diff options
author | Johannes Ranke <jranke@uni-bremen.de> | 2022-03-07 12:03:40 +0100 |
---|---|---|
committer | Johannes Ranke <jranke@uni-bremen.de> | 2022-03-07 14:55:21 +0100 |
commit | 7035cde3a53781721fe15a8893fdf328c789bdd2 (patch) | |
tree | a1e4929faf9d645caedc0ed4dcc5036252497c63 /vignettes/web_only | |
parent | 77c248ca40b82ec00a756cd82f12968131f78959 (diff) |
Remove nlmixr interface for release of mkin 1.1.0
I am postponing my attempts to get the nlmixr interface to CRAN, given
some problems with nlmixr using R-devel under Windows, see
https://github.com/nlmixrdevelopment/nlmixr/issues/596
and
https://github.com/r-hub/rhub/issues/512,
which is fixed by the removal of nlmixr from the testsuite.
For the tests to be more platform independent, the biphasic mixed
effects models test dataset was defined in a way that fitting
should be more robust (less ill-defined).
Diffstat (limited to 'vignettes/web_only')
-rw-r--r-- | vignettes/web_only/dimethenamid_2018.html | 189 | ||||
-rw-r--r-- | vignettes/web_only/dimethenamid_2018.rmd | 212 |
2 files changed, 134 insertions, 267 deletions
diff --git a/vignettes/web_only/dimethenamid_2018.html b/vignettes/web_only/dimethenamid_2018.html index 2a561b97..aabb37ee 100644 --- a/vignettes/web_only/dimethenamid_2018.html +++ b/vignettes/web_only/dimethenamid_2018.html @@ -1318,7 +1318,9 @@ window.initializeCodeFolding = function(show) { showCodeButton.append(showCodeText); showCodeButton .attr('data-toggle', 'collapse') + .attr('data-bs-toggle', 'collapse') // BS5 .attr('data-target', '#' + id) + .attr('data-bs-target', '#' + id) // BS5 .attr('aria-expanded', showThis) .attr('aria-controls', id); @@ -1402,6 +1404,7 @@ if (window.hljs) { + <style type="text/css"> .main-container { max-width: 940px; @@ -1423,6 +1426,9 @@ button.code-folding-btn:focus { summary { display: list-item; } +details > summary > p:only-child { + display: inline; +} pre code { padding: 0; } @@ -1580,7 +1586,7 @@ div.tocify { <div id="header"> <div class="btn-group pull-right float-right"> -<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm dropdown-toggle" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"><span>Code</span> <span class="caret"></span></button> +<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm dropdown-toggle" data-toggle="dropdown" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"><span>Code</span> <span class="caret"></span></button> <ul class="dropdown-menu dropdown-menu-right" style="min-width: 50px;"> <li><a id="rmd-show-all-code" href="#">Show All Code</a></li> <li><a id="rmd-hide-all-code" href="#">Hide All Code</a></li> @@ -1591,7 +1597,7 @@ div.tocify { <h1 class="title toc-ignore">Example evaluations of the dimethenamid data from 2018</h1> <h4 class="author">Johannes Ranke</h4> -<h4 class="date">Last change 10 February 2022, built on 28 Feb 2022</h4> +<h4 class="date">Last change 7 March 2022, built on 07 Mar 2022</h4> </div> @@ -1599,8 +1605,8 @@ div.tocify { <p><a href="http://www.jrwb.de">Wissenschaftlicher Berater, Kronacher Str. 12, 79639 Grenzach-Wyhlen, Germany</a></p> <div id="introduction" class="section level1"> <h1>Introduction</h1> -<p>During the preparation of the journal article on nonlinear mixed-effects models in degradation kinetics <span class="citation">(Ranke et al. 2021)</span> and the analysis of the dimethenamid degradation data analysed therein, a need for a more detailed analysis using not only nlme and saemix, but also nlmixr for fitting the mixed-effects models was identified, as many model variants do not converge when fitted with nlme, and not all relevant error models can be fitted with saemix.</p> -<p>This vignette is an attempt to satisfy this need.</p> +<p>A first analysis of the data analysed here was presented in a recent journal article on nonlinear mixed-effects models in degradation kinetics <span class="citation">(Ranke et al. 2021)</span>. That analysis was based on the <code>nlme</code> package and a development version of the <code>saemix</code> package that was unpublished at the time. Meanwhile, version 3.0 of the <code>saemix</code> package is available from the CRAN repository. Also, it turned out that there was an error in the handling of the Borstel data in the mkin package at the time, leading to the duplication of a few data points from that soil. The dataset in the mkin package has been corrected, and the interface to <code>saemix</code> in the mkin package has been updated to use the released version.</p> +<p>This vignette is intended to present an up to date analysis of the data, using the corrected dataset and released versions of <code>mkin</code> and <code>saemix</code>.</p> </div> <div id="data" class="section level1"> <h1>Data</h1> @@ -1693,7 +1699,7 @@ anova(f_parent_nlme_dfop_tc, f_parent_nlme_dfop_tc_logchol)</code></pre> <div id="saemix" class="section level3"> <h3>saemix</h3> <p>The saemix package provided the first Open Source implementation of the Stochastic Approximation to the Expectation Maximisation (SAEM) algorithm. SAEM fits of degradation models can be conveniently performed using an interface to the saemix package available in current development versions of the mkin package.</p> -<p>The corresponding SAEM fits of the four combinations of degradation and error models are fitted below. As there is no convergence criterion implemented in the saemix package, the convergence plots need to be manually checked for every fit. As we will compare the SAEM implementation of saemix to the results obtained using the nlmixr package later, we define control settings that work well for all the parent data fits shown in this vignette.</p> +<p>The corresponding SAEM fits of the four combinations of degradation and error models are fitted below. As there is no convergence criterion implemented in the saemix package, the convergence plots need to be manually checked for every fit. We define control settings that work well for all the parent data fits shown in this vignette.</p> <pre class="r"><code>library(saemix) saemix_control <- saemixControl(nbiter.saemix = c(800, 300), nb.chains = 15, print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE) @@ -1706,7 +1712,7 @@ saemix_control_10k <- saemixControl(nbiter.saemix = c(10000, 300), nb.chains control = saemix_control, transformations = "saemix") plot(f_parent_saemix_sfo_const$so, plot.type = "convergence")</code></pre> <p><img 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" /><!-- --></p> -<p>Obviously the default number of iterations is sufficient to reach convergence. This can also be said for the SFO fit using the two-component error model.</p> +<p>Obviously the selected number of iterations is sufficient to reach convergence. This can also be said for the SFO fit using the two-component error model.</p> <pre class="r"><code>f_parent_saemix_sfo_tc <- mkin::saem(f_parent_mkin_tc["SFO", ], quiet = TRUE, control = saemix_control, transformations = "saemix") plot(f_parent_saemix_sfo_tc$so, plot.type = "convergence")</code></pre> @@ -1716,14 +1722,66 @@ plot(f_parent_saemix_sfo_tc$so, plot.type = "convergence")</code></pre control = saemix_control, transformations = "saemix") plot(f_parent_saemix_dfop_const$so, plot.type = "convergence")</code></pre> <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdZ1wTWfs4/JMChF4jvQgqTdC1gCgqWBAriKAoYkFsqKuLvWDvBfanK7IqKKKoCK7YEBsoVoqIIoJY6DX0Eggk87yY584/G8pSEhLC9X2xn+QwmbkSz+bKnErAMAwBAAAAQLQQBR0AAAAAAHgPEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEjwAAAAggiDBAwAAACIIEnxXpKSkEP5HQ0PD09OzpqYGIRQZGYkXZmRkcD5NSUkZOHAg4d8iIyMRQqmpqQQCQV1dncVitXPF/fv3q6mpGRsb3717t2feI+g7AgMDCQRCcXExV3lJScnhw4cFEhIAbC3rZ3Nzs6enp6KiopaWlq+vrwBjE3KQ4Ltu1apVYWFh7u7uly5d2rNnD7ucQCC8e/cOIZSQkEAgEPDCM2fOhIeHOzo6IoSCg4PDw8NHjhyJELp58yaBQCgqKoqLi2vrQtHR0Xv27Dlw4ICtra2Li0t5eTl/3xjo82pqaiIjI52dnTkrNgBCIiQkJDAwcP/+/Y6Ojhs3bnz//r2gIxJSkOC7bsSIES4uLseOHXNxcfn777/Zt+BGRkZv375FCMXHxxsbG+OF9vb2c+bMMTIyQgg5ODjMmTNHQ0MDIXTz5k1nZ2d5eflbt261daEHDx7o6ektX7588+bNDAYjJiaG7+8N9EmnT5+WkJCIi4tLSkratm3b169fBR0RAP8Pu37m5uZaWVmtW7du8+bNCKG0tDRBhyakIMHzwPDhw+vr6/Pz8/GnVlZW7969wzAsISFh1KhR7bzww4cPmZmZrq6uM2fODA8Pb6uVvri4WFlZGSGE/7e0tJTX7wAAFBsbu2nTpsDAwLFjx9rY2Hz9+nXt2rWCDgqA/x9n/dy9e/ebN28QQlFRUQih9r9m+zJI8DzAbofHWVlZpaamfvjwob6+ftiwYe288MaNG5KSkvb29k5OTsXFxW210rMTP5FIRAhhGMajwAH4fzw9PTU1NRcsWCDoQABoRcv6GRQUtH79+n379rEbSgEXSPA88OHDB0lJSU1NTfypnp4elUo9e/bsb7/9RqFQ2noVhmFhYWF0Ol1aWtrJyQkhFBYW1uqRVCq1pKQEIUSj0RBCampqvH8PoM+ztrbOysq6dOmSoAMBoBVc9dPb29vLy+vChQu7d+8WbGDCDBJ81yUnJ9+5c8fHxycsLGzlypX47TVCiEAgWFlZhYaGWllZtfPyd+/eZWdnb9u2LTw8PDw8fMKECREREa220k+ZMiU3N9fPz2/fvn0UCmX8+PF8eT+gb7t06ZKdnZ2Pj09dXZ2gYwGAG2f9vH//vp+f39y5c+Xl5SMjI7OysgQdnZCCBN91Z8+enT17dmBg4JIlS/bv38/5p9GjRzc2NrbfM3Tz5k1xcfHt27fPmTNnzpw5Hh4excXFL1++bHmkg4PD7t27jx079uLFi5CQECUlJR6/EwAQIhAIBw4cKCwsPHHihKBjAYAbZ/188uQJQigkJMTR0dHR0TE6OlrQ0QkpAnToAgAAAKKHLOgAwL98+fJl06ZNXIWhoaGKiooCiQcAAEAvBXfwAAAAgAiCPngAAABABEGCBwAAAEQQJHgAAABABEGCBwAAAEQQJHgAAABABEGCBwAAAEQQJHgAAABABEGCBwAA4cJkMtmPk5OTr127lpGRIcB4QC8FCR4AAIQLe8dIPz+/GTNmPHr0aMqUKVeuXBFsVKDXgZXsAABAuFCp1NLSUoSQlpZWQkKCurp6aWnpmDFjvn37JujQQG8Cd/AAACCkVFRU1NXV8QckEknQ4YBeBhI8AAAIFzExMVNT06lTp1ZXVwcHB2MY5unpaW1tLei4QC8Du8kBAIBwKSgooNPp2dnZWVlZampqGIbp6+t7e3sLOi7Qy0AfPAAACJ2mpiYmk0mhUKqqqhISEvT19fX19QUdFOhloIkeAACEy9WrV5WUlAwMDE6dOmVhYeHn5zdmzJjAwEBBxwV6GbiDBwAA4dK/f/9nz57p6upaWlquXLly+fLlNBrNysoqMzNT0KGB3oSPffAsFislJaWoqKi5uVlTU3Po0KFEIjQYAADAfyCTyXiD/JIlSyZNmoQQUlBQEHRQoPfh1x18TEzM6tWr1dXVNTU1EUIFBQW5ubmBgYHjxo3jx+UAAEBkLFu2jEajbdmyZcyYMQihtLS0I0eOEInE4OBgQYcGehN+JXgzM7M7d+4YGBiwS3Jzc52dnd+/f9/BM7x+/frevXv8iE2EERobEYYhCQmMQBBIADo6Ol5eXgK5dA+D+tkFUD87iMVi/fPPP/369Rs7dixC6P79+z9+/Fi1apWEhEQHzwD1swtEr37yK8GbmJgkJiZKSUmxSxgMhrW1dXx8fAfPsGXLli9fvsAdf6eQTp1CpaXMjRsRldrzV6+qqgoJCcnNze35S/c8qJ9dAPWz4zrVxVlfX9/Y2MhZ4uPj8+PHDxsbG74HKkJEr37yK8H7+/ufOXPGwcFBS0uLQCAUFBTcvXt37dq1K1eubPX4EydOfP/+nbPk+fPnI0aMuH79OrskLCzsx48f27dv50fAoiHIyKg8I8MjPV3J0LDnr56Xl2dlZdVbvkC7acuWLVQqdfPmzfjT8vJyExOTkydPLly4ULCBCTOonx3U2S7OadOmvXv3jrOkpqZm+PDhnIW1tbWjR49+//69pKQkX4PvvUSvfvJrkJ2Xl9fMmTOjoqIKCgoQQjo6Og8fPtTW1m7reBMTE3l5ec6Sx48fFxcXc5YUFhbm5+fzKWAAukNJSWn+/PmFhYWCDgSIgt9///3Bgwcd7+J8+PAhV4mlpaWKigpnyc2bNz9//kyj0dr5HgYiho+j6LW1tVesWMFZwmQy21pOefr06VwlgYGBnC38CCEWi8VisXgbJAC8IiYmJugQgIhgMpn4EvRsqqqq3WxtraqqQgi9evWqurq6rZZUIGJ6bqna4uJifM3FLp+BxWJxbpMMQI+xsbF58eIFZwmBQBg1ahS7iR4hRCQS4Qco4Im1a9cOHz68ZRdnd87Z1NSEEFqwYAGZTF66dKm4uDiPggXCq+cSPJVKLSoq6s4Z4A4eCEpsbCxXiaWlpZKSEmcJgQDLRgHe6GwXZ0fgCV5CQoJEIlVXV3M14AORxMcE39jYGB8fX1xcLCkpqa2tbW5urqqq2p0TQoIHwgwSPOChTnVxdkRzc7Odnd2oUaOuXbsWEBCwa9eubscIhB2/EvyTJ0+WLVtmaGj47t07fIJHeXl5WFiYsbFxq8c7OzsnJydzluTn5w8ePJizBJrogTCDBA/4p/tdnAwGY/z48Tt27KBQKBcvXnRycjIxMeFhhEAI8SvBr1u37tmzZwMHDszJyXF1dY2Li/v06dOKFSvi4uJaPT4gIKC6upqzZPbs2f369eMsgTt4IMwgwQP+ab+Lc+7cuUlJSZwlBQUFnDdI5eXlV65c2bRpE0Jo4cKFe/bs8fHxiYiI4F/AQBjwK8E3NjbiMzjV1NTwuUOmpqbtTCJSUVHh6hOiUChcCztAggfCDBI84KGWC92008V59uzZmpoazpLZs2dTOVZrUVJSevz4Mb6+vba29pQpU1JSUvgXPBAS/ErwTk5Os2bNcnBwePz48fjx4zEMmzJlir29fXfOCU30QJjBKHrAK51d6IZKpVL/vfhayxskzgZ5Dw+PhQsXZmVl6enp8T56IDT4leBPnjwZGhqakJAwffr0ZcuWIYQOHz5sYWHRnXNiGAZfoEAgWk6TQwgNGzaM8yncwQNe6exCN501e/ZsW1vb1NRUSPCijV8JnkAgODs76+joFBcXP378WFtbu/3sXlpaytXE1NDQwJXOIcEDQWl1mhzXPRMkeMAr/FjohoumpuatW7fy8/Pd3NxkZGR4eGYgPIRlFP2aNWtaDhLhWooBmuiBMCMQCPADFPAEPxa64TJ27Fh3d/crV648ePDg7t27PDwzEB7CMoo+LCyMq6TlHRIMsgPCDO7gAa/wY6EbLvb29niNvX//fn19Pde64EA0CMso+o6AO3ggzCDBAx5qudBNO44dO/bz50/OkqysrPY3R1BRUUlNTT1+/HhwcHB5eTkkeJHUy0bRNzc38ypCAHgLRtEDQTEzM1NUVOQsefz48X+uNm9iYnLhwoX4+PiYmBh3d3d+BggEo9eMoq+qqrp///6vX7/evn1rZWXFu0gB+G+NjY319fWcJS1/a8IdPBCUadOmcZW03I2zVWJiYo6OjllZWXwJCwgaH0fRu7m5ubm5sUvaz+4RERHfv3/nLCksLJSWlmY/lZGRcXd33759+5cvXyDBgx7m4OAQHx/PWcI16QNBgge9k6am5q5du6ZOnTpixAhBxwJ4rOd2k2tfcXFxRUUFZ0lzczO+/RGORCJZW1uj1r5YAeC3R48ecZXANDkgGszNzSsrKz9+/AgJXvQIS4L38vLiKomJiZGXl+csIZPJ6H+bHgIgbCDBg97I2trayMjo+fPnQ4cOHT58OIFAEHREgGeI/32I0MATPIPBEHQgALQCEjzojQgEwqJFi65fvz5y5MjPnz8LOhzAS8JyB98R+KwPuIMHwglG0QNBefnyZXFxMWdJeXm5rKxsB18+aNAgCoXS0NDw6dMnc3NzPgQIBKM3JXhlZWUECR4IK7iDB4Ly/PnztLQ0zpLy8nKu7bbbMWfOnFmzZu3YsePkyZMODg5cvwx+/vxJp9MNDQ3xNlTQiwjLP9j69eu5KmhGRgbXbkhqamokEqmsrKxnQwMA0en0hoYGzpLm5maudA4JHvBQy+1iub4POe3du5erxNLSkmtmfPvExMS8vLwuXLjw999/49vGsy1atOj169ezZs1auXKljo6Ouro6fq8FhJ+wJHgPD4/S0lLOkrVr13L9kCSTyYsXL8bXbqTRaDQazcjI6D/PvHPnzunTp48ePZq3AYM+xcnJiWsjL5gmB/ins9vF8kT//v03bNiQl5fHWZiVlfX161eE0Pv37799+8ZgMCwtLUNDQ/kXBuAhYUnwQ4YM4SqRl5dvuRLT/Pnzjx07hhC6ffv2wYMH//rrr1mzZrV/5i9fvhgYGAwfPlxCQoKz/NOnT01NTcOHD2/5kh8/foiLi/N25WcuLBarvr4e38Tp06dPenp6cnJy/Lsc4MJkMkkkEv44OTk5LS1txIgRhoaGbR0fFRXFVdJymhyRSOTqBwWga/i9XWxb9PT0fHx8NmzYwN5GdsWKFWJiYkuWLLly5Up1dTWdTofb916kN42iRwhRKJSUlBQWi1VdXZ2bm5uQkICXV1ZWcrWgsjU1NQUFBS1dupSr0NfXt+UON7hDhw5dvXqVt5HHxcW9fPmS/fTWrVvr1q3DH/v4+Dx9+pS3lwPtU1NTwx/4+fnNmDHj0aNHU6ZMuXLlSnfOSSKRuBbDAaBremC72FYtWrSoqKho9uzZCCE6nX758uWXL19qaGhs3rzZzMysqanJxMQkMTGx1fsiIIR6WYKXk5MrLS319/evqqpCCFVXV+Plo0ePplKp+HLKLBYL786fOXPmqlWraDRaWlpaSkoK3nnv6upaXV19586d4ODgtsbrVVVVNTY28jbyoKCgJ0+esJ/W1tZWVlYihFJTU4uKivBlUOvr6wMCAlp9OT45kEajwT0ib506dSoxMTEkJCQhIeHgwYPdOZWjoyMMEAE8gW8Xu23btr/++uvs2bM7d+4cPnw4vuY3XxGJxKVLl+bm5iKEMjIyVq9eraCg8PTpUxMTk8WLF8vLyycmJk6YMCE5ORkGO/cKvSzBm5ubDx48+PTp0/jNN76FfHl5eVFRUW1t7ZcvXxBCycnJgwcPPnz48IsXL/7++++EhISqqqq0tLTbt28XFxc/ffq0tLSURqMhjuXEo6OjOdu+Ghsb6+rq8J3rcnNzy8rKfH196+rqWjYSTJgwYe/evUlJSQcPHiwuLmb/LFi6dCn753ZDQ8P58+e5fk80NjYmJibm5OTs27cvPj6eTqcjhLKyso4ePco+4NSpU+zjDQwMamtrAwIC8IaHjIwM9p9yc3PhB3WXqaio4LdKKioq7Eb7rlFXV6+pqYFueNB9Xl5ejx8/1tfXp9FopaWl+HaxK1eubOv4srKyn//W2NjYtap4/vx5AoFw6dKlly9fNjQ0WFtbKykpIYR0dXVVVVUlJSVdXV0xDMO/e4GQE5Y++PHjx3O2YOOGDRvW8kgFBYVXr17hj/FlGeLi4vBlbj9+/Lhr1y5fX18Mw3bu3Ikfg2EYXtGDgoLi4uLKyspoNFpNTQ2BQCgoKBg7dmxcXNz9+/fV1dUtLS0RQiwW68uXLw8fPkxMTDx69Oi4cePIZLKSklJBQYGWltaGDRt+/Pjx8+fPyZMnT548+dWrV+bm5nfv3r1+/frHjx+rqqqePHnCYrEuX77s7+8vKSmJEAoICPjjjz8QQvhi+9nZ2Zs2bdLV1c3Ly/vtt9/wDq3g4GACgTBkyBAGg1FVVWVtbX3r1q0jR45s3LgRfxclJSWPHj2qr68vLi7evHnz77//zu4wLioqyszMDAoK0tLSKioq+o8NpABCCCExMTFTU1MdHZ3q6urg4OBFixZ5enriayF3GZFIlJGR+fLly+DBg3kVJ+izOrVd7IoVKz5+/MhZkp+f3+VZbRYWFitXrhw1ahSRSGR/z0ycOBH/Qlu6dOmRI0dcXFw+ffrUqYH6oOfxMcHX1dUhhKSlpQsKCuLi4oyMjFqOpGN78eIFV0nLQUw4FRUV9uPq6uqUlBRHR0f8KYZhp0+fxu+GW/r16xfe85qZmdnY2Kiurh4VFdXQ0KCpqVlaWsqeGVJbW4vvrRQbG2tra8tgMBgMBplMrq2traurCwkJOX78uLm5uZSUVFxcXFNTEz4Dlclk1tTUSEhIpKen6+rqIoS+f/9uZmb2/v17vCkeIYSPGHBwcEhJSXFwcEAIlZeX4399/fr1hw8f7ty509jY+OrVq9TUVBqNhn+ACKGmpiYGg+Hi4rJs2bK6urq6ujp8XOuePXtMTU0xDKupqbl27drcuXPxVgfwnwoKCuh0enZ2dlZWlpqaGoZh+vr63t7ebR1fX1/P1WvTcpocQsjd3d3f39/f358vQQPQhoiICK6Str4/O2LatGlv376Ni4tbt24de49veXn5qVOnIoRIJJKzs/Px48ejo6NdXV27EzbgN34l+JCQkHXr1pHJ5L179/r5+VlZWW3ZsmXz5s1r167t5pm9vLzu3LnDfjp37lz8gZaWlrS0NGfbNZeysrLXr18jhNavX08mkxUUFPAZd/h/3759S6fTJSUlORvG2b8VampqMjIyKBQKnU5PTU1VVVUNCgrCv/HZizsWFRVRKBQLC4vly5cjhI4ePerv7z9u3Dj2chN4Pzo+vYrdH89e+4xOpxcVFZWXl8+cORMh9P3794aGBiaTSSQS2R3zVVVVjx49wn9qpKSkpKenv3z5Em/nqK+vj4mJGdTUJNnlT7aPYTAYhoaGRkZGSUlJoaGhTk5O+A1Kq5ydnd+9e8dZgjcCcR02Y8YMdicLAF0WEBDQ8p4HIXT9+vUeuPqaNWvevn0rKSl5+vTpVg/AV7sLDAwcO3YsPpEPCCmMP/T19QsLCysqKmRkZF69eoVhWGlpaf/+/Tt+BgsLi+nTp7csz8zMRAi5uLgghDinkZiamp49exb9b8l6hJCGhgb+oNUu6pEjR3KVjBs3bubMmfiCuC2JiYlpa2v379//Pz9SfD0KHR0droWdlZSUMAxTVVVt64V4Xxdu8+bNCKHKyko/Pz92IdfAWjxULS0thJCUlJSSktIWhE4gVJaezqt/x07Jzc3V0tISyKU76++//zY0NGQwGIcOHerfv/+iRYt0dHTOnz/f8TO0Wj/r6+slJSWPHDlSXV3NYrFevHhRV1fH08B7t0BDQ6ifHVFbW7tkyRInJ6en/9bxM7T1/dlB6enpJSUlbf01Jyfnzz//RAhpa2t3+RJCSPTqJ78SvJ6eXmNjI5PJVFVVTU9PxzCMTqfr6+t3/AxtVVAGgzFo0KDr169PnDiRc2P4IUOG4HPbxo0bh3ddHzhwAP8TezYdp/Dw8ClTpnDlV/ynAD6cpN0kzo2d+Nmz58lk8qBBgziPoVAoJ0+eZE/uZ/8QaXX7Jvx38alTp/5zfjxnTxue4JdMn46P9uphvegLVEdHp6qqCsMwLS2tsrIyDMNKSkoGDBjQ8TO0VT/xH52bN29ev349QmjRokWpqansvz558iQvL4/z+IiIiOzs7C6+jd5G9L5A+SclJWX79u1dfnk3E/x/YjKZUlJSRCIxMzOTf1fpjsjIyE2bNu3fv7/jLxG9+smvJvq5c+daWlqKi4tPnjx5yZIlbm5uUVFR7O6cllJSUrhWsquqquLaLhYnJiZ25syZkSNHvnz5sqSkBP1vkw8ymYznQgqFgr9QWloaIeTh4WFiYmJgYPDjxw/O81haWsbExERHR7NLmpqa8MF6ioqKBw8enDFjBuLYQURBQYHdm46zsbGJjY3FHw8ePPjXr18IIWtra7wZrbm5+du3bwghSUlJvKm/oaGB3dNPIBCOHDly6dIldXX16urqmpqa9PR0zpPn5+cjhNiD7Lj069cPf++IYy4A25MnT+Tl5d3d3efMmTNy5MiHDx82NTURicTc3FwMw5qamjAMk5GR6d+/v7i4OJFIVFNTa2pqqqmpKS0tZTKZZDJZWlqaSCSSSCQxMTG84ZpCoUhISJDJZAqFghBisVji4uLV1dXGxsZSUlKtBinMqFQq3mOioKCAt7h0cwg927Jly/bs2XPy5EmE0JgxY65cuRITExMeHk4gEMLDw69duzZmzJibN29WVlZmZmbW1ta6u7vv3r1769atHb/E2bNn3717JycnhzdZAZFkbm4uzPu+EInExYsXnzt37sKFC1u2bOFa/aa2tvbbt2+tjpL+TxiG4YtCNjc3i4mJlZaWjhgx4vbt2/Hx8atXr27rVUePHnVycsLvqWg0WnBwcGho6IcPH/T09DZt2pSTk4N/3TU3N3/58qWd0WAihl8J/tixY9OnTyeRSGPGjHn27FlUVJSjo6OHh0dbx1+6dAmf5MZWVFTU1hBNOzs7hJC/v/+1a9ciIiKoVGpjY6OYmNjEiROnTp2qoKAgLi5uY2Mzfvx4AwOD//u//5OSknr48CHXOmWSkpJcfa719fX48Do5OTm8MXz8+PEaGhoYhk2YMCEiIgL/NaCsrIxhWHl5eWBgoJ+fn7+/P4vFmj59+vz582/fvu3l5cXVT6ahoYH/tiCTyexkLCUlZWpqKicnd/HixZcvX9rb28+ePfvNmzecy51y7k4mISHBHuQlJyc3ZMgQOp3Onk3AJSYmhqKtffXq1b1796alpc2cOVNaWppAIGhpaYmJiSkoKDQ3N5eVlT158gQ/Z15eHplMlpWVVVVVJZFITCaztraWxWKxWKzGxkZ8ciCDwaDT6QwGg8Vi4aMOmUymtLT01q1b8e6S3uXQoUOjR4+eNWvWoEGDbGxs7OzsHjx4wF56qDu2b99ubm6+Z8+eTZs2jR8/3t/f38/Pz9LSEt+ty8rK6v3793p6enV1dfhcTU1NzaCgIHaCZzAYLRdwfP/+fVlZ2bRp0xBC9fX1W7ZswTBMTk7Oy8vr/v37W7ZsaX8P77y8vDdv3rBHq4BeoVNr0QvE9OnTz58/f/z4cV9f38jIyMLCQmdnZwzDFBQUzp8/v2nTpjlz5sTGxvr5+bm4uPj7++Ojstgv//z58+PHjzdu3Miu89XV1UZGRvLy8qNGjXrz5o2ZmRk+ZDUnJ8fe3r6ystLAwEBZWRlvZ718+XJjYyM+dTA4OPj06dPKysr6+vpkMtnf33/Pnj0IIXl5+fz8fAcHhydPnri6us6YMaOgoGDXrl2/fv1id+CKON42CLQPH3jcQR1pYrp16xZCaPjw4UOGDLG2tmaX02i0oqIiDMPodDpewrWP5/Hjx1kslo+PD/503759FhYW7L8eOHCAyWS+f/++qKgoJCQkPj4ewzD2LHZzc/O4uDiEEN4MfuLEiSFDhhQWFuIX4hrHPmTIkGPHjikoKJw4ceK3335DCJFIJFVVVT09vefPn0+YMIEdM77W3qtXrxQUFPDXBgQE6OnpycrK6uvrl5SU4N/vCKGkpKQZM2Zs2rTJzs4O77YnEolbt27V0dHZTaGIWBMT/1RUVFy+fPnAgQM7duzw8/P7+vVrp17e8SbQO3fuLFy40N3dff/+/RkZGV+/fj18+PCIESMOHTq0Y8eOO3fu6OjovHnzBsOw3NxcY2PjNWvW1NTU0Ol0R0dHb2/v+vr6NWvW9OvXD8OwrKwsvKrTaDR1dXW8OyA8PDwyMpLdEYCv3NDQ0JCRkXHnzh1HR0dxcXEqlcpisTAMCwsLe/36dec+Kd4RvSZQPnn+/LmhoaGNjY2bm5ubm5utre2AAQNevHjR1vFOTk76/yYhIWFhYcHvOLOzsznH6tva2uK/PjlnnPbv3x+/uUrn+Hf/8OGDt7e3rKzssWPHdHR0NDU116xZ8+nTJ/wl+HQnEomEfy3jg43Ya41/+/YtJydHUlISv+0pKSkhk8ni4uIEAsHBwcHIyEhSUnLGjBk6OjoFBQX37t1DCHH9aD58+HCrb0f06mfPJfiioqJO/Z7oyBfoo0eP9PT0UlJSXr161U7tx5FIJF9fX/wf+Pv37xiGRUVFmZmZIYRev37N2boQFBTU6hmIROIff/xhYWGBr6CH/14JDQ11d3fnOow9+u/69esYhpWVlbFYLPwG0czM7Ny5c7Nnz25qasLbzHG5uV8nV2gAACAASURBVLmenp4sFsvNzW3UqFH9+vX7/PnzsGHDgoKC8P8xli1bhjc5fP/+fc6cOQcOHMAw7MSJE2QyGX87GIYdkpcXsQrKP0wm88OHDw8fPrx7925SUhKTyWzn4LKysh//NmTIkGnTpvEkknnz5llZWUVHR+PdTAQCYcOGDUOHDpWVlSUSiTY2NqqqqgQCgcFgnDx50srKqrKyEsOwJ0+ekMnkfv36USgUvD/l4sWLdnZ2BAKBSCROnDiR/fV66tQpeXn5Q4cOJSYmGhoabty4Eb9uUlJSUlLS1atX169fb2hoGBwc3DK29PT0qVOnenh40Ol0/Lo5OTkmJiZ//fUX15GfPn3Cf09XVVW9fv0a/z3BRfS+QPlk8ODB7P+pcTk5Oe0kbBqNxlU/ly9ffuTIEf5HinEOhEIIDRo0CB+qvGbNGm1t7efPn1OpVHFxcU1NzdGjR4eGhn78+NHd3Z3dXctOvUQiUVZWdvLkya6urjExMc+ePZszZw5CSEND4/Dhw8nJyRcvXsTbMObNmzdo0KApU6aYmZktXrx48uTJJiYmX758YY95mjZtWmFhIT62pqGhQUJC4tixY3PmzHnw4MGAAQPWrVtHIBCcnJwOHjx448aNiooK9nsRvfrZcwvdUKlUPMfzkImJybhx4zrYU6WoqGhnZzd//vzr16/j3cb29vYjR44cMWLEiBEjBg8efOXKFfxbvtW+f4SQuLj43LlzTUxMKBSKuro63ms7d+5cvLeejUKhnD59+tmzZxcuXMB7GfD77FOnTlVWVpqamjo6OpqYmJDJZHwAPE5LS+vChQsIoaFDh06ePHnUqFEDBw6UkZHR0NDAf/8OGzbs/fv3q1at0tPTU1RUxH/Vzpgx4+TJk+zfExISErCOWkd0dreu5cuXcy0kUlhY2FY96awTJ04YGBjMnTt35MiRHh4ezc3Nq1evlpGROX36dE1NzYYNG/r3729qaurt7X3r1q2IiAj8upMmTSopKSESiba2tsbGxk1NTZ6engghd3f37OzsZ8+e6enpbd26dfny5SQSSVpaet26dfv27SORSFFRUStXrtTW1v7rr79CQ0MbGxsVFBSUlZU3bNjw5MmTp0+furq6btmyZd68eWQy+cOHD83NzXQ6Hd9AbNOmTXl5eZWVlTt27Pj58yeRSJw0aRKZTH779m1QUNDEiRP37duH77ynpKQ0Z84cFxeX/Px8CoXi6OiIj94AHdHZteiVlZW5esEVFBR4NaykfeHh4VevXt26devSpUt//foVGxtbUlKyb9++9evXOzo62tra/v7772QyWUJCwtvbu6amxs7OLiQkBH+tu7s7PtPKzs5u27ZtDQ0N06ZN27BhA/7XAQMGKCsrOzs7Dx06lEqlDh06lN3nhV83Li5uzZo1CKEDBw6YmJiEhYV9/fpVTExs9uzZ7O4MCQmJd+/eDR06FH86adIkMTExMTGx0NDQ0tLSyMhILy8vXV1dFotFJBId8/KkENqwYUPDvzcy5Z/ly5dPnjyZf+fn1waXR48eXbx4MVcd7RR8oYb79+/zKqQLFy64ublduXIlICDgw4cPLTu0ZGRkJCUlTU1N2UPnuDg5OV2/fp1rV7qWfv36hQ+q9/T03L59O+dcvi9fvkhKSurr63cw5szMTD09PTyXFxcXh4eH4xX66tWrysrKU6dOra2tPXLkyKFDh/DjAw0NK75980hPV2p7YzT+ycvLs7KywheyFnJmZmZ37tzpzm5dW7ZsoVKp+GzG7rt69erff/8dEhKip6dHo9GuXLmycOFCfAWFoqKiqqqq8vJyOzs7ExOTtiKsra1NTU1VUFAwNDT88OHDvXv3tm7dyjnK5J9//rl+/fqqVascHBwIBEJtbS2GYUuXLrW1tbWysmIymf7+/gEBAfjYQ1NT0/z8fDk5OXNz87CwsIqKimvXrsXGxlZWVsrKyh46dCgzM/PMmTMfPnxgr99sYmJSUlJSUVHBZDJdXFwqKioSExNrampYLJaYmJiUlNSsWbNMHzwglpWRd+wg9OsnIyOjpqbGYrEKCwvxdYTq6+s5B2zKyMjgkwzZJXV1dXh4nKSlpTEM4/q/kkAg4F1dEyZMGDBgAF7Yi+qnv7//mTNnHBwctLS08DU37969u3bt2nZWq+XC2/rZvtzc3MTExNmzZ+fn5/v5+R08eLDlj7m0tDRTU1Ntbe3c3FwKhWJvb79+/fqBAweyp9EzGAx8hG9bE5VxOTk5NjY2/fv3f/bsWVVVlY+PT0lJycGDB9n/yl0IPjc3l0Qi0en0TwsXMvLzNf78U6yneuhHjx7N/gT4UT/5leClpKRGjBjh6uq6fPny9v/BcL6+vlxr1Ny5c8fQ0LDl+rXdVF1dXVpayvnNzhlDYmKiv78/uxe81wkyMirPyIAE/5/wTbE40wmDwbC2tu74dnA9+QWKKy4uFhcX58nioC4uLg4ODsOHDzc2NuYsx2da02i06OjoxYsX441M7az94Ovrq6mpqaGhoamp2b9//7KyMicnp+3btw8aNMjAwKCxsTE2NpbFYpWUlEhJST1+/Ljf5cuKzc35bm4sZeWGhgb8i1VdXV1aWlpCQkJKSgrfdQlXW1uLDw5FCFEoFCaTKSEh0fLLpLa2lkAgMJlMzuEvGIbhc14WLlw4duxYvLAX1U+EUG5ublRUFL4Ml7q6+rRp0zq1gXXP18//5Onpefr06ZSUlFu3bklLS7OnMQsP0fv+5FcTvbS09PPnz8+cOTNq1Cg3N7cZM2ZwTQrngjdHc5akpqZqa2v//PkTf8pisTIzM3kyI6uuri4vL69luampqZaWVkpKSgfPg2EYnU7nVUj4pL5uwr8fExISKN3uDWlsbOzsj2Ked8HwD75bV8s7pE6dpLy8nE/1kyeVoZ36ib/TkpIS9mRLHJ4+NTQ08CGfLBYrJycnJyenrZDw8cwsFgu/DUL/W3wiLy8P/18Mv5PDNxdfuHDhx4cPmwoK7O3tKZ3JVa3qeP1k/xv1ovqJWluLnslkdqrVXdjqp7u7O74kyfjx44lEYmxsLHx/cuJH/eTXHTyVSsXntdfU1Jw/fz48PJxGo9nb2585c6aDZzh37hw+mRhXU1NDo9G6vH0Cp+bmZhKJ1P7Moo7AJ5IJVUiDmUwKhn0hk1tfjr+TIeHT6jr1KiMjowcPHnT74j2hm3dIUD+7AOpnlxUXF+ObJnTweKifXSCC9ZO3Y/bYVFRUuEoKCws7tRQoF3ydnO4F9f8bMWJEQkJC98/zzz//ODo6dv88GIYNHjz48+fP3T9PaGjo/Pnzu38eDMMMDAy4xvGKvE5N4+QC9bMjoH52GZPJxKf+dg3Uz44QvfrJryb6lhtzqamp4buwACCEOnuHBABftVzoprPrZwPArwS/ffv2xsbG+Pj44uJiSUlJbW1tYV52EQB+TOMEoGs6O40TgFbxK8E/efJk2bJlhoaG+BxEIpFYXl4eFhbGNWoXAEGBOyQgtH7//fcHDx50ZxonAIh/CX7dunXPnj0bOHBgTk6Oq6trXFzcp0+fVqxYgS/yCoBgwR0SEGadXegGgFbxK8E3NjbiX51qamqFhYUIIVNTU/xB15DJZF4tzEQikXgydBNC6r14fockhJ88hNR78WQaJych/OQhpB7Ar2lyGzduTElJcXBwePz4sbKy8qVLlyZPnmxkZPTXX3917YRMJrO0tBTfhKCbCgoK1NXVuz+nAt+TjSftuvn5+RoaGt0PicFgVFZW4iugdT8k9hJLoqf7C91wgfrZEVA/O66b0zi5QP3sCNGrn/xK8BiGhYaGJiQkGBkZLVu2jEwmJyQkcO7YBoAAdX8pUAAAEHL8SvAACDne3iEBAICwgQQPAAAAiCDuHdUAAAAAIAIgwQMAAAAiCBI8AAAAIIIgwQMAAAAiqHckeH9/fxMTE3Nz85iYmE698MCBAyYmJtra2keOHGnrVF0+eddER0ePHDlSV1f3/PnzAg+prq4uICCA/bQjkfTwx9UrQP3kE6ifPAH1k096Qf0U4E52HZSTk2NkZFRXV5eZmWloaMhkMjv4wqdPnw4bNoxOp5eWluro6CQlJbU8VZdP3jUVFRUDBw4sLS2tqqoyNDSsqqoSYEifPn3y8PBwdXXFn3Ykkh7+uHoFqJ98CgbqJ09A/eRTML2ifvaCO/ioqCgHBwcpKakBAwaoqamlpKR08IVlZWUrV66kUCgqKirW1tb4vGeuU3X55F0TGRk5a9YsFRUVOTm5z58/y8rKCjCk69evV1ZWsp92JJIe/rh6BaiffAoG6idPQP3kUzC9on72ggRfWFiopaWFP9bS0ur4np5z585dsWIFQujz589v3ryxsbFpeaoun7xrcnNzs7KyzMzMdHR0Tp48SSAQBBjS4cOHvby82E87EkkPf1y9AtRPPgUD9ZMnoH7yKZheUT8Fvxr+f2KxWJyLDDc3N3f8tRiG/fnnn+fOnbt9+7a8vHzLU3Xn5F1Ap9MzMzNfvnyJYdiIESPs7OwEHhJbRyIRVGzCDOonX0Nig/rZNVA/+RoSm3DWz16Q4DU0NHJycvDHBQUFGhoaHXwhk8l0cXFRUFBITEyUk5Nr9VRdPnnXUKnUKVOmKCoqIoTGjh2bnp4u8JDYOhKJoGITZlA/+RoSG9TProH6ydeQ2IS0fvK7k7/7srOzBw8e3NjYmJubO2DAgI4PTAgNDZ03b177p+ryybvm69evpqamZWVlJSUlOjo6aWlpgg3p6dOn7EEiHYmkhz+uXgHqJ//igfrZfVA/+ReP8NfPXnAHr6Ojs2bNGmtra4TQxYsXicSOjhuIi4uLiopSV1fHn164cGHGjBlcp+ryybvGyMhoxYoVlpaWGIbt2LHD2NgYISTYkNhaXrcjJT0TmzCD+snXkNigfnYN1E++hsQmnPUTNpsBAAAARBD8wgUAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECR4AAAAQARBggcAAABEECT47pKVla2rq6uurr5w4UJnX8t+VWRk5Lp16/gQHejroH4CYQb1k68gwfNGTU3NlStX2j+mqamprVdNmTLlwIED/AoO9HlQP4Ewg/rJJ5DgeWPLli2pqamHDh1CCO3du3fAgAFDhw69fPkyQig6OnrVqlWTJ0++d++ep6fnwIEDdXV1T5w4wfmqZ8+e+fj4YBi2adMmExMTU1PT0NBQhNCzZ8+cnJzGjBljYmKyY8cOgb5F0ItB/QTCDOonv2Cge2RkZGpra/Py8qytrTEMe/DgwcSJE+vq6srLywcNGpScnPzo0SMNDY2SkpL09PQlS5awWKzKykp1dXUMw9ivun///tq1a2/fvm1jY9Pc3FxSUqKurl5YWPj06VMZGZny8nIGg6Grq1tSUiLgdwt6G6ifQJhB/eQrsqB/YIiauLi4oqKiefPmIYTodHpycrKGhsbYsWOpVCqVSt2xY0dQUFBycnJFRUWrr3VyciKRSFQq1dLSMiEhQUpKytbWVlFRESE0cODA6upqKpXa028JiBCon0CYQf3kLWii5zFJScmNGzfeu3fv3r17aWlpCxcuRAjJysoihJ4/f+7s7EwgEFatWqWqqtrytRiGEQgE/DGJRGKxWAghZWXlHgwfiDion0CYQf3kLUjwPMNkMhFCtra2ly5dYjAYVVVVgwcPLioqYh+QmJg4b948Dw+PmpqakpISvP7hr8JZW1v/888/LBarrKzs9evXI0eO7Pl3AUQV1E8gzKB+8gMkeN5QUVGpra3dvXv32LFjJ0+ebG5uPmzYsJ07d2pra7OPcXNzi4mJsbS0DAoKsrW13bVrF/tV+AFOTk5DhgwxNze3sbE5deqUhoaGgN4NEDVQP4Ewg/rJJwQMwwQdAwAAAAB4DO7gAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR4AAAAQQZDgAQAAABEECR6Avqi5udnT01NRUVFLS8vX15fzTykpKYT/0dDQ8PT0rKmpQQhFRkbihRkZGZxPU1JSBg4cSPi3yMhIhFBqaiqBQFBXV2exWO0Es3//fjU1NWNj47t37/LzTQOR1U59DgwMJBAIxcXFXC8pKSk5fPhwD8YoAJDgAeiLQkJCAgMD9+/f7+jouHHjxvfv33MdsGrVqrCwMHd390uXLu3Zs4ddTiAQ3r17hxBKSEggEAh44ZkzZ8LDwx0dHRFCwcHB4eHhI0eORAjdvHmTQCAUFRXFxcW1FUl0dPSePXsOHDhga2vr4uJSXl7O8zcLRN5/1mdONTU1kZGRzs7OnBVbJEGC72l+fn4qKirTpk0bPHjw0qVLBR0OEFK+vr56enqKiorz5s2j0WjBwcEEAsHR0VFaWtrOzs7Pz09VVXX06NFpaWkNDQ0rV65UVlYeMmRIUFAQ/nKualZdXT1z5kwZGRkVFZWtW7cihHJzc62srNatW7d582aEUFpaGlcAI0aMcHFxOXbsmIuLy99//82+BTcyMnr79i1CKD4+3tjYGC+0t7efM2eOkZERQsjBwWHOnDkaGhoIoZs3bzo7O8vLy9+6dautd/rgwQM9Pb3ly5dv3ryZwWDExMTw9pMEwkDg9RkhdPr0aQkJibi4uKSkpG3btn39+rUnPwHBwEAPio+PJxAIy5cvP3DgAEJoyZIlgo4ICKOoqCiE0KpVqwIDAxUUFNzc3C5fvowQWrx48b59+xBCQ4cOvXLliqys7Lp16/bv36+oqBgbG/t///d/RCLx1atXLavZqVOn5OTk7t69u3HjRoTQz58/2dc6d+4cQigtLY1d8vHjR4TQxYsX8afHjx9HCOXk5Ny5cwch5OHhMWTIEBaLpaCg4OHhgRD6+PEjfuS2bdsQQpWVlfjTpKQkhFBERMTChQtVVVWZTGarb3bu3LnDhw/HMKyqqgohdO7cOX58pECABFufL168iBC6ceOGmJhYSEgIu3zv3r1kMrlHP4geR+7B3xIARUdHE4lEX19faWnpM2fOCDocIKQePXokJSX1559/SkhIvHjxIioqavLkyQih3bt3y8nJ7dmzZ8mSJe7u7mfPns3NzU1LS6uqqrK3t8cwjMVixcbGYhjGVc28vb2HDRt2584d/Ku2uroav1BQUND69ev37dvHvhdvid0Oj7OysgoODv7w4UN9ff2wYcPY91gt3bhxQ1JS0t7enkAgXL16NS4ubvz48S0PY7cNEIlEhBCGYZ39uICQE4b67OnpqampuWDBgp596wIGTfQ9ik6nE4lEEolEIBDExcUFHQ4QUhiG4UPVEEIkEomdAiUkJPBCCoWC/pd65eTkxo8fT6fTGxoampubd+zY0bKanTlzZsaMGUZGRitWrGBfxdvb28vL68KFC7t3724nmA8fPkhKSmpqauJP9fT0qFTq2bNnf/vtNzyMtt5CWFgYnU6XlpZ2cnJCCIWFhbV6JJVKLSkpQQjRaDSEkJqaWoc/J9A7CEN9tra2zsrKunTpEv/frhCBBN+jxo0b19TUtG3btl27duXl5Qk6HCCk7Ozs6urqNm7cGBIS8s8//9jZ2bVz8KRJk96/f//48ePTp09LSUmlp6e3rGYpKSkyMjL6+vrR0dEIIQzD7t+/7+fnN3fuXHl5+cjIyKysrNTU1O3bt//69Qs/bXJy8p07d3x8fMLCwlauXInfXiOECASClZVVaGiolZVVO1G9e/cuOzt727Zt4eHh4eHhEyZMiIiIaHUs/ZQpU3Jzc/38/Pbt20ehUFq9ywe9mjDU50uXLtnZ2fn4+NTV1fXAWxYWguob6LO2bt2qqKhoY2NjaGgIffCgLceOHdPR0ZGXl3d2di4pKcH7LPPy8vDb3ICAAAzDRo0a5ejo2NjYuGrVKkVFRU1NzaCgIPzlXNUsKSlp6NChmpqav//+O0Lo1KlT+AO2gICA8PBwhFBsbCzeB49TV1dftmxZdXU1hmF4H/zTp09PnDiBELpx4wbeu9lqH/z69evFxcWrqqrwP129ehUhFBMT0+qb3b17t6qqav/+/W/dusXnzxUIhgDrM15Li4qK8KH1e/bswc/ZF/rgCRj0ePWgt2/fhoaGrl69WkpKyszMbPPmze23jgLQBVDNgCiB+txlMMiuR5mamtJotDFjxhCJxBkzZnh7ews6IiCChLaaffnyZdOmTVyFoaGhioqKAokH9ApCW5+FH9zBAwAAACIIBtkBAAAAIggSPAAAACCCIMEDAAAAIggSPAAAACCCIMEDAAAAIggSPAAAACCCIMEDAAAAIggSPAAAACCCIMEDAAAAIggSPAAAACCCIMEDAAAAIggSPAAAACCC+JXgmUwm+3FycvK1a9cyMjL4dC0AAAAAcOFXgldTU8Mf+Pn5zZgx49GjR1OmTLly5QqfLgcAAAAATvzaLpZKpZaWliKEtLS0EhIS1NXVS0tLx4wZ8+3bN35cDgAAAACc+N4Hr6Kioq6ujj8gkUj8vhwAAAAAEP8SvJiYmKmp6dSpU6urq4ODgzEM8/T0tLa25tPlAAAAAMCJzKfzFhQU0On07OzsrKwsNTU1DMP09fW9vb35dDkAAAAAcOJXHzxCqLGxMT4+vri4WFJSUltb29zcvFMvf/369b179/gUm6giNDYiDEMSEhiBIJAAdHR0vLy8BHJpvmpoaKDT6ZwlCQkJz58/F1Q8vRTUzx4D359dIHr1k18J/smTJ8uWLTM0NHz37t3QoUOJRGJ5eXlYWJixsXEHz7Bly5YvX76MGzeOH+GJKtKpU6i0lLlxI6JSe/7qVVVVISEhubm5PX9pfps6der79+85S2pqatTV1desWSOokHojqJ89Br4/u0D06ie/EryRkdG9e/cGDhyYk5Pj6ur65s2bT58+rVmzJi4uroNn2LJlC5VK3bx5Mz/Ca1V5eXlISAiZTF6+fLm4uHg7R2IYlpOTo6ur27ULYRj2/v37UaNGde3lnJqamn79+iUtLf3q1at+/frFTpsm29DQ7O1tMGqUuLg4g8FQUVGRk5NTUFCQlJSUlJRkMBh1dXWysrJEIrGqqorzVDIyMmJiYh2/dF1dHYPB0NLSYn9WeXl5VlZWfeQL1NLSkkql3r9/H39aXl5uYmJy7NixxYsXCzYwYRZkZFSekeGRnq5kaNjzVxfh+tnqD1BLS8tXr17hT6F+doTo1U9+9cE3NjZqamoihNTU1AoLCxFCpqam+ANhU1dXV1tbe/PmzdOnT2dlZTGZzNu3b1+9elVdXf3q1avV1dWysrIuLi5kMtnT01NGRkZWVlZZWfnYsWOvX78uLi6WlZVFCMnJybFYrAEDBiCE8vLyPn78aGpq2r9///v3748cOVJVVRW/1q1btyQkJH7+/Ll9+/bv379raGjQ6fS//vpr6tSpZmZmt27devXq1cCBA9euXYsfn5WVJS8vr6ioiD/9+PGjoaHhs2fPbty4QaFQsrKyioqKMjMz+/XrV1FRUV9fv09aGiFUVFSUePMmhmFEIpFGo9XU1FRWVtLp9ObmZjExMQkJibq6OhKJRKFQOD+H2trapqYmEonEYrHa+tknLS3NYDCampooFIqYmBiZTD5w4MCCBQv48y/TmygpKa1fv/7z58+CDgT0Rbdv325oaOAsmTRpkry8PPupkpLSqlWrYJZyX8OvBO/k5DRr1iwHB4fHjx+PHz8ew7ApU6bY29u3dbytrW1sbCxX4ejRo/l6B19XV3fu3Lng4ODs7GwSiTRgwIDr16//888/R44cWbBgQXR09NGjR798+UIgEG7fvu3k5BQcHEwmk/v375+VlYVh2Pz585OTkzEMIxAICCEMw3R0dI4fP7527Voajebs7Dxs2DAfH59x48ZNmjRp5cqV3759mz9/Pr7Gn62trZOTk4GBwaNHjyoqKrZv325ubv7t2zcDA4OgoKDr168fOXIEw7CdO3fW1taOHz/+27dv586dW7p0KYvFamhoyM7OHjx4cP/+/ZlMpouLS2ZmZlBQkJiY2CVj4/KMjN27dwvkF2gfp6en9+nTJ0FHAfoivH2Os4RMJhP+3ZGsqqqakpLSs3EBAeNXgj958mRoaGhCQsL06dOXLVuGEDp8+LCFhUVbx8fExHCVWFpasu9c+eTcuXO7d+9WV1efNGkSjUZ7+fIlQui3335btGiRra1tUFBQdXX16dOnJ02a5OLi4uHhsWLFig0bNiQlJcXExOjp6R05csTCwsLDwyMjI6O+vn7SpEknTpxwdXUdNGiQnZ1daGhoeHh4QEDA0aNHd+7cuXPnTkVFxWXLlo0ZM6ahocHZ2VlLSys+Pn7p0qVOTk6fP38+dOiQo6PjlStX9u7di/8qIhKJAwYMqKqqevLkSV1dnZmZmZKSkrq6ury8/MuXL9mtAkBIaGpq5ufnCzoKAFqnrKxcVlYm6ChAj+JXgicQCG5ubm5ubuwSCwsLJpMpJGvd/Pr16+3bt5GRkX/99ZeHhweDwaDRaPifyGSykZHR2LFj169fv2nTpnXr1iGEkpKSdu3atWbNGj09PWNj44ULF1ZWVi5dulRLS4vztE5OTn/88Ye48hxA9wAAIABJREFUuPixY8e2bduWn59vZ2e3ePHi4uLiPXv2NDQ0+Pn5SUlJ4QdHR0cPGjSoX79+BAJhxowZRkZGkyZNIpFIBw4c2LFjx/Xr14cMGaKqqkqlUiUkJFgs1v79+93d3Q0MDHr4sxJVLBYrJSWlqKioublZU1MTHwranRNqaWnl5eXxKjzQx9XV1SGEpKWlCwoK4uLijIyMhgwZ0p0TqqioQILva/iV4FsqLi7GJ8T3zOX+/vvvfv36zZ49G3/KYDAcHBxOnz49cODA6urqzZs3R0ZGksnkixcvIoTExcU1NDQ4X+7s7KysrLx+/Xr8qYSExIkTJzgPUFBQUFBQ4LoogUA4deoU3mhvZmZmZmaGEKJQKLq6upcvX+Y6eOzYsZxP2aEihCQlJT08PDj/SiQS9+7d26lPALQjJiZm9erV6urq+EiRgoKC3NzcwMDA7ow61tTULCwsZLFY3fyhAEBISMi6devIZPLevXv9/PysrKy2bNmyefNm9ugcLmlpaQUFBZwlVVVVXC2gcAffB/VcgqdSqUVFRT1woU+fPr148eLGjRsfP3588+YN/rM3NDQ0Ojrax8fnxo0b//zzT2RkJEIoJCTEsI2+6rlz586dO7cLVxeSJgrQvt9///3BgweczSG5ubnOzs5cQ5E7RUJCQkFBobi4GF+bGYAu27t3b3p6OoVC0dbWfvTo0ZgxY2g0moWFRVsJ/uzZs1wD6AoLCzkH2SGEVFRU8P1BQN/BxwTfsgm0Z7qN169fHxsbSyAQTE1Nx40bt2HDho0bN0ZERGzcuPHChQuFhYURERF79+6dPn360KFDeyAeIISYTCZXGlZVVW2necnDw4NrAF16erqpqSnXYTo6OtnZ2ZDgQTexWCwlJSUymSwtLa2iooIQkpGRIbS9+srZs2e5SvBpnJwleBM9e1Aw6Av4leD50QT6n5qamhBCCQkJMTEx4eHhGzZs2LBhw/79+/ER6X5+ftnZ2RoaGkpKSoGBgVRBLGUAhMTatWuHDx/u4OCgpaVFIBAKCgru3r3b1u0RQmjXrl0VFRWcJYsXL245CFRXVzc7O5snKxyAvmzu3LmWlpbi4uKTJ09esmSJm5tbVFRUO7OQOkJCQoJCoVRXV3Pd2QMRxq8Ez48m0PZVVFRMnz69oKBARkbGxsbGxsYGIXT//v2JEyfiI9QGDBgQGBgYERHh4+MD2b2P8/LymjlzZlRUFN5zqaOj8/DhQ21t7baO19fX5yqRlpYmk7n/99HT0/v16xfPowV9zbFjx6ZPn04ikcaMGfPs2bOoqChHR0eucTldgLfSQ4LvO/iV4DvbBLpo0aK0tDTOkvT09I6va9vc3Lx169a3b98qKSm5u7tz/unZs2fsx7Kysi9evIBN7QBCSFNTc+TIkewuJLypqZv09fWTk5O7fx4A2I2dEydOnDhxIkIIX0KjO/r161dSUoKvxwX6An4l+M42gR4+fLi4uJizZPHixR2/z37z5s3FixfnzZu3devW3377rZ0jIbsDxLcuJH19/fDwcB7FCMD/0/4spICAgKysLM6S3NxcCQkJrsPwBM+nCIEQ4leC72wTqJaWFteccmlp6Y5PNyoqKnJycrpx40Z3YgZ9B5+6kAwMDH78+NHt6ADg1v4sJM4FrXEkEqnl96eqqirXfRQQbXwcRa+trb1ixQr+nZ9TamqqiYlJz1wLiIDOdiF1kK6ublFRUUNDA9c6/wB0VqdmIc2fP5+r5Pbt2zIyMlyFampqcAffp/TcPHi+yszMnDRpkqCjAL1GZ7uQOohMJuvp6X3//n3w4ME8iRP0TXzqQlJVVf369SuPYgS9gIgk+ISEBFjoDXRcZ7uQzp8///PnT86SvLy8Vm/TjYyMMjIyIMGD7uBTF5Kamtrz58+7HR3oNUQhwWMYVlRUxLXWLADt69QoehkZGa4+TiKR2OqCISYmJmlpaXPmzOFxuKAv4VMXkrq6es8sJwqEhCgk+C1btigpKeH7sgPQEZ1tAm25532rfZwIIRMTk3v37vE8YNCndLYLqYPTjNXV1QsLC/kSMRBKwpLgd+zY8f37d86S79+/d3AUfWho6PDhw/kTFxBN/FuIyczM7NChQ908CejjOtuF1MFpxniCh9Vq+w5hSfAzZ87k2mozOTm5Izfl48ePr6mp+fPPP/kWGhBBfGoCRQgZGxtnZ2fT6XRJScnunw30WZ2ahdTBacYUCkVGRqasrAxf3x6IPGFJ8FZWVlwlJ0+eFBcXb+clDAbDyckpLi7ujz/+aLmSKADt4NMoeoSQmJiYkZFRSkoKrEgPhJCGhkZ+fj4k+D6iF29c/fr16wcPHigoKEybNk3QsYBexsvL6/Hjx/r6+jQarbS0FG8CXblyJU9OPmLEiKSkJJ6cCgDe0tLS4morBSJMWO7gu+Do0aMIoQULFuALNQPQKXJycsuXLycQCElJSV+/fq2treXVmS0sLF68eLFmzRpenRCA9tFotOrqas6ShoYGFovV8khtbe2cnJyeigsIWG9N8NnZ2Y8fP7569SrMRwJdcP78eV9f38+fP584ceLixYtjx47duXPnrl27li9f3urxnz9/5hrEVFVVpaCg0OrBVlZWhw8f5n3QALRh1apVXLsc5efni4mJtTxSW1s7Nze3p+ICAtYrE3xFRcWyZctUVFScnZ1bbqgAwH86dOjQ58+fxcTEzp07l5KSoqSkVFpaOnr06LYS/Pnz59PT0zlLCgsL20rwxsbGNTU1+fn5PNmhDoD/1HKLI0tLy1Y369LV1Y2KiuqRoIDg8XG7WBKJhD9OTk5OS0sbMWKEoaEhT07+7t27xMTEgIAAyO6ga6hUKoPBQAgpKCjgg43Z1bVVZ86c4SqxtLRsa6QSgUAYP3788+fPuXYuBkDg9PT0uPadAyKMXwleTU2ttLQUIeTn53fy5MkJEybs3Llz//79ixYtavX4c+fOZWdnc5a0ut0h7sePH66urq6urjwPG/QRhw4dGj169KxZswYNGmRjY2NnZ/fgwYN169bx6vyTJ09+/PgxJHggbCDB9yl8b6I/depUYmKiurp6aWnpmDFj2krwSkpKXINEyGRyWzdVKSkpsLIN6I4pU6bEx8dHRkYqKCgYGRlRqdSIiAgjIyNenX/q1Km7du3ibMcCQBhoaGiUl5fDOg19BN8TvIqKCr6iiIqKSjtfdvPmzeMquX37trS0dKsHJyUlLVu2jIdBgj5IQUFh8eLFfDq5tra2rq5uXFycjY0Nny4BAFtERATXSqCFhYWtfn8SiUQ9Pb2fP3+ampr2VHRAYPg1D15MTMzU1HTq1KnV1dXBwcEYhnl6elpbW3f/zEwmMy0tbdiwYd0/FQD84+LicuPGDUFHAfqE4uLiin9rbm5uampq9WADA4MfP370cIRAIPh1B19QUECn07Ozs7OystTU1DAM09fX9/b27v6ZCwsLlZWV21/kDgCBW7BgwdChQ319faWkpAQdCxBxXl5eXCUxMTHy8vKtHjxw4MBv377xPyggePy6gz969GhlZaWRkZG9vf3QoUOJROLOnTu70+vT3Nx8+/btgoKCtLQ0Xo3GB4B/tLS0rK2tr127JuhAAPgXQ0NDSPB9BL8S/P79++fNm+fv799WM1Fn1dfX79+/PzQ09M6dOxYWFjw5JwAdZGNjQ/i3+Pj4/9x509vb+8SJE83NzT0TJAAdYWRkxLWoAxBV/Erw0tLSz58/b2xsHDVqlK+vb/d/MMrJyU2bNq2pqenKlSseHh48CRKADoqNjcX+zcLCgms/upbGjRunra0dGBjYM0ECUdLU1NTQ0IAQqqqqevr06c+fP3l1ZhMTE67N44Go4uMoejKZ/Mcff3h6ep4/f37x4sU0Gs3e3r7lgiG4hw8fcm2BUFJSwjUKlEQi1dbWMpnMQYMG8S9sAHjI19d3ypQps2bN+s9fAwCwXb16dfXq1XJyct7e3ufPnx8wYMCHDx8OHjzY1uyh33///evXr5wl6enpbW363q9fPyKRWFhY2OU6yWAwYBRUr8D3aXKysrIbN27cuHFjUVHRvXv32josNTWVa2AnkUjkWmqRTCZ/+/YNvihBLzJkyJDVq1e7ublFR0e3ujY4AC35+PikpKTo6upaWlpu2rRp+fLlNBrNysqqrQTv6elZUlLCWbJ27Vo5Obm2zm9mZvbp06eOf5e+f/9eVVVVT08PIYRhmJ2d3YoVKxYsWND4/7V35wFNXOvfwE8W9l1BdnABQTbBDRRUcLd1K8XtWq21uC+tWm2rdWm1tnXDqletCm5VrFdFUcQdl2qLoogoIqggwcgiEJaYBJLM+8e8Nz8uCI0kIWH4fv5KJjNnnoSHPJmZM+dIJBhOVJdpqsDX7zBvZ2fX0EDfhJClS5fWX1K/wD9+/NjJyUldQQI0gxUrVty/f3/KlCkHDx5EjQdlcLncjh07EkKmTp06aNAgQkhDEx/Q/Pz86iyxsLBo5CC7a9euaWlpQ4cOJYRUVFSwWCwzM7OGVt66detPP/1kbW3t6uq6bt26vXv3pqSkPH/+PD8/f/369Tt37oyIiGjobIFCZWVlfn5+ly5dGl9NQS6Xy2SyRv5fysrKLC0t/3G/rZymrsF/++239RfKZDJV2uRwOPS8IKo0AtDM2Gz2H3/8IRaLBw0ahFFCQRn9+vUbPXr0rVu35s2b16FDh4yMjM8++6xPnz7qar9bt27btm1bsmRJ3759BwwYMGjQIIqi6q8mEAj++OOP5cuXDxo0yM/P76+//urateu2bds2bNgwePDgPXv2SCSScePGBQUFxcTELFq0qKSkpPbmpaWlZWVl2dnZL1682LFjx9ChQ2fNmtVIVA8ePCgvL79//354eHjbtm1DQ0MfPHigePWPP/5Ys2ZNQEDADz/8EBwc7OLi4u/vf/ny5fd641KptFVNptd8s8kVFhbSN8Q3uQUul0sIGTZsmPqCgtZLLpenpaUVFBRIpVJHR0f6Zk4N7cvQ0PDEiRObNm3q2bPnlClTZs2a5e7urqF9AQPs2bMnLi5OMaH7ixcvevTo0Xh1fC8jR448derUxo0b9fT0bGxsDAwMfv3113nz5tHfsVlZWQ8fPszNzU1ISLh58+b8+fOjoqIIIampqWKx+MKFCx999NHs2bOlUmlhYeHZs2c3b9781Vdf6enpicXiHTt20LsoLS0dOnRoTk6OXC7v0qXL27dvPTw8YmNj7969KxQKKysrBw4cKJFIPv30U7r39MWLF7/++msLC4vbt2+7uLhs2LBh9erVAQEBYWFh48aNk8lkX375JZvN7tWr148//hgaGjp48ODHjx9PnjyZoqhjx45dunQpICCgXbt23t7eVlZWqamp48aNk0qlQqEwIiLC3Nx8woQJx48f37VrV0lJybFjxwICAgghf/7558CBA7OyshISErKysgJyciwICQwMNGnfnhBSWFjYpk0bBwcHMzMz+pOpz9DQsPbt3xRFCQSC2isYGRkZGhoSQsRisUgkqrPaF198MWLECHX9WetrvgJvY2NTUFCgSgtcLldPT2/SpEnqCglaraSkpNmzZ9vb29MzuvL5fB6PFx0d3a9fPw3tkc1mL1myZNKkSVu2bOnXr5+1tXX//v39/f07d+7s7Oxsa2uL8XBAgc1mf/zxx4qndA1Q8QxobRYWFkePHk1OTjYyMrp+/bq1tfWUKVMePHgwbdq0tWvX3r17VyAQ+Pn5vX79+vjx42PGjKG3ooti79696adcLtfR0XHmzJkDBw58/Phx9+7d/fz8WCxWUlJSfHw8fdV148aNpaWlFy9ezMzM/Pvvv1++fDlmzBhvb+/Bgwf/+OOPcrn8+PHjkyZN0tfXj46O9vPzu3PnzqJFixYtWuTo6CiXyx8+fHjz5s1vvvmGELJixYrRo0d37dpV8S5EItGmTZtiYmL69+9vaGhI33TA4XAOHDiwfv16Ly+voqIimUyWlZWVk5Pzyy+/2NnZLVu27OnTp9OnT6+oqKAoytnZedasWfr6+t27d+/UqZOBgQGprj5//ny5vj6bzba1tS0pKSkoKKioqGjow1eUbTabzWazWSyWqalp7RXevn0rkUj09PQMDAz09PRYLBaHw+FyufTPgtpvRxNYqhxSN07FIyT6GvySJUsUSw4ePLh69Wo13i7CPDGenqVPn07LzGyjjbGA8vPze/fu3SLOgPn6+p46dapTp06KJTweLyIiIjk5+Z3r1++lfPfu3S5duvz1119N2LtcLk9JSbl161Z6enp2dnZ+fn5hYaFcLjc1NbWwsOBwOIruUXp6enW+L1q0kNu3Td6+/bNPH2Fz/ZpZsGDByJEj6cctKD/ra/wM6IABA5KSkuos7NOnz61bt5Rsf+vWrStWrJDL5Z07d547d263bt38/f3fN8gLFy5ERERYW1vn5uZ6eHjcv39f8bO1/vQ2FRUVpqam+/btW7RokVAozMrKcnJyoutfnUpRXV39/PnzRq7fnzlzJiAgoLq6WiqVXrx4ccGCBb1797527VrtS/hJSUn+/v5WVlZ///33jh07evbsGRAQEBISsnfv3i5dugQHBxMmfn9qqsCrfoS0dOlSDoej6Jcnl8ufPn1aVlbm7OysYmxCobChaWzeC0VRIpFILQde6gopffJkMY/ne+iQocqfkkQicXNze69NCgoKxo8f3yK+QL28vFJSUmr/7aqrq0NCQu7cufPO9dPS0ujpjxW2bdvm4OCg+AEql8uzs7NVSQaJRCIWi4VCYVVVleK/UiqVKk7rNa1NtXRyVlc71C+/kOJi1tdfk//tP9sEUqnUwcHhH1fz8vKysrKiH7eg/KxPLpcXFxfb2toquX79789/zE+JRFJaWtqmTZvG/9bKfFkVFRXZ2Ng03gNO8f0pEomKiopcXV0bb1P5kCorKw0NDZvQoZV535+aKvDve4RU386dOzdu3Kh4WllZ+ebNm4YuhLwXqVTK4XBU734pl8vlcrlOheQjkxlS1GMut+k1oVZITk5O7/tP4unpmZCQoPLONW7Hjh3btm0bPXo0fdDA5/Pj4+PnzZs3c+ZMJVtAfjYB8lN5Kp4BRX42AQPzk9KMLl26CIXC2kskEknPnj2b3GBiYuKwYcNUjouiKKpHjx53795VvZ24uLgxY8ao3g5FUT4+Punp6aq3c+TIkYkTJ6reDkVRnTp1evbsmVqa0k15eXm//fbbqlWrVq1atWvXrry8PFVaQ34qA/mppKtXr3p4eISGhk6aNGnSpElhYWFubm7Xr19vcoPIT2UwLz811clu3rx53bt3r3+EpKHdAbwvZ2fnGTNmaDsKgHdYsGBBQkKCKmdAAYjmetHPmTNn5MiRiYmJfD6fEOLi4nLu3DnVL58DADCeTCarM8ycra0tpbEO0cBUGrxNDkdIAABNgDOgoBbNdx88AAAoA2dAQS1aTIHncrkcDkctTdHjDKjeDkICBR385BFSi6beM6A6+MkjpGagwYFu1EsmkxUXF9vZ2aneFJ/Pt7e3V/2eCqlUWlJSovydqY149eqVg4OD6iFVV1cLBIJ27dqpJSR6DANQBvJTGchPbUF+KoN5+dliCjwAAAAoT1OzawAAAIAWocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADBQyyjwO3bs8PLy8vPzS0pKeq8N16xZ4+Xl5ezs/NNPPzXUVJMbb5oLFy707NnT1dV19+7dWg9JKBTu2rVL8VSZSJr542oRkJ8agvxUC+SnhrSA/NTybHZKyMvL8/T0FAqF2dnZHh4eMplMyQ0vX77crVs3kUhUXFzs4uJy7969+k01ufGmKSsrc3d3Ly4uLi8v9/DwKC8v12JIDx8+nDZt2oQJE+inykTSzB9Xi4D81FAwyE+1QH5qKJgWkZ8t4Ag+MTFx9OjRxsbGbm5udnZ2aWlpSm5YUlIyc+ZMQ0NDa2vrkJAQHo9Xv6kmN940p0+fHjVqlLW1tbm5eXp6upmZmRZDio2NFQgEiqfKRNLMH1eLgPzUUDDIT7VAfmoomBaRny2gwL9+/drJyYl+7OTkVFBQoOSG48aNowdzTk9Pv337dmhoaP2mmtx40/B4vNzcXF9fXxcXl40bN7JYLC2GtG7dujlz5iieKhNJM39cLQLyU0PBID/VAvmpoWBaRH5qfzT8fySXy2sPMiyVSpXflqKoLVu27Ny58+TJkxYWFvWbUqXxJhCJRNnZ2Tdu3KAoqkePHkOGDNF6SArKRKKt2HQZ8lOjISkgP5sG+anRkBR0Mz9bQIF3cHDIy8ujH/P5fAcHByU3lMlkY8eOtbS0TElJMTc3f2dTTW68aWxsbIYOHWplZUUI6du3b2ZmptZDUlAmEm3FpsuQnxoNSQH52TTIT42GpKCj+anpi/yqe/nypY+Pj0Qi4fF4bm5uyndMOHLkyPjx4xtvqsmNN82TJ0+8vb1LSkqKiopcXFwyMjK0G9Lly5cVnUSUiaSZP64WAfmpuXiQn6pDfmouHt3PzxZwBO/i4jJ37tyQkBBCyN69e9lsZfsN3Lx5MzEx0d7enn66Z8+eESNG1GmqyY03jaen54wZMwIDAymKWrZsWZcuXQgh2g1Jof5+lVnSPLHpMuSnRkNSQH42DfJToyEp6GZ+YrpYAAAABsIvXAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBV5WZmZlQKKyoqNizZ8/7bqvY6vTp0/Pnz9dAdNDaIT9BlyE/NQoFXj0qKysPHjzY+Do1NTUNbTV06NA1a9ZoKjho9ZCfoMuQnxqCAq8eS5cuffTo0Y8//kgIWb16tZubm7+///79+wkhFy5cmDVr1uDBg8+cORMZGenu7u7q6rphw4baW125cmXFihUURX311VdeXl7e3t5HjhwhhFy5ciU8PDw4ONjLy2vZsmVafYvQgiE/QZchPzWFAtWYmppWVVXl5+eHhIRQFJWQkDBw4EChUFhaWtq5c+fU1NTz5887ODgUFRVlZmZOnTpVLpcLBAJ7e3uKohRbnT17dt68eSdPngwNDZVKpUVFRfb29q9fv758+bKpqWlpaWl1dbWrq2tRUZGW3y20NMhP0GXIT43iavsHBtPcvHmzoKBg/PjxhBCRSJSamurg4NC3b18bGxsbG5tly5bFxMSkpqaWlZW9c9vw8HAOh2NjYxMYGHj37l1jY+OwsDArKytCiLu7e0VFhY2NTXO/JWAQ5CfoMuSneuEUvZoZGRktXrz4zJkzZ86cycjI+OSTTwghZmZmhJCrV69GRESwWKxZs2bZ2trW35aiKBaLRT/mcDhyuZwQ0rZt22YMHxgO+Qm6DPmpXijwaiOTyQghYWFh+/btq66uLi8v9/HxKSgoUKyQkpIyfvz4adOmVVZWFhUV0flHb0ULCQmJi4uTy+UlJSW3bt3q2bNn878LYCrkJ+gy5KcmoMCrh7W1dVVV1cqVK/v27Tt48GA/P79u3botX77c2dlZsc6kSZOSkpICAwNjYmLCwsK+++47xVb0CuHh4V27dvXz8wsNDd20aZODg4OW3g0wDfITdBnyU0NYFEVpOwYAAABQMxzBAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKvK6QSqWRkZFWVlZOTk6bN2+u/VJ0dDSLxSosLFRmZQCNQu6B7igqKlq3bp22o9BdKPC64tChQ9HR0T/88MOYMWMWL16cnJysrpUB1Ai5B7qgsrLy9OnTERERq1at0nYsugsFXlmbN29u3769lZXV+PHj37x5c+DAARaLNWbMGBMTkyFDhkRFRdna2vbp0ycjI0MsFs+cObNt27Zdu3aNiYmhN4+KirK2tv7ggw98fHw+++yzioqKkSNHmpqaWltbf/3114QQHo/Xu3fv+fPnL1myhBCSkZFRP4atW7caGBjcvHlTmZWhddJuotbZvPnfPjBJ/fRTuHfv3jfffPPkyRNtxdYyUKCExMREQsisWbOio6MtLS0nTZq0f/9+Qsinn376/fffE0L8/f0PHjxoZmY2f/78H374wcrK6tq1a7/++iubzf7zzz/v3LnDYrGmT5++Zs0aQsjUqVM3bdpkbm4eHx+/ePFiQsiLFy8U+9q5cychJCMjQ7Fk7969hJCjR4/q6ekdOnSodmD1V4bWTLuJWn9zbXwGwByNpB9t9erVXC5XK7G1CCjwSvniiy+MjY3FYjFFUVOmTLGxsaG/N58/f15cXEwI2bJlC0VRgYGBY8aMGThwIJvNNjQ0NDAwIISsXbt2zZo1HA6nsrJSLpe3a9eO/uJLSkr64osvOnfuTAh58OABvaPo6Gh9ff3vv/++9t7pAm9qatq+fXuZTKZY/s6VoTXTbqK+c3MAVbwz/RRQ4BuHU/RKoSiKxWKxWCxCCIfDkcvl9HIDAwN6oaGhISGEfmxubt6/f3+RSCQWi6VS6bJly0QiEZvN5nA4LBZLX1+fELJt27YRI0Z4enrOmDFDsZdFixbNmTNnz549K1eurB9DSEhIbm7uvn37lFkZWiftJmr9zQFU8c70A+WhwCtlyJAhQqFw8eLFhw4diouLGzJkSCNCMSSzAAAgAElEQVQrDxo0KDk5+eLFi1u3bjU2Ns7MzOzXr19NTc0333zz3Xff5efnE0LS0tJMTU07dux44cIFQghFUWfPno2Kiho3bpyFhcXp06dzc3MfPXr07bff5uTk0M3u27dvyJAhK1asEAqF9VfW/GcALYB2E7X+5gCqqJ9+db4V4R9o9fxBS/LLL7+4uLhYWFhEREQUFRXRZz7z8/PfvHlDCNm1axdFUUFBQWPGjJFIJLNmzbKysnJ0dIyJiaE3//rrr62srEJDQz08PKZOnXrv3j1/f39HR8cFCxYQQjZt2kQ/UNi1a9fx48cJIdeuXaNP0RcUFNA9lletWlV/Za1+NqBDtJio9TfX5gcBLV/99KudbBRO0f8TFkVRmvnlAP/nr7/+OnLkyOzZs42NjX19fZcsWYLz6qCDVExU5DmATuFqO4BWwdvb+82bN8HBwWw2e8SIEYsWLdJ2RADvoGKiIs8BdAqO4AEAABgInewAAAAYCAUeAACAgVDgAQAAGAgFHgAAgIFQ4AEAABgIBR4AAICBUOABAAAYCAUeAACAgVDgAQAAGAgFHgAAgIFQ4AEAABgIBR4AAICBUOABAAAYCAUeAACAgVDgAQAAGAgFHgAAgIFQ4AEAABgIBR4AAICBuNoOoEG3bt06c+aMtqNoYVgSCaEoYmBAsVhaCcDFxWXOnDla2XUzQ342AfKz2SA/m4B5+cmiKEqNzanR0qVLHz9+3K9fP20H0pJwNm0ixcWyxYuJjU3z7728vPzQoUM8Hq/5d938kJ9NgPxsNsjPJmBgflK6oX///nUCY7FYQUFBaml83bp1hw8fVktTOi7aw2MDISWZmVrZO4/Hc3Jy0squNa1+fhJC1JWf7+XUqVNdu3atqKho/l2rDvmpJKlUqnh8//7933//PfM9P7QlS5asX7++9pI//vhj7dq16omPoZiXn7pyDf7atWt1IuvZs2fbtm3V0jiPx3v06JFamoLWqX5+9urVS135+V5ycnLS0tJayWFoq2VnZ0c/iIqKGjFixPnz54cOHXrw4EFV2iwoKMjMzFRHdNBi6O41eDWqqanh8/najgJAJUKhcOHChfR39Js3b7QdDjSHTZs2paSk2NvbFxcXBwcHT5kyRZXWysrK1BUYtAitpcC/evVK21EAqKSkpGTPnj304+LiYu0GA83D2tra3t6efsDhcFRpiqIoFPjWRldO0WtUTU1NnVOa1dXV9+/f11Y8oHUymUzxODU19fDhw0+fPtViPMqQSqWKxyjwzKanp+ft7T18+PCKiooDBw5QFBUZGRkSEqJKmxRFlZaWqitCaBE0eAQvl8vT0tIKCgqkUqmjo6O/vz+b3eDvifT09MLCwtpLKioqLC0t1RJJTU1Nfn5+7SWpqanTpk17/PixWtqHFsfOzo6ukVFRURs3bhwwYMDy5ct/+OGHhk6BajQ/lVRTU0M/GDBgQFFRUXPuGpoZn88XiUQvX77Mzc21s7OjKKpjx46LFi1SsVkU+NZGUwU+KSlp9uzZ9vb2jo6OhBA+n8/j8aKjoxu6bWP37t11OoDw+XwLCwu1BCOVSoVCYUlJiaJXlFAozMvLU0vj0KIpeY1To/mpJPoI3svLa/To0bp/vgFUZGRk5Onp6enpST9dvnx57dNOTSCXy0tLSymKYmnpJm9ofpoq8AsWLEhISOjUqZNiCY/Hi4iISE5Ofuf627Ztq7MkMDDQ2tpaLcFUV1cTQvLy8hQFns/nV1VVnT9/PiwszMDA4H0bFIvFLBarCRuCrlHyGqdG81MZ27dvFwgEhBBLS0s7O7ubN282265BFxQWFtKH8u98defOnS9fvqy9JCEhISAgoM5qUqm0srLS3NxcU1GCjtHUNXiZTEZ/byrY2to2lJ1KunLlir29fVRU1DtfvXTp0scffyyXy+u/VF1dbWxsXPsfgD5jP3z48IsXLyrOfCpv7dq169evf9+tQHdo4hqn5ojF4jVr1mzfvt3U1LRDhw52dnaKU/R79+797bff6m/y+++/X7p06dChQ80bKWiKjY1NQUFBQ6+2adPG6n9VVlbW6VlMf/2WlJRoPFbQGZo6gp83b1737t1Hjx7t5OTEYrH4fH58fPy8efNUaZPP5xcUFNy6dWvhwoX1X71169bJkye3b9/++vVrV1fXWbNmKV6qrq52d3fPyclRLJFIJFwuVyqVxsTE7NixIzEx8b0iuXbtWu2TE9DiaOgapyZkZWUdPHiQruhBQUG///57VlaW4rv+2bNnJSUlM2fOrL1JWVnZlClT1q1bl5GRMXnyZC0EDSq7d+9efn5+aGgofSWIzWbfvXt3xIgR71x5/PjxdZacPHnSxMSk9hJFge/QoYNmQgado6kj+Dlz5ly8eLFjx45v3rwpLi52cXE5d+5cna+h90WfoqxdpxVOnDjx/fffE0KuXbtWVlb25MmT2q9WV1d7enrW3rC6unr27NmEkIsXLz558uR9Ty2Ul5e/MwxoQehrnMOGDaO7fy5fvlxfX19bwWRlZR0/fvydL6Wnp+/fv59+TF8VsrOze/36Nb3k2rVriscKdErfu3ev/kvQIvz000/h4eHHjh3z9/dPTU2lF06fPl31ljGCQquiwV70zs7OM2bMqL1EJpM1dJnz8OHDdTq68/l8IyMjxVORSHTu3LlOnTo9f/6cEPLs2bMOHTooWqPPO/n6+j5//tzS0rJOU3SBv3v3rmKJRCJxdXUNCwtLSkp6+fJldHR0ZGSkku+rqqqqtLQU/VEZpvFrnNHR0dnZ2bWX8Hg8Q0NDde396tWrZ86ciYiIqP9SRUXF69ev9fT0ZDKZmZkZIcTc3FwulwuFQrlcnpWVVf8a06lTpwghp0+f9vHxyc/Pr6mpwUFby/Lvf/87LS2tbdu26enpH3/88b179+g/vSroy5co8K1K890HX1hYyOU2+HtCLBaX/S+ZTFbn2zYoKCg+Pp7D4RQXF0+YMGHnzp21NyeEXLp06cWLFxKJ5NmzZ7U3lEgk3t7eioVyubyqqsrAwGDr1q30ks2bNyvfQ3XTpk18Pr+oqOjt27dKbgK6r/FrnIaGhnWucXI4HDX2Ri4tLb169eo7A3j79q1cLu/cuXNsbKyiX4u9vT2fz9++fXtZWVmdw3SxWEyf66qpqZFIJPv37/fz84uPj1dXqNAMzMzM6BPsvr6+s2fP/vLLL9XVMgp8q9J8I9k1/gX6+eef11mSlJRU+0erkZHRqlWrCCFubm5Hjhy5d++et7e34lWRSBQaGmpra2tiYpKbm5uTkyOVSrlc7smTJ/38/Kqqqnx9ffPy8uiF0dHRu3fv3rt3b6dOndhsdt++fa9fv56VldWlSxdl3khpaSmXy+3cufORI0ccHR2HDx/+fh8E6IaamhqZTGZoaFheXn737t2OHTt27NixoZUnTZpUZ8nJkydNTU3VFUx1dbVYLI6JiZk8ebKzs7NieWJiIv0z1NjYeNy4cePGjaOXOzg48Pn8srIyAwODkpISOrEJIcnJyTNmzHBzc4uIiDh+/DjdbFVVVZ0u1ip68uRJRUVFYGCgGtuE2iZOnBgcHDxz5swZM2Z8+eWX4eHhEyZMUPGIgj5eQoFvVZrvCJ7NZtva2qrejr+//969ex0cHI4dO3b27Nm1a9du2bLll19+oTsTde7c+c6dO9XV1bm5ubdu3fr444/Pnj1bVVVF3w2Vm5tLCCkrK6MoytjY2MjIyMnJacKECQMGDMjKylIyAIFAYGtr6+HhsW3bNsXFUWhZfv/99zZt2nTq1GnTpk29evWKiooKDg6Ojo7WVjwSiYQQsmLFii1btihGrKupqfnwww/pzGzTpk3t9R0dHV+9elVWVmZubt6uXTvFT+eioqKHDx8+fvyYnv6upqamsrKSEFJVVaXGaM+ePXvgwAE1Ngh1rFy5cv369fRISiwW6/jx46NHj/7Xv/6lSpsURVlaWmIMxFal5Q1V6+Pj8+jRowEDBvTs2TMyMnLlypVfffVVWVkZfUDv6ekplUptbGwyMzPpgZczMzMrKyvNzMy6dOny3XffxcbG0ufz6TNgnp6eBgYGAQEB/zjP0vbt2+nznElJSStXruzevfvDhw/pDgHQ4qxYsSItLS0vLy82Nvarr75KSEhIT0//+eefNbfHFy9ebNq0iRASFxcXFxf34sWLCxcuKF6l7+SUy+U7duzo1q0bvfCXX36hhyUJDAykT18pODo6ZmRkHDp06LPPPnN0dFR0OqGPz7Kzsz/88ENCiEgkunPnDiHk2rVranwvYrG4oqJCjQ1CfQMHDlScsOFwOBMnTqx9UbJpbG1tMQZiq6KpU/S7du26fv16/eWxsbEqtuzj40MI8ff3HzlyJH1zCH35nB69ISAgYMCAAd7e3n///XdAQICent6DBw8oijIwMOjSpcvWrVsvXLhAHwzRv46/+eabDh06UBR148aNxvebmJjYrl27YcOGFRQUfPTRR/T8s+Xl5Sq+HdAKLpdLn5CfOnXqoEGDyH/zQUPOnj07evRoHx+fxYsX7969+/r167/++uvWrVuHDh1Kr1BdXR0ZGbl9+3axWPz48ePi4mJra+tVq1bZ2Nj06NFj6NChvXv3rt2gk5PTuXPnJBJJnz59nj9/zuPxgoKCCCH0jKK2trYdOnSYOHFibGws/YWu6Imtoj///FNfX18sFiPzWxyKotq1a4cC36poqsBPnjw5OTm5oqJizpw5yqw/f/78OsfQmZmZ7+zE1Ldv38TExGHDhlVUVOjr63t4eGRmZhoaGjo5ORFCZs2aNX369CtXrqxZs6Z9+/b9+/e/ceMGXfu9vb1ramoEAoFAIHB3d6dvZA8LC6NfWrt2bWFhYSMXESorK3Nzc1+8eGFqampjY9O7d+9t27atXbv2fT4V0BX9+vUbPXr00qVL6bEZMjIyfvrppz59+jS0vvL5+U65ublyuZzH45WWlhYVFYlEol9//TU7O3v37t30nSZisbhXr17Tp0/fs2ePXC6fOHHi9OnT5XJ5aGjoypUrHRwc6jTo7Ox85cqVnj17BgUFXbt2LSUlZdiwYWZmZs+fP3d2dqbvnP72228Vv6dLS0sTEhLow3qFJ0+eJCQkLF68+O+//67zA6Ih8fHxhoaGFRUV9Omxe/fuOTg41BnSCnQTRVF2dnaYZKtV0VSBNzExWbhw4dGjRwcOHKjM+tOnT6/z03LevHnvHOuby+UOGzaMEGJubl5ZWXn//v3hw4e/fPmS7pHHYrG4XG7Pnj0fPXqUlZXVqVOn9PR0Y2Nj8t9Df3p8m40bN9b+0vT29n758uXp06fr3NdXW1VVVUZGxu3bt+lfEoaGhlOmTFm+fLky7w50zZ49e+Li4hTjHr548aJHjx61B0eqY+bMmXW6iM6fP1/5sejpE9oCgeDrr7++f/++np4ePdHRkiVLFAXeyMho165dV69e9fPzO3HihEgk0tfXX79+ffv27es36ObmJpPJJk6caGtr6+vr+/nnnwsEgg4dOpSUlMyePfvvv/8mhPj6+pqYmFhYWHz55ZdLly5NTk7+8MMPc3NzT548SQ/p8+DBg7Nnz44YMWLMmDH0VDoXLlwYPHhwI5NCicXihISEjIwMNzc3QsiWLVuCgoLmzp2r5OcAGvLLL7+8ePGi9pLc3Nz6dy05ODicOnUqMzNTMcQ9MJsGe9H7+fn5+fkpv3KdJRYWFnp6eo1vpa+v36tXrx07dtQZXblNmzbm5uZ///33xIkTc3Jy6J8OPj4+HA7n8OHDO3furHOsZmpq6u7unpaW1si+qqqqOnbsePPmTfqrjRBiYGBA942CFofNZn/88ceKpw0NEKbg4+ND/0BUMDc3/8f8VBCJRMuXL4+Li6MPqadNm7Z7924rKyt6QIU2bdqIxWL6rnp6lLoTJ07cvn3b1tb2ndWdEOLn57d79+4JEyYQQughxy9evEj3IQ0NDVV07w8KCqqsrFyyZMkff/xB98G+ffv24sWLp0+fbmZm9urVq+vXr48bN07RPftf//rX/fv3XV1d6+yuurqaHgVILBbTe3n9+jV9TqL2YBWgLX5+flZWVrWXXLp0qc6fhqIoU1PTmTNnRkREPHjwoJGbloExWl4nuzrYbPbEiRPrLx84cODNmzfbtWsXEBBAX141MjIKDg7u2LFjUlJS/WlCtm7d2vjJK6FQGBIScvXqVcU/kr6+fk1NjYoD7ENr8PLlSwsLiyFDhgiFQhaLFRUVZW9v/8UXX1hZWW3evJkQIhKJFF/HdnZ2vr6+tra29JmqhtBFmhASEBAQHh5O110ulztixIjVq1fT6/z222/nzp0jhIwdO5au4nSf/PDw8Bs3bpw9e5YQ8uzZM7rbqVAorKysrH8va0VFhaura2Rk5MOHD8ViMd3O27dvjx07dv369dTUVD6fr7ZPCppk+PDhM/6XjY1NnYGY6A6b27ZtMzExGTx48I0bN+7du6etgKF5tPgC35Dhw4cbGxsPGzZs7NixH3zwAb3w+vXrPXr0eOf6vXv3fvToUUMTzxQWFpaXl4eGhubl5SkGBWOxWPr6+hgNFBonlUoPHz5sYGAwatQoDoczY8YMIyOjuLi47777rn///nFxcfQcX7Xvqr9z586DBw9++eUXJXcRGxvLZrO5XG6d4cc7depEz6Bob29/+vTpp0+fJiQkEEIuX77cv3//69evf/TRRyKRSCqV1tTUHDt2rKampv48dQkJCQUFBdHR0cHBwYqL+gEBAXR4KSkp+/btoxfu27ePx+M15TMCzVNMFHv8+HFnZ+fQ0NBevXqZmpquXr06ODh48uTJP/zww6VLl7Zt2/bs2bPy8nK648jJkycfPnx4/fp1kUhEt1NdXS0QCBQnL4VCIT0Zt2JHUqm08XHD6Ok9i4uLpVKpRCJ59OhRRkYG/d2bn5/P5/Prd+EUCAS3bt2Sy+WKMBT3cdCt1W6coig6vDojB5w7d+7+/ft3796l7x2tTSKRMPJ0LGPP0gQHB3fv3t3ExKR79+7du3f/x/XNzMzat2+fnp6uuEmJEFJSUkLfLr9t2zahUDho0CAOh1N7ZBtHR0cej1e/DxQAIaSkpGTXrl137tyRy+UGBgZhYWGrVq36+uuvCSG9evUihHTu3PnUqVNTpky5c+dO7Sv6hoaGdnZ2yu9IX1/fycmpb9++Hh4e71zBzMyMz+d37dpVIpGwWCzFaad58+bFx8fLZLKysjL6W5W+GK9AUdSff/5JP1bcTK+vr+/v768YBELxNbpz504ul4vpbXSTosA7OzsfPHjw+++/t7a2Pn369LFjx549e9axY8cjR47Q534WLFjA5XJNTU3Nzc2LioroEzxmZmYeHh5mZmYZGRlVVVVSqdTe3t7d3Z2+6UMul4eFhbFYrJqamrKysuzsbHd3d0LIq1evLCwsuFwui8USiUTGxsbW1tapqakGBgbV1dVsNpvFYlVUVMjlcrqbZ0pKCovF0tPTMzU1dXBwsLOzo68KlZWVCQQCT0/PzMzM4OBgeomFhUWbNm1evnzp7u5eU1NTXl5eVFSkp6dnZGRUUlLi6uqan5/v7Oxsa2ubk5NjYWHB4/HoXKXvmnZ2dn7y5Im7u3t5efmDBw/EYvFimcySkFGjRhEbGw6Ho6+vLxQKpVKpkZGRYqIKiqKEQmFNTQ2LxTIzM6PPyf3jQMJsNpuiKMX/HZvNpjsALV68uPETdSrSlQIfFhZW/1bd2rX2fTk6Ov7jnW919OnT5/bt27V3umzZsvbt23/22Wfx8fHGxsbOzs6bN2/u3LmzYgVXV1f1DiECuik0NLT+bZ//mJ8vXrzYsmWLXC739PQcPHgwIWTFihW1V1i9evWDBw/i4uKqq6u9vLxUibBTp04DBgyYNm3aO191cXEh/x1OZ9euXTNnzjQ0NFywYEFgYKCFhUVpaekff/xBH9bQZX7v3r1Dhw51dna+cOHCjh076rT2r3/9q3v37jExMd27d793755YLL59+3afPn1KSkpwf3xLQZ+J/OSTTz755BOJRGJgYEAfecvl8ry8vIyMDGtr6/Ly8gEDBrx58yYnJ6e4uNjIyOjZs2fz588XCoUGBgbXrl3z9vZeuHChSCR6/vx5cXExXZhLS0tHjhzp5eVlZWVVXl7+6tUrc3Pz58+fh4aGPn/+fPPmzdu2bWvfvn1paSmbzT5y5MgHH3zQtm3bzMzMioqKlStXnjt3buLEicnJyRKJJDs7u2fPngYGBvSgkywWy8PD49y5c2/fvv3oo4+SkpIsLS0NDQ1LSkronwIdO3Z8+fIlPf+Cu7v7ixcv6JtWJkyYYGlp+eDBg/DwcDMzs8LCwvj4eCsrKycnJ/ruQS8vL2NjY8sDB0hx8YYNG2Rt2sjlcvqsGJvNFolEcrmc/nlEn7jV19enKKqystLExIQe+5wQwuFwGjp1QW+uuO9GMS2Lr6+vZv/MlK7q1avXhx9+2Jx7PHjw4NixY2svGTt2rJeXF/2fsGPHjvqbjBo16vTp080V4D+L9vDYQEhJZqZW9s7j8eh/mNZAmfykf7MaGBjQU86/06+//koIsbW1VTGe27dvFxUVNfSqYoDS8ePHC4XCKVOmTJgwgX7J0dGRfon+hTFu3LgzZ86Ym5ufOnWKoih6RnnFrE50n/+DBw9evXqVw+H8+uuvbDa7R48eenp6hYWF9vb2ERER+/fvbygM5GezqZ+fq1atWrVqlZbCaRmYl5+6cgSvC0JDQxcvXkxRlFAojI6OtrGxSU5OzsvLo199508tQ0ND+vwVQH30+UA/P78pU6Y0tA59JnPv3r0q7qvxG9mtrKyCg4PFYvHWrVuNjY1jYmIULyk692VkZERERMTFxSUlJVVUVNCH8vRh/Zw5czIyMnJzczdu3Hjq1CkzM7OwsLDt27d369bNxMQkJSWFEPLpp5++fv367NmzUqn0008/VfHtgCaocXokaBFQ4P+Ps7Nz27ZtExMTZTIZPX1Tx44d+/btm5OT8+23376zdx4KPDSkrKxs9uzZhoaGjZ/JDwwMHDt2bCNj7KgFm82Oj4/ncrn0DaW1Z22mZ8ajTy2uXLny/Pnz9HDl9Ml2+tzjzJkzvb296ZvlIiIi6Jta6WEDLCws6B8B58+fJ4SIxWL6LnzQNRRFNTLCATAS/t7/Y+TIkSNHjlRMLPvBBx9ER0fPmDFjzpw575z829DQUPlZaqD1kMvlixYtevny5fr16xU3rb1TmzZtjh07VmcuGU2gB4eovzwqKmrQoEFGRkbJycm+vr50r/sPPviAHqvu7du333zzDT3RA93P6N///nftaffS0tIUo/zSfamKi4vpbUGnUP/tZAeth64U+BcvXtz7X3T3xWYOIzw8XC6XL1myZOTIkYcOHZo6daq7u3udjlG1GRoa7tixo6SkRC6Xb9++/a+//qp/19zixYt/++03DQcOmvX48ePL/6uioqKhmyoJIXfu3Nm/f7+Pj8/06dPfqz988wsODnZ2dra0tKQ79tPd8eixIO/fv//zzz/b2Ng0snmbNm0SExM///xzFou1YcMGY2NjDw+PBw8eNFP0ANAwXTlF/+OPP9YZSC43N7fOTb3NICgoaNeuXbNmzfL39//kk0/+cX0jI6Py8nJHR8ctW7b89ttv9Hgmjx49qn3L07Nnz3g83syZMw8cODBlyhQej+fo6Fj7HCnovp07dz59+rT2Ej6f39BQtW/fvl2/fj2Xy23fvv07T/zoms8++0wxUPT+/fu7dOni6+t7+/Zt+t4heubZRgQFBQUFBZmZmQ0YMIAeFPLEiRP0LA/QPJYvX56dnV17ybNnz+p8yeAIvhXSlQJffyruwMDAxg8dNGTatGk8Hm/lypXKrGxkZCSXyyUSycGDB0tKSiorKysrKyMjI//zn//k5OScPXt2/vz5VVVVQqGwqqpq6tSpjx492rhx47Rp0+j3KxKJ5s2b99lnn4WEhNANXrlyxdDQMDg4WIPvEN7f9u3b6ywJDAysPx4iLSEhgR6VVjHCko7r06fP6dOn6ccdO3Z89epVTk7O69evZ86c