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Introduction_to_COSICC.html
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<body>
<h1 class="title toc-ignore">Introduction to COSICC</h1>
<h4 class="author">Magdalena Strauss</h4>
<h4 class="date">2024-10-15</h4>
<p>Welcome to COSICC! COSICC R an R package for
<strong>CO</strong>mparative analysis of
<strong>S</strong>ingle-<strong>C</strong>ell-RNA-seq data for
<strong>C</strong>omplex cell populations. This vignette gives an
introduction and overview to COSICC.</p>
<div id="overview-and-use-cases" class="section level1">
<h1>Overview and use cases</h1>
<p>For exact reproducibility, we set a fixed seed.</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">112244</span>)</span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a><span class="fu">library</span>(COSICC)</span>
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(scran))</span>
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(scater))</span>
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(splatter))</span>
<span id="cb1-6"><a href="#cb1-6" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(dplyr))</span>
<span id="cb1-7"><a href="#cb1-7" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(destiny))</span>
<span id="cb1-8"><a href="#cb1-8" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(methods))</span>
<span id="cb1-9"><a href="#cb1-9" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(MASS))</span>
<span id="cb1-10"><a href="#cb1-10" tabindex="-1"></a><span class="fu">suppressMessages</span>(<span class="fu">library</span>(mpath))</span></code></pre></div>
</div>
<div id="cosicc_da_group" class="section level1">
<h1>COSICC_DA_group</h1>
<p>COSICC_DA_group tests for differential abundance after perturbations,
compared to a control experiment without perturbations. This type of
set-up occurs for many experiments. One example is patient data. Assume
we have an scRNA-seq data set of a cancer patient at the day of
diagnosis, and another one from after treatment. Both samples contain
normal and malignant cells, and different cell types.</p>
<div id="simulating-data" class="section level2">
<h2>Simulating data</h2>
<div id="simulating-the-control-experiment" class="section level3">
<h3>Simulating the control experiment</h3>
<p>The control experiment is an experiment without the perturbation
studied. For instance, it could be a sample from a cancer patient at the
day of diagnosis if the perturbation we want to look at is the treatment
following the diagnosis. Or it could be a control chimera experiment as
in <span class="citation">Strauss et al. (2023)</span>, where
unperturbed stem cells were injected into a mouse embryo at an early
developmental stage, which served as a control experiment for injected
cells with a gene knockout.</p>
<p>We simulate data using the Splatter Bioconductor package (<span class="citation">Zappia, Phipson, and Oshlack (2017)</span>). We
simulate 10 cell types with an average of 500 cells each, and visualise
the data on a UMAP.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a>sce_sim_cell_type_control <span class="ot"><-</span> <span class="fu">splatSimulate</span>(</span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a> <span class="at">nGenes =</span> <span class="dv">10</span>,</span>
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a> <span class="at">batchCells =</span> <span class="dv">5000</span>,</span>
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a> <span class="at">group.prob =</span> <span class="fu">rep</span>(<span class="fl">0.1</span>,<span class="dv">10</span>),</span>
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a> <span class="at">method =</span> <span class="st">"groups"</span>,</span>
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a> <span class="at">verbose =</span> <span class="cn">FALSE</span></span>
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a>)</span>
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a></span>
<span id="cb2-9"><a href="#cb2-9" tabindex="-1"></a>sce_sim_cell_type_control <span class="ot"><-</span> <span class="fu">logNormCounts</span>(sce_sim_cell_type_control)</span>
<span id="cb2-10"><a href="#cb2-10" tabindex="-1"></a>sce_sim_cell_type_control <span class="ot"><-</span> <span class="fu">runPCA</span>(sce_sim_cell_type_control,<span class="at">ncomponents=</span><span class="dv">3</span>)</span>
<span id="cb2-11"><a href="#cb2-11" tabindex="-1"></a>sce_sim_cell_type_control <span class="ot"><-</span> <span class="fu">runUMAP</span>(sce_sim_cell_type_control)</span>
<span id="cb2-12"><a href="#cb2-12" tabindex="-1"></a><span class="fu">names</span>(<span class="fu">colData</span>(sce_sim_cell_type_control))[<span class="dv">3</span>] <span class="ot"><-</span> <span class="st">"cell_type"</span></span>
<span id="cb2-13"><a href="#cb2-13" tabindex="-1"></a></span>
<span id="cb2-14"><a href="#cb2-14" tabindex="-1"></a><span class="fu">plotReducedDim</span>(sce_sim_cell_type_control, <span class="at">dimred=</span><span class="st">"UMAP"</span>,<span class="at">colour_by =</span> <span class="st">"cell_type"</span>) <span class="sc">+</span> </span>
<span id="cb2-15"><a href="#cb2-15" tabindex="-1"></a> <span class="fu">theme_classic</span>()</span></code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>For each of the cell types, we label 50% of the cells as normal and
50% as marked. In practice, this may be a mock perturbation
(e.g. injected cells for chimeras marked with fluorescent markers),
malignant cells in a cancer at time of diganosis etc.</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a>sce_sim_cell_type_control<span class="sc">$</span>marked <span class="ot"><-</span> <span class="cn">FALSE</span></span>
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="cf">for</span> (j <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>){</span>
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a> xx <span class="ot"><-</span> <span class="fu">which</span>(sce_sim_cell_type_control<span class="sc">$</span>cell_type <span class="sc">==</span> <span class="fu">paste0</span>(<span class="st">"Group"</span>,j))</span>
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a> sce_sim_cell_type_control<span class="sc">$</span>marked[<span class="fu">sample</span>(xx,<span class="fu">floor</span>(<span class="fu">length</span>(xx) <span class="sc">*</span> <span class="fl">0.5</span><span class="sc">+</span></span>
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a> (<span class="fu">runif</span>(<span class="dv">1</span>)<span class="sc"><</span><span class="fl">0.5</span>)))] <span class="ot"><-</span> <span class="cn">TRUE</span></span>
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>}</span></code></pre></div>
<p>We plot the distribution of cell types.</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a>table_cell_types <span class="ot"><-</span> </span>
<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a> <span class="fu">as.data.frame</span>(<span class="fu">colData</span>(sce_sim_cell_type_control)[,<span class="fu">c</span>(<span class="st">"cell_type"</span>,<span class="st">"marked"</span>)]) <span class="sc">%>%</span> </span>
<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">group_by_all</span>() <span class="sc">%>%</span> dplyr<span class="sc">::</span><span class="fu">count</span>()</span>
<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a></span>
<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a><span class="fu">ggplot</span>(table_cell_types,<span class="fu">aes</span>(<span class="at">x=</span>cell_type,<span class="at">y=</span>n,<span class="at">fill=</span>marked)) <span class="sc">+</span> </span>
<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">stat=</span><span class="st">"identity"</span>,<span class="at">position=</span><span class="st">"dodge"</span>)<span class="sc">+</span><span class="fu">theme_classic</span>()<span class="sc">+</span></span>
<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"cell type"</span>) <span class="sc">+</span> <span class="fu">ylab</span>(<span class="st">"number of cells"</span>) <span class="sc">+</span> </span>
<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Control experiment: Distribution of cells across cell types"</span>)<span class="sc">+</span></span>
<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))</span></code></pre></div>
<p><img 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" /><!-- --></p>
</div>
<div id="simulating-the-experiment-with-perturbation" class="section level3">
<h3>Simulating the experiment with perturbation</h3>
<p>For the experiment with perturbation, we first perform the same
simulation as above. Note that while the parameters are identical, this
is a separate independent simulation.</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>sce_sim_cell_type_case <span class="ot"><-</span> <span class="fu">splatSimulate</span>(</span>
<span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a> <span class="at">nGenes =</span> <span class="dv">10</span>,</span>
<span id="cb5-3"><a href="#cb5-3" tabindex="-1"></a> <span class="at">batchCells =</span> <span class="dv">5000</span>,</span>
<span id="cb5-4"><a href="#cb5-4" tabindex="-1"></a> <span class="at">group.prob =</span> <span class="fu">rep</span>(<span class="fl">0.1</span>,<span class="dv">10</span>),</span>
<span id="cb5-5"><a href="#cb5-5" tabindex="-1"></a> <span class="at">method =</span> <span class="st">"groups"</span>,</span>
<span id="cb5-6"><a href="#cb5-6" tabindex="-1"></a> <span class="at">verbose =</span> <span class="cn">FALSE</span></span>
<span id="cb5-7"><a href="#cb5-7" tabindex="-1"></a>)</span>
<span id="cb5-8"><a href="#cb5-8" tabindex="-1"></a></span>
<span id="cb5-9"><a href="#cb5-9" tabindex="-1"></a>sce_sim_cell_type_case <span class="ot"><-</span> <span class="fu">logNormCounts</span>(sce_sim_cell_type_case)</span>
<span id="cb5-10"><a href="#cb5-10" tabindex="-1"></a>sce_sim_cell_type_case <span class="ot"><-</span> <span class="fu">runPCA</span>(sce_sim_cell_type_case,<span class="at">ncomponents=</span><span class="dv">3</span>)</span>
<span id="cb5-11"><a href="#cb5-11" tabindex="-1"></a>sce_sim_cell_type_case <span class="ot"><-</span> <span class="fu">runUMAP</span>(sce_sim_cell_type_case)</span>
<span id="cb5-12"><a href="#cb5-12" tabindex="-1"></a><span class="fu">names</span>(<span class="fu">colData</span>(sce_sim_cell_type_case))[<span class="dv">3</span>] <span class="ot"><-</span> <span class="st">"cell_type"</span></span>
<span id="cb5-13"><a href="#cb5-13" tabindex="-1"></a></span>
<span id="cb5-14"><a href="#cb5-14" tabindex="-1"></a><span class="fu">plotReducedDim</span>(sce_sim_cell_type_case, <span class="at">dimred=</span><span class="st">"UMAP"</span>,<span class="at">colour_by =</span> <span class="st">"cell_type"</span>) <span class="sc">+</span> </span>
<span id="cb5-15"><a href="#cb5-15" tabindex="-1"></a> <span class="fu">theme_classic</span>()</span></code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a>sce_sim_cell_type_case<span class="sc">$</span>marked <span class="ot"><-</span> <span class="cn">FALSE</span></span>
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a><span class="cf">for</span> (j <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">10</span>){</span>
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a> xx <span class="ot"><-</span> <span class="fu">which</span>(sce_sim_cell_type_case<span class="sc">$</span>cell_type <span class="sc">==</span> <span class="fu">paste0</span>(<span class="st">"Group"</span>,j))</span>
<span id="cb6-4"><a href="#cb6-4" tabindex="-1"></a> sce_sim_cell_type_case<span class="sc">$</span>marked[<span class="fu">sample</span>(xx,<span class="fu">floor</span>(<span class="fu">length</span>(xx) <span class="sc">*</span> <span class="fl">0.5</span> <span class="sc">+</span> </span>
<span id="cb6-5"><a href="#cb6-5" tabindex="-1"></a> (<span class="fu">runif</span>(<span class="dv">1</span>) <span class="sc"><=</span> <span class="fl">0.5</span>)))] <span class="ot"><-</span> <span class="cn">TRUE</span></span>
<span id="cb6-6"><a href="#cb6-6" tabindex="-1"></a>}</span></code></pre></div>
<p>Now we assume that Group1 and Group2 and Group3 have been affected by
a perturbation and therefore the marked cells have been depleted to 50%,
20% and 5% of their original number of cells, respectively.</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>marked_cells_group1 <span class="ot"><-</span> <span class="fu">which</span>(sce_sim_cell_type_case<span class="sc">$</span>marked <span class="sc">&</span> </span>
<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a> sce_sim_cell_type_case<span class="sc">$</span>cell_type<span class="sc">==</span><span class="st">"Group1"</span>)</span>
<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a>marked_cells_group2 <span class="ot"><-</span> <span class="fu">which</span>(sce_sim_cell_type_case<span class="sc">$</span>marked <span class="sc">&</span> </span>
<span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a> sce_sim_cell_type_case<span class="sc">$</span>cell_type<span class="sc">==</span><span class="st">"Group2"</span>)</span>
<span id="cb7-5"><a href="#cb7-5" tabindex="-1"></a>marked_cells_group3 <span class="ot"><-</span> <span class="fu">which</span>(sce_sim_cell_type_case<span class="sc">$</span>marked <span class="sc">&</span> </span>
<span id="cb7-6"><a href="#cb7-6" tabindex="-1"></a> sce_sim_cell_type_case<span class="sc">$</span>cell_type<span class="sc">==</span><span class="st">"Group3"</span>)</span>
<span id="cb7-7"><a href="#cb7-7" tabindex="-1"></a>depleted_cells <span class="ot"><-</span> <span class="fu">c</span>(<span class="fu">sample</span>(marked_cells_group1,<span class="fu">floor</span>(<span class="fl">0.5</span><span class="sc">*</span><span class="fu">length</span>(marked_cells_group1) <span class="sc">+</span> </span>
<span id="cb7-8"><a href="#cb7-8" tabindex="-1"></a> (<span class="fu">runif</span>(<span class="dv">1</span>)<span class="sc"><</span><span class="fl">0.5</span>))),</span>
<span id="cb7-9"><a href="#cb7-9" tabindex="-1"></a> <span class="fu">sample</span>(marked_cells_group2,<span class="fu">floor</span>(<span class="fl">0.8</span><span class="sc">*</span><span class="fu">length</span>(marked_cells_group2) <span class="sc">+</span> </span>
<span id="cb7-10"><a href="#cb7-10" tabindex="-1"></a> (<span class="fu">runif</span>(<span class="dv">1</span>)<span class="sc"><</span><span class="fl">0.5</span>))),</span>
