Compiled models article, reduce distractions

- Added a section with platform specific notes on getting compiled models to work to the compiled models article - Don't return empty SFORB parameter list from endpoints() if there is no SFORB model - Avoid warnings when using standardized = TRUE in plot.mmkin()
author: Johannes Ranke <jranke@uni-bremen.de> 2020-04-02 10:58:34 +0200
committer: Johannes Ranke <jranke@uni-bremen.de> 2020-04-03 10:53:07 +0200
commit: 47ba9ea512b82fb8b31da8ec5558f3c0952d86d4 (patch)
tree: 775b56488b5f040132d00a962c6f7f876ed15b7c
parent: 1d01aa6e40bdb3e338638b9239153cf82713d634 (diff)
16 files changed, 674 insertions, 351 deletions
diff --git a/NEWS.md b/NEWS.md
index 8fe50754..a2258e77 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,4 +1,12 @@
-# mkin 0.9.49.9 (unreleased)
+# mkin 0.9.49.10 (unreleased)
+
+- 'endpoints': Don't return the SFORB list component if it's empty. This reduces distraction and complies with the documentation
+
+- Article in compiled models: Add some platform specific code and suppress warnings about zero values being removed from the FOCUS D dataset
+
+- 'plot.mmkin': Add the argument 'standardized' to avoid warnings that occurred when it was passed as part of the additional arguments captured by the dots (...)
+
+# mkin 0.9.49.9 (2020-03-31)
 
 - 'mkinmod': Use pkgbuild::has_compiler instead of Sys.which('gcc'), as the latter will often fail even if Rtools are installed
 
diff --git a/R/endpoints.R b/R/endpoints.R
index 14beadea..f7ee483a 100644
--- a/R/endpoints.R
+++ b/R/endpoints.R
@@ -1,12 +1,12 @@
 #' Function to calculate endpoints for further use from kinetic models fitted
 #' with mkinfit
-#' 
+#'
 #' This function calculates DT50 and DT90 values as well as formation fractions
 #' from kinetic models fitted with mkinfit. If the SFORB model was specified
 #' for one of the parents or metabolites, the Eigenvalues are returned. These
 #' are equivalent to the rate constantes of the DFOP model, but with the
 #' advantage that the SFORB model can also be used for metabolites.
-#' 
+#'
 #' @param fit An object of class \code{\link{mkinfit}}.
 #' @importFrom stats optimize
 #' @return A list with the components mentioned above.
@@ -14,10 +14,10 @@
 #' @author Johannes Ranke
 #' @keywords manip
 #' @examples
-#' 
+#'
 #'   fit <- mkinfit("FOMC", FOCUS_2006_C, quiet = TRUE)
-#'   endpoints(fit)  
-#' 
+#'   endpoints(fit)
+#'
 #' @export
 endpoints <- function(fit) {
   # Calculate dissipation times DT50 and DT90 and formation
@@ -29,8 +29,9 @@ endpoints <- function(fit) {
   parms.all <- c(fit$bparms.optim, fit$bparms.fixed)
   ep$ff <- vector()
   ep$SFORB <- vector()
-  ep$distimes <- data.frame(DT50 = rep(NA, length(obs_vars)),
-			    DT90 = rep(NA, length(obs_vars)),
+  ep$distimes <- data.frame(
+    DT50 = rep(NA, length(obs_vars)),
+    DT90 = rep(NA, length(obs_vars)),
     row.names = obs_vars)
   for (obs_var in obs_vars) {
     type = names(fit$mkinmod$map[[obs_var]])[1]
@@ -41,8 +42,8 @@ endpoints <- function(fit) {
       f_values = parms.all[f_names]
       f_to_sink = 1 - sum(f_values)
       names(f_to_sink) = ifelse(type == "SFORB",
-                              paste(obs_var, "free", "sink", sep = "_"),
-                              paste(obs_var, "sink", sep = "_"))
+        paste(obs_var, "free", "sink", sep = "_"),
+        paste(obs_var, "sink", sep = "_"))
       for (f_name in f_names) {
         ep$ff[[sub("f_", "", sub("_to_", "_", f_name))]] = f_values[[f_name]]
       }
@@ -195,5 +196,6 @@ endpoints <- function(fit) {
     }
     ep$distimes[obs_var, c("DT50", "DT90")] = c(DT50, DT90)
   }
+  if (length(ep$SFORB) == 0) ep$SFORB <- NULL
   return(ep)
 }
diff --git a/R/plot.mmkin.R b/R/plot.mmkin.R
index 182e74ca..15ea86eb 100644
--- a/R/plot.mmkin.R
+++ b/R/plot.mmkin.R
@@ -15,6 +15,9 @@
 #' @param resplot Should the residuals plotted against time, using
 #'   \code{\link{mkinresplot}}, or as squared residuals against predicted
 #'   values, with the error model, using \code{\link{mkinerrplot}}.
+#' @param standardized Should the residuals be standardized? This option
+#'   is passed to \code{\link{mkinresplot}}, it only takes effect if 
+#'   `resplot = "time"`.
 #' @param show_errmin Should the chi2 error level be shown on top of the plots
 #'   to the left?
 #' @param errmin_var The variable for which the FOCUS chi2 error value should
@@ -51,6 +54,7 @@
 #' @export
 plot.mmkin <- function(x, main = "auto", legends = 1,
                        resplot = c("time", "errmod"),
+                       standardized = FALSE,
                        show_errmin = TRUE,
                        errmin_var = "All data", errmin_digits = 3,
                        cex = 0.7, rel.height.middle = 0.9,
@@ -136,7 +140,7 @@ plot.mmkin <- function(x, main = "auto", legends = 1,
     }
 
     if (resplot == "time") {
-      mkinresplot(fit, legend = FALSE, ...)
+      mkinresplot(fit, legend = FALSE, standardized = standardized, ...)
     } else {
       mkinerrplot(fit, legend = FALSE, ...)
     }
diff --git a/docs/articles/web_only/compiled_models.html b/docs/articles/web_only/compiled_models.html
index 363f0c38..6daabd5e 100644
--- a/docs/articles/web_only/compiled_models.html
+++ b/docs/articles/web_only/compiled_models.html
@@ -31,7 +31,7 @@
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../../index.html">mkin</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.9.49.6</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.9.49.9</span>
       </span>
     </div>
 
@@ -90,7 +90,7 @@
       <h1>Performance benefit by using compiled model definitions in mkin</h1>
                         <h4 class="author">Johannes Ranke</h4>
             
-            <h4 class="date">2019-11-01</h4>
+            <h4 class="date">2020-04-02</h4>
       
       
       <div class="hidden name"><code>compiled_models.Rmd</code></div>
@@ -99,75 +99,49 @@
 
     
     
-<div id="model-that-can-also-be-solved-with-eigenvalues" class="section level2">
+<div id="how-to-benefit-from-compiled-models" class="section level2">
 <h2 class="hasAnchor">
-<a href="#model-that-can-also-be-solved-with-eigenvalues" class="anchor"></a>Model that can also be solved with Eigenvalues</h2>
-<p>This evaluation is taken from the example section of mkinfit. When using an mkin version equal to or greater than 0.9-36 and a C compiler (gcc) is available, you will see a message that the model is being compiled from autogenerated C code when defining a model using mkinmod. The <code><a href="../../reference/mkinmod.html">mkinmod()</a></code> function checks for presence of the gcc compiler using</p>
-<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" title="1"><span class="kw"><a href="https://rdrr.io/r/base/Sys.which.html">Sys.which</a></span>(<span class="st">"gcc"</span>)</a></code></pre></div>
-<pre><code>##            gcc 
-## "/usr/bin/gcc"</code></pre>
+<a href="#how-to-benefit-from-compiled-models" class="anchor"></a>How to benefit from compiled models</h2>
+<p>When using an mkin version equal to or greater than 0.9-36 and a C compiler is available, you will see a message that the model is being compiled from autogenerated C code when defining a model using mkinmod. Starting from version 0.9.49.9, the <code><a href="../../reference/mkinmod.html">mkinmod()</a></code> function checks for presence of a compiler using</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" title="1">pkgbuild<span class="op">::</span><span class="kw"><a href="https://rdrr.io/pkg/pkgbuild/man/has_compiler.html">has_compiler</a></span>()</a></code></pre></div>
+<p>In previous versions, it used <code><a href="https://rdrr.io/r/base/Sys.which.html">Sys.which("gcc")</a></code> for this check.</p>
+<p>On Linux, you need to have the essential build tools like make and gcc or clang installed. On Debian based linux distributions, these will be pulled in by installing the build-essential package.</p>
+<p>On MacOS, which I do not use personally, I have had reports that a compiler is available by default.</p>
+<p>On Windows, you need to install Rtools and have the path to its bin directory in your PATH variable. You do not need to modify the PATH variable when installing Rtools. Instead, I would recommend to put the line</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" title="1"><span class="kw"><a href="https://rdrr.io/r/base/Sys.setenv.html">Sys.setenv</a></span>(<span class="dt">PATH =</span> <span class="kw"><a href="https://rdrr.io/r/base/paste.html">paste</a></span>(<span class="st">"C:/Rtools/bin"</span>, <span class="kw"><a href="https://rdrr.io/r/base/Sys.getenv.html">Sys.getenv</a></span>(<span class="st">"PATH"</span>), <span class="dt">sep=</span><span class="st">";"</span>))</a></code></pre></div>
+<p>into your .Rprofile startup file. This is just a text file with some R code that is executed when your R session starts. It has to be named .Rprofile and has to be located in your home directory, which will generally be your Documents folder. You can check the location of the home directory used by R by issuing</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" title="1"><span class="kw"><a href="https://rdrr.io/r/base/Sys.getenv.html">Sys.getenv</a></span>(<span class="st">"HOME"</span>)</a></code></pre></div>
+</div>
+<div id="comparison-with-eigenvalue-based-solutions" class="section level2">
+<h2 class="hasAnchor">
+<a href="#comparison-with-eigenvalue-based-solutions" class="anchor"></a>Comparison with Eigenvalue based solutions</h2>
 <p>First, we build a simple degradation model for a parent compound with one metabolite.</p>
-<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" title="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="st">"mkin"</span>, <span class="dt">quietly =</span> <span class="ot">TRUE</span>)</a>
-<a class="sourceLine" id="cb3-2" title="2">SFO_SFO &lt;-<span class="st"> </span><span class="kw"><a href="../../reference/mkinmod.html">mkinmod</a></span>(</a>
-<a class="sourceLine" id="cb3-3" title="3">  <span class="dt">parent =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>(<span class="st">"SFO"</span>, <span class="st">"m1"</span>),</a>
-<a class="sourceLine" id="cb3-4" title="4">  <span class="dt">m1 =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>(<span class="st">"SFO"</span>))</a></code></pre></div>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" title="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="st">"mkin"</span>, <span class="dt">quietly =</span> <span class="ot">TRUE</span>)</a>
+<a class="sourceLine" id="cb4-2" title="2">SFO_SFO &lt;-<span class="st"> </span><span class="kw"><a href="../../reference/mkinmod.html">mkinmod</a></span>(</a>
+<a class="sourceLine" id="cb4-3" title="3">  <span class="dt">parent =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>(<span class="st">"SFO"</span>, <span class="st">"m1"</span>),</a>
+<a class="sourceLine" id="cb4-4" title="4">  <span class="dt">m1 =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>(<span class="st">"SFO"</span>))</a></code></pre></div>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<p>We can compare the performance of the Eigenvalue based solution against the compiled version and the R implementation of the differential equations using the benchmark package.</p>
-<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" title="1"><span class="cf">if</span> (<span class="kw"><a href="https://rdrr.io/r/base/library.html">require</a></span>(rbenchmark)) {</a>
-<a class="sourceLine" id="cb5-2" title="2">  b<span class="fl">.1</span> &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/rbenchmark/man/benchmark.html">benchmark</a></span>(</a>
-<a class="sourceLine" id="cb5-3" title="3">    <span class="st">"deSolve, not compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(SFO_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
-<a class="sourceLine" id="cb5-4" title="4">                                      <span class="dt">solution_type =</span> <span class="st">"deSolve"</span>,</a>
-<a class="sourceLine" id="cb5-5" title="5">                                      <span class="dt">use_compiled =</span> <span class="ot">FALSE</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
-<a class="sourceLine" id="cb5-6" title="6">    <span class="st">"Eigenvalue based"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(SFO_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
-<a class="sourceLine" id="cb5-7" title="7">                                 <span class="dt">solution_type =</span> <span class="st">"eigen"</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
-<a class="sourceLine" id="cb5-8" title="8">    <span class="st">"deSolve, compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(SFO_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
-<a class="sourceLine" id="cb5-9" title="9">                                  <span class="dt">solution_type =</span> <span class="st">"deSolve"</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
-<a class="sourceLine" id="cb5-10" title="10">    <span class="dt">replications =</span> <span class="dv">3</span>)</a>
-<a class="sourceLine" id="cb5-11" title="11">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(b<span class="fl">.1</span>)</a>
-<a class="sourceLine" id="cb5-12" title="12">  factor_SFO_SFO &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/Round.html">round</a></span>(b<span class="fl">.1</span>[<span class="st">"1"</span>, <span class="st">"relative"</span>])</a>
-<a class="sourceLine" id="cb5-13" title="13">} <span class="cf">else</span> {</a>
-<a class="sourceLine" id="cb5-14" title="14">  factor_SFO_SFO &lt;-<span class="st"> </span><span class="ot">NA</span></a>
-<a class="sourceLine" id="cb5-15" title="15">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(<span class="st">"R package rbenchmark is not available"</span>)</a>
-<a class="sourceLine" id="cb5-16" title="16">}</a></code></pre></div>
-<pre><code>## Lade nötiges Paket: rbenchmark</code></pre>
-<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve",
-## use_compiled = FALSE, : Observations with value of zero were removed from
-## the data</code></pre>
-<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "eigen", quiet =
-## TRUE): Observations with value of zero were removed from the data</code></pre>
-<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve", quiet
-## = TRUE): Observations with value of zero were removed from the data</code></pre>
-<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve",
-## use_compiled = FALSE, : Observations with value of zero were removed from
-## the data
-
-## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve",
-## use_compiled = FALSE, : Observations with value of zero were removed from
-## the data
-
-## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve",
-## use_compiled = FALSE, : Observations with value of zero were removed from
-## the data</code></pre>
-<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "eigen", quiet =
-## TRUE): Observations with value of zero were removed from the data
-
-## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "eigen", quiet =
-## TRUE): Observations with value of zero were removed from the data
-
-## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "eigen", quiet =
-## TRUE): Observations with value of zero were removed from the data</code></pre>
-<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve", quiet
-## = TRUE): Observations with value of zero were removed from the data
-
-## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve", quiet
-## = TRUE): Observations with value of zero were removed from the data
-
-## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, solution_type = "deSolve", quiet
-## = TRUE): Observations with value of zero were removed from the data</code></pre>
+<p>We can compare the performance of the Eigenvalue based solution against the compiled version and the R implementation of the differential equations using the benchmark package. In the output of below code, the warnings about zero being removed from the FOCUS D dataset are suppressed.</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" title="1"><span class="cf">if</span> (<span class="kw"><a href="https://rdrr.io/r/base/library.html">require</a></span>(rbenchmark)) {</a>
+<a class="sourceLine" id="cb6-2" title="2">  b<span class="fl">.1</span> &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/rbenchmark/man/benchmark.html">benchmark</a></span>(</a>
+<a class="sourceLine" id="cb6-3" title="3">    <span class="st">"deSolve, not compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(SFO_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
+<a class="sourceLine" id="cb6-4" title="4">                                      <span class="dt">solution_type =</span> <span class="st">"deSolve"</span>,</a>
+<a class="sourceLine" id="cb6-5" title="5">                                      <span class="dt">use_compiled =</span> <span class="ot">FALSE</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
+<a class="sourceLine" id="cb6-6" title="6">    <span class="st">"Eigenvalue based"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(SFO_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
+<a class="sourceLine" id="cb6-7" title="7">                                 <span class="dt">solution_type =</span> <span class="st">"eigen"</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
+<a class="sourceLine" id="cb6-8" title="8">    <span class="st">"deSolve, compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(SFO_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
+<a class="sourceLine" id="cb6-9" title="9">                                  <span class="dt">solution_type =</span> <span class="st">"deSolve"</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
+<a class="sourceLine" id="cb6-10" title="10">    <span class="dt">replications =</span> <span class="dv">3</span>)</a>
+<a class="sourceLine" id="cb6-11" title="11">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(b<span class="fl">.1</span>)</a>
+<a class="sourceLine" id="cb6-12" title="12">  factor_SFO_SFO &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/Round.html">round</a></span>(b<span class="fl">.1</span>[<span class="st">"1"</span>, <span class="st">"relative"</span>])</a>
+<a class="sourceLine" id="cb6-13" title="13">} <span class="cf">else</span> {</a>
+<a class="sourceLine" id="cb6-14" title="14">  factor_SFO_SFO &lt;-<span class="st"> </span><span class="ot">NA</span></a>
+<a class="sourceLine" id="cb6-15" title="15">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(<span class="st">"R package rbenchmark is not available"</span>)</a>
+<a class="sourceLine" id="cb6-16" title="16">}</a></code></pre></div>
 <pre><code>##                    test replications elapsed relative user.self sys.self
-## 3     deSolve, compiled            3   3.143    1.000     3.142        0
-## 1 deSolve, not compiled            3  29.169    9.281    29.154        0
-## 2      Eigenvalue based            3   4.358    1.387     4.356        0
+## 3     deSolve, compiled            3   3.239    1.000     3.237        0
+## 1 deSolve, not compiled            3  29.758    9.187    29.739        0
+## 2      Eigenvalue based            3   4.558    1.407     4.554        0
 ##   user.child sys.child
 ## 3          0         0
 ## 1          0         0
@@ -178,52 +152,32 @@
 <h2 class="hasAnchor">
 <a href="#model-that-can-not-be-solved-with-eigenvalues" class="anchor"></a>Model that can not be solved with Eigenvalues</h2>
 <p>This evaluation is also taken from the example section of mkinfit.</p>
-<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb14-1" title="1"><span class="cf">if</span> (<span class="kw"><a href="https://rdrr.io/r/base/library.html">require</a></span>(rbenchmark)) {</a>
-<a class="sourceLine" id="cb14-2" title="2">  FOMC_SFO &lt;-<span class="st"> </span><span class="kw"><a href="../../reference/mkinmod.html">mkinmod</a></span>(</a>
-<a class="sourceLine" id="cb14-3" title="3">    <span class="dt">parent =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>(<span class="st">"FOMC"</span>, <span class="st">"m1"</span>),</a>
-<a class="sourceLine" id="cb14-4" title="4">    <span class="dt">m1 =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>( <span class="st">"SFO"</span>))</a>
-<a class="sourceLine" id="cb14-5" title="5"></a>
-<a class="sourceLine" id="cb14-6" title="6">  b<span class="fl">.2</span> &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/rbenchmark/man/benchmark.html">benchmark</a></span>(</a>
-<a class="sourceLine" id="cb14-7" title="7">    <span class="st">"deSolve, not compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(FOMC_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
-<a class="sourceLine" id="cb14-8" title="8">                                      <span class="dt">use_compiled =</span> <span class="ot">FALSE</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
-<a class="sourceLine" id="cb14-9" title="9">    <span class="st">"deSolve, compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(FOMC_SFO, FOCUS_<span class="dv">2006</span>_D, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
-<a class="sourceLine" id="cb14-10" title="10">    <span class="dt">replications =</span> <span class="dv">3</span>)</a>
-<a class="sourceLine" id="cb14-11" title="11">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(b<span class="fl">.2</span>)</a>
-<a class="sourceLine" id="cb14-12" title="12">  factor_FOMC_SFO &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/Round.html">round</a></span>(b<span class="fl">.2</span>[<span class="st">"1"</span>, <span class="st">"relative"</span>])</a>
-<a class="sourceLine" id="cb14-13" title="13">} <span class="cf">else</span> {</a>
-<a class="sourceLine" id="cb14-14" title="14">  factor_FOMC_SFO &lt;-<span class="st"> </span><span class="ot">NA</span></a>
-<a class="sourceLine" id="cb14-15" title="15">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(<span class="st">"R package benchmark is not available"</span>)</a>
-<a class="sourceLine" id="cb14-16" title="16">}</a></code></pre></div>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" title="1"><span class="cf">if</span> (<span class="kw"><a href="https://rdrr.io/r/base/library.html">require</a></span>(rbenchmark)) {</a>
+<a class="sourceLine" id="cb8-2" title="2">  FOMC_SFO &lt;-<span class="st"> </span><span class="kw"><a href="../../reference/mkinmod.html">mkinmod</a></span>(</a>
+<a class="sourceLine" id="cb8-3" title="3">    <span class="dt">parent =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>(<span class="st">"FOMC"</span>, <span class="st">"m1"</span>),</a>
+<a class="sourceLine" id="cb8-4" title="4">    <span class="dt">m1 =</span> <span class="kw"><a href="../../reference/mkinsub.html">mkinsub</a></span>( <span class="st">"SFO"</span>))</a>
+<a class="sourceLine" id="cb8-5" title="5"></a>
+<a class="sourceLine" id="cb8-6" title="6">  b<span class="fl">.2</span> &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/rbenchmark/man/benchmark.html">benchmark</a></span>(</a>
+<a class="sourceLine" id="cb8-7" title="7">    <span class="st">"deSolve, not compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(FOMC_SFO, FOCUS_<span class="dv">2006</span>_D,</a>
+<a class="sourceLine" id="cb8-8" title="8">                                      <span class="dt">use_compiled =</span> <span class="ot">FALSE</span>, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
+<a class="sourceLine" id="cb8-9" title="9">    <span class="st">"deSolve, compiled"</span> =<span class="st"> </span><span class="kw"><a href="../../reference/mkinfit.html">mkinfit</a></span>(FOMC_SFO, FOCUS_<span class="dv">2006</span>_D, <span class="dt">quiet =</span> <span class="ot">TRUE</span>),</a>
+<a class="sourceLine" id="cb8-10" title="10">    <span class="dt">replications =</span> <span class="dv">3</span>)</a>
+<a class="sourceLine" id="cb8-11" title="11">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(b<span class="fl">.2</span>)</a>
+<a class="sourceLine" id="cb8-12" title="12">  factor_FOMC_SFO &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/Round.html">round</a></span>(b<span class="fl">.2</span>[<span class="st">"1"</span>, <span class="st">"relative"</span>])</a>
+<a class="sourceLine" id="cb8-13" title="13">} <span class="cf">else</span> {</a>
+<a class="sourceLine" id="cb8-14" title="14">  factor_FOMC_SFO &lt;-<span class="st"> </span><span class="ot">NA</span></a>
+<a class="sourceLine" id="cb8-15" title="15">  <span class="kw"><a href="https://rdrr.io/r/base/print.html">print</a></span>(<span class="st">"R package benchmark is not available"</span>)</a>
+<a class="sourceLine" id="cb8-16" title="16">}</a></code></pre></div>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre><code>## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, use_compiled = FALSE, quiet =
-## TRUE): Observations with value of zero were removed from the data</code></pre>
-<pre><code>## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, quiet = TRUE): Observations with
-## value of zero were removed from the data</code></pre>
-<pre><code>## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, use_compiled = FALSE, quiet =
-## TRUE): Observations with value of zero were removed from the data
-
-## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, use_compiled = FALSE, quiet =
-## TRUE): Observations with value of zero were removed from the data
-
-## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, use_compiled = FALSE, quiet =
-## TRUE): Observations with value of zero were removed from the data</code></pre>
-<pre><code>## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, quiet = TRUE): Observations with
-## value of zero were removed from the data
-
-## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, quiet = TRUE): Observations with
-## value of zero were removed from the data
-
-## Warning in mkinfit(FOMC_SFO, FOCUS_2006_D, quiet = TRUE): Observations with
-## value of zero were removed from the data</code></pre>
 <pre><code>##                    test replications elapsed relative user.self sys.self
-## 2     deSolve, compiled            3   4.840    1.000     4.837        0
-## 1 deSolve, not compiled            3  54.338   11.227    54.309        0
+## 2     deSolve, compiled            3   4.984    1.000     4.981    0.000
+## 1 deSolve, not compiled            3  55.358   11.107    55.326    0.003
 ##   user.child sys.child
 ## 2          0         0
 ## 1          0         0</code></pre>
 <p>Here we get a performance benefit of a factor of 11 using the version of the differential equation model compiled from C code!</p>
-<p>This vignette was built with mkin 0.9.49.6 on</p>
-<pre><code>## R version 3.6.1 (2019-07-05)
+<p>This vignette was built with mkin 0.9.49.9 on</p>
+<pre><code>## R version 3.6.3 (2020-02-29)
 ## Platform: x86_64-pc-linux-gnu (64-bit)
 ## Running under: Debian GNU/Linux 10 (buster)</code></pre>
 <pre><code>## CPU model: AMD Ryzen 7 1700 Eight-Core Processor</code></pre>
@@ -236,7 +190,8 @@
       <h2 class="hasAnchor">
 <a href="#tocnav" class="anchor"></a>Contents</h2>
       <ul class="nav nav-pills nav-stacked">
-<li><a href="#model-that-can-also-be-solved-with-eigenvalues">Model that can also be solved with Eigenvalues</a></li>
+<li><a href="#how-to-benefit-from-compiled-models">How to benefit from compiled models</a></li>
+      <li><a href="#comparison-with-eigenvalue-based-solutions">Comparison with Eigenvalue based solutions</a></li>
       <li><a href="#model-that-can-not-be-solved-with-eigenvalues">Model that can not be solved with Eigenvalues</a></li>
       </ul>
 </div>
diff --git a/docs/news/index.html b/docs/news/index.html
index c2b5865f..fc9a0765 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -129,9 +129,19 @@
       
     </div>
 
-    <div id="mkin-0-9-49-9-unreleased" class="section level1">
+    <div id="mkin-0-9-49-10-unreleased" class="section level1">
 <h1 class="page-header">
-<a href="#mkin-0-9-49-9-unreleased" class="anchor"></a>mkin 0.9.49.9 (unreleased)<small> Unreleased </small>
+<a href="#mkin-0-9-49-10-unreleased" class="anchor"></a>mkin 0.9.49.10 (unreleased)<small> Unreleased </small>
+</h1>
+<ul>
+<li><p>‘endpoints’: Don’t return the SFORB list component if it’s empty. This reduces distraction and complies with the documentation</p></li>
+<li><p>Article in compiled models: Add some platform specific code and suppress warnings about zero values being removed from the FOCUS D dataset</p></li>
+<li><p>‘plot.mmkin’: Add the argument ‘standardized’ to avoid warnings that occurred when it was passed as part of the additional arguments captured by the dots (…)</p></li>
+</ul>
+</div>
+    <div id="mkin-0-9-49-9-2020-03-31" class="section level1">
+<h1 class="page-header">
+<a href="#mkin-0-9-49-9-2020-03-31" class="anchor"></a>mkin 0.9.49.9 (2020-03-31)<small> 2020-03-31 </small>
 </h1>
 <ul>
 <li><p>‘mkinmod’: Use pkgbuild::has_compiler instead of Sys.which(‘gcc’), as the latter will often fail even if Rtools are installed</p></li>
@@ -756,7 +766,8 @@
     <div id="tocnav">
       <h2>Contents</h2>
       <ul class="nav nav-pills nav-stacked">
-        <li><a href="#mkin-0-9-49-9-unreleased">0.9.49.9</a></li>
+        <li><a href="#mkin-0-9-49-10-unreleased">0.9.49.10</a></li>
+        <li><a href="#mkin-0-9-49-9-2020-03-31">0.9.49.9</a></li>
         <li><a href="#mkin-0-9-49-8-2020-01-09">0.9.49.8</a></li>
         <li><a href="#mkin-0-9-49-7-2019-11-01">0.9.49.7</a></li>
         <li><a href="#mkin-0-9-49-6-2019-10-31">0.9.49.6</a></li>
diff --git a/docs/reference/endpoints.html b/docs/reference/endpoints.html
index e81bdbb5..f201294d 100644
--- a/docs/reference/endpoints.html
+++ b/docs/reference/endpoints.html
@@ -75,7 +75,7 @@ advantage that the SFORB model can also be used for metabolites." />
       </button>
       <span class="navbar-brand">
         <a class="navbar-link" href="../index.html">mkin</a>
-        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.9.49.6</span>
+        <span class="version label label-default" data-toggle="tooltip" data-placement="bottom" title="Released version">0.9.49.9</span>
       </span>
     </div>
 
@@ -171,9 +171,6 @@ advantage that the SFORB model can also be used for metabolites.</p>
   <span class='fu'>endpoints</span>(<span class='no'>fit</span>)</div><div class='output co'>#&gt; $ff
 #&gt; logical(0)
 #&gt; 
-#&gt; $SFORB
-#&gt; logical(0)
-#&gt; 
 #&gt; $distimes
 #&gt;            DT50    DT90 DT50back
 #&gt; parent 1.785233 15.1479 4.559973
diff --git a/docs/reference/plot.mmkin.html b/docs/reference/plot.mmkin.html
index 9d41b4c1..be60f228 100644
--- a/docs/reference/plot.mmkin.html
+++ b/docs/reference/plot.mmkin.html
@@ -149,6 +149,7 @@ the fit of at least one model to the same dataset is shown.</p>
   <span class='kw'>main</span> <span class='kw'>=</span> <span class='st'>"auto"</span>,
   <span class='kw'>legends</span> <span class='kw'>=</span> <span class='fl'>1</span>,
   <span class='kw'>resplot</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='st'>"time"</span>, <span class='st'>"errmod"</span>),
+  <span class='kw'>standardized</span> <span class='kw'>=</span> <span class='fl'>FALSE</span>,
   <span class='kw'>show_errmin</span> <span class='kw'>=</span> <span class='fl'>TRUE</span>,
   <span class='kw'>errmin_var</span> <span class='kw'>=</span> <span class='st'>"All data"</span>,
   <span class='kw'>errmin_digits</span> <span class='kw'>=</span> <span class='fl'>3</span>,
@@ -181,6 +182,12 @@ column.</p></td>
 values, with the error model, using <code><a href='mkinerrplot.html'>mkinerrplot</a></code>.</p></td>
     </tr>
     <tr>
+      <th>standardized</th>
+      <td><p>Should the residuals be standardized? This option
+is passed to <code><a href='mkinresplot.html'>mkinresplot</a></code>, it only takes effect if 
+`resplot = "time"`.</p></td>
+    </tr>
+    <tr>
       <th>show_errmin</th>
       <td><p>Should the chi2 error level be shown on top of the plots
 to the left?</p></td>
diff --git a/man/endpoints.Rd b/man/endpoints.Rd
index 13182369..be180737 100644
--- a/man/endpoints.Rd
+++ b/man/endpoints.Rd
@@ -26,7 +26,7 @@ The function is used internally by \code{\link{summary.mkinfit}}.
 \examples{
 
   fit <- mkinfit("FOMC", FOCUS_2006_C, quiet = TRUE)
-  endpoints(fit)  
+  endpoints(fit)
 
 }
 \author{
diff --git a/man/plot.mmkin.Rd b/man/plot.mmkin.Rd
index f14e0362..982e8db6 100644
--- a/man/plot.mmkin.Rd
+++ b/man/plot.mmkin.Rd
@@ -10,6 +10,7 @@ of an mmkin object}
   main = "auto",
   legends = 1,
   resplot = c("time", "errmod"),
+  standardized = FALSE,
   show_errmin = TRUE,
   errmin_var = "All data",
   errmin_digits = 3,
@@ -31,6 +32,10 @@ column.}
 \code{\link{mkinresplot}}, or as squared residuals against predicted
 values, with the error model, using \code{\link{mkinerrplot}}.}
 
