Improve README, introductory vignette and some other docsv1.0.3

Also bump version to 1.0.3.

1 files changed, 154 insertions, 126 deletions

diff --git a/vignettes/web_only/NAFTA_examples.html b/vignettes/web_only/NAFTA_examples.html
index dda93242..eaddfe04 100644
--- a/vignettes/web_only/NAFTA_examples.html
+++ b/vignettes/web_only/NAFTA_examples.html
@@ -11,10 +11,22 @@
 
 <meta name="author" content="Johannes Ranke" />
 
-<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>
 
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@@ -1518,7 +1540,7 @@ 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">Johannes Ranke</h4>
-<h4 class="date">2020-10-08</h4>
+<h4 class="date">26 February 2019 (rebuilt 2021-02-15)</h4>
 
 </div>
 
@@ -1537,14 +1559,14 @@ 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 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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 
-## 465.21753  56.27506  32.06401 
+##     SFO    IORE    DFOP 
+## 465.218  56.275  32.064 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 64.4304
+## [1] 64.43
 ## 
 ## Parameters:
 ## $SFO
@@ -1564,7 +1586,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;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       2.17e-12 5.00e-01  0.0000      Inf
+## k2       2.26e-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
 ## 
@@ -1573,7 +1595,7 @@ 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 5.83e+11 3.20e+11
+## DFOP 55.5 5.59e+11 3.07e+11
 ## 
 ## Representative half-life:
 ## [1] 321.51</code></pre>
@@ -1584,14 +1606,14 @@ 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 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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 
-## 94.81123 10.10936  7.55871 
+##     SFO    IORE    DFOP 
+## 94.8112 10.1094  7.5587 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 11.77879
+## [1] 11.779
 ## 
 ## Parameters:
 ## $SFO
@@ -1611,7 +1633,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;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       1.04e-11 5.00e-01  0.0000     Inf
+## k2       8.63e-12 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
 ## 
@@ -1620,7 +1642,7 @@ 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 1.09e+11 6.67e+10
+## DFOP 83.6 1.32e+11 8.04e+10
 ## 
 ## Representative half-life:
 ## [1] 215.87</code></pre>
@@ -1631,14 +1653,14 @@ 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 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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 
-## 188.45361  51.00699  42.46931 
+##     SFO    IORE    DFOP 
+## 188.454  51.007  42.469 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 58.39888
+## [1] 58.399
 ## 
 ## Parameters:
 ## $SFO
@@ -1658,7 +1680,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;t)   Lower   Upper
 ## parent_0 9.66e+01 1.57e-25 95.3476 97.8979
 ## k1       2.55e-02 7.33e-06  0.0233  0.0278
-## k2       3.88e-11 5.00e-01  0.0000     Inf
+## k2       3.22e-11 5.00e-01  0.0000     Inf
 ## g        8.61e-01 7.55e-06  0.8314  0.8867
 ## sigma    1.46e+00 6.93e-06  0.9661  1.9483
 ## 
@@ -1667,7 +1689,7 @@ div.tocify {
 ##      DT50     DT90 DT50_rep
 ## SFO  38.6 1.28e+02 3.86e+01
 ## IORE 34.0 1.77e+02 5.32e+01
-## DFOP 34.1 8.42e+09 1.79e+10
+## DFOP 34.1 1.01e+10 2.15e+10
 ## 
 ## Representative half-life:
 ## [1] 53.17</code></pre>
@@ -1678,14 +1700,14 @@ 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 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tIuVUA1CvCyQZctHQ20Gi1XDYEbkECp0NoVVA+r3leYld9S8tcA+2Yr6Vrwe/piX16KLw40ihoCNyCBUqE1gcYa9+5mME5hY8GBnjatf/mgbL+OeB/SwC5sD88GNQRuQAKlQntP8VOq+a8g2fx5V5x1h00fKXfbarA9Y6vBbtaHZ4EaAjcggVKhPYFSk70t1rojpUa7GBsZx6vx6PSoIXCDxgX69KdlDzR8SEp0TqAYWb/GWHXYQP6gdHuf0vH2JPzevunsz/RmsHAZuCHHxRbHyJF9sZhwytpbYnVYs8ekhFagSXIYTAqvgV981m+drdqs5aLX00HXqA5hHF50OW1myv6A003DV1CJx47dfk6aPSYltAJNSUkZUDN5Qe0f4PPUTJWUs6ObTfOfWAe9b2I975cQE+rbWqbwrh306i9/kg3tVoL+aQDuC3ky3wVMFR+M/fkyGYRR0Ng9U97+3vb15//HKg88vNpHPYp2fxVgI1Dlk1KoxveSfvXCmQ3JMNgGwHE9HRKoax4A+QyCeXIg0Ec/rlIS8awcRceGugRMuaT6VIuubQrBHkOmN67U0Ak0phSSNJpJKVThjrituF7DVeSJn8l93NRi+LeWgaofk1NgBDq85e49rUbB58leoL8ZGRiYpEMal5ybWN19+DEVu8wOrSaq4W6n2CFFdegEmlYKWSLtpBSM2WS+8tVRm85kScVDLUS1rpIkPPUXOfuwq5e4A0agRWt7xK8jveKr69WcRc+iz+EuDHa4k9zQrkfqJxUOlRFUt7nT7yrsSAFEFV+QfuTIwVD4LNn4c4U59oerF06WtKTNi2e/+ZDdnxZfv8rdL5YlMAItWdStaCVZidX1ai5HgN1UXNOjNyzPq7VRVpHLHzI+WNGJA+8Y76TA26kJi+RNVRAC7R/mEOO5CD53Nv484By+rI8DaSzrVm2tXf0kfI8hCCPQsd0DSrqQTbOprldzJfi7+FWmjPfL2dtPVCvptMZ//e9F7g5udYk6BkKgvkVzz79g0MWXjT/fO08cPcX7L7Kk2nVzwU59qgCDfAFGoD45EaBIceARjtpezbUyGZho1F+VPUvOTa7jkJDKXbMRDJNMdz/6EZ/rEUAJVJx3ZDGoBZ89K3+erGnusJo0Jdjl2K1B5pXhCur5NgK8r06SrrZXc5/72TlNULmd4+nqKMvw+RrsdNcED+LjMUK2DCHQMREZ/qMYhEaj9WfxsV+VvJqkGi4UN7pxzZFivs+eCiPQZUFeM/1Jf4WKMdWHDcKp5sZlCRlxu1tAPN5k9PnwMInnkANqG8r1NbFeheC9+XzZMkw76B1wfh6DqpVUoNLHZcMsskMbxIvJr5LKOCw5eK1vO8a7aRiod/HHpyaTDgIuWp+TNTkmuawZuGTrzzgNtBZT/ZWttZmNvfyZ5/aillatlmiiCjtp4RHjYEFciyAEmoKzEz57BYF+xBvUbgV42sbKp6GY3v/QhjQH5lOf7msRNF6Vhg+NAiPQNKpm8F6ReV27bI0arLBZe93DppvdAJdNv7yVzd432NNz8J5MdR93lbWVyyFiEUKgSUlJIySz4HP/yp/Xg23Mx5SAoMGJA9rLe8y29w7v4+wL22ysY8AINNR75iPSdHE+cMoB2awDN3BGVBj2VefrDsu3l7a1bDbnAsP30QwpKbvPgXzV+b4DfOZf/Lm7SU3r1a9fNf/prVnY5uUO8pqqHnbW9/Wuw2eoS0BV8ffn1Wm+iSS97g0Q8hi89VfYrD2Bfmf5GNw3n664+fPRsQEO3VKeaKIIkAItoo0A+IUyfx508HczMhOZd2yTKXwJwExbYnOk7bgVDZ2r8BUUgMKjEWYk6ec9v+lUc4TfRoXN2hPoEytzbwtr0oAkLzbEO1YfsV/ttT2EQLtj1OwNn2WpP8cJBfr99AwffQoMfGkac/6wRB4U69txM4ZvFiuZ71KXgRHo3kRR9DbSB+L8vYumrXqkuFXdAj3fJ3YlRRvU2WaOzSljjpRcmR9p2WjaSbUFusKBEOgRjDQGHYzk/twuEBjrYf8P/MElGHj0CWsRK28pfuI8YlnYcFUKqwPACLTNBmbPemoW6Cnxqj0tB6i48+djE0Ot2i26qrZbUjqBqt4B3FfPx0gsEAiMzGw7gjRxq5CgN3KD1/O+3ataaXnAm/tK/xYQAs1QDA5Gh5oFGrdi4dSjtizeFb3fPayGQ9xK9UzSQCdQ1TuA21uGCo0wgXYM0WuHifLHLTzpscmK3AgTS1dlz3cQAi0JvqvEhgQ1CzTEbvisao4My6TIi819vZx7ruM+whNEFa9iB/A2AqEQ06fQvVFjN3DOvX61RkqHYOsG3U0Xb/J2UGIAU8XHWjSPioqCP6iaBVqroRTs1+NgrtkHvyS4uif+wu0ARgiBqtgBfI9MnkJB+JBuzsCrgalNiGIDtA5iPR+AD0Il7SswAj0nA/6gahZo/eDqTZw9ORqk8d/anphIU7jrngshUOoO4Er714420xM6GAoE4eHCyNdGk/NeNaSdC4D/WKwCIE9PyYAGVv1BKVCzQAfNvH7qpi2HM5/8l5Lo4dx95U3Vx42UA0KglB3AlfevjQ1yETkbCISBDS2jXwux59alVuyLq20ibX//u6m5Es+z6g9KgZoF+sIreqjzemUWhbuXn2eY6aNN/f3sOy06x7oJilagAfeiZJAkVehfe/oYTqQr9vUSTDIPNgg0MDSNHz21zn7DBvs2OLnLtoOcY7r77y53K2vzeUrsItj0B6VA3e2gOdtWKR3klhMcOcr7e+b5vtoxMsiy+bQ/Wd3e0gp0VyblLZNi/9rcdpE4zqbY13pwzc4eq+CFtqGOJl6R9v7tonz8ZNvB2Ugd/jflzNE/laUHsOkPSoG2YwktiPqm8Uixag/onw5939Si7shtKr+XgXzVSdpKRtO/NtXNzHePrW1kdacp4F2Crcfs0gZE6YWDfA3Zzxp2/UHJ0bZAo63XnR5mu0fl/QvOLoxxcu/+4yVVGhohBLq3D2hs8RNZiuLMfQRf/PkZXA/88OeVYy2/Sv/cvGaU4xbmRdUJWPUHpUDbAm1aH/ujGbEMtPzfxkEBlhHfH2Q6oA5CoJ5n0mLfM+gzW96fr0TYXfKGHgAcGTSutCl4bs9Te085aHaUi8aADR7G5PS1LdAEp56zQzwOsc/o05Hpra2rJa68wuBSCiFQZ2nSOqA4+5kSvvJn1+ijKc6nwThTcyMT+dj6qJrBMU5+J4mVGw0NXNfC5817oDqLUFZJ5GhboFsaLJ2yXMR6LDFByT8p/WtZNpuwG/KuFEKgneI8Msc2hi/CV/7MS27d4ywo0p8LPjfwITbVD5GCO3rXZMu5jlZNRZYc/Dj5AtSgOcoqiZ8x1aUj7QPF+7jMMfPYnI4il9gfjtM/4EMINGv1dTD7KfzRSfz5Dx40YI8JsdLCeubWVk5Ef9ADhv+CglpN4DPnOzACpaySeBtT/d0NNUzr/Sh1bBPLmr1XXiB5R3DvcGknVAiBcvDiI1t4FoBB8hCJI8aPiF3hSozCW4x3Yu7nC585KRn8mc4XRqCUVVJli6n+mrb3RdG1dQPrmIUNXX+j/G2ptIW+nsEwYhlCoFy8+Ag3bhNqJI9O8q+ZsZ1JW2L5vNGavMt2XctZ3lx4FP5QMjJa2zs2I5+GklsK1wz+gc7lMAKlrJIqV0z1xw2cbDvC9Hz9fGZ5or9Fo1GbbspVmmx0Qfqb/inZMoRAuXjxkT3M3a+05e/nBqP7jnMlQu+UNBIZOViV61rQXc9O34dZe1nPbwYNSGDQOUhVSlp1XDPYm0ahMAL99F2DZqRRsvkSU50bmi+QFg6G7iCUlb443s+84Yj114pAwzbYBglxTYRpZuL4xUfcLuyr4d/ESu68qCHluiKe0bsAMm2YdXuyclu5xtdY/QGETgb/2GdGAk3PbRiBxsVfvNSzD5mBYsPyswc4MQwGhPGHPAvsOvOIQS84jMy0JT39zcLcPc7nAYepsk0QAuX6xUe/tdhdRnXy7l3j8CAaPWrCHwwDb0I+xTB0mypsFnfeMNJuoHIjqAC22I+pmPIv1/7LYo6/N46lTnYDK7G++fOG44q3KxBkn/lWaFujmRERDRbmVSfHLz5Oitq2atqYfODEajNse1gLBkcDwLTe6XMtDNTfX3+j0UdQ4tpduRGMQMNfAvC8IUl6Ao55QoLCZh2t4jsaxUQaMh3eQrBFZOh9mlikFeijv/OwS+/dH+Fzp/PnPzbVPL0o7hkLrCVJEXoVWgKV0rpbvdCe9RjtohJbarv1rFV7pHIjmFk+eogHD3Yi6x200Do5NdUxNVVhs44KVDI4pGHfNox3K/5tavnRQXQCXabn6XTYw9o9HP4IdP4cit3GFXpQDAx409o5+Az8sXDuekW0ciMLvcwxt93/3nq6OU0nAlqBrpGjqEIZF8NSQcW6XzcFmmuOfb1gEtZZRnGLwBZBTb50I6UTqMtVkC7YyqhvNJ0/o/GXEk1PMclSObnHjmZzlxs1c1zi/LrSjK+FGTT36PgdqhuS7N59nSts1E2BAtebAOyOYLrXftuIaS1sfytbpxMo3pBuy2zQM50/539TDP5xVHtICjVwb+dlOhN6ge7ydmkkcd5MZfNbxekqdFSgv7pOHefEsDbEHqFdS4DU68udPp1A8RGMYmaHoPNnfjvflk47mOWpM9AK9A+vE9j3peoH4PPUUYGCK7OSmYe4HyguBiXuX6aqoxOoXUZGhhP2yVBuVh56f974H/PgizoCrUAbE/c2FxrB56mrAlWJQ3Yho8PsvkywTCdQk1LgD1Gl/KkIrUAdifslKYNqqUo5VBpTo0XNdl9uKnk3FaLmSB85msHgdEhoBRpADKp/pamg/zqH9NCCg+UeyquuQDdIli503cV1rrQCTW6Ntzjkd1Y1InBVo+oKVHIdgFOcz6BIK1DpYNHA2cM9ujN486UjDlUPVVagJcaYRDKtuc4Woh305soJSxnFQdANh6oJLgVaMHUiTi0GXfO0SD3sSXFDS3o7ZsAOmmMCEihHFC1NxqnryV2WauSic8d2bv9wnSsSKMdU2SoegE/7DnL/hhQJlGOqsECfrFn7kvNMkUA5puoK9H9Og/o6/c11rkigHFN1BVr7LwD2MnjhCAcSKMdUGoF+WjpuO5NegUQzE+chS5FAOYZ3An32+w1Vdnsv6beocTy93RdqnAHgjzBVjqUMdgLlZ2QRrcI3gS6z8rbvosKkO3OGA1Dgy2R+xQPiiWOd/mJ+JOWwEihvI4toEZ4J9KFJw8UJpiuZ79jvlzPb73dmFMPy9g/zuZ2QAoeVQCtbZBEu4JlA51sWAtCkAfMdF4sDvxFZcT9ND1NYCbRyRRbhBp4JdLYN9qATGcp8x2V2jQe6WTxS/cgcwUqglSuyCDfwTKC3jGO3TTIln9buzcLJ1LeM/VIOr70Wq3qYaq5g95CkEFnkc6+uOJ4MgrNWOngmUPCdnY9LQ9I5e+6Lh82pMYNqv5ljASiqwSS+hHpgJdDc6Qn4TyyxdL1kzw6cZgzCW1c6+CZQcGXtUfKH+AELAXhnQzUY9LXb6HVtojmZOooVrASa2D4lZBMAisNrUBXPLWryZwQeQbwOZYCGNzMHpPBgulpWAhVngXeSl0ig5dEdgY78/vieC7a5asmbO9g1M70HYEM0Emh5dEeg/xnbSPRoYstpH1YCXeIwBYD4VgYKm5FAVUWjb+bGD9ux+nf7fLXkzR3snuKvHcCejHaPVtiKBKoimn0zF3EC+wq6ppa8uQN1FuEYNgLV7Ju5XisAyLKlDcuvZZBAOYaNQDX7Zu6m0/R19b9VS9YcggTKMWwEquE3c/cnDmDU41MrIIFyDKuHJLrJZKsgSKAcw0agim/m5CB/UoEEyhw2AlV8M5cTQExKUTFGcNUBCZRj2Ai0wpu5J7JpfWYrzlJRlUAC5RhWzUzkb+bW8v51jxpBAuUYNgKleDOHBEoFEihzWD3Fk7+ZQwKlAgmUOWw7i5CMAkICpQIJlDlsBUoyfAgJlAokUOYggXILEijHsBXoWpJNSKAUIIEyRw0dlpFAqUACZQ4SKLeg2EwcgwTKLSg2E8cggXILt7GZnsreHcf4cVAwXQUJlFs4jc2U4y/rfWMj4aJkOgoSKLeoIzYTcii3IH9SwTQ2kxzkUG5B/qRCxWYm5FBuQf6kQlWB9vog595DKO7qvtmD0lNuoQaBMvHnv/c5OSeY0+YmmwfPPihDqT9VFOjv9rYENgIhFJXATCg/ZVtH7iMWMvYnB+cEcySOstG3VYZSf6oo0DJyzaDMsi2gzLIsocw+wU24+8EWyizDHsrsrSOUGUtg/Dl0Fa3JPV/6bDrtpzVJC6fPJvQircmvjKYS+RokUCRQapBAFUACRQJVAAkUCZQaJFAFkECRQBVAAkUCpaYSCLRkNpdmxXO4NCuaC2VWOI9LM5bAOOoAfTNXtmL3MxI2P6Q1eUnS+V+RFRm0JncU35QzgK1AEQi1ggSK4DVIoAhegwSK4DVIoAhegwSK4DVIoAhegwSK4DVIoAhew1KgO6p7L6KzWSpx7p0LY7kgASLD8yHi3sX0ZgvdXEZJ6cwyaoPSIyqzlJlBnwUraPOHKga9IyG8SO9BCPexdx07gb4VPcmsXiHsyNdcs8/IbD8DwvKSdQJ9hvme1/MjN9CaXXPOyAndTWO2NNCr9BSUWcrMoM+CFfTnBVMMekdCeJHegxDu48B17AS6IRGAGVOU2xzA0lMS6C2zw5IT6DPc+w0Aebm0Zjc8sgub7KExO5biVXoKyixlZrBnwQ7a/GGKAeFICC/SexDCfRy4jp1A50wGYH0/WrN3IXvoLXunpibQZ7goOlT0TRZ9buNMraNpc3vuVXoKSi1xM9izYAdM/rTFgHAkjBfpPQjhPvauYyfQ2fhRe9NZbZRspLf8rS/A/EprNt3/UU6XKbRmJ0Mv3m27hc4Mdx9ho9SS8DLUWbAEIn/aYsA4EsKLEB6EcB9717ETKH7EWd8rtylJ6PQSwjLG2cvRvD2t2aoRAGyNoTWbOBurx+LozHD3ETZKLXEzyLNgCW3+EMWAcSSEFyE8CMkrE4UAACAASURBVOE+9q5jJ9A3rm/zAmjufPdEwlpiP3xas0fVH2ZHJdOabQ5+l9VrBp0Z7j7CRqklbgZ/FmygzR+uGLSOhPAihAch3MfedSybmVIDA+jaDsYYmJiYJMJYYn6lN9sgcR1UQGsmnejq0vcznZmsAiJslFniZvBnwQq6/OGKQe9Iei9CeBDCfexdhxrqEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa5BAEbwGCRTBa/gp0PuRnX7SdhkQvICfAp10EjTVdhkQvICfAs2WPovRdhkQvEDTAnW7C6QLAh2bHsWWTewcbF2WYWWwd3BwGPiV2YGoF7RZpZFomGwbQpfRgkCHtHpcku65GxNoBgBX9R4BQY6i1dHvpPRZQQmUiBOMIwv2K//GST7GpNwILaF5gf4jysb+Pe5TIhMo8PybRKD9O8QlfL1FmkF8vqxBCZSIE4wvyYL9Et/3GwYuAO+6sz0VHQGyzipPSlL5Ne3WSpoX6ErCMS6PZQI95fiZRKDlWC7xHVdyrnNwEv4Bc7wl42VrQOY4WWKbvQCEphPLis4k4gTjS7Jgv8T3uL9Ao8+jb6rnBHkHXJ0lZ1cA/l21BTqBmHC60XFg4iS2FRyS/57l80cPiygEPdZ8sT8R+Can+6Jz5ncB/jlSJzM/chO+BHDHEYkbEsEDbymxLHPmuGgcYvZsWZxgGUQsVfz7fqO68/8bqqET1jo0ddaXagkn8x7+XbUFunS4bMH7Du6uki0e4Kvf86UX+040LHcDOtUrIiKg27nmAOCf75YCsL0PvgRwxxGJn0SF82bKDRWdScQJli1+EShO4ks1nSDvUFpnySojWd2THePstQ+ciyoa6RY8IOkIdgOUlALGOTt1K0iLIdK0g+YFet4jH/v3snORzF1S60yFCmd70I1ya8mzACgpOheF+RL7TMDun3Ym4ksAFyiRCKKP1nkoN1QUKBEnWLb4lUBPTweTgpo/VdNJ8gqldRZeGRF1z+o46Zk+mJPXtsz74C8X6J2IvKKw9LQYIk07aOEpvnuX1+Bi9U3EHRFwv6sg0G9Hll+77P+hqMvKUoH+HpJd0GZ9mUCJRLAtonmpoWIVT8QJlt4tUhBoTPbzVmD3LPWfr/ZRWmfhlRFR91x3n5SOO7kHdqv6Q+kVNOPoXIcjaTFEmnbQgkCLZviLGu4HcoFG/AgETmKxuIHc4EKd9V/tsMrPbXDZFRTM9PEeU1wmUCIR5JhtLDVUvIIScYLzBY+/FuiOn7GLa92IV2o8Ud6gtM7CXSmvhz6ti22Mrcdjj5QLZQIdkXK+5qJzMZhAiTTtwLc3SUXBZ6+nX9F2KSoTSussXKBE3TN7HPhg8fFc1LpW+VmBSWm1ij5IUuaNAi+9DqbFEGnaKT7fBJo8BIAhHbVdisqE0jpLVhnJ6p4nDV28fsQfkkZ41p23uKC3X/uZOx/VrdVxYWhaDJGmHfgmUATiK5BAEbwGCRTBa2gFenFKv96T1Th3FQKhDDqBLqw+Y/36WQGLNVIYBEIROoFKsvDvvAANFKVqgGokZtAJtJrsdeDbIA0UpUqAaiSG0Ak0VZw4eXJv1+0Km+9MrMqweANFUSPd0fYpaRVl/qR9SHq7Yfac9W8Vt66tl1x18TvCTJTloaiRkD+pUPEpfi11d+zKTxsWAqWokZA/qVDxKb7Uoa8bO3lFzc9lUTodhI1AqWokJFAKmD7FFy6RXZXbEsPW3wgFGCZ+GxaeYl1M3YGNQHOnJ+AjUBJL13MsBDLEHJRLV2ElUMV7poJpstvaWh6ytVBhPQMXgZ3Qp6VnEkUGlRA2Ak1snxKCdytS3FyDVYl0G1YCpbhnkjvUWt8A+/ULBa7D3S0esymjTsFGoOIs8E7yEgm0PKwESnHPJHeoSGArMMEEaqRf23ALVuOvWXZX9XLqDGwEKnkPwIZoJNDysBMoOXKHNiZuoARWI50EKeCmbTU/m22qZahLsBHoEocpAMS3MlDYjARKBTuBxov0BCZ6egKhgYlgFahnu/q3muaqZahLsHqKv3YAgJLdoxW2IoFSQSfQ2l4ECpvlDr1saiXEEJhYOQp/AKbrsTsC4Ws2ZdUJWAmUHCRQKugEmhGY8hxHYXOpQ3+1EwrMBEIzc6FwKzBP/vuvy3oZFfKobCCBcgu7Kn4JaYytLw79tKSvn4E5VsXH5rfSM7UQOnwxepXPoJQ6BBIot6jxHpSgpcOkpGFmTYJC9awd9GxKt16sITIfXaJa9vwGCZQhxcqvVGoX6LfxAfadfK+tF3b5+/h94TtiY6GLj7mF50rVsuc3SKCMKBppbtZSWSu52gV6Q7w2vX94CTCpFv7wrfANsfGy8Wbwpkal7EeKBMqIOe0zcuY2UmKgdoGCi92bff8JgHAzO30LW/m2Q0ZSAEa7qZY9v0ECZUS9OHOzFnbvqA3UL1A5swRGRgLr/4iVu6aj7hxxDFcte36DBMoIz4aZJXMNPlEbaEyg9iP/PHBQ6DCvEF+RhtT1DXQ+oFr2/AYJlBGSmtefDTaq8Lb8CxoTqOH/sC9hWrvAs/jaywTX4C2q5c5zkEAZ0Wx4dfeBNny4grp1AmCFgRSkug56r1q2ukGVE2jJD77ug5UoTDlrQq88GdhJiYHGBPo/A3tX/enYwqeRorUl0m1DJz+hzqFkfcfOu1U7uLapcgJd3PjW035xqu4tXVbTY8gHJQYaEyh4Mnrw38TS1cZhnWtERjj8S5nD907WtvZrKJP5TJUTaOgFAAqt1DawR3MCLYd0pdB2ynCrHpQGxnGvHzd2Uu3oWqbKCTRwlI/rQOtMdWWvFYGCowZDLRN7ulMlfxZ+BOCcvmpH1zJVTqCR9hceBavvYsJOoOTDjukdmqbv0M5ez76IIrlIfxUAo3Wz82iVE2hIF3Pzdpb8rOIphh3TO/Sl0LZbfWPr6jspJjVsZxPgazuILhdeUuUEGnS9OL/Ehp9VPEWoFnqHXnA10jO0bfFnaCj54d93N7UY/JkuF15S5QQ6tdOHwsmRasue02HHcugd+sJgws+rnVsA6Q7/pukAPO/XdGL21xbFEBPG8pIqJ9CC4RbmENNPq4oahx0r4ZZt45TJ1q2xpeJN1ZrvNbOqY+JRSLeTbsA7gf4xa6Oa+4aXFKgxc06HHUv378Bp5k233+2aW/tPWtVFtly00dLoD/DaaAN9YXUBvgm0f92pnWpn09uVoyg5KGA6XwY8sBKodPdesDluRtnN4ueeXXE8XemOWlJ7Ud7twFT5Wp0Q/wYHfHTzmagCPBPoNZ99MzfEL2G0zzTvaj6+o1Q/JqewEuio0CbR7fb26qewGcKhD9qZeiwvXenp/Hl3oHBg5ajjWQlU1WY7arZL6k6Ldu3LaB/bBlduRJrw5CGAlUCdcwqt/wVZihdMpg59bW4VbCJq4b4Irq1CmuxqEfuM2SE0BxuBqtxsR80uw48ASGJJ04r+t4v04Ub/HABPhVSN1BqGlUDdMrJNLoG3im+EGDv0eb8mSTngcg/7sY8grNd6SsSBIQwPoTFYhb5RtdmOmu2+ARPaeCjWcTI+1mnYxZEs1otpn8LiMQbFqh+US9g11Dt7jA9NDleMXaeyQ59OcOiSRmtV2/vqy3HGfL2EshGoys121NyUHFmwvdtysqRx32JPq/YkD0M9JZbW3h1UPyansHuKv3oTnJy4WfFuhYVDs1fWCFpH89rMYS5WzetfVPkY6kUNEZZZPcUPDxjfOoT0nUfEukFdVwdeq5jwMcbcsv0bFsfkEu10FlGC9Ggn+9F3P67dmEdlUcP/cd4sY74GdOQywnJukxAce2c2BTqxcAf542cHy6U7wo1I+2LmZLE5IqfwTqAYjybZCE1Mjf+mSF7m5Whaqxa7Q6gPTpuZrl/CaV+Nwyy/EGU59ecQEyUDKnkBHwUKgEXrlk4Sqi5cJUlW5i3uk6f94Wko+R/bo7OCZ+2gSmjxa9KgnYHX1ZI3d/BSoNmCAnB/kKDROop2JylV9X/bsElyfcMHLA/PCjYCVR4tkGsm95OCCyK+tz7zUqBAD6ve15oejLVJOMYogFMfT+zLdTDbw7OBjUBpogVyTE5EjRaiQ2rJmkP4KdD2piMGGA4F4N3yELeJN+H361AP+womb5bWEKyqeLpogdwivfqXyqMxNQY/BQpGu3vNJZZuJbkHzlcyAPQrfjY8If3TcBPrw7NAd+5BdQOeCrQ8JWmDHZqsgIrNLG1mrGfcitOjMwUJlFt0QKAYhb8n2rZYDdN2fOrnswzzfv5D0gkVikSFNgQqPbtPfT2GtQytQJPkMJgjWi2/+Lx9PW0jflJ8fmDPLcfobt4/cJefFgSa2ywo2mkj54flB7QCTUlJGVAzeUFtBn9DdVVJeft72TeY/x+3mcY6RcY7mFK+tmKMFgQ6u5cU3Hf4yPlxeQFMFR+MnXtmXfg81XjPVPjnUNeak/7mMHi40wAA/tG/zVl+WhBo9OpR8auanuT8uLwARqCu2PUlX7H1WAlcCPQD5dtg6YXva4v67WE2ioEaxyEA/Kt/h6PctCLQeIt5v7Y2fcT5cXkBjECHt9y9pxWDIQDsBfrM38iggZI2uofLW1m1XkYd24kBnew7DnA05W6IM51AY0qBz5LOnz0tp26KMH8In6EuASPQorU94teRdrDmfogCQXXnHRutw5WaZO8Z6OYz/Pcctoe65ti5u98Mtrl8gU6gaaXAZ0lbxf88odf6JlW4ii9Z1K1oJVkHazUMUZBRKMQuBwcNae1uzG9h2TL5Mrs70odTRx9mlQHOizOl3dYgqviC9CNHDobCZ07nzx96lIA7jvx/KaQSMAId2z2gpMsQknQ1DFGQkY9PV3NKcU5VUnIOjqzh2C3lEcsjsmSMtcRqNbEIIdD+YQ4xnovgcyf1596BY0o7IuVFVm/n9Bt8fjoFjEB9ciJAEVkoOjUMUSBwDrp6zqM2rPXT9fFin4G/vWJ7VJXZa9F4tJ8ZcUsMIVDfornnXyiLKqwAmT9nBv08T1RWq18+rCTKu24DI1DPtxHgfXWSdHUMUZBxxdbM1AX2BTyO9ObyGDv/Ydu1M1ltW3/sqm89TbYMIVBx3pHFgEGPaxJ/FlltGDBqYVv4PHQWGIEuC/Ka6b+azEBhiAK4RfQA92NdrPwLVxiPKiy5sqSTrU/bRZofTtesCfblTMyiDSHQMREZ/qMYDEslEehLyzrr5tszaPrTWaDexR+fmnyFLL1ofU7W5JjkstA8OQ2IMTQiLkvIiOHWjkZmXgmrb2p0HtD5pvP+HGHyl2wZph30Djg/j8GYKhKBFuodAqAbbQSXSgCMQNOogkz0iszr2mVrlGIHYe31vjli3np2C7MtKX2q2bSfc4J1ExQsn2tKfN06EV6CEGgKzk747MmuoPZOnZpI2NdU/AdGoKHeMx+RpovzgVMOyGYduIEzekiw21G3PtjS673jGpnXHb6F4zf3FOSvn7pH/iuGEGhSUtIIySz43L/2Z8FN/B7G/dC+/03tw6SMOgpUFX9/Xp3mZL2A694AIY/BW3+FzdoTaBf8yD495WsFZ5d283BoP/OPDA0WAfJV53sGgRG+8meae4CoawE45tShsb/22i00B1x/0MKjEWYk6ec9v+lUc4SfYk8v7Qk01XTIrwNN95ff9HLf9y2tfXssPsnVy3saIAVaxKB6Lu/PQte/QEGXuQBkHDzO9/FunAAj0L2JouhtpDd0+XsXTVv1SHGr+gVKFbyypJ1LdZfoCrfMJXc2j2xoUTNx2Un1BySAEGh3jJq94bMs788bgf+bvGin+iJu8w4YgbbZwOw1mpoFWjLJ0oxqXLz0j2Wk484wiq6lDK1vXiN+4f/UOhUjhECPYKQxiEpc3p8vLPznDLGOUqFgOgqEQDMUg4PRoWaB/hj+pmhRHdX2Lbq+8dtmVh6dpu1+oKb4l3QCZTVCIWPpRIOYtM2YQF92NrVP4kkAOrUCIdCS4LvM8lSzQCNnta4/2YNFbCbp/Z1TOnpYNR665gz3s6fQCZTNCIXHLj2/MY5o1mVZBGj57c7U5skql1J3gKniYy2aR0UxqFXULNAQ8f5z3U1YjxL7cGL5gDBzSadJ225wOQkARBWv8giFwQHiWnoGkrBOoz5ZiDo28SSvRl6oc04DjQMj0HMy4PNUs0Drel17PdaQm6BXJfd2z+rqb1qz68ydt7l5KIYQqMojFHybFABXgcTDcGOm3mkABjnIt1/p3f6H0i7XJ7xEFlOZFJjnsOoPSoGaBRo+yk+U6H2PwxwLrm/7PtbPtFbXaduush0+ByFQ6hEKyjuAF9j7rH9gKWza1rrNS+MxHx+Eyl8pXxWtPBQXRdxTZ9qLXM2dUxWz0F1Y9QelQM0CndUlD+zy4f4ZJ/966rRvAk29249bm656+FYIgVKOUFDeAbxAJBQI9ASWz0B/tyLLWGvXrvLeTIOXF2cVexG/2APGx8Fbr3CVi887WPUHpUDNAi2It/Xxq3CZKc/7+SN/VbW3SPG9Awv6N7a3qd9rzo5rKkyRSivQgHtRMkiSFDuA50+ZiFPLGvs6BkYI9QQY5tLzItuJTb1//sG+p2w7iKxhZOTkcwrcxVZbmwFwt6a9bDu+rvP/UkyWSUDXH5QCtTfUZ9xXKr83HkN+bEo9GT0U707/MrFzgIl7i8GL9t1mMqkVrUB3ZVLe0yt2AC9aloxT1x77OgdcDdzN3AVCgZ6eXePk5AUDx/yZLNsOok2/T26n9w48wVaHmky5u9aktmw7vp58optvg7HJX9Z17d8GrPqDkqPtWEIzYpp4d/NkEBSPkpJHf64c3cHPxLPFoAW7r0G9LIV81UkaZkF5B3AXI+fWblgd36Sewqx8cfVdG4mqnZctF9YK8q5tf6EsrchB3D9Y/xZUmXgJq/6gFGhboB1sDz2Ya7mLuwyLH/65amx0gKmoYcK0jSefK739hRDo3j6gscVPZCmKHcAJ5P4chonTUCAUTtu97esAk7023j+THXCDWHnZr0ZkuRjTv5hgN7tB2o2nxgrY4GFMAqtoW6DhdbC7AEMGHS5heXlq07SExs7G1