<span id="cb7-11"><a href="#cb7-11" tabindex="-1"></a> <span class="fu">sample</span>(marked_cells_group3,<span class="fu">floor</span>(<span class="fl">0.95</span><span class="sc">*</span><span class="fu">length</span>(marked_cells_group3) <span class="sc">+</span> </span>
<span id="cb7-12"><a href="#cb7-12" tabindex="-1"></a> (<span class="fu">runif</span>(<span class="dv">1</span>)<span class="sc"><</span><span class="fl">0.5</span>))))</span>
<span id="cb7-13"><a href="#cb7-13" tabindex="-1"></a>sce_sim_cell_type_case <span class="ot"><-</span> sce_sim_cell_type_case[,<span class="sc">-</span>depleted_cells]</span></code></pre></div>
<p>We now plot the distribution of cells across cell types.</p>
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" tabindex="-1"></a>table_cell_types <span class="ot"><-</span> </span>
<span id="cb8-2"><a href="#cb8-2" tabindex="-1"></a> <span class="fu">as.data.frame</span>(<span class="fu">colData</span>(sce_sim_cell_type_case)[,<span class="fu">c</span>(<span class="st">"cell_type"</span>,<span class="st">"marked"</span>)]) <span class="sc">%>%</span> </span>
<span id="cb8-3"><a href="#cb8-3" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">group_by_all</span>() <span class="sc">%>%</span> dplyr<span class="sc">::</span><span class="fu">count</span>()</span>
<span id="cb8-4"><a href="#cb8-4" tabindex="-1"></a></span>
<span id="cb8-5"><a href="#cb8-5" tabindex="-1"></a><span class="fu">ggplot</span>(table_cell_types,<span class="fu">aes</span>(<span class="at">x=</span>cell_type,<span class="at">y=</span>n,<span class="at">fill=</span>marked)) <span class="sc">+</span> </span>
<span id="cb8-6"><a href="#cb8-6" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">stat=</span><span class="st">"identity"</span>,<span class="at">position=</span><span class="st">"dodge"</span>)<span class="sc">+</span><span class="fu">theme_classic</span>()<span class="sc">+</span></span>
<span id="cb8-7"><a href="#cb8-7" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"cell type"</span>) <span class="sc">+</span> <span class="fu">ylab</span>(<span class="st">"number of cells"</span>) <span class="sc">+</span> </span>
<span id="cb8-8"><a href="#cb8-8" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Case experiment: Distribution of cells across cell types"</span>)<span class="sc">+</span></span>
<span id="cb8-9"><a href="#cb8-9" tabindex="-1"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))</span></code></pre></div>
<p><img 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bi1U3Hd0BbPQEq/JNT9ZZdd5vfDP50vVq77OATV+dVHiqzuxx13XJ1wvfBl5YwrrxdffLFPSwpDLtHHjvN2USeKG6vsezjcONIo6X2WSwFNUs91MvDfnaTPmquuusrfN24IS51kTjnllJQila3NJKmzJPlPEqdO5v67kyTvSesgvR2n72e6fqY2rUmJmlQo/kHWWmutSB/oktB+1cbi4jxf+DanjzxJknwXyi1+XbYhUEsEWrmXRNWI+2r1ZdEYHveQabBcTkGyyy+/XEq4uW5MP3ZTYxU1HlKi8YwSpessQeYUUO8CZtdddzX9OYuGKQ2J3OY4S6ofd6kxoEE03kui8ZOuKzoE1/lNeq6upbGtPXr0MGf98+lpXGu6yFWNxvMF0XkK0yQTicrovtbNWbPMKcghmv913fmpsZ7hwKabbho2c/46pSF13CkD5hRGc5acOuMknaXMuzRyikbe+XCKiTmFNnUN17VuGhcYxr+mDpRoI9SlypUuSdpI+jnx/aSM3XCR+Gm2ww47+H1NCnOW9jrHGrPjrEB+kpl7eddJxg07SV1P7T/IJptsEjb9bzhPdeM+mOoc047GJ+u+Sy+Ps9SbUxrMWTHNKc6msdtJxL38/RjXdAaaKPfkk0/6JNzHWsH3aMhDofWc9Fnz3nvvme5BtfW4uGFF8V2/nd5mktZZQ8+yQsuYJO9Jn3X1CltgwGGHHWYHHnigOQOAuQ9rcwqluS74eu7T0tvh9ttv76+o8c/bbLNN4ud7Q2wLLAanQaAqCVSVAqoJRhK93LIpe1JOnbXLfvGLX/iXkSY/uLGF5rr3/MvOWdpS5+oFGcR1K5qz8Jn8EepXf3pQO8uUf0Bp8oez6Nitt94aTkn9brjhhvUmEqQOuo18znWWANOLRw9UPRj1wk4XKWbpIiXAdSN5xVPXk+iFIRbp4twPpZRvHXPd5ulRMu7rvHRJV9bEKEjSfEixl2hyWbroxR6vp/TjxdzXi0v5XyM2uS2efkNtJB43fTspY7XbuAS+6ZPq4nEK4aO6iX9QhPRUB24ohG9LIUy/6XUT2mW2a4e610dQuugjxVms/EQpZ5FPP5xxP7TjXPF1zULv0fhFC63nJM8alSNXGeL5SG8zSessSf6TxInnRdtJ8l6sOki/drb9vffe27dNZzX2Cqgb4+6fZ3369KlzSvozM3w0hXaaNN+FcKuTEXYgUEMEqkoBlWKmF4xmoB9zzDEZq9GN4/NuddxYRa/A6QElpVNfxm5sm1dCZemSg/H4y1OznYPiKWvpE088YUOGDLHf/va3fpa1LD6adSuXMekzozNmJBaYz7k33nijVz7lXF/W2z333LOeWxrN/kwX1+XprcKyIAbrlOvO9Z4B0uOm78eVxvRj8X0pg/lIvvnIJ+1ix1WbkNK/1VZb+Q+XTOk31EYynRPCkjLWTPaVV145nGaqV0lQilUHwXIfIoU4YT/J72qrrZZKOx5f7qhkvXaTe+LBeW8rfUmmvOkjUQpBUkVM6chqKFH+0kUeE/QRmM99lp5GfL+QetY9meRZo3LoWZQuEyZM8LO21aMQJL3NJK2zJPlPEifkI/wmyXux6iBcs6FfN4zEfve733lDwXXXXeddeem5Fz6Qwvmqn7gSGtpl+AhLmu9CuIU88AuBWiOQn8ZQ5nTcQHJzYzp9N/kVV1xRL7dSDmXB1IN6jz328G5f3JhCk+9HWRNDd58UDYmsMBI3A926du2aWoHFTWowrZIj5TP4itxyyy29axMptnFxY/S84pfLBVHSc9V1rvLJ1ZSsKWuvvbb9/ve/r9cFLdctcgUSRGWUUi4FW+Jm6vsuelkD4qJueeVF3ftNIcXOR1CApSAVU6TQnXDCCZ6zm9CQMekkbaQY+ZM7pLjIN6YUkWAZlXusYLUJ8cKQkrCvX72A5XpGf5lE7UDDRtLdabkxcz56evdvpjRyhUmBlXKg+zEuYq2VjvJNX0NudP+H7vaQptyqOU8U3tqf9D4L52b6TVLPmc6Ti6kkzxr14kj5UddvXKQ06Zkj63M2SVJnSfKfJE6mPCTJezHqINO1FZatTasbXh9ubmy4d1HnJrrVS0K+ouPy8MMP+93wzEyS70K5xa/LNgRqioCz8lWVaLC5Bp67h5GfdaqZo65bxE9Mcd2EflKMW1rPl1kzs93LO3LKZ+TGJkXO8hJpUke7du38+e7B5eNphrF7AHnXKBqcrtm4mgigyUBySyPRBBOtnOO+oqMLL7zQz6bXZAbNJJa7plyS5FxNJNHsY8021mxhiQbIO6XGzzIP6WuyjmvAnoHcj+jPjVf1E3iU7yCXXnqpj6dVojRxSkycYuvTC5OLwmQHuRCKS7ZJSJroERflVe5j4hJmNIfJKUnyofNVrkwcNVFGs9wlqnv3EeFdqLhlWFMTYJyVOHJWEB8n2z/Xfeh5yGWU6k9/mk3vFPxo9dVX98fkBirMNlc68Uk7SdpIpvwlZRwmITkLS3TbbbdFztruZ0VrkpdcUQX54x//6PMqzwfyOqD27yyJvt2HyVqKq/KpnYh/qLd4edTGNKlHE4I0O1gTLOQeSSuKyRuEJgtJwiSOkIYPdP/CxKHgHiyEx381yU/3n/Il/u4F7tut7j/nbzcVNaTV0CQk99Hp09OEEbV1eWSQVwpntfZpJbnPFDHXJKQk9ZzKeGwj6bNGkwflKULu3NyiGpFcy6kdqq6C+7JsbSZJnSXJf5I4saKlNpPkPWkdOIt+3ishZWrTIXOa1CY3S3qOxyW0X7U5eVFROw/vAN1LQZLku1Bu4Rr8QqDWCKibuepEM7DdGvB1fFLqRSd3SHopx0UvaGdt8Q94PeRdV51fclFKm2ZLBtHLUccUR39SdOSTUtcKopeeZpDrWoojhdRZLrzLoBAn229D54aXkGbexyUoHPLDKJGiJiVKSoLyoT89dMPM7XCuHpZyqyQlQ3mVwi6XNXr4Bsn2oiumApokH8pPEgVU8aTUqG5UJs2AluijIKkfUJ0X/uT2yVnLIzdeLErnrnTjCpv2k7SR9PwlZRwUUCnWbtynz6Pyp3Ye9wwgdzH6qIi3QX1gOGt5yluA8irfoWrfKqvasSS9PG4stfeUEHjog0IzrfUxFCS8wAtRQKXEyrOAlFpdQ21QbfXFF18MyfvfpAqo2pKU0JCe0tS9rY+wIA3dZ4qXSwHV8ST1rHjpkvRZ47rbvbeLwF0fWVKqg2RrMzqepM6S5D9JnJCf+G9DeVfcJHVQiAKaqU2HvKldiKfrhg9B/je0XzecKnVfybAg7wz6YIxLknwXyi1+HbYhUCsEWqig7sasSnFuhXx3lrqj1W2u8TnZRN2WGh8ZJnVki6exgFq1R93focs+Pa662jSOTXGcIpB+OOd+Y85VwhrrprJqjKpTjv1M4vjYpkwXd/4DzfmXzDhbOVP8UoUVKx+aPZ1t9nWp8h5Pt6E20tj8OUXLz+TVuLS4V4B4HpzFxrdTDR3JJZqYpm57eRPIJlo1SWPk1M2db3vOlmY8XOVxFl3T5CPlpbES0tP9nj5RJ6Td2PtM6TRUz+Fa6b9JnzXirueI7mcNV8hHktRZkvwniZMpX0nyXow6yHTtTG3afWyb6xXw74P4hDkNAdFQKvcB5VfJUzt0ym+9MaLx6yTJd6Hc4tdhGwLVTqCqFdBqr7xM5YsroJmOEwYBCECglghIGdZYTo2TTh/3HldAw3jPWmJDWSHQnASyj2hvzlxxbQhAAAIQgEAjCKinQZPd5BlBE5TkxxmBAATKhwAKaPnURVFyohn98S6moiRKIhCAAAQqjICGSMnBvJvwaG6stB/KkF4EN+7ZK6Zx12bpcdiHAARKQ4Au+NJwJVUIQAACEIAABCAAgSwEqsoPaJYyEgwBCEAAAhCAAAQgUEYEUEDLqDLICgQgAAEIQAACEKgFAiigtVDLlBECEIAABCAAAQiUEQEU0DKqDLICAQhAAAIQgAAEaoEACmgt1DJlhAAEIAABCEAAAmVEoGoU0G+//dbmzJlTRmjJCgQgAAEIQAACEIBAJgJVoYC6NXtt+eWXN7eGc6YyEgYBCEAAAhCAAAQgUEYEqkIBLSOeZAUCEIAABCAAAQhAoAECKKANAOIwBCAAAQhAAAIQgEBxCaCAFpcnqUEAAhCAAAQgAAEINEAABbQBQByGAAQgAAEIQAACECguARTQ4vIkNQhAAAIQgAAEIACBBgiggDYAiMMQgAAEIAABCEAAAsUlgAJaXJ6kBgEIQAACEIAABCDQAAEU0AYAcRgCEIAABCAAAQhAoLgEUECLy5PUIAABCEAAAhCAAAQaINCqgeMchkBJCbRocWbJ0o+ii0uWdjUnTJ1Uc+1SNghAAALlQQAFtDzqgVxAoCYILGjRpmTlbBXNKVnaJAwBCEAAAsUlQBd8cXmSGgQgAAEIQAACEIBAAwRQQBsAxGEIQAACEIAABCAAgeISQAEtLk9SgwAEIAABCEAAAhBogAAKaAOAOAwBCEAAAhCAAAQgUFwCKKDF5UlqEIAABCAAAQhAAAINEEABbQAQhyEAAQhAAAIQgAAEiksAN0zF5UlqEIAABCqKAK6xKqq6yCwEqoYACmjVVCUFgQAEqplAqRYImF/N0ChbWRAo1UcOvn/LonoLzgQKaMHoOBECEIAABCBQHQRK9YEjOnzkVEcbKXYpUECLTbQJ0ivlg4LlK5ugArkEBCAAAQhAoMYJMAmpxhsAxYcABCAAAQhAAAJNTQAFtKmJcz0IQAACEIAABCBQ4wTogq/xBkDxIQABCDQlgVIOIZpvV5WsKEx4KRlaEq5RAlhAa7TiKTYEIAABCEAAAhBoLgJYQJuLPNeFAAQqmkCpXMsICta2im4aZB4CEEhAoGYU0FJ2+zBzPEFLIwoEmoFAKe97XMs0Q4XW0CX5wKmhyq7RotIFX6MVT7EhAAEIQAACEIBAcxGoGQtocwHmuhCAAAQgUJ0EsLBXZ71SqqYhgALaNJy5SpUTKO2LiJm9Vd58KB4EIACBmiNAF3zNVTkFhgAEIAABCEAAAs1LAAW0eflzdQhAAAIQgAAEIFBzBFBAa67KKTAEIAABCEAAAhBoXgIooM3Ln6tDAAIQgAAEIACBmiOAAlpzVU6BIQABCEAAAhCAQPMSQAFtXv5cHQIQgAAEIAABCNQcARTQmqtyCgwBCEAAAhCAAASalwAKaPPy5+oQgAAEIAABCECg5giggNZclVNgCEAAAhCAAAQg0LwEUECblz9XhwAEIAABCEAAAjVHAAW05qqcAkMAAhCAAAQgAIHmJYAC2rz8uToEIAABCEAAAhCoOQIooDVX5RQYAhCAAAQgAAEINC8BFNDm5c/VIQABCEAAAhCAQM0RQAGtuSqnwBCAAAQgAAEIQKB5CaCANi9/rg4BCEAAAhCAAARqjgAKaM1VOQWGAAQgAAEIQAACzUsABbR5+XN1CEAAAhCAAAQgUHMEUEBrrsopMAQgAAEIQAACEGheAiigzcufq0MAAhCAAAQgAIGaI4ACWnNVToEhAAEIQAACEIBA8xJAAW1e/lwdAhCAAAQgAAEI1BwBFNCaq3IKDAEIQAACEIAABJqXQJMpoN99950999xzNnny5HolHj9+vD377LM2bdq0Ose0/8wzz5iOIxCAAAQgAAEIQAAC1UGgSRTQxx57zE488UT77LPP7Pzzz7fhw4en6F111VV2+eWX27vvvmtHHHGEffHFF/6Y9g877DCbMGGCDRw40B599NHUOWxAAAIQgAAEIAABCFQugValzvrChQvtnnvu8Upm165d7eCDD7YDDjjA+vXrZ7NmzbJXXnnFHnroIVtsscXswQcftPvuu8/OPPNMr6QOHTrUevTo4eP379/f+vbta0sssUSps0z6EIAABCAAAQhAAAIlJFByBbRly5Z21113Wbt27Xwx5syZY7NnzzYpphMnTrTu3bt75VMHN9tsM3vyySdtwYIF9tVXX/ljCl9hhRWsbdu2NmnSJJMSG+Smm26y+fPn26JFi2yppZYKwfxCAAIQgAAEIAABCJQxgZIroCp7UD6lKF599dW2yy672LLLLuvHg3bs2DGFp0OHDjZ9+nSbOnWqP6dFixapY4o3Y8aMOgroiBEj7Oeff7YoilLXSJ3ABgQgAAEIQAACEIBAWRJIPAZUyuPTTz9t8+bN8wW54oorbK+99rI77rgjUcHmzp1rgwcP9hbLU045xZ8j66gsoUFk+VxyySUtPVzHdaxNmzYhqv998cUX7Y033rDXXnvNpkyZUucYOxCAAAQgAAEIQAAC5UkgsQJ69tln2+677+6tlvfff7+dccYZvkSaXCRLZC756aef7LTTTvPd5BdeeGFqHOdyyy3nrZrhXFk4V1ppJVtmmWXsxx9/NCmtQXRs5ZVXDrv8QgACEIAABCAAAQhUKIHECuiNN95oTz31lHXp0sVPKtKEIM1uv+CCC/zkoVzlP/fcc2299dbzSqusm0G23HJL++CDD+zLL7/0Fs7HH3/cevbsaa1atbKtttrKRo0a5aO+/PLLtvTSS/u/cC6/EIAABCAAAQhAAAKVSSDRGFBZH3/44Qfr1auXH3P50ksvmRRSyVprrWWPPPJI1tJ//PHHvptcXeUjR45Mxbvuuuv8JKOjjjrKNMO9c+fOXrk96KCDfJxjjz025X5JM+SHDBmSOpcNCEAAAhCAAAQgAIHKJZBIAZX1UbPQ5TJJjuQ1DlQTiTQuU93vvXv3zkpggw028Odli6Bu/Z133tl3t7dv3z4VTZZWpT1z5kzr1KlTKpwNCEAAAhCAAAQgAIHKJpBIAdVsdI0BlaKoyUgnnHCCrbjiirb33nvbm2++aYMGDWoUhcUXX9z0l0lQPjNRIQwCEIAABCAAAQhULoFECqiKp0lHu+66q8mPp8ZpSk466SS/Hdws+UD+QQACEIAABCAAAQhAIAeBnAroe++9Z5rBni6vv/66D2rdurWNHTvW+/Rcd91106OxDwEIQAACEIAABCAAgXoEciqgv//97+3DDz+sd1J6wP77719nglH6cfYhAAEIQAACEIAABCAQCORUQGXp1JjPhiTb+M2GzuM4BCAAAQhAAAIQgEDtEcipgH766acZu+DTMWlZTbrg06mwDwEIQAACEIAABCCQiUBOBZQu+EzICIMABCAAAQhAAAIQaAyBnAooXfCNQcu5EIAABCAAAQhAAAKZCORUQJdaaqk65/z8889++c0JEyb41Yu+/vpr22yzzUwrFSEQgAAEIAABCEAAAhBIQiCnAhpPQEtqyg/olClT/MSkPfbYwwYPHmyzZs3yS3HKMT0CAQhAAAIQgAAEIACBhggkNl0eccQRtvXWW9vUqVNttdVW8+neeeed3vr5wAMPNHQdjkMAAhCAAAQgAAEIQMATSKSAyhn96NGj7YILLrAOHTqk0K2wwgp+NaSnnnoqFcYGBCAAAQhAAAIQgAAEchFIpIC2atXKWzp//PHHemnJUT1jQOthIQACEIAABCAAAQgURGDhwoV2/vnn22effVbQ+ZlOuu6667wxMdOx5ghLpIAuscQS1qdPHzv55JPtrbfe8vmUVfT++++3G2+80XbZZZfmyDvXhAAEIAABCEAAAlVHQAroeeedZxMnTixa2a699lp74403ipZeYxNKPAnplltusX322cd69uxpLVq0sN69e9v8+fPtwAMPtBNPPLGx+eB8CEAAAhCAAAQgAIEaIZBYAV155ZW95vzKK6/YuHHjTFbRTTbZxP/VCCuKCQEIQAACEIBAjROQFfHFF1+0Xr162c0332yzZ8+2fv36eU9Bl19+ub322mv+2GGHHWadO3f2tObOnWtXX32170X+/vvvbb311rNTTz3VunTpYjp2/PHH21FHHWWXXHKJrbXWWn7OTRyzep3POeccf96AAQP8offee8+uv/56+/zzz23DDTe0gQMHmnS1IM8++6yNGDHCdL3+/fuH4LL5TdQFH3Iry+cvf/lLD+nQQw9l+c0Ahl8IQAACEIAABGqCwCeffGJXXnml14VkiFt88cVtv/3288MRpRTuvPPOds0119ill16a4qGwBx980HbccUevqL7wwgu2ww47eLeW6k2+9dZb7aCDDrLWrVvbzJkz68ytkQ92ub7U4kC//e1vfZo6X56JpPzuv//+9uabb1r37t1N/tklTz/9tO25554WRZFtscUWdvjhh3tF1R8sk3+JLaCTJ0+2s846y7bffnuT8qkJSWuuuaadccYZdsIJJ5gmKiEQgAAEIAABCECg2glMnz7dZGHUYjxSIB977DGTlfK5557zRZfid8MNN3glVHGXX355P2dmgw028MdlAd1tt93s22+/tXbt2vmw3/zmN3bxxRf77Xnz5vnfOXPm2F577eWvoeuFBYJOO+00r8gGN5hHHnmkz8uwYcNMk43++Mc/ep1tyJAhPp0DDjig7IyGibVGTUD65ptv7Mwzz/SFWXLJJW348OG+gDIh77vvvj6cfxCAAAQgAAEIQKCaCcjo1qNHD19EWUDlHz0+IXu55ZYzGe4kyyyzjI0cOdJkHZX/9PHjx9vLL7/sj8m6GRTQrbbayofF/x177LH2xRdfeAU3KJ/qsh87dqyttNJK3ggY4rds2dLGjBnjDYSy0srCGqRr166VqYBKE3/mmWdMLpfC+AK5Xvrd735nP/zwg58NjwIaqplfCEAAAhCAAASqmUDHjh1NCl8QDVGM+0nXfhBZMffee28/NnSbbbaxbbfd1g4++GC/H+LoV4pqushSqu579TRr8reUUI3pXLRokbVv375OV/1OO+1kSy+9tNfLdHzBggV1kpOiXE6SyAIqkDIxT5o0KaWAhkIIxIwZM8IuvxCAAAQgAAEIQAAC/yXw17/+1Z5//nnvUimsJKkwiRTFXDJo0CCTZbRbt25+0pI8Esm6KmVXBkF1uQdRF72UTC2Nrj/ta6KURF3977//vt8ul3+JJiGpQDLlarznl19+mcq7TL1XXXVVHbNz6iAbEIAABCAAAQhAoMYJSBmUX08NY5Ro1vrZZ5/tt2UdbUhk6dRse01UklIpOeaYY+yee+6xUaNG+bTVpa+xotOmTfPHNVdHvtpfeukl++677+zcc8/1E5L8wTL5l8gCqrze6cYtaBbW6quv7jVvdcsLnGZtnXLKKWVSHLIBAQhAAAIQgAAEyoeArJCaha4Z8G3btvVWSrlrOvroo+3dd9/1elVDudX4UnXby53SBx984BVKzYDXxCWNR9XS6KeffrqfEa+0LrroIq+M9u3b1yuoWkxIE6bKSVq4mVpR0gzJVKzBsxpIqzGgG2+8sfc9lfT8UsXTl4UqQKsyqUIzSYsW/z95KtOxxoZF0f/PWmtsOknPpyzJSDVlvZSyTubbVckKXECsVlH9r2/KkgxktdRLtZRDtUZZkrXdarnvM5UjGYHmiSXDnSyUYS5NMXKh4ZGyrK666qoZk5OhUIrqsssum/F4cwYmtoAqk1I65UIguBFozoxzbQhAAAIQgAAEIFApBLSATzGVT5VbQySzKZ863qZNG/+n7XKTRGNAyy3T5AcCEIAABCAAAQhAoHIJoIBWbt2RcwhAAAIQgAAEIFCRBHIqoFpGKszakrNUBAIQgAAEIAABCEAAAo0lkFMB1bR9edOXyOO+1idFIAABCEAAAhCAAAQg0BgCOSchbbTRRjZgwADvOkAzqeS3qnXr1vWup+Wo+vXrVy+cAAhAAAIQgAAEIAABCKQTyKmA3nfffd7L/oQJE7wfqY8//tjPuEpPJNPyUelx2IcABCAAAQhAAAIQgIAI5FRAtQbpXXfd5UltuummpqWj4mudghACEIAABCAAAQhAAAL5EsipgMYTk7d+jQG94YYbTBZRLS0lpbR3794m31YIBCAAAQhAAAIQqAUCpViwoykXTymHOkqsgGoRey3lpFnx3bt39wvbT5482a8D/+ijj5ato9NygEweIAABCEAAAhCAAAT+RyDnLPj/RTM76qijbOutt7Yvv/zSxo4da5MmTbJ33nnHxo0bZ1dffXU8KtsQgAAEIAABCEAAAhDISiCRAvrTTz/ZmDFj/OL2YcmnFi1a+C74U045xV544YWsF+AABCAAAQhAAAIQgAAE4gQSKaBaAz6KIpMimi4//vijLViwID2YfQhAAAIQgAAEIAABCGQkkEgB1WL2vXr1skGDBtlbb73llVH5Bf3b3/5m11xzje20004ZEycQAhCAAAQgAAEIQAAC6QQST0K66aabbJ999rGePXvacsstZ7NnzzYtz7nHHnvYqaeemp4u+xCAAAQgAAEIQAACRSKwcOFCu+222+qltu6663ojYTgwevRoP19nv/32C0H2/fff21/+8hc74ogjUmHxjVmzZtnjjz9uEydOtLXXXtt2220369Spk4/y5JNP+nk/8fja/vWvf21rrrlmenDi/cQK6DrrrGNvv/22Pffcc37ikayim2yyiW277baJL0ZECEAAAhCAAAQgAIH8CcybN8+vTnnooYfW8TyUvkLlMccc4xXGLbfc0lZffXV/oW+//daOO+64jAqojm233Xa2/vrr+7k99957rw0ZMsRefPFFW2211exPf/qT7/mWb/i4bLHFFvHdvLcTK6BKWYXs27ev/8v7SpwAAQhAAAIQgAAEINAoAldeeaV17tw5YxrvvfeeSVHV8ui33HKLDR06NGO8eOCoUaO8ovrYY4+lgtW7LUX0zDPP9GFKr9hLricaA5rKERsQgAAEIAABCEAAAmVJ4Pbbb7d9993XDjroIN9dP3/+/Abz2aVLF+9eU/N6pLxKtPJlUD4bTKDACCigBYLjNAhAAAIQgAAEINDUBDQpfLPNNkv9aWyoZO7cuXb//ffbIYccYj169PArVkqRbEg0lvOiiy6yE0880ZZeemnbeeed7eGHH65z2llnnWXdunWr89dYD0iJu+AXLVpkcseEQAACEIAABCAAAQg0D4HrrrvOOnbsmLp4y5Yt/ba60LUdutKXXXZZu/HGG23//fdPxc22ceSRR5r+PvroI3vmmWe8Mvr555/b6aef7k+RcqqJ6HFp1SqxChk/LbWdWKPcaKONTOMEEAhAAAIQgAAEIACB5iEgfUwWzvAXcqEZ8rvssovJYKg/uch87bXX/MTxECfT7znnnGOa6S7ZcMMN7eSTTzZ15Y8YMSIVfcUVVzTNto//pQ4WuJFIfZW7pU8//dQXqMDrcBoEIAABCEAAAhCAQAkIaJn0V155xc9+Vzd6EK1iefPNN9vxxx8fgur9Srk844wzvHIpj0caNyor6qabblovbjEDEimgSy65pF1yySU2cOBAXzhlUGFBZObdYIMNwi6/EIAABCAAAQhAAAJNRODOO++0XXfd1Y/hjF/y8MMP9xOS+vfv78eIhu76EOeLL77w7pnkimmbbbbxQy210JCsp7KCBjnssMNMacVFixMNGzYsHpTXdiIFVCmef/75JkelmbRojS8YOXJkXhcmMgQgAAEIQAACEIBAMgIy/GlZ9EwyePDgTMG+S37GjBn+WLZzdVA6nv6kiGp86RJLLJFK7/nnn09tF3MjsQI6adKkrAVv7EDUYhaItCAAAQhAAAIQgAAE8ieglS6bShJPQmrXrp2fXfXEE094r/ha1mncuHHWtm3bOh75myrjXAcCEIAABCAAAQhAoDIJJLaAfvzxx358wZQpU/xkJHnJl8lX3fKPPPKI9zdVmQjINQQgAAEIQAACEIBAUxJIbAHVAvZbb721TZ061a8Nqkxq0Kt8gz7wwANNmWeuBQEIQAACEIAABCBQwQQSKaA//fSTjR492i644ALr0KFDqrgrrLCCnXTSSfbUU0+lwmpxY0GLNlaqv1rkSZkhAAEIQAACEKhuAom64DXJSJbOH3/8sR6NDz/8kBWS6lEhAAIQgAAEIACBaiUQRRdXa9GarFyJLKCajt+nTx/vHf+tt97ymZNVVGuOapkned5HIAABCEAAAhCAAAQgkIRAIguoErrlllv8OqA9e/a0Fi1aWO/evb23/AMPPNCvGZrkYsSBAAQgAAEIQAAClU5Aw+6KLa2iOcVOsqzTS6yArrzyyvbGG2/4pZ7kfklW0U022cT/lXUJyRwEIAABCEAAAhCAQFkRSKyAKtcaA6plm7766ivvKf+7774rq8KQGQhAAAIQgAAEIACB8ieQWAHV2M++ffv6ZZrWXHNNk/Kpv5133tkvWt+6devyLy05hAAEIAABCEAAAhBodgKJJiEpl1qIfocddrDPPvvMPv30U6+IvvbaazZ+/Hi78MILm70gZAACEIAABCAAAQhAoDIIJLKA/vDDD/bRRx95f5+rr766L1nLli29Y/ozzzzT7rrrrsooLbmEAAQgAAEIQAACEGh2AokU0KWWWsq0QP27775rQQENOZ8/f35qZaQQxi8EIAABCEAAAhCAQPEIaNEfzcFJFw2B7Nevnz3xxBP29ddfpw537tzZNtxwQ/+nQC2prnk8GjoZl3vuucd22203a9++fVaD4lFHHRU/pSjbORXQMWPGpJzP/+EPf7DjjjvOr4gkv59z5swxjQsdPny4Xwu+KLkhEQhAAAIQgAAEIACBegQ0/FG90ZJbb73VfvOb31inTp2sbdu2PuxPf/qTtWvXzjbaaCO///zzz9uzzz5rF110kR177LH20ksv+Z7sdAX01FNP9ed06dLFBgwYYP379zctQFRqyXmFQw891LTSUVyGDRtm+ovLNddcY9ttt108KOP27NmzbezYsbbtttvWOa5xpJ9//rltttlmtuyyy6aOTZs2zd5++21bY401bL311kuFswEBCEAAAhCAAARqicAJJ5yQKu7dd99t5513Xj3d6IADDjAZDINowaBzzz3XK6AhrKHfq6++OqXUNhS3McdzKqCygC5atKjB9JNoyrKYCpaW9IwroFdddZVXctdZZx27/vrr7dprr/Xd/OruHzJkiF+B6YYbbjApw/vss0+DeSECBCAAAQhAAAIQgIB5b0WybJaj5FRA27Sp6+l/7ty5vgteymRcVlhhBevevXs8qM72xIkT7ayzzvK+Qzt27Jg69p///Mc7tn/ooYe8Yvrggw/afffdZ5rYpK79oUOHWo8ePUwavUzCcgMlB/gIBCAAAQhAAAIQgEBdAjLqSaeKosimTJlimjCusHxk88039zpZOGfHHXc09XQXW3IqoPGLySQ7ePBg04z4dNl///1t5MiR6cGpfa0bf/bZZ9v06dP9+INwQIqpFFdZRSXqgn/yySdtwYIFfqBtUGql4GqMw6RJk6xr167hdH4hAAEIQAACEIAABP5LYKeddjIpjJpwdOWVV9qjjz5qUiglMuBp4ni6SOdafPHFU8EjRoywuAFSk5NKIYkUUHXDX3755XbxxRfbIYcc4ge5xjOjteFzSRgQqwGwcZk8ebK3ioawDh06eCV16tSp/hrxdGU5nTFjRh0FVAqrlFuJlgpFIAABCEAAAhCAQK0SkL7Vp08f/6cJSuo51lyaVVZZxdZaay378ssv66BRj/bMmTP9XJt58+b5Y2uvvXaTjAFN5IhemdKEoL333tvkkkkWy/hfXFGsU7IGdmQaXrhwYSqWtPAll1zSm4zj4YqgY3GNXGGauaXu+kGDBtmsWbMUhEAAAhCAAAQgAIGaJyDXTD179rRjjjnGs5ByKjdNoYtexj5NUNp00029C6amBpZIAZXid/DBB/txBMHiWIyMyreorJpBtL3SSivZMsss490/acxpEB1Lt3IqTwIsq6zWqUcgAAEIQAACEIAABP6fgCZxq/dZwyTlZejhhx+2c845x+tZ8jD0+uuv+276OC8ZGmUgjP9pYnixJVEXvC6qGendunUzFSY+blPHtESnJgzlK1tuuaVpbKlMwlI8H3/8ca+ta1b9VlttZaNGjTKNL3355Zdt6aWX9n/5XoP4EIAABCAAAQhAoJoIZDK6vfDCC/WKuOqqq9r333+fCpe+Nm7cON9rLAf28Z5lOa7X5KWmksQK6J577umVRDkwlTIYlzDGMx6WZFtjPuVdXzPcVXC5CjjooIP8qXKaOnDgQK+Zq7tfCjACAQhAAAIQgAAEINA4AnGPRI1LqfCzEymgciD//vvvew/8G2ywQcFX69Wrl+kvLrvvvrtfFkrd7fGZVlJGNRNLg2M1kBaBAAQgAAEIQAACEKgOAokUUCmGUgh//vnnkpRa0//jLgDiF0H5jNNgGwIQgAAEIAABCFQ+gUQKqIp5/vnn23777WennXaad4Wk2epBll9+eT8+NOzzCwEIQAACEIAABCAAgWwEEiugJ510kh+0evzxx9dLqyFH9PVOIAACEIAABCAAAQhAoGYJJFZAv/nmm6yzozRVH4EABCAAAQhAAAK1QKBVVHdJ8looc7HLmFgB1XR9BAIQgAAEIAABCEAAAo0lkFgB1bKZ2fxDaTxoumumxmaM8yEAAQhAAAIQgAAEqpNAYgVU7peyLXfJGNDqbByUCgIQgAAEIAABCJSCQGIF9NVXX62zbvsPP/xg77zzjl1//fV26aWXliJvpAkBCEAAAhCAAAQgUIUEEiugmVY72m677Uxrww8bNsz+/Oc/VyEeigQBCEAAAhCAAAQgUGwCizU2Qa3h/q9//auxyXA+BCAAAQhAAAIQgECNEEhsAR09erQtWLAghUXbU6ZMsYsuuqje8pqpSGxAAAIQgAAEIAABCEAgjUBiBbRPnz4ZJyGpG/7CCy9MS5ZdCEAAAhCAAAQgAAEIZCaQWAH94osv6rlhateunbVqlTiJzDkgFAIQgAAEIAABCECgpggk1h47dOhgc+fONa2IpN+4tG/f3jQWFIEABCAAAQhAAAIQgEBDBBIroA8//LD179/fZs6cWS9N/IDWQ0IABCAAAQhAAAIQgEAWAokV0GOPPdb23ntvO+aYY6xz5851kpMFFIEABCAAAQhAAAIQgEASAokU0O+//96mTp3qHc4vv/zySdIlDgQgAAEIQAACEIAABDISSOQHVOM/u3btamPGjMmYCIEQgAAEIAABCEAAAhBISiCRBVSJDR061E4++WT76quvvDIan/0uq2i3bt2SXpN4EIAABCAAAQhAAAI1TCCxAqoxoLNmzbIBAwbUw8UkpHpICIAABCAAAQhAAAIQyEIgsQIq90tRFGVMpmXLlhnDCYQABCAAAQhAAAIQgEA6gcQKaOvWrdPPZR8CEIAABCAAAQhAAAJ5E0g0CSnvVDkBAhCAAAQgAAEIQAACWQiggGYBQzAEIAABCEAAAhCAQGkIoICWhiupQgACEIAABCAAAQhkIYACmgUMwRCAAAQgAAEIQAACpSGAAloarqQKAQhAAAIQgAAEIJCFAApoFjAEQwACEIAABCAAAQiUhgAKaGm4kioEIAABCEAAAhCAQBYCKKBZwBAMAQhAAAIQgAAEIFAaAiigpeFKqhCAAAQgAAEIQAACWQgkXgkpy/kEVxmBBS3alKxEraI5JUubhCEAAQhAAAIQqBwCWEArp67IKQQgAAEIQAACEKgKAiigVVGNFAICEIAABCAAAQhUDgEU0MqpK3IKAQhAAAIQgAAEqoIACmhVVCOFgAAEIAABCEAAApVDAAW0cuqKnEIAAhCAAAQgAIGqIIACWhXVSCEgAAEIQAACEIBA5RBAAa2cuiKnEIAABCAAAQhAoCoIoIBWRTVSCAhAAAIQgAAEIFA5BFBAK6euyCkEIAABCEAAAhCoCgIooFVRjRQCAhCAAAQgAAEIVA4BFNDKqStyCgEIQAACEIAABKqCAApoVVQjhYAABCAAAQhAAAKVQwAFtHLqipxCAAIQgAAEIACBqiCAAloV1UghIAABCEAAAhCAQOUQQAGtnLoipxCAAAQgAAEIQKAqCKCAVkU1UggIQAACEIAABCBQOQRQQCunrsgpBCAAAQhAAAIQqAoCKKBVUY0UAgIQgAAEIAABCFQOARTQyqkrcgoBCEAAAhCAAASqggAKaFVUI4WAAAQgAAEIQAAClUMABbRy6oqcQgACEIAABCAAgaoggAJaFdVIISAAAQhAAAIQgEDlEEABrZy6IqcQgAAEIAABCECgKgiggFZFNVIICEAAAhCAAAQgUDkEUEArp67IKQQgAAEIQAACEKgKAiigVVGNFAICEIAABCAAAQhUDoFWlZNVcgqB/AgsaNEmvxMSxm4VzUkYk2gQgAAEIAABCGQigAU0ExXCIAABCEAAAhCAAARKRgAFtGRoSRgCEIAABCAAAQhAIBMBFNBMVAiDAAQgAAEIQAACECgZARTQkqElYQhAAAIQgAAEIACBTARQQDNRIQwCEIAABCAAAQhAoGQEyloBnTZtmj3zzDM2fvz4kgEgYQhAAAIQgAAEIACBpiVQtgrou+++a4cddphNmDDBBg4caI8++mjTkuFqEIAABCAAAQhAAAIlIVC2fkCHDx9uQ4cOtR49etgBBxxg/fv3t759+9oSSyxREhAkCgEIQAACEIAABCDQNATKUgFdsGCBffXVV9a9e3dPYYUVVrC2bdvapEmTrGvXrikyt99+u82fP98WLVpk7du3T4WzAQEIQAACEIAABCBQvgRaRE7KLXtff/21HX300TZq1KhU1o466igbMGCAbb755qmwbbfd1n7++WdTEb755hsbMmSIPy8VgQ0IQAACEIAABCAAgbIjUJYW0JYtW9rChQvrwJJVtE2buksr/vOf//RxFLdVq7IsSp0ysAMBCEAAAhCAAAQgYFaWk5CWWWYZ+/HHH23u3LmpOpoxY4atvPLKqX02IAABCEAAAhCAAAQqk0BZKqCyZm611VapLviXX37Zll56af9XmZjJNQQgAAEIQAACEIBAIFC2/dbHHntsyv3SYost5sd3hkzzCwEIQAACEIAABCBQuQTKVgHt0qWLjRgxwmbOnGmdOnWqXMLkHAIQgAAEIAABCECgDoGy7IKP5xDlM06DbQhAAAIQgAAEIFD5BMpeAa18xJQAAhCAAAQgAAEIQCBOAAU0ToNtCEAAAhCAAAQgAIGSEyhLR/T5ljr4Ad14441tjTXWyPd04kMAAhCAAAQgUEUE5Dd85MiRVVSi6itK2U5Cyge1HNfLKf15551Xx3doPmkUGnf69Ok2Z84cW2WVVQpNomzO0/KnWvK0c+fOZZOnQjIyb94802paWsJ1ySWXLCSJsjln1qxZfiKeJuVVukyZMsXk0WL55Zev6KJo5bXPP//c5K94qaWWquiyyN/yt99+a6uuumrFL+Yxbdo0071fDf6iv/zyS7+8tNwPVrKEZ/GKK65YbyGZUperRYsWpb4E6TeWgJbiRAoncO6550a77rpr4QmU0Zm9evWKLrnkkjLKUWFZ+eSTT6J11103ev311wtLoIzOuvXWW6Nu3bqVUY4Kz8ohhxwSOfdqhSdQJme6BTJ8+3JeOsokR4Vn49lnn/VlcR8HhSdSJmeeffbZ0R577FEmuWlcNrbbbrvoiiuuaFwiZXD2xx9/7NvXW2+9VQa5IQvlRoAxoI3V4DkfAhCAAAQgAAEIQCAvAlXRBZ9XiYscecMNN7TWrVsXOdXmSc5ZQG399ddvnosX8art27e3XXbZxXeRFjHZZkmqa9eutvPOOzfLtYt90S233LLih0SIiYYRqH2tttpqxUbU5OlpmIrKovFylS4bbbSRdejQodKL4fPfu3dvW2+99Sq+LBqiovZV6UMJKr4iyrQAVTEJqUzZki0IQAACEIAABCAAgQwE6ILPAIUgCEAAAhCAAAQgAIHSEaj5LvgvvvjC3n//ffvuu+9srbXWsl/84he+i610yOunPG7cON8F1hgXUpptqHQ++OADPySgR48etvbaa9e/WIlC5s+fb2+//bbvYu3evbs1Zgaill/917/+ZZ9++qmttNJKttVWWzXpcqxTp061d955x3eBqQu8MdLcZVHef/jhBxszZoypW68x0pz3iq4tzwZBNAN9nXXWCbt5/Tb3veImMZmblOHvkZ49e9riiy+eV/7jkZurfakMukfSxU3+K3joS3O2L5Vj4sSJJk8get40ZlhVc7cvuSV88803/XAEDRHTkJF8pLnaVDyPmd6JanN6jundouE8jblv4tdiu/kItHSui85rvss375Wvv/56u+OOO7zboVatWtkTTzxhf//7323HHXc0uXZqCvnss8/sj3/8o6255poFv1ClYLjZxeZmf3sXN1Kmb7zxRp99jYsqtci9zuGHH+4fDB9++KHdfPPNtvvuuxfk1uXdd9+1448/3p8rd1BSqG+44QbbdNNNbdllly11UXwbGD58uB+zdPvtt/sPA71UC5HmLkvIs/NsYC+++KLts88+ISjv3+a+V6688kp79dVX7T//+Y//0FqwYIHpQydfae575aeffrJjjjnG9CtlR1z33HPPirtX5L7pz3/+s68LKQv6iL/rrrts2223NbncyVeXHFlPAAATFUlEQVSau31dfPHF/h6R8uZmn9svf/nLglxsNXf7UpsaMGCAd0cog8ALL7xgO+ywQ2KDQDk8szK9E3/++Wc77LDDTO1OLhf1PNPY+MYYOvJto8QvAYFym5bfVPl59NFHoyOPPDJyPjxTl3QPn8gpP9Hjjz/uw1xjj+RyZdKkSZGz8KXiuS/1aPbs2al9Hfv+++9T+zonHHdfk9GiRYsi59ctUnpx+etf/xrttdde0e9+97voqaeeih/Ka/uEE06InCJd55zJkydH7gaNZsyY4cOVD+VTZQnivtQj90KvUzblMc5E5VB5JNnKcs0110S33XZbSDYaPHhwimEqMMGG8uYU10hulOLyl7/8JTrllFN8kMqgPCkvTtFORctUFsVRnQYJLJSGe1H4cjl/jqk4qiexdA9Af8ro0aOjP/zhD+H0vH6TlCVb+1I+425xcrWvUF8qa/yckNlnnnkmcg/uSC6QCpUk94qun96+dL30eyXkN+QlSftS3AMPPDBSXTVWGrpX8mlf2cqSrX0p7w888EA0bNiwVDHcR040duzY1H7SjWK2L10z270SypitfYX8uo/E6MILLwy7ef0Ws33luldUhkzPYj1H9KwMzz33AR25D/i8yhAiN9S+FC/TvZLp+RXYh7TDvZKrfd1yyy2RU+bDKdFxxx0XOSU0tZ9ro5htKlc9hHJlalPZ3ol6v1111VWp7B911FFV4WYvVaAa3ajZLnh9GR5wwAF1ulrUVeEeotauXTuv6rub2TucnjBhgvXp08c233xzb93r1KmTKezoo4/2ViV1F990003+mE78xz/+4b/Q3IvGDj30UFPXunvw+bScQmP77befT19O0p3iZk6BK/hLzt3E3vpw+eWX+zTDP1kh7r333tTsQ6eA+CEGslbIIvbKK6/4P5VFjqh1vqywKoccObsXvk/qoosu8l23O+20U9ay6Is7/iUq5+n6Ys1XnMLnrVrpQweckm66vuSjjz6yq6++2jtnl9X6wQcf9BZSlSe9LL///e/N+dH0Dull2ZClSV/OYnDppZearGgqq7r6ZfVUPakuJO4B6r+0FVaIJClLevs6+OCDTW0mOJ9XfaiucrUvlU/5Vx2q21Bd0zpHbL755hu7//77vUX52muvLaQY/pwk90p6+3IfZBnvlULal6yFTin3ZXz55Zetl/PWIMfp+UqSe0WWvKTtK1tZNGwkW/tSu9h7773tjTfeMLXJfv365d1FqnIXs32ptyfbvZKrfQX+6vXQfaXepEKkmO0r172S7VksrxnqzlX3rnqM1OuiNpavJGlfSjP9Xsn3WZyrfan9/va3v01lXb03ej4kGX5TzDaVqx5ytals78R///vf/h0cCrbZZpv5d4GGzCGVS6AmFVD3seGVkJNPPjlVc7px9aKTSJEJ7oj0klDXvI5JcVRXjbqD9XLv37+/OcfHqTSybairUN0H6hpXGr/61a9sueWWq3NDKU+FiBQyuYMJY5ak+KksIT0pvmHlGefc2NSVqQeeXhhSUMNyZc7KaIMGDWowC9nKEk7Uy0TdQM45fwhK/KsXmcbhBnFf5D6tUJYtttjCH9JYLS2xJmWr0LKoK/eee+7xSqf76vYKuLoBJVKepAyKpboZC5GkZQntS2XUx48Uqz/96U9eOdbQDHWjNTTWSfm9++67/bARtenHHnvMfxjp40FphLZRSDmULynsSe6V0L60Mpi6+4t1r2iIh8Z/adykXlAqk+6nvn375lWkJPeKEixl+9KHgrOC+vtfHzlqc/oIzXfFrmK2L41DzSWZ2lf4iNZ5Ujz333//1Id7rrTSj5VD+9KzeODAgXbGGWfYEkssYVLa9LGaryRpX8V6Fmd7fmkIxHPPPefnMug+fO2118wtZJGoKMVsU4U8s9SmZOgJEp772tczIO5iS9t6zyCVTSC/0cmVXdZU7mWtk5VTX6xBNPbzkUce8VYbWaaCaDKP4mtpND2cNtlkE39I/vOk+OmruSGRwimRLzRNnNALvViiG1GKbRC9LB5++GFfFlnTNBg9iPKusuhBs80226R8/2mMkKy2sgg2JLnKMmrUKG9BlQIlq0K+kl4WPdBVloceeshOP/10v+Sp0pTVUi8NWawLLYvqbo3/WjfFQnUiZVCifKgsbiiBH09ViDU3aVlC+wplCZYKWTC33357/zLxmcrxT/lXfNWtLAJiIiVHH1GhveY4PeehfO6V0L60TGUx75UNNtjAXDet73GQxVDKsO7VfCW9TrLdK6VsX2pjegZccMEFXkFXG9S9l6+klyXbvVKq9hXyqw9xffAW8sGpNMqhfWns/GWXXeYVaTf8yvcE6eMpX0mvk2ztS+mGe6XYzy/53JTRQb17RxxxhL+ODCpJJD3/zdWmMuVVVvrwfNZxvavy/WjLlC5hzUugJhVQId94443rzOI89dRT/UModD2HagmNXBNgdGPrL4isMuGmCL86lkth0bFiOn2Ws2KlKauNRIqxHqb60wzIuISySHmT9SWIZm3qL8yWLKQssibKKqmu3kLXLVeduPFwKabqdlc5pEjHJZRDYUnLEqzb8XTCtvhJYVK51TUq0YtRCqAe3npJ5CuFlEVtLL1eQl2EX+UjSftyY4pNll1ZFE488URz41pNQxkKkea+V/ShGP/IWn311X0PRPxeTFKupPdKIe1L189WL6F96SUqC1j8vpS1TS/6fKXY7UvXD22soXsl/vx6+umn/SSXQj44Q5mbu3299957tvXWW3uvIW3btvVd2PEP95DPhn6Tti+lE9pY0ueXzknSvvS8Ov/88/2EMA1P0v4qq6yi0xuUYrep0J504Wx5D8fibSpTRvVs1DCcINrWhyJS2QRqVgHVOBy9oGXpUleFRG5AZAnN1H2gG0AvPs3Ak0jh058eOh07dvRdBOHBHZQYH9H9U7e0RPHVlRC6931gI/8prxqDqS4kWfHUbaGvQ+Vh/PjxGcui8U16wIaXul4isjJJAVVZpKxIpk+f7se6xrOYqSxSdp5//nk/814KcKGil4Bmvss6NG3aNJ+MG3jvFVu9vIOCHE8/V1n0RR/Kkl4nsmhrXJFEXVYaViGWGtensVAS8RODQhTqQsoiS7Rbm9vXn9rSSy+95LvPGmpf6mZTG9af2qfKct999/m0lJ7GtcqdlLrmC5Fi3yuhTpK2L42JldVTLzG1bw2J0cdBpvaQq3xNea9kal/Km3oQ1N6kPOujTzP7C5nNX8z2pXzlulcytS+dI3FrffuP+f/fK+x/sduXnrH5PIvVa6ByBCVJz8ZCxhaWQ/tSz4eGdWgFIllgNWZabqWSSDHbVCHPrFx5lFeCv/3tb/4Zp3eD2qSec0hlE6jJMaCqMk10cbPq/M0qpUMiJUddGIe6iUOZxM2a91+XGkQtdxvnnXeedw0k5VSDog866CB/46t7RS/XIOqiCmMK9XWqh0MxJUym0sQHdYnpxaaB6nLNFCbvxK+n/Gr8nKy9Gkcp64XGC0rUlaaXvSYl6Cs93Y1TprLIXZGuGx+Tp/E8J510UvyyDW5rrKLKoHpxsxy9NVBKlboRdQ1ZJ9IlV1k04Wvo0KHeKixLkx6KQXSe6k8KjcqviTuyemp8odqDhmEoP6ovWSnylULKorrSC0OTCGQ90ENXE1akaOVqX7Leqn1JpJhlqvN88x+PX8x7pZD2pftl33339W1CH1dSljRethBp6F5R+45LrvaVqyyZ2pfS1ZhxWTx1f6kHRWP2fv3rX8cvmWi7mO1LF8x1r+RqXxpuoWERjZFiti9xz3WvZHp+qX3p2aVeMD07ZaWWq6xCpKH2lZ5msduXxq6eddZZpneVPnLkHi+pBbSYbarYzyzdI/q4dh5j/PNQ767G+mhOrwv2m4GAewHXvLiXWspdURIYcpOTSdwXZx2XRorjFIjIDZb2bprcAyHTaUUNk6sO9/WfKE33sK3jPip+UqYyNnVZlAfVTRLJVhaFy+VSXNwMzcg9mH2Q6iyTpJ+TKU4+YfmURXlSvtMlU/tyM7YjN/zBu5RyFpz0U4q+X6x7pZD25ZTyyFlDi1amUt0rSdqXXNEUs76K0b4y3SuV2r4y3SsNPb/0fFa9FEuas30V4/lVjDaVqR4a06YypVes+iKdpidQsxbQuK4vy6cmCCWVbHFzWTZzHUt63STxggupJHHVZaS/TJKtjIrbVGXJlYf0PGcrS7bwcH62sjRmTFtIO/6bT1my5SlbuK4jK1VTSLHulVw8spVTVhVZP4slzXmvZLLmN6ZcuXimp5uNb657pdLaV7YyikW2Y+oBKWa9NGf7KsbzqxhtKhtr1UMhbSpXekoTqSwCNb0SUlNUlcaNyp9jNkWvKfJQrGtUS1nU1aQ6qYZB7BpCobLEhxcUq76bOh3aV1MTb/h6tK+GGTV1jEp/flVTm2rquq+267WQ0bXaCkV5IAABCEAAAhCAAATKl0DNzoIv3yohZxCAAAQgAAEIQKC6CaCAVnf9UjoIQAACEIAABCBQdgRQQMuuSsgQBCCQTuCdd97xS5QqXO6L5B5LvjaziZstm+0Q4RCAAAQgUAYEUEDLoBLIAgQgkJvA22+/nVJA5RtWPlyzKaBaGEH+fBEIQAACEChfAiig5Vs35AwCECiAwAcffGDOn2MBZ3IKBCAAAQg0FQH8gDYVaa4DAQjYW2+9ZVouUMugasUmrRwTlm9Vt/lll11mY8aM8atPaUWyHXfcMS9q//jHP+zhhx82t/iDXw1GK/zce++9fnWtuF/Gs88+269ApNW+tPyuViTS6lfyTahVvPbaa68617377rv9EqCyvvbu3dtOOOEEa9WKx2cdSOxAAAIQyIMAFtA8YBEVAhAonIDW2JZCOXHiRNtnn33skUce8cqeUpTFcvPNN/frPUv5k3Kn5RHdKk95XVDLKK666qreoXjPnj1NS7Ded9999te//jWVzrhx4+ziiy+2NdZYwz755BO74oorTOuRK/6KK67ol9SVkhxES8pqmcZ11lnHttlmG68k/+Y3vwmH+YUABCAAgUIINP3iS1wRAhCoRQLbbbdddNxxx6WK/u2330bOmhh9/PHH0bBhwyJnoYxmzpyZOq4wZx2NtESis05Gbk1rf0xx3LMucmtDp+LGNy699NKoe/fuqSCnXEZuTGhq/8wzz4y23357v+8smz6tJ598MnX8jDPOiNwa3X5//PjxkVuBKbr//vtTx53S6s956aWXUmFsQAACEIBAfgToQypEa+ccCEAgLwLusWTvvfeenXbaaanznJJnL7zwgt8fPXq0tz7KMhlk0qRJ9s033/ju9BBWyK+68tXdr7RkIVWX/AUXXJBKSivL9OrVK7Xfp08fu+SSS/wkJw0HUN41dGDs2LGpOFrqUMecIpsKYwMCEIAABJITQAFNzoqYEIBAgQTUxT579myLj8OMJ/Xdd9/5bnOt9x5ktdVWM2ettHhYOJbPr5RLLfM5YsQI23jjjW3GjBkW70Jfbrnl6qwB3rlzZ5+88uusrX44gJRUrRUeRGNAu3XrFnb5hQAEIACBPAmggOYJjOgQgED+BGQxlPXRdWn7yT9KwXWt+0lIUubWXntte/bZZ23o0KEphfPTTz81183uJyTlc8W4oqjztN+vXz976KGH/PWlfCo/QTRhSWNBNcZT8txzz3lFeb311vNW0Pnz59see+zhx3/q+MKFC+2uu+7y40u1j0AAAhCAQP4E/mduyP9czoAABCCQmMCRRx7pJ/xI0Zw3b55de+219uqrr9qWW25pAwYM8F3tcjAva+jkyZPt4IMP9jPPNTM9H5EFU+dPmDDBFixY4E+VAvr66697JVTb6aIu+alTp5omSt12222mbntZXjXjXYrokCFD7MMPP7Tgg3TQoEHWoUOH9GTYhwAEIACBhARQQBOCIhoEINA4AnJ9pPGVu+22m3Xs2NFGjhxpd9xxh+/+lhKq2eo33XSTrbTSSrb++uubm3TkldR8r/qrX/3KWrZs6RVHjdOUaMa7wtu2bWvqko+L8qLVldRNL4Vziy22sOHDh/soiy++uD322GP2008/+e57jVt9/vnn/ex8bSMQgAAEIFAYgRaas1TYqZwFAQhAIH8CUvY0tjL4/0xPQZOPNC4zX8tnejq6RqdOnVLBmogkJXTw4MGpMLl5Ovnkk23atGk2ffp0r6DKN2gmmTVrlreoLrPMMpkOEwYBCEAAAnkQYAxoHrCICgEINJ6AJvRkUz6VuiyfxZCgfGr2vZbyVHe/ZsBnk4YUS1lKEQhAAAIQKA4BFNDicCQVCECgTAlo7KkmP9188831FN82bdrkPcmpTItJtiAAAQhUFAG64CuqusgsBCCQLwHNWtdII5bOzJcc8SEAAQiUjgAKaOnYkjIEIAABCEAAAhCAQAYCzILPAIUgCEAAAhCAAAQgAIHSEUABLR1bUoYABCAAAQhAAAIQyEAABTQDFIIgAAEIQAACEIAABEpHAAW0dGxJGQIQgAAEIAABCEAgAwEU0AxQCIIABCAAAQhAAAIQKB2B/wP4qeRnw9AvywAAAABJRU5ErkJggg==" /><!-- -->
For experiments with visually marked cells, e.g. using fluorescent
markers as in <span class="citation">Pijuan-Sala et al. (2019)</span>,
<span class="citation">Guibentif et al. (2021)</span>, or <span class="citation">Strauss et al. (2023)</span>, the following sampling
bias occurs: experimentalists aim for approximately 50% (or a different
fixed proportion) of cells with the fluorescent markers, which means
that the non-depleted cell types will appear enriched in marked
cells.</p>
<p>We simulate the experimental bias described above by sampling an
equal number of marked and unmarked cells.</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a>marked_cells <span class="ot"><-</span> <span class="fu">which</span>(sce_sim_cell_type_case<span class="sc">$</span>marked)</span>
<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>unmarked_cells <span class="ot"><-</span> <span class="fu">which</span>(<span class="sc">!</span>(sce_sim_cell_type_case<span class="sc">$</span>marked))</span>
<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a>sce_sim_cell_type_case_sampled <span class="ot"><-</span> </span>
<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a> sce_sim_cell_type_case[,<span class="fu">c</span>(<span class="fu">sample</span>(marked_cells,<span class="fu">length</span>(marked_cells)),</span>
<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a> <span class="fu">sample</span>(unmarked_cells,<span class="fu">length</span>(marked_cells)))]</span></code></pre></div>
<p>We plot the resulting distribution of cells across cell types. The
unaffected cell types now appear to be enriched for marked cells.
However, this is only because of the experimental bias.</p>
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a>table_cell_types <span class="ot"><-</span> </span>
<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a> <span class="fu">as.data.frame</span>(<span class="fu">colData</span>(sce_sim_cell_type_case_sampled)[,<span class="fu">c</span>(<span class="st">"cell_type"</span>,<span class="st">"marked"</span>)]) <span class="sc">%>%</span> </span>
<span id="cb10-3"><a href="#cb10-3" tabindex="-1"></a> dplyr<span class="sc">::</span><span class="fu">group_by_all</span>() <span class="sc">%>%</span> dplyr<span class="sc">::</span><span class="fu">count</span>()</span>
<span id="cb10-4"><a href="#cb10-4" tabindex="-1"></a></span>
<span id="cb10-5"><a href="#cb10-5" tabindex="-1"></a><span class="fu">ggplot</span>(table_cell_types,<span class="fu">aes</span>(<span class="at">x=</span>cell_type,<span class="at">y=</span>n,<span class="at">fill=</span>marked)) <span class="sc">+</span> </span>
<span id="cb10-6"><a href="#cb10-6" tabindex="-1"></a> <span class="fu">geom_bar</span>(<span class="at">stat=</span><span class="st">"identity"</span>,<span class="at">position=</span><span class="st">"dodge"</span>)<span class="sc">+</span><span class="fu">theme_classic</span>()<span class="sc">+</span></span>
<span id="cb10-7"><a href="#cb10-7" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"cell type"</span>) <span class="sc">+</span> <span class="fu">ylab</span>(<span class="st">"number of cells"</span>) <span class="sc">+</span> </span>
<span id="cb10-8"><a href="#cb10-8" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Case experiment: Distribution of cells across cell types after experiment"</span>)<span class="sc">+</span></span>
<span id="cb10-9"><a href="#cb10-9" tabindex="-1"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))</span></code></pre></div>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>Below we show that, by running COSICC_DA_group, we are able to
identify the different levels of depletion for the three cell type
correctly, as COSICC_DA_group is able to correct for the spurious
enrichment for marked cells resulting from the experimental bias
explained above.</p>
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a>COSICC_DA_result <span class="ot"><-</span> </span>
<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a> <span class="fu">COSICC_DA_group</span>(<span class="at">sce_case=</span>sce_sim_cell_type_case_sampled,</span>
<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a> <span class="at">sce_control=</span>sce_sim_cell_type_control)</span></code></pre></div>
<p><img 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" /><!-- --></p>
</div>
</div>
<div id="note-about-method-and-applicability" class="section level2">
<h2>Note about method and applicability</h2>
<p>COSICC_DA_group assumes that the true median depletion or enrichment
of marked cells across all cell types is 0. In our example, at most 4
groups could be depleted for the method to identify the true enrichment
and depletion.</p>
</div>
</div>
<div id="cosicc_kinetics" class="section level1">
<h1>COSICC_kinetics</h1>
<p>COSICC_kinetics identifies whether, as a result of a perturbation,
there is significant delay or acceleration along a lineage
trajectory.</p>
</div>
<div id="simulating-data-1" class="section level1">
<h1>Simulating data</h1>
<p>Like for COSICC_DA_group above, we first simulate control data using
the Splatter package.</p>
<div id="simulating-the-control-experiment-1" class="section level2">
<h2>Simulating the control experiment</h2>
<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" tabindex="-1"></a>sce_kinetics_control <span class="ot"><-</span> </span>
<span id="cb12-2"><a href="#cb12-2" tabindex="-1"></a><span class="fu">splatSimulatePaths</span>(<span class="at">batchCells=</span><span class="dv">500</span>,<span class="at">verbose=</span><span class="cn">FALSE</span>,<span class="at">nGenes=</span><span class="dv">10</span>,<span class="at">de.prob=</span><span class="fl">0.5</span>)</span></code></pre></div>
<p>Splatter simulates developmental progression as “Step”, we rename as
pt (pseudotime), to apply COSICC_kinetics.</p>
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a>sce_kinetics_control<span class="sc">$</span>pt <span class="ot"><-</span> sce_kinetics_control<span class="sc">$</span>Step</span>
<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a>sce_kinetics_control<span class="sc">$</span>Step <span class="ot"><-</span> <span class="cn">NULL</span></span></code></pre></div>
<p>We mark cells, with somewhat more cells marked from the earlier part
of the lineage trajectory. This simulates an effect in the control
experiment caused by experimental and not biological reasons.</p>
<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" tabindex="-1"></a>sce_kinetics_control<span class="sc">$</span>marked <span class="ot"><-</span> (<span class="dv">1</span><span class="sc">:</span><span class="fu">ncol</span>(sce_kinetics_control)) <span class="sc">%in%</span> <span class="fu">sample</span>(<span class="dv">1</span><span class="sc">:</span><span class="fu">ncol</span>(sce_kinetics_control),<span class="fu">floor</span>(<span class="fl">0.5</span><span class="sc">*</span><span class="fu">ncol</span>(sce_kinetics_control)))</span>
<span id="cb14-2"><a href="#cb14-2" tabindex="-1"></a>cells_higher_pt_marked <span class="ot"><-</span> <span class="fu">colnames</span>(sce_kinetics_control[,sce_kinetics_control<span class="sc">$</span>marked <span class="sc">&</span> sce_kinetics_control<span class="sc">$</span>pt<span class="sc">></span><span class="fu">median</span>(sce_kinetics_control<span class="sc">$</span>pt)])</span>
<span id="cb14-3"><a href="#cb14-3" tabindex="-1"></a>cells_depleted_experimental <span class="ot"><-</span> <span class="fu">sample</span>(cells_higher_pt_marked,<span class="dv">40</span>)</span>
<span id="cb14-4"><a href="#cb14-4" tabindex="-1"></a>sce_kinetics_control <span class="ot"><-</span> sce_kinetics_control[,<span class="sc">!</span>(sce_kinetics_control<span class="sc">$</span>Cell <span class="sc">%in%</span> cells_depleted_experimental)]</span></code></pre></div>
<p>We compute normalised log-counts and PCA.</p>
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a>sce_kinetics_control <span class="ot"><-</span> <span class="fu">logNormCounts</span>(sce_kinetics_control)</span>
<span id="cb15-2"><a href="#cb15-2" tabindex="-1"></a>sce_kinetics_control <span class="ot"><-</span> <span class="fu">runPCA</span>(sce_kinetics_control,<span class="at">ncomponents=</span><span class="dv">3</span>)</span></code></pre></div>
<p>We create a plot of a diffusion map for the data set to illustrate
pseudotime and progression along the lineage trajectory.</p>
<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a>dm <span class="ot"><-</span> <span class="fu">DiffusionMap</span>(<span class="fu">reducedDims</span>(sce_kinetics_control)<span class="sc">$</span>PCA)</span></code></pre></div>
<pre><code>## 'as(<dsCMatrix>, "dgTMatrix")' is deprecated.
## Use 'as(as(., "generalMatrix"), "TsparseMatrix")' instead.
## See help("Deprecated") and help("Matrix-deprecated").</code></pre>
<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a>xx <span class="ot"><-</span> <span class="fu">sample</span>(<span class="dv">1</span><span class="sc">:</span><span class="fu">length</span>(dm<span class="sc">$</span>DC1))</span>
<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a>tmp <span class="ot"><-</span> <span class="fu">data.frame</span>(<span class="at">DC1 =</span> <span class="fu">eigenvectors</span>(dm)[xx, <span class="dv">1</span>],</span>
<span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a> <span class="at">DC2 =</span> <span class="fu">eigenvectors</span>(dm)[xx, <span class="dv">2</span>],</span>
<span id="cb18-4"><a href="#cb18-4" tabindex="-1"></a> <span class="at">pt =</span> sce_kinetics_control<span class="sc">$</span>pt[xx],</span>
<span id="cb18-5"><a href="#cb18-5" tabindex="-1"></a> <span class="at">marked =</span> sce_kinetics_control<span class="sc">$</span>marked[xx])</span>
<span id="cb18-6"><a href="#cb18-6" tabindex="-1"></a><span class="fu">ggplot</span>(tmp,<span class="at">mapping=</span><span class="fu">aes</span>(<span class="at">x=</span>DC1,<span class="at">y=</span>DC2,<span class="at">color=</span>pt)) <span class="sc">+</span> <span class="fu">geom_point</span>() <span class="sc">+</span> <span class="fu">theme_classic</span>() <span class="sc">+</span> </span>
<span id="cb18-7"><a href="#cb18-7" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"diffusion component 1"</span>) <span class="sc">+</span> <span class="fu">ylab</span>(<span class="st">"diffusion component 2"</span>) <span class="sc">+</span> </span>
<span id="cb18-8"><a href="#cb18-8" tabindex="-1"></a> <span class="fu">scale_colour_viridis_c</span>()<span class="sc">+</span></span>
<span id="cb18-9"><a href="#cb18-9" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Diffusion map sce_kinetics_control"</span>)</span></code></pre></div>
<p><img 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" /><!-- --></p>
<p>Now we repeat the plot, but coloured by whether the cells are
marked.</p>
<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="fu">ggplot</span>(tmp,<span class="at">mapping=</span><span class="fu">aes</span>(<span class="at">x=</span>DC1,<span class="at">y=</span>DC2,<span class="at">color=</span>marked)) <span class="sc">+</span> <span class="fu">geom_point</span>() <span class="sc">+</span> <span class="fu">theme_classic</span>() <span class="sc">+</span> </span>
<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"diffusion component 1"</span>) <span class="sc">+</span> <span class="fu">ylab</span>(<span class="st">"diffusion component 2"</span>) <span class="sc">+</span> </span>
<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))<span class="sc">+</span></span>
<span id="cb19-4"><a href="#cb19-4" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Diffusion map sce_kinetics_control"</span>)</span></code></pre></div>
<p><img 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" /><!-- --></p>
<p>We also plot the distributions of marked an unmarked cells across
pseudotime. The figure below shows that there is some difference between
pseudotimes for marked and unmarked cells for the control data set. This
illustrates a possible experimental effect.</p>
<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="fu">ggplot</span>(<span class="fu">colData</span>(sce_kinetics_control),<span class="fu">aes</span>(<span class="at">fill=</span>marked,<span class="at">x=</span>pt)) <span class="sc">+</span> <span class="fu">geom_density</span>(<span class="at">alpha=</span><span class="fl">0.3</span>)<span class="sc">+</span><span class="fu">theme_classic</span>() <span class="sc">+</span> <span class="fu">scale_fill_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))<span class="sc">+</span></span>
<span id="cb20-2"><a href="#cb20-2" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Distribution of cells across pseudotime for sce_kinetics_control"</span>)<span class="sc">+</span></span>
<span id="cb20-3"><a href="#cb20-3" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"pseudotime"</span>)</span></code></pre></div>
<p><img 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vtOndckttYPPktM9YyzZd3aPqSwkH6A2bZMwBc4gSFC0tOPwOaMnjHTQ7+ePJZ90Pa1uYDxskxgaNBHfDAh4SMDH1yWUlG8jHGvsJqICfcJpERFihSxrEYxiigHZlZLlmOjnbOWgPbp00fVhw8cy1SgQAFFl8aA6sEP5W3dx5b3DvLgpY0PODAaWsI9BxzwQaolMAo4x+o96lRw+q7VYbnFPdu1a1fzKb19AqMAerWPUXMFVjt65oaeOaz3XrRqPtBDDX9WHzCxWpSpYcOG5g8LrZCWB8faXLX33NJLp545ETduXFOjRo00ctSW9fzVqgjruZv0YBugcBAHesZA79zAXMaHu+Vcxocc5q22qgZSbL1TbM0rve1aP4eD6K5cciMEPNoIiW8qmwn6XPxiI74RbV5nKQ+xtJCYAVVugnjpjfBjqRfxEqLNMpYn8+TJY3kY6D4v4Qa4VrZsWXUMgyWW4gW4FpoDllwRSwopefLkAaphKZK5PfRNS7lz59Z21VYrB52y+PHjB7iGA+jS8j1D1v2BziuMKGDJC7yZ6f+srK0TR48eJZZkEjOvAS7DjZaWoP/HEkjVNnRAtQSdTCTo35YsWVI7bXMb0nHGHBg/frzqMwzd0D4zXUq3EQ2xBES1p6cfGmHWc0bvmNmbpyHto0aX9ZiWKlVKXYKuZ9GiRYmXnJVRH7+clFcI6FejDEsLVT4YnbE0iKB/zR8HWrVqizHW9KQDXAjiAPcGMx+feU/APENbWtKLn5bf3jZdunTEjLQ5G/qLxMvC5nOaRwf0FwlzwpF9D06fcO9Y67SbCf3/jp65oWcOO+JetKaNPz4VtvzRS9988w2x1M46y2fH9p5bjqKTmUulg2/9jMYzFnrQWrJ3b2r57G31jEFw54blXE6UKJEywLXUaw6MJut5FZx2A6tTzrsvAvbvWvfte6A9u3TpkrrGyyWB5uGlZxo9ejTBZyW2+OGBDTc+ePEGlXgpPajL5muFCxc272NHY4iDcs8ERi+4CcYdLIX8rBgvZaoHOy9NBbiG85YJjCRSYG2jfiQwGdYJL2Uo/cOggiVe1pdtHvMyp928aJOlrjRnzpzP6oCrLby49KSQjjNcObFeoHKpBcaaJQtmhlfDSU8/NBqt54zeMdNDv548Gh3WW7ycLJP2AaKNORhOGNHh4wCuW1gapYzt2rRpQ6yCQlo+vESBh3ViXU7FsONjwlbSsNSu4eVvyyWRNZ168dPqtbcFnbaSds/iGuajZQpt3y3rwn5w+mQ9n6zr0o7tzQ09cxh0OeJe1GjCFuMM36cwmGQpm9paXre1b++55Sg6tXls73lmD1tbfbB1Tu8Y6H3GW+OENvFRbX2v2aLFel4FZ07aqk/OuTcC9sV17t1/m73DSxJJk+bYygTpAZhO3PxgWPEyheU5JD72kvWLKLD8miW7dl1zls5LkeoUHgqaNM06j3asZ5siRQrS6rbMz3pryoKYlectTwd7H/Uj2WoDlpNgDuw9rC0bhWQMtFkn+JKDZT4v7StpLqQikHpBAmv9YwMv6+I2j0MyzrASrVWrFrF+JPFStLIyBoPF+sCqDe1BrqcfGlHWc0bvmOmhX08ejQ7rLfpqmbQxtnzZlS5dmliXWVmBw6oWqwWsnkBsZGSWurO6yWdjhDGD5b/GfOqZ7/i44KVuS5LUvvVHm178PqsokBOgLbhJWznQ03c9dQenT9bzKbD67c0NPXMY/XTEvWhJY6FChdTHP6szKQ8XP/74o+XlEO07ik5ggmTrGYX5r3nDsIet3k7oGYPgzA297drKZz2vwqtdW7TIOeMjEPynpvH7FCoKwcCAmcyVK5daHrZVGVy7QMqiRemBpJR1sRTziZcfliq0FxKYoZAmfN1bJvjGxA2uSUZZj8ssQdLywYWNdYKEEu5y8LOVWD9OLXViWcsyaYy49fKvZR49+2BgWV9NvTAs84N5BobBrZ8NsRQzi2Vey4QXOcYBLzv0CS5O1qxZY5mFWI+WsFwKx+T2kp5xtlUHXEyxDhWxIY2ShmuqBax3qrJD4oukpx8qo41/esZMD/168tho3nwKjKVlWr16tTrUfLi2aNFCSX7BdIORrFChgjk4AwIusJcC5RIMzKhlwtI0+sgGEObTeuY7yoBxxfK2ZbJc+sR5PfghnyPuY9RjKwWn77bKW5/T2yfrcoEd65kbeuYw6ArtvWhNI6R0eBbifgczyvrfZsbOOq/eY7102psTeL7g49N6zsFVGVYE8DGqB1u9dOsdA6izOOoZb++dotHu6Dmp1StbN0GAXwwelzQreNbhNI0cOVIZBcBAhl+OylgGVt6suxIAF0uldlih842l3ADB6AKWtzAW4eVHs+ESDFFgyARLbVjBwkBHMyiBKw/LFJgREn8hm/jLXlniwrobxhqgXUschk8ph8ONC9yHIA8MN5DPUmEcfeTpaho7dqwJCvBIlv2BwQaU5mEQBItmXt5S7pHYl54Jlv4wFkLSlPm1OtRJ/qcZDsEyN7AEwxt+YSi6WGps4gewifXylDU0+1I1F9PqCsoICZbNvNSjXCyxz0UT61ia4G0AfYS1NRIMBeCKh6WraoxhhQ5FdxhfwEJaS9bK7yxdNru20jPOWj2WW7SFvrIqhon1ykws5TUx46v6yg9uEzNlKruefgQ2Z/SMmR769eSx7Ju2r80FWLNzaFs1Z7Q+Yl5qiZ2kq3GB0QLmKIfcU3MY+GjjjnmJsYMbHRiNIQ8syvlFbzbMQ3165jss6DGPMb9RP+YavFkAd7ShGSHpwQ9t2rqPLe8d5IHhhuWcwjnN1Zql2zTUBRos7029fUed1snaCElvn2AsAitne0nP3NAzh/Xei/bo0a5b489ScvWsxfNbS5Z5tLlq77mll049c2LChAnqGQDDJrwf+ENYeeRgZlmRqAdbrS/2tnrGQO/csDWX0T7mGjxTaMnWO8XWvNLbrvVzWGtHtu6NAPQ6PC5pDCheBtoPDBgeWrBeZge8n2Fi+UDDRTBQvNxnLg9mE77TLF0HgenCebQBC8jAmInAGFAwrrBIRHmW6plYby6AdSLchuCljZc58oDhwgscDwLLlxxegvxVrvKARiTr/rDUSFkia3iACYcFo6VrE70PctWA1T8wsXBNAqYWbYAhABMPS1bLpIcBRX7NnY9GLx6QeNhbJjz4YUVtiQ88C7Bekjmb9YPPkgFFJj3jbK7MYgcfAyzZVX0FjZgrLAFRviIxFlqy14/A5gzK6xkzPfTryaPRq221uTBkyBDzHMUHGD7k8IK2TGActfsAWCRNmtTEklJzFryM4ZIM96A2N+CyBgytZdI738F08rK/umdQH176sEbHvsaAol49+CGf9X1sfe/YemnrZUD19h10WCdrBhTX9fTJFqNgXbd2rGdu2JvDqEvPvai1aW9rjT/ya+Or+RW2zKPNVXsMKOrRS6e9OYFxBROqPe8w9/A8YCkkmlFJD7ZaXntbPWOgZ27Ymsto25oBtfVOCWxe6WnX+jlsr79y3T0QiIBu8M0hKYQIwKoaUUz45rNpxQ3r7sCsw/U0yQ8ypWMK/SRLy0TLsvzlrmiwZXxhmQ/GRFjGDCqkKIyB+KtVLVMz42ZZ3CH76M+VK1eUlTJoCW0CvdAjhRoEPyRtVoflcOTBGIW0T/bG2WbDfBJK+Bg3S2MUW3n19MNWOZzTM2Z66NeTR6MBxnfQd+aXulIlwJgy824zmhfKYEkdkVUw5taGClqd2LLfQBXbXDNmsrym7eud79ChRrtBtYc69eAX2vtYoz2orZ6+B1Xe8pqePlnmt7evZ27omcOOuBft0eqI63ro1DMntOcd9D0Dm4d6sNXbJz1j4Mi5oeedotHuyHa1OmXr2ggIA+ra4yfUCwJOQcCSAdX0PZ1CiDQqCAgCgoAg4JIIiBsmlxw2IVoQEAQEAfdAAH5yebnabmdg/GPLrZrdgi6YgVWRbLols+4Kq1RR9erVrU/LsSDgEggIA+oSwyRECgLGQoB17IiN+Ij1OY1FmFDjcghARQU+lO0lzfrcXj53uA6/sljit5dYb9peFrkuCBgWAVmCN+zQCGGCgCAgCAgCgoAgIAi4JwLiB9Q9x1V6JQgIAoKAICAICAKCgGEREAbUsEMjhAkCgoAgIAgIAoKAIOCeCAgD6p7jKr0SBAQBQUAQEAQEAUHAsAgIA2rYoRHCBAFBQBAQBAQBQUAQcE8EhAF1z3GVXgkCgoAgIAgIAoKAIGBYBDyKAeVwkPTgwQPCVpIgIAgIAoKAICAICAKCgHMQ8CgGdP/+/eTr60snTpxwDtrSqiAgCAgCgoAgIAgIAoIAeRQDKuMtCAgCgoAgIAgIAoKAIOB8BIQBdf4YCAWCgCAgCAgCgoAgIAh4FALCgHrUcEtnBQFBQBAQBAQBQUAQcD4CwoA6fwyEAkFAEBAEBAFBQBAQBDwKAWFAPWq4pbOCgCAgCAgCgoAgIAg4HwFhQJ0/BkKBICAICAKCgCAgCAgCHoWAMKAeNdzSWUFAEBAEBAFBQBAQBJyPgDCgzh8DoUAQEARCgMCnT58kqEQIcJMigoAgIAgYAYHIRiBCaBAEBAFBwBqB169f0+HDh+nIkSN06tQpunTpMl2/fl1FM3v+/BmBAdVSrFixKH78BJQ8eTJKmzYtZc6cmXLmzEkFChSgxIkTa9lkKwgIAoKAIGAQBIQBNchACBmCgKcjYDKZaN++fbR+/XrasmULHTx4UDGZESNGpKRJUzEjmZLSpctD+fIloJgxY1OUKNEoQoQILAX9QG/evKLnz5/Qw4d3uY4jtGrVanr79g3Fixeff/GoXDk/qly5MpUvX57LxvR0qKX/goAgIAg4HQFhQJ0+BEKAIODZCEDKuWDBAlq2bDndu3eXYsSIRTlyFKQWLfpQlix5KHXqTBQ1arRggQRm9s6dayw1PUNHj+6mX3/9jWbNmkXRokWjqlWrUpMmTahatWrMxEYJVr2SWRAQBAQBQcAxCAgD6hgcpRZBQBAIBgJv3ryhRYsW0bRp0+n48WMUJ05cKlq0AhUrVpGyZy9AkSOHjjGEZDRp0tTqV6JEZUXZtWsXaM+eLbRz5wb6+ec6lCCBD7Vu3Yo6dOhAqVKlCgb1klUQEAQEAUEgtAhEYEmBKbSVuEr53bt38wuumNIry5Mnj6uQLXQKAm6DwKNHj2jKlCk0deo0evLkMeXOXZSXxhuwrmZplkZGDbd+Xrx4ijZtWkE7dqynd+/eUt26dal///6UN2/ecKNBGhIEBAFBwJMREAbUk0df+i4IhBMCT548ofHjxyvm8/37D1S2bC2qVas5Gw2lCScKbDfz+vVLZkRX0rp1C9m46Q5VqVKFRowYwXqm+WwXkLOCgCAgCAgCDkFAluAdAqNUIggIArYQePfuHU2ePJm+/vprNhR6S5UqNWBpYyu2WPe1lT3cz0HftHbtFlS9ehPauvVXWrlyJuXPn5/8/f1pzJgxlD59+nCnSRoUBAQBQcATEBAG1BNGWfooCDgBgTVr1lCPHj3ZddI1tkKvQ40adSYfH2O6RILOaYUK/iyZrUmbN69mg6jpbACVhbp06UJDhw4lb29vJyAoTQoCgoAg4L4IiCN69x1b6Zkg4BQELl++zJLOSlSnTh1m3BKxBHQNde06yrDMpyVIYESrVGlIM2f+zpLaNvT999+z66f0NG/ePPIgdXlLSGRfEBAEBIEwQUAY0DCBVSoVBDwPATiGh55ntmzZ2IfnEerTZyKNHj2f0qTJ5HJgRI8ek101dWUG9DfKmDEPtWzZkkqUKEGnT592ub4IwYKAICAIGBEBYUCNOCpCkyDgYgiAMStcuDD17duXypSppRi3kiWruFgvPifX1zcZffXVFF6Gn8k+Ra+x1X5uGjZsGL1///7zzHJGEBAEBAFBQDcCwoDqhkoyCgKCgDUCWJaeNGmScl908+Y9Njb6iTp2HKqcyVvndeXj/PlLsuuotey8vgmNHDmS8uTJqyI1uXKfhHZBQBAQBJyJgDCgzkRf2hYEXBiBO3fuqNCWPXv2ZKlnTWbQflERjFy4S0GS7uUVnZfi+7KawTJ69eq9kvgOHjyYPnz4EGQ5uSgICAKCgCDwOQLCgH6OiZwRBAQBOwhs2LCBIxblULqeQ4b8QJ06DScvrxh2SrnH5YwZc7DUdxW7b2qp3EsVLFiQTp065R6dk14IAoKAIBBOCIgbpnACWpoRBJyBwMOHD+nq1at069YtjrN+jxCJ6Pnz5/T27Vv6+PEjIWQl4qHHiBFDuRry8fGhxIkTU4oUKdh4KI06b0k3ygwaNIjGjh1LuXIVoV69xlK8eAkts3jEPqI2NWvWkwoVKsvMaD/luB6YdO3aVWHqESBIJwUBQUAQCAUCwoCGAjwpKggYBYF//vmHTpw4Qfv371ehZo8fO0Zn2DDoybNnAUiMGT06xWFmM3q0aBQ5YiQy8d8HZipfMUP67NUrem+1nJwsSRLKlj075cyVi90RpaO5c+cq3Uf49GzQoANFjOjZiyiZM+dWbqbmzBlL3bt3p99++40WLFigmPgAwMuBICAICAKCQAAEJBRnADjkQBBwHQTAcG7evJn+3LKFdu3aRS9evlTEp0ualHKlTk3ZUqaijMmSUZpEiSh5ApZsxotHUVnaGVR68fo13X36hK7ff0CX792lczdv0kl2JH/o4kV6xJJTpNixvCl3nmIsAS3MxjjFyNc3aVBVesy1ffu2sh7sIIoUKSL99NN8Nliq5jF9l44KAoKAIBBcBIQBDS5ikl8QcBICMHbZtm0bIcLQ+rVr6ebt2xQlcmQqnDkzlWZ9zGJZslKhTJnIO2ZMh1L4+++/04wZMyhWwiSULl8JOs8x0w9du0AX791Q7aRMkY4KFvKjIkX82GdmToe27WqVPX58n5fkB9DRo7upc+fOyi+ql5eXq3VD6BUEBAFBIMwREAY0zCGWBgSBkCOApXUwnUuXLqU1q1fT46dPKWmCBFSdDV+q5i9IZXLmpJhhxOBA33PWrFm0ceNG9n9ZlCMEfUGRmeHV0uNXz2nfpdO06/wJ2nP5FC/jvyFfnyRUvGRlKlWqGqVNm0XL6lFbuKb6+ee5tHDhdyqc54oVy9XWo0CQzgoCgoAgYAcBYUDtACSXBQFnIHDmzBmaP38+LWJ9wtt371Iyn4RUv3gxqleshJJywngoLNOLFy+UhTcczJcv78/GNmWCbO4jR0Haf/kM/Xn6EG0/d5Revn1NkIz6cQz4MmVqsKGST5Dl3fHihQsnacKEXvTkyQPWE51Mbdq0ccduSp8EAUFAEAgRAsKAhgg2KSQIOB6BV2wEtGzZMpozezbt3bdPGQv5FytOX5YtSyWyZQ8362pYzA8bNpyesrTV379NsCWZ7z9+oL8vnKDfju+l3cyEmRiqggVLc3z4Bkpn1JMMl16/fsXqCyNYir2WsaxHs2fPorhx4zp+8kiNgoAgIAi4GALCgLrYgAm57ofAMbZYh47l4kWLlCFRqRw5qVX58lS3aDFlrR6ePT558iSNGjWKokWLQQ0bdiIfn0Shah7L9BuP76Nfjuyi6w/vUiI2WKrMS/nly9elOHHihapuVyq8deuvPMYjGc8ErE6xhIoVK+ZK5AutgoAgIAg4HAFhQB0OqVQoCNhH4N27d7RixQr64fvvac/evZTA25ta+JWjNhUrUoakyexXEAY5oGs6ZcoUSpIkFbtYau/wcJqHrp6j1Qd30PazR9hSPAqVKl2NatT4klKnzhgGvTFelbdvX+Ml+d4cU/40x5YfSgMHDmQcIhmPUKFIEBAEBIFwQEAY0HAAWZoQBDQErly5oqSdc+fMoYePH1OxbNmoQ6Uq5M8SMXsukrQ6wmILZnjhwoUc3Sg/M4XNAhgbObq9hy+eKUZ0zeGd9IQlpLlyFqKatZpT/vylwk3NwNF90lvfR1ZPWLhwMhsp/aikoIsXL6ZUqVLpLS75BAFBQBBwGwSEAXWboZSOGBWBT2ygg9CVkHb+vmmTslpvUroMdahSlXKwv05nJljZ//DDDwRXS0WLViA/v1rhxgRCV3TzyQO0ZN+fdOneTUqRLA3VrN2CypatydGZojoTljBv++jRPfTdd/05jvxb+p7nRePGjcO8TWlAEBAEBAEjISAMqJFGQ2hxKwRgzPPjjz/SHHZldIP3s6VKTR0qV6amZcpSbI5G5Oz0/v17GjdunIqeVLFifWUo5CyaYEG/eM8ftPfSKYrrHZ+q89J8lSoNKRY7vXfX9Pz5E5o2bSjt4X43aNBAfQjE42ABkgQBQUAQ8AQEhAH1hFGWPoYbAnAWj3CMP/ISO/xnwm+mPxsTtatUmYrzcrtR0kuOmjRixAi6cOEi1WapY5YseQxB2qX7t2jR7j9o08n9SgpasVJ9qsXL8z4+iQ1BX1gQ8ccfP7N1/NdsHe9N8+bNpYqsByxJEBAEBAF3R0AYUHcfYQf1D8vIp06douPHj9O5c+fo6tWrdJuleo8fPSL4jIQ0DQ64wXDFYOlenDhxKEHChJSIw0AmS5ZM6bmlTZuWI+VkVMcOIssw1Rw8eJAWsRX7Ev49YEyyp06jLNkh7YwfO7Zh6AQhj1n3dNCgwfTgwQMVzz1VqgyGog/E3GPp4LK9f9KaIzsJS/WlSlWnunVbUcqU6Q1HqyMIunv3JvsKHUAnTx6ktm3bsrHSBIptsHnjiH5KHYKAICAIaAgIA6ohIdvPEIAz9HXr1tEfHG98z5499IrjhCPFZ+YyTaLElCx+fPLh/VgciScaxxiHc3Q4JH/NFt7P2P/hQ44dfu/ZM7r58CE9/n8ccZSPFSsWZeXwkTly5eJ44rk4yk5utQXT6koJzPiqVato2ZIldOHSJYVLwxIlqLlfecqfwXhMHbC9c+cOW18Pojdv3lKjRl0pcWLnWNzrHecX7NB+1YHttHz/NmWwVLBgGeWb1CgSW7390JMP+rhr1y7gD5nvKGFCX5ozZ7ZIQ/UA5+A8z/lZhY8zfKjh4/o1P/e0D2x4LYgWLZp6hkFdIiF/ZOPnSb5tHQy3VOfBCAgD6sGDb6vr9+/fVxF4fuIoPKeZAUWscThBL5U9OxVhpjFXmrSUkF0GBTe9fPOGLnNEn/O3b9GZGzfo1PVrdOLadTp38wbhxYu4PunSpaP8BQqwNXR+ypcvH+XNm1dJUoPbVljlx0to586daol97S+/0CW2aI8ZPTpVL1CQvihZiioxzcDLqAkW+IMHD+aXZRRq0qSbS0UnesdS0PUcX30R60ve5shC2bLmJf96bZXlvFHxDildt29fZXdYg3jF4RCPUxOOLT+JVRA8L5JUSPHTU+7mzZssbT5J+Mg+f/48Xbx4Sa3q3Lp1kz/O3uipwpwHqz7Jk6dQqzvZsmVVH9MFOVRuZn5ehnXEMjMRsiMIuCACwoC64KCFBckIuQiDlCUszWOOkKowU9WoVCmqnC8/xWImK6zSW2bqTvBy/pHLl+jQxYt0iCWJJ69e4WXXj6rJ9MyU5mOGNE+ePEpSmpNjnydJkiSsyAlQ79u3b+nQoUOK6dyxfTv99ddf9JpfTvDZWZVxqVW4CFVkJjk6S0SMnvCiHT58OMWMGZeZmi4ua9zziecmwn0u2L2JLty9QalSZqC6/q2pZMkq7FPTuMx/cOcH1Fk2bFhKCxZMYolbVF6SH08tWrQQhia4QHL+27dv0172tbt//346cOAAHT58hKN8PVE1Yc4kSZKCVwJSsLpQckqQIBH/fPnDNz6rQHgrX7jRonmxatG/Kzz4WH7//h29Zcn8y5fPuZ5H9JADLNxn3WV8ONy4cYmlp3dV3XHjxqPSpUspKXa1atWYSU0eAuqliCDgvggIA+q+Y6urZ5eY4Rs8aBAt5RCQvryk1JldA7VlgxlfJ4YLfM+GPCeuXVUM6WGm7zAzp2BS3zGzihSfacvGEtnMWbJQBl7qhuQ0NbszSpkyJb88EgT7JY0ltuvXr7MU5KLSb4Vk5Dq399euXfSRGeFoUaNS4UyZqSwzvxWYES6QIaNLLbkdPXqURo4cSb6+yeiLLzpR9Ogxdc0No2fae/EU/cSM6GF2cJ+QjZRqsTFVhQr+5OXlfA8DjsLu0aP7bKA0mv7+ezMVLlyYpk+frlYGHFW/O9aD+3g7fzDu2LGDPxp38r19TXXTm70rpE+fTYWWTZs2C+ulZ6CkSVM5/MPl2bMnLFU9RqdPH2ad+b1s6MfhaPmDAlLRRo0aqR+W7SUJAp6OgDCgHjoDEHccTMnEiRMpPutkflWvvmI8vZjZMmKCEdQ5Nno6ztLRU8wsnubfWT6+fOc2vWOGVUtw5p6QlyvBiHozoxqT++bFOqpYJsNLAFbqb5jhfMF6XtDxuscqB88s9FOjcr6MvJxWgfVSk3M9hTJmorzp0ysdV60NV9pC8jN27FhKkSK9im4UNarxpbXBxff0ratKIooISzFjxKYqVb+g6tWbslV5guBWZdj8hw/volmzRrOU7ZqShCJcanitBBgWlP8TBrWhP/74g7Zs2cLbLYRldKTUqTOwd4d8lJXVNTJnzq2knP8vEq6bZ88e0759W/kjYhMdZTUS6IvWrl2bunbtSsWLFw9XWqQxQcBICAgDaqTRCCdaNrNRUdvWrek2G6T0qlWbvqrfIEyX2cOyW1gSu8VW59f4JXTj4QO68/gJ3X/2lB69eE7PXr2mV7yM/paZTizdQh8rChsReEWNQrFZrSB+rNhKnzVp/ASUkiUS6XhpP5WvL0V2k/CIkAB9++23Surj799WMeFhORbOrvvG4/vKl+hvx/aQice6TJmaysVU8uRpnE2aQ9r/8OE9GwUu4hCuM/hj6hP16tWLevfubSg9aYd01E4lWJXYvXu3Cp6wYcNGOnbsqCqRLFlq1r8sQjlzFqYcOQowLsbzqfqE9Zf//PMX2rRpBcHzAaSiCMlao0YNO72Wy4KA+yEgDKj7jWmgPYJyfZ8+fdQyXtGsWWlO566UOUWKQPPLBddFABKhqVOnKukP/HxGjOg5McefvHpBKw9so5Ucd/7jPybKnbeokohmz17AdQfUgnIs8S5f/j37mV3OeoqxqG/fvtSpUye3dtt0lw0Yt27dyiFMf1bSTliqx+IPyFy5irJ+eDH18/VNaoGSsXfx4bx37xZavXoOL9efYLWKfKyDP5YjkfkZm3ChThBwIALCgDoQTCNXdeHCBfKvU4fOnD1Lo5t+ST1Z8imuQ4w8YiGnbf369TRz5kw22ipC1ao15XGOEPLKXLjkW5YY/nnqIP24ayPdYulo+nTZWE+0OS97VnK43p8zYILhy9Kl02nbtrWK+cSSbufOnZVbIGfQ48g2waDBaAghbBHY4fDhw8ykFWKjn+fsIaME/0qqZXW4RXL1dPDgX7R48WTWQT9NVatW5RCt3/GqhXv6u3X1sRL6HYuAMKCOxdOQtYEhaczK7/FjxqSV/fpTvvTG9FFpSPBcjChIiObNm8fuiUpS5coNg22Q5WLd1UXuP6Z/6K9zx2nx3j/o+PWLlCC+L4f6bMrWyfVZiuZavmdtdRhLuatXz1ZLu/jYgOumjh07upyx0r1793hpepNaWv/990305MljZTCHDykwnPnzl1IW6rYwcPVz0E/Hh8SCBd+y79GnHChiEPXv35+jgUVx9a4J/YJAoAgIAxooNO5xAT4Ee7OuWDm23l7apy/F42UrSe6JwPLly1U0psKF/ZQ1uHv2MnS9gsHSEl763HrmEEWOEpXKlavDy/NNODqX6+uJPnnyULlugn4h9rGs26pVSxVnHkZ5RkswhNzFniZgPLRp02Y6ceK4IjFVqvRM+79SzmzZ8ikXSEajPazoefPmFd/DU1jXdyFlY//LixYtVH5Fw6o9qVcQcCYCwoA6E/0wbBtf1D169ODwfpOpc7XqNKl1G152dP3lqjCEzKWrRhhQMKDFilViPbKaLt2X8CAeoT5XcnSlX47sohf80ofEuEaNL5UuYXi0H5ZtwFhpL4cx3bx5FRvo7FH3PXQL67AKDvxRJk3qHF3Jp0+fqohqCOYAAzksscOgyNs7HhsNFVLY581bnJ3uJw5LeFyi7nPnjvGz+ys2VLpBY8aMoZ49e8pqhkuMnBAZHASEAQ0OWi6SFw/1Fs2b06LFi2lCy9bUk11+SHJfBOZz1KrVq1ezM/aq7Pi6mvt2NAx6Bj1RWM0v37+VrrFD8ZQp0vHy/JeMY3V23xV2ARjCoCs2q3z06B77wtzAVuOb6ezZf63FIVkrV85PuQCCb9GwcJAOZvPEiRPsduioCuawd+8+9rF7VtEYO3Yc5R4JRmE5cxZSfjklYtDnw/fu3VuaO3eckmpXqVJFrW4g/KckQcBdEBAG1F1G8v/9gJ/Lhg0a0C+//ko/du1GzfzKuVkPpTuWCMyZM4d+5bEuW7amMq6xvCb7+hHAisHeS6doGftrxDZWzDhUoWI9NgppxA78nSMx1E+9vpxwAXTw4E6Wiu5m5nA/+8F9oAr6+CRkCWR29piQlZnBtCqgA3yMIvxnnDhxOHpWTKWLCCYRH7eIEPby5Ute5n+iYqbDQv0Gh9e9ysEb4AT+7NlzLLm7o+qGoWPKlOnZqCY7ZcqUixnP3HycQaR5+oZM5drD4WcnTx7I45GA7/VfZEk+GNhJVmMjEG4M6MOHD9WXcOrUqflBlClQVM6dO0fXrl1TCvS24h/DvUyZMmUC+DTUWzd8xxUrVkxZVCK0o7slvBzAfIIhWdy7D9UrXsLduij9sUAAlu4wMIMeY9Gi5S2uyG5oEIAkdAUvz/92fI8KcgCd2ho1v2SdvPyhqdZwZWG8dP78cbp8+Qw/cy/QnTtXmXG8RZ8+/RsGNzgER48eQzHqiRKlYIlqGv4hOllGxXwilKWk0CFw+/ZV+vrrLszw32aL+cVUq1at0FUopQUBAyAQLgzokSNHaMiQIWwYUUEpnDfn5WFEgrBOMJg5deqUCq8IZhF+DBFeUUtYZoSLCiitR/t//G29daMOd2ZA4bakKVu/LmM9wCXMfNYvUVKDTbZuhgCkdT/88AP7gdzIltz1qFChsm7WQ2N05+XbN7SWdURXHNxOd9ioJ22azGp5vlSpqiwRNGbEsNAih+cIDJiePn1Iz1lP9vXrV/Tu3RvFlGLeQY88SpRoSj0hVixv5ew9XjwflpKKcWNosbdXHmMxYUJvlmLvUBHsoOMvSRBwZQTChQFt1qyZUqLOlSsXwdVGa47CA2YyqkXYRyzfQNF61apVyj/lMo5NfuXKFRowYIBa9gED+4gj3pw+fToAA6qnbm2A3JkBhf+/7zlO9PwePalpWT+ty7J1MwTABCAeONzVVKrUgCOplHazHhqvO3DjtJPdOC1n5/aHrpwlb46wU4ldXFWp0pDis0snSYJAeCGAD4TZs7/mlY/FKgrWuHHjRJ0hvMCXdhyOQGSH12hVIZaFb968ycrmOdWVRIkSUYwYMThe7y1Kk+Y/1yeXL19WeTTn6Hnz5lUOiFEIccChLA9FbCy/a0lP3dBXOsvO15EuXboUYOleq8fVt6NHj1ZMyXdt2grz6eqDGQT9YD6xKgA1lCpVvlCW20Fkl0sOQiBihIhUimOJ43fx3i1lsLSGI9isWjWLSpSoQjVrNlPhTh3UnFQjCASKAN6P7doNYn+oiVgaOoH1eB8zQzpbgooEiphcMDICYc6A3ucY3VBit7Ry9Pb2VjeOJQN6h+OS47yWoPwOiScSltttxcrVUzeU4xuwXqSWUK87JbjfgdPivnX9qWsNcb/jTmNr2Rcwn1A/QTjCatUas450ccvLsh9OCKRPlIwGVm9Knf1q05rDO1W4z+3b11HWLHmoZq3mrA7hJ+7OwmksPLkZf/82HP3KmwUPw1hN4rWykBc3e548I1yz72HOgOKmgATTMkFy6eUVUDHdOh/yRI8etBsU6zJow7pu6JBiuR/p+PHj9OWXX6p9d/j3999/U6uW7Gi6ZEka06y5O3RJ+mADATCf0I/evn27immeJ09RG7nkVHgi4B0jFjUvXpmaFKlAf7JT+6Xsd3PMmG6UiC3ma7BEtFy5urzSEzM8SZK2PAwBRPKKGtWLP0wHEJ4RME4SJtTDJoGLdzfMGVBE4EDEi3fv3pkNh7BsYO0MOWHChIpB1PBEHrgCCSrpqRvS0+zZs6tqnj9//hkzHFT9Rr4GTwG1a9akPOnS0bxuPQJImI1Mt9AWPASg8zVx4kSC8+7qLHlDWEJJxkEgMn9gV8xeUP2OcZjPpfv+pDlzvqHFHM2mUuUGaszEsbpxxsvdKClTpgY/+yPSt9/2VeplCxculHeBuw2yG/cnYlj3LXLkyLwsVYjWrl2rmvrrr78IznQ1h7owPoKeZoECBejkyZPKnxykmOvWrWMDi4JBkmev7iALu/DFN2/eUG12wxGV/fL98tUg8rIw5nLhbgnpVgiA+YSeF5hPROkR5tMKIIMd5mJ/l9/Ua0erO4+kahzZZyMbirRuXY6Zg35sUHnOYNQKOe6CAIJPdOs2WklAYYwqSRBwFQTCXAIKIDp27Eh9+/alNWvWKGVpWLRrqUOHDvTNN98o57pt27ZVFvLx48enVKlSUaNGjbRsgW6DqjvQQi5+oR3jBHdVO78ZR4kkMoaLj6Zt8qG2AuYTaha1WLcwR46gP8Zs1yJnnYFAsngJqRd7KGhTqhqtObSTree30rZtaylvnmJUl3X3EP1HkiDgSAT8WCcZbpq+/340GygloBEjRjiyeqlLEAgTBMLFDZNGOcKzxY0bVzu0uUUkHyzXx4oVy+b1wE7qqdsd3DDNmDGDwLTP7tKVWlWoGBgcct6FEQDzCfcqe/bsYX+5LViFpIAL90ZI/8CO3Tce30eL9mxW4T4zcFQg/3pt2LNHObFelunhUAQWL55Ky5Z9T3hPtGvXzqF1S2WCgKMRCFcG1NHEB7c+V2dA4XS/CLujalSyFP3YrXtwuy/5XQABqJ+MHTuO9u/fx8xnS46+k88FqBYS9SAAQ5G/zh2jn3ZvolM3L1PyZKlZItqW485XY/29KHqqkDyCgF0Epk4dzL6yf1Zqb1WrVrWbXzIIAs5CQBhQZyEfzHZfvHhBeXPnpmif/qH9E7+l6GxcJcm9EADzOWbMNxzp5CDVqdOKY3O7X7hY9xqxkPfm0NVzNH/X77T/8mny9UlCdfxbU/nyddmqWe7rkKMqJYEAQqmOGNGBzp07olR4EABGkiBgRATC3AjJiJ12RZo68rI7nPev6NdPmE9XHEA7NEP1BAEFwHz6MzMizKcdwFz8cr7UmWhqk240v/VXlMUnES+ZjqTWrcrRL7/MZ6PMNy7eOyHfmQhEihSZ+vX7jnx8krLP4OoEf9mSBAEjIiAMqBFHxYqmJUuW0CL28Ta5TTvKkiKl1VU5dHUE3r9/TyNHjqQjR45SvXptKTNH3JHkGQhkSZqKxtXvQEvbD6X8ydLQ3LnjmBH1Y9/Fc5gRfe0ZIEgvHY4AfNAOGvQ9vXjxklV5ahM+cCUJAkZDQBhQo42IFT3Xr18nSD9rFSlCrSuK0ZEVPC5/CIO74cOH04kTJ6h+/XaUKdO/IWtdvmPSgWAhkJYd2I+q25pWdBxOxVg6uuCnSRxkwo/Dfc4WRjRYSEpmDYHEiZMrSei+ffuoa9eu2mnZCgKGQUAYUMMMxeeEwGihebNmFJ19qc7uLA+QzxFy7TPwfzts2DA6c+YMh4vtQBky/BswwbV7JdSHBoGUHON7aK0WtKLTcCqRNgstWvidYkRXr/5RluZDA6yHloX7tpYt+ymr+Pnz53soCtJtoyIgDKhRR4bpmjJlCm3j8Itz2OVSAjeLYW9g2MOFNMRvHjx4MJ0/f54aNuxE6dJlDZd2pRHXQCBFfF8aUrM5LWeJaPE0WVgi+q1aml+zZh67qXvrGp0QKg2BQI0aTakU+6SF+76jR48agiYhQhAAAmIFb9B5cOHCBcqVMye7XCrJPj+7GZRKISskCLx8+ZIQjOHatRv0xRedOOhC+pBUI2U8CIHrj+7RnB3rafOpAxTXOwHVb9COEAs8SpSoHoSCdDWkCECfuHfvBhwr3sRM6BGKHTt2SKuScoKAwxAQCajDoHRcRQjB2LJFC0rIUs9vW7VxXMVSk9MRePbsGQ0YMIBDzt6kJk26CvPp9BFxDQKwND+CXXPBWCkvGy7NnDma2rWtSJs2rVRud1yjF0KlsxDw8oqh9EFv375NbdrIO8VZ4yDtBkRAGNCAeBjiaPr06bSLQzBC7zN2jBiGoEmICD0Cjx8/5pdAf3rw4CE1bdqdkidPE/pKpQaPQiBNwiT0NTuvX9RuMGWOn4imTRtCHdpXUaE+8eEqSRAIDIEUKdJR+/aDafny5TRnzpzAssl5QSDcEJAl+HCDWl9D165do+zZspE/W73P7dZDXyHJZXgE4ItvwICv6M2bt9S4cVfyZatnSYJAaBE4fesq/bDtV+XQPiUzGI1Zql6kSHmKECFCaKuW8m6KwMSJfWnfvi10+PBhdvmW2U17Kd1yBQREAmqwUerQvj3FiBqVJrZqbTDKhJyQInDz5k3q06cvG498oC+/7CnMZ0iBlHKfIZCVw3nCof2MZr0oXoSIHEmrG/XoXpcDGvz1WV45IQgAgQ4dhpK3tw81atRI/IPKlHAqAsKAOhX+gI0vW7aMNv7+O01t247ixRIl8YDouObR5cuXqW/ffiyRikTNm/eiBAl8XbMjQrWhEciTKiPNat6bJjfqSlE4ktLw4e2ob59G7F92v6HpFuLCHwE4qe/VaxwdO3ZMeeIIfwqkRUHgXwRkCd4gM+Hp06eUOWNGypc6Na0fMswgVAkZoUHg1KlTHJN5BFucxuNl924USz4qQgOnlA0GAtvPHqWZ29fS5fu32JtGIV6a70ZZsuQJRg2S1d0RWLx4KuuD/kB//fUXFS9e3N27K/0zIAIiATXIoHz11Vf0/Plzmt6+g0EoEjJCg8CBAweUq6UECRKrZXdhPkODppQNLgKlOZzr4naDlOX841tXWQrfiIYPa0sXL54KblWS300RaNiwA6VPn40NIr+kV69euWkvpVtGRkAYUAOMDpiVmTNm0JCGX1Aq30QGoEhICA0C27Zto1GjRlHKlOmV5DN6dPFkEBo8pWzIEIjIOqEVsxek5R2G0eAazejW5TPUo4c/jRzZkS7zviTPRiBSpMg8H74huGbq06ePZ4MhvXcKAsKAOgX2/xqF6xQYHmVOkYJ61qr93wXZc0kE1qxZQ99++y1lzZpPhdeMygZlkgQBZyIQKWJEqpa7KK3qOIIGVGtC188fp27d6tDoUZ2FEXXmwBigbbhmgleOH374gbZu3WoAioQEDYFPnz6xLvdwunLlinYq1Ntp06bR/v3G0QsXBjTUQxq6CmbNmkWH2B3GNF56j8Ix3yW5JgImk4nmzp2rfgULlqHatVtw1BEZT9ccTfekOnKkSFQrbwla1WkE9avamK6cPaIYUUhEZWnePcdcT69q1WrO7phyU4sWLWUpXg9g4ZQHDOiwYcP4I/Gyw1qcOnUq7d2712H1hbYiYUBDi2Aoyj969IgGsu5nw5KlqHSOnKGoSYo6E4GPHz/ShAkTCNJPP79aVKlSffHD6MwBkbaDRCAKfxjVyVeSVnceSf2ZEb1+/oRamh82tA2dPn04yLJy0f0QiMgS8q5dR9OdO3dUlDb366H0yKgICAPqxJEZOHAgvX/7lia0bOVEKqTp0CAA5f3BgwfTrl1/EyQJxYpVDE11UlYQCDcEwIjWBiPKEtFBNb6ke9cucKSuxtS/fxM6dGhnuNEhDTkfgRQp0tIXX3TkyFrTaPfu3c4nyOAUQIo4ZswY2rNnD7vXa07+/v60bt06gjAC56tXr04TJ04kRL/T0rt372jcuHFUr149qlixIjP9XQmBZ5BwDSFSYQ9St25dNhrsS9aRzV6/fk09e/bkMLwztSrp6NGjqlyFChWoe/fuSp/XfJF3Nm/eTK1atVJtbtq0yfKSIfaFAXXSMBw5coRm8/L7wPoNKGmCBE6iQpoNDQKIbtSrV29evrzETp07U052dyNJEHA1BLA0Xz13MVrBxkoj67Smdw/v89JfW+rSuYYK8fnp00dX65LQGwIE6tRpRWnSZKKWLBB5//59CGrwnCIXLlxQDGbbtm0pd+7cFCVKFMU4VqpUSTGFYDCnTJlCY8eONYOCc/D17efnR5UrV1Y6t2XLllWM5ocPH1R4VAQHiBYtGsEtIyTTWnrz5o1iasHwNmjQQJ2Gzm4Rjpj48uVLxWDu27eP30E5zUzo7+xTvEaNGgT1sPz58/O4tjQzvFq9zt6KkpqTRqAbf/2kSZKEetSs5SQKpNnQIHDu3Dn28TnS7GDe1zdZaKqTsoKA0xGAsVKF7AXUb/eFk7RwzyY2qOtHP82fSNVZQlqxYj32ZRvH6XQKAWGDAHTWu3QZxR/V9embb75RbuTCpiX3qBUqdJAw5s2bV0Wh8ApMAAA7PklEQVSU+vXXXwlSyi1btqgOgvH7/vvvFROKvL6+vsrYK0uWLOp6pkyZqEqVKvTgwQOKGTOmOgdJKiSoSNpHwFteJa1Zs6ZqA+3Fjv1vkJrevXsrRnbp0qUqPySooOXrr79WkmxIROHecciQIep6/fr1KSP7GjdSEgbUCaOxfPly2rlrF/06aAhF5S8nSa6FABw3f/fdd5QwYVKCL71YsbxdqwNCrSBgB4GiGbITfmduX6XFe7bQwgXf0tKl06hs2VpUrVpj5WLMThVy2QURgF/Q6tWb0ujRo5WkDUySJNsIRGaj4Vy5cqmLkICmYE82kIBqKWHChEqvFscJeJVzxYoVSjo6f/58ggAD7xEkSDc1BrRQoc9X0Tp27EjXr18nMLga84kle0SySsJCrP79+6t68C8Sr2YcPHhQGZNBSgsJq5bSpEljOAb0PxmvRqVswxQBfM30ZZ9r5fPkpeo2JluYNi6VhwoBfNEuWrSIxo8fzw6cs1OzZj2F+QwVolLY6AhkSZqaRtVtTWu6MEOSvzT9vWM9depUnSUrzVjv+XfWeftg9C4IfcFEoEmTrhQ3bgJqz+4BJQWOgLe3t2L4tBwRIkSgOHH+WyHAsZbw3gdzWrJkSbUMHyNGDHZ/1Vi7bN6CUbVO+AiAdLNLly704sULdRlBa6AjGitWLLVUj+V6/MqXL69UAZAP16GTapnAKBsp6ZaAosOW4BqpE65ECxSTb966Rb/1G+BKZHs8rfhKxdhBz6ZkySpUqlQ1sXT3+FnhOQAk8o5PnfxqU2ue95tP7qdVB//ipcUe5B0nHvmVq8MvvrqUPHkazwHEjXvq5RWD2rYdxME0OtHChQs5UlJTN+5t+HTtl19+oT///FO5VIKkFAnnkKyNjdRJi3/9+vUjSEazZcvG6hG9CK4bIV0FP5Y0aVK15K5lxxI9mMzEiROrH45Lly6tLmOp//jx41pWQ2x1S0ChOwAdgg0bNhD8U0kKPgJ3795V+h1tK1aibKlSBb8CKeEUBG7xB0OPHj0JhmP+/m35hq4uzKdTRkIadTYC0SJHUQZLP7UeQPNbf0VleSVg42+LqUOHKtSnd0N+PyxjKc1TZ5Mp7YcSgUKFyjLTU5atrnspg5hQVufxxcEQgm+6d++ewgLW7/CCgwTpqL0ESSes3+fMmaP0TpG/Q4cO6gNh7dq1qm4s6UNX9OHDh6o6WOcvWbKEtm/fTk+ePKGhQ4cqgyR7bYXndd0M6MqVKxXH/cUXX/CXbnIVuuvUKYkrHJzBGjRoEEXiAiMaNwlOMcnrRATgkqRHjx6sp/OOHTX35QhHeZxIjTQtCBgHgSxJU1F/jqz0e8/xNKRmc4r5/h3NmDGCJWbF2UCvvbKgf/36pXEIFkqChUDbtgPVki8MWSSFDgFIIWGFDgt46G2WKFFCGQfFjRtXCTb01I4lfCzbt27dmrAiDYayYcOGygUUdEObNWum+DK4eUKCHi+W5KtWraravHnzpjJS0tNWeOWJwHptpuA0hqVIKMNCFw7WXjly5CBw2k2aNCHoRBg5gZkoVqwYHebIQ3nyhC8jAdF3HnbXMKZZc+pT19/IMAltjAB0Z3766Se1TJIhQw7l41NiusvUEASCRuDe8ydqif6PUwfp3J3rHN0tCuXMVYTdxfhRgQKlKX5836ArkKuGQmDlylksZftO+afMly+foWhzRWJg2Q4JJZbOHZXgwgmSVQgGbSVIWOGqycfHx9Zlp54LNgOqUYt4ogsWLFBiYcS7hsItlJbhQsBoiq4azc5kQCvwl8j5Eyfo7A8zKZrBFIE1fGT7LwLw7wmHwefPn6cyZWoo5/KWCuWCkyAgCNhH4Mbj+7TtzGHadvYonb71bzzr9OmyUt58JVgAUEyFf4zMDKok4yIAI7MuXWoyw5RQhXCU56Bxx8oVKQsWA3rx4kUl+Vy8eDFduXJFWXW1aNFCOUg9wcwVHKTiB9GvEZOzGFBEIID4fEmfvirsphGxEZr+RWAXu8dCNJDkydNR4cLlKFWqDAKNICAIhBKBhy+e0d8XTtDfF0/QgSvn6PW7N+xw24uyZslL2XMUZNWWvISVBpyTZCwEjhz5m5eLW9OPP/6olpGNRZ1Q48oI6GZA4U9q27ZtBCeqWHKHZRx0GSxTH3YvBKkRluiNmJzBgMLCLTdHJ/D68JH2TpgoxitGnBhMExwIz5gxQ83xTJlyKl94MWLEMii1QpYg4LoIfPznE0tErzIjepYOXTtPJ29epncf3rMbmUiUJnVGypAxB6VLl43Sps3M/kYzkJdXdNftrJtQPmZMV/ZdeYSjvl1gF01x3aRX0g1nI6CbAYXXfSi32nKUqnXixo0bBP9WtnxZaXmcuXUGAzpv3jz11bh9zDdUMnsOZ3Zf2g4EATj0hWP5Z8+eK3cy+fOXDCSnnBYEBAFHI/CRrYPP3b1OJ5gRPXXzCp3m/ZuP/rUWxpJvIg74kDxlOl6yz8OOuOOy4CMFJUqUnF3RJGF1r6iOJkfqs4HA/fu3qGPHqtSuXTuaPHmyjRxyShAIPgK6GVBYU61Zs0Y5PrVsBl794WsK5v5GT+HNgMJgK2P69JSblYPXDh5qdHg8jj5IPfGBgJi5KVKk5bi5X/LHUyKPw0E6LAgYDYFX797SxXs36RIzPpcf3KYrD++yJDQG7WKdUssEP6S4Z+OxcVO8eAnYU0t8/sVjRtWb31VxWCASm3+xKHr0mPyLoZb4o0WLrhhX0We0RNL+/tKl02n58h9UBB74pJQkCIQWgSAd0cPp9h9//KHagG4c4sN6ef2nowO/VnCmmiGD6MnZGogpU6bQHfb9+fvAwbYuyzknIrBnzx615P78+Qsl9SxUyI+XAP+LXOFE0qRpQcDjEYjJuqC5UqZXP0sw3vJS/e2nD+nO00d079ljgtX9A/Y7+oiPr9++So9fvaDn7PrpvY4ITbDQh8FslMhRCcZQkTi0Is5hGznSv9tIfByZY6RHRr4o0VQ+GN1GjeqlflAPAGMcIwYY3FiK6QXzCybY2xsMcVy3UbuqU6cVe775mbp162aOd245NrIvCAQXgSAZ0PQsvevZsych7ihM/X/77bcAoadw86ZOnVoFvA9uw+6e//Hjx/QNewRoXq4cZU2Z0t276zL9u3PnjvLccOjQIaVj1qhRd3YNk9Bl6BdCBQFPRsCLl9zT8pI8fkElMKov3r6ml2/fEKSpr9+/pTfspxTn3358zzqnH+jDp4+KUcX2AwtTsIU6AHRUIVzBFscf/uHzr9/T+0/P6B3nec4u2sDgqrq4njdc92tu4x/TP5+RhNjc8eL6kA+rC/j6JuPoNMnZojwVGzmm5VWX9Ipx/ayQQU/AQKxFiz4qAhbsPOD0XJIgEBoEdC/B16hRQy2zwyO/q6bwXIKHzuz3bE19YeZsSmojvqurYuiqdGO5HcEUILHHcly5cnXZh20BV+2O0C0ICAIGQwAM7nNmep+/eUVPWQr7+NVzevTyOT1kCe1dltbe4d+tJw/p2et/43mD/ES+zEyzwVWGDNmVWyp4AjC60dWAAV/Sq1eP6OzZMywF9kwd3Lx589KdO3cdPgOrVatKs2fPdni9Rq0wSAkoluDBcGoxSHFsKyVKlIiyZ89u65JHnoMx1rSpU6l7DfafJsynU+cAHMpv3LiRli5dxtGMXlPBgmU5CkVlcffi1FGRxgUB90MgetRohF8iXn4PKoFBvcY6rZdYtxV6rmduXKJlB7YrqSokppky5qRcuYty1JrilJH3I0bUHbAwqGYddq1NmwHUvXtdZYwEzzeemMB8xo0Lvqegw7q/Y8c6wsqpJ6UgGdBWrVpRTnYhBAMjiNufPXtmExtYx69YscLmNU88OWTIEIoRLRr1k4hHTht+MJ5wGwbG88GD+/ygKKCcyseLZ7xoEE4DSRoWBASBcEcgDq/A5EiRTv20xrHUf/7uDTp6/QIduHqOflk9h59d0wlGVoUK+6lgGLlyFWYVuCBf2Vp1YbpNmzaL0psfOXKkCv/o6+uZ0a3wTmnWrIfDsD5//pjD6nKVioKczUeOHDErUCM6TGDJaF9ogdEZHudPnTqlQjiObd6C4rqwukJ4YBUWbUBfGYZzq1f/zCHPHijn1rVrt2bdqxRh0ZzUKQgIAoJAqBGIzJLPrMlSq1+jIuWVPurRaxdo5/njtG3fVvY0s0oxo6VKV1fMX2r2l+rM1KRJN9q5c6OKZw7/yZIEgZAgECQDahlS01N1PYIL6sCvvlLL7p2rVQ9uUckfCgTwgYSldrhUevXqFWXKlIvjt7dmhX8xAAsFrFJUEBAEnIBAFJZ0FmBJI349KtZXPlJ/P7GPNv+xmtauXaD0RatWbUzFi1dUlvnhTSJWkurVa8v6ipOpc+fOooIX3gPgJu0FyYBa9hERfeDvExGRwIxOmDCBv4B28ku+FlvGtbDM6rH7e/fupV/XrqXZXbqSl4cqZ4fn4GOZff/+/UriCat2fDDlyFGYQ2iWFX+e4TkQ0pYgIAiEGQLwV5qTl+zx616hHm07c4RWHdxBEyf2ofnzxlPNWs2pcuUGyh1UmBFho+KaNZvxB/9y5SkHvIEkQSC4COhmQAcOHEjjx4+nS5cu0d9//039+/enqlWrUteuXdmVRAwVAz64jbtb/v79+lFGdjrf3K+cu3XNMP2Be5QTJ04Q/NLu2vU3SztfKvcmFSvWY33lwoa3IDUMkEKIICAIuBwCUdkvacUcBdXvDPs9XbT7D2ZCJ9CqlbOoTt1W/E5uHG7PwKhscNWsWU/mC3qr1afKlSu7HJ5CsHMR0M2A/vDDD7RhwwZKlSoVtW/fXjGf8AU2adIkWrZsmcczoCaTieqW9aM0pcsE8JXq3OF1j9YfPXpER48eJUg5Dx06zHHbXykHz9mzF2KJZ0FZZnePYZZeCAKCQDAQyJI0NY32b0M3Ht+nuX9toAU/TaJff/mJGjXuovREYVEf1qlkyaq0bt1C6tWrN1WoUEHefWEMOAQwP/7442etZMyYkUqXLm0+j5VBeOOpW7eu+dzz58+VK0IYl9tKMDJft24dXb58meADvkqVKmzpH1dlhQ/4W7dufVasHPs5T5s27Wfn9Z7QxYDCNcCLFy9UBxFecvv27QSGFCldunT0888/623PbfNhmaRL06ZkOn3GbfsYHh1DwINr167RxYsX2c/cWTp16jTdvXtHNQ1HzrlzF1P6ncmTpzEbyIUHXdKGICAICAJGRCAFhyEdysvwLdi93PQ/19D06UNp/bpF1K79IPWBHtY0t2zZj/r2bURz5sxRseLDuj1Prv/9+/cK4+bNm7Ok+7+olNHY645l6tChg2IYCxQoQCn/HwjnwYMH1KlTJ7LFgOJa8eLFWbc4M+XJk4cWLVqkDMzgSSZFihT07bffEoRsmTJlsmyG8ufPH+A4uAe6GNB48eKpZXbofCKSDECoVKkSQQdv+fLl7N6mTHDblfwejAAs1fFRg0l/7949ZjDvqpvl2rXrdPv2LYK+MVJCjh6CiCGFC1fkiFuZlNTTg2GTrgsCgoAgECgCKRMkorH129Ox6xdp4qblHKGwGZViCWVr9tsZN26CQMuF9kKWLHnYTVQFGjx4CDVu3Fj5Dg9tnVI+aAQmTpzIEfzi28yE1ULwaM2aNaNZs2bRqFGjbOazPLmWbVfAqGJVW0vVq1dXjOiAAQPUKdSHnyOTLgYU0j3ogFasWFExB126dGG3NomVARKc0/dj3UdJ7o0Avn4QTQgScPzevn2rfmAmLX84j2MtHyzS8Xvx4iVhCeDZs6fqmiVaMWPG5pvJl3x8UnDQg8KUKFFySpIkBTuLj26ZTfYFAUFAEBAE7CCQK2V6mt96AP1yaCdN3/oLqy3tZCa0P/n51bZTMuSXmzXrRR07VuMwnWMJ/kElOQ+BuXPnUp06ddQPgsKhQ4cqA92gKIJq5bFjx5Qur5+fnzI0R9TAsFbj0MWAgnAYHUHJGAxGwYL/ev/v1q2b2o8ZM2ZQfZNrBkcAY3r79m31g0QSkknoXT5+/EQFH4D6BfQu9SQ4SoaXhKhRvfgXTSnEg5H08orDX1hJWZIei7+Q41Ds2HFZohlPfZkjxrAkQUAQEAQEAccgEDFCRKqTvxSVypybxm9cRt999xUbD2+iLl1GUrx4CR3TiEUtSZKkZJ3BL9gyf6KyEUmWLJnFVdl1NALQ94wc+T/27cCBA4pZhPAHgYMgGIR6JASFYCQRLCioBF3O0aNHK6Ny8AJYjsdSff369c3FvmIXk+PGjTMfYwdMqyUdAS7qOPivBzoyQz8ADAr085CSs8U3iEW4ziRJkuioQbI4GwGI5s+fP6/0Ky9cuMBjeYnu379nJisyW1nGjRuPxxS/OGx09i/TiPjEXl4xlFQSjCV+UaJE/ewnQQnMUMqOICAICAJORSBBLG/6pl472nLqII3duJQ6d6pBXbt9TYUKOV5trmHDDrR16xpeih9MkMJJCjsEpk2bRt7e3uYGNEklltCxry2l+/j4KHsdewwoKmrTpo36nT59mjZt2qSYUdhjaOFW4fGodu2AUvTQMJ9oUzcDunr1amrdujU9ffoU5QIkCcUZAA7DHdy8eVN9EcGK/MyZM0p3F4wmogOlSpWZFYn9WN8yMS+DJ2Sm01uMeww3gkKQICAICAIhR6BctvyUO2UGGv7rfNYJ7EjVqzdh/919lAAh5LUGLIlVrXr12tP8+RM4Vnx3FcY7YA45chQC2bNnt6kDCgt5LLtrdhTly5dXxkQw6LUMLGRNx6BBg6hIkSLKu1HWrFkJPxgcIay4xoBCmgpre0cm3Qxox44dlc4nrKuslV8hAZVkLAQQGQgWbNu376CbN2/wV1FkZjbTU6lS1dmgJyMzn8nVOWNRLdQIAoKAICAIhAUCPrG9aUrjrrRoz2b64beldPbMUeo/YDL7UU7qsObA2G7YsEQxLZCiSQo/BOB2CYbicJcEw3EtHTx4kGbOnKkiVmnnrLdgLqFmCQYzQ4YMBG80kKLCIj4sky4GFMYjYGigYOzr6xuW9EjdoUAAhkLQBVm/fj0dOXJEhWjLkCEH+ftXZH2QbLx8LrqWoYBXigoCgoAg4NIIwKC4adGKlCtFehqwejb16F6X+vabRLlyFXZIv6CW1aRJdxWlacuWLQTdQknhg8D8+fOVnY4l84mWW7ZsSY0aNVIr2NAR1ZbrNaquX7+u3DPB9qNo0aIENTrYhUB6aqlKgYiXqMsywQD966+/tjwVrP0IzLSY9JSAs1HoHcA5qaum3bt3s7uIYnT48OGw4ewvX3GKH1C4w9q6dSutWrVKuclKlCgZ5ctXkuPzFlBGQK46XkK3ICAICAKCQNgg8PjVcxqwahYdv35JuWqC9NIRCSxFz571KGbMyEoQAqbX3VKSJEnZUKeaigTlqL4NHNicHcAnI6g7OjOBEYV+KYyJwzrpkoCCCPiS6tGjBy/n3qQ0adIEsHyCVDRbtmxhTavUb4UA9DzAeC5evJgePnzIovPs9OWXDdUSu1VWORQEBAFBQBAQBMwIxI8Zh6Y36UETfl/G/iJH0/XrF9iCfXCoVbPAcEK/FAwVHJo35QAtklwHgYQJHe8lIbDe62ZAoQOKUE3t2rX7rC4xQvoMkjA/AWezcDILvY+MGXOwdVob9kSQMszblQYEAUFAEBAE3AOByGwx3Z/jx6dNmJQmbVrBqna32a/3d+wuL3SuFXPmLMTGrSXZGf5A5QLIMmqPeyAnvXAEAroZULhfCmy13lqnwBGESR22EUAEoZkzZ9Hu3X9TsmSpeQmglzIusp1bzgoCgoAgIAgIAkEjUL9gGUoa14cGsl7ogP5NaNjwWaH2F9q8eS/2O1qLpk6darakDpoKueppCETU22HEGgUDCqemcEYKRujkyZNKTyAo83699Us++wjAqrB9+/YE6Sf0dVq27CvMp33YJIcgIAgIAoKAHQSK80raDBZoPGYpaN8+X7A9wXU7JYK+nCpVRhV9CQ7OwS9IEgSsEdAtAYX/SERCQtxu6B4iTigczmJZ/ueff1Ye960rl2PHIPDkyROOZPGdMp6CYVHFivVZwVtcXzkGXalFEBAEBAFBAAhkSZqK5rD+ZtfFUxQTOmLkXLb5yBRicJo06cqugX5TUXYQJcmd0o4d6+ncuWMO69Lly2eUEZLDKnSBinRbwcM8H/FC4U8KvqFgcZ00aVKqW7eu+sFAyejJFa3g4cPr228nKaa/atVGlDlz2PrlMvoYCn2CgCAgCAgCYYvAwxfPqMviyXSfLeWHj5jDdgY5Q9zgggWT2KfkfGbWzrGBbOoQ12Okgm3btg0TqW6hQoU8Sl1BlwT09evXtH//fvrpp584fncc8zxIlCgRIR48jGFcgQE1E+4CO5AyL1y4UDH6adJk5iAAzVT8dBcgXUgUBAQBQUAQcGEE4LQey/GQhA4a2IJ1QmdzdJy8IeqRv38b2rx5JRskfaXilIeoEoMVOn3qFN3j1WBHJziE96SkiwFFvE84J3316tVn2JzigZD435/BEqoTL168UE7/jx8/TiVLVlW/iBHdz5daqECSwoKAICAICAJhhoB39Jg0vWl36sZM6NAhrWnosJnKt3RwG4wRIxY1aNBRuXrq3bs35c0bMkY2uO2GZf4rly9TEo4AWSxLVoc1s5r9lN+5c8dh9blCRboYUDgkrVChgpJywgAJCVLRJUuWqED3COEkyTEIwK3S8OEjlG5tw4YdlW9Px9QstQgCgoAgIAgIAvoRiBUtOofv7Ebdl06lYcPa8rtpNvv8zq+/gv/nrFy5Aa1bt5DAgMJ3tTukcrnz0JhmzR3WlePXrjqsLlepSLcVPJbZwXQWLFiQrly5QmXKlKHGjRtT2bJlqWvXrq7SX0PTCYknbtCPH/+hVq36CfNp6NES4gQBQUAQcH8EYnII58mNulAm3+Q0bGhbOnPmSLA7HTlyFA6S0oO2bdtGGzduDHZ5KeCeCOhmQGFwtHfvXtqxYwfNmDFD6X0i3vjSpUs/iy3qnlCFba+2b99OQ4YMoYQJkyn3SgkSJArbBqV2QUAQEAQEAUFABwIxonrRd8yEpvVJzExoG7pw4aSOUgGzFC9eiTJlyslClj7KqDbgVTnyRASCZEAR3hFul7QfnNFnzJiRatSoQZUqVVKul3Dt6dOnnoidw/r866+/ElxUZMmSh6XKXSk6695IEgQEAUFAEBAEjIIAJKFT+P2UIm4CGjK4FV27dj7YpCFE5+nTp2j+/PnBLisF3A+BIBnQ0qVLc3jHJHZ/cEkgKWQIII77nDlzWLWhDIfTbEkw+JIkCAgCgoAgIAgYDYHYXjGUTqgPGxYNHtQq2M7qoT9aqlQ1WrlytVLpM1r/hJ7wRSBIbmf16tX09u1bRdHy5csJx2PHjqVcuXIpqSgi88yePVu5Ygpfst2jtblz59KaNWvYyr0KlS5d3T06Jb0QBAQBQUAQcFsE4jLzOa1JN2ozfzwzoS1o3PilFD++r+7+NmjQgUN01mD/1t/SoEGDdJeTjEQbNmygmzdvfgYFIlU2a9aM1q9fT7dv3zZfjx8/PrvPyqp+OImAQtevX+dgNhXNebADl49VqlShWGzZD3ebtlJYCBqDZEAzZfo3AgJCcJYrV04RiaV3pDRp0lCRIkXo06dPNGnSJCpWrJgtms3nsJx/6NAh5YhWq9d80WIHzmqvXbumXDX4+PiYr7x7947glD1ChAhUoEAB0sJ/vnz5UoUENWfkncKFC1seGnIfRl3r1q1TocqKFatgSBqFKEFAEBAEBAFBwBqBhLHj0rTG3RUTOmRwa/pm7CJmXv7zEW6d3/I4RYq07FWnnhJmganx9dXPvFrW44n7ly5dYhWG06rrWDn19/enuHHjUowYMdQ5MPUxY8Zkd1nZ1fGff/7JPlg3q0hUHTt2JNiagIm1ZkB79eqlyiDYULt27ah169bhshobJAOqDfCbN2+UW6AMGTJop8xbOKP/+++/zce2dmCsBAMbuHL6/vvvqXnz5rzcXPuzrGBk4VcU7UyfPp2mTp1KKVOmJLTfsmVLdv+QTXH3K1euVF9PYEYPHDhA06ZN4xBW6c31GZ0BhdQYzGf58v7MxPuZ6ZYdQUAQEAQEAUHAFRBIHj+hso5vv2AijRrZgRC2M2rUaLpIb9SoMzND69i10zDFE+gqJJlYctzFjMKCBQsUftYCvfr161PTpk3N+eAuc+jQoQQGVG+aPHmymanVWyYk+YLUAdUqBHcNaWefPn0UI4rzYArhTuGbb76hqlWralltbhHHfNSoUQo8SP6w9Pz+/fsAea9evcoxY3cq6/p+/frRF198QdCPRMLyP0JUQVwPBhbuoPbt26euXbhwQRlFQTVA+6kLBv03b948Wrt2LTOfdYX5NOgYCVmCgCAgCAgC9hHImDgFTajfkc6fO07jx/fSbd0elw2Z6tRppd73Z8+etd+Q5AgxAk+ePFFh1ENcQRgW1CUBRftgGmvVqqXE5cmSJVMe+6Ef2qZNmyD9gH78+FHpLOTM+W8sWUhMwdDeunVLLeNrfbvMkQWQR4uqhGgJv/32m7p88eJFJT3V8uIaxNCQdIIBxRZcPiSn+fPnV8v0Wl4s52u6C2Cavb29tUvhvl22bBn9/PPP7Du1JjOf5cK9fWlQEBAEBAFBQBBwJAJ5U2ek4WxAO3D1bJo5cxR16DBEV/W1a7eg+/evixtHXWjpz4SV5FWrVhFUJ+GlKFKkSEpNUn8NRPny5TPzYijn5+dHU6ZMCU4VuvLqZkDTpUun4sEjJjwcpiMmPHQxoeAaVLp//77SScByuZbABD5+/DgAA4oQVJbMIep/9OiRKgIQLWPQY19TxAUDigQmFCJpSEsnTJigzuEfmF1NPxX1QA/VGQlST0h04QsNP0mCgCAgCAgCgoA7IOCXNR89fPGMvt2wlIVUSalu3dZ2uxWN3Tr17TueBUfp7eaVDPoRKF++vGIYYXAE944wdAZDiYSolh8+fPisMggKNbsaXAQf5eXlZc4H46SwSLoZUDQePXp0dqFQSv30EgPuG4ZKlgmdtewcrlnnQx60Z+8aJLNQwoXktHr16lSzZk3FnCZPnlyVTZgwodI/xcFujrX6ww8/qPPh+Q/RH6D3WaBAaSX9DM+2pS1BQBAQBAQBQSCsEWhQqCzdefaIfXxO5IAqSZV3l7BuU+r/HAEYIMHeBj/wRlCRhOANK9cQJCLct2XCSjZ8uadOndqsGgmbGs2wyTKvo/d16YCGptEECRLQq1evCFbsWoL0E5GVLBMYRZzXEvbhgxQJ1vDW11AeeqRYYteW7cHdY4kfkk6jJAw8dGCzZy/AzvvrG4UsoUMQEAQEAUFAEHAoAt3YsLZMlrz03aT+bFDsnNVGh3bIxSuDayaET+/QoYPqCZhTuGnSluixQg0DpTx58igXTOHd3TBnQOFYHQZEWIJG+uuvvyhevHjqh2MYH4EDx3L+yZMnFXcO6SesxAEcUokSJZTBE/LBnRMkmQAMImO4HUCIUCSInLFsnzt3bnXs7H/nz5+nMWPGsKpBZpbMfhlAN9XZtEn7goAgIAgIAoKAIxGAqh30QTOxcdLoUZ2Y2bnmyOqlrhAgAMPt7ex+acWKFUqYB3/uMOiGcBBSzz179qhlesuqY8eOrValsTKt/eDNyNEpWEvwIW0c5v99+/ZVnYS0Ei6ZtATOHJb0cG4PYyH4n4LzVPijatSokcoGH6Rw9QTLeJRv2LChWX+0e/fuypIO1vUPHjyg/v37h4v/Ko3+wLbQaR02bDj3JRH76mrDgxguUAdGjpwXBAQBQUAQEATCHIFokaPQhAYdqeXcsTR8WDuaMHEZxWa/oZIciwBWlq3T1q1brU8R1BGfP39uPl+2bFmC54Fnz54RHNhbqkOC94LxUnilCNxYuLUGPQPoJASVoCCL5XpbSq8vXrxQeqG2wlUCTBgnWRo7WbcDySkMkg4fPqwkqNbXQ318+QqZTp8h0AnHrm/ffiDEvtXroDfU7UsFgoAgIAgIAoKAARC4+vAutWImNHW6rDRy1FwWDEX5jCovr8gc5Mb1jJCSsXpg0+IlaEyz5p/1KaQnyg4cQPFZ9xISSk9JYb4EbwmkPeYTebGsbov5xDWIhW0xn7gGC/qgmE/kCY8EBnrkyJH05MkzltR2EuYzPECXNgQBQUAQEAQMhUBqn8T0jX9bVo07zIFlhhqKNiHGGAiEKwNqjC6HLRUwODp//gLVr9+OLQETh21jUrsgIAgIAoKAIGBQBAqkzUJ9qzSiLVvWsGRvjkGpFLKchYAoJjoQeThqhZFVzZrNWLk3owNrlqoEAUFAEBAEBAHXQ6BW3hJ09cEd+umnb9kVUBr22S3hp11vFMOGYmFAHYjry5fvlJP5XLkKO7BWqUoQEAQEAUFAEHBdBLpW8Kdrj+/TxAl9aNz4JcozjOv25l/KV+7aScevXHFYN1BXadYB9aQkDKgDR7tp0zZ0Z+sBB9YoVQkCgoAgIAgIAq6NQMQIEWlUndbUet44GjmiA307aRUbJCdw2U6V4dCUcPnoSAvuggl9wsY42sAoCwNq4MER0gQBQUAQEAQEAXdAICaH3oR7phY/jqF5c8dR5y4j2QWQa7IgixYtcochcXofxAjJ6UMgBAgCgoAgIAgIAu6PQLJ4PooJ3bHjN5o6dbD7d1h6GCQCwoAGCY9cFAQEAUFAEBAEBAFHIZAzRTrqV7URbdu2lqPzzHZUtVKPCyIgDKgLDpqQLAgIAoKAICAIuCoCNfMUp4aF/GjOnPEUFiEeXRUXT6PbNRUwPG2UpL+CgCAgCAgCgoAbIdC1vD/lSp/F4wxv3GgIQ90VkYCGGkKpQBAQBAQBQUAQEASCg0CkiBGp/P/auxcgm8v/geMf1v1O1i2NVC5dZl3KPY2mcSuSykSlXCYmZWqmcakQkTRNrSGKKZVbaIpQJuMyERKhQrlE7nIXIdH39/08/b/f/57l7O7ZPbv77LPv78w653t7vs/z+nQ6n/M830tSk1h2YVvHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEyABNSxgNIcBBBAAAEEEEDAdgESUNsjRP0QQAABBBBAAAHHBEhAHQsozUEAAQQQQAABBGwXIAG1PULUDwEEEEAAAQQQcEwgxxLQY8eOyddffy3btm1Lk1DXL168WHT7lNPff/8tq1atktWrV8s///yTcpXZNiNlR+zEDAIIIIAAAggggECuCORIArpx40bp2bOnbN++XQYOHChz5869amOTk5PlzTffFN2+d+/esnfvXrPd+fPnpUePHrJ8+XKZPn26KcPzPLMuo2Vf9YAsRAABBBBAAAEEEMhxgRxJQMeOHSujRo2S/v37y+TJk2XKlCly8eLFiMb+/vvvsnLlSrN+0KBB0q1bN5kxY4bZZvbs2dKkSRMZMmSITJw4Uc6dOydr16416zJSdsSBmEEAAQQQQAABBBDIVYFsT0AvXbok+/fvl6SkJNPQypUrS4kSJeTAgQMRDd+1a5fZpmDB/6rUsGFD2bp1q9lm586dovPBFKzLSNknTpyQSZMmmb+FCxdKsWLFgmJ4RQABBBBAAAEEEMgFgULZfcwjR45IyZIlpUCBAuGhypYtK5oY1qxZM1x26NAh0eXBVKZMGTl+/LiZPXz4sOh8MOl7TWozUvbJkydN8qn7Xr58WYoXLx4UE/fXxHq1pFT1SnEvlwIRQAABBBBwTaBgoQTXmkR7YhDI9gQ0ISHBJH4p66Q9l6l7IlNvp9sEyWK0damX6zFSl33jjTfKhg0bzOH1AqYWLVqkrEpc3xcrV0r0jwkBBBBAAAEEEEAgukC2D8Ffc8018tdff4lexR5M2vtZrVq1YNa8JiYmml7RYKFuU7VqVTNbsWLFK9bp/hktOyiTVwQQQAABBBBAAIHcF8j2BLRQoULmAqL58+eb1q5YsULKly9v/nSBXnx04cIFadSokWzevFn27dtnejEXLFggjRs3Nvu0bNlSFi1aZLbT2zNpT2aDBg0kvbLNzvyDAAIIIIAAAgggYJVAAf92Rv/dzygbq7Vnzx5z6yQdMteLjIYNGya1a9c2R2zfvr2MGTNG6tWrJ3qR0Pjx46VChQpSo0YNc+W8Jpk6rD5ixAiToOr+Xbt2lS5dupj90yo7dZOCIXgdktcElgkBBBBAAAEEEEAg5wVyJAENmnXq1CkpV65cMHvVV73JvA7Xlyp15bmUZ86cMeeFalKaespI2SSgqdWYRwABBBBAAAEEcl7gykwuG+uQXvKphy5cuLD5u1o1SpcufbXFZllGyo66MysQQAABBBBAAAEEckwg288BzbGWcCAEEEAAAQQQQACBPCFAAponwkQlEUAAAQQQQAABdwRydAjeFrbnn38+4qb3ttSLeiCAAAIIIIBA1gX0XuNz5szJekGUkG0C+SoBbd68uXkO/axZsyLuS5oZ3YMHD0rRokXNvUgzsz/72CWg96o9evSoVK9e3dzey67aUZvMCPAZzYyavfvwGbU3NpmtmT6SWxNFvad3vKeUT1+Md9mUFx+BHL0KPj5VtqOUjh07Sv369WXkyJF2VIhaZElg8eLF0r9/f1m5cqVUqsTjVLOEacnOfEYtCUScqsFnNE6QFhXToUMHc0tEvkctCkoOVoVzQHMQm0MhgAACCCCAAAIIiOSrIfh4BlyfKV+zZs14FklZuShQpUoVadeunRkOysVqcOg4CvAZjSOmBUXxGbUgCHGuwp133sn3aJxN81JxDMHnpWhRVwQQQAABBBBAwAEBhuAdCCJNQAABBBBAAAEE8pIAQ/CZiNaxY8fkhx9+kOuvv17q1KmTiRLYJbcF9JGvGsPixYtLUlKSBFdMnj17VjZv3hxRvaZNm0bMM2OfQFpx00f7rl+/3sS4UaNGUZ+0Zl+r8m+N9DOoj15OOVWsWFFq1aolacU65fa8t0fg119/Nac36XdmMKX1Pbpt2zbZs2ePNGzYUDTuTG4KJAz3Jzeblj2t2rhxo+h9RPXRn5MmTTIfqptvvjl7Dkap2SJw+PBh6dWrl0lItmzZYuKoV2MWKlRIVq1aJWPHjpUjR46I/k9T/1q3bp0t9aDQ+AlEi9v58+elZ8+eorfw0W2WL18ubdu2DX9wxK8GlBRPgU8//VTWrl0bfgZ1/vLly9KsWTM+o/GEzoGydu/ebb4zb7jhBvMDQg+Z1vdocnKyzJs3Ty5evCgTJkwQPZe7bNmyOVBTDpHjAh5TTAJPPPGEt2nTJrOPn8h4fuLi+T0sMZXBxrkrMG7cOO+DDz4IKzF06FBvwYIFZt7/UeF99NFH4Tre5A2BaHH78MMPPf8LLWxEnz59vDVr1oTzvLFfwO8N9R588EHv9OnTprLRYm1/S/JfDf1E0uvUqZPXrVs376uvvgoBon2P+smq17lzZ8//sWG2/eSTT7zRo0eH+/HGLQHOAY0h5b906ZLs37/fDNnqbpUrV5YSJUqI3kyXKe8I9O3bV7p37x5W2P9iE+0p02nHjh1SqlQpmTlzpqxbt078j3u4HW/sFYgWt507d5phvKDmOqS3devWYJZXywX09Ak/AZFBgwZJmTJlTG2jxdrypuTL6ukpTv6PfdPzGZzmlNb36K5du8z3a8GC/6UmfF7d/s+GBDSG+OqwbMmSJSOG73Ro4MSJEzGUwqa5LVCkSJHwPMBly5aZHxXt27c31dIvt++++8485Wrq1KkyYMCA3K4ux8+AQLS46ekWQeKixej748ePZ6BENrFBYMmSJWb4tXHjxmF1osU63IA31gi0adMmfMpR8GM+re/RQ4cORQy383m1JpTZUhEuQoqBNSEhwZyHlHIX/TWnjxJjynsC8+fPl+nTp8vbb79tej21BVOmTDHn9+ovcH2Sjj98ZBJUfUQnk70C0eKW+jOrn1ftlWHKGwL6GX344YcjKhst1nxGI5isnUn9mdSKBt+jqdfxebU2jHGpGD2gMTDq82r1YgYdFgom7f2sVq1aMMtrHhGYNm2azJkzR8aPHy81atQwtdaT3vXKy2D4R3tK9TQL7UVjslcgrbjpFbQpRyj4vNobx9Q127t3rzm9qVWrVuGqtGIdbsQbqwXS+h5NTEy84vNatWpVq9tD5TIvQAIag51eJd2kSRPRX+U6rVixQsqXL2/+YiiGTXNZwD8ZXpYuXSrvvvuuSTCD6hQuXNj0huoQvE6//PKLGa6tX79+sAmvFgqkFbeWLVvKokWL5MKFC6K3fVm9erV59rSFzaBKqQT0DhR169YNT5fR1WnFOtXuzFoqkNb3qN4mTW/BtW/fPtMr6l8cKilPv7C0SVQrkwI8CSlGOO0hGzhwoOhQgfaUDRs2TGrXrh1jKWyemwI6pPfHH39EnMv70EMPyXPPPWfuDTp58mTR+4QePXpUBg8ebG4Dkpv15djpC+g9Xa8WNx3CGzFihPlS089r165dpUuXLukXyBa5LqDx1Pj169cvoi7RYh2xETNWCbzyyiui91MOzrVP63t04cKFZmSqQoUKZnRq1KhR5hZ5VjWIysRFgAQ0k4ynTp0y5wpmcnd2s1xAr4zXE+CDKzctry7V+z+BaHHTm5rruZ/a+8LkhkC0WLvRuvzRimjfo9oBoKe66R1JmNwVIAF1N7a0DAEEEEAAAQQQsFKAc0CtDAuVQgABBBBAAAEE3BUgAXU3trQMAQQQQAABBBCwUoAE1MqwUCkEEEAAAQQQQMBdARJQd2NLyxBAAAEEEEAAASsFSECtDAuVQgCBeAnoLbf0Vkxnz57NcJF//vlnuO2sWbNEbw3DhAACCCAQPwES0PhZUhICCFgooE+yGj58eIYTUH1QQbt27cKW6BOzdBkTAggggED8BLgpXvwsKQkBBBwQ0Cex6CN3g+nzzz8P3vKKAAIIIBAnAXpA4wRJMQggIOYJUk899ZT8/PPP8uyzz0rHjh1l7NixEb2PevPpl19+Wdq0aSOPPPKIvP/+++J5Xsinw99DhgwxvZDdu3c3j00NVq5cudI8iSyY19d58+bJG2+8ES7S54W/88470qlTJ3n66adl//794Tp9c/nyZXnvvfekc+fOcv/995vHr+qNr3X65ptv5LPPPjP7aDtOnjwpEyZMkOnTp5v1+pjW119/XdasWSM9evQQfaqWPi5Qn9ijy7W9b731VsTzrNNqjymUfxBAAIF8KEACmg+DTpMRyC4BTe40oWzdurWcP3/eJHiaDD755JNhkvn444/L8uXL5dFHHxV99vOAAQNkzJgxpkra83j77beb57drAqlPLrrvvvtk2rRpZr0+H3zmzJkR1V+/fr3Mnz8/XPbMM8+IPr6vefPmosnoY489Fq7TN7169TKPWK1Vq5bccccd5tj6iEBNgitVqiTVq1eXEiVKmGdQFylSRBYvXizffvutKWPHjh0mwezTp4/Ur1/fPJtcH+OqQ/abNm2Stm3byrhx48KEOL32RFSMGQQQQCA/Cfj/02VCAAEE4iLgJ53alen5CWdYnv/sbrPMTzrNsvLly3t+D2S43u9B9PxeTDM/evRor2TJkp7fSxqu12WVK1f2/v33X89/Prh37bXXhuv0jd+b6vnJpln2448/ev7jU70tW7aE2/g9kub4hw4d8r7//nvz/osvvgjXB8vmzp1rlvm9qV5SUlK43u8l9fr27Wvmp06davbXNunkJ7ie/4hPr1mzZmZe//ETUK9u3bpmPr32hDvxBgEEEMhnApwDmp9+bdBWBHJIQHsUg6lBgwaSmJgoGzZskFatWpne0H79+plezXvvvdcMld96661mcz8ZlCpVqpjh7GD/AwcOiF7JnnooPVif8lV7If1kVW655ZZwsfZOvvDCC2Z+48aNUrRoUbnnnnvC9doLqsdct26dPPDAA+HyaG+0V7ZevXpmdeHCheW6666LuGhJ2+onu2Z9eu3RfZkQQACB/CjAEHx+jDptRiCbBWrUqBEewe+RlHLlyoXngSYnJ4vfAyl16tQxw9W33XabGRLXHfScSx3+LliwYPinSdqLL75o5nUbv5NAX8IpOH9TF+j5pX5PacQ2mjAGk67Xuvi9rMEi0frp0LuePpCRqWzZspKQkBBuqvuXKVMmYj6YyUh7gm15RQABBPKTwP//nzk/tZq2IoBAtgosW7ZMmjZtao6xd+9e0XMnGzZsKOfOnZPZs2dLhw4dzJ8miyNHjpTXXntNhg8fLjfddJM551LP4dQkVKfffvtNVq1aZXpRtfcy9f08d+/ebbbTf/QYR44cMedjas+rTkuXLjWv+o+Wr72p2lOq53DqpL2VP/30k7z00ktmXhPKeE3ptSdex6EcBBBAIK8J0AOa1yJGfRHIAwL+uZKiw8+a7A0dOtQkfnfddZf450vKxIkTTY+n9kbqhUpHjx4V/7xOKVasmPjnWpqhdr1xvPYeanKoFxHpjeD1gqDatWuLXlX+8ccfmyvu9eKjlDeJ1+F0Hc5/9dVXTTmaWPrnjYZiemqA9s4OGzbMJMU6rD9o0CDTA6r106lChQrmuNu3bzdXt4c7Z+JNeu3JRJHsggACCDghQALqRBhpBAJ2CejV7Xq+pyZ7/gVB8uWXX5phau1d1KvitVdTk05N9pYsWWJufaQt0P1mzJhhbpNUtWpV8S/mMduNHz/eNFB7Vfv37y+9e/c2yawmqoMHDw4br0msJqQHDx40SW/jxo1FzzMNJk2A9bZJel6plq09lFu3bjW9pHo8nTQR1SF2PUVAr7DPypRee7JSNvsigAACeVmggF50lZcbQN0RQMAegQsXLpjEUIfgW7RoIadPnzZD51eroQ6law+oXrRztUmTRF2nPZ+pJx3KP3PmjLngKPW6YF57VkuXLm16VoNlKV9PnDhhzv/0r8pPuTh8H5wvGi7I4pu02pPFotkdAQQQyHMCJKB5LmRUGAF7BVImoHfffbe9FaVmCCCAAAK5KsAQfK7yc3AE3BLQIfZovZZutZTWIIAAAghkRYAe0KzosS8CCCCAAAIIIIBAzAL0gMZMxg4IIIAAAggggAACWREgAc2KHvsigAACCCCAAAIIxCxAAhozGTsggAACCCCAAAIIZEWABDQreuyLAAIIIIAAAgggELMACWjMZOyAAAIIIIAAAgggkBUBEtCs6LEvAggggAACCCCAQMwC/wO6w5Jh/nQdRAAAAABJRU5ErkJggg==" /><!-- --></p>
</div>
<div id="simulating-the-experiment-with-perturbation-1" class="section level2">
<h2>Simulating the experiment with perturbation</h2>
<p>To simulate a perturbation that delays progression along a lineage
trajectory, we define probabilites for marking cells along the lineage
trajectory that decrease with progression along the lineage
trajectory.</p>
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" tabindex="-1"></a>probs <span class="ot"><-</span> <span class="fu">sort</span>(<span class="fu">runif</span>(<span class="fu">ncol</span>(sce_kinetics_control)),<span class="at">decreasing=</span><span class="cn">TRUE</span>)</span>
<span id="cb21-2"><a href="#cb21-2" tabindex="-1"></a>cells_higher_pt_marked <span class="ot"><-</span> <span class="fu">colnames</span>(sce_kinetics_control[,sce_kinetics_control<span class="sc">$</span>marked <span class="sc">&</span> sce_kinetics_control<span class="sc">$</span>pt<span class="sc">></span><span class="fu">median</span>(sce_kinetics_control<span class="sc">$</span>pt)])</span>
<span id="cb21-3"><a href="#cb21-3" tabindex="-1"></a>kinetics_depleted_biological <span class="ot"><-</span> <span class="fu">sample</span>(cells_higher_pt_marked,<span class="dv">80</span>)</span>
<span id="cb21-4"><a href="#cb21-4" tabindex="-1"></a>sce_kinetics_case <span class="ot"><-</span> sce_kinetics_control[,<span class="sc">!</span>(<span class="fu">colnames</span>(sce_kinetics_control)<span class="sc">%in%</span>kinetics_depleted_biological)]</span></code></pre></div>
<p>We plot the perturbed data set on a UMAP.</p>
<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a>tmp <span class="ot"><-</span> <span class="fu">data.frame</span>(<span class="at">DC1 =</span> <span class="fu">eigenvectors</span>(dm)[xx, <span class="dv">1</span>],</span>
<span id="cb22-2"><a href="#cb22-2" tabindex="-1"></a> <span class="at">DC2 =</span> <span class="fu">eigenvectors</span>(dm)[xx, <span class="dv">2</span>],</span>
<span id="cb22-3"><a href="#cb22-3" tabindex="-1"></a> <span class="at">pt =</span> sce_kinetics_case<span class="sc">$</span>pt[xx],</span>
<span id="cb22-4"><a href="#cb22-4" tabindex="-1"></a> <span class="at">marked =</span> sce_kinetics_control<span class="sc">$</span>marked[xx])</span>
<span id="cb22-5"><a href="#cb22-5" tabindex="-1"></a></span>
<span id="cb22-6"><a href="#cb22-6" tabindex="-1"></a><span class="fu">ggplot</span>(tmp,<span class="at">mapping=</span><span class="fu">aes</span>(<span class="at">x=</span>DC1,<span class="at">y=</span>DC2,<span class="at">color=</span>marked)) <span class="sc">+</span> <span class="fu">geom_point</span>() <span class="sc">+</span> </span>
<span id="cb22-7"><a href="#cb22-7" tabindex="-1"></a> <span class="fu">theme_classic</span>() <span class="sc">+</span> </span>
<span id="cb22-8"><a href="#cb22-8" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"diffusion component 1"</span>) <span class="sc">+</span> <span class="fu">ylab</span>(<span class="st">"diffusion component 2"</span>) <span class="sc">+</span> </span>
<span id="cb22-9"><a href="#cb22-9" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))<span class="sc">+</span></span>
<span id="cb22-10"><a href="#cb22-10" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Diffusion map sce_kinetics_case"</span>)</span></code></pre></div>
<p><img 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" /><!-- -->
We also plot the distributions of marked an unmarked cells across
pseudotime. The figure below shows that a difference between pseudotimes
for marked and unmarked cells for the perturbation data set, which is
larger than the effect seen for the control data. This illustrates a
biological effect.</p>
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a><span class="fu">ggplot</span>(<span class="fu">colData</span>(sce_kinetics_case),<span class="fu">aes</span>(<span class="at">fill=</span>marked,<span class="at">x=</span>pt)) <span class="sc">+</span> </span>
<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a> <span class="fu">geom_density</span>(<span class="at">alpha=</span><span class="fl">0.3</span>)<span class="sc">+</span><span class="fu">theme_classic</span>() <span class="sc">+</span> </span>
<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a> <span class="fu">scale_fill_manual</span>(<span class="at">values=</span><span class="fu">c</span>(<span class="st">"FALSE"</span><span class="ot">=</span><span class="st">"darkblue"</span>,<span class="st">"TRUE"</span><span class="ot">=</span><span class="st">"red"</span>))<span class="sc">+</span></span>
<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a> <span class="fu">ggtitle</span>(<span class="st">"Distribution of cells across pseudotime for sce_kinetics_case"</span>)<span class="sc">+</span></span>
<span id="cb23-5"><a href="#cb23-5" tabindex="-1"></a> <span class="fu">xlab</span>(<span class="st">"pseudotime"</span>)</span></code></pre></div>
<p><img 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" /><!-- --></p>
</div>
<div id="identification-of-developmental-delay-with-cosicc_kinetics" class="section level2">
<h2>Identification of developmental delay with COSICC_kinetics</h2>
<p>We now run COSICC_kinetics to test whether the delay in development
along the lineage trajectory seen in the figure above is significant.
Indeed, COSICC_kinetics identifies a significant delay of marked versus
unmarked cells for the perturbed case data. The fact that
convidence_interval_overlapping_with_control = FALSE means that the 95%
confidence intervals for the case and the control data do not overlap.
Therefore, while the control data also shows a developmental delay, the
one for the perturbed case data set may be seen as significantly more
pronounced. COSICC_kinetics thereby allows the detection of significant
developmental delay, while also comparing the this delay to the control
data set in a principled manner.</p>
<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a><span class="fu">COSICC_kinetics</span>(<span class="at">sce_case=</span>sce_kinetics_case,<span class="at">sce_control=</span>sce_kinetics_control)</span></code></pre></div>
<pre><code>## $p_value
## [1] 1.212374e-18
##
## $convidence_interval_overlapping_with_control
## [1] FALSE
##
## $sig
## [1] TRUE</code></pre>
</div>
</div>
<div id="session-information" class="section level1">
<h1>Session Information</h1>
<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" tabindex="-1"></a><span class="fu">sessionInfo</span>()</span></code></pre></div>
<pre><code>## R version 4.4.1 (2024-06-14)
## Platform: aarch64-apple-darwin20
## Running under: macOS Sonoma 14.7
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib; LAPACK version 3.12.0
##
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## time zone: Europe/London
## tzcode source: internal
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] mpath_0.4-2.26 glmnet_4.1-8
## [3] Matrix_1.7-0 MASS_7.3-60.2
## [5] destiny_3.18.0 dplyr_1.1.4
## [7] splatter_1.28.0 scater_1.32.1
## [9] ggplot2_3.5.1 scran_1.32.0
## [11] scuttle_1.14.0 SingleCellExperiment_1.26.0
## [13] SummarizedExperiment_1.34.0 Biobase_2.64.0
## [15] GenomicRanges_1.56.1 GenomeInfoDb_1.40.1
## [17] IRanges_2.38.1 S4Vectors_0.42.1
## [19] BiocGenerics_0.50.0 MatrixGenerics_1.16.0
## [21] matrixStats_1.4.0 COSICC_0.1.0
##
## loaded via a namespace (and not attached):
## [1] spatstat.sparse_3.1-0 doParallel_1.0.17
## [3] httr_1.4.7 RColorBrewer_1.1-3
## [5] numDeriv_2016.8-1.1 backports_1.5.0
## [7] tools_4.4.1 doRNG_1.8.6
## [9] sctransform_0.4.1 utf8_1.2.4
## [11] R6_2.5.1 ResidualMatrix_1.14.1
## [13] lazyeval_0.2.2 uwot_0.2.2
## [15] withr_3.0.1 sp_2.1-4
## [17] gridExtra_2.3 progressr_0.14.0
## [19] cli_3.6.3 spatstat.explore_3.3-2
## [21] fastDummies_1.7.4 labeling_0.4.3
## [23] sass_0.4.9 Seurat_5.1.0
## [25] robustbase_0.99-4 spatstat.data_3.1-2
## [27] proxy_0.4-27 ggridges_0.5.6
## [29] pbapply_1.7-2 WeightSVM_1.7-13
## [31] pscl_1.5.9 parallelly_1.38.0
## [33] limma_3.60.4 TTR_0.24.4
## [35] rstudioapi_0.16.0 shape_1.4.6.1
## [37] generics_0.1.3 ica_1.0-3
## [39] spatstat.random_3.3-1 car_3.1-2
## [41] ggbeeswarm_0.7.2 fansi_1.0.6
## [43] abind_1.4-5 lifecycle_1.0.4
## [45] edgeR_4.2.1 scatterplot3d_0.3-44
## [47] yaml_2.3.10 carData_3.0-5
## [49] SparseArray_1.4.8 Rtsne_0.17
## [51] grid_4.4.1 promises_1.3.0
## [53] dqrng_0.4.1 crayon_1.5.3
## [55] miniUI_0.1.1.1 lattice_0.22-6
## [57] beachmat_2.20.0 cowplot_1.1.3
## [59] metapod_1.12.0 pillar_1.9.0
## [61] knitr_1.48 boot_1.3-30
## [63] future.apply_1.11.2 codetools_0.2-20
## [65] leiden_0.4.3.1 glue_1.7.0
## [67] doFuture_1.0.1 spatstat.univar_3.0-1
## [69] pcaMethods_1.96.0 data.table_1.16.0
## [71] vcd_1.4-12 vctrs_0.6.5
## [73] png_0.1-8 spam_2.10-0
## [75] bst_0.3-24 gtable_0.3.5
## [77] cachem_1.1.0 xfun_0.47
## [79] S4Arrays_1.4.1 mime_0.12
## [81] Rfast_2.1.0 RcppEigen_0.3.4.0.2
## [83] survival_3.6-4 iterators_1.0.14
## [85] statmod_1.5.0 bluster_1.14.0
## [87] fitdistrplus_1.2-1 ROCR_1.0-11
## [89] nlme_3.1-164 xts_0.14.0
## [91] RcppAnnoy_0.0.22 bslib_0.8.0
## [93] irlba_2.3.5.1 rpart_4.1.23
## [95] vipor_0.4.7 KernSmooth_2.23-24
## [97] colorspace_2.1-1 nnet_7.3-19
## [99] gbm_2.2.2 tidyselect_1.2.1
## [101] smoother_1.3 nebula_1.5.3
## [103] compiler_4.4.1 curl_5.2.2
## [105] BiocNeighbors_1.22.0 DelayedArray_0.30.1
## [107] plotly_4.10.4 checkmate_2.3.2
## [109] scales_1.3.0 DEoptimR_1.1-3
## [111] lmtest_0.9-40 hexbin_1.28.4
## [113] stringr_1.5.1 digest_0.6.37
## [115] goftest_1.2-3 spatstat.utils_3.1-0
## [117] rmarkdown_2.28 XVector_0.44.0
## [119] htmltools_0.5.8.1 pkgconfig_2.0.3
## [121] sparseMatrixStats_1.16.0 highr_0.11
## [123] fastmap_1.2.0 rlang_1.1.4
## [125] htmlwidgets_1.6.4 ggthemes_5.1.0
## [127] UCSC.utils_1.0.0 shiny_1.9.1
## [129] DelayedMatrixStats_1.26.0 farver_2.1.2
## [131] jquerylib_0.1.4 zoo_1.8-12
## [133] jsonlite_1.8.8 BiocParallel_1.38.0
## [135] BiocSingular_1.20.0 magrittr_2.0.3
## [137] GenomeInfoDbData_1.2.12 dotCall64_1.1-1
## [139] patchwork_1.2.0 munsell_0.5.1
## [141] Rcpp_1.0.13 viridis_0.6.5
## [143] reticulate_1.39.0 RcppZiggurat_0.1.6
## [145] stringi_1.8.4 zlibbioc_1.50.0
## [147] plyr_1.8.9 parallel_4.4.1
## [149] listenv_0.9.1 ggrepel_0.9.5
## [151] deldir_2.0-4 splines_4.4.1
## [153] tensor_1.5 locfit_1.5-9.10
## [155] igraph_2.0.3 ranger_0.16.0
## [157] spatstat.geom_3.3-2 RcppHNSW_0.6.0
## [159] rngtools_1.5.2 reshape2_1.4.4
## [161] ScaledMatrix_1.12.0 evaluate_0.24.0
## [163] trust_0.1-8 SeuratObject_5.0.2
## [165] RcppParallel_5.1.9 laeken_0.5.3
## [167] nloptr_2.1.1 foreach_1.5.2
## [169] httpuv_1.6.15 batchelor_1.20.0
## [171] VIM_6.2.2 RANN_2.6.2
## [173] tidyr_1.3.1 purrr_1.0.2
## [175] polyclip_1.10-7 knn.covertree_1.0
## [177] future_1.34.0 scattermore_1.2
## [179] rsvd_1.0.5 xtable_1.8-4
## [181] e1071_1.7-14 RSpectra_0.16-2
## [183] later_1.3.2 viridisLite_0.4.2
## [185] class_7.3-22 tibble_3.2.1
## [187] beeswarm_0.4.0 cluster_2.1.6
## [189] ggplot.multistats_1.0.0 globals_0.16.3</code></pre>
</div>
<div id="references" class="section level1 unnumbered">
<h1 class="unnumbered">References</h1>
<div id="refs" class="references csl-bib-body hanging-indent" entry-spacing="0">
<div id="ref-guibentif" class="csl-entry">
Guibentif, Carolina, Jonathan A. Griffiths, Ivan Imaz-Rosshandler, Shila
Ghazanfar, Jennifer Nichols, Valerie Wilson, Berthold Göttgens, and John
C. Marioni. 2021. <span>“Diverse Routes Toward Early Somites in the
Mouse Embryo.”</span> <em>Developmental Cell</em> 56 (1): 141–153.e6.
</div>
<div id="ref-pijuan-sala" class="csl-entry">
Pijuan-Sala, Blanca, Jonathan A. Griffiths, Carolina Guibentif, Tom W.
Hiscock, Wajid Jawaid, Fernando J. Calero-Nieto, Carla Mulas, et al.
2019. <span>“A Single-Cell Molecular Map of Mouse Gastrulation and Early
Organogenesis.”</span> <em>Nature</em> 566 (7745): 490–95.
</div>
<div id="ref-strauss" class="csl-entry">
Strauss, Magdalena E, Mai-Linh Nu Ton, Samantha Mason, Jaana Bagri, Luke
TG Harland, Ivan Imaz-Rosshandler, Nicola K Wilson, et al. 2023.
<span>“Bespoke Single Cell Molecular and Tissue-Scale Analysis Reveals
Mechanisms Underpinning Development and Disease in Complex Developing
Cell Populations.”</span> <em>bioRxiv</em>.
</div>
<div id="ref-splatter" class="csl-entry">
Zappia, Luke, Belinda Phipson, and Alicia Oshlack. 2017.
<span>“Splatter: Simulation of Single-Cell RNA Sequencing Data.”</span>
<em>Genome Biology</em>.
</div>
</div>
</div>
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