+\item{standardized}{Should the residuals be standardized? This option
+is passed to \code{\link{mkinresplot}}, it only takes effect if 
+`resplot = "time"`.}
+
 \item{show_errmin}{Should the chi2 error level be shown on top of the plots
 to the left?}
 
diff --git a/test.log b/test.log
index 77130814..84b13a10 100644
--- a/test.log
+++ b/test.log
@@ -2,35 +2,35 @@ Loading mkin
 Testing mkin
 ✔ |  OK F W S | Context
 ✔ |   2       | Export dataset for reading into CAKE
-✔ |  13       | Results for FOCUS D established in expertise for UBA (Ranke 2014) [3.7 s]
-✔ |   4       | Calculation of FOCUS chi2 error levels [2.3 s]
-✔ |   4       | Fitting the SFORB model [1.8 s]
+✔ |  13       | Results for FOCUS D established in expertise for UBA (Ranke 2014) [3.5 s]
+✔ |   4       | Calculation of FOCUS chi2 error levels [2.2 s]
+✔ |   4       | Fitting the SFORB model [1.7 s]
 ✔ |   5       | Calculation of Akaike weights
-✔ |  10       | Confidence intervals and p-values [10.7 s]
-✔ |  14       | Error model fitting [42.8 s]
-✔ |   6       | Test fitting the decline of metabolites from their maximum [0.8 s]
-✔ |   1       | Fitting the logistic model [1.0 s]
+✔ |  10       | Confidence intervals and p-values [9.6 s]
+✔ |  14       | Error model fitting [38.4 s]
+✔ |   6       | Test fitting the decline of metabolites from their maximum [0.7 s]
+✔ |   1       | Fitting the logistic model [0.9 s]
 ✔ |   1       | Test dataset class mkinds used in gmkin
-✔ |  12       | Special cases of mkinfit calls [2.5 s]
+✔ |  12       | Special cases of mkinfit calls [2.2 s]
 ✔ |   9       | mkinmod model generation and printing [0.2 s]
-✔ |   3       | Model predictions with mkinpredict [0.4 s]
-✔ |  16       | Evaluations according to 2015 NAFTA guidance [4.4 s]
-✔ |   4       | Calculation of maximum time weighted average concentrations (TWAs) [2.3 s]
+✔ |   3       | Model predictions with mkinpredict [0.3 s]
+✔ |  16       | Evaluations according to 2015 NAFTA guidance [4.2 s]
+✔ |   4       | Calculation of maximum time weighted average concentrations (TWAs) [2.2 s]
 ✔ |   3       | Summary
 ✔ |  11       | Plotting [0.6 s]
 ✔ |   4       | AIC calculation
 ✔ |   2       | Residuals extracted from mkinfit models
-✔ |   2       | Complex test case from Schaefer et al. (2007) Piacenza paper [5.7 s]
+✔ |   2       | Complex test case from Schaefer et al. (2007) Piacenza paper [5.3 s]
 ✔ |   1       | Summaries of old mkinfit objects
-✔ |   4       | Results for synthetic data established in expertise for UBA (Ranke 2014) [7.7 s]
-✔ |   7     1 | Hypothesis tests [35.7 s]
+✔ |   4       | Results for synthetic data established in expertise for UBA (Ranke 2014) [7.1 s]
+✔ |   7     1 | Hypothesis tests [32.5 s]
 ────────────────────────────────────────────────────────────────────────────────
 test_tests.R:60: skip: We can do a likelihood ratio test using an update specification
 Reason: This errors out if called by testthat while it works in a normal R session
 ────────────────────────────────────────────────────────────────────────────────
 
 ══ Results ═════════════════════════════════════════════════════════════════════
-Duration: 123.0 s
+Duration: 112.1 s
 
 OK:       138
 Failed:   0
diff --git a/tests/testthat/FOCUS_2006_D.csf b/tests/testthat/FOCUS_2006_D.csf
index a7f8edaf..fe5e481a 100644
--- a/tests/testthat/FOCUS_2006_D.csf
+++ b/tests/testthat/FOCUS_2006_D.csf
@@ -5,7 +5,7 @@ Description:
 MeasurementUnits: % AR
 TimeUnits: days
 Comments: Created using mkin::CAKE_export
-Date: 2020-03-31
+Date: 2020-04-01
 Optimiser: IRLS
 
 [Data]
diff --git a/vignettes/web_only/FOCUS_Z.R b/vignettes/web_only/FOCUS_Z.R
new file mode 100644
index 00000000..0c19794e
--- /dev/null
+++ b/vignettes/web_only/FOCUS_Z.R
@@ -0,0 +1,115 @@
+## ---- include = FALSE---------------------------------------------------------
+require(knitr)
+options(digits = 5)
+opts_chunk$set(engine='R', tidy = FALSE)
+
+## ---- echo = TRUE, fig = TRUE, fig.width = 8, fig.height = 7------------------
+library(mkin, quietly = TRUE)
+LOD = 0.5
+FOCUS_2006_Z = data.frame(
+  t = c(0, 0.04, 0.125, 0.29, 0.54, 1, 2, 3, 4, 7, 10, 14, 21,
+        42, 61, 96, 124),
+  Z0 = c(100, 81.7, 70.4, 51.1, 41.2, 6.6, 4.6, 3.9, 4.6, 4.3, 6.8,
+         2.9, 3.5, 5.3, 4.4, 1.2, 0.7),
+  Z1 = c(0, 18.3, 29.6, 46.3, 55.1, 65.7, 39.1, 36, 15.3, 5.6, 1.1,
+         1.6, 0.6, 0.5 * LOD, NA, NA, NA),
+  Z2 = c(0, NA, 0.5 * LOD, 2.6, 3.8, 15.3, 37.2, 31.7, 35.6, 14.5,
+         0.8, 2.1, 1.9, 0.5 * LOD, NA, NA, NA),
+  Z3 = c(0, NA, NA, NA, NA, 0.5 * LOD, 9.2, 13.1, 22.3, 28.4, 32.5,
+         25.2, 17.2, 4.8, 4.5, 2.8, 4.4))
+
+FOCUS_2006_Z_mkin <- mkin_wide_to_long(FOCUS_2006_Z)
+
+## ----FOCUS_2006_Z_fits_1, echo=TRUE, fig.height=6-----------------------------
+Z.2a <- mkinmod(Z0 = mkinsub("SFO", "Z1"),
+                Z1 = mkinsub("SFO"))
+m.Z.2a <- mkinfit(Z.2a, FOCUS_2006_Z_mkin, quiet = TRUE)
+plot_sep(m.Z.2a)
+summary(m.Z.2a, data = FALSE)$bpar
+
+## ----FOCUS_2006_Z_fits_2, echo=TRUE, fig.height=6-----------------------------
+Z.2a.ff <- mkinmod(Z0 = mkinsub("SFO", "Z1"),
+                   Z1 = mkinsub("SFO"),
+                   use_of_ff = "max")
+
+m.Z.2a.ff <- mkinfit(Z.2a.ff, FOCUS_2006_Z_mkin, quiet = TRUE)
+plot_sep(m.Z.2a.ff)
+summary(m.Z.2a.ff, data = FALSE)$bpar
+
+## ----FOCUS_2006_Z_fits_3, echo=TRUE, fig.height=6-----------------------------
+Z.3 <- mkinmod(Z0 = mkinsub("SFO", "Z1", sink = FALSE),
+               Z1 = mkinsub("SFO"), use_of_ff = "max")
+m.Z.3 <- mkinfit(Z.3, FOCUS_2006_Z_mkin, quiet = TRUE)
+plot_sep(m.Z.3)
+summary(m.Z.3, data = FALSE)$bpar
+
+## ----FOCUS_2006_Z_fits_5, echo=TRUE, fig.height=7-----------------------------
+Z.5 <- mkinmod(Z0 = mkinsub("SFO", "Z1", sink = FALSE),
+               Z1 = mkinsub("SFO", "Z2", sink = FALSE),
+               Z2 = mkinsub("SFO"), use_of_ff = "max")
+m.Z.5 <- mkinfit(Z.5, FOCUS_2006_Z_mkin, quiet = TRUE)
+plot_sep(m.Z.5)
+
+## ----FOCUS_2006_Z_fits_6, echo=TRUE, fig.height=8-----------------------------
+Z.FOCUS <- mkinmod(Z0 = mkinsub("SFO", "Z1", sink = FALSE),
+                   Z1 = mkinsub("SFO", "Z2", sink = FALSE),
+                   Z2 = mkinsub("SFO", "Z3"),
+                   Z3 = mkinsub("SFO"),
+                   use_of_ff = "max")
+m.Z.FOCUS <- mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin,
+                     parms.ini = m.Z.5$bparms.ode,
+                     quiet = TRUE)
+plot_sep(m.Z.FOCUS)
+summary(m.Z.FOCUS, data = FALSE)$bpar
+endpoints(m.Z.FOCUS)
+
+## ----FOCUS_2006_Z_fits_7, echo=TRUE, fig.height=8-----------------------------
+Z.mkin.1 <- mkinmod(Z0 = mkinsub("SFO", "Z1", sink = FALSE),
+                    Z1 = mkinsub("SFO", "Z2", sink = FALSE),
+                    Z2 = mkinsub("SFO", "Z3"),
+                    Z3 = mkinsub("SFORB"))
+m.Z.mkin.1 <- mkinfit(Z.mkin.1, FOCUS_2006_Z_mkin, quiet = TRUE)
+plot_sep(m.Z.mkin.1)
+summary(m.Z.mkin.1, data = FALSE)$cov.unscaled
+
+## ----FOCUS_2006_Z_fits_9, echo=TRUE, fig.height=8-----------------------------
+Z.mkin.3 <- mkinmod(Z0 = mkinsub("SFORB", "Z1", sink = FALSE),
+                    Z1 = mkinsub("SFO", "Z2", sink = FALSE),
+                    Z2 = mkinsub("SFO"))
+m.Z.mkin.3 <- mkinfit(Z.mkin.3, FOCUS_2006_Z_mkin, quiet = TRUE)
+plot_sep(m.Z.mkin.3)
+
+## ----FOCUS_2006_Z_fits_10, echo=TRUE, fig.height=8----------------------------
+Z.mkin.4 <- mkinmod(Z0 = mkinsub("SFORB", "Z1", sink = FALSE),
+                    Z1 = mkinsub("SFO", "Z2", sink = FALSE),
+                    Z2 = mkinsub("SFO", "Z3"),
+                    Z3 = mkinsub("SFO"))
+m.Z.mkin.4 <- mkinfit(Z.mkin.4, FOCUS_2006_Z_mkin,
+                      parms.ini = m.Z.mkin.3$bparms.ode,
+                      quiet = TRUE)
+plot_sep(m.Z.mkin.4)
+
+## ----FOCUS_2006_Z_fits_11, echo=TRUE, fig.height=8----------------------------
+Z.mkin.5 <- mkinmod(Z0 = mkinsub("SFORB", "Z1", sink = FALSE),
+                    Z1 = mkinsub("SFO", "Z2", sink = FALSE),
+                    Z2 = mkinsub("SFO", "Z3"),
+                    Z3 = mkinsub("SFORB"))
+m.Z.mkin.5 <- mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin,
+                      parms.ini = m.Z.mkin.4$bparms.ode[1:4],
+                      quiet = TRUE)
+plot_sep(m.Z.mkin.5)
+
+## ----FOCUS_2006_Z_fits_11a, echo=TRUE-----------------------------------------
+m.Z.mkin.5a <- mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin,
+                       parms.ini = c(m.Z.mkin.5$bparms.ode[1:7],
+                                     k_Z3_bound_free = 0),
+                       fixed_parms = "k_Z3_bound_free",
+                       quiet = TRUE)
+plot_sep(m.Z.mkin.5a)
+
+## ----FOCUS_2006_Z_fits_11b, echo=TRUE-----------------------------------------
+mkinparplot(m.Z.mkin.5a)
+
+## ----FOCUS_2006_Z_fits_11b_endpoints, echo=TRUE-------------------------------
+endpoints(m.Z.mkin.5a)
+
diff --git a/vignettes/web_only/FOCUS_Z.html b/vignettes/web_only/FOCUS_Z.html
index d7f0f88c..e8e6e2b4 100644
--- a/vignettes/web_only/FOCUS_Z.html
+++ b/vignettes/web_only/FOCUS_Z.html
@@ -1,17 +1,17 @@
 <!DOCTYPE html>
 
-<html xmlns="http://www.w3.org/1999/xhtml">
+<html>
 
 <head>
 
 <meta charset="utf-8" />
-<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="pandoc" />
+<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
 
 
 <meta name="author" content="Johannes Ranke" />
 
-<meta name="date" content="2018-09-14" />
+<meta name="date" content="2020-04-02" />
 
 <title>Example evaluation of FOCUS dataset Z</title>
 
@@ -69,8 +69,6 @@ overflow: auto;
 margin-left: 2%;
 position: fixed;
 border: 1px solid #ccc;
-webkit-border-radius: 6px;
-moz-border-radius: 6px;
 border-radius: 6px;
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@@ -98,10 +96,15 @@ font-size: 12px;
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 text-indent: 30px;
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-
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+text-indent: 50px;
+}
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+text-indent: 60px;
+}
 
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 margin: 0px;
@@ -504,13 +507,13 @@ float: none;
 
           item.append($("<a/>", {
 
-            "text": self.text()
+            "html": self.html()
 
           }));
 
         } else {
 
-          item.text(self.text());
+          item.html(self.html());
 
         }
 
@@ -1280,12 +1283,12 @@ window.initializeCodeFolding = function(show) {
   var currentIndex = 1;
 
   // select all R code blocks
-  var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan');
+  var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan, pre.julia');
   rCodeBlocks.each(function() {
 
     // create a collapsable div to wrap the code in
     var div = $('<div class="collapse r-code-collapse"></div>');
-    if (show)
+    if (show || $(this)[0].classList.contains('fold-show'))
       div.addClass('in');
     var id = 'rcode-643E0F36' + currentIndex++;
     div.attr('id', id);
@@ -1387,9 +1390,7 @@ h6 {
 </style>
 
 
-</head>
 
-<body>
 
 <style type="text/css">
 .main-container {
@@ -1403,66 +1404,86 @@ code {
 }
 img {
   max-width:100%;
-  height: auto;
 }
 .tabbed-pane {
   padding-top: 12px;
 }
+.html-widget {
+  margin-bottom: 20px;
+}
 button.code-folding-btn:focus {
   outline: none;
 }
+summary {
+  display: list-item;
+}
 </style>
 
 
 
-<div class="container-fluid main-container">
-
 <!-- tabsets -->
-<script>
-$(document).ready(function () {
-  window.buildTabsets("TOC");
-});
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-<!-- code folding -->
 <style type="text/css">
-.code-folding-btn { margin-bottom: 4px; }
-</style>
-<script>
-$(document).ready(function () {
-  window.initializeCodeFolding("show" === "show");
-});
-</script>
+.tabset-dropdown > .nav-tabs {
+  display: inline-table;
+  max-height: 500px;
+  min-height: 44px;
+  overflow-y: auto;
+  background: white;
+  border: 1px solid #ddd;
+  border-radius: 4px;
+}
 
+.tabset-dropdown > .nav-tabs > li.active:before {
+  content: "";
+  font-family: 'Glyphicons Halflings';
+  display: inline-block;
+  padding: 10px;
+  border-right: 1px solid #ddd;
+}
 
+.tabset-dropdown > .nav-tabs.nav-tabs-open > li.active:before {
+  content: "";
+  border: none;
+}
 
+.tabset-dropdown > .nav-tabs.nav-tabs-open:before {
+  content: "";
+  font-family: 'Glyphicons Halflings';
+  display: inline-block;
+  padding: 10px;
+  border-right: 1px solid #ddd;
+}
 
-<script>
-$(document).ready(function ()  {
+.tabset-dropdown > .nav-tabs > li.active {
+  display: block;
+}
 
-    // move toc-ignore selectors from section div to header
-    $('div.section.toc-ignore')
-        .removeClass('toc-ignore')
-        .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
+.tabset-dropdown > .nav-tabs > li > a,
+.tabset-dropdown > .nav-tabs > li > a:focus,
+.tabset-dropdown > .nav-tabs > li > a:hover {
+  border: none;
+  display: inline-block;
+  border-radius: 4px;
+  background-color: transparent;
+}
+
+.tabset-dropdown > .nav-tabs.nav-tabs-open > li {
+  display: block;
+  float: none;
+}
+
+.tabset-dropdown > .nav-tabs > li {
+  display: none;
+}
+</style>
+
+<!-- code folding -->
+<style type="text/css">
+.code-folding-btn { margin-bottom: 4px; }
+</style>
 
-    // establish options
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-      theme: "bootstrap3",
-      context: '.toc-content',
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 <style type="text/css">
 
@@ -1476,6 +1497,12 @@ $(document).ready(function ()  {
 }
 }
 
+@media print {
+.toc-content {
+  /* see https://github.com/w3c/csswg-drafts/issues/4434 */
+  float: right;
+}
+}
 
 .toc-content {
   padding-left: 30px;
@@ -1511,8 +1538,6 @@ div.tocify {
 
 .tocify-subheader .tocify-item {
   font-size: 0.90em;
-  padding-left: 25px;
-  text-indent: 0;
 }
 
 .tocify .list-group-item {
@@ -1522,6 +1547,16 @@ div.tocify {
 
 </style>
 
+
+
+</head>
+
+<body>
+
+
+<div class="container-fluid main-container">
+
+
 <!-- setup 3col/9col grid for toc_float and main content  -->
 <div class="row-fluid">
 <div class="col-xs-12 col-sm-4 col-md-3">
@@ -1547,8 +1582,8 @@ div.tocify {
 
 
 <h1 class="title toc-ignore">Example evaluation of FOCUS dataset Z</h1>
-<h4 class="author"><em>Johannes Ranke</em></h4>
-<h4 class="date"><em>2018-09-14</em></h4>
+<h4 class="author">Johannes Ranke</h4>
+<h4 class="date">2020-04-02</h4>
 
