Avoid merge() and data.frame() in cost function

also for deSolve and eigenvalue based solutions. This noticeably increases performance for these methods, see test.log and benchmark vignette.
author: Johannes Ranke <jranke@uni-bremen.de> 2020-05-11 05:15:19 +0200
committer: Johannes Ranke <jranke@uni-bremen.de> 2020-05-11 05:18:32 +0200
commit: 234c9059a95e104917e488a6ddd2313234a96cdc (patch)
tree: f6e54098f79d94578434ef727b62f7cc5d5e79b7 /vignettes/FOCUS_D.html
parent: d113cd79b178fdc91aecb894707ed356129dfb75 (diff)
1 files changed, 56 insertions, 58 deletions
diff --git a/vignettes/FOCUS_D.html b/vignettes/FOCUS_D.html
index ff9d4596..38c597b0 100644
--- a/vignettes/FOCUS_D.html
+++ b/vignettes/FOCUS_D.html
@@ -11,7 +11,7 @@
 
 <meta name="author" content="Johannes Ranke" />
 
-<meta name="date" content="2020-05-06" />
+<meta name="date" content="2020-05-11" />
 
 <title>Example evaluation of FOCUS Example Dataset D</title>
 
@@ -365,7 +365,7 @@ summary {
 
 <h1 class="title toc-ignore">Example evaluation of FOCUS Example Dataset D</h1>
 <h4 class="author">Johannes Ranke</h4>
-<h4 class="date">2020-05-06</h4>
+<h4 class="date">2020-05-11</h4>
 
 </div>
 
@@ -423,101 +423,99 @@ print(FOCUS_2006_D)</code></pre>
 <pre class="r"><code>SFO_SFO &lt;- mkinmod(parent = mkinsub(&quot;SFO&quot;, &quot;m1&quot;), m1 = mkinsub(&quot;SFO&quot;))</code></pre>
 <pre><code>## Successfully compiled differential equation model from auto-generated C code.</code></pre>
 <pre class="r"><code>print(SFO_SFO$diffs)</code></pre>
-<pre><code>##                                                       parent 
-## &quot;d_parent = - k_parent_sink * parent - k_parent_m1 * parent&quot; 
-##                                                           m1 
-##             &quot;d_m1 = + k_parent_m1 * parent - k_m1_sink * m1&quot;</code></pre>
+<pre><code>##                                                    parent 
+##                          &quot;d_parent = - k_parent * parent&quot; 
+##                                                        m1 
+## &quot;d_m1 = + f_parent_to_m1 * k_parent * parent - k_m1 * m1&quot;</code></pre>
 <p>We do the fitting without progress report (<code>quiet = TRUE</code>).</p>
 <pre class="r"><code>fit &lt;- mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE)</code></pre>
 <pre><code>## Warning in mkinfit(SFO_SFO, FOCUS_2006_D, quiet = TRUE): Observations with value
 ## of zero were removed from the data</code></pre>
 <p>A plot of the fit including a residual plot for both observed variables is obtained using the <code>plot_sep</code> method for <code>mkinfit</code> objects, which shows separate graphs for all compounds and their residuals.</p>
 <pre class="r"><code>plot_sep(fit, lpos = c(&quot;topright&quot;, &quot;bottomright&quot;))</code></pre>
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VZbWVkVFBSYmpp269Zt7dq1I0eODAwM3L59e79+/eQOCwAAZJCYmJiQkKBWq9VqdU5OjrW1tY2NjbW1tYWFhdzRAABAxVF+ASSEqFWrVufOnQ8dOiR3kLK3c+fOxMREV1fXFStWPHr0SAihUqkMDAxSUlK2b9++Y8eOrl27/vnnn6tXr6YAAgCgSnny5MnKlSu3bdv2skNCGzZsOGDAgAkTJhgbG1dwNgAAUPGqym1BLi4uckcoF8ePHxdCREZGPnr0yN7eXggxderUjIyMe/fuzZw5U09P788//9TR0QkJCUlPT5c7LAAAqCDBwcGOjo5z584t2v7o6enp6ekVfhsVFTVnzhxHR8cLFy7IkREAAFSoqlIAjR07NiAgQKpIlCQ+Pl4IkZub++WXX/r5+Qkhbt++LYSwtbWdP3/+n3/+qa+vn5eXV1BQoFarZc4KAAAqRGxsbPfu3ZOSkgwMDAYMGPD777/fvXs3LS0tOzs7Ozs7LS3t7t27gYGBX3zxhampaWJiooeHB58TAABQvKpSANnb23/88cfKu8I5IyNDCGFtbb1mzRonJychREREROGjnTp1mjNnjvS1kZGRHAEBAEBFW7JkSWpqqoWFxZkzZ7Zs2dKrVy87O7vCTwJGRkZ2dnaenp4//fTT5cuXHR0dHz9+vHjxYnkzAwCA8lZVCiClysvLE0LY29vr6uo6OjqqVKqoqKiCgoLCCR06dJC+UF75BQBVyvvvv69SqZYvXy53ELwFpH0PFy5c6O7u/uqZtra2P/74oxAiMDCwIpIBAAD5UAC93fT19YUQFy5cuH37tpGRkaWlZVZW1v3796VHNRrNokWLpK8fPHggW0oASnTv3r3p06e3aNGibt26dnZ2PXr0+O9//yu10gDklZCQIIr8J9CrtWnTRltbOy4urpxDAQAAmVEAvd1q1aolhMjOzv74448jIiIcHR2FENJ2jzk5OaNHjz548KCWlpYQQldXV96oAJRkxYoVTk5OS5YsCQ0NTUxMvHfvXkBAwODBg93d3ZNslw8AACAASURBVF923hCACiPd7RUTE1OSyfHx8fn5+VwpDACA4lEAvd2kxsfS0vL27dtNmzaV/sdv27Ztc+fOdXFxWbduXbVq1TQajbGxsZWVldxhASiEn5/fxIkTc3JyBg0adOrUqcTExLt3727cuNHR0TE8PLx9+/Z37tyRO2PFuXv37vbt269fvy53EOD/NG/eXAixdu3aklyU5+/vL4Ro0aJFuccCAACyogB6u3l7ewshcnNzBw4cmJ+fL/3H+6ZNm+bMmXPnzp2mTZt+/PHHGo2mR48eOjo6cocFoAQhISGzZs3S1tbesWPHL7/80rFjxzp16tjZ2Q0dOvTy5cvdu3d/9OjRwIED5Y4ppkyZolKplixZotFofv755zZt2hgbG9eqVatjx44bNmwouldaoYcPH86ePbtly5Z169atXr26g4ODh4fHrl278vPzi06Ljo5WqVTSsZKLFi1ydHTs27fvjh07is75448/evbsKa3j5OQ0aNCg0NDQYi8nrVOvXj0hxP3790eOHGlrayvNHz58eGxsbOHMgQMHqlSqkydPCiEmT56sUqm6du1aNj8mKNSYMWOEEPv27fPy8jp79qxGo3nhtNDQ0P79+0sF0OjRoys0IgAAqHCUAm+3995774MPPjh+/HhsbGxISMjq1as3b95ct27dfv36devW7fbt2+PGjdPV1Z0xY4bcSQEoxIIFCzQazdSpUz/55JNiD9WoUWPbtm1OTk7BwcHHjh378MMPZUlYVH5+fp8+fXbv3m1mZtayZcuIiIgzZ86cOXNm165d+/btq169euHMiIiINm3aPHnypHDkzp07d+7c+fPPP/v27bt161aVSlVs8fXr13/zzTfS14WPShdGFe2DIiMjIyMjt2zZsmDBgsL5RV25cqVr167Gxsbvv/9+dnZ2UFDQzz//vGfPnsuXL9vZ2QkhbG1t3d3do6KiMjIyrKys6tSp4+DgUDY/IChUz549x40b5+/vHxQUFBQUZGlp2bRpUzMzM3Nzc5VKlZycnJycHB4eXtgzjh8/3svLS97MAACg3Gkgt8mTJwshrK2t3+zpcXFx1tbW0gpTp04VQtjY2OzZs8fDw0MIoVKp1q1bV7aBAbxdpMN9PD09S79UVlaWvr6+trb2w4cPXzZn