dsNW7jzEnkfKQiBep5Ji31PO5/pF+T+fG2M3YEKDQSXwB/tvko/KjnxdEoIeTPLGDfsK6Em/MFkSDXa31spUJ1FKH/x5GhboP196/d18zuqtvzzbv3+09jOwbaWtTuOXLzrwtdP/BACdZYmrQMMesPL/ZnmbWCkr2dkMOtss1XYjyX1YFmL2FYf2yiKsGrH9e+AAgdmUyHmDLCwSOBLqCeoQXOq/eK1xr7aqRvWuah/nPjHa/uXjY4NcTD1bzPw59KNEALtFOeRObYx/HHk/pzq7GQT4VJXoK/nnQsOWro5u8hHX32s2WaIG9Uw5g56rkZiZu+Whsd/+DQwgdEu6gNGoNS/eHVFFmHJD9YOfumaO1zurcM/ry9dgRBo1urrYPZT+Pzl/uzl+cZWXyDol12QMF1qHrRrrXULIn3ySKz+d6B6tZY2fjP8oWS4dLcw72rFk1oeRqCUv3h1RRZhTbEm+9DjvLlY2u0EQqAqvpkba/XD/2KN8cl5/mr5WIhVECvNifSOB7CvcAaxdGiwiMnM6WukQ7MdU/7i1RVZRFsUqtp/Lc5A33AKsQghUBXfzO2sN6DZcF/bfOzRPP6Z8BUACyyI9DFTsb+RE3exfS1aP33Z1UiHrqCfvmvQbDZZ/De1RRbRCm9izMwHqvQqfoXhwU9L5bOHQghUxTdzJR3rDvPv26PDgVXiv4G9+7JpZvIIec9dBybXGcO41JS4D3QWDbTRzBVUutDDsbeyHuQwAo2Lv3ipJ9kIQrVFFtEKncYXZHYdp8qeTfAhGJ7DZcswzUwqvpmT/m/lGVCwJKo39lM4Y+/sEFT6h32ZGLmCWYmVMiHq8fNugzjMUAkLLXxCzRsqMYAKYIvVfMWk3cOUNizrGAWW2LPuPV9Vdo3EPSwiBh5ACJSTN3M5p6+WXuM+VG8/0mM+fH505E9wdR6loaACzt9IwR96SlpcYAQa/hKrRihV3v7LYo6VQIYjw1LygiLLDxev3WDapC3jkP6Y47EGRCwpmFedHL+ZmzQau1Q46Gb4MLMt2JfeDWoDmFk+eogHD3b6niQ9Acc8QbHJTDevoKCjRaCP5USVdl1soed0gFikFeijv7H73My7P8LnTudPrp/iNYlf8PuiKfpK7vxpBbpGDlkf2IXWyampjqmKSToq0OBWbt4RKnSCenLkEXb9LV2jE+gyPU+nwx7W7uHwB6Dz57jJmOKddHOmpMMWJsa2A5QYwAyae3T8DmkAcAAuhqWCijenuinQzxYlADxl8HAtZ4pTfacJX1bpBOpyFaQLtjJ6RKbz50v3vrMCJii34S2nE2N/UdaiRS/QXd4ujSTOFG8jsnv3da6wUTcFKrV7BcCpMKa7nXVwaOzgeLxsnU6gtviHWRsjrT8//jiVKhqAzkMr0D+8TmDfl6ofoLD5reJ0FbopUDCj3p6tPr8y3Wu09Tvw3m5g2TqdQPGBbmJmh9BRf3IDrUAbn5ItXmgEn6eOOlS6MfYb5tMp9MJ70fjHla3TCdQuIyPDCfsweBmro/7kBlqBOhLVkZTBr75KOXSD5Yi9oy1Xlq3TCdSkFPhDVCl/KkIr0ACiee8Vu5jqlZcsSeNGTdw/lK2j6bi5hVagya3xoTj5nVUOuFrZeTWmzbflmniQQLmFVqDSwaKBs4d7dKdoaCIDOZRbkD+pINpBb66csPQ8kzyRQ7kF+ZMKgZI0JSCHcgvyJxVIoMxhJVCeDqHRJkigHMNGoLwdQqNFkEA5ho1AK9sQGlqKn9BGFUIC5Rg2Aq1cQ2jo2evsYU0XJRoJlGPYCLRyDaGh5bn4CnjpTxNgAwmUY1g9JFWmITT0pHb7c/72+TSjwJBAOYZvzUyfprQd9C9nReGUw67B37VypolXjgTKMVwKVLp/B04zH9WzKAwNDq3nwGJKFAZ8OnCI0XR+J41m/rPZZKZyI3YCRe12FWAj0NpeBKXrn+O74niymHb7hPngPxaYj1Y9A3guuXRo7c4kEunmzr1rdRw/UrkRK4GidruKsBFoRmDKcxyFzWz8OdsOLxPjcQKqUG8XAOtbMtjhQo0CAL5ZpdyIlUCrXLsdBKyq+CWkIzfY+HONyQOQ66NKANunE+KXMol9XmJSiNXy1kwOkRgytX1dspA15WAl0KrWbgcDzx6SnlrbNRGJf2O+4zPnKb92bs1k8JTkBgCnAxkd5PDsX+lmp2Il0CrWbgcFW4GSzJLLyp8b7Ws7DFUhztK077CLYq2LDPbYIFm+2I3DwOsE7B6SFNrtcmp441iKuCiZjsJWoKEVN7H7wX88/Ywq6eYp6unJ+/+CfcXsZXKktOGjGMxHCAkrgeZOT9iD/ZNYtuH5A5xYBoGxKh28EygluS2rNRFTlnZt29O7zogYhNlVE6wEmtg+JWQTAIrjv1AVz4K1FTepyZ9T+pSAv8VU94B5IiNnvS5qOTAjWAlUnAXeSV4igZaHZw9JSmiBR5uoTRW3a1XHKweviTXTwq8Mds1M77Fb42gk0PLojkDjsbvMPMqgeP3we9DYPUwy3N61G1V4D9VhJdAlDlOw82xloLAZCZRb1OTPv8Ur97fpRZU6YywAxTUuM8hvSe3ULdXXcVCwr2D3FH8N+8WU7FZ8kYYEyi3q8ueBQEk/yglqXrmOXd+uI5P2Kbd7AFz256BcX4E6i3CM7gj0H6fJK0PGUia/nt5vLV0renlKTDGxf7RlX66vQQLlGN0RaO8fAci05W5GuXCsel/ckbPs5CCBcozuCDTiBPYVdI2z/O74hgXX5PyxHwmUY3RHoOOwZ4c79irNu0NOwfmLDOLPQIIEyjG6I9APgY27O6nQjUSzIIFyjO4IFBT9mcrd9HTqAgmUY3RIoDoBEijHIIFyCxIoxyCBcgsSKMcggXILEijHIIFyCxIoxyCBcgsSKMcggXILEijHoAC23IIEyjEogC23IIFyDApgyy1IoByDAthyCwoexjEogC23oOBhHIMC2HILp8HDcttH4ji7cFEyHYWNQCsEwiBAAqWCafAwafoxnOEVp5CvOrARaIVAGJkfcLqhSC0UqBg8bO1AloXSZdgIVDEQRo6bLY6xOxcF01E4DR4mBwlURSgCYSB/UqFiMxNyqIpQBMJA/qRCVYEGTST4zqcBFBIoq/p8NvOXn/JECZunePJAGIz8WTOI1qQeRDZ+wbQmIdXos/ENpTUJbjpRGUr9qaJAnyTLma3fDoZWkGYGUGaRkGaGUGYtIc2MS895/gfVnFYKSQBbRv70qEVr0syMPhunurQm9ezos7FuRGsSVC1ZGUr9qaJAy8g1gzLLtoAyy7KEMoMMk/4BLgZGhj2U2VtHKDMISOKDlgHjz6E0kxJg3POlz6bTflqTtHD6bELpQzT/Gk+fDRVIoEig1CCBKlA1BEoSwLYMJFAFkEA1L1BlIIEqgASKBEpNJRBovg2U2Wc4reTaQZnlOECZZTlBmX0SQ5l9cIYyYwmMP0fSh5B9BPFuv/NhWpPTELPKNbhKa7KDMoYuPWwFCt4jM06BOEo2ZUhaRtl8LKY1kUI0qEEcqSiT3oYK1gJFINQJEiiC1yCBIngNEiiC1yCBIngNEiiC1yCBIngNEiiC17AU6I7q3ovobJZKnHvnwlguSIDI8HyIuHcxvdlCN5dRUjqzjNqg9IjKLGVm0GfBCtr8oYpB70gIL9J7EMJ97F3HTqBvRU8yq1eI6vA11+wzMtvPgLC8ZJ1An2G+5/X8yA20ZtecM3JCd9OYLQ30Kj0FZZYyM+izYAX9ecEUg96REF6k9yCE+zhwHTuBbkgEYMYU5TYHsPSUBHrL7LDkpLXTMAAAIABJREFUBPoM934DQF4urdkNj+zCJntozI6leJWegjJLmRnsWbCDNn+YYkA4EsKL9B6EcB8HrmMn0DmTAVjfj9bsXcgeesveqakJ9Bkuig4VfZNFn9s4U+to2tyee5WeglJL3Az2LNgBkz9tMSAcCeNFeg9CuI+969gJdDZ+1N50VhslG+ktf+sLML/Smk33f5TTZQqt2cnQi3fbbqEzw91H2Ci1JLwMdRYsgcifthgwjoTwIoQHIdzH3nXsBIofcdb3ym1KEjq9hLCMcfZyNG9Pa7ZqBABbY2jNJs7G6rE4OjPcfYSNUkvcDPIsWEKbP0QxYBwJ4UUID0K4j73r2An0jevbvACaO989kbCW2A+f1uxR9YfZUcm0ZpuD32X1mkFnhruPsFFqiZvBnwUbaPOHKwatIyG8COFBCPexdx3LZqbUwAC6toMxBiYmJokwlphf6c02SFwHFdCaSSe6uvT9TGcmq4AIG2WWuBn8WbCCLn+4YtA7kt6LEB6EcB9716GGegSvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASvQQJF8BokUASv4atA70d2+knbZUDwAL4KdNJJ0FTbZUDwAI0KtFhgby/qlYUd1d7BwWExkC4IdGx6FEswsHewanqvvGm29FkMbX5pJCZk2xC6i4YFmg+yhrTDjpojWx/S6nFJuuduTKA54FNCx69sD0S9oM0PSqBEpGCMsc4uo6VglrvHbHlK8jHGZ4DQNBoXKCgQ3ZYL9B9RNvZ93KcEFyg44l3e9Oh3UoWdpRnE58salECJSMHYwu+1P2TW+n1v7dcvm/51v2HgAvCuOxfnxG8Y1FlfkZJUfk2btZLmBQpiUuUCXTlQttXlMS7Q7F7ty5v27xCXIF9cLvEdV3Kuc3AS/gFzvCXjZWtA5jhZYpu9AISmE8uKziQiBWML10+DonZ/TJwKwE+jx/0FGn0efVPNp8sDmNRZBLsC8O8qLdCBy2S/Z28wgahrGx0HBk5i87B/CaNhEYWgx5ovO50IfJPTfdE587sA/xypk5kfuQlfArjjiMQNieCBt5RYljlzXDTOPNn+skjBMuYbdQabwj5ktO52v1Hd+f8N1dRpaxGYOutLtYSTKbusVmmBxmyTu2vpcNlW7zsyd5Vy6cW+Ew3L1e9TvSIiArqdaw4A/vluKQDb++BLAHcckfhJVDhvptxQ0ZlEpGBi+XLghpLhYv9E2ZU78aWazpJP0NdZsspIVvdkxzh77QPnoopGugUPSDqC3QAlpYBxzk7dCtJiiDRtoHmBFopvyd113gP33mXnoq8Eigkw6Ea5teRZAJQUnYvCfIl9JiwDYGcivgRwgRKJIPponYdyQ0WBEpGC8VzTsMq9X8FnTPLJ2Orp6WBSUPOnajxbPkBfZ+GVEVH3rI6TnumDOXlty7wP/nKB3onIKwpLT4sh0rSBxgWaO6JN2R1R9y6vwcXqm4CCQL8dWX7tsv+Hoi4rSwX6e0h2QZv1ZQIlEsG2iOalhopVPBEpWHq3aE1E0afYn9L9st94P8G2x2Q/bwV2z9LEaWsR+joLr4yIuue6+6R03Mk9sFvUH0qvoBlH5zocSYsh0rSBhgUqEol7ZpYJtGiGv6jhfqAg0At11n+11yo/t8FlV1Aw08d7THGZQIlEkGO2sdRQ8QpKRArOFzwu6idxHVEEvneujT/T7/gZu7jWjXilrlPlCfR1Fu5KeT30aV1sY2w9HnukXCgT6IiU8zUXnYvBBEqkaQP+vUkqCj57Pf2KtktRSaCvs3CBEnXP7HHgg8XHc1HrWuVnBSal1Sr6IEmZNwq89DqYFkOkaeMM+CfQ5CEADCFrAEEwh77OklVGsrrnSUMXrx/xh6QRnnXnLS7o7dd+5s5HdWt1XBiaFkOkaQP+CRSBKAcSKILXIIEieA2tQC9O6dd7shrnrkIglEEn0IXVZ6xfPytgsUYKg0AoQidQSRb+nReggaIgEBWhE2g12cvAt0EaKAoCURE6gaaKEydP7u26XSOFQSAUoX1Ierth9pz1bxW37hBUYYR/c/5nQP6kQsWn+LUDWf09dJs2RzjPEvmTChWf4ksdWjQpotvsQywKp4sggXILK4EqPsVL04/hDI+VrRUY45do8zbp2x+yLqbugATKLawEqvgUn9s+EsfZhcha0MjAXeAqdG3kWIXCLCCBcgsrgVI8xSfWkP1jq28gEGL/2XdxtKjsXSu/gATKLawESvEULxeovcAak6dAYGISargNgIyUldQjWSsPSKDcwk6g5MgFGorJUw8TqOUAe+EacMvOx8d6p2oZ6hJIoNyiRoHGOQpkVbzQ2FywAtS3W7utloVqGeoSSKDcwkqgtb0IFDbLBXraxFGoJxQKTEwdhfOA6XrsjkD4mk1ZdQIkUG5hJdCMwJTnOAqb5QIFP5kLBaYCobWtULAemM/Ztj5dmFEhj8oGEii3sKvil5BG2CoVKCi89120p4GpganA61xzoZmF0K7M5sPx64zKqTMggXKLGu9BCVraj/m2j8VEZ0cDW5GhaenWvU7Bnq0+q5Y9v0ECZUhhttJktQt0fPdQl2+8/nmvb78o/bVQHlHms7V9M2+Xaaplz2+QQBlRMMjMotkDJQZqF+gD0azUTp2kwHy4f3S68AOx8bTBFVAcUU217PlN1RPogzmTzqq884zoT3mL6ikxULtAwYPR3X4sACBWX18osC4gth02zAdgmJtq2fObKifQc04T5nitVnXvsG/MzVraV3jX8wX1C1ROrJ6Jhb5pDeKp6rlpm92LLKNVy57fVDmBtt0GwEM7xYjCsEjqfyyebZBJbaAxgZr//Ojua2GqT5dH+FrXWg0b2VfKEDZVTqDVTi+ee8XpjYp7S6qff9DX+B21gcYEarwPgCLhi7w5DlNzsHvjZdEDK2c7U5UTaEvLEZNENqru3XRMkPdIm0/UBhoTaKjn009trLCFZ/Hum7EKIadYWRbFd++rWmlomSon0Ajb2H72lqr+tVaHXX82WFmwLY0J9I2bvr5lmmzxXIOw9SEWFt9Tn9R/NUQOobr5WrTKCbTa1W0pT1Wu4qVLqrsP+qDEQGMCBdLblwtLF7camJtYuK2lzKG25YBE87aqHV3LVDmBRmN/xhsitdV3mhNoea4adXfq41uHKrlA7wR28TdS7ehapsoJ9LY4Ybhoh9qyZydQ8lGd9AL93bCH2NHQkureOB9/4/SXPl0uvKTKCRRkpKz4T325q2NUJ71Ab+s1urTSwMZpfi55uk3QkQOe3uRpPKcSCDRvtJP9EOVvyDUHp6M65dAL9K6xm5mdVZO73VyW55Olp1pLJFZaCszPkkog0FHVnBz8EjV7TEo4HdUph16gN2xEtmKzFgBc6+S+Mh9I0zYqNIpen52srAcBj+GbQO918Wz6J7NdLFs/fRlnVMLioByixlGdSnim/zN47dkMX7zYwf3HIGOhEV9+sWzhmUBzfJc8PuB8ldE++uexv5BQaTu15lDjqE4lXAiob27Vs418xU84Nmubvm7W6BVgJVDuQwn92Tjer9WAJNK03G0r/yHbbt7pfWZipbiCSnfvBZvjZpR1PM6xJAI+OdIdNcfhTm5x/9L+oGHN4kRz3YdDlFYHYCNQmlBCqrDDIvnfnVY9yZJeeXca5kLWDWmwr6WlXzfVj8kprAQ6KrRJdLu9vfopbKa/goJtTtF1GpdOdtK6LrjTS9i0ckyPyUagFA+dbAS62+g4eOJAOrf4iKkAPLUhaUfJ6W9hkaCVeY9IYCVQ55xC639BlqvCZgiBglf7z5S9fEgz6LA4yHiw3YA79Pvh7GwWNF5JBy3twkagFA+dbAS6r7GPnW3nkWRJESvi2y8KIr09LeHJDShgKVC3jGyTS+Ctu8JmGIF+xa9iA7/z4P1scdRfENZ7xUH+Ae0YHkJjsBEoxUMnG4G+FZ9+/6zmYbKkKMuUQ62NslTPWyOwa6h39hgfmhyueAvOWKCl5K2rGbyRtGG0PPXEv1+ON1bSCVursHpIUnjolJ6QRQscxqZn9xF3F5sFpCkdbYbMqmauai8PTcHuKf7qTXBy4mbFjgIqCxT7kxxpK55GczPqMBuAIv0LKh9DvXDZzJTbqXy0QFV5UUS+veXuJVPTa99klbf60U5nEWXcGWbX/dT7Jasp37VJGueC3wzV+PqXFWpoB2XnT0pm9CwC6S4U6uUN/BMoAJ+WOwtNzYxOUSTP9LByc3On6t9VwO7YrGEjUOWhhLgmr4N7fVeYm36twkeBAmDepYudlz1FYmGitas/xbuRrbZ69urr+gUDG4HShBLinHvn+B87g5cCzRYUgBcjBaFrKBqTPj6h2PGyQZctHQ20elvFqoqnCSVUFeGlQIFeOgCrTY/E2fROZ9RVu6cv9uWl+OJAo+jOPahuwE+BdjIelGDwLQBvFgf4zHoMv1/HUOwrsAvbw7MBCZRb+ClQkCTxW0IsXRzhGL4e9r3RVoMdH3412M368CxAAuUWngq0PAV7O9t02wf3dN7ZyNA4ntOjMwUJlFtoBZokh8Gc29w79MPPzewH/AXzgvj2vn8Z5v1b48BxHL7Z145AKYbOVAJoBZqSkjKgZvKC2j/A56mWX/zTRaHi4encd1Lc4dGqRX0Oo0RpQ6CzrczCrnF+WH4AU8UHfwQgsy58nuqqku7PCxYPO85xR5v6dmv2RJi85yw/LQh0a+gL6WYJbR8G3QRGoK55AOQrvt5Qghrvme7NC3EccIjLv4X9DABy9G5xlp8WBNotNW3nkzC+dk5gCYxAh7fcvafVKPg8ORDoxeFjqTqHPl7SzKbrr8qipTDCPTwXbDC6z1V2tAKNKQU+Szp/9vAJjXNyrZyx2KAEWrS2R/w6Bp0K2At0qaGtpSF1a9Hb9dGWEYuYPg2RM6a6lbO3iLt7WzqBppUCnyWdPxMsT78aY8DX/ocsgRFoyaJuRStJb/1UjSxCh8kEUBLnoMzi88FBbtVG/8m+ss9qVi3M5QTrbMqAqOIL0o8cORgKnyWdPzuNDRR3q19JBh0qAiPQsd0DSroMIUlXObIIDfi7ePCPHo2V9MqcRlYdV7KtnaXXT+fQWynndkKjEfL5ciEE2j/MIcZzEXzudP4cOQ+APBeq/gk6DoxAfXIiQJHiuA4clSOL0CDV3wPAHHMIy/epfV18h+7W8givpza2Bk6eRFskhEB9i+aef9EJPnsyfxavje1ZepdwX5S0rlkf+Px0ChiBer6NAO+rk6SrHFmEjh6GrZsZkA/mrsiNRW0t608+nsf2oKozwvKa9LDRVtkyhEDFeUcWg1rw2ZP5c0zTPSluh+QrT78fsIUnw9g5B0agy4K8ZvqTDaBWObIIHUWzagSsZNCPKf/45IYWLWaf0lJv5UatsS/JMNkyhEDHRGT4jwqBz57EnwWWa7r1XxgJn4fOAvUu/vjUZPIJDxQGeeU2DcGxd+aufPBkHRofalnHQd+ftE+lWklweg/umayQLcO0g94B5+cx6KNFItBX5g22rXDyhM9DZ4ERaBrVtaxofU7W5JjkL9eta5dw2mtthq4rJsaWQv3BBzQ8Z+11S8sAK1vioBACTcHZCZ892RVUbzuQRlfKiaYUgBFoqPfMR6TpvSLzunbZGjVYYbP2et98a/sePDFr0tqqZv9fbmlwFobfA82bXSYWIQSalJQ0QjILPncFf776jH0c3Br6B1WFXk5QVfz9eXWabyJJF+cDpxyQzTpwA2eUdlguvroywdemzfTDSibgUROQrzrfd4DP8it/XvZ3thhaDCS/n702kd+Rl7kBrj9o4dEIM5L0ujdAyGPw1l9hs/YE+oPpsfw/TJYRK28PTI609um+OF2jwYIhBVrkB59leX8WS3aAzNZLwUmX5oEhmv/5aR4Yge5NFEVvI2vMPu/5TaeaI/w2KmzWnkA/iESGYpdyvTuldzaPbGjhn7A0XVPBnCAE2h2jZm/4LMv781atu2t3HWgDQPZfFypry9JXwAi0zQbK2Q72Lpq26pHiVnUL9Cc/cSLFJErPR7YaUyEwSdG1X4Y1MK/Wdd7hF+otGA6EQI9gpDFoESvnz/wrti4D2zpHqVIy3QRCoBmwLealqFmgm+pcezkunOlexbd+nRDp6NBy7IZLah0MTidQNiMUSkaZOwrb/3PEplJOw0sOhEBLgu8yy1PNAm03u0PTGc6qXQxfHpmfUMfUr8u07f8U0lurAp1A2YxQ+Cmkc30bq5pNZ0WAT0O9ai3T0dkiGQFTxcdaNI+KYlCrqFmgdUQ7T3YxZ9DQrUjRre3TutQw9e8y+bfLrPuJKAJRxas8QqGR3fo9hsaRA0cPALF9D+0NW6laEXUKGIGekwGfp5oFGljzTfECA9Zt8QU3t8/sVsfMI3L4j0cecjeOBEKgqo5QKHYM2icNENSprbcn28IryDO4vopl1CXY9QclR80CbZZgZd7Si6PodiUP/1g2NNLDxD96/Jr/PeJApxACpR6hoLR/bZGnQCAUGQo9PVy/ea+/B5R8UzYXQMGXKJ/PEv3C/1Ch3HyFVX9QCtQs0Bnd8vP3S7htY/l8fXfygObuxn7thi/ec41NkxSEQClHKCjvXzteaCAUCASWBSDW47XhDyWZzZ2IdOl3Fk415DVcQY1g7yCHv1UvP99g1R+UAjULND/OqYb3eWUW//RtO00lkeXf/v3H0Z1qW9iFdBm7/MA1VbqZ0go04F6UDJIkxf61BdMm4tSywb6OA3f9AH09gcAo967EerxhoJl5uIdsO5jn9u3Ezk554D9sNcF4yp2VxjVk2/F1nf83jE1/UArU3lD/8o7SEVL/iZZs69uUTXX99sKOhSOialtb1mo/eM6mE/8x6GtKK9BdmZT39Ir9awuXJOPUtcO+zgJnI9ua8UKhwN7aLji5YeiBzW6Jsu2gfXyfruNqnQOPsNVocwAe1XGSbcfXk8+mTZTlUrauY//WZ9MflAJth2qZ2NLK0dubi2G4n24eXDUpMdzHxDGow6AZKYeu00d0h3zVSXpxVt6/tq/AwACfhSosRG8vKFzeqkvpkXq6R/RxERNBJw8a/wlee0Z82bmDvouRmGE/2czdO7kLFMASdv1BydG2QFu6vwLHjBX/zKx4c/Xgmmn92td2NHJvGD1s5roD559RjNeDEOjePqCxxU9kKUpn7ntqjKnTSE/QI2lG76/TLY/8N8yA+O1kOriILV1Sy9KO698BBQ5f29Nx3aVTrIgvt7GwwcOY3I5pW6AR1T+D20ap9IYqkP/k7L4V0wZ0rOdmbOvfNG7EzFV7Tt4p32kDQqCeZ9Ji3zOYbFzuz8tiA6GlgZH+bnC8+Vfpnb5vVK1/Q/mozhNeYstpX9LG4H1Ge9aEPxhG83WHDqQyaKdVK1CdRSh/8eRoW6Cj64kbOvlRhbjnjPe30lJ/nDoopnF1WwNx2Rg4CIE6S5PWAcXZz5Qg9+fcGoYSOxsT/b/BsIlfpY/Gg6OIn5WuPi9foa8zwW7Xg1rBHwzD0rVNe2cjnsyuADVoTrVfvNa46LJ+x+RamoxVVPiyrPMKhEA7xXlkjm0Mn3vpPahLssFgU1OhqZkX3kSRWabDpy7Dl4aOIN+3xEE8qK4+s8g+lkkALDZmtIv6gBEo9S9eXYEbWHI03DfhqZaODSHQrNXXwWwG5ZP7c5TF9lGmAqOEtStq7AIPwkyNE0t/g+eb1BhGdcHL7uYTzjDylIV43gIPQx26glL+4tUVuEHneB1fb6Q8RCeEQFV8M7choqVbVIBICsDuWOBn2aeDqfyqeddp5pbIHkzLTE3QLxPGb/XkLj9WwAiU8hevrsANWuLanPmPVNrxtYm4uaUzccmBEKiKb+Y+1+75U6dQfPmPdu/0rgMwzpZIH74Ae3hze8i01JTsclu8XLKes+zYASPQT981aDabrBOl2gI3aIXfXL8f7XhWlT3j3aQg14ToWwQhUFXfzOUuH7E2r3oKeNd01T29QgC2mBLbo/djX81OMiy0Ev4eNZw3kZ5gBBoXf/FST7LQKmoL3KAVXG9gF48IeruKhHbEvvz6ypZhmpnYvJm7Vd/cMklabBj339+egcSmuT2l4D9HvkzwzjFQAWyx+6Vi0u5hCg3LBVOJd8ceXJZQU+TisaBeqDRva3/HAvDWiBiaBSFQlm/mcvDb1/nW9k4W8sfTz81rdXTaAp+fTgEj0PCXADxvSGXU/stikfzdsSc3ZdMwXn0DQxJaq7Jnlo15LaMaRP92mFedXLyZS584u6zP9qthHX/R1d716wJ9Riubsx5mlo8e4sGDnb4nSU/AMU9IUNiso1V8O+O4dobjVdo15/tOy+SP5bQCffR3HgCZd3+Ez53On0+cRy4LGwqfH59YbenobaksxhStQNfIIXtzuNA6OTXVMVUxSTcFWmx1c/UvJ2oz3i8txDS4XDgoOoEu0/N0Ouxh7R4OfwQ6f34786s3STqFe/tisE1PySUUZtDco+NU3dsuhqWCijenuinQPAvsJB9KmO72xK66hZ/dvbJ1OoG6XAXpgq2MKmTaCMsHsK9w3jx3M8IMD1qpd4PagF6gu7xdGkmcN5NbZPfuWzGUnW4KFLSaLS3oN5zpXslmB7IPm00pW6cTKN52actsOACdP6cNwZ4RHDQcMI0jvBvngiX6SuYhoxXoH14nsO9L1Q9Q2PxWcboKHRXo03A7qzhl9+ukJOCBf+rElq3TCRSPvC9mdgg6f2bWadbHeQWzPPnCdksTa5uuSgxoBdqY6BV0oRH8QXVUoAC8ZyxPAOaY/VWcbj6pbJ1OoHYZGRlO2IfBBY/Wn0WHNnA0hlDzHGjbeIGyfj20AnUkqiMpg1+9zgpUFR7aSQy8bL+EtqATqEkp8IeoUv5UhFagAcTsEa9YxlSvvBytZeD/+5dVNNsxt9AKNLk1Hr0wv7PqAVcrPV91TEIC5RZagUoHiwbOHu7RXaMzzekwSKDcAtEOenPlhKVKh6ErghzKLcifVAiUpCkBOZRbkD+pQAJlDhIotyCBcgwrgfJ0jJc2QQLlGDYCRWO8KoIEyjFsBFrJxnhxAhIox7ARaOUa48UNSKAcw0aglWuMFwQlz2lnCmAnUHRTXwFWD0lKg4fxnyfPmdkfcHG1XkRjw0qg6Ka+InxrZrrd3in0IGdFUcbTBm7icPr4lF94Ib4InlenmZyalUDRTX1FuBRobrtIHGcW05tnuwaKathfVGHP98kjNjMKAtx+rrRkYncGO2zvduHnowtpRoGxEii6qa8IG4HW9iIo23DqGM6IONWz3Ge64uURq17Md3zrMfSn5kwOXGLxGYAMewZ7HPL0HVTPa6pyI1YCrXI39RCwEWhGYMpzHIXNa1nMajwLnwkkKlSFHUcBUFjtKoM9RFi57/gy2OGs4Zw7vxrPUW7E7iFJ4aZemib7xUcyKWVlg1UVv4T0hoyNQH81OQT+dejCfMd+eHCm2D0M9pjaNP2vsIUMdtgcG1+j3ZiRyo1YCTR3egJ+Boll61HEPZNK4TkqCWp4SGIj0Ax7LzN7p/+RJxYoGXfyU5fX1546M4lIVry8SfjPTIYDnqmN3eMmLlduxEqgie1TQjYBoDh6AVXxLLhfcRMbgYJ0fwuHVaQpxSPN7YOuU+2X72pgp8dhTEcSpDHNF8fXyFZuxEqg4izwTvISCbQ8bAVKcrvISqDYgzzF9mWtPoHN1agueb82OrTxgIhi1nOOKPlt3Eq6yVLZNTO9B2BDNBJoefgnUCraHMW+atyhSB24FshDQmgXVgJd4jAFgPhWBgqbkUBZsJZkk3oE2nkndg1zowpFPmkm9hX6//bOLbbJMozjEE2Yx2UyDtuIbESdJGNqqN6IcSomBBa2BDIMKVvgQpAY4zLnRGdcmBdTMYsn5GJxE5QshB301kQMajI8hElMRElGiEhkzMatmxy27rXfDkSr/Z6nfZ+mz1v+v4tdbP88fd9/fl3Xrn2/rxMZGOrqSeJz2wR2z+L7o/ewSNezMd+FoLKkSNDeOz//eedj8X56cvH7X+58IJGD6o8trlxX4HOITXLgzSLCuCOoOXB3XnX85/HHN6+qT+h6c4FeYz58hM4lBgQVxh1BQ6UPVi08KDYuMi/663Y4W2zeDBBUGHcEras15qf5CVwnl2DZcWOOxv7b2xoIKow7gpYdiX65p19s3v6lb7bk94qNmwGCCuOOoDXvRB+Sc0JyA7+qfe4/7w22BoIK446gPy5s3BeoTcloQSCoMO4IagZ2bT+s/toLEFQYhwR1AggqDASVBYIKA0FlgaDCQFBZIKgwEFQWCCoMBJUFggoDQWWBoMJAUFkgqDAQVBaczSQMBJUFZzMJA0FlkT2bKRzy2ARBRYGg8Uj0bKbRvByPeQUSK3MUCCpLKs5mQqGyoM94JHo20wwoVBb0GY8kX2ZCobKgz3gkK2h1aIbfBq4Vfp/d8qMpEDSz+/wj5Idvn0kK2pMzy5y5LDIgNvfqnr9JrjTJPgX2xLkloTHX5fji12eSgl5l7EZWLHwzKzZyCyv2J++j2aEcVox5ZPDgAlbMEk6fT/3/UXb/5BTj/Nb1n5CRLx6mxwTow8c/3kyPiQcEhaDxgaAxQFAIGgMEhaDxgaAxQFAIGgMEhaDxyQBBI/Ws2MTzkrHxBlbsygus2OVdkjFLOH0e6iMjI030mH2/kJFfW+kxr9FXnjvRQY+Jh62gAKQUCApUA0GBaiAoUA0EBaqBoEA1EBSoBoIC1UBQoBpLQQ8VL9tDZVqL8mrGOMnXg4yBx1YurpmgY28syX9mkooNrTCzt+iXnIqxd2EFOZ+1DLpIRot0g4z67KuzE3Rw0ZnhYuKyD/3zh4bXNjGS32UH6YGXlv5waXU7GevPGxoNdBGx1tLC2S168eRAAAACyElEQVT4Jadi7F1YQe+Lswy6SEaLdIOM+gSqsxO0fYsxTY3+mU+jP28L0snw/S1BemBPlTEXx8jYidvDV1Z1E7HP2gpnt+CXnIpxd2EHOZ+zDEaRjBbpBhn1CVRnJ+irLxnzwTYydmFlN52s6ewM0gP3VAQWVY3Q0+puyK4gp50tnN2Cb9KLcXdhB2c+uQxGkZwW6QYZ9dlXZydos3erNVSqo6iDTh7caqK9krFXlp8e3dBIxo4Gvj255gAV8+qbzvgmp1tm7cISxnxyGZwiGS0yGmTUZ1+dnaDeLe5+0T8TCa4/x0hW5hUuuGktGdv7tDEfVZKxhubo49hGKubVN53xTXox5i4sIeczlsEpktEio0FGffbV2Ql6vmDwYgnxl2/3am4yescnY6eLB8LlLWRs/30XRqqbqJhX33TGN+nF+LuwgZzPWwZZJKNFRoOM+uyrs3yZqbO0hHrtoPb6rKysLZxktFc61l5U8ORlMjbZUJC/9S8qNvUANJ3xS3ox/i6soObzlkEXSbfIaJBRn311eKEeqAaCAtVAUKAaCApUA0GBaiAoUA0EBaqBoEA1EBSoBoIC1UBQoBoIClQDQYFqIChQDQQFqoGgQDUQFKgGggLVuCPoutzb5uTm7kj3MjIGR/p0R1BjhrxLhRwuSfcyMgYn+nRO0OFT6V5GxuBEn84J2lfeV77toR3NFSvOmbeK7qiLpHtV7uJEny4Kemt4IrfN1L99pPT86BMp/RRwZuNEny4K+rgx954x7za9XFhWVrIp3atyFyf6dFHQNdFCz0YLbdltTGQ83atyFyf6dFnQ75eHxje8l+5VuYsTfbosqNl715Lt2u7xDuFEny4J+m8mtVXpOEr7dFdQcE0AQYFqIChQDQQFqoGgQDUQFKgGggLVQFCgGggKVANBgWogKFANBAWqgaBANRAUqAaCAtVAUKCavwEl1rPiteki2wAAAABJRU5ErkJggg==" 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" /><!-- --></p>
 <pre class="r"><code>print(p7)</code></pre>
 <pre><code>## Sums of squares:
-##      SFO     IORE     DFOP 
-## 3661.661 3195.030 3174.145 
+##    SFO   IORE   DFOP 
+## 3661.7 3195.0 3174.1 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 3334.194
+## [1] 3334.2
 ## 
 ## Parameters:
 ## $SFO
@@ -1705,7 +1727,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;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       2.30e-10 5.00e-01  0.0000      Inf
+## k2       3.63e-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
 ## 
@@ -1714,7 +1736,7 @@ 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 5.95e+09 3.01e+09
+## DFOP 96.4 3.77e+09 1.91e+09
 ## 
 ## Representative half-life:
 ## [1] 454.55</code></pre>
@@ -1729,14 +1751,14 @@ 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(p8)</code></pre>
-<p><img 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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 
-## 1996.9408  444.9237  547.5616 
+##     SFO    IORE    DFOP 
+## 1996.94  444.92  547.56 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 477.4924
+## [1] 477.49
 ## 
 ## Parameters:
 ## $SFO
@@ -1779,14 +1801,14 @@ 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 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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 
-## 839.35238  88.57064   9.93363 
+##      SFO     IORE     DFOP 
+## 839.3524  88.5706   9.9336 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 105.5678
+## [1] 105.57
 ## 
 ## Parameters:
 ## $SFO
@@ -1806,7 +1828,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;t)  Lower  Upper
 ## parent_0 9.85e+01 2.54e-20 97.390 99.672
 ## k1       1.38e-01 3.52e-05  0.131  0.146
-## k2       6.69e-13 5.00e-01  0.000    Inf
+## k2       9.02e-13 5.00e-01  0.000    Inf
 ## g        6.52e-01 8.13e-06  0.642  0.661
 ## sigma    7.88e-01 6.13e-02  0.481  1.095
 ## 
@@ -1815,7 +1837,7 @@ div.tocify {
 ##      DT50     DT90 DT50_rep
 ## SFO  16.9 5.63e+01 1.69e+01
 ## IORE 11.6 3.37e+02 1.01e+02
-## DFOP 10.5 1.86e+12 1.04e+12
+## DFOP 10.5 1.38e+12 7.69e+11
 ## 
 ## Representative half-life:
 ## [1] 101.43</code></pre>
@@ -1824,17 +1846,22 @@ div.tocify {
 <div id="example-on-page-9-lower-panel" class="section level2">
 <h2>Example on page 9, lower panel</h2>
 <pre class="r"><code>p9b &lt;- nafta(NAFTA_SOP_Attachment[[&quot;p9b&quot;]])</code></pre>
+<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre>
+<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs produced</code></pre>
+<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre>
+<pre><code>## Warning in cov2cor(ans$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(p9b)</code></pre>
-<p><img 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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 
-## 35.64867 23.22334 35.64867 
+##    SFO   IORE   DFOP 
+## 35.649 23.223 35.649 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 28.54188
+## [1] 28.542
 ## 
 ## Parameters:
 ## $SFO
@@ -1853,9 +1880,9 @@ div.tocify {
 ## $DFOP
 ##          Estimate   Pr(&gt;t)   Lower   Upper
 ## parent_0  94.7123 1.61e-16 93.1355 96.2891
-## k1         0.0389 1.43e-06  0.0312  0.0485
-## k2         0.0389 6.67e-03  0.0186  0.0812
-## g          0.7742 5.00e-01  0.0000  1.0000
+## k1         0.0389 1.08e-04  0.0266  0.0569
+## k2         0.0389 2.23e-04  0.0255  0.0592
+## g          0.5256      NaN      NA      NA
 ## sigma      1.5957 2.50e-04  0.9135  2.2779
 ## 
 ## 
@@ -1872,17 +1899,21 @@ div.tocify {
 <div id="example-on-page-10" class="section level2">
 <h2>Example on page 10</h2>
 <pre class="r"><code>p10 &lt;- nafta(NAFTA_SOP_Attachment[[&quot;p10&quot;]])</code></pre>
+<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre>
+<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre>
+<pre><code>## Warning in cov2cor(ans$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(p10)</code></pre>
-<p><img 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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 
-## 899.4089 336.4348 899.4089 
+##    SFO   IORE   DFOP 
+## 899.41 336.43 899.41 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 413.4841
+## [1] 413.48
 ## 
 ## Parameters:
 ## $SFO
@@ -1899,12 +1930,12 @@ div.tocify {
 ## sigma              4.90 1.77e-04  2.837   6.968
 ## 
 ## $DFOP
-##          Estimate   Pr(&gt;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
+##          Estimate   Pr(&gt;t)   Lower    Upper
+## parent_0 101.7315 1.41e-09 91.6534 111.8097
+## k1         0.0495 6.58e-03  0.0303   0.0809
+## k2         0.0495 2.60e-03  0.0410   0.0598
+## g          0.4487 5.00e-01      NA       NA
+## sigma      8.0152 2.50e-04  4.5886  11.4418
 ## 
 ## 
 ## DTx values:
@@ -1926,14 +1957,14 @@ 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 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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 
-## 579.6805 204.7932 144.7783 
+##    SFO   IORE   DFOP 
+## 579.68 204.79 144.78 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 251.6944
+## [1] 251.69
 ## 
 ## Parameters:
 ## $SFO
@@ -1953,7 +1984,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;t)    Lower    Upper
 ## parent_0 1.05e+02 9.47e-13  99.9990 109.1224
 ## k1       4.41e-02 5.95e-03   0.0296   0.0658
-## k2       7.25e-13 5.00e-01   0.0000      Inf
+## k2       9.94e-13 5.00e-01   0.0000      Inf
 ## g        3.22e-01 1.45e-03   0.2814   0.3650
 ## sigma    3.22e+00 3.52e-04   1.8410   4.5906
 ## 
@@ -1962,10 +1993,10 @@ div.tocify {
 ##          DT50     DT90 DT50_rep
 ## SFO  2.16e+02 7.18e+02 2.16e+02
 ## IORE 9.73e+02 1.37e+08 4.11e+07
-## DFOP 4.21e+11 2.64e+12 9.56e+11
+## DFOP 3.07e+11 1.93e+12 6.98e+11
 ## 
 ## Representative half-life:
-## [1] 41148171</code></pre>
+## [1] 41148170</code></pre>
 <p>In this case, the DFOP fit reported for PestDF resulted in a negative value for the slower rate constant, which is not possible in mkin. The other results are in agreement.</p>
 </div>
 </div>
@@ -1977,17 +2008,22 @@ div.tocify {
 <pre class="r"><code>p12a &lt;- nafta(NAFTA_SOP_Attachment[[&quot;p12a&quot;]])</code></pre>
 <pre><code>## Warning in summary.mkinfit(x): Could not calculate correlation; no covariance
 ## matrix</code></pre>
+<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre>
+<pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs produced</code></pre>
+<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre>
+<pre><code>## Warning in cov2cor(ans$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(p12a)</code></pre>
-<p><img 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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 
-## 695.4440 220.0685 695.4440 
+##    SFO   IORE   DFOP 
+## 695.44 220.07 695.44 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 270.4679
+## [1] 270.47
 ## 
 ## Parameters:
 ## $SFO
@@ -2006,9 +2042,9 @@ div.tocify {
 ## $DFOP
 ##          Estimate   Pr(&gt;t)   Lower   Upper
 ## parent_0  100.521 2.74e-10 92.2366 108.805
-## k1          0.124 5.75e-06  0.0958   0.161
-## k2          0.124 6.72e-02  0.0319   0.484
-## g           0.877 5.00e-01  0.0000   1.000
+## k1          0.124 2.53e-05  0.0908   0.170
+## k2          0.124 2.52e-02  0.0456   0.339
+## g           0.793      NaN      NA      NA
 ## sigma       7.048 2.50e-04  4.0349  10.061
 ## 
 ## 
@@ -2024,25 +2060,21 @@ div.tocify {
 <div id="example-on-page-12-lower-panel" class="section level2">
 <h2>Example on page 12, lower panel</h2>
 <pre class="r"><code>p12b &lt;- nafta(NAFTA_SOP_Attachment[[&quot;p12b&quot;]])</code></pre>
-<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre>
 <pre><code>## Warning in qt(alpha/2, rdf): NaNs produced</code></pre>
 <pre><code>## Warning in qt(1 - alpha/2, rdf): NaNs produced</code></pre>
 <pre><code>## Warning in sqrt(diag(covar_notrans)): NaNs produced</code></pre>
 <pre><code>## Warning in pt(abs(tval), rdf, lower.tail = FALSE): NaNs produced</code></pre>
-<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre>
-<pre><code>## Warning in cov2cor(ans$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 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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 
-## 58.90242 19.06353 58.90242 
+##    SFO   IORE   DFOP 
+## 58.902 19.064 58.902 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 51.51756
+## [1] 51.518
 ## 
 ## Parameters:
 ## $SFO
@@ -2063,7 +2095,7 @@ div.tocify {
 ## parent_0  97.6840    NaN   NaN   NaN
 ## k1         0.0589    NaN    NA    NA
 ## k2         0.0589    NaN    NA    NA
-## g          0.6902    NaN    NA    NA
+## g          0.6473    NaN    NA    NA
 ## sigma      3.4323    NaN   NaN   NaN
 ## 
 ## 
@@ -2082,14 +2114,14 @@ 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 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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 
-## 174.5971 142.3951 174.5971 
+##   SFO  IORE  DFOP 
+## 174.6 142.4 174.6 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 172.131
+## [1] 172.13
 ## 
 ## Parameters:
 ## $SFO
@@ -2106,12 +2138,12 @@ div.tocify {
 ## sigma            3.0811 9.64e-05  1.84296  4.319
 ## 
 ## $DFOP
-##          Estimate   Pr(&gt;t)    Lower    Upper
-## parent_0 92.73500 9.25e-15 8.95e+01 9.59e+01
-## 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
+##          Estimate Pr(&gt;t)    Lower    Upper
+## parent_0 92.73500     NA 8.95e+01 95.92118
+## k1        0.00258     NA 4.14e-04  0.01611
+## k2        0.00258     NA 1.74e-03  0.00383
+## g         0.16452     NA 0.00e+00  1.00000
+## sigma     3.41172     NA 2.02e+00  4.79960
 ## 
 ## 
 ## DTx values:
@@ -2134,14 +2166,14 @@ 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(p14)</code></pre>
-<p><img 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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 
-## 48.43249 28.67746 27.26248 
+##    SFO   IORE   DFOP 
+## 48.432 28.677 27.262 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 32.83337
+## [1] 32.833
 ## 
 ## Parameters:
 ## $SFO
@@ -2161,7 +2193,7 @@ div.tocify {
 ##          Estimate   Pr(&gt;t)    Lower    Upper
 ## parent_0 1.00e+02 2.96e-28 99.40280 101.2768
 ## k1       9.53e-03 1.20e-01  0.00638   0.0143
-## k2       7.70e-12 5.00e-01  0.00000      Inf
+## k2       6.08e-12 5.00e-01  0.00000      Inf
 ## g        3.98e-01 2.19e-01  0.30481   0.4998
 ## sigma    1.17e+00 7.68e-06  0.77406   1.5610
 ## 
@@ -2170,30 +2202,26 @@ div.tocify {
 ##          DT50     DT90 DT50_rep
 ## SFO  2.48e+02 8.25e+02 2.48e+02
 ## IORE 4.34e+02 2.22e+04 6.70e+03
-## DFOP 2.41e+10 2.33e+11 9.00e+10
+## DFOP 3.05e+10 2.95e+11 1.14e+11
 ## 
 ## Representative half-life:
-## [1] 6697.44</code></pre>
+## [1] 6697.4</code></pre>