2bt3byUHnI6KipJIJGvWrCkqKjpx4sSGDRvat28/duxYTQYO/9/w4cP9/f1rL0lNTa1zgIQC3wrpSoHXHXp6esrPEacYfeyvv/5SjO3M5/OFQmFcXNzBgwfnz58vEolqamrojksnTpwg/x0ulBDy9OnTmJiYAwcOpKend+nShRCyaNGiUaNGNVLgy8vLHz16hF8Auow+GnZycnrnNW/dZ21tXVVVlZmZKZVK58+fr/yQ+wYGBtOnTxeJRN9//31GRkZZWRkKfPNQHCEobNy40cDAoPYSFPhWSFeuwbdQs2bNGjlypIWFhbW1tZubm6Ojo6+vb05OzqhRo5YuXZqenr5ly5YnT56UlJRERkYSQnJycrhcrqLAP3nyhMvlymSy+Ph4qVR68+bNx48fp6SkzJgxg55vnlZYWKjotfTFF19MmDABo3/rJoFAkJKSIhAIxo0bp+QErLqJvrgQGBj4zokeGmdkZERRVFlZGd2vHnQECnwrpMEjeLlcnpaWVlBQIJVKHR0d/f39mXeThomJyYgRI9LS0v7zn/+UlZWZm5u/fft28uTJ169fd3d3z8/PX7JkCZfLzcnJycnJoYcnPHTo0OTJkxMTE83NzU+cODFhwgRnZ+dDhw4VFhZGRUURQs6fP89isfh8flxcXFRU1OzZs9etW2dnZxcUFHT79u3Lly/z+fzt27evW7dO2+++ZdNEfp47d27q1KlhYWETJ05s6d0szMzMBg0a1LRtjYyMCgoKFMOG071lMX3Ze2kN35+gaZr6l0tKSpo9e7a9vT09Thafz+fxeNHR0f369Xvn+kePHn358mXtJXw+v0XMREnfUET3QKZt3bp1zZo1aWlpK1asOHLkyNChQ+Pj40Ui0dSpU7lc7ujRo11dXcPDw0NCQsphJ50AAA1zSURBVF69erVp0yZLS8uffvrp8ePHAwYM6NChQ3R0NEVRCQkJtra2AoHg+PHjKSkp9JdjmzZtjIyMoqKi6KFFoMneNz8PHz6cn59fe0n9/Hz8+PHJkydramouXbr0888/ay745rFy5cpx48Y1bdt27drdv39fX1//7du3N27c2LVrV2JiYmpqak5Ozrv7JcL/et/8VAaO4FshTRX4BQsWJCQkdOrUSbGEx+NFREQkJye/c32BQFDn3ll6VGQNhadGTk5O9PQhCoMGDaKvfq1Zs2bu3LlGRkYPHz4cNGiQ4n7ouXPnLl++/PLlyxwOJyQkxMjIyN/f/8GDBxMnToyMjKyoqBAIBElJSVVVVWZmZnfv3rWysqI/nNjY2ODg4KtXr9JzgEKTvW9+ikSiOvkpl8up/50p+PLlyydOnPDx8cnPz6fnaG/R6HFsmqZLly7FxcUVFRXR0dELFiygF2ZmZtaZ+Asa8r75qQwU+FZIUwVeJpPZ29vXXkKPtt3Q+vW/TZKSklpoHyVLS8uRI0fSj+l7oA8cOODs7KxY4fPPPx8yZMjhw4fPnDlDT0O0aNGixMTE0aNHE0KOHTtGCCkrK3v69KmJiUlqauqUKVOysrIKCwuDgoL09PRsbW0xkbOK3jc/6S4UtSUlJdWZQqq6utrIyOjIkSOK4Y1bLVtb20GDBt26dUtR3fX09D799NM5hBBCvvnmm5+jo5thbJ+W633zUxko8K2Qpgr8vHnzunfvPnr0aCcnJ/qKcnx8/Lx58zS0Ox1X+5c4IcTc3Nzb23vdunWK6+iTJ0+uM8mmlZVVUFAQ+e8Y+J07d1bMYufr60tR1J49e6ZPn94c0TORJvKzpqZm4cKFvr6+Gp8hSud9+OGHFhYWbDb7+PHjZmZmlZWVQ4cOPXv2LIfDITJZcnKyi4uLl5fXpEmTOnTo4OTkZGFhIRAI9PX1TUxMOByOubm5RCLJzc0tLS3Nz883MTGhJ++ysLDgcDh6enrGxsYymYzu3k/PTU7P90UIoTenwzA2Nvb29m5ouAJdhu9PUAtNFfg5c+aMHDkyMTGR7u/t4uJy7ty52kex0GRcLjc8PPy7776LjIzET/Km0UR+1tTUKH9HGbN99NFHhBB6tBwPD49r165t2LChqKjILCuLCAQXL14079Tpzz//PHr06OXLl/Py8kQiEV3U3759K5VK6fkd2rdv37ZtWycnJ6FQSFGUVCqlB70XiUQSiYTNZkskEj09PRMTE0NDQwMDA7pXo1QqFYlEdLe+6urqRYsW0SfGWhZN5CeO4FshDfZrdXZ2pieXVFBMggsq2rlz55UrV44ePdqEu5iApvb8rK6ubv6xF3WZjY1Nx44dR44caWtr6+npmZSUFBsQUCYQ6OnpGRkZDR48ePDgwdqOUXepPT9R4Fuh5rtxpbCw0M7OrqHLSIsWLUpPT6+95OnTp/g10BAulxsbGztx4sSFCxe6urqam5uLxWKJRPJBXp4pIdOmTRMaGzdPJF988cWIESOaZ18a1Xh+Lliw4MmTJ7WXPH36tPZtSwKB4NixY6p0TGOk2NhYOzs7+h4QY2NjFJgmUz0/4+Li5s6dq9koQcc0X4G3sbEpKCho6NUpU6a8efOm9pKtW7fa29u/ePGCfiqXy7Ozs43VUbeEQqFajrQoihKJRFoMKTo6urS0tLCwkD45zOFwhKtWyUWivn37EpVH+ZVKpQ4ODv+4mp2dneJv1MjfV/c1np+RkZGK0dpp27Ztc3BwULx3mUwWGRnp4eFx/fp1FSNhTH7Snj9/rnj89u1bQsjdu3cNVU4ViUTi5ub2Xpu08vycPn26u7s78rMRzMtPloo9Mxuh4kANO3fu3Lhxo+JpZWXlmzdv1DJWhlQq5XA4qh9MyOVyuVyuUyH5yGSGFPWYyxWpIyQnJ6f3vajs6emZkJCg8s5bAORnEyA/mw3yswkYmJ+UZly9etXDwyM0NHTSpEmTJk0KCwtzc3O7fv16kxtMTEwcNmyYWmLr0aPH3bt3VW8nLi5uzJgxqrdDUZSPj096errq7Rw5cmTixImqt0NRVKdOnZ49e6aWploD5KcykJ/agvxUBvPyU1cGugFoTrt27XrnucrY2NjmDwagDuQnqIWuDHQD0JwmT56cnJxcUVExZ84cbccCUBfyE9QCA91Aa2RiYrJw4cKjR48OHDhQ27EA1IX8BLXAQDfQSvn5+fn5+Wk7CoB3Q36C6pp1oBtVcLlcdd0Wz+Fw1NJ1EyGBgg5+8ggJFHTwk0dIzUCDt8mpl0wmKy4upuduURGfz7e3t1f9ngqpVFpSUmJra6t6SK9evXJwcFA9pOrqaoFA0K5dO7WERE9VCcpAfioD+aktyE9lMC8/W0yBBwAAAOW9x8gzAAAA0FKgwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMFDLKPA7duzw8vLy8/NLSkp6rw3XrFnj5eXl7Oz8008/NdRUkxtvmgsXLvTs2dPV1XX37t1aD0koFO7atUvxVJlImvnjahGQnxqC/FQL5KeGtID81PJsdkrIy8vz9PQUCoXZ2dkeHh4ymUzJDS9fvtytWzeRSFRcXOzi4nLv3r36TTW58aYpKytzd3cvLi4uLy/38PAoLy/XYkgPHz6cNm3ahAkT6KfKRNLMH1eLgPzUUDDIT7VAfmoomBaRny3gCD4xMXH06NHGxsZubm52dnZpaWlKblhSUjJz5kxDQ0Nra+uQkBAej1e/qSY33jSnT58eNWqUtbW1ubl5enq6mZmZFkOKjY0VCASKp8pE0swfV4uA/NRQMMhPtUB+aiiYFpGfLaDAv3792snJiX7s5ORUUFCg5Ibjxo2jB8NPT0+/fft2aGho/aaa3HjT8Hi83NxcX19fFxeXjRs3slgsLYa0bt262pNRKhNJM39cLQLyU0PBID/VAvmpoWBaRH5qfzT8fySXy2sPMiyVSpXflqKoLVu27Ny58+TJkxYWFvWbUqXxJhCJRNnZ2Tdu3KAoqkePHkOGDNF6SArKRKKt2HQZ8lOjISkgP5sG+anRkBR0Mz9bQIF3cHDIy8ujH/P5fAcHByU3lMlkY8eOtbS0TElJMTc3f2dTTW68aWxsbIYOHWplZUUI6du3b2ZmptZDUlAmEm3FpsuQnxoNSQH52TTIT42GpKCj+anpi/yqe/nypY+Pj0Qi4fF4bm5uyndMOHLkyPjx4xtvqsmNN82TJ0+8vb1LSkqKiopcXFwyMjK0G9Lly5cVnUSUiaSZP64WAfmpuXiQn6pDfmouHt3PzxZwBO/i4jJ37tyQkBBCyN69e9lsZfsN3Lx5MzEx0d7enn66Z8+eESNG1GmqyY03jaen54wZMwIDAymKWrZsWZcuXQgh2g1Jof5+lVnSPLHpMuSnRkNSQH42DfJToyEp6GZ+YrpYAAAABsIvXAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBBwAAYCAUeAAAAAZCgQcAAGAgFHgAAAAGQoEHAABgIBR4AAAABkKBV5WZmZlQKKyoqNizZ8/7bqvY6vTp0/Pnz9dAdNDaIT9BlyE/NQoFXj0qKysPHjzY+Do1NTUNbTV06NA1a9ZoKjho9ZCfoMuQnxqCAq8eS5cuffTo0Y8//kgIWb16tZubm7+///79+wkhFy5cmDVr1uDBg8+cORMZGenu7u7q6rphw4baW125cmXFihUURX311VdeXl7e3t5HjhwhhFy5ciU8PDw4ONjLy2vZsmVafYvQgiE/QZchPzWFAtWYmppWVVXl5+eHhIRQFJWQkDBw4EChUFhaWtq5c+fU1NTz5887ODgUFRVlZmZOnTpVLpcLBAJ7e3uKohRbnT17dt68eSdPngwNDZVKpUVFRfb29q9fv758+bKpqWlpaWl1dbWrq2tRUZGW3y20NMhP0GXIT43iavsHBtPcvHmzoKBg/PjxhBCRSJSamurg4NC3b18bGxsbG5tly5bFxMSkpqaWlZW9c9vw8HAOh2NjYxMYGHj37l1jY+OwsDArKytCiLu7e0VFhY2NTXO/JWAQ5CfoMuSneuEUvZoZGRktXrz4zJkzZ86cycjI+OSTTwghZmZmhJCrV69GRESwWKxZs2bZ2trW35aiKBaLRT/mcDhyuZwQ0rZt22YMHxgO+Qm6DPmpXijwaiOTyQghYWFh+/btq66uLi8v9/HxKSgoUKyQkpIyfvz4adOmVVZWFhUV0flHb0ULCQmJi4uTy+UlJSW3bt3q2bNn878LYCrkJ+gy5KcmoMCrh7W1dVVV1cqVK/v27Tt48GA/P79u3botX77c2dlZsc6kSZOSkpICAwNjYmLCwsK+++47xVb0CuHh4V27dvXz8wsNDd20aZODg4OW3g0wDfITdBnyU0NYFEVpOwYAAABQMxzBAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADAQCjwAAAADocADAAAwEAo8AAAAA6HAAwAAMBAKPAAAAAOhwAMAADDQ/wOkom7I5jjRdQAAAABJRU5ErkJggg==" /><!-- --></p> -<p>This is improved when the DFOP model is fitted with the two-component error model. Convergence of the variance of k2 is enhanced, it remains more or less stable already after 200 iterations of the first phase.</p> +<pre class="r"><code>print(f_parent_saemix_dfop_const)</code></pre> +<pre><code>Kinetic nonlinear mixed-effects model fit by SAEM +Structural model: +d_DMTA/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 * + time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time))) + * DMTA + +Data: +155 observations of 1 variable(s) grouped in 6 datasets + +Likelihood computed by importance sampling + AIC BIC logLik + 706 704 -344 + +Fitted parameters: + estimate lower upper +DMTA_0 97.99583 96.50079 99.4909 +k1 0.06377 0.03432 0.0932 +k2 0.00848 0.00444 0.0125 +g 0.95701 0.91313 1.0009 +a.1 1.82141 1.65974 1.9831 +SD.DMTA_0 1.64787 0.45779 2.8379 +SD.k1 0.57439 0.24731 0.9015 +SD.k2 0.03296 -2.50143 2.5673 +SD.g 1.10266 0.32371 1.8816</code></pre> +<p>While the other parameters converge to credible values, the variance of k2 (<code>omega2.k2</code>) converges to a very small value. The printout of the <code>saem.mmkin</code> model shows that the estimated standard deviation of k2 across the population of soils (<code>SD.k2</code>) is ill-defined, indicating overparameterisation of this model.</p> +<p>When the DFOP model is fitted with the two-component error model, we also observe that the estimated variance of k2 becomes very small, while being ill-defined, as illustrated by the excessive confidence interval of <code>SD.k2</code>.</p> <pre class="r"><code>f_parent_saemix_dfop_tc <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE, control = saemix_control, transformations = "saemix") f_parent_saemix_dfop_tc_moreiter <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE, control = saemix_control_moreiter, transformations = "saemix") plot(f_parent_saemix_dfop_tc$so, plot.type = "convergence")</code></pre> <p><img 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" /><!-- --></p> -<p>Doubling the number of iterations in the first phase of the algorithm leads to a slightly lower likelihood, and therefore to slightly higher AIC and BIC values. With even more iterations, the algorithm stops with an error message. This is related to the variance of k2 approximating zero. This has been submitted as a <a href="https://github.com/saemixdevelopment/saemixextension/issues/29">bug to the saemix package</a>, as the algorithm does not converge in this case.</p> +<pre class="r"><code>print(f_parent_saemix_dfop_tc)</code></pre> +<pre><code>Kinetic nonlinear mixed-effects model fit by SAEM +Structural model: +d_DMTA/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 * + time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time))) + * DMTA + +Data: +155 observations of 1 variable(s) grouped in 6 datasets + +Likelihood computed by importance sampling + AIC BIC logLik + 666 664 -323 + +Fitted parameters: + estimate lower upper +DMTA_0 98.27617 96.3088 100.2436 +k1 0.06437 0.0337 0.0950 +k2 0.00880 0.0063 0.0113 +g 0.95249 0.9100 0.9949 +a.1 1.06161 0.8625 1.2607 +b.1 0.02967 0.0226 0.0367 +SD.DMTA_0 2.06075 0.4187 3.7028 +SD.k1 0.59357 0.2561 0.9310 +SD.k2 0.00292 -10.2960 10.3019 +SD.g 1.05725 0.3808 1.7337</code></pre> +<p>Doubling the number of iterations in the first phase of the algorithm leads to a slightly lower likelihood, and therefore to slightly higher AIC and BIC values. With even more iterations, the algorithm stops with an error message. This is related to the variance of k2 approximating zero and has been submitted as a <a href="https://github.com/saemixdevelopment/saemixextension/issues/29">bug to the saemix package</a>, as the algorithm does not converge in this case.</p> <p>An alternative way to fit DFOP in combination with the two-component error model is to use the model formulation with transformed parameters as used per default in mkin. When using this option, convergence is slower, but eventually the algorithm stops as well with the same error message.</p> <p>The four combinations (SFO/const, SFO/tc, DFOP/const and DFOP/tc) and the version with increased iterations can be compared using the model comparison function of the saemix package:</p> <pre class="r"><code>AIC_parent_saemix <- saemix::compare.saemix( @@ -1766,101 +1824,19 @@ print(AIC_parent_saemix_methods_defaults)</code></pre> <pre><code> is gq lin 668.27 718.36 666.49 </code></pre> </div> -<div id="nlmixr" class="section level3"> -<h3>nlmixr</h3> -<p>In the last years, a lot of effort has been put into the nlmixr package which is designed for pharmacokinetics, where nonlinear mixed-effects models are routinely used, but which can also be used for related data like chemical degradation data. A current development branch of the mkin package provides an interface between mkin and nlmixr. Here, we check if we get equivalent results when using a refined version of the First Order Conditional Estimation (FOCE) algorithm used in nlme, namely the First Order Conditional Estimation with Interaction (FOCEI), and the SAEM algorithm as implemented in nlmixr.</p> -<p>First, the focei algorithm is used for the four model combinations.</p> -<pre class="r"><code>library(nlmixr) -f_parent_nlmixr_focei_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "focei") -f_parent_nlmixr_focei_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "focei") -f_parent_nlmixr_focei_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "focei") -f_parent_nlmixr_focei_dfop_tc<- nlmixr(f_parent_mkin_tc["DFOP", ], est = "focei")</code></pre> -<p>For the SFO model with constant variance, the AIC values are the same, for the DFOP model, there are significant differences between the AIC values. These may be caused by different solutions that are found, but also by the fact that the AIC values for the nlmixr fits are calculated based on Gaussian quadrature, not on linearisation.</p> -<pre class="r"><code>aic_nlmixr_focei <- sapply( - list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm, - f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm), - AIC) -aic_nlme <- sapply( - list(f_parent_nlme_sfo_const, NA, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc), - function(x) if (is.na(x[1])) NA else AIC(x)) -aic_nlme_nlmixr_focei <- data.frame( - "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"), - "Error model" = rep(c("constant variance", "two-component"), 2), - "AIC (nlme)" = aic_nlme, - "AIC (nlmixr with FOCEI)" = aic_nlmixr_focei, - check.names = FALSE -) -print(aic_nlme_nlmixr_focei)</code></pre> -<pre><code> Degradation model Error model AIC (nlme) AIC (nlmixr with FOCEI) -1 SFO constant variance 796.60 796.60 -2 SFO two-component NA 798.64 -3 DFOP constant variance 798.60 745.87 -4 DFOP two-component 671.91 740.42</code></pre> -<p>Secondly, we use the SAEM estimation routine and check the convergence plots. The control parameters, which were also used for the saemix fits, are defined beforehand.</p> -<pre class="r"><code>nlmixr_saem_control_800 <- saemControl(logLik = TRUE, - nBurn = 800, nEm = 300, nmc = 15) -nlmixr_saem_control_moreiter <- saemControl(logLik = TRUE, - nBurn = 1600, nEm = 300, nmc = 15) -nlmixr_saem_control_10k <- saemControl(logLik = TRUE, - nBurn = 10000, nEm = 1000, nmc = 15)</code></pre> -<p>Then we fit SFO with constant variance</p> -<pre class="r"><code>f_parent_nlmixr_saem_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_sfo_const$nm)</code></pre> -<p><img 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" /><!-- --></p> -<p>and SFO with two-component error.</p> -<pre class="r"><code>f_parent_nlmixr_saem_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_sfo_tc$nm)</code></pre> -<p><img src="data:image/png;base64,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" /><!-- --></p> -<p>For DFOP with constant variance, the convergence plots show considerable instability of the fit, which indicates overparameterisation which was already observed above for this model combination. Also note that the variance of k2 approximates zero, which was already observed in the saemix fits of the DFOP model.</p> -<pre class="r"><code>f_parent_nlmixr_saem_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_dfop_const$nm)</code></pre> -<p><img 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" /><!-- --></p> -<p>For DFOP with two-component error, a less erratic convergence is seen, but the variance of k2 again approximates zero.</p> -<pre class="r"><code>f_parent_nlmixr_saem_dfop_tc <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_dfop_tc$nm)</code></pre> -<p><img src="data:image/png;base64,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" /><!-- --></p> -<p>To check if an increase in the number of iterations improves the fit, we repeat the fit with 1000 iterations for the burn in phase and 300 iterations for the second phase.</p> -<pre class="r"><code>f_parent_nlmixr_saem_dfop_tc_moreiter <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", - control = nlmixr_saem_control_moreiter) -traceplot(f_parent_nlmixr_saem_dfop_tc_moreiter$nm)</code></pre> -<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOx9eXxV1bX/Oneekpt5gCQQkkAgTFYQQUGfVQZF61DEUrRQ69Cn8j7vWYe+Pu2zrUOHXx3aKgUVLDiLoBiFxyxTwmgwIQTIPN55ns74+2Pf7JycO52EkInz/fDhc+4+6+yzz9kn+7vX2muvRXAcBxIkSJAgQYKE0QXZUDdAggQJEiRIkDDwkAheggQJEiRIGIWQCF6CBAkSJEgYhZAIXoIECRIkSBiFkAheggQJEiRIGIWQCF6CBAkSJEgYhVAMdQP6hk8//WCom3BlIT+/4Nprrx/km0q9PMjIyyuYO3eQelnq3EHG2LH58+bNH+SbSr08yBgzJu+66xZElo8wgj979vuhbsKVBYIgBv+mUi8POjiAQSJ4qXMHGSzLAgw2wUu9PMhgGBogCsFLJnoJEiRIkCBhFEIieAkSJEiQIGEUQiJ4CRIkSJAgYRRCIngJEiRIkCBhFGKEOdldDtxzzz1Tp07FPzmODQSC7e3te/bsMZlMuPyxxx7LyMhAx+vWrevs7ETH1147Z9Gixej4zJkzW7duXb16dUFBQazbffvtt/v27QOArKzsX/7yUQDgOO6vf/2r1+vtU7Pz8vLmz5+fn5/v8XgaGxv27NlHUWSfahjFMBgMWq2O41ir1dqPy6VPYnjiErv1cuOXv/xlVlYW6vHhWeFIxyV+AIP8Pn/zm98oFIr9+/cfOHAgjphKpZ49e5bFYjl//vyAt0HS4IUgCJlOpyspKXnooYf4ozwf+fk9g/XYsXn9u9G0aVO770iUlZX16dqSkok/+9nPJk6cqNVqs7Ky5sy59v77V6pU6v61ZPRh7tx5//7vv1y9evWA1CZ9EsMEA9utEkYcRuUHMH/+9TfffHNf/95FQtLgw+A4dv36twFApVIVFBTccMMCuVyxePHiuro6iqIEwvn5eceOVaLjvDzhaP7ll9tVKiU6XrFihcFgMJm6vvjiS1SC1TI+VZSVlVVWVopsKkEQt9++VKFQNDY2bt26NSsr6777lufn58+cORO3SsKlQ/okJAwtPvtsi0IhDwQCQ90QCQOPvLy8jIyMsrIpxcUll+8uEsGHwXGATazNzc0Oh+Oee+7R6/WzZ886cuQoFnM4HKmpKfn5+einXq9PSUmx2+1paWlYxmbrMR/RNA0AoRCJK0fIy8tLSUkBgNrac5Mnl+bn5xmNRpfLJaapY8aMSUpKAoDdu3d7PB6Px1NTc3bGjBnTp0+7okbz0tLSOXPm5OTkUhTZ0NBw4MABh8MBAPPnzy8pKQIAtVr1ox/96OjRo2azWaVSX3fdvLKyKUajkSQpi8Vy5MiR+DYx6ZMYElzWbs3MzFy0aOHYsfmdnR3l5eWPPvqoQqHYtm1bVVWVmLZNmlR63XXzMjOzOjs7du3aheZqFRWVO3fuiCqfmpp60003jRkzxmDQWyzWurq6w4ePsCwjsj0//vE9fJOyXK6YM+eaGTNmpKamhEKkydR16NDhpqamPrzckYDL/XfNxyV2kHjIZPJVq36Wn5/vcrnefvttr9d7221Lc3Ky+1RJPyCZ6KPj7Nmzfr8fepteASAQCFgsVqPRiMZTpKu1tbX1tf5p06YBgNfr3bHjGwAOgCgrmyLy2szMTHRgs9nRAVqRys7OBhiCuDRDgnnz5i5fvnz8+PEyGRgMhhkzZjz44IPp6ekAUFxcnJmZBQByuWLmzJlJSckAcPfddy5YsCA9PUOhUOp0unHjxt13333jxo0Tf0fpkxgEXNZuTUlJeeihXxQVFWs06sLCwlWrVsnlfRgAp0+fft999+bn56PLf/azBzSaeCsgeXl5jz766NSpU9PS0lQq9dixY2+66abVq1cRhKx/7bnttltvueWWrKwsuVxhMBiKioofeOCBoqIi8Y8w/DGYf9cD3kFxsGTJ4vz8fJIMffDBh8hid/Dgga++Kv/qq3KPx9O/OsVAIvjoYFnWbrcDQFpaquBUa2srdI/j6H9UIh4EIUMrLrW1Z91ud0tLKwCUlUVf3I2EXq9DByRJ8g8UCoVKpepTS0YoDAbDjTf+GwDs3bv35ZdfefXVVx0Ou16vX7RoIQBs2LABadh+v/+FF16or7+YnJw8aVIpAOzfv//FF1988803g8EgQRClpaXibyp9Epcbl7tblyxZrFSq/H7/e++9t27dumAwiIfyhFAqlbfccgsAYbVa33777bVr/2m3OxUKZSx5giBuu22pSqXyer0bN2784x//uGfPHgDIy8ubPXtWP9qjUChnzpwBAEeOHHnppZdef/11q9VCEMS1184R+QjDH4P5dz3gHRQHV1111axZsziO/fTTz8zmsJfu2bO1J0+eOHnyxGVdgpEIPib8fh8AJCcbBeVo7EZq3NixYwGgtbVv6tqECYV6vR4AamrOAkBNTQ0AjBkzJjU1LcGVAAAglysAgGUZjmNRCV4SVijkfWrJCMXEiROVSiVNU4cPHwEAj8dz/PgJACgsLIyqsFIUtXnz+5s3v3/kyBGW5bRarUKhAACdTten+0qfxGXFZe1WhUJRUjIRAA4dOtTU1NTZ2VleXi6+bePHjzcYDABQXl7e3t5uMnVt3/5lHPn09AxkgN2zZ09zc3MwGDx06FBLSwsAoJlcX9uj0agRu4wfP37KlCkkSW7e/P7bb7+9e/de8U8xzDGYf9cD3kGxMHbs2NtuuxUAdu3adfHixX7UcCmQ1uBjQqvVAYDbLVwERWN3fn4eQRBjx44hSdJsNvepZuRL5fV60fd09uzZxYsXEwQxdWrZwYMHE14eDAYBQCaTy2QylmUBAGsSNM3Eu3K0AJnsFArlc8/9D79coVAajcmR69aBQMBiMc+bN3fRolvS0zNksn7Oa6VP4rLisnZrenoGSqyAV09aWlo5jhOZbSE9PQ0AOI7DtpnOzi6aphGjRCIjI637Li24sKWlpaCgAD1mX9vj9XovXrxQXFwyZsyYu+++m+O4jo6O776rOnnyhJj2jwgM5t/1gHdQLJSUhH3okIfNIEMi+OggCBlykrLbHYJTNps1EAjk5ubm5uaqVOrGxkasNomBQqGYPHkyABgMhueff55/SuRojlaCAUClUqGRXa1WAQBN09hCO7ohl8sBgCTJc+fORT0lgE6ne+SRR3Q6nc/nO378eFtb23XXXZeTk9Onm0qfxOXGZe1WpTI81nEchw/Ej9dYrPvqcAUJL+SLIHn0LP1oz4cfflRaOqmsbFpxcZFKpRo7duzYsWOLiiZ8/PHHYh5h+GNI/q4HsINiwePxJCUlzZo1q7LyuN1u6+vllwKJ4KNjypTJyGQadTG1tbV14sSJs2fPjiUQByUlxWp1dN+crKzsjIxMq9USvwa0EgwAmZmZ6O7Ix8psNgMkHnFGAZArGctyW7duQ48sk8mVSiUAhEKhSPmysjKdTgfA/fOf/0QuLTfffHNfbyp9Epcbl7VbkSc2AOTmjkE62ZgxueJ1PjSrIwgiL28s0vlycnJQ26LCag33SEFBvsOBjwsAwGKx9KM9Go1Gq9V1dHSePVsrlysKCwtvuGFBXl7exIkT1Wp11Pcz4jCYf9cD3kGxUF9f/8UXX6xZ84RCobzllls+/vijvtZwKZAIPgyCgOzsHABQqZT5+fn/9m83AoDP50OLQAKg0RyFJemrv/S0adMBwOv1fvBBT8pkjUbzwAP3AxBTp5bt378/fg0dHR1oF9bixYvLy8szMzNRS06f/q5PLRm5qK+vZ1lGo1HPnXvt0aMVWq1m+fLl48aNs1otb775Fp6Sq9VquVzOMEz3ZJzIyxt78WL9rFmzjMZe6+gLFizQanV2u/348WO4UPokBhmXtVt9Pl9nZ2dubu78+dd3dLRTFL106VLxbWtsbAwGgxqN5rbbbtu69XOG4W6//fY48jab1WQyZWdn//CHP7TZbGazZfbsq5F399mzZwGgr+0pLi6+5557AGDz5s319fUtLc1mszkvL49hmMioDCMUg/N3jTDgHRQLra2tHo/n2LHj8+bNKy2dNG7cuObm5n7U0z9IBB8GQcgeffQRfgnDMDt27Iga7BMpSXK5AoDr02iuVqvRkkxdXZ1gG3RnZ1dubq6Y0RwAvvlmx/Ll944ZM+ahhx5CJWaz6cyZvm3NHLmw221Hjhy9/vrrFy5ceOONNyiVKoIgKIrcvv0rZE9zuZwAIJfLf/WrX3388cf19Y0338wShOzee5cDAMuywWBIo1GjjW0AcNVVV6WkpDQ1NfUmeOmTGFRc7m7dvXvPT3+6Iikp6Re/+AUAhEJB8RZXkiT37du/ZMnirKysRx55FAC8Xi9FkUpl9E0KHMeVl5fff//9SUlJDz74IC5va2s7diz8jfWpPRcvXrDbbWlp6StXrqQoSqlUIL+zyspK5HUxCjA4f9cIA95B8XHo0KFZs65WqdSLFi1at279oNnVJC96IRiGtlgstbXn1q9fX11dHVWmo6MD/VHZbLY+bXIoLS1FXjl1dXWCU6gkPT0DaY3xcfHihffff7+urs7v99tsthMnTrzzzoYRtNp66dizZ8+2bdsQlXo8nurq6vXr38H+MqdPf1dXd44kSZZlGYYxmbq2bPncZrOSZKipqWnDhg0XL14AgMLCwuzsxLEmpE9i0HBZu7WhoX7z5s0tLS2hUKitre3ddzfyQ5okxLFjlVu2bGltbQ2Fgk1NTZs2bQ6F4r3e1tbWt95aW11d7XDYSZLs6OjYt2/fhg0bMR/3qT3BYGjjxvcqKipsNhvHcaFQqKurq7z8671794l/hOGPwfy7HtgOio9AIFBRUQkAubm506dP618l/QAhxk9k+OCFF3491E24slBWNv3HP/7JIN9U6uVBxpQpU5ct++ng3GuoOpcgZFlZWQDg9Xp8Ph8A6HS6p556CgD+9a9/NTY29qPOJ598Mn4ku0FuT1SUlpYtX75yoGoTiVHwJzxoHTQgmDRp8n33PRBZLpnoJUiQMPrBcdyqVT/TaDRWq/Wjjz4OBgNLliwBgGAw2NHRmfDyUd8eCQKMjg6SCH7Y4aqrrrrjjjviCPz97//gxzaXMOohfRIDAW7btm133XVnRkbG448/hoqCwdDnn38eCgWH4g3Ha8+A3khC/zDcPpj+4LIQ/Jkzpw8c2EPT9OTJUxctuhUFYKqpObN7945QKFRUVHLHHXcLnFPin72iUFdX9/bbb8cRQJ4mEq4cSJ/EgKCuru7119+YMmVKamoqx3F2u7229mwwGIL+vuE9e/YolSqTqWvA2yNhOGDAP5jBx8ATvMnU+c032x9++LGkpOQPPnjvxInK2bPn+nzebds+Xbny51lZ2Z9++sGRIwdvuOGH+JL4Z680+P1+HLdEggSQPomBQyAQOHnyZGR5/97wd99d6i7EWO2RMEwwsB/M4GPgCf7ChbqSkkmpqekAMHv2tZWVR2bPnmu32wyGpHHjCgFg0qQpLS1N/Evin+Xj6quvwcckGWJZRqMRFU6cYWjoDtmdEIGAXy4Xm6WDpkmZTCEmAALLssGgX63WRo3KJADHsQxDKxRKMdnAKIqkKFKnM6CfFgtYrQAACgWUROQaZlma4zi5PGaMDj5yc8eKERtYCHqZYRgUIzYhrqhetlrBYgEYmF4eI0ZsQDCInStXqeJle8MYDp1L0xRJhiI7Vy6HiRMjm9GHzs3JyRUjNrAYrr0sl8kSd1x3L2vENGOY9HJ2doxe5gYa+/fv/uyzD9FxbW3Nq6++wnFcMBj4059+X1tb7XDY33nnrWPHjvIviX82Furqvj927IDIVtlsLXZ7m0jho0f31NfXipFkWbaj45zP5xQj7PW69+37yuGwihEOBDwdHedomhIj3Nx88dtvv8E/n3uOA+AAuNzcKMJOZ5fF0iim2uGA8+e/r6zcL1LYZmvtSy/vvXjxrDhZ1MsOMaI+n2ffvq/sdosY4e5eJsUIt7TUHzjwNf7529+Gezk7O4qw09llNjeKqXYIcf58dWXlPpHCNlurzSa2cysq9l64UCNSuC+d69237yubzSxGOBj0iu/c1taG/fvL8c8XXgh3bkZGFGGns8tsbhBT7XDAhQs1FRX7RArbbK02W6tI4crKfRcuVIsU7ug45/XaxUj6/Zevlxv37evp5T/8IdzLqalRhF0u06X38sBr8MXFEysqDptMXQaDoaLiUDAYAAC1WjNv3oKPP96sVCqTk1Nmzryaf0mcsz6f9/PPw5GWCwoKUlKS8Sm/30fTVFVVpZhWUVQQgFAqRUUgIUnSbO70eIS5DaIiFPJ3dlrFzPXQ5LS+vjZOlkkMlmUoKmQyOcTEVQgG/SzL4ldhMuUBjAUAiqKqqk4JhGma5Dimvd2UsFoASElJHzeuWIykBAkSJEgYVhh4gh87Nn/Rots+//wjgiCmTJmGfA0aG+tPnKj4j/942mBI2rfv/7Zs+ZC/aS/OWYIgNBotOlYqVXxqJAgZQYAYsgQAlqUACJHCBAEymUykME3LFAqFOEMKAQByuUJMzQxDsCylUCjFEDyyO+FqsbEx6vvhOIZlxb43MaZICRIkSJAwDDHwBE/T9OTJZUgLr6urRQmtGxvri4snpaSkAsAPfnDNunV/418S56xOp1+2bEXUG50/X+1y2cvKfiCmVXZ7K0HIUlNFrShXVOzNyMieMKE0oSTHcV1d543GHJ1OmCM8Ej6f5/hxy/jxJSkp6QmFg0Gvw9GelVUkxjbQ0lLf3HwBv4rMzHC5QqGMfD8ul4miAhkZ4xNWK0GCBAkSRi4GnuD9ft8777z14IO/1Gg0hw8fuOaauQCQl5dfXv7FnDlzk5NTjh+vyMsrQMLt7a2ZmVmxzg4Orr/++jVr1tx7772DeVMJseD3u7zenoyKgYCbpimzuUHMtSiQZCzhBx545KabFqxaFQ7ZxjC03+8SWTMAeDxWr9eeUIwkQwDgdHZSlDuhMMoqa7O1iPHQ8XptHMfhBvt8qQCpAMCyjNksTF/BsgxfOD7Uar3RmDi054Dj4sX6hx569MyZapSHV8KoRGtrW13duTlzbhzqhlyJGHiCT042XnfdDevW/V2t1syadc3UqTMAYOLEyTabdfPmDRRF5eUV/OhHP0bC7767dtWqh2OdHRxUVVVduHBhMO8oIQ7kcoVaref/lMkIfgkfgUCgra2jpKQI/QyFfBs2bF62bFl6ehTCqKu7UFhYiKsiCEIuV8aquTc4v9+lUKgUisT+uhyHkklrxNTMMFQo5FOpdChWRHwoFB6CAFytQhH2/yeIKO+HJAMMQ4t7OlAqRfkhDzg6Ojrb2zutVqtE8KMYW7d+sWnT+48+umaoG3Il4rIEurnmmrlIcedj7tz5c+fOFxQ+99yLcc4OAs6fP+/1ekdNOqZRALVaz6cls9kikwVi6Zfr1//lz3/+s8kUdhisqTnx7LO/HTt2wsqVwuDbHo/H7fYolRpclUx2Vq3WidNcOb/fpdUm63QpCUWVSi8A6PWpRmNGQuFg0NvW1tLRUb948a0Jhd1uHwCBG4wzyBOELPIpXC4TScZ8b0MFjuOQ0QIB/d3RNCUmhwfHcdBtpBF5r74Is2KEkYxIYfSkLMuImb1h4e6fBM4EFnmvPr0KgiDENODygSBGWMaT0YQrPVSt3W6H7j8YCSMOwWCQn7otGAwCAMoMIUBNTY3dbh+GM7l33920ceOHTuewiHt1ueH3O91uM/4ZDHoBwGJpSk0VOxCZTBfFiDEM5fc7RQoDgNttcbstCcVIkgIAh6ODJMX2l9UqKvm3x+ME4HCDvd50gAwAYFkm1lOIfDqNxiDS92igQJKBUMiLf6L93B5P4tcLADRNAoBIYZZlSDIgUhgAQiEvy9IixIIAEAi4PJ7EdTIMBQA+n13MLAq9FtzgUEgHoAcAjuM8HmFcW5IMsCwj8ukUCpVWG8UP7Eon+FAoBN2ahIQRB5Q1kv8TAJ555pmpU6ded911fEk0h+MLDxNUV9fSdOJBZ3RArdanpvYE1UGrDHp9Or8wFrxeGwBhMIgy5jc3twnuFQcOR4dOZxSznBEIBACaDYZ05BEcHxQV8nptRmO2mOAqoRAHYMMN1mrx+oss8in8fhdNh5KTsxJWCwAy2WAP8gxDBgI93MhxLMdx/JI4QAQsUpjjWMG94oMkQzRNiRAjASAUCgQCYkwvHAAEg1GUiqgNAN7T0bQcETxAlPfDcYz496ZW6ySCjwKKokDS4EcsWJbl9x3ib5fL1dDQEJXgh2FHMwwzDFt1maBQqLDrAAAQBPJX0Go0SQmv9ftdAIQYSQAgCJlCoRIpDABKpUaMMMvKAEClEtVgpNKp1Xoxe2iReweuVtE9MBNElEcOhfwMQ4l/ukGGVmvkk41KpQGArKwJYq6129sAIC0tT4xwU1OLVmsUWXNnZ11SUrpen3hmFgj4Ll6sT0nJSUvLTCgcCvns9rb09HwxvUySTSaTCTdY3z2lJAhZ5FO43eZQyJeZWZiw2jgYyrWZ4QBECZeowb/xxj/MZnNiudjw+/0NDWLduSVgcBzHV8oZJtyPkR3avWw57Ew1HMcNw1YNDsxmCwzLTpEwgCAImdTFQ4UrneDRqu2lfH8Oh/PXv/7Nnj17LqUZf/vb3+bPHwIfw5EOATvi40hT/LA10cMVzHDIW+KKffwrBARBXDEmqmGHK53g3W43XNoQQ9MMdBta33vvPY8Yx4wI+P1+vrOYBJFgWTYqwY8gDZ5lr1wNHj34Ffv4VwgkL/ohxAgm+GAw5PWKcm2Ig0sf91GEeZZlW1paVq1atXfv3n5UIlhLliASSIPH3Ye3YMXq0GGowaOcEEPdiqEB6q9h2CkSBhAEQQBcoV/4kGMEO9n94x9vbd36BVrG6zcQE1zKEIPWfRmGaW9vB4D+eURLBN8/oO7bs2fPLbfcAgD4FY4gDR5gxGjwFRWHjx49SNN0YWHRHXfcI8i029LSVF6+ze/3T506feHCW8Vt/gaQCH60gyCGo3PrFYIRrMHL5fJLHxnRl1dVVdXvGhCj4/1a/WuSwNQsQSRQ9/n9fkF5rDX4YfiS/f7AiFDiTabOo0cPPvjgL5944kmfz3v06EH+WZZltmz5aPHi29es+VV7e1t19RkxdQ7bTpEwgJDW4IcQI1iDFxD8Sy+9dN99902YIGrLBAaqASnf/QMepBDT92+kvqI0eJIkv/vuZGSsw36gOxRa2GqC3+EI0uCRoxnHcWLSBg4hHA779OlXJScbAWDSpMkmUxf/bENDvdGYUlhYBABz5sw7ffrktGkzE9YprcEPLeIbXd5++8329lZ0fM01c5csuSPhJTEgrcEPGUY2weNtUTab7Te/+U16evojjzzSp0oufdzH7tmSBi8SO3Zsb25uHBCCF/jGJyT4YWgNRk0e/iNgaWlZaWmZ3+/r6ur8/vuqG274If+sy+XIyAhvGs7MzEJJohGCwcD27VvR8ZgxY1JSkvEpn88LAA0NdRkZibd0k2QAADo7TWJaS5Ihm82MQpIlRDDosVicYvYxo6lkc/PFzs7WhMIsS5NkwGbziGHBQMDHcVxNzSn002zOBcgFAIaha2qE5hCKCrIsYzY7ElYLAMnJKfn5UdQeZHS5885leXn5mza9W119RjAnczjsTz/9HFqIQY+Q8JKokMlk/PjEEgYTI4ngaZqk6RD+SRAcyzLBoAfCQTCgqurUhg1v/+QnyyOvZVkGgEXCfIRCfgBgGJp/iuNYmiYjhSOBt2mFQv5AwIsOYl0YCvkAgCT9waBKcIokgxzH8S+kqGAwGHzppT/ccsvNM2fOiN8Mmg4B9FxO02oAFWoeigbKB8NQHBflVUSFXK5QKrViJEXi3LmznZ39t5cIEEuDH0Em+mEbgScq2tpadu/ewXFcZmavMGp+v1/dHRxfpVIHAj2LJizLOhzhLHwpKUaNRsE7xQBAIOALBoWLLJGgaRKAYFlRL4rjOJqmxFQLABRFsSzIZIljnKHvhySDImPR0zTFcQExthmKIgEANxgHXOM4LvIp0J8wx4ky+Wg00f9+4xtdSJIkCEKr1Ym/JBYkE/0QYiQRfDDo5QfmZVmaZVmHowMAHA4bALz//ofbtn25eHHMDeVImA+fzwkANE3xT7EsEwx6I4WjAg3NPp8TxbL2eGyxLgyFUJhlG8MI/2KDQS/DMIILDx2qeP75F0ymjnHjnozfhkDAzXEcvjwYzABIBwCOE9aJIfLpNJqk1NQBI3iv17N//+4lS27/8sst/HKSDB0/XoGOU1NTDYaeoKEej4uiyJaW+sjaKIqy260AYDZ3IgGUWQAA7HaL4BKTqR0AfD4PLqdpyu12Rq05ApzH4/D7KaXSllAUjdRmc4fH40ooTNMkiqXY0lKvUCT4Y3S57BzH4Qa7XGkoXSzDMC0tTQLhYNDLMFQgIMpiodPpMzJyxEhOnDh54sTJR48eKi//YuXK1bhcq9U6nWGFkiRDfFLR6fQPP/x41Nq02vcBYMKEyVdffX3CW9vtbQBEWpqosOqVlfvS07OLi6eIEe7srDMas8VkEvL7fceO7S8pmSo+xllW1gQxtoG2tsb6+lr8HsrLw+UKhTLy5bhcJpL0X2KMszhGFwBwOOwcx61d+7rb7S4oGLd06V0GQ1KcSxiGaW5uRMdarZr/ATAMxXGcwyGMtR4VXq8HAAhClDDDMKFQQGTNfr8fwEWSif8ikOHH63WLm5kF/X6/02kTExLY7/cBAG5wIKAD0AEAx3GIwnoLuykqqFCIejqlUmUwJEeWjySC1+lStNoeU55KpeU4DkX4Y1kdADAMSxBE1MiFTmcnQRBGo3AU0+vTAEAmk/Ovam5u0+tTxERA5Dju/PmLAKDTpaLMXQZDRqwL/X5vU1NLamqu0SiMp63TGaF3NMdQyI/UUK02OWFLQqFGu93Ji4AYjn0tkykir/V4rBQVFBkMckAXhrkvvvhs4cIlOp1OcCIYDO7evQMdT5s2PS1N+KU2NK51m/QAACAASURBVJyLrO53v/vj/v2HAMBkakcCVmt4/me1mgSXdHS0AIDH4+KXu1x2lytxivduJGZ3DDEmXAQUR6Gh4VxCgkfA7Xc4JnYTPB31/QAAgCiDdmZmbkKCP3LkoE6nmznzagDIzy84fvwo/2xKShp2rLPZbGJCtQOAXq+H/m48kXCJiGN0AQCKIgsKxt966x16vX7bts++/vrLe+/9aZxLgsHApk3voOOysmkZGT2han0+L8dxVVWVfWmd2LCeFkvQYhH1kQMAgCitJtyCmH9TUdDaKrZmjgP8Krq6igEmAQDD0LHfj6hkRRkZ2VOnzoosH0kEL5PJ+G7/BCFjWQ7NjlFQa5ZlcYkAKGdi5Cm0tmS12nqfii4cCY7juqPZh9sQ50I0xZPJFNEECIZhOI7Ao7xMJu823kLClqBsFliMT8pRHxmlQk/4dAOL48cr0tMzJ0woifyDTE42/va3L0e96sKFaofDds01N0SeevHF19Armjhx2o033rZx40aXK7weMW5cyY033sYXpmk1AKSmZuLyiop9mZk5RUWTRbSd6+w8L1rJ8x47dmDGjDmpqaLSxSqVCgC4/vpFGo0mvnBra0NjY92CBUvQz/37w+UqlVrwsNCdLjYzc3zCNoiE0Wg8fPhAQcF4nU5//HhFQUG45vb21szMrAkTir78cktXV0d2ds7Jk5ViLLcAsHTprX/60/8bho4RVwLiGF0AIC+vYPnycM7lOXPmIfKOa6fRrVnzFDpWKBT82equXQcBuDlz/k1Mq5zOLgBISRFlTzpzptJoTBs3rkSMsNncYDCkI1UqPoJBf1VVZWnpjEhNLBIk6Xc6u9LTC+TyxGTa1dXW3Hxxzpwb0c/9+8ODsFyuiHw/Xq+NJP1pafkJqwUAuTx6QqORRPAC8H03sAtVX9cyL30ffG3teQCoqqoqKSmB/i6mopjqfr8/OTmZXwjDctm4f2hvb6urO1tVdZJlOYoi//jHFx5//Em93tDvCgUr7i+99JJeHx5xhtDJrrOz85VXXt2wYaNI+ZGyBl9WNt1ms27a9A5JkoWFRbfd9iNU/u67a1etejg/f9yyZSu2bfuMoqhJk0pnzLhKTJ1yuQwkDX6IEN/ogvznx47NBwC5XK5QKONfQhCy1NTodKhQKFiWEyznx0IgoAIAkcIEQSgUCpHCKpVSo9GIE+YAQKVSixGWyTiVSqnVasWoTEplr6dTdl8R6e4AABTlBaBFPl0sjGiC7/HdwFzYVzq89OEVefJTFHUp2+SicjmqadQQ/J13LkMHFovpo482PfHEry6xQvyqcbxhqzVsRR9Cgq+urt65c097e0durqhFEIThT/AAsGDBTQsW3CQofO65F9FBfv64Rx9d06cKkeVp1HzhIwuxjC7IJONyOXfuLF+9+hGj0Xjs2NHS0ilxLomPYb7/c3RjRBN8T5IirIj3T4O/tOE1PEV49dVXL7EqwUg3EG0bzcBvBgW64TguFApvshhCL/ruG4mdSfB72ev1bt26deXKlVfImCiTETAs9y5eCZDJ5FGNLsgkM2XKNKfT8d576xmGmTCheNGipXEuiQ/0LQ//SA+jEiOY4PnxE7AiLn4EZxgmGAy++eab0F8StdvtVVVV+NZOpzOyqpaWlpaWluuv7+UHyzCM1WrNzs7GJegqi8WSlpYmKBx9+k1mZvalq+98YI7EVBFLg0fJAwcB4kmLb0Pau3fvAw888MMf/nDMmDGXsXHDBpIGP7SIanTBJpl58xbMm7dAzCXxgXhdIvghwQgOVcvX4AVMLwYvvvjivHnzzp8/36er+Hjvvfduv/12wdxCUNXrr7/+0EMPCS585513SktLIysUpIQfrQQ/UBCsweNgghBbgzeZxDvcXlKrRG7Xht4ET5IkiJ4coBB4IxoymQwApDyKoxuI16VxbEgwgjV4ZN9jWTbSVi8GVqu1s7MTHfeP4J1OJ0mSmNdRJU8++eR9991nMIR9x2iaRm72fDQ3NwuyysZwBZAIPh4Ecev4JvrIl4a4f0CswRs2bDh//vzLL0d3+0fonwaPruI47pVXXtm9e/fu3bvjXNjU1ARQJvIuwwQsS6PsiwgEwQFAU1MDRSW2rHAcC0CIkYTwhJsWKQwADEOJEUaBtmiaFCdMokvErNeg14KrZRhF9+DMUVRIIMyyDMdxIp9OJpMP/pYZPtBOJWmpcUgwggme/93gr4emaZG2IJqmserQv4/PYrGwLItDjaJK3G63x+PBBA/dZPPee+99/vmW//zPR0Ih8q9//augKnStYCrg9wdAWqGMDYEGz3EcCiUE0V4aMtUMyMs8cOBAVVVVLILvq2skP1QtfpDm5ubW1gQ76UfizC8Q8LjdZvwzFPICgMdjt1pFbfYFAJGSLEsHAh7x1Xq9dq83cUQEkqQAwO02M4wwQGQs2O2i4jb6fE4ADjfY708HyICw62j0pxD5dBqNITVVVHSgywRsoh/CNlyxGNEEH9bg5XI5/np8Pp/D4eCvZMcCTdORIU77BIfDgZPE8BOCoZH3gw8+KCwsxKb76urqEydOAoDb7Q4Gg8g4KQC2KCAggo+/ieh3v/tdRUXF2rV/60f7RzoEL5xPeJHkhyZPA0KKNE3HqedSnOwwwVMUlXAuMhJHTI3GoFCo8U+LxQ0AarVBzGZfj8cCQCQlJY4uAADNze0aTZLIPcR2e6ten6pWJ96xGQj4AZqTkjJTUhKPMBQV9HgsKSm5YmKchUIAYMMN1mpxTAtZ5FP4fA6aDhqNuQmrhW5HhyEEdrIb2mZcmRjBBI9M9JHGbZHbanF6GOjvx+fz+XiBboQE/9JLL11//fUqlQr9PHToUPfwHWWpHv18//33H330UUEhwzBVVVXTpk2LOieoqalJqOqNVkRq8PhUJDuiErvdzjBMrKAQIkHTdEL27YuJvmd24vV6IRxHPd4cAknu3bsXYLrIuwwTyOVKvrkYbQsGkKnViTf7+nxyAEKMJAAQBCGXK0QKA4BCoRIjzDAcACiVanE1o+3UonZIKxQqAMDV4jgxBBHlkYNBD8OIemnDAWjgGokGp1GAEexkx/fd4A/uyJsdAFavXr1161b+JaFQCOcOxxncQTTBcxz3pz/9yWw24xoA4IUX/gi9Hfi708+EkH6PxuuKigo+D0UleIEGjwovXLgwc+bMb775JmqTXC7XFTs17hPBo07x+/2X7khP0zRJkitWrKirq4vVKvFOdnzzA/IhEEPwdrvd5Uoc636YQxr6RyU4jmNZBv9DhQxD8wtj/UMDphhJVHMfhdkBF+6eoIuqViDMT7IX9VX0teZIXBYN/syZ0wcO7KFpevLkqYsWhXMG19Sc2b17RygUKioqueOOu7sn773Qp0zh/NGBP7hj7+KdO3fm5OTcdddd+NSaNWs6Ojq2b98OvSmZf3l1dXVDQ1NWVpR9Smaz+Zlnnhk/fvy9996Lb400eLPZLOAb3Aw8k0CmhdOnv4v1RNhHjN8qFMVF4JTHl7liCR4j8hvYsWOHQAZT/qUvw7Msa7PZPvzww6VLl06aNCmqTORdvv766/Ly8n/84x8RtfUY57EGz9/yF6sN/W7/8IFMJiMIQvIyGWXw+518TwuKCgCAyVSv04lNW2UyXRQjRtOk3+8UKQwAHo/V40mcuwUN6Q5HB0k6EwojiPSHQAmocIO9XuxpwcR6CpFPF8vTYuAJ3mTq/Oab7Q8//FhSUvIHH7x34kTl7NlzfT7vtm2frlz586ys7E8//eDIkYOCfNIIfcoUHtXJjn8sIL89e/bv2LGjoKBAICY4/vWvf+1y2a+9dh4uaWhoWLhw4cGDBwUZ3/mD7JkzZ7KysvjlHo8HNcDtdj/77LPQPYhfvFiPb4qdAVEDBIsLqBDtnRNwPwZ2AsA4cOBAS0shQEFU+dGEyG1y+FTkfKgf+yxiAe/He+ONN5YtW6ZU9jLA8lfT+diwYUMMgg9r8B0dHb/97W+he+oZv52jhhQJYvQ8iwQEtVqHMm8hKJVqAEhKyuC7HseCz+cAAL1eVLIiubxdcK84cLlMGk2SmHWNYDAA0KzXpxqNiXNP0DTp8zmSkjLE+DoEAiyAFTcYp58gCFnkUwSDHooik5LSE1YL0XKOIAw8wV+4UFdSMik1NR0AZs++trLyyOzZc+12m8GQNG5cIQBMmjQlMrsl9D1TOCLHSO2Nr5fzR8kvvihvaWnJzw97rCDNGAPTLd+/iaKor7/+OiUlpb6+vrm5OScnB2JQBaJzfjkKq8dxnNfrfe211wCAYWi+6ZWmacwNUb3oUSFy9Y/lWOB2uwVM8Pvf/76l5Rcjl+CRiY7/E2L4rGExhmFYluHvC0clfGFen5L4FLLvJWxSQ0PD448/dv311//3fz8HPIKvrKxsbW0ZP348XxhVyDdOItjt9mBQmEccUTkA0DTl8/nQ8f79+9gwhMK4/r1790TetLcwByDq6aA7FVNCsXPnzu7bt8vjcefmjr3jjrsFw9/bb7+JApgDwDXXzF2y5A4xt05PT5cIfpRBoVDzXSmRe4FGk6zTRclnKkAw6AUAMVmdAIAgZAqFWqSwy2VSqbRihAlCCQBqtV6McCjk8/kcWm2yGE8LlcoJvKfjx6KPvBdNkwxDi3y6WBh4gufHiyUIGco+lJWVTZLkuXM1OTljamrORAYxjpUpPA6QiT6+Br9ly5YXX3wR8ShfpqGhYdu2bfzaMMHzdeJDhw7deeedb731FgBYLJaMjPDGFXSWz6wcx2GCQQNWZNxcvz9w8uR3uHD37t0ul2vx4sUpKeEuDAaDO3bsWLBgAUqoyr86FsHzJxbdd/GPaPut3+9wuy34ZyDgomkyqp2KJMO7HL1eu8l0EXtXAABNU4JLfL7wJqiXX37hqafWAADDUH6/Q4wF7Kuvtu7cuYem6Qcf/AkABINelPQdAEymBq22V9d4PBYAcDpNuOba2rr16/915kwVx3EdHXV8Fz+O44LBEKqntbUNFTY2njt2rIJhhI/g8Tg5jkOFp05VAIxD5SxLm0zRs9qLtu8lpaYmiJ3ndDq2bfvk/vsfzMzM3rnzq/LybStWrOILOBz2p59+TqVSQbd1TQwMBv2I/lwlJIS0TW4IMfAEX1w8saLisMnUZTAYKioOBYMBAFCrNfPmLfj4481KpTI5OQVlleYhZqZwj8e9YcM/0XFJyaS0tCTeKScAHDt2ICnJ0NDQhMtPnDjEsl4AIEmyoaFh797ylBQjy9JOpx0A3G5nZeW+uroLght99dWn2dlZAOB02txuT2dni8XSeerUUQCora0CgHPnqvx+GwBcvHi2snIfkuTXgMep06ePuN1dNE2fPHm8qKiQL0NRtNnchY4PHdrz0kv/74UX/nvRoptNpnYA8Pl8S5Ysef75Z2+9dSHHsTZbz8bc3/zmvydMyP2f//ndwoU/XLp0MQrvAwB+v5dluZaWepZlUKvcbmcw6O++HVlZeVjwpMh9o76+EUQgLS2rpGRQo6moVHqjsYcenE5vIEBGtcLJZDjZolqnS+ttxeEEl6hU4U9rz56Df/jDiwAgk7WpVHox9j2NBpkWCSSsUKhQEncA0OvTBDVoNEnodrh8//5/ffTRFoNBDwAGQwaiQIRg0I8WX/T6tM7OM92Po2lqasnIyBDUHAjQBGFHhUjJQCAIeeRTBAJumqYu0b7HR2trc2FhEUovNnfu/HffXcs/S5Jk1IxYCSGTySUNfnRDimQ3hBh4gh87Nn/Rots+//wjgiCmTJnmcjkBoLGx/sSJiv/4j6cNhqR9+/5vy5YP77vvAXxJnEzhSqVqypRp6DgzMz0pqYfgVSoNAKSlZaWkGB2OnrgTR44cX7RoCXR/WMnJaZmZWcGgG2U8VCiUmZm57e0W6A293piZmQsAcrmyublVq9WnpKTr9cnQbWJKTk5NSkoFAIMhGUmiPHKRSE5Oy8zM5TjuwoX6qVOn8k9xHIuaDQAajR4AdLqkzMxcfmZlgpBnZubSNMlnApvN7vEEz5+/mJKS6vMFDx8+8uGHmyC8yZU1GJLdbnt3+xV4NUgmk6FCPkIhH8vSWm3ivMgAgN7AYEKpVKNFOwSFQi2TyaPaqXy+8DyGIOQqVa/lPZZlBZdgmyHHhU1kBCFTKnvZ9ziOe+utt37yk5+kpqZGXsuy4QtlMgWeTKhUQjueUqmF8JwjXI74i6JoAFCrk7Tanr5G264AQK02yOXhFtJ0uDCiZjuvsMcMENW+R1GhyJdwKSgtnVJSEvYo7Oxsz83t5dHjcNg5jlu79nW3211QMG7p0rsMhqRo1Qghl8ukoX90g29qlTDIGHiCp2l68uQypKPX1dWiJMGNjfXFxZNQ/uAf/OCadet6BWaJkylco9HcfPPiqDdCAuPGFaenp/t8PavXKpV2woRS6P6wcnLyCwsL7fZW5NGgVmsmTCg1m4Xukbm5BegqtVrDMHRKSvqECaWZmTXQPWRnZY3Jzs4DgP37D3377ZHXXnuNoqJrHjk5+V1ddmTzT0rqxaMMw+KS1NRMAEhOTpswoTQpqWcgTkvLmjChNBj04uzmCDt27HY6XUqlOhAgbTYHaq1crpDJuLS0TI/HiUqUShWayqCzqJAPl8tEUYGMjPFRGz+CgF0W+DseEfx+P9c7oKHAIy8qurq6HnvssZycnLvvvptfXlFRCQDff1+9d+/em266ib/YX15evnr16v3796vVeAIhdLLjO1hE9aOE3oH00Ua++APi4A+XSqUKLRlWV1ft2vXNvff+lH+WosiCgvG33nqHXq/ftu2zr7/+EgsEAv7PPvsQHefnF6Sm9kwZ/X4vQRBmc2dVVWXCBqCIrXghIz5IMmixdPl80feeCBAK+Ts7rXJ54sEQdWtDw7nW1oaEwizLUFTIZHKICawZCgU4jsPvoatrLEAeANA0XVV1UiBM0yTLMh0dZmEt0WA0po4fP1GM5GWFNI0bEgz8Pni/3/fmm6+53S6SDB0+fOAHP5gNAHl5+efP11qtZpIkjx+vyMsLu4C1t7eSZOjOO5c988xvn3nmt7/4xS9TU9Oeeea3iLwTND3GNrnW1tY9e3pckDAN8Ffr+fKoHjy8siyLDbBIrL29HR2jP+/Tp09v3779zJkzsXZUMwzzyCOPQLRRuL29U+CL9/jjjzc1NUU6Cb7xxt8+++wL/rVoDxXLsqdOnSJJcvv27bt27eLvFPD7/c8//7zVao3lcj/KwOdswfDBMExkCgB8KlaFUTkYAL777jsAsFqtaPcd30X/97//fUVFBQ69ILjLs88+W1tbe/LkSeC5XiIBNEvgO4Ti+6LuG4YDYiDg/+ijfx0+/O3KlavxnzBCXl7B8uUrk5KSZTL5nDnzGhqES2CxwE8kIWFUQtLghxADr8EnJxuvu+6Gdev+rlZrZs26ZurUGQAwceJkm826efMGiqLy8gp+9KMfI2GUezg/f1w/bhQr0M2uXbuqq6s7Ojo4XoYuALhwocfhiD+moCGGn2mU4zicYhwAPvnkE+D55CO39mAwGIsqWJZFHBC5Sb29vb2lpQMdowh0FEXZbLZIgv/mm53nzvUaJRHBu1yuY8eOZWdnv/7668nJyfwHqa2t/f3vfw8A2dlXxKJmHIIHAJqm+WscYjT4WAlp+EnqHn744XPnzuFTiIwj9XX0Rf3xj38sKCg4duwYPoskd+/effvtt/NjJ/D3xaEvdrhp8AxDb9r0zvjxRcuX3x+pkiL/ebRCL5fLsQ0JALRa3f33Pxi1zgsXapRKRXJy6owZcxI2wG5vAyDS0kSFVa+s3Jeenl1cPEWMcGdnndGYLWY5w+/3HTu2f8KE0rS0zITCoZDPbm/LypogxsWhra2xvr4Wv4ecnHC5QqGIfDkul4kk/ZmZhXBpaGlpKi/f5vf7p06dvnDhrVFdIwWxSfqxV0JyshtCXJZAN9dcMzdyL/vcufPnzp0vKMS5hxH6lCmc/90Ivh4cPha6R2eSpE6fPhNVXi6X83evoWvRiil/ioAJHinugUAgUm9DaGxsbG5ujmwVALS1dXz//Vl0jPfpCeYB3fumhHokSpeC/kd7+QSb4Adwq/eIAH72UChUXV0tOBt1zyH0i+CxRYRhmJ07d/JN9OgukQSP5xwMw/C7EhVaLJZgMOj1etVqOS4XhOLhd6LZbMZRFgSPM2iora1RqdQLF94qKG9vb83MzHK5nDt3lq9e/YjRaDx27GhpqShmBQC5XB7L1iLhsoJlmS1bPrrzzmV5efmbNr1bXR1lcxNExCbpx14JKV7hEGJEx6KPbqIHAI/Hs2nTJv5qKH/vHPT+2hYuXLh9+3YsgIZvtOeYP/RgGkbDvcPhiEXwjz/+OP8q/ils/Ife5tnIRCmRox4KjGq1WgEApalFFwqi5UBcDhtN4BN8ZHL0WC9BUM5fqo9kawSHw4EOWJbFBiF+bZGDF557vfXWW/wVEySPM9+wrAzL40qQTCAQcDgcqampp0+fvvrqq2tra1m2p57BJ/iOjvbm5sYXXvg1+qnT6Z966n+g2wg3Zco0p9Px3nvrGYaZMKF40aKlIqtVKpU2my2xnISBRkNDvdGYUlhYBABz5sw7ffpkJMELYpP0b6+EpMEPIUYwwccy0QNAKBR64okn0HH3eN2L4Pny8+fP5xM8X+Dbb7/FYpiG0f/19dF3HgOPDyK/acHWeVzI38PdrcHHI2m0yZ6/mgC9CS/OtaMG+HmjRm6PJPLI8n/+8+3KyhMHDhxAP2MRPP9aAcEj8AvxtBId1NbWRrYKrbYwDMNxcnyVgOApirJarampqW63m+O4//qv/+roaH/99ZcFTRo0LFx4a6T6Djwj3Lx5C+bNW9DXapOSkpC1TMIgw+VyZGSEFxqQDUYgEBmbpN97JUAi+CHCCCZ4fja5yPEdJ2WPqsnxh93k5GSIoeILNPhIPTs+Itfgo9bAsmxVVZWgvKWlJX7lWIPHvn4CI8SogcfjFbjEI/AZEWuBer0ePT7q97q6OhQuHtUg6ESz2dzW1uOVLSB4jhf7CJVExg1EiMz7EhnmCJcDAJqT8V0H+Bq8gOkRHA5HrHwEIxoymYxhJBP9EMDv9+OtHyqVOhDw9z4fJTZJ/L0Smza9i47Hjy9MT+/ZPeR2OwCgqqqyszOx4wJNkwCgUDSJeYRgMGA2d7hcDjHCFBWUy7vEBJRF8R8vXKhRKBLzI8exNE22t5vF7JVAmsDJk4fQz46OfBSuimHokycrBMIMQ3Mc09IiKrqr0ZgW1eNkBBM8WgHia9V84BEzqokeK9kAgCKL8Q3m0J0ChD9G94/gBSX8IRvXYDKZIsvj5wpDu6rQBIK/Wyxhk0Yi7r57xRtvvPGzn/1MUM7X4LEjW2pqCib46urqadOmnT59eubMmQCgUCgEeda53jldcAhCANizZ8+yZcsaGxtPnTqF12JQhsDIFvIrsdvtAGCxWOIQPD+YMSqPNNFDb+uUYMYwavQhuVx2hawoDTdotVoUZhQASDLED8UBMWKToL0S6HjOnHmbNr2DT8lk8jFjwv6PKSkpSUk9myFRXjGdziDYMxwVoZAPANRqvZhHCAR8KpVaTLUA4PdzKpWWH0M3Fmia8vm8Op1erdYkFGYYOhTyarXJYjwSvF5PKBTEDcYxUQCEG6oBgCQDLEujwFkJodVGf2MjmuB7tKuoYwR/MBUQPN+migi+o6ODL8BxHEmS/FTrAnVcjBk8UoPnx8bZsiVs+EJUjcvjPBH/7pWVlUuWLOE4LhQKYaf9hE0aceA4zu122+32I0eOFBUVZWdn80+hA74qrFDIcSFi+mefffbTTz/lOC4awUf3jwOAzs5Oh8Px8MMPX3vttXwv+jhfGsKGDRsBYO/efb/61dOxJHmcHcUPIxbBR13fGemQyWTIrUTCICMlJa26Ohw80WazoSAlGFFjk6AJQdS9Emq1eunSuyAakpIOAkBh4SSc6CsO7PY2AEhLyxPzCE6nLSUlvbhYVKjNzs665OQsMWlsAgGf2dw5duz4y7BXosntdk6cGA7dlpERLpfL5bgQw+02h0K+S9wrMYLzwSMnO7w7PFIAZ9fmF6KffGsnIvgHH3yQL8Bx7Ouvv87fTy/Q4C9cELvTlw9+DajlEI3g3333XTFqTUtLS1RHwmGLiorDr776yp///IfPPvsw6mJ2JPB0Z9myZSgpgOAU9OZdPOjgwp07d9bU1HAch8IgxtHg+VMrdFxXV8fvsqj78fh10jSNNlAI+lQgifd38OedkSZ6AcGbTD2BTYZ/X4tEWloasnlIGGRMmFBkt9u6ujo4jj15snLatBmoPE5sEpfL+ckn7zudDo5jxe+VkELVDiFGsAaP1uDLy8unTZsW9evhW+8FGjx/cR0RvNfrbWhomDBhAhZDXusYAoKPlf2FD5qmKyp6raw4nVEM7wLrK8uyL7/8csLKAeDs2bPp6ekQbUFhGMJk6jx69OCDD/5SpVJ9/PHmo0ejpwwWAL1nmqZpmubPCTZu3GgyhY2HUTV4mqYx75IkyXGcwWBwu93IzI6Db/D7kT9bQhVWVVUtXtwTSJFfJx/88DWIruJPBfCNLBYrvnWkGyD/03U6naPAlM0wFE1TvJ+0waBjGDoU8se5CoFlGQBCjCSEp26iqkWgaVKMMMpvRFEhMcIo9B5JBmSyxE4GaO0ZV0vTSoBwiqxQKCAQZhia41iRTyeTyfmxn/nly5at2LbtM4qiJk0qnTHjKlQeJzZJ//ZKSF70Q4gRTPBozYO/d/nll18+cOAACjeG8eSTT546dSqWs5tWq8WR7NatW/fKK6/gNXiB5bAfa/AAINifjSwHcnmvBBt///vfbTZbTk6Oy+UKBAJr166NFSNPAI7jUNSdb7/99qqrpgzzObLDYZ8+/arkZCMATJo02WTqEnMVPzUf/6Vt2rSJv3EcPzv2G3r66adXrVrFr4QgiPnz5+/atcvj8RiNaMWrUs/pJAAAIABJREFUp85XXnll3759EGEOWbu2J6tKLNrGs4R169Z1S7IJNXiGYfAYndBEb7PZRoGJPhj0ut1m3k8PANA0bbe3xr6oF0RKsiwdDHrEV+vzOVAm8vggSQoAPB4Ly4r1Y3U6O8WI+f1OAA43OBBIB8gAAI5jYz2FyKfTaAypqdGjA+Xnj3v00TWCwvixSfqxV0Ii+CHECCZ4RMwfffTRXXfdhazxd911Fwory4fZ3Ctis8Drfu7cuTifN7K64zX4SNv+xYs9sfD42mRubk5npyi6QjAajXyzJNLyr776aqfTefr0aYtFmAgnDhAZtLa2X3XVlGH+J1RaWlZaWub3+7q6Or//voqvvgcC/q++CmfvHTNmTEpKj4eOzWYBgM7ONpqmzOaOmppTqNzj6bGF+HweJAYAWVnhda1t27YVFuaj4/r6c1ariaLImTOn7tq1q6rqeHp6GkmSgYCfJMmamlNVVd+/8cbrVqsNAD74YPOSJTe1tTWia/nejocOHYqqRjc01NXUpAHAnj27up/IV1v7XaRkXV11MOjauvVzALhwoQbXdvFibU3N9+jY7XZ2F55Vq6Gp6QIAeDwemUzGcRx6Aw6HFWA8EqNpCl+LQVFBlmXMZlHW7+TklPz8CWIkLxE6nbE7NR8AgMdDKpVKluWyshLf3ensAiBSUhJn/wOAlpZ2nc4oploAMJsbkpIytNrEeZX8fn9jY3NKSk5qakZCYZL0O51d6ekFYqLcU1SzxWLDDdbrw4unMpk88ik8HitFBdLS8hNWC938OoSQTPRDiBFN8AQA1NTUTJ06Fa2gGwyGHBzjsRtRTfT4a7v66qtxhjpM7dDbqxnXw1esz5w5g48zMzP7RPBRd1/I5fJ+/Cnyd/kPc4JHaGtr2b17B8dxmZk9odk4jkNphQGAogRWXAYAaJriuF6nBEvjWIcuK5syd+61v/vdy8BbiKEoEiXJTUoyAMA//7n+6af/C4BjWZZlGZqmdu3a09nZhaaMZ85U0zQVdQkGu00IQFEkahh2vaRpGueM54Mkg7W1506cOImahzbkoAfEd8RzR5qmaJpiGBq/JQAO3UjwcfLfGH4n6NGiNjhSWIzYpYMgZHK5jP8TpYsV46BEEAQAIUayW1wmWhhkMrkYYUTVMplCjLBMpkCXiBOWAy9vr4znHBV5OUHI+vIqhhhSLPohxAgmeP62BDTyyuVymUzoNthN271+Yl1cqVTiS/gEzzCMwBgQqdNjRN40Pgac4IdtepJITJw4eeLEyUePHiov/2LlytWoUKfTxwpXfuLEEQDIyMiRy+V+P4njcut0PYqgUqnGg11mZuaNN96CCD4jIzzbKygorqtr1Gi0V111DQDYbK4ZM+ZUVOzTaHQkSZWUTMvMzAGe08aMGXMqKqLo37GQn1/0xhvrNBoN7gGFQllWdnWk5IQJkzGRFxdPwSb64uIpqanheDsOh6u7sGzGjGtMpvBPjuMACPQGUlJ6Er0rFMoY4coDmZnjxT/FkAAFim5tbc3PF6WPShhxQKOaRPBDgpFE8BQV5PuV8ONjICt3IOCmKKFDCssyXq8d+bAAAEWRXq8dR3UwGg2BgLv7VMjrtSPKvOOOe7DmhPDEE0+sWLE8asNE8jKOwYJsDwJwHMNxfVakECc1NjYCcD6f0IOP41ivVxigiqJC6J2IqV+hUPFtqpeCI0cO6nQ6lEc4P7/g+PGjYq5C6ixag48MGAcAMpmMJEns60AQBPKahN5JYlpbW/EprGcjJzun0ynYYs4wzFdffSX+0RiGqaqqys7Oxnc0my146YePWJ7z/OkjDtrDn3EijIg5XJ+A8sEfPnz4vvvuG+q2SLgs4AcskTDIGEkEHwr5PZ6e9WmW7SF4tDfJ77cnJwvjJLMs6/FYsK0yFAp6PBbk4AoARUV5gUCYAkky6PFYWJaGaMHgvF5vR0esXNSJJ6dyuXzu3Nm7d++HGBMCjqOxwVaAzMx0iyVevO6vvvrmhhvmjRkjXJ6gKIr/xgDgzJmanTv3PPXUGkF5LGg0SQNF8Eaj8fDhAwUF43U6/fHjFQUF48VcVVt7Drp5kW825+2LU3R2dmLjOUEQ2EDCJ3jkMokIHk8UIrer4Qu7uvqw5sIwjNfrTU9Px/XY7faoRn6GYfh2GjzqVVdXRxJ8ZBhmtF0CRpE+hKxfUr6ZUQzJyW4IMZII3mBIMxjS8E+t9phAIDd34p135vznf/66dzGRmzspGKxBP1gWcnMn4XhGGRkFWVm56Fit1ufmToqzsqVURs+yoFCoopbzIZfLjcawWZUXwKgHOp1RpYq+7+W66+Zv27Ytfv1PPfXcs88+Kyh0Ol1JSWNRyF4A2Lp163PPPV9TUzNnzuzly1clbPPAoqxsus1m3bTpHZIkCwuLbrvtR2KuQn7LSIPnR+zHvpNKpRJtJUDga/CYNtDlmPtxedQgcRD2b+8VyMhg0Hu9veZ8kyZNwhsp8fwDE3asXZQ0TeP5B1+DX7t2bWTOlUgNHmAoCf7cubP79u3yeNy5uWPvuONuo7FXflUxuUcjIRH8qIfkZDeEGEkEL0DkirVMJktJESZ1FoySgvRfBEFEXYOPiljfqJg1eJlMhi3z6enpkblqiouLY2mNYkIiA0Dk5QzD7Nu37/bbbweAU6dOLVu2LC0traAg/9VX/zFt2jUajWbcuHFyuRzvC7/cWLDgpgULburTJcj0gjj44MGDFy9eLC4uBh7BKxQKvo8YQUCkiR4dyGQydIpHJ9EJ/vz58wK/sxtuuK68/P/4JdOnT8cEj2qIFdyGD4Zh+N8blj916lSkMDrLTyeP5Qd/uHQ6Hdu2fXL//Q9mZmbv3PlVefm2FStW4bMic49GAsUtELkvVMKIAEn6A4GeSGIMQwKAx2N1uUyxLwqDpkMAIEYSAFiWIUm/SGEACAQ8eK02DkKhIAD4fA65PPFfGVrJ9XisYma06LXgBgeDegADAHAc63IJTaoUFWBZWuTTKZVqnU7IfTCiCR4gCsFHCkXdAY/HR5lMJki32g+C5zsGxwL/RldffbXD4RDEwtPr9bFYViTBR9UasTvhO++8k5OTc/Lkyb17d/z0p6vLysoAICsrC4V/SU9P12g06enpO3bsUCqHkXcuDnSDfuKw8HgNBaWmBgCZTMayLN9Ej6kREXBpaSk6hWqrrj5rNlsgmon+tddeE5RoNEKjy9SpUz/99FNcP4S94hOMCAINPv6E4LvvvrvuuutwEGUAOHr0+ObNWzdu3Dj4BN/a2lxYWITClM6dO//dd9fyz4rJPRoVyHv8X//617//+79fhlZLGAIwDIVCyiOglcdQyM8vjIVuYVFhBjiOFdwrPmiaRCuw8YGW8CgqJKZmLhz7XOj7FasBwHs6hukZaSPvxXEMx3Giny76SDKCCT6qBh8r55hA9cH6WaQGHydEXazdRCI1eKxZRm0nX0CASyH4kydPtre3L1q0qKmpacWKFdnZ2bfeuvjLLz+urq5nWbahoaG1tRXllcrKyrLZbG1tbYWFlxT9eGCBVp1tNhuymb///vuzZs3ib2LE0xGVShUMBvkEj9ViROFqtRq9YYvFsnHjxhdeeLmtrR0AnnnmGcFkiyRJAYNOmVK6ZcuX/BL+NAjV7/f7E/YU31qQkOBRqD6+zNmz5z75ZOuuXbtmz54d/0YDjtLSKSUlk9BxZ2d7bm6v2CkJc4/GAvrb6ZPHg4RhDq3WqNUaeT8NAJCSMkZMWII+xaJvamrRasVGO+jsrEtKShcZi/7ixfqUlBzxsejT0/PF7FokySaTycSLdhAuJwhZ5FMMSCz6EU3wwpK42+R6EXxUE31LS0tdXR1fYRIg1jZoMcYZPn8TBBFJ8ARB4B35Aogk+Kha3fbt248fP37x4sXS0lIcAffaa2cvXbpMTJ1DDtRxFRUVyIp78uTJ77//HmWARcBEq1QqBQTPd7IDnv+dyWRas2aNwRD+8/ryy17MDdGM9kqlsAsyMjJuu+228vJyLN/c3JxwbtQngo+cUKKZTUdHx+CnjlUqVehNV1dX7dr1Dc4TihAn96jf79u8eQM6LiwsTEvrGfqDwQBKt+Nw2I8f/zb+RJmmSQBCoWgU09pQKGgytbtcoraK9CWRKAsAFy5U8/OsxEIfE4mGOI7jJRItACgAAJqmTp6sFAgzDMVxrMhEoikp6UVFk8VIXiag4VFyshsSjGiCj6IER3JhpP8UKkTZwflcW1NTww88Holvv/02anlfNXg+CeFkGzKZLCMjenisWJq9AJF8kJyc7Ha73W73p59++uMf/1hMJcMNiADwGu3BgwdfeeWV9evXYwFsokcHBEFgpuHngEF9jd9kMBjU66O7TEI4TE2P25dMJsvOzuILrF+//uc///nZs2dR1GHkXidmDZ7viJeQ4K1WK0VRUbfJiUmFMOAIBPxffPGZy+VauXJ1VlavLRtxco/K5fxEoqn8WSzLsmgN3u32yOVK7A0aFZc5kahOjKssTdM+n0er1QuSq0ZFnxKJ+ny9Eonib5ggLj2RaMzvfHAgOdkNIUYbwSMlXhA0fuHChffe+yP8E/2PImwolUqj0ahQKNCI2dTU1I+W6HThP6EZM2ZUVVVFlZHL5XwT/fjx42tqagAgIyMDE/xf/vKXlpaWAwcOCK7ttwav1+s//XRnZWXlPffcI/pphhcQvfF92kmS5E9l+Bo8ABAEMWbMmLy8vLa2nj2NmODxmxQQpwBff/013+0rPT195sxeyRxLSkrQbFKhULAsa7Vam5qa1Gp1nDrRhFKwDx4dz5kzp7JSqKUBwLp164qLi6MS/OC7nTMMvWnTO+PHFy1ffn/kn16c3KNqtSZWItELF2pwyu2MjLHx04na7W0ARFpa9LDqAjgc1tTUjOJiUenOOjvrjMbsqD5KAvj9PrO5Iy+v8DIkEm3kJxJN745jJJcrIhOJulwmkvRfovF20ICciyUNfkgwgtPFRo4yiEEFPmIkSe7ataumphb9xASv0+kUCsXUqVONRmOsFU29PoG6gNpQXBxePlm+PHokHAiHzOvR4LHSz2f9rKysFStWRL02fjMQMO3xLQoLFy587rnnhjwedb+B1uD5BC9Iyh6pwQNPAcKXoPGFbwuJowQLnLqVSqVK1asL8vLyAEChUKBJg9/vR+FxUMOiTsiQmx7fRO/z+dBxnM/M7Xb3fpAeDT45OXHs9AFEbW2NSqVeuPBWwbeEsovGyj2aEPhb/eSTTwa4xRKGByQNfggxqggeDRZ4xEdALpGCHNs+n2/58uXV1dVo2I1lY//LX/4Svw1Hjx5VKOQKhTItLQ3i2tKVSuX48eEMjPyotJgMUBsE3ICM9oInigW+Y4EY+REB9FB8gkepY/FPAcFnZKRDxGs8evQo9F4Zgb4EYFcoFPw51v/+7/8WFRUBgFKpJAhCpVKh5tE0jTLTLFzYaysgaphWq4XeJnqv14sIvqAgZpRWlu2VlQ4f0zSdnS0q7cpAoaOjvbm58YUXfo3+/fnPf0Dl77671mTqwrlH//73V7OysnHu0YTAfzKCwAMSRg2kNfghxAg20Qu2yWGSjkqHeDRH31lLS4tSqcS+WrEYMSGzlpSUKBRKmUyGVMY4BK9QKNAQD70JPjU1ld9+wVRj/fp1d911N96jNX36dH6SGwF27doV/3FGJnolBwIAu92Oe3Pp0qXTp09H2+FQZyEmFhC83W5HJnr8tqE7hI4YKJVKozH53nvvsVode/fuveuusMEZafBKpRKREw6mK/DIe+yxx9auXZuVlYVajp8lFApptSoAiKOLCwiel5yGHuReXrjw1oULb40sx9lFo+YeTQhsGpG2wo9WSJHshhAjmOAF4xvWsXQ6XWRQMDya421yfCqNNVYmXPyWyWQqlRJ76sUheH6gGz7BY/JG7RG0BBWOGxdW/eNbZbEONKIJnmF6ZZOLNKQHgwGfL2y4XrPmcRxtRq0Oz8ZCIb8g2j9JhliWYRia3z/8uHjxodGo5XL5+vVvPvfcH/bu3SuTcSgnglwuk8tlOp3O4bB31+mDiCUVpVJ+4cI5lmULCgqDQT9Jhpns/PlzV101HeLGUaBpkp8TAZvoKYrkR7ULhYTbcBmGdrvd+/d/nJGRXlRUlJWV5fr/7F13fBTV9j8z21t2U3bTE9IDSQgloQRCExIBKeITbCgqKmB7KmIX7E996nviU0CFH0UFkSZdUOmh915CgFTSy5bZ2Zn5/XE3N8NsyRACBNjvhw+fmZt779wpe889557zPbV1X3zxxdat29PSUr/66gv+t02SEplMATcDnTp1jIuLO3funCCtsw83AGLIB+12+8GD+7p16ym+iQBoNvKZ6G8KbmkBf8Ukjrdd3e5o4tydaK8UrtSV3UpEgiBCQ0O9j4EkSZSPDvXmXcDLZE4JxBfwuAk6EGjw6FSvd7rRtmvXbtu2bYKetVotP36PJEmlUnnrUn/abPV1dU2kTq4MEvv3Hzh4cBcASCSS1NR2hw/vQeUSCdrqo6uqLgFcMZtQlIWmKZq21te3JN46PT0FAMzmaofDCgD19ZerqpQAcPfdvY1G3b/+9VVtrXNBWV/f0K9f79DQKzzM7XYzSVrRkI4dO6hWd0HldXWVFkstALhmSMKwWGopqunlYtOF3U4RBE4jy1RVXcJ1ysrKDx06UlJSNm/eLydOnEaFiGpXKpVkZ2f9+efG339f3K9fb9xEqdT5+4e14MlcOyQSCfq8fSb6GwyR5IPr1q28cOE8EvAt4yv0pYu9ibguAv7w4QObN//pcDjat0/NzXWu8o4dO7xx4zqKouLiEoYPH4WlHUKLFoZXSGUcY5OZmXny5El0PHDgwI0bNwIATTsAICMjY//+/bNmzRI0d6upd+vWrXdv5ySIlAzXOiRJTpz4xMCBd69Zs66wsFAg4JHjNK6JnYTR3q3g0qgtLm/fPvnEiZMCwwCW9IIx8E/lcrlKpbrhYdKtBpXKwI//IUmhgyHHcQShBgCCIEymWIPBKU179cru0aN7RkaGyRSrVF6xyKMoRipVqFS60NAE71ePioq8ePFS46XJmJh2587lDx58DwDodEF6fRAAGI3tTKZ2AGAyxXbq1Os//5lBkk0f8113DaqpqUDHEolEKpX6+QUhFguSJA8dOjlggDMUs7i4Anlu63RNGRYwQkNDS0pKlEo/haKJXBNr8MXFpe3aYQo/KWbJsNvt77335cyZswAgLCx0/vx5tbW1BEGsXLmqa9cuw4cP69rVTRLbm2vyQV81P1WgDzcAYsgHT548XlJSdFVNXOFzsruJaH0BX1ZWsnbtyqefflan8/v557l79+7KzOxpNjcsX774kUeeMJmCFy/+eceOrX373oWbtGxhKJCmGRkZ6ODZZ5+dP38+OsbEI5s2bQWAgIAAlmUXLVoEVwp1gdM1AtphRceJiYluBbxEIpk0abxeHxIXF3f06FH+kKRSqUajQV5X4AzhIwEgKipq/PjxL7zwguAuBHvwkye/vHt3HnKkQl73LMv269dv7dq1+fn5/DEIBPwtbZ8H5+003ZHD4cYVDi3XAgICJBKZXO58d48++li7diaCICQSmcBIXlpaGhoaSpISuVzJX3W5Ijg4BAv4kJCQceMef+eddyQSKTjt2HIAUCiU/MAnqVTGH2SPHj03bFiDjvV6PUVRUqkM1ZdKpYWFhZWVTnv+/v0HBg68CzxESej1+pKSEo67gkYJb1TbbDZ+Oep/165djzzyyNmzZ3v06DFx4vhBg/qGhsajCpMmPevplm86lixZMnjwYF++mRuMZskHGxrqN23aOHjwsN9/X9JsE4fDcfq0M1JJo9Go1U08AXY7BQDV1RXl5SXNjgqlt2YYkcwfDqvVLKZbAKivb2AYicXSvKsHGnBtbZUgY7hb0DTV0NBAkmViiJIaGuoAAA/YbNYC6ACA49jyciHnvNVaS9MUgKi7k8uVer0bkr7WF/BnzpxKSEjy9w8EgMzMHrt27cjM7FlVVanV6qKjYwAgKanDxYsF/CYtWxjGxsaEhASXljqfC9bg+QIPe8kVFRVDozRFycdSU1NxteHDhx87duzixYvo1M9PV1dX79bXXQB8Ldc9eLlczj/FZnyTyRgWFubJRI/LExISBg/uU1XVlCWFZVmFQoE99VzHgEdyq8t4Ptz6uiNz7i+//AIetmYEnID86HOpVOpFlvA557HXveAzEKwsBR2q1Sq8p/71119PnjwZD0wqlV64cGHt2rXoND8/H2WddxvEgQ2b2MkAAC5cuMgfHr8+TdMjRozQ6/Xvv//+P//5T5a1iOTHvpFwOOwomwgCw9g5jlWppGq1iqJsNps3uxPLOgAI73UwEIucyMoAQNPNXB0B+TrY7VYxlVFOaooyi5n60WPB3ToccgAFAHAcZ7MJCTQRk53IuyNJqVzuhpbHC/kgAABwK1b8lpMzGJN8eG9CUbbFi39GxykpaUFBTbZGxCeYn39KpxOf5OKCyHoUVV5ZKSrzNQAAXMUO3YULZ8VXLi4W2zPHwbFjTgrty5fjAZIAgGEYXOgCTznKr0BQULBen+Fa3voCnh/pSxAk4rcymYLtdvvJk8dCQsKOHRMq6C0jspZIJFqtRi6XI+Menu/4E59gLkaTJtKq+XnnJkyYcOTIkW+//RadJiUl7N9/yO1OeUhISE1NDVakPAl4mUwWHx9fUVGBmM6AJ+CR4uXJRI+N8EhIYAETGBhYWlpKkuSkSZN27949d+5cwU1h3HYC3mnZQ5QyyND36aefQiO/EJblfDPM/PnzP/jgg+nTp6NTTHSDqnkR8Pz1U2xsLHr++Al7EvDl5U1TjL9/ABbw7du337VrV0hICL85P7ltbW2da4cI6KIsy54/30TOarM1SUfBW54/f35ZWdlvv/2G9pVqa8W6EN5IUJS5rq7Jmc5mMzOMo7q6mCBYq7WhutojSzSGmDoAwLIMRZlFVgYAi6UW+UN4B/LVbWio5DixiyeR2cAslloADg/Yag1sFPCsp7sQeXdKpVYud8MO5IV8EAD27NkZGGiMjU3ga5ZemqjVmtdeexcdEwTJ9xs1m1cDQGpq1969+zY7WnRTIj1C9u3b5u8fFBubLKZyWdlZnS5IDJ2RzWbZu3dbSkoXf3/31KJ8UJSlpqY4KChaDJ1RcfHF/PxTvXsPQqdbt+KJRda7d46gcn19OUVZgoKim+0WvPiJi2l8VYiPT9y5c3tZWalWq925c5vNZgUAhUKZldVn0aIFMpnMz8/QqdMVG4FeFoa1tTX/+c+n6DgtLT0g4ArNzGDQsyxrtVpLSsrKyoo2bVoNAGfONNnSS0ou8utXV1cAAFKJjh8/YDA0vZLi4qaajzwyRiaT1dfXbNniVLYYxjmxarVqh4PGAn7btvUEQQCcragoA4AzZ442PoTY//7341dffae2ttZsNiclJSQmxpw6dQQALJaGTZtW421aZJJCbTdtWq1WQ2xsu/z8ghMnDtvtMSUlZQBw7Ng+qZQEgKNH93bvnlFSUsC/Kb7POQAwDIM9Cu12atOmjeAexzyUXwGTKbRDhy5ial43OBeLAQEBQUFBx48fBwBEAojkIl4hyeVy7FtnNBqxWIVGV3z0G3jxxRc/+ugjTxfja/BjxoxBnyX+8QQEBBgMBkEsg1QqRVlhGntQ8Ldd+OxsaKjIKQRh69Zt4MFEjwU8fzmCSA8R8KgqKioeffTlhQsXDhs2LCsry9OttQWo1QaVqunp1dfTdrsjODherfaz2+3BwfFe2lZXFwMQ/v7N+L0iXLxYrFYbvHeIUVZ21s/PyM+P4gkWi/n8+Qv+/mFipn673VJdLXbqdzgKyssr8YC1WufLJUmJ613U1ZXTtDUw0BvxH4anqd8L+SAAFBUVnjp1/NChfSzL0bT900/fe+65V7w0IQjCE31vo22SFEPg3/ijFqXro71LkZVJkpRIpOLGgNbxoiozjBSNQcxbRrYc3C1fNXO9lkQilUgkIu/OE1pfwIeHR+bmDl26dCFBEB06pCF1/Pz5c3v37nzxxSlare7vv/9YsuSXBx54FDfxsjBUqdSY51Kv9+Pbi8rKihUKhUKhYhgOAPR6f8TpaLc3adW9e/dZvHg5bhIXl7Bjh5MTNCoqls8BGRDQ9IsNCgp88slxWq0+OTkd+Tr16zdg5cq1AKBUqmQyKzT+bBIT0+rqLqtUfn5+egAIC4vGw05MTJs3b+6+fQfGjn3s8cfHjR37yMGDB1EPiYlpQUFObvOICOevNDQ0Eo2nX79++fn/165dfHBwoF5vAoCYmES5XAkAkZGxiYlpJ08W8B+4QDxIJBJc4pbn0mqtYxhaqw0EEbjpRNbYN0cqlfbo0QMJeAQBNZBMJgNoUnD5uyp8DT4xMdHL5dRq9YQJE2bMmAEA3bt3P336NPCmyKeeemrMmDGCXRKpVMrnm5NIJGiCAJe5FQ3JddPBLQc7ujuapqurq3Eh4vXj3S+gDufPnx8ZGfnrr7+KSYtwE0EQBEFI+KfgdG6QWa1W76ZsgiAACDHmblz/aiqTYiqjOiIrI1sdSUquqnLjqfCiV1Ym3JZfFWJj437/fUlpaXFwcMi+fbuwVbWo6JLRaBo50pmMqry8bOHC+c8/P9lLE+/wedHfRLS+gHc4HO3bpyAd/dSpE/7+AQBw/vy5+PgktOLr0qXbrFnT+U28LAzlcnnXrt3cXqihoU4ikcjl8uTk5AsXLqjV2rCwKAAoL3dOiARBREa24zcJD2/KQmg0hqD6CHwBL5PJe/TohSw/8+bNGzRoEP6rQqFE07RMJmNZNiwsiiRten2ISqUBgLCwiJCQEIvFolAow8KiwsKAYQgA8PcPCguL0uv9O3fuKJfL0THqEB8EBBjReJDIDwkJMxgUJlPcwYMH09LSPvjgYwC4666c4ODgUaPu//bbmUeOHEENBUs8tFBFxxKJhH+PCLW1ZTSY/fozAAAgAElEQVRtDQoStfy/6eDvnQt4h9DEwd+D51uwAxvpvF988cXvvvsO95OVlYX3TVxBkmSfPn2QgO/SpQvKOo+lJkmS/J0dBJ1OxxfwgrzA/JqePDn49DsIEokErWVd89rx6/BPp02b5pq0/laBTCbDhopBgwa98sor3tM++XDtwOSDNE0nJSVj8sHZs2eMG/d0ZKQby7CnJt7h86K/iWj99b7FYv722//U1dXa7dT27Zu7dMkEgIiIyNOnT1RUXLbb7Xv27MRq6zUSWRMESZJkQkLClYVN29tuw8pdjwHgjTfeSEtLc/0TmkbxZIr7lMlk/BkWXVQmk5WUlGRnZ+MxCOhrsGc+ahsTE4Mnd/4l+GNIT0/H+eMRc63JZMIhA643Ap6NcrciWJbDr8CtgEcP8LHHHuNbdwAgPNy57xgVFYUIYlH9+Ph4V0dFfp9YDGPmO++5AEwmE3/ykkgkeANS8Go89YPLs7OzkUlfp9Mh1zwvfLr8t2wymUaOHOllkG0cUqm0vr6e47jCwsI///wTL159uK5A5IPPP/9KTs5QTAz6zjsf8aW70RiM1HcvTbzDJ+BvIlpfg/fz0/fq1XfWrG8UCmVGRrfU1HQASExsX1lZsWDBHJqmIyKiRoxwpi7Fq8UWLAwBgCQJgiAEfPL4AFHQ8OsLwtj4fwoICEB88nAls1hycvKIESMwl5xcLseynP/JNhrNnKFungS8gBInNDQUp4gVeHK5pbQTdMu/NP/0dhLwHMfK5XKbzRYYGOhWwCPp2L9/f0FDfpY5lMvVO5kx7hN57aGXiDpxG0WJIfiQlErllW4B7msGBgYivkWZTIZjil577bXU1NS0tDT8CXnJiMP/YPhOALcipFLpwYMH4+Pj7733XpRz7yYOxmKxCBaLNx55eXkAPW/uGFoLPhP9TcR1Ibrp1q0npjbE6Nkzu2fPbEHhNRJZI3mZk5Pz/vvvCxzaAUChULgVkwiu6hQWGPxM4aGhocuXL8cM8CqVCvWpVCr505BIAY+PcVDck08++fnnn58+fZq/LoHGHIuCVm5PXb3o2/hG7FWB4zilUtm1a1dBxhe4cg/e9ZYFSWjsdrsYAS+RSNCSC3UbGxs7ZcqUjIwMiqrw1IQ/quDgYIVCgb8fgT2fXzMtLW3Tpk0A0LFjByxOCIKIjo5WKpXYY8ALgavbsJEbgBMnjiYmJuNtIIwffvi2qMhJIdCtW8/Bg4eL71MqlXIcl5+ff+HCBbhJ2e4RLBZLUFDQsmXLcnNzb9YYwJm3+jYR8D4N/ibiFqaqhUZtFanXrtrtwIED3YbJIXgS8KGhoYIoan7niYmJZ8+eBYCEhAR+6ne+2OYLeIGFH0tftEOMIvHQSPAGKjIgu91ccKvBd+7cuaSkBG9htmUBf/Lk8b//3lBfXxcaGj58+Ci9vvmQFZblCAICAwPNZrNAV0a3GRwcnJub2717d0FDvPeBHq/NZsOP5fHHH//qq6/cZjfBLorolSkUik8//RSAKynxKOD5o0LvTpAh0G1N3idBCkQ10Qjwyu92UwR8ZWXFihVLXnrpNVcBX11dNWXKO41Je6/uC8Q/RpyXrzUG2xI0NDRYrdaWEePPmjVr/vz5W7duvfZh3E76LtJVfAL+pqCNSgKRQKI0IiJCIpHgydTPzw8dGwwGgRTnT4Wunk05OTlGo9H7dPnSSy9hZ2xXO7mrBu8q4NGfXn/99U6dOjUq62RgYODQoUNRHbcZbPHUj28cHXTs2HHJkiW9el0RHNU2BXxNTfXy5b8OHz7qn/98zWAwrF