diff options
author | Johannes Ranke <jranke@uni-bremen.de> | 2020-10-08 09:31:35 +0200 |
---|---|---|
committer | Johannes Ranke <jranke@uni-bremen.de> | 2020-10-08 09:31:35 +0200 |
commit | bc3825ae2d12c18ea3d3caf17eb23c93fef180b8 (patch) | |
tree | 112e70a29db2fb35dd624af20f4d400c579b0283 /vignettes/web_only | |
parent | c7635af214729d2dc15dd8fbee2ebe6bc64493a4 (diff) |
Fix issues for release
Diffstat (limited to 'vignettes/web_only')
-rw-r--r-- | vignettes/web_only/NAFTA_examples.html | 629 | ||||
-rw-r--r-- | vignettes/web_only/NAFTA_examples.rmd | 2 | ||||
-rw-r--r-- | vignettes/web_only/mkin_benchmarks.rda | bin | 930 -> 938 bytes |
3 files changed, 317 insertions, 314 deletions
diff --git a/vignettes/web_only/NAFTA_examples.html b/vignettes/web_only/NAFTA_examples.html index f1b3fa03..dda93242 100644 --- a/vignettes/web_only/NAFTA_examples.html +++ b/vignettes/web_only/NAFTA_examples.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="2019-04-10" /> +<meta name="date" content="2020-10-08" /> <title>Evaluation of example datasets from Attachment 1 to the US EPA SOP for the NAFTA guidance</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($("<a/>", { - "text": self.text() + "html": self.html() })); } else { - item.text(self.text()); + item.html(self.html()); } @@ -1327,9 +1330,7 @@ h6 { </style> -</head> -<body> <style type="text/css"> .main-container { @@ -1343,7 +1344,6 @@ code { } img { max-width:100%; - height: auto; } .tabbed-pane { padding-top: 12px; @@ -1361,8 +1361,6 @@ summary { -<div class="container-fluid main-container"> - <!-- tabsets --> <style type="text/css"> @@ -1407,6 +1405,7 @@ summary { border: none; display: inline-block; border-radius: 4px; + background-color: transparent; } .tabset-dropdown > .nav-tabs.nav-tabs-open > li { @@ -1419,49 +1418,10 @@ summary { } </style> -<script> -$(document).ready(function () { - window.buildTabsets("TOC"); -}); - -$(document).ready(function () { - $('.tabset-dropdown > .nav-tabs > li').click(function () { - $(this).parent().toggleClass('nav-tabs-open') - }); -}); -</script> - <!-- code folding --> -<script> -$(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 = false; - options.smoothScroll = true; - - // tocify - var toc = $("#TOC").tocify(options).data("toc-tocify"); -}); -</script> - <style type="text/css"> #TOC { @@ -1474,6 +1434,12 @@ $(document).ready(function () { } } +@media print { +.toc-content { + /* see https://github.com/w3c/csswg-drafts/issues/4434 */ + float: right; +} +} .toc-content { padding-left: 30px; @@ -1509,8 +1475,6 @@ div.tocify { .tocify-subheader .tocify-item { font-size: 0.90em; - padding-left: 25px; - text-indent: 0; } .tocify .list-group-item { @@ -1526,6 +1490,16 @@ 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"> @@ -1543,8 +1517,8 @@ div.tocify { <h1 class="title toc-ignore">Evaluation of example datasets from Attachment 1 to the US EPA SOP for the NAFTA guidance</h1> -<h4 class="author"><em>Johannes Ranke</em></h4> -<h4 class="date"><em>2019-04-10</em></h4> +<h4 class="author">Johannes Ranke</h4> +<h4 class="date">2020-10-08</h4> </div> @@ -1563,7 +1537,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p5a)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p5a)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1574,23 +1548,23 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 95.8401 4.67e-21 92.245 99.4357 -## k_parent_sink 0.0102 3.92e-12 0.009 0.0117 -## sigma 4.8230 3.81e-06 3.214 6.4318 +## Estimate Pr(>t) Lower Upper +## parent_0 95.8401 4.67e-21 92.245 99.4357 +## k_parent 0.0102 3.92e-12 0.009 0.0117 +## sigma 4.8230 3.81e-06 3.214 6.4318 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 1.01e+02 NA 9.91e+01 1.02e+02 -## k__iore_parent_sink 1.54e-05 NA 4.08e-06 5.84e-05 -## N_parent 2.57e+00 NA 2.25e+00 2.89e+00 -## sigma 1.68e+00 NA 1.12e+00 2.24e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 1.01e+02 NA 9.91e+01 1.02e+02 +## k__iore_parent 1.54e-05 NA 4.08e-06 5.84e-05 +## N_parent 2.57e+00 NA 2.25e+00 2.89e+00 +## sigma 1.68e+00 NA 1.12e+00 2.24e+00 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 9.99e+01 1.41e-26 98.8116 101.0810 ## k1 2.67e-02 5.05e-06 0.0243 0.0295 -## k2 3.41e-12 5.00e-01 0.0000 Inf +## k2 2.17e-12 5.00e-01 0.0000 Inf ## g 6.47e-01 3.67e-06 0.6248 0.6677 ## sigma 1.27e+00 8.91e-06 0.8395 1.6929 ## @@ -1599,10 +1573,10 @@ div.tocify { ## DT50 DT90 DT50_rep ## SFO 67.7 2.25e+02 6.77e+01 ## IORE 58.2 1.07e+03 3.22e+02 -## DFOP 55.5 3.70e+11 2.03e+11 +## DFOP 55.5 5.83e+11 3.20e+11 ## ## Representative half-life: -## [1] 321.5119</code></pre> +## [1] 321.51</code></pre> </div> <div id="example-on-page-5-lower-panel" class="section level2"> <h2>Example on page 5, lower panel</h2> @@ -1610,7 +1584,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p5b)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p5b)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1621,23 +1595,23 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 96.497 2.32e-24 94.85271 98.14155 -## k_parent_sink 0.008 3.42e-14 0.00737 0.00869 -## sigma 2.295 1.22e-05 1.47976 3.11036 +## Estimate Pr(>t) Lower Upper +## parent_0 96.497 2.32e-24 94.85271 98.14155 +## k_parent 0.008 3.42e-14 0.00737 0.00869 +## sigma 2.295 1.22e-05 1.47976 3.11036 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 9.85e+01 1.17e-28 9.79e+01 9.92e+01 -## k__iore_parent_sink 1.53e-04 6.50e-03 7.21e-05 3.26e-04 -## N_parent 1.94e+00 5.88e-13 1.76e+00 2.12e+00 -## sigma 7.49e-01 1.63e-05 4.82e-01 1.02e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 9.85e+01 1.17e-28 9.79e+01 9.92e+01 +## k__iore_parent 1.53e-04 6.50e-03 7.21e-05 3.26e-04 +## N_parent 1.94e+00 5.88e-13 1.76e+00 2.12e+00 +## sigma 7.49e-01 1.63e-05 4.82e-01 1.02e+00 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 9.84e+01 1.24e-27 97.8078 98.9187 ## k1 1.55e-02 4.10e-04 0.0143 0.0167 -## k2 1.09e-11 5.00e-01 0.0000 Inf +## k2 1.04e-11 5.00e-01 0.0000 Inf ## g 6.89e-01 2.92e-03 0.6626 0.7142 ## sigma 6.48e-01 2.38e-05 0.4147 0.8813 ## @@ -1646,10 +1620,10 @@ div.tocify { ## DT50 DT90 DT50_rep ## SFO 86.6 2.88e+02 8.66e+01 ## IORE 85.5 7.17e+02 2.16e+02 -## DFOP 83.6 1.04e+11 6.34e+10 +## DFOP 83.6 1.09e+11 6.67e+10 ## ## Representative half-life: -## [1] 215.8655</code></pre> +## [1] 215.87</code></pre> </div> <div id="example-on-page-6" class="section level2"> <h2>Example on page 6</h2> @@ -1657,7 +1631,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p6)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p6)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1668,17 +1642,17 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 94.7759 7.29e-24 92.3479 97.2039 -## k_parent_sink 0.0179 8.02e-16 0.0166 0.0194 -## sigma 3.0696 3.81e-06 2.0456 4.0936 +## Estimate Pr(>t) Lower Upper +## parent_0 94.7759 7.29e-24 92.3478 97.2039 +## k_parent 0.0179 8.02e-16 0.0166 0.0194 +## sigma 3.0696 3.81e-06 2.0456 4.0936 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 97.12446 2.63e-26 95.62461 98.62431 -## k__iore_parent_sink 0.00252 1.95e-03 0.00134 0.00472 -## N_parent 1.49587 4.07e-13 1.33896 1.65279 -## sigma 1.59698 5.05e-06 1.06169 2.13227 +## Estimate Pr(>t) Lower Upper +## parent_0 97.12446 2.63e-26 95.62461 98.62431 +## k__iore_parent 0.00252 1.95e-03 0.00134 0.00472 +## N_parent 1.49587 4.07e-13 1.33896 1.65279 +## sigma 1.59698 5.05e-06 1.06169 2.13227 ## ## $DFOP ## Estimate Pr(>t) Lower Upper @@ -1696,7 +1670,7 @@ div.tocify { ## DFOP 34.1 8.42e+09 1.79e+10 ## ## Representative half-life: -## [1] 53.16582</code></pre> +## [1] 53.17</code></pre> </div> <div id="example-on-page-7" class="section level2"> <h2>Example on page 7</h2> @@ -1704,7 +1678,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p7)</code></pre> -<p><img src="data:image/png;base64,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" /><!