 </div>
 
@@ -1579,44 +1614,53 @@ FOCUS_2006_Z_mkin &lt;- mkin_wide_to_long(FOCUS_2006_Z)</code></pre>
 <pre class="r"><code>Z.2a &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;),
                 Z1 = mkinsub(&quot;SFO&quot;))</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre class="r"><code>m.Z.2a &lt;- mkinfit(Z.2a, FOCUS_2006_Z_mkin, quiet = TRUE)
-plot_sep(m.Z.2a)</code></pre>
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" /><!-- --></p>
+<pre class="r"><code>m.Z.2a &lt;- mkinfit(Z.2a, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.2a, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
+## value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.2a)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <pre class="r"><code>summary(m.Z.2a, data = FALSE)$bpar</code></pre>
-<pre><code>##             Estimate se_notrans    t value     Pr(&gt;t) Lower Upper
-## Z0_0      9.7015e+01   3.553140 2.7304e+01 1.6793e-21    NA    NA
-## k_Z0_sink 1.2790e-11   0.226895 5.6368e-11 5.0000e-01    NA    NA
-## k_Z0_Z1   2.2360e+00   0.165073 1.3546e+01 7.3938e-14    NA    NA
-## k_Z1_sink 4.8212e-01   0.065854 7.3212e+00 3.5520e-08    NA    NA</code></pre>
+<pre><code>##             Estimate se_notrans    t value     Pr(&gt;t)    Lower    Upper
+## Z0_0      9.7015e+01   3.394528 2.8580e+01 6.4978e-21 91.66556 102.3642
+## k_Z0_sink 1.6067e-10   0.225471 7.1261e-10 5.0000e-01  0.00000      Inf
+## k_Z0_Z1   2.2360e+00   0.159156 1.4049e+01 1.1405e-13  1.95303   2.5600
+## k_Z1_sink 4.8212e-01   0.065492 7.3616e+00 5.1697e-08  0.40341   0.5762
+## sigma     4.8041e+00   0.637651 7.5341e+00 3.4463e-08  3.52677   6.0815</code></pre>
 <p>As obvious from the parameter summary (the  component of the summary), the kinetic rate constant from parent compound Z to sink is very small and the t-test for this parameter suggests that it is not significantly different from zero. This suggests, in agreement with the analysis in the FOCUS kinetics report, to simplify the model by removing the pathway to sink.</p>
 <p>A similar result can be obtained when formation fractions are used in the model formulation:</p>
 <pre class="r"><code>Z.2a.ff &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;),
                    Z1 = mkinsub(&quot;SFO&quot;),
                    use_of_ff = &quot;max&quot;)</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre class="r"><code>m.Z.2a.ff &lt;- mkinfit(Z.2a.ff, FOCUS_2006_Z_mkin, quiet = TRUE)
-plot_sep(m.Z.2a.ff)</code></pre>
-<p><img 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" /><!-- --></p>
+<pre class="r"><code>m.Z.2a.ff &lt;- mkinfit(Z.2a.ff, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.2a.ff, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
+## value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.2a.ff)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <pre class="r"><code>summary(m.Z.2a.ff, data = FALSE)$bpar</code></pre>
-<pre><code>##            Estimate se_notrans t value     Pr(&gt;t) Lower Upper
-## Z0_0       97.01488   3.553145 27.3039 1.6793e-21    NA    NA
-## k_Z0        2.23601   0.216849 10.3114 3.6623e-11    NA    NA
-## k_Z1        0.48212   0.065854  7.3211 3.5520e-08    NA    NA
-## f_Z0_to_Z1  1.00000   0.101473  9.8548 9.7068e-11    NA    NA</code></pre>
+<pre><code>##            Estimate se_notrans t value     Pr(&gt;t)    Lower    Upper
+## Z0_0       97.01488   3.301084 29.3888 3.2971e-21 91.66556 102.3642
+## k_Z0        2.23601   0.207078 10.7979 3.3309e-11  1.95303   2.5600
+## k_Z1        0.48212   0.063265  7.6207 2.8155e-08  0.40341   0.5762
+## f_Z0_to_Z1  1.00000   0.094764 10.5525 5.3560e-11  0.00000   1.0000
+## sigma       4.80411   0.635638  7.5579 3.2592e-08  3.52677   6.0815</code></pre>
 <p>Here, the ilr transformed formation fraction fitted in the model takes a very large value, and the backtransformed formation fraction from parent Z to Z1 is practically unity. Here, the covariance matrix used for the calculation of confidence intervals is not returned as the model is overparameterised.</p>
 <p>A simplified model is obtained by removing the pathway to the sink. </p>
 <p>In the following, we use the parameterisation with formation fractions in order to be able to compare with the results in the FOCUS guidance, and as it makes it easier to use parameters obtained in a previous fit when adding a further metabolite.</p>
 <pre class="r"><code>Z.3 &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;, sink = FALSE),
                Z1 = mkinsub(&quot;SFO&quot;), use_of_ff = &quot;max&quot;)</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre class="r"><code>m.Z.3 &lt;- mkinfit(Z.3, FOCUS_2006_Z_mkin, quiet = TRUE)
-plot_sep(m.Z.3)</code></pre>
-<p><img 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" /><!-- --></p>
+<pre class="r"><code>m.Z.3 &lt;- mkinfit(Z.3, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.3, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
+## value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.3)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <pre class="r"><code>summary(m.Z.3, data = FALSE)$bpar</code></pre>
-<pre><code>##      Estimate se_notrans t value     Pr(&gt;t)    Lower   Upper
-## Z0_0 97.01488   2.681772  36.176 2.3636e-25 91.52152 102.508
-## k_Z0  2.23601   0.146861  15.225 2.2464e-15  1.95453   2.558
-## k_Z1  0.48212   0.042687  11.294 3.0686e-12  0.40216   0.578</code></pre>
+<pre><code>##       Estimate se_notrans t value     Pr(&gt;t)    Lower    Upper
+## Z0_0  97.01488   2.597342  37.352 2.0106e-24 91.67597 102.3538
+## k_Z0   2.23601   0.146904  15.221 9.1477e-15  1.95354   2.5593
+## k_Z1   0.48212   0.041727  11.554 4.8268e-12  0.40355   0.5760
+## sigma  4.80411   0.620208   7.746 1.6110e-08  3.52925   6.0790</code></pre>
 <p>As there is only one transformation product for Z0 and no pathway to sink, the formation fraction is internally fixed to unity.</p>
 </div>
 <div id="metabolites-z2-and-z3" class="section level1">
@@ -1626,9 +1670,11 @@ plot_sep(m.Z.3)</code></pre>
                Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                Z2 = mkinsub(&quot;SFO&quot;), use_of_ff = &quot;max&quot;)</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre class="r"><code>m.Z.5 &lt;- mkinfit(Z.5, FOCUS_2006_Z_mkin, quiet = TRUE)
-plot_sep(m.Z.5)</code></pre>
-<p><img 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" /><!-- --></p>
+<pre class="r"><code>m.Z.5 &lt;- mkinfit(Z.5, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.5, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
+## value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.5)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <p>Finally, metabolite Z3 is added to the model. We use the optimised differential equation parameter values from the previous fit in order to accelerate the optimization.</p>
 <pre class="r"><code>Z.FOCUS &lt;- mkinmod(Z0 = mkinsub(&quot;SFO&quot;, &quot;Z1&quot;, sink = FALSE),
                    Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
@@ -1639,32 +1685,30 @@ plot_sep(m.Z.5)</code></pre>
 <pre class="r"><code>m.Z.FOCUS &lt;- mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin,
                      parms.ini = m.Z.5$bparms.ode,
                      quiet = TRUE)</code></pre>
-<pre><code>## Warning in mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin, parms.ini = m.Z.5$bparms.ode, : Optimisation by method Port did not converge:
-## false convergence (8)</code></pre>
+<pre><code>## Warning in mkinfit(Z.FOCUS, FOCUS_2006_Z_mkin, parms.ini = m.Z.5$bparms.ode, :
+## Observations with value of zero were removed from the data</code></pre>
 <pre class="r"><code>plot_sep(m.Z.FOCUS)</code></pre>
-<p><img src="data:image/png;base64,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" 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" /><!-- --></p>
 <pre class="r"><code>summary(m.Z.FOCUS, data = FALSE)$bpar</code></pre>
 <pre><code>##             Estimate se_notrans t value     Pr(&gt;t)     Lower      Upper
-## Z0_0       96.837112   2.058861 47.0343 5.5877e-44 92.703779 100.970445
-## k_Z0        2.215368   0.118098 18.7587 7.6563e-25  1.990525   2.465609
-## k_Z1        0.478302   0.029289 16.3302 3.3408e-22  0.422977   0.540864
-## k_Z2        0.451617   0.044214 10.2144 3.1133e-14  0.371034   0.549702
-## k_Z3        0.058693   0.014296  4.1056 7.2924e-05  0.035994   0.095705
-## f_Z2_to_Z3  0.471516   0.057057  8.2639 2.8156e-11  0.360381   0.585548</code></pre>
+## Z0_0       96.838599   1.994271 48.5584 4.0281e-42 92.826628 100.850570
+## k_Z0        2.215405   0.118459 18.7019 1.0415e-23  1.989466   2.467003
+## k_Z1        0.478298   0.028257 16.9268 6.2399e-22  0.424701   0.538660
+## k_Z2        0.451618   0.042137 10.7177 1.6306e-14  0.374328   0.544866
+## k_Z3        0.058693   0.015246  3.8499 1.7803e-04  0.034805   0.098977
+## f_Z2_to_Z3  0.471509   0.058352  8.0804 9.6629e-11  0.357739   0.588318
+## sigma       3.984431   0.383402 10.3923 4.5575e-14  3.213126   4.755736</code></pre>
 <pre class="r"><code>endpoints(m.Z.FOCUS)</code></pre>
 <pre><code>## $ff
 ##   Z2_Z3 Z2_sink 
-## 0.47152 0.52848 
-## 
-## $SFORB
-## logical(0)
+## 0.47151 0.52849 
 ## 
 ## $distimes
 ##        DT50    DT90
 ## Z0  0.31288  1.0394
-## Z1  1.44918  4.8141
+## Z1  1.44919  4.8141
 ## Z2  1.53481  5.0985
-## Z3 11.80973 39.2311</code></pre>
+## Z3 11.80963 39.2308</code></pre>
 <p>This fit corresponds to the final result chosen in Appendix 7 of the FOCUS report. Confidence intervals returned by mkin are based on internally transformed parameters, however.</p>
 </div>
 <div id="using-the-sforb-model" class="section level1">
@@ -1676,9 +1720,11 @@ plot_sep(m.Z.5)</code></pre>
                     Z2 = mkinsub(&quot;SFO&quot;, &quot;Z3&quot;),
                     Z3 = mkinsub(&quot;SFORB&quot;))</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre class="r"><code>m.Z.mkin.1 &lt;- mkinfit(Z.mkin.1, FOCUS_2006_Z_mkin, quiet = TRUE)
-plot_sep(m.Z.mkin.1)</code></pre>
-<p><img 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" /><!-- --></p>
+<pre class="r"><code>m.Z.mkin.1 &lt;- mkinfit(Z.mkin.1, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.mkin.1, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
+## value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.mkin.1)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <pre class="r"><code>summary(m.Z.mkin.1, data = FALSE)$cov.unscaled</code></pre>
 <pre><code>## NULL</code></pre>
 <p>Therefore, a further stepwise model building is performed starting from the stage of parent and two metabolites, starting from the assumption that the model fit for the parent compound can be improved by using the SFORB model.</p>
@@ -1686,9 +1732,11 @@ plot_sep(m.Z.mkin.1)</code></pre>
                     Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
                     Z2 = mkinsub(&quot;SFO&quot;))</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<pre class="r"><code>m.Z.mkin.3 &lt;- mkinfit(Z.mkin.3, FOCUS_2006_Z_mkin, quiet = TRUE)
-plot_sep(m.Z.mkin.3)</code></pre>
-<p><img src="data:image/png;base64,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" /><!-- --></p>
+<pre class="r"><code>m.Z.mkin.3 &lt;- mkinfit(Z.mkin.3, FOCUS_2006_Z_mkin, quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.mkin.3, FOCUS_2006_Z_mkin, quiet = TRUE): Observations with
+## value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.mkin.3)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <p>This results in a much better representation of the behaviour of the parent compound Z0.</p>
 <p>Finally, Z3 is added as well. These models appear overparameterised (no covariance matrix returned) if the sink for Z1 is left in the models.</p>
 <pre class="r"><code>Z.mkin.4 &lt;- mkinmod(Z0 = mkinsub(&quot;SFORB&quot;, &quot;Z1&quot;, sink = FALSE),
@@ -1698,9 +1746,11 @@ plot_sep(m.Z.mkin.3)</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
 <pre class="r"><code>m.Z.mkin.4 &lt;- mkinfit(Z.mkin.4, FOCUS_2006_Z_mkin,
                       parms.ini = m.Z.mkin.3$bparms.ode,
-                      quiet = TRUE)
-plot_sep(m.Z.mkin.4)</code></pre>
-<p><img 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" /><!-- --></p>
+                      quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.mkin.4, FOCUS_2006_Z_mkin, parms.ini = m.Z.mkin.
+## 3$bparms.ode, : Observations with value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.mkin.4)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <p>The error level of the fit, but especially of metabolite Z3, can be improved if the SFORB model is chosen for this metabolite, as this model is capable of representing the tailing of the metabolite decline phase.</p>
 <pre class="r"><code>Z.mkin.5 &lt;- mkinmod(Z0 = mkinsub(&quot;SFORB&quot;, &quot;Z1&quot;, sink = FALSE),
                     Z1 = mkinsub(&quot;SFO&quot;, &quot;Z2&quot;, sink = FALSE),
@@ -1709,21 +1759,25 @@ plot_sep(m.Z.mkin.4)</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
 <pre class="r"><code>m.Z.mkin.5 &lt;- mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin,
                       parms.ini = m.Z.mkin.4$bparms.ode[1:4],
-                      quiet = TRUE)
-plot_sep(m.Z.mkin.5)</code></pre>
-<p><img 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nr16kGDBvn5+fn7+9vZ2R06dEiIwTX24cOH3NzclStXKigo0Gi0uXPn/vXXX8IOCkBcTZ06VVFRMTs7OyYmJiQkZNmyZcKOCAB45vMRPHvdJ2dn55ycnN69exNCcnNzfX19hRZaUxQVFWtqaioqKtiPyRUVFWGJSYA2q6io8PT03LRp0/Tp0+3s7Np8m0J9fT37loL8/Pzk5GQqlWpra6urq8vTYAHg23A/Jvfq1StDQ0P2toGBQX5+vsBDaomcnNyMGTPGjh17+/btFy9eREREeHp6CjsoAHGlp6e3fPnyEydOzJgxIzw8XEFBoW3t6OjoEEISEhLMzc3//PPP69evDx069Ny5czwNFgC+DfdNdtbW1rNmzZozZw4h5OjRo5aWlsKIqiW//PLLkSNHzp8/X11d/ffff3fv3l3YEQGIq6ioqJMnT0ZGRmpqahYXF585c6Y9rQUHB1++fNnGxoYQQqfTnZyc3Nzcmqzp7e39zz//cJbk5OR8//337ekdALhwJ/hDhw4dOHBg7969VCrV3t5e1E7RE0KkpaXnzZtna2s7c+bMnj17CjscALE0f/78hu1nz56xV2gMCws7cOBAm9tUVVXV19dnbysrK5eWljZXc9OmTR8+fOAs8fLyUldXb3PXANAYd4KXl5cfOXKkrq7ulClTXr582Xg9NxGBqWoB2mPMmDE8bE1KSsrc3JzJZPr4+ERHR+fm5vr5+bXweIuBgYGBgQFniaKiopSUFA9DAgDuBH/8+PEdO3ZUV1dPnjzZ2dl51apVnHv634TBYGRlZRUUFDAYjK5du5qamvJwZg8ZGRnMZAfQZo0TPJPJ/Omnn9qW+AsLC0tKSp49e1ZUVEQIKS4udnd3nzlzJg8CBYC24s64u3fvvnPnjpeXl5SUVFZWlpmZWdsSfHx8/OzZs+Xl5Y2MjFgs1tOnT6uqqo4dOzZ06FBehI0jeAAeCA0NDQ4OLikp0dLSKioqmj59epubUlNTs7a2Zm9bWlqK4O07AB0Nd4IvLy9vWIWdRqPJysq2rV1/f/+EhIRevXo1lLx+/Xry5Mmpqalta5ALEjxA+508efLRo0dbt2719vZmsVh79uwRdkQAwDPcj8l5enqOGzfuv//+O3jwoIuLi7u7e9vaZTAY7CdnGmhpabUxxqZgLnqA9isuLlZRUXFwcLh58+aAAQMePXok7Iia8Pbt26SkJFF7ZBdA9HEfwf/444/Xr19PTk4uLCzcunXr4MGD29buokWLTE1N7ezsjIyMKBTKkydPUlJSlixZ0u6A/weryQG035AhQ2bMmPHzzz+7uLiUlZW1+Tl4/gkODt69e7exsfGjR4/Wrl3b+rn2iouLN2zYkJSU1LVr1/Xr12NCa+iAuBO8gYHB+PHjPT097ezsqNS2rxbv5+fn6uoaFxdXUFBAoVCsrKwCAwO57pvlNGXKlAcPHnCWvH37tm/fvs3Vl5GRqa+vZ7FYFAqlzUECdHBHjhzJzMzs0qXL3r17b9y4ER4eLuyIvvD06dM9e/b8888/GhoahYWFZmZmEyZM6NGjR2s+6+np2aNHj3Pnzj1+/Hj69OnXr183MTHhd8AAIoU7wT9+/DgmJiY0NNTX15ed6fv169e2pmVlZX18fKSlpdPS0nJycsrLy1uovH///rKyMs6SiRMntnxWn0aj1dbWtvkuAQD4+PGjgYEBnU43MTExMTERtQfVMjMzBw0apKGhQQjR1tYeOHBgVlZWaxJ8SUlJWlralStXqFTq999/n5mZeeHCBXFJ8Onp6bt37y4uLh4+fPjixYtlZGSEHRGIK+5jdFVV1RkzZly4cCEiIiI5Obl///5tazc8PNzc3LympmbLli3u7u7Xr18fPXr0r7/+2lx9TU3Nnl+Sk5Nr+RQC7rMDaKeR/8/CwkJTU9Pf31/YEX3B0NAwMzOTPcyrq6szMzO/++67NrQjRqf6/vnnn7Fjxw4dOnTZsmU3btwQzP+Rd+/e4bdUInEfwd+8eTM6OvrKlSudO3eePHny6dOn29burl27Hj9+rKioePDgwYcPH6qrqxcVFdna2i5cuLDdMf8PHoUHaKf09HT2BovFysjI2Ldvn3Dj4WJubj548GALC4shQ4YkJCSMGjWqlUfhampqNjY2CxYsWLRoUU5OztGjR2/cuMHvaHni9OnTixYt8vHxIYQMGjRIV1d3z549PJxBhMu///7r4eFBp9PLy8v9/f23bdvGp45AKLj/bjZt2jR58uT4+PiuXbu2p10NDY26ujpCSOfOndnn/ZSUlHh7Cw+O4AF4hUKhmJubZ2ZmCjsQbocOHbp161Z2dva0adPs7Oxa/8HTp08HBgZOnz5dV1c3MjJSXCa6r6ys7NKlC3ubPZFoXV0d/xK8p6fnypUrvby8Pnz44OLiYmlpOWHCBD71BYL3xd/Np0+f/Pz8pkyZ0v52t2/fbmdnN2bMmN69ew8ZMmT48OGxsbE//PBD+1tugAQP0E5Lly5t2H706JFoLt30/PnziIiIkydPTps2bcmSJa28+VdVVfWXX37hd2w8N378eF9f30GDBunr6//000+Ojo78my+8pKTk1atXXl5ehBB1dfVZs2YlJSUhwUuSLxK8rKzsqlWrHBwctLW129nuyJEj09LSYmJiNDQ0+vTpo6WlFRUVxdubXPAoPEA72dvbN2w7OTk5OjoKMZgmnTx5MiwsLDw8XFZWdvXq1bW1tatXrxZ2UHw0bNiwwMDAmTNnfvjwYcSIEUePHuVfX8rKygwG4/3795qamoSQFy9etPPELYga7gRvb29vbm7u6OjYcDr98OHDbWtaRUWFH4u1MxiMDRs2HD16lE6nb968+fjx4w1T7wFAK929e5cQ0q1bN87C3NxcU1NTIUXUtNOnT4eEhLCnuN67d6+Xlxdngq+rq6PRaMKLji9mzZo1a9YsAXQkJSW1cuVKJyen2bNnP3/+/M8//2y4JwMkA/elHS8vL/YZG5EVFhaWmpqalpY2fvz4oqKiwMDA4OBgYQcFIGbCwsIIIfn5+cnJyWZmZtLS0unp6fPnz2/zfXZ8WlyKyWQ2nJOXkpJisVjs7a1bt/788891dXVDhgw5fPhwly5dysvL//77bykpKQcHBzxa1kobNmwwNze/ceNGt27dMjIy2E8kgsTgHoHOzs6PHz/Ozs5mLxfbyjklBCkmJmbTpk3du3fv1KnTnDlztm3bhgQP8K0iIyMJIc7Ozjk5Ob179yaE5Obm+vr6tq01/i0uNW3atDVr1nTq1ElGRmbFihUeHh6EkIiIiOjo6EePHmlqam7evNnHx2fXrl0uLi59+vSprq5+//59UlIS11TZbcO5eyGpXF1dXV1dhR0F8AUfl4vlE0VFxZKSEkKIjIxMSUlJp06dhB0RgLh69eqVoaEhe9vAwKDN871/6+JSZ86cef36NWfJy5cv6XT6zp072S8nTJjQp08fQoipqam+vr6bmxuLxerfv7+VldXt27cvXrzo4OBw8uRJCoUiLy9//fr1+fPnBwYGzp07NyMjY/Xq1RMmTJg4cSJnOxkZGdevX2/o7qvlCQkJ/v7+T548kZaWtrOz27Nnj5GRURvaQTnKW1l+/vz5yspKwlP8Wi6Wf+bNm7d48eKysrLi4uKQkJDAwEBhRwQgrqytrWfNmjVnzhxCyNGjR9u8xuu3Li5VVlbG3k1vUF9fX1dX11DYMMVFTU1Nnz592D+C165d8/T0lJWVffPmjZycnIKCwvjx4+Xl5aWlpZ89e+bi4sKu36VLl6SkJHZTnO1w9vjV8p9++klOTm7JkiVVVVWXLl36448/1q9f34Z2UI7yVpaXlpY2XIHiGdaXevToUV5e7urqymKxqqurTUxMWEJibW3NDqOxq1evuru76+rqrlq1SsBRAQjM69evu3XrxtcuKisrd+/ePWnSpClTpoSFhVVWVratnb179xoaGnp5eW3fvn3Hjh0//PCDkZHRr7/+2voWWhjvbDExMZaWlmfOnLG2tj516hSVSp06daqurq6Zmdm2bdtGjBhx4sQJds2goKC5c+e23F1dXV0L7zKZTGVl5U+fPrFfnj171t3dvfXfBQSPyWSGhISYmJgYGxtv3bqVvVKJqLl8+fLcuXOXLl36+PHjxu/yY7zza7lYvnJxcTl79iz7hn9hxwIglkaOHPn+/fvFixf/+++/ampqKioq2dnZixcvbltrfn5+169ft7GxqaysrKystLKyiouLW7BgAQ8DzsjIGD169L1796ZPnz5jxowePXpIS0vT6XQ/P79169YFBwevXbt24sSJo0aNOnz48MaNG5tr58KFCz169FBQULCwsLh//36TdSgUioqKSlFREftlYWGhqqoqD78L8Ny+ffsuXLhw6tSps2fPJiQkNFzrER1hYWHr1q2ztrbW0NBwdHTMzs4WQKfcp+i3bNly5cqV9i8XKwBYMRagzTw8PBQUFNj3rPGEgYEBbzM6l549e54+fXrIkCFPnz4tLCyk0+lbt26NiYnx9vamUCj9+/d/9OhRfHw8jUZzdnZubtLMp0+fLlq06M8//zQ3N//jjz8mTZr05MmTJp+zXbx48eTJk1euXPn+/fudO3fGxsby76tB+507d27Hjh1mZmaEkN27d//www/r1q0TdlBfCA0NvXHjBnsxBXl5+QMHDghgZmjuI/icnJz8/PwdO3awWKy1a9cmJCTwO4I2w0x2AG3m7e2tqKioq6ubm5vr7Ox8586dwMBAUb5j3N3dvby8/PLly7///ruhoaG9vf3o0aMDAgIaVsBTVVWdPHnyuHHjWpgSOzExcdy4cZaWllQq1c3NTVtbu7kDqVWrVq1bty4uLu7JkydXr17FyUIRJy0t3XC8V1tby7/JfduGxWIVFxc3zCPUrVs3Op0ugH65/xWmTp26