aboutsummaryrefslogtreecommitdiff
path: root/vignettes/FOCUS_D.html
diff options
context:
space:
mode:
authorJohannes Ranke <jranke@uni-bremen.de>2020-10-08 09:31:35 +0200
committerJohannes Ranke <jranke@uni-bremen.de>2020-10-08 09:31:35 +0200
commitbc3825ae2d12c18ea3d3caf17eb23c93fef180b8 (patch)
tree112e70a29db2fb35dd624af20f4d400c579b0283 /vignettes/FOCUS_D.html
parentc7635af214729d2dc15dd8fbee2ebe6bc64493a4 (diff)
Fix issues for release
Diffstat (limited to 'vignettes/FOCUS_D.html')
-rw-r--r--vignettes/FOCUS_D.html19
1 files changed, 13 insertions, 6 deletions
diff --git a/vignettes/FOCUS_D.html b/vignettes/FOCUS_D.html
index 16bc2084..ea6acdbe 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="2020-05-26" />
+<meta name="date" content="2020-10-08" />
<title>Example evaluation of FOCUS Example Dataset D</title>
@@ -365,7 +365,7 @@ summary {
<h1 class="title toc-ignore">Example evaluation of FOCUS Example Dataset D</h1>
<h4 class="author">Johannes Ranke</h4>
-<h4 class="date">2020-05-26</h4>
+<h4 class="date">2020-10-08</h4>
</div>
@@ -431,6 +431,8 @@ print(FOCUS_2006_D)</code></pre>
<pre class="r"><code>fit &lt;- mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE)</code></pre>
<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE): Observations with value
## of zero were removed from the data</code></pre>
+<pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE): Shapiro-Wilk test for
+## standardized residuals: p = 0.0165</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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" width="768" /></p>
@@ -440,9 +442,9 @@ print(FOCUS_2006_D)</code></pre>
<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 used for fitting: 0.9.50.3
-## R version used for fitting: 4.0.0
-## Date of fit: Tue May 26 17:01:07 2020
-## Date of summary: Tue May 26 17:01:07 2020
+## R version used for fitting: 4.0.2
+## Date of fit: Thu Oct 8 09:06:19 2020
+## Date of summary: Thu Oct 8 09:06:19 2020
##
## Equations:
## d_parent/dt = - k_parent * parent
@@ -450,7 +452,7 @@ print(FOCUS_2006_D)</code></pre>
##
## Model predictions using solution type analytical
##
-## Fitted using 421 model solutions performed in 0.149 s
+## Fitted using 421 model solutions performed in 0.152 s
##
## Error model: Constant variance
##
@@ -474,6 +476,11 @@ print(FOCUS_2006_D)</code></pre>
## value type
## m1_0 0 state
##
+##
+## Warning(s):
+## Observations with value of zero were removed from the data
+## Shapiro-Wilk test for standardized residuals: p = 0.0165
+##
## Results:
##
## AIC BIC logLik

Contact - Imprint