9uzZQohx48aV/uVKQ/qj1dLSUktLa8WKFQUFBdL4/v37pb1Opk+fXnR+s2bNhBC2trbbt2+PiYlJSkoKCQkZMmSI9HflkSNHCmdGRUUJIYyNjQ0MDFxcXPbv33///v3CR6XLKFQq1ejRo8+fP5+QkHDkyJEPPvhAWufHH38sto6ZmZmDg8PUqVPz8/Ol8QcPHki9T//+/Ysm7Ny5sxBi2bJlJXn7y5YtE0JMmjTpNX9s/8DU1FQIkZycXLbLopxs3LhR+oTwCtbW1hs3bpQl3u7du4UQPj4+srw6AAAlpKTPP1wB9NaztrYODg7+7LPPzp079+233woh4uLifHx8hBC1atVas2ZNv3795M4IoNLJyclp3br1lStX3uzpderUefUEf39/6b6SktPT01uyZMn48ePfLNILqdXqadOmFV2zZ8+emzZt8vHxWb169cSJE2vXri2ESEpKunz5shDit99+a9++vTTT3Nx806ZNV69eDQ0NDQkJ6dKlS9GV09LSnJ2dL1++XK1atcLBGzdu/PDDD0KINWvWFN5QY2lp+eGHH/bv33/btm3/+c9/+vXrZ2hoWPiU5ORkZ2fnJUuWFI5YWFhMmDDh66+/DgkJKcMfBaqgoUOHDhw48OTJk6dPn05ISEhISFCr1RqNxsrKysrKytraukOHDp07d+YmcQAAqgj+ylcCW1vbs2fPBgQE7Nq1a+fOndnZ2e3bt/f29h46dKjUVgJAMQUFBWlpaXKn+P/k5OQ8ffq0bNfU09ObOHFisUFvb29XV9fw8PCNGzdOmzZNCKHRaH799VchRLt27YpNtrGxCQ0NTU9Pf37xadOmFW1/hBC//fabEMLd3b3YdioqlWr16tU7d+5MSUk5c+bMRx99VPTRr7/+utjKDRs2FEI8fvy4xG8UeDEdHZ0uXboUqy/LSVJSkqenZ8l/30p/BF26dKk8QwEAgP9DAaQQKpWqR48ePXr0ePz4cUBAwMSJE3v37i13KACVl76+/huc1ZWVlVWrVq38/PzExMSX9csLFiyYOXPmmDFj1qxZU+qYpdWoUaPnL1ZSqVRt27YNDw+PiIiQRurUqdO/f/9i0yIiIo4cOXLs2LGXLS7dNVbUzZs3hRAv3KHZzMzMxcXl+vXrFy9eLFYANW7cuNhkbW3tl74loLJKT0+/ceNGVlbWaz0rOTm5nPIAAIBiKICUxsnJKSAgQDoODADKVvXq1T/88MPAwMDVq1dLe/0U8/Tp03Xr1gkhevToUeHpXqB+/fovHJfO8CpWgV25cmX//v2hoaF37tyJjo7OzMx89eKWlpbFRqQ/e5cuXbp06dKXPavoPtMSKyurV78Q8FZo0KCBWq0ueaGzaNGiDRs2SHtyAQCACkABpDSNGjUS//tHCACUuW+++ebQoUMLFixo3bq1p6dn0Yeys7MHDx4cFxfXsmXLbt26yZWwqJycnBeOZ2dnCyEKL1XIy8v74osvNm/eLIRQqVQNGzbs2rVro0aNWrVqtXnz5kOHDr1wkWL3f4n/lTu2travuP3WxMSk2IiWllZJ3gtQ+ZmYmDz/O/xlatasWa5hAABAMRRASuPk5CQogACUm/bt20+fPn3RokU9e/YcOXLk8OHDnZ2dMzMzjx8/Pn/+/CtXrpiYmGzZsuX5Q9NlERMT88Lx27dvi/9dBySE+Pbbbzdv3qyrq/vtt98OHjy4Vq1ahTN37dpV8pdr1KhRXFzcl19+OWPGjDcPDQAAAJQDCiClcXR0FBRAAMrTggUL9PX158+fv2bNmmIb/TRo0GDv3r3Ozs5yZSsmOjo6PDzc1dW16GBqampQUJD43x+YQog9e/YIIcaMGfP8GWTR0dElfzlnZ+cTJ078/fffzz+k0Wj27dtXUFDQqVMn6egxAAAAoCJRACmNpaWlkZFRUlJSSkoKR4ABKA8qlWrWrFmffPKJv7//0aNH79+/X6NGDTc3t08++eSLL77Q19eXO+D/0Wg006dP37dvX9FtlX19fVNSUvT09IYMGSKN5OXlCSGe34vk6NGjYWFh0jolebm+ffuuXbs2ICDg2LFjH374YdGHNm7cOHz4cBMTk/j4+FK8oZImQRX3ZkdrtWjRosyTAACAyoMCSGlUKpWzs/OFCxdu3rzZvn17ueMAUCwXF5e1a9fKneKfBQQEdOvWbdq0aS4uLhEREWvXrt27d68QYuTIkQ0aNJDmtG7d+urVq+vWrXv//fc7deokhLh3797mzZuXLVsmFS7Hjh2LioqqX7++rq7uK16rY8eO/fr1++2333r06PGf//ynV69etra2iYmJW7duXbhwoRBiypQpBgYGpXk7Fy5cyM3N1dHRqSQ32aFyatmy5Rs8i3oRAABlY+NJBZJOFA4PD5c7CADIrEePHu+9997x48c9PDxsbW27du0qtT+dOnXy8/MrnDZv3rw6deo8fPjw/fff19PT09fXb9Cgwbx58zp27Cjd43bx4sVGjRpdvXr1H1/R39//3XffzcrKmjVrVtOmTWvWrOnk5DRv3ry8vLyxY8eWZm+ghg0bCiF27txpaGjo4eHxxuugKpg5c2a9evXkTgEAACoXrgBSIGm3CwogADAwMNi7d+/q1at/+eWX27dva2tru7q6Dho06Msvvyx6U5ilpeWVK1f8/PyOHz8eExNjaGjYqlWrYcOG+fj4CCE0Gs3u3bvNzc1LsnePmZnZmTNnNm/evHXr1qtXr2ZmZtrb2zdt2nTixImtW7cuzXuZP3++Wq0+deqUEKJu3bqlWQqKN3/+/BkzZgwdOnT79u1CiMDAQOk/hwAAQFVGAaRAFEAAUEhHR2fChAkTJkx49bS6desW29C60NixY8eOHVv4rYODw6vvlNHR0Rk+fPjw4cNf/YqvWKdbt26xsbHFjjCrW7duQEDAq9cECunr6//www/79+/PysqysrKqX7++3IkAAIDMuAVMgSiAAOCtplKp6tWr17FjR7mD4O1Wq1atzp07y50CAABUFhRACmRra2tsbPzgwYNHjx7JnQUAAMjGxcVF7ggAAKCyoABSIJVKJX3gu3nzptxZAACAbMaOHRsQEGBvby93EAAAID8KIGWS7gK7fv263EEAAIBs7O3tP/74Y2NjY7mDAAAA+VEAKRPbAAGo4pYuXarRaLZt2yZ3EAAAAKBSoABSJgogAAAAAABQiAJImbgFDAAAAAAAFKIAUiYbG5uaNWs+evQoKSlJ7iwAAAAAAEBmFECK1bhxY8FdYAAAAAAAQAgduQNUqMTExISEBLVarVarc3JyrK2tbWxsrK2tLSws5I5W9lxdXYODg69fv965c2e5swAAAAAAADlViQLoyZMnK1eu3LZtW2Rk5AsnNGzYcMCAARMmTFDSOansAw0AAAAAACTKvwUsODjY0dFx7ty5RdsfPT09PT29wm+joqLmzJnj6Oh44cIFOTKWCwogAAAAAAAgUXgBFBsb271796SkJAMDgwEDBvz+++93795NS0vLzs7Ozs5OS0u7e/duYGDgF198YWpqmpiY6OHhoVar5U5dNtzc3AQHgQEAAAAAAMUXQEuWLElNTbWwsDhz5syWLVt69eplZ2dnZGQkPWpkZGRnZ+fp6fnTTz9dvnzZ0dHx8ePHixcvljdzWalbt665ufnjx48fPHggdxYAAAAAACAnhRdAhw4dEkIsXLjQ3d391TNtbW1//PFHIURgYGBFJKsQLi4ugouAAAAAAACo8hReACUkJAghOnToUJLJbdq00dbWjouLK+dQFYdtgAAAAAAAgFB8ASTd7RUTE1OSyfHx8fn5+RwEBgAAAAAAFEbhBVDz5s2FEGvXrs3Ly/vHyf7+/kKIFi1alHusikIBBAAAAAAAhOILoDFjxggh9u3b5+XldfbsWY1G88JpoaGh/fv3lwqg0aNHV2jE8tSkSRMhRHh4+MveOAAAAAAAqAp05A5Qvnr27Dlu3Dh/f/+goKCgoCBLS8umTZuamZmZm5urVKrk5OTk5OTw8PDY2Fhp/vjx4728vOTNXIbMzc1r166dlJSUkJBgbW0tdxwAcsrNzX38+LHcKVBBsrKy5I4AAACAykXhBZAQYtWqVe7u7r6+vvHx8Wq1Wq1Wv3CatbX1/Pnzhw4dWsHxypurq+vJkyevX79OAQRUWSqVSghx9OhRU1NTubMAAAAAkIfyCyAhxNChQwcOHHjy5MnTp08nJCQkJCSo1WqNRmNlZWVlZWVtbd2hQ4fOnTvr6JTNT0Oj0Wzbtu3+/fslnB8SEiKEyM/PL5NXL0YqgMLDwz08PMpjfQCV3zvvvOPq6iqdioiqo3r16l26dJE7BQAAACqLKlEACSF0dHS6dOlSMR+FpR2FXvdZaWlp5RGGfaABWFpaXr9+Xe4UAAAAAORUVQqgivTOO+8sWrToyZMnJZx/4sSJkJAQQ0PD8ghDAQQAAAAAAKp0AXTz5s09e/YkJiY2adKkXbt2bm5uZbKsjo7O9OnTSz5/ypQpISEhurq6ZfLqxRQ9CEzaBwQAAAAAAFQ1Cj8GXhIQENCjRw9LS8t333336NGj0uCCBQvc3Nx8fX3XrFkzYsSIJk2aTJw4MScnR96oZa5WrVp169bNyMgo+Z5EAAAAAABAYZR/BdDSpUunTZum0WiEEA8ePPj4449PnDhx9+7dmTNnCiEMDQ0bNGgQFRWVmZm5YsWKxMTErVu3yh25jLm6uj548OD69eu2trZyZwEAAAAAADJQ+BVAERER33zzjUaj6dChw5w5c7y8vHJycoYMGTJ58mQdHZ0VK1akpqZeuXIlNTV17ty5KpXqt99+O3funNypy5h0axtbwAIAAAAAUGUp/AqgxYsX5+XleXl57d+/X0tLSwgxevTotWvXCiG++uqr8ePHS9N0dHRmzZoVERHx22+//fDDD23btpUzdFl75513hBBhYWFyBwEAAAAAAPJQ+BVAUusxceJEqf0RQkyaNEn64osvvig2efjw4UKIGzduVGDAiuDu7i6EuHz5stxBAAAAAACAPBReAN2+fVsI0bBhw8IRe3t7HR0dIYSDg0OxyY0aNRJCREZGVmDAiuDq6qqnpxcZGZmRkSF3FgAAAAAAIAOFF0Dm5uZCiCdPnhSOpKen5+XlCSGSk5OLTU5JSRFC1K5duwIDVgQ9Pb3GjRsXFBSwDRAAAAAAAFWTwgsgFxcXIURAQEDhyMGDB6UvTp48WWyyNCI9RWGaNWsmuAsMAAAAAICqSuEF0IABA4QQCxYs2LJly8OHDwMDAydMmKCjo6NSqXx9fePj4wtnRkdH+/n5CSG6du0qW9xyI20DxD7QAAAAAABUTQo/Baxfv35r1qw5f/78oEGDCge///77ixcvbtq0yd3dfciQIQ4ODjdv3ty0aVN6enrDhg1Hjx4tY+BywhVAAAAAAABUZQovgFQqVVBQ0IABAw4cOCCNjBgxYvTo0SkpKRcuXLh+/fqyZcsKJ9vY2GzdulVPT0+msOXonXfeUalU165dy83N1dXVlTsOAAAAAACoUAq/BUwIYWxs/Mcff9y/f3/fvn2hoaHr1q0TQpiamp48efKrr76qW7eurq6uu7v7mDFjwsLCWrduLXfecmFsbNygQYNnz55FRETInQUAAAAAAFQ0hV8BVMjGxsbGxqboiJmZmb+/v7+/v0ajUalUcgWrMM2aNYuOjg4LC3Nzc5M7CwAAAAAAqFDKvwLoH1WF9kewDRAAAAAAAFUYBVBVwUFgAAAAAABUWRRAVUXhFUAajUbuLAAAAAAAoEJRAFUVlpaWdevWffz4cWxsrNxZAAAAAABAhaIAqkKku8DYBggAAKCY3Nzc4ODgXbt2HThwICoqSu44AACUPQqgKoRtgAAAAIp5+vTprFmzLCws2rdv36dPn549ezZq1Kh58+aHDx+WOxoAAGWpqhwDD8FBYAAAAP+/Bw8eeHp6Sv891qRJE2dn56ysrHPnzl2+fLl79+4zZsyYP3++3BkBACgbXAFUhXALGAAAQKHc3Nx//etfYWFhzs7O58+fv3r16s6dOw8cOJCQkLB06VIdHR0/P78ffvhB7pgAAJQNrgCqQho2bGhkZHT//v1Hjx6Zm5vLHQcAAFS0GzduSE1HnTp13N3d27dvb2JiInco2axfvz4kJKRBgwZnzpwxMzMrHNfT05s8ebKtre2nn376n//8p0+fPnxwAgAoAFcAVSFaWlpNmzYVQly5ckXuLAAAoLwMHDhw4MCBly5dKjqYmZn59ddfu7m5ff7556tWrZoxY8bHH3/s6Oj4+++/y5VTdj/99JMQYunSpUXbn0J9+vTp3r17Wlra9u3bKzwaAABljwKoamEbIAAAFO/XX3/99ddf4+Liig726dPH399fo9FoaWk5ODg4OTlpa2s/fPiwd+/e/v7+ckWVUWpq6pUrVwwMDHr06PGyOZ9++qkQ4q+//qrAXAAAlBcKoKqFg8AAAKiCdu/effDgQSHEl19+mZycHBUVdevWrZSUlBEjRgghvvnmm3v37smdsaIlJSUJISwtLXV1dV82x87OTgjx8OHDCksFAED5oQCqErKysg4dOrR69eqIiAghRGhoqNyJAABAxVm/fr0Qwtvb+8cff6xZs6Y0aGxsvG7duo8++ujp06fLly+XNaAMpM2PkpOTNRrNy+ZIJVHhTwwAgLcam0ArXHZ29sKFC1esWJGenl44ePPmzRkzZsyePVtPT0/GbAAAoGJcv35dCDFlypTnH/r6668PHz5c+quDMzMzJ02alJycXML50o6EOTk5pXzdN1a7dm07O7uYmJjg4OD27du/cE5AQIAQolWrVhUbDQCAckEBpGTp6emenp5nz55VqVRt27Zt2bKlEGLjxo1Pnz5duHDhqVOnAgMDjYyM5I4JAADKUU5OTkJCghCicePGzz/q4uIihLh27VopXyUqKmrdunWv+6zMzMxSvm5pDBw4cP78+VOmTPnrr7+evxHswoULv/76q66ubt++fWWJBwBA2aIAUrJBgwadPXu2fv36v/32W7t27aTBtLS0X375xdTU9MyZM4MHD967d6+8IQEAQLnS09OrU6fOw4cP09LSnj/0PTc3V5pTyldp2rTpqVOnHjx4UML5v/766x9//GFsbFzK1y2NSZMmbd68+dy5cz4+Pps2bSp6FtiJEyc+++yzvLy8iRMnOjg4yBgSAICyQgGkWEeOHNm3b5+pqemJEyfs7e0Lx5s1a/bLL7989NFHhw4d+v33348cOdK1a1cZcwIAgPLWqVOn3bt3h4SE1KtXr9hDwcHB4n+7HZdSx44dSz45JCRECKGlJed+lCYmJvv37+/WrduBAwccHBy8vb2bNGmSkZFx8uTJEydOCCE+/vjjxYsXy5gQAIAyxCbQirVp0yYhxJQpU4q2P+J/B4FFRUVNnTq1cBoAAFAYX1/f4cOHL1u27MCBA/369VOpVJMnT05JSSk6R61Wz5s3TwjRpUsXmWLKrFmzZiEhIZ6enqmpqZs3b540adLs2bNPnDhhaGjo5+e3f//+V5wRBgDA24UrgBTr3LlzQojevXsXG2/evLm2tnZYWNjPP//8n//8R/p/PwAAoDDXrl0rtrNPTEzM/PnzV6xYIX27YsWKZcuWJSQkGBoaTpgwQY6MlYK9vX1gYOCtW7eOHDkSExNjaGjo4uLi6en5/O1yAAC81SiAFEs6hsPS0rLYuJGRkYuLy/Xr1x89elQ4DQAAKEZERETk/y8+Pl56KCMjo3DarFmzMjIyzMzM9u/fb25uLlPYysLZ2dnZ2VnuFAAAlKNXFUDR0dFvtqixsXHt2rXf7LkoK2ZmZunp6Wq1+vlzvt59993r168fPXpUCMEHPgAAFMbR0dHR0bHoyNOnT2/fvh0ZGVmzZs3CQUtLy169eo0ZM6Z+/foVnhEAAFS0VxVADRs2fLNFhw8fvn79+jd7LspK27ZtY2Ji9u7dO3369GIPtW7d+ueffz548KAQovB0MAAAoFQGBgbu7u7SPoCFbt26Je8ezAAAoCKV8d/6RkZGbm5uVlZWZbss3sCwYcOEEN9+++3du3eLPfTuu+8KIa5evSqEGDp0aMVnAwAAsqP9AQCgSnnVX/xPXmTVqlVaWlp6enojRowICgqKioq6e/fu0aNHx48fr6+vn5WVNX78+Llz51bYG8DLdOnSpXfv3o8fP37//feL7fScmpqqUqkKCgq8vLyq7KkfAAAAAABUHa+6Bez5sw/+/vvviRMn1qhR4/Tp00WvIrazs/vwww9HjBjRpk2bESNGODk5dejQoVzy4nVs3rz54cOHZ86c6dChQ5s2bVq1aiWEuHDhwvnz5zUajeDyHwAAAAAAqobXu/T322+/zc/P9/PzK3YPucTZ2XnRokX5+flLliwpo3goFSMjo6NHj86ePdvAwODcuXP+/v7+/v7nzp0zNDRs3769+N9dYAAAAAAAQNle7xj4M2fOCCE++OCDl014//33hRB///13KWOhrFSrVm3OnDnTpk07efLk7du3hRCOjo7vvfdeYGDg2bNn+ZUCAAAAAKAqeL0C6MmTJ0KIgoKCl03IyckRQqSnp5cyFspW9erVPT09PT09C0ekfaBDQkI0Go1KpZIvGgAAlUtp/lqU7rAGAACohF7vFjDpeK+TJ0++bIL0kLW1dalCofzZ2NhYWVmlpKRERUXJnQUAAKBUqN4AAPhHr3cFULdu3X766SdfX18PDw9nZ+dij0ZERPj6+gohPDw8yiwgyk3r1q337dv3999/N2rUSO4sAABUFhcvXpQ7AkoqLCzM39//zz//VKvVenp6jRs37tOnz5gxYwwNDeWOBgBApfN6BdC0adO2bNmSnp7eokWLr7/+unfv3g4ODkKI6OjovXv3rlq1KjMzs0aNGlOnTi2ftHhzz549u3//vhCiXr16+vr6Qoh333133759ISEhAwYMkDsdAACVRYsWLeSOgH9WUFAwc+bMJUuWSFsTqFSqZ8+ehYaGhoaGrl69es+ePdLd7gAAoNDr3QLWoEGDnTt3GhsbZ2ZmLlq0qFWrVqampqampq1atVq0aFFmZmbNmjX37NlTv379coqLNxAcHOzl5VWzZk1HR0dHR8eaNWv26NHj3Llz0gcj9oEGAKCUcnNzL126FBsbK3eQKmTq1KmLFi3S1taeNGnSzZs38/Lynj59GhgY2KZNm/j4+A8//DAsLEzujAAAVC6vVwAJIby8vKKjo5+/ttbExGTy5MnR0dEfffRR2cVDqWg0Gl9f3w4dOhw8eDA/P79Ro0aNGjXKy8sLCAho3759UFCQtrZ2WFhYdna23EkBAHiLxcTEtGzZctKkSXIHqSpOnTq1fPlyPT29wMDAZcuWOTs7a2lp1ahRw9PT8/Tp0wMHDnz69OmgQYPy8/PlTgoAQCXyereASczNzdesWbNmzZqEhITIyEg9Pb1GjRrVrl27zMOhlBYvXuzn56ejo/PNN998/fXXpqamQojk5ORVq1YtWrRoyZIlFhYWiYmJYWFhXCYNAMAraDSaY8eOhYSEPH/UqfSQECI5OVmOaFXR4sWLhRCzZs3q0qVLsYd0dHTWr19/9uzZa9euHTx4sGfPnnIEBACgMnqTAqiQlZWVdC7Y2yIxMTEhIUGtVqvV6pycHGtraxsbG2trawsLC7mjlb3bt2/Pnj1bW1t7z549RT/9mJmZzZs3r0WLFj4+PklJSUKIv//+mwIIAICXycvLGzRo0LZt2149zcfHp2LyVHHPnj07fvy4jo7OqFGjXjihWrVqI0aMmDZtGgUQAABFvWEBlJGRcebMmYsXLz55y+7EEAAAIABJREFU8sTExMTX1zcpKalGjRoGBgZlm69MPHnyZOXKldu2bYuMjHzhhIYNGw4YMGDChAnGxsYVnK38fP/997m5uV988cULP/r861//GjZs2Pr16wXbAAEA8Ep79uyR2p/mzZtbW1sfP3786dOnnp6eBgYG0dHRYWFhGo3m+++/Hz16tNxJq4SEhITs7OwGDRpIlza/ULNmzYQQd+7cqcBcAABUdq+9B5AQ4qeffqpfv76np6evr+/y5cv37t0rhDh16pS1tfWCBQvKOmFpBQcHOzo6zp07t2j7o6enp6enV/