New Upstream Snapshot - r-cran-ggraph

Ready changes

Summary

Merged new upstream version: 2.1.0+git20221010.2.febab71+dfsg (was: 2.1.0+git20221010.1.febab71+dfsg).

Resulting package

Built on 2023-01-19T13:51 (took 18m27s)

The resulting binary packages can be installed (if you have the apt repository enabled) by running one of:

apt install -t fresh-snapshots r-cran-ggraph-dbgsymapt install -t fresh-snapshots r-cran-ggraph

Diff

diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
new file mode 100644
index 0000000..0343527
--- /dev/null
+++ b/CODE_OF_CONDUCT.md
@@ -0,0 +1,25 @@
+# Contributor Code of Conduct
+
+As contributors and maintainers of this project, we pledge to respect all people who 
+contribute through reporting issues, posting feature requests, updating documentation,
+submitting pull requests or patches, and other activities.
+
+We are committed to making participation in this project a harassment-free experience for
+everyone, regardless of level of experience, gender, gender identity and expression,
+sexual orientation, disability, personal appearance, body size, race, ethnicity, age, or religion.
+
+Examples of unacceptable behavior by participants include the use of sexual language or
+imagery, derogatory comments or personal attacks, trolling, public or private harassment,
+insults, or other unprofessional conduct.
+
+Project maintainers have the right and responsibility to remove, edit, or reject comments,
+commits, code, wiki edits, issues, and other contributions that are not aligned to this 
+Code of Conduct. Project maintainers who do not follow the Code of Conduct may be removed 
+from the project team.
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by 
+opening an issue or contacting one or more of the project maintainers.
+
+This Code of Conduct is adapted from the Contributor Covenant 
+(https://www.contributor-covenant.org), version 1.0.0, available at 
+https://contributor-covenant.org/version/1/0/0/.
diff --git a/DESCRIPTION b/DESCRIPTION
index e2ffe35..deadb9f 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Package: ggraph
 Type: Package
 Title: An Implementation of Grammar of Graphics for Graphs and Networks
-Version: 2.1.0
+Version: 2.1.0.9000
 Authors@R: 
     c(person(given = "Thomas Lin",
              family = "Pedersen",
@@ -31,10 +31,9 @@ VignetteBuilder: knitr
 URL: https://ggraph.data-imaginist.com,
         https://github.com/thomasp85/ggraph
 BugReports: https://github.com/thomasp85/ggraph/issues
+Roxygen: list(markdown = TRUE)
 NeedsCompilation: yes
-Packaged: 2022-10-05 07:34:05 UTC; thomas
+Packaged: 2023-01-19 13:45:03 UTC; root
 Author: Thomas Lin Pedersen [cre, aut]
     (<https://orcid.org/0000-0002-5147-4711>),
   RStudio [cph]
-Repository: CRAN
-Date/Publication: 2022-10-09 20:33:19 UTC
diff --git a/MD5 b/MD5
deleted file mode 100644
index 7bfa7b1..0000000
--- a/MD5
+++ /dev/null
@@ -1,195 +0,0 @@
-2aa9e740d0b00b6b42300959c74ad425 *DESCRIPTION
-390aa971d748d2d8595f400ac17045c9 *LICENSE
-59ee5c1b908eedbb9faee53b49e22558 *LICENSE.note
-31b4eb1cfe179d2151afb26ab601a160 *NAMESPACE
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-5a70d48748241af02cd3181f5aaf6427 *src/lineCutter.cpp
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-64a0935532c0428631cd4290fccd3399 *src/nodes.h
-06a0359aac2e1031c50c36cad2191b35 *src/pathAttr.cpp
-c8ca6ebfed0c8a4f3b12dbee7d6a6476 *src/treemap.cpp
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diff --git a/NEWS.md b/NEWS.md
index 0fa266d..e335cb8 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,3 +1,5 @@
+# ggraph (development version)
+
 # ggraph 2.1.0
 
 * Update errors to use cli
diff --git a/README.Rmd b/README.Rmd
new file mode 100644
index 0000000..f1b1fd3
--- /dev/null
+++ b/README.Rmd
@@ -0,0 +1,114 @@
+---
+output: github_document
+---
+
+<!-- README.md is generated from README.Rmd. Please edit that file -->
+
+```{r, echo = FALSE}
+knitr::opts_chunk$set(
+  collapse = TRUE,
+  comment = "#>",
+  fig.path = "man/figures/README-"
+)
+```
+
+# ggraph <img src="man/figures/logo.png" align="right" />
+
+<!-- badges: start -->
+[![R-CMD-check](https://github.com/thomasp85/ggraph/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/thomasp85/ggraph/actions/workflows/R-CMD-check.yaml)
+[![CRAN_Release_Badge](http://www.r-pkg.org/badges/version-ago/ggraph)](https://CRAN.R-project.org/package=ggraph)
+[![CRAN_Download_Badge](http://cranlogs.r-pkg.org/badges/ggraph)](https://CRAN.R-project.org/package=ggraph)
+[![Codecov test coverage](https://codecov.io/gh/thomasp85/ggraph/branch/main/graph/badge.svg)](https://app.codecov.io/gh/thomasp85/ggraph?branch=main)
+<!-- badges: end -->
+
+*/dʒiː.dʒɪˈrɑːf/*  (or g-giraffe)
+
+## A grammar of graphics for relational data
+ggraph is an extension of [`ggplot2`](https://ggplot2.tidyverse.org) aimed at
+supporting relational data structures such as networks, graphs, and trees. 
+While it builds upon the foundation of `ggplot2` and its API it comes with its
+own self-contained set of geoms, facets, etc., as well as adding the concept of 
+*layouts* to the grammar.
+
+### An example
+```{r}
+library(ggraph)
+library(tidygraph)
+
+# Create graph of highschool friendships
+graph <- as_tbl_graph(highschool) %>% 
+    mutate(Popularity = centrality_degree(mode = 'in'))
+
+# plot using ggraph
+ggraph(graph, layout = 'kk') + 
+    geom_edge_fan(aes(alpha = after_stat(index)), show.legend = FALSE) + 
+    geom_node_point(aes(size = Popularity)) + 
+    facet_edges(~year) + 
+    theme_graph(foreground = 'steelblue', fg_text_colour = 'white')
+```
+
+### The core concepts
+`ggraph` builds upon three core concepts that are quite easy to understand:
+
+1. [**The Layout**](https://www.data-imaginist.com/2017/ggraph-introduction-layouts/) 
+defines how nodes are placed on the plot, that is, it is a 
+conversion of the relational structure into an x and y value for each node in 
+the graph. `ggraph` has access to all layout functions available in `igraph` and
+furthermore provides a large selection of its own, such as hive plots, treemaps,
+and circle packing.
+2. [**The Nodes**](https://www.data-imaginist.com/2017/ggraph-introduction-nodes/) 
+are the connected entities in the relational structure. These 
+can be plotted using the `geom_node_*()` family of geoms. Some node geoms make
+more sense for certain layouts, e.g. `geom_node_tile()` for treemaps and icicle
+plots, while others are more general purpose, e.g. `geom_node_point()`.
+3. [**The Edges**](https://www.data-imaginist.com/2017/ggraph-introduction-edges/) 
+are the connections between the entities in the relational 
+structure. These can be visualized using the `geom_edge_*()` family of geoms 
+that contain a lot of different edge types for different scenarios. Sometimes
+the edges are implied by the layout (e.g. with treemaps) and need not be plotted,
+but often some sort of line is warranted.
+
+All of the tree concepts have been discussed in detail in dedicated blog posts
+that are also available as vignettes in the package. Please refer to these for 
+more information.
+
+> **Note:** The linked blog posts are based on ggraph v1. After ggraph v1.1 the
+underlying implementation was moved to tidygraph and cleaned up, but this 
+resulted in some breaking changes in the process. Therefore the vignette 
+versions are generally recommended as they have been updated.
+
+### Supported data types
+There are many different ways to store and work with relational data in R. 