Zs2a7OzsmJiYsLCwhQsXZmVlCSCONkCCB2gnMRrvNBotMTExOjr6yZMnRUVFMjIyy5Ytc3Jy+qZG1NTUCgsL2dvsSdzU1NSaq+zu7i6a1yihMS8vr2XLlu3atUtaWnrNmjXe3t7CjugLFArF2dk5KChoy5YtpaWle/bsEUyE3Am+oqLC09Nz06ZN06dPt7OzE80M+unTp7CwsL/++isnJ2f69OmdO3cWdkQAYkksxnteXt7ff/+tpaU1bNiwds6UPmrUqB9//HH58uXW1tbnz583MTHhfLQPxBd77r/g4GAmk+nr68tejk+kHDhwwNvbW0VFhUql+vn5zZ49WwCdcid4PT295cuXX7x4MTU1NTw8nLfrv/FEfX29i4tL3759BwwYkJ+fP2TIkNTUVMxWC9AGoj/eIyMjly5d6uTk9OzZMwUFhWvXrrVnljolJaU7d+6Eh4dfvnx50KBBCxcuFJd14uGrBDbFb9toa2vHxcVVV1fTaLSG60r8xn3JLSoqir26oqamZnFx8ZkzZwQTR+vdv3+/vr7+8OHDffv2dXFx6dy58+3bt4UdFIBYEvHxzmQyFy1alJSUdPr06dTUVFVV1RMnTrSzTU1NzW3btkVERCxfvhwHBiBgcnJyAsvupPERvKampo2Nza1bt1JSUiZOnMievEkAKisruU4Psh9kbFyztLSUPWGyrKxsWVmZpqZmaWmpYIIEkDCampqjR4/Ozs62srLy9vYWtamp2dfaG36FHB0dHz9+LNyQAMQI9xH8hg0bvL293717V1FRMWPGjNDQUMHE4ebm1utLDx8+bLgdhpO1tXV2dnZ0dDSNRnv27FlycrKDg4NgggSQMMePH584ceLq1atZLJazs/OBAweEHdEXtLW1mUxmZmYmIYTJZF67dq1///7CDgpAfHBNfNOjR4+G+Zs+ffrUp08f3k6s03otzGx1584dMzMzKpXauXPn+Ph4AQcGIBgCmMmuX79+dDqdPdDKysoMDQ352l0Lmhvvly9f1tLSGjNmjLGx8ZgxY1qegQ5AfPFjvHOfotfR0Wl4FpY9nZPAdzm+btCgQRkZGYcOHUpNTR02bJiwwwEQV+Xl5Q3XoWk0mqysrHDjaWzcuHEDBy9O/3sAACAASURBVA68d++ejo6OlZWVsMMBECefEzx7fehevXoNGDCAvSt95coVNzc34cX2FZjJDqCd2FNTv3v37uDBg2fOnGnzY9/19fXsqUXYC8xTqVRbW1tdXV2eBKmlpTV27FieNAXQoXAfwVtYWFhYWLC3Fy9e3MIsEEKHiW4A2olXU1Pr6OjQ6fSEhITp06c7OzsrKiquW7cuKChIlI8QACTe5wS/dOnS9+/f7969+/79+1VVVWZmZqtXr+7WrZsQg2sZEjxAO1EolDFjxowZM4b9sqysTElJqc2tBQcHX7582cbGhhBCp9OdnJyQ4AGE6PNd9C9evDAzM6NQKOvWrdu5c2eXLl0GDhyYk5MjxOBaJiMjg1P0AG2TkZExYsQIS0vLwMBAOp2+bNmyUaNGsVfCaDNVVVV9fX32trKyMp5fBRCuz0fwy5YtCw0NbdjjHjRoUP/+/VetWhUdHS2k2L4CR/AAbfbDDz+4ubkNGTLkxIkT/fr18/X1Xb16tYGBQdtak5KSMjc3ZzKZPj4+0dHRubm5fn5+Q4YMaa7++/fvy8rKOEuqq6uZTGbbegeAJn1O8A8fPpw0aRLne6NHj/b39xd4SK2FBA/QZnQ6/ccffySEGBkZXbp0adOmTe2ZtLWwsLCkpOTZs2fsNdSLi4vd3d1nzpzZXP2FCxdmZGRwluTn57dnDloAaOxzgpeWlq6vr+ecRa++vl6Ul4+UkZFBggdoGxqNxt7Q0NBQVFRs/5Tsampq1tbW7G1LS0tLS8sWKp87d46rxMbGRlNTs7n6lZWVhw8ffvHihaWl5fTp0wU52SeA+Pqcv52cnIKDgznf27dvn729vcBDai08JgcgmhwdHXnYWk1NjYODw71793r16nXs2LEWTgwAAKfPR/DBwcEuLi63bt0aPnw4jUZLSkr677//EhMThRhcy3CKHqDNXr582alTJ/Z2RUVFw3Z5eXn7G2cwGO1vpEFcXJy6uvrp06cJIfPnzzc0NMzNze3ZsycPuwCQSJ8TvIqKSkpKyqVLl+7fv19XVzd16lQ3N7eG83giCAkeoM2qqqr41zhvV+0sLCxsWLVdRkame/fu7969Q4IH+KovJrqhUqmTJk3iutVOZOExOYA24+tKqb6+vrxq6vnz5+fOnUtKSsrOzg4NDa2qqvrvv/8GDBjAq/YBJBj3THZiBEfwAJKtpqZm9OjRfn5+I0aM2LJli62trba29u+//66oqCjs0ADEAB8TPIPByMrKKigoYDAYXbt2NTU1Zc9WzStI8ACS7cGDB+rq6uyHdZctW+bm5ubm5ob1pQBaiV8JPj4+fvbs2fLy8kZGRiwW6+nTp1VVVceOHRs6dCivusBjcgCSjUajNYxxaWlpKpUqyncFAYgafiV4f3//hISEhltjCCGvX7+ePHlyamoqr7qQkZFhLw7d/kd4AUAE9e/fn8ViBQQETJgw4c6dO+np6YcPHxZ2UABig1/z2DAYDB0dHc4SLS0t3nZBoVBoNFpdXR1vmwUAEUGj0eLi4j5+/Ojv75+ZmRkfHy/K61sCiBp+HcEvWrTI1NTUzs7OyMiIQqE8efIkJSVlyZIlvO2FfRkeM1wCSCodHZ39+/cLOwoAscSvBO/n5+fq6hoXF1dQUEChUKysrAIDA1tYyiI5ObmgoICzpLi4WFlZueVe2Am+PQtcAgAASCQ+3kVPp9N1dHSmTZumqqrKLomOjh47dmyTlePi4p49e8ZZUlxc3MLc1Gx4FB4AAKBJ/ErwwcHBe/futbOzW7p06cWLF83NzQkhPj4+7969a7J+UFAQV4mNjU3nzp1b7gVPygEAADSJXwl+7969GRkZGhoamZmZkydPfvDgwVfPt7cBEjwAAECT+HUXvby8PPvSuKmp6bx585YuXcpisXjeCx6FBwAAaBK/EvzEiRNNTU3Dw8MJIStWrKDT6R4eHpWVlbztBSvGAgAANIlfp+i3b9/u6upaWFhICJGSkrpw4cLZs2d5/gwrTtEDiCMvL69///2XsyQnJ8fY2FhY8QBIJH4leAqF4uDg8LkbaWlPT09PT0/e9oIEDyCOtm7d+v79e84Sb2/vrz41AwDfRIxXkyN4TA5APOnp6enp6XGWKCgoUKn8umII0DGJ94jCETwAAECTkOABAAAkkHgneDwmBwAA0CRxTfAvXryYPXt2fHz84cOHi4uLW/ORly9furq6durUydDQ8PTp0/yOEAAAQIjEMsEXFxcPGzbM2Nh469at9+/fHzVqFIPB+Oqn3N3dHRwcCgsLz549u379+rt37wogVJ6ora29ePHikSNHnj9/LuxYAABAPIhlgr969aqtre2qVaucnZ319PSysrICAgLS09PnzZs3derUkydPMplMQkhxcfG5c+cuXrxYUVFRVFT08uXLtWvXKioqWlhYzJ07NzY2Vtjfo1XKy8utrKz279+fkpLi4OBw9uxZfveYnp4eEhJy/Phxnk9MBAAAAiOWCb66ulpBQaGoqMjOzm706NF1dXXh4eFWVlYpKSlDhw799ddfN2/enJWVZWJiEhkZefjwYRMTk+Li4urq6oYL9sXFxZ06dfrWfu/du/fjjz/u3LkzPz+f19+pWQcOHLCwsLh27drhw4evX7++dOlSvna3f//+KVOmvH//PiYmxsLCorS0lK/dAQAAn4jlc/DOzs7r1q2TlZV1dHRkn5xXU1MrKSnp0aPHwYMH165dO2/evGvXri1cuHD06NFKSkqHDh3auHGjk5PTuHHjfvjhh6dPn0ZERKSmprJbu3Xr1tq1a3Nzcy0tLUNDQ7/77rsmOz116tSPP/44d+7c/Px8CwuL5OTkXr16CeDLPnv2bODAgeztvn37VlRUlJWVsef55zkmk7l+/frMzEz2M8pz5sw5cuTI8uXL+dEXAADwlVgm+O7du0dFRc2cOZNOp2tray9ZsuTWrVufPn2qqqr6559/fv311/Ly8oyMjIqKisuXL3/69KmioqK4uFhHR6ewsDAxMZFKpdJotIZ5NigUiqKiopSUVGJi4vfff9+9e3cKhUIIkZeXl5OTY9eRk5N78OBBv379bt26JSMjo6GhMXLkSDMzMxqNxnkmgHMu3k6dOtFoNPa2rKysgoJCw1sqKioNc3pwtcD5KSkpKWVlZfaXHTp0qLy8/P379zU1Nevr60tKSuTk5OTl5Xn7D/vx40cqldrwL2Nqavrs2TPediFg+fn5TCazW7duwg5EwtXX10tLSxNC8vPzk5OTqVSqra2trq6usOMC6NDEMsETQhwcHC5evDh+/Pjhw4fLy8ubm5s/evQoNDTU1tbWwsJCTU2NwWCMGTNm3rx5hJANGzZ8+PDh119/bdzOkSNHkpOTd+/ezX45ePDg7du3f//994SQqqqq6upqdnllZaWLi8uGDRvYT94nJiYmJye7ubnV1dWVl5ez67BYrI8fPza0XFZW1vBWdXV1VVVVw1ulpaXsuwQIIZwtsD9VX1/P3mYwGJ8+fWKxWIWFhSYmJlQqta6uTlFRkX3mgDM8QghXvufab2DvKzS8pFAoqqqqnP8OCgoKsrKyhJCamprBgwfr6uoqKCjExcUZGxuz/w259lHIl7spbI3XGlBSUmL/7jfuqIGMjIyioiJnSePwCCHS0tKNz1s0/myDT58+ubm5ZWVlUanU77777sKFC+rq6k3WFKI///wzOjq6U6dO8+bNMzIyEnY4baejo0On0xMSEqZPn+7s7KyoqLhu3bqgoCA3NzdhhwbQcfExwTMYjKysrIKCAgaD0bVrV1NTU67f+nYyMzPbuXPnqlWr3r59a2hoOHr0aHNzcyaT+fLly99++62kpMTFxSUqKqq6urqkpCQxMbHJRuTk5GpqatiZicVi1dXV9erVq2fPno1rDh48OCcnZ8WKFVVVVfv3758+fbogf7yys7M/fPhgYWHR3Ml5rn2I2traioqKhpfsfYWGl1z7IoSQyspK9g0Kpqamu3fvfvXqVUlJSb9+/dzd3dnnM2pqarjuuePcTWHLzc3liopzf4Wro+ZCbTI8Qkh9fX1ZWRlXYePPkv8/9cKOlr1Tkpqa2r179y5dupBGFBUVZWRkuAqb22/g2k9q0HjvpwHnKRmuph4+fJiWlmZnZ9e5c2dHR8cbN27069evyUbERXBw8OXLl21sbAghdDrdyckJCR5AiPiV4OPj42fPni0vL29kZMRisZ4+fVpVVXXs2LGhQ4fysJdp06ZNmzYtOzt79+7d79+/37lz58KFC9m/11paWo8ePfr7779pNJqdnV2TP7KEkJEjRwYEBISEhNjY2ERGRmpoaPTp06fJmgcPHpwyZcru3bsrKysnTJiwcOFCHn6Rr/rqT7+cnFzDBYV2WrFiRU5OjoaGhpieYmWf23Byctq1a5eZmRkh5MWLF9OmTbt69WrjyhUVFY2XM2hyv4E02k9q0Hjvp0HjXZyGpm7duuXh4aGmprZgwQJtbe0DBw7s27fvq99OlKmqqurr67O3lZWVcYcmgHDxK8H7+/snJCRw3ob2+vXryZMnN9zaxuXXX3999eoVZ8nr16+5zuU2p1+/fseOHWtcrqioOHz48JY/q66unpiYGBQUFBMTY2Nj8+effza34oWBgUF6evqbN286derU+ASyJJGVlR0wYICwo2g7eXl5eXl5fX39N2/eDBs2jBDy5s0bfX39Jk/MCAuLxdq+ffvu3bvZpwq6det27949YQfVdlJSUuzzZz4+PtHR0bm5uX5+fkOGDBF2XAAdGr8SPIPB0NHR4SzR0tJqob6WlhbXCVhdXV0TExO+BPelXr16HT16tJWVcbuWuFi3bt2YMWMePnwoLS19/PhxAcwf8E0oFIqzs3NQUNCWLVtKS0v37Nnj7e0t7KDarrCwsKSk5NmzZ0VFRYSQ4uJid3f3mTNnCjsugA6NXwl+0aJFpqamdnZ2RkZGFArlyZMnKSkpS5Ysaa7+lClTuEo+fPiA9aGhzdjzIpw9e5bFYt28ebO5Ky9CdODAAW9vb/a9in5+frNnzxZ2RO2ipqZmbW3N3ra0tLS0tBRuPADArwTv5+fn6uoaFxdXUFBAoVCsrKwCAwMNDAz41B1AYz179gwICBB2FM3S1taOi4urrq6m0WhSUlLCDkegTp8+/ebNG86S/Px8nj/2CdDB8fEuegMDgwULFrSnhXv37v32229NvnXhwgUBH99//PiRRqM191AWP7BYrHfv3jV57zf/fPjwoVOnTq28+4En6uvrP3z4oK2tLbAeCSGFhYUaGhqCTKs1NTWKioq2trat/0hJSQn/4uEtDw+PJssjIyObLK+qquL6dqqqqrW1tRjvGO/80GHHu+g+Bz9y5MizZ8/ev3+/8VssFuvq1avGxsaCjKewsJBGo3Xu3FlgPdbV1b18+dLQ0FBgPRJC3r59q6yszKeZ8ppUVVVVWFgo4LM7eXl52tragjxk/PTpE4PBaPxIXsuWLVvGp3h4a+XKlW5ubt7e3nZ2dq2pP3fuXK4SFxcXjHeMdz7puOOdJYbq6+ulpKQE3OnSpUtDQ0MF2ePLly/19PQE2SOLxZoyZcq5c+cE2eOdO3cGDRokyB5ZLNbAgQNTUlIE2ePZs2fd3d0F2aOAbdy4MSYmhh8tY7zzD8Y7n4jIeBfdI3gAECObNm0SdggA8AWxXE0OAAAAWoYEDwA85ujoKOwQAAAJHgB4jb2IMwAIl1gmeCqVyp5jXJC6du3KNTcfv3Xq1Kl3796C7JEQ0q1bt5bnHOS5zp07C36CBAMDA0HeIE0I0dbW7jjTIM6aNYuHrWG88w/GO5+IyHinsFgsYccAAAAAPCaWR/AAAADQMiR4AAAACYQEDwAAIIGQ4AEAACQQEjwAAIAEQoIHAACQQEjwAAAAEkj8Evy+ffuMjY379euXkJDA145YLFZAQICRkZG+vn5ISIgge/fw8Dh+/LjAevzrr7/Mzc319PT27NkjgE5ZLNbq1asNDAx69ux54sQJAfR4//59zgXLG/fF8945exTiH5IEwHjnOYz3DjTehbiSXRv8999/vXr1Ki8vf/bsmb6+fn19Pf/6unXrlpGRUXV1dVFRUffu3dPT0wXTe1RUlKys7LFjx1gC+b6lpaXfffddYWFhSUmJjo5Ofn4+vztNSkoaMGBAVVVVfn6+kpJSWVkZX3vcuHGjgYHB1KlT2S8b98Xz3rl6FNYfkgTAeOd5dxjvHWq8i9kRfFxcnL29vaKioqGhoZycXFZWFv/6KiwsnD9/vqysrKampp2d3atXrwTQ+7t370JDQxtm+hRAjzExMWPGjNHS0lJVVX3+/Lmmpia/O5WSkqLRaDQaTU5OjkajUSgUvvZoZWXl7e3d8LJxXzzvnatHofwhSQaMd573iPHeoca7mCX4d+/eGRkZsbeNjIwKCgr419eUKVP8/f0JIZmZmXfu3Bk6dCi/e2exWAsXLgwJCVFQUGCXCOD75uXlvXz5sn///t26ddu9e7e0tDS/O7Wzs+vdu3fXrl27d+++ceNGRUVFvvbo6upqZ2fX8LJxXzzvnatHwf8hSQyMd972SDDeO9h4F7MEz2KxKBRKwza/F61iMBghISFTpky5ePGiqqoqv3s/efJkr169OP9WBPB9y8vLnz9/fvPmzaysrKNHj6alpfG70/j4+BcvXty8efOvv/4KCwt7+/atIP+3Nu5LAL0L+A9JYmC887ZHgvHewca7tMB64okuXbqkpaWxt58+fdq1a1f+9VVfXz9lyhQ1NbX79++rqKgIoPeIiIgXL17ExcUVFBScO3eupqZGAN9XS0vLxcVFTU2NEOLg4JCTk8PvTmNjYz09Pdm7tLa2trdv3xbk/9bGffG7d8H/IUkMjHfe9kgw3jvaeOf3RX7e+u+//4yNjaurq1+9eqWvr19XV8e/vn7//Xd3d3cmkyn43v39/RtuuuF3j//884+JiUlVVRX7lpDs7Gx+d7p//35XV9eqqio6na6np5eWlsbvHq9fv8550w1XX/zonbNHIf4hiTuMd573hfHeoca7mB3BGxgY+Pn52dvbE0KOHj0qLc3H+G/fvh0XF9elSxf2y0OHDo0dO1ZgvbMJ4PuamJh4e3tbWVlVVFSsWbOmb9++hBC+djpnzpyMjAxjY2MWi+Xv729pacnvHjk1/ifl9z+yKPwhiSmMd553gfHeocY71oMHAACQQGJ2kx0AAAC0BhI8AACABEKCBwAAkEBI8AAAABIICR4AAEACIcEDAABIICR4AAAACYQEDwAAIIGQ4AEAACQQEjwAAIAEQoIHAACQQEjwAAAAEggJHgAAQAIhwQMAAEggJHgAAAAJhAQPAAAggZDgAQAAJBASPAAAgARCghdFz58/d3Z2Hjdu3J49e4QdCwAAiCUKi8USdgzALSAgYNSoUYMHD3ZwcLh9+7awwwEAAPEjLewAoAnr1q1TVFR8/fq1urq6sGMBAACxhFP0okhJSSkmJmbBggX79u3jXy9JSUkTJkwQ/GcBAEAAkOBF0dWrV5OTk//8809dXV1hx8IDdDq9X79+XIXBwcEzZsxosn4Lb+3YseP69es8jg8AQBIhwYuiqKiof//9193dvbk8x4nJZNLp9MbbLdcUmNDQ0GHDhpWVlXEWpqenBwUFNVmf863nz5/b2tr2798/ODiYEPL+/fvMzMzhw4fzO2YAAAmABC98UVFRurq6GRkZdXV1vXr1unr16pEjR65cuXL+/Pnff/+ds2Z4eHiPHj0MDQ1XrFjBYDDu3r07adIkCwuLXbt2cW6zWKxt27b17NmzR48eK1eu5KrZOACuZkeMGHHx4kX2W5aWljdv3mxcp/Xfrm/fvkuWLOEsKSsrW7BgQUBAQOPKXG/t379/27ZtDx8+vHTpUmVlZVBQ0Pr161vfNQBAR4YEL3wfP36MiYn5/ffff//9d319fRcXlyarJSYmHjly5O7du5mZmW/fvg0NDSWEXL16NSIiYseOHZzbV69ePX/+/IMHDx4/fpyZmcneS+Cs2XKzHh4eFy5cIIS8ePGiuLjYwcGhya4bGBgYUL5UX1/f8O7w4cNHjhzJWX/RokUrVqwwMDBo/B253lqwYMGGDRvMzc3Hjx//5s2bmpqaxqf6AQCgSbiLXvi8vLxkZWX/+OOPoKCgiIgICoXSZLWEhIRPnz5NnTqVEEKn01kslr29vbW1tZGREbtCw3ZCQoKXl5eKigohxMfHJy4urk+fPpw1W2724MGDa9eura2tPXv2rJeXF5VKbVzH0tKyoYW8vLzWf9kzZ85QqVQPD4/IyMivvmVoaPj333+zt2fOnLlz587WdwQA0MEhwQufrKwsIYRGo1lYWFhZWTVXTVFRcfbs2YGBgYQQBoPBZDLv37+vqKjIWYG9wWKxGvYSqFQq+4w6Z82Wm6XRaAMHDkxMTIyKimIfyjeuc+fOnbZ92aioqHv37hkYGFRUVFRWVo4ePTo2NvarbyUnJ/fs2bNLly4BAQGxsbGdO3c+ceKEnp5e22IAAOgIcIpeJFRVVR05cmTcuHEt1Bk+fHhERERxcXFdXZ27u/tvv/3WXE1HR8dTp06VlZXV1NQcPnx46NCh39qsh4fH9u3b1dTUevbs+dWuWz5Fz+XSpUsFBQV5eXl79uyZOHFibGwsk8nMycmpq6tr/Bb7IywWa9euXStXrnz79m16enpWVtaiRYuOHz/ewpcCAAAkeJHwyy+/DBo0KDU1tYU6FhYWixcvHjhwYI8ePTQ0NHx9fZur6erqOm7cOFNTU2Nj4++//37WrFnf2uzYsWNTU1O9vLxa03VeXh7rS9LS33BmqLa21tjY+O3bt81VOHfu3KhRo5SUlLp162Zubm5ubr5nzx4fH5/WdwEA0AFhqlrhKy4u7t279507dwICArZt25aUlLRw4UJhBwUAAOINR/DCFxQUNGbMmD59+nh4eFhbW2tqago7IgAAEHs4ghe+yspKGo1Go9EIIUwmk0rFXhcAALQXEjwAAIAEwsEiAACABEKCBwAAkEBI8AAAABIICR4AAEACIcEDAABIICR4AAAACSS6i82cOnUqPDy85TqdGIxyKSnBxAMgeH379u0gs+63ZrwDSDaej3fRTfDZ2dn29vYzZ85sroJSRobh0qX/nj9fq6UlyMAABKOoqKiFFQckzFfHO4Bk48d4F90ETwjR1dW1sLBo+j0Gg8ydS8zM+p0+TX7/XbBxAQjCmzdvhB2CQLU03gEkHT/Gu9hegz90iHTqRK5dI8nJ5PZtYUcDAAAgWsQzwX/6RLZsIWFhREGBBAWRpUsJkynsmAAAAESIeCb4TZvIuHGEfTZv+nSiqEhOnBB2TAAAACJEpK/BNy03l+zdS8aOJfPm/a9ESoqsW0emTSNyckKNDETUp0+fjIyMqqurhR3IZyoqKi9evMDKgQDAP2KY4NXVyb59hHMRPAsLIiNDaDThxQQiraKigslkvnjxQtiBfKalpSVhSwMzGIysrKyCggIGg9G1a1dTU1NpaTH8eQGQIHwcgfwa8CoqxMeHB+1AR0KlUtXU1IQdhcSKj4+fPXu2vLy8kZERi8V6+vRpVVXVsWPHhg4dKuzQADoufiV4DHiAjsPf3z8hIaFXr14NJa9fv548eXJqaipvOqipIbKyvGkKoMPgV4Ln+4AHAJHBYDB0dHQ4S7R4OP3U27ekb19y4wbBU/IA34JfCZ6/Ax4ARMmiRYtMTU3t7OyMjIwoFMqTJ09SUlKWLFnCm9bXriU9exJ/f3L7NqFQeNMmQAfArwTP3wEPAKLEz8/P1dU1Li6uoKCAQqFYWVkFBgYaGBg0Vz8wMDAnJ4ezJCUlxdrauomqd++SpCTy6BFxciKRkWTaNF7HDiCx+JXgv3XAA4BYMzAwWLBgQSsrDx8+vF+/fpwlDx48KC0t5a7HYhF/f7J9O1FSIuHhZOpUMm4cUVTkScAAEo+Pd9HLysr6+PhIS0unpaXl5OSUl5e3UHno0KFJSUlchQMHDly1ahX/IgQAoXBwcOAq2bVrl1zjeSxOnCBUKvH0JIQQW1tib09CQsimTYIIEUD88SvBh4eH79ix4/nz5z/99NOxY8ccHBzWr1+/du3ahQsXNlk/MTGRq8TGxkZdXf0r3Tx8SDQ0SNeuPIkZOjQWi4wcSZYuJaNGteHTJ06c2LhxI3u7rq4uPz8/Ly9PX1///v37ISEhkZGRPI1V5Hh4eDRZ3q4vXlVF1q8n5uYkIOB/JVJSJCSE+PpiyAO0Br8S/K5dux4/fqyoqHjw4MGHDx+qq6sXFRXZ2to2l+Db6JdfyIABZPFiXrYJHdPvv5PHj4m/P3FyIjIy3/ppLy8vLy8v9vayZctevXqlp6e3adOmEydO2NjY8DpWkbNy5Uo3Nzdvb287OzueNSotTVauJLW1n0vU1Ei/fkRBgWddAEg0fiV4DQ2Nuro6Qkjnzp2lpKQIIUpKSgo8H5k1NeTjRx63CR1QeTkJCCCRkSQ4mISHk3ZcGIqOjr506VJGRgb71hMKhfL48WMeRiqaLC0tvby8LC0tnZ2dedYojUaWLeNZawAdD78S/Pbt2+3s7MaMGdO7d+8hQ4YMHz48Njb2hx9+4FkHDAbZupVUVyPBwzeorye3bxMGg7v86FHy/fekuppMmUKWLCH6+qRzZ+46vXqRHj1abv7Nmzc+Pj4XL15kz5rn6uoqKyvbERI8IWQTLo0DiBh+JfiRI0empaXFxMRoaGj06dNHS0srKirKxMSEZx0cOkS2biXGxkRZmWdtgsTLzyfbt3+xkAEhpKqKpKaSgQPJzp2EEKKqSpYtI99/z/1ZBwcSGNhC2/X19dOnT1++fLmtrS1vowYAaAM+3kWvoqLiyb79ledKSsjmzeT8eeLhQfT1+dIFSCQ9PXLtGnehmxuxtSUNf6ufPpGAABIdTczNv6ntzZs3y8vLr1y5kheBAgC0l3gu97R5M5k4jiY8SAAAIABJREFUkUycSLp0IQ8eCDsaEHMmJqRzZ3L//ueS2bNJff03tZGQkHD06NGMjAxJWiAOAMSaGCb4nBxy5gx59IgQQnR1SVoaSUsjVlbCDgvEFi8uHoeEhJSXl3PeQx4fH6+P00t8kpREwsLIxYuYuRagBWKY4JcvJ4sWESkpUlJCqquJkhJZtgyTVINwxcXFNVnu7OzMyxvLgRBSX08WLyZ0OjlzhvDpIiCARBC304nv35P0dBIWRnr1Ir16kawsUlJCcnLIy5fCjgwABOLAAaKlRS5cIGvXkooKYUcDILrELcFrapKiIlJc/L//+vQhFAopKiKY5R6gIygpIdu2kbAwYmtLHB3/9+ADADRF3BI8l5oawmSSsjJhxwEAAhEYSNzcCHuhmp07yf79JC9PyCEBiCoxT/B1dURKCnPdAEg49hh/9Ij89hsxMSHnzpFz58jffxNzc7JmjbCDAxBRYniTHaeaGqKpSUpK8DQ8gMSqqCB9+5KNG0n//mT8eJKQ8PktFRWiqyu8yABEmvgneD09HMEDSLIdO0jPniQwkOTkkKgoYUcDIDZEJcGfPn36zZs3nCX5+fny8vJf+VhtLdHSQoIHkFivXpEDB8j9+yQoiGzZQn7+WdgBAYgNUUnwVVVVJSUlnCVMJpPFNWd4Y7W1RFsbCR6+qrS0dN68ecKO4jMmkynsEMTE8uVk6VKip0e2bSMmJsTXl/TpI+yYAMSDqCT4uXPncpUkJiYqKSk1+wEmk9TXEyaTaGiQL/cMALhoa2vv27evlnNlcWFzdHSUlhaV0Se6kpNJWho5eZIQQjQ1ydq1ZPlycuWKsMMCEA9i+xOzbBnJzycyMkRVlZSWCjsaEGlUKtXb21vYUUiy+vp69v5Kfn5+cnIylUq1tbXVbf/tb0uXEk3Nz6vC19aSuDgSH0+cnNrbMkAHIJ4J/t9/SWQkkZUlUlJEVRUPwgIIl46ODp1OT0hImD59urOzs6Ki4rp164KCgtzc3NrV7vr15P37L0psbYmxcbvaBOgwxDPBr1hBNmwg8vJk/nyiooJT9ACiIDg4+PLlyzY2NoQQOp3u5OTUXIKPjY3luqm2qKhIUVGRu97EifyJFKBD+Jzg79692/htOTk5U1NTAcbTCpcvk1evyLx5pKiISEmR9HTcZAfQNo8fP759+7avr+/mzZuvXr26bdu2YcOGtbk1VVXVhgX0lJWVS5u/dvbPP/+8ePGCs6SyslKkbpIAkACfE3xYWBj5/0toZmZm0tLS6enp8+fP37dvn/DCa6S2lqxeTX75hdBo/5vlJjKSGBkJOywAsTR16tQ1a9ZkZ2fHxMSEhYUtXLgwKyurDe1ISUmZm5szmUwfH5/o6Ojc3Fw/P78hQ4Y0V3/16tVcJZmZmaqqqm3oGgCa8znBR0ZGEkKcnZ1zcnJ69+5NCMnNzfX19RVaaE3au5fQ6SQxkSQmkg8fSFUVkZEhz54JOywAsVRRUeHp6blp06bp06fb2dnV1NS0rZ3CwsKSkpJnz54VFRURQoqLi93d3WfOnMnTYAHg23Bfg3/16pWhoSF728DAID8/X+AhtcjSkjTs+1dXExkZ4uVFjhwRakwA4kpPT2/58uUXL15MTU0NDw9XUFBoc1NqamrW1tbsbUtLS0tLSx7F+P/q60lsLBk3jsfNAkgu7gRvbW09a9asOXPmEEKOHj3K+1HaToMHk8GD/7edlkb+/psEBBCRuogAID6ioqJOnjwZGRmpqalZXFx85swZYUfUvAMHyOLF5ObNz78AANAi7gR/6NChAwcO7N27l0ql2tvbi9wpek61tURGhigpkaoqUl9PMG0IQKvNnz+/YfvZs2fHjh0jhISFhR04cEB4QTWvuJhs3Uo2biT+/iQ9nUhJCTsgADHAnRTl5eVHjhypq6s7ZcqUly9ffn02+OYxGIysrKyCggIGg9G1a1dTU1MeT93FTvAUClFWJqWlRF2dl40DSLQxY8YIO4RvERhIpk4lmzaRpCRy5AgR5QMPAJHBnXGPHz++Y8eO6urqyZMnOzs7r1q1inNPv/Xi4+Nnz54tLy9vZGTEYrGePn1aVVV17NixoUOH8iJsQgghNTVEVpYQQlRVycePSPAArdc4wTOZzJ9++kkUE/+jRyQykly8SAghYWFk1Cji7k5wyz3A11C5Xu/evfvOnTt9+/aVkpLKysr6ua1rN/n7+yckJOTk5Fy6dOny5cvsx23XrFnT7oA5sI/gCSGdOuFReIA2CA0N7dKli5ycnJ6enoKCQm5urrAjasry5URJicyZQ2priakpGTeObN0q7JgAxAB3gi8vL5eTk2Nv02g0WfYh8rdjMBg6OjqcJVpaWm1rqlnsBB8ZSR49wmy1AG1w8uTJR48eLVy4MCYm5t69e1Qq9w+C8D14QK5eJQUF5O1b0rUr6dWLREeTfftIRYWwIwMQddyn6D09PceNG/fu3buDBw+eOXPG3d29be0uWrTI1NTUzs7OyMiIQqE8efIkJSVlyZIl7Q6YQ00NkZIia9YQNTXy229k8mReNg7QARQXF6uoqDg4ONy8eXPx4sWPHj0SdkSN9OlDunYloaFES4tMmkROnyZaWkRenjSe1xYAvsSd4H/88cfr168nJycXFhZu3bp1cFufSPHz83N1dY2LiysoKKBQKFZWVoGBgQYGBs3VHzlyZGpqKmdJWVlZ//79W+qjtpY8eULs7Ii0NLl8mWRlkQED2hYtQMc0ZMiQGTNm/Pzzzy4uLmVlZe15Dp5ffvqJODkR9pHGnDnkyBFy6JCwYwIQD9wJ3sDAYPz48Z6ennZ2du08X2dgYLBgwQL29sGDB1vI7oSQy5cvV1ZWcpY4Ozt36dKlpQ4KC0lODrl0iezZQ5ydybJlJCGhPQEDdDRHjhzJzMzs0qXL3r17b9y4ER4eLuyIvvT6NTl4kNy//7+XgYHEyIikp5P2z8/RcIsugOTiTvCPHz+OiYkJDQ319fVlZ/p+/fq1od3jx49zvtyyZQv7cn5zy3LLyspyXe//+jN1UVFkwACir09UVYmREblyhfzxB07UA7Tex48fDQwM6HS6iYmJiYmJlKg9Xx4WRioqCOejN58+kdBQcvp0u5r9+28ybhx59Ijw/MYgAFHCnURVVVVnzJgxY8aMzMzMRYsW7dy5k8VitaHdq1evXrx4cdasWeyTftXV1ZmZmTyIt0FaGsnMJMbGZN488u+/5OVLUlxMVq4kkyYRCoWXHQFIrpEjR7I33r9//+rVq5kzZ548eVK4IX1h61bi58ddqKnZrjaZTLJ0KdHXJz/+SH77rV1NAYg27gR/8+bN6OjoK1eudO7cefLkyafbuqccERFx7ty50NDQkJAQOzu7GzdusFer45mePcmECaS6mlhYkOpqkpZGNDSIoyOyO0DrpaenszdYLFZGRoZoLR1JCFFQID17fkP9OXNIt25k8+aW6pw4QaSlyY0bxNiYN2f7AUQVd4LftGnT5MmT4+Pju3bt2s6m3dzcHBwcFi5ceOnSpTavUtUsdXXSvz+hUIivL0lKIhoa5OZNYmtL3r0jXz6eBwBfRaFQzM3NeXyaTcDu3SN//UVqa4m3N+nRo+k6ZWVkwwZy4QJRViabNpGlS8nt2y0dFeTlEXV1oqTEp5AB+OqLBP/p0yc/P78pU6bwqnUdHZ0//vjj5MmT2dnZvGrzs9paoqREXr8msbHE0JAYGpKZM8mmTUQ0J9MGED1Lly5t2H706FH37t2FGEy7sFjE35/s2EFevyYrV5I//mi6WlAQcXEh7FXv5swhv/1Gzp0jzT0MXFNDhg8nQ4fiTD6IqS8SvKys7KpVqxwcHLS1tXnVAYVC8fLy8vLy4lWDn7Enulm5ksyaRa5dI4SQTZuIkRHx8SEWFrzvDkDi2NvbN2w7OTk5OjoKMZh2OXWK1Nf/H3v3HdfU1T4A/LkZhIAsIchQpgNXZYoIbrRWtK2KSkXFUXHgwK21jlqtgyr6U1utu61VsRWtKFoVJ7WVXWxFRWXJXrLCyM39/RFfjGGFkOQm4fl++sfNyc15nvhy3id3nQP+/lBXB336wI0bMHKk5D5pabB3L/j5wdq1b1tMTGD1avj007dzYkrYtw/s7ODyZUhIACcnxeYvISEBfvsNtm5ValCkcSQLvJeXl7Oz85AhQ+qfiD169CgdiUmhpgays+H8eQgMhLS0t4PW0hJWr4Zbt+hODiGV9tdffwFA586dxRtfvnzp6OhIU0ZNKy6GqVPh3DkwMGh8h4oK+OILOHsWGAzgcGDHDli2DBITgcWCkhIwMnq7W4cOsGULiN81PHQofPhh42vT5eXBt99CdDTcvg2LF7dwJl++KAqCgiAxEUaPBrFfYAi1luQ1eEUdbStCbS2YmsL27QAAQiF06ABsNvj64qozCLVIdNNrdnb2gwcPnJycWCxWbGzs/PnzZb7PToGrR27aBI8ewZYt0NTSGLt2AYsF0dEQHf225fVrOHYMPvsMevWCbdtg9myA/x2vS2ntWpgzB7p1A3t7OHKkuTP5cnf6NNTUwNGjsGQJxMaCCs4fjNSE5Aj09vZ+8uRJcnKyaLlY26buVVEFNTXQpQuIHqw/fBj8/Zu8swYh9L6zZ88CgLe3d0pKSvfu3QHg5cuXgbIuw6rA1SP/+w/CwiA6GoYMgcBA6NGjkX169wY/Pygpedcybx5YWcG2bdCjB3z5Jfj6gr5+K4LGx8P165CSAgDAYMDevfDZZzB2LChhpr+qKli/Hk6fBi8vOHwYTpyAOXMUHhRpKEUtF6sMtbXv5qIyM4PcXCzwCLVKRkZG165dRds2NjbZ2dmy9SNaPdLe3r6+JTMzc+LEiRLzT9crKCgoLy8Xb6mqqqqoqKhfzs7S0lI08xV/6dKcBQuAw4G5c+Hzzy1v3nzbzufn5OS8/bCbm+Wnn0q2Z2TAkSOWCQmcLVtg2zb+5s3v9hfvX7yf+vb16/kMRs6YMe/aCwo4R47A0qWN799UPzK0f/11jrMzWFjAy5ewapXl3LkcX18wMFB4XGynuz0jI0MoFIJ8Ue/r27dvYWGhj48PRVHl5eVdu3alaNK/f39RGk2aOJH69de32+PHUxcuKCErhJQmMzOzc+fOCg3h7+/v7+8fFRUVFRU1bdq06dOny9aPg4NDRUWFeEt1dbWbm1tT+/v6+tq9T7R2Zf3LS5cuURRFhYcft7Cws7W1s7Ozs7W1Y7Mvbdwo6uH48ePiH3+7v3i7jo5dx46XLl2i8vIoHu/4N9+0sL94+7//Hl+50s7cvP6/S1u2ULm5UsVtS3ta2nEOx65TJztLS9F/l/r1o1atUnhcbFeBdisrKy6X23CwtAVBvT9RnZ2dXXJy8pQpUyIiImpqalxcXB4/fizn3xTScXd35/F4ERERjb8tWjIyKAjGjQMAWLgQ+vaF/019j5AGyMrK8vDwyMzMVFwIPp9/6NChBw8eMBgMLy+vwMBALpcrQz8HDx7cu3dvw9UjF0g9JBsZ7zU10KcPjB4N9UteRUXBnTvwzz/AZrfQ3a1bb+e4FJ3k27ULoqPh0qVWfzElu3y5kVl67OwgLIyObJBSKWK8K2q5WMV6/hx8faFTp3en6Dt1grw8WnNCSJ2MHj36p59+WrduHQAYGRkBQHJy8uLFi2V7aqa1q0dKpbQUnJ0hLw/On3/X2K8fvHkDJiYtfHbZMujYEerXp66thcuX4e5dUPHnAMeNe3vEgpA8SBb4LVu2XLlype3LxSrW8uWwciV8+y1kZb1tMTODhARac0JInfj5+eno6Pj5+cmrQ/HVI+WjUyc4d07Gz27eDIWF77V4eDR+gx5CmkuywKekpGRnZ+/YseOrr75au3bt1q1bhw8froQ8zp8/X39/jUhOTk7jq1PfugVPnsCvv8KZM/Ddd28fgBHdZIcQko5oXUdLS8v79+8HBgZ+9dVX169f36oxM6tMmEB3BgjRT/IJyylTpujq6iYnJ0dERISEhCxbtkw5eRQUFJS8TyAQkCQpuZ9AAMHBEBoKHA4YGcGbN3DxIgAWeIRkQdd4RwgpgeQRfGVlpb+//+bNm6dOnerp6Sn/RWKasHDhQomW27dv6zd8dPXgQejU6e1lqro6WLsWVqyA0aOxwCMkA7rGO0JICSQLvJWV1fLly8PDwx89erRv377GT5LTaN8+yMuDjh0BAMrKYPlyKC+HiAgYNw5yc4GicLlYhKSn6uMdIdQGkqfow8LCLC0tz549y+PxiouLf/nlF1rSalJyMmRlwYsX8OIFWFrCvXtQVAQTJgCHA1wulJbSnR9C6kTVxztCqA0kj+B5PJ67u/u9e/cePnw4fvx4BwcHWtJqkq4u6Oq+3RYIgMd7t5KE6Cx9/UuEUEt4PN6YMWOSk5Pd3Nxmzpyp0lNTI4RaSfIIfsOGDTNnzszNza2srJw2bVpoaCgtaUmlpua9RR7xMjxCrXTy5Mnx48evXr2aoihvb+9Dhw7RnVFrJCXBgQN0J4GQ6pI8gj99+nRSUpKenh4ALFmyxM3NTXVvrBWfix6wwCPUanv27ImOjg4ICGAymUlJSU5OTqq79oQEioIFCyAhAUaMgJ496c4GIVUkeQRvZmbG+N/qhARBGDS1ALMqqK3FI3iE2qKiokJbW1u0LZoNnt58miO+WBwA/Pwz1NbCtm3vpqtDCL3v3RG8aH1oe3v7fv36iVZ5uXLlyqRJk+jLrSV1de8VeJytFqFWUo+pqQHgyRNwcoIHD8DVFQCgqgq+/BJOn4YBA+DECbhyBXx86E4RIZUjeYrexcXFxcVFtL148WIjlb1nrbYWmMz3HoozM3u7fjNCSDrqMTU1ACxfDgMGQHAw3L8PBAHbt8PgweDlBQAQGgoLFoC3N6jy6QeE6PCuwAcHBxcUFOzZsycuLo7P5zs5Oa1evbpz5840JtcciQvwgKfoEWo1giDGjh07duxY0cvy8nLR/TeqJSIC0tMhIQEGD4azZ8HDA/btg4gIEE1ubWcHJiZw4ACsWEF3ogiplncF/sWLF0OGDJkxY8YXX3yhpaV19+7dAQMG3Lx5U+Yn5UiSTEpKysnJIUnSwsLC0dGRxZI8YSA7iQvwgAUeoVaIj49ft25dUVHRmDFjlixZsm3btpSUlISEhFxVG0S1tbByJezdCxwO7N0LU6bAl18CjwezZr23W3Q0FniEJLyruMuWLQsNDa2/6D5w4MAPPvhg1apVly9flqHfW7duzZ49m8vlOjg4UBT17NkzPp9/4sSJYcOGySdxLPAItcGsWbMmTZo0dOjQU6dO9e3bNzAwcPXq1W1d4FUR/u//oFs3GD0aAMDDA7y8IDsbXrygOy2E1ABBUZRoy8bG5sWLF0wms/49iqK6deuWmpoqQ799+vS5dOmSvb19fUtmZubEiRMfPXokZQ/u7u48Hi8iIqLxt9PTYcgQSEt710KSwOVCVRXI8TwBQvTJysry8PDIzMxUROeWlpavX78GgMLCwp49e+bn5xO0TvPc+HgvLQUbGxgwAKyt37bk5MDNm/DyJZiZKT9JhBRHEeP9XS1ksVgCgUC8wAsEgvpH5lqLJEmz90egqampbF01ruERPJMJxsZQWIgjH6EWsdls0YaJiYmurm4bq7tAIBBdgMvOzn7w4AGDwfDw8LC0tGxrlrq6EBoKdXXvNX7yCajy47sIqYx3BX7EiBG7du3asGFDfcvBgwe9RPeptt6iRYscHR09PT0dHBwIgnj69OnDhw+XyOuJ1ZoaWLgQGv74MDODnBws8AgpmZmZWWFhYVRU1NSpU729vXV1db/44ott27a19TlbNlvyWjtCSGrvCvyuXbtGjRp17969kSNHstnsO3fuvHr16vbt27L1GxQU5OPjExkZmZOTQxCEm5vbxo0bm7nCN2bMmL/++ku8pby8vF+/fo3vHRoKf/4JDVe+sreH58/ByUm2nBFqP9LT0zt06CDarqysrN+uqKiQuc9du3ZdunTJ3d0dAAoLC0eMGKHSE2kgpOneFXgDA4OHDx9evHgxLi6urq5uypQpkyZNqj+PJ4PCwkIzM7PPPvvM0NBQ1HL58uVxoqXcG/j1118l1qL29vbu1KlTI7vm5cHu3fDddxAYCLGxbye+EOnVC/77T+aEEWo/+Hy+3Ps0NDS0/t/Fcn19/Tdv3sg9BEJIeu/dj8ZgMCZMmDBhwoS297tr164DBw54enoGBweHh4c7OzsDwNy5c5t6CEdHR0diLWoWi9X4dcE1a2DuXLC1BWvrdxNfiPTsCRcvtj15hDRe/Qy1csFkMp2dnYVC4dy5cy9fvvzy5cugoKChQ4c2tf/YsWP//PNP8ZbmztiJu38fAgMhPh643DZnjZCGU9QN5wcOHIiPjzcxMUlMTJw4cWJCQoK+vr4c+o2Lgz/+gJQU+PtvsLaG0lI4fx7q59fs1Qu++UYOURBCrZGXl1dSUvL8+fP8/HwAKC4unjx58vTp05vaPywsTNozduJIEpYsAZKEb78FsbuFEEKNUlSB53K5oimxHB0d582bFxwcfOzYsbZ2SlGweDGMGwePHsGjR1BeDj4+sHo1jBv39ud8RgakpIBAgE/KIaRkRkZG/fv3F227urq6il87a6AVZ+zEHT0Kurrw++/g5AQBAWBl1baUEdJwMj4F16Lx48c7Ojru27cPAFasWFFYWOjn51dVVdWmTisqwNAQXr6EnTshLAxevYLoaOjeHXJyAABqa2H5chAK4exZeXwDhJCMhgwZIv9Oy8pgyxbYtw+6dIGFC+GLL+QfAiHNoqgj3e3bt/v4+OTl5QEAk8m8cOHCuXPn2rp0jZ4eXL36dvvsWbh0Cc6cefduaCj07g2GhrBxI3z2GYg90I8QUiaSJOXf6ebNMG4ciJbCWrcOevaE+/dh0CD5B0JIUyiqwBMEMUhs7LFYLH9/f39/f7kFkJjoJj8fdu+GBw/gxAk4dw6OH4e5c+UWCyHUGjNmzJBzj8+fw8GDsGgR7Nz5tqV7d1ixAqSeGROhdkhtr1VLFPh162DWLOjeHXr2hJ49YeNGmDQJ/vd4HkJImQIDA+XcI4MBy5YBAJSUvG1xdgZdXaAooHWGXYRUmdoW+Jqad8vFxsXBL7/A6dNw8yZUVMCzZ2BvD1u3wrff0poiQkhO7O1hxw66k0BIzahtgRc/gs/NBS8v+P57AACShFevwNoahEIas0MIIYTopREF3scHfHzevWVrC4cPg9hCdgghhFB7o6jH5BRO/BS9BJywFiGEULuntgW+rg6amie/Vy948kS52SCEEEKqRW0LfMP14Ov16QMJCcrNBiGEEFItalvgmzlFP2IE3LgBiphqAyGEEFITqnKTXWRkZGZmpnhLQUGBaDb7xjVzBN+5M1hawqNH4OEh1xwRQgghtaEqBf6ff/55+fKleEtlZWVzS1bX1DRZ4AFgzBi4ehULPEIIoXZLVQr8mjVrJFoSExObm7u+trbJU/QAMGYMBAfD11/LKTuEUAtIkkxKSsrJySFJ0sLCwtHRkYWLOiJEK7Udgc2cogeAgQMhPR2ys8HCQok5IdRO3bp1a/bs2Vwu18HBgaKoZ8+e8fn8EydODBs2jO7UEGq/1LbAN3+KnskEb2+4dg1KS8HUFKZNU2JmCLU7S5cujYqKshebXSozM3PixImPcDEYhOijtgW++VP0ADBmDJw9C3//DWw2+PhAG1eqRQg1jSRJMzMz8RZTU1O6kkEIiahzgW/mCB4ARo+Gzz+H9eshLw+++gr27lVWZgi1O4sWLXJ0dPT09HRwcCAI4unTpw8fPlyyZAndeSHUrqntc/AtFvh//wUtLdDSgq1b4exZePxYWZkh1O4EBQXduHHD3d29qqqqqqrKzc0tMjJywYIFdOeFULumtkfwzUx0AwAkCcHB8M03sG0bLFoE69ZBcDDcvKnE/BBqX2xsbLCiI6RS1LbAN38Ef+QIlJdDr17Qty8sWQKTJ0N8PEREwNixSkwRIdS4DRs2PH36VLwlNTUVH6tDSL7UdkQ1fxd9URHY28POncDnw+nT8OoVuLjA69fNdYjP1CEkKz8/v0bbz54922j7qFGjPvjgA/GWkpKSPn36yD8zhNoxtS3wdXXNFfj162H9+rfb8+ZBZSX89BMQBADA339Dv36grf3e/levwsSJ8N9/YGursIwR0lgrV66cNGnSzJkzPT09pdl/0KBBEi0xMTE8Hk8BqSHUfqltgW/+Gry4vXvhww9h8WI4cAAyMmDYMFi9GjZvfrdDXR0sXw5Dh8Lq1XD+fAu9Xb4MPXpA9+4yJ46Q5nF1dQ0ICHB1dfX29qY7F4TQW+p5Fz1JQmkpSHnFjsuFS5fg3j34+mtYvRqmTXtb6ev93/9B164QHg5xcXDjRnNd5eXBtGkQGNim5GUTHg4jRwJF0RAaISls3rzZx8eH7iwQQu+oZ4EX3UP366/S7m9kBNeuwblzcPEizJ8PixfD6tVv38rPh507Yfdu0NaGXbtg2TIQCJrs54svIDAQKipaEVou+HxYvhxSU+Hnn5UaFyGEkNpSYIEnSTI+Pv7KlSu///57bGysoJnC2SolJbB5M2hpwTffwJs30n7KzAy4XJg2DUaPhqQkuH0b/vgDAODLL2H6dOjRAwDA1xd4PDh2rPEeEhIgMhK+/BL27oUVK6CqSh5fRjohIdC/P5w5A2vWQFmZ8uIiJJMhQ4bQnQJCSGEF/tatW3Z2dlOnTj1y5MixY8emT5/etWvX27dvy6HrzZthwgQQCuGjj2DbNmk/dewYaGnBkSPw7Bn4+ICpKXz0EfTqBUePwu+/Q//+MGgQjBgBRUXwxReQmQklJVBSArW1bz9OUbB0KWzdCgYG4OUF/fvDnj1y+C7SeP0a9u+HnTthwADw9oZdu5QUFyFZkSRJdwoIIYXdZNfaxSd8fX0TEhLEW16/ft2vXz/J/Z48gTNn4N9/4aefYMcO6NMHPv9cqlvMKkVwAAAgAElEQVTetm4FAHBze/tSSwsoCvz9ISMDCguhqAjKyiAvD6qqgM0GV1eoqwMAqKx8V+MB4P59mDPn7favv8KGDe+FIAgwNGw5k9aqrAQGA5ydAQCEQigrgwMHgKGe11ZQQywWXLwIAwfSnYc8zZgxg+4UEEIKK/CtXXzi+++/Ly8vF2/Ztm2bnZ2d5H7Ll8P69cDjQVYWGBjAqlWwciX8/nvLCUVFQWnpey0EAX36tDDfbT1vb7h1S7IxJARWrnz3kqIkQ7RdbCyMGQObNoGOztuWsDAwNYUTJ+QcCNFIEb8LaRVIy42oCKH3KarAt3bxCR6PJ/EUrLGxsZZE9c3IgBs34No1CA5+18hiQU4OmJu3kJDYuQRZSDPNLUHIf806IyOYPRvS09+19O0L1ta4OB5CCKHmKarABwUF+fj4REZG5uTkEATh5ua2ceNGGxubNnVqZdXcLe4aydUVXF3pTgIhhJD6UeBEN21ffCIyMrKoqKjRty5dumSo3BOb5eXlLBaLy+UqLaJQKCwuLjYxMVFaRAB48+aNtrY2R8pJhORBIBCUlZV17NhRaREBoLi4WF9fX5mTn9fU1Ojr6w8YMED6j0hctNJ4ON5xvCtIux3vqjuTnZ+fn7GxcaNvCYXCp0+fjh49Wpn55ObmcrlcCyXOV8/n85OTk7t166a0iACQlpZmbm5upMRLACUlJQUFBfZtvIbSSikpKcbGxsqsGTk5OZmZmR999JH0HzEyMtq+fbviUlIpON5xvCtO+x3vlBoSCARMJlPJQYODg0NDQ5UZMT093crKSpkRKYry9fU9f/68MiNGR0cPHDhQmREpihowYMDDhw+VGfHcuXOTJ09WZkSNgeNdcXC8K4iKjHd82gohhBDSQFjgEUIIIQ2EBR4hhBDSQFjgEUIIIQ2kunfRN4PBYIwbN07JQXv16qXMW2oBwMDAYOjQocqMCACOjo7W1tbKjGhmZta/f39lRgQAd3d3iZkWFc3a2rqRqZeRFHC8Kw6OdwVRkfFOULjEOEIIIaRx8BQ9QgghpIGwwCOEEEIaCAs8QgghpIGwwCOEEEIaCAs8QgghpIGwwCOEEEIaCAs8QgghpIHUr8AfPHiwZ8+effv2jYqKUmggiqLWrVvn4OBgbW0dEhKizOh+fn4nT55UWsRr1645OztbWVnt379fCUEpilq9erWNjY2dnd2pU6eUEDEuLs7Pz6/+ZcNYco8uHpHGPyQNgONd7nC8t6PxTuNKdjJ49eqVvb19RUXF8+fPra2tBQKB4mLdu3fPwcGhuro6Pz+/S5cusbGxyokeFhbG4XBOnDhBKeX7vnnzplu3bnl5eSUlJWZmZtnZ2YoOeufOnX79+vH5/OzsbD09vfLycoVG3LRpk42NzZQpU0QvG8aSe3SJiHT9IWkAHO9yD4fjvV2NdzU7go+MjPTy8tLV1e3atau2tnZSUpLiYuXl5c2fP5/D4fB4PE9Pz4yMDCVEz83NDQ0NnTFjhuilEiJGRESMHTvW1NTU0NAwNTWVx+MpOiiTyWSz2Ww2W1tbm81mEwSh0Ihubm4zZ86sf9kwltyjS0Sk5Q9JM+B4l3tEHO/taryrWYHPzc11cHAQbTs4OOTk5Cgulq+v79KlSwEgMTExOjp62LBhio5OUdTChQtDQkJ0dHRELUr4vmlpaenp6R988EHnzp337NnDYrEUHdTT07N79+4WFhZdunTZtGmTrq6uQiP6+Ph4enrWv2wYS+7RJSIq/w9JY+B4l29EwPHezsa7mhV4iqIIgqjfJklSoeFIkgwJCfH19Q0PDzc0NFR09B9//NHe3l78b0UJ37eioiI1NfXu3btJSUnHjx+PiYlRdNBbt269ePHi7t27165d27t37+vXr5X5P2vDWEqIruQ/JI2B412+EQHHezsb72q2mpy5uXlMTIxo+9mzZwpd7kkgEPj6+hoZGcXFxRkYGCgh+pkzZ168eBEZGZmTk3P+/PmamholfF9TU9NRo0YZGRkBwKBBg1JSUhQd9OrVq/7+/qKftB4eHvfv31fm/6wNYyk6uvL/kDQGjnf5RgQc7+1tvCv6Ir98vXr1qmfPntXV1RkZGdbW1nV1dYqL9fPPP0+ePFkoFCo/+tKlS+tvulF0xMePH/fu3ZvP54tuCUlOTlZ00O+//97Hx4fP5xcWFlpZWcXExCg64o0bN8RvupGIpYjo4hFp/ENSdzje5R4Lx3u7Gu9qdgRvY2MTFBTk5eUFAMePH2exFJj//fv3IyMjzc3NRS+PHDkybtw4pUUXUcL37d2798yZM93c3CorK9esWdOnTx8AUGjQOXPmxMfH9+zZk6KopUuXurq6KjqiuIb/pIr+R1aFPyQ1heNd7iFwvLer8Y7rwSOEEEIaSM1uskMIIYSQNLDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoICzxCCCGkgbDAI4QQQhoIC7yqS01N9fb2/vjjj/fv3093LgghhNQGQVEU3Tmg5qxbt+6jjz4aPHjwoEGD7t+/T3c6CCGE1AOL7gRQC7744gtdXd3MzExjY2O6c0EIIaQ28BS9qtPT04uIiFiwYMHBgwcVF+XOnTuffvqp8j+LEEJIQbDAq7rr168/ePDg999/t7S0pDuXtgoNDbW1tTU3Nw8ICKisrBQ1FhYW9u3bt6mP7Nix48aNG8pKECGENAcWeFUXFhb277//Tp48edq0aS3uLBQKCwsLG243v6dyJCYmbt26NSYmJiUlpaCgICQkBABCQ0OHDx9eXl4u2ic1NdXDw+ODDz7YtWsXABQUFCQmJo4cOVKZeSKEkGbAAq9awsLCLC0t4+Pj6+rq7O3tr1+/fuzYsStXrvz6668///yz+J779u2ztbXt2rXrihUrSJL866+/JkyY4OLi8u2334pvUxS1detWOzs7W1vblStXSuzZMAGJbj/88MPw8HDRW66urnfv3m24j5RfLSMjY8GCBSYmJgYGBhMmTEhNTQWAPn36LFmypH6f77//fuvWrf/888/Fixerqqq2bdu2fv162f4lEUKovaOQKjl8+HB8fPyyZcuOHz8+bNgwoVDY6G5RUVF9+/bNzc0tLy+fMmVKSEjIw4cPdXR0njx5QlGU+HZkZGS/fv1KS0v5fP6IESNOnjwp/m6927dvf/LJJw27PX78+LRp0yiKSk1NtbW1JUmy4T6iz9Z3ZW1tLfE3VldXJx4rPz/f2dn5t99+E73MzMy0trYWbT9//tzDw8PJyWnHjh1Pnz6dP3++vP5hEUKovcG76FVLQEAAh8P57bfftm3bdubMGYIgGt0tKiqqrKxsypQpAFBYWEhRlJeXV//+/R0cHEQ71G9HRUUFBAQYGBgAwNy5cyMjI3v06CG+Z/PdHj58eO3atbW1tefOnQsICGAwGA33cXV1Fe8kLS2tqW9HUdSpU6e++uqrTZs2TZgwoeEOXbt2/fPPP0Xb06dP37lzZ4v/YgghhBqFBV61cDgcAGCz2S4uLm5ubk3tpqurO3v27I0bNwIASZJCoTAuLk5XV1d8B9EGRVH1vxIYDIbojLr4ns13y2azBwwYcPv27bCwsAsXLjS6T3R0tDRfjSTJgICAsrKy6OhoCwuL5nd+8OCBnZ2dubn5unXrrl692rFjx1OnTllZWUkTCCGEEOA1eBXE5/OPHTv28ccfN7PPyJEjz5w5U1xcXFdXN3ny5B9++KGpPYcMGfLTTz+Vl5fX1NQcPXp02LBhre3Wz89v+/btRkZGdnZ20oS2sbEh3icQCADg0qVLubm5ly5darG6UxT17bffrly58vXr17GxsUlJSYsWLTp58mTzn0IIISQOC7zK+b//+7+BAwc+evSomX1cXFwWL148YMAAW1tbExOTwMDApvb08fH5+OOPHR0de/bs2atXrxkzZrS223Hjxj169CggIEDK0GlpaZLXgVgsALh///6dO3e4XK62tra2tvb06dObSuP8+fMfffSRnp5e586dnZ2dnZ2d9+/fP3fu3GYyRwghJAGnqlUtxcXF3bt3j46OXrdu3datW+/cubNw4UK6k0IIIaR+8AhetWzbtm3s2LE9evTw8/Pr378/j8ejOyOEEEJqCY/gVUtVVRWbzWaz2QAgFAoZDPwFhhBCSBZY4BFCCCENhAeICCGEkAbCAo8QQghpICzwCCGEkAbCAo8QQghpICzwCCGEkAbCAo8QQghpINVdbOa7777bvXs33VkgRKfu3btHRkbSnYUy4HhHSO7jXXULfFpa2uTJk1ucgTxPmLe1eut+nf3KyQohpcnNzRUty9seSDneEdJUihjvqlvgAaBjx46iFcyaUV1dnfYyrcXdEFI7WlpadKegVNKMd4Q0lSLGO16DRwghhDSQSh/BN+Nh5cNLpZcAoFBQmC/IX/t6LQAwCMbaTmv1mfp0Z4cQQgjRTF0LfAdGByOWEQDUQR0DGKJtFsEqFBRigUdI+XJycng8HovFiomJSUlJcXJy6tOnD91JIdSuqesp+r7cvms6rVnTac0c4zkmLBPRdldO17XZa+lODamckpISLS0tQpXo6ekJhUK6/2HkZt++fc7OzjU1NVu2bJk8efKNGzfGjBnz3Xff0Z0XQu2auh7BN4qkSJIi6c4CqZzq6moTE5Ps7Gy6E3mHzWZr0nLA33777ZMnT3R1dQ8fPvzPP/8YGxvn5+d7eHgsXLiw0f35fH51dbV4S1VVlSb94kFIFah9gTdhmXh18KI7C4TaNRMTk7q6OgDo2LEjk8kEAD09PR0dnab2nzBhwt9//y3eUl5e7uzsvGbNGkWnilD7ofYF3pRlas42t//XHgAqhZUVZIVoW5+hH98zngCC7gQR0nzbt2/39PQcO3Zs9+7dhw4dOnLkyKtXr86aNaup/RvO5uHu7s7j8RScJkLti9oXeABYYbpiRscZAHC97PqlN5e+6/IdAHAZXKzuCCnH6NGjY2JiIiIiTExMevToYWpqGhYW1rt3b7rzQqhd04QCr8fU02PqAUAndiddhq4dB+fKQEjZDAwM/P396c4CIfSOJtzj86LmxYSXE+jOAiGEEFIhmnAE/7LmZXhpeDI/eaDuQAOmAd3pIIQQQvTThCP4YrIYAH4q/smMbTZCbwTd6SCEEEL004QCXyAoGKk/8nTxaXwIHrXFnvw9abVpsn321KlTNv9jaWlJEERaWtq6descHBysra1DQkLkmmn7lVeXNzcDV5xDSCqaUOCLBEUeuh5dtLrcLL9Jdy5IjV15c+VlzUvZPhsQEJD2P5MnT54wYUJGRsbFixeTkpJiY2P3798fFxcn32zbpyKy6M+KP+nOAiH1oCEFnqRIHYbOqaJTdOeC2rvLly9fvHjx6NGj+fn58+fP53A4PB7P09MzIyOD7tQQQu2LJtxkV0QW6TP1a4Q1kWWRb8g3eJ8dagpfyL9SdoWiqPoWCqjYqlgBJQCA5zXPvy/4PuJNBABYa1lbsC3EP2vHsXPRcWm+/6ysrLlz54aHhxsZGfn6+ooaExMTo6Ojv//+ezl/mfYkkZ94vew6AOQL8gsFhTvzdgJAFVnVv0N/H30furNDSEVpRIEXFDlxnVgEy0nHKaYqxlvPm+6MkIoqIUt+K/mNhHf3aghBGFsZK2opEBTcrbjLYXAAwErLypJtKf7ZIR2GNF/gBQLB1KlTly9f7uHhIWohSXLPnj2HDx8ODw83NDSU//dpN2qENSWCEgB4I3gjBKFoO7UmNYGfgAUeoaYosMCTJJmUlJSTk0OSpIWFhaOjI4sl53B/Vv55v+L+Y/5jXaZuZm2mMcv4UMGhf/j/LOYtZhNs+cZCGsCCbXHG9kxT7454PmK92frhesNl6/yrr77icrkrV64UvRQIBL6+vkZGRnFxcQYGeFapTdx13d113QHgv+r/HlY+3GG5AwAulF44XXya7tQQUl2KKvC3bt2aPXs2l8t1cHCgKOrZs2d8Pv/EiRPDhg2TYxQBJSgRlJQLywWUQEAJuAQ3uy67kqykgGr5wwjJT1RU1PHjx+Pj4+sXiDt37hyHwzl+/DhB4JTJ8iSkhKJ7IfPq8iqFlaJtLoNrzjanOzWEVIuiCvzSpUujoqLs7e3rWzIzMydOnPjo0SM5RhncYfDgDoMPFhxcYLJgu2D7XJO5kWWRG8w3yDEEaj8MmYb6TH3ZPhsSElJRUeHp6Vnf0q1bt+joaHPzt1XnyJEj48aNk0OW6uDw4cPz5s1TRM9GTCMmgzkydST8b3Ep0TYuLoVQQ4oq8CRJmpmZibeYmpoqIlANVVNL1XIZXACw0bJJq0lTRBTUHvxm95vMn224PFq7cvLkSfGXW7Zs4XA4ADBz5kz5BjJnmz/u+Vi0LTpF35b/1RDSbIoq8IsWLXJ0dPT09HRwcCAI4unTpw8fPlyyZIncAxUKCo1ZxmYss97c3jYcm1e1r+QeAiHUvOvXr4eHh8+YMUO0Bnx1dXViYmIz+xcWFpaVlYm3VFdXC4VCxWaJUDujqAIfFBTk4+MTGRmZk5NDEISbm9vGjRttbGya2v/w4cOvXr1Xm69cueLi0sJTSQBQJCgyZhn30O7xXZfvhCAsIUuqhdXaDO22fwWEkJTOnDlz/vz50NDQkJAQT0/Pmzdv7t27t5n958+fn5CQIN7y+vVrNrt1N8YyCSaTYMqSLkLtgwLvojc3N581a5a2tnZWVlZ8fHxtbW0zO+vr6xsZGYm3lJWVSTM3SJGgyIRlItpmAKMLu0t6bXoP7R5tyRwh1FqTJk0aNGjQwoULL168WFNT0/zOv/76q0SLu7s7j8drVcSP9D/qr9O/dVki1J4oqsCfOnUqKCioY8eOq1atWrdunaenZ3Jy8qZNm5q69eazzz6TaLlw4UKHDh1aDFQoKDRmGte/tOHYpNWmYYFHSPnMzMx+++23H3/8MTk5WQnhtAgtvHMeoWYoqsBv2rTp8ePHpqamRkZGhw4dmjVrVlFRkbu7u9zvrS0i3x3BA4Ctli1ehkeILgRBBAQEBAQE0J0IQkhhBV4oFFpYWGhpac2fP3/GjBkAYGBgIBAI5B5IdJNd/Uu8kR4hhBACxS02M3z48LFjx8bExOzbt4/JZL548eLzzz93cnKSeyDRTXb1L0Wn6OUeBSGEEFIvijqCP3r0qPh9NOnp6T179gwKCpJ7oCJBkSPXsf6ljRYWeCSJIIiSkpLJkyfTncg7QqEQZ7hDCCmUogo8i8Xy8/Orfzl8+PDhw2Wc4rt5jVyDr8Fr8Og9nTp1On/+PJ/PpzuRdz7//HMmEx/xQggpkNqvJidxDb4Tu1OFsKJSWKnL0KUxK6RSCIIYO3Ys3VkghJBSKeoavNKIPwcPAAQQVlpW6bXpNKaEEEII0U7tC7zEETzgWXqEEEJI/BT9X3/91fBtbW1tR0fHhu0qQkAJKoWVBsz3FtvGG+kRktKTJ0/u378fGBj41VdfXb9+fevWrQq6VwYhpHzvCrxo7ujs7OwHDx44OTmxWKzY2Nj58+cfPHiQvvRaUCQoMmIaMd4/D4E30iMkpSlTpqxZsyY5OTkiImLv3r0LFy5MSkqiOymEkHy8K41nz549e/aslpZWSkpKXFzc33///fz586dPn9KYXIuKyWKJ8/MAYKtli3PdICSNyspKf3//3377berUqZ6eni3OIY8QUiOS1+AzMjK6du0q2raxscnOzlZ6Sq1QICgQv8NOBG+yQ0hKVlZWy5cvP3Xq1LRp0/bt2yda7FU2sbGx4eHhpaWl9S2XL1+WR44IIRlJFvj+/fvPmDHj9u3bt2/fDggIcHV1pSUtKUncQi9io2WDBR4haYSFhVlaWp49e5bH4xUXF//yyy+y9bNr164JEyaEhYX169cvPj5e1Dh37lz5ZUqPQkFhLdXcMpgIqTLJ5+CPHDly6NChAwcOMBgMLy+vwMBAWtKSUpGgSHwpORFTtmmFsKJKWKXDkP1wBCHNNn/+/Prt58+fnzhxAgD27t176NAhGXo7cOBAfHy8iYlJYmLixIkTExIS9PX1m9k/LS2tqKhIvKWysrJjx44yhFaoVa9Xfaj/oZ+RX8u7IqR6JAs8l8sdPXq0paWlr69veno6l8ulJS0pNXxGDgAIIDqzO2fUZjhoO9CSFUKqT74z/3C5XD09PQBwdHScN29ecHDwsWPHmtl/8+bNjx8/Fm9JS0trywUCBRFQAgEl/yWyEFIOyQJ/8uTJHTt2VFdXT5w40dvbe9WqVeK/9FVNEVnEY/EatltzrNNr07HAI9SUhgVeKBR+8803shX+8ePHOzo6zp8/f+nSpStWrBg/fryfn19VVVVT+588eVKixd3dncdrZCwjhGQmeQ1+z5490dHRffr0YTKZSUlJu3fvpiUtKZWSpUZMo4bteBkeIWmEhoaam5tra2tbWVnp6Oi8fPlStn62b9/+ww8/WFpaAgCTybxw4cLHH388depUuSarPCOfj3RNcXVNcb1adnVj9kbR9qacTXTnhVDrSB7BV1RUaGtri7bZbDaHw1F6Sq3AF/IbvdCON9IjJI0ff/zxv//++/rrr2fOnElR1P79+2XrhyCIQYMG1b9ksVj+/v7+/v5ySlPZDlkdKiVLAWBj9sYBHQaM0R8DANZa1nTnhVDrSBZ4f3//jz/+ODc39/Dhw7/88otKrbDZEF/I5zIauUvAWsv6etl15eeDkHopLi42MDAYNGjQ3bt3Fy9e/N9//9GdkUqw59iLNjqyOtpq2brouNCbD0KykSzwX3755Y0bNx48eJCXl/f1118PHjyYlrSk1FSBx1P0CElj6NCh06ZN271796hRo8rLy1XwNjeEkMwkC7yNjc0nn3zi7+/v6enJYKj6UjR8is8lGj+CxwKPUIuOHTuWmJhobm5+4MCBmzdv7tu3j+6MVMu0jtO6a3enOwuEZCRZ4J88eRIREREaGhoYGCiq9H379pWta5Ikk5KScnJySJK0sLBwdHRkseS8/HxTR/CWbMv8uvw6qo5NsOUbESFNUlpaamNjU1hY2Lt37969ezOZTLozUi0f6n9IdwoIyU6y4hoaGk6bNm3atGmJiYmLFi3auXMnRVEy9Hvr1q3Zs2dzuVwHBweKop49e8bn80+cODFs2DB5pP1WUwWeSTDN2GZZdVm2WrZyDIeQhhk9erRoo6CgICMjY/r06T/++CO9KSlHGVmmz2xuKh6ENIBkgb979+7ly5evXLnSsWPHiRMnnj59WrZ+ly5dGhUVZW9vX9+SmZk5ceLER48eyZ5sA00VeBCdpa9JxwKPUDNiY2NFGxRFxcfHq/LSkXJUKCh0S3F71ecV3YkgpFiSBX7z5s0TJ068deuWhYVFW/olSdLMzEy8xdTUtC0dNqqFAo+X4RGSDkEQzs7OiYmJdCeiDHVUXQ2F6+YhzfdegS8rKwsKCvL19W17v4sWLXJ0dPT09HRwcCAI4unTpw8fPlyyZEnbexbX1E12AGDDwRvpEWpBcHBw/fZ///3XpUsXGpNB9UiKLBAUmLHNWt4Voaa9V+A5HM6qVasGDRrUqVOnNvYbFBTk4+MTGRmZk5NDEISbm9vGjRttbGya2v/Bgwc5OTniLcXFxaLZrZvBF/K1GdqNvmWtZf1nxZ+tTxyhdsTLy6t+e8SIEUOGDKExGUX7o+yPkLwQAKihaooFxSOfjxS1H7Y6bMexozU1SXcr7n6b9+3VrlfpTgSpN8kC7+Xl5ezsPGTIkPonYo8ePSpb14WFhWZmZp999pmhoaGo5fLly+PGjWt052vXrj179ky8pbi4uMW5qWuoGm2iyQJ/pvZM67NGqF3466+/AKBz587ijS9fvnR0dKQpo+Zsy9223mx9Gzvx0PVYa7aWAqpYULygesEaszUAwCbYVlpW8shRngSUgASS7iyQ2pO8Bh8QEBAQEND2fnft2nXgwAFPT8/g4ODw8HBnZ2cAmDt3bm5ubqP7b926VaLF3d29+eUja6gaJjCZROMP9uA1eISasXfvXgDIzs5+8OCBk5MTi8WKjY2dP3++Ct5nR1LkppxNbS/weky9EXojACCnLodDcLz1vOWRHUKqS7LAe3t7P3nyJDk5WbRcrK2tjHeht3Z9aBlUC6ubusMOAKy0rLLqsoQgZDRYUAchdPbsWQDw9vZOSUnp3r07ALx8+TIwMJDuvNq13Xm7vyv8DgD4Qn4pWWr/rz0A6DH0Hjk80iK06M4OqR9FLRfb2vWhZdDMLfQAwCE4xkzjzNpMXCICoaZkZGR07dpVtG1jY5Odna2cuMnJyXl5eeItJSUlJEnevHlT9NLV1VVLX+vPyj9LC0pfPH4hzBbuytwFAL1deg83H85lcPPz8//555/6j7u6uoouBUrTLqAEQTZBou229CP39kCTwMF1g1OSU5L5ydfKrq3qtKqvc1+TjiZahJZK5Yntimi/f/9+XV0dyJVkgRctFxsQECBaLtbJyUm2At/a9aFl0Mwt9CLdtbs/r3mOBR6hpvTv33/GjBlz5swBgOPHj7u6uion7g8//JCSkiLekpWVpaWltXPnTtHLNWvWGA403Jm7M/9aftbZLIqktjO3M4BhE2hjMcnCScfp3r17hw8frv/4mjVrvL29AUD6dugGrdpfCe16TL30v9J/PPxjkaAouzb7R50f16xZ4+jtqGp5Yrsi2r///vvKykqQK0Jiojo7O7vk5OQpU6ZERETU1NS4uLg8fvxYhn4pihKtWCN66E4gEJw7d+7+/fuHDh2Ssgd3d3cejxcREdHUDv9V/zfp5aR/e/3b1A7zMub14/ZbyFvY2uQRUgVZWVkeHh6ZmZmKC8Hn8w8dOvTgwQMGg+Hl5RUYGMjlNvejWXGaGe8kRbIT2I8AtUkAACAASURBVPu77A/iBSk/MVr8UfbH7vzd17vikpjtiCLGu+T1adFysa9evTp8+PCoUaNkXi5WtD50/SP1ovWhpa/u0mj+FD0AdON0e17zXI4REdIYo0ePLigoWLx48b///mtkZGRgYJCcnLx48WK682pSdGU03Skoj5OO0xKenGcNQe2Q5Cn6LVu2XLlyRS2Wi225wGt3u1NxR1npIKRO/Pz8dHR0/Pz86E6kSSRFni45XS2spoACgBc1L34o/AEAhnQY0kO7B93ZKRaPxfMx8KE7C6T2JI/gU1JSsrOzd+zYQVHU2rVro6KiaElLGi0W+O6c7s+r8QgeoUbMnDlTV1fX0tLy5cuX3t7e0dHRGzduVKkVomup2ltlt66XXf+j7A8ug5tdl3297Pr1suv3K+7TnRpC6kFyPE+ZMkVXVzc5OTkiIiIkJGTZsmW0pCWNFm+ys+fYZ9Rl1FFyvi8RIY2hyuOdy+AaMA3Sa9PTa9NJiqwSVom2b1fcbuojdyvuJvLbxXT6CElD8hR9ZWWlv7//5s2bp06d6unpWVOjuksyFAuKH1Q+aGYHLULLnGWeVpvWjdNNaVkhpEZUfLz/X5f/E23YPrb16ODxi80vze//e+nvllqWjlxVnIwPIeWTLPBWVlbLly8PDw9/9OjRvn376iesVUFlZBlfyG9+n27a3Z5XP8cCj1Cj1GW86zP0OQSH7iwQUjOSp+jDwsIsLS3Pnj3L4/GKi4t/+aWFn8w0arG6AwCH4Nwov6GEZBBSR+oy3ueYzDFnmzf17ouaF3FVcXFVcXmCvKzaLNF2Rm2GMjNESAVJHsHzeDx3d/d79+49fPhw/PjxDg4OtKTVjEeVj44VHQOAuKq4OqpuXsY8UfsG8w2d2Z0ldq4gK2KqYpSdIkJqgsfjjRkzJjk52c3NbebMmTJPTa1o83jzSKrJxVc2ZG94VvMMALJqs9gM9r2KewAwTG9YiGWI8lJESPVIFvgNGzacOXPmk08+6dix47Rp0+bMmaNS990AgKWWpYuOCwBk1GYwCaZom02wDZmGDXc2ZBn+W93kTDgItXPymppa0TgEB4gm3/3F9u2JhxVZKyy1LJebLldSWgipNskCf/r06aSkJNE08kuWLHFzc1O5As+2DDQJBICU6pQHlQ9E2xLiq+KLyWIA4Av5ObU5N8tvAoA527y3dm8lZ4uQKpPX1NQIIRUkWeDNzMzqn4UlCMLAwEDpKUmrmqomqMZ/1R8tOip6Av5Z9bMKqmJ7znYGwfDq4NXbHAs8Qu9UVFRoa2uLttlsNocj+41ssbGxmZmZw4YNEy2eAQCXL18eN26cHLKUGptg46prCNV7V+BF60Pb29v369fPx8eHoqgrV65MmjSJvtxaQFKks45zo2991+U70caKrBU/l/y832p/L+1eSkwNIfUgmpo6Nzf38OHDv/zyi8xTU+/atevAgQOenp7BwcHh4eHOzs4AMHfu3NzcXLnm24KN5htZhORBC0LtluRgcHFxcXFxEW0vXrzYyMhI6SlJq46qCzAOaHE3E6bJs+pnWOARakheU1MfOHAgPj7exMQkMTFx4sSJCQkJ+vr68k1VGjoMFX3MDyFavCvwwcHBBQUFe/bsiYuL4/P5Tk5Oq1ev7txZ8r501VEtrNZmaDe/D5fBtdSyTKlOaX43hNongiDGjh07duxY0cvy8nLR/TetxeVyRR90dHScN29ecHDwsWPH5JkoQqj13hX4Fy9eDBkyZMaMGV988YWWltbdu3cHDBhw8+ZNFXxSTqRKWNXiD/bN5pvPlJyJeNPkmrMItU/x8fHr1q0rKioaM2bMkiVLtm3blpKSkpCQINtJ9fHjxzs6Os6fP3/p0qUrVqwYP368n59fVVVVU/v/+eefr1+/Fm8pLi5W5Tt+EFJH7wr8smXLQkND6y+6Dxw48IMPPli1atXly5dpyq0FLc5FDwAsguWi4/J1ztfKSQkhdTFr1qxJkyYNHTr01KlTffv2DQwMXL16tY2NjWy9bd++3cfHJy8vDwCYTOaFCxfOnTvXzAW+iIiI1NRU8Zbi4mITExPZoiOEGkVQFCXasrGxefHiBZPJrH+Poqhu3bpJjEOlcXd35/F4ERFNHnwPfjZ4m8W2QR0GNd8PSZGGSYZZfbMMmHh8gNRJVlaWh4dHZmamIjq3tLQUHUMXFhb27NkzPz+fIJp+0lzxWhzvCGk2RYz3d1PVslgsgUAg/p5AIGjL8pEkScbHx1+5cuX333+PjY2V6Lzt+EJ+i9fgAYBJMPtw+yTxk+QbHSG1xmazRRsmJia6urryre5DhgyRY28IIdm8q98jRozYtWuX+HsHDx708vKSrd9bt27Z2dlNnTr1yJEjx44dmz59eteuXW/fbnKdRxnwhS2fohdx1nFOqEqQY2iEUDNIsslpZRFCSvPuGvyuXbtGjRp17969kSNHstnsO3fuvHr1SuaSvHTp0qioKHt7+/qWzMzMiRMnPnr0qK0p/w+f4nMZUhV4J65T8wvLItTepKend+jQQbRdWVlZv11RUdH2zmfMmNH2TpqRXZd9vuT8UtOlCo2CkLp7dwRvYGDw8OHDBQsWvHnzJicnZ8qUKXFxccbGxrL1S5KkmZmZeIupqWmbMm2gWlgtbYHXccIjeITE8fn8wv8R35ZL54GBjUwgLUepNakXSi8oNARCGuC9iW4YDMaECRMmTJjQ9n4XLVrk6Ojo6enp4OBAEMTTp08fPny4ZMmStvdcjy+U9gi+L7dvak2qNM/NI9RO1M9QixDSVIqa1jEoKMjHxycyMjInJ4cgCDc3t40bNzbzEE5BQUF5ebl4S3V1tVAobCaENI/JiWgRWt053ZOrk9103KRLHyGkctJq02IqYwDgSfWTAkHB+ZLzAKDL0P3I4COimcXmEGqvFDhvs42NzYIFC6TcOSgoKC4uTrwlOztbS6vJdSMooGqFtRyGtGtjiM7SY4FHSH39VfmX6Mx8gaCgUFB4vvQ8ALCANVRvKE5Si1BDqrIwQ1hYmESL6LnYpvavFlZzGBzpf7bjZXiE1J2fkZ+fkR8A3Ku4tyF7Q5it5P9pIITEKarA+/n5Ndp+9uxZufQv/QV4ESeu08/FP8slNEJI+Wqp2tD80DWd1tCdCEJqQ1EFfuXKlZMmTZo5c6anp6ci+pf+AryIq47rk+onb8g3OJ8dQuqoRFBSX+B1Gbq6DF26M0JI1SmqwLu6ugYEBLi6unp7eyui/9YewWsztAfoDrhTcecTg08UkQ9CSGlcdFwu2V+iOwuEVJ0Cr8Fv3rxZcZ23tsADwEi9kTfKbmCBR0iNlJKlsVWxAFAiKKmlam+W3wQAAojBHWRcuh6h9kNVbrJrLVkKvP7IKS+nKCgfhJAixFXF7czdCQC1wtpKYaVomyAIWy1bO44d3dkhpNLUtsBTfG2idTN19OP2KxOWvap9Zatlq6CsEELyNUJvxAi9EQCQV5fXL6XfjW436M4IIbWhtgW+9UfwBBDD9YbfKrv1ucnnCsoKISSNa9euZWRkiLcUFBTo6enRlQ9CGqkdFXgAGKk3MrIsEgs8QvRKTEx89eqVeEtlZSWfz2/mI1oMLR0CZ7NBqBXUtcBXU9WtekxOZJT+qOVZy0mKZBJMRWSFEJLG2rVrJVoSExONjIya+YgR0+hJ7yeKTAohTcNoeReVJNsRvAXborNW55iqGEWkhBBSnGphNYeQdmpqhBC0twIPAFOMppwqOiX3fBBCCtXlcZc6qo7uLBBSJ+2uwM8xnnOu5FyFsELuKSGEFKecLBdCc8tLIoQkqHGBf133WoYPmrHNBnUYJFpoEiGEENJUalvgKf754vM1VI0Mn51rMvdI4RG5p4QQkq9kfvLI5yNF/9VRdWNSx4i2/678m+7UEFID6noXPV/Il3qpWEkf6X8UlBmUxE/qx+0n16QQQvLUjdNtrdlaCigAuFtxd2WnlWyCzQJWH24fKXv4u/Lvftx+2ozWTYqFkGZQvwJfQpYAwBvyjWibQ3BYwNJjtmKKDCbBnGk880jhkQNdDigqS4RQm2kztEXT2AEAAxjD9Ya39kb6JVlLDnQ54KbjpoDsEFJ1albgY6piPnz+IQCUC8sFlKDXv71E7b/a/Tpcb7j0/QTxgvr812cRb5GDtoNCEkUIqQaKouhOASF6qNk1eDcdt+J+xcX9intp92IAI+eDHNHLVlV3ADBlma43W784c7HoJUmRl99cVkC+CCH52GC+QYvQojsLhNSJmhX4em1/IjaIF5QvyL9YehEA8gX58zLmSfOpLTlb7pTfaWNohFBrrTdbT0h3300pWaqbqEvEE0Q88ajykftTdyKeYMQz9uXvU3SSCKkUNTtFf7LoZEp1CgDk1uVSQH2Z/SUTmJZalot5i1vbFYtg7e28d076nFYd/T+veY6LVCLUUE5ODo/HY7FYMTExKSkpTk5OffpIeyucfBkyDSsdK0Xb7k/d93fe31+3Py2ZIEQvNTuC78jqaMQyMmIZAQHdtbubsEyMWEadWJ1k621wh8GjDEaNfTG2QFAgBGEJWVJClpSSpfLNGSGNt2/fPmdn55qami1btkyePPnGjRtjxoz57rvv6M4LoXZNzY7gPzb4+GODjwFgf/7+/jr913Ra09oeduftnm483ZRlCgCX31wOKw6rFFa6priSFGn/2B4A2AT7QY8H3TjdxD8VkhdSJCgCgISqhFKy9DH/MQB4dfAaazBWLt8LIbX27bffPnnyRFdX9/Dhw//884+xsXF+fr6Hh8fChQvpTYwAgiBkfaAWITWnZgW+noASsAhZkg8rDRvUYZCowH9q+Omnhp/WUDXDnw9PqEpI65Omz9Rv9FO6DF0hSwgAWgwtXYauEcsIAGRLACHNY2JiUldXBwAdO3ZkMpkAoKenp6ND/+quB7oc+ID7Ad1ZIEQPdS1RxWSxAdNALl1xCM7P1j/3edLHKcXpZ5ufPXQ9Gu6zkPf2QOQx//GH+h9O6zhNLqGlF10RvTt/9wW7C0qOi5A0tm/f7unpOXbs2O7duw8dOnTkyJFXr16dNWtWU/uHhYVJrAefk5OjiB8Erjqucu8TIXWhlgWepMg6qm54B2lvjhOC8Oqbq3whHwCKBcW3ym+l16YDwADdAV20ugCADkPHiGm023K370tfZx3n1Z1WD+owSHH5y6BSWFkprKQ7C4QaN3r06JiYmIiICBMTkx49epiamoaFhfXu3bup/YuKikpKSsRb9PT0LC0tFZ8pQu2IAgs8SZJJSUk5OTkkSVpYWDg6OrJY8gynxZD2odgKsuJ08WkSSAAoJotvld9K4CcAAINgiAp8J3anm91uOmg7jNYf/WPxj5+nf15H1Y0xGDNSf6Qj19Fay7q+qz7cPlZaVnL8FghpBgMDA39/fyl3XrBggUSLUCjk8XjyTgqhdk1RBf7WrVuzZ8/mcrkODg4URT179ozP5584cWLYsGEy91kprJybPlcAAtHc1Nvzth8rOgYAvoa+k40mN/NBfab+Gdszom33p+7fWHzT8LEZ0ZR22gztQJPAQJPAZH7y1bKrhwsOJ/GT+EK+Lce2C7uLOdu8I6vj35V/p1Sn6DJ0tQgtHYYOh8EBACmny+UyuNpEK6bFDi8NjyqPAoBCQeHL2pc+qT4AwCbYOy13sgm29P2oHV2GrvQ/4NSdEdOI7hTkbMiQIXfv3qU7C4TaO0UV+KVLl0ZFRdnb29e3ZGZmTpw48dGjR43uP3r0aIm3ysvLXVxcxFtiqmIuv7ksqu4A8HfF30yCCQCfGX0m5+wB+nL79uX2Fd2lXyQoSqtNy6jNyKnLKSaL8wX5qTWpFcKKOqquSlhVI6wBgDqqTpo15vlCfjVVLX0adVRdLVULADVUTZWwKo4fBwAEEGNejJHxi6mJSmFlrbCW7iyU5LL9Zc8OnnRnIU8kSdKdAkJIYQWeJEkzMzPxFlNT02b2v3TpUlVVlXjL5s2bO3fuLN4ytMPQrL5ZQhCSFGmabBpuH+6u684EZlO3vjdKl6Grw2jdvTzGLGNjlrGLjkvLuyrMH2V/7M7ffb3rdRpzQEhKM2bMoDsFhJDCCvyiRYscHR09PT0dHBwIgnj69OnDhw+XLFnS1P4cDofD4Ui0NNxNdOc8SZEAoMfQk+Hc5rWu13BGa4QUKjAwkO4UEEIKm8kuKCjoxo0b7u7uVVVVVVVVbm5ukZGRDe+skRkBhGxTxqppde+h3eMTg0/ozgIhhJDaUOBd9DY2Nm2s6L/99ltqamqjbxlkGoxIG9GWzluroqKCyWRyuVylRRQKhSUlJcbGxvUtB0DhC9i/efOGy+VqaSnvZ5BAICgvLzcyUuqNZiUlJfr6+qIpWZSjtraWy+UOHDhQ+o9UVravByObGe+///67kv9CVGG8KwGOdwVRkfGuus/Bz507t2vXro2+JRQKjxw54uPvo8x8YmNjO3To4OCgvPXjKysr//jjj1GjRiktIgDcu3fP0tLSykp5jwIWFBTEx8dL3FCpaNeuXbO1tVXmc1np6elFRUWt/Zrt52J2i+Pd29tbmfngeFcQHO/NkP94p9SQQCBgMplKDhocHBwaGqrMiOnp6VZWVsqMSFGUr6/v+fPnlRkxOjp64MCByoxIUdSAAQMePnyozIjnzp2bPHmyMiNqDBzvioPjXUFUZLyr2WpyCCGEEJIGFniEEEJIA2GBRwghhDQQFniEEEJIAzE3b95Mdw6tRhBEUVHRRx99pMygFRUV9vb2NjY2SovIZDJLS0uVfPNwSUmJs7Nz89MOyhdBELW1tV5eXkqLCACFhYWDBw/W02t5+QB5EQqFWlpaSr55WDPgeFccHO8KoiLjnaAoit4MEEIIISR3eIoeIYQQ0kBY4BFCCCENhAUeIYQQ0kBY4BFCCCENhAUeIYQQ0kBY4BFCCCENhAUeIYQQ0kDqV+APHjzYs2fPvn37RkVFKTQQRVHr1q1zcHCwtrYOCQlRZnQ/P7+TJ08qLeK1a9ecnZ2trKz279+vhKAURa1evdrGxsbOzu7UqVNKiBgXF+fn51f/smEsuUcXj0jjH5IGwPEudzje29F4p3ElOxm8evXK3t6+oqLi+fPn1tbWAoFAcbHu3bvn4OBQXV2dn5/fpUuX2NhY5UQPCwvjcDgnTpyglPJ937x5061bt7y8vJKSEjMzs+zsbEUHvXPnTr9+/fh8fnZ2tp6eXnl5uUIjbtq0ycbGZsqUKaKXDWPJPbpERLr+kDQAjne5h8Px3q7Gu5odwUdGRnp5eenq6nbt2lVbWzspKUlxsfLy8ubPn8/hcHg8nqenZ0ZGhhKi5+bmhoaGzpgxQ/RSCREjIiLGjh1rampqaGiYmprK4/EUHZTJZLLZbDabra2tzWazCYJQaEQ3N7eZM2fWv2wYS+7RJSLS8oekGXC8yz0ijvd2Nd7VrMDn5uY6ODiIth0cHHJychQXy9fXd+nSpQCQmJgYHR09bNgwRUenKGrhwoUhISE6OjqiFiV837S0tPT09A8++KBz58579uxhsViKDurp6dm9e3cLC4suXbps2rRJV1dXoRF9fHw8PT3rXzaMJffoEhGV/4ekMXC8yzci4HhvZ+NdzQo8RVEEQdRvkySp0HAkSYaEhPj6+oaHhxsaGio6+o8//mhvby/+t6KE71tRUZGamnr37t2kpKTjx4/HxMQoOuj/t3fnATWl/x/A37fbnlQobVKaMTWFJEsqiiSyZanGVsOUJWTfZgYzNMg+9jHWnyWZESNL34jIMiiRUZaSpY2UaFW3+/vjmspF03LPOffePq+/zn06PZ/Prfv06WzPc+7cuZSUlJiYmDNnzqxfvz49PZ3NX+vHsViIzvIHSW7QeJdsRNB4b2TjXZG1SBJhYGBw48YN0faDBw8MDQ2Zi1VeXj58+HAdHZ24uDgtLS0Woh86dCglJeX06dOZmZlHjhwpLS1l4f3q6em5ubnp6OgAcHJySk5OZjroqVOnRo0aJfqX1t7e/tKlS2z+Wj+OxXR09j9IcoPGu2QjgsZ7YxvvTF/kl6zHjx9bWlqWlJQ8ffq0devWZWVlzMXav3+/l5dXRUUF+9GDgoIqb7phOuLdu3etrKyKi4tFt4QkJiYyHXTr1q0eHh7FxcU5OTkmJiY3btxgOmJUVFT1m27EYjERvXpEDj9Iso7Gu8Rj0XhvVONdxo7gTU1NAwMDRWsJ79q1S1GRwfwvXbp0+vRpAwMD0csdO3YMHDiQtegiLLxfKysrPz+/zp07FxYWzps3z9raGgCjQcePHx8fH29paSkUCoOCguzs7JiOWN3HP1Kmf8jS8EGSUTTeJR6CxnujGu+0HjwhhBAih2TsJjtCCCGE1AYVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYEnhBBC5BAVeEIIIUQOUYGXRo8ePXJ1dR00aNDGjRu5zoUQQohM4gmFQq5zIOIWLFjQr1+/Hj16ODk5Xbp0iet0CCGEyB5FrhMgn7Bw4UINDY1nz541b96c61wIIYTIJDpFL400NTUjIiImTZq0efNm5qJcuHBhyJAh7H8vIYQQFlCBl0aRkZGxsbF//fWXkZER17k01KpVq4yNjQ0NDadNm1ZRUfHxDiEhIaNHjwYgFApnzpxpYGBgaGg4ffr0T+68YsWKqKgoxpMmhBDZRwVeGoWFhf3zzz9eXl6iylezioqKnJycj7dr3pMdCQkJa9euTUhIePDgwZUrV8LDw8V2uHnzZnBwsGj75MmTUVFR//zzT1JSUlRU1KlTpx49emRvb9++ffuQkBAAL1++TEhI6NOnD5tvgRBCZBQVeO6FhYUZGRnFx8eXlZWZm5tHRkbu3Lnz5MmTf/zxx/79+6vvuWHDBjMzsy+++GLWrFkCgeDatWtDhw7t1KnT6tWrq28LhcJly5a1adPGzMxs9uzZYnt+nIBYt3379q2sxHZ2djExMR/vU8u3pqCgoKSkpKKioqysrKqqyuPxqn/17du3kyZNWrBggehlq1attm7d2qxZM3V1dRMTEz6fv3Xr1mXLlt25c+fYsWNFRUXBwcHff/99XX+8hBDSOFGB597r168jIiL279+/f//+1q1bu7m5fXK38+fP79y589q1awkJCenp6evWrQMQGRl56NChFStWVN+OjIz8448/bt26lZSUlJCQIPovofqeNXfr4+Nz9OhRACkpKbm5uU5OTp8MXcnU1JT3ofLyctGX2rdvP2LECD09PV1d3ebNm3t6elb/xilTpsyaNcvU1FT0skOHDo6OjitXrtTQ0FBTU3N3d580adKPP/5oa2s7ePDg58+fl5aWtmvXrsE/b0IIaRToLnru+fr6qqio/Pnnn8HBwYcOHRI7zK0UHR395s0bb29vADk5OUKh0NHRsUuXLhYWFqIdKrejo6N9fX21tLQA+Pv7nz59+quvvqq+Z83dbt++ff78+e/evTt8+LCvr6+CgsLH+9jZ2VX2kJaW9rm3dvHixZiYmIsXL2pqak6fPn3//v1jxowRfengwYMKCgo+Pj6hoaHVv2XevHmurq7ffvvtnj17vv322ytXrojax4wZs3Llytr9RAkhhFCBlwIqKioAlJSUOnXq1Llz58/tpqGhMW7cuEWLFgEQCAQVFRVxcXEaGhrVdxBtCIXCyv8SFBQURGfUq+9Zc7dKSkrdunU7f/58WFiY6FD+430uX75cm7d28uTJwYMHi97UhAkTDhw4UFngw8LC/v77b1NT08LCwqKiov79+/v6+rZs2dLZ2blTp07+/v6XLl369ttvRTvHxsa2adPGwMBgwYIFp06datas2d69e01MTGqTAyGENE50il4qFBcX79y5c9CgQTXs06dPn0OHDuXm5paVlXl5ef3222+f27Nnz57/93//9/bt29LS0t9//93FxaWu3fr4+CxfvlxHR6dNmzb/GbqGU/RWVlZHjx59+fLlmzdvwsPDra2tKyoqkpOTy8rKjh07lpmZmZaWtnHjRk9Pz1OnTuXl5S1ZsqSsrOz169fR0dEdO3YUdSIUClevXj179uz09PSbN2/evn17ypQpe/bsqc0PlhBCGi0q8FLh119/7d69+/Xr12vYp1OnTlOnTu3WrZuZmVmLFi0CAgI+t6eHh8egQYNsbGwsLS2//vrrsWPH1rXbgQMHXr9+3dfXtzah09LShB9SVHx/Zmj06NFubm42NjYWFhZ8Pn/u3Lnv3r2ztLRMT0//OJPx48e3adOmbdu2VlZWRkZGEydOFLUfOXKkX79+mpqaxsbGtra2tra2Gzdu9Pf3r+FNEUIIoalquZebm9u2bdvLly8vWLBg2bJlFy5cmDx5MtdJEUIIkW10BM+94ODgAQMGfPXVVz4+Pl26dNHV1eU6I0IIITKPjuC5V1RUpKSkpKSkBKCiokJBgf7rIoQQ0lBU4AkhhBA5RAeLhBBCiByiAk8IIYTIISrwhBBCiByiAk8IIYTIISrwhBBCiByiAk8IIYTII6G0Cg4O5vpnQwjHrK2tuR6ILKHxTojEx7v0rib3+vXrkJCQOXPmSKS3igo8fIivvnr/Mj8fhYUwNJRI34Qw4vnz5/b29lxnwRLJjndCZA4T472xnKLPz4ezM/74AwBevYKzM44d4zonQgghhDHSewQvWTo6OHMGffsiLw+//YbevUHruRBCCJFjjeUIHkCHDjhyBIGB0NPD6tVcZ0MIIYQwqbEcwQPIy8PMmfjmG0RG4uBBjBzJdUKELQKBYPPmzcXFxVwnUkVbW3vChAlcZ0EIkWeNpcAXFaFXL/TtixUrcPs23N2hpQUPD67TIqx48eLF999/HxgYyHUiVRYuXDh+/HhFxcYyAAkh7GssCiH6UwAAIABJREFUf1+Sk+HkhBUrAKBDB5w9i7dvuc6JsEhTU3OF6NcvHdasWcN1CoQQOSf/1+CvXIGTEwYOxNmzmDwZAgEAWFmhWzeuMyOEEEIYI/8FftIkjB6NJ0/w9994+BDe3igt5TonQgghhGFyXuAvXEB5OQICoKgITU2cPIniYkjTmVpCCCGEEXJe4H/9FVOngsd7/1JZGdu3Y9MmpKVxmRUhhBDCNGkp8M7OzrwPrVq16ujRow3p8+lTXLqE0aM/aDQ2RlAQZs9uULaEEEKIlJOWAn/hwgWxWfK7dOnSvHnzhvS5eTPGjkWTJuLtc+bgzh1ERjakb0IIIUSqSUuBl7j4eOze/X4+2rIy3L1b9SUVFaxcie+/5yo1QuTQzZs3w8PDX79+Xdly4sQJDvMhhMhtgZ8yBaWlaNMGZWXw9obYU8dDhqC0FFFRHCVHpExeXtV2eXl95kjYu3ev6b+MjIx4PF5KSoqfn5+JiYmZmdnevXslmK0UCgkJGTp0aFhYWIcOHeLj40WN/v7+3GZFSCMntxPdjB+PBQvw3XfIzUVpKQ4d+uCrPB7mzMHKlejTh6P8iNQoKoKFBfbtQ9++KC3FsGGws8OSJXXrxNfX19fXV7Q9Y8aMp0+fXr9+PSMj4+HDh5mZmdbW1j4+PioqKhJPXkps2rQpPj6+RYsWCQkJw4YNu3XrVtOmTWvYf/HixUlJSdVbrl271qVLF4bTJKRxkdsCf/cuAgOxaRPU1HD/Pj7+0/rNN1i0CNeu0Yw3jZ26Oo4dw+DB+O037N4NNbUGXb45ceLEsWPH4uPjHz16FBwcrKKioqen16xZM6FQKLmUpY6ampqmpiYAGxubCRMmTJ8+fefOnTXs37t3b2tr6+ott27dqn56nxDScHJb4G/cAI8HW1sUF2PaNGzfDoUPL0coKWHGDKxZgyNHOEqRsO7JE3h7o7z8E19q1gxDh0JDA23bwt7+Ezv064elS/+j/+fPn/v7+4eHh+vo6HTu3BlAUFDQtm3b1qxZo6qq2vD8pZanp6eNjc3EiRODgoJmzZrl6enp4+NTVFT0uf179Ogh1rJ69WoJ/ogqKvDwIb766v3L/HwUFsLQUFLdEyIb5LPAV1Tg77/Rpw+OHUNJCdzdMW8eVq0S3+277/DLL0hJgbk5F1kS1hkbY8sWfHwsXVaGefPQpAlSUjBmDJycPvG9LVv+R+fl5eUjR46cOXOmfbV/ENauXdu+ffugoKAhQ4YYGxs3MH+ptXz5cg8Pj+zsbAB8Pv/o0aOHDx/W0dHhKp/8fDg7Y+NGDB+OV6/g6gp///e33BLSeMhngU9Ohq4ujh2DsjKUlREZiatXP7GbhgbGjcPmzVi7lvUUCRf4fNjaijcKBBgyBHp6OHQIN25gyBC0b49everc+U8//aSmpjb73zkWoqOjW7dubW5uPn78+LCwsPj4eDku8Dwez6nav0WKioqjRo0aNWoUV/no6ODMGfTti7w8/PYbevem6k4aI/m8iz4uDj16QFn5/UtNTbi5fXrPKVOwdy/evGEtNSJ1ysrQrRsOHYKiIuztceJEfT4P0dHRu3bt2rdvn8K/l4Ju3LixdOnS8vLyV69eJSYmWlhYSDjvRmbfPgQHv9/Oz4enJ9LTa9q/QwccOYLAQOjpYfVqFhIkROowdQRfXl4uWus6IyMjNjZWQUHB3t7eyMiIoXBi4uLQqVOt9jQyQq9e+L//gzStFU5Ypar6wV119buVe9WqVQUFBQ4ODpUtx48fv3r1qrm5OZ/PX7RoUdu2bRucaaPWrx9cXfHmDRYuxNdfo02b99fUk5IwfjxiY8VvssnLw8yZ+OYbREbi4EGMHMlJ1oRwiakCr6+vn5OTEx0dPXLkSFdXVw0NjYULFwYHB48YMYKhiNXFxWHQoNruPHUqvvsOkydXTVlPSF2dPn3648Zjx46xn4m80tXFhQvv/x3v1QvXrmHjRvTtCzc3BAeLV/eiIvTqhb59sWIFbt+Guzu0tODhwVHqhHCE2WvwISEhx48f79q1K4CcnJzevXuzUOArKnD7Njp2rNXOBQXo0AEaGoiKgpsbsrKgqws+n+EUCSF1p6AAPh8CAQwNER0NJycsXowNGzB2rPieookuREftHTrg7Nn6TF5EiKxj9hq8trZ269atRdtNmzbNz89nNJzI/fvQ00Mtb+CNjES3bhgzBps2IS4ONjZ49Ijh/AghdZefj7594eSEpCRER+Pnn1FWBmVlfPLheTW1D87JW1nRdBekMWLqCJ7P59va2lZUVPj7+584cSI1NTUwMNDZ2ZmhcNXdulXbC/AAhg3D48fYtg0vXqBfP+zYUfXsLCFEehw5gh49sHIleDxs2gRnZ6xYgaFD3z/vMG0a1/kRIn2YKvDZ2dl5eXkPHz588eIFgNzcXC8vrzFjxnxu/8ePH+fm5lZvKSwsrN9ztCkp+PLLOuw/ezbS0/Hrr3Bzw+DB9QhICGHcd99VbUdFYedOiJ7CO3cOkyZhyhTxy/CEEAavwaekpKSnp7u4uACws7Ozs7M7ceLEwIEDP7nzTz/9dLf6im9AWlqaurp6PeI+eYKuXeuw/61bCA3F0KEID6dJbwiRAT/+WLXdujVOneIuFUKkGFMFPiQkZNOmTQ4ODtOnTw8PD7e1tQXg7++flZX1yf337Nkj1tK1a1ddXd16hE5Lg7d3bXdOTES/fvjtNwwaBEtLODri7l00bBl6QgghhHtMFfi6ri4lQU+f4t8b+/5bWRn274erKwCsX48JE1BWxlxqhDMCgSA1NZXrLKrI99ozhBBpwFSBr+vqUpJSUYFnz2BiUtv9q09c6uYGdXU8fAh9fSZSI5zR0NDQ0dHpI01rA1tZWSnQRWNCCJOYKvB1XV1KUrKyoKOD+q1KxeNhyhT8+uun1xohsqtp06bJyclcZ0EIIayqKvDXrl37+Muqqqo2Njb16Jer1aXS0upwfv5jfn5YsgSPH8PMTHI5ESKtkpKSLl26FBAQ8NNPP0VGRi5btqxXPZbZIYRIpaqThOvXr1+/fv3cuXO7d+8eGBgYFBTk4OCwY8eO+vUrWl1q+PDhopei1aW2bdsmgZQ/ZcoUzJoFAE+eQF0drVujoqI+/airY+xYMJYmIdLF29tbQ0MjMTExIiJi1apVM2bM4DojQuTT0qWoPIWdlIR9+9gIWnUEHxoaCsDV1TU5OVm0MEZqampAQAAbWTRYcDD69sWMGSgqwrVrOHGi/g/FTp0KOzssWgQNDYmmSIj0KSwsHDVq1JIlS0aOHOng4FBaWlq/fnx8fD7ZLvqr8rG8vLy8vLzqLaWlpXTjIZFjjx9jwABERCAtDa6uWLeOjaDi1+CfPn36xRdfiLZNTU0zMjLYyKLBtLQQGYnu3fHgAQID67OYd6XWreHkhH37MGmS5PIjRCqZmJjMnDkzPDz8+vXrGzZsqN/MEwBmz549YsQIPz+/6uvp1eC7775LSEio3pKeni5af5IQufT77xg3Dj16ICsLK1fW4VnuhhAfUV26dBk7duz48eMB7Nq1y87Ojo0sJOHuXbx8CRUVpKU1tKv58/HNNwgIoFVniJwLCwvbt29faGiorq5ubm7uwYMH69ePnZ2dr6+vnZ2dq+iR0//y559/irXUe94LQmSCggLmzkXnzmjVCp6eLAXliZ0WKy4u3rZtm2gFd0dHx4CAADU1NZZy+ZBowEdERNRm50uXMHw4Dh3CxIlQVkbfvlizpkHRHRwwaxaGDm1QJ4Q0xPPnz+3t7Z89e8ZE5xMnTvxkO3M3ytSsTuOdEJmTnIw+fRAcjOhopKbi1Ck0afLBDkyMd/EjeDU1NXd3dyMjo+HDhz958oSr6l5X//yDw4fh7IyMDNy/j+BgVFQ0aG7q2bPfL2VBiFwaMGAA1ykQ0oi4u2PFCowahdGjMW4cZs3C9u2MBxUv8Hv27FmxYkVJScmwYcNcXV3nzJnzuf/0pYooxxcvoKYGIyNs2dLQDgcPxsKFuHwZtbukSIiM+bjAV1RU/PLLL1T4CWHCrVvvFzFXUMDu3WBl7fSP1oNfu3bt5cuXra2t+Xz+7du31zTwTDe7njxp0EPw1SkoICgIISGS6Y0Q6bRu3ToDAwNVVVUTExN1dXWpms2XEHlSfRYYHg/a2mwEFS/wBQUFqv/OA6ekpKSiosJGFhKSlgZTU4n15ueHuDjEx0usQ0Kkzb59++7duzd58uSIiIi///6bZs8lRJ6In6IfNWrUoEGDsrKytm/ffvDgQS8vL3byOHnyZHp6evWWFy9eaNTxUXTJFnhVVcyciZUrcfiwxPokRKrk5uZqaWk5OTnFxMRMnTr13r17XGdE2FNcjJAQLFwIJSUAiI3Fy5fs3eBNWCBe4H/44YeoqKjY2Njs7OylS5f26NGDnTz++eeflJSU6i1FRUXv3r2rUydPnuCrrySZ1cSJCAnB3buwtpZkt4RICWdn59GjR69Zs8bNze3t27f1fg5e/nz1FXbsgOjv3y+/ICUFrKyWxSplZdy6BW9vHD6MK1fg5YU//uA6JyJR4gXe1NR08ODBo0aNcnBwYPN83dy5c8VaEhIStOt4meLJE7i5SS4nQF39/ZV4dqYVJIRlO3fuTEhIMDAw2LRp09mzZzds2MB1RtLi998xfDhCQ3HjBvbtQ3Q01wkxgM/HkSPw8kLPnnj0CKGhtM6WvBEv8ElJSREREevWrQsICBBV+nbt2nGSWT08f45WrSTcZ2AgvvgCDx6gbVsJ90wI516/fm1qapqTk2NlZWVlZcWnqZ3+5eSEP/5A//7Q0cG1azA05DohZigpISgI7u7o2JGeGJJD4sfo2trao0ePPnr06KFDh2JjY9u3b89JWvWTmQkDAwn32bQpZszA4sUS7pYQaeD+r06dOunq6gYFBXGdkRS5ehXNmqG4GPfvc50KY2Jj4e2Nv/6Cvj6GDUN91yIgUkq8wMfExMyePdvS0jIwMHDo0KFpDZ/3lS0CAfLywMRkl9OnIzYWt25JvmdCuHXzX2lpaTdv3qTZ4CsFB2P3bvz9Nw4fhrc3Ll7kOiEGFBRg2DCEhsLNDYcPQ1ERy5dznRORKPHxvGTJkmHDhp07d85Q1s5JvXwJHR1GZo9XU8O8efjxR9A0mkRe8Xg8W1tbsQVgGrOHD3H+PPT1oa+Pw4dx9SrYuuGYPU2a4MEDaGkBgLIy/vwTxcVc50Qk6oMC/+bNm8DAwMpF3GXLixdo2ZKpzgMCMHs2du3CuHEAsHUr7t7F5s1MhSOEHdOnT6/cvnfvXiuJ38Mis/bsqdp2cYGLC2eZMEpU3UX4fPHZ0Yms+6DAq6iozJkzx8nJqSVzpZIxWVnQ12eqc2VlTJ2KiRNhbY3bt7FypXzeVUsaG0dHx8rt3r179+zZk8NkCCGSJV7gHR0dbW1te/bsWflE7O+//85FYnWWmclggQcQEoITJ+DsDG1txMaiTRsGYxHCtGvXrgEwNjau3piammpjY8NRRoQQCRO/Bu/r6+vr68tJKg2Unc1sgefx4OmJkBC8e4dXr6jAE9m2fv16ABkZGbGxsR07dlRUVLx58+bEiRM31/fKk0AguH37dmZmpkAgMDQ0tLGxafgte+fOYcMGHD4MNTUUFWHECMydCzrLQEgtiY9AV1fXpKSkxMRE0XKxZmZm9eu3vLxcNLxFf0EUFBTs7e2NjIwamu/nZWeDye6xZQtCQzFgAFRVMXAgTp2CrS2D4QhhVGhoKABXV9fk5OS2bdsCSE1NDQgIqF9v586dGzdunJqamoWFhVAofPDgQXFx8e7du10adu3a2Rl792LwYBw6BG9v6Oqi2iUFQsh/YGq5WH19/ZycnOjo6JEjR7q6umpoaCxcuDA4OHjEiBGSSPsTsrOZrbj/+x+io6GoiE6dsHQpwsOpwBOZ9/Tp0y+++EK0bWpqmpGRUb9+goKCoqOjzc3NK1uePXs2bNiw69evf3L/LVu2PH36tHpLSkpKRkbG/PnzRS+9vb07duzI52P8+EuTJ580NoapKTp1wp073h07dgRw6dKlkydPVn67aH9qp3bZbQ8NDS0oKIBEiRd40XKxvr6+ouViO3bs2JD14ENCQo4fP961a1cAOTk5vXv3Zq7AM30N/tix9xvz5uHoUURGMhiLEHZ06dJl7Nix48ePB7Br1y47O7v69SMQCPQ/HH56eno17K+np/f27dvqLaK1K3X+XVNT69/buzU0dEpLddTUUF4OTc2qdh0dHZ1qC3BSO7XLeruWlpbEp5LkCYXC6q/btGmTmJjo7e0dERFRWlraqVOnu3fv1qPfFi1a5OTk+Pj4rF+/XjTy371717Zt29rPnNO1a1ddXd2IWj97bm2Nw4dhZVWPZOtGIECXLpg1CyNHMh6LNGbPnz+3t7d/9uwZcyGKi4u3bdsmuojm6OgYEBCgpqZWj342b968fv16BwcHCwsLHo93//79q1evTps2bdKkSbXs4ZPjvagIAwfC2Bi//w4/P7x8iePHUa8ECZF2TIx38ZnsRMvFPn78ePv27W5ubvVeLpbP59va2iYnJ/v7+wNITU0dPHiws7NzA9OtQXY2g8/BV8fnY9s2zJ6N3Fw2whHCBHd395cvX06dOvWff/4RHT0kJiZOnTq1fr0FBgZGRUV17dq1qKioqKioc+fOp0+frn11/5z4eFhZYfduKClh3z588QVu325gl4Q0IuKn6H/++eeTJ082fLnY7OzsvLy8hw8fvnjxAkBubq6Xl9eYMWM+t//KlStTU1Ort6SlpdX+LtyyMrx5g2bN6pdsnXXuDG9vTJuG/ftZikiIZPn4+Kirq/v4+EiqQ1NT04ZXdDGOjlV31fH52LJFst0TIufEj+CTk5MzMjJWrFghFArnz58f3YD5XHR0dLp06TJgwAAAdnZ23377bQ0Fu3379p0+pKGhUfuzhdnZ0NMDi8vbYvlyJCQgLIy9iIRIkJ+fn4aGhpGRUWpqqqur6+XLlxctWsTmCtGEEKaJV1xvb+958+YlJiZGRESsX79+8uTJt1k5KdavXz+xlp07d6qqqtby27OyWDo/X0lVFfv2oV8/dO+ODycLIURmcDXeCSEsEC/whYWFo0aNWrJkyciRIx0cHErru3zg5079iZ6+lThGJ6L/HFtbTJoEf3+cPMnqyQNCJEVS411WlJZCKETlgcObN9DUBI/HaU6EMEa8wJuYmMycOTM8PPz69esbNmyonLC2rmbPnj1ixAg/Pz8HB4cGJ1mTZcvw6hWsrGBggKQkDBuGv/+GpiajMav88AN69UJICP59fJcQWSKp8S4rjh7F6tWIikKzZkhKgqsroqLw9ddcp0UIM8QLfFhY2L59+0JDQ3V1dXNzcw8ePFi/fu3s7Hx9fe3s7FxdXRucZE2mToW7Oy5fRqdOcHNDcDB71R2AoiLCwtCpEzp3Ru/e7MUlRCIkNd5lxTff4O5d9O6NbdswfDiWL6fqTuSZeIHX1dXt2rXrxYsXr1696unpaWFhUe+ulyxZ0qDUakdLC2fOvH9+5rffMHYsCzE/oK+P3bvh54cbN5idaYcQidPV1e3fv39iYmLnzp39/PzqPTW1DAkOxqtXcHLC+vUc/LkghE3il45//PFHPz+/rKyswsLC0aNHr1u3jpO06iQrC4WF0NHBlSv4cNoelri5YcIEeHqipISD6ITU2549ezw9PefOnSsUCl1dXbdt28Z1Roy7fx8nT8LdHTt24NUrrrMhEvLrr3j+/P32y5dYvZrTbKSGeIE/cODArVu31qxZ8/3331+9enX79u2cpFV7SUno1QsmJti9G7dvY9o0bmr899/D3Bxjx3ITnZD6EU1NbW1tLZqaes2aNVxnxKwHD9CrF5Yvx19/wdUVbm5484brnIgkVFTAxQXPn+PlS/TqhcJCrhOSDuIFXl9fv/JZWB6PVzlTrtS6fBmrVgGAmRkiI5GfD0lP118rPB527MCTJ1i6lIPohNRPQUFB5cOootnguc2Haa9eYeNGjB4NAKtWYexYKvByYvp0TJ6M7t3h5IT+/bF4MdcJSYeqa/Ci9aHNzc07dOjg4eEhFApPnjzJ3NowkvLddwAQGAh9fWhpYd8+zjJRU8Px43Bygp4eGrBADyHsEU1NnZWVtX379oMHD9Z7ampZYW//wcugII7yIAwYPRqrViErC5KeUFGGid9kJ5pFTrQ9derU6uveSK2SEpSWQlub6zwAfX1ER8PJCTo68PbmOhtC/oukpqYmhFsvX6J3b4wZA319uLjg/HmYmnKdkxSoKvDTp09/+fLl2rVr4+LiiouLO3bsOHfuXGNZmKQtKws1Lk3JqlatcOIE3NygooIhQ7jOhpAa8Xi8AQMGiOaTBvD27VtNNh8zJURCxozBkCH4+WcAEAgwciSuXOE6JylQVeBTUlJ69uw5duzYhQsXKisrx8TEdOvW7ezZsw15Uo4d2dnS9Xxau3Y4dQr9+0MgwLBhXGdDyKfEx8cvWLDg1atX/fv3nzZtWnBwcHJy8q1bt7KysurRG8szVxIiJjS06iTu7NnvL92SqgI/Y8aMdevWVV507969e/v27efMmXPixAmOcqutrCzpKvAAOnbEmTPo1w8lJRg1iutsCPnIt99+O2LECGdn571797Zr1y4gIGDu3Lmm9T2tydrMlYR8ktglWmm4YisNqgr8nTt3hg4dWv1r/fv3D5KFu1CksMAD6NABZ8+if39kZmL2bK6zIeRDOTk5P/zwAwALC4tjx44tWbKE14A52VmbuZIQUntVBV5RUbG8vJzP51e2lJeXs7Z8pK+v7z///FO9JTk52dLSsoZvOXkSpaUYOvT9UnLff4/p06Gry3CidfH117h8Gf374+lTrF2LWq9uTwjjlJSURBstWrTQ0NBoSHUXqdPMlS4uLhcuXBBrtLW1bWAOciA+HoaGVUcsZ87AzY3WsiL1VFVzevfuHRIS8uOPP1a2bN682dHRkZ08li5d+vLly+otfn5+ujWWazMz9OmDd++QmYn4eDRvDil8aN/ICBcvwscH7u44fBjNm3OdECFS4Pz582ItXbt2rXm8NxI3b2LNGpw/D0NDLFmCP/9Er15QVuY6LSKbqgp8SEiIm5vbxYsX+/Tpo6SkdOHChcePH388DhliYmJiYmJSvUVdXb3m8wdff41z59CnD4qL0aoVwsOldBhoaSEiAt9/jy5d3q9MQwjnnjx50qRJE9F2YWFh5XaBJCaK6tmzZ0xMTMP7aYQCAlBQAGdnDByIU6dw/ryU/lkjMqGqwGtpaV29evXYsWNxcXFlZWXe3t4jRoyoPI8nnb78Era2iIjAxIlVazxLIT4fK1agc2f074/58zF9Oi1BTThWXFzMXOcCgYC5zuXezJmIjMSmTfj7b2m8u4jIkA8uCysoKAwdOlTsVjupJRDAzw+lpdDXx86dsLB4PwOl1Bo2DJ06YeRInDmDHTvw4QkLQlilyuR/xGNpmbYGWLIET59i4UJ4eyM6GkZGXCdEZJYM37yxZQtevcKxY8jNxcmTmD+/ajUhqWVqiosX0bMn7OywfTutTEPkU0BAAEM9R0Xh9u332xUV2LxZ3pZw3LQJf/6JmBgsXozx49GrF0pLuc6JyCwZLvCTJuHECZSUQFUVtrZISYEsTLsHRUUsXIjz57F3L7p3R3w81wkRIjvKy9G3L+LiUFEBf3+EhaHacz/yoFcvXLjwfmrOuXOxcyddgyf1J8MFXlERfH7VQ/CytQ6WlRUuX4a/Pzw84O+P9HSuEyJEFvTrh1274OGBESPw4AEiIiDdtwnV2ddff/CsjaMj3a9D6k+GC7xIZqas3ofC42HcOCQloXlzdOiABQuQk8N1ToRIn9RUJCZWvVRXR/v2OHECS5eCJs4npAYyX+Clcxq72tPWxooVSEjA69ewsMDcucjI4DonQqRJZiZcXXHtGgAcOAAPD7x+jUOH4OOD69e5To4QKUYFXioYG2PrViQkoLQU7dph7FjExXGdEyHSwcEB+/ZhyBAEB2PSJFha4vx5DBuG7dsxaBDevuU6P0KkFRV4KWJsjA0bkJKCdu0wYgTs7PDbb8jP5zotQrjWty/Gj8eiRVi1CrGx0NAAgMGDcfMmnaUn5LOowEsdbW3MmYNHj7BsGf73P5iawtsbx46ByYlJCJFqYWHYvRtbtmDxYiQkVLXLxIMzhHCFqfVPysvLFRUVAWRkZMTGxiooKNjb2xsxMGWD/BV4EQUFuLvD3R15eThyBBs3ws8P7u4YOBDu7jSnPWlEzp7F9OmIioKVFUxMMHgwrlyBuTnXaREi9Zg6gtfX1wcQHR1ta2v7119/RUVFubi4HDlyROKB5LXAVzp0CDo6OHcODx/C3h7z56NNG9jbY9EixMTI2ywfhHxM9EyplRUA9OuH//1Pzoc8IZLC7Cn6kJCQ48eP79+/f/v27VeuXFm2bJnEQ8h9ge/RA0FBCA0Fn4+9e/HNN3jxAsHBKC/H/PnQ1UWPHpg3D8eOSWAiv4ICDBqEylX9duzAr782tE/yObt2oazs/fazZzh5ktNsGuzmzZvh4eGvX7+ubDlx4oREejYwgJlZ1csOHd5fgyeE1IzZAq+trd26dWvRdtOmTfM/f8OYi4sL70PXr1/PzMysuf/ycrx+LV1rwEuctTWiozFzJuzs4OKCkBCoqKBXL/zyC65eRVYWFi9Gkyb4/Xd06gR9fXh4YMEChIYiMRHv3tUtVpMmsLVFjx7IysKOHQgOxoABzLwrAhw/Dh8flJXh6VM4O8vARMs1CAkJGTp0aFhYWIcOHeL/nZ3R39+f26wIaeSYugbP5/NtbW0rKir8/f1PnDiRmpoaGBjo7Oz8uf3rtz70ixdo3hw1LiorD/T10bw50tLQsaP4lzQ00Ls3evd+//LZM8TH484d/Pknli7F48cwNsaXX+Krr9CmDdq0gZkZTE2hpvbZWEuWAEDHjlBUREwM2rT7BdUyAAAONklEQVRh5B0RAEeOwMsLgwfj/n1Mm4YJE7hOqAE2bdoUHx/fokWLhISEYcOG3bp1q2nTplwnRUhjx1SBz87OzsvLe/jw4YsXLwDk5uZ6eXmNGTNGslGysmBgINkupc7r1+jTB25u8PeHqyuAmhbNa9UKrVph8OD3L8vKkJKC+/fx8CHu3UNEBJ48QVoaNDVhbAxjYxgZQV8fhoZo2RJ6emjRAi1bwtgYxcXQ1YW6OhtvsNFSVsbatWjfHubmmDyZ62waRk1NTVNTE4CNjc2ECROmT5++c+dOrpMipLFjqsAD0NHR6dKli2jbzs7Ozs5O4iHk/gI8gDVr4OqK5csB4MwZeHlh+HDUcqlPJSVYWMDCQrw9Oxvp6UhPx/PnyMrC9et48QIvXiA7GxkZePcOLVogPx/m5nB0RMuW0NJC06Zo2hQ6OmjSBE2aQF0d2tpQU4OaGpo2haIitLUl/Mbl3rNncHPDzz/j4kX4+CA0VIanVff09LSxsZk4cWJQUNCsWbM8PT19fHyKioo+t//BgwefPXtWvSUjI0OthjNLhJC6Y7DAs6AxFPilS6u2ra1x754E+mzZEi1bwtZWvL2gAD164NAhaGoiNxdr1+LdO7i6Ij8fb94gNxepqXj7FgUFKC5GXh5KSlBcjDdvUFaG/HwoKkJTE3w+RGdndXQAQF39/TpAWlrvL6ZUbqiqVl0sqL4NQENDfBGtJk0+Uf94vM/+Y3H9Otq1Q7NmUFXFu3e4dg09etThRySWDxN698aYMfD0xOTJGDECs2djwwZmIzJn+fLlHh4e2dnZAPh8/tGjRw8fPqwj+gR8ytu3b/Py8qq3NG3atPJ+nXrIy0P1aGIvCWmcqMCTKk2aVC1fa2iIXbvq9u1lZSgoQHk53r6FUAjR/dSFhe/v9Xv9GkLhBxvFxVWP+ZWUoPof/GfPqu4wFykoEG8BqqJ87MEDvHkDCwuUliIlBcrKOHCgDu9F9L8LoyoqcOAADhzA/v04ehTZ2cyGYxSPx3Nycqp8qaioOGrUqFGjRn1u/wkf3XFQUVHxn/fc1MDNDSNHYsYMAJg9GykpCA+vd2eEyAnZLvCZmWjbluskyL+UlN4fNknDcw1CIaZORVwcWrbEl1/iwAEoSveHXZ4mZevZs2dMTAybEcPD4eKC0lK8eYPoaJw9y2ZwQqSUdP/N+y/XrsHLi+skiFTi8bB6NSwt8egRHjyQ9uouZwQCAcsRjY1x/jzat4eaGhIT0awZy/EJkUYy/IRZfj7u38e/t/ER8oHSUgwfji5dMGIEBgygNcdYNXbsWPaDbtkCIyOoqOC339gPTog0kuHjmpgYdOv2/gYuQsT4+kJbG3v3QkEBkyfDywunT3OdU6MREBDAcsQFCxAVhYsXUVAAFxc0aYIpU1hOgRCpI8MF/vx5uLhwnQSRVj/+CAsL8PkAsGUL7t7lOiHCJAMDREVBRwc6OrhwAZGRXCdEiBSQ4VP058+jVy+ukyDSysrqfXUHwOOhXTtOsyEMmzat6rk4Y2OMH89pNoRIB5ks8GlpuHIFaWnvn+SOjcXnJ7knhBBCGiMGT9ELBILbt29nZmYKBAJDQ0MbGxvFBt/KfPcu4uNhZoZBg2Btjf37kZ+PkBBcuwYtLYlkTQghhMgDpgr8uXPnxo0bp6amZmFhIRQKHzx4UFxcvHv3bpeGXTbX0cFPP2HaNDg54X//Q3IyFBURFQUTE0klTgghhMgDpgp8UFBQdHS0ubl5ZcuzZ8+GDRt2/fr1T+5/7969jIyM6i35+fkfT3VpZIQLF+DiguxsKCkhLw//9390eZUQQggRx1SBFwgE+h/OIqunp1fD/ps3b37w4EH1llevXpmamn68Z6tWGDkSy5ZBQwObN2PmTJibo2tXSSRNCCGEyAumCvyUKVNsbGwcHBwsLCx4PN79+/evXr06bdq0z+2/efNmsZa5c+d+cm7qtWuxYweaNYO6OvLz8fvvGDwYV6/CzEzCb4EQQgiRXUwV+MDAQA8Pj9OnT2dmZvJ4vM6dOy9atOiTR+R1cu4ctm5FRAR0dKCoCBcX7N6N06elYvJzQgghRHoweBe9qanppEmTGtJDbm5uampq9RYTE154OE9dveLx48eKioqbN/MFgoo3b4RxcQ3LtRZKS0v5fH7DHwSok8LCQg0NDTYjFhUVqamp8Xg8NoOy/zbZj1hRUaGmplbzhSoxWVlZzOUjhT4e75VE453NZGi8M4fG+ycxMd6ldyY7MzOz1atXh4WFffKrqampSh8vD84kgUDA4/EUFNibOUAoFAoEApb/xDSSt1leXs7n89n8u1ZRUcHn843ruGZc+/btGcpH2tB4p/HOnMY73oUySPTbYjno9OnT161bx2bEJ0+emJiYsBlRKBQOHz78yJEjbEa8fPly9+7d2YwoFAq7det29epVNiMePnzYy8uLzYhyg8Y7c2i8M0RKxrtMzmRHCCGEkJpRgSeEEELkEBV4QgghRA5RgSeEEELkkEwWeB6Pp6yszHJQ9p+ZUVRU5FeueMoWepsM4eRtygca78yht8kQKRnvPKFQyHUO9ZGenm5kZMRmxLy8PGVlZZYfpmT/bWZnZzdr1ozNR5KEQmFmZqahoSFrEQFkZGQYGBiw+dhMWVlZXl5enZ6LJZVovDOExjtDpGS8y2qBJ4QQQkgNZPIUPSGEEEJqRgWeEEIIkUNU4AkhhBA5RAWeEEIIkUNU4AkhhBA5RAWeEEIIkUOyV+A3b95saWnZrl276OhoRgMJhcIFCxZYWFi0bt161apVbEb38fHZs2cPaxHPnDlja2trYmKyceNGFoIKhcK5c+eampq2adNm7969LESMi4vz8fGpfPlxLIlHrx6Rww+SHKDxLnE03hvReOdqGbv6efz4sbm5eUFBwcOHD1u3bl1eXs5crIsXL1pYWJSUlLx48aJVq1Y3b95kJ3pYWJiKisru3buFrLzf/Pz8L7/8Mjs7Oy8vT19fPyMjg+mgFy5c6NChQ3FxcUZGhqam5tu3bxmNuHjxYlNTU29vb9HLj2NJPLpYRK4+SHKAxrvEw9F4b1TjXcaO4E+fPu3o6KihofHFF1+oqqrevn2buVjZ2dkTJ05UUVHR1dV1cHB4+vQpC9GzsrLWrVs3duxY0UsWIkZERAwYMEBPT09bW/vRo0e6urpMB+Xz+UpKSkpKSqqqqkpKSjwej9GInTt39vPzq3z5cSyJRxeLyMkHST7QeJd4RBrvjWq8y1iBz8rKsrCwEG1bWFhkZmYyF2v48OFBQUEAEhISLl++7OLiwnR0oVA4efLkVatWqauri1pYeL9paWlPnjxp3769sbHx2rVrFRUVmQ7q4ODQtm1bQ0PDVq1aLV68WENDg9GIHh4eDg4OlS8/jiXx6GIR2f8gyQ0a75KNCBrvjWy8y1iBFwqFlfMJC4VCgUDAaDiBQLBq1arhw4eHh4dra2szHX3fvn3m5ubVPyssvN+CgoJHjx7FxMTcvn17165dN27cYDrouXPnUlJSYmJizpw5s379+vT0dDZ/rR/HYiE6yx8kuUHjXbIRQeO9kY13VhfYaTgDA4MbN26Ith88eMDoigXl5eXDhw/X0dGJi4vT0tJiIfqhQ4dSUlJOnz6dmZl55MiR0tJSFt6vnp6em5ubjo4OACcnp+TkZKaDnjp1atSoUaJ/ae3t7S9dusTmr/XjWExHZ/+DJDdovEs2Imi8N7bxzvRFfsl6/PixpaVlSUnJ06dPW7duXVZWxlys/fv3e3l5VVRUsB89KCio8qYbpiPevXvXysqquLhYdEtIYmIi00G3bt3q4eFRXFyck5NjYmJy48YNpiNGRUVVv+lGLBYT0atH5PCDJOtovEs8Fo33RjXeZewI3tTUNDAw0NHREcCuXbsYXeL30qVLp0+fNjAwEL3csWPHwIEDWYsuwsL7tbKy8vPz69y5c2Fh4bx586ytrQEwGnT8+PHx8fGWlpZCoTAoKMjOzo7piNV9/CNl+ocsDR8kGUXjXeIhaLw3qvFOy8USQgghckjGbrIjhBBCSG1QgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA5RgSeEEELkEBV4QgghRA4pcp0A4Yynp+etW7dKSkpev36tr68PwN3dPS0t7cyZM1ynRgiRMBrvjRBPKBRynQPh0oULF5YtW3b27FkAhYWFRUVFurq6XCdFCGEEjfdGhY7gSZWrV6+Ghob6+Phs3769SZMmd+/eHTFixL179zIzMx0cHBYtWiQUChcvXnzgwIEmTZrMmDHDz8+P65QJIfVE413uUYEnnxAfH//w4cOkpCQbG5v09HRtbW1TU9Mffvjh1KlTly9fvnPnTklJiYODQ9euXS0tLblOlhDSIDTe5RUVePIJDg4OCgoKRkZGlpaWenp6ANTV1SsqKmJjY7Oysry9vQGUlJTcuXOHBjwhso7Gu7yiAk8+QUFBQWxDRF1dPSgoKCAgAIBAIODxeBwkRwiRKBrv8ooekyN10LNnzwMHDpSWlhYUFLRt2/bJkydcZ0QIYQqNd1lHR/CkVlq3bs3j8Xr06NGrVy9bW9vS0tI5c+aYmZlxnRchRPJovMsHekyOEEIIkUN0ip4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ1TgCSGEEDlEBZ4QQgiRQ/8P4XMiyhJ/OpQAAAAASUVORK5CYII=" /><!-- --></p>
+                      quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin, parms.ini = m.Z.mkin.
+## 4$bparms.ode[1:4], : Observations with value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.mkin.5)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <p>The summary view of the backtransformed parameters shows that we get no confidence intervals due to overparameterisation. As the optimized  is excessively small, it seems reasonable to fix it to zero.</p>
 <pre class="r"><code>m.Z.mkin.5a &lt;- mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin,
                        parms.ini = c(m.Z.mkin.5$bparms.ode[1:7],
                                      k_Z3_bound_free = 0),
                        fixed_parms = &quot;k_Z3_bound_free&quot;,
-                       quiet = TRUE)
-plot_sep(m.Z.mkin.5a)</code></pre>
-<p><img 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" /><!-- --></p>
+                       quiet = TRUE)</code></pre>
+<pre><code>## Warning in mkinfit(Z.mkin.5, FOCUS_2006_Z_mkin, parms.ini = c(m.Z.mkin.
+## 5$bparms.ode[1:7], : Observations with value of zero were removed from the data</code></pre>
+<pre class="r"><code>plot_sep(m.Z.mkin.5a)</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <p>As expected, the residual plots for Z0 and Z3 are more random than in the case of the all SFO model for which they were shown above. In conclusion, the model  is proposed as the best-fit model for the dataset from Appendix 7 of the FOCUS report.</p>
 <p>A graphical representation of the confidence intervals can finally be obtained.</p>
 <pre class="r"><code>mkinparplot(m.Z.mkin.5a)</code></pre>
-<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAMAAABNUi8GAAAC/VBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/BwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///8+6ycNAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAcJUlEQVR4nO3dC3gU5bkH8G/J/QIhWA00QItRgwTBJt6ggi1agtIi4KHVWq8QgaIFpTFHPSWlaolcJNUqUSwUOCANiLEgWNBymiIIUimgFmK52iINBBETAkn2e85c9jK7O9md2Zn59t34/z1Pd2dndubNtP/uZl42+zIOQBgz+LzTDz4AYJufnbY5oH/PfQnANrl/tzugAww+EcCAAQgoUIaAAmkIKJCGgAJpCCiQhoACaQgokIaAAmkIKJCGgAJpCCiQhoACaeIDepR5rNXZeKAo9bDBQvCVID6gjatk1Rcn7uV8UWGXobXajaW5tecilgjZCzquWL3FP8ee5XwZe/i10akfaFZPvFG+dX/cHGbX0L2g44pRQHckjXJz9xW3c96SP8G/ulh65z+Yu3wYOyi9TKYXLJLX+RY8QvcCyj54xOATp+lGMTYBPdWn90nOD7PV0nJZd//6k3ddf6w1N3/E75sqE59YN4W9yLlvwSt0L6Bs/c1BK1aOU1UHrS9+S2/3mATUPTZxq3S3le2Qbhe4Wvxb5Lf43EI3P5M9U3pU0tO/4KOzFxAWEtCSidWykklB6wkF9Dk2T757k+2Xblew4/4tSkAf53wb21JfX/8qO+tb8D1FZy8gLDSgLyt3C+gGdEfS993y/Va2U7qtcmmu25WASuld6WlF7fct+J6isxcQtv6mhkB3Vyp38+4LWn8jlYCe6tPrhLJwmNVIt0/kaLYpAZ3P+TvsqLrCt+CjsxcQVpWUHSglXblLTwlan/Sy3u7iAyr9AvquZ6lgPOdtA+7TbPQG9HhSlfRo/ji3b8G/f+heQFjcvcW/wm55XfEpX+qau6UkdZdmozegvDRzzp/KE2ZrFnxC9wLC4i6gU73/1LmK88VXdh6yRbvRF9C2Of3S+r7g1iz4hewFhIUGdGyFbAzVgMJXS0hA3y5T/TloPQIKsfCPZww+sWK/3loKAV030GuHpedAB0QhoADtQkCBNAQUSENAgTQEFEhDQIE0BBRIQ0CBNAQUSENAgTQEFEhDQIE0BBRIQ0CBNAQUSLM/oBeW6bj/suvE6SOw1iVXiatVMEBcrcJ8cbWu7asXGY8L7Q5o07wKHT+58GZhhieIq3Vz1mBxtfr0FVerMEdcrZuS9SLj8ZsmmwOq761iS7ub0pQmrha/eru4WtPniqtVc6u4Wg3ZdhwFAdWFgFqHgDoIAbUOAXUQAmodAuogBNQ6BNRBCKh1CKiDEFDrEFAHIaDWUQjoX8fa8TMYc75n5OfY5rsfiqs1o0pcrbd/LK7WlxfbcRRrAQVwGAIKpCGgQBoCCqQhoEAaAgqkIaBAGgIKpCGgQBoCCqQhoEAaAgqkIaBAGgIKpFkK6KLCLkNr7fpJ2tX8VH7a5c+cE1bv/OA7uZhi24u7fvMZt5Ba55++JP3KFVxEranTeUAdawWtBHQZe/i10akfWDiCIWUpT28oT35IWL3pTA6ogGLbM+5Y/XM2X0itR1Mq1k5hrztfq219uhJQXx2LBS0E1H3F7Zy35E+I/giGtKY+Jt3OTGwSVK+ma+87xZzc6OHSq+cjY0TUcl/0iHQ76FbHa63JZEwOqK+O1YIWAnqYrZZuy7pHfwRDjuTL7w9L2SEx9Q50XXPtnUJO7vNOr6oLAmq5ezwu3X53rOO1Gvbs6SkH1FfHakELAd3K5AGwC1wt0R/CsMYhea1C6jUXTeNyQAUU283+UJyVN6NZyH+Rczv/btsv0zaKqJUnB9RXx2pBCwF9k8mDllew49EfwqidRZlbxNT76TXnlIAKKPYW61a+7un0yUJOrPFqxthEt4haSkB9dawWtPQKulO6rXKdi/4Qxpy41zX6oJh6q7MPcc8rqOPFNrM50u2vXV8KqNV8+fc+bKy9dJxbQC3PK6injtWCln4HrZFun8iJ/gjG7OtR8J6oelOZ6nUBxfazzdLtBvaxgFp/ZNL/8fgqViegVp76O6injtWCVq7iC8Zz3jbgvuiPYEhbv+ImYfX+sUnSd9im4wKKtfT6lXQ7I+WcgFob2PvS7YusQUAtJaC+OlYLWumDLnXN3VKSusvCEYyoZdMWyhoF1VPf4kUUez6pfEN50pMiap0t7PPKxorO94uopQTUX8diQUv/krT4ys5Dtlg5gBFVnnfdY4LqeQIqotiCK9P7L2gTUqv+wT6p/WY3i6ilBtRfx1pB/Fs8kIaAAmkIKJCGgAJpCCiQhoACaUYD2lpTDWCbP7baHNA9WeMAbJO1x+aAYpgs2EnQtOO9jxvcHSCAoICKHKIAHQkCCqQhoECaoIC+M9Lg7gABBAW0rcHg7gABBAUUIDoIKJCGPiiQhqt4IA0BBdIQUCANfVAgDX1QIA1tJiANAQXS0AcF0nAVD6QhoEAaAgqkoQ8KpKEPCqShzQSkIaBQr3wHvsZRz1cBs7U6zz5QlHo4wgHrmNF5cQsuiPQM9EEhJKCNq2TVFyfu1RmgWZpbG2kQRxwGFFfxhIUEVPUce1ZvgObEG+Vb98fN7R8wzgO6ab6hA7X+wGBFsEgOaOsPc/YHrt2RNMqtM0CzWHrnP5i7fBg7KL24phcsktf5Fjzq2MYx3S4tb5F2ndk385o3pFUpy6Sbe0ZynrviyYIut53g/IsJubmT5lMM6ELv6Z74sfr9UD/VPVBzisGKYJEUUPcDXYPGa5zq0/uk3nTQk3ddf6w1N3/E75sqE59YN4W9yLlvwauOXfBQzcNsmvRymzJr7X3y7GR/QIsqm/flTOLuIV3mVX8ng0pAtX1QX0B39lG/Yc/l1tsFARVFCmhZetB4DffYxK1cdxKp/BafW+jmZ7JnSo9KevoXfOrYHdJtaXL94YTnpIWRA7UBlX9DmDiIb5KvwJp7Uwmotg/qD2iheo+AxlY9+wHrFzTD9Tk2T77TGaCpBFS65t3GttTX17/KzvoWfE+pk18z+R72lzfYZ9LCElezJqAzpIXp1/JZ2fL/6tOpBFRr4d0Nqs0D1XvXyQYdxxBQQepZWgX7bcCqHUnfV141dAZoKgGV0rvS04ra71vwPaWOya++DWz1Apc83GkjO6QG9G45oPIViBTQqQXyM5+lGNBHUrJVXRLUe5aty2WwIlhUz5bwH2af0Kw51aeX+lBngKYSUCll77Cj6grfgk8dW8PlKeLba5SX3mWsSQ3oCE1AZ3eT/x/wKJWAavugeIsnRr6KP5w6xb9C+gX0Xc9S6ABNb0CPJ1VJj+aPc/sWfE+pY+Ok259nnTnY6QVpYVQ/ztMqOf88SxPQzexN6SI/j0pAda/iEVAalD5oeafdvhWvsFteV3yqM0DTG1BemjnnT+UJszULXnWs++S1paxCunRKm7uhhL3G+XW91m8edqkmoO6hWc/XjOhJO6C5FQoENLaUgDb2+q7vfwbvrHG2SmeApi+gbXP6pfV9wa1Z8Dr67Q9vzupXKa05P+OyjKvl3xI+Gprev+p3pZ5dfzFZ6YN2L6m9JdIPF8uAfv5YmeIp3QMhoMBj0gf960JDB2pzer48xAN8HhQ81g302mFqm5nnmIeP2wFpCCiQhs+DAmn4PCiQhoACaQgokIa/iwfS0AcF0tBmAtIQUCANfVAgDVfxQBoCCqQhoEAa+qBAGvqgQBraTEAaAgqkoQ8KpOEqHkhDQIE0BBRIQx8USEMfFEhDmwlIQ0CBNPRBwdQgryhHzBgY/6UPV/FgapBXlAE1MP5Ln6CArr8+3D5tHxs8ODjB1CCvKANqYPyXPjEB/fzZzvJchC/b2WfvQIMHByeYGuQV3ZAuI+O/9AkJ6O7EDJc8FiGznX12X2Hw4OAEU4O8ohvSZWT8lz4hAX3vmr/1l+5aE9rZBwGNKVODvKIc0mVg/Jc+QQHdJb+JI6A0mRrkFeWQLgPjv/QJCui2r1dUVPy6U4W+ab0NHhycYGqQV5RDugyM/9InKKDLM8rKyh51lem7P+ILPTjI1CCvKId0GRj/pU9QQF/szPEWT5WpQV5RDukyMP5LHwIKpgZ5RTmky8D4L31CAror5WudLpakt7MPAhpTpgZ5RTmky8D4L31iGvWHZmX+U3KynX324gMm0A5B/9R5boveWq/W3eG2wlcZPm4HHlYHeZk7olEIKJCGz4MCafg8KJCGgAJpCCiQhr+LB9Lwd/FAGtpMQBoCCqShDwqk4SoeSENAgTQEFEhDHxRIQx8USEObCUhDQIE09EGBNFzFA2kIKJCGgAJp6IMCaeiDAmloMwFpCCiQhj4okCb+Kt7U2CgjA6DC7g9xjkBAw42NMjIASrs/51OnG/xBIS4QCKhKf2yU8QFQyv68bX06Amqvf80SVKjyE7214vugpsZGGR4ApezP12QyhoDaa+t1Zp599L/VsQOLzRcqfktvrfg+qKmxUUYHQKn784Y9e3oioPYyF9A/DFDmtpTmmS8U04BqmBobZXAAlGd/WR4Cai+TAf2hcvdJXAfUxNgogwOgPPvLEFCbfTUCqumDmhobZWwAlHd/GQJqs5qkbBMykpW7rE5mdlIlv6xXPhZX8SbGRhkaAOXbX4aA2mzrVQ0mLBqt3O3sY2Yn1bBYvoIGtZkMj40yMgDKv78MAbXZV+MtPrgPanRslJEBUJr9OQJqO5MBHVQtez7eAhrUBzU8NsrIACjt/gio7cwFdO84VRSfvaDSB4X4Une/oEI/+0BvLT5uB6TFLKBWx0bZMSQK6MPnQYE0/FUnkIaAAmkIKJCGv4sH0tAHBdLQBwXSEFAgDX1QIA1X8UAaAgqkIaBAGvqgQBr6oEAa2kxAGgIKpKEPCqThKh5IQ0CBNAQUSEMfFEhDHxRIQ5sJSENAgTT0QYE0XMWDNabmXpmfaYWAgjVh514Fz63SbGt+Kj/t8mciDcGK84Ce0l17pkV3NTgi3NyrduZWKdvKUp7eUJ78UKTDx3UfdN+3dFdPWupEMdAXZu5VO3OrlG2tqY9JizMTmyIcPq77oHv6K3f/vlD9Fv6ve8bRjX/FiWKgL8zcK/25Veq2I/nyyMul7FCEw8d1m8kT0H156rfwZ36hrkZARQoz90oW8o3Xmm28cUhea4TDd4iAXqY+7IyAxkCYuVeykIBqtu0sygxKdqi47oPu6q18Y/9veih31WlL1PthlU4UA31h5l7JggPq33biXtfogxEPH9dX8e92Vb6wf0Rn9Yv7E8eo93nlThQDfWHmXsmCAurftq9HwXsGDh/XAcVbPAFh5l7JAgPq39bWrzjSBbwCAQVrws294sEB9W+rZdMWyhojHD6u+6CegH6SfpMi8Ut1NQIqUti5V8EB9W+r8iwci3D4jtAHdf/fJoV33AcC2oHEdZvp7Abd1e+HjJuFuBXXAQU6rM69ak9c90Gh44vrq3jo+BBQIA0BBdLiug8KHV9c90Gh40ObCUhDQIE09EGBNFzFA2kIKJCGgAJp6IMCaeiDAmloMwFpCCiQhj4okIareCANAQXSEFAgDX1QIA19UCANbSYgDQEF0tAHBdJwFQ+kIaAQDVPju4wdQR8CCtEIN76r3RFdZ9g9YY6gL/Z90E/eMHDUFZG+RhLECje+q90RXU23PR/xCMFi3wdd+SPf4oGXVH8LedKNbxssD2KEGd+lM6JrV3HXbmOOcJ47X/rPiicLutx2op0jhIh9m0kT0BlXPSArvjXkSQgoMWHGd4WO6GrMuWH5gpzhnoAWVTbvy5mkf4RQtAI6U7mrQUDJizC+K3BE1w4mPbP6QU9Ab5TWTBykewQdse+DIqDxKML4rsARXcdTi6qVub9KQGdIC9Ov1T2CjthfxVd0K/Lq8XXlLq9rUbCsZQbLgxhhx3eFjOjaPIi5hmzwBFT6jxrQkCPoiX1A/3f4+14lE5W7eTe8H+yajQbLgxjhxnfpjej6bPnghLqggAYfQVfsA4q3+HgUZnxX6IiuVf1Pc/4JWxcU0KAj6It9H1Qb0EnqKygCSl6Y8V2hI7o+Shi1auXIrP+EBDTgCPpI9UGXe37j/GXIkxBQYsKM79IZ0bV6YFq34ds1v4P+YnLoEfTFvs20vsTAk8ZuN3lU6CBiH1CAMGLfB4U45tT4Lr/YX8UDhIGAAmkIKJAW+z4oQBix74MChIE2E5CGgAJp6IMCabiKB9IQUCANAQXS0AcF0tAHBdLQZgLSEFAgDX1QIA1X8UAaAgqkIaBAGvqgQBr6oEAa2kxAGgIKpKEPCqThKh5IQ0ChfaamIYWdlHSgKPVwVD8CAgrtMzUNSbPt8ynfSL9yhXbH0txancFJBqAPCu2LYhqSsu2/Lnppw3i2TrN6ojw6gbs/bjb7I5Dqg96i/22mJwcarA02MzcNybftBFsshbHgTv/qYumd/2Du8mHsIF9UmF6wSF7nWwiLVJtpsDoZYrj6NbZXH/Ss/jQ3+kOCFaamIfm3HbjnoLR8w13+9Sfvuv5Ya27+iN83VSY+sW4Ke5Fz30J4FAOatE35JvArvEN3ENBYMTUNKWDbZ7UzM/+s2SK/xecWuvmZbHkOQUlP/0IEpPqg3oCeV+6uQ0BjzdQ0pIBts1K/dteXmi1KQKUQbGNb6uvrX2VnfQsRfgRSV/FXLVJeOhM9r6CLPTNo1ucYrA02MzcNSbNN0nb7KM0mJaBSeld6WlH7fQsRfgRSAc3NV375dBUqdxl9PTMVBqQbrA02MzcNybftzZ/IOV3ING//SkDnc/4OO6qu8C1EQCqgeIsnxtQ0JP+2jWyndDuxh2ajN6DHk6qkR/PHuX0LEX4EUn1QBJQYU9OQ/NvODchb8lZpJ81weF9AeWnmnD+VJ8zWLIRHqg/qCWjyBGUq90XbPKsR0FgxNQ3Jv40fuaNH+reWaF8cfQFtm9Mvre8Lbs1CeBTbTKtfUizxvoUgoF9hpAK6tF53dXPkmbjQUZHqgwJN0U5DsmNSEqmreIBgCCiQhoACaaT6oADBSPVBAYKRajMBBENAgTT0QYE0XMUDaQgokIaAAmnogwJp6IMCaWgzAWkIKJCGPiiQhqt4IA0BBdIQUCANfVAgDX1QIA1tJiANAQXS0AcF0nAVD6QhoEAaAgrBTI3vinpEVzsjboKhDwrBwo3vsjSi6wy7J0wVfaL7oC3rQrbVGDwyCBJufJelEV1Nt2m+05ZWQH0OfYPzdzcp3vV8eWliS9g9QLQw47uiHNG1q7hrtzFH1K+wzV3xZEGX2060UyVEDAJ6OukmRZpnBhQCSkyY8V3RjehqzLlh+YKc4Z6AFlU278uZpF8llOg+qBTQhmx18eJ/qvcIKDHhx3dFMaJrB5OOVv2gJ6DyrwQTB+lW0SH6Kh4BpS/8+K4oRnQdTy2qPiUvKAGdIS1Mv1a3ig7RAf1Hxrhbk8cpMm5R7zshoLSEHd/FoxnRtXkQcw3Z4AmoPEpBCWhIFT2iA3rgwurFGdWKnOfV+wQElJYw47uiHtH12fLBCXVBAQ2uokt0HxRv8fSFGd8V3YiuVf1Pc/4JWxcU0KAq+kT3QeWAdm1QfBMBpSnM+K7oRnR9lDBq1cqRWf8JCWhAFX0xaDM19chWXHhcXYWAEhNmfFeUI7pWD0zrNny75nfQX0wOraJPdED/dUnIqs6tOs8DUAj/POipkG2hawC88GkmaIfVEV12jPFCQIE4BBRIw+dBgTT8XTyQhj87BtIQUCANfxcPpOEqHkhDQIE0BBRIQx8USEMfFEhDmwlIQ0CBNPRBgTRcxQNpCCiQhoACaeiDAmnogwJpaDMBaQgokIY+KJCGq3ggDQEF0hBQsH0uUh37wGDpBRdEegb6oGD7XKQ4DCj6oITZPhcpDgN6/ib5dhi+aJEi2+ci1bGNY7pdWt7CecvMvpnXvCGtSlkm3dwz0j8miX8xITd30nwaAZ09bkyiPC4hycA0MhDO9rlIdeyCh2oeZtOkl9uUWWvvY69rA+oZk+Qe0mVe9XcyaAR08JO/Tqyurh6RiIBSZPtcpDp2h3Rbmlx/OOE5aWHkQG1APWOSNslXYM29iQR0y+sJ0t1DCChJts9FqpNfM/ke9pc32GfSwhJXsyagM7jyFfWzsuXv/p5OJ6ANDQ0PIKAk2T4XqY7Jr74NbPUCVxuXR4McUgN690j/DIWpBfIzn6US0DUsOzs7xXU2dBvEnO1zkerYGul2N9tew+RBGctYkxrQEZqAzu4mH/lRKgFdl8jxFk+V7XOR6tg46fbnWWcOdnpBWhjVj/O0Ss4/z9IEdDN7U7rIz6MS0NMZHAGlyva5SHWs++S1paxCunRKm7uhhL3G+XW91m8edqkmoO6hWc/XjOhJJKCTf5VcUVExGAElyfa5SEe//eHNWf0qpTXnZ1yWcXWNtOqjoen9q35X6h+TJPdBu5fU3hLphxMS0JVlDyeXlZU9noyAgkmC/iVp9zXy7c/aDB4EwAOfZgIPGnORgiGgQBoCCqTh86BAGj4PCqThz46BNAQUSMPfxQNpuIoH0hBQIA0BBdLQBwXS0AcF0tBmAtIQUCANfVAgDVfxQBoCCqQhoEAa+qBAGvqgQBraTEAaAgqkoQ8KpOEqHkhDQIE0BBRIsz2gH6YV6ch1pQuSnCKqUmKaoEJpiYIKpacI+y8v6XK9mOhI+9DmgPK/v6/jNwXLBLnpHlGVLqgUVOipbwgqtGzsGFGV8pbqxUTHXqO5MxxQXeLe4qf8NvJz7NHriKBCf/uWoEL8l+WiKl1l5xeMKRDQYAioBQio8xBQCxBQ5yGgFiCgzkNALUBAnYeAWoCAOg8BtQABdR4CagG1gH78pE0/RkSL3hZVadIXggr9u1RQIb5mtahKZZ/afURrAQVwGAIKpCGgQBoCCqQhoEAaAgqkIaBAGgIKpCGgQBoCCqQhoEAaAgqkIaBAWnQBXVTYZWit7gO7aQ++msnGO1WKT52uW9bJQo6eUvNT+WmXP3PO88jJUwqoZO85RRXQZezh10anfqDzwG4BB6+4aIFkszOVeNv6dF9uHD0nbSFHT6ks5ekN5ckPqQ8cPaWASvaeUzQBdV9xO+ct+RNCH9gt8OATvudIEdWaTMa8uXH0nLSFHD2l1tTHpNuZiU3yA0dPKaCSzecUTUAPM/kDsGXdQx/YLfDg35lycqdjX+ncsGdPT29uHD0nbSFHT+lIvvyOvpQdkh84ekoBlWw+p2gCupXJH+xf4GoJeWC3wIP3zE9ibMx/nCikyPPmxtFz0hZy/JR445C8Vvne6VPyV7L5nKIJ6Jtsv3S7gh0PeWC3gIOfTR3+0emabqOcKKTw5cbRc9IWcvyUdhZlblEWnD4lfyWbzym6V9Cd0m2V61zIA7vpHHw+O+VEJZnmFdTBc9IWUjl2SifudY0+qC46fEqaSirbzim630FrpNsnckIf2E3n4OuVlwJH5Pl/B3XwnHhIQJ06pX09Ct7zLjt7StpKKtvOKaqr+ILxnLcNuC/0gd0CDr4pZZN0+z9dWh0pxTW5cfSctIUcPaW2fsVNvgeOnlJAJZvPKao+6FLX3C0lqbukt4wfnfU/cIK2Umth7jPrH096wZlK3Jsbx89JU8jRU6pl0xbKGh0/pYBKNp9TdP+StPjKzkPkX4nHszP+B47QVjp2b/eMq//gdqqUJzfOn5OmkJOnVMVUxxw/pcBK9p4T/i0eSENAgTQEFEhDQIE0BBRIQ0CBtP8H7eHEn6cdmdcAAAAASUVORK5CYII=" /><!-- --></p>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
 <p>The endpoints obtained with this model are</p>
 <pre class="r"><code>endpoints(m.Z.mkin.5a)</code></pre>
 <pre><code>## $ff
@@ -1732,14 +1786,14 @@ plot_sep(m.Z.mkin.5a)</code></pre>
 ## 
 ## $SFORB
 ##     Z0_b1     Z0_b2     Z3_b1     Z3_b2 
-## 2.4471382 0.0075127 0.0800075 0.0000000 
+## 2.4471363 0.0075126 0.0800072 0.0000000 
 ## 
 ## $distimes
 ##      DT50   DT90 DT50_Z0_b1 DT50_Z0_b2 DT50_Z3_b1 DT50_Z3_b2
-## Z0 0.3043 1.1848    0.28325     92.264         NA         NA
+## Z0 0.3043 1.1848    0.28325     92.265         NA         NA
 ## Z1 1.5148 5.0320         NA         NA         NA         NA
 ## Z2 1.6414 5.4526         NA         NA         NA         NA
-## Z3     NA     NA         NA         NA     8.6635        Inf</code></pre>
+## Z3     NA     NA         NA         NA     8.6636        Inf</code></pre>
 <p>It is clear the degradation rate of Z3 towards the end of the experiment is very low as DT50_Z3_b2 (the second Eigenvalue of the system of two differential equations representing the SFORB system for Z3, corresponding to the slower rate constant of the DFOP model) is reported to be infinity. However, this appears to be a feature of the data.</p>
 </div>
 <div id="references" class="section level1">
@@ -1772,6 +1826,54 @@ $(document).ready(function () {
 
