A vector of the transformed formation fractions +A vector of backtransformed formation fractions for natural use in degradation models

    +
    + +
    +

    Examples

    + 
    ff_example <- c(
+  0.10983681, 0.09035905, 0.08399383
+)
+ff_example_trans <- tffm0(ff_example)
+invtffm0(ff_example_trans)
+#> [1] 0.10983681 0.09035905 0.08399383
+
    +
    +
    -
    -
    -

    Developed by Johannes Ranke.

    +
    +

    Developed by Johannes Ranke.

    -

    Site built with pkgdown 1.6.1.

    +

    Site built with pkgdown 2.0.2.

    -
    -
    +
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