69vPk2AGjv/L333vvoo4/cCniVSrVu3TpX33hMYogecnFxMX4sH3/8sdFodHu5qKgodJVm8wxh8L8x/v4LuLwIfk3+IkDwWpFdChV6CdnHGwc3TMAvXvzTzJlfU5SbhZHdbicIQqVSSyRSiUTo+9Is8OoWsTS2Lqsdx3F8L0jvQHKoZSuM8+fPnzhxogUNXXE7CXhfutibiLYoCa4KWLXFc0p4eDiii8HKsaAyAhYAGFOmTOnfv7/b6RIXxsTEoGOBBx9fwOfm5mJp7eKj54xrlEgkCoUCm5dVKtWV4V5uNHhXOz8AaLVaPiEPAAQGBoaF3ZzEId5x6dKFmJi48PBIuVzes2d2YeGl5tsATJr0zKJF89LT07t16yZ4m26jyzCQ/CNJErXCTnYIjz32mNtWiD0eWirgG7+N5r3ocarigAB/txo8autFg8cr1Bsm4O+//+E333zf7ZOprq7iOG7GjP9+9tkHCxfOa2i4ulwI+Md45swZaG0NfuHChZGRkWI0yA0bNgwfPhxErzC2bNkydepUfMpxHDYLVVRU1NcLGejE43YSh5jRodma6L1/883Mf/3rX9d9WADil32tft2wsLA9e/bcgGvd2ib6jh1TSdI5j7t1Jo+MjMRUdyAiwYzbfvh/xeZTgQcfX3V76qmncLmAjOXppx9PSkrDg8ECni8keAK+yYNa4Don8Cjky/vDhw//61/q1jATtjKSkzskJDilWklJUWioG3YtVyiVCq3WSfUqEPBettKhMayOYRgeK0DTfs2999774Ycf8utPmTLls88+w4tC8QIe18RrPk8m+szMTPyrxiYElUrpxUSPnT/4QJ80/7oih3r9QNP2qKh2Q4YM12g0y5f/tmbN76NHP4z+ZDY3/Pjjd+g4Pj4hMLCJT8Zut3Mcs2vX3xxnwyUAcOlS/q5dfwsuwbKItvm0mPHYbNbS0kuVlWUAsHPnlrq6uoUL58TFxbqtzDA0SRYSBLlq1VL0gs6ePe46AGjkITh58hD6lubMmb1ixaohQ/qhvxYVFdjtFGr47LMvh4WFvv76Py9eLBLjbY6oGvBFMdmXw0Hv2iVMIMmyDMdx+fkFzXYLAP7+xsTE1ObrtR44jmVZ/tzFAYDDQTOMt2UTy7KhoeFffPHx2rV/qNXaV199RdSlOFbQLU3TgomC47jMzO7PPffk6NEP4MqVlZWRkdHr1q3p06ePoFNEQc+yDu8DXr9+fW1t3ciRQ+fO/SU1tcvgwYObHS56LHv37i4pKcnPP8eyXQAkjRcVXovjWADO+xgwCIIgSTfzwM2fGq4Fo0ePyszsAy7yD0+UsbGxISEhmGSeLxfd6j0SicQtbyhfQScIok+fPgIBj1q1a9dO0FCn06lUKpMJ09qE4aA+giCQiMJaI0JMTExMTIxOp7PZmmjL3G7J4w0FfC8ymeymOwB7gkwmR7+7o0cPbdiwFgsAAGhoqJ89ewY6TkhICAhokgE0bWcYFk18xcUF/A73799uMFzBPiaQAQ8/PHrZspX5+U6raU1NOZ5A6+sbkpMTT55skhbh4UEAUFh4/ujRPQDAsgx/iscywPW+ysqcZNFarZairIcP78L70/v2bVOpmmLTAwObTA5+foqgoMCKikqbzYYJEE+fPuLnJ6Vpu1wuq6mpBF52GYygoMDs7Kxly1ZaLE4tWS6XuROHSAacBxEICDAmJFyTDIiIiBoz5hF03L171vz5P+I/yWSyDh3S8OD9/JocXKqqKijKYjSGBgaa+L3JZAqjUchYh6jX+ZkGvaC4+KJKpUZ8c4iJ/aeffps+/Su3lRsaqhQKjUymUCicvx2FQu06AACgabqk5KJeH4AIoFQqNcuyuKZKpWEY56nNZj906KhWq9VoDJ48Evbu3bd+/Ya33nodAOrra6urK3BXJOmk4yQI0nUkFGVmGIda3Tz1HgBoNKKeWCvCYqm9kpC4AQCqq0suX8733Ahomq6srCwsvFRZWQnAea+M4HDQFkstv2Ze3p5HHnlqx44/goObviiadhw8ePD5518NDjZ17eqMwd68ebvdbt+8eUNycoSgW2S/qakppWn3Kj7Lsk899eL27TuTkhL69es6Z85PnTsf6do1qdkBNzTUAsDx4wcAoKKi0GyuBggCAJZlPN2vmOcAAEql1t/fjcp0awt4DJVK5Wow50tlfjl4TtzuScDzWxEEYTKZBCZ68krSFQydTlddXe02zoogCGxG5nfVo0eP/Px8m62BP7e7XcH4+/s33qmz3G0+2bYDq9WyYsVvtbW1jzzyuMnURCV7pQwI8vNrEoTV1eU2mw3NcShZEYbRGCJwUxfIgDfffOOFF17Yv/8AOg0NDcdzpdEIL7wwYdKkl9Hp0KGDk5M7AIBW6xccHA4AMpmcP7FiGeB6U35+zjFotRqZTO7vb0SZjQAgODiM/+p79MhSq9UWiwUAcnJyjx49+f33s+Vyee/efR54YPTChb927ZppNBolEqlarREQf0ZHR5WWllEU1bt3r969ey1bthKv5Ejy5ssA5D8fHh4JzgVrkwollysGDnTPWsMwx6qrHbGxyZcuXRHmp1brXAnGq6oKAYiAAFGGn/LyEr0+AHViMAQCgFQq90RaXlJySq8PVqsNfn7OXQ8/P3+3lS0Wc0nJxdDQyIAAI6rGMCyuqdMZWJaNjk6QSCQkKaFph9EYaDLFeiIx/emnxYsXL/3xx/9btmxZampSTU0l7koi2dl4IHEdSW1tmd1uMRqFm4xtBAqFhk8mr1QWAoBGY/D3D8vL2/n11//7+ed5rvoVWssePXrizJlzBoP/pk27hw4d4t1Kd/FikVJ5xbVOn75gtdoOHTozZkwnALh8+fK777730UfvA4DVajt+/MzAgU49e8WK9QCwbt3fr7/+lstIrAAXtNpAAX0vxjPPTFq7dgMAAJBabaDNZiNJmRj+fJsNACrkci0AnDtXqNc7f3cEQbo2R9nk/PxMIAJu1Xe4bQR8QECAJwEvSOmGDjxZNb1r8I0ewgRSvl2dot1aBTxFUb/++utoG9X7vgAegKuJXiaTCdKftFn1HQAYxjF//o/t2sWNGTNW8KAUCqUnGXDmjINhnBNft27VGo3GYrGgHcqYmCSBp2RVVSFBEIKVbHm5k+0/PDyKP1cqFE1a75df/gf5eQUGmuLj2wOAUqnkVeZKSk4jGeA6wuBg5y9Tp/MDgMjI2HPnnIaBuLj2/BkqNjY5KSnpwIED6Bjpl2q1Oi4ueciQe5YsWdapU6ZSqZTJZFqtTiB0AwODKisrKYrS6fRRUbEAgKWRRCL1IAOsRmM7N8+0VYGYTWtra9avX/3448/o9frdu/PQakk8UFpkjFZxsjt79twTT0xYv349IgsS0yd2nheZnF6QKQB9ljRNSyQSmqZpmrZa3Tgk/vDDD1u2bJk3bx5N0yzLlpaWjho16ocfZsTHRwq6ukUhlcqlUjnvVAEAEolCqdS9++7727Ztk0iUrpKbZSUAgKjE9+8/8NBDjy5btsw7fRNBkBKJHC/oS0pKpk59HwDKy6tQ4ddfvzd37ny8l1FTU4crb926HQDsdhqVrFmzhiAIZGbnOBIA5HKVJ3PRunV/oIPq6hqOIxmG4ThRtqVGDUECANu27RgxoslP1rW53W51OGiRJitPuOWd7BDeeOONBx98UFDoRYP35IbmXcAj8Yk6nDhx4rx58/gNwYOA94Rhw4ahxF/8EABPcKvBS6XSxl18915dbQonThyTyxU5OUNa7BTWs2fP2trabt2c1MUi+8EbcgLzBnaFA54bBD7wrjq49k8QBN4xUatVaLvX9VvClfGXhl7Zgw8+eOTIEbTIQH4AY8eO5YcGSKXSxrT0pBcmvhuP2bNnlJWVduiQ1r171ty533/11acsyw4aNOSqOsG8wgitIuDz889v3bq1vLwcuXfhPmtqapARxRU4lw8/458XFBUV8YfKvxBFURUVFffcM9q11X//+9/t25F0sTMMM23aNACoqqrOy9v9448/fvzxx3CLC3gB+GFyFRUVAIDYDgQoLS0FgIsXC6GRwHH+/Pn//ve/xV/o8uXLaGW2ZcsWAJg9ezbKKI0DF/nrNnQJdFEAmDZtGk4+2SxQMCcAnD17duPGPxmGxVnLm8Wbb76HburYsWOICfu64jbR4MePH88/JUkyOjp64MCB4EGD9zR9P/jggz17uuGX4DtPIVkbHh4eHh6Of4ctEPD8zpsVzG696HkavJDkpw2iuLjowoXz7733BjpVqzWvvvr21XYikUiwQ8PVCni3Pu2Ilx7LdexkJ94WguoPHDgwKioKSwjk4e8q4BMTE3fv3v3KK6/gVR3OC4z96kmSlEql991339q1a1G2GwDQ6XSoptFovJaP7drx1lsf8E8xV1VWVp+sLKG/kkgIfo94It6yZcvx48cnTJiA/1RcXMyybESEcN/UFVhxF2jwY8aMiYqK+v77712b4IkbH3jHunXrWJZFVpm8vLzZs2eD03OQQ2uIqqqmzNefffbZkCFDUlNTGxoaWJb9+OOP582bxzBMUVERAKxZs27Tps2DBg2qr69/8803by8B3xQmh1ZOd9111//+979hw4ZVV1e/9dZbL7/8cnx8fE2NMEv40qVLz549O3nyZNc+Ecxmi0rVtBTD6wb0SD/++OPi4isy6vIvgRYcONFzdXW1TqfDBFOrVq07evTcc8+5517jr+rq6upYltm8efPFixf5qSMx6uvrNRoNnnxOnz5bWVkFABaL5fDhw9ebzqjtKnzXAqVSOXLkyBEjRoAHDd6T2XzAgAFPPPGEa7kgzN21Arbet2C0LTDRo+PAwEBMmMMvb5vIyRkydeon+F8LpDsCn/dNTH0s4AX1AwIC2rWLRgkI+AJeoVDExsa+9tprIseDGsbHx3fu3BlbFxA3g2vlfv36AUBmZia4BM1j4O+BH5yp0+mQBm8wGG6ugL8eEPweKysru3XrduzYsfvuu++5557jKzovvPACX95jHD161M/Pr6SkBJdgfRpNx3hSrq+vd5UlCHhhIcZE//PPPyMpfvr06cOHD48YMaK+vh5d6ODBg4g8mOOcsWFFRUWvv/46UiiRWf7dd98tKSlxOBwodP7kyVMAUFdXhy59e9HCNGnwyN/50qVLKDwkJyfnu+++++uvvwDg/Hk3DqGuuRg2btzYpUuXiRMn0jT93nufjBv3FH5Z2DCDlsWuDqp2e5NgRj07HI733nsPACiK+uuvv9DkzzDMjz8uWLlyFapZWFj4888/A8DatWs7duzIcRxfwP/992a7nUZcC7Nnz96/f7/goikpKchI03hdlnfsMdNEa+E20eAFmDBhQteuzpTzrq5wAODKVecd/O18tx741yLgRZroXU/nzZuHcpPz86O0YAC3FrAwELkfgbVDQX2DQb9x49qZM+ccPHiQJEn8BkmSPHfunPjxoFdAkuSzzz4LABZLA/DYlgRAqwE+WV5OzgBBHRwEzw+OIAgCafDIvA+317tWKBQGgwHL3TNnzly4cGH//v3Ionv58uWYmJgXX3w1MjLCYrFg+/mcOXPKy8unTJkCAIWFhfX19eXl5YcOHSosLExKcga+9+7dG22EHTp0yG63y+VylmXdmojBnQb/zTff9O7du1MnZ17Ubdu2//vfXzz00CMPPvjw5MmTsQgpLCzEqxCaprEhB6f3nT59OsdxDMNs27atsrISyySO49DHhmzFdrsdCY/bS4N3CniWZfF9VVRUFBUVIVbQhoYGh8MxduxY17auInDHjh0HDhw4cOBAdHR0Q4N5//6DI0aMkEqlU6ZMwa+Doqja2lr0kLFbKwA4HI7i4mKpVGoymXDP27Ztmz59OmqLeJZqampqampQUP6ff/65efPmTz/99N577/3uu++OHDnyyy+/8AX84sW/oQ+Soqh33nmna9euv//+O/4ry7JFRUUffPDBmDFjUlJSoDFSDv8VHdjtdpoWsra0Cm4lAU9RZhRxgWC3WxnGUVvrZvNj0qQnAAD9SafT4HLcPDTU5LYhAssyFGXmV2hoqAQAAK62toxlGYeDQn9Fn6vVWkfTVgCoqyuXSj1ydNhsVgAwm6sJ4oo6LOvgOEYwHhT+WF9fjmJsGMZBEIDroMsxjJmiOIqqffzxR/LydhYXl7AsU1tbRlFaAA0AcBxbW1suGIbdbmVZ98/NFTKZwq1n2U0EFtgiJRyOOPcicfka/NWOB1kUBA0FyQYxunfvnpiYGBsbi8cTGCj01HXV4BUKBdmYBZhsTEd7Owl4giAGDRq0ePFidIoEMJ6XkbjdsmVb586dbDbbjh07YmNjN23atHbt2sLCwuTk5A0bNvzf//0fANA0PXfu3IULF+bm3jVo0CAAqKysRPqc2Wyurq4ODg5mGMaV4WThwl8rKpr25vEM/t57702YMAEL+IcffriiomLz5u3//OfLtbW1uDmW6KgttgwzDFNZWdmnTz9kCmZZduHChV52XimKomm6oKCgurr66p9iGwU20fPNEhUVFdOnT0dLuk8++WTChAl43YbCR9FxdXX1gQMHJk6cOG3aNJRB+OhRZ0xpXl4eEtJ//PEHy7L9+/e/dMnJnUXT9CuvvIIMKhEREXifi6bpoUOHJiUlLVy4EK8Gtm3btnHjRnSMCtH/Vqv15MmTgwYN0ul0NE1/8803K1euBABUeerUqUj1x8NGm0ECkuMjR46guy4rKystLf3zzw38h9DQ4JRHZrM5Ojpl9erVnTuLTbQmEreSgGcYmqLM/FOOY/klbrFgwfcjRz5w5Mhx4JEJKBQyLw05jhNci6ZtAECSBEWZCYJjGAf/rw4HhSKwadpKUR6ds+x2CnVFUQIaWgAAwXjQUpeirI3TOAtA4Drocna7RSJB/uSRcXHtiotLZDIpRZkdDnmjgOdcb5NlGQA35W7RBqXI1Qp475SuqDfkrijGlOKpB1cB77arpKSkU6dOoWMkp2Uy4QeDNXhsw1er1QRBIK9AFKWp0WjacsREC+DqFoN2UgGApmmKoi5eLOzQof3Bgwftdvv58+djYmI4juvUqdNHH320e/duVNNutyMhnZe3G8c04inYbrcXFRWxLIt0O7PZjB4sAKxevfbSpaKCggJ8RQAoLCysqqrC2rbZbEYWBbvdLrDhY6kDAA0NDdhCYLFYX311Cn7jLMt6t8oWFBQEBQXt3LnTkxtg6+LixYLVq5dbLJbU1I45OUME8fo7d27Py9vqcDhiYuKGD78PvaAWpBRCT/jtt9/et28fLlyzZg02k1RUVPBp3e6+e9CCBQvRcVlZ2aRJk3bt2jV9+vScnByGYfAqcO3ate3bJ0KjHlxUVMT3nPjxRycTQ3h4OBLwUqnk0KHDZ86c9ff3Z1nWZrNptdqGhga+Jf/8+fPfffddUVEhAFy6VFhcXIx5jvHuD/ose/To4fIwL1ZXVyN7HsLJkycxJd/SpUv3799/7tw5h6PpA0AGAwCQyWRarXbo0KEvvPACtjm1Cm4lAa9WG/jaZE2NxW53mEzu2akwTCZQqZxx1f7+zmgcvT7IS8P8/AK12sCvgFZaUVHtTKZYmUypUunQXzmOKy09rdMZNRp/ADCZYgSR2XyYzfXnzuUbDKEoMBdDqdSoVLRgPDZbQ3V1UVBQFNLbFAo1SZK4jkbjT5JkaGgC+tXZbM6k6c8++7zJFKtptFmQpMT1Nmtry2jaGhTUztM42zieeuqpXbt27du3T6SA9/Pza9euXUFBgRfnCfT/zJkzkdp3VYiJidFqtRqNhl8ol7sX8Hw0kiNFCsoFGvywYcMuX77ML2zfvn1dXd377996DjQOB2W3W/mnLMtaLDXQyHfGR1WV0/hUV1eJDFEURSEzGDRO60eOHOHz2l64cK6srAQA6urqV61agwqxsFy+/LeXXnpVKpUGBgYcO3awb9+BH344bf/+A3ff3X/16rUBAf54rrdazRZLzdtvv8myrNXagEb45psevUYKCy/i408++Wjhwl/RMUVR8+bNx3+iKIvd7iZwDsNisdC0nW+n5DjOYqkVVHM4KJZlVqxYsm7d+vPnC06fPsMwjFKprK6uAYCDB3fzZyGJRKZQaMAFLMssWbJw5Mj7IyIi58+fffTo4bS0TvivZWUleXlbn3xyolwuX7RoQV7e1r5974IWpRRC1S5duvT111/jQr7NAwD4MVDDhw/dvXs/VruPHTsGAGvWrKmoqOD/ymiaLixs8qH78ssv4+LiAIAgCP4GR3Jy8t9//w0AarX6zJmzALB9+3a0AuvXr9+qVav4wygvL3/xxReRY5PD4eAvs7CLAFovui6v//e//9nt9nPnziFWbI7jevfujVJCA8C8efPMZrPAtQJneVar1cuXL+/YseMbb7yhUCjWrVuHnHUA4MSJE0ePHt23b9/u3butVmtBQUFpaWlUVNSBAwdwfnMvuJUEfIuBJsqPP34Pm9qudrcD9TBkyBDwsAcvYJS7Knhn18H9C5zsdDodX+lBvyK3bpy3GTp16tSjR499+/aJ34OfM2dO//793T5kfsb3J598sgXjSU5OPnPmDH/lDgAymbzZd9qowQs/RcEevMlkstvtBoOBX9iW4yG9gKIsfI4zirLwdouEe1vV1c7JsaqqtKJCBQAHDx622a7wbxew1n/yyb9cd6/xJFtQcI5hGIZhKIpatOiXysrKmTNnHTx4pKysFEW1YYm1d+/e2bO/37VrJwDs3LnzrbfePHs2f9Wq9Z7ua9myFfgYrTDc4vvvZysUzYRf0jR98OA+AGeoCNp041coKSn97LOv9+49kJ9fEBxsio6O7Nati1arsViser1OIpGyrKW2tukpKZVatwI+P/+cXm+IiYkDgO7dsw4c2McX8NXVVR07dvbz0wNAUlL7sjKniwBBEIjFTzwEma8VCoVrkALWj6OiIuLiYlNSUk6fPq3RaMxmM7K0A4DD4RDwt1dVXbGRgbwZ5HI5v/+srKzvvvsOAAIC/Ovq6tFdoNWD24xTNE0jf4iysrLNmzfj8uXLncmx0LYCDpnGMhvtqrAsu2rVqtzcXI7j8IcHAPguAEAikSB3BPytkiTZoUMH5Ch67733Dh48+O6771YqZQUFBTt37gEAnU7Xu3fvwMDAvn37RkdHHz9+3DVZmlvcEQIezYaPPgS9rjUAACAASURBVPpgWZnzKbdMwPN7c1uhZdMu3lX1PgCBgHfJhEv4+/ujyMDbHsOHD/fz8/MUCuEKFDjuNnw8ISEhJSVFoH9fLUJCQgQlMlnzGdVQliDXagINniTJRYsWSaVS7PB/LUO9udBo/JGtC6GhwWG3O0JDkwDAYBAydlkszg21jRvzunXrDwBIQ/UCu51x5bBiGAYJFY6TN5awDocEAKqr6wDg99/XAABNN60VCgouvvvuJ2jK3rNn/549QtdoL8jPv+jpTxRFNRuAV1FR+d//zgB4F53StEOnC0dRl5cvX/7yyy8XLFhgtVqGDMl5/fU3n3zyyRZvotXWVgcFOSUcoiri/zU5OSU5OcViMZeWlhw5cgir7yilUF1dXVRU9D333KvVNu+tLBhhfHw8UspdERwcvGfPVqlU+uuvvyLSC5R8CMFutyMVy/u1EhMTjxw5gk7Dw8MfeOCBqqqqF198MSdnwKxZ/4fK0Xqif//+tbW1S5cuddsVx3FffPGFazkS1SqV6ptvvtm9ezdmQ8GOFyNGjJgxYwbKWuQWH3744ahRo77//ntBkH9ycjIAbNiwITs7e//+/RIJGRYWMnfu3N69e4eHh4uf7vi4IwQ8Vq+bpapttgcAyM3NjYx0Y1aFlmrwSqWy2bAc5EfNv5xrqvurvalbFzk5OTk5OeLrp6amjh8/Httv+BgxYgQKp2xdhISE4Hh9TzCZTG51CBQHDzwBj+Z3pAnd0gLeC1z34LHOdOrUqZ07d4rpxBNDjlqtpigK56Soqan55JNPgOfl5IoWu7l5ctFvGRoaGkaOfODzzz8/fvz422+/XVFRkZ2d/ckn08LCjNdIVWuxWLDMkMsVOL0NH4WFFzduXMdxnNFoAq8phSwW8w8/fIuOBSmFBD277sVgdOqUdu7cGQAgyTMMYxd86W++OaVZAqIePTKHDMnBAv6FF57Zt29rdHRwamoHft6KZcsWAwBF1VKUN18HgTUoLCxUo1GjKPZjx/ZmZHSIiAjEAp7/wRw5su/Agd2eurVYaqqri7TaJiXT4XDs2tWUH2zmzK8AgONYjuMkEml5+YXy8mY+KoMhCKcx48Mn4K+uBwBAzpNeKlwtvvzyy2apu9LT0/lzXFpamsAR444S8FcLjUbjltjk+uHJJ5944YV/eq/z8MMPDxs22GwWhjlg/iKBWQjTF7b+cNsAsIBH1EP8P61fv37Dhg1iOjl37pzb36Ber6+urnb1XOMbUa8dyKTcih0ibN68uUuXLgDQpUuXtWvXJicnIy76a+xWpVLV1Dhlkt1OCXIfICQmtk9MbJ+Xt2316hWPPPK4l5RCUqnHlEKVlVc4lnfqlH706HFotNWr1SqLxSm24+MT9HoDACiVuoyMDIqiTp1q0uB/+cXpXufWyN94U+p//OP+b76ZVVZ2GQCCg8OMxlCjMXTFiiUbNzbtsFRX1xIEkZnZfcOGTW77SUlpf+zYCUFhXFys3W4vKSkDgMDAYKMxNCgoxM9PZzZbGIbh76+fO3fBU+pCADAYAozG0IAAI4Dz8yNJwl06CQvD0CLTSajV7nNn356ThQAEQYSFhcrl8lYR8F4qtEy7Cg9vPn+GIOn76NGjR4++ggXTrbHXh5sIMWS3crncVSLIZDJ+zJ4g+eztKuCRNqlWq/38/DCBKIZ44he3EeRpaWkFBQWIUqa1IJVKkQdAeHg48qw+dOhQfHx8K14CAAwGwy+/rNyxY0ffvn379evXiot4gyHg6FFnMuLKykpBYpUdO7aq1epOnboCQGRk1J49edBMSiG5p3QSAj+JV16ZotXqZ8yYsWDBAqPRuH379rfeegsABgwY8N57HxCEFQACAiJmzfoRABoarK4m9HHjxs2cOdPttXQ6fXJyR73egAR8XFwSTtMQEXEEV5NIZCRJpqdnonwQrkhJST558jRyXcSul0ZjcF1dHVLG2rVLiI2NAwCtVieTycLCwrHZAAC2bNl26NARtz0DQGhoZGxscmLiBQCn1k6SblIK1dVdpijzNdppbs/JQgCCINLT00iSTExMnDRp0rfffnu1vxORRDTXL6hMsAfvConkNtHgadrGt5vRtI1lmYaGKi9NMFAYpMjKLMvStE1cZRSyKHSCdQvk5m211stkza+3HA4Ur1WDswkAQHh4aFhYcENDFcPYAYDjrrh9jqPRqd2uAlABAMexDQ3CzWmapsQ/N6lUrlS61wBuGBAP/1W5VojH888/v3LlShwF5wV8tynv6NGjx0cffdS3b9/77rvv66+/1mg0/GzRfn5+3bt327Bho2tDRIcsMp+NVCq9++67UQh46yI2Nu7335eUlhYHB4fs27cLe9ih7EF6vX779s1RUe3Uas2ePTujotoBQMtSCgkmz/DwcLR7ZTQa+/bt26tXr927d69YsSI2NjYwMLCqqpBfGfM38/HGG29kZWXt2LFjyZLfcMQ8AmIww4tgvtsNf3pECYH4NZOTkx944IFp06ahDyAoKLBr1y67d+/p0aPHpk2bUJ3hw4cvWrQIvTh8UzEx7c6cOT1gQH++gLdYLNhc9NNPP02cOBHF2oWFhRYXl6CL3pjMn3eKgEfvQ6VSTZ069dtvv71aZVekBn/9BLxb131BhdtDg7fbrWYznzaEYlmGX+IFiBlUdGWGpm0iK4Mzxqn5HCTo92+z1UkkzfNQNhJ01yA6T4Rvv/0cAMxmLOBpNEitVg0AISEB6JSmAxoFPOd6FxzHcpzYR6FQaMUL+BMnjiYmJuOc9xjeg6qbRVxcnNFoNJlMAuurXC5vVhbm5uauX99kgE1OTj558iS/Aop3b5YeTq/Xf/bZZ8eOHeMHdHmCQqFAOasyMzOXLl3q7+8vkUiwNq/T6Z5//tkNGzYGBQWp1Wq8/Q8Amzdv/vzzz1euXKlSqbKzs//44w8AMJlMFRXlmPnuBoAkJfff/9Dy5b/RNJ2UlJye7qRYmT17xrhxT6ekdKysrJg//0e73R4TEzd06AgA6NAhraameu7c7xmGiY2Nz829R/S1CHxrUqmUz+colUpHjx69atUqt/qJa6FSqQwKCnr00UcfffTRwYP7HTp0fOrUD6DRoIJWh4MGDTp+/Dg0uq01duVklWAY5uTJk1gioL/m5uZOnTpVqVSeOnVqzpw5crkcxcUMGzbs1KlTyCkvJibGYDCgrwhPtgMH3lVUVMg3s+EFYkRERG5u7kMPPfTxxx8jv8IePbovXbocVb5Gx16RuCMEvFKpVKmU6NhTFhDvuK4mepEDaE6Dbz7W7paAwNG6rs5GUY7gYFGWT7fpYj3h/PlLarVBXM9cSclpPz+jGFI/i6Xh3Lnz/v7hnqx/fDSyHbRzmzJcrzcCgMFgQoNE6WjbteuATvlsB653cZ3SxVZWVqxYseSll14TCHjvQdVicP/9948aNerDDz+sr6/HzDAAEBsbK5DWGHgyFfgzxsfHC5pIpVKFQuFKTi7Au++++/TTT//9999iBLxcLsckCvfeey8q7NOnDyKcVygUSNgEBQXq9QYk4OVy+ZAhQ7Kzs/Py8lauXHns2LGff/75jz/+UCgUwcGm2toainIuZbRarWf/v1ZDZGT0hAnCfCo4e1CfPgP69BHyKLcspRBBkAAMAHTt2hWthICnPT/00ENTpkwRI+CDg4NnzJiBRWNoaEj79ikVFTXTp09HLx3VRz6Jx48f5wtRZCSLiIi4cOFCZWUl+tOIESNQbjfU8LXXXlu3bt2cOXP8/fWJiYkbN/6ZkpKyf//+kSNH7tq1S6lUIjsT8Kb6l156ccSIgYsWrUanOp0OUxw+8cQTyGHr4YcfpiiquLg4NbXD0qXL0bViYmJSUlI8xBO0Gm4Hna9Z/Pjjjx9+6Aw7QQ+3ZSb6tq3Bt4SFzYe2DMyyh06RTnwT3/LixT/NnPk1RbkRkzioWiaTd++edejQgRb0L5FIpk6d+u9//xuxfJAkGRYW9sADD3iqjxbrANChQweCIHBk8LBhwyIjnenmULyyTCYT4xKBpgV+0CNqGB0djUvQzzAhIWHy5MlGozEjI4NvRu7QwWm11mg0SqUCADIzM3HCiISEhGXLlkGjJVmpVMbExCgUinvuuUepVPC3tG+M/faGAc9dwcHB0PhJ82OVFQqF2zlZ8LUnJCQIMsSTJDly5EipVIooQFB9mUwWEREhUJGRBh8dHY044VFNnJREkKZEKpUiP0GNRhMSEoK6wuEt/PpKpTIkJBiXjx07Ft8sXg288cYb06ZNmzVrVrduGdDobqLVal1TnLc67giREBERYTQ61SlPKby8Q4wG7xqb3orA6oInREWFow/Xh9sGSM4J5pSbKODvv//hN998362Xn/eg6qsFmk8jIiKKior4pGxoQ5ogCJVK9cwzz2C60PHjx3/77bfPPfccOo2Pj3/mmcfHjPnHli1bkAOXSqVCq4GoqKiXX37Z7UU//PDDf/zjH3BlartRo0adOXMGUaSFhYVNn/71oEH9g4KCBg4cOGDAAJVKtWfPnvT0dFy/b9++6CArK0uj0QJA586d0bQwevRovFhBU79Op3vooYeKiopmzJjx9df/QVTE/Aq3DfhZFcCdgH/55Zfvv/9+14bo0b399ttokeR2gh0wYEBZWRlahOEKRqNRsEhC8+eYMWPuueceAEDLwaioqM6dO/OXFzgRFPoIUSsUF+1WwPPHCQCvvvrq6tWr+V3xERER8a9/Tevfv7/7x3QdcEeY6PnAGeGuqlWzFniCIBQKxfXT4J999tmhQ4d6qTBq1PDs7Nb3xPHhJiIhIQF4Av5aMhZeb3gJqm5oqP/ii4/RcWpqGj9CGmHTptWCkro6RArGbNq0+tKlcwAQExN96VJRaGgIgGP48MHbtu184IFhHMdZLHUXLhQeObIzOTnS4XDSWFVWXurVq3uvXt0Zpq6o6DwAnDy5XyaTAMD48WMTEmJJkhw58p68vN0lJaUAoNf7DR8+pEePtDNnDp45c7C+vsk4TlHm/PwjVmsDABAEl5oam5r6sqdhA0BRkZORzWarr60te/vtyWlpcYsXL4qLi3n88dFSqRS1CgpST5v2xt69m/lt/f0N6elpW7ZsBwDsoUnT9k2bPIUIHvdQfgWCgkJSU7uKqXn9gGdOpGeHhYUplUr+xgrKxOgKRBTRuXPnlJSUvLw8T/RtAQEBaDcdX+j9998XREX6+elIkoyNjUUuHWjB5+/vv3///tDQUCyhg4KCAECpVIaHh0LjWjMjI2Pu3Lk4JRV4EPAkSer1emxYcrsU7t49U4wxqbVwXQT84cMHNm/+0+FwtG+fmps7hCDI7ds3b9y4jl9n8uS30AoXoaam+vffl5SWloSGht1//0NugzJbBeglXa2nbrPKU+/evd0mkm8tGAwGtzwtPtzGEFibRowYtnr1mra5EeMlqFouV+AAKoPBoNM1/eorKsqsVnNkpDBiOCAgEACCg4NjY5MjIk4CwLvvvt2pU4rZbNHrAziOKyoqRmFFP/20ACWBBYDY2OTp078PCwvt3r33pUvn1GptYGBwUlJ7rVabnp6BZpuuXbulpqYcOrTXz8/v6acnlZSUSqXSdu2ipk59SyZrGvNzz0385pvvRo++f9q0dzQatcEQAABqtSYiIrawMD8kJFKtdu8hpVTqASAlpcPzzz/v769/4AGjRhPg56cHIBMTU/k109Mz+Ke1tVWzZv1Howno1asfQRBZWb2QF4FE4iaAymZrYBi7RtM8FTkatphq1xUSiUQmk9E0jZwVRo8ePWDAALcsTwIgsa1Wq5ctW1ZZWemFnxXVxPTs2AcCIyDA/+DB3ampXZA/BF+9/uSTTzIynK8jNjZ2z55d9fWXO3bstmPHDmQWRV3hpNLgop2jH+nEiRP1ej2W623BKar1BXxZWcnatSuffvpZnc7v55/n7t27KzOzZ1ZWdo8evVCF8+fz9+zJ40t3juMWLJiTkzMkLi5h/fpVeXnb+ve/6pwf4vHXX3917Njxqpo0q8FnZ2dnZ2df68h88IEHwVeHzLZtYdZwhZegarlc3qtXX7etKMrmcNijouIE5UFBptjY2D///Euv10dERAPAkCHDpVI7ABEQEA4AaWld3Ha4aNGvQUFBERERJSUXdTpDVFTc88+/9OijTxgMhvT0TsePn0hN7YTzNfj7B8hksl69egE4QkMj+B6UffsO+Oab71JSUtu3TwOAsLBwANBotGFhUYWF+SYTYilxA6VSBwBZWb26du1BUeaqqkKTKebFF1+yWq2ut8lHYSFZVVXeo0f2//73vwEDBvz6qzP6mSQlrg0R0c01RkjfSEgkZEZGT7vdjvPBiJHu0Og+qVAogoOD0f69J/Tv37++vv7ttz0mBAKA2NhYgiCQUs6X0OPGjeNXS0lJ2bWrnCCInj17ohKUfgZr8EqlUmD/R79KZMnv1KnTO++888EHH7QFyorWH8GZM6cSEpL8/QMBIDOzx65dOzIzexIEiXwcWJb5++8NmOAQ4fz5s1qtNjExGQByc4c2y0d4jWhBMr5bOsOHD7coBNtJOp0WT09tByhs2lNQdcswefLksWPHojl08ODBS5cuNZlMgghpt3C1chEEgXbxkfLHD4xWKBT+/v4rVqwoLBQS4KBqeFPstddeO3TokJjNEaTqCdS7wYMHN9sQgSTJSZMmiax8C0EikURERPz0009X27Bnz57jx48Xo4/l5ubm5uaK6RMp61eVjiQqKkoikej1evR+dTqdYJ2NTvv06QMAKpXqlVde+eCDD9rCWrz1BTzDMDjelCBIbLhD2Ldvd0xMLOIjxKiqqlSr1b/99ktJSXFEROTddzeFV7Isix12pNIruJMcDgfLsm4plF1BUXaCIEVW5jjO4aD5lVEqd4ZxCHrgOM5up202G0E0/7kg92OKosQMg6JsdjtttVrFfCWIXAl363DIAGRoeK6rJYqiHA67yEchkUjk8tYnHvFBDAQm+q5du/z66/+55kG4uUBh05GR0W6DqluG5ORkHMGs0WhwENq1ANk/+NO6Wq1WKpV+fn7+/sLox759+37//fedOzvvIiEhYciQIThhqBdotVr+Tu2dCbvdYrU2JU+jKItOpwUQpsVzC4eDAgB+zX//+0MAh9u2LMvY7RYx3SJYrfUOh93fXy2RSEJCjJ4aoonabK6WSJwR7QkJkWfPHvPzk3McDQBdu3bGbRkGsRmaUlI6REY6+6QoO0mSLEsJLoEeCy602TQAWgDgOBYlROaDpq28XIvNQCZTuA3ibX0BHx+fuHPn9rKyUq1Wu3PnNpy/GQAYhtm5c8cTTzwjaGK1Wk+cOP7QQ48OG3bvmjW/r1nz+333Od1N6+vrvv76c3SclpYeECBMXrRr199XMzpRbikAUFx8sbi4iZsC+WsUFJz2cLmrSC9x4sRVRBCdP38VPeOxFRUlAiQAAE3bPT+fMx7Kr4DJFNqhg3tzqA/XG9ihF5eYTKIMm9cVb731Af8Uh027DapuO1AqlcgTFpd07tzZExe9VqsdP348vwQFNFsszVDNSyQSlUp1I72o2iAYhqHpplhKlnW8++7rqakp/EJPQMQGYmoCAMexgms11zlN0xxJIid5taeGaJHBMDS/glarpGnb4MEDNRrVuHEP4z8hcq2cnH45Of3xyEkSfv99UceOqYJLsCzNvzuWbfoaXQeDVGWRd+fJvNT6Aj48PDI3d+jSpQsJgujQIY0fMHP8+BGj0cjffUdQKpWRkVEJCckA0L171rx5TTkMNBrt2LHOLN0qlQqFliIUFhaYzfVuU+i4or6+nCAIrbZ57hEAOHHioMEQGBrapCrZbDaCIGJjk9LTu/NrchxXXV2o0QS4zbgsgM1mOXXqSFxce63Wr9nKdru1oaHCYAjjk5h6wuXLxWVlRWlpmeg0ONiZsFkqlQkGDABmc7XDYdfrvW1oYfjU95sItVrtUwdbC1lZWY899hjfRP/UU0899dRTrX4hjUbT1rZRbjBUKp1K1aSJ1dSY09JSu3fvJ6Yt2ogJCIgQUzk//7xKpQsKim6+KkBJySmNJgCRaKlUqoSE9p4aWq1mgDN+fiZXT4ugoGjBjSBPC3//cAFX1dChbjq32TiAUnxdtXOeBoIgXQeDuOhF3p0ntL6Adzgc7dunoCwFp06d8PdvcvU8fPhAYmJ71yZ6fZNLjoByVSqVxsa65xorLy+12Sxi+MIAgOOsBEGKrEySpFKpElReu3Ztr169cAhEY7ccRVX5+RnE5Pwxm+sBQKfTGwyBzVa22RpY1mIwBLpygrqivr6WIAg8YBxDS5JubpkkGZq2inwU1wOeuE59EEAul69duxZHe/twLRg6dKj3QNPWwm+//ZaYmHgDLuRDi7F8+fLU1NTm6936aH2vMYvF/O23/6mrq7Xbqe3bN3fp4lQraZrOzz8XH5/Ar1xUdMlup+Li4isqygsLL3Ict3t3HvK2a2vIzc0VSHcfWgDEdSpIMOWDJ+Tk5CCKDx9uFWRnZ3v39/bhpqNfv34o3v22R+trUX5++l69+s6a9Y1CoczI6Jaa6qR5unTpgsFgQN71GNhDZ8yYR1auXGo2m6OjY+65Z6S7jn245bF48U9nzpxCLoE++OCDDz5cV1wXM2m3bj27despKIyNjX/++cmCQuyhEx0dM3HiP6/HYHxoO7j//ocB4KOP3hGUcxyHGc4FezQsy6KgBjH9MwxDEITIyhzHsSwrrjLHsizDOMRURl614iujMTSX5wwAgGUZAMDdsqwEW+Bcr8UwDMMwIh8FQdygXMN2u5WiGvinLMvU1wv9h93C4bADECIrsyxjt1tFVgYndUzzzwqlq7Faa+vrm63rTF5sNleJSayHHgseMEWpATQAwHFsfb3QE5Cmr+K5SaUKlcpnBLpDcQvvgyqVSodDrM1cIpGLz1+p0ejkcrFc0DKZUowfHACQpESn04vceyZJUiZTiuQllcsVfMe9sDDo2hUAwK0VSiKRclzb8vKtr6/76qt/oeP09C6RkaH4T3Y7xTDMoUO7xPTDMDQAIZFcbL4qAMM4KipKEStqs3A47CR5WcyL5jhWIpGcP3+SJJt/0RzHMoyjtLSCny7WE2iaJggSPwqGCWnfPgQA/Pwchw4dFVRmWQfHcZg51Tv8/YNc6dKuBxiGpqim+EyJhFAo5PwSr+A4jhVZWaGQkySIrEwQJMPY0frJO2iaVqlUDOMQ0zPHsQRBUpRV3K+YU6mUuFujkUxPlwGAXu/mlhmG4Tixd8dxoLpevKCioFAoNRph9JMnSKVXMTWp1TqFQuy9yWRKMT9JACBJUqfTi6SpIQhSJlOK+f0CgFwu1+mavLVCQ50TtdtdOIlEKpVeq49z8zmSffChdfHRR+9MnvyWQtG0hHI46NOnnfk9AwONwcEhHpr64IMPPvggFrewBu/DbQOpVNahg6hwRx988MEHH0TCx73qgw8++OCDD7chfALeBx988MEHH25D+PbgffDBBx988OE2hE+D98EHH3zwwYfbED4B74MPPvjggw+3IW4xL3qcWc6HG4OEhKTBg4ff4Iv63vINRnx80pAhN+gt+17uDUZcXMLQoTeaG9T3lm8wYmLihg0b5Vp+iwn46uqqmz2EOwtmczP5Ma8HfG/5BgOlQbox8L3cG4yGhobmK7U2fG/5BsNkcp/+wGei98EHH3zwwYfbED4B74MPPvjggw+3IXwC3gcffPDBBx9uQ/gEvA8++OCDDz7chrjFnOyuE7RarUql5ji2oqKiBc0nTpxoMpkOHz68bNmyVh+bK9566y2pVLpp06bNmze7rdCxY8du3boZjUFWq624uPivv/6uqBCbN9OHq0Wrv/0b/DndlmhrP0kEuVyRmZlRXl5++vTpGzCq2x5t7S23wYnXJ+ABAHr2zMrK6mmxWD7//JaP7sjOzh4wYAA6lssVer0+MTHx+++/Lysru7kD88GHOxzZ2b179+59+PBhn4C//dA2J16fgL+tIJcr+vTJBoCTJ0+uWrXKz8/v4Ycf1mg0OTk58+fPv9mj80EUfvttiVQqsVqtN3sgPrQOIiIigoKCUlI6xMcn3Oyx+HBd0GYn3jtIwCcnJ3fv3j0kJJSm7fn5+Zs3b66urgaA7OzshIQ4AFAo5CNGjMjLy7t8+bJcrujVKyslpYNer7fb6fLy8h07dohfd/v7+w8YMCAsLEyr1ZSXV5w6dWr79h0sy+AKRqMxNzcnPDyypKR49erVEyZMkEqly5cvP3To0FXdFElKxo17LDIysra29ocfftDr9VKpDAD+/PMvs9lsNptPnDiekZEZHh4OQADcoXkHrvFpJyUl9+qVZTSaSkqKN2zY8NBDD2m12p07d61fv85t/Wt8+//4x318w6NEIu3evVt6erq/v4Gi7GVlpdu2bS8oKGiF53In4Wb9JBsaGoYOvSckxH2Ysg+tC9/EK8CdIuCzsnoOGpQDAHY7pdVq09PT4+Pj58yZU1lZGR8fbzSaAEAikXbq1Ono0WOXL18eNWpkUlIyaiuVyqKjo6OioubOnXvhwoVmrxURETF27Fi5XI5Ow8PDw8PDExMTZ8+ew3EsABgMhqeeGi+TyQEgJiZm3LhxEkkLvR0HD747MjLSbqd+/vmXhoYGg8GAViE1NTWoQnV1DQDIZDKCgDszr9A1Pu2OHTvee+9IAAI1f+yxRyUSiZf6rf72hw4d0rlzZwBgWVarlWu18bGxcT/99NO5c+fE38Udjpv4kwSArVs3q1QaAOjbt49Op2udW/LBBb6J1xV3hIDXarX9+vUHgL/++mvr1q06ne7xx8f5+wfk5ub8/PMvc+bMGTQoh78H7+fnh6T7pk2btm/f7u/v/8QTTyiVyuTk5GYFPEEQQ4feI5fLGxoafvvtt7KysoyMjLvuuisiIiIzM2P37t0AMHjw3TKZ3GKxLF68mKKoUaNGabXaFtxX586dMzIyOI5dvPi3ps7QugAAIABJREFUy5fLAKCwsPCXX37hDyc5ORkASkpK7ti0gdfytGUy2aBBgwCIioqK5cuXOxzMiBEjQkNDPNVv9bcvlco6dUoHgB07dvz11186ne7hhx8KCjL26NHdJ+BF4ub+JAHg+PET6KBbt0yfgL9O8E28bnFHhMklJibKZDKHg96+fQcA1NfX79mzFwBiYmKQZiYATdMLFvy0YMFPO3bsYFlOpVJJpVIAUKvVzV4rMDAImeP+/PPPCxcu2Gy2bdu2Xbx4EQBSUlIAQCqVJiQkAsC2bdsKCgpKSkpWr17dgpsKDw8fOnQIAGzYsOHs2bOuFQiCHDFieGRkJMuyGzdubMElbgNc49Nu164dmgJWr15dVFRUVla6cuXvXuq3+ttXKhUEQaKRdOjQwW63L1jw0w8//LBx41/i7+IOR9v5Sfpw/dB23nKbmnjvCA0+MDAQAKRS2TvvvM0vl0pler1fbW2toL7Vai0vv5yV1TM3d1BgYBBJXsUyKCgoAB2gbwsfR0VFoWEEBgYRBAEAhYWFjX+9xHEcKhSPhASnw47BYHD9q1ar/cc//hEdHe1w0MuWLb9jt2yv8WkHBgYAAMdxly5dQiUlJaUOhwMt+FzR6m+/oaHh7Nkz8fEJYWFho0aN4jiuuLj44MFD+/btFTN+H6DN/CR9uK5oI2+5rU28d4SAR5umdrv95MmTbv8kgFqtfuaZZ9Rqtdls3rNnT2FhYa9evUJCPBpm3YJvmEFWGnQtmUzKL0QHLfjOAKC+vl6n02VkZOzataeqqhKXR0ZGjh49WqvV1tbWLlq0qKSk5Gp7vm1wjU8bV+O9TU6Mza0V3/4vvyxMTk5KSUmLj4+Ty+VoZzEuLnbRokVibsEHjJv4k/ThhsE38fJxR5joKyurAIBluWXLli9btmzZsmUrVvy+Zs3aNWvWVlVVu9ZPSUlRq9UA3MyZM9etW3f06FGVSiXyWhUVzjRKUVGRuDAqKur/2Tvz+CrKc/E/M2dfkpP1hED2sATCjqxVcGWHgha9RVDUXrXu/aFWb/W2tr3X2tvWUqm1IKhAERFsQFGRVUHCFtnCFsi+nGxnX+bM/vvjTSbDyck5b1iyMd8PHz4z7zzzzjszJ/PM+8yzAEBTUxMAINd9AEhN7Y8W+vdP7ZSRAFFaWrp69WqOY0lSdc8998iP9fDDD5vN5srKyn/+85894UfWjVzj1UY/D4Ig0tIGoJZ+/fppNJqO5K/73dfr9RZLXF2d7dNPN//xj//3r39tRPOPwYMH63Q6zLO4yen2P0mFLqDb73LPfPDeFAq+tLRUEHi9Xjd58iQAwmAwPPTQ0lde+eXPfvao/O1Np9Nd+a5HpKUN0Gg0kydPtlgs8g6nTp06Y8bM8eMntD+W3d6MMhsg/w4UbpeZmQkA586dAwC/34/u/W233TpgwACrNWXu3LlXcVLV1dVer/fo0WMAkJc3BB2CIMh7771XpVLRdHDfvn2xsZaUlH7o31Ucog9wjVe7vLw8GAwCwJw5c/r1S0lOts6bNy+C/HW/+wMHDnzuuWeff/753NxcnueqqiobGxsBgOd5lmXxT+Rmpnv/JBW6BuXBG5abwkTvcNgPHSq89dZbp0+ffvvt0zQaLUEQLMt8/vkXyFzjdrsAQKVSvfjii5988klpafnddwsEQd5//wMAIAhCMEjr9TrJA3bMmDFxcXEVFRXHjh0NOZYoijt27Fi6dGlMTMxjjz0mtdfU1CBPTgDYvXvPgw8ujomJ+dnPfgYANB28OksRABw8ePCWW8ZptboZM2asWrU6KysTvYvodPply5bJJd94442r6L8PcC1Xm2GYffv2z5o102q1PvHEkwDg8/lYlkGRNu257nf/8uVLDoc9ISFxyZIlLMtqNGrkFnrkyBFBEDpxFW5iuvdP8qZNPtHFKA/esNwUM3gA2LNnT0FBATJver3e4uLi1avXSO4YJ06cvHjxAsMwgiDwPN/QUL9162d2ezPD0BUVFR988MHly5cAIDs7OyUlesKK6urqf/zjveLiYqfTwTBMXV3dvn37PvjgQ+mJXFZWumHDhqqqKpqma2pq1q79UJ6KoVNQFHX48BEASE1NHTlyRFJS8tX104e5xqt99OiRrVu3VldX03SwoqJi/foNNM1EkL++dz8YpD/88KPDhw/b7XZRFGmarq+v37Hjy7179+GfgkI3/klet3NQiIby4G0P0bvCo99449XuHsK1QhCk1WoFAJ/P6/f7AcBoNL700ksAsG7duvLy8m4e35Xk54/8yU9+2sUHvY53+UZc7eXLl0fOZNfF47l2hg0bvmjRg11zrB74J9wzb8r1Ii8v/4EHlnTxQZW73MUMGTL0P/7jofbtN4WJvkchiuKyZQ/r9frm5uZNmz4JBqlZs2YBQDAYrKvrEX4ZfYmedrV72ngUQLkpNwc3511WFHzXIxYUFCxcuCApKemZZ55GTcEg/dlnn9F0cMyYMfPnz4+w88qVf7fbr6am7c1KT7vakcZzXQ+kgE9P+5Eo3AhuxrvcdSb6qqqKHTsKAoHA8OEjp0+fjfJzSZw9e3r37q9pms7NHTR//r0dOTH1QMvP1WEwGIYNGxYfHy+KosPhOH/+XDBIA4DRaIyPj4+wY0NDA8dxXTXMXm+iR1zfqz169GiNRtvQUC9PqXFdxtNd3OQmekRv+ZPsLIqJXk5fvcvdbKIXBH7r1k0LFixKS0tfv35tcfHpESNGS1v9fl9BwadLljxqtaZ8+unGQ4cOTJt2V9cMrLugKKqoqKh9eyAQCAQCXT+evs31vdonT568QeNR6EaUP8mbgZvtLnfRDP7y5ZLvvtv76KNPAsDZs6dPnChasuQRaWt1deVnn33y/PMvA8CRI4eqqioWLVoctc/m5vpgkEpLy8YZQCDgJgjCYIjFEa6qKjWbYxMScBwjRa+3Wa+P0Wj0UUUZhq6pKU9NzTAYoue05ziaojxmc2KIqSMsLpfd6WzOzh6CVr/5BvbuBQCIiYFf/SpUOBj08jxnMkV6Xe05NDc3UJQ/PT0HRzgQcBMEGAyW6KIAVVWlJlNMYqIVR9jrbcK+y0xNTVlqajoqIBYZjmMoym0yJeIk3HC7HQ5Hk3SXd+2CPXsAAMxmeO21UOFg0MfzbA+/yzfu5lZXlxmN5s7cXLNGEz2ZFcsy1dWdvbkJJBmp/CDC7XbY7U05OS03d88e2LULAMBkgtdfDxXuFTdXwm5vCARw7zJFuUURjEbcu2wwmJKSsErxer1NOp1Zq8W9y/36pRuN1/0uO+32hpycljql+/bBzp0AAAYD/PrXocLBoI/nGZMpIWq3EeiiMDm32ykFEiQnW1HcuYTVmsIwzIULZ10u59mzp7OysH4KDkezzVaNOYBg0BMMejGF6+oqXS6sNJOiCD6fg2Wx7Kssy1RVldI0hSPMcazP58CMdfZ4XDU1bV6gBw/CW2/BW2/B3/8eRpimAxQVmn6/x+J0NnXmLnuDQR+mcF1dFeZdBhB9PgfLYn0j5zimqqo0GMS8y4zP5xBFrFgdj8dVXV0mrX7/fctdXrkyjDBN+wOBnn6Xnc5mmw33M0cw6KUo/Jtb6XTifjHtzJ8wW1VVSlFYUz2eZ30+BypUGhWv111d3VYeULq5f/tbGGGa9gcCrjAbeiROp72uDvcuU5QX/0Fts1W5XJ26y5h/wmxVVWkweEPuclVV25/woUMtd3nFijDCDBO49j/hLjLRBwIBKbOmVqsL+QvR6fRTpkz95JMNGo0mNjZu9Ohx0iafz7tx40doOScnJz6+bQoeDAZ5nisqOogzAI5jCIJQqbBiIRiGrq+vwXxAsGxQparHeX1DMZclJWdUquiXXRAEnmdqaxtx8jAwDC0IgnQpbLZMgHQAYFmmqCg0FQ/Ps6IoVlbWRO0WAOLjk6T3TQUFBQWFXkQXKXiDweBytaQCZhhar7/CTlJeXnr8+OHnn3/ZbI7Zt++brVs/lvwFSJKMj2+xURiNJr2+zbjNspwo8vKWCDAMABA49hkACAR8arUGs2cAXqPRq1Qd5ieX4DjO7/dptfqOXAiv6JTnWFbU6Yw4Cl4QBIahpQFLtc4Igmh/FiwbFARep8M6O61WSXiuoKCg0CvpIgUfF5dQXHwaLdvt9ri4K74elZeXDhw4BDWOHTth1ap3pE1Go6mj7/ElJcVutyM/fyzOAByOaoIg4+MH4AgfPrw3KSkFZ+YqimJ9fYnF0g/no5Hf7z12rCkra1BcXGJU4WDQ53TWWq25ONP9qqrSyspL0qVIbnUeUKs17a+P293AslRSUlbUbiNz+PD3hYUHOI7Lzs6dP/8+rfaKt5b333+3trbFtD5hwuRZs+ZDtEgKBQWFPonXi/ttReH60kVP2JycXIfDXl9fJ4pCUdGRESNGofba2mqGodPS0ktKzjc3NzIMc+zY4bS0DJw+T58+8/XXu27kqBU6pKHBVlh44LHHfv7ss8v9fl9h4YEQAafT8fLLr7/22u9ee+13M2bMhdZIipkz5z333Iu1tTXSC19kzpwp/uor5S73TZSbezNw5szZGTN+LFVhV+hKukjBk6Rq0aLFBQVbVq5822pNGTVqDGpfu/a9hob6wYOHTpr0ow0bPlix4o9Op+PHP/4JTp+7d+995533buSoFTrE6XSMHDkmNtai1xuGDBkqfX9BMAxDEITBYFSp1CqVGrmIl5WVWixx2dm5Go124sQpp06dwDnQrl17V6785w05B4XuZs+efcqfcJ/H7XYLguB293SXzz5J12WyS0/PfPLJ50IaX3/9f9DC5Mm3TZ58W6c6VKlUPH+VpQIUrpG8vPy8vPxAwF9fbztz5lRI3gKn0yGK4nvvrfB4PBkZmXPnLjSbYyJHUigoKPQcGIY5ebJowoTJIe0XLpzbt2+X1+tJTR0wf/69Fktc1K5QKFBPzhLTh+nFqWpJkuxdlXL6HjU1Vbt3fy2KYnLyFQHHLMtkZGTNnj3fZDIVFGz58svt99//YIRICp/Pu3Zty0xu0KBBCQltDg1+v1cUhSNHsIqnCQIHACRZgiNM00Gbrbq5uR5HmOdZkqzBcRpAATPnz59UqaIHVoiiIAh8VVUtKgIbGY5jBaHtUtTWZgNkAQDLMkeOfB8iLAi8KIplZVhhIwkJyYMGDceRVLhJ+Prrzysry0MUvMvlLCjYvHTpY8nJKTt3frFjR8HixcuidoWih1iWvUFDVYhA71bwPK+UxO5OBg8eOnjw0MLCgzt2bJNnLkpLy5CyY06cOGX9+jUQMZJCo9EMG9ZSWDMpKSk21izbpAWA5ORUnPGgCFq9PgZHuK6uymg04Tg8AoDP59DpTBpN9JgClmVstuq4uMSQUJGwcBwTDPpMpjicVwePx+V2O6RLYTS2XCWSJNtfH5r28zyHmTDEZMK6YpFnb1cxt1PomVy4cM5mq23fXl1dmZ2dO2BAOgBMnnyb9FIeGTQLUxR8t9CLFbxKpbrqar4K18ihQweMRiPKWJCennHsWKF8K/KfRw8ClUqlVmsgYiSFTqe/++6ZYQ+k0+kJgsCMxXc4agiCwIyVaGy0WSwJeD2LNluJxZJiNEZXWoGAz2arTk1Nj49PiircGiuRgxNmWV1d5vE4pQFLmbNVKnX7s3C7GxiGSk7OitotJpFnb1c3twMAxQjX0/D5vPv37541a9727VtDNuXlDRs0qCXXns1Wm5ra9ocmCHxDQ4sxTKvVabVtv2dURcnhsHu90T/DUxQFADiS0BIezGAKB4O0SuUThOhv0igXGUX5vd7o8cwMQwWDtM/nIcnoyhT1LA2YpnUAegAQRdHr9YQIBwJ+hglinp1arQmbILUXK3iSJDETvSlcdywWy/fff5uRkWU0mo4dO5yRkYXaa2ur0ff1nTt3PPLIExaL5ejRwry8YQCQk5O7ffvW+vq6lJR+RUVH5MUIFHo+kWdvVze3w8nxoNC1iNu2bZk+fZbRGEZbaDRajQYAoLj41K5dX91/f1uBIoqiVq1qSamYnz8iKanNdORyOQDg/PmTJhP+7cb6ygYAwSDV2FiH3S1uTkwAuHTpLL5wZSVuz6IIUkayurqBAEMAIGLGtrIO2q8gKSll+PBb2rf3YgWvUqk4TpnBdw/5+SPt9ub169cwDJOdnTtnzo9R+9q17y1b9viwYSNcLudHH63meT4nZyAKk5MiKViWHTIkT4qkiIoyyesJRJi9Rd2q0JP54YdjKMx15sx5DkdzYmJyTs6gpqaGsMIUFdi2bYvb7V6y5BGrtZ/UbjAYHn/8GbQcMoM/ffoCAOTmDh037taog/F4GgEgNhariMDZs0WxsfGYWe6bmytNpnicciQ0TRUXFw0alB8bGz3bP8NQHk9jQsIAnBl8Y2NddXX5uHE/Qqt797Z88lOp1O0vjt/vYJhgfHz/qN0CALKShmnH2blnolIpM/juZOrUO6dOvTOkUQqLmDJl6pQpU0O2ho2kiIwyyeshRJi9Rd7q9/tWrvwLWs7LG5qY2Da383rdoigePPgNzgCQ9yJBYM2reJ6tra2sr8eKvRYEniAqcH5p6F2zuLgIpzgQgCgIQmlpJd4YBPmlqKrKBcgFAJZlDx4M9TBFl+LixUs4PScmWocOjWQtGzt2/Nix49HymTMnL148d+pUkSCILMu89dYbzzyz3GRq8fbgeW79+jVZWbkPPLA05HKRpKqjtzqUxluvN8bERPcIYVkvAOBIAgBJklqtFlPY59OZTGaTKbowygRqMJhweqZpNcO4zeZYnK9sbrcTZGfX6nMMBEG0P5Yo0ioV7qXoiF6s4ElSpSh4BYUbh3xul5s7qKPZG6KjrRqN9tZbp6HluLi4mJg2D0qtVg8AGRm5OIMJBNwAhNGIVRCyurrUaDQnJuLWGcOsJodKBVqt/W9AnTGHw9EoXQqLpWXuqFKR7a9Pp+qM4QxVYsGCRWihqalh06b1zz77IlpFn95KSi5otbrp02fjdwitb0WKHa5b6E0Knqb9V9YKEwRBcDptOG/THMcAEG53eLtTCILA07QfRxj9aCnKg1OnCFUY8/udBBE9JJTnWQDweptw/KuDQZ8oitKAadoMYAIAURTc7qYQYYahBIHDvBQajQ7Hs+yGojwaugv53C7C7C3yVq1W+6MfTQvbv17fCQXvcNQAEAkJWMZ/m60qJiYOs2ebjcP2oPTX1JRZrak4taRp2u9w1Fit2Thzu5oa0uFokin4lnaSVLU/C7e7gWECyclYlbKvC+jTW11dbWVl+RtvvIoajUbTSy+1K1TcDkXBdyO9ScHzPEvTfmmVIEQAoCifWo1byU2+ewREUQw5VmQ4jkb6ODIMQwMAywZpGiecWgQAmqZwTNQcx4Ds7DhO26rgxfZnIQg8QJj2sHS7hby7j6/QwvnzZ8PO3q5lbqfQY0lOTpGm79D66S09PfMqbjF6lCnW1m6hNyl4ozFO/pat15sAIDExQ0qfEoFOFZspK6swGuOs1ui+G6jYTExMMmaxmdLSsri4VPxiM0lJGTjFZoJB0W63SwM2tdrkSFLV/iyuV7EZhZuKjmZv1zK3U7gZUGbw3UhvUvAhoC9bSrbaPo/yZOgJTJ8+O+zs7Vrmdgo3D8oMvlvoxfU6VSoSlBTHfZ1u/0agoKBwLSgz+G6kVyt4NSgKXkGh16K8vd0MKAq+G+nFJno0g1csP30MhqFoui1Wguc5ANHrDY0FCAvHMQRBYAoLAs8wFJ6wCC2xSdFdKVGsRCDgVqujP9GQd6TfbyeI6I6iNO2TXwqGMQEYAUAUBa/XHiLMspQgcJiXQq3W4SQAUVC4ChQnu26k1yt4ZQbfx+A4hqK80iqqiiZviQCKlcAUFkUx5FiRYdkg0seRQbESDBOgKJzEKQIABIN+nGpyLEuLYtvZsay6VcGHuT6dum46naAoeIUbhKLgu5FereDVoDjZ9TmMRos8JEGr1RMEgRPRAJ0sNlNWVmk0WvB6Fm22kpiYJMxiMwBlcXGp+MVmEhMzcEKlaRqamprxYyWub7GZG4Riue3zKLe4G+nV3+BVANDc3NzdA1FQUFBQCA/S74qa7xa6bgZfVVWxY0dBIBAYPnzk9OmzQxK0uVzO7du31tfbUlP7L1q0GKeWNlLw5eXlo0aNulGDVugBKI8GBYXejOJk12100QxeEPitWzfNnDnvuederK2tkeqCI0RR3LDhg0mTbl2+/L8SE5MKCzsqnHcFKEOtYqJXUFBQ6LEoXvTdSBfN4MvKSi2WuOzsXACYOHHKiRNF8nLg5eWXzWbz4MF5ADBjxhyKonD6RBlqFSc7BQUFhZ4DywZpOiCtItfUQMDj8zmi7stxLEEAjiQACALPskFMYQCg6QDOewZNBwGAorw+X/TYltazc+EFwgQA2s6OYQwABgAQRdHnc4YIs2xQEHjMs1OrNXp9TJh2nJ2vHbfbmZTUUp4hOdnqdrvkWx0Ou9Fo3LLlY5utLi0tfebMudImhmHOnDmJli2WWKPRKG1iWRYAmpoa6uqqog7A73cSBEFRWNN9nud8Pg9Ot6Ioejwemgat1h1VGP1u7PbGQCB6HniWpQMBD8/X4JTS8XhcoihKA/Z6LQAWAOB5vq6uNkSYojw8zzIMlvHGYDDiOIvdSAjl3b8Po9zcvgfLBv3+NrXEcSwABIM+eWNHCAIPQOBIAoAoCiHHigzD+Fk2+uyRYRgACAa9ajWO578ILaUOcQYQAABpwAwTLyn49mchiqIoCphnp9OZulPBBwIBKWO8VqujqIB8K0VR58+fW7z4oXnzFn755fYvv9x+333/0bop8MUX/0bLI0aMSkhoOwdUWa6urrKk5Az2QKox5RyOJocDK4YYAAAasSWhuroMX7ihoRM9S9fB4RjcquC5ji9OHU6fViuWN7iCAg7omRXSiIIbcfbFF0bynREWcISRDKYwOlNB4HEKQkrCrauE9P20/bE6dSkIgsAZwHUkpGiIRqMHgNhYa0rKwKj7Ohw1AJCQkIZzoMrKGqMxDqdbALDZLsbEJJtM8VElKcpfWloeH98fv2ZgUlImTiAMy1Y0NDRKAza3Vk4mSbL9WXg8jTTtv8aagV2k4A0Gg8vVYoJgGDrEh06v16enZwwalAcAEydOWbdujbQpNtbyy1/+N1omSVI+nW1sdAFATk7erbdOjzoAp7OWIMi4uFSc0R4//l1SUmpW1qCokqIoNjaWxsZaccKIAwHfDz8cGjHiFosleiFnmva7XLakpCycYjM1NeXV1WWTJ9+FVnfvbjEWabW69hfH42liWSoxMSNqtwDQxY8Ghb5NIODyeNreWVGR5YaGy/g9YArzPBsIuPB79niaPJ7oL/QMwwKA01nHMK6owojm5kocMa/XBSBKA/b5EgGSAEAQ+I7OAvPs9HozZuDoDULxou9GukjBx8UlSI51drs9Lu6K1yiLpW01RIsTBNGRR71GowEAUQS1Ovqrk0qlIggSRxIdliSxhEVRJElSpVLjjUGN/scR5jg1GgOOgkd1d6Ru5Ub99sdSqVSCoMK+FB1y+PD3hYUHOI7Lzs6dP/8+rVYr33rhwrl9+3Z5vZ7U1AHz599rscQBwPvvv1tb22JEmTBh8qxZ86MehSAI5cnQZ9DpTPHx/aVV9COUt0TA57MDEGZz9JdjAKisrAk5VgSczjqj0aLTmaJKUhQFUGk2J4Y8wcLCsrTPZ7dYUtCfZ2RoWgSwSwM2GFr+mgiCbH8WgYCb4+jYWGvUbgGAJLs52YniZNeNdNG9z8nJ3b59a319XUpKv6KiI5KHHSomnZs7sKDg05qaqgED0o8eLUTedlFBGkVxsusWGhpshYUHHnvs51qt9pNPNhQWHpg27S5pq8vlLCjYvHTpY8nJKTt3frFjR8HixcsAwOl0vPzy6+jGKbaBmxC1WqtWt70IIr+ksN8O2xMIuAEITGGCINVqLaYwAGg0ehxhQSABQKs14AijX7hOZ8Ix3qrVOpBdCnXrg5kgwpwyTQd4nsU/u56AouC7hS5S8CSpWrRocUHBFpZlhwzJGzVqDGpHxaTT0zMfeGDJ559/5vf7MzOz585dgNNnbm4OSZKKgu8WnE7HyJFjYmMtADBkyNCGhnr51urqyuzs3AED0gFg8uTb1q59DwAYhiEIwmAwhu1Q4SaEIBQPypsBZQbfbXSd9SY9PfPJJ58LaUTFpAEgMzP75z9/oVMdImO+ouC7hby8/Ly8/EDAX19vO3PmlHz6DgB5ecMGDRqClm222tTUAQDgdDpEUXzvvRUejycjI3Pu3IVmc8sUhOe5ysoKtGww6PV6vdQVKjbjdGLlK/T5vARBAGAJCwIfDFJ4PYuBQIAgXDQd/cdG0xQAeL2YXrVUIBBwuew4dlSK8ssvRTBoRLnoBUFwOkNdbf1+D8cxajXWpdBotGazkote4YagmOi7kV6cix4AVCqVouC7kZqaqt27vxZFMTn5is+BGo1WowEAKC4+tWvXV/ff/yAAsCyTkZE1e/Z8k8lUULDlyy+3o3YA8Pv969e3eFaOGDEyIaFN2QQCflEUT5060plxlWLKNTXZmpps2N1ixR0gysou4AtXV3eiZ+lS1NcPBhgEABzHdnx9KnD6TE5Ozc8fiz8GBQV8FAXfjSgKXuHqGTx46ODBQwsLD+7YsW3JkkfkmygqsG3bFrfbvWTJI1ZrPwBIS8t44IElaOvEiVMkjQ4AJpP58cefQctarVbur/fZZzsAiHHjbsUZD/LQxnQ+OnPmeHx8YloaThSK2NxcZTYn4Hz1DAYDZ8/+MGjQ8NjY6JVpGCbg8TQlJAzAmcE3NNTW1VWOGTMFrX7zTYudQ6PRtr8+Pp+DZYOYXmbX7nGpoBAZJeVot6AoeIWr4dChA0ajcfTocQCQnp5x7FihfCvPc+vXr8nKyn3ggaUE0VIIFfnPow/zKtUVbvwqlQqZ8duDPJBjYixht4bAsl6CIDCFSZLUanWwM6YbAAAgAElEQVR4wqLPpzOZzPIydx2BSiQYjSacnoNBFcN4zOZYHD8sl8sOskshvQWFPWVBCDIM7qXoLpQQiZsBNHdXFHy30Ls9mdVqtaLguwWLxXL06CGHwx4MBo8dO5yRkYXaa2urGYY+f/6sVqubPn22pN0BwO12bd78L5fLKYrC0aOFeXnDcA5EEICcdBQUFHovNE139xBuRnr3DF6tVqGEtQpdTH7+SLu9ef36NQzDZGfnzpnzY9SOwiLq6morK8vfeONV1Gg0ml566bVhw0a4XM6PPlrN83xOzsAZM+Z23L2CgkIfARlpfvGLX1gslkceeSSauML1RFHwClfJ1Kl3Tp16Z0gjCotIT8+cPn12+12mTJk6ZcrUrhicgoLCNcAwzMmTRRMmTL6KrSFI7nU1NTXXbXwKePQmBS8IHM9zslVepVKxLI0SXkZGFAVRFHEkoSWLNYfXLfq8xOIIcxwNABzH4AjzPIt2EYTo3yDQZZG6FQR1650VWTbUMiYIPP6lIEkVzufhG4cSKq2g0PV8/fXnlZXlHanwyFtDkP5+v/rqq9dff/26DVEBg96k4AMBj9fbli86GPSSJOnxODCzPQN2XmhB4AIBD363Pp/d57NHFaNpBgDc7gaW9WD2jEovRCUQcIqiIA04EEgCSAQAQeA7OgvMs9PrYzA9sRUUOgtBEIqDRQ/kwoVzNltoFUrMreFoucVuN1ZyCIXrSG9S8AZDDCpMhHC5KI1Go1LpExLSo+7r9TYSBGk2YxVGq6ioMRhicLoVRdHprDGZEnASWQcCfoCq2FgrXgAV5fM1x8X1x0lkTVEiQbikARsMLXNuglC1Pwu/38nzdGxsv6jdQqtPeDfSKUdrj8c7Z869n366ddgwLA8+hU4Rtr5ACJ0y3ir0QHw+7/79u2fNmrd9+9bObo2M4kjf9fQmBa9SaeTmYpVKrVKpRBF0uujZT/1+FUGQOJIAQBCESqXBEUbWJ7VaiyPMcTwAaDQ6vJ4FANBqDTjFZlDImdStpJQJgmh/rGDQKwgs5qXodkRRlHniR6G5ufncuQtlZWWKgr/udFRfIIROGW8Veh7itm1bpk+fZTSGfT50uDUYpD79dCNaTktLT0hoi890uVoq7wUCvqgZq9AnxepqLAsBTQebm+v9fh+ecECtbsL54Ijq8JaVXcQp7S0IPMvSDQ1OAuM5FQwG4YpcVQMA0gCA57lTp4pChDmOEQS+rg6rYnhsbHx29uD27b1JwbdHrVYrTnZ9m07N4FHMpBI5eSMIW18ghM4bbxW6nx9+OFZYeAAAZs6c53A0JyYm5+QMampqaC957NjhjrbKy35qNBp5lguabnH34Tg+akol5HKEmXkJlbrHFOY43LKfPE9Au1wdHSEIhCCwarUap3qWSsXCFWU/pV2I9scSRYEgcC9FR6bWSAr+/PniqP0OHToc5/A3CLVa7fHgfs9W6I3gvBdL8LwAAIcPH16wAKteET7Ke2TY+gJyOjLeygsN6PV6g+GKQgOi2IlCAwAEQVz3QgPQmUIDQQDw+dw4P0uWDeIXGggE/AAgDZiiWgoNiGJHhQbo61VoYOzY8WPHjkfLZ86cvHjx3KlTRYIgsizz1ltvPPPMcpPJjLbW1tZ0tFWn0y9atDhs/1K2paam5qgZkZHXUUJCGs6pHT26PyEheeDAfBxhm+1ibKzVZIpe55ei/EeO7M/MHJiQkBxVmKb9DkeN1ZqDYxuoqam4fPmcdBGsrSk3VSpV+yvj8TTStD85GSfVZodE+uVt3vyvqPv/+tdvXsvhrxG1Wn3+/PluHIBCF4DvRY/m7mfOnGEY5sEHH3zzzTcHDhyIua8gCOXl5bm5ue03BQKBoUMnfPLJv+bOXYjZW98jbH0BGR0abymKktISDx8+IjGxzXgbCPhEEW5QoQGarm9uro8u10KnCg1cxBe+ukIDDQ2DAAYDAMdxHV8fLD/ZpKR+w4ePwxzAggWL0EJTU8OmTeufffZFtIrqene0NTLq1tq3HMeJotipV3aFaySSgjcaozuOdS8qlRIH39fw+53ykASGCQKIDQ2XcfatrCwHAIrynjt3bMuWLTNmTI2JmdWRMM+zgYBL6nnbth1PPbX8woXjMTHmEMnmZnsgQFVVleEMg2EYAHA6axnGFVUYvbs0N1cARH/qeb0OUWy7FH5/AkACAAgC39BQ3q5nQRQB87rpdOa4uDBOl3LjbW7uoPb1BSQiGG+NRmNHhQb+/e+vCAJuRKGB4uLjFktCenoOjnBzcyV2oQHq7NmiQYPyY2OjTwQZhvJ4GjELDTQ21tXUlI8d+yO0umuXDi2o1ZqeUGhAqut9FfuOHz/OaDQGAgEAEASh2/12byoi/fJeeum1LhvH1aEkuul7aLUGkylBWlWr1QCEvCUsPM9PmnRbdXU1AACQOh16WGsi7EgQlRqNXhIIBFie51UqY/tdPB4aAEgyUm8SKhUFAHp9rMkUPQ88xzEU5TYY4nBiJbzeIEG0XQqNxtB6ImGuTzDo43kWxyAJAGq1Nmy73Hgbtr6ARATjLUl2WGgAPevxCw0A3IhCA9CZQgNqADAYsAoN0LSaYdyYhQbcbgfILoWuRb9HKDSAe92ujuTkFPkEXarrHXZrZEaNGjlgQOqlS6Wg1JTrcq7eyU4Q+BMnisaNm3AdR9NZtFqtouD7GBqNXh4MSZIaURTN5iiatbKy8sKFFsOp0+kWRTUA8DwRYUeSJDUavSSA9KXBENt+F4KwA4BKpYk6DAAgSR8AGAwxOMLBoI+i3CZTHI4O0OlcACB1Kys2Q7Y/Fs+zoijgjAETqb5ASPu1GG8VbhJuuWUsUvCCIHT3WG4usBQ8w9Bffrm9rOwyyzJSI8tyPM/hK/iqqoodOwoCgcDw4SOnT58d1uews0G0ioJXQMizYJaVlY0aNQoAkFUQE/To8Xq9/fqFGqunTbsdZFG8oiiuXLlyyZIl8fFY8+OwVFRUvPnmm3/+81tX3UMXE7a+AFyb8VZJU3iT8NRTjycmpqxcuVJR8F0MloLfu/ebU6d+uJbDCAK/deumBQsWpaWlr1+/trj49IgRo9uLdTaINiMjfd++78aOHXvo0CG9Xh99B4U+xP79+5OSkoYPHw5XerlLgRXtnyYMwzAMYza3fGWXZ95AwlLMLqK6ujo1NbWhoUHeW1NT03PPPbdly5YXXnhh4cKFAGCz2YxGo8XSCZPp/v37V61aZbUmPfXUQ/h7dSPTp88OW1/gWoy3CjcJGo169OjRoJjouxyscrEXLpwDIGbOnJuYmJyVlTNv3r1ZWTlqtWbZsscxD1NWVmqxxGVn52o02okTp5w6dSLsUTobRGsyGTmOO3HihMMRGkmi0DeIkM30wQcfHDNmDEVRAHDo0KH2AmiTnFdeeWXevHlouaqqZsSIcWVlLbkskP6W70JR1LBhw9asWYPeAyQFj3z1v/vuuxUrVqCW+++//5VXXunUeaFOjh073qm9FBR6KSjmW1HwXQyWgvf5fHFxcRMn/mjs2Fu8Xu/YseOXLn1Uq9WePBmafKcj3G5nUlJLTGFystXtDnUwRkG0M2fOwx86yKL7ldwmNyEcx3Ec19jY2K9fv7///e/tBez20AIBTqfz8OHDaHnPnv0MwzQ1tVQ3QI+epqamv/zlL83NzQCwceNGn8+Hpu/QGmQPsh+b1+tFC4FAwO/3o+WqqqrFi39WVxclOAq9NEh7KSj0bZCCb3WDVegisEz0KMghEPBbrSl2e7Pd3hwfnyAIwqVLuPGggUBA1+oYqtXqKCrk42iHQbRut+uvf235TjlixKiEhCtCWUSxxcS6d++OrKwMjIGcxBxwVVVpVRVuxC0AVjBSywhOHsYXvnixEz3v378DLVRWDgYYBAAMQ+/fv7sD8bM4fVqtqcOGRclNcUMhCAj70s+yLDLbHD9+XNLBIbTPfS0IAk23lNdD6h9p69LS0n//+98AsGTJkmAwaLValyxZgvS3zWZD8pJel7pFEXGoW2l+b7PV22z19fX1+fkjI5wXkhcEwe8P+Hw+i+XqP+crKPR8kIJfsWLFu+++291juYnAUvCZmdnFxafeeefPzz33IkHA2rXv6XT6YJCKiYmUIEmOwWBwuZxomWFoKakhIkIQrcFglLKLWCyx8jeAhoY6KcVSQkK/wYNHRBiA3+8kCMJojF7lBQDKyy/ExMQlJUUvxyKKosfTaDDEarWGqMI0HaysvJSenmMwRE8wwLJ0IOCKiUmWpTPsEIejyeFolDI6SYmgVSp1+8tCUR6eZ83mxKjdAoDB0M0p60P8sJqbmw8cOLBw4UKWZZHGPXDgQEf7hlXwoig++OCDFosFba2srMzJyfnqq68OHjwIrcmikXceehU4e7blTUj6DCT3tpO6lSt7AKiqijJTkcz+v/jFqwZDzObNn0a7En2Qjt7eFPoeKN1Np/xeFa4dLAV/553T6+pqPR6XwWAcOXLMqVM/oMSK48dPwjxMXFxCcfFptGy32+PirpivRAii1Wq1HTnq+3wek6lFU5rNlv79I83gHQ6CIMj4+PDxuCFUVV02m2Mjd4gQRZEkgxZLP5wgWr/fW1l5KTHRGhcXXbkGgz6nU7Ba03CKzXAc63Q2SQOOaTVzqFSq9mfhdjewLJWUhGPw6H5CFPzq1atfe+21iooKyYP92LFjHe0rTdYlkPbduHEjACQlJQLAI4888uMf/3jy5Cv8OkVR9Hg86GEkvUBIvUkKXpq1C4IgTfRRo88XpgCGx+OJjY2ViwmC0NzsMBqVSBCFPg5KcBTixKpwo8FS8PHxCU899XxtbQ0AzJ9/X1ZWjsNhT0tLHzx4KOZhcnJyt2/fWl9fl5LSr6joiORCf41BtBpNS/SwUmm46zl8+PvCwgMcx2Vn586ff588Qxl0EBWJEyoZQkhOlaqqKkEQVq1a9eKLLT+SsO51iDVr1mRnZ//qV7+SWq40BtgBgGGYY8eOhZhJBEGYMmXKuXPnrmxs2TfsDF76uIg0d3vjweXLl/Py8s6cOTN06FCQzeD9/sDp02cdDsdXX33Vv3//O+64I8LVQLscPHhw8uTJANchQ5mCQteAng/t37kVbihYTnYHD+73eNwZGVkAQJLk6NHj7rxzOr52BwCSVC1atLigYMvKlW9brSmjRo1B7WvXvtfQgJ8vOhQpNA5ZVhW6jIYGW2Hhgcce+/mzzy73+30ooakEioqcOXPec8+9WFtbg4w3YRujEuJFj/Ti73//+48++ghn98OHD+fn53/6aYsBvLY2TJhGRUXF5s2brxy/4HQ6Qzx+5fN1tNCaaLZZEASXy+V0OmfPnv3+++9DOAXvcrl4nnc6Wz5Uoe8Logg2W30gEHA6nX/+858/+OCDqGe0c+fOadOmFRQURJVUUOg5IIdoxYu+i8Gawe/Zs3PPnp2pqf2HDRuRnz8iPh7r820I6emZTz75XEjjNQbRWiwtxmjpC6hC1+B0OkaOHBMbawGAIUOGhrylSVGRADBx4pQTJ4pGjBgdthHnWPJngqQ4GxuxyiTv27fP7/dfunQJAILB4HfffdfBIUJ1eXsNLYpCyBgEQdixY8e8efN0Op0gCMXFxV999RXaFGKiP3/+/MyZM+UHQoH7giCgd1Pk/Yczv0EfDurrr/61uCehJLq5WVDC5LoFLAVvscS53S6brc5mq7t2TX8dkTzzFQXfxeTl5efl5QcC/vp625kzp6ZNu0u+NWxUZIRQyWCQ2r37a7SckpIivbehTaIolpScQasuV0vk2+XL4SM4Bg3KRUkxESgOrbHRVlJypn1YfEc0NNTKkza2HtqJhiEVE2MYes+eb0RRREr6wIG9knB1daU0ZgA4ePAActqvqipNTo4FgPr6GgDw+70sywFAWdkFv9/X2Fgv3ysEn88jimJ1dRkAlJZe5PlGACsA8DxXUhJaU5FhKEHgnE4vzvlGdWFRUMDH73eiykDSKscxHo8NAHbv3j137ozVq/8WuQebDSs+i+MYv9+JKQwAHk+jfGAdgV6+HY4amsZNr9LYWIY3ADfIzs7rTQRIAgBB4G228AFTmGen15vDephhKfgXXvilw9FcVna5rOxyeXmpXNM//vizOD3cIKRCSYqC7xZqaqp27/5aFMXk5CtqfIWNiowQKsnzfF1di/Fcr9eRZFsGOkHgRVH0elt8LKRvMZ9/viPskB5++Kevvfb7kEaKCni9bnwP3vPnL7T/6MMwzLffflteXjFkyGDUwnGc1+uRBOSvLHa7XRqzfJPf70XtaDAOhxPZ6r1eD8MwHo9Hvle7AdAAos/nBQC/33/s2EGAewFAEMT2e/E8K4oiy2JlBr0uBccUFBA6ndFiSZFW3e4ARdExMYkAIAhCY6NDvjUEv98JAJhFklSq2pBjRcDtbtDrY3S66GFBwSAFUGkyxVss0aOu0EtGTEwSTr0oihIAmqUBS5+YCYJsfxbBoJdlGXTdotJRMQvcYjMJCUkJCUm33DJJFIUTJ4r27dvl83lttk6UOr4R6PXKDL47GTx46ODBQwsLD+7YsW3Jkkek9rBRkRFCJU0ms1RRNISCgh2iKKKKmXa7fd++Fht7IEDpdDq9Xh/iXzl2bJio/X//+/M//vEv+ObBzz7b1r7x/PmSuLikvXv3rlq1CrVotTp5LGVRUdvk+8yZ82jMFy9ePH36dGbmINQ+ePAI1J6Y+DkA+Hx+NKqhQ0cTBEkQqgi1U6ury5544km/nwaAhASr09ly4hpNmIqibncDw1DJyVmYp9w1cBzNMG12FEHgASAQwPKs5nkWgMAUFkWB42hMYQCQjyoCyAhE075AIPorEccxAEBRHpxHPxqANGCW1QPoAUAUxUAg9O2N42hB4DHPTqXS6HRdWvhbrdap1Tr5KkGQycktxW0JgowQrhwM+gAAM56ZIEi1Wocp7HY3aLUGHGGC0ACATmfCEaZpv9/vNBiwagZqtS6QnV2rjziEDeHmOIbnOcyz6whcBU/TdFnZ5UuXLly+XCLNWvDj4G8Q8fEtJ684Z3Yxhw4dMBqNo0ePA4D09IxjxwrlW8NGRUYOlewIuRd9c3Oz3MweHx9vNBpDFHxMa4yg1Wr1+/3IRN/U1NTc3Cwlnrs6Tp06PXz4iGAwiMYwZsyYy5cv79y5UxKQ50uW3jg/+uijdevWPfXUU2hVFMW1a9fGx8cjM6A8ep7jOCmtnsTrr79+9913T5s2rXUMxQ0NjQBw9OjRYDDrWk6nW6DpgNxGyvMMALjd4fMUhQVTWBB4mg7g90xRHoryRBVjGBYA/H4XAO6MwuttxhELBr0AojTgYDCxVcELHZ0F5tnp9eYuVvBhSUlpmaEqn+G7EiwF/+GHq6qrKyXnYZPJPGzY8Pz8kcivvhtRq9UkSUqeSgpdhsVi+f77bzMysoxG07Fjh6VfAop7DBsV2VGoZGTkcfAhr3EajSYpKUlKJo9+CWlpA/bs2bN8+fL09HSz2fzxxx+jrQ6HQ/Jg7ywEQVitSQ0NTfX19VVVVUiRDxs27MSJEydOtFVVkA9PSnvHsizP8/Io+bVr16ampiLVLvfM53m+/c949erVLMsiBf/FFzvsdjty8du/fz/A7Vd3Ot2IyRQvt75qtUYAMTV1CM6+DkcNAJGQgJnKos5kisfs2Wa7aLGk4EyVAgF/eXllQkJaQkJyVGGa9jscNVZrDs7cjufLm5rs0oClVBYkqWp/Fm53A8MEkpOzo3bbc5De1BUF35VgKfjKynIAMBpNQ4fm5+ePzMrKCYlO7kZ0Oh1FUcoMvovJzx9ptzevX7+GYZjs7Nw5c36M2qXioSgqkmXZIUPyUFSkFCopb8RBeiKEVBzQaDRS3hgAmDZt2r59+0iSuPPOO00mk0qlkvIgAYDP52vvGI/J6tWr3n9/VUND0759+wDgww8/BID2tWLl1gWHw+H3+00mE8dx8kS2oihyHHfp0iX5yNGpCYLQvvYxz/MlJSVoeffufTStfIpS6JUoCr5bwFLwY8bckp8/Mjs7FydtahejKPjuYurUO6dOvTOkUYp7DBsVGbYxMuixIIoiQRAhwd9arVbKdKTT6e6+++59+/ahnyhJkmq1GmXHRNhstrVr1wKAwWCgKMpsNodNNheW/v37q1QktE64v//+ewBoXxxWXmCGpul169bV1NRs3LhRHnR36dKl8vJymqYlf0PEpk2bQvLkV1RUjBs3juf5Q4cOFRYWTp48GX2xVlDojUi6Q1HwXQmWgp8//74bPQ4cKMrt98tjq7w8z2o0agBwu5ubmysj7Iu+9kWWkRAEjqI8mMIA4PPZcRxekAHW7W7guOiqBekSh6MGx1ji9ztFUZQGHAjEAVgAQBD45uaaEGGe50SRxzw7nc4YExPdGnkjIQAgGAwaDAaUQ0ZCq9VK5QTT09Pz8vKMRqNWqwOAZcuWxcXF7d+/XxJ+4oknkEY3m80URRkMhrAKXq/Xy+3ko0ePPnnyJEmS0oGg1QFe8oCVkNSzRqNhWfb5559HM/KEhAQp/r6hoSFsBL/T6UQKnmEYrVa7YsWKDz/8sLKykmEYp9P57bffTp48+aotEAoK3Y4yg+8WcJ3segIkqdZo9PJVAALNhFiWl29qjyBwAERkGRkESapwhEURWDaoUmnUam1UYZ4XAUCt1uL0zPMszzMajQ4nnyv6yCd1K6WvJ4gwpyyKlCCImJcC5/PhDQU9F2pqagYNGhSi4WJjYyW9m5WVtXDhwuLiY+iF79FHHwWAU6dOScKSOh8wYEBTU1N2drbT6dRoNMiu/sgjj3z88cfBYPCJJ57YuHGj5Ow2ZcqUkydParVauTEAETIFlzNq1PDjx09I9na32y2N/Pz5toD1rKysiooKtEzTNPoA8cMPP0yaNMntdgeDwQ8++AA5CQqCcODAgbKy8rCHY1mWYcSQVMHtqa6ubmxspChq5MiRIR8IuouQQgMKfRhlBt8t9CYFr9OZ5O6gDQ1NKhU1f/6P161bJwhE5GhIh4MJG2sYFpJU6XQmHGFRFCnKZTDE4hSbUau9AGAyxVssWMVmaNofE5OMU2zG7fYRRNsVkFRP2FNGxWYwL0W3g54LSEGGKHiLxaJWqxMTE1999dXZs2cTBGGxXKG3Bg8e3L7Dfv36AcDcuXMTEiyHDx9DCn7hwoVbtmwJBoMDBgwYOHCgpODHjx//pz/9afLkyWazOaSfEAXfv39/yUQvn+6jYUsO/KdPtyXojY+PlxT8+fPn0UiQJyBFUX6//7HHHkNb33vvvTfffLOjbwoOh2PevIe++OIL6YOFBMuyVVVVH3300dq1a6U0vVqt9uLFi1lZWWF7U1C4ESgz+G6hx31T7yx///vfx40bp3jR91WQJRzNbkMUPEmSGo1m+PDhy5cvRxVcQkhODvNxAXX4yCOP/PrXr95zz11SVy+88MK2bduef/75e+65BzXm5eUtWLBg+fLler3+iSeWhe0HAEaMGKFSqZ588klpU8h7Bsi85eXOIsOGDZOeepLyPnPmDACUlJTIf9LV1dURPAbUavWePXueeeaZsrIyuaOf3e6YMGHCwIED//CHP8yYMePDDz88cuTId999t2rVKkW7K3QxioLvFnrTDL4j9Hq94mTXVxkwoD9cqeDVajVaJUnytddei5CfLmQmjXZB3u/IoP373/9m2rQ7nn322ZiYmN/+9rche61cuTIuriV0Kjs7M6Qrg6ElUc9//dd/DRkyRIrWA4CcnKyOhuTxtAVbWywWnU6HFLk0xa+pqRFFkWEY6Z0gKrGxsUuXPrNixYpVq1aNGzfuwIEDarV6+/YvXn75VxzHb9iwYezYsfIXoNtuuw2zZwWF60VfMtEvX7588uTJP/nJTyLIbNu2zeVyPfzww102qrD0BQVvMBiuMYeJQo8FffxGqh3p9f/8z//8xz/+odVqb7nllvz8/Aj7hljRtVrta6+9hnLCI2u2SqV6+umn58yZI5/RjhgxAi3IY0ZCvsGTJDlp0iSVSsXzfGxs7JgxY+QCsbExycnJIVlrCILQ6XTyRpVKdeedt3/55dfQapkHgHfeecdisbSPl5OPZPTo0cePH5e3/PWvfxUEgWGYNWvW3H777U1NTeXl5aNGjdi0aXNeXl6ES6Sg0DWYzeaMjIyqqqo+oOA3bdq0ZcuWjhR8eXn5T37yk0uXLnm93r179y5fvnzkyJFdPEKJPqLgi4uLeZ5vP2NT6HVwHMNxcnuMAAA07S8tvYDsNHq9FgDy8oa8+OLzweAVL3aCwBEEITWaTFcoeLPZ/NJLL7zyyq/MZpNKJYiiwHFMMOjt1y9R3o/RqG0dSbC1XVSrVQAwdGje+fMXAIAkyfT0flar1WazAXDBoDcpySLrwZiYmBCi4DUaTUxMjNzwLor8888/gxS8vL2k5EKE1Mt6vW7UqBFyBQ8AwaD3j3/8HwCYOnXK008/T9P0jh2fjR07Ii4uJeQShYUk1VqtIarYdYcgiN7/tO+bMAxz8mTRhAmTQ9pdLuf27Vvr622pqf0XLVosTzgdGa1Wu2zZst/+9re9XcFTFGWz2dRqdUlJSVgvnw8//PCHH34AgJycnHXr1m3fvv2OO+5wOp0oV3dsrOmTTz7v37//+PHj7fbxADe2YFtfUPBGo/Hy5ct1dXXp6endPRaFa4WmfR5Pm2pk2SAAFBRsnTBhHLJaiyIDABZLjNMZvhQCw0jObiy0ZrgDAJ1O63TWzZ9/96BBGX5/syDwNO1r30lOTuqSJfdv2LDZ73dIW5Gr4+TJt0gK3umse+65x1999Y2YGI3TWSf/SKTVaggi9Ck2f/6s4uJzcq3PslRmpnXq1CnffXdI/tQLBgMRUqOTJJmaesVDQRR5aZx33DFxx45PaJrJyxskb4+MXh/TLQpeocfy9defV1aWhyh4URQ3bPhg+vTZubmDdu78orDw4B133IPfJzKb9S4FLwjCT3/601dffSb29twAACAASURBVHX06JbMm36/XxRFlmXXrFnz1ltvhchXVFSsWrXKarXedddd77zzzvfff//pp5+ePn3aYrHY7XaaDtrtzWVlVRUVFSzLAvwK4PcA4HK5EhJyQroSRRFA7CiKqqqqqr3nb3v6goJPS0uDK/OIKfReDIY4vT5GtvoDALAswTAt5pn4+BQA+Ne/PrZaU0P2dbnqCQIslpYCMMnJ2b/5za+PHz/+xRc7AGDUqNFWa47VmjNt2iwAqKysNRrjrNbQvyurFd588/8KC4/n54+3WlE2ULGhoSwxMXHkyHEAGwBAp9NZrTn9+mUCwMCBI61WKwBIZnm1Wo3CJm+77bYDBw6gbidNulWvN1+4cEk6UExMQnr64FWrVkyceJfb3fZtXqs1RPB+Vas19977H3/849+kST5JquVngZa93maGCSYmpnXUj5yek5hSoSdw4cI5m622fXt5+WWz2Tx4cB4AzJgxp7OPXKTg8Z1Lup0VK1ZcvHhx8+bNDMO8/fbbdXV133zzzbJly9DWt99+e9KkSbNnTweApqamb77Z/dBDD/3ud7+rr6/fsGHDgw8+CADz58+fP3++1GFNTcXly+duv302x3GnTp36619NGzYAAOj1+l/+8pchR6dpH8cxJlNC2LFFDYtF9AUFjz7EKgq+b0CSpFy9kaQaAEQRiovPoq3jxt0yfvz4tLT09mqJIAiCIOSx+7/+9W8+/fTT+vqG48ePx8TEXBnWTxAEGTbQPy0t4/LlUlmDSBBEael5ktS/8MIvAECn06lUmvT0jLi4uLi4BNSJ1WpFCl6lUqECrAsWLJAUvF5vkKqy/vSnP/34449VKjVJqmJjY+bMmbNx48fQGhfOspzf3+Y5OH/+/O3bt0sjvvfee8eMGZeYmNia3h4gXLoCgiBDLsW1c+HCuX37dnm9ntTUAfPn3xtSTPOqjbcKPQqfz7t//+5Zs+Zt3741ZJPDYTcajVu2fGyz1aWlpc+cOVfaxPM8ymgOAAaDTn73aZoSBN7pbOZ5DgBYlnE6OyzAg6ohEwRWhR6e52maitCbnEAgAOBmmOjZomg6CAAlJRd++9vfosITBQUFpaWXExISv/3229GjRwLAuHHjioqKNm/+5Ec/Gh8IBD788KPf//7N226bUlFRnp2dNXnyhLCjCgT8AIA25eRkZma21K7V6XSPP/5YO2EXywal6UoIfr/H729b1Wi0ZnOY5BZdp+Crqip27CgIBALDh4+cPn12iOUh8rMjMjk5OdCaX0yhjyGlqkUpX/7whz/MmTNnzpw5+D0sWrQoMzNz6dKls2fPvpaRaDQaozHmz3/+8/LlyzMzMwHgrrvustvtki+eWq1OTU1Vq9VWa5JWqwFZBS0ASEpKkiTHjh378ccfSy4jUsSdRqNhGObQoUOSJX/YsGETJkyQFPyYMSNXr14N4fLo3WhcLmdBwealSx9LTk7ZufOLHTsKFi9eJm29RuOtQo9B3LZty/Tps4zGMHXTKYo6f/7c4sUPzZu38Msvt3/55fb77vsPtCkYpNavX4OW8/NHyF1SEKdOHfH5HAAQCAROnToSbRhl0QRaaGoKNjXhVyPsRH3zLVs+ldeHPHOmGC0cOLAXACZNGltUVFRZWX7u3CkA+OSTzQCwceNHx44dv/vuaVVVJVVV4bsVRZBOv75+IMAQAOB5ruNrgpVyNCkpZfjwW9q3d5GCFwR+69ZNCxYsSktLX79+bXHxaXkxscjPjqiggCVFwfdJkFIUBKGhoQFaP8d0lgkTJly8ePG6jOfpp59evny5pJvlnvYqlSo9PX3fvj1Hj34bGxtLkmRCQpt5zWw2S3sh85q0KomhFvljJSsrS+46OnBgiyl+3bp1Dzxwvq4Tz6trpbq6Mjs7d8CAdACYPPm2tWvfk2+9OuMtSRKi2GsMtn2VH344Vlh4AABmzpzncDQnJibn5AwKqzX1en16esagQXkAMHHilHXr1kibjEbjc8+9hJZDykBUVl52ueyjRk10OIIAf1GrNRMn3tHRYFyuegCIiws/bQ3h9OkjFktCZuYgHOHGxjKzOREnI1kwGDh16ojZ3DbJHDhw4OXLl9Hy0aOnAGDhwvv/8Y81ZWWVgwcPZ1mv0+kGgH/+8yOv1zts2MiOTrC+vqay8vLEibej1f37WwxsKpW6/S4+n51hAgkJWI5lHTmYd5GCLysrtVjisrNzAWDixCknThTJFXzkZ0dU0MumouD7JJKCR+ncp0yZ0r3j0el0BEGErbqkUqmkrwZ/+9tfKeoKT3i9Xi85xdx6663jxo0bMqSlDKjUjlLnyvP5LF68GCXIM5lMr7/+X+npKVIPDz449v/+73qeWmTy8oYNGtQyYJutNjX1irKtEYy3NB3ctesrtJySkmKxtDlYBIOUKIolJWdwBkDTfgBobnZElYRWOzBmz4GAy+n04WSbRoGaNTXlzc31UYV5nqNpn8cTxMk27fd75ZfCbrcCpKBOSkrOhwgzDCUInNOJVS3JbI7t3z80i4OcsWPHjx07Hi2fOXPy4sVzp04VCYLIssxbb73xzDPLTaaW36fF0lZBkSRJ+V8BQZDx8eG/FqvVaoIgDAYj6kcQBIMhjHkAQVFaAIggIIcgCLVajSms1Wr0ej2esAgAbrdbWv/+++9nzpyJakMfPHgwOTl52rTbH3744Q8++MBma+jf34JeyqurqwEgPj6ho6NoNFecnZR5El2fEGGW9QFwmGfXEV2k4N1uZ1JSS1qx5GSr231FaZYIzw6KCuzZsxMtp6T0s1ja/AZdLifDBEtKzjgcTgC4fPlCSUlWRwOgaR8A0dSE9XTgONbhaOK4DmOR5XTm6cACQE1NWWNj9JkXz7M07cd8Ovh8HlEUZE+HFAArAHBch08HhwMrc4DZbOnfPwNH8oZBAABKog7hirR2PehLf/t2uYJPSUmJj08qLW37kN+vXz8pN05WVhaKcwsGfSB7+9br9fJMOAAwY8aMdevWAUBDQ4PD0VBe3maHwPSyuV5oNFr0PCouPrVr11f33/+gfGsE4y3HcWVlLbMfkiQEoS3cgONYUQTMb6iCwAFAIIBlG2j9OotVnofn2WCQwflDEwQRAHw+D0X5owqLoigIHE2z6DccGfTqIF0KijJLnbS/PoLAi6JIUZjZvTrhQblgwSK00NTUsGnT+meffRGt1tZWJydbc3MHFhR8WlNTNWBA+tGjhchggw/6/UcIAe1RHD16DABMJlNGRkZiYuLq1av379//4osvAsD06dNROgoAWLv2A6NRgzwHDQZDUlLSrFmzunfkcrpIwQcCASnriFaro6grZtsRnh08z9fVtfhz6vU6kmz7i2VZRhAEr9ctCCwAOJ12r9cNHcBxDEEQDMN1JCBHEASGoSP0JodlaZYVSDJ6CD4q9xkI+HHy7gmCwPMMx3lwPJwZhhZFkAbMMC3GJVEU2p8Fz7OiKLIslmlU8gvrLkiSAICvvvrK7/dbLBZJR3YjHc3gzWZziBkpxICPVPLcuXOlBHnSJrQgL2AvbUKdtK92077luiM33ubmDqKowLZtW9xu95Ilj1itVxhRIxhvTSazZLwNYfv2naIoRjDYynE4agCIhIQB0UUBjhzZl5iYMnDgMBxhm+2ixZJiNEb3+wkE/EeP7s/LG5WQEL3EIk37HY4aqzUHx9Wxpqa8tPS8dCl2tkxqIKxB2+1uYJhAcnJ21G6vF2vXvrds2ePp6ZkPPLDk888/8/v9mZnZc+cu6FQnSAV4PB6Px9MTyh01NTU9+uij//3f/z1+/Pj2W9EM/s0333z22WcBYNy4caNHj37ppZdIkkSO8U8//fSbb7757rst9uYVK1bMnj07LS2t6/1jItBFCh7F+KNlhqHbe9h29Owwm2Mef/yZsH2WlBS73Y5x424FALVaHROTiJbD4nBUEwQZH4/1dDh8eK/V2j8nJ/r7qSiK9fUlFks/nE87fr/32LHvBg8eEReHVWzG6ay1WnNxis1UVZVWVl6STj+1NXxMo9G2vyao2ExSUlbUbnsCSI0hxTl27Nj29VS6nhDjpITFYgmpiSCfZJtMJpQv76GHHgrZHSn4ESNGjBkzpry8PGQTugLdcuJy4y3Pc+vXr8nKyn3ggaXtXzojGG8joFST67EkJ6dI03cAeP31/0ELmZnZP//5C1fXJ/pzoGm6vr6+2xX8gQMHpk2bJoriPffc017Bi6JYU1P7//7f/0PaHaFSqRYvXrx37977778fraalpdXX16Plhx9+2GKJrgW6mC5S8HFxCcXFLXW07HZ7XNwVhtbIzw4ccnJy5OZQhS4gQuDD999/u3v313LhF1/8lclkfv/9d2trq1HLhAmTZ82aD9FAyg+pAUy1caPRaDRhf6VPP/20/LsdAAwYMGDjxo2LFy9+55130tPTExMTIZw7DFLeycnJ8k1jx4794Ycf1Gr1zJkz33rrrW4/9/Pnz2q1uunTQyMRrsV4SxAE+t6pcDPQv39/q9Xa2NgYIRNzF/D555+XlZV999136KmyadOmp556KsQe5na73W43CpaR89Zbb8nddZH7F3Kn7YHaHbpMwefk5G7fvrW+vi4lpV9R0RHJww49HUpKLoR9duCTlJRUUlJynQarEJ3IgQ9Tptw2adKP0HJ5edmxY4XIv8bpdLz88uvoRR7nkydcqdR7SD6WIUOGhFW3d9xxBwAEAle4Pt13331LliyZN28eAKB8OO0VvORUL+/2lVde+d///V+9Xj9w4MCXX375ep9Ep6mrq62sLH/jjVfRqtFoeuml1+DajLckSaCv2go3AykpKX/6058eeuihblTwFy5cWLBgAfpkTpKkyWQqLCw8ceJEyCS+oaEJWgOw5QwYMGDAgDYz8G9+85umpvr4eL3d3kPLmXaRgidJ1aJFiwsKtrAsO2RI3qhRY1A7ejp09OzAJzU1VV7OS+FGEznwgSBIlQp5v/P79u1CThUMw4R1Fo1MbGyswaCnqCD0mBn86NGjQ1zhIqDVatevX4+W0af39mdxxx13/PznP583b96hQ4ekxjvvvHPRokXXY7zXh+nTZ4d9Bb8W420PeWNT6DKQD01RURFJkrGxsV1ftnjLli1Iu2s0mqVLlxqNxpUrV27evHno0KF6vV6ax9vtTgAYPnx45N7uuOMOydPiRo/86ui6RDfp6ZlPPvlcSCN6OqSnZ17L9B0A0tLSTp48eS09KHSKyEFTEkVFR7Ozc5D13ul0iKL43nsrPB5PRkbm3LkLzeaYsHvJiYkx33rrlF279kKPUfCrVq0KqUyPSf/+/W+99VYpOk5iyJDB7777LgAEAoGBAwdqtdrhw4eHOOL1UQgAEEVR0fQ3CdnZ2QBw5syZv/3tbzk5Of/+97+78uj793/7m9/8JiEhYf/+/cnJyf369QOAzz777E9/+tO77747cODAoqIipOMvXCiBVpNbr6YvpKoFgLi4OJfLFV1O4ToROWgKwfP84cOHHn30CbTKskxGRtbs2fNNJlNBwZYvv9wu7eXxuN9++w9oecSIkQkJVzjgSLlQnM7m/ft3YIwO91Wvurqsuhrf8HMZWxI6ykv1u9+9Uld3qa7ukrzx4sWWnhMT9atX/xUtHzjwdejOAAAgXYGKisEAgwCAYej9+3d3MJCzOKNNTk7Nzx+LI3l9QXpdUfA3D0h9sizb2Nh4+vTpc+fODRs2DADWrVs3derU6zKhf+GFFz744IP33nvvpz/9acimt9/+GwAsWbJEKgkNsjxpp0+fNpvNJ06cyMrKOH/+YnZ2Vth0fr2LPqLgk5OTnU4nTdMhJcAVbhwRgqYQ586dSU5OlrJkpKVlPPDAErQ8ceIUKbElABgMhrlzF6JliyVW/nfV2FgrxVyYzf+fvfOOj6LaHviZ7bvZze4m2YR00gNJCCBFkPIEBaUJYuQp8Cz4sAJ28Sk+wfJDfehTEEUFC6g8EUGRpojSewsBhJDey/bd2Z2yM78/JmzWJGRvQkjYcL8f/piZe+bcFvbMbecEp6Y2/s9sjtNpJggC5bwTABQVnVergw2GphFrWoK3WmuVSo1M5v8/PE1TxcUXYmISVCr/sZ4YhiJJi0YThnLM0myur6+vTklpmDYMDW3Y1CORSJo3i8tlY1lGo0EKRnmFzjTajWDXOY67RuZmMFcbwcBbrVbh3L/XaeNDDz00ZsyYn3/++UqUb9iwoaCg4P333weAGTNm/P7778uWLRM2uGzfvn3FimUnTpx6+OGHBQEvWVlZ3g3aFEVNmTLlyJFDJSVlU6ZMuZLCXCN0EwPfo0cPjuOMRmNUVFRXl+W6AOXgQ27uidTUXt5bYf+8sGzvDcciIJXKbrhhUItKnE5beHiYcK1SBbXudcdkEhEEgXgYsrS0QK0ORnPjwxOEG/motKO4+EJoaLheH+ZX2O12mM1ceHgMylFpj4c1Gmu8BdZcWt8QicTNa2G11tC0y2DoWidFfhCcHOCTctcPgoGvqKgQFrkEM89xHMMwpZfz3o5GWVlZTk6Ox+MJCwt78MEH33777U8//XTNmjWDBw/W6/WHDx+uqKgAgPT0puc7Pvvss7S0NG/g1/Pnz//nP0vq6upjYpB+Rq5xusmHs7BgaTabu7og1wveQ1NNrHtFRRlNUwDAMExhYUFycqObaKvV8t13X1ssZp7nDh8+kJ6O5IQEfPbbC8fMMN0GYeDevg0NmEBEOELi9ccsGHij0QgABQUFNE1XVVUXFha1rqRFqqurBZ2PP/744sWLz507FxYW5nK59u7du2HDhoqKivvvv/fTTz+67777mrwYGhq6ePHiTz75xPskLy8PALpHOMRuMoIXfvp9o3Rgrip+D02VlZXodDq9vtEk9+6dZbGYv/zyU4/Hk5iYPHbshJZVN0P4hliyZImv0wlMN0D4uRd+5THXA8II/vTp04LrKqHrd+7cCQAkSRqNxgULFhUUFJ061RhEgGGYoqKibdu2DRo0aN++fVOnTi0vL3/ggQdyc3O9MjabTRiCz5s378knnyQIIj09PS8vjyRJwaOOy+USi53BweFBQS072Jk4cWJoaKjwqbFr124AiItDivJyjdNNDLwQj0voHkwn4PfQVGJisq8nLIGhQ0cMHTqirXkJE7k6ne5acGOH6UC8W666uiCYTkL4pPN6dCZJcuXKlbNnzxZuS0tLa2vr/vzz/MWLF0tKSjIyMn799df//Oc/RUVFdntD7Ixt27alpaVdvHjx1KlTws6N0tLSWbNm7dixAwBee+01zaW1K99gzQBQVdVaPMkePXocP3587dq1L7zwgmBHDAb/S2zXPoFk4BmGYpjGUBMsS3GchyQtAKDTqcRicUHBBeG2OR4PSxDE5VKbwPOcsPsJQZIHAJomURxyud0kAFCUgyT976hiGAoAXC4byv4jhnEB8N4CM4wCQAEAPM+RZNMT2yxLe9vNL2KxTC7v8q2kBFza7IrpTghfbIESfQSDCE27KMrhe8txHru9DgAUCiI5OenixYZNbQsX/ru2tk44mA4AN954o0QiZlnPbbeNLSgoVKvVDsdf3EaJxeL9+/cLYYeeempefHwMy3qKi8uOHTsOAHfddSeA226/rM8ZinII77aIXq+8447bXnjhBQAgCCIkRCOUuXU8HgYAnE4TiucuoVm8ailKBRAEADzP2+1NQwr5tptfJBKZUtmCK71AMvAU5fStrRAVzWptiFscEqIrLy/23rZI66leOM5DUU5EYQBwuWwul3/PJxRFA4DDYeY4VLdHiL3rdjt4nvcWmKLCvAb+crVArJ1CoelyAy+M4K+pEA6YDkEqlQCeou92eDy0y9UYrJJlaZ7nvE/GjBnlNfC5uXnCRUREeE1NLQCwrAcACgoKAcDhcEil0uBgDcdxdrud4/iXX35u4cLFf/yxGwAOHjx88OBhby5isXjp0rd8820OTVOtxwjV69X/+Mc9X3317aJFLwUHB7WuTUAY47nd/qMLCgUAAK9alhULBh6Ab54XzwsxA5HCfsrlqoA38Gp1iFrdGHLYbmcYhouMbHAbEhkZvXLlmvHj77zllluav9umYDMlJRVqdYhXcyu0NdhMcXFpaGhshwebYZgCk8niLfCl8OIgEkma1yKwgs3ApTX4To6OiukEhJMUeIq+m6FUan2Njc3mdrkor6+3yMgWTnbccsut33zzjWAspVIJw7ASiYRl2cWLFz/99NMAsH379sTERK1Wu3DhYo7jEhISfMMyZWRkSCSSHj2SWylVVdV5jSY0KMhPvOlPPvm8X7+BGRkJOl0P9JiBoaGxKAdhaLq4pqbG2xTe4JEEIWruC89mq6Uo5xXGDAwkA986cXFxubm5Bw4caNHAYwIXYe4LL8B3A9xu+1/XhjwAUF6eHxyMumhlMpWhZMRxrNttRxQGAKfT7Hb7HyoJgZ7t9joA/5NwwsyzxVKF4sZHaBZvgV2uYAAtAPA8ZzJVNBFmGJrnPYi1k0qVGs01tJws+I8DAJVK5V2MDwsLCwoK0mg0Dz/8YHCw5umn5w8YMOBvf/ubELcNAMaOHStcDBs2bO/evZs2bXr//fdXrly5aNErPXrE3H333R11FkMulz/88OxDh/7oEG1dTvcx8F4niF1dEEwHI0zRd0L4c8zVhiAIgmi05RqNGgCOHz+1ZMnSWbPuu+mmIa2/DQC+ryPkhipMECIUYUEGWdirGeU0cpPa+cZYapoXQRA8j1q7a82JkDdQbGJionAg7Zlnnpk8efL//ve/4cOHz5nzyLFjJwBgzJgxCxcubP76XXfdpVQq09LSVqxYMXHiLb16ZSQnZ3Rm+QOL7vOjKYT227VrF8uy2Bh0P6613ylMO5DL1XJ5o4O/0NBwAPj3v9+wWCzp6RkTJkxt5V2TqRyA0OuRPFmJROcVCjWicFXVeZVKK3gxstvtQUFBl/tjI0knwFm1OlSvbzp5y/P8Z599JpPJvCetKcppMpFabQTK5K3TSQFUegvs3VFKEKLmtbBaa2iaRKzdtYbw45yQkJCQkCAY+Oeeey4iIuLZZ58VPMimpCTL5fJevXq1+Pq8efPmzZsnXEdEBLyv+KtN9/nRFFwU1dbW7t69u6vLgulIhE9+bOC7H/HxcWp1kBBF4uzZswBgt9uXLFmCuO3OZDIJq7a//vprVVVVhxQpNTV1/vz56PI8zwtW6ttvv509e3ZzVw08zx8/ftx7yquysvLrr7/evn37nj17WlfbxoIHDIKBv/POO73nYoT9s88888yYMWMAIDhYU1BQMG3atC4sZLeh+4x0x40bl5ube+ONNx46dGjUqFFdXRxMO2myTOt2O7RaNQA4nUa/i45XbZmWh7Yv0/K8y68wx3kAwGKpRJnFJUkLAO+zTKsFCBaUmEyVTYRZluY4DrEpZDKVWt0FXgIJgoiPjz1z5k8AoCjq4MGDx44de/bZZ4cPHz5oUMuui72YTKb4+Ph33323trb25Zdfvv/++z///PPLCbc+q+d0khMnjn7rrbfj4uKqq6ubm16e55cvXz5o0KCMjL+4X7zvvvvkcvmnn3568uTJ48ePA4DdbjeZTHv37h05cmR+/p82W82qVetefnnBxIkTN27cuH379vHjxwvBdW688UYhOvDnn39eWlo6a9Y/fDWbzWaAEOiOCB0hkUjGjBnz008/URQV5N1sdgnfmOuYK6H7GHiCILKysjIyMnJzc202m0ajwSGqugsEXFqJx3QzXn75hXvueQAADhw4MGbMGGGk+8wzz7Q+wAWAQ4cOORyOJ598Utio9fPPP+fm5vbp0wcANm3a9Pbb/3fvvfd8/PGq6dOn63S6v//971OmTJk/f/4ff/zx2muvvfHGG0ePHr377rvDw8OPHj1qs1UdO3b83nvvHT9+PAB4Q4+43W5hcLlly5YnnngiJSVl9OhRN93Uf8+e5e+9935oaOjFiw1hAI8ePVpSUkIQBM/z+/fvnzx58tNPP7169WqdLjg/v0Ao0uLFi998801haM7z/Llz5zZt2lRZWbls2bKSkhKZTFxUdHHgwL+pVKrhw4fv2zca4NXmtaYoiqIoi8WqUgXqnlPBwIvF4lmzZq1YsaKsrAyvqF49ulvLDhw4cPPmzYmJiU888cRDDz0UExPT1SXCtA2FQqNQNMaJNxqtwkFBnS4yJMSP80iTqRw92IxIdFGh0PjVCQAAfFXVhaAgPWKwGYDzGo0BOdhMhU4XhbZMywDUeAvsXaYVicTNayEEm0GrXVeSkBCfmJhYWFhoszV6kti/f/9TTz319NNP/+Mf/xg1atStt9564403AgDHcb///vvIkSNFIpHgqdS7Dbu+vn7gwIHLli179913Q0JC9u8/cOJErtPpXLJkiUKhoGm6uLg4MjJy0aJFhYWFI0aMYBjGbDZnZ2ffcccdsbHRAFBbWyvMAdTV1R0+fLi0tHTatGkikWjKlClnzpwBgPz8/Pz8/JMnBx46dJTned/IF1u3bj1x4kRycnJ+fv7MmTN5nn/vvfc4jqutrfXKvPzyyzzP33777Xv27HE4HBaLZdKkSd7Uf/1rAQDs3Ln3jjvuOHr0KM83zEFyHFdeXrl9+/bi4uKjR4/u2rXL5WqYGdLr9UqlUiQS6fV6tVotjIMpitq5c+e1bDKFmXnBpZ1Go0lJSfH3Bqb9dN7fQWlp8ebNG0mSzMzsM2bMuCZzkq2nojN69Ojly5cDwMKFCz/55JPCwkLsICXQEVbf8Rp8t4QgiNGjRxcWFnqfCKenPvjgg/379x8+fPiPP/44ceLEDz/8AAB//LEnJ2d6Zmbmww8/7Bsd5N13333uuedomp47d67b3XCAzels8D0iPKmtrX300UcF6yicvN+9e/ebb74JAGVlFV6nabfddtu2bdtuuukmb6CzdevWQcPGdR4ADh48ItyKxWKWZYODgzMzM9evXw8Ao0ePzs/PF7YUcBwnFouFs1srV65845LdcgAAIABJREFU4oknhKyfeuopgiB++eUX7z4DqVSq0WiEOBoFBQXvvvuub/uYTKbY2FiRSBQaGpqamrpgwYKYmBibzWgyGVlWRNM0QRBGo9Fut3sVUhR1LRt4wZWsUMKvvvoKH3+9qnTS3wHHedavXzt5ck5MTOzq1avy8nKzsvoipraJcePGpaamFhYWsixbVVX18ccfP/nkkx1UiY7B6XRWVtb07o0aSw0jcC3/ZmGuhEWLFuXk5HzwwQehoaH5+fmPPPLIunXrNm3adPhwg5+yDRs2TJw4sXfvlHPnzgNAXl6esJfNYDDU1dXdddddTz31lEwmmzdvnte6++I1tIKJjY2NNRqNJEkK3ssFJk2aIJMpvvjii0ceeWTbtm2CsVSr1QAgGP677rqrurpaLpfv2LFDIpGUlJQoFIry8nKDwbBkyRJhNf3WW2+Nj4/ft29fbW2t2Wy+775//PDDDxaL9eabbw4LC0tISHjjjTeGDRsWERExf/78EydObNiwQSKRvPPOOyUlJS+88Hx+/kXh6LxCoejff+j+/QAAQUFBH3301ciRI+PiGv3DCLvor9AFSlchnIMXRvB4rf1q00k/moWFBVqtLiEhCQAGDx564sQxXxPeemqbUCgUBw4cKCsrq62t/fDDD9944w2LxZKTkxMZGdz5USmNRqNGo3G5XFqttqio6MyZ059++rHNRu7bt//VV1/Nzs4W1vwECgoKnE5nWFiY3W4vLCy84YZ2tkD3Q9hLgQ18d6VHjx49evS49dZbvU8qKio2bdoEABkZGcL0+M8///zzz395KyQkZNOmTfPmzXvqqacA4PHHH79w4cIHH3yg1WqHDx9eUJBfVFTSr1+//v37z5kzZ+XKle+88w4AhIeHr1u37v/+7//KysqOHz8ul8vFYjFJkj17xj/22Jy4uLhbb701Kyvr9OnTMTExxcXFJ06cmDt3LkVRS5cujYiIuHgxPzU17bnnnomKioJLMa6ESebPPvtsxowZcrkcAObPn//WW28NGTL41KnjvXplJiQk5OTkDB48eNiwYQAgbBQYPnz43Llzhbr07dv3hhv69O07IDo6pqCgYNGiRQ7HWMHAK5XKmTNnXu0u6EyEJhIMPOZq00k/mlarOSys4eSowRButVoQUz0eT21ttXAtl8t953MYhuY4j91ubZKXVCpOTOyZmNizZ8+4CRMmLVy48O233zIYDNXVNWlpqTKZfOTIEbGxsVKptLa21u12FxUVBwWpBFdKJpOprq7e4bCkpqZGREQBQHV1tVQqNRjCDIZwlUoplzeZ8Octlhqa5u12kmUZq9VGEATDMIWFRUePHi0qKvIaeN9Id9nZ2S+99BIARERExMbGOhyOiooKt9vNMAxBEFKplKZptVqtVgcRhEihUNx009Dw8PDg4ODIyEjh+zcoSOXrurW+vra+vhqgYVW2tLQnQDwA0DS9Z8+BJu1DkjaPh9JoSlrsqezsbN/NiRKJVKnsYl/02MBfb8yfP3/gwIG1tbW33Xbbu+++u3btWu92tvT0dIPBsGfPnqFDhw4ePPjgwYPet+bMmRMbG/vEE08oFIrVqz8xGm1PPtkQz3DevHmbN28+e/bsgw8+OHjw4I0bN9bW1k6dOpWiqB9//HH9+jWjR4+Njo4WPKvk5ubefvvtACAWiwcMGLBz506PxyOscEdFRX322dKJE/9yXn/KlCkVFRX33Xef90/0iSeesNlsU6ZMGTXqxujoVABYsmSJ31q/8soLd901QyQShYeHv/76lbfiFUHT9MmTxwYNaup66MyZ3B07tlEUlZSUMmnSnVJpmx1ICz9c2MB3Dp30o0mSpPDhBgAymdzlIhFTHQ77J58sE66zsrJDQjTwV44d29tKvv/975slJWUHDhyqqzMOHz6kvLyCJF1ffPGFyWQGALlcplAodDoty7Iul9tms6vVaq02mOe5nTt3UxQlEomUSgUA2GxIHv9VKpXHw4rFYqVS2b9/9u23jzaZzB6Px+FwxsXFhITo4+Ji5XJZQkL8n3/mFxYW5ecX1tXVi8XqzMxRHMf16pVmtdrq6429e6cdPnzM5aLEYpHH4/n99502m93pJL1hl/yxCGABABiNxhEj/ob2SgO//rrR15SGh0f27t2/TRo6HJVKSRCENwok5npg9OjRwsVrr722YMGCYcOGZWSknTyZu3jx2yNHjtTpdFOnNvWKk5yc/OyzDRY9NTUlNLQxWmh0dPTSpUvvuOOOF198UXgSHh6+e/duhmFkMtnUqZO02r+EFl27dq33uskmnsTEnk2MU3h4+KJFi3yfxMTELF++nKKcNK1A/zDNzs4UJgauBbZt21RSUtTEwDudjo0b182Y8WB4eMS6dd/s379n5MjRbdWsUqmCg4O9/uwwV5VOMvBKpdJiadh0StOUQqFETFWrNbNnPyFcNxnBl5YWOBxWv+Zn2DCYPv0Bm60GgAgObvR8ZLVatdqWI8ScPn0kJMQQGRnH87zwn5mmabvdLpzhYRiGouigIJXVapXLFS6XMSIiJiQkXC6Xt74RzOUiz549npqapdFob7hhWOvFpmnSZqsLCYkRiRp+TXiet1gsVqvVbnd4PH/xBCKM4NPT+wi3K1f2/PJLAIDQ0NANG/5oovnSCL7lOArNR/Ctl7MTyM7OKiwsxAcirltkMtnhw4cFT3YhIdEAcOHChbYu344aNcpisfjaZoIgLhfB6HK/DNcJf/55tqqqqQN8ADCZjGq1Jj4+AQDS0nqXlha3QzlBEGfOnGkSrB1zlegkA6/TheTl5QrXRqNRp9MjporF4sjIlv8nS6UykUis0SD9V2QYG0GIfIVbeVEkEslkcq32L4UMDW3BIrYpmpxg/lWqIJQyu91imrap1cG+0eSCg1s+plVaWlBSkj98+Ejh9tdfG57LZDLvQy8BF00OAHr27NnVRcBcQ/juOEMHTwuj4HDY//hjx+23T/zpp/VNksLDI2ia/vPPMz16RJ050/6t0PhjvdPoJAOfmJj000/rq6srIyJ6HDt2yPuXUVFRZjCEXy4Vg8FgMJ0I/+OP348Zc7tK1cLOG7lcMXToiP/9b41UKg0O1vXte4M3yeUiV69eJVz37JkQGto4hqEoN8uyra+lemFZGgAkkmIUYbfbVVtbabWa/YsCMIxbLK72Toi2guBfMj//DMryCs9zLEtXVNSi+FWjaRp8lpUrK2OFzVIeD3vs2MEmwh4Py/Oe0tIWplKao9WGJCe3cDKrkwy8SCTOybl348bvGYZJS0vPzu4nPF+16uP7758dGxvfYioGg8FgrirHjx85cGAPANx220STqT401JCYmFJXV9Ncsqio4OjRg/PmPa9Wa37//Zf167/9+98bPOyKROKoqIapVp1Op9E0LrFzHMdxHOJUK0U5AUAub+q8tkVcLqdMJkfUTJK8TKaUSOR+JVmWcTodKlVQsy3VLeDxsBTlUCqDUXy3OBx2inJ7CyyTefUTzWtB0y6OY329frWCUtlyi3XezuTY2PhHHpnb5OGCBW+0kto6Gk0w+pybTKZC91wbEhIeFITUrAQBCoUGxQ0ZAEgkEoMhEnHfqVgsUShQve2qVOqwsB7e24wMyMkBANDrWxCWSuXt9iPU+ajVWvTSymRKwa8tCqGhBsReBiDQe1kslhgMkTKZ/98RaOxlpAqqVGqDobGXe/du6OUW14ulUsW176qZomi3GymuDLSxcymKoSgaURi9cznOQ1EexFg4IpEYvXNpmqaoxnO83s5tcWtpx3Zu//4D+/cfKFyfPn3y/Pmzp04d4zieYei33lr4xBPPBAU1BAAsKipITk4TllD79x/0ySdLvUrkcvmECVNa1H/mzEmXy52amoVSGIfDBMAjRkaorq5WKjWIms3mSpVKi/Lp4HDYy8rKw8OjhYNUrcMwlMNh1GrDRSL/xrSo6EJ9fb23wMOHQ0UFAEBQkLh5LUjSyrKU776xdkB047BFGAzmWmbr1k0FBflPPPF0h2v+4IP/pKX1Gjt2vH/RtmA01i9btmTGjAeTkjrYwerBg/t+/XWLd8DT5dTV1axdu3rOnIZTCcJaanFx4ebNP86c+WBwsG7nzl/q6mpmzpzlV9X27T9fuPCnV1UHsmzZkuTk1Ntum9ixak0m49Kl/5k+/YHk5NSO1Xzo0P7t239+5ZU3O1ZtK+CzxRgMBoNpDWEtNTW1l9FYv2bN5wzDxMTE3XHHXV1dLowfsIHHYDAYzF8wGCJ8x9zeqYUhQ4YPGTK8iwqFaTN4ih6DwXQNRmMdSZKxsfEdrrmsrESlCgoN9R/Qr00wDFNWVhIZGdXh7h2tVovJZBTcdXczjMZ6knRetV5WtXiA+Uq4er1ss1mNxvrO7GVs4DEYDAaD6YYEzG5qDAaDwWAw6OA1eAwG0wWUlhZv3ryRJMnMzD5jxoxrx9HNzz5bXlFRJlwPGjTk9tsnXU5tm/I6dy4vNTXd60ESXWHruTRRe5UKf62Be7lreznADPzChS92dRGuLzIy+tx11z2dnCnu5U6md+/MnJzpnZkjx3nWr187eXJOTEzs6tWr8vLa4/fUbDY9//wCwZ+88IPYoto25WU01v/44/qnnnpB+I1GV9h6Lk3UXqXCX2vgXu7yXg6kj0EMBtM9KCws0Gp1CQlJUqls8OChp06daKsGmqYJglAqVWKxRCyWCIEeWlSLnte6dV+vWPEBRblbL2dbc2mu9moU/hoE93KX93KAjeAxGEw3wGo1h4U1bH42GMKtVktbNZjNJp7nP/74fZvNFhcXP2HCFLVa06Ja9LyEaYw33ljQejnbmktztVej8NcguJe7vJfxCB6DwXQ2JEnK5Q3efGUyuctFtlUDw9BxcT2nT3/g2Wf/JZPJt2z56XJqryQvdIVtyqVzCt/l4F7u8l7GBh6DwXQ2SqVSiKwFADRNKRTKtmqIiYmbNm2GRhMsEokHDx5aWJh/ObVXkhe6wjbl0jmF73JwL3d5L2MDj8FgOhudLsRorBeujUajEL+kTVRUlHn3J4vFYolEejm1V5IXusI25dI5he9ycC93eS9jA39FzJs379///vftt9+OIvzoo4/++9//njKl5ZhLKAJXKH/dci031LVctqtHYmKSyWSsrq7kee7YsUNZWdlt1WC1Wr777muLxczz3OHDB9LTe19O7ZXkha6wTbl0TuG7HNzLXd7LeJMdBoPpbEQicU7OvRs3fs8wTFpaenZ2v7Zq6N07y2Ixf/nlpx6PJzExeezYCZdTeyV5oStsUy6dU/guB/dyl/dygLmqvdZOSM+bN0+n0x0+fHjr1q1+hR999NHw8PDc3NwNGza0KGAwhEskYpfLZbEg7aL0q/DK6R7n4NvasJ1JJ3SiXzr/HDwGg+kErt8R/DPPPKNWqw8ePJSff2HcuHG5ubm7d+8WiyWDBw/Kzs7W63UURdfUVO/du6+4uNj7VmJi0vDhwyIje9TW1u3YsaN9Waenpw0bNtxgMNTV1e3YscOr/667pjb5rTcYDGPHjomOjq2qqty8efMjjzwikUg2btx46tQpFIXXD613XFsb9sUXX5TJZPv27dNoNCkpKR6P5+LFi5s3b0lKSho+fJjBYDCbzTt3/n7hwnlBm0wmv+mmoRkZvbVaLU0zdXV1+/fvv3DhQvvqotfrR40aFRUVpVYH1dXVnz9/ft++/RznAYB//vOfUVFRhYUFq1evAYCbb755xIgRALB06VKTyRQR0eORRx4GgHXrvjt79tyVtCcGg+kGXL8GXkCn0+bk5CgUCoIgAGD8+HH9+vUDAI7j1GqZWp2cmJj09ddfFxQUAEBaWvrdd+cI/gpiY2NnzJjRjhzj4uIyMzMFJdHR0ffc8/cPP1xus9laKpvun/98SCqVAUBCQsL9998vFrewZwJdYTem9Y5rAmLDDhlyo0gkFq779u0bFRVpMIQLfycRERF3352zfPlyk8kEAHfeOTktLV2QlEik8fHxcXFxX375ZUlJSVsrEhMTM3PmTMH1FQBER0dHR0enpqauWvU5z3MFBQVRUVHR0dEABAAfHR0liEVFRZlMJuGW5/miouK25ovBYLof17uBT09PLysrKygoKCkpkUikfftmA8D+/ft37typ0WimT783LMxw442DCwoKRCLR2LG3ikQio9G4YcMGj4edPHlyRESPtuao0+l++WX7+fP5fftmDx8+XCaTJyYmnjx5srnk7bffJpXKSJJct24dRVF33nmnWq2+EoXdldY7rrk8YsN6PNy33/7P5SInT74jLMwQHh6Rl5e3a9eu3r1733zzzWKxOCEh0WQyBQcHC9b9jz/+2Ldvn16vf/DBBxUKRXp6elsNPEEQ48dPkMlkDofj+++/r6mpGTBgwOjRo2NiYgYOHHD48OHCwsLhw4fL5YqwsLD6+rqoqGjhxaioqLy8vKioKACoqqpyuVxtbUMMBtP9uN530dfW1nz++ee7du0qLi5WKOSCu+CePXv27t2bpuk1a77+7LPPduzYCQBxcXF6fQgAbNmypaKiorq65qefNrUjx5KSkgMHDppMxt9//4PjOADQ6XTNxSQSSUpKKgDs3bu3uLi4qqpq8+bNV6KwG9N6xzUBvWEvXrx48WJ+RUVFXt4Z4cnu3bvr6+v37t0rTJirVEoAYBhmzZqv16z5ev/+/RzHK5VKiUQCACpVm4NJh4aG9egRAQC//fZbSUmJ2+3eu3dvaWkpAGRkZABAWVk5wzAAEBMTrdfrlUplWVkZAAimPTo6GgAKCwvbmi8Gg+mWXO8j+NLSMu82Q4fDcfFifnJySlRU1J133snzfGVl5cmTp44dOwoAoaGh3leEi8rKSpZlhNON6Hgnz3meY1lWJpMJs75NCA0NE56Xl5f7FrW5MKLCbkzrHdcE9Iatq6sTLliW9X3CcRzH8aJL38Yul6uurnbo0CFjx94aGhomErX/ozksLORSkUq9D0tLS+Pi4oQ/P4+HLS0tSUpKjomJFiz9+fN/6nS6yMgeUqk0PNwAAC1OWmAwmOuQ693As6zH9/bbb9emp6dlZGQlJyfJZDJhBTQpKfF///ufXC4si/IAjecOGIZtq4FHPLYglUqayPM836IdCqxzEFeJVjquiSR6wyKiUqkefvhhlUrldDqPHDlSXl5+00039ejR5rUbX3y7VCinWNywG6CwsDApKTk6OpamGQAoL6+Ija1IS0vPyMgQicQsy5SVlV9J1hgMpttwvRt4XxQKhVKpqqysOnv2nFgsSUhIGDlyRExMTGpqqlwuN5vNAABAxMTECNuzQ0JClMqr5TnyUnYQGRkljDWjoiKvZHTYjWm94yiK8hXu8IbNyMhQqVQA/IoVK+x2OwDccsst7VNVX28SLuLiYs1m73Uc+EwnFBQU3XorREQYeJ7jea6ysqqysiotLX3gwIEAUFJS4vGw7a4LBoPpTmCD0UhycvLcuXPmzZuXlJQkzIXW1tYCgMfjYRimvLxCWHkdP35cZGSPsDDD5MmTr15hnE5nVVUVAAwfPiw6Ojo8PGLChAlXL7uApvWOayLc4Q17aUqAiImJlkqlQ4YM0Wq17VNlNNbX1NQAgLCxTjh9Fx8fDwBnz54VZGpqapxOJ0GIIiMja2vrGIaurKyCS8vwBQV4AR6DwTSAR/CNXLyYbzIZQ0JCZ8yYwTCMVCoBIADg0KFDHMfZ7fbTp/Oys7PDwgyzZz8MACzLtmMNHp0dO36bPv1ejUbz0EMPAQBFua9kJrkb03rHNZfv2IYtKCi65RaOIER33z0NADiOc7sphUKu0Wjaqorn+c2bN8+cOVOj0cyaNcv7vLy8/PDhw16poqKizMxMAKioqACAqqpKryTeYYfBYLzgEXwjbjf1xRdfHjx40Gg08jxPUVR1dfXmzVt27vxdEPjpp59++WV7RUUFTVMVFRVff/21w+G8euUpLCxYs2ZNaWkpRVHl5eWrVn0hTCFgmuC345rQsQ1bU1O9fv0PRmM9TVPFxcWff/75xYv5AJCQkBAREdFWbWVlZR999HFeXp7ZbKJpurKy8vfff//88y98v1S8VlxYYnA6nVarVbioqaltd0UwGEw3A7uqvUYhCFF4eDgAOBx2p9MJACqV6rnnngOAr776qqioqHOK0T1c1fpyjTTsNQV2VYvBdEvwFP01Cs/z999/n0KhqK+vX7v2f263S4hZ53a7hTVXTPvADYvBYK4TsIHvGPr16zdp0qRWBJYt+9Ab8RcNfuPGjVOmTA4LC3viiceFR2439cMPP1CU+wpKium8hr0KfxUYDAaDCjbwHcP58+c/++yzVgSs1jbHMTt//vz773/Qu3dvvV7P87zJZDp37qzbTfl/E9MqndawV+OvAoPBYBDBBr5jIEmSJMkOV+tyuY4dO9bhajGd07BX6a8Cg8FgUAiwTXa+lJcXOZ32tLQ+KMI2Wx1BEBpNGIrwuXMndLrQyMg4BFneZCoPCgqRy4P8irrdrvPnc5OSeqnVwX6FadrlcNTrdFHegGatUFtbVVNTnpU1ULj94gv4+msAgJAQaObJDZxOM8vSWm2bN3h3CRUVxQ6HDbGX7fY6APRePqnVhkRFofQymExlQUF6ubyFmDRNuHq9XFdXVVVV1qfPIOH2q69g9WoAAL0evvuuqbDTaWZZSqu9Iod6GAwmoAngETxJOm021BlOlnUL8UhQsFrNcjmSizqeB4oiFQr/P+UA4PGwZnM9yzZ1vdIiHOehKBLx88vtJi0Wo/e2sBCEUPWRkS0IsyzNMAETbYwkHVarGVGYYSj04+xWq1kmk6PJ8hRFKhRI59o5zmM21zMMjShMUSTPcwD+Dbzb7Wqxl1s8i8eyNE3jvRoYzHVNIBl4miYpqvHcOcO4OI612+tQ3vV4aAACUZjjOJomUYQF++t22z0e/z/oQhBPkrSIxS14X2mC8B3gcBhRvKhSlJPneW+BaToIQAUAPM/Z7cYmwgzjRm83iUSuVCJ9vmAwGAzmmiKQDDzL0i6X3eeW4TjO90krCJ5MEIV5nmuSV+swjJtl/Rt4wSk6TbtcLv+jTGHs7nY7UUakDEOBT+0YRnLJwPPNa8FxHoAWnreIQsFjA4/BYDCBSCAZeJVKp1I1Rjq3WEiaZsPDE1HeNZnKCEKk10ejCBcWFqtUOhTNPM9XV1/QaAwqlX/3406nvaCgUKeL1OlC/Qq73Q6zuSIsLE4s9t9HbjdvNBoLCmoGDx4sEomCLu0HEInEzWthtdYwjCssrKdftRgMBoMJXLqVq9qLFy/+9NNPXV0KVGi66aDfbrfb7faKiorCwsJXXnm1SShbL7t27dq5c+eLL764a9cu78OKiqqhQ4fu3r37Kpa4K9ixY+eyZSu6uhQYDAYTeHQHA79ixYqioqJz585Nnjz58ccf9yvvcrm2bt0qXLvd7gULFthsNl8BwfRyHMcwTGVl5bRp04ToZAI8z3/xxReCl9MdO3a8/fb7TV73xePxAMCJEydMJlOT55GRkevWrfN9OHPmzOTk5Li4uKVLl77zzpLTp8/4lsfLkiVL3nrrrY8++mjbtm2+lQKAM2fO+K3+NQ7HcR4P4/2Xm3t669ZffJ+08o/neZ7nEIUB2iQMHOdBE2YBgONYFGFh5cjjaZOwt7KNOzlaagqO53nE2nEcjjCLwXRDAmmKvkV+//33xx9/fNy4cZs2bQIAlPAemzZtmjZtWkFBQURExDfffPP666/ffPPNo0aNElJ37Nhx++0T169f+9prb1VUVEyfPv277757/PHHBQfmADB16tQNGzZUV1fPnz9/7dq1q1at2rhxS1FRcYtlu+OOOyorKydOnDhr1qznn39WeO7xeL766iuTybRnz56cnByvfHl5ufAlsXPnTgCoqqoRHiYnJx88eLBv374XLlz4888/GYZxOBx2u93tdgNAbm7u0qX/dbmcADB37ly5XA7wULvbs8txuSw2W+MGQJalAKC2tg1B0hCFPR6WJC3omu32ervdv9c54WvMYqmiaSuiZqOxFEXM4bDwPO8tsNMZBhAKABzHXq4WiLVTKDR6fRRaYTEYTMAQ2Aa+vt44btydAOCNEWI0GmfPnr18+fJRo0a9+eabgwYNev/99x977DHft+x2OwAcP3783Llzr7zyCgA4HA4hqaqq6oEHHmBZ9rHH5lZUVCYlJQm/148++uiLL7544cKFmTNnnjx5EgDeeeed06dPHzlyRCiGV/nx48dramoE9+aFhYV2u3337t21tbWnTp0CgPPn85cuXVldXbN//34A+PLLL6uqqqKjo8ePH+9wOLxOUXJzcwHgoYfmGAyxERE9hPBoALBgwYIDBw6kpaXl5eVxHFdeXl5TU9OvXz+O44KCVADAcdw///nPxEQlQKDGDlEoNBKJwnsrFssAICQkFuVdu72OIAi1GukcfHFxhUKhQdMseDtAOgfvcpEApRpNuFar9yt86Rx8pEiEstMCCMLkLbBS2RCnmCDEzWvRpnPwKKfwMRhMwBHYBt5qbZgbP3v2rHDBsuyGDRtmzpy5Z8+eV199NTU19aOPPkpJSfnoo6V9+mRNmzZDKpWeO3cOAO6//35hmh0AVqxYMWLEiKeffnr37t1CCM6qqmoAqK2tFSYGzp49u3Tp0sOHD7/++uvC/naTyfTNN98Irzscjp49eyYkJKxZs+a1114rLi4eNGiQ3W4/fvw4AOTk5DAMI1wvX/5Zbm7jLLrNZvv++++Tk5N//fVXs9ns/c7wcscdk++8804AcLvdVVVVdXV1dXV1LpdLWBT45ZdfMjMzhUCiTmejxzRvOFGe54XI6AGEWCwVi6XeW8F7gVyuQnnX6RQTBIEoTBCEWCxFE+YBQCKRoQh7PBwASKVyFGFhml0mU/pW+XJIJFLwaQrxJaPcYpXdbrvHwyA2BQaD6ZYEtoH/+eeGpXTfaNn19fXTp08HgN9+++23334DgB9++OGvZ1hmAAAgAElEQVSXX3b+8cee//znfalUyjAMAHitOwBs2bLlpZde2rp1qzBQ9iq02+2CgYdL3xCX8zxTUlJSUlKSmZnpdDolEklUVJRYLDYYDAAgjMudTueZM2cqK6ubv3vx4sVW6vjDDz8AwKeffnrfffcJdl2YmQeAVtb+Bcxm89y5rw4aNMhqtbpcLpPJVFlZGRER6naTIpHC4/HY7XaWZUUiEUVRHMcRBPHNN9+IxdfQeA7dcQ0Gg8FgfAlsA19Q0HL07rKyMt9bwczTNAMAgnVvzvLly1vPq/nwujkWi8U3i9LSxrVVh8PxyCOP+k7mt4ktW7a04y2Kor788sulS5cSBCGRSNRqdXR0dE1NtUKh4HkQi8UhISEcx0kkEgBQqVQMwwSu62IMBoPB+BLYBl5YTRfQ6/UGg+HChQvNxSorKzuxUC1D0/SJEyf9ivXv33/hwoWTJk1qh6EliKaRBUJDQysqao8cOdK3b9+goCBhNIzPwWMwGMz1QAAfk+N5/ty58xKJJDMzUyaTffjhh7t3737wwQeDgvzHfWkFwTWsWq0GgMcee0ypVOr1+oEDB3oFxGLx3//+d+9tz56tRSshCEKj0fTs2bN50rx582JiYpo8fOCBByZMmDBz5sxFi15tvZxqtTokJMT3yd13393Er61MJpPL5cOGDVOr1XiuG4PBYK4rroqBLy0t/uij/y5Z8ub27T/7ntZtJfXgwX3vvbf4nXde//77b5t7gGkRjuM5jps0adLp06erqqruueeeiIiIlStXTpw4EQBCQy/rLe5f//qXStWw+Wj06NHx8fHepFtuuSUvLy8lJWnw4IFHjhx5//33e/funZmZ6ZUHgPj4+Ndff/2xxx576KGHtFrtjz9+u3XrplmzZgmpYWGNW7gHDBjw3nvvlZeXf/rpp96HSqUSAO6+++6cnJzg4GCvSX7++ecBQKFQAMCXX3753HPPpKenCPn66nzttdfeffddALjhhhvmz58vvDJ+/O39+2d/9dVX27ZtS0pKQmm9AAKvGmAwGEw76HgDz3Ge9evX3nbbxLlzn62oKM/Ly/WbWlNTdeDAnlmzHp0z5xmn03HgwB6UjISPA51OBwC+Y1lha5twUM2LXC6HSzu2XnrppczMTAAIDQ199dVXjxw58sMPP4hEIoPBsGjRol69emm12uBgzYABAyQSiUajUSqVgrakpKRx48bl5OQkJSV9+OGHH3744YkTJwyG0BEjhv/tb38DgBtuuOHnn39OTEwUzPZ77703b9684ODg9PT0Hj0aDixlZmaq1epPPvnkpptuevrpp2fPng0AK1euXLx48WuvvTZ+/HhvmdPSUvv375+bm/v0008DwJw5c8aMGfPyyy8/9thj2dnZoaGhzzzzzIULFzZt2rR8+dL//nexTCa79dZbV61ahRKfJlDAEw8YDAbTPjp+Db6wsECr1SUkJAHA4MFDT5w4lpXVt/VUs9nUp0+/4GAtAKSl9aqpaWGreXOEje7NR+qRkZEAkJaWFhQU5HQ6FQrF6NGj09OTliz5YOrUqT/++KNSqdyzZ09hYWF6errwypQpU2bNmjV16tQhQ4YAwIIFz0dFNRws7tGjh0wmi4uLA4CtW7empKR4M5LJZD179qyuvgCXvjMmTJgwePDge++999ChQ/fcc493Yj8mJubhhx9euHAhAMyf/3zfvv21Wi0AzJo1Kzs7e8WKFUOGDCEI4uWXX/atyJw5/5TJ9FlZWb179x4+fPiwYcOE53K5/ODBgxzHiUSilJSUlJSU0tIC71sjRox4/vkhixejNCEGg8Fgui0db+CtVnNYmEG4NhjCrVaL39T09Iz09AySdFZXV50+fWrkyNFeeYqijh49KFzr9Xq1unF93W63AoDBEOJr3gDg7run3HzzsMjIyGXLljqdzkmTJr7zzv/V11dFRUXGxfUMDlaXlRUCgEol9X3x5ZdfAADhSUiIXiIRCdevv/5vgiAoivroo2VyuahJXjzPOxxmkmQTE2OjoqLkcklpacE//3n/Qw/dRxBETU25V3LatKnnz59LSopLT0+SSHivnvBw/bFjB4OCZE00syzdo0dEUFCo8DwuLrKJgC8Wi5HnG3WSZAiAHgA8Hk9paXETYbfb4fEwJNmyo/smqFTqsDD/zgExGAwGc63R8QaeJElhPhwAZDK5y0UippaXl+7YsY3neYMh3PuQotx79zaEVOndu7de3xi69Pz5CwBgNte3aPnKygozMtJDQnTJyXGlpQU8zw0c2JcgRA88cE8rllLA42FtNovD8ZdT5pmZKS2+yHEegrASBPH1159KJJJWlD/22IMeD2s01ppMTWOxO52WJk8Et+pms5+T7t4y8DznzdpmIy4ZeLZ5eYSlDaPRBAiEhfXocgOP1+AxGAymHXS8gVcqlRaLWbimaUqhUCKmpqb2Sk3tdeDA3s2bf5wx4wHhYXCw9oUXXmkxo9OnzwNAenqfYcPGtCjw22+Nz9sULvbgwZ3h4VGJiel+JYVwsVptD8RwsUeO7M7KGoAeLjY8PAklXGxpaUFJSb63HX75peG5TCZv3jhdeEwuN/fErl2/sSzbq1fm2LHjBC91rYOX4DEYDKZ9dPxuLJ0uxGhsiMlhNBp1Or3f1P3795w8eUx4GBsbZzL5D+kBlwK1SaX+fXxirgVqaqq2bt00Y8YDc+Y8U1tbffTooa4uEQaDwXRnOt7AJyYmmUzG6upKnueOHTuUlZUtPK+oKKNpqsVUrVZ7+PB+k8nodruPHDkYF9cTJSPBwMfGIoUhwXQ5+fnnU1LS9PpQiUQ6cOCNZ86c7uoSYTAYTHem46foRSJxTs69Gzd+zzBMWlp6dnY/4fmqVR/ff//s2Nj45qkZGX2MxvrVq1fSNJ2QkDR+/B0oGbGsBwB69+7d4VXAXA08Ho93NZ0gRN6VGiGptrbh6IRMJpPJZE3eEjZU+sXlcgGARIIkzHEcTVNomnm3m5JIHB6P/wUDt5sEAJJ0CrFhWoemSbebcjhsKNHkKMoNl/aWAgBNKwDkAMDzvN3edK8GSZIM40ZsN4lEqlTisDQYTHfjqriqjY2Nf+SRuU0eLljwRiupI0aMGjFiVJtyETaLdacz392b5OTUgwf31dRUq9Xqgwf3ut0ub5LT6fjkk2XCdVZWn5CQxq2UJOnkeTh2bG9bsmrBXXGL1NRU1NRUIKst8y9yifz8PHThkpI2aPY2RWVlKkAKADAMffn2QYoHbzBEZmT0Ry8DBoMJCALbFz1gRyiBQ3R07Nix43/4YS1BEL17Z/menwwKCpo5s8EVoFKpENz5CahUGwkCsrMHo2TRpnjw586d1GpDoqJa8zR8iTbEg6co159/5iYmpms0/vddtikefF1dVXV1WVbWIOG2R4+GMbdEIm3ePk6nmWVprRbpBIRUKvMvhMFgAo0ANvD49FRgwbJsr14ZffveAADnz5/T6xudD4rFksTE5BbfkkgkAIRej2Szed5NEKjCIpFYoVCiCfNutyk4WKdS6fyKkqQDADQaLYpmt9vBcaROF4oSD97hsPk2hfcrSCQSNc9LJPLQtAuxKTAYTLck4Oe38Qg+UCBJ5/Ll/7XZrDRN7du3q3//gf7fwWAwGEx7wSN4TCcRHKy96aaRn3yyTC5XDBgwKDMzG/lV3NEYDAbTZgLYwAvgEXwAMWjQkEGDhrTpFdy/GAwG0z4CeIpeGMFjA4DBYDAYTHMC2sB3dQkwGAwGg7lWCWADL4BH8N0evNkCg8Fg2kEgrcEzDMUwjd5RPB4aAEjSShCM33c9HpYgCJJsGrStRXieYxgKRViwPTRNomwEE3ycUZSDJMV+hRmGAgCXy4biyYdhXAC8t8AMowBQAADPcyTZ1McZy9Ic50FsCrFYJpdjH2cYDAYTeASSgacop93eGGiVZRkAsNvrWFZx+Zf+gtVagyLGcR6KciIKA4DLZXO5/Md1pSgaABwOM8e5ETX71rcV3G4Hz/PeAlNUmNfAX64WiLVTKDTYwGMwGEwgEkgGXq0OUasbvaPIZEoA6NEjRaXyb4HaFC62pKRCrQ6JjEzzK9nWcLHFxaWhobEdHi6WYQpMJou3wOpL/tZEIknzWnRhuFgMBoPBdBp4DR5zjUPgNXgMBoNpBwFs4PExOQwGg8FgLkfAG3gMBoPBYDDNCaQ1+BbBI/huBsexHg/rvRWCAjMM0rZEnud4nkAW5jmORRPmAcDjYVCEWZYCAJalUYSFkyAsS3GcB0GYBZ+m4DjJpf+/vHDmwheO8/A8j9gUIpEYJdoNBoMJLALYwOMRfLfE5bLZbL5nJWgAqK8vQdeAKMxxrMtlQ9fscJgcDpNfMZqmAcBmq2FZO6JmkwkpJr3TaeF53ltgkgwDCAUAjvNcrhaItVMoNHp9FFphMRhMwBDABl4Aj+C7GUplsEzWeCxCKpXzPB8WFo/yrs1WC0AEBxtQhIuLK5TKYDTNfH19qVodolBo/Iq6XM6iotLg4AidLsSvME2TNltdSEg0Sjx4iiKMRpO3wCpVwysikbh5LRwOE8NQen2kX7WCBhQxDAYTWASwgRcG8NjAdzNEIomvtSMIEQAhlSK5OiAIEUGgCxMikQRNmAcAsViKIswwLABIJDIUYWHWXSKRo8yQCwcmvWp9HCC1UGWRSIzeFBgMpluCN9lhMBgMBtMNCWADL4BH8BgMBoPBNOeqTNGXlhZv3ryRJMnMzD5jxowjCJHf1D//PPv777/a7bbIyOhJk+7UanV+c8Ej+OsBgsCObjAYDKY9dPwInuM869evve22iXPnPltRUZ6Xl+s31WIxb9z43aRJdz755As6nW7z5o3o2eERPAaDwWAwzel4A19YWKDV6hISkqRS2eDBQ0+dOuE3taysJCEhKTo6ViaTDRkyvLy8DC0rPLDDYDAYDKZlOn6K3mo1h4U1nFMyGMKtVovf1PT03ikpDTFRqqoqIiMbQ8LQNH369EnhWqsN9o0rQ1EUAFRVlaEEVHU6zQRBuFz+3YkAgMfDOhy2yspSv5I8z9tsNooCmczqV5ii3ABgNNaSpNOvMMNQJGnzeMpRamezWXie9xbYbtcCaAHA4/FUVjY9Y+1y2TwehqaRvu2USpVeH4YiicFgMJhrio438CRJyuVy4Vomk7tcpN9UqVQmlQIA5OWd+vXXrXffPd0r73KRP/+8QbjOysoOCdH4JDkAID8/ry2z9IhzA2Ay1ZlMSKFaAQCgFlkSysoK0YVratqg+cKF08KFyZR6ycCz3ofNqETRGR4eiQ08BoPBBCIdb+CVSqXFYhauaZpSKJQoqS4X+eOP31ut1hkzHggP7+GVDw7WvvDCK8K1SCTyHc7u3LkPAIYNG4Ni4M3mCoIQ6XRIfj+OHt0dFhbZs2eKX0me52trC4KDw5XKYL/CJOk4fnx/VtYArda/CxSKclosVWFhPVHCxZaXF5WVFQ4ZMlq43bGjwW+JTCYfNmxME2GbrY5hXKGhcX7VQsMx9K6EIACvxWAwGEw76HgDr9OFeDfWGY1GnU7vN9XjYVevXtmzZ9K0aTObWGuCIJp8IvgmAYBEIkUx8GKxmCBEEgmiw21CJEIS5nleJBKJxRIUYcFUIwqzrEQoA4qBFzyRedX6Tuo3z0ssFnOcGLkpMBgMBhOQdPz4LDExyWQyVldX8jx37NihrKxs4XlFRRlNUy2mnjt3RiaTjxkzDm+J795YLOavvvrs7bdfW716pdvt6uriYDAYTHem40fwIpE4J+fejRu/ZxgmLS09O7uf8HzVqo/vv392bGx889TKyoqSkqKFC18UJFWqoOeeexkxO/xNECjwPL9mzedjxoxLSkrZvv3nAwf23nzzrV1dKAwGg+m2XBVHN7Gx8Y88MrfJwwUL3rhc6pgx48aMGdfWXLD7k8CiqOiiWq1OTU0HgLFjx7tcSCN47OgGg8Fg2kcAB5vBBBYmk1GlUn3//bdVVZUxMbG33TbBm+TxsCUlxcK1UqlQKBpDpLAsCwBmcz1KFg6HnSAIACRhjvO43S40zTxJkgRhoSjWryhFuQDAbvd/bBIAaNpFkqTFYkSJJudyOQF4b4HdbhWACgA4jjObm8axdTptLEtLJEhNIZXK1Gr/u0QxGExggQ08ppNwuVznzp29995/TJw4ZcuWn7Zs+Wnq1L8LSU6nc/XqlcJ1VlafkJBGY0OSDp6HU6cOtSWrAkS5urqquroqZLVIBwsFCgv/RBcuK2uDZm9TVFenAqQAAMsyl2+fYhSdBkNkRkZ/9DJgMJiAABt4TCehUChiY+NSUtIBYPDgoV99tdKbFBSknj37CeFaJpPJZDJv0oYNWwgCbrhhGEoWNlstAAQHh6MInz59VK8PjYlJQJBtQzx4t5s8c+Z4SkpmcLD/eAptigdfU1NRWVnSr99Q4faXXxrmOaRSWfP2cThMDOPW66P8qoWWjlpgMJhuQAAbeJ7n8Q67AEKrbTww2cSlgVgs9nVf6ItEIuF50Gi0KFkwjJ0gCERhkUgkk8nRhHmHQx4UpFap/AuLxWIAUKmCUDS73WKatqnVwSjx4C0WI0BjU3i/glqsMse5aRq1KTAYTLck4MPFYgKFpKTk+vq68vJSnucPHz4g7LbDYDAYzFUigEfwmMBCLJZMmzZj06YfnE5nfHzChAmTu7pEGAwG053BBh7TecTHJzz66JNdXQoMBoO5LgjgKXq8Bo/BYDAYzOUIpBE8y9IsS3lved4DwLvddpR3Oc4DwCEK8zzHsjSKsOCDhWHcbrf/TyWKcgIATZNut8yvMMO4AYCiHIKf+dZhWcq3KVhWDiATiud2O5oIezwMz6M2hVgskUpbjgXQOWBHNxgMBtM+AsnAu90Ou70xhCvL0gBgNrfhDDGiMMd53G4HumaStJCkxa8YRdEAYLcbPR7Sr7CA1VqDIuZy2Xie9xbY7Q4DCAUAnvdcrhaItVMoNHp9Vxp4DAaDwbSPQDLwKpVOqWw8iCyRyAGI8PBElHctliqCILTaHv5FAUpKyoOCdCiaeZ6vqyvSaAy+BbscJOkoLi7V6yPRwsWSVmt1aGi8cOzKn3CRyWTxFjgoqOEVkUjSvBZ2ez3DuENCYvyqBezqH4PBYAKWQDLwIpHId9OAYHtQDhALwgQhQhQGQBUWZo9FIjGKsODMRCSSoAmLAUAslqCHi/Wq9TXKzfMiCBFBEMhNgcFgMJiAJIA32WGuD/AaPAaDwbQHbOAxGAwGg+mGBLCBx8fkMBgMBoO5HAFs4DEYDAaDwVyOQNpkh7ke8HgYlmV8HnAAPEUhHSzkOA9BEIjCPM97PAyaMA8ALEujCNO0GwAYhkIRZhgKAGjaJRIxfoWFZvGq9XikAFIA4HleCELvi8fD8jyH2BQikVgqlaNIYjCYAAIbeMy1hdttt9n+4u2A58FkKkPXgCjMcazbbUfX7HSanU6zXzGaFrwd1Ho8TV0MXQ6LBSkmPUlaeJ73FtjlavR2cLlaINZOodAgBpbFYDABRAAbeLwG3y1RKnW+YddlMgUAj+ztoJogANnbQYVKheTtAICvrS3SaMKUymC/oiTpLCoq1ekidbpQv8KXvB3EoRyGpOlio9GE7u2Apt2hodjbAQZz/RLABh7TLWnm7UDE823ydoB+xB/dNUIbvB0Iprrt3g7QhbG3AwwGg8RVMfClpcWbN28kSTIzs8+YMeMIQoSYeu5cXmpqOspoBnOdgH3RYzAYTPvo+F30HOdZv37tbbdNnDv32YqK8ry8XMRUo7H+xx/XsyyLmBHP46nF7g9BEMIAGoPBYDBtouMNfGFhgVarS0hIkkplgwcPPXXqBErqunVfr1jxAUW5O7w8mICGIAg8gMdgMJh20PGT4VarOSzMIFwbDOFWqwUlNSdnOgC88caCJtpYli0tLRaulUqlQiH3SWIAeLO5HqVUDoeDIAgAJGGO49xuF4pmnudJkiQIC0X5P+bkdpMAYLdbUeacadpFkqTFYkQJF+tyOXm+sSncbhWACgA4jjObTU2EnU4by9JiMVJTyGTyoCD/cXQwGAwGc63R8QaeJEm5vMEMy2Ryl4tET22O0+lYvXqlcJ2VlR0S0mhsSNLB83Dq1KG2lK4AUa62trK2Fj0QbRtC1hYUnEMXLitrg2ZvU9TUpAKkAADLMpdvn2IUneHhkb1790cvw9UAr8FjMBhMO+h4A69UKi2WhuPCNE0pFEr01OZoNMFz5z4nXEskYomkcVfwli07CYIYPPhmlFJZLFUEIdJqI1CET548EBoaHhub5FeyTeFiXS5nbu7hXr36BQfr/Aq3KVxsZWVpZWXxgAEjhNtffmloJalU1rx97PZ6lnXr9UgHqFByv6rgTXYYDAbTPjrewOt0Id6tc0ajUafTo6c2RyQS6fUtR08XiUQEAUqlCqVULpeMIESIwgRBSCRSFGGe52UyqUKhQBHmOA8AyOVyFGGC4FwuqVKpRDlTIJVKARqbQnLpDYIgmudF03KRiENsii4HG3gMBoNpHx2/yS4xMclkMlZXV/I8d+zYoaysbOF5RUUZTVOXS8VgWgQflMBgMJj20fEjeJFInJNz78aN3zMMk5aWnp3dT3i+atXH998/OzY2vsVUDKZF8Ageg8Fg2sdVcSkTGxv/yCNzmzxcsOCNVlIFXnrpNfRceJ4HwMO7QOLgwX0HDuxhWTYhIWnSpKkymayrS4TBYDDdFhwuFtNJ1NRUHTiwZ9asR+fMecbpdBw4sAflLTyCx2AwmPaBncJiOgmz2dSnT7/gYC0ApKX1qqmpRnkLL8FjMBhM+8AGHtNJpKdnpKdnkKSzurrq9OlTI0eO9iaxLHPhwp/CdVCQWqVSeJMYhgGA2tpKlN12DoeFIAiWRZqX8ng8Lpezrg4lVCtvtzs8HrHT2TTsenMEb4xWq+mvUe1bhmHcDodDJKpBcWfkcNh4nvcWmCQ1AGoA4Diurq6miTBJWlmWBkAKRCuXK4KD/ZxnwWAwAUcAG3gcLjYQKS8v3bFjG8/zBkO49yFJkuvWfSNcZ2X1CQkJ9klyAkBe3nGRCL2vixHl6utr6uubmsbLgzTl0FCC4nx04crKNmg+c+a4cFFb2+jOyPuwGUjx4A2GyIwMbOAxmO5GABt4TCCSmtorNbXXgQN7N2/+ccaMB4SHarXmcu6M/vjjAAAMHDhCIvH/t2qxVBMEgezO6GBISFhcXDKCbBviwbtcZG7uofT0vlqtf5PZpnjwVVVl5eWFAweOFG537PDjzohh3CEhgeHOCIPBXA2wgcd0Evv371GpVH373gAAsbFxR44c8Ca14s5IsD0KhVJw5tM6LpesRd8+LYLuzgigDe6MeJ6D9rgz8l+7trozIoiAcWeEwWCuBgG9ix5P0QcSWq328OH9JpPR7XYfOXIwLq4nylvCzDzHcVe3cBgMBtPtwCN4TCeRkdHHaKxfvXolTdMJCUnjx9+B8hZBiAAbeAwGg2k7gWTgOY71eFjvrXA8mmGQQsjzPMfzPLIwz3EsirBQBo+HQRFmWQoAWJZGEfZ4GOEVjmMRhFnwaQqOk1zqWZ5hqCbCHOdBbwqRSIwye4zIiBGjRowY1aZXRCJs4DEYDKY9BJKBJ0mb3V7nvWUYCoCvry9B14AozHEsSdrQNTscRofD6FeMomgAsFprGMaGqNlkKkcRI0kzz3PeApNkGEAoAHCc53K1QKydQqHR66PQCntVEIuxgcdgMJj2EEgGXqUKlssbNw1JJDKCIMLC4lHetdlqAIjg4P9v715j47iuO4DfmZ19zuybFLXiQxLVUqIkhrQUibIqOUHlRFBhyJZrKmhVA24LFIECuIGRokULowZcwUYMGKhhtDaaGAgCo43iIHaR5JMBq5YjxzIU1yJlwpT5fi3Jfc0+5rU7M/0w0lKlyN27ElfLXf5/n3Z3zpx7d67EwxnO3LulfCghExMzHo+PJrNpmvH4lCCEXS6hbLAkZScmpvz+Fpr7qzVNTqcXQ6E2miekFYUkEqlihz2eW8PKsra7v0U2mygU1EAgUjatlYEmrHqsS/S6rte2GwAAdaeeCjzLciy73GHrR7/d7lp7j2UMwzIMSx3MsCxHE2xdorfZ7DTBHJcnhHCcgybYuurOcU6aB6ismGJadvnWSebutljWxjCrfL4x4QweAODe1PVd9ND4rEsIOIMHAKgUCjxsaBxnI7cnrAUAAHp1XOAxVe1mYE10UyiUf5QAAADuVMcFHjYDa/o2nMEDAFQKBR42NIfDTghR1ZVP8wMAQGl1XOBN0yQEl+gbnMfjIYSk07QzBwAAgKWeHpODzaBQ0Kwp/yxNTSFCyOTkaF/fvrL7GkaBYRhFydA0ZJpGoaDRBd+aM5EmWFUlQoimSTTBmqYQQlQ1RzPfgHVYimkLBSchDkKIaZqKkl0RrOt50zQoDwXLcg6HmyYSAOoICjxsLKqaTaeX5yt0OFhCyPz8dDI5R5lB06giDUNX1Sx9WkkSJUmkaF0jhGSzccOQKTOLItWa9JKUNk2z2GFFuTVfoWnqa30Lym/ncnlR4AEaT1UK/NTUxK9//a4kSfv3f+3b3/4Ta0aa0ltL7wKbh8cTdLv9xbeplEwIcbn8LS3lF25PJucYhqGcpG9ycs7jCdKkJcRcWBj1+Zrv7NhaJCk7Pj4VDLYGAuGywaqaS6Xmm5q200z4n8+Px+OJYod5/tb/EZbl7v4W6fRSPi+Hwx1l0xJC8DQKQENa/wJvGPovfvFfTzwx0NbW/tOfvjU0dL2np6/01tK7rAWPyTUkhmEYZvl6NcdxDoc9k8nSXMRmGIZhGPrpdamDTUIIw7A0wVYMZbD1iyzL2ioKvv12ZaP/P5ghpIJDAQCNZ/0L/NjYqN8f2LlzFyGkv//oZ59du7Nar7q19C6wybW1tV64cEEQBFmW+/r6duzYsXXr1pmZmVgspmlaMBj89NNPZVl+5JFHdD3n9Qoc5xNFsbm52W0YgD8AAAsnSURBVDRNURRTqVRra6vD4XA4HCMjI6qq8jxvGIYkSTdvfuXxBDwej2EY0Wh027ZtyWRyy5YtiURiZmbmyJEjuq7LsiwIfCaTnZ1NdHTsMgxDEASO4z766KNQKNTd3R2NRgOBQC6Xi0QiNpvt5s2bopgWRXF0dKKtrW16erq1tZUQEo/HFUXx+/2KouzcudPr9UajUdPMi2I6n5/L5aRwOOz1egkhDMOoqioIwuXLl9va2jiOczqdk5OT+by8tBSLRqMejycWiy0uCoRQra0AAJvT+hd4UUw2NTVbr5ubt4hiquzWErsYhlF8y3E2jrPfuYkQU5Ylml6pqsYwLGWwaZqFQp4m2DRNTcsrisIw5S+xqqp1R5VKk1lVFU3Ly7JszfRSmvWYeDFtoWAnxG51T5ZX/iVYVdVCQaM8FDabzeFw0kRWz5kzp19//c3z58/T78IwjGmadrvdOjIMw7As6/V6FUVRlFvr5Lrd7jsPjs1mMwzDNE2O46x5dfbt2zc9PZ1Op5uamkzTiMcTNptN13WHw0Fu/63d+sTlcimK4nQ6fT7f0tLyDQQsy641i35LS0s8Htd13VrOgBDC87wkSdZeuq57PB7r7dpeIOSfCSGxWGzXrn5VVe+MN02D3D7pv9v8/LzTWeNhBYBqW/8CL0lS8WeHw+FcUUhW3Vpil0wm/dprr1ive3p6QyFvcZPTyTU1hT/55INKevcFZdzc3NTc3BR12gqWrB0e/ow+eHy8gszFQzE720XIHxJC8nlt7eNzkybnli2RvXsP0PehGs6effL8+b8dHBzUdf3999+/dOnS4cOHM5nM0aNHTdPUNC0QCMiy/MUXX/j9fC6XleVCJpPxeDyhUMhut6uqmkgkeJ5PpVKSJO3fvz+TySQSiZmZya6urlCoORaLud1uTdP8fn8wGBwcHBRFMRKJvPfee5FI5ODBg7IsZzLiiRN/zHEOp9OZyWQkSXr44YcXFxdjsVh7e7soilZxtc7Xk8klj8fb1bV7eHjY7XabprmwsNDd3R2JREZHR/P5/MLCAs/zgiCMj491de0sFBi73TE8PLxnzx6e5wuFQjabTSaTzc3NPp/PusBgmmY2K0pSdn4+5nQ6BUGYnDx65QohhDidzoGBgTuPGM/zhqHpep7nV1m3MJVK0fzWCAD1bv0LvNvtTqWS1mtNU10ud9mtJXbheeHpp/+6uK/LtXzaEQ63nDlzevfuHppeZTJLDMMIQhNN8PDw/wYC4UikvWykaZrJ5AzPh5xOvmywokhffjm4a1e3IPjKBmuanM3GAoFtNH9GXVycW1iY7ek5ZL1tabm1qC7H2Xt7+1cE53LJQkHz+1vKpiWE1Pz03dLZ2dnZ2UkIefLJJ0uEJRIzDMMEg600OX/3uw+am7fu2tVNEWvOz4/4/S0eT6BsqCRlr179n97e/mCw/D82Rckmk7NbtnTS3GQ3PT02Pv7lI4+cst6+8AKxCrzX63355ZdXBIvigqbJzc07yqYFgEa1/gU+EAgNDV23Xsfj8UAgWHZriV04juvsXP0+56WlqKJIND9GCSGmKTMMSxnMsqzL5aYJNk1TVRM+X8DjKX9/dS6XIYR4vX6a+6sVJWsYUiAQplkuNpMRGYYpdth1eyVYll3lK7Osns/LlIcCAADq1Po/jdbZuSuRiEejc6ZpXLv2SU9Pr/X57Oy0pqmrbl1rFwAAALg3638Gz7K2gYE/f/fdd/L5/O7de3p7H7I+f+utN5555m/a27ffvXWtXQAAAODeVGWim/b27d/97rMrPnz++Qsltq76YWnpdCaZpJ2i3O0O0D80n0ik3W5v+ThCGIbxepvtdlf5UELy+UIikVEUqnVTOM7h9TazLNUllmxWSiSWD8W3vkV4nhBCBGGVYJdLoOzwRpBOZ5NJqvlWCSE0fygpSibTTudqB2gV1ihTzfWmafnKR5nqlrdcTkoklg/Fo48St5sQcmusV6ivUQaAaqjjqWoXFhampiYogykLtmVk5Ev6m8sEIUQZqWna4ODnBw4cpgnmOAd95mQyeePG0OOPn7XeHj9Ojh9fM5jmfsCNY2FhcXx89ORJqmCXq7JRprm1zUI/FoVCfnDw84ceOkQTXOkoDw0NPvHErVE+dowcO7ZmcH2NMgBUA2aEBQAAaEAo8AAAAA2IKU6kVXckKVcoFHy+Cv7sSkkUUw6Hw+32rG9aXdfTadHr9d45H9+6UBRFUeQVTyQ2hrobZcPQRbEqo6yqiiw35igDQDXUcYEHAACAteASPQAAQAOq17vo73/9+B/96N9mZ6et14cPP3zq1Om10lbU1vDwUFfXnuL0c/QJS7eyIm2VOr/RYJQ3wygDQLWYdUjXC6+++tLY2Feapv74x/9+/fpn95Dkhz98UZJyhUK+UMhbi3qtmraitmKxpZdeekFR5BL9vIdWVqStUuc3GozyZhhlAKieuvxNv7h+vN3u6O8/+vnnFazPZtE0jWEYt9tjs3E2G2fNJ7NqWvq2fv7zt9988zVrTdgS/ay0lbvTVqPzGxBGeTOMMgBUT11eoi+95DyNZDJhmuYbb/xrOp3u6Nj+2GNnBMFb6Vr1KwwMnCOEXLjwfOl+VtrK3Wmr0fkNCKO8GUYZAKqnLs/gSy85TyOf1zo6dpw795c/+ME/OhzO3/zmv9dKez9t0SesqJUH0/mawyhvhlEGgOqpywLvdrs1TbNe373kPI22to7vfOcvvF4fy9r6+4+Ojd1cK+39tEWfsKJWHkznaw6jvBlGGQCqpy4LfCAQisdj1uu7l5ynMTs7Xbw/2WazWXOSrJr2ftqiT1hRKw+m8zWHUd4MowwA1VOXBf7+148XxdTFi2+nUknTNK5e/XjPnr1rpb2ftugTVtTKg+l8zWGUN8MoA0D11OVNdve/fvzevT2pVPInP/kPXdc7O//g5MnH1kp7P23RJ6yolQfT+ZrDKG+GUQaA6sFUtQAAAA2oLi/RAwAAQGko8AAAAA0IBR4AAKABocADAAA0IBR4AACABoQCDwAA0IBQ4AEAABoQCjwAAEADqsuZ7ACg2l555V8kKXf27Lnu7v0zM1OZTDoYDG3duq3W/QIAWjiDB4AyPv748sWLb1+7drXWHQGACuAMHgBW8dxz/0AIYVlbrTsCAPcIc9EDwCqKl+ivXLk8MzNlfdjU1Py97z1nGPqHH34wPDyUTCZCofChQ0cOHuy3Al588Z8Mw3j66b8aHb1548bg97//97X7BgCbHc7gAaCUvr4DiiLHYkuRyLbe3gOEkJ/97O2RkWGbzRYMhhcWor/61bupVOrEiZPFXX7728tjYzc5Dj9eAGoJ/wMBoJSDB/vHxr6KxZZaW9v7+/9oYmJsZGSY47hnn/07r9d348b1d975zytXPvz61/v9/oC1SzQ6941vnGhv317bngNscijwAFCBiYkxQoggeH//+08JIYZhMAxrGMbExJh1fk8IOXToyDe/+WgtewkAKPAAUBFRTBFCUqnkpUvv3/m5JOWKrzs6cO4OUHso8ABQAZ/PTwjZt+9rTz31Z2vFMAyevwWoPRR4AKCiaRohpK2tnRAyMTGWy2V5XlhaWvzlLy+apjEwcC4UCte6jwCwDAUeAMrgeYEQMjw8xLLs448/tWNH58TE2OuvvxoON0Wj87pe6Os7iOoOsNHgShoAlHHkyLFIpNU0zVQqSQg5d+6Zo0eP87ywuBgNh5tOnTp9+vSf1rqPALASJroBAABoQDiDBwAAaEAo8AAAAA0IBR4AAKABocADAAA0IBR4AACABoQCDwAA0IBQ4AEAABoQCjwAAEAD+j+MfeQnKjsJUAAAAABJRU5ErkJggg==" /><!-- --></p> -<p>Here the fit looks very similar, but we will see below that it shows a higher AIC than the fit with 800 iterations in the burn in phase. Next we choose 10 000 iterations for the burn in phase and 1000 iterations for the second phase for comparison with saemix.</p> -<pre class="r"><code>f_parent_nlmixr_saem_dfop_tc_10k <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", - control = nlmixr_saem_control_10k) -traceplot(f_parent_nlmixr_saem_dfop_tc_10k$nm)</code></pre> -<p><img src="data:image/png;base64,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" /><!-- --></p> -<p>The AIC values are internally calculated using Gaussian quadrature.</p> -<pre class="r"><code>AIC(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm, - f_parent_nlmixr_saem_dfop_const$nm, f_parent_nlmixr_saem_dfop_tc$nm, - f_parent_nlmixr_saem_dfop_tc_moreiter$nm, - f_parent_nlmixr_saem_dfop_tc_10k$nm)</code></pre> -<pre><code> df AIC -f_parent_nlmixr_saem_sfo_const$nm 5 798.71 -f_parent_nlmixr_saem_sfo_tc$nm 6 808.64 -f_parent_nlmixr_saem_dfop_const$nm 9 1995.96 -f_parent_nlmixr_saem_dfop_tc$nm 10 664.96 -f_parent_nlmixr_saem_dfop_tc_moreiter$nm 10 4464.93 -f_parent_nlmixr_saem_dfop_tc_10k$nm 10 Inf</code></pre> -<p>We can see that again, the DFOP/tc model shows the best goodness of fit. However, increasing the number of burn-in iterations from 800 to 1600 results in a higher AIC. If we further increase the number of iterations to 10 000 (burn-in) and 1000 (second phase), the AIC cannot be calculated for the nlmixr/saem fit, confirming that this fit does not converge properly with the SAEM algorithm.</p> </div> -<div id="comparison" class="section level3"> -<h3>Comparison</h3> -<p>The following table gives the AIC values obtained with the three packages using the same control parameters (800 iterations burn-in, 300 iterations second phase, 15 chains).</p> +<div id="comparison" class="section level2"> +<h2>Comparison</h2> +<p>The following table gives the AIC values obtained with both backend packages using the same control parameters (800 iterations burn-in, 300 iterations second phase, 15 chains). Note that</p> <pre class="r"><code>AIC_all <- data.frame( check.names = FALSE, "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"), "Error model" = c("const", "tc", "const", "tc"), nlme = c(AIC(f_parent_nlme_sfo_const), AIC(f_parent_nlme_sfo_tc), NA, AIC(f_parent_nlme_dfop_tc)), - nlmixr_focei = sapply(list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm, - f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm), AIC), - saemix = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so, - f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC), - nlmixr_saem = sapply(list(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm, - f_parent_nlmixr_saem_dfop_const$nm, f_parent_nlmixr_saem_dfop_tc$nm), AIC) + saemix_lin = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so, + f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC, method = "lin"), + saemix_is = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so, + f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC, method = "is") ) kable(AIC_all)</code></pre> <table> @@ -1869,9 +1845,8 @@ kable(AIC_all)</code></pre> <th align="left">Degradation model</th> <th align="left">Error model</th> <th align="right">nlme</th> -<th align="right">nlmixr_focei</th> -<th align="right">saemix</th> -<th align="right">nlmixr_saem</th> +<th align="right">saemix_lin</th> +<th align="right">saemix_is</th> </tr> </thead> <tbody> @@ -1881,36 +1856,36 @@ kable(AIC_all)</code></pre> <td align="right">796.60</td> <td align="right">796.60</td> <td align="right">796.38</td> -<td align="right">798.71</td> </tr> <tr class="even"> <td align="left">SFO</td> <td align="left">tc</td> <td align="right">798.60</td> -<td align="right">798.64</td> +<td align="right">798.60</td> <td align="right">798.38</td> -<td align="right">808.64</td> </tr> <tr class="odd"> <td align="left">DFOP</td> <td align="left">const</td> <td align="right">NA</td> -<td align="right">745.87</td> +<td align="right">671.98</td> <td align="right">705.75</td> -<td align="right">1995.96</td> </tr> <tr class="even"> <td align="left">DFOP</td> <td align="left">tc</td> <td align="right">671.91</td> -<td align="right">740.42</td> +<td align="right">665.11</td> <td align="right">665.65</td> -<td align="right">664.96</td> </tr> </tbody> </table> </div> </div> +<div id="conclusion" class="section level1"> +<h1>Conclusion</h1> +<p>A more detailed analysis of the dimethenamid dataset confirmed that the DFOP model provides the most appropriate description of the decline of the parent compound in these data. On the other hand, closer inspection of the results revealed that the variability of the k2 parameter across the population of soils is ill-defined. This coincides with the observation that this parameter cannot robustly be quantified in some for some of the soils.</p> +<p>Regarding the regulatory use of these data, it is claimed that an improved characterisation of the mean parameter values across the population is obtained using the nonlinear mixed-effects models presented here. However, attempts to quantify the variability of the slower rate constant of the biphasic decline of dimethenamid indicate that the data are not sufficient to characterise this variability to a satisfactory precision.</p> </div> <div id="references" class="section level1"> <h1>References</h1> diff --git a/vignettes/web_only/dimethenamid_2018.rmd b/vignettes/web_only/dimethenamid_2018.rmd index 7700fe35..f86d776e 100644 --- a/vignettes/web_only/dimethenamid_2018.rmd +++ b/vignettes/web_only/dimethenamid_2018.rmd @@ -1,7 +1,7 @@ --- title: Example evaluations of the dimethenamid data from 2018 author: Johannes Ranke -date: Last change 10 February 2022, built on `r format(Sys.Date(), format = "%d %b %Y")` +date: Last change 7 March 2022, built on `r Sys.setlocale("LC_TIME", "C"); format(Sys.Date(), format = "%d %b %Y")` output: html_document: toc: true @@ -30,14 +30,18 @@ opts_chunk$set( # Introduction -During the preparation of the journal article on nonlinear mixed-effects models -in degradation kinetics [@ranke2021] and the analysis of the dimethenamid -degradation data analysed therein, a need for a more detailed analysis using -not only nlme and saemix, but also nlmixr for fitting the mixed-effects models -was identified, as many model variants do not converge when fitted with nlme, -and not all relevant error models can be fitted with saemix. +A first analysis of the data analysed here was presented in a recent journal +article on nonlinear mixed-effects models in degradation kinetics [@ranke2021]. +That analysis was based on the `nlme` package and a development version +of the `saemix` package that was unpublished at the time. Meanwhile, version +3.0 of the `saemix` package is available from the CRAN repository. Also, it +turned out that there was an error in the handling of the Borstel data in the +mkin package at the time, leading to the duplication of a few data points from +that soil. The dataset in the mkin package has been corrected, and the interface +to `saemix` in the mkin package has been updated to use the released version. -This vignette is an attempt to satisfy this need. +This vignette is intended to present an up to date analysis of the data, using the +corrected dataset and released versions of `mkin` and `saemix`. # Data @@ -234,9 +238,8 @@ the mkin package. The corresponding SAEM fits of the four combinations of degradation and error models are fitted below. As there is no convergence criterion implemented in the saemix package, the convergence plots need to be manually checked for every -fit. As we will compare the SAEM implementation of saemix to the results -obtained using the nlmixr package later, we define control settings that -work well for all the parent data fits shown in this vignette. +fit. We define control settings that work well for all the parent data fits +shown in this vignette. ```{r saemix_control, results='hide'} library(saemix) @@ -256,7 +259,7 @@ f_parent_saemix_sfo_const <- mkin::saem(f_parent_mkin_const["SFO", ], quiet = TR plot(f_parent_saemix_sfo_const$so, plot.type = "convergence") ``` -Obviously the default number of iterations is sufficient to reach convergence. +Obviously the selected number of iterations is sufficient to reach convergence. This can also be said for the SFO fit using the two-component error model. ```{r f_parent_saemix_sfo_tc, results = 'hide', dependson = "saemix_control"} @@ -268,28 +271,35 @@ plot(f_parent_saemix_sfo_tc$so, plot.type = "convergence") When fitting the DFOP model with constant variance (see below), parameter convergence is not as unambiguous. -```{r f_parent_saemix_dfop_const, results = 'hide', dependson = "saemix_control"} +```{r f_parent_saemix_dfop_const, results = 'show', dependson = "saemix_control"} f_parent_saemix_dfop_const <- mkin::saem(f_parent_mkin_const["DFOP", ], quiet = TRUE, control = saemix_control, transformations = "saemix") plot(f_parent_saemix_dfop_const$so, plot.type = "convergence") +print(f_parent_saemix_dfop_const) ``` -This is improved when the DFOP model is fitted with the two-component error -model. Convergence of the variance of k2 is enhanced, it remains more or less -stable already after 200 iterations of the first phase. +While the other parameters converge to credible values, the variance of k2 +(`omega2.k2`) converges to a very small value. The printout of the `saem.mmkin` +model shows that the estimated standard deviation of k2 across the population +of soils (`SD.k2`) is ill-defined, indicating overparameterisation of this model. -```{r f_parent_saemix_dfop_tc, results = 'hide', dependson = "saemix_control"} +When the DFOP model is fitted with the two-component error model, we also +observe that the estimated variance of k2 becomes very small, while being +ill-defined, as illustrated by the excessive confidence interval of `SD.k2`. + +```{r f_parent_saemix_dfop_tc, results = 'show', dependson = "saemix_control"} f_parent_saemix_dfop_tc <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE, control = saemix_control, transformations = "saemix") f_parent_saemix_dfop_tc_moreiter <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE, control = saemix_control_moreiter, transformations = "saemix") plot(f_parent_saemix_dfop_tc$so, plot.type = "convergence") +print(f_parent_saemix_dfop_tc) ``` Doubling the number of iterations in the first phase of the algorithm leads to a slightly lower likelihood, and therefore to slightly higher AIC and BIC values. With even more iterations, the algorithm stops with an error message. This is -related to the variance of k2 approximating zero. This has been submitted +related to the variance of k2 approximating zero and has been submitted as a [bug to the saemix package](https://github.com/saemixdevelopment/saemixextension/issues/29), as the algorithm does not converge in this case. @@ -329,7 +339,6 @@ AIC_parent_saemix_methods <- c( ) print(AIC_parent_saemix_methods) ``` - The AIC values based on importance sampling and Gaussian quadrature are very similar. Using linearisation is known to be less accurate, but still gives a similar value. In order to illustrate that the comparison of the three method @@ -349,142 +358,11 @@ AIC_parent_saemix_methods_defaults <- c( print(AIC_parent_saemix_methods_defaults) ``` -### nlmixr - -In the last years, a lot of effort has been put into the nlmixr package which -is designed for pharmacokinetics, where nonlinear mixed-effects models are -routinely used, but which can also be used for related data like chemical -degradation data. A current development branch of the mkin package provides -an interface between mkin and nlmixr. Here, we check if we get equivalent -results when using a refined version of the First Order Conditional Estimation -(FOCE) algorithm used in nlme, namely the First Order Conditional Estimation -with Interaction (FOCEI), and the SAEM algorithm as implemented in nlmixr. - -First, the focei algorithm is used for the four model combinations. - -```{r f_parent_nlmixr_focei, results = "hide", message = FALSE, warning = FALSE} -library(nlmixr) -f_parent_nlmixr_focei_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "focei") -f_parent_nlmixr_focei_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "focei") -f_parent_nlmixr_focei_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "focei") -f_parent_nlmixr_focei_dfop_tc<- nlmixr(f_parent_mkin_tc["DFOP", ], est = "focei") -``` - -For the SFO model with constant variance, the AIC values are the same, for the -DFOP model, there are significant differences between the AIC values. These -may be caused by different solutions that are found, but also by the fact that -the AIC values for the nlmixr fits are calculated based on Gaussian quadrature, -not on linearisation. - -```{r AIC_parent_nlmixr_nlme, cache = FALSE} -aic_nlmixr_focei <- sapply( - list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm, - f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm), - AIC) -aic_nlme <- sapply( - list(f_parent_nlme_sfo_const, NA, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc), - function(x) if (is.na(x[1])) NA else AIC(x)) -aic_nlme_nlmixr_focei <- data.frame( - "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"), - "Error model" = rep(c("constant variance", "two-component"), 2), - "AIC (nlme)" = aic_nlme, - "AIC (nlmixr with FOCEI)" = aic_nlmixr_focei, - check.names = FALSE -) -print(aic_nlme_nlmixr_focei) -``` - -Secondly, we use the SAEM estimation routine and check the convergence plots. The -control parameters, which were also used for the saemix fits, are defined beforehand. - -```{r nlmixr_saem_control} -nlmixr_saem_control_800 <- saemControl(logLik = TRUE, - nBurn = 800, nEm = 300, nmc = 15) -nlmixr_saem_control_moreiter <- saemControl(logLik = TRUE, - nBurn = 1600, nEm = 300, nmc = 15) -nlmixr_saem_control_10k <- saemControl(logLik = TRUE, - nBurn = 10000, nEm = 1000, nmc = 15) -``` - -Then we fit SFO with constant variance - -```{r f_parent_nlmixr_saem_sfo_const, results = "hide", warning = FALSE, message = FALSE, dependson = "nlmixr_saem_control"} -f_parent_nlmixr_saem_sfo_const <- nlmixr(f_parent_mkin_const["SFO", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_sfo_const$nm) -``` - -and SFO with two-component error. - -```{r f_parent_nlmixr_saem_sfo_tc, results = "hide", warning = FALSE, message = FALSE, dependson = "nlmixr_saem_control"} -f_parent_nlmixr_saem_sfo_tc <- nlmixr(f_parent_mkin_tc["SFO", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_sfo_tc$nm) -``` - -For DFOP with constant variance, the convergence plots show considerable -instability of the fit, which indicates overparameterisation which was already -observed above for this model combination. Also note that the variance of k2 -approximates zero, which was already observed in the saemix fits of the DFOP -model. +## Comparison -```{r f_parent_nlmixr_saem_dfop_const, results = "hide", warning = FALSE, message = FALSE, dependson = "nlmixr_saem_control"} -f_parent_nlmixr_saem_dfop_const <- nlmixr(f_parent_mkin_const["DFOP", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_dfop_const$nm) -``` - -For DFOP with two-component error, a less erratic convergence is seen, but the -variance of k2 again approximates zero. - -```{r f_parent_nlmixr_saem_dfop_tc, results = "hide", warning = FALSE, message = FALSE, dependson = "nlmixr_saem_control"} -f_parent_nlmixr_saem_dfop_tc <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", - control = nlmixr_saem_control_800) -traceplot(f_parent_nlmixr_saem_dfop_tc$nm) -``` - -To check if an increase in the number of iterations improves the fit, we repeat -the fit with 1000 iterations for the burn in phase and 300 iterations for the -second phase. - -```{r f_parent_nlmixr_saem_dfop_tc_1k, results = "hide", warning = FALSE, message = FALSE, dependson = "nlmixr_saem_control"} -f_parent_nlmixr_saem_dfop_tc_moreiter <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", - control = nlmixr_saem_control_moreiter) -traceplot(f_parent_nlmixr_saem_dfop_tc_moreiter$nm) -``` - -Here the fit looks very similar, but we will see below that it shows a higher AIC -than the fit with 800 iterations in the burn in phase. Next we choose -10 000 iterations for the burn in phase and 1000 iterations for the second -phase for comparison with saemix. - -```{r f_parent_nlmixr_saem_dfop_tc_10k, results = "hide", warning = FALSE, message = FALSE, dependson = "nlmixr_saem_control"} -f_parent_nlmixr_saem_dfop_tc_10k <- nlmixr(f_parent_mkin_tc["DFOP", ], est = "saem", - control = nlmixr_saem_control_10k) -traceplot(f_parent_nlmixr_saem_dfop_tc_10k$nm) -``` - -The AIC values are internally calculated using Gaussian quadrature. - -```{r AIC_parent_nlmixr_saem, cache = FALSE} -AIC(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm, - f_parent_nlmixr_saem_dfop_const$nm, f_parent_nlmixr_saem_dfop_tc$nm, - f_parent_nlmixr_saem_dfop_tc_moreiter$nm, - f_parent_nlmixr_saem_dfop_tc_10k$nm) -``` - -We can see that again, the DFOP/tc model shows the best goodness of fit. -However, increasing the number of burn-in iterations from 800 to 1600 results -in a higher AIC. If we further increase the number of iterations to 10 000 -(burn-in) and 1000 (second phase), the AIC cannot be calculated for the -nlmixr/saem fit, confirming that this fit does not converge properly with -the SAEM algorithm. - -### Comparison - -The following table gives the AIC values obtained with the three packages using -the same control parameters (800 iterations burn-in, 300 iterations second -phase, 15 chains). +The following table gives the AIC values obtained with both backend packages +using the same control parameters (800 iterations burn-in, 300 iterations +second phase, 15 chains). Note that ```{r AIC_all, cache = FALSE} AIC_all <- data.frame( @@ -492,16 +370,30 @@ AIC_all <- data.frame( "Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"), "Error model" = c("const", "tc", "const", "tc"), nlme = c(AIC(f_parent_nlme_sfo_const), AIC(f_parent_nlme_sfo_tc), NA, AIC(f_parent_nlme_dfop_tc)), - nlmixr_focei = sapply(list(f_parent_nlmixr_focei_sfo_const$nm, f_parent_nlmixr_focei_sfo_tc$nm, - f_parent_nlmixr_focei_dfop_const$nm, f_parent_nlmixr_focei_dfop_tc$nm), AIC), - saemix = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so, - f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC), - nlmixr_saem = sapply(list(f_parent_nlmixr_saem_sfo_const$nm, f_parent_nlmixr_saem_sfo_tc$nm, - f_parent_nlmixr_saem_dfop_const$nm, f_parent_nlmixr_saem_dfop_tc$nm), AIC) + saemix_lin = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so, + f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC, method = "lin"), + saemix_is = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so, + f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC, method = "is") ) kable(AIC_all) ``` +# Conclusion + +A more detailed analysis of the dimethenamid dataset confirmed that the DFOP +model provides the most appropriate description of the decline of the parent +compound in these data. On the other hand, closer inspection of the results +revealed that the variability of the k2 parameter across the population of +soils is ill-defined. This coincides with the observation that this parameter +cannot robustly be quantified in some for some of the soils. + +Regarding the regulatory use of these data, it is claimed that an improved +characterisation of the mean parameter values across the population is +obtained using the nonlinear mixed-effects models presented here. However, +attempts to quantify the variability of the slower rate constant of the +biphasic decline of dimethenamid indicate that the data are not sufficient +to characterise this variability to a satisfactory precision. + # References <!-- vim: set foldmethod=syntax: --> |