 </script>
 
+<!-- tabsets -->
+
+<script>
+$(document).ready(function () {
+  window.buildTabsets("TOC");
+});
+
+$(document).ready(function () {
+  $('.tabset-dropdown > .nav-tabs > li').click(function () {
+    $(this).parent().toggleClass('nav-tabs-open')
+  });
+});
+</script>
+
+<!-- code folding -->
+<script>
+$(document).ready(function () {
+  window.initializeCodeFolding("show" === "show");
+});
+</script>
+
+<script>
+$(document).ready(function ()  {
+
+    // move toc-ignore selectors from section div to header
+    $('div.section.toc-ignore')
+        .removeClass('toc-ignore')
+        .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
+
+    // establish options
+    var options = {
+      selectors: "h1,h2,h3",
+      theme: "bootstrap3",
+      context: '.toc-content',
+      hashGenerator: function (text) {
+        return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_').toLowerCase();
+      },
+      ignoreSelector: ".toc-ignore",
+      scrollTo: 0
+    };
+    options.showAndHide = true;
+    options.smoothScroll = true;
+
+    // tocify
+    var toc = $("#TOC").tocify(options).data("toc-tocify");
+});
+</script>
+
 <!-- dynamically load mathjax for compatibility with self-contained -->
 <script>
   (function () {
diff --git a/vignettes/web_only/compiled_models.R b/vignettes/web_only/compiled_models.R
new file mode 100644
index 00000000..691037ec
--- /dev/null
+++ b/vignettes/web_only/compiled_models.R
@@ -0,0 +1,61 @@
+## ---- include = FALSE---------------------------------------------------------
+library(knitr)
+opts_chunk$set(tidy = FALSE, cache = FALSE)
+
+## ----check_gcc, eval = FALSE--------------------------------------------------
+#  pkgbuild::has_compiler()
+
+## ----Rprofile, eval = FALSE---------------------------------------------------
+#  Sys.setenv(PATH = paste("C:/Rtools/bin", Sys.getenv("PATH"), sep=";"))
+
+## ----HOME, eval = FALSE-------------------------------------------------------
+#  Sys.getenv("HOME")
+
+## ----create_SFO_SFO-----------------------------------------------------------
+library("mkin", quietly = TRUE)
+SFO_SFO <- mkinmod(
+  parent = mkinsub("SFO", "m1"),
+  m1 = mkinsub("SFO"))
+
+## ----benchmark_SFO_SFO, fig.height = 3, message = FALSE, warning = FALSE------
+if (require(rbenchmark)) {
+  b.1 <- benchmark(
+    "deSolve, not compiled" = mkinfit(SFO_SFO, FOCUS_2006_D,
+                                      solution_type = "deSolve",
+                                      use_compiled = FALSE, quiet = TRUE),
+    "Eigenvalue based" = mkinfit(SFO_SFO, FOCUS_2006_D,
+                                 solution_type = "eigen", quiet = TRUE),
+    "deSolve, compiled" = mkinfit(SFO_SFO, FOCUS_2006_D,
+                                  solution_type = "deSolve", quiet = TRUE),
+    replications = 3)
+  print(b.1)
+  factor_SFO_SFO <- round(b.1["1", "relative"])
+} else {
+  factor_SFO_SFO <- NA
+  print("R package rbenchmark is not available")
+}
+
+## ----benchmark_FOMC_SFO, fig.height = 3, warning = FALSE----------------------
+if (require(rbenchmark)) {
+  FOMC_SFO <- mkinmod(
+    parent = mkinsub("FOMC", "m1"),
+    m1 = mkinsub( "SFO"))
+
+  b.2 <- benchmark(
+    "deSolve, not compiled" = mkinfit(FOMC_SFO, FOCUS_2006_D,
+                                      use_compiled = FALSE, quiet = TRUE),
+    "deSolve, compiled" = mkinfit(FOMC_SFO, FOCUS_2006_D, quiet = TRUE),
+    replications = 3)
+  print(b.2)
+  factor_FOMC_SFO <- round(b.2["1", "relative"])
+} else {
+  factor_FOMC_SFO <- NA
+  print("R package benchmark is not available")
+}
+
+## ----sessionInfo, echo = FALSE------------------------------------------------
+cat(utils::capture.output(utils::sessionInfo())[1:3], sep = "\n")
+if(!inherits(try(cpuinfo <- readLines("/proc/cpuinfo")), "try-error")) {
+  cat(gsub("model name\t: ", "CPU model: ", cpuinfo[grep("model name", cpuinfo)[1]]))
+}
+
diff --git a/vignettes/web_only/compiled_models.Rmd b/vignettes/web_only/compiled_models.Rmd
index 26d86811..3f4e0097 100644
--- a/vignettes/web_only/compiled_models.Rmd
+++ b/vignettes/web_only/compiled_models.Rmd
@@ -18,17 +18,46 @@ library(knitr)
 opts_chunk$set(tidy = FALSE, cache = FALSE)
 ```
 
-## Model that can also be solved with Eigenvalues
+## How to benefit from compiled models
 
-This evaluation is taken from the example section of mkinfit. When using an mkin version
-equal to or greater than 0.9-36 and a C compiler (gcc) is available, you will see
-a message that the model is being compiled from autogenerated C code when
-defining a model using mkinmod. The `mkinmod()` function checks for presence of
-the gcc compiler using
+When using an mkin version equal to or greater than 0.9-36 and a C compiler is
+available, you will see a message that the model is being compiled from
+autogenerated C code when defining a model using mkinmod. Starting from
+version 0.9.49.9, the `mkinmod()` function checks for presence of a compiler
+using
 
-```{r check_gcc}
-Sys.which("gcc")
+```{r check_gcc, eval = FALSE}
+pkgbuild::has_compiler()
 ```
+
+In previous versions, it used `Sys.which("gcc")` for this check.
+
+On Linux, you need to have the essential build tools like make and gcc or clang
+installed. On Debian based linux distributions, these will be pulled in by installing
+the build-essential package.
+
+On MacOS, which I do not use personally, I have had reports that a compiler is
+available by default.
+
+On Windows, you need to install Rtools and have the path to its bin directory
+in your PATH variable. You do not need to modify the PATH variable when
+installing Rtools. Instead, I would recommend to put the line
+
+```{r Rprofile, eval = FALSE}
+Sys.setenv(PATH = paste("C:/Rtools/bin", Sys.getenv("PATH"), sep=";"))
+```
+into your .Rprofile startup file. This is just a text file with some R
+code that is executed when your R session starts. It has to be named .Rprofile
+and has to be located in your home directory, which will generally be your
+Documents folder. You can check the location of the home directory used by R by
+issuing
+
+```{r HOME, eval = FALSE}
+Sys.getenv("HOME")
+```
+
+## Comparison with Eigenvalue based solutions
+
 First, we build a simple degradation model for a parent compound with one metabolite.
 
 ```{r create_SFO_SFO}
@@ -40,10 +69,10 @@ SFO_SFO <- mkinmod(
 
 We can compare the performance of the Eigenvalue based solution against the
 compiled version and the R implementation of the differential equations using
-the benchmark package.
-
+the benchmark package. In the output of below code, the warnings about zero
+being removed from the FOCUS D dataset are suppressed.
 
-```{r benchmark_SFO_SFO, fig.height = 3}
+```{r benchmark_SFO_SFO, fig.height = 3, message = FALSE, warning = FALSE}
 if (require(rbenchmark)) {
   b.1 <- benchmark(
     "deSolve, not compiled" = mkinfit(SFO_SFO, FOCUS_2006_D,
@@ -73,7 +102,7 @@ iterative solution of the ODEs.
 
 This evaluation is also taken from the example section of mkinfit.
 
-```{r benchmark_FOMC_SFO, fig.height = 3}
+```{r benchmark_FOMC_SFO, fig.height = 3, warning = FALSE}
 if (require(rbenchmark)) {
   FOMC_SFO <- mkinmod(
     parent = mkinsub("FOMC", "m1"),
diff --git a/vignettes/web_only/compiled_models.html b/vignettes/web_only/compiled_models.html
index 366161ee..1d50ba7c 100644
--- a/vignettes/web_only/compiled_models.html
+++ b/vignettes/web_only/compiled_models.html
@@ -1,17 +1,17 @@
 <!DOCTYPE html>
 
-<html xmlns="http://www.w3.org/1999/xhtml">
+<html>
 
 <head>
 
 <meta charset="utf-8" />
-<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="pandoc" />
+<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
 
 
 <meta name="author" content="Johannes Ranke" />
 
-<meta name="date" content="2019-04-04" />
+<meta name="date" content="2020-04-02" />
 
 <title>Performance benefit by using compiled model definitions in mkin</title>
 
@@ -69,8 +69,6 @@ overflow: auto;
 margin-left: 2%;
 position: fixed;
 border: 1px solid #ccc;
-webkit-border-radius: 6px;
-moz-border-radius: 6px;
 border-radius: 6px;
 }
 
@@ -98,10 +96,15 @@ font-size: 12px;
 .tocify-subheader .tocify-subheader {
 text-indent: 30px;
 }
-
 .tocify-subheader .tocify-subheader .tocify-subheader {
 text-indent: 40px;
 }
+.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
+text-indent: 50px;
+}
+.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
+text-indent: 60px;
+}
 
 .tocify .tocify-item > a, .tocify .nav-list .nav-header {
 margin: 0px;
@@ -504,13 +507,13 @@ float: none;
 
           item.append($("<a/>", {
 
-            "text": self.text()
+            "html": self.html()
 
           }));
 
         } else {
 
-          item.text(self.text());
+          item.html(self.html());
 
         }
 
@@ -1280,12 +1283,12 @@ window.initializeCodeFolding = function(show) {
   var currentIndex = 1;
 
   // select all R code blocks
-  var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan');
+  var rCodeBlocks = $('pre.r, pre.python, pre.bash, pre.sql, pre.cpp, pre.stan, pre.julia');
   rCodeBlocks.each(function() {
 
     // create a collapsable div to wrap the code in
     var div = $('<div class="collapse r-code-collapse"></div>');
-    if (show)
+    if (show || $(this)[0].classList.contains('fold-show'))
       div.addClass('in');
     var id = 'rcode-643E0F36' + currentIndex++;
     div.attr('id', id);
@@ -1387,9 +1390,7 @@ h6 {
 </style>
 
 
-</head>
 
-<body>
 
 <style type="text/css">
 .main-container {
@@ -1403,7 +1404,6 @@ code {
 }
 img {
   max-width:100%;
-  height: auto;
 }
 .tabbed-pane {
   padding-top: 12px;
@@ -1421,8 +1421,6 @@ summary {
 
 
 
-<div class="container-fluid main-container">
-
 <!-- tabsets -->
 
 <style type="text/css">
@@ -1467,6 +1465,7 @@ summary {
   border: none;
   display: inline-block;
   border-radius: 4px;
+  background-color: transparent;
 }
 
 .tabset-dropdown > .nav-tabs.nav-tabs-open > li {
@@ -1479,57 +1478,13 @@ summary {
 }
 </style>
 
-<script>
-$(document).ready(function () {
-  window.buildTabsets("TOC");
-});
-
-$(document).ready(function () {
-  $('.tabset-dropdown > .nav-tabs > li').click(function () {
-    $(this).parent().toggleClass('nav-tabs-open')
-  });
-});
-</script>
-
 <!-- code folding -->
 <style type="text/css">
 .code-folding-btn { margin-bottom: 4px; }
 </style>
-<script>
-$(document).ready(function () {
-  window.initializeCodeFolding("show" === "show");
-});
-</script>
 
 
 
-<script>
-$(document).ready(function ()  {
-
-    // move toc-ignore selectors from section div to header
-    $('div.section.toc-ignore')
-        .removeClass('toc-ignore')
-        .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
-
-    // establish options
-    var options = {
-      selectors: "h1,h2,h3",
-      theme: "bootstrap3",
-      context: '.toc-content',
-      hashGenerator: function (text) {
-        return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_').toLowerCase();
-      },
-      ignoreSelector: ".toc-ignore",
-      scrollTo: 0
-    };
-    options.showAndHide = true;
-    options.smoothScroll = true;
-
-    // tocify
-    var toc = $("#TOC").tocify(options).data("toc-tocify");
-});
-</script>
-
 <style type="text/css">
 
 #TOC {
@@ -1542,6 +1497,12 @@ $(document).ready(function ()  {
 }
 }
 
+@media print {
+.toc-content {
+  /* see https://github.com/w3c/csswg-drafts/issues/4434 */
+  float: right;
+}
+}
 
 .toc-content {
   padding-left: 30px;
@@ -1577,8 +1538,6 @@ div.tocify {
 
 .tocify-subheader .tocify-item {
   font-size: 0.90em;
-  padding-left: 25px;
-  text-indent: 0;
 }
 
 .tocify .list-group-item {
@@ -1588,6 +1547,16 @@ div.tocify {
 
 </style>
 
+
+
+</head>
+
+<body>
+
+
+<div class="container-fluid main-container">
+
+
 <!-- setup 3col/9col grid for toc_float and main content  -->
 <div class="row-fluid">
 <div class="col-xs-12 col-sm-4 col-md-3">
@@ -1613,25 +1582,36 @@ div.tocify {
 
 
 <h1 class="title toc-ignore">Performance benefit by using compiled model definitions in mkin</h1>
-<h4 class="author"><em>Johannes Ranke</em></h4>
-<h4 class="date"><em>2019-04-04</em></h4>
+<h4 class="author">Johannes Ranke</h4>
+<h4 class="date">2020-04-02</h4>
 
 </div>
 
 
-<div id="model-that-can-also-be-solved-with-eigenvalues" class="section level2">
-<h2>Model that can also be solved with Eigenvalues</h2>
-<p>This evaluation is taken from the example section of mkinfit. When using an mkin version equal to or greater than 0.9-36 and a C compiler (gcc) is available, you will see a message that the model is being compiled from autogenerated C code when defining a model using mkinmod. The <code>mkinmod()</code> function checks for presence of the gcc compiler using</p>
-<pre class="r"><code>Sys.which(&quot;gcc&quot;)</code></pre>
-<pre><code>##            gcc 
-## &quot;/usr/bin/gcc&quot;</code></pre>
+<div id="how-to-benefit-from-compiled-models" class="section level2">
+<h2>How to benefit from compiled models</h2>
+<p>When using an mkin version equal to or greater than 0.9-36 and a C compiler is available, you will see a message that the model is being compiled from autogenerated C code when defining a model using mkinmod. Starting from version 0.9.49.9, the <code>mkinmod()</code> function checks for presence of a compiler using</p>
+<pre class="r"><code>pkgbuild::has_compiler()</code></pre>
+<p>In previous versions, it used <code>Sys.which(&quot;gcc&quot;)</code> for this check.</p>
+<div id="platform-specific-notes" class="section level3">
+<h3>Platform specific notes</h3>
+<p>On Linux, you need to have the essential build tools like make and gcc or clang installed. On Debian based linux distributions, these will be pulled in by installing the build-essential package.</p>
+<p>On MacOS, which I do not use personally, I have had reports that a compiler is available by default.</p>
+<p>On Windows, you need to install Rtools and have the path to its bin directory in your PATH variable. You do not need to modify the PATH variable when installing Rtools. Instead, I would recommend to put the line</p>
+<pre class="r"><code>Sys.setenv(PATH = paste(&quot;C:/Rtools/bin&quot;, Sys.getenv(&quot;PATH&quot;), sep=&quot;;&quot;))</code></pre>
+<p>into your .Rprofile startup file. This is just a text file with some R code that is executed when your R session starts. It has to be named .Rprofile and has to be located in your home directory, which will generally be your Documents folder. You can check the location of the home directory used by R by issuing</p>
+<pre class="r"><code>Sys.getenv(&quot;HOME&quot;)</code></pre>
+</div>
+</div>
+<div id="comparison-with-eigenvalue-based-solutions" class="section level2">
+<h2>Comparison with Eigenvalue based solutions</h2>
 <p>First, we build a simple degradation model for a parent compound with one metabolite.</p>
 <pre class="r"><code>library(&quot;mkin&quot;, quietly = TRUE)
 SFO_SFO &lt;- mkinmod(
   parent = mkinsub(&quot;SFO&quot;, &quot;m1&quot;),
   m1 = mkinsub(&quot;SFO&quot;))</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
-<p>We can compare the performance of the Eigenvalue based solution against the compiled version and the R implementation of the differential equations using the benchmark package.</p>
+<p>We can compare the performance of the Eigenvalue based solution against the compiled version and the R implementation of the differential equations using the benchmark package. In the output of below code, the warnings about zero being removed from the FOCUS D dataset are suppressed.</p>
 <pre class="r"><code>if (require(rbenchmark)) {
   b.1 &lt;- benchmark(
     &quot;deSolve, not compiled&quot; = mkinfit(SFO_SFO, FOCUS_2006_D,
@@ -1648,16 +1628,15 @@ SFO_SFO &lt;- mkinmod(
   factor_SFO_SFO &lt;- NA
   print(&quot;R package rbenchmark is not available&quot;)
 }</code></pre>
-<pre><code>## Loading required package: rbenchmark</code></pre>
 <pre><code>##                    test replications elapsed relative user.self sys.self
-## 3     deSolve, compiled            3   3.533    1.000     3.531        0
-## 1 deSolve, not compiled            3  46.050   13.034    46.030        0
-## 2      Eigenvalue based            3   5.068    1.434     5.066        0
+## 3     deSolve, compiled            3   3.148    1.000     3.146    0.000
+## 1 deSolve, not compiled            3  28.920    9.187    28.904    0.001
+## 2      Eigenvalue based            3   4.442    1.411     4.439    0.000
 ##   user.child sys.child
 ## 3          0         0
 ## 1          0         0
 ## 2          0         0</code></pre>
-<p>We see that using the compiled model is by a factor of around 13 faster than using the R version with the default ode solver, and it is even faster than the Eigenvalue based solution implemented in R which does not need iterative solution of the ODEs.</p>
+<p>We see that using the compiled model is by a factor of around 9 faster than using the R version with the default ode solver, and it is even faster than the Eigenvalue based solution implemented in R which does not need iterative solution of the ODEs.</p>
 </div>
 <div id="model-that-can-not-be-solved-with-eigenvalues" class="section level2">
 <h2>Model that can not be solved with Eigenvalues</h2>
@@ -1680,16 +1659,16 @@ SFO_SFO &lt;- mkinmod(
 }</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
 <pre><code>##                    test replications elapsed relative user.self sys.self
-## 2     deSolve, compiled            3   4.934    1.000     4.931        0
-## 1 deSolve, not compiled            3  72.993   14.794    72.961        0
+## 2     deSolve, compiled            3   4.879    1.000     4.877        0
+## 1 deSolve, not compiled            3  53.551   10.976    53.525        0
 ##   user.child sys.child
 ## 2          0         0
 ## 1          0         0</code></pre>
-<p>Here we get a performance benefit of a factor of 15 using the version of the differential equation model compiled from C code!</p>
-<p>This vignette was built with mkin 0.9.49.1 on</p>
-<pre><code>## R version 3.5.3 (2019-03-11)
+<p>Here we get a performance benefit of a factor of 11 using the version of the differential equation model compiled from C code!</p>
+<p>This vignette was built with mkin 0.9.49.9 on</p>
+<pre><code>## R version 3.6.3 (2020-02-29)
 ## Platform: x86_64-pc-linux-gnu (64-bit)
-## Running under: Debian GNU/Linux 9 (stretch)</code></pre>
+## Running under: Debian GNU/Linux 10 (buster)</code></pre>
 <pre><code>## CPU model: AMD Ryzen 7 1700 Eight-Core Processor</code></pre>
 </div>
 
@@ -1713,6 +1692,54 @@ $(document).ready(function () {
 
 </script>
 
+<!-- tabsets -->
+
+<script>
+$(document).ready(function () {
+  window.buildTabsets("TOC");
+});
+
+$(document).ready(function () {
+  $('.tabset-dropdown > .nav-tabs > li').click(function () {
+    $(this).parent().toggleClass('nav-tabs-open')
+  });
+});
+</script>
+
+<!-- code folding -->
+<script>
+$(document).ready(function () {
+  window.initializeCodeFolding("show" === "show");
+});
+</script>
+
+<script>
+$(document).ready(function ()  {
+
+    // move toc-ignore selectors from section div to header
+    $('div.section.toc-ignore')
+        .removeClass('toc-ignore')
+        .children('h1,h2,h3,h4,h5').addClass('toc-ignore');
+
+    // establish options
+    var options = {
+      selectors: "h1,h2,h3",
+      theme: "bootstrap3",
+      context: '.toc-content',
+      hashGenerator: function (text) {
+        return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_').toLowerCase();
+      },
+      ignoreSelector: ".toc-ignore",
+      scrollTo: 0
+    };
+    options.showAndHide = true;
+    options.smoothScroll = true;
+
+    // tocify
+    var toc = $("#TOC").tocify(options).data("toc-tocify");
+});
+</script>
+
 <!-- dynamically load mathjax for compatibility with self-contained -->
 <script>
   (function () {
author	Johannes Ranke <jranke@uni-bremen.de>	2020-04-02 10:58:34 +0200
committer	Johannes Ranke <jranke@uni-bremen.de>	2020-04-03 10:53:07 +0200
commit	47ba9ea512b82fb8b31da8ec5558f3c0952d86d4 (patch)
tree	775b56488b5f040132d00a962c6f7f876ed15b7c
parent	1d01aa6e40bdb3e338638b9239153cf82713d634 (diff)