-- --></p> <pre class="r"><code>print(p7)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1715,23 +1689,23 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 96.41796 4.80e-53 93.32245 99.51347 -## k_parent_sink 0.00735 7.64e-21 0.00641 0.00843 -## sigma 7.94557 1.83e-15 6.46713 9.42401 +## Estimate Pr(>t) Lower Upper +## parent_0 96.41796 4.80e-53 93.32245 99.51347 +## k_parent 0.00735 7.64e-21 0.00641 0.00843 +## sigma 7.94557 1.83e-15 6.46713 9.42401 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 9.92e+01 NA 9.55e+01 1.03e+02 -## k__iore_parent_sink 1.60e-05 NA 1.45e-07 1.77e-03 -## N_parent 2.45e+00 NA 1.35e+00 3.54e+00 -## sigma 7.42e+00 NA 6.04e+00 8.80e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 9.92e+01 NA 9.55e+01 1.03e+02 +## k__iore_parent 1.60e-05 NA 1.45e-07 1.77e-03 +## N_parent 2.45e+00 NA 1.35e+00 3.54e+00 +## sigma 7.42e+00 NA 6.04e+00 8.80e+00 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 9.89e+01 9.44e-49 95.4640 102.2573 ## k1 1.81e-02 1.75e-01 0.0116 0.0281 -## k2 2.57e-10 5.00e-01 0.0000 Inf +## k2 2.30e-10 5.00e-01 0.0000 Inf ## g 6.06e-01 2.19e-01 0.4826 0.7178 ## sigma 7.40e+00 2.97e-15 6.0201 8.7754 ## @@ -1740,10 +1714,10 @@ div.tocify { ## DT50 DT90 DT50_rep ## SFO 94.3 3.13e+02 9.43e+01 ## IORE 96.7 1.51e+03 4.55e+02 -## DFOP 96.4 5.32e+09 2.69e+09 +## DFOP 96.4 5.95e+09 3.01e+09 ## ## Representative half-life: -## [1] 454.5528</code></pre> +## [1] 454.55</code></pre> </div> </div> <div id="examples-where-the-representative-half-life-deviates-from-the-observed-dt50" class="section level1"> @@ -1751,16 +1725,11 @@ div.tocify { <div id="example-on-page-8" class="section level2"> <h2>Example on page 8</h2> <p>For this dataset, the IORE fit does not converge when the default starting values used by mkin for the IORE model are used. Therefore, a lower value for the rate constant is used here.</p> -<pre class="r"><code>p8 <- nafta(NAFTA_SOP_Attachment[["p8"]], parms.ini = c(k__iore_parent_sink = 1e-3))</code></pre> -<pre><code>## Warning in summary.mkinfit(x): Could not estimate covariance matrix; -## singular system. - -## Warning in summary.mkinfit(x): Could not estimate covariance matrix; -## singular system.</code></pre> +<pre class="r"><code>p8 <- nafta(NAFTA_SOP_Attachment[["p8"]], parms.ini = c(k__iore_parent = 1e-3))</code></pre> <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p8)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p8)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1771,27 +1740,25 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 88.16549 NA NA NA -## k__iore_parent_sink 0.00100 NA NA NA -## k_parent_sink 0.00803 NA NA NA -## sigma 7.44786 NA NA NA +## Estimate Pr(>t) Lower Upper +## parent_0 88.16549 6.53e-29 83.37344 92.95754 +## k_parent 0.00803 1.67e-13 0.00674 0.00957 +## sigma 7.44786 4.17e-10 5.66209 9.23363 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 9.77e+01 7.03e-35 9.44e+01 1.01e+02 -## k__iore_parent_sink 6.14e-05 3.20e-02 2.12e-05 1.78e-04 -## N_parent 2.27e+00 4.23e-18 2.00e+00 2.54e+00 -## sigma 3.52e+00 5.36e-10 2.67e+00 4.36e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 9.77e+01 7.03e-35 9.44e+01 1.01e+02 +## k__iore_parent 6.14e-05 3.20e-02 2.12e-05 1.78e-04 +## N_parent 2.27e+00 4.23e-18 2.00e+00 2.54e+00 +## sigma 3.52e+00 5.36e-10 2.67e+00 4.36e+00 ## ## $DFOP -## Estimate Pr(>t) Lower Upper -## parent_0 95.70619 NA NA NA -## k__iore_parent_sink 0.00100 NA NA NA -## k1 0.02500 NA NA NA -## k2 0.00273 NA NA NA -## g 0.58835 NA NA NA -## sigma 3.90001 NA NA NA +## Estimate Pr(>t) Lower Upper +## parent_0 95.70619 8.99e-32 91.87941 99.53298 +## k1 0.02500 5.25e-04 0.01422 0.04394 +## k2 0.00273 6.84e-03 0.00125 0.00597 +## g 0.58835 2.84e-06 0.36595 0.77970 +## sigma 3.90001 6.94e-10 2.96260 4.83741 ## ## ## DTx values: @@ -1801,7 +1768,7 @@ div.tocify { ## DFOP 55.6 517 253.0 ## ## Representative half-life: -## [1] 201.0316</code></pre> +## [1] 201.03</code></pre> </div> </div> <div id="examples-where-sfo-was-not-selected-for-an-abiotic-study" class="section level1"> @@ -1812,7 +1779,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p9a)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p9a)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1823,23 +1790,23 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 88.1933 3.06e-12 79.9447 96.4419 -## k_parent_sink 0.0409 2.07e-07 0.0324 0.0516 -## sigma 7.2429 3.92e-05 4.4768 10.0090 +## Estimate Pr(>t) Lower Upper +## parent_0 88.1933 3.06e-12 79.9447 96.4419 +## k_parent 0.0409 2.07e-07 0.0324 0.0516 +## sigma 7.2429 3.92e-05 4.4768 10.0090 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 9.89e+01 1.12e-16 9.54e+01 1.02e+02 -## k__iore_parent_sink 1.93e-05 1.13e-01 3.49e-06 1.06e-04 -## N_parent 2.91e+00 1.45e-09 2.50e+00 3.32e+00 -## sigma 2.35e+00 5.31e-05 1.45e+00 3.26e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 9.89e+01 1.12e-16 9.54e+01 1.02e+02 +## k__iore_parent 1.93e-05 1.13e-01 3.49e-06 1.06e-04 +## N_parent 2.91e+00 1.45e-09 2.50e+00 3.32e+00 +## sigma 2.35e+00 5.31e-05 1.45e+00 3.26e+00 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 9.85e+01 2.54e-20 97.390 99.672 ## k1 1.38e-01 3.52e-05 0.131 0.146 -## k2 5.75e-13 5.00e-01 0.000 Inf +## k2 6.69e-13 5.00e-01 0.000 Inf ## g 6.52e-01 8.13e-06 0.642 0.661 ## sigma 7.88e-01 6.13e-02 0.481 1.095 ## @@ -1848,24 +1815,19 @@ div.tocify { ## DT50 DT90 DT50_rep ## SFO 16.9 5.63e+01 1.69e+01 ## IORE 11.6 3.37e+02 1.01e+02 -## DFOP 10.5 2.17e+12 1.21e+12 +## DFOP 10.5 1.86e+12 1.04e+12 ## ## Representative half-life: -## [1] 101.4264</code></pre> +## [1] 101.43</code></pre> <p>In this example, the residuals of the SFO indicate a lack of fit of this model, so even if it was an abiotic experiment, the data do not suggest a simple exponential decline.