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authorJohannes Ranke <jranke@uni-bremen.de>2021-07-23 18:13:14 +0200
committerJohannes Ranke <jranke@uni-bremen.de>2021-07-23 18:13:14 +0200
commit36b67cc7505a0a7f0960d4cb820c527f27e18f9c (patch)
tree389897451f80e8684b2ba6d9bb3da53bd4d5cbff /vignettes
parent40b78bed232798ecbeb72759cdf8d400ea35b31f (diff)
parent25648577b6d5a4521da7c9d2eb174d292d2d85af (diff)
Merge branch 'master' into nlmixr
After the merge, run make test and accept the new snapshot for the mixed model fit for an nlme object
Diffstat (limited to 'vignettes')
-rw-r--r--vignettes/FOCUS_D.html17
-rw-r--r--vignettes/FOCUS_L.html73
-rw-r--r--vignettes/mkin.html88
-rw-r--r--vignettes/twa.html2
-rw-r--r--vignettes/web_only/dimethenamid_2018.R66
5 files changed, 95 insertions, 151 deletions
diff --git a/vignettes/FOCUS_D.html b/vignettes/FOCUS_D.html
index de900708..a1d57b02 100644
--- a/vignettes/FOCUS_D.html
+++ b/vignettes/FOCUS_D.html
@@ -363,7 +363,11 @@ pre code {
<h1 class="title toc-ignore">Example evaluation of FOCUS Example Dataset D</h1>
<h4 class="author">Johannes Ranke</h4>
+<<<<<<< HEAD
<h4 class="date">Last change 31 January 2019 (rebuilt 2021-04-21)</h4>
+=======
+<h4 class="date">Last change 31 January 2019 (rebuilt 2021-07-23)</h4>
+>>>>>>> master
</div>
@@ -431,16 +435,23 @@ print(FOCUS_2006_D)</code></pre>
## of zero were removed from the data</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 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width="768" /></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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" width="768" /></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>
+<<<<<<< HEAD
<pre><code>## mkin version used for fitting: 1.0.4.9000
## R version used for fitting: 4.0.5
## Date of fit: Wed Apr 21 16:40:29 2021
## Date of summary: Wed Apr 21 16:40:29 2021
+=======
+<pre><code>## mkin version used for fitting: 1.1.0
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 15:39:43 2021
+## Date of summary: Fri Jul 23 15:39:43 2021
+>>>>>>> master
##
## Equations:
## d_parent/dt = - k_parent * parent
@@ -448,7 +459,11 @@ print(FOCUS_2006_D)</code></pre>
##
## Model predictions using solution type analytical
##
+<<<<<<< HEAD
## Fitted using 401 model solutions performed in 0.144 s
+=======
+## Fitted using 401 model solutions performed in 0.152 s
+>>>>>>> master
##
## Error model: Constant variance
##
diff --git a/vignettes/FOCUS_L.html b/vignettes/FOCUS_L.html
index 4d0ff166..717a01be 100644
--- a/vignettes/FOCUS_L.html
+++ b/vignettes/FOCUS_L.html
@@ -1500,12 +1500,12 @@ div.tocify {
<!-- setup 3col/9col grid for toc_float and main content -->
<div class="row">
-<div class="col-sm-12 col-md-4 col-lg-3">
+<div class="col-xs-12 col-sm-4 col-md-3">
<div id="TOC" class="tocify">
</div>
</div>
-<div class="toc-content col-sm-12 col-md-8 col-lg-9">
+<div class="toc-content col-xs-12 col-sm-8 col-md-9">
@@ -1516,7 +1516,7 @@ div.tocify {
<h1 class="title toc-ignore">Example evaluation of FOCUS Laboratory Data L1 to L3</h1>
<h4 class="author">Johannes Ranke</h4>
-<h4 class="date">Last change 17 November 2016 (rebuilt 2021-04-21)</h4>
+<h4 class="date">Last change 17 November 2016 (rebuilt 2021-07-23)</h4>
</div>
@@ -1535,10 +1535,10 @@ FOCUS_2006_L1_mkin &lt;- mkin_wide_to_long(FOCUS_2006_L1)</code></pre>
<p>Since mkin version 0.9-32 (July 2014), we can use shorthand notation like <code>&quot;SFO&quot;</code> for parent only degradation models. The following two lines fit the model and produce the summary report of the model fit. This covers the numerical analysis given in the FOCUS report.</p>
<pre class="r"><code>m.L1.SFO &lt;- mkinfit(&quot;SFO&quot;, FOCUS_2006_L1_mkin, quiet = TRUE)
summary(m.L1.SFO)</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:34 2021
-## Date of summary: Wed Apr 21 16:40:34 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:18 2021
+## Date of summary: Fri Jul 23 18:03:18 2021
##
## Equations:
## d_parent/dt = - k_parent * parent
@@ -1636,17 +1636,17 @@ summary(m.L1.SFO)</code></pre>
<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre>
<pre><code>## Warning in cov2cor(ans$covar): diag(.) had 0 or NA entries; non-finite result is