 <p>The slower rate constant reported by PestDF is negative, which is not physically realistic, and not possible in mkin. The other fits give the same results in mkin and PestDF.</p>
 </div>
 <div id="n-is-less-than-1-and-dfop-fraction-parameter-is-below-zero" class="section level1">
 <h1>N is less than 1 and DFOP fraction parameter is below zero</h1>
 <pre class="r"><code>p15a &lt;- nafta(NAFTA_SOP_Attachment[[&quot;p15a&quot;]])</code></pre>
-<pre><code>## Warning in sqrt(diag(covar)): NaNs produced</code></pre>
-<pre><code>## Warning in sqrt(1/diag(V)): NaNs produced</code></pre>
-<pre><code>## Warning in cov2cor(ans$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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" /><!-- --></p>
 <pre class="r"><code>print(p15a)</code></pre>
 <pre><code>## Sums of squares:
-##      SFO     IORE     DFOP 
-## 245.5248 135.0132 245.5248 
+##    SFO   IORE   DFOP 
+## 245.52 135.01 245.52 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 165.9335
+## [1] 165.93
 ## 
 ## Parameters:
 ## $SFO
@@ -2210,12 +2238,12 @@ div.tocify {
 ## sigma             3.105 1.78e-04  1.795  4.416
 ## 
 ## $DFOP
-##          Estimate Pr(&gt;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
+##          Estimate   Pr(&gt;t)    Lower    Upper
+## parent_0 97.96751 2.85e-13 94.21913 101.7159
+## k1        0.00952 6.28e-02  0.00250   0.0363
+## k2        0.00952 1.27e-04  0.00646   0.0140
+## g         0.21241 5.00e-01  0.00000   1.0000
+## sigma     4.18778 2.50e-04  2.39747   5.9781
 ## 
 ## 
 ## DTx values:
@@ -2234,14 +2262,14 @@ 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(p15b)</code></pre>
-<p><img src="data:image/png;base64,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" 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3d258DApNnfs7/lqxktCTomOaco7QX7Pzh3dFT9JSqfIu5mgpq4vGlks4p1+n140hH7TloSNPosQsUeKu+GU+KOgvIUH1/2Su2KzUdsYH1WKY2g+VNSPuP+9BFNtjufT5/kq1rr5npDSdxVUBM5e+d2DfN+ftLOMt/TblEemsYJmmRBYl5K/KrYdIQqiibbnc/ZLc9ctrqARGeQCGqYkZBtS9F43Qhq4vrOt1/wCUma+TV/n8bfa1d4PJVqVx8naIYFiXl+OSgz8voDQY37vuVpF2lnX0pmRIYNddi3bedAIuiIHjEF8cPI29SXoCYubB7TxrN693neXqN6PDGKpiWCIf7+vt27d0RIzIjituTrEo2lgt5LaMcTCJd8yGAWtPq91qhA8lYoji/c4ESMZ9P7PVQhqkezyjSnkRII2q2Rd9eQ8RIzPqw2nxvn2z4umqzTfLKBRNDwW63RTalhxkmFG5zHsUeLfvuk1aMVI7vP3WPnje4JBPUtnnjsQqLk52/jvlBtfVM0Vb/5ZACJoIvqhs+K/lBivhMLNziH+//rfibDv0XJb2vfbOFRrevMXbb/PkogaFhh+jIkTpoC+s0nA4j24vdOmntCar6TCzc4gXc8vH0rC0eeDGc/HdPWK7jj29sv2tICgaDj2l2uNTSBvEnpfOY78QwYFSERdKUJifkqFG5wND/PWpZV9vWFrRMTgrzajlr3K6EPJMdBr6KDs20ozS2Vz0vPli8/WN9HOMkgETQtLW1woOR3JnHhhmtOKdzgdP7dPbtbVPm4gUsP4o/ZEAgqu8LLICVos9mG7MTJ5G1oFePMcO/eNxUCSA/U35G8MYzo/uaWwg3+tnZTD+QeXDowrkJk8ozPr1jPPLzhd/MzAkHlV3hpJATN8uYefm5A3oadOPyH+MVNz94a/rxCAKmgxVLH7WTub67nIR5DyW8bxnUIrNLmjVXHyvziZOhaq0fIBOE54U+d0iu8NBL5zPXkvnEcaErehl38m1y+8kjHnqHYfD+Xvip35ANIBO3BEdNHYr74/uZmXFhQgRvfzO9d98na3Wd9IZy692nrEpQdftL0nFBQyRVeBql8dul/8XjcB+Rt2MULo/P/fX6qQz+iySFuM+2TKR9AIuhuDskSx+L7m5txeUFNFJ1cN+a5wMotX//wx2ELuNf9VpkmEwgqu8LLIJXPO0Oq1l7o4AE4r1IJQifFx2jYMrfdjcJJrRQCsIKmWZCYD/c3R5nfLewf93jFxPeMjb4zTSAQVHaFl0GtfOZX4r5HHK/v0M8oGetZPlHpwkasoNz+5oDw4ZOiJkgFsL6/uU65HdZhQOc2QnkonKBKK7wMquUz6bWs823mOPpTlI/fkQzx9bMQyrZhj9HtBEV3Zg/4wLxJxAmquMJLo1o+s/p4hbyt8p0BSAQNyee2lVXJ23Q/QctAMMSzX+Hv/OWyPyuRCDqs6fIVzd4gb9MNBS3+x7LDQiCovSv8sfioF3+XmG8YVDkybC95e7qCRNCSj3q+vMqGLb37CbqocmDgDuEpgaDyK7zi6YuXAtb+sTRE4ojMB+3y0HdB92zpsH7ACpp8ESWbIG/T7QTNiLyCjgYIPzARCCq7wiufvriQP2e8u1UtQYS6buUemv5oU5cdhGH79C1sv7RiBd2Ti2QvUZDB7QR9axb3kJJueo4TVGmFtzp98YBwyUcw9/APmjGO+9NxHkJ535pel/7t8+a3334T8bvVdOf//aZRnTdbP3uXZbutSX+LJ/y/4nE7QWfyx4w6fWZ6jhNUaYUXn7547wXhko8nuYfV6EhAs3ZNys1B6Md2ptelf5eXe6pRSE2D1XTn/63n2Xa1sc0Mlu3WIRB0Z39DnAfl2TcuzZ8BG/54t5pQ3Jn0t3ipiZjTFz+sEhwg/lHExJ4XYkfaeQEAWxaM5B7ensaySZKdpCaHdqfeak7eptsJig49H9XdfG8xAkHlV3jx6YsCpfks+dtgfx+dwVeNDcjY+v9YNkkiaJTxzQ3F1rfvkcX9BC0DgaCuu8IbOwRGBLVkupdEImjfl4KzRrcgb1M/CXUABIK67gqfE5nct1tVpt82SATNWXYaTbOhUrF+EuoACAR13RV+w4vcQ4oNuyt4oLIIYwgEdd0VfiH/88OEmSybpKss4lKFG9hAIKjrrvDHqt1EWVE/sGySqrKIyxVuYACBoMxLCf2Q1DRNhZvqSTDXp5kv21PwqSqLuFzhBgYQCCpfSkgaXD4PBa072PdZlQvNmrl54AbbBqkqi7he4QZ6CASVXeFlwOVzwDLua0PkGfIG9QRVZREXLNxADYGgsiu8DLh8vriNe2h6kLxBPYEX9OKhfGS4cU6ylr74l4+rQuGGKKZd1BckP3XKrfAy4AR9v8M99ENgng0t6gisoO89HOb7pX+l0FZyQfEPnrp04QZCsIIqrfDS4AQt6VclJmQPeXu6Aito0BG076G1kr8B30rhqWBVZBqGeAWUVni7a9TfOO2yZZqwglbh/nlJn6NQPNZn8caNvhs3iqaDoAoorPA21ajfN276Bbs6qDOwgvpw/wLkAvbGfY7CraaCoAoorPBWNerNSOVzYeSc0b7H7OmgzsBvQTMzM/24f9LVSe70HGh91gMIqoDSCi+uUW9GIp8lnlcRWtvJng7qDKygT1iQiUm3vp8KCKqA0gpvVaP+l2M88eLaQgj9zd9X4fdadF3VBW59nyRHgBNUcYUX1ajPa9aQx9t6kDL6/4LQgp6UfdUDIChjaG+FKHHnO6l8bvN7JTHsIt1H6QIQlDG0gsZaT5LM5+XVm1300Px/AUEZ4yxB3QUQlDG0gq6wngT5lAMEtR0t3Y7bFQBBGQOCsgUEZQwIyhYQlDEgKFtAUMaAoGwBQRkDgrIFBGUMCMoWEJQxIChb6ASFwg1WgKBsoRIUCjdYQy1ovNUUyKccOEGhcIM1FILCNV4SUAkKhRusoRAUrvGSgEpQKNxgDdUQD9d4WUG3kwSFG6yg+w4qusbrtHDJB+RTBpyg4uu482pB4QbanaSy13jlNREu+YB8yoAT1JbruN0FJ13y4TZQCWrDddxuA5xRzxa6vXji67jdBxCULVSCWl3HLQAJpQAu+fgvdHvxouu4zUBC2QL5lANOFrEdRwp6attZ5o1rHRCUMQ4UtH+1LiHjmLeucUBQxjhO0M9jC1FOjcPMm9c2IChjHCfo2/z9XYYtYd68tgFBGeM4QT/qwT08u4N589oGBGWM4wTNiRrySUqsy9X6zrqsOBsEZYwDd5LuzEh95x7z1tUlP9krtM5phQAQlDFwHNQmxr18H61+SiEABGUMlaC7CnInJc0Tj+KunM+GfJ39gOvyASAoY2gE7du+sHuX9ITXRJNdOZ/Pfo1QoadCpVMQlDE0ggYUIv88lBMqmuzK+dxQc9fRF3srBICgjKERtPGvqMEFdE58zwSXzueGNrFT8hXmg6CMoRH0eHi3xMDU4E2lE67AJTQgKGOodpIKtsybvOxq6cu82qZLaDyr0XdLt4CgjHHAJR8rBtI1qWtAUMY44Ix6EFQOqM1kOyAoW6A2E2MccMkHCCqHzbWZYK/TET91gqBy2FqbyVy4oTLsdTIFBJXDztpMkFC2QD7lsLk2kwAklC2QTznsPMwECWUL5FMOewVNvW3mrwtEnNV/2HnLIj/rAEFtyecf55gsE8lis2nm/NXbSijm005Bv/D2Eqj80MNEuEDYw+ZF9vK1OixMjc35ZLBMJJ/EqJlHvZRQzKedgpZyrzxRWK64uJM0OR5EYXc9icJuexGFZXoThd30JQqjhCSfQz7AhvwViW8mEX9xXkYrfDOxR7Eh63vhm5EDBAVB5QFBRYCgIKgIEBQElQcEFQGCgqAiQFAQVB4XENQwnWVYyQyWYcUzicKKZrEMo4QkUTvxh7lyF+CbWXsBG/KPxIlXYt7PxIac2YQNkYVWUABwKCAooGlAUEDTgKCApgFBAU0DggKaBgQFNA0ICmgaLQlabHVliaO5yzRMMzgrkQR5oU4dpaDba0YswsWsqOmfkk8SOTaFoMHjjQP7E4S9Exr8phEXlv00sjSlFGkKI14KKrDtE3UDn0iCLOIzSJA++tTRCZoVcjm7plL5cY5j4dez46cQRGb4pOAbLAg/Vdh+FzbsZGBmXuxWTNjM6HDLIihFmsKIl4IKbPtE3cAnkiCL+AwSpI9B6ugEXcutqlMmK8dsm4/QqhR85J24xSn4Brd0Q6iwABt2KuxeUfPtmLBj28Iti6AUaQojXQo6sO2TdIMgkQRZxGeQIH0MUkcn6MwJCK0egA3LituOj+y5c2MKvsF5nRv498zDtzb6Sc8kbGvXwi2LoBjJh5EuBR0k7WO7QZBIkiziM0iQPvrU0Qk6nf/UPrio9Mh0fGT6QMTlFRs2OfB8bpe3sWEHoo+caZaOC+PTJ8QoRgpZJloKSgjax3aDJJEEWSTIIEH66FNHJ+ga7hOnTVSOMfROvE4QmRQY7lshHhu2jAtIT8KGpY1H6JNkXBifPiFGMZIPI1wKSrDtE3SDJJEEWSTIIEH66FNHJ+jN4JsFMT8rx2xraySM5FZ8bNjV4PO5Hedhw9bXu5mTOA0XxqdPiFGM5MPIl4IGbPtk3cAmkiCLBBkkSB996igPM22uG/MeJmTE4xUrVuxDEsnlFR+2KTJkyH1smHFiaNDAAlyYaQASYpQi+TDypaAC1z5ZN/CJxGeRIIME6aNPnZYO1AOAFSAooGlAUEDTgKCApgFBAU0DggKaBgQFNA0ICmgaEBTQNCAooGlAUEDTgKCApgFBAU0DggKaBgQFNA0ICmgaEBTQNCAooGlAUEDTgKCApgFBAU0DggKaRpuCnu+culztPgCaQJuCjjmOWqjdB0ATaFPQfOPVLmr3AdAEzhc05DQyzKzj2+xL7vkTVXyqBC/keuHt4+MzsEzQ5s7XMc1kJJFMkivwe/siYW8BlVFF0L4JVwwHIzZygmYidOThi+ihvP/GfDHSiGuGSFBTgV9kqfE7Myz8XXSpSc1FCL121s7eA05GDUFPBuVzfw+GlZgERWGHrATtn5Cc8p8JReZ/D16RCGoq8IssNX531vnn77oHBu0uaZD9x2vUi6EbiEYsC3uS+ceVaWWnSWTaiagh6JJBpidh502C/uCbX0bQkTV+QluiS11cXC1ypOFArx4T+X9oRkS1MaZXyJQ208wO2xGK3Wd6apVJU4FfZKnxO45726wRY9+9WDs/9W/HL6dWIBmxSsm9yD+6u6BjhFtON/0ePeEX4PXQV+Y1WriD9NYO+VV3WWIz6t7M6zHjgOdZxP/bXTO7sPla/hk/K0mYuaY3Oh+x1/RUyOQLVU2c4p+bC/wiU43fdXG3Mxv3yB7U7pujbzlvcVUHN2IVWb/F3QVdNNj0JPwSnzDD2gBD2YQZa/TpVPpiUnjr1jEJB1ohxP8bOwGhpa/wzxCfNmHmXf+iWVOFp9aZLBWUr/FrGB5Qq3d//lXynZ0dRhc6ZvE0h+KIZRqOTMNPTr+oZ3aijOSS4aH1B6Tt7oFQ2ko0rqpf9/sZScI8dVBD0GPBBdzfw0HCkGOodOM/a/Tcx/968Hw2QgXZBzpymeT+jeHG6OW9+WeIF1SYiTp/Xe+C8FQQ9LlgE7/wz82CCjV+S4oRensa9/LreZkNLk9a4KTlVRvFEYsfjoSRaFmy8VB/TtCPnsnPCjcLerVdQXGjfRlJwjx1UGUvPqXzP8afqm8TBEWh5/4jaA/vB9u2E9E3C+O/sgi6q1bu/RZrSgUVZqINrduY46S3oMazxUKN399r592IOM9NSCy43Na4ebyjF1QjKI5Y/HAkDD+ng0d8beQE7bkcoeGWLeiV9ZO8d2ckCfPUQRVBS6bW9q2XjsyCtnofPeQXEBDQxDT7QGCn9AfBy6sHD0MWQdH0yIhRhlJBhZkor/zH5jhpQQsfumSu8Ts1qO5n3MSNKxGaXKvFv45fVE2gOGLxyTSPRFmfpsZxgr68ghtnTIIOXnmw1rKjXTlBhXnqoLVfkgwN1+xtWKx2L1wJxRGLF1QYfqaNKb7lcScjeVWzwuyaaRkxxXcDV84eii6E7MhIEuap032tCboq1ohSQi6o3Q0XQnHEMg1HpuHnWvOA5itNO0lVG4xPK0ytFtJp5ZX4Op3eishIEuapg9YEBYD/AIICmgYEBTQNCApoGhAU0DRYQU9PHtBn4nFndAUArMEJuih66urV02IWOqUzACAGJ2hEDv+YX0c0+cw4dwZ3tr/tnFF7kVRFKZ84QaMu84836oomr2g0x32J2k0loxSQTzlwgm4LSZkwITVoizihUqdjuwsdHCAo5FMG7E5S1tqZ0z++JZ5qSejPHaO7nrG7ZzoFBGULnaDSe/HmhF4O+OTMktBM+/umS0BQtlAJKrMXb07owqHcQ/f1FJ3TIyAoW6gEtdqLz77N815f04sZ/OVrgz40zzK+UztieI79HdULIChbqAQV78XnBXvxlAswvfqp6vlnulTeZ573XpMT51J60nRVH4CgbKESVGYvvne08Hd5FX+PZ/wj+q29wr2IPYJQoUeB/T3VCSAoWxyxF28RFJ3++C+Eflvaza96v7U1TyNk8HT9MR4EZQudoNJYBB0S1jFwEv/EyEla4XGPKnVb2tegngBB2eJAQb9sUIDuVj9injjH+3+PPVJBGO45zq39yjUvLgJB2UIj6N2nwwVE082CTp7KPQxdYp7Y8GjRvcIKC1/yq95/3VX0UUDvFk/LVJcz/HpCx+6CoGyh2oJmR2+7xiOabBZ0RS/uof1288SnfuW/g+Yi4+n3X/KrVi6xfb/uaUiKvxtEP1VTv/XltCVo8X2G/VAFuiF+5jGpqWZBs6u/8Wm/+pZCCxO6ZBdPbC88N26oEOTpUy7yqtS7X5qG0If6LaGsJUEL+pcvn8D+7Cqn4sidpMy3e84q3W0vHFShQrylbtyJR7KMp5/2EIZ7EQH/cit+ed2u+VoSdMxLuUVpLzDti9NxpKAiSh5UrTnqH7t4pFdLbrhP9osUSfrU4eNHz/va98kaQEuCRnPflIo98pl2xtk4UdAy5PvPHz4lcSb/1Iz1njkAACAASURBVCQptyUt/SI7r1xY9XLD7PtkDaAlQZ8+yaXaQ7eDkQl1BEVf+LeollC6ReUl9bVsSbv26tKxf1P7PlkDUAsabzXFbkHntPz9UkoKPk7LqCQoyt4vOlNUGO4HrLvm77bfQW+l8FSwUspuQQ0zI6sO0/mPd2oJKonx9JJk33Kd11277GdnC+pDIWjxWJ/FGzf6btxomZDf+yWe2uJratwJTQnKY5zh16hSubh08cFVvUA1xO+N+xyV+dnDsH0zT8sI6l7pF80JitDObl3nLu7qyw/3VO2oA9130Ds9BwZaTaTMp77RoKACpuG+xgDdbUlpd5LSre9KAILKoaagPMZfl3TlJdXTfWEccJgJBJVDbUF5eEl9agzUzZYUBGWL5gXlMf7KfSflJNXDlhQEZYsjLjt2SEJ5SX10ICkIyhZHXHbssISaJI0auF7LkoKgtvFdj8QPlE7/ZXvZsYBDE2o8tfhFLUsKgtrEl6Ef72g9VCGA6WXHZhyeUEHSVzUpKQhqEx12IJSjdLGvIy87diha3ZKCoDZR7wT3EKxwiIbpZcclqz/kaSK+SMlRmCStqa0tKQhqE8OGGdGX1RUCqAQ1bt2O0pOnlW6gC4a/ylMj1KY+0mE8tYgf7j/9x4mfqQQIahN3m9doHHpIIYBK0Ddim3dp/kkn8dlgTk8oJ2kXb9GW9MywlJUlTu4HDwhqG8bThxVP+acSNCivyPMsyg4WTVYlocZfuC1pzUGWLekvfnPWte6rQj9AULZQCRqSlffkUXQzTDRZtYRykvJbUl7SvkvOH830VeGmxSAoW6gEfScwbHT0+HoTRZNVTajBJOmgOrEhsYE1JK+KdiwgKFvo9uJPnkL706xK1KqeUE5S30eiXh3yiAp3iQZB2aKLk0XsoH2dyNrlHg0f5PS9exCULa4qaO8VP335T+C3puF+gzOLa4CgbHFVQQ8Frvy6S1dkGu6TqkQP2uCsLSkIyhZXFRQd6vncXMsvCIaTC7t4RztnSwqCssVlBRVj+GWhU7akNILmT0n5jPvTRzRZk/l0Fm4jKA+3JU3yjh7s0C0pjaAp8ati0xGqKJqs2Xw6A7cSlIeXtIoDJaUR1C8HZUZefyBowVDh3IYQFh3TKW4nKI9J0lqOkZRG0CiuQ+sSjaWClqwRzg6rxqBfesUtBeUxnDBtSTeylpRG0A+rzefG+baPiybrIp+Owm0F5eG2pJ25LSlTSan24o9t4zq19U3RVMl8Fhz5zUjxSbrBrQXl4bakTCV10mGmn8LiqjdX4Zdcp+P2gvI8kPTO4LA6q6nawgmaZIG8Sal81tiJjMNfs61ruoREUMOMhOyvbGhTd4LyCJL6l6sdUGEVTTs4QTMskDcpkc9/+duh/iq+nNYVIRF0RI+YgngbinLrUlAew96Hn6lSK5TqNFKCIf7+vt27d9hQUlEin4UeOQh92Rb3TuMfJ3V8yykTJIJWv9caFYhPmzfhxMoiTuHHx7gtabfHvGq/tsleSQkE7dbIu2vIePImLfm8PLTDqBvmacNb7fwkbCfmjbeaRjxV41fyDxKT1dcnbIoa182UgUTQ8Fut0c1IifnOrizicHIeXYJyGtQyHH8v0avWELskJRDUt3jisQuJ5E2a83krdOru0TXzhGnFH3Tsvgf3xlfGGtHHseQfJKbL4Jt/tppj//tZQCLoorrhs6I/lJivRmURx/KSp0e5CqaUGE5wktqxJSUQNKwwfRmy4fujOZ/L+nEPHf/Phr5EnOdG+Up2F6nP9yhC6OcG9r6dDUR78XsnzT0hNV+tyiKOo2hR+277Sl+ZtqS1h2y6ofAOMQSCjmt3udbQBPImzfmcMpl7eH2pDX1p/ANCmZ4GG97xH/IqccP7L0/b+3Y2kAi60oTEfDUrizgLw/F3bdqSkhwHvYoOzpa8DaQ05nx+V/suuh52kvx9KL3G5q+aSd8RlYjnxxbcip9i//tZQCJoWlra4EDJ70yiyiL34tvxBFqXWdc3Zkk3k2xJCQSVXeFlsKzwE/ya+ywgfxvHZ0nPf0ixk3P9xQqebxbZ/34WkB6ovyNZLWRXQe6kpHkP7mn0w7c87aR2qPQOJ2kn2S1pRqvQzr8LTwkElV/hpSkdkf7Zf0sxkD3qH6QiFbRY6rhd3/aF3bukJ4h/0HCpIb4swpb0dast6e8B268sDRN+eCT8qVN6hZfGZfNJAomgPThi+kjMDyhE/nkoR5xrl06o4WfTlvQ/ks7gD2p23mZ6Tiio5Aovg0vnEweJoLs5MqTuTdj4V9TgAjpXQzTZ5RNawksa82BLOoG/LW4voT4AgaCyK7wMLp9PJbCCplmQmH88vFtiYGrwJtFkt0hoyc8LOlmG+wPVzqEDAULpMgJBZVd4Gdwin3JgBeX2NweED58UNUEqoGDLvMnLrA6YuE1C+S1pZX5L+qF3lWrmROIEVVrhZXCbfEpBMsTXz0Io24YfFNwqoaYtaczrpT/w4ARVXOGlcat8iiERNCSf21ZWJW/T7RLKSVq6QSQY4mGFtwESQYc1Xb6i2RvkbbpfQo27P7BUCSYQFFZ4GyARtOSjni+vsuEHCbdLaHHbxkOiXheeEwgqv8K72umLDMAKmnwRJZsgb9PtEvrx80aUX+Oo6TmBoLIrvL2nL/4+JHmhDUcFdAVW0D25iMElCq7NSP4X8v7ClSI4QZVWePHpi4UTx/HEeHIP3yJ0dpz03y/Kt06q3lx+vq7/xpL+Fk/6n4XcUNAPenCbxXrCaXo4QZVWePHpi8UL5/A08OYeDiN0eY70394Jc+bMDDgvO1/Xf5sQCLqzvyHOw46zb9yGvDrd57VOFC5TJ/0tXmqinacvduYrjrXYT/S5uoNkJ6nJod2pt5qTt+l2gqL85WM2mM8LJhBUfoUXnb5oBpfPud1K0GnfbIJ+Op775xl/GSYRNMr45oZiG87xdD9By0AgKOsVvvCFyLZ+m8nbcyCrvCO8PmDaIomgfV8KzhrdgrxNEFQZ9iv8qT1Z5M05kNMh59ClqkdZNkkiaM6y02iawv0+xYCgyuhohb9k2xnSS/jqCWlMrwOFyiKMIRBUNyv82bphVTrl2vCGtb24hwHLWPaBrrII/PJhBYGgulnhGy1DRf2H2/CGzND3Tr0fxLSiJVVlEZcr3MAAAkH1UkrobmUjQmdq2fKWP3o91f03pp2gqizieoUb6CEQVL6UkDRq5fO+Rx5C+5+x5S0nE8KfZ7qPRFdZxPUKN9BDIKjsCi+Davkc1PHw7hhbqlH+G7T60tqAKyz7QFVZxB0KN9gKgaCyK7wMquWzYGajNutsecOaPtzDkPdZ9gEv6MVD+chw45zkp4p/+ci5zdO9Jsse6gySnzrlVngZ9LPCL+XPORw7j2WTWEHfezjM90v/SqGt5ILiHzzNC/LiedyXWff0B1ZQpRVeGv0IejbwF/R7yC8sm8QKGnQE7XtorWQBqlspPBVSUkTT9ZNQB4ATFLvCW4PNZ9HOVb+TN+dINgf4+dn0pQALVtAq3D8v6QJpxWN9Fm/c6Ltxo2g6CKqAwgovBy6fd596tl+Q+FifWtxgfO8RrKA+3L8AuYC9cZ+jcKupIKgCCiu8HJL5vPzxZnMtWzTxNYT+8XZ22SYngd+CZmZm+nH/MiUj7vQcaH3WAwiqgOIKL41UPrf5pXYKvSg8T+RLgbfaZx3kCmAFfcKCTEy69f1UQFAFlFd4SSTyafTn9kQW9BRevDkZoVx/G37c1xNwnyTG4ATFrfASSOTz7yDu4Xfzr5BXg4YsaGDDT6e6AgRljHPuF1/ieRWhtZ3Mr27OHYW74YduAUEZ46T7xS+sPmes7zH7P0o3gKCMYXm/eDOS+cwYO+2i/Z+kH0BQxrC8X7wZyKccIKjtsLxffNE7wnXxVRn0S6+AoIxheb/4+1OFyiJhDPqlV0BQxtDeL/6c9STIpxwgqO3QCipxa03IpxwgqO2AoGwBQRlDK+gK60mQTzlAUNuhFVQCyKccIKjtgKBsAUEZA4KyhU5QqCxiBQjKFipBobKINSAoW6gEhcoi1oCgbKESFCqLWAOCsoVKUKgsYg0Iyha6nSRRZZGSNR/yNKnGoGN6BQRlC5Wg4ksUCoa+ylMjhEXPdAoIaiMlBYqzqQS14RIFtwEEtYmioRXKt72kEEAlqC2XKLgLIKhNTE+4a5ilVIKUbi8eLlGwAgS1icY/cQ++ClVRqAQVX6JgxpUTigUEtYmW+7hvoV535QPo9uJFlyiYceWEYgFBbWJ57MkrryYqBMDJIoyhFjTeaoor59P4XnTooNsKASAoYygExdVbPZ5Y+6U/7O+ZPgFBGUMhKKbe6pWA1b8tCtXGPQ+dBwjKGKohXrHe6qKh3EO3Tyma1yMgKGPovoP+t95q8SKhcIPg7IyJ3MOg5TTN6xAQlDG0O0ll660WTjQVbmjeyPTqp/CL6HTgn3TN6w4QlDEOKNywYqDwd1mVUL8NdK3rDxCUMQ64Lt4iKCq6UkLXuA4BQRnjSEHdERCUMQ4o3ACCygGC2o4DfuoEQeUAQW0HBGULCMoYEJQtIChjQFC2gKCMAUHZAoIyBgRlCwjKGBCULVA8jDEgKFugeBhjQFC2MC0edi++HU9gEIue6RQQlC1Mi4cZ933L87r1HbrdBxCULY4oHgYJZQvkUw5bi4eZgYSyBfIph52HmSChbIF8ymGvoHXHCYyt3oSIakRRjbUcVsu8yOOqOUBQW/JZuy42pBFBM1H1sSENa+CbiYzFhtRvMU4JxXzaKejlOWamP/oCCe0Jwx4jCmtHGPY/orC2hGHlLMs8V6kKgRPyGRaDDWlZHt+MXwNsSKMq+GY8m2JD6taYo4RiPu0UtJR75YnCcsXVx6TJ8SAKu+tJFHbbiygs05so7KYvURglJPkc8gE25K9IfDOJO7AhGa3wzcQexYas74VvRg4QFASVBwQVAYKCoCJAUBBUHhBUBAgKgoqgFbSwMlFYPpkr96oQheX5EIXl+BGF3Q0gCrsdiI+hhySfwz7ChlwkOJnnxa+wIQfa4ptpcgIbsjkV34wctIIiwlJs7hNGCcGn5N5n0swdfIkII8EBNYJPKs7Gx8hBLSgAOBIQFNA0ICigaUBQQNOAoICmAUEBTQOCAppGS4IWK9wuzzEo3P7MjjDN4KxEEuSFOnWUgm6vGbEIF7Oipn9KPknk2BSCBo83DuxPEPZOaPCbRlxY9tPI0pRSpCmMeCmowLZP1A18IgmyiM8gQfroU0cnaFbI5eyap5VjjoVfz46fQhCZ4ZOCb7Ag/FRh+13YsJOBmXmxWzFhM6PDLYugFGkKI14KKrDtE3UDn0iCLOIzSJA+BqmjE3Qtt6pOmawcs20+QqtS8JF34han4Bvc0g2hwgJs2Kmwe0XNt2PCjm0LtyyCUqQpjHQp6MC2T9INgkQSZBGfQYL0MUgdnaAzJyC0egA2LCtuOz6y586NKfgG53Vu4N8zD9/a6Cc9k7CtXQu3LIJi5LVw8qWgg6R9bDcIEkmSRXwGCdJHnzo6Qafzn9oHF5UemY6PTB+IuLxiwyYHns/t8jY27ED0kTPN0nFhfPqEGMVIIctES0EJQfvYbpAkkiCLBBkkSB996ugEXcN94rSJyjGG3onXCSKTAsN9K8Rjw5b14W+EhQ1LG4/QJ8m4MD59QoxiJB9GuBSUYNsn6AZJIgmySJBBgvTRp45O0JvBNwtiflaO2dbWSBjJrfjYsKvB53M7zsOGra93MydxGi6MT58QoxjJh5EvBQ3Y9sm6gU0kQRYJMkiQPvrUUR5m2lw35j1MyIjHK1as2IckkssrPmxTZMiQ+9gw48TQoIEFuDDTACTEKEXyYeRLQQWufbJu4BOJzyJBBgnSR586LR2oBwArQFBA04CggKYBQQFNA4ICmgYEBTQNCApoGhAU0DQgKKBpQFBA04CggKYBQQFNA4ICmgYEBTQNCApoGhAU0DQgKKBpQFBA04CggKYBQQFNA4ICmgYEBTQNCApoGq0Ker5z6nK1+wBoAK0KOuY4aqF2HwAN4GRBSx7y9vZPzeE+19vHx2cBMsys49vsS27GY94+lVr89SAw33i1C6atjCSSSXLcvkgcCqiI0wUtRDmDn+c+N8/0um/CFcPBiI2coHnobkqnMpGbO1/HtEUiqFDcl2NsSOAoc9XgS01qLkLotbMUiwE4DRUERff9fzMLejKIt+dgWAkvKNod8SDwi5HG/76zyPzvwSsCQYXivtyTr2Pz79TcLVQNHrS7pEH2H6+xWSCNQzxilbInmX9cmVZ2mg0DE3PUEBR12WAWdMkg09Sw87yguakd+Bcja/yEtkT3TUhOMc1bXC1ypOFArx4T+X9oRkS1MaZXyJQ208wO2xGK3Wd6Ks6kUNyXe3JwF0JdtwlVg8e+e7F2furfTltmNSEfsSzkXuQf3VzQgQtNa3QEGjPdNLXp9+gxv4AKDc+YXm3tkF91l+UNGXVv5vWYccDzLOL/7a6ZXdh8Lf+Mn5UkzFzTG52P2Gt6KmTyhaomTpkayIrbLrQa37FQqBqcPajdN0ffcuJCqwjRiFVk/T43F7R0C7posGlq+CVTwswYa/R5sGpPCm/dOibhQCuE+H9jJyC09BX+GeLTJsy86180a6rw1DqTfHFfE/9sqbtLqBrMv0q+s7PD6EJHLKG2wI9YpuHINPzk9It6ZifKSC4ZHlp/QNruHgilrUTjqvp1v5+RJMxTAzUELQo8bU7YseAC7vFwECorKJr7+IMvR3NnI1SQfaAjl0nu3xhuaF/em3+GeEGFmajz1/UuCE8FQZ8LNvGLpbgvx7YfEVowWKgazL38el5mg8uTFjhpoVUEP2Lxw5EwEi1LNh7qzwn60TP5WeFmQa+2KyhutC8jSZinBioIem9Yh9LvRCmd/zH+VH3bfwXt4f1g23Yi+mZh/FcWQXfVyr3fYk2poMJMtKF1G3Oc1XdQU3Ff49niJW2ys9suEqoGcxMSCy63NW4e7+ilVR/8iMUPR8Lwczp4xNdGTtCeyxEabtmCXlk/yXt3RpIwTw2cLqi/f8DL2aWClkyt7VuPH3TLCHogsFP6g3csrx48DFkERdMjI0YZSgUVZqK88h+b48SCCsV9Cx+6ZHijasjrxeaqwWjjSoQm12rxr4MXVgPgRyw+meaRKOvT1DhO0JdXIPS2SdDBKw/WWna0KyeoME8NtPdLkqHhmr0Ni9XuhYuAH7F4QYXhZ9qY4lsedzKSVzUrzK6ZlhFTfDdw5eyh6ELIjowkYZ4aS6A9QVfFGlFKyAW1u+Ea4Ecs03BkGn6uNQ9ovtK0k1S1wfi0wtRqIZ1WXomv0+mtiIwkYZ4aaE9QACgDCApoGhAU0DQgKKBpQFBA04CggKbBCnp68oA+E487oysAYA1O0EXRU1evnhaz0CmdAQAxOEEjcvjH/DqiyZsfcmMePsT8vwHyKQdO0KjL/OONuqLJKwZS/X/omw67mTcJ+ZQDJ+i2kJQJE1KDtogmWxJavGn6DnXOclEREJQtVIKirLUzp398SzzVnNCiFu0mNunsboaCoGyhE1R6L96c0PUdECpp+I39fdMlIChbqASV2Ys3J3TSNGPrkV3fs0w9NnTAZ/b1UVeAoGyhElS8F3/v+XY8VaNMrz59Dp2eUt6zz1bTyVvfBC5YUWcWZW91AAjKFipBrfbiD37L0y7S9KK4dZvxjV68vLSDZ/zyv1GbnQj942mg7a/mAUHZ4oi9+N7Rwt+SdW9s5feRcjaneMd67+CeeWfa3VG9QCXoroLcSUnz7oumgqBy2LkXbxF0bpUY7xXC0+Lvoys+EdAhQhzqetAI2rd9Yfcu6QniuiYgqBx2nixiFnR/jX/RheDfzBPffbxG2COPdV5hLtpxfcdB1zwARSNoQCHyz0M5oaUTcm7zLARBZaATdNrb3MOQD8wTn/nuu6+uVVzbo0rDt48Y0Aa/xLpN86TfbvjjdIl9H6wFaARt/CtqcAGdq2F5nRfoxVMugEXHdAqNoHefDhcQTTcL+j5fqeLFTeaJtc4gZPS6i4ozxtb27+3xZqd+nSdJtnq9UfXomD9J+q5JaAQ9Ht4tMTA1eJNosuUrk1tCtQXNjt52jUc02ZzQ60ELD02PyDZPHPpqMVreSHh+Ycz/HnsqsdIzko125za8S1thPlm7UO0kFWyZN3nZVfFU+wW9v/frbHyUpqEb4mcek5pqSejZ3k0GXrZMzIn3C69rKbt5/JF/v3itwv+G7JQY5QOvI1RUQbwnqxsccJjJbkGv1GzaLuhHpn1xOg78Dirm+oXS3aKjPq0+mVK5wTttPdov+F0U9tT+bZtP+9j3yRpAS4J2m4vQF7WZ9sXpOFHQMuT7T04dlTATodzPBlUNH/xZbpl5k/8X1/R//ez7ZA2gJUHDL3EPlfQ9yKsjKPrCv0W1BHMVsN8XtPdoM/ekZfP63OCOz7/xtH2frAG0JGhzri9Xq+j7cJ5KgqLs/WfKvLr35dCogD6fmg75+95EyPAEfAd9gN2CfhG8ZFWduUz74nTUEtSaC8u6VI4dn1EUtweh06H4eI2iJUHRj4P66f0MMu0IylH8w8RGno0rjZhfdY2dLaiPpgR1ATQlKE/W5i6VPDpuvEnRhKqAoGzRnKA8Z5ckejYY+20+ZTOqAIKyRZOCchTvn9ysYtvZR3X3qzwIyhatCsqTs3N4TJUXl+rrrm8gKFsccdEcy4T+s+6VsJDUT6x+n9YsIChbHHHRHOuE/rm8m2/U4E032LbqIEBQtjC9aM6MAxJq/OW9TpWfGv7ZbeYts4Za0HirKSCoHHaWvnFQQkuOzOlQqcGoz7X92zKFoLdSeCqkpIimg6ByUF405wCKDs5o5xE35ssch30CLRSCFo/1Wbxxo+/GjaVTfjnGE19D4U2ujiMvmnMQ9/dPe9YjbvTndx36KfZCNcTvjfsclbk+Ia9pQx7vQOpe6RcqQY1bt6P05GkFltd5HkLJPF82fVPg/v7p7TwajPhMe5cx030HvdNzoLWNMMTLgRP0jdjmXZp/0kl80aGTElp0cPYLnnVe33Rdcm7BluW/Sc5wMLQ7SenWd7cGQeXACRqUV+R5FmUHiyY7MaElR9/t7B3V7+Pz4hm3asQPClrqtH48AA4zsYVK0JCsvCePopthoslOTqjx1w96Bgd3X/JL2bo6I8eW5F71UmFfCgRlC5Wg7wSGjY4eX2+iaLIaCT3/cf/oyvGzfrB8H27fvWLFhnWOOL8jIChb6PbiT55C+9PWi6eqldAb20Y0qtBs7A7+sEKr8Ey09FEVTtoDQdmi5ZNF7CHvu6kdKtXqv+aZKkNm1fb91fkdAEHZ4mqC8pScfL9XeY+YNu9WO+f8D3ctQbNkyhM5D1cUlGdHtan9Ah5pMmKLuOyJo3ElQS80rVKxp8qnjbuqoCi9YdV+l36Ynegb2v29w068RtSVBG3+jjH/5VEqfbgZlxW0lL/WvlavQtORm510SqkLCZrjaUToN5Urk7i+oDx5e2d39g/u+s5+x49X2hI0l+b8xEKPAoR+bETRAgPcQ1ATF9YPb1y+wWsfn3FoqQ0tCZr7kodXi8v4ODn6vPTrwQbL7H8/C9xIUJ7CQwt7VfdsP2Hnv476BC0JOvyVQuPMNvZ/8L20OrHLVa6c42aCmrj15eTnvau+ND8jFx9rM1oSNOpPhEoq3WPaGWfjjoKa+Gv9m00rxryy9AjjPXwaQfOnpPCVavqIJtudz/rH+FMgi+zvkAZwW0F5ik+sGFCvfNxrq0+VXn5//9RFujZxgiZZkJiXEr8qNh2hiqLJdudzUdyhU110fgcGEkENMxKyv7KhTd0IaiL/4KLe0R7N3lh3xoDQIT8fj9ZUYyJO0AwLEvP8clBm5PUHghrSP+RpYu/de4xLGj41QZf1WR5AIuiIHjEF8cPI29SXoCay987vHlmp5YgKQe+Oe4Kqei7BEH9/3+7dO6Ski7qO0LpEY6mg+a+9ylMjhKZDOodE0Or3WqMC8VnJJhxfuMGZ3Pl21MNVPVrEVvyNouAOgaDdGnl3DRkvMePDavO5cb7t46LJes0nE0gEDb/VGt2MlJjvpMINzuPEIwV39iT8L7Ji06GrT9i3c0EgqG/xxGMXEqXmHNvGjetb3xRN1W8+GUAi6KK64bOiP5SY77zCDU6ipFyr79dXegHd3bvg5drlYwd+cMjm76MEgoYVpi9D4qQpoN98MoBoL37vpLknpOY7t3CDM/i0YoBfiPkgft6PSwc0LF/75fl7smxogUDQce0u1xqaQN6kZD4Lf/5D38XnCSERdKUJifnOL9zgcK6s/7yw7Ouik2uGt/QMS3x763kyH0iOg15FB2fbcO6KVD6PhDcIb3mHvA3tki19Va4FEkHT0tIGB0p+ZxIVbjDuK3u/eNfBeG7LxE6hni2GrTxWgIslEFR2hZdBStCanyHD0NfJ29AqBT09A+qdUQggPVB/R/K2BqL7m99LaMcTGGRrN3VB1p4FqXWfrN1zzq6/xbPyl4/bYL6mlEBQ+RVeGglB/+XvL/urDd9j7aP4N6vruRkzvkcB+rCeQgCpoMVSx+1k7m+u5yEeR9HJtaPa+fq0Hbnm5wcb07w63ea0ThS+AhD+1Cm9wksjkc9CD27/9Ktnyduwi1NRtULbOPZ7RCx/M80AhVN3SATtwRHTR2K+1f3NBVxZUIF/ds99+ekna3WbufMC//KDHgiV1N1nmkUoqOQKL4NUPoc++1V61R3kbdhFvXXIMGyQQz+izbcI3fdUOGuHRNDdHBlS51SI729uxvUFNVF0av24F0IrNR30frfp3Mv+q0xTCQSVXeFlkMpn8fvPv/QNeRN2cceLezhb06Gfsa72nhPdeikEYAVNsyAxH+5vjtDtfUsH1XgsqG9+jaOm1wSCyq7wMqiVz2KPbIS+b+bYD1nbrN54pUtHsYJy+5sDwodPHitJbwAACxpJREFUipogFcD6/uY6pbhd/R5R5l1qnKBKK7wMquXzjWe//b/IDSp9uBmSIb5+FkLZDcjbdDtBkXHX+4fMT3GCKq7w0qiWz+JFbTupfStFEkFD8rltZVXyNt1P0DIQDPF2r/BFV6TPYrm/bbkKNVScA4mgw5ouX9HsDfI23VDQfR+fND8jENTeFf4Dr1C/TyXm36n93KCQBeTt6QoSQUs+6vnyKhvOQHM7QUs61u0TPkZ4TiCo/AqvePri4fBL6LfAP6zfNWEYQv96W1Vidw2wgiZfRMkmyNt0O0HXtTOg3AhBLAJBZVd45dMXZ/BlLgctt35bp53cQyupU/SdzqUBzfqyLYiFFXRPLpK9REEGtxN0FD++9iM7Dqq0wotPX7z/9jiemMrcw/doUQr3J5qz9M9xptelf/s2HTduROVrVtOd//dNz5aL54YcZtluHOlv8aT/WcgNBX2/N0KGhntNz3GCKq3w4tMXi96dw9OgCvfwI7rimzyyU2Wu+YtzTK9L/x6q1OiFoB7W053/t/vT3N9XZrFstzGBoDv7G+I8KM++cWlyovq+H/+ccLYI6W/xUhMxpy+e6Fyru8RXUIQyF4yz5aJGx7FoOPfw1iyWTZLsJDU5tDv1VnPyNt1OUJSzYOgq8xUiBILKr/Cq3HeKISfDrmZfr34IH0gOiaBRxjc3FNtwMyn9JNQBEAjqwiv8gEcefUTpl3XbIRG070vBWaNbkLepo4Syh0BQ113h/wzc/8uPQadYNkkiaM6y02iaDZWK9ZNQB0AgqOuu8B/wpwaPmc+ySagswhgCQV13hV/9Cvfw+hKWTdJVFnGtwg1MIBCU/QqfeUYbFcL+CVz398YAioqk1lBVFnG5wg0MIBCUdSkhwwCv6JDvyNtzID+3D2p7mGmLVJVFXK5wAwMIBJUvJSQNLp/vP3cPZQTquwyoLFSVRVyvcAM9BILKrvAy4PL54lbuoelB8gb1BFVlERcs3EANgaCyK7wMuHz2X4aQsYbSxeU6Bi/oxUP5yHDj3PtSAaJfPu5PEk5uEN/+2J0g+alTboWXASfoj0HrDw1o46KFcLCCvvdwmO+X/pVCW8kFxT94Wmw+uaEqq97pEKygSiu8NNgRaW+nJmNdogyOBFhBg46gfQ+tNUjNvpXCUyElRTQdhngFlFZ4m2rUF9vROR2CFbQK989L0k9UPNZn8caNvhs3iqaDoAoorPC21Ki/1ql8pVHu4ChWUB/uX4BcwN64z1G41VQQVAGFFd6qRr0ZqXy2nlR447mZ9nRQZ+C3oJmZmX7cv0zJiDs9B1qf9QCCKqC0wotr1JuRyOedKtw+0dFYezqoM7CCPmFBJibd+n4qIKgCSiu8uEZ9fq+XeKpaH9TPrszfkqQJbWd1gFvfJ8kR4ARVXOFFNeqNOzbztKxuHZkw9NbZZu/RdVUXgKCMob0VosQ1kVL5vJXqHT5T5qusSwGCMoZWUInvlZBPOUBQ2wFB2QKCMoZW0BXWkyCfcoCgtqOl23G7AiAoY0BQtoCgjAFB2QKCMgYEZQsIyhgQlC0gKGNAULaAoIwBQdkCgjIGBGULnaBQuMEKEJQtVIJC4QZrQFC2UAkKhRusAUHZQiUoFG6wBgRlC5WgULjBGhCULXQ7SaLCDXnNGvJ421Cc1eVgKWhenQgeD392TeoOKkGtruP+5RhPvPj+3O4E0y3o5fM8SVEMm9QbVILacB232wBDPFuoBLXhOm63AQRlC91ePPF13O4DCMoWKkHF13GbgYSyBfIpB3YvXnQdtxlIKFse5NNVS9gpACeLMMaBgn7iWznkM+ataxwQlDGOE/Tn0DPoSMB55s1rGxCUMY4TdNZ47mGgxGXJLg0IyhjHCfruG9xDr3XMm9c2IChjHCfohYDN11YF32TevLYBQRnjwJ2kg88GJ/zCvHV1Mc6p5tfH6gbkZQBBGQPHQW1iyTNn/h32gkIACMoYENQmmu9HyFBF4fguCMoYKkF3FeROSpp3XzTVlfPZ5DA3zPsojPEgKGNoBO3bvrB7l/SE10STXTmfc9rfvD+5pUIACMoYGkEDCpF/HsoJFU125XyWjKpUoeNVhQAQlDE0gjb+FTW4gM6Jz/d28Xwq3+oeBGUMjaDHw7slBqYGb7K8zvN4iOdhuIRGBhDUdqh2kgq2zJu8zGrAWzGQokm9A4IyxgF3+QBB5YDSN7bjgJsogKByQOkb2wFB2cK29E3ubZ7uIKj9SJxOB4LKYWvpm7xAL55y1veWdB8c8FMnCCqHnaVvIKFsgXzKYWvpGzOQULZAPuWw8zATJJQtkE857BU09baZvy+4C/9aFvlZBwjq2vnMuq2EYj7tFHS7l4WHHibCBcIeLl3mI/YljWU+GSwTyScxauZRL0WU8mmnoKXcK08UliuunSNNjgdR2F1PorDbXkRhmd5EYTd9icIoIcnnkA+wIX9F4ptJ3IENyWiFbyb2KDZkfS98M3KAoCCoPCCoCBAUBBUBgoKg8oCgIkBQEFQECAqCyuMCghrGEIWVjGUZVjyOKKwojSjs/lsswyghyefmw9iQnCn4Zpb/iQ25+h6+mbk3sCGnPsY3IwetoADgUEBQQNOAoICmAUEBTQOCApoGBAU0DQgKaBoQFNA0WhK0WKkMr0O4yzRMMzgrkQR5oU4dpaDba0YswsWsqOmfkk8SOTaFoMHjjQP7E4S9Exr8phEXlv00sjSlFGkKI14KKrDtE3UDn0iCLOIzSJA++tTRCZoVcjm75mnlmGPh17PjpxBEZvik4BssCD9V2H4XNuxkYGZe7FZM2MzocMsiKEWawoiXggps+0TdwCeSIIv4DBKkj0Hq6ARdy62qUyYrx2ybj9CqFHzknbjFKfgGt3RDqLAAG3Yq7F5R8+2YsGPbwi2LoBRpCiNdCjqw7ZN0gyCRBFnEZ5AgfQxSRyfozAkIrR6ADcuK246P7LlzYwq+wXmdG/j3zMO3NvpJzyRsa9fCLYugGMmHkS4FHSTtY7tBkEiSLOIzSJA++tTRCTqd/9Q+uKj0yHR8ZPpAxOUVGzY58Hxul7exYQeij5xplo4L49MnxChGClkmWgpKCNrHdoMkkQRZJMggQfroU0cn6BruE6dNVI4x9E68ThCZFBjuWyEeG7aMC0hPwoaljUfok2RcGJ8+IUYxkg8jXApKsO0TdIMkkQRZJMggQfroU0cn6M3gmwUxPyvHbGtrJIzkVnxs2NXg87kd52HD1te7mZM4DRfGp0+IUYzkw8iXggZs+2TdwCaSIIsEGSRIH33qKA8zba4bgzundcTjFStW7EMSyeUVH7YpMmTIfWyYcWJo0MACXJhpABJilCL5MPKloALXPlk38InEZ5EggwTpo0+dlg7UA4AVICigaUBQQNOAoICmAUEBTQOCApoGBAU0DQgKaBoQFNA0ICigaUBQQNOAoICmAUEBTQOCApoGBAU0DQgKaBoQFNA0ICigafQjaIJPlYd8fAbvSVa7Iy6CTvKpH0ERyuRvFZJ7Ue1uuAy6yKfuBAWYoYt86k7QjOTDLeoGDp4S1ewqWlwtcqRB7V7pF13kU4+Clr+U4zEZDZyfUfdmXo8ZavdKv+gin3oUtD1C9f5E76dNCm/dOiZB7V7pF13kU4+CPs8l9BKX0LmzESrIVrtX+kUX+dSzoCeibxbGf6V2r/SLLvKpZ0HR8urBw9TulI7RRT71JCjghoCggKYBQQFNA4ICmgYEBTQNCApoGhAU0DQgKKBpQFBA04CggKYBQQFNA4ICmgYEBTQNCApoGhAU0DQgKKBpQFBA0/w/xq6MDLt0fZ0AAAAASUVORK5CYII=" /><!-- --></p>
 <pre class="r"><code>print(p15b)</code></pre>
 <pre><code>## Sums of squares:
-##       SFO      IORE      DFOP 
-## 106.91629  68.55574 106.91629 
+##     SFO    IORE    DFOP 
+## 106.916  68.556 106.916 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 84.25618
+## [1] 84.256
 ## 
 ## Parameters:
 ## $SFO
@@ -2252,18 +2280,18 @@ div.tocify {
 ## 
 ## $IORE
 ##                Estimate   Pr(&gt;t)    Lower  Upper
-## parent_0          99.83 1.81e-16 97.51348 102.14
+## parent_0          99.83 1.81e-16 97.51349 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(&gt;t)    Lower    Upper
-## 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
+## parent_0 1.01e+02     NA 9.82e+01 1.04e+02
+## k1       4.86e-03     NA 8.63e-04 2.73e-02
+## k2       4.86e-03     NA 3.21e-03 7.35e-03
+## g        1.88e-01     NA       NA       NA
+## sigma    2.76e+00     NA 1.58e+00 3.94e+00
 ## 
 ## 
 ## DTx values:
@@ -2284,14 +2312,14 @@ 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 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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 
-## 3831.804 2062.008 1550.980 
+##    SFO   IORE   DFOP 
+## 3831.8 2062.0 1551.0 
 ## 
 ## Critical sum of squares for checking the SFO model:
-## [1] 2247.348
+## [1] 2247.3
 ## 
 ## Parameters:
 ## $SFO
@@ -2310,7 +2338,7 @@ div.tocify {
 ## $DFOP
 ##          Estimate   Pr(&gt;t)   Lower  Upper
 ## parent_0  88.5333 7.40e-18 79.9836 97.083
-## k1        18.5560 5.00e-01  0.0000    Inf
+## k1        18.8461 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
@@ -2332,8 +2360,8 @@ div.tocify {
 <p>Therefore, mkin appears to suitable for kinetic evaluations according to the NAFTA guidance.</p>
 </div>
 <div id="references" class="section level1 unnumbered">
-<h1>References</h1>
-<div id="refs" class="references">
+<h1 class="unnumbered">References</h1>
+<div id="refs" class="references hanging-indent">
 <div id="ref-usepa2015">
 <p>US EPA. 2015. “Standard Operating Procedure for Using the NAFTA Guidance to Calculate Representative Half-Life Values and Characterizing Pesticide Degradation.”</p>
 </div>
@@ -2351,7 +2379,7 @@ div.tocify {
 
 // add bootstrap table styles to pandoc tables
 function bootstrapStylePandocTables() {
-  $('tr.header').parent('thead').parent('table').addClass('table table-condensed');
+  $('tr.odd').parent('tbody').parent('table').addClass('table table-condensed');
 }
 $(document).ready(function () {
   bootstrapStylePandocTables();
@@ -2390,7 +2418,7 @@ $(document).ready(function ()  {
       theme: "bootstrap3",
       context: '.toc-content',
       hashGenerator: function (text) {
-        return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_').toLowerCase();
+        return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_');
       },
       ignoreSelector: ".toc-ignore",
       scrollTo: 0