</p> </div> <div id="example-on-page-9-lower-panel" class="section level2"> <h2>Example on page 9, lower panel</h2> <pre class="r"><code>p9b <- nafta(NAFTA_SOP_Attachment[["p9b"]])</code></pre> -<pre><code>## Warning in sqrt(diag(covar)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(1/diag(V)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in cov2cor(ans$cov.unscaled): diag(.) had 0 or NA entries; non- -## finite result is doubtful</code></pre> <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p9b)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p9b)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1876,24 +1838,24 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 94.7123 2.15e-19 93.178 96.2464 -## k_parent_sink 0.0389 4.47e-14 0.037 0.0408 -## sigma 1.5957 1.28e-04 0.932 2.2595 +## Estimate Pr(>t) Lower Upper +## parent_0 94.7123 2.15e-19 93.178 96.2464 +## k_parent 0.0389 4.47e-14 0.037 0.0408 +## sigma 1.5957 1.28e-04 0.932 2.2595 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 93.863 2.32e-18 92.4565 95.269 -## k__iore_parent_sink 0.127 1.85e-02 0.0504 0.321 -## N_parent 0.711 1.88e-05 0.4843 0.937 -## sigma 1.288 1.76e-04 0.7456 1.830 +## Estimate Pr(>t) Lower Upper +## parent_0 93.863 2.32e-18 92.4565 95.269 +## k__iore_parent 0.127 1.85e-02 0.0504 0.321 +## N_parent 0.711 1.88e-05 0.4843 0.937 +## sigma 1.288 1.76e-04 0.7456 1.830 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 94.7123 1.61e-16 93.1355 96.2891 -## k1 0.0389 NaN 0.0316 0.0478 -## k2 0.0389 1.13e-08 0.0203 0.0743 -## g 0.7599 NaN NA NA +## k1 0.0389 1.43e-06 0.0312 0.0485 +## k2 0.0389 6.67e-03 0.0186 0.0812 +## g 0.7742 5.00e-01 0.0000 1.0000 ## sigma 1.5957 2.50e-04 0.9135 2.2779 ## ## @@ -1904,7 +1866,7 @@ div.tocify { ## DFOP 17.8 59.2 17.8 ## ## Representative half-life: -## [1] 14.80013</code></pre> +## [1] 14.8</code></pre> <p>Here, mkin gives a longer slow DT50 for the DFOP model (17.8 days) than PestDF (13.5 days). Presumably, this is related to the fact that PestDF gives a negative value for the proportion of the fast degradation which should be between 0 and 1, inclusive. This parameter is called f in PestDF and g in mkin. In mkin, it is restricted to the interval from 0 to 1.</p> </div> <div id="example-on-page-10" class="section level2"> @@ -1913,7 +1875,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p10)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p10)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1924,25 +1886,25 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 101.7315 6.42e-11 91.9259 111.5371 -## k_parent_sink 0.0495 1.70e-07 0.0404 0.0607 -## sigma 8.0152 1.28e-04 4.6813 11.3491 +## Estimate Pr(>t) Lower Upper +## parent_0 101.7315 6.42e-11 91.9259 111.5371 +## k_parent 0.0495 1.70e-07 0.0404 0.0607 +## sigma 8.0152 1.28e-04 4.6813 11.3491 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 96.86 3.32e-12 90.848 102.863 -## k__iore_parent_sink 2.96 7.91e-02 0.687 12.761 -## N_parent 0.00 5.00e-01 -0.372 0.372 -## sigma 4.90 1.77e-04 2.837 6.968 +## Estimate Pr(>t) Lower Upper +## parent_0 96.86 3.32e-12 90.848 102.863 +## k__iore_parent 2.96 7.91e-02 0.687 12.761 +## N_parent 0.00 5.00e-01 -0.372 0.372 +## sigma 4.90 1.77e-04 2.837 6.968 ## ## $DFOP -## Estimate Pr(>t) Lower Upper -## parent_0 101.7315 1.41e-09 91.6534 111.8097 -## k1 0.0495 6.41e-04 0.0303 0.0809 -## k2 0.0495 1.66e-02 0.0201 0.1219 -## g 0.6634 5.00e-01 0.0000 1.0000 -## sigma 8.0152 2.50e-04 4.5886 11.4418 +## Estimate Pr(>t) Lower Upper +## parent_0 101.7315 1.41e-09 91.6534 111.810 +## k1 0.0495 6.48e-04 0.0303 0.081 +## k2 0.0495 1.67e-02 0.0201 0.122 +## g 0.6634 5.00e-01 0.0000 1.000 +## sigma 8.0152 2.50e-04 4.5886 11.442 ## ## ## DTx values: @@ -1952,7 +1914,7 @@ div.tocify { ## DFOP 14.0 46.5 14.00 ## ## Representative half-life: -## [1] 8.862193</code></pre> +## [1] 8.86</code></pre> <p>Here, a value below N is given for the IORE model, because the data suggests a faster decline towards the end of the experiment, which appears physically rather unlikely in the case of a photolysis study. It seems PestDF does not constrain N to values above zero, thus the slight difference in IORE model parameters between PestDF and mkin.</p> </div> </div> @@ -1964,7 +1926,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p11)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p11)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -1975,23 +1937,23 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 96.15820 4.83e-13 90.24934 1.02e+02 -## k_parent_sink 0.00321 4.71e-05 0.00222 4.64e-03 -## sigma 6.43473 1.28e-04 3.75822 9.11e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 96.15820 4.83e-13 90.24934 1.02e+02 +## k_parent 0.00321 4.71e-05 0.00222 4.64e-03 +## sigma 6.43473 1.28e-04 3.75822 9.11e+00 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 1.05e+02 NA 9.90e+01 1.10e+02 -## k__iore_parent_sink 3.11e-17 NA 1.35e-20 7.18e-14 -## N_parent 8.36e+00 NA 6.62e+00 1.01e+01 -## sigma 3.82e+00 NA 2.21e+00 5.44e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 1.05e+02 NA 9.90e+01 1.10e+02 +## k__iore_parent 3.11e-17 NA 1.35e-20 7.18e-14 +## N_parent 8.36e+00 NA 6.62e+00 1.01e+01 +## sigma 3.82e+00 NA 2.21e+00 5.44e+00 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 1.05e+02 9.47e-13 99.9990 109.1224 ## k1 4.41e-02 5.95e-03 0.0296 0.0658 -## k2 9.20e-13 5.00e-01 0.0000 Inf +## k2 7.25e-13 5.00e-01 0.0000 Inf ## g 3.22e-01 1.45e-03 0.2814 0.3650 ## sigma 3.22e+00 3.52e-04 1.8410 4.5906 ## @@ -2000,10 +1962,10 @@ div.tocify { ## DT50 DT90 DT50_rep ## SFO 2.16e+02 7.18e+02 2.16e+02 ## IORE 9.73e+02 1.37e+08 4.11e+07 -## DFOP 3.31e+11 2.08e+12 7.53e+11 +## DFOP 4.21e+11 2.64e+12 9.56e+11 ## ## Representative half-life: -## [1] 41148169</code></pre> +## [1] 41148171</code></pre> <p>In this case, the DFOP fit reported for PestDF resulted in a negative value for the slower rate constant, which is not possible in mkin. The other results are in agreement.</p> </div> </div> @@ -2013,17 +1975,12 @@ div.tocify { <div id="example-on-page-12-upper-panel" class="section level2"> <h2>Example on page 12, upper panel</h2> <pre class="r"><code>p12a <- nafta(NAFTA_SOP_Attachment[["p12a"]])</code></pre> -<pre><code>## Warning in summary.mkinfit(x): Could not estimate covariance matrix; -## singular system.</code></pre> -<pre><code>## Warning in sqrt(diag(covar)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(1/diag(V)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in cov2cor(ans$cov.unscaled): diag(.) had 0 or NA entries; non- -## finite result is doubtful</code></pre> +<pre><code>## Warning in summary.mkinfit(x): Could not calculate correlation; no covariance +## matrix</code></pre> <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p12a)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p12a)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2034,24 +1991,24 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 100.521 8.75e-12 92.461 108.581 -## k_parent_sink 0.124 3.61e-08 0.104 0.148 -## sigma 7.048 1.28e-04 4.116 9.980 +## Estimate Pr(>t) Lower Upper +## parent_0 100.521 8.75e-12 92.461 108.581 +## k_parent 0.124 3.61e-08 0.104 0.148 +## sigma 7.048 1.28e-04 4.116 9.980 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 96.823 NA NA NA -## k__iore_parent_sink 2.436 NA NA NA -## N_parent 0.263 NA NA NA -## sigma 3.965 NA NA NA +## Estimate Pr(>t) Lower Upper +## parent_0 96.823 NA NA NA +## k__iore_parent 2.436 NA NA NA +## N_parent 0.263 NA NA NA +## sigma 3.965 NA NA NA ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 100.521 2.74e-10 92.2366 108.805 -## k1 0.124 5.43e-06 0.0959 0.161 -## k2 0.124 6.45e-02 0.0315 0.490 -## g 0.880 NaN NA NA +## k1 0.124 5.75e-06 0.0958 0.161 +## k2 0.124 6.72e-02 0.0319 0.484 +## g 0.877 5.00e-01 0.0000 1.000 ## sigma 7.048 2.50e-04 4.0349 10.061 ## ## @@ -2062,23 +2019,23 @@ div.tocify { ## DFOP 5.58 18.5 5.58 ## ## Representative half-life: -## [1] 3.987308</code></pre> +## [1] 3.99</code></pre> </div> <div id="example-on-page-12-lower-panel" class="section level2"> <h2>Example on page 12, lower panel</h2> <pre class="r"><code>p12b <- nafta(NAFTA_SOP_Attachment[["p12b"]])</code></pre> -<pre><code>## Warning in sqrt(diag(covar)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in qt(alpha/2, rdf): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in qt(1 - alpha/2, rdf): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in pt(abs(tval), rdf, lower.tail = FALSE): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(1/diag(V)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in cov2cor(ans$cov.unscaled): diag(.) had 0 or NA entries; non- -## finite result is doubtful</code></pre> +<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre> +<pre><code>## Warning in qt(alpha/2, rdf): NaNs produced</code></pre> +<pre><code>## Warning in qt(1 - alpha/2, rdf): NaNs produced</code></pre> +<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs produced</code></pre> +<pre><code>## Warning in pt(abs(tval), rdf, lower.tail = FALSE): NaNs produced</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>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p12b)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p12b)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2089,24 +2046,24 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 97.6840 0.00039 85.9388 109.4292 -## k_parent_sink 0.0589 0.00261 0.0431 0.0805 -## sigma 3.4323 0.04356 -1.2377 8.1023 +## Estimate Pr(>t) Lower Upper +## parent_0 97.6840 0.00039 85.9388 109.4292 +## k_parent 0.0589 0.00261 0.0431 0.0805 +## sigma 3.4323 0.04356 -1.2377 8.1023 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 95.523 0.0055 74.539157 116.51 -## k__iore_parent_sink 0.333 0.1433 0.000717 154.57 -## N_parent 0.568 0.0677 -0.989464 2.13 -## sigma 1.953 0.0975 -5.893100 9.80 +## Estimate Pr(>t) Lower Upper +## parent_0 95.523 0.0055 74.539157 116.51 +## k__iore_parent 0.333 0.1433 0.000717 154.57 +## N_parent 0.568 0.0677 -0.989464 2.13 +## sigma 1.953 0.0975 -5.893100 9.80 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 97.6840 NaN NaN NaN ## k1 0.0589 NaN NA NA ## k2 0.0589 NaN NA NA -## g 0.8275 NaN NA NA +## g 0.6902 NaN NA NA ## sigma 3.4323 NaN NaN NaN ## ## @@ -2117,7 +2074,7 @@ div.tocify { ## DFOP 11.8 39.1 11.80 ## ## Representative half-life: -## [1] 9.461912</code></pre> +## [1] 9.46</code></pre> </div> <div id="example-on-page-13" class="section level2"> <h2>Example on page 13</h2> @@ -2125,7 +2082,7 @@ div.tocify { <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p13)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p13)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2136,22 +2093,22 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 92.73500 5.99e-17 89.61936 95.85065 -## k_parent_sink 0.00258 2.42e-09 0.00223 0.00299 -## sigma 3.41172 7.07e-05 2.05455 4.76888 +## Estimate Pr(>t) Lower Upper +## parent_0 92.73500 5.99e-17 89.61936 95.85065 +## k_parent 0.00258 2.42e-09 0.00223 0.00299 +## sigma 3.41172 7.07e-05 2.05455 4.76888 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 91.6016 6.34e-16 88.53086 94.672 -## k__iore_parent_sink 0.0396 2.36e-01 0.00207 0.759 -## N_parent 0.3541 1.46e-01 -0.35153 1.060 -## sigma 3.0811 9.64e-05 1.84296 4.319 +## Estimate Pr(>t) Lower Upper +## parent_0 91.6016 6.34e-16 88.53086 94.672 +## k__iore_parent 0.0396 2.36e-01 0.00207 0.759 +## N_parent 0.3541 1.46e-01 -0.35153 1.060 +## sigma 3.0811 9.64e-05 1.84296 4.319 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 92.73500 9.25e-15 8.95e+01 9.59e+01 -## k1 0.00258 4.28e-01 1.38e-08 4.82e+02 +## k1 0.00258 4.28e-01 1.45e-08 4.61e+02 ## k2 0.00258 3.69e-08 2.20e-03 3.03e-03 ## g 0.00442 5.00e-01 0.00e+00 1.00e+00 ## sigma 3.41172 1.35e-04 2.02e+00 4.80e+00 @@ -2164,20 +2121,20 @@ div.tocify { ## DFOP 269 892 269 ## ## Representative half-life: -## [1] 168.5123</code></pre> +## [1] 168.51</code></pre> </div> </div> <div id="dt50-not-observed-in-the-study-and-dfop-problems-in-pestdf" class="section level1"> <h1>DT50 not observed in the study and DFOP problems in PestDF</h1> <pre class="r"><code>p14 <- nafta(NAFTA_SOP_Attachment[["p14"]])</code></pre> -<pre><code>## Warning in sqrt(diag(covar)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(1/diag(V)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in cov2cor(ans$cov.unscaled): diag(.) had 0 or NA entries; non- -## finite result is doubtful</code></pre> +<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</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>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p14)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p14)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2188,23 +2145,23 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 99.47124 2.06e-30 98.42254 1.01e+02 -## k_parent_sink 0.00279 3.75e-15 0.00256 3.04e-03 -## sigma 1.55616 3.81e-06 1.03704 2.08e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 99.47124 2.06e-30 98.42254 1.01e+02 +## k_parent 0.00279 3.75e-15 0.00256 3.04e-03 +## sigma 1.55616 3.81e-06 1.03704 2.08e+00 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 1.00e+02 NA NaN NaN -## k__iore_parent_sink 9.44e-08 NA NaN NaN -## N_parent 3.31e+00 NA NaN NaN -## sigma 1.20e+00 NA 0.796 1.6 +## Estimate Pr(>t) Lower Upper +## parent_0 1.00e+02 NA NaN NaN +## k__iore_parent 9.44e-08 NA NaN NaN +## N_parent 3.31e+00 NA NaN NaN +## sigma 1.20e+00 NA 0.796 1.6 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 1.00e+02 2.96e-28 99.40280 101.2768 ## k1 9.53e-03 1.20e-01 0.00638 0.0143 -## k2 6.17e-12 5.00e-01 0.00000 Inf +## k2 7.70e-12 5.00e-01 0.00000 Inf ## g 3.98e-01 2.19e-01 0.30481 0.4998 ## sigma 1.17e+00 7.68e-06 0.77406 1.5610 ## @@ -2213,24 +2170,23 @@ div.tocify { ## DT50 DT90 DT50_rep ## SFO 2.48e+02 8.25e+02 2.48e+02 ## IORE 4.34e+02 2.22e+04 6.70e+03 -## DFOP 3.00e+10 2.91e+11 1.12e+11 +## DFOP 2.41e+10 2.33e+11 9.00e+10 ## ## Representative half-life: -## [1] 6697.437</code></pre> +## [1] 6697.44</code></pre> <p>The slower rate constant reported by PestDF is negative, which is not physically realistic, and not possible in mkin. The other fits give the same results in mkin and PestDF.</p> </div> <div id="n-is-less-than-1-and-dfop-fraction-parameter-is-below-zero" class="section level1"> <h1>N is less than 1 and DFOP fraction parameter is below zero</h1> <pre class="r"><code>p15a <- nafta(NAFTA_SOP_Attachment[["p15a"]])</code></pre> -<pre><code>## Warning in sqrt(diag(covar)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in sqrt(1/diag(V)): NaNs wurden erzeugt</code></pre> -<pre><code>## Warning in cov2cor(ans$cov.unscaled): diag(.) had 0 or NA entries; non- -## finite result is doubtful</code></pre> +<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</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>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p15a)</code></pre> -<p><img src="data:image/png;base64,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" 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IqNQ0M2EVxzNEtC03f2swrY8tIMWyIDo4nPPbZ//0+++CFBUH1oBC1YPkSxNt9AOQHmSmjat/1q9Iph7EZcDEFHt7YOclmOHxIE1YdG0KnBXgUDxuPHNGNC0+MG1fBf/8hs2zMOhqANFItOP+yLHxIE1YdG0PoZfkgh7PSpQtzADXTIih9Wu8PyEreEWgoMQe2z969ATfFDgqD60Ajq8swPvfDQsV7kwA3UyP31fTufeRfNvFXdYAg6xS+5yeRW+CFBUH1oBF3d3HV+k/U61oscuIEmBb9Pq+/28VF9v5Rz/jPXPGs450GvodOLCSaUAEH1ob0Wf2RO9F+61oseuIEuV6J8rcP3pOtYs75Wg9obzVMJDEFjeL7HDwmC6kMjaKK+gU9pDtxAh/vretTotf6eYOlfznfQrXrm+QmAIWhkZOREtwX4IUFQfWgE9XWfn6S7gGDghqzQQTwuwts8zUra92HWPrNPF+2ct5wfCmHKSrNsHvNS54s++CFBUH1om/ibi326bNWxXrE5I21WUHThz7uCH3bzdLLAvVXFyP99RlO7kXsKh3XcNJJ7CNtslm1jCqogGH0FBNVHYX/QvAN+VXSsH+6fPWjAjoBxgsVMJPT2lz1rvLtcPVfDU6eo2Pl1zdPDBEPQYA7PcPyQxfOZ/3X/8D9IayVfcARNCLML3KVrBAX7HGSbgdKp3xdPicx945zdPvwpE6EJlaq+9ZF5Nooh6H6ORIKzCsXzObFz/HrHQ8T1kis4gvaI1dMto+Vl1OoOetZEsJgVQXmuLHu3ereJrikouf6fZtmgMUHFdgDP4icu/p7gF6zMwRA0WTgwQyGnXQb39ZzYaItgMUuCcqQntLVyHrtn0jKzbM2YoGI7gN915h7OE/TOlTkYgha0uK6vQE7C8s/WJQmXMiYoQluCr3/R+38N550k6PFiKhhNvKgO4ErnQ0g5kaDzo8zBaeL7VesSEBCAH5M5QV+5f/p/M+rv+6RFrX7rpJ6LBUNQcR3Ajzl1aNzB/F1hFas6d91sgZnAcAQ9pQI/JnOCokdTekXwoz882RHu6Dom7pnRN5gOhqD6O4Bjdb7JOHHRAqJ80uXofh8LzDgv5/6gpvH3F32tmk/9RdcVURpgCKq3AzgrnW90oKzNfaovCHtdmAGZ9wc1DcXJqC7VOsw5mi1BbKOCev0XoELHqhKdb04c5PF34h4ecV+dBy33769VFCgjro75t+8nqj+obpgXlCfr0Kdtq70bdYL2/GtGBd2Tqvcnk7DzTWYvfx6HytzDZoRO+lvw38Yr0QkXB/Nv10tMf1A9yEJQnrSfp7Wq0W0RVUkxL3XqvJmKvc43r7nV0sXxXQvcXiOqP6gemEgoLi/3TW1V3X/BcVojC2IImjACdaim83hDOGuKGsx83vtd0sFUlbfvSxleH6L6g+pBVoLyvPp5+tvVOs35jcaBE4agLn8k9ntB0KEGK5+5jd6o+L9N+EHlAu7gYST398pOUJ70A7M7VWs9Ze9TkXEwBHVQRm5CBF0SsfIZaPMcfVah9M3kidVZRG+TpBtZCsqT8/vi3laNR8f+KyIGhqB9BzqnTu2AHxIrnzb8RImVd+NHlQlYN81J0SSxSsGlr4bWswtaftLEH6UYgqatv4SihL3+DYCVT5fxCCkq/o4fVSbgCCpJk8Q093ZOalm1w7SEx+RvxRBUkgsfn1ecGdeoDn5QuYAjqP4miYX74qUi48jCPrXdQtacITsJhSGoNBc+5tap3JrgVlG5gCOo3iaJ4UtzdFBeix3nXa1DxG78BhlDUFoXPq4dlNPsEiaCI+irT9p2itI1iwFD98VLSPqRxYH2DkGLD6caL4t3monKhY+CYBd/GzPdS21BcAQdGHL23LAROtYzdl+8lNz5LuKd6k3Cvzpt7FYNDEHpXPiI6ZaH7tg9wA8jT7AGsOV+0Ofr6r/I8qU5Cci/tOl9nyq+H3xzycAlG5xLnVQufIyO4R6CfiCII0twBO38CKEH7XQVEF6au3eLJ4jgllrZkXVyTViTau0mbbmi21Kjgib9mY1Q6vU1+JsUCpql2vKcmdxvZO/T+GHkCc4sH0Ptx42z/VRfod6vn2Y2deepbkevfmySfnzlMI+q7SZ8c6HEIb4xQVeXd7H9P2erep3xt1Zc0JudqlSdwCl61z4qIfhdeUweJQKjgm7QEKdjfShP1dBQweLS2sQLSE1cGepZpdXYdX8WvcBoTFDHC+hYuR1EXeKL59N3pfJVr0Xck9uT+31e+i5tCsG5aS7pyDXdzdkyq+i4OJs4obtlRFAVmSfXjmlV2TPkG+0CY4LW4v/IvveK5fOJPfdwUucPrlKJcUH3uDu2d3PYprPA2dZxqOTRU1kSVEXemdG94zVfisYEteb+7MnCF8vny9rcIevhLtyzf0b3nIN15kvWGBX0V9ej3OM5j306S6SHj3QosbDMCZrlEzS//UC1ocYErZ2cnGzL/RH0/S2ez4Bxd874cF/YN+1W/jqqg6RdQM3BrXnTDhtab1TQDur+B2fa6ymzs+SEP2VO0A2DEFI0UyfKmKCVtOCHL57PlHEuzdZx/876jDuKb2Ge4VKk45xt5NKGhobUMCqojfr3kpKgWSpzgk7lL/aqzkuacaa5MXzv5MAfqW/NvARtQehhDVPPK/OCet1VPX0Mg/7r55sAhHIaq2+DM5ugWztnoRt2LE1wYgrel7kH57v6CxgVNLo7fyNETn8YEVg/ue3cmjlqrgWbTVDlaIeONtupb8zMhEUjdMnWwFk3o4Iqx9mNjZrgHMzaTHMs8dK9x+COfuoenmacTPbuCSYngyTinmufUNu9BgpgnAe9snb6KqIramVO0DXct6eyjfpgFGY7JiMzfrvBu0Vxb5ojoVQnVBcR/EHSKPW5ehCULiAoBXZyzfsr10uq5yAoXUBQChQMbDy07hz1cxCULiAoFU7v0g7yC4LSBQSlDAhKFxCUMiAoXUBQyoCgdAFBKQOC0kWcoKV54AYTESNoPFLGDg7ZJrzwB/nUhzFBS/3ADSYgRtCKKLrl9vheswSLIZ/6MCZo2Ri4gQxxgvreRSinoWAx5FMfxgQtQwM3YCNG0Aoo5BZCL4VdbyGf+jAmaBkbuAELMYI2cHDriq74TNO+zp03g6epM42KyRRxB0mCgRuywgbxuBAM1VjqEHUUn3P1EDqzp/Bl3oponh4dxVdLtogSNHNuKN+VL0z7uiBhN08ngsFuSx1iTzPdLLlo41hxIWWNKEHDese02oqQ8P4vaOJF4FtyEQiqD2OC2qeh526PQNCigKB0EXea6QVCsYEgaFHECqpjxE8QVB/GBF1pPRuhkG4VBYtBULqAoPowehR/cR93ZBT/sWApCEoXEFQf0FmEHBCULiAoZUBQuoCglAFB6QKCUgYEJSPrh50GJ4IAQSkjpaDZ/xmbY0R23HfvMdTG0EwQIChlJBR0dc0G1lupR7cswxcjdMFOzNhMJgCC0kUj6En3B+iG43UjhWWGNz/chbOBifxAUMpIJ2gUPzTEeIIJwORA4DaEHtcwMB0qCEoZ6QRd8yH3MHAX9fAW5azt7JUenxsoAIJSRjpBHzisv7TU5SX18Jblv9lTfjO0HgSljIQHSVcGew+/RT0644CglIHzoHQBQSkDgtIFBKUMCEoXEJQyIChdYOgbyoCgdIGhbygDgtKF7tA3927xBDWiUDG5AoLSherQNxlN3HlqutGomUwBQekixdA3kFC6QD71QTr0jQZIKF0gn/ow8TQTJJQukE99mCro8BQN/90m4jpR6f/+JSp+4xZRcbK63L6l3eV3JRDUhHz+i58c/D29eUOCoLfupxjCYD5NFPTnOrXU1Cz3BhGExSUNTloXzS7XsvnLtKRJkU9p9pR20Aq1DGEwnyYKWkhmFaLiiZ2Jii+dTlR8sPBYzjCuSSSln9kQBTcRgnzOnYtdtHIWbsk1k7CD1jPQSb4434ZgBy0BCIoLCCoABAVBDQKC4gCC0gUEFQCC4gKCCgBBQVCDgKA4FEQRFX+kY/BWA/x5gKj4rhtExZdlkpTOW0wU3EQI8pmYiF00qgC35NlfsIMuxbb+GtkXRzHECgoAkgKCAkwDggJMA4ICTAOCAkwDggJMA4ICTAOCAkwDggJMI1LQ3R7uy3HLrnJzCM8kecfSUIINnG5lH56PX3xZXcfJSsziyc2QtiIk+2sKuPGJcombR4IU4qZPfOrECfrM7m6qR4lhR3RzsU5yau95BO84ZxWKv4Ecl0s5/rHYxS86JGf4xuMVX+Xtqt1Tkv01Bdz4RLnEzSNBCnHTRyF14gSNDUNo3my8svu4cjGh+O9Ibx0dir+BhMEIZWdiF7/snJ7XcS9e8YMxrto9JdlfU8CNT5JL7DwSpBA3fRRSJ07QhbMQ2jwKu/jzVnvx3xEeFxeKv4Hlgb52g9Pwo0dUtgrEjf7AVbunhPtLDEF87Fxi55EkhbjpE586cYJG8VsNxy29xW0L/jt2jkRcYrGLz22SlDFgNnbx475nr/fcjlmcz7K6KNn+koMfHzuX+HkkSCF2+sSnTpyg/BYXfIpXtiC07yOCdwQ5uNpU7Y1dfN1EhHYEYRefEcU1aQMxi/NZVhcl2V9TwI1PkEv8PBKkEDt94lMnTtCnTs+yvTB/+e71J30H98nHLp7kcTs9IBq7+LYWz9OGz8MszmdZXZSk9qaAG58sl5h5JEghdvrEp07kaaY4by/ccwdTKlaqVCmM5B1cYvGLx7o5vZ+LXVw5w8lxZBZmcT7LmqIEtTcJzPhkucTNI34KsdMnPnVwoh5gGhAUYBoQFGAaEBRgGhAUYBoQFGAaEBRgGhAUYBoQFGAaEBRgGhAUYBoQFGAaEBRgGhAUYBoQFGAaEBRgGhAUYBoQFGAaEBRgGhAUYBoQFGAaEBRgGjYFvenf90tL1wFgAjYFnXkcvWPpOgBMwKag6cr7QZauA8AE5ha07nWkXOpt8w4/x2Gl2ta1HFdzdahjbW09tlixfQEPjYZK1OGwrmWAnLGAoOO73Sk45hLPCZqM0IXySahchrDUgU+UxkPhCaoa45djQT3nKO3IxCqiD5LVHLAI5hf0ql069++R+gUqQZHLnzoEHd1nYGjxJcpk9d/rV3iCqsb45Uho9uTRO4fVIxPfbOe9FD0PFrkncgGzzSpKTGTRV5Ztlcwv6Fp1YhzvqAT93SZLh6BF+MKtQUTBqf4tIvk/tNDdbZrqFVIlTrWyRwJCvsfUz0skUzXGL8eMOQh9+bF6ZOKIw6h91sdXJNk/9sBrszTs8eIfy7ag09UTTrc/girZ2tcq94vm87xCvf5Dvzw0dMPr8ke9n2YELz9V9Tri//b7pOb4b+WfIT5x6pWxYeiWu1L9XJXMiEAezezZD9SCbm2dktx9CFKNTHyzfcvP//3AXHtsaYy0Wa+bJZ7U//jHsi3oqgmqJ+7X+HQVbHdGxT7P5x7+cLRdkR+gc1z9/LyGnOqCEP/3ySqEvhvBP0N84tQrX9nlLZ6vKVgymRpBCybYNwkbqx6ZmCfskVR7yBoG2yxVY6Rqe9KDHFx/QKcCFJPqthgTuZ/7ARQZgyIcbIfkJgap11kG8wt62jmH+/e8g0KVLqVVqqDB+a755SKvohdwcilOBXC55P6mc7+fvg/jnyFeUPVKFHjA57amoF5Bc7M42aPVIxNznJiLZjbvck+inWQKg20W3xip2571A5V/jOCSvLFrdkoTjaDX/LIVrY8lBqnXWQYLHMUHD3iCznpsVf8iQvWuCwT9aFLRV+ebpCgGrNUK+nOr9NwemwsFVa9Eu/y6aAvqbuKV1xXHGqU/db+rHpmYIyj9QTcUv0DqvWUBg20W3xip255L9WYe45M8lPupukT7DZp8YJH1/sQg9TrLYAFBFfOa2LX7EWkE9VuDytna29u31RQ447O52BvWNao7rvAbFM2v7z4lv1BQ9UqUUWWLtqDub9CccnfQpw7N4rUjE6PdX3OHTS39Hku6q4xgsM3iU6lph15t6teBex2yF6FlKkEnxpz2XH4qiBNUvc4ysHYlSdHi5KVjf1m6FqUJg20WL6i67YmKQCnVXp4K2NQtJ807MrGpIsUtZvFk9Mj1p8Qg9TrLVJ81QaPHIzT+PUvXojRhsM1SNUaqtuduO0fXNfxB0kSXlotX5IY36j3/+6SWTd9b5psYpF5nGVgTFACKAYICTAOCAkwDggJMA4ICTAOCAkwDggJMY6Kg12aUZehfgbpm6V2yKIbyaVTQs7NHhc8qMUvtxjbRZZdG+0XJqAvIpz6MCbrMY97mzQu8VggTqr87dumnhwSCQj71YExQtzT+MdtLsFib0PMBjQdcM7lmMgUEpYsoQRuq+kw+ay5YrEnoXfut176slyx8UykHBKWLKEHj7MNmzQp3+k6wWJPQ1RO5hyHfiqicHAFB6SJKUPQsNmrh5mfCpZqELpzNPYz72uSqyRMQlC7iBNVzFK9O6GmX2+iKw7+m102WgKB0ESWokaP4DbWd7ITNf6kHBKUL1aP47Env8/i21rxWPCgQWT35AYLShepRfH7s1zxtXSlUTK6AoHSR4ig+rLFgQRZ5vWQLCEoXKY7iBYJ+X6+y2z7ymskUEJQu4gTVTXFBrzpeQH/a3zQtlPyQVNBM6rGZR1pB9z5FaPk07skH600LJT8kFHSnYxX3X6hHZxxRgjZzVSNYXCiocmRN/41LJt098mDUN6ZXUV5IJ+gFp8voD/sk6uHZRpSgyd4xD3gEi4s08dl7g2tUqNLWqrrxMZFLCdIJumQm9zBmE/XwbCOuiV+pcyDi4r9Bf7Wp80at2ocJ6yVbpBN0xRTuIXQb9fBsI+Vv0Nvjunz0CC2ahdJ31q8U+G2aadFkhnSC3rT/8ckOxyfUw7ONhII+rbv4SGTD9G+Gcs/7xm4PsOr/+YJ1pb73nYQHScc62vmfpx6dcSQUdN1o7qHv96/cP9k3uXEGQi/DK73pVPOy4ffKHjgPShcJBZ0/l3v4cC168knfWfwXp6KaQwvrKv8L+SHbtLDyAASli4SCHm38Aj2s9/ob81bF/aigv/WGd2uF/ZRrWmQZAMFzX0AAACAASURBVILSRcqDpLnWbesUGZjvVvnbCE2tg9CTrzrVGfFrnmnBWQcEpYukV5KenSo6sGlGZaeIsFrqOQ4eftHeeuzBfNPiMw0IShfpr8W/Zly70SMcD2hf3VvRxrb/glembYJdQFC6mFPQvDW9gxOLvE61e6N8uc7HS1enZhCULuYUVMi79TJRRHlvp49OYky+KRdAULpYUtDay7mHt364vqCpc8Rp0zbFHiAoXaS4qxNX0HofIJRZnp8W8+pnjd1m6LhI8uibrc/xYjEDCEoXKe7qxBV0ZYUPvnCqq3lxaVaDBp9eLF7gqO2AILsS/rONGEHjkTJ2cMg24Q8eEFQfJo7NhCsoWulY0//F65fnZ7g1/uzvIusbN67n4NkOMxgjiBG0IopuuT2+1yzBYhBUHyaOzYQtaElORzh7LbiueZFffjEq+OhNk4NZBHGC+t5FKKeh9rXiC9UIhL260KiYTDHLXZ0kKP/4yKn5YtUtTPnlTyC0u6KIYBZAjKAVUMgthF7aa1/nzFYN4dq0Ho2KyRSqd3Xmb6ZyX3zB8Yn2rT5PQsjK7rPIOnWNlmcKMYI2cHDriq74TBMsFvWBlzuiBFXGJ6BtA+cV3vaePVk1skhD8Z/4/KPjbd9eManViBFNhYdgjCPqKD7n6iF0Zo9wKQiqD2OCTvbtGNgrYfgowWI6Cc0/OMbazb3dJpmdxJfgNBMIqg9jgjpk5FndQGlOgsXUEpr368g6nb6S17zYIChdRAlaNzm90jn0TNii00xo7s/Da3XZUGLwEnYBQeki7kS9g/M03+jOkYLFlBOa80NIze4xL4wXZAJGBc09fUqencTFHcVfuIKOzyhx5YP+Jz5rz2CrXrEvjRe0PGwKerORb+sG142XYw9LdhYhIjOuv9V721MliEwXNgXt+SVCX8vyfL9sBOVI+zbQKmhXujTBacGmoDXSEMquIseet3ISlOPV1j5WA3ezPMgbm4J6XEToH1mOKywzQTlSNveoGbyX2VuX2RR0o8f2HZ5fUaiL2ZGfoBzJG/1rDtuXI/FWTINNQdG+ocE/iI9iAYwKGqmB4IqjOc7bPV3nVzv8/xi8dZlRQWWLUUFjYmLGeEYvbbYEP6aZEvpoTUfr0QcUZtkWPowK+ktYqDyHYcdp4lu8RCi1JX5M833i769qazPuMFO317MpaEzD2C2N11Goi9nBEdSJOyLJITgENGuTdGdZa7sPE9k5gcKmoB4XEPq71B7FT+gav7fbZPyY5v7NdGtJC8dJJxhx1JigQVrwQ1I6D5pTmZEUEYEjqGLj0JBNBL/1LPCj/t+F3vWm/MlCzzxjgiZqwQ9JIZ89uOZ9k5/oMBYAR9CC5UMUawl+6FnmqPOfeZ4u089aYsvFwGjic4/t3/+TL35IQT5TD58l/ir8t0HbdvWvkb7LPBj+6sMRdGqwV8GA8fhbtNhpkStzGrlH/mWhjWvAEHR0a+sgl+X4IYvn84hDF6/WKaTVyjnxO5PnjfOn1ajS576BAjiC1s/wQwqdt3GIG7hBCi7MrN9o9hXLbR9H0AaKRacf9sUPWSyfyrrHEPp4InnF2CS627OcuZ0MFMAR1OWZH3rhoWO9yIEbJOLcdBfPef9YausYgtpn71+BmuKHLJbPuy7cw3mCk35s0/ZP7jNnbWDmAhxBVzd3nd9E11RxYgdukArln1PqNYv61yLbxhB0il9yk8mt8EMWy2dWjVSEvgsgrxibdPydO8apbaCnL9a1+CNzonX+sqM/cAM1lCcmO7ZYckvz6uHkHh8/Ms+Gcc6DXkOnF9/BD1k8n1M6fLfGnuAcANt82e7as0m9DBTAETRR3+kbKQZuoEdB4od2rZfxIrx0m7N/prt5xsrFEDSG53v8kMXzWRA7eKwlTlbk37glwWk85RI36xGGBojDEdTXfX6S7gLC6bhPHOTxb0BYS8nIP/y+TduV97fwUzUNMs8cbRiCRkZGTnRbgB+SiQ/8v80aunR4av7tYjXxNxf7dNmqY71ic0barKDowruxMnv58zg4UK2iOBQHRlu7+nPt+zSCEzsiwLzU+aIPfkgmBO20FikjQ8y/Xbz+oHkH/KroWD/cP3vQgB0B4wSLmUhoEfKW16jVeamLecbIxRRU0Qg/JAv5zK2qQOiRBb55cARNCLML3JWhY719DrLNQOlS3hdPh8gq1StU6rrRHPMwYggazOEZjh+ShXwqaz9B6Hwz828YR9AesXqOL1peRq3uoGdNBItZSGgxUut/uGRcw53BNXt8Q3wJhhQMQfdzJBLcpc5EPmd1PLDPa4P5t4shaLJwYIZCTrsM7us5sdEWwWImElqUrYO4h347UOb3A636bJX2aN6YoIzeoWCU/LVde+60wHYxBC1oofeO/5yE5Z+tSxIuZSKhRYmewT1MW8Y/Td/Vz6rvDglnBjcmKLt3KLAJThPfr1qXgACCaxfMJfR441foZcOTmlep29+z6h+n6zc1DTCaeHbvUGAQHEFPqcCPyV5CZ9n5231W5PXLLb2tBu/J0lteBBiCMn2HAmuUnv6gBrl3SNil60VM95pDE+jfXo8hqP47FNjrHWZxSlV/UEKeSzEzOIageu9QYLN3mGUR1x9UNzJKqGpmcKq31xsV1Ou/ABU6Vgl7h2knUbDiHg4idH1GGfzXV0x/UD3ISFDEzwzewXrMb9RuXTYq6J5Uvb/phb3DFKtV09C0rMM9cOXvRpfBf9uK6Q+qB3kJiviZwd+2HX+EjqOYlzp19oBku3eYZRDVH1QPckxo0tJW9hOOUbgvF0PQhBGoQ7Uvda0R9g5TI8d8UgN38DCS0Y1lmtCbi32cPvpDbJ9HDEFd/kjs98IdP6RM80kHrM4iej/xupFvQm8s8Ko3VVyvJwxBHZSRm5BwahQDCPJ5fFb0A9JayResm+bK0if+77m6ZwbHBUPQvgOdU6d2wA9ZPJ8rGiycbGvJ+1bNC46gIj/xskM1M/glE9+MIWja+kso6h5+yGL5zLN6iNDXg8grJlNwBBX3iZclqpnBr5ryTgxBRV2ZS3LjHi74ENdLruAIqv8TX5ovzZ2OcG46n3zmFgxBRV2Zy69zDaHPw7lnh9/1CLtLWj3ZgSPoq0/adorS1bOilF+aU5782Kn5ov/I3oQhqLgrczvt3g905r4u/nJIuL7Ak9mx+mmBI+jAkLPnho3QsZ7VgRvoUXB8okNLfmZwbHBOM4m7Mnfza1VfwWmfcw8djxFUTZZgDWDL/V7K19U9jOGBG+hRcHS8bZvl2G0phqB0rsyN5yP0+QU/jDzBEbTzI4QetNOxvqxcmss/ONa6/eqHWGVxLnVSuTL3o/djlOjwegrTgk1z/yYIygq/D++/ydAFPJxZPobajxtn+6muAsJLc6kpPEMImi+5gD0zuFFBk/7kfjemXl+Dv209H/iFNRxdDxW+elKjkm35CPygjHDAaeOejh8bKGBU0A0a4vQV6v36aYZjLZ43bYjrKQdyfwrDmBncmKCry7vY/p+zVb3O+BvW1yLlFR1uqqNHAUooL5c5oQvpmcB9WqsbONTDuWku6cg13aPghvJUDQ0VLC51TXwh/Mzg3TYZtMCYoI4X0LFyO4iu+OvL5z+/PXn9ok4091BlO0lcFvC5yD3UNXDp1rige9wd27s56BzYaJlVdFycTZzwy7X0CsqRFW94ZnBjgtbi/8h6TenOZ/4Q1242GwtfNhqE0IvysrsE+uHHSnTAzUABo4L+6nqUezznoXMaqLOt41DJw/tSLShSzwwesK3YzOC3j2h/nhoT1Jr7syfbnu58xnTPQ3fsCm+1ii/ffXxNgvF0GCGlrWcHpxMGChgVtMPvqqdn2usskR4+suR4PaVdUI50fmbwnYUzg3/g2MVmlfqpMUFrJycn23J/BMPw6M7n6BjuISih8PWvPu6jKN9fVZTsWU2aL5VgyjTlhRMGJ682KqiNujlS6vvU7yw54U8ZEJTj1bYAqwHqmcH3tslCj53Uk2gYE7SSFvwt6c7nnJnc4UGzM/hhxPFB4NWzHReba2uvMSqol/oU9WNTx1QvzaRs7qmaGXw6P2jJiFjVMrPNNHfXfv6ewV3NNTdXgdUrhP62wH+sUUGju/MNWU5/uQ24aiZUM4OPep971kmdSfNNhZj08YBlkow9oYu8atzPh/sEHQhoYVRQ5Ti7sVETnIPZnmnOkjxd176857iwVuofgGzO1SmePrPzc0YTdMGiBcZ50Ctrp68iug2CiYSalWFvVqqCeZBkAkzk81G3GtUHSTjomj5wb5ojgYmEmpN9LdPRPccbquelVVCEUg0ebUsFCEqB6Uu5hxHqYVJLr6CWAQSlwLJJ3EOXX1XPQVC6gKAUeOS4+LfJ3uoeDyAoXUBQGtwa332G5tIQCEoXEJQyIChdQFDKgKB0AUEpA4LSBQSlDAhKFxCUMmIEjUfK2MEh24Td7QvzWfBEgvmGGUecoKV5ZBETESNoRRTdcnt8r1mCxdp8xtSxsyeYxbt0IErQUj6yiEmIE9T3LkI5DQWLNfk863wTXbAnHOhE9ogStPSPLEKOGEEroJBbCL0U9g3X5HMR/836/temh5clogQtEyOLECJG0AYObl3RFZ9p2tdZYYN4XNRDX67ip1YaukNsBWWGKEHLysgiJIg6is+5egid2VP4siBhN094L9WrJPtvkzbUfS6yfnJD3EGSYGSRjHrqgRtsadRMpog9zXSz5KKNY9X/nu7pFmTSmKVyRpSgmXND93L/hBUuKL1D32AjVlDfkou0gpZJRAka1jum1VaEhDcoQhMvAhC0OKIEtU9Dz90egaBFESvoRh2LQFA9GD3N9AKh2EAQtCgSXOoEQfVhTNCV1rMRCulWUbAYBKULCKoPo0fxF/chVBAvHN4RBKULCKoP6CxCDghKFxCUMiAoXUBQyoCgdAFBKQOC0gUEpQwIShcQlDIgKF1AUMqAoHQBQSkDgtIFBKUMCEoXEJQyIChdQFDKgKB0AUEpA4LSBQSlDAhKFxCUMiAoXUBQyoCgdAFBKQOC0gXGZqIMCEoXGJuJMiAoXaiOzZTZ25/HwZFGzWQKCEoXqmMzKY8d5JlQcgLksgMIShcpxmaChNIF8qkP0rGZNEBC6QL51IeJp5kgoXSBfOrDVEGbz1DzSf22JLRqSFS8mSdRcY8WRMXd25CUfruJZpdnuEkgqAn59PLCLuqGXdIbP+P46WvxzgxDGMyniYLejdYQVaEXCW1qExX3cCMq7uBDVLxyZ5LSXd/S7vPnKaYljXI+GzTALlqhO25JTxfsoJW64JZs3jDaEAbzaaKghWRWISqe2Jmo+NLpRMUHC4/lDOOaRFL6mQ1RcBMhyOfcudhFK2fhllwzCTtovXu4Jb8NwQ5aAhAUFxBUAAgKghoEBMUBBKULCCoABMUFBBUgD0FzahIVP9GVqPiqmUTFQ/YSFW9wn6R0igNRcBMhyOfChdhFrXJwS66fgh3U7RFuyd3DsYOWQKyg6AVRaSXZGZrsDKLirxRExcmqTlrcRPC3koX9tUgQNCddgqCKVOyiJRAtKABICQgKMA0ICjANCAowDQgKMA0ICjANCAowDQgKMI1IQXd7uC/HLbvKzSE8k+QdS0MJNnC6lX14Pn7xZXUdJysxiyc3Q9qKkOyvKeDGJ8olbh4JUoibPvGpEyfoM7u7qR4lRnXQzcU6yam95xG845xVKP4Gclwu5fjHYhe/6JCc4RuPV3yVt6t2T0n21xRw4xPlEjePBCnETR+F1IkTNDYMoXmz8cru48rFhOK/I711dCj+BhIGI5SdiV38snN6Xse9eMUPxrhq95Rkf00BNz5JLrHzSJBC3PRRSJ04QRfOQmjzKOziz1vtxX9HeFxcKP4Glgf62g1Ow48eUdkqEDf6A1ftnhLuLzEE8bFziZ1HkhTipk986sQJGsVvNRy39Ba3Lfjv2DkScYnFLj63SVLGgNnYxY/7nr3ecztmcT7L6qJk+0sOfnzsXOLnkSCF2OkTnzpxgvJbXPApXtmC0L6PCN4R5OBqU7U3dvF1ExHaEYRdfEYU16QNxCzOZ1ldlGR/TQE3PkEu8fNIkELs9IlPnThBnzo9y/bC/OW715/0HdwnH7t4ksft9IBo7OLbWjxPGz4PszifZXVRktqbAm58slxi5pEghdjpE586kaeZ4ry9cM8dTKlYqVKlMJJ3cInFLx7r5vR+LnZx5Qwnx5FZmMX5LGuKEtTeJDDjk+USN4/4KcROn/jUwYl6gGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpWBX0pn/fLy1dB4ABWBV05nH0jqXrADCAWQXNL1enjt3wNG6rdaytrVcg5VJvm3cOcCsq1rGu8c5/RYumK+8HGY2XqKOIrmWAfDGzoDkobXwvbqvqKQ7Hd7tTcMwlnhM0A70Kfa9Y2X0BD43GwxSUH2EYaYf4rV+hYsV49fLog4T1B8yP2QVFuXb/aAS9asdPDHmkfgEvKNrvXrTogU+Ugjcrk9V/r19hCsqPMIy0A/3mqqaEvdnOeyl6Hixyd2QAQZtVjJjIoq8s2SqZX1AUFKcRdO1Y1VLHO7yg6cN7Fy06us/AUM3TL9waRBSc6t8ikv9DC93dpqleIVXiVCt7JCDke0z9vEQyVSMMI+1Av1fdhrVeqow4jNpnfXxF0p1lApI2S80eL/6xTAs6drXq8+yOpkeplrY/gira2ldtfUNd6EO/PDR0w+s3HfV+mhG8/FTV64j/2++TmuO/lX+G+MSpV3Lu3XJXqp+rkhkRyLNY9X7VCMNIO9Dvoa637rTYcrN9y8///cB8O24xcNqs180ST6rqa7VMCxq0S5OuVRNUS92vqdKl5dzDH462K9K+z3H18/MacqoLQvzfJ6sQ+m4E/wzxiVOvfGWXt3i+pqAwmeoRhlHR0Yu3D+Yfw7CnO5cxxtssVWOkanvSgxxcf0CnAhST6rYYE7mf+wEUGYMiHGyH5CYGqddZAvMLmmf/tyZdp5357J13UBQTlBOw+eUir6IXIFSgOBXA5ZL7m74aoe/D+GeIF1S9EgUe8LmtKSgUVD3CMNIO9HuGa9fjQ7iXJ+aimc273JNuZ5nAeJvFN0bqtmf9QOUfI7gkb+yandJEI+g1v2xF62OJQep1lsDsgmZO7FH4iyh4wBN01mMrEgj60aSir843SVEMWKsV9OdW6bk9NhcKql6Jdvl10RYs0cSrBnBVXleoh/jd4/Myt9c2bmFQ+oNuKH6B5PtsWYy3WXxjpG57LtWbeYxP8lDuJ+oS7Tdo8oFF1vsTg9TrLIGZBbWzsx+WWiioYl4Tu3Y/IoGgZ3w2F3vXukZ1xxV+g6L59d2n5BcKql6JMqps0RbU8XuJEzSn3B3NEL8R9g0+5X5A7P4aoRkt/R5Ls6PMYLzN4lOpaYdeberXgXsdshehZSpBJ8ac9lx+KogTVL3OErB3JUnR4uSlY39ZuhalBONtFi+ouu2JikAp1V6eCtjULSfNOzKxqSLFLWbxZPTI9afEIPU6S+wBe4JGj0dovK4TIAA5xtssVWOkanvutnN0XcMfJE10abl4RW54o97zv09q2fS9Zb6JQep1loA9QQGgCCAowDQgKMA0ICjANCAowDQgKMA0ICjANCAowDRGBT07e1T4rBKz1O4uV4Z540/q/w2QT30YE3SZx7zNmxd4rRAs3jhW5P+InOmxn3pIyKc+jAnqlsY/ZnsJFmsTqvgu6kfhvRmlHhCULqIEbajqMfmsuWCxJqF57/jPbhtY1gwFQekiStA4+7BZs8KdvhMs1iT02x4I5bf6TUztZAgIShdRgqJnsVELNz8TLtUkdA7f4XfyFyZXTZ6AoHQRJ6juo3hNQnd2579By9rt5SAoXUQJavgoXuHX5dM2/eE3qGhAUH2QHsUX7N3NM7yn+mX+nkW/lDU/QVDKUD2KzwofxOPiRKNmMgUEpYsUR/FhjUVWSs6AoHSR4ii+UFBl2xUZCP3cpGKzsnOoBILSRZygunn9DXp5iO2CM/a/Kw7a3TEtlPxgVdCCfApBLIC0giJ0Y2RV30cIvf+1aaHkB5uCpoVXrRr6ikJdzI4oQZu5qhEsLv4b9DOfGl1/HrvRpNrJEDYFHRuenj4mXHxVzI8oQZO9Yx7wCBYXF/Tfyg6e5Sv8alLtZAibgto9RehlLTme8xPXxK/UefBTXNBfGjav1KK2TfdDhDWTKWwK6vgQoefWFOpidqT8DXq0nY3fGRQ1h3s6dWls05a7FKbFkxVsCjol8N79ARMo1MXsSCjov/Y/P9vl8HgbP2CXfzxS/typTrPg300LKR/YFDQ7wslxShaFupgdCQVdMZV/vjXLa/imIa1zuecfNHF+q+ou02LKBjYFlS8SCrqEHyl6TAxKXzFmDf/hzazkPGvIW/8LK92D0zEq6JW5n10SH8UCSCjoJae/0DH712fob5W/h9AntZbW6/JjgWmB5QCbgv7sMOczh70U6mJ2pDxI+s65kkeR8LcqHkTKQbYob1ebhmvSTAvNPmwK2jwRoZOy7CIh7ZWk7KKLFdXt2jWsP4R/enJwnSm3TAvOOmwKWi0Dody35NhwSX2psyjfOA7p46jx8l6kTd+DP/vUf7+0nXpiU9D2e/kR/CnUxeyYU1B0dVXM65GiMzfWK9ckvIbwnmW5w6agp+2GhdqeoFAXs2NWQQW4+fevM/aN26ZthFXYFBQ927rlqfgoFkCKm+ZwBa35Bbr36RvNfzTQEUx+v5okFDR16ZgvZHmyXQxS3DSHK+jbXPO+u3xMO5fFT3QXeBlarfr7mXjBWEGMoPFIGTs4ZJuwT4dG0IzGozcNfjvP9PCyRIqhb3AFfVC1il35SIT+GlsrWOdMUCHtO3ZqPUnXGnYRI2hFFN1ye3yvWYLFGkG/GcQ9+O0zPbwskWLoG+x7khTr515TPXn1pafn6hTh6oK32h850KwmZjBGECeo712EchpqX2c0duep4ax69Rk/EMYky8z3YjmYuWnuWEjN4X8UX6R84zpCv/3PhGAWRIygFVDILe6HjX3hgoe3eII8VC9+5Jr3jEb0R3dkG7o3zaWm8AzxMKkqz5d7eH1R9Gs0v2Lwk3s9qpgUzGKIEbSBg1tXdMVnmmCx5gOvHN4wxHmq6dHliShBlfEJaNvAeYVHlhn1avG8aWtiZZSJw2oOS3x9jODfzsahzRATg1kIUUfxOVcPoTN7hEsLW6TzO/8WEVyeiBJ0sm/HwF4Jw0cJFou5L/7FF80aLtHO4nq3tYtTZ5mdvpPgNBMT4wykjrdxmpFr/u2KEtQhI8/qBkoTDiQiMqGnxtbu+6P6bIrytuzmbC+tgoaFP0nq9an5tytK0LrJ6ZXOoWf1BItFJzQjtqP9NJm2ZqVU0PwaGQj9V9/8GxZ3ot7BeZpvdOdIwWIaCb0x0+ntdSVOPMmAUiqoojp3pJHkZv4NizuKv3AFHZ9R4soHnYTm/9+QmkN+kd14GKVUUDT4w4yUgRY4h2DJziJGSVnfziFCZncqlFZBXwRXrfFBtvFytGFaUI4bs12ar3hEL57klFZBuSbNIuM+sC4oQgWJo2r32CabW0RKr6CWgX1BObJ3v2c19Cd59OMBQeliVNBIDcI+dQaQIqHJazvYfHhCBoMLgaB0MSpoTEzMGM/opc2W4MeUKKG3F3m5zLgoSWiKgKB0wWniW7xEKLUlfkzpEnp5pluT+delik4FEJQuOII6ZSOUIxwE1ABSJlT550eOLaIZvo8JBKULjqATusbv7TYZP6bECS1I/NCu9TJWxxQ3JmiQFvyQIKg+NIIqNg4N2URw/7r0Cc0/NM6mzVImv0eNCZqoBT8kCKoPjaAFy4co1hJcczRLQvMPvm/ju+Q/M2yJDIwmPvfY/v0/+eKHBEH1oRF0arBXwYDx+DHNldD8wx86NJ9/xTwbwwVD0NGtrYNcluOHBEH1oRG0foYfUgj71BnAjAkt+H2Ki0fkGYbOj2II2kCx6PTDvvghQVB9aAR1eeaHXui8z0jcwA2UODuzcb1Jh1kZ4wlDUPvs/StQU/yQIKg+NIKubu46v8l6HetFDtxAj2tL2tQJ25Nh7s3qAkPQKX7JTSYTjOQFgupDey3+yJxoncMiixy4gSoP1nWv0WfjYz1r//nhmpnqgXMe9Bo6vZjgNBkIqg+NoIn6fuKJHbiBMqlxQ2u3WajrYugkl8B6U8xTCQxBY3i+xw8JgupDI6iv+/wknevZm+0479BH7i4T9gs61h5uloUyPAnOPIoAQ9DIyMiJbgvwQ4Kg+tA28TcX+3TZqquAYOCGDC/VUC3V7ShWkJyr0R1rBG16WGRJNH/X1PSlZtk65qXOF33wQ4Kg+ijsD5p3wE/XAB+KzRlps4KiX98tfVc9VEsjihU0ieQdwXVazv5Te3FhB39dMcA8E+BgCqogyBEIqg+NoAlhdoG7dB0iD/fPHjRgR8A4wWImEpp/PNLbOmSH6us907PH0O7NzDO0JoagwRye4fghi+czeaSTxyrSWskXHEF7xOqZyNk+B9lmoHTq98XT4v7G/jXbzP0zv6C7s6dzL/MMhosh6H6ORIJBOorns+fEBxdblZnZzXEETRbe915Iy8uo1R30rIlgMTOCcuQdndG8TseG91BB25/MskFjgoq9QyGlDvdBO+JnUt3kCIagBS30dRE+7TK4r+fERlsEi1kSlOfRQE9rr4jBUWbZmDFBxd6h8IQ/Aj3Z3pSqyRKcJr5ftS4BAQG6CuQkLP9sXZJwKWuCovjO+WeirCr7f35e+mYeo4kXd4fC29H5yd0/J66XeLItMHQYnqCnVODHZE7Q/K7vzu3cPfXHSY2th2xKknZbGIKKu0MhqWvV6lPNP+DKkz5VaKt69AAADAtJREFUqgxLN/tm5dsflIj83fP2qL48728eZtdg3O7n0m0KQ1D9dyjgdb7JscTcJ30/UWQNt8CM83LuD2oaysurAqx8pvwk0VAQGILqvUOBmc43JcmrnoPQXWfzb1jm/UFNRPHnoq7V3448IEH/J6OCev0XoELHKmHnm9zPZvA0rck9HEHo3xmW+/eTqqno3zG1zb/91qL6g+qGfUF5chLndqrWYdZByvMwGRV0T6re3/TCzjd5K6N5WtbmHk5yvz6jLfhv4ID/Drh3M/923xbTH1QP8hCUJ+vwnI7VOny6n+KPf8xLnS91LWSv881rMqe5N15kgcEwRfUH1QMTCcUm6/Bcv+qtI358QScchqAJI1CHal/qWiOcNUUNXj4fjXxvG045mYE7eJjOT7we5CUoT87vi3paNf1gB4UR8TEEdfkjsd8Ld/yQWPm8UNHZtyJBFym5gNVZRO8nXjfyE5Qn/+yq/rbOw9ZdEXcSB0NQB2XkJiScecIAWPls/g5CV96Q3ZwTRsG6aU6KTzybXP9mRKOavaOOmn7khCFo34HOqVM74IfEymdt/uJSVeFVZ/mDI6gkn3h2eZoQ0b5q68m77pr0bgxB09ZfQlEE33VY+fTujNC1N1gdEMh0cASV5BPPNtknlgXZOw1ccYJ4VHYMQSW5MvdXBdf2/+uBH1Qu4Aiq/xPPxH3xknF7x6TWVdpM/vYmyZswBJXmyty9sO7f4MeUDTiCvvqkbacoXf3RGb40R4us35cPrGfTZ8F+3DmbMASldGXuzpTBy8xzl4AlwRF0YMjZc8NG6FjP0n3xUvIwIfLdGg2Hrf4Dwwec00xUrszds5/33aCulug3YlawBrDlfi/l6+oexth98ZJS8Hfsh62r+Iz9+rzhyRwwBKVzZW5OJFcprzP4YeQJjqCdHyH0oJ2O9SxfmpOE3DNrRzar2uaDmAt6LcW51EnlytzoGO4hKIEgjizBmeVjqP24cbY6J7oVXJrL+fh9noYEv69kSOaJ1WGeVdp8sOm8ri7mRgVN+jMbodTra/A3KBD0zKI1/BTlm7rnobt29/HDyBOjgm7QEKevUO/XT/O/+ZqnLUFvcbmS/vvq4V6VW47+6g9Blz1jgq4u72L7f85W9Trjb6u4oGtdZo2xu8Yle7BbT9vSf3cnzk1zSUeu6R7cMJSnamioYHHpbeIFZJ1a/37rKo2DPz/wtHCZMUEdL6Bj5XYQDWhaLJ+KmncR+iqYf3r11yckYeSJcUH3uDu2d3PQ2VFmmVV0XJxNnPDLtcwIqkJxeeuULrU6aV8aE7QW/0d27F0sn6opsS/48E+fXGBiwElpMSror65HucdzHvt0FTjbOg6VbM/LlqA83zf6X+uT6qfGBLXm/uzJohfLZ36tmwitHIaQcoK1j63w+FSG5Bu+WGdU0A6/q56e0X0ndnr4SIcSC8ucoOedTuclOKibeWOC1k5OTrbl/pLxwxfPZ6zj5BDHWwjt6JCBrtrJvZHPm1C1yrtJBgoYFdRG3Rwp9X3qd5ac8KfMCTp3PvcwWP1tZkzQSlrwwwvyefWLb/ihiMZu5B76/khUUfaI6pNasETXKUwtRgX1UnfqeQxjqutn7jzuYdBu1XOzzTQ3k99oq5PUt2Ze3j7NPdiUuIngNUYFje7O37CT0x8GXNXPX05Hb8Q5qm+2N5ugN+zWHhv/NitzR5hKp0T+Z7Wewel4jAqqHGc3NmqCczBTM82xRnj5N/6nGWzJfHN1XgrtPAO3CwuzbPD96+5YQ1PyYJwHvbJ2+qrTJBstc4Ie9niMLtmrOwvDZLJEKFd7Oo839DHDvWmOhNKcUJ1E8t+eYdtVz0FQuoCgFFgynXvorT5TDILSBQSlwC372CuLGqhHfwBB6QKC0uBcULMRmvvVQFC6gKCUAUHpAoJSBgSlCwhKGRCULiAoZUBQuogTtHTfF28SYgSNR8rYwSHbhL2ZIZ/6MCZoGbgvnhgxglZE0S23x/eaJVgM+dSHMUHLyn3xJIgT1PcuQjkNBYshn/owJmhZui8eFzGCVkAhtxB6Kex6C/nUhzFBy9x98RiIEbSBg1tXdMVnWuECVmaPtiDiDpIE98Urf97N06k+jZrJFFFH8TlXD6EzewpfZni581i5ia+WbBElaObc0L3cP2GFr4cO4nFxpFI1eSL2NJOOofQ2jhUXUtaIEjSsd0yrrQgJb6+BJl4EviUXgaD6MCaofRp67vYIBC0KCEoXcaeZXiAUGwiCFkWsoBt1LAJB9WBM0JXWsxEK6VZRsBgEpQsIqg+jR/EX9yFUEP+xYCkIShcQVB/QWYQcEJQuIChlQFC6gKCUAUHpAoJSBgQl5MlNg1NGgaCUAUGJyAy0qd/4soECIChlJBT0UJua75yiHt2yTA/PQ9sNDUwHglJGOkFv2P/fy+8cHlEPb1FaneceDO0UCEoZ6QRdHsE9DN9KPbxF6cqlK7uGgaHMQVDKSCdodCTSzI5Uitjd8Kc/+uqaxVALCEoZ6QS97HgWHbE3bZJwdtnTvf1CQ6PUg6CUkfAgaY/7m56/UY/OOCAoZSQ9zaRrartSDghKGTgPShcQlDIgKF1AUMqAoHSBoW8oA4LSBYa+oQwIShe6Q9+kp/AMAUGpAoLqg3TomwyHWjxvOdGomUwBQekixdA3kFC6QD71QTr0jQZIKF0gn/ow8TQTJJQukE99mCro8BQND2+XFZ5od/ldCQQt3fl8kWIIg/k0UdCEWlrKvUEEYXFJg5PWpXCfz5iWNCnyKc2e0g5aoZZBDOXTREELyaxCVDyxM1HxpdOJig8WHssZxjWJpPQzG6LgJkKQz7lzsYtWzsItuWYSdtB693BLfhuCHbQEICguIKgAEBQENQgIigMIShcQVAAIigsIKgAEBUENAoLiUECm0P1VRMUT9xEV/+ZvouKfGbgVtiS5M4mCmwhBPg8cwC46vQC35Mk9xstomJOJW/LyFuygJRArKABICggKMA0ICjANCAowDQgKMA0ICjANCAowDQgKMA0ICjCNSEF3e7gvxy27ys0hPJPkHUtDCTZwupV9eD5+8WV1HScrMYsnN0PaipDsryngxifKJW4eCVKImz7xqRMn6DO7u6keJYYd0c3FOsmpvecRvOOcVSj+BnJcLuX4x2IXv+iQnOEbj1d8lberdk9J9tcUcOMT5RI3jwQpxE0fhdSJEzQ2DKF5s/HK7uPKxYTivyO9dXQo/gYSBiOUnYld/LJzel7HvXjFD8a4aveUZH9NATc+SS6x80iQQtz0UUidOEEXzkJo8yjs4s9b7cV/R3hcXCj+BpYH+toNTsOPHlHZKhA3+gNX7Z4S7i8xBPGxc4mdR5IU4qZPfOrECRrFbzUct/QWty3479g5EnGJxS4+t0lSxoDZ2MWP+5693nM7ZnE+y+qiZPtLDn587Fzi55EghdjpE586cYLyW1zwKV7ZgtC+jwjeEeTgalO1N3bxdRMR2hGEXXxGFNekDcQszmdZXZRkf00BNz5BLvHzSJBC7PSJT504QZ86Pcv2wvzlu9ef9B3cJx+7eJLH7fSAaOzi21o8Txs+D7M4n2V1UZLamwJufLJcYuaRIIXY6ROfOpGnmeK8vXDPHUypWKlSpTCSd3CJxS8e6+b0fi52ceUMJ8eRWZjF+SxrihLU3iQw45PlEjeP+CnETp/41MGJeoBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGlAUIBpQFCAaUBQgGnkI2gf69rlrK3HW7oapQaZ5FM+giKUXI172ONl6WqUGmSRT9kJmvqfpatRapBFPmUn6KmAUwGj3hkfFdjsEfrCrUEE9gQrgBBZ5FOOgtZIz7eOQdPXHPV+mhEs6V3ApRtZ5FOOgnZDyOcu+mreHFc/P68hlq6VfJFFPuUoaE8uoQ+4hEYvQKhAYelayRdZ5FPOgp5vkqIYsNbStZIvssinnAVF6xrVHcfaJ15GyCKfchK0OErWUilzGM2nfAUFygQgKMA0ICjANCAowDQgKMA0ICjANCAowDQgKMA0ICjANCAowDQgKMA0ICjANCAowDQgKMA0ICjANCAowDT/D5kDtL4TT5c8AAAAAElFTkSuQmCC" /><!-- --></p> <pre class="r"><code>print(p15a)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2241,25 +2197,25 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 97.96751 2.00e-15 94.32049 101.615 -## k_parent_sink 0.00952 4.93e-09 0.00824 0.011 -## sigma 4.18778 1.28e-04 2.44588 5.930 +## Estimate Pr(>t) Lower Upper +## parent_0 97.96751 2.00e-15 94.32049 101.615 +## k_parent 0.00952 4.93e-09 0.00824 0.011 +## sigma 4.18778 1.28e-04 2.44588 5.930 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 95.874 2.94e-15 92.937 98.811 -## k__iore_parent_sink 0.629 2.11e-01 0.044 8.982 -## N_parent 0.000 5.00e-01 -0.642 0.642 -## sigma 3.105 1.78e-04 1.795 4.416 +## Estimate Pr(>t) Lower Upper +## parent_0 95.874 2.94e-15 92.937 98.811 +## k__iore_parent 0.629 2.11e-01 0.044 8.982 +## N_parent 0.000 5.00e-01 -0.642 0.642 +## sigma 3.105 1.78e-04 1.795 4.416 ## ## $DFOP -## Estimate Pr(>t) Lower Upper -## parent_0 97.96751 2.85e-13 94.21913 101.7159 -## k1 0.00952 5.68e-02 0.00262 0.0347 -## k2 0.00952 1.52e-04 0.00639 0.0142 -## g 0.22357 NaN NA NA -## sigma 4.18778 2.50e-04 2.39747 5.9781 +## Estimate Pr(>t) Lower Upper +## parent_0 97.96752 NA 94.21914 101.7159 +## k1 0.00952 NA 0.00241 0.0377 +## k2 0.00952 NA 0.00747 0.0121 +## g 0.17247 NA NA NA +## sigma 4.18778 NA 2.39747 5.9781 ## ## ## DTx values: @@ -2269,12 +2225,16 @@ div.tocify { ## DFOP 72.8 242 72.8 ## ## Representative half-life: -## [1] 41.32749</code></pre> +## [1] 41.33</code></pre> <pre class="r"><code>p15b <- nafta(NAFTA_SOP_Attachment[["p15b"]])</code></pre> +<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre> +<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre> +<pre><code>## Warning in cov2cor(ans$covar): diag(.) had 0 or NA entries; non-finite result is +## doubtful</code></pre> <pre><code>## The SFO model is rejected as S_SFO is equal or higher than the critical value S_c</code></pre> <pre><code>## The half-life obtained from the IORE model may be used</code></pre> <pre class="r"><code>plot(p15b)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p15b)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2285,25 +2245,25 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 1.01e+02 3.06e-17 98.31594 1.03e+02 -## k_parent_sink 4.86e-03 2.48e-10 0.00435 5.42e-03 -## sigma 2.76e+00 1.28e-04 1.61402 3.91e+00 +## Estimate Pr(>t) Lower Upper +## parent_0 1.01e+02 3.06e-17 98.31594 1.03e+02 +## k_parent 4.86e-03 2.48e-10 0.00435 5.42e-03 +## sigma 2.76e+00 1.28e-04 1.61402 3.91e+00 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 99.83 1.81e-16 97.51349 102.14 -## k__iore_parent_sink 0.38 3.22e-01 0.00352 41.05 -## N_parent 0.00 5.00e-01 -1.07695 1.08 -## sigma 2.21 2.57e-04 1.23245 3.19 +## Estimate Pr(>t) Lower Upper +## parent_0 99.83 1.81e-16 97.51348 102.14 +## k__iore_parent 0.38 3.22e-01 0.00352 41.05 +## N_parent 0.00 5.00e-01 -1.07696 1.08 +## sigma 2.21 2.57e-04 1.23245 3.19 ## ## $DFOP ## Estimate Pr(>t) Lower Upper -## parent_0 1.01e+02 NA 9.82e+01 1.04e+02 -## k1 4.86e-03 NA 6.49e-04 3.64e-02 -## k2 4.86e-03 NA 3.36e-03 7.03e-03 -## g 1.50e-01 NA 0.00e+00 1.00e+00 -## sigma 2.76e+00 NA 1.58e+00 3.94e+00 +## parent_0 1.01e+02 NA 98.24464 1.04e+02 +## k1 4.86e-03 NA 0.00068 3.47e-02 +## k2 4.86e-03 NA 0.00338 6.99e-03 +## g 1.50e-01 NA NA NA +## sigma 2.76e+00 NA 1.58208 3.94e+00 ## ## ## DTx values: @@ -2313,7 +2273,7 @@ div.tocify { ## DFOP 143 474 143.0 ## ## Representative half-life: -## [1] 71.18014</code></pre> +## [1] 71.18</code></pre> <p>In mkin, only the IORE fit is affected (deemed unrealistic), as the fraction parameter of the DFOP model is restricted to the interval between 0 and 1 in mkin. The SFO fits give the same results for both mkin and PestDF.</p> </div> <div id="the-dfop-fraction-parameter-is-greater-than-1" class="section level1"> @@ -2324,7 +2284,7 @@ div.tocify { <pre><code>## to the terminal degradation rate found with the DFOP model.</code></pre> <pre><code>## The representative half-life obtained from the DFOP model may be used</code></pre> <pre class="r"><code>plot(p16)</code></pre> -<p><img src="data:image/png;base64,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" 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" /><!-- --></p> <pre class="r"><code>print(p16)</code></pre> <pre><code>## Sums of squares: ## SFO IORE DFOP @@ -2335,22 +2295,22 @@ div.tocify { ## ## Parameters: ## $SFO -## Estimate Pr(>t) Lower Upper -## parent_0 71.953 2.33e-13 60.509 83.40 -## k_parent_sink 0.159 4.86e-05 0.102 0.25 -## sigma 11.302 1.25e-08 8.308 14.30 +## Estimate Pr(>t) Lower Upper +## parent_0 71.953 2.33e-13 60.509 83.40 +## k_parent 0.159 4.86e-05 0.102 0.25 +## sigma 11.302 1.25e-08 8.308 14.30 ## ## $IORE -## Estimate Pr(>t) Lower Upper -## parent_0 8.74e+01 2.48e-16 7.72e+01 97.52972 -## k__iore_parent_sink 4.55e-04 2.16e-01 3.48e-05 0.00595 -## N_parent 2.70e+00 1.21e-08 1.99e+00 3.40046 -## sigma 8.29e+00 1.61e-08 6.09e+00 10.49062 +## Estimate Pr(>t) Lower Upper +## parent_0 8.74e+01 2.48e-16 7.72e+01 97.52972 +## k__iore_parent 4.55e-04 2.16e-01 3.48e-05 0.00595 +## N_parent 2.70e+00 1.21e-08 1.99e+00 3.40046 +## sigma 8.29e+00 1.61e-08 6.09e+00 10.49062 ## ## $DFOP ## Estimate Pr(>t) Lower Upper ## parent_0 88.5333 7.40e-18 79.9836 97.083 -## k1 18.6317 5.00e-01 0.0000 Inf +## k1 18.5560 5.00e-01 0.0000 Inf ## k2 0.0776 1.41e-05 0.0518 0.116 ## g 0.4733 1.41e-09 0.3674 0.582 ## sigma 7.1902 2.11e-08 5.2785 9.102 @@ -2363,7 +2323,7 @@ div.tocify { ## DFOP 0.67 21.4 8.93 ## ## Representative half-life: -## [1] 8.932679</code></pre> +## [1] 8.93</code></pre> <p>In PestDF, the DFOP fit seems to have stuck in a local minimum, as mkin finds a solution with a much lower <span class="math inline"><em>χ</em><sup>2</sup></span> error level. As the half-life from the slower rate constant of the DFOP model is larger than the IORE derived half-life, the NAFTA recommendation obtained with mkin is to use the DFOP representative half-life of 8.9 days.</p> </div> <div id="conclusions" class="section level1"> @@ -2400,6 +2360,49 @@ $(document).ready(function () { </script> +<!-- tabsets --> + +<script> +$(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 () { + + // 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 = false; + options.smoothScroll = true; + + // tocify + var toc = $("#TOC").tocify(options).data("toc-tocify"); +}); +</script> + </body> </html> diff --git a/vignettes/web_only/NAFTA_examples.rmd b/vignettes/web_only/NAFTA_examples.rmd index 26a9240a..d18a3e84 100644 --- a/vignettes/web_only/NAFTA_examples.rmd +++ b/vignettes/web_only/NAFTA_examples.rmd @@ -91,7 +91,7 @@ used by mkin for the IORE model are used. Therefore, a lower value for the rate constant is used here. ```{r p8} -p8 <- nafta(NAFTA_SOP_Attachment[["p8"]], parms.ini = c(k__iore_parent_sink = 1e-3)) +p8 <- nafta(NAFTA_SOP_Attachment[["p8"]], parms.ini = c(k__iore_parent = 1e-3)) plot(p8) print(p8) ``` diff --git a/vignettes/web_only/mkin_benchmarks.rda b/vignettes/web_only/mkin_benchmarks.rda Binary files differindex cc08f7ad..128473e7 100644 --- a/vignettes/web_only/mkin_benchmarks.rda +++ b/vignettes/web_only/mkin_benchmarks.rda |