## doubtful</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:34 2021
-## Date of summary: Wed Apr 21 16:40:34 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:19 2021
+## Date of summary: Fri Jul 23 18:03:19 2021
##
## Equations:
## d_parent/dt = - (alpha/beta) * 1/((time/beta) + 1) * parent
##
## Model predictions using solution type analytical
##
-## Fitted using 369 model solutions performed in 0.087 s
+## Fitted using 369 model solutions performed in 0.082 s
##
## Error model: Constant variance
##
@@ -1741,17 +1741,17 @@ plot(m.L2.FOMC, show_residuals = TRUE,
main = &quot;FOCUS L2 - FOMC&quot;)</code></pre>
<p><img 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QJ3xVUDeTkQlIZjqA+Qh6sG8nIk6FObVOUCZsZVA3k5EnTSO2pyAVPjqoG8HAn6+TNqcgFT45SgF08U07j4gbwcCfpjPYU1AfPjhKBfPUAI7eDwprjiB/JyJGhmWdmxnoG7oV7QRK+hiYRO9Uhw0Lj4gbwcCUrrKS0KmB71gtYbQ9OEF+MjHbUudiAvh4I+87nCooDpUS+ob7IkaLJM5/N52B3I68TQPLw/dLDt25MUFgVMj3pBG78pCfpOg+K3uX4mp/CKq58mWPFZ7GC7jRhvDlhRL+hy7+kHyJWlpec6ap3Y8ji93J2QgHkyDRwe4k+HKywKmB4nzuIXBAvfLstMdHTf+3zS9jLtVHXxjvFeMuNrOxQ02++mwqqA2XHmOuitQ+t2X3XYOCyO0stEHC92osqBvCxEyfZtD9wMNr8kBW8UTojILWEpOcB+C8eCDpIZQBG4HeoF7Z6Hg8a9umbSrIBdwlKcExfqKZ31hsKqgNlRL+hLIr1CSv3LQeOTIZGz9swIXbYnzlumP1rHgiZ3UlgVMDvOHuJvdXI4XsyZ4RWkK/X118k0cCzoxVCFVQGz4/R30L3EcSdf984d3H5A7m7Q4gSlwZcUlgVMjtOCriirqX+FYgTttVZLcGAe1Au6SuKtKo9ryluMoB8O0xQdmAb1gvpI+LY4qSlvMYIekxnFG7gbHD7VKZJb8U998wGDwqmg9GkMlwREVApasQCa8hYn6Dz0EgpEVAq6ZMmSef5VR8+dXKf6Nk15ixP0WB1N4YFZUH+IH/aY+MRQdmdtu7jiBMWXUCChXtCqlqeMNmv7sac4QWnv1ZriA5PghKCWe5AX1NCUt1hB5w/VFB+YBPWCDgncKky3BbI9xNMfa2uKD0yCekEzHicVIiuQ9rc05S1W0NxKf2hKAMyBM9dBd8ePnv2dxrzFCkr74NljwO+FeuFL7hB9MwJDolLQz1LoZ3loylu8oMdraUoAzIFKQf2fo+Xz0JS3eEFzK+NLKOD4EE/7rtI3JTAiTgp6aodtrzYqUSDowsHaUgAzoF7Qix3H0Y2epKJM18kKUSDoiQhNGYApUC9or9DNtOGT5zo6euy4eBQImhuCMRGBekErfEIvkRS6upKmvAoEpYMwcjxQL2j5tXSZzx261V9TXiWC7mipKQUwA+oF7dRq1yM96a1uTTTlVSJoVmX5x5aBm6Be0GOVSbkjtHbprcVs4PxAXvkMe09RacDEOHGZ6fbha5QmOR4NTtNAXvnsDF+yE+MpuDdshqHRNpBXHnvDfZ55LOI/CgsEpoTNMDTaBvKycinkm7FT6fbKjrsiBeaGzTA02gbysjJ7GD1cM5cO+khhhcCMsBmGRttAXlaGf0xp7f/SuWMUVgjMCJthaDQO5GVh8jRKp46lE2YorBCYEUbD0GgbyMvCf2vMahLsPTu0uDMyYGYYDUMjM5DXbpLP+8VmzK3tM2pVRW8F4zEB88JmGJo8Nst2cqtgD7ot6kBMt1a963+jqD5gTtgMQ5O/0S65dxQIOlbcyV6oNG2yolTAnKgVNOPrdReEo++fP+/t5qDxpoEWSIeBA+23UCDoiIXitNWrYxVWCMyISkF/qS4c3of/WEM8AXLQeLsviWohQB5u0cJ+CwWCftJbnC6viCc/3BmVgvYITjy+plLVlmt3HnLYccOpqGanqcZD/D8RM+/Ru1O9DyqsEJgRlYJWEr8Xvk9+K7b5vVj/xRoFpRd6BjUq33fqAIUVAjOiUlAijnu0UdETnnurd/mfNkEpTT9ynd6seFZJU2BO1Aoq/jC0WdkjyNefrahVUIm41xU3BaaDoaCUrhl9Wu4tFYJeroD7mdwXpoI6QIWgdMhb2vMBg6JWUG8fHx9vIg2VpCmvGkFPV9LW1SMwMCoFnVIATXnVCEp7L9KUCxgYjvtmus8PYVn6ZgeGwRCC0nYY1stdMYagKTXv6JseGAVjCEp7v6NvemAUDCLoxYroZMQ9MYigdPrT+uYHBsEogmbWlnu6CZgaowhKv45AJzjuiGEEpT3Qk5g7YhxBUysUfxcqMB3GEZROw3mSG2IgQe82Ri9N7oeBBKVnQ/5P3yIA/xhJUJoUcUPfKgD3GEpQGtNP3yoA9xhL0LuNP9a3DMA7xhIUX0PdDoMJStfVvKxvIYBvjCYofesRR6PbALPBTlAdxkmyyxstCz1Cl7tp7MhV2c4GA7zDSFB9xkmyS+7L3Qs8ofT3Yy3nzO/46CVnowHOYSOoPuMkyZDd+/mc/BcxQ8WOdN/s5XQ0wDdsBNVlnCRZbrcZlb8c/Kc4vVMuw/lwgGfYCKrLOEnyXI96zfqt8563ZR6GJ0JMChtBdRknyQG3ujz1j2XpAcnMjHL/aAkH+IWNoLqMk+SIrMHNLOMzxPb5bvZ7KTEvaIoG+IXRWbwe4yQ5JPfNmr+K8xs1vJu2LBuMe5nNCrProHbHSbryaYIVn8Uq4xVhYVWxb/DYvt/NmrlrBPagZoWVoNnnLH2B3Cn0y+SJoXl4f6gunh22hMzOxXdQs8NG0KypZUnZCeKZ9gqZ7bQe4kUutu7+P5zFmxw2gs7yGrthjNfLlK2gNOvNGoG4Dmpu2AhaO06YrCJfMhaU0q2+jcXH5fE8nWlhI6jfdnE6MOwOa0HpqYplRyyIbojf4s0KG0GbviFO/woZwVxQmjupXN0E3M1kWtgIuoCM3Ckcerd7vhjLWlBK/x4RukrJ0MvAiDC6zDS9HBGH39oaStgLSunB5o1TdAwHOILVddDMVKmvr6xvlth/X1dBKd1SKxoPK5kSwz3yIcO9j6oMOK5vSMADZhGU0oz3q3Tfr3dQ4GrMIyild5dEtNmaU3w7YCDMJCil2WubhsdfYREZuAhzCSpweHCF/t/iqpNpMJ2glN5YGBk+9RSz8KBEMaGgAkfHhjad/wfLDKCEMKegwrfRlJeCm79/hm0SwB6zCipwL2V4aGTctxiH1tCYWFCBnINTmgT1+eRCSeQCTDC3oCJ/JQ6oHP5qIr6RGhPzCyry86K+lWoNSjiBq/iGwz0EFcj96ZNBtQM7T/0S9zYbCrcRVOLKlmldKlXt+eYXeMbOKLiXoBK/rZ/cvVpguxGLv7N9bB/whxsKKpG2a/6QVoGhHWIW7ryAH0Y5xl0FtXBx54KYDtXKPvL0hE92n8eDTTzi3oJayDi6/r1XHqtepmb0kBmJ+y7gyj5PQNB8pjxc5dHXn29drUy1Vs++MW/9/t8yXV0RgKD5ZFQp+/TgCM9ESu9d2L9mzqg+rWqUDnmky6C4+Wv3/pLm6urcFwhqpVuIuMMcV7rgAf7yj8krZo589rGHg0uHNuj4/KgZCZu+/fkyvgKUJBDUip9lrO8ySXbfzfzj6I7EuXGv9mr7cIhnYHjTzv1HTJm7fPO3P164WZJFuiEQ1IrXPmkWPLP4ptd/PZS8auHbo198qu0j1f09K4Q3bv/0SyOnzEpYm7zvWGr6PScr2D9t1LK7Tm5rXiColfLviNMsr51qN8xKO3t418Zl894ZN/SZLq0bhAV5lQkOf7RVdL+XYmJnfJCw5ouU74+l/nW9uDDZL0W8/WGvmj87U7uZgaBWXvM9Q2lOdKAOoe5cTT26f2fSskXxk8YMfbZndLMG4SGBxCfowYio1tG9+g0ZFjslfl7CqqTklO8Pn069YtnlLmgv7j2XP4pfDQoDQfNoW6pOU7+AH5jFv51+/szh/Smbkj75OP6d2JFDn+/XObp5VK3wSkHexDeoik/1B4OCH+ri32PosNjYGfEfJCSsTtqYkvKfw4dTUy+mp7vtsR+C5rP7he7vu+h+vFvpl6pGNp8587nAmhMSPo6Pnxz7xtChz/XrHR3dKioqPLxaUFAZQvyDgmqEhzeMimofLeyH+704dGhMbGzszHhhb5zwSVJS0paUFGGXfPhIamrq+fT09Buu+ac4z/G5b20q+mue8QaTNSnV24vTXV4nZFtkpKdfSE09evjwNykpXyQl/TshYVF8fHxcrLA3Hjq4X79+PaKjo5tFRTUKDw9/KCgoKFAcZkWYBz0orIiMiopqLrwf3VNo2E8cJECUO3ZSvIg0qsUqQfGkDSkiwl5b4EyqyOV0kRLovzp3uH9wueCIVNv1xhtM1qRUbyBasMD3v3oGzRXt+k3w7Lhg3PeifJtFD0UhPxLVfFe0NFYa1eJ50dw+osPiXlugVrhIZVHxID9pUCESKL2oIL0RXjvKQntpm+ge/Sy8Yh0lY1SshcnxVj7MG+BF3Ntb2JGSx77Do0v3Szq6qny47T/BgIPJmpOwQdXHzegQ2Ub1VYQS5Ia0O70m7VpTTx+28I1FsS1W6ZZaNZxn9XKGVdTY0XkDvAzpl0fn6DzaRHkHRUVNp7942vpixMFkTUnHTcdmTV5/u8p5VxfiIrx3SLPAuTbrS3Yw2R/y/8t4faAmnhuwubbwbejeqO6ursNV+KyWZr62O66SHUw2I/9LR8R3auK5A4tCug8M6+W2N/k3eFi8FyLB87LtehcNJtvioJp4bsHVLYnyp/Cm5z9lq727qJvvs7brXTWYLAQFhUmpUb6Sb2yRe3BLdjDZ+0BQYEPuuSN3iq511S9JEBQoAoICroGggGtcJWj7gKAi+BEPZjAMzRKDll2q6B/XWbyU9vGqs6B30ouyusM5ZlT/llnoKa8wC33Gi1nocwPfYRZ6V4Sdv66TKL4pS2dB7bGlB7vYYex6Y5o7hlnoLC9moWnMR8xCn6zLLLQ8EFQOCGoLBFUPBLUFgqoGgtoCQZUDQeWAoLZAUPVAUFsgqGogqC0QVDkQVA4IaotZBf11CbvYb7J7MHHfF8xC545jFpqu/55Z6BvTmYWWpwQEBcB5ICjgGggKuAaCAq6BoIBrICjgGggKuAaCAq6BoIBrICjgGggKuAaCAq5hL+iGpoFPHGUSeZPUUdRgBpFTvpRmLEq3hGZR+sLm/nVmi+Pl6V92Xmh2n7gszAXd5jF8fWe/iyxCzwlZIrBX/8A5zaTbjViUbg3NoPTp5I1tE72msig7PzSzT1we5oI+0ZnS29UnsQgd04FFVPr7R+2IZJH+peeH1r/0zHIjhenYstn6l30/NKNP3BGsBU0nS4XpsDAWsTsPZRGVJrdp4yNaxKD0vNAMSk8lYjf4G8g5/cvOD83qE3cEa0F/IgeE6XwPFoO0136ysd+jCQwC0wjRIjalS6EZlH73rDgo2Jiyd/QvOz80w09cFtaC7iInhWkiuap/6JzSwfM3DyZz9I9ssYhN6VJoVqWv8hrP6hMXQzP8xGVhLWgKOSVMVxJHo385SeZacXioF8sxGEZOsohN6VJoNqVfeYG8lMWmbEtohp+4LKwFPU7EZ2QWlGGWYBM5q39QySI2pUfcfx5J59K3h4RtpmzKtoa2wOQTl4W1oNc8VgrT12syCP3XYXEI4S3EdgAJHZAsYlO6FJpF6ds9Y6SuthmUnRea4ScuC/PLTO17U5oVHssgcgr5XJi+VoNBaMtujknp1m8PupeeFfqCdUn3svNDM/zEZWEuaLLn2/sHBLF4fD27ecj07SNLrWcQ2iIok9Kl0AxK/4ZMWCFyR/+y80Mz/MRlYf9T5/pmgR3Y/NR5e3TdgFY7WES2flFkUboltP6lL7EMDCsefvUu+35odp+4LLhZBHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVco7Ogm+MBUMDsf1wjaIsXYgEonko/MhT0+hnZLnZbHHQiHnA/GrARNLHlcXq5OyEB82QaQFCgCDaCzidtL9NOVRfvGO+10n4LCAoUwUbQsDhKL5PvhKWJjey3gKBAEWwEDd5I6QlyS1hKDii4/tvwPDyXqIkH3BY2gvbqmkmzAnYJS3HNC67PSc3D71M18YDbwkbQkyGRs/bMCF22J857jf0W/hAUKIHRWfyZ4RWk3srrr5NpAEGBIhgJSum9cwe3H5AfQQKCAkUwE7QY9BN0z4w3t+fqFQzwhtEFvd2z/uS3mrZN0yca4A6jCzp2QBaluWOe0yca4A6jCxpyQZzeKqf0nhdgMAwu6D1vyzyMxRCKgAMMLiit+Ls4vV0uQ59wgDeMLuioQeIdfRP76RMNcIfRBc3o1GjmrHZN/9InGuAOowtKaXLc+A2y90UDo2N8QYGpgaCAayAo4BoICrgGggKuKVlBTw0basVb7nFPAApSsoL+mZBHmUV6xAOmB4d4wDUQFHANBAVcA0EB10BQwDUQFHANBAVco1LQRQXQlBeCAkWoFLRiATTlhaBAETjEA65xWtC0aZry2hM057amkMCMqBc09/MJ4wS6VtCUt6igp3v4+dZeiU5sQCHUC/o2qeMd2qKKn0zf3gopIuiZyotu537fcIamqMB0qBc0bDT9tCu93WybprxFBH1xlji9VP5vtZG2x41PwkNzpkW9oGW20iNVKd3c3FFrmn3ujjS/c9n++0UErX1SmrXbq7AeKxmdGuOxYzOjXtCaH9CbHlfod/4OGmdNLUvKTsgWllbInP0XFfSUNGu3R2E9Vka+LO494/qo2woYBvWCjgxaQhvEnO1X10HjWV5jN4zxepmqEPSF2eL0f0E3FNZjpeIf4vR2uVvqNgNGQb2gf/fuQ/d5E+8kB41rxwmTVeRLW0EzUvIo+4nNJqcrL75Lf2g8XWE5VtB5mNlx8jpo+s7fHDX22y5OB4bdsRH0h+g8POfYbvNLV9+AiOVqLzOFSHWg+0XTwuaXpKZviNO/QkYoP8QLZN1Uk8PCuOfEDmxHD1C/JTAE6gXtnoeDxgvIyJ13Kd3u+WKsCkGd4XavepPfbtLumj7RAHeoF/QlkV4hpf7lqPX0cuSsMNsaShgLSuneGW8m4/cn0+LsIf5Wp6YOm2em3hVnWd/IDHmIm0WAIpz+DrqXXNGSF4ICRTgt6Iqymo6rEBQoQr2gqyTeqvK4prwQFChCvaA+Er4tTmrKC0GBInBHPeAaCAq4Bg/NAa5RKeiSJUvm+VcdPXdyneo63xEoeD8AAAsSSURBVLAMgD3UH+KHPSZegs/u/JqmvBAUKEK9oFU3SLPNoZryQlCgCCcEtXTevaCGprwQFChCvaBDArcK022BJXCIT+pav/sXmtIAo6Ne0IzHSYXICqS9tocslAj6UpPNP214dLimPMDgOHMddHf86NnfacyrQNBv6okPht6KOKAxlXHIdnUBHFKyF+r3BOXhUTYoKPgipYOCZOc+vtLcx6eYdiaZB5b2KNN4o+vr4G2uTtDPUuhneThj6PV0K/7z09PFPhoy02Xnr34gzWfEFNPOHPOjld/6LXNXvVmuroO3eaQ6Qf2fo+XzULihfRQc4hc9L816L9OUyCi8InX6czEow9WFuIyvxr6yoOi/nuPf4m9U+zSX5iwMc49H3uv8Is3afOviOlzFvb6Rcz4bWP2I7XonBT21Q+NjakrO4n9uHdb5wcdPa0tkFCIs/87Hd7u4Dlcxp0uWMF33sO1t8OoFvdhxHN3oSSoe01SPouuguad3/Kopi4HoP1+cXg1Kd3UhLqLZ3uXPdY37X11bH9UL2it0M2345LmOjh47Lh78kmTDTyErc+gvLSe7ug5X8WCTDmu2jw9p8rXNevWCVviEXiIpdHUlTfVAUFuOtPN/4IFFbtuR5IPSI0QpXj/brFcvaPm1dJnPHbrVUe92xQNBi/KPTFeVbsGDdcUvN+/5HbZZr17QTq12PdKT3urWRFM9EBQU4qHhVYbFtWjaVvsh/lhlUu4IrV16q6Z6ICgoRPSm04tn7rhb5bzNeicuM90+fI3SpDPa6oGgoBBf1D5P6b1RRU69nboOevGE5nogKCjMopAeL4T3TLNd7YSgXz1ACO2wwHFz1X3Ug5Mfv7vdbU/iBa58ufJ40bXqBU30GppI6FSPBAeNneij3t3Jja0yfFKrJg77BXZH1AtabwxNE16Mj3TQ2Ik+6ik9OmtKUpbCaszHsqbXhen7rVxdB2+oF9Q3WRI02c9BY7k+6u9TRNCcf9UYPz26vtv8tGlLu6/Eae6Dp1xdCGeoF7Txm5Kg7zRw0Fiuj/r7FBF0SWvxrqVF2q6uGpiHzkuzTrbXAd0d9YIu955+gFxZWnqug8ZO9FHfepc4zQ3/RWE9+vN34hzb39lKkGaWh2iK3Czh7jhxFr8gmBBSZqKj7kHl+qg//kw/K162frt8DzLO0zeoVL2rrko/90nx+/ea+ujNvDDOXAe9dWjd7mL+kDJ91Kcl5eGz2GaLlnukWS3tl1idY45XIqV/PBTmovT03jP1Z302oLq2mxhNiFpBM75ed0E4Ev/5895uDpur7qN+4RPihdOlDV21BwmRHm++VqrILd0lxs5xry5yj6cH1KBS0F+qC4f34T/WEKYexW8zUb4b+yKCZr9c8615PWu67Cuol2UU2wrvu6oAYBeVgvYITjy+plLVlmt3HlLwn53IXzOxcx10/7RRy+8WWpPyfOuBexTWpxWf1dLMDz8g8IVKQSuJO5j3icLfO9QJWoTRdZfv+zQiTlkurTSVfnhILOW+T1XyiUpByTphslHpE57aBN0fIcpyvcb/KcymjXNlwhasf7pUbIkkA4pRK6jY9+JmpYLukh/iVYGgE9+RZpPeVphNI9eiA31qauuVF+gPU0EdoEDQ4R9Js7ljtGcDhoVjQee9Is36O7ptCpgdtYJ6+/j4eBNpqCRNeRUIevUB8X/Dqqo3NCUCxkaloFMKoCmvkrP4/z7SqH+DRvhtxa3huG8mSrMOrf7Bne8xB5wLCgAEBVwDQQHXQFDANRAUcA0EBVxTsoJek7+jHgB7lKygx/rJPpMEgD1wiAdcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDVMBb1+RvaJIggKFMFI0MSWx+nl7oQEzJNpAEGBItgIOp+0vUw7VV28Y7zXSvstIChQBBtBw+IovUzEXtcnNrLfAoICRbARNHgjpSeI2INocoD9FhAUKIKNoL26ZtKsAHHcjrjm9ltAUKAINoKeDImctWdG6LI9cd5r7LeAoEARjM7izwyvQETqryu0eo8HseKxSFU84K4wuw5679zB7QfOyb7d4qDKeMA9YXqh3sEoHxAUKIKpoA76qIegQBEQFHCNywSdmFCEd58cyIz2zzML3as7s9ADn2AXultvZqH79yr6x3WWqiwFdTDKx6dDi/K4/8PM8I5gFrpyBWah63owC/1w0APMQoeXtfPXdZKRfzMUVCVberCLHSZ/QUErDIchyfJiFprGfMQs9Mm6zELLA0HlgKC2QFD1QFBbIKhqIKgtEFQ5EFQOCGoLBFUPBLUFgqoGgtoCQZUDQeWAoLaYVdAdT7OLXesis9ALxzMLne3HLDQd+Qmz0L9GMgstTwkImn2dXew0dqHv3GIXm2HZGXfZxWZYtiwlICgAzgNBAddAUMA1EBRwDQQFXANBAddAUMA1EBRwDQQFXANBAddAUMA1EBRwDXtBNzQNfOIok8ibpP7KBjOInPKlNGNRuiU0i9IXNvevMzuLsig7LzS7T1wW5oJu8xi+vrMfk7vi5oQsEdirf+CcZuPEGYvSraEZlD6dvLFtotdUFmXnh2b2icvDXNAnOlN6u/okFqFjOrCISn//qB2RLNK/9PzQ+peeWW6kMB1bNlv/su+HZvSJO4K1oOlkqTAdFsYiduehLKLS5DZtfESLGJSeF5pB6alkpzDdQM7pX3Z+aFafuCNYC/oTOSBM53tkMohd+8nGfo8mMAhMI0SL2JQuhWZQ+t2z4p3KY8re0b/s/NAMP3FZWAu6i5wUponkqv6hc0oHz988mMzRP7LFIjalS6FZlb7KazyrT1wMzfATl4W1oClSV3grSbr+oTPXpgrTF8vJDnvnPJJFbEqXQrMp/coL5KUsNmVbQjP8xGVhLehx8r0wXVCGWYJN5Kz+QSWL2JRuOcRL6Fz69pCwzZRN2dbQFph84rKwFvSahzgm3es1GYT+63CuMN1CLusfWrKITelSaBalb/eMuSPOGZSdF5rhJy4L88tM7XtTmhUeyyByCvlcmL5Wg0Foy26OSenWbw+6l54V+oJ1Sfey80Mz/MRlYS5osufb+wcEsehfIbt5yPTtI0utZxDaIiiT0qXQDEr/hkxYIXJH/7LzQzP8xGVh/1Pn+maBHdj81Hl7dN2AVjtYRLZ+UWRRuiW0/qUvsY5UdVn/su+HZveJy4KbRQDXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRAUcA0EBVwDQQHXQFDANRBUb/paO4ohM6j/Z64uxvhAUL05uGHDhuqthclJ+lyKq4sxPhCUBZHPuboC0wBBWWAVtLxwiK/2YUvf8I8vdS//oNi35ooo3/rLXFubwYCgLCgoqPe0b7p7VPswuZlPBl3gPS15tMfHLq7OUEBQFhQUtB+lp8goSreRE7eCpwtrh4S4tjhjAUFZUFDQ9ynNJqtFS48dIgfS0tISCZOBIU0KBGVBQUHniIJukARdZ70AddzF5RkJCMoCGUF3kysuLsx4QFAWyAh6pYw4jObUkh+R1cBAUBbICEpjS89IHu8x38XVGQoIygI5QXPnRPrWW+Li4owFBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVcA0EB10BQwDUQFHANBAVc8/9HUPmXE6PYSgAAAABJRU5ErkJggg==" /><!-- --></p>
<pre class="r"><code>summary(m.L2.FOMC, data = FALSE)</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:35 2021
-## Date of summary: Wed Apr 21 16:40:35 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:19 2021
+## Date of summary: Fri Jul 23 18:03:19 2021
##
## Equations:
## d_parent/dt = - (alpha/beta) * 1/((time/beta) + 1) * parent
##
## Model predictions using solution type analytical
##
-## Fitted using 239 model solutions performed in 0.05 s
+## Fitted using 239 model solutions performed in 0.049 s
##
## Error model: Constant variance
##
@@ -1819,10 +1819,10 @@ plot(m.L2.DFOP, show_residuals = TRUE, show_errmin = TRUE,
main = &quot;FOCUS L2 - DFOP&quot;)</code></pre>
<p><img 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" /><!-- --></p>
<pre class="r"><code>summary(m.L2.DFOP, data = FALSE)</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:35 2021
-## Date of summary: Wed Apr 21 16:40:35 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:19 2021
+## Date of summary: Fri Jul 23 18:03:19 2021
##
## Equations:
## d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
@@ -1831,7 +1831,7 @@ plot(m.L2.DFOP, show_residuals = TRUE, show_errmin = TRUE,
##
## Model predictions using solution type analytical
##
-## Fitted using 581 model solutions performed in 0.134 s
+## Fitted using 581 model solutions performed in 0.133 s
##
## Error model: Constant variance
##
@@ -1919,10 +1919,10 @@ plot(mm.L3)</code></pre>
<p>The objects returned by mmkin are arranged like a matrix, with models as a row index and datasets as a column index.</p>
<p>We can extract the summary and plot for <em>e.g.</em> the DFOP fit, using square brackets for indexing which will result in the use of the summary and plot functions working on mkinfit objects.</p>
<pre class="r"><code>summary(mm.L3[[&quot;DFOP&quot;, 1]])</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:35 2021
-## Date of summary: Wed Apr 21 16:40:35 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:19 2021
+## Date of summary: Fri Jul 23 18:03:20 2021
##
## Equations:
## d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
@@ -2027,10 +2027,10 @@ plot(mm.L4)</code></pre>
<p><img 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" /><!-- --></p>
<p>The <span class="math inline"><em>χ</em><sup>2</sup></span> error level of 3.3% as well as the plot suggest that the SFO model fits very well. The error level at which the <span class="math inline"><em>χ</em><sup>2</sup></span> test passes is slightly lower for the FOMC model. However, the difference appears negligible.</p>
<pre class="r"><code>summary(mm.L4[[&quot;SFO&quot;, 1]], data = FALSE)</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:35 2021
-## Date of summary: Wed Apr 21 16:40:36 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:20 2021
+## Date of summary: Fri Jul 23 18:03:20 2021
##
## Equations:
## d_parent/dt = - k_parent * parent
@@ -2091,17 +2091,17 @@ plot(mm.L4)</code></pre>
## DT50 DT90
## parent 106 352</code></pre>
<pre class="r"><code>summary(mm.L4[[&quot;FOMC&quot;, 1]], data = FALSE)</code></pre>
-<pre><code>## mkin version used for fitting: 1.0.4.9000
-## R version used for fitting: 4.0.5
-## Date of fit: Wed Apr 21 16:40:36 2021
-## Date of summary: Wed Apr 21 16:40:36 2021
+<pre><code>## mkin version used for fitting: 1.0.4
+## R version used for fitting: 4.1.0
+## Date of fit: Fri Jul 23 18:03:20 2021
+## Date of summary: Fri Jul 23 18:03:20 2021
##
## Equations:
## d_parent/dt = - (alpha/beta) * 1/((time/beta) + 1) * parent
##
## Model predictions using solution type analytical
##
-## Fitted using 224 model solutions performed in 0.046 s
+## Fitted using 224 model solutions performed in 0.045 s
##
## Error model: Constant variance
##
@@ -2208,6 +2208,9 @@ $(document).ready(function () {
<script>
$(document).ready(function () {
+ // temporarily add toc-ignore selector to headers for the consistency with Pandoc
+ $('.unlisted.unnumbered').addClass('toc-ignore')
+
// move toc-ignore selectors from section div to header
$('div.section.toc-ignore')
.removeClass('toc-ignore')
diff --git a/vignettes/mkin.html b/vignettes/mkin.html
index 3a49375a..4afe6afd 100644
--- a/vignettes/mkin.html
+++ b/vignettes/mkin.html
@@ -60,6 +60,15 @@ if (!!window.navigator.userAgent.match("MSIE 8")) {
!function(a){"use strict";a.matchMedia=a.matchMedia||function(a){var b,c=a.documentElement,d=c.firstElementChild||c.firstChild,e=a.createElement("body"),f=a.createElement("div");return f.id="mq-test-1",f.style.cssText="position:absolute;top:-100em",e.style.background="none",e.appendChild(f),function(a){return f.innerHTML='&shy;<style media="'+a+'"> #mq-test-1 { width: 42px; }</style>',c.insertBefore(e,d),b=42===f.offsetWidth,c.removeChild(e),{matches:b,media:a}}}(a.document)}(this),function(a){"use strict";function b(){u(!0)}var c={};a.respond=c,c.update=function(){};var d=[],e=function(){var b=!1;try{b=new a.XMLHttpRequest}catch(c){b=new a.ActiveXObject("Microsoft.XMLHTTP")}return function(){return b}}(),f=function(a,b){var c=e();c&&(c.open("GET",a,!0),c.onreadystatechange=function(){4!==c.readyState||200!==c.status&&304!==c.status||b(c.responseText)},4!==c.readyState&&c.send(null))};if(c.ajax=f,c.queue=d,c.regex={media:/@media[^\{]+\{([^\{\}]*\{[^\}\{]*\})+/gi,keyframes:/@(?:\-(?:o|moz|webkit)\-)?keyframes[^\{]+\{(?:[^\{\}]*\{[^\}\{]*\})+[^\}]*\}/gi,urls:/(url\()['"]?([^\/\)'"][^:\)'"]+)['"]?(\))/g,findStyles:/@media *([^\{]+)\{([\S\s]+?)$/,only:/(only\s+)?([a-zA-Z]+)\s?/,minw:/\([\s]*min\-width\s*:[\s]*([\s]*[0-9\.]+)(px|em)[\s]*\)/,maxw:/\([\s]*max\-width\s*:[\s]*([\s]*[0-9\.]+)(px|em)[\s]*\)/},c.mediaQueriesSupported=a.matchMedia&&null!==a.matchMedia("only all")&&a.matchMedia("only all").matches,!c.mediaQueriesSupported){var g,h,i,j=a.document,k=j.documentElement,l=[],m=[],n=[],o={},p=30,q=j.getElementsByTagName("head")[0]||k,r=j.getElementsByTagName("base")[0],s=q.getElementsByTagName("link"),t=function(){var a,b=j.createElement("div"),c=j.body,d=k.style.fontSize,e=c&&c.style.fontSize,f=!1;return b.style.cssText="position:absolute;font-size:1em;width:1em",c||(c=f=j.createElement("body"),c.style.background="none"),k.style.fontSize="100%",c.style.fontSize="100%",c.appendChild(b),f&&k.insertBefore(c,k.firstChild),a=b.offsetWidth,f?k.removeChild(c):c.removeChild(b),k.style.fontSize=d,e&&(c.style.fontSize=e),a=i=parseFloat(a)},u=function(b){var c="clientWidth",d=k[c],e="CSS1Compat"===j.compatMode&&d||j.body[c]||d,f={},o=s[s.length-1],r=(new Date).getTime();if(b&&g&&p>r-g)return a.clearTimeout(h),h=a.setTimeout(u,p),void 0;g=r;for(var v in l)if(l.hasOwnProperty(v)){var w=l[v],x=w.minw,y=w.maxw,z=null===x,A=null===y,B="em";x&&(x=parseFloat(x)*(x.indexOf(B)>-1?i||t():1)),y&&(y=parseFloat(y)*(y.indexOf(B)>-1?i||t():1)),w.hasquery&&(z&&A||!(z||e>=x)||!(A||y>=e))||(f[w.media]||(f[w.media]=[]),f[w.media].push(m[w.rules]))}for(var C in n)n.hasOwnProperty(C)&&n[C]&&n[C].parentNode===q&&q.removeChild(n[C]);n.length=0;for(var D in f)if(f.hasOwnProperty(D)){var E=j.createElement("style"),F=f[D].join("\n");E.type="text/css",E.media=D,q.insertBefore(E,o.nextSibling),E.styleSheet?E.styleSheet.cssText=F:E.appendChild(j.createTextNode(F)),n.push(E)}},v=function(a,b,d){var e=a.replace(c.regex.keyframes,"").match(c.regex.media),f=e&&e.length||0;b=b.substring(0,b.lastIndexOf("/"));var g=function(a){return a.replace(c.regex.urls,"$1"+b+"$2$3")},h=!f&&d;b.length&&(b+="/"),h&&(f=1);for(var i=0;f>i;i++){var j,k,n,o;h?(j=d,m.push(g(a))):(j=e[i].match(c.regex.findStyles)&&RegExp.$1,m.push(RegExp.$2&&g(RegExp.$2))),n=j.split(","),o=n.length;for(var p=0;o>p;p++)k=n[p],l.push({media:k.split("(")[0].match(c.regex.only)&&RegExp.$2||"all",rules:m.length-1,hasquery:k.indexOf("(")>-1,minw:k.match(c.regex.minw)&&parseFloat(RegExp.$1)+(RegExp.$2||""),maxw:k.match(c.regex.maxw)&&parseFloat(RegExp.$1)+(RegExp.$2||"")})}u()},w=function(){if(d.length){var b=d.shift();f(b.href,function(c){v(c,b.href,b.media),o[b.href]=!0,a.setTimeout(function(){w()},0)})}},x=function(){for(var b=0;b<s.length;b++){var c=s[b],e=c.href,f=c.media,g=c.rel&&"stylesheet"===c.rel.toLowerCase();e&&g&&!o[e]&&(c.styleSheet&&c.styleSheet.rawCssText?(v(c.styleSheet.rawCssText,e,f),o[e]=!0):(!/^([a-zA-Z:]*\/\/)/.test(e)&&!r||e.replace(RegExp.$1,"").split("/")[0]===a.location.host)&&("//"===e.substring(0,2)&&(e=a.location.protocol+e),d.push({href:e,media:f})))}w()};x(),c.update=x,c.getEmValue=t,a.addEventListener?a.addEventListener("resize",b,!1):a.attachEvent&&a.attachEvent("onresize",b)}}(this);
};
</script>
+<style>h1 {font-size: 34px;}
+ h1.title {font-size: 38px;}
+ h2 {font-size: 30px;}
+ h3 {font-size: 24px;}
+ h4 {font-size: 18px;}
+ h5 {font-size: 16px;}
+ h6 {font-size: 12px;}
+ code {color: inherit; background-color: rgba(0, 0, 0, 0.04);}
+ pre:not([class]) { background-color: white }</style>
<script>/*! jQuery UI - v1.11.4 - 2016-01-05
* http://jqueryui.com
* Includes: core.js, widget.js, mouse.js, position.js, draggable.js, droppable.js, resizable.js, selectable.js, sortable.js, accordion.js, autocomplete.js, button.js, dialog.js, menu.js, progressbar.js, selectmenu.js, slider.js, spinner.js, tabs.js, tooltip.js, effect.js, effect-blind.js, effect-bounce.js, effect-clip.js, effect-drop.js, effect-explode.js, effect-fade.js, effect-fold.js, effect-highlight.js, effect-puff.js, effect-pulsate.js, effect-scale.js, effect-shake.js, effect-size.js, effect-slide.js, effect-transfer.js
@@ -309,7 +318,7 @@ float: none;
self._setEventHandlers();
// Binding to the Window load event to make sure the correct scrollTop is calculated
- $(window).load(function() {
+ $(window).on("load", function() {
// Sets the active TOC item
self._setActiveElement(true);
@@ -1301,7 +1310,6 @@ window.initializeCodeFolding = function(show) {
// create a collapsable div to wrap the code in
var div = $('<div class="collapse r-code-collapse"></div>');
var showThis = (show || $(this).hasClass('fold-show')) && !$(this).hasClass('fold-hide');
- if (showThis) div.addClass('in');
var id = 'rcode-643E0F36' + currentIndex++;
div.attr('id', id);
$(this).before(div);
@@ -1309,7 +1317,7 @@ window.initializeCodeFolding = function(show) {
// add a show code button right above
var showCodeText = $('<span>' + (showThis ? 'Hide' : 'Code') + '</span>');
- var showCodeButton = $('<button type="button" class="btn btn-default btn-xs code-folding-btn pull-right"></button>');
+ var showCodeButton = $('<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm code-folding-btn pull-right float-right"></button>');
showCodeButton.append(showCodeText);
showCodeButton
.attr('data-toggle', 'collapse')
@@ -1325,13 +1333,27 @@ window.initializeCodeFolding = function(show) {
div.before(buttonRow);
+ // show the div if necessary
+ if (showThis) div.collapse('show');
+
// update state of button on show/hide
- div.on('hidden.bs.collapse', function () {
+ // * Change text
+ // * add a class for intermediate states styling
+ div.on('hide.bs.collapse', function () {
showCodeText.text('Code');
+ showCodeButton.addClass('btn-collapsing');
+ });
+ div.on('hidden.bs.collapse', function () {
+ showCodeButton.removeClass('btn-collapsing');
});
div.on('show.bs.collapse', function () {
showCodeText.text('Hide');
+ showCodeButton.addClass('btn-expanding');
+ });
+ div.on('shown.bs.collapse', function () {
+ showCodeButton.removeClass('btn-expanding');
});
+
});
}
@@ -1366,11 +1388,6 @@ color: #d14;
</style>
<style type="text/css">code{white-space: pre;}</style>
-<style type="text/css">
- pre:not([class]) {
- background-color: white;
- }
-</style>
<script type="text/javascript">
if (window.hljs) {
hljs.configure({languages: []});
@@ -1383,32 +1400,6 @@ if (window.hljs) {
-<style type="text/css">
-h1 {
- font-size: 34px;
-}
-h1.title {
- font-size: 38px;
-}
-h2 {
- font-size: 30px;
-}
-h3 {
- font-size: 24px;
-}
-h4 {
- font-size: 18px;
-}
-h5 {
- font-size: 16px;
-}
-h6 {
- font-size: 12px;
-}
-.table th:not([align]) {
- text-align: left;
-}
-</style>
@@ -1420,10 +1411,6 @@ h6 {
margin-left: auto;
margin-right: auto;
}
-code {
- color: inherit;
- background-color: rgba(0, 0, 0, 0.04);
-}
img {
max-width:100%;
}
@@ -1439,6 +1426,9 @@ button.code-folding-btn:focus {
summary {
display: list-item;
}
+pre code {
+ padding: 0;
+}
</style>
@@ -1451,7 +1441,6 @@ summary {
max-height: 500px;
min-height: 44px;
overflow-y: auto;
- background: white;
border: 1px solid #ddd;
border-radius: 4px;
}
@@ -1580,7 +1569,7 @@ div.tocify {
<!-- setup 3col/9col grid for toc_float and main content -->
-<div class="row-fluid">
+<div class="row">
<div class="col-xs-12 col-sm-4 col-md-3">
<div id="TOC" class="tocify">
</div>
@@ -1591,11 +1580,11 @@ div.tocify {
-<div class="fluid-row" id="header">
+<div id="header">
-<div class="btn-group pull-right">
-<button type="button" class="btn btn-default btn-xs dropdown-toggle" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"><span>Code</span> <span class="caret"></span></button>
-<ul class="dropdown-menu" style="min-width: 50px;">
+<div class="btn-group pull-right float-right">
+<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm dropdown-toggle" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"><span>Code</span> <span class="caret"></span></button>
+<ul class="dropdown-menu dropdown-menu-right" style="min-width: 50px;">
<li><a id="rmd-show-all-code" href="#">Show All Code</a></li>
<li><a id="rmd-hide-all-code" href="#">Hide All Code</a></li>
</ul>
@@ -1605,7 +1594,7 @@ div.tocify {
<h1 class="title toc-ignore">Introduction to mkin</h1>
<h4 class="author">Johannes Ranke</h4>
-<h4 class="date">Last change 15 February 2021 (rebuilt 2021-02-15)</h4>
+<h4 class="date">Last change 15 February 2021 (rebuilt 2021-07-23)</h4>
</div>
@@ -1642,7 +1631,7 @@ f_SFO_SFO_SFO &lt;- mkinfit(m_SFO_SFO_SFO, d_SFO_SFO_SFO_err[[1]], quiet = TRUE)
# Plot the results separately for parent and metabolites
plot_sep(f_SFO_SFO_SFO, lpos = c(&quot;topright&quot;, &quot;bottomright&quot;, &quot;bottomright&quot;))</code></pre>
-<p><img 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" 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" /><!-- --></p>
</div>
<div id="background" class="section level1">
<h1>Background</h1>
@@ -1761,7 +1750,7 @@ $(document).ready(function () {
$(document).ready(function () {
$('.tabset-dropdown > .nav-tabs > li').click(function () {
- $(this).parent().toggleClass('nav-tabs-open')
+ $(this).parent().toggleClass('nav-tabs-open');
});
});
</script>
@@ -1776,6 +1765,9 @@ $(document).ready(function () {
<script>
$(document).ready(function () {
+ // temporarily add toc-ignore selector to headers for the consistency with Pandoc
+ $('.unlisted.unnumbered').addClass('toc-ignore')
+
// move toc-ignore selectors from section div to header
$('div.section.toc-ignore')
.removeClass('toc-ignore')
diff --git a/vignettes/twa.html b/vignettes/twa.html
index 0bdc358c..3d4ec0aa 100644
--- a/vignettes/twa.html
+++ b/vignettes/twa.html
@@ -253,7 +253,7 @@ code > span.er { color: #a61717; background-color: #e3d2d2; }
<h1 class="title toc-ignore">Calculation of time weighted average concentrations with mkin</h1>
<h4 class="author">Johannes Ranke</h4>
-<h4 class="date">Last change 18 September 2019 (rebuilt 2021-02-15)</h4>
+<h4 class="date">Last change 18 September 2019 (rebuilt 2021-07-23)</h4>
diff --git a/vignettes/web_only/dimethenamid_2018.R b/vignettes/web_only/dimethenamid_2018.R
deleted file mode 100644
index 625cceb8..00000000
--- a/vignettes/web_only/dimethenamid_2018.R
+++ /dev/null
@@ -1,66 +0,0 @@
-## ---- include = FALSE---------------------------------------------------------
-require(knitr)
-options(digits = 5)
-opts_chunk$set(
- comment = "",
- tidy = FALSE,
- cache = TRUE
-)
-
-## ----dimethenamid_data--------------------------------------------------------
-library(mkin)
-dmta_ds <- lapply(1:8, function(i) {
- ds_i <- dimethenamid_2018$ds[[i]]$data
- ds_i[ds_i$name == "DMTAP", "name"] <- "DMTA"
- ds_i$time <- ds_i$time * dimethenamid_2018$f_time_norm[i]
- ds_i
-})
-names(dmta_ds) <- sapply(dimethenamid_2018$ds, function(ds) ds$title)
-dmta_ds[["Borstel"]] <- rbind(dmta_ds[["Borstel 1"]], dmta_ds[["Borstel 2"]])
-dmta_ds[["Borstel 1"]] <- NULL
-dmta_ds[["Borstel 2"]] <- NULL
-dmta_ds[["Elliot"]] <- rbind(dmta_ds[["Elliot 1"]], dmta_ds[["Elliot 2"]])
-dmta_ds[["Elliot 1"]] <- NULL
-dmta_ds[["Elliot 2"]] <- NULL
-
-## ----f_parent_mkin------------------------------------------------------------
-f_parent_mkin_const <- mmkin(c("SFO", "DFOP"), dmta_ds,
- error_model = "const", quiet = TRUE)
-f_parent_mkin_tc <- mmkin(c("SFO", "DFOP"), dmta_ds,
- error_model = "tc", quiet = TRUE)
-
-## ----f_parent_mkin_sfo_const--------------------------------------------------
-plot(mixed(f_parent_mkin_const["SFO", ]))
-
-## ----f_parent_mkin_dfop_const-------------------------------------------------
-plot(mixed(f_parent_mkin_const["DFOP", ]))
-
-## ----f_parent_mkin_dfop_const_test--------------------------------------------
-plot(mixed(f_parent_mkin_const["DFOP", ]), test_log_parms = TRUE)
-
-## ----f_parent_mkin_dfop_tc_test-----------------------------------------------
-plot(mixed(f_parent_mkin_tc["DFOP", ]), test_log_parms = TRUE)
-
-## ----f_parent_nlme, warning = FALSE-------------------------------------------
-f_parent_nlme_sfo_const <- nlme(f_parent_mkin_const["SFO", ])
-#f_parent_nlme_dfop_const <- nlme(f_parent_mkin_const["DFOP", ]) # error
-f_parent_nlme_sfo_tc <- nlme(f_parent_mkin_tc["SFO", ])
-f_parent_nlme_dfop_tc <- nlme(f_parent_mkin_tc["DFOP", ])
-
-## ----f_parent_nlme_logchol, warning = FALSE, eval = FALSE---------------------
-# f_parent_nlme_sfo_const_logchol <- nlme(f_parent_mkin_const["SFO", ],
-# random = pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
-# anova(f_parent_nlme_sfo_const, f_parent_nlme_sfo_const_logchol) # not better
-# f_parent_nlme_dfop_tc_logchol <- update(f_parent_nlme_dfop_tc,
-# random = pdLogChol(list(DMTA_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)))
-# # using log Cholesky parameterisation for random effects (nlme default) does
-# # not converge and gives lots of warnings about the LME step not converging
-
-## ----AIC_parent_nlme----------------------------------------------------------
-anova(
- f_parent_nlme_sfo_const, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc
-)
-
-## ----plot_parent_nlme---------------------------------------------------------
-plot(f_parent_nlme_dfop_tc)
-

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