htVFTUnDlzHB0dL1y4IEfGcnH06FEhxOeff/6yCYUPUQABAPAKGzZsEEIMGzbs0qVLf/zxx6JFi4QQQ4cO3bVrV2ho6OHDh6tXr37gwAG5Y1YV2traQohX7+8jPaqjU6pL3QEAUJjXLoD8/PxGjBiRkpKira3t5ub2fwtpaaWmps6cOfOrr74q04SlEhsb271796SkJIP/x96dB9SUx/0D/9ylTXsiKkkoyVJhJvtSJpI0WbNHhsGkxsRkhCwNI0tk39cwyFqyL8lIdpGUFtVVSav22/39cX7PfXos6VL33G7v11/dcz6d+64x7vE530VVdfz48SEhIYmJifn5+aWlpaWlpfn5+YmJiaGhodOmTdPR0cnIyLC3txcIBGynrh2pqalE1K5duy8VmJubExGHw3n9+vW7d++klwwAAKBeiY+PJ6JZs2YxLwcOHEhE4odGP/3009y5cy9cuMA8EoO61rx5c1VV1ZSUlPT09C/V/Pfff0RkamoqxVwAAACyTrIGUHR0tK+vLxGNHTs2MzPz6dOn4lPOzs47duzg8/lBQUGyM45m1apVeXl5enp6ERERBw4ccHZ2NjY2VldXZ86qq6sbGxsPHjx4+/btDx8+NDU1zcnJYZYVlAONGjUiog8fPnypgDmloKAgEomioqKklwwAAKBeYR4OtWzZknnZrl27Ro0avXr1Slzg5uZGRHv27GElXkOjqKg4ZMgQkUj0zz//fLYgNzd369atRDRs2DDpRgMAAJBpkjWAAgMDicjW1vbgwYMfzbvmcDju7u4+Pj5EtG7dulqM+D3CwsKIyN/f39LSsvpKIyOjbdu2EVFoaKg0ktU9CwsLIrp27dqXCq5evUpEzZs3JyI0gAAAAL5EU1OTiIqKisRHWrVq9fz5c/FLY2NjBQUFfJhKR0FBgampKYfDCQwMNDMzmzlzZtW7nYKCglGjRmVkZPTp02fAgAE1v2xxcfGVK1f27dt39OjRZ8+e1UFwAAAAlknWAGLG0/r4+HA4nM8WuLq6EtGTJ0++P1mtYMYG9+rVqybFNjY2PB6PmTklB0aNGkVE/v7+xcXFn54tLi5mFmwaPHgwYRkgAACALzM0NCSiO3fuiI+0bt361atXeXl5zEuRSCQUCj/dIR5qXUhISOvWrZcvXy4SiYgoLi5uy5YtAwYM6NOnz61btzZv3typU6dLly7p6ent37+/htfMz8/39vZu0qSJnZ3d5MmTx4wZ07Fjx/bt24eEhNTljwIAACBtkjWA3rx5Q/8ztOSzmOEksrPnAjPbKykpqSbFaWlpQqFQbjYCmzRpkpmZ2fPnz0ePHl1YWFj1FPNw7MWLF+3atZs3bx4RRUVFMTdSAAAA8BEHBwci8vb2joyMZD4uraysRCLR3r17mYIbN25UVlaamJiwGLIh2Ldv3/Dhw7Oysvr06bNv3z4fHx9lZWXm1K1bt/r06TNr1qykpCRra+vIyEjxlL3qpaamdu/ePSAgoLi4+Mcff5w0adKoUaP09fVfvHjh4uLyxx9/fE/glJSUXbt2LVmyZOXKlWfPnv3sMzkAAACpkWxzBE1NzczMzJSUlGbNmn22ICUlhYhkZzN4a2vrixcvMo+GvroTxIYNG4ioS5cuUolW5xQVFU+ePNm7d++zZ8+ampr+8ssvXbt25XA49+7d2759u0Ag0NHROXnyZKtWrQwNDVNTU+Pi4szMzNhODQAAIHNmz54dFBSUkpLSs2fPgwcPjhs3ztnZ2c/Pb968ecnJyerq6lu2bCEiiSYcgaTi4uKmT5/OLP3j7e3NHImIiLh161bVMiUlJUdHRyMjo5pcs7S01MnJ6fnz5506ddq/f3/nzp2Z40KhcOvWrXPnzl2zZo2hoaGnp6ekaVNTU728vE6cOFH1AZu2tvZff/3l5eXF5X7LPrwAAADfSySJIUOGENHs2bPFR4jI0tJS/HLJkiVEZGtrK9Fl687p06eZH9Pe3j4iIqKysvKzZffv3x87dixTefbsWSmHZB4uGRgY1MXFX7161b1790//u/fo0SM+Pp6pGTlyJBHt2LGjLgIAAIDcYJb/y87OZjsIC2JjY62srIjo4MGDzJGJEydW/WDV09N7+/YtuyHrF0nvf5hf+NSpU5mXd+/e1dbWJiIdHZ3p06cvW7ZMRUWFiJhlCgYNGlRWVvbVa65fv56ImG1APj176tQpDoejpqYm6X/ZZ8+eMYPiVVVVR48evWTJkvnz59vY2DB/VFxcXMrLyyW6IAAAsEie7n8kawAxc6E5HM6mTZv+//dXaQBdunSJ+ejduXNnLcf8Dh4eHuKbs+bNm9vb248dO9bDw2POnDnjx48fPHhw1WdEnp6e0k9Ypw0gkUhUWVl5+fJlDw8PR0dHR0fHOXPmXLlypWovjBn6NHHixDoKAAAA8kGeboC+TUZGRkZGBvN1eXn58uXLraysOnXqNG3aNIFAwG62ekei+5/y8nJmKe7Xr1+LRKLs7GymwzJ8+HBx72b+/PlENGrUKGag+pw5c7562Q4dOhDRmTNnvlTg5OREROvXr6/ZzyQSiUQFBQWtWrUiIjs7u/T09KqnQkNDGzduTETe3t41vyAAALBLnu5/JGsAif5ntAjT92GWjzEyMlq+fLmjoyNz3MbGRtYea+zevdvAwKD6kVAGBga7d+9mJV5dN4C+6tGjR0RkbGzMVgAAAKgX5OkGCFgn0f0Ps8iAoaEh85Lp9fTt27fqPee5c+eIyMHB4f79+woKCnw+/9WrV9VcMycnh4jU1NSquXE9cOAA02aq2c8kEolES5cuJaKuXbsWFxd/evbOnTt8Pl9BQSEhIaHm1wQAABbJ0/2PZGsAEdHBgwd1dXW3bNny6NEjpnGQkpKycOFC5qytre2RI0e+utqOlLm5uU2YMOH69eu3bt1KT09PT09nHtPp6+vr6+sbGBj06tWrX79+shZbajp27Kijo5OUlJSSklLDOfMAAAAAUlNaWkpEzJLPIpHo0KFDRLRq1aqqN2/M2dLSUmtr6/Hjx+/Zs+fIkSPie9RPZWVlEVHz5s2ruQNk7osyMzNrHpXZfeyff/4RL1BdlY2NzdixY/fv33/48OFqsgEAANQFiVseioqKmzdvnjVr1uHDh2NjY+Pi4nJzc9u2bduuXbshQ4Y4ODh8aYd4dvH5fDs7Ozs7Oym8V3p6eu/evZnHSjVRVFRERB8+fKjLUNXhcrk9e/Y8e/bszZs3x48fz1YMAAAAgM/S19fn8/kpKSn5+fnFxcWpqam6uro//PBD1Zpnz54REbP5l4ODw549e+7fv1/NNZklhLKysiorK7+0KjPT+mGe/dbE+/fv4+PjNTU1+/bt+6UaJyen/fv3R0VF1fCaAAAAtUWyBpCDg8OUKVOcnJwsLCxWrFhRR5nqu4qKivfv3+fm5kr0XZWVlXWUpyaYzcJu3bqFBhAAAMBHunXrVpOyYcOGYUxHHWnUqFGfPn2uXr26e/duBwcHItLR0an60LGiomL79u1ENGjQICLS1dUloupvxnR1dU1MTF6/fn3r1q0v9WuY7UR+/PHHGuZknv/p6upWs8+Xnp4eEb1//76G1wQAAKgtkjWAwsLCwsLCGjduPG7cODc3N0tLyzqKVReys7OZhffErl+/fu/evbS0NEtLy969e7du3bpW3sjIyCgzM7OwsLCG9YsXL964caO6unqtvPu36dOnDxF9tJEqAAAAEFF0dHRNyurXfVG988cff1y9enXhwoWdOnUiovT09PLycgUFBSISiURz5859/vx5mzZtnJ2diSgpKYmImNWgqzFp0qTFixf/8ccfERERSkpKH52NjIwMDg5WVFR0dXWtYcgmTZoQ0du3b8vLy3k83uXLl8PDw9PT0xUVFS0sLFxcXNq0afPmzRsiatq0qUQ/PgAAwPeTrAHUs2fPyMjI7OzsDRs2bNiwwdraesqUKa6urjUfGcuKQ4cOrVmzRiQSPXz4kDny9u3bKVOmhIWFiWv4fP6iRYsWLFjA4/G+/x0VFBSYccU18ekNh/R16dJFTU0tNjY2MzMTdyQAAABVbd269dOD5eXliYmJd+7cuXPnjpGR0Y4dO8zMzKSfreEYPHjwlClTdu/ePXTo0ObNmwsEgrNnz7q4uERHRy9atCgsLExJSWnv3r1MS+jw4cNEVM08LIaXl9fevXujo6OHDh26f//+qg2j8+fPT5w4USgUent7Gxsb1zCkhoZGp06dnjx5EhgYuH///qdPn1Y96+Pj4+bmxkwr6927tyQ/PQAAQG2QdNXo5OTkVatWWVlZia+gpKQ0evTo8PBwoVBY22tU1wLxNvDi7erLy8uZZ0dEpKWl1blz50aNGjEvf/31V+knZH0XMAazQNLx48fZjQEAADJLnnbBqEXnz59XUVHp1KlTUVER21nqk2+4/ykrK5s2bZr4FpTH46mpqTFfa2trX7hwgSljlmHW1tZ+//79V6/59OlTpu+jqqo6ZswYPz+/P//8Uzzna8SIERUVFRL9XBs3biQiZnpaq1atFi9eHBwcvGfPHjc3N/Ezv0aNGjEbkgAAgOyTp/sfiRtAYrGxsYsXL676sMvQ0HDhwoXx8fG1mO87Xbhwgcnm4uJy9+5d5uCaNWuYj94DBw4wR8rLy/38/DgcDpfLFZdJjYw0gPz8/Ihozpw57MYAAACZJU83QLVry5YtRLR48WK2g9Qn33z/c+XKFQcHB/EiO3p6enPnzs3IyBCJRMXFxcuXL2d29dq1a1cNL/jmzZvhw4d/tI2Jtrb22rVrKysrJY335s0bZji5jo5OVFSU+HhFRcXixYuZd7G2tpb0sgAAwBZ5uv/hiEQiSQcNfeThw4fBwcFHjx5NSUlhnnj07dv32rVr33nZWmFvb3/x4sVx48YdPHhQfLBHjx537tzx9/f38fGpWjx58uR9+/ZNmDCBeXAkNd7e3gEBAQYGBqmpqdJ8349cv369f//+VlZWDx48YDEGAADIrMaNG79//z47O1vGp35LX2Zmpp6enrm5+fPnz9nOUm985/2PQCAYNGjQkydPiMjc3Lxdu3bFxcV37tzJy8vjcDhLly6VdEHu5OTkS5cuvXnzRkVFxcLCws7OTkVF5RuCeXp6BgYGqqmpFRYWcrncbt26mZubl5SU3Lp1Ky0tjYgUFBQqKioePHiARaMAAOoFebr/qYUGEEMkEm3evHn+/PnMdua1ddnvZGBgkJ6efu/eva5duzJHRCKRpqZmQUFBfHz8R6s+R0RE9O7d29LSUrxUkHTISAOopKREW1u7rKwsOztbS0uLxSQAACCb5OkGqHYJhUIVFRU+n19UVMR2lnrj++9/iouLV69evWHDhuzsbPFBGxubFStWDBgwoJZiSkYkEhkYGAgEgoiIiFOnTm3ZsoW5MWaYmZn5+/vfvHkzMDBw/vz5K1euZCUkAABIRJ7ufyRbBPqz7t+/f/z48ePHj8fHxzNHZGFVYwaz/aeGhob4SHl5eUFBARHp6+t/VNyqVSsievnypRQDyhBlZeWuXbtGRETcvn17yJAhbMcBAACoN6KiosrLy5mtx0FqVFRUFi1a9Ndff92/fz8tLU1JSaljx44tWrRgMVJWVpZAINDV1e3Zs2fPnj2XLl16+/btN2/eKCsrd+jQoWPHjkSkqKgYGBjIjF0CAACQpm9sAIlEort37x4/fvzEiRPMRptExOPx+vfv7+rq6uLiUmsBv4+RkVFsbOzt27dNTU2ZI4qKigYGBmlpaSkpKR/t1pGYmEj/t1vU0PTu3TsiIuLWrVtMA+j169e3bt3KyMjQ0tLq2rWrtbU12wEBAABkzuPHj5mVidu3b892loaIx+P98MMPbKf4/woLC6nKzaSKigqzyUZVmpqa4koAAABpkqwBVFlZGRkZyfR9qo7X7d69u6ur66hRo/T09Go74XcZNmxYbGzsihUr7OzsxE+ERo0atW7duiNHjixevLhq8Z49e4ioIc/H7t27999//33r1q1nz555eXldvny56lkLC4u1a9f+9NNPbMUDAABgRZMmTb50qqSkRPwveWZVY2jImjVrxuVy09LSioqKxJvMfiQuLo6IDAwMpBsNAABAwgaQgYHB27dvxS87duzo6urq6upqbGxcy7lqye+//75nz56EhITevXv7+vqOHDlSQ0Nj0aJFISEh//zzj7W19dChQ4lIJBKtW7eOaQC5ubmxnZo1PXv25PF4UVFR3bt3Lyws1NLSsre3b9my5bt37y5evBgTEzN48OCAgAAvLy+2kwIAAEjPu3fvqi9QVFT8559/Bg0aJJ08ILMaNWrUvXv327dvBwcHT5069bM1e/fuJSJbW1upJgMAAJC0AcR0f1q3bj1mzBhXV1cLC4u6SVVrmjZtevr0aScnp+TkZHd3dw8PDysrq+bNm1taWp46dWrYsGEWFhZGRkZPnjxhBjT9/PPPo0ePZjs1azQ0NMzNzZ89e1ZYWDhp0qT169eLV4MuLy8PCAjw9fWdO3du69atnZyc2I0KAAAgNRcuXKjmrIaGRqdOnVRVVaWWB2TZb7/9dvv27T///LNfv34f7TdCRIGBgREREU2bNm3IN5wAAMAWyRpAnp6erq6usjPRuiZsbGwePXq0aNGi/fv3FxUV3b59W3xKJBI9e/bs2bNnRKSgoODp6blixQr2ksqE0tJSIurQoQPzeEpMQUHBx8dHSUlp7ty5Xl5eDg4OfH4trCAOAAAg++zt7dmOAPXGqFGjDh06dPbs2R49egQGBo4YMYK5ZcrKylq2bFlQUBCHw9m0aZO6ujrbSQEAoMGR7N/w69atq6McdUpfX3/nzp1r1qwJDQ2NjY1NT09PS0tLT0/n8/ktWrQwNDRs3769i4uLrC1gJH05OTmvX78moi9tAz9nzpzt27e/fPnyxo0bGLoMAAAA8BEOh3Po0KHRo0eHhYW5urrOnDnT3Nz8w4cPMTExFRUVCgoKGzduHDFiBNsxAQCgIZKgAfTs2bOjR49yOJylS5fWXaC6o6mp6erqynYKmRYdHS0UCono/v37ZWVlioqKHxXweDwnJ6fVq1ffuXMHDSAAAJBLCQkJ3/aNGhoa1SwXDQ2Hurr62bNn9+3bt3bt2piYmMjISCJSUlJydHT08/Pr1KkT2wEBAKCBkqAB9PTp0+XLlxPR9OnTsXOBXHr//j0RaWho5Ofn379/v3v37p/W6OvrE1F2dra0wwEAAEhFmzZtvu0b3d3dd+zYUbthoJ7i8XhTpkyZMmVKenp6UlKSmpqaiYmJmpoa27kAAKBBk6AB9OOPP/L5/IqKikePHqEBJJcaN25MRKqqqvn5+devX/9sAygtLY2q3RAXAACgoVFXV2/ZsiXzjASgKn19ffzBAAAAGSFBA8jExMTPz++vv/6aP3/+wIEDP50fBPVd165dFRUVMzMziejy5csDBgy4efPmu3fv1NTUfvjhh/79+3O53FOnThFRjx492A4LAABQJ3Jzcz89uG/fPi8vLz6f7+bm5uLi0rp1ax6Pl5CQcO7cua1btxYXF3t6en5p228AAAAAWSDZItALFizQ1dX9/fffLS0t582bx2yprqSk9GmlpqZmLSUE6dHS0nJxcTly5AiHw7l27ZqNjU3Vs4aGhj179oyPjzc1Ne3VqxdbIQEAAOrUp/cwd+/e/f333xs1anTr1i1LS0vxcWNjY1tb2+nTp9vY2EyfPt3MzAyfjwAAACCzJGsAtWrVioh4PN6LFy/c3NyqqRSJRN+VC1ji7+9/9uzZDx8+EFHjxo1dXV1btGiRk5Nz7tw58SrggYGB2AMeAAAajn/++UcoFC5fvrxq90esXbt2f//998yZM1etWoUGEAAAAMgsyf4Zn5SUVDcxQFYUFBSUl5czX+fn56elpfH5/KysLGZeGBGJRCKsAA0AAA1KREQEEQ0YMOBLBf379yeiu3fvSi8TAAAAgIQkawDFx8fXUQ6QEX/++WdZWZmtre2VK1fKy8tDQkLEp7p06TJgwIDVq1fPnz9/xIgRn536BwAAIH+YVYEqKyu/VFBWVkZEBQUF0ssEAHVAJBJlZmaqqKhoaGiwnUWmFRcXHzp06NmzZyoqKjY2NkOHDuVyuWyHAoCvk6wB1Lp16zrKAbIgMzPz4sWLKioqwcHBbdq0yc/PDwoKKi8v19HR6dq1a/v27UUiUXh4+JMnT65cueLg4MB2XgAAAGnQ19dPSkq6fv16586dP1tw/fp1IpLZPVIzMjLS09MFAoFAICgrKzMwMDA0NDQwMNDT02M7GoCsiIiICAgICA8PLykpIaImTZqMHj36zz//lNn/r9mSl5c3cuTIy5cvV13xQ1FRcebMmWvXruVwOCxmA4Cvwkou8L8ePnwoFAp79OjRpEmTvn37nj17Vk1NbdKkSeICDoczZMiQJ0+eREdHowEEAAANxE8//bR9+3ZfX197e/t27dp9dPbly5e+vr5EZG9vz0a6L8rNzV2/fn1wcHBcXNxnC9q0aTN+/HgvL6/6NdihoqLi/Pnzly9fTklJUVVVbd++/fDhw83NzdnOBfWVUCj09PQMCgqqejArKysoKGjnzp2HDh1ycXFhK5usef36taWlJTPaUVFRsWnTpuXl5VlZWWVlZevXr7906dLjx495PB7bMQHgi75xqF5hYeGFCxeWL1/+xx9/LFu2jIiysrKYlYOh/mKGuOvq6hLRwIEDiejSpUsf1TRt2pSIcnJypJ4OAACAHfPnz1dRUSkoKOjSpcuCBQuio6NzcnJycnKio6MXLFhgbW2dn5/fqFGjefPmsZ30f0VGRpqamvr5+VXt/igqKioqKopfxsfHL1myxNTU9N69e2xk/BYREREWFhbOzs5BQUFnzpwJDg729fXt0KHD5MmTMQVPpmRnZx87dmzt2rUbN25kFhZgO9EXzZw5U9z9MTMzGz169LBhw3R0dIiopKRkxIgRFy5cYDWgrBAKhd26dSsoKODz+WvWrCkpKXnz5s3bt28LCwvHjh1LRDExMT/99BPbMQGgWiLJbdu2jfk7kWFpaSkSiY4fP66pqbl8+fJvuGAD98cffxCRgYEB20FEV69eJaLu3buLRKLY2Fgi0tXVFQqFVWvmzJlDRCtXrmQpIwAAsIb59M/OzmY7CAvOnj1bzTAZLS2tsLAwtjP+r+TkZGYze1VV1fHjx4eEhCQmJubn5zNn8/PzExMTQ0NDp02bxvw31dbWTk9Pl3LIb7j/OXfuHNPAateu3cqVK0+fPn348OFffvlFWVmZuSPNy8uru8BQQ1lZWW5ubh8NA9HW1g4KCqqsrGQ73cdu3LjBJNTX179165b4eHl5eVBQELPvrYaGxocPH1gMKSM8PDyIiMvl3r1799Oz/v7+zG/y5s2b0s8GUKfk6f5H4gYQM96HiHg8XocOHcQNoJMnTzLHZ8+eXQc55ZnsNIAKCgqUlZV5PF5CQoJIJDI2Niaihw8figtKSkqMjIyIKDIykr2YAADADnm6AfoGWVlZs2bNUlNTq/rPWk1NzT/++EPWficzZ84kIj09vaof4p+VnJxsampKRB4eHtLJJibp/c+bN2/U1dWJyMvLq7y8vOqpV69eMVPzXF1d6yApSCAhIUFfX/9LrdKff/65oqKC7Yz/h7W1NdPi+WwP9OzZs0zyf/75R/rZZI22tjYRTZgw4UsFJiYmRNS3b18phgKQBnm6/5FsDaDo6GhmlvvYsWM3btyoo6MjXujL2dl5x44dv/76a1BQ0MSJE7t16ybRlUEWqKmpjRs3bteuXdOnTw8LC7Ozs9u5c+fFixctLS2ZAl9f35SUlM6dO//444/sRgUAAJAyXV3doKCgoKCg9PT0uLg4RUXFtm3bNmnShO1cnxEWFkZE/v7+4k/wLzEyMtq2bVv//v1DQ0MDAwO/501FItGePXuysrJqWB8VFUVE+fn5q1at+ugUh8MZPXp0y5Ytqx5ctmxZQUFBhw4d9PT01qxZ81H99u3bBw8efOTIkfnz5zNrdVdUVOzatYuZ3l6T66P+++tLSkoGDBiQnp5ORK1atbKyslJXVxcKhYmJiXfv3q2oqAgJCenbt6+Tk5OM5BeJRA8fPiSiuXPnNm/e/LP1hoaGqampa9asEe8DKLO//zqtNzQ0ZJaA+Pvvv79Ub2Ji8vr166ioqOTkZFnLj3rUf0/9p8frMYnaRePHjyciW1tb8QBO+p8RQAymPYTHLxKRnRFAIpEoPT29WbNmRGRnZ7dhwwbmC5FI9P79++nTpxORgoJCREQE2zEBAIAF8vQETL4pKSkR0cuXL2tSXFxczOPxlJWVv/NNa3choSlTplS9uFAoZCa1VVPPzE/x8fFhvuXTdQyruT7qa6Xez8+PefnLL79Uv26OrOWfOHGiTOWRwfqEhAQi4nA4MpIH9aiXZr083f9wRFU28Puqtm3bxsfHX7582dbWljnC4XAsLS2Z3jkRvXjxon379hYWFs+ePav5ZRs4b2/vgIAAAwOD1NRUtrMQEd2/f9/R0fHt27c8Hk8oFPJ4vL59+/73339FRUXKysp79uwZM2YM2xkBAIAFjRs3fv/+fXZ2dtWlAOXV0aNHiUhXV9fW1jYvL6+G31V9k0JqmjRp8u7du/Dw8JosyJqQkNCmTZumTZtmZGR8z5sKhcLJo/9WAAAgAElEQVT169fXfATQtWvXoqKiVFVVZ8+e/dEpDoczadKkqhuupaenGxgYqKurM7PbPlv/8uVLZ2dnR0dHZtpOWVnZ2rVrv/RE96Pro75W6pk/eN26dbt79255eflH9YWFhVu3bhUKhZ07dz5y5Igs5H///v2OHTuI6MWLF1+qf/LkSVhYmKKiopeXV13nkeV6Y2NjFRUVIsrLy9PQ0PhsfXR09JUrV5SUlB49eiRr+VGP+u+p79mzp/zc/0jULmIeKAkEAvER+r8jgJiRgSoqKrXVoGoIZGoEECM9PX3KlCnMkooMLpc7aNCgx48fsx0NAABYI09PwL6K+fjr1auXSJJHZWyn/v+Yvo+zs/NHa+V8FjNwZvDgwVIIVpVE9z/MXmZt27atpobZy6J///61FBAkI94O+LMrBDNGjBhBRC1btpRiruoUFRUxmR88ePClmsmTJ8vajTpbGjVqREQLFiz4UkGXLl2IyNraWpqpAKRAnu5/JNsGnnmulZKS8qUC5pSqqqpElwVZ07x58127dmVlZTF7Orq4uAgEgrCwsE6dOrEdDQAAAL5i1qxZRHTq1ClHR8fbt2+LvtDDevDgwbhx45gZ358dWSM7mjdvzuVy37x5U1xc/KUaZgNTQ0NDKeaC//X69Wsi4nK5P/zww5dq+vXrR0TMA2NZoKKi0rhxYyJi2qCfysnJOXbsGBH16tVLqslkkr29PRGtWbPms6MFz507d//+fSL6/fffpZ0MAGpMskWgu3Xrdv78+QMHDnzpb/aQkBAiYtbeg/pOTU1t2rRphw8ffvXqVdOmTdmOAwAAID1bt24lImZdvPj4eLbjSMbJycnDw2PDhg3h4eHh4eHNmzfv1KlT48aNdXV1ORxOdnZ2dnZ2TEyM+JGep6eno6Mju5mrp6am9uOPP965cyc4OHjKlCmfFohEoj179hCRnZ2d1NNJlUgkevHiRVJSkpqamqmpKfNHVBYwI8dFIlFZWZmiouJnawoLC4mIy5XsCXSdmj59ur+/f0RExIIFC1asWCHe34aIcnJy7O3tmVFCCxcuZC+jrNizZ8/58+dLS0vNzMyuXLnCjPdh7Ny5c8aMGUTUpk2bcePGsZcRAL5GovFCTH+Hw+Fs2rSJOUJVpoBdunSJmRq6c+fOWhykJPdkcAqYWGlpqZqaGofD+ezWmAAA0KDI0xDohmD37t0GBgbV3wcaGBjs3r2blXiS3v8cOXKEiBo3bhwXF/fpWX9/f+ZqHz58qNWYMqS0tHTNmjVVhzhxudw+ffrcuHGD7WgikUhUVlbGdE8OHjz4pZru3bsTUYcOHaQZrHofPnwQN9Gsra137dr133//3bx5c8WKFeLFPsaNG8d2TFlx4cIFHo/H/Fpatmw5ePDg/v37M6OoiEhTUzMrK4vtjAC1T57ufySerD5y5Ejm/3BLS8t58+YRkZGR0fLly8UPjmxsbGoy4RzEZLkBJBKJhgwZQkT79u1jOwgAALBMnm6AaktycnJBQQHbKb6ovLz80qVLixYtcnd3d3BwsLKysrS0dHBwcHd3X7x48aVLl1i8Z5P0/qeysnLYsGFEpKure+DAgdLSUuZ4amqqu7s70w05d+5cneVl2fv378WzkLS1tU1MTFq2bMmszsnhcPz9/dkOKBKJRMy6qk2aNMnNzf30LLNIExHJSFqxmJiYahZ27dWrV0lJCdsZZcj9+/c/21m2sbHJz89nOx1AnZCn+x+JG0ClpaW//vrrl/6KtLW1Rd9XUjLeAAoMDCSi8ePHsx0EAABYJk83QN/g2rVrfn5+mZmZzMsnT56YmpoSEY/Hs7W1ffv2Lbvx6p1vuP8pKCgQP3HU0NCwtLQ0MzNj5hMpKSnt37+/7tKySygUDhgwgIiYsfZVKSoqMr8BWRiAf/r0aSaVubn58+fPxccrKysPHz7MtKtUVVVlsE3w5s0bJyenj363SkpKixYtKisrYzudLLpy5cro0aO7devWq1evGTNmfHZcHoDckKf7H8m2gReLiYk5fPhwbGxsXFxcbm5u27Zt27VrN2TIEAcHh6pTZ6EmZG0b+I/Exsaam5vr6uoyG8OzHQcAAFjToLaB/8ivv/7KrAoUHx/funXriooKS0vLmJgYcUHr1q1jYmKYf+JCTXzb/U9lZeWhQ4fWrVv38OFD5oiqqqqTk9PixYvNzMzqJin79u3bN3nyZC6XW1lZqaGh8fPPP1tYWBQVFd28efPatWvMzbyWllZ8fLx4Mg5bfv7551OnThERl8vt3bt3586di4uLr169mpCQwBScOHHCxcWF1YxfFB8fHx4enpycrKKiYmZmNnjwYG1tbbZDAQD75On+R7JFoMUsLCxWrFhRu1FANrVr187U1DQuLi4yMrJ3795sxwEAAJC2kJAQpvtjYmLCbIR8+fLlmJgYVVXV48eP8/n8SZMmJSQkHDhwgJmLBHWHy+VOmDBhwoQJWVlZaWlpSkpKJiYmct93CwoKIqLKysohQ4bs3btXV1dXfOrmzZujR49++/Ztbm5ucHDw7Nmz2YtJRBQcHDxu3LiTJ09WVlbeuHHjxo0b4lN8Pn/79u0y2/0hojZt2rRp04btFAAAdajWFuFPSUlhFvYH+TN06FAiOnPmDNtBAAAAWLBp0yYimjBhwqtXr5o3b05E586dI6KRI0cOGjTIzs5u5cqVRBQcHMxuzgalSZMmlpaW5ubmct/9KSoqYnbX7tat28mTJ6t2f4ioT58+oaGhfD6fiM6ePctOxCqUlZWPHz9+/PjxH374QTwtQEVFxdXV9enTp25ubuzGAwBo4L6lAXT9+vWlS5dmZWUxL58+fWpmZtayZUstLS07O7uMjIxaTQjsY9ZcZAb0AgAANDSvXr0iIm9vb/H21Tdv3iSiMWPGMC/79u1LRElJSezkA7nGLDtFRKtXr/7s9upWVlYODg5E9OLFC2mH+xwOhzN8+PC7d+/m5OQ8ffqUWS/i8OHDzBLRAADAIokbQL/++mv//v0XL16cn59PRBUVFa6urnFxcUQkFAqvXLnSs2fP0tLS2k8K7OnRo4eurm58fLyM3FgAAABIU2ZmJhGJN74pKCiIiYnh8Xg9evRgjjALhaSnp7OVEORYZWUlEXE4HPEuYJ/q1KkTEZWUlEgvVg1oamp26NChbdu2n+1bAQCA9EnWAKpmDnxYWNilS5f09fWZOfB1EhZYwuPxmM3gMQsMAAAaoBYtWhCRQCBgXp4+fbqystLKykpdXZ05wgyL/mhuDkCtYMadiUSiqKioL9U8f/6ciOR+NhwAAHwnyRpAmAPfYDFbY6IBBAAADVD79u2JaPfu3czLXbt2ERHzaITx77//0v/0iQBqV5MmTZgvvL29KyoqPi14/vw5s/qPHO+DBgAAtUKyBhDmwDdY9vb2ysrK//3339u3b9nOAgAAIFUeHh5EtHbtWmdn5yFDhly/fp1Z5YSI4uPj586d+9dffxGRLG9vBPWXqqqqlZUVEd2+fXvcuHEFBQVVz96/f3/w4MHl5eVE5OjoyE5EAACoJyRrAGEOfIOlqqpqa2tbWVl5/vx5trMAAABI1YABA2bMmEFEp0+fDg0NJaIpU6Z07NiRiE6cOLF27VqhUNiyZUumBqDW/frrr0TE5XKPHTvWpk2bOXPmbNu2bf369S4uLj/++GNKSgoRqaurjx07lu2kAAAg0/gSVbdo0eLVq1cCgUBHR4f+Zw58165dMQe+IXBycjp//vyZM2emTp3KdhYAAACp2rJlS9++fcPCwnJycvr37z9nzhzxqaZNmw4cODAwMFBNTY3FhCDH3Nzc9u7dGxkZqaKikpmZuWHDBvEpPp/P4/GEQqG/v3/Tpk1ZDAkAALJPshFAmAPfkA0bNozL5V66dOnDhw9sZwEAAJC2MWPG7Nu378yZM15eXuK58J6enhkZGQcPHmzcuDG78UCO8fn8kJCQLl26FBcXE5Genl6bNm1MTEzU1NQqKiqEQuGff/45e/ZstmMCAICsk6wBhDnwDZmenl63bt2Ki4svX77MdhYAAACZgH2XQDqaNm1669atxYsXa2trZ2RkxMfHv379urCw0NLS8vz583///TfbAQEAoB6QbAoYMwd+69atp0+fZo58NAeeiDAHXo45OTndvXv3zJkzw4YNYzsLAACAtBUWFkZERERHR+fm5mpqavr6+mZlZTVq1EhVVZXtaCD/VFRUlixZsnDhwqioqJSUlEaNGpmbm7dt25btXAAAUG9I1gAizIFv2JycnP76669z584JhUIej8d2HAAAAOnZvn27j4/P+/fvmZeWlpa+vr43b96cOnWqt7c3MwgaoK7x+fwePXqIN2ABAACoOYkbQEQ0ZswY8b7vYp6envPnz6+NSHUoIyMjPT1dIBAIBIKysjIDAwNDQ0MDAwM9PT22o9UPHTp0aNu27atXr+7evYs7DwAAaDiWL1/u6+tLRDwez9zc/NmzZ8xxLpebl5e3cOHCt2/fbty4kdWMAAAAANWRbA