+`ggraph` is built upon `tidygraph` and the large swath of data structures it 
+supports are thus natively supported in `ggraph`. In order to get a data type 
+supported by `ggraph`, simply provide an `as_tbl_graph` method for it.
+
+## Installation
+`ggraph` is available through CRAN and can be installed with 
+`install.packages('ggraph')`. The package is under active development though and
+the latest set of features can be obtained by installing from this repository
+using `devtools`
+
+```{r, eval=FALSE}
+devtools::install_github('thomasp85/ggraph')
+```
+
+## Related work
+`ggraph` is not the only package to provide some sort of support for relational
+data in `ggplot2`, though I'm fairly certain that it is the most ambitious.
+[`ggdendro`](https://CRAN.R-project.org/package=ggdendro) provides support for 
+`dendrogram` and `hclust` objects through conversion of the structures into
+line segments that can then be plotted with `geom_segment()`. 
+[`ggtree`](http://bioconductor.org/packages/ggtree/) provides more extensive
+support for all things tree-related, though it lacks some of the layouts and 
+edge types that `ggraph` offers (it has other features that `ggraph` lacks 
+though). For more standard *hairball* network plots 
+[`ggnetwork`](https://CRAN.R-project.org/package=ggnetwork), 
+[`geomnet`](https://CRAN.R-project.org/package=geomnet), and 
+[`GGally`](https://CRAN.R-project.org/package=GGally) all provide some 
+functionality though none of them are as extensive in scope as `ggraph`.
+
+## Code of Conduct
+Please note that the 'ggraph' project is released with a
+[Contributor Code of Conduct](https://ggraph.data-imaginist.com/CODE_OF_CONDUCT.html).
+By contributing to this project, you agree to abide by its terms.
diff --git a/_pkgdown.yml b/_pkgdown.yml
new file mode 100644
index 0000000..2ff2069
--- /dev/null
+++ b/_pkgdown.yml
@@ -0,0 +1,165 @@
+destination: docs
+url: https://ggraph.data-imaginist.com
+
+authors:
+  Thomas Lin Pedersen:
+    href: https://data-imaginist.com
+
+template:
+  params:
+    bootswatch: journal
+
+navbar:
+  left:
+    - icon: fa-home fa-lg
+      href: index.html
+    - text: Reference
+      href: reference/index.html
+    - text: Getting Started
+      menu:
+      - text: Layouts
+        href: articles/Layouts.html
+      - text: Nodes
+        href: articles/Nodes.html
+      - text: Edges
+        href: articles/Edges.html
+    - text: Articles
+      menu:
+      - text: Tidygraph interface
+        href: articles/tidygraph.html
+    - text: News
+      menu:
+      - text: "Release notes"
+      - text: "Version 2.0.0"
+        href: https://www.data-imaginist.com/2019/1-giraffe-2-giraffe-go/
+      - text: "Version 1.0.0"
+        href: https://www.data-imaginist.com/2017/announcing-ggraph/
+      - text: "------------------"
+      - text: "Change log"
+        href: news/index.html
+  right:
+    - text: tidygraph
+      href: https://tidygraph.data-imaginist.com
+    - icon: fa-github fa-lg
+      href: https://github.com/thomasp85/ggraph
+
+reference:
+  - title: "Plot Construction"
+    desc: >
+      While ggraph builds on top of ggplot2 it uses its own function to
+      initialise plots, allowing you to set global settings such as layouts etc.
+    contents:
+      - ggraph
+      - autograph
+  - title: "Layouts"
+    desc: >
+      Layouts specify the spatial positioning of the nodes in the graph. In
+      addition to calculating x and y coordinates for the nodes some layouts
+      also calculate additional metrics used when plotting, e.g. width and
+      height for treemap layouts. Layouts are specified in the `ggraph()` call
+      or precalculated using `create_layout()`.
+    contents:
+      - layout_tbl_graph_auto
+      - layout_tbl_graph_manual
+      - layout_tbl_graph_stress
+      - layout_tbl_graph_igraph
+      - layout_tbl_graph_backbone
+      - layout_tbl_graph_pmds
+      - layout_tbl_graph_eigen
+      - layout_tbl_graph_centrality
+      - layout_tbl_graph_focus
+      - layout_tbl_graph_dendrogram
+      - layout_tbl_graph_unrooted
+      - layout_tbl_graph_linear
+      - layout_tbl_graph_circlepack
+      - layout_tbl_graph_treemap
+      - layout_tbl_graph_partition
+      - layout_tbl_graph_matrix
+      - layout_tbl_graph_hive
+      - layout_tbl_graph_fabric
+  - title: "Nodes"
+    desc: >
+      While nodes are often thought of as points in a hairball graph, they are
+      much more than that, depending on the layout type.
+    contents:
+      - geom_node_point
+      - geom_node_text
+      - geom_node_tile
+      - geom_node_voronoi
+      - geom_node_circle
+      - geom_node_arc_bar
+      - geom_node_range
+  - title: "Edges"
+    desc: >
+      Edges are the entities connecting nodes, often drawn with some sort of
+      line. Certain layouts calls for other types, e.g. a matrix plot where
+      edges are illustrated with points.
+    contents:
+      - geom_edge_link
+      - geom_edge_arc
+      - geom_edge_parallel
+      - geom_edge_fan
+      - geom_edge_loop
+      - geom_edge_diagonal
+      - geom_edge_elbow
+      - geom_edge_bend
+      - geom_edge_hive
+      - geom_edge_span
+      - geom_edge_point
+      - geom_edge_tile
+      - geom_edge_density
+  - title: "Connections"
+    desc: >
+      Connections are meta-edges, connecting nodes that are not direct
+      neighbors, either through their shortest path or directly.
+    contents:
+      - geom_conn_bundle
+  - title: "Facets"
+    desc: >
+      Faceting with networks is a bit different than for tabular data, as you'd
+      often want to facet only nodes, or edges etc.
+    contents:
+      - facet_graph
+      - facet_nodes
+      - facet_edges
+  - title: "Scales"
+    desc: >
+      While nodes uses the standard scales provided by ggplot2, edges have their
+      own, allowing you to have different scaling for nodes and edges.
+    contents:
+      - scale_edge_colour
+      - scale_edge_fill
+      - scale_edge_alpha
+      - scale_edge_width
+      - scale_edge_size
+      - scale_edge_linetype
+      - scale_edge_shape
+      - scale_label_size
+  - title: "Guides"
+    desc: >
+      As for scales, the edge geoms comes with their own guides.
+    contents:
+      - guide_edge_direction
+      - guide_edge_colourbar
+      - guide_edge_coloursteps
+  - title: "Helpers"
+    desc: >
+      ggraph contains an assortment of helpers for various tasks related to
+      plotting.
+    contents:
+      - geom_axis_hive
+      - get_nodes
+      - get_edges
+      - get_con
+      - geometry
+      - node_angle
+      - pack_circles
+      - theme_graph
+  - title: "Data"
+    desc: >
+      To facilitate playing around ggraph includes a set of small network
+      datasets
+    contents:
+      - flare
+      - highschool
+      - whigs
diff --git a/build/partial.rdb b/build/partial.rdb
index 8c171e4..d53b128 100644
Binary files a/build/partial.rdb and b/build/partial.rdb differ
diff --git a/build/vignette.rds b/build/vignette.rds
index 62fb6b0..e5a600c 100644
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diff --git a/codecov.yml b/codecov.yml
new file mode 100644
index 0000000..04c5585
--- /dev/null
+++ b/codecov.yml
@@ -0,0 +1,14 @@
+comment: false
+
+coverage:
+  status:
+    project:
+      default:
+        target: auto
+        threshold: 1%
+        informational: true
+    patch:
+      default:
+        target: auto
+        threshold: 1%
+        informational: true
diff --git a/cran-comments.md b/cran-comments.md
new file mode 100644
index 0000000..f92547f
--- /dev/null
+++ b/cran-comments.md
@@ -0,0 +1,20 @@
+Two failures in the reverse dependencies was detected with this release. Both
+have been contacted and have prepared a fix
+
+## revdepcheck results
+
+We checked 81 reverse dependencies (80 from CRAN + 1 from Bioconductor), comparing R CMD check results across CRAN and dev versions of this package.
+
+ * We saw 2 new problems
+ * We failed to check 0 packages
+
+Issues with CRAN packages are summarised below.
+
+### New problems
+(This reports the first line of each new failure)
+
+* LabApplStat
+  checking examples ... ERROR
+
+* migraph
+  checking tests ... ERROR
diff --git a/debian/changelog b/debian/changelog
index a43ca69..6fa59e2 100644
--- a/debian/changelog
+++ b/debian/changelog
@@ -1,3 +1,10 @@
+r-cran-ggraph (2.1.0+git20221010.2.febab71+dfsg-1) UNRELEASED; urgency=low
+
+  * New upstream snapshot.
+  * New upstream snapshot.
+
+ -- Debian Janitor <janitor@jelmer.uk>  Thu, 19 Jan 2023 13:45:23 -0000
+
 r-cran-ggraph (2.1.0+dfsg-1) unstable; urgency=medium
 
   * New upstream version
diff --git a/inst/doc/Edges.html b/inst/doc/Edges.html
new file mode 100644
index 0000000..2a72df0
--- /dev/null
+++ b/inst/doc/Edges.html
@@ -0,0 +1,787 @@
+<!DOCTYPE html>
+
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+
+<head>
+
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+<meta name="generator" content="pandoc" />
+<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
+
+<meta name="viewport" content="width=device-width, initial-scale=1" />
+
+<meta name="author" content="Thomas Lin Pedersen" />
+
+<meta name="date" content="2023-01-19" />
+
+<title>Edges</title>
+
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+
+<h1 class="title toc-ignore">Edges</h1>
+<h4 class="author">Thomas Lin Pedersen</h4>
+<h4 class="date">2023-01-19</h4>
+
+
+
+<p>If the natural <code>ggplot2</code> equivalent to nodes is
+<code>geom_point()</code>, then surely the equivalent to edges must be
+<code>geom_segment()</code>? Well, sort of, but there’s a bit more to it
+than that.</p>
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" alt />
+<p class="caption">One does not simply draw a line between two nodes</p>
+</div>
+<p>While nodes are the sensible, mature, and predictably geoms, edges
+are the edgy (sorry), younger cousins that pushes the boundaries. To put
+it bluntly:</p>
+<blockquote>
+<p>On the ggraph savannah you definitely want to be an edge!</p>
+</blockquote>
+<div id="meet-the-geom_edge_-family" class="section level2">
+<h2>Meet the <code>geom_edge_*()</code> family</h2>
+<p>While the introduction might feel a bit over-the-top it is entirely
+true. An edge is an abstract concept denoting a relationship between two
+entities. A straight line is simply just one of many ways this
+relationship can be visualised. As we saw when <a href="Nodes.html">discussing nodes</a> sometimes it is not drawn at all
+but impied using containment or position (treemap, circle packing, and
+partition layouts), but more often it is shown using a line of some
+sort. This use-case is handled by the large family of edge geoms
+provided in <code>ggraph</code>. Some of the edges are general while
+others are dedicated to specific layouts. Let’s creates some graphs for
+illustrative purposes first:</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggraph)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidygraph)</span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(purrr)</span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(rlang)</span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a><span class="fu">set_graph_style</span>(<span class="at">plot_margin =</span> <span class="fu">margin</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))</span>
+<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a>hierarchy <span class="ot">&lt;-</span> <span class="fu">as_tbl_graph</span>(<span class="fu">hclust</span>(<span class="fu">dist</span>(iris[, <span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>]))) <span class="sc">%&gt;%</span> </span>
+<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Class =</span> <span class="fu">map_bfs_back_chr</span>(<span class="fu">node_is_root</span>(), <span class="at">.f =</span> <span class="cf">function</span>(node, path, ...) {</span>
+<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>    <span class="cf">if</span> (leaf[node]) {</span>
+<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a>      <span class="fu">as.character</span>(iris<span class="sc">$</span>Species[<span class="fu">as.integer</span>(label[node])])</span>
+<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a>    } <span class="cf">else</span> {</span>
+<span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a>      species <span class="ot">&lt;-</span> <span class="fu">unique</span>(<span class="fu">unlist</span>(path<span class="sc">$</span>result))</span>
+<span id="cb1-13"><a href="#cb1-13" aria-hidden="true" tabindex="-1"></a>      <span class="cf">if</span> (<span class="fu">length</span>(species) <span class="sc">==</span> <span class="dv">1</span>) {</span>
+<span id="cb1-14"><a href="#cb1-14" aria-hidden="true" tabindex="-1"></a>        species</span>
+<span id="cb1-15"><a href="#cb1-15" aria-hidden="true" tabindex="-1"></a>      } <span class="cf">else</span> {</span>
+<span id="cb1-16"><a href="#cb1-16" aria-hidden="true" tabindex="-1"></a>        <span class="cn">NA_character_</span></span>
+<span id="cb1-17"><a href="#cb1-17" aria-hidden="true" tabindex="-1"></a>      }</span>
+<span id="cb1-18"><a href="#cb1-18" aria-hidden="true" tabindex="-1"></a>    }</span>
+<span id="cb1-19"><a href="#cb1-19" aria-hidden="true" tabindex="-1"></a>  }))</span>
+<span id="cb1-20"><a href="#cb1-20" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-21"><a href="#cb1-21" aria-hidden="true" tabindex="-1"></a>hairball <span class="ot">&lt;-</span> <span class="fu">as_tbl_graph</span>(highschool) <span class="sc">%&gt;%</span> </span>
+<span id="cb1-22"><a href="#cb1-22" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(</span>
+<span id="cb1-23"><a href="#cb1-23" aria-hidden="true" tabindex="-1"></a>    <span class="at">year_pop =</span> <span class="fu">map_local</span>(<span class="at">mode =</span> <span class="st">&#39;in&#39;</span>, <span class="at">.f =</span> <span class="cf">function</span>(neighborhood, ...) {</span>
+<span id="cb1-24"><a href="#cb1-24" aria-hidden="true" tabindex="-1"></a>      neighborhood <span class="sc">%E&gt;%</span> <span class="fu">pull</span>(year) <span class="sc">%&gt;%</span> <span class="fu">table</span>() <span class="sc">%&gt;%</span> <span class="fu">sort</span>(<span class="at">decreasing =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb1-25"><a href="#cb1-25" aria-hidden="true" tabindex="-1"></a>    }),</span>
+<span id="cb1-26"><a href="#cb1-26" aria-hidden="true" tabindex="-1"></a>    <span class="at">pop_devel =</span> <span class="fu">map_chr</span>(year_pop, <span class="cf">function</span>(pop) {</span>
+<span id="cb1-27"><a href="#cb1-27" aria-hidden="true" tabindex="-1"></a>      <span class="cf">if</span> (<span class="fu">length</span>(pop) <span class="sc">==</span> <span class="dv">0</span> <span class="sc">||</span> <span class="fu">length</span>(<span class="fu">unique</span>(pop)) <span class="sc">==</span> <span class="dv">1</span>) <span class="fu">return</span>(<span class="st">&#39;unchanged&#39;</span>)</span>
+<span id="cb1-28"><a href="#cb1-28" aria-hidden="true" tabindex="-1"></a>      <span class="cf">switch</span>(<span class="fu">names</span>(pop)[<span class="fu">which.max</span>(pop)],</span>
+<span id="cb1-29"><a href="#cb1-29" aria-hidden="true" tabindex="-1"></a>             <span class="st">&#39;1957&#39;</span> <span class="ot">=</span> <span class="st">&#39;decreased&#39;</span>,</span>
+<span id="cb1-30"><a href="#cb1-30" aria-hidden="true" tabindex="-1"></a>             <span class="st">&#39;1958&#39;</span> <span class="ot">=</span> <span class="st">&#39;increased&#39;</span>)</span>
+<span id="cb1-31"><a href="#cb1-31" aria-hidden="true" tabindex="-1"></a>    }),</span>
+<span id="cb1-32"><a href="#cb1-32" aria-hidden="true" tabindex="-1"></a>    <span class="at">popularity =</span> <span class="fu">map_dbl</span>(year_pop, <span class="sc">~</span> .[<span class="dv">1</span>]) <span class="sc">%|%</span> <span class="dv">0</span></span>
+<span id="cb1-33"><a href="#cb1-33" aria-hidden="true" tabindex="-1"></a>  ) <span class="sc">%&gt;%</span> </span>
+<span id="cb1-34"><a href="#cb1-34" aria-hidden="true" tabindex="-1"></a>  <span class="fu">activate</span>(edges) <span class="sc">%&gt;%</span> </span>
+<span id="cb1-35"><a href="#cb1-35" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">year =</span> <span class="fu">as.character</span>(year))</span></code></pre></div>
+<div id="link" class="section level3">
+<h3>Link</h3>
+<p>While you don’t have to use a straight line for edges it is certainly
+possible and <code>geom_edge_link()</code> is here to serve your
+needs:</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;stress&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year))</span></code></pre></div>
+<pre><code>## Warning: Using the `size` aesthetic in this geom was deprecated in ggplot2 3.4.0.
+## i Please use `linewidth` in the `default_aes` field and elsewhere instead.</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>There’s really not much more to it — every edge is simply a straight
+line between the terminal nodes. Moving on…</p>
+</div>
+<div id="fan" class="section level3">
+<h3>Fan</h3>
+<p>Sometimes the graph is not simple, i.e. it has multiple edges between
+the same nodes. Using links is a bad choice here because edges will
+overlap and the viewer will be unable to discover parallel edges.
+<code>geom_edge_fan()</code> got you covered here. If there are no
+parallel edges it behaves like <code>geom_edge_link()</code> and draws a
+straight line, but if parallel edges exists it will spread them out as
+arcs with different curvature. Parallel edges will be sorted by
+directionality prior to plotting so edges flowing in the same direction
+will be plotted together:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;stress&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_fan</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="parallel" class="section level3">
+<h3>Parallel</h3>
+<p>An alternative to <code>geom_edge_fan()</code> is
+<code>geom_edge_parallel()</code>. It will draw edges as straight lines
+but in the case of multi-edges it will offset each edge a bit so they
+run parallel to each other. As with <code>geom_edge_fan()</code> the
+edges will be sorted by direction first. The offset is done at draw time
+and will thus remain constant even during resizing:</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;stress&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_parallel</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="loops" class="section level3">
+<h3>Loops</h3>
+<p>Loops cannot be shown with regular edges as they have no length. A
+dedicated <code>geom_edge_loop()</code> exists for these cases:</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="co"># let&#39;s make some of the student love themselves</span></span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>loopy_hairball <span class="ot">&lt;-</span> hairball <span class="sc">%&gt;%</span> </span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">bind_edges</span>(tibble<span class="sc">::</span><span class="fu">tibble</span>(<span class="at">from =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>, <span class="at">to =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>, <span class="at">year =</span> <span class="fu">rep</span>(<span class="st">&#39;1957&#39;</span>, <span class="dv">5</span>)))</span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(loopy_hairball, <span class="at">layout =</span> <span class="st">&#39;stress&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year), <span class="at">alpha =</span> <span class="fl">0.25</span>) <span class="sc">+</span> </span>
+<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_loop</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>The direction, span, and strength of the loop can all be controlled,
+but in general loops will add a lot of visual clutter to your plot
+unless the graph is very simple.</p>
+</div>
+<div id="density" class="section level3">
+<h3>Density</h3>
+<p>This one is definitely strange, and I’m unsure of it’s usefulness,
+but it is here and it deserves an introduction. Consider the case where
+it is of interest to see which types of edges dominates certain areas of
+the graph. You can colour the edges, but edges can tend to get
+overplotted, thus reducing readability. <code>geom_edge_density()</code>
+lets you add a shading to your plot based on the density of edges in a
+certain area:</p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;stress&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_density</span>(<span class="fu">aes</span>(<span class="at">fill =</span> year)) <span class="sc">+</span> </span>
+<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="at">alpha =</span> <span class="fl">0.25</span>)</span></code></pre></div>
+<pre><code>## Warning: The following aesthetics were dropped during statistical transformation: xend,
+## yend
+## i This can happen when ggplot fails to infer the correct grouping structure in
+##   the data.
+## i Did you forget to specify a `group` aesthetic or to convert a numerical
+##   variable into a factor?</code></pre>
+<p><img 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1GSZmamy+WKGE3JiXOi6E7U6/UBQ5kTABrNpkZDLpdKnOD+hx+Jx6KLs3MciINQRIhzEVDB1tr6/PUbvo6O8OBg/9jY5bNnTp88mU2nAcBssx144IGNtdViqcSJcwKZSERlXIn9iFNzcGdLakE9J82CqVtNkx/vdGqbAeudre1Sfgj2EXAR1ZIL9WXrciFnoDJiX+gZXJMZ+R6pgzjJXHEUOe1Ett1uj8FoVJxHAA6g0+tHx8eJaHZ6ulqvceIcoFZvpJNJr99HBMJFNJktRLxUKnOg0cn9Tpf74ttvcRGuKSon50SpZHJ5bq5UKvo6Oi6fPv3TF1/sDPf83n/8j09+9jM7kQjnXOY8n83O3bzJiQiJALgishDXQKXxlRibqTxKWnITRGoi+9ZT1IbFR98+AgC7pURDGXiiVseLQSiqBN90zpQdSB31pYZexAkom8mUSqVAMKiKjtqoE67T60fGxxtyY256pt5ocJli0WiD80BHZ0NuVKvVyFZk5uaNqxcvrS4vpRLJaqVy8MiD8Wh0ZXFB0So4cQ7lcmVzdXX26tXtjY3ttbVatXrkscf+tz//i4eeejKbTNkdjrEDk/lsdn5q6sWvf31laVEWuEJsMhgAJzUYQ5WltfE1TedZ6z9FWq8RDVpclf61n/eudrRu0GazD8juciWHplcob8XQY+Jq/bto7K4CsMWTUnxFWYBKFpjUCGEnumMwGp0uF7XI8TIXDAQGk2lodGz65o2zb5+22+2XLlxYmJkpl0vZTHZzfd3ucOTy+dmbN3fj8UefeRolqVFvlEvlV7/74ie/9EWd0WQwmnR6/fLc7IVTp95+9VWdXn/0iSc2V1bCI8NMp1temJu+ft3f0fHwU8/IjZrNanvlu9/9r//Xfx47cODIsWMTBw4QMiLigIyImOgdoIx/IaW3XLN+XjxNWss4qF1Hf0/ZR6VUSi0LUgudeKvIoWkYivMkNibeFOu1Hh1EUKtVU6lUV3cPqIocJ0pnM/FoNBqN7e7GM6l0Op1OJZPJxK5Opy/k80aLxWA0DY6F3B6Px+e7cP78+IEDIxPjbo/PEwpUypX7Hnro3BtvrC0uObyeWr1x9uTJpZtTWyvLsiz/6r/5H5741c/+3V/8xcbyyuSDD771yqu1SmX/ffc5XM58Jvvoc59GSbdw80apWHzpW986e+rUAw8/fOjBB5nBwIlEKykuRq+oeS9QX6MyVkWIiso4lbbUcW/ZRwVgoICqOVZDnc4LWhSM5raqQ6iURIHaeZc4bG1GdnaiMufXrl5JJFPpVCqdSlXrNeFLWqw2u93e0dU5vn+fyWzOpjOz09MPnThx4P77arX66TdOXT533m6zje7f19ETzmRS7mDA6fMee+aZlaWl+M6OzmQ+9aOX4tvbnlBwZ2NdbzQ6PO6ttVVAXJqZ+dkPfjh16ZIkSb5QRzKx26jV89ns4Ph4MhY9+oknqqXi5dNnfvrDH557480HHn7o6CPHJIuZWt0zAFIr6wkVuebWDjga6m5zBu+wHPaGbnsJkJQiGbEGm0vaPPl+2EcGYKoir4ppYqEAjxoYtAxZIeAAKMtyIpnciUTiiUQ8Hk/uJjLZzMrSks5gcDmdkk7ncrkdbldPX68vEPB4fcFgUGc0EiAnmThx4vOzc5fOn6/VajKnfLHw1snX7U7ng8eO5fJ5j99fyOc311YHxvcRosvr/emLLzrcbovT+clf/0oyFp26cKFrYCAU7jWaTT3Dw9GNjejmJice7Opy+n1by8u1anVxdoYhy2ayb7zy8olnn3ny+U8ndqJTl6+8/sorF95++74jRx597DGbw86JmMgvi0gM1RQYE7J+s95X6PV3wkBT3G/bR8M+DIDtiZtvF0MTqW0pUNE6VMriygArAkDK5bKxaDS6vROLx5OpVDKZzGYzjYYMAAhgs9vdHk9XV6fD6bz//vv7hoZcThdHEGqeWrRBRMDVjmycU6Vcdvv8gLC2svLGa69VKuXPfPnLlXLZarMRQGdv7+Lc3LXz566cO7e9toaMWZzO57/61fDY6P/5u/+LzmDo7O+3uF31SgUYS8Ri9WrV5fENHzx4+PjxRr1OXB6cGK/X6pz49XPn4jtRu83GiSbvvy+d7J27cePlF198+cUXf+2rv/n4k09pmilpTRf34ESZ1QXVqFWD2S2Gtw75uc3p3ru9wG1zVWtbq190bdv2C+yuMZjIGINWB6UsJbUHgFrNQAQEqVTq//izPy0WCg6nE4hMRqPL4+7s7Ny/b58/EAiFQl6/T6fXE6fZudlKtTJ54JCCJS4r0RwqTphAl1A7OFAsGu3s6erq7fvO1/8hFo3df/Qho9lUrpSNFgsHyudyb//stZWFeX8weOK55wr5/KW33tIZjKuzc4mdHafH4+/qKhWL4ZGRhes30vG4xKTuwYFgdw9HbMiywaA3WqwWuzTp8cQikVqlMv7oYxJQo1Zt1OqHjxyZuX79//nzP/+Hv/3/JiYnO0IdWsdhIk7IxPDmJpuDEoKpDR0VmN16Yv+ZwGjGd0rg17b30+4SwFoKNZrLtMyX+mQmVVy7cP7c97773WefffZ3fud3Qh0hq9VKWiaay8Kt4kSVajWdzvT29RFwIuRK7QTIWo0v7JGz6w05mUj0Dg7MTU8nE8nevj6TzZbN5kw2WyqROHvqVGRjg+l0E4cP3//YY76OjtXFRbffP3P5UiIeb1SrPYcOOf3+Qi5nsFiMNlulVKpVyu5gKNjbyzmXZRnRKKJDhqx/dGz++rVcJu32eEwWq84uba6sLM7NBTu7jj/+ifWVVY/bYzabCTiBVoioSvZiqCVTa+pV3R60tMVepLUy23sBWyvG2vb+2ofetk38pzZhF9G8qHgVK5S8l/CUVOcQES0WS73RGBoeBqFqoCoRUjMvFI1GEdHr9RIHTnKzgF3U/jHkDVnNZXECSCWTtXotk0lfu3Dp8JEjfUPD1y5eKJdKqVTq2oXzkqQ7/Mgjjz/3XJ3zxdnZRDweDIcPnThx5c03l27c0JvNfWNjFocjl05nk8lCLqvT62v1OgC5ggEO0JBlYIwTRwJE7B8dWZy6uTg78+Cx4wQwde3azOXLyWhsZGL8V7/ylaWZ6ZWlpYn9+wmAUOvhozbgBtR60Wntpd7hBt7OXRSO5S8wLkZ/gnrYlhGfbbXjX2ofGZEDlbgexJx1eyv+UumMx+uNbG1VKhWj0UBqwbzmRhKRzHk8FvN6vUyS9mRPlXIq4iSTMt4MiIADxKPRbCod2dgMdXU9/tyn0qn06sLCytKS0+Pp6Ol59LlPj05OcgA958V8vlgoTBw96uvsPPXSS4lYrGtw0BUKWZzO2NbWwpUrie1tm8vFJAkQi/m83emS5QaTJDHimYAkgyE8NLS+sDT5wIPzV6+tzM4GOzu21tYOHTlisVrDAwOrC4vxWCwUCoHyzRmo3KJIqKh2wblFLiRChrfgSFUD3wEvFS3vIve3HcX30e7WgMt3LlFqh7S2UK2b5bPZvv7+crl8+fIlaibC1IwzARClEolarRYMhghAFK/L6pQoyoYiACPkRByQc762tLS0sOBwOp/74hcunT7zX/7yL5cXFz0+32Of+tTRxx53uFxi3GRkY8PmdHo7OuLb22gwlLJZudEIhsMmm81sd+QzmcjqWq1SsbvdxHlHX9/WykqlXJIbMjBJjGvmMhHB4L4JudF48b/9/eLMzPihg8VCQa/XP3T8BAF4vD6Pz7e6vFKtVJX6lVsUDFWK0Bzp1lN5SyQLtwhLtzv1e/L779j4F9Ne296bfRgAu00Bjtaslkjrqab0tQC1Ko+r3WKIstnM8NAQIF66eEnNPCtjWtRUMuxEoxarzWy1KFgiIlIrm6DZOVQwGOdypVr9+U9/arKYh/bt+3//8j+9/OJ3DSbTwSNHfusP/iA8OBiNRErFIgdKJ5PpRCLU29vZ359NpWKRSCaVMppMhUzGaLWaHfZEJJKOx/RGo6+7m3MeHh9HxjaXl0VZo5IGByAivd6QSiYWbtw4ePRoeHh4cWZm4vBhk90mvn5vXx8iriwvAajlv8pga6CWs6R9a2XgmTqbmTo4WzXt77b+0J4oVxsOIzqUqPmPW6/XbS5f296zfSRqEQGgZai8qHFXGYyIgHLZbGd3t9fnm7p5U6MjJfriMgEVi8VcNhcIBWUuc5mriVpNCCEC4CRr9SCNhvyP//Xvkru7crX+yne+W5cbn/61L//qV7/q9vvtbnf3wIDeZNpaW0snE9sbG3aXy+X3u/x+k8125uWXy/l89+hoLpNpNBrZdLpSLhdzOVcgYLbbDSZTPLLdOTDYqNUSsahIYYmwqlQqnHr5FbPV2tXbyyR27vXXEfHhT3xC9YpJbzL2DQ6kkslYLKoJF9pXUKIy7Vu3GqhVZKQUSpI6T4X20zTtvQonEDHtO3isDan3xe42wFDDlXIfKczG1PJWgHKpXKlWwj09XR0d8VgsuhNV/UJQAyqKxmKSTufxeUnpKgOcy+pN1oQsARAg5/y73/j6z195pZDL6Y2GJ57/ld/99/9h8siRXDaLDC02KyH6Ozt1Bv2lt95qyHKgt1eIJYHu7tmLFznRw888K0nSyvT06tQUk6RapRLs6zdaLEaLJba5YbCYOwYGKsVSOrErwJBNp9/88cvVSvnpz3++f3zsxuXLszdujB86ZHM4BCwEfrx+v9fnW11ZqdWqpN7wTUFVSXxpoNJ+BIZR03uEG9AKwBYoglrxqM5tIZqjqrvAXrrTrM1j/3121wBG6tAqtUpHWyGKN8SjmgBgNxEHAn8gMDYxXqvXz547qzzLFQkb6o1GIh73+f2ITHV7xCQMQELdUFwsIKBUKvkXf/In3//mNwFo8oEH/u0f//FDjz+OjHHOc9mMyWIFJnEilCSd3sBlLnO5Ua+Lw+bz+czurt3lMric3u7utampTCyKjDG9XtJJZpvN4fWmd3eJyGy3W53OUi6fjEWTsdiZV19FJh3/5LOeYHB43765q1fz2ezRE4+qt7KS0iKCvoEBRFxaXARtRggND7eUy7e4jmKNpvc0HQER0Wq0prGcymN7MKyoum0UvZ92twdcata8LcQ7Rckg4ondBAD4/f5wuNdkMs1MTWsjU8S8KondRL3R8AX8nMstN6toCqDgSvy+dPbcH/72v7l24cL4gQOf/tKXHn3mWdQbZAACqlYq5VLZYrOJWCeXThcK+X1HjxiMxvWF+VqtzokunzzZqNcHDhyIb2yER0aKudzu5lajXnf6fKlYzNvd7fB6M/GYuJGNZovT65m9dOWtH/3IYrMd++QnrU4XAXkDgdTursFodPq84ixQ03EjvdHYNzCYTqc1R1FtO9VCLK04AU3rURtUtWAGbiGiVv9QUzs0t7PF1Wzu8b5f9F8yuxsAaypgIk7ne66jqn8QKrdMOp0Gxtxut9vtdjgda+vrDd5QPD8iAohFow6X02Qyg0prXNYGialPegDO6Wt/9Edri4smi+XIsWPVas0T8IlbihNks1lOZLZZOVC5XE5Goza7w9cR6h4a5gQbi4uVUvnmmTN6k+mRz362mM0mYzGX35/c2ZH0eqPFUsrnAz09Tp8vn0oDAJdlAKjXG+uLCw0uHz5+wmSxiBv50ukzNqfT4/cn47std3NTqvAF/B6vd3V5pVqtNLlKbQDO1R9V3aFmeyzgoqPBnvYe2tEFftTZ0Vo0D23o3R443RZaLQzZht57sg8XYJqmrDQPbX4G9TWqPRE5qXMUpVMps8ViMBrcHncoFCoWCtev3yAAYIwI8vlsoVQM+AMqD2iKvHpTivuSy7lMmnNuNBoZwCs/+MFbr/5kcXq23miIezSXyRhMJqbTy5xvrqygXu/r7OSEeqOxa2CgXq9fP3MmEYmEentDff1c5omtrcEDB6qlkl5vKGVzwMnp87lDoUa9nkkkuCzvRrbW5+dH7zs8eeRIZHW1UasBYqNam750af8DD3r9/tnr1/aenWaBxuDQMCIuLy41KQrUEKuFwBTGImXUG7XEXaQ1BdCcylbIKbEWqWQeneEAACAASURBVL403/tB2mmw980+cIA1H3XaC2WuhNbSHmVLItIGToAavqczGYfdRgQ+v7+rqwsArl65our7PBqNGfR6l8ejds/myqNaVjVDzgmoWqu/+MI3EXFofNxktYT7+60Ox5nXT/7ff/Znb/7kJ9VSqZDPW+x2ANhe36hWq/6ODmRM3J8Gs7lrYOD6229Xq9WDJ05wuVHIZvQGYzqRsHu8Op2USyVNNhsi+ru7ASC6unbj7NlUPN490H/fiRO9IyNcljeWlojzaxcuVMqlhz7xicGJiZ3NzWKhoH5/rXIXiUin1/UPDqaSqXg8pgVIyg9CC1SUJnCk1KxwTTVsje5IuAMgECiOtkecVIeNt6wiAIDWvgbvdmXbdmf7UBlsrwdC2ghL5a1mYvo8riAvm83a7Q4CcjgcRqPR5XItzs+LO6ZRbyQSSV8goJYN86ZbCKjdK0Tw0re+FY/H7E7nQ48+6nS5Z65f/+QXv/Dl/+l/dnq9Z0+e/Js/+7NrZ84wScpns5lkItjdrTeZ1BkelBsxvr5uMBrdHR2JSCSfSvdP7o8uLw8ePiTLcj6VsqgAQ8auv3EqvrER7O4enDxABAaTqWdoqFwsbiwvT10439XXF+ruGhwfR8T5GzfEFxa/NdeLhKLo960sL9WqlVvbAmj+MRC15r5I0UjVh4/27UEVObjmaipwUqlMC7/Ua9OGz/tjHx7A1Ct65w3U20HM+gWgRAy5XNblcgEAAtodTl/An0gk0qkUEMXjcSIeCAREIEfU0hgHVBEf6eQrL6+vrT7w0MM6vd5itT73xS8WC/mrZ8/1DQ/95u//r1/5vd+zuVyL09Pf/dv/cvZnPzOYTE6fl3MZQFVHiK9MTeUzmfD4GCJefu01xtDicKAkBcJhi8tVr1Tq1SoA8EajnM8ntrdH77vP7fczxkS7UKvD3tnXd/3MmWQs9sCJRwHAZDL1Dg2tLCw0ajW1zrDFN0MGAP0Dg4i4tLikaRPKeVT9YOKkkFir49hCXGq+mjc9Q9Ra+VNTPlGP18Rp86K8j7fAL6N96CKH5hsqaS6uzZvclDdUpwmIqtVqqVR2uV3ECRh6PJ5gMMQ5P3/2LCDGYjGX263X6UlpQtpsHKDdJZfOnbt66fLho0c6enoAwGg2+ztCoe6eteWl6WtXCSEUDh//5Cc/81u/ZTJbttfXX37hmz/99nfK+UJrJurS668T0dFnnrU4nTura2abbXt5uWd42OpwMESzzbY6dbNSKFw5eVJvNFpdLn9HByIyiQESMoaADo87trlpNJqcHrconx3Zv7/RaMzPzICaZRfnRTxiCLjeaBgYGk6lkrFYDPZ4hrf+cPEsQmydV4kAlG7+zemdkKjFXRQgA81RBFAmDGxSH+AeR/EWd7FJem27g90lFVH8KC4iNX8rYbcqVgDt7sYBwOPxCl/S7XZJjDkdjqmpqUwmU6lUAsGgMscPqg1JtZAOYHFu7q3XTg4MDT765FPlUgEATBZLPBp74Phxh8v98j99q1golMuler1uttkOHT/+K1/9anh4eP7q1Ze/+c03X/pRNpUiokx8d31uzuZxD913OLa2ZrZZG41Geic6dvSoJEm1Url7bCy6unrmpR8S5xMPPlgvV2r1OiJKkg5RjFTG5alpzvnhRx7eWF4uFooI6HS5O7u7F6enOed7Y1LtNXl9Xq/Pt7KyXC1XxQOERBWYaNKoaYqazkHqBlpyosl1mmyoCklATThpYj3RnrpH5Vx+aDfHx80+RJGj1US1obpKPCqVaymq6tUsazKRBACP1ytq0n1eHyfe2dm5tr4R3YkaTEanw9HqFqrHByKKbu+88oMfuH2+5z73OQAslEoAYLFa0olEqLv76c99LpdOv/qd72SSyVI+X61UPIFAoLv701/96m/84R929vZuLi688J/+8tVvfOPyqVPFfH5o//5iJpvd3Q2Gw/VyWdJJJou1nMtbHQ5fR0chnYmurD741FNdAwOceC4eBwCdXq9QC9H1s2c8gcAjzz5jMpnW5ufrtRoQjB88WCqVVpeWxGkQbpxGEkJ+6B8aRmBLS0u3564WmV6Dyd4fEJMj7eEuEiNQ90ReLe5DyzNPjZa5lqNs89g/xz4sBmt5EhJRC89oq5pbKY2UEIl4Op0GILfHI7bw+H1A0BXuKRYKVy5fDgaD4jGs7KUFcgCFQuHFf/xHvcHwua98RWcwEFClWAIASafP57Iev+++Rx4ZnJi4eeHCjfMXSsWi0+OxORzi9nJ6vUeffvqz/+PvjB46vDY//9MXXqgWi33jE8vXr1tdrmq5TATjR4+mIls7K8sOn3d3c9PisMuNhsQw2NsHALGNDQDQSYwxxpCtzM5kksnDx45LTOofHQWk1YV54o1AKOT1++YUqeMdpwuQOOl1uoGhwVQ6GYvuKAqHVrmslmg0WyCoZcLaediDOoUDhTSvgqjZBL/5NNQwQ0Dv1Hvb9t7tQ3cR9wTszSopLbpWhQoUxT+pVMpkNJnNZnE7mEwms8UcCoUa9fry0pLP5xMOkHaHiMKiaqXy3W/+Y71W++yv/ZrVZhWHLhWKAFCuVDgnbzAICL/yr35DZzS+9fLLkk4XDIc5EWNMyxBY7fbHP//5J7/4RSJiOt3bP3rp4s9+ZrPbd1ZWbA77wccfJ8435+dTOzs9IyO9Y2P1cnnq7DlfR0in06XjcQSQdHoxOfqNs+ecLtfYgUkEZjAY+kdGK6XS2tIyAIxPHkinktubm+9ywrx+n9frXV1drVYqqsunNhnW0MNBdRxbPMNW5UJpHUktZxgUZxE017KFjt7hKGqfp23v3T4UgGnX5J1dkMQvZf0taxEQMum03W5X7g8EIHK6XPl83uFwJBMJnU4CdZZVhQg5AdBL3/vebiz2qc9+NhDqAHUkZ6VcIYBiLq/X6x1uNxE4Pd7BsbFiPr+7s9NoNDjnwJj26BYfcGV6Sq/XPfTcc75gqFapvPr3f781P+8OBavF4sbcXK1ScXm9k8ePe4JBSadbvXmzUak4Xa7MbgIBJMYQaGt5ORGNHnr4YdFqHgHtNnvv0FA2ldrZ3AwPDFht9pkb1/d4XVorUlBqFPsHhxBhaWlJa5GgKRl3+FE6GVOzsKOZdm/GY6qfToSgTi3dzHBoE2xo4ZyyNzTPUPMiUxOcbVPtblfT3xKkaQkhtdAum8vZnU4AIhDpMnS7XJHt7a7OrlwuV8gXANSOVOrVP/nqq0vzC48+9eTgyLAimiAAQbVSliSpWMx7An7xl9K7u75QqKuvb/7atbWFBc65NjxezLtcLhRmLl7SGY09/f3dw8O/8R/+fTGfByJk7Ad/8zfX33jDF+rwd3ZuLyx4AgG7210uFKbPnnP6/dlUEgH0BgNDdu3sWavDMX7oMEMxswohosfn6+zujkYi6URiYnIyGtnOpNLNgmeu3c4KU+kkXf/AYDqVisViqrChbqL0QJAJOCeuDoW7lcQUsV4L2NSsmyJsKM41NJ8ue+UNJUBUnPwP9pb4ONndBFjT4wcOzTHvRETicxGnfDbrdrq00A0Q3G5PIr47NjHOGLty+ZIWxYlb6sqlixfPnjt0+PADR4+KrkzaHypXKohYyOY8fj9xXi4Utjc3JZ3uk7/+60yS3v7xj7OJBDKmukWcCFZmZlOxmC8YqhSL/q6uM9/7PhA9+OyzXn9AZzT6u7oC4Z7Ezs7c5ctzly8X0mkAmL18ye31VgoFTmSQWHxzI7a5efDIEb1eh4gMGUOlLVtHuMfj96+vLHd0dOj1+unr11X5VGMaJQVPQITg8frEYJZquUIgWs8pkNoTbonZazkvFPI70ejiwsJ//uu//tof/3EymVLcSMWdxJbBmqhQnIoxIqVqUcmmtMRjyhGo+UHb9i5213tyaL0QAUCJv9XXJMtyqVx2ud3NRQQ2u71ULof7+212+9TN6WPHH9X8w9Xl5dde/UnvQP8zv/IrMpcV5kIADgBQrVTEdh5/gHO+tbrKGw23z9c/NnbfiRMXTp5cmppyBQKtH27+yhW5VvN1dnLOdyORpamprsFBxli1XO4bGweg489/plouJXZ2rp06tXD1KpOkzcXFXCqVz2R2Vtfqtfq102csFsuB+x9AtW8GIjLR2Aagb3BouTq9vrbWOzC4trDw4ENHbTab+l3VbhzKOG8k4P39/el0emV5aXRsAjTfWt2o0ZDz2VyxWMjn8oV8njhHRL1B//KPfhTd3j52/Nijjz1uMBpVrZIBkMhoA/HmoxYJiBC1AXmkdNohEuNHRT/Gdiec92gferHvHeJlIiSlA7Z4SwCQTCWJuMvradmWqtUKY4yTPDAwsLqyotxfBMnE7ve+8x231/f5L31Ji01EcRAwAKJqtdqQGwaDweXzRtbX6vW6w+02mEwms/n4c895OjoWp6aiGxtcrXzNJBIrMzN6s9nhdhPRzdOnbU6n2WaTJOnwY481qpVQTw8CmS2W8NDQ01/+cnhkdHhysrO/v1ws1qrVjaXFH/63vzv/+utmmy2+s92o10XrJoXBEJFIYjg0NoaIer1e5nzm5s1bzpZ6LohIBg6STtc/MKDUKBJxomKpGItHl5YWrl25cuHc+bmZ2e3INgB0dnWOTYw/cOTIbjxeKZcPHjpULJamp6YajYYaKjWDJgJVmiQVrMI71SDcclFud/Xadkf7ABns9vGu0rCNblU0QG0s1bJjMr5LgG63mwjEbA9cllOpVCgYzKYz+/bvv37t2urqam9fX6lc+sdvfEOSpC995dcNBgMnAGRN7YQ4ANSqNWrInmAwk0xm0+nOcO9OJGJ3OgFAp5Oe+tzn/v6v/mrm4sXwyEiwpwcI1udnc8mk0+NBSZq7fBmI3IGA2Wo9/OijtVKJy3KoN8wQkTEEsDudgY6QwWQc3j85e/mS0Wz2eL0EaLJabTbbxTfflJA5PZ5ARyjU1dXV1YVMQokhokGvHxkbm5+eNhiN8zMz9z14RK/TUev50Lwz4ATgdDoNBsOFc+d6wuFKudzgMiKazWabwxHq7LQ7nGaTiTGGBMggm8mcOnnSZDROHjrkDwTK5cr8/PzY+BgiA1GPpjiBykByhTPVpnpa+hsRiBMypREsIiNtVop2X7d3tbvhIpKqft2uu1+rJdNpAPB5vaA+L5PJVKPe6A6HM+nMJ5584psvvHD1ypWurq5/euGFYrH4ld/8qtPplAmU6EV98IqGZ7VKWZZlu8Oxs7Hh9vqMZnO9VrO7XEJ66B0d6Rsejqyurs7MWO0O3misTs/Ismx1uTZmZ4u5nMfv94dC4dFRp8ezPj9vslhcHi+ovhRDtLtdRqPJ7nKuTE+VCoVioVDK5598/vkTn/xkIZ1JxmLxaHRzeWV1fl6SJI/bE+wIdXT3dHd1WqzWweGRQiZ7/eqVuampyUOHQIWV0PLKpXIhn8vncvl8vlwuNxqNVCJBRJOHDtlsNrvdJul0AMLjY5ruhwQ//uFLqXQmEApNHpiUG43hkeGl5eXVpZX+oUFgCFzEuiqcgAjVhYpuxIAIJSQitc9pu6PbP8/uUgz2i6AlLJ1MGoxGi82maVvRaNRmt0s63dTNmxaLpaOjY2Fu7geNRiQS+ewXvtDZ1SUL0fB2DdqL+TyTpFql7PT5OsM9sZ0dSZKsViupotrB48fSyeSNs2fdwWBkbT26uSkxrBSLlWLREwiE+vqOPPVUKhbTMZaORbsGBrVRN4wxhmBzOouZ7Mjk8fjm1sylS5G1teH9++8/cQKJXB632+sZnZyUGMulU/FIJBmNriwuLs7MSJLk8/lCHZ0ev1+n050/c3riwCRxXszlC/l8IZ8v5HINuQFEJrPZbrOHOjutVuvI2Nji/Lxep3M6nQAt08bLMiIC5wCwvr4+Oz3jdrtr1Vq4ty8ej+v0+nA4vL66ZrSYOru61WoZDspTAjjnDJkKPKUXKZEgOFJIrG3/HLvrIsedDSGTydhtNrX5GRWLxXw+NzA4VCgUGo1GPpcfGh198dvfLhSKTzz91MTEBOekdL5VXRdt7j4AKhYKXJbNVlvv4JAkSYVM1uZwMEniRKKlp1FveOjJJ0+/+urC1as7GxvFbBYZyyWTbn9gYGJidHLSZDKRLCei0Uqp7Pb7K6USESGRMiib88TOTj6VHjt4EBnLp1I94bDVYmGIiMgYQwAG6PX5/D6/dB8DovRuYndnOx6NLszNNur1dDJ16dw5p8sV7u0l4hKT7DZ7sKPDZrPZbDadwaCk+Tg3mc1er3d9bdXpchkMhj2qAyIRR2Qv/+CHNrutVCq53B6X15NIJHO5XHe4t1Kprq2smkxmt9eDBK2OIop9mYjMUXEFmDiDKFzE5sMLlYmUOIlmxG3s3cY+ugAjomwu63A61cczxmJRSaf3eL16gwEAdhMJv99XKhRKpVJHZ2c8HrdZbQazCdUMkdgLlVQt5LNZIrLabIVspt5oxLYj/lBHPBKRibgsN+r13Z0dTzDo9ftnLl7MpFKFXE6SJJPZHB4Z1un16VQqmUhkU6lquVwuFjPxeGZ3V0zdhYwxgHIun0nsvvnSS2uLi3qdzuF21xtyPpN2e7zKZgAi3BF3osSkQCgY6uwQN3AiFjt/+vTK0uLW+rrf7x/bNxEMhlA4csKt5rIWoRLx3r7eTCazvLg0OjEOAMDVsJYIgK5cvLAdiTx84sSbr702PDJsMBptDns2l+8i6h3oL5fL8/Pz+w9M2mw24GquHpGAoTrJvNqjkokPAEwRYwFEzh+J82Yw1nYd72AfXYABQCGX9w8FAYAA6vXabjweDIVQYg6HQ6fX70QiG2vrPb3hsYmJxcVFt9NFDHV6vc1mtzrsVptNZzQ1qw4I3T5vbHvn+sWLjGG5VM7ncqVC0WAySXq9Tq9HhtVSSa7VHnrqqeXp6Wwi0ajXnR0dDz39dO/IaK1aGRgbS8bjZrN5a3V17OChvrFRSZIkJiFjep2uWqttr60tz8xEbfbuvr6Bz3wmn8k0atUrp8+MTh7o7u9lTMcYotJ5XrmLxWNf8Fu5XLbZbMcff/y+B4+YTcbV5ZVMKtXT128xm0FNYKiJLgACSa/v7e9bnF/Yjcd8gYAKWyTO6436qdde6+js1EkSB+gKhw1Go93hiGxtcSIkGB4bm755Y3Zm5sCBA0aTGYgj6kAtAgbS5HsQvNYyUA3VkE3xG7VVmjTVprJW+6gADJGQ9sRlsiwXi0Wn3S7eJhJJzrk/GBRX0m63vfnmmz3hnoOHDx84eJAD6XX6QChULpezuWwimSQinV5vdTqtNpvFZtMZDD29fQ6nq39kuLO7Z3N9vVwqBXu6a7V6vV6r1epyo0GcN+p1g9Fotlkb9Tpj7IHHHnvkmWcS0WhXb9gbCpYKhUI2o9PrB/fvs9ntCIiImd3dn598benmlCw3bA7no88+++wXPn/xzTfXFhaH9+0rZLPrS4uVYqF/ZNhqtUmMib0QEVmzbmRjbTUejbq9nlzW73K5hkZHEvHdzfX1G1evBoLB7u4unV6vFHZoijmS2+vxeL3rq2sOp8tgMAAoXHTq5Ou5fP4LX/n1n73yisvttlitDJnNbpdluVAo2Gx2xnBkfHz6xo3Z6Zn9Bw7o9HpOMgMGCEQMEIA4opLCEakwIUoJTbHNV+/dPioAU6xFmchms7Isu72itxnEolGH0200moiISI5Fo/F4/F/963998qevmi2Wnt7wwvz8zvb20NhoV7inVm9kc9lcNpfL55K7cQ6g1xurlbLT7dbrpGw6pdfrOsdGfR0hzoEAREKp0WgEu7qyqZTJbO4bHTFZbcR5fHNT0us9AT8C1qvVTCJhtdudbjcSbCwuXHrjjY2lJUmShibGjz377NzlK27RnrEhWyxmq80W7OyMRSKlfH5peqazp6ejqws1hAn3FWFrY2MnEunt60/s7joc9kajAYD+QMDr825HIjuRSDwW7ezsDIY6JMbUoFKpu+jt77tx7dry0sLYxIRIYWVzuUvnzo2OjweCHTvb2z3hXoPeQEQWqxURc7mc1WYDAIPBODo2PjM1tTA3P7Z/ggESEgJT1CQ1s6xpsOLqqPkDdXZ20DZo2+3tbgIM1YG06mSNe65TYncXxEgwgFwuWyoWR8bCYtXS4lIymfIHAgG/nzFWr9VsNtv4vn0L8wtzMzP9AwN2h9Pj8bhcbg5Uq9cF0uq1GieqV2orcwv5fP7RZ5/mDZnpJCFBG3R6o9HocLnmrl1t1Oq9Q8ODY2OJ3d2zP/vZieee0+v0BFStVIrZ3Mih/umLF6+8/XYyGjVZrYcfeeSRZ5912O2MYWRpqZDNMgTOuclqq1Yqo/v2ybVapVyy2m3bG+vFbHZgZMRkMqE6D9H25tbOZqQ7HPYHA5vraw63uyGLbgWAiF3d3X6/P7K5ubW5Gd2Jdnd3ewMBUADGAZFJUri/b2lhIRaNBYJBIHrt5ZeJ6OlPf3p5ealeb4Q6Oowmozia1WbLZjOhjg4hbVhs9sHhkcX5ubXllf7BQeJEEgGIMg5RLaVBC5QHwt6r1C7p+IV29xlMg5n6VlmSTCYBwO/zAVEsFhPtbggglUyePX26f3CwWCym0mmdXt9oNADAaDKNTUwsLcwvLSx2h8O+gB8RGIFBr/d4PE63y+XxmqyW0fHxRqOeunb9xsXLoe6YxWYz221Wq43pJQmR6vXV+QXOuS8UvP/EifjO9k9ffPHqmdOd4bDN4UhGIhtLS5H19Vql4vR4Hn/++fsfflhvNkuMARFDtDudqd1dhow4t5rNiFgplQZGRpbmZmuV6sDwcGR9Y+b69f7BQV8gAADx7e2t9fWunnBXOJxJJQnA6XRVK2XSauKJdDpdb3+/PxjcXF9bWV6ObEfCvb1Op4uUkAxdbq/b49tY27A73bGdnenp6YcfOeZwON5+/XWjyeRwuQxGZbCPzW6Pi36myvnmbo+np7d3Y33dbLF0dHYQKUlk2JtcBkRStXvxudp6/Xu0uwwwNRWjPBqRMa0cMZ1K6XR6m91er9VSyWRnVxciVmvVn7/+uslkeva5577zrW+lUymdJNXrdUAEziUmDY+Nra2ubq6vVyqVzu5ORIaCoYiQyMAkj8/r8Xif+NSn8rlcuVQyGg3FTDYdj1eq1d2d6M7mZmxjQ280jh885PF707vxJ55//uaFiy99/R+MBuOVM2eQsYMPHb3/2PGJBx4AANHWhpEQEtHpcsv1RrVUBCKTxSJJUrVