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-rw-r--r--vignettes/FOCUS_D.html18
1 files changed, 9 insertions, 9 deletions
diff --git a/vignettes/FOCUS_D.html b/vignettes/FOCUS_D.html
index 5da77efa..44bbe062 100644
--- a/vignettes/FOCUS_D.html
+++ b/vignettes/FOCUS_D.html
@@ -11,7 +11,7 @@
<meta name="author" content="Johannes Ranke" />
-<meta name="date" content="2017-05-05" />
+<meta name="date" content="2017-07-21" />
<title>Example evaluation of FOCUS Example Dataset D</title>
@@ -119,7 +119,7 @@ $(document).ready(function () {
<h1 class="title toc-ignore">Example evaluation of FOCUS Example Dataset D</h1>
<h4 class="author"><em>Johannes Ranke</em></h4>
-<h4 class="date"><em>2017-05-05</em></h4>
+<h4 class="date"><em>2017-07-21</em></h4>
</div>
@@ -190,16 +190,16 @@ $(document).ready(function () {
<pre class="r"><code>fit &lt;- mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE)</code></pre>
<p>A plot of the fit including a residual plot for both observed variables is obtained using the <code>plot_sep</code> method for <code>mkinfit</code> objects, which shows separate graphs for all compounds and their residuals.</p>
<pre class="r"><code>plot_sep(fit, lpos = c(&quot;topright&quot;, &quot;bottomright&quot;))</code></pre>
-<p><img src="data:image/png;base64,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" 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" /><!-- --></p>
<p>Confidence intervals for the parameter estimates are obtained using the <code>mkinparplot</code> function.</p>
<pre class="r"><code>mkinparplot(fit)</code></pre>
-<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>A comprehensive report of the results is obtained using the <code>summary</code> method for <code>mkinfit</code> objects.</p>
<pre class="r"><code>summary(fit)</code></pre>
-<pre><code>## mkin version: 0.9.45
-## R version: 3.4.0
-## Date of fit: Fri May 5 12:14:00 2017
-## Date of summary: Fri May 5 12:14:00 2017
+<pre><code>## mkin version: 0.9.45.2
+## R version: 3.4.1
+## Date of fit: Fri Jul 21 18:02:19 2017
+## Date of summary: Fri Jul 21 18:02:20 2017
##
## Equations:
## d_parent/dt = - k_parent_sink * parent - k_parent_m1 * parent
@@ -207,7 +207,7 @@ $(document).ready(function () {
##
## Model predictions using solution type deSolve
##
-## Fitted with method Port using 153 model solutions performed in 1.033 s
+## Fitted with method Port using 153 model solutions performed in 1.059 s
##
## Weighting: none
##

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