2gasjyHPjc3NwlS5aYmZk1a9bM2tp6yJAh7u7uM2fOHDZsWJcuXZo1a9a2bVs/P7/8/Hy2k9YDjo6ORHTmzBm2gwAAAEhJdHQ00/0ZO3ZsZmbm06dPxaecnZ137NjB5/ODgoLu3bvHXkYAAACAr/jGBtCDBw+8vb2dnZ0tLCx++OGH8ePH+/v7Z2Rk1G64WhEZGWlqaurn5xcXFyc+qKioqKioKH4ZHx+/ZMkSU1NT3Lp9lZOTExGJF4ECAACQe4GBgURka2t78OBBHR2dqqc4HI67u7uPjw8RrVu3jp18AAAAADUgcQMoMzNzwoQJXbt2DQgIOH369PPnz+/du3fo0KG//vqrdevWixcvLisrq4ug3yYlJcXBwSErK0tVVXX8+PEhISGJiYn5+fmlpaWlpaX5+fmJiYmhoaHTpk3T0dHJyMiwt7cXCARsp5ZpvXr10tHRiY2NjY2NZTsLAACANPz3339E5OPjw+FwPlvg6upKRE+ePJFqLAAAAABJSLYGUGlpqb29/aNHj4ioSZMm9vb2bdu2FYlEL1++DA8Pf//+/dKlS58+fXry5Mm6SSuxVatW5eXl6enpXbhwwdLS8qOz6urq6urqxsbGgwcPXrhw4cCBA+Pi4lauXMk86IPP4vP5zs7Ou3fvPnLkyJIlS9iOAwAAUOfevHlDRBYWFl8qaN68ORG9fv1aepkAAAAAJCTZCKBNmzYx3Z85c+YkJCQcOHBg0aJFixcvPnz48OvXr2fOnElEISEhwcHBdRJWcmFhYUTk7+//affnI0ZGRtu2bSOi0NBQaSSrz5glwI8cOcJ2EAAAAGnQ1NQkopSUlC8VMKewGTwAAADIMskaQIcPHyYiZ2fn9evXq6urVz2lqakZFBQ0bNgwItq5c2ctRvwe6enpRNSrV6+aFNvY2PB4vNTU1DoOVe8NGDBAT0/v5cuXDx8+ZDsLAABAnevWrRsRHThw4EsFISEhRNS5c2fpZQIAAACQkGQNoJcvXxLR9OnTP3uWw+H8+uuvRMSMEpIFTJcqKSmpJsVpaWlCoVBDQ6NuM9V/PB5v5MiRhEFAAADQMLi7uxPRpk2bNm/e/OnZy5cvr1q1iv5nJSAAAAAA2SRZA6iyspKI2rVr96UCc3NzIiopKfnOWLXF2tqaiLZs2VJRUfHV4g0bNhBRly5d6jxW/cfMAgsODhaJRGxnAQAAqFvOzs4jR44UiUSzZs2ysrKaP38+Eb1//37FihVDhw4dOHBgcXGxjY3NpEmT2E4KAAAA8EWSNYBMTU2p2jUOnz17RkQmJibfGau2zJo1i4hOnTrl6Oh4+/btL3UrHjx4MG7cOKYBxKxkBNXr0aOHsbHxmzdvIiMj2c4CAABQ5w4ePCge5vzPP/8QUUpKysKFC8+dO0dEtra2Z8+e5fMl21sDAAAAQJoku1OZMmWKh4fHunXr+vfv/+lOqBUVFQEBAUQ0duzYWgv4fZycnDw8PDZs2BAeHh4eHt68efNOnTo1btxYV1eXw+FkZ2dnZ2fHxMSIl3X09PR0dHRkN3O9wOFwRo4cuXr16iNHjvTs2ZPtOAAAAHVLUVFx8+bNs2bNOnz4cGxsbFxcXG5ubtu2bdu1azdkyBAHB4cv7RAPAAAAICMkawDNmjXr4sWL586dc3V19ff3rzrSJzY21tvb+9q1a926dfv9999rO+e3CwwMtLS09PX1TUtLEwgEAoHgs2UGBgbLli1zc3OTcrz6y9XVdfXq1UePHl23bh2eeQIAQENgYWGxYsUKtlMAAAAAfIvq/t3+2W6IlpaWsrLy0aNHT5w40b59exMTE5FIlJCQ8OLFC6FQqK6u7uLiEhkZ2b9//zrLLDE3N7cJEyZcv3791q1b6enp6enpAoFAJBLp6+vr6+sbGBj06tWrX79+tdXFqKys3LFjR25ubg3ro6KiiKgmqxTJFCsrK3Nz8xcvXly7dm3gwIFsxwEAAGBZeXm5goIC2ykAAAAAPq+6lsfevXurOVtRUfHkyZMnT55UPVhQUODj4+Pu7i5TDSAi4vP5dnZ2dnZ2UnivBw8ezJgxQ9LvKigoqIswdWrUqFF+fn5HjhxBAwgAAOSPUCh8/fq1QCAwNDSsfn3DgoKCy5cvT548OS8vT2rxAAAAACRSXQNo9uzZ33bR7t27f9s3ygdra+ugoKA3b97UsP7atWtRUVHMjvX1i6urq5+f38mTJzdv3qykpMR2HAAAgNpRWlq6YMGCzZs3izc2tbKy2rp16w8//EBET58+3b9///3793NycrKzs7OysmRn/1MAAACAL6muAbRx40ap5WBLdnY2Myzo4cOHtXVNLpfL7D5WQ97e3lFRUfVxGR0zMzNLS8tHjx6Fh4c7OTmxHQcAAKB22NnZRUREVD3y8OHDAQMG3L59OzMz08nJCR0fAAAAqHfqX9OhdlVUVDx69IjtFPXYmDFjHj16dOTIETSAAABAPhw7dozp/rRp02b69OktW7YUCAT//vtvRESEu7t7bm5uSUmJqqqqo6OjkZGRkpKSUCjU1NTU19eXtfnvAAAAAFVJ1gBKTEy8cePG48ePs7OzP3z4oKura2xsb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width="768" /></p>
 <p>Confidence intervals for the parameter estimates are obtained using the <code>mkinparplot</code> function.</p>
 <pre class="r"><code>mkinparplot(fit)</code></pre>
-<p><img 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" 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" width="768" /></p>
 <p>A comprehensive report of the results is obtained using the <code>summary</code> method for <code>mkinfit</code> objects.</p>
 <pre class="r"><code>summary(fit)</code></pre>
-<pre><code>## mkin version used for fitting:    0.9.49.11 
+<pre><code>## mkin version used for fitting:    0.9.50 
 ## R version used for fitting:       4.0.0 
-## Date of fit:     Wed May  6 19:54:54 2020 
-## Date of summary: Wed May  6 19:54:54 2020 
+## Date of fit:     Mon May 11 04:41:12 2020 
+## Date of summary: Mon May 11 04:41:12 2020 
 ## 
 ## Equations:
-## d_parent/dt = - k_parent_sink * parent - k_parent_m1 * parent
-## d_m1/dt = + k_parent_m1 * parent - k_m1_sink * m1
+## d_parent/dt = - k_parent * parent
+## d_m1/dt = + f_parent_to_m1 * k_parent * parent - k_m1 * m1
 ## 
-## Model predictions using solution type deSolve 
+## Model predictions using solution type analytical 
 ## 
-## Fitted using 389 model solutions performed in 1.041 s
+## Fitted using 421 model solutions performed in 0.149 s
 ## 
 ## Error model: Constant variance 
 ## 
 ## Error model algorithm: OLS 
 ## 
 ## Starting values for parameters to be optimised:
-##                  value   type
-## parent_0      100.7500  state
-## k_parent_sink   0.1000 deparm
-## k_parent_m1     0.1001 deparm
-## k_m1_sink       0.1002 deparm
+##                   value   type
+## parent_0       100.7500  state
+## k_parent         0.1000 deparm
+## k_m1             0.1001 deparm
+## f_parent_to_m1   0.5000 deparm
 ## 
 ## Starting values for the transformed parameters actually optimised:
-##                        value lower upper
-## parent_0          100.750000  -Inf   Inf
-## log_k_parent_sink  -2.302585  -Inf   Inf
-## log_k_parent_m1    -2.301586  -Inf   Inf
-## log_k_m1_sink      -2.300587  -Inf   Inf
+##                     value lower upper
+## parent_0       100.750000  -Inf   Inf
+## log_k_parent    -2.302585  -Inf   Inf
+## log_k_m1        -2.301586  -Inf   Inf
+## f_parent_ilr_1   0.000000  -Inf   Inf
 ## 
 ## Fixed parameter values:
 ##      value  type
 ## m1_0     0 state
 ## 
+## Results:
+## 
+##        AIC      BIC    logLik
+##   204.4486 212.6365 -97.22429
+## 
 ## Optimised, transformed parameters with symmetric confidence intervals:
-##                   Estimate Std. Error  Lower   Upper
-## parent_0            99.600    1.57000 96.400 102.800
-## log_k_parent_sink   -3.038    0.07626 -3.193  -2.883
-## log_k_parent_m1     -2.980    0.04033 -3.062  -2.898
-## log_k_m1_sink       -5.248    0.13320 -5.518  -4.977
-## sigma                3.126    0.35850  2.396   3.855
+##                Estimate Std. Error    Lower    Upper
+## parent_0       99.60000    1.57000 96.40000 102.8000
+## log_k_parent   -2.31600    0.04087 -2.39900  -2.2330
+## log_k_m1       -5.24800    0.13320 -5.51800  -4.9770
+## f_parent_ilr_1  0.04096    0.06312 -0.08746   0.1694
+## sigma           3.12600    0.35850  2.39600   3.8550
 ## 
 ## Parameter correlation:
-##                     parent_0 log_k_parent_sink log_k_parent_m1 log_k_m1_sink
-## parent_0           1.000e+00         6.067e-01      -6.372e-02    -1.688e-01
-## log_k_parent_sink  6.067e-01         1.000e+00      -8.550e-02    -6.252e-01
-## log_k_parent_m1   -6.372e-02        -8.550e-02       1.000e+00     4.731e-01
-## log_k_m1_sink     -1.688e-01        -6.252e-01       4.731e-01     1.000e+00
-## sigma              5.287e-10         3.306e-09       4.421e-08    -3.319e-10
-##                        sigma
-## parent_0           5.287e-10
-## log_k_parent_sink  3.306e-09
-## log_k_parent_m1    4.421e-08
-## log_k_m1_sink     -3.319e-10
-## sigma              1.000e+00
+##                  parent_0 log_k_parent   log_k_m1 f_parent_ilr_1      sigma
+## parent_0        1.000e+00    5.174e-01 -1.688e-01     -5.471e-01 -3.214e-07
+## log_k_parent    5.174e-01    1.000e+00 -3.263e-01     -5.426e-01  3.168e-07
+## log_k_m1       -1.688e-01   -3.263e-01  1.000e+00      7.478e-01 -1.410e-07
+## f_parent_ilr_1 -5.471e-01   -5.426e-01  7.478e-01      1.000e+00  5.093e-10
+## sigma          -3.214e-07    3.168e-07 -1.410e-07      5.093e-10  1.000e+00
 ## 
 ## Backtransformed parameters:
 ## Confidence intervals for internally transformed parameters are asymmetric.
 ## t-test (unrealistically) based on the assumption of normal distribution
 ## for estimators of untransformed parameters.
-##                Estimate t value    Pr(&gt;t)     Lower     Upper
-## parent_0      99.600000  63.430 2.298e-36 96.400000 1.028e+02
-## k_parent_sink  0.047920  13.110 6.126e-15  0.041030 5.596e-02
-## k_parent_m1    0.050780  24.800 3.269e-23  0.046780 5.512e-02
-## k_m1_sink      0.005261   7.510 6.165e-09  0.004012 6.898e-03
-## sigma          3.126000   8.718 2.235e-10  2.396000 3.855e+00
+##                 Estimate t value    Pr(&gt;t)     Lower     Upper
+## parent_0       99.600000  63.430 2.298e-36 96.400000 1.028e+02
+## k_parent        0.098700  24.470 4.955e-23  0.090820 1.073e-01
+## k_m1            0.005261   7.510 6.165e-09  0.004012 6.898e-03
+## f_parent_to_m1  0.514500  23.070 3.104e-22  0.469100 5.596e-01
+## sigma           3.126000   8.718 2.235e-10  2.396000 3.855e+00
 ## 
 ## FOCUS Chi2 error levels in percent:
 ##          err.min n.optim df
 ## All data   6.398       4 15
-## parent     6.827       3  6
-## m1         4.490       1  9
+## parent     6.459       2  7
+## m1         4.690       2  8
 ## 
 ## Resulting formation fractions:
 ##                 ff
-## parent_sink 0.4855
 ## parent_m1   0.5145
-## m1_sink     1.0000
+## parent_sink 0.4855
 ## 
 ## Estimated disappearance times:
 ##           DT50   DT90
@@ -530,10 +528,10 @@ print(FOCUS_2006_D)</code></pre>
 ##     0   parent   102.04  99.59848  2.442e+00
 ##     1   parent    93.50  90.23787  3.262e+00
 ##     1   parent    92.50  90.23787  2.262e+00
-##     3   parent    63.23  74.07320 -1.084e+01
-##     3   parent    68.99  74.07320 -5.083e+00
-##     7   parent    52.32  49.91207  2.408e+00
-##     7   parent    55.13  49.91207  5.218e+00
+##     3   parent    63.23  74.07319 -1.084e+01
+##     3   parent    68.99  74.07319 -5.083e+00
+##     7   parent    52.32  49.91206  2.408e+00
+##     7   parent    55.13  49.91206  5.218e+00
 ##    14   parent    27.27  25.01257  2.257e+00
 ##    14   parent    26.64  25.01257  1.627e+00
 ##    21   parent    11.50  12.53462 -1.035e+00
@@ -543,7 +541,7 @@ print(FOCUS_2006_D)</code></pre>
 ##    50   parent     0.69   0.71624 -2.624e-02
 ##    50   parent     0.63   0.71624 -8.624e-02
 ##    75   parent     0.05   0.06074 -1.074e-02
-##    75   parent     0.06   0.06074 -7.382e-04
+##    75   parent     0.06   0.06074 -7.381e-04
 ##     1       m1     4.84   4.80296  3.704e-02
 ##     1       m1     5.64   4.80296  8.370e-01
 ##     3       m1    12.91  13.02400 -1.140e-01
author	Johannes Ranke <jranke@uni-bremen.de>	2020-05-11 05:15:19 +0200
committer	Johannes Ranke <jranke@uni-bremen.de>	2020-05-11 05:18:32 +0200
commit	234c9059a95e104917e488a6ddd2313234a96cdc (patch)
tree	f6e54098f79d94578434ef727b62f7cc5d5e79b7 /vignettes/FOCUS_D.html
parent	d113cd79b178fdc91aecb894707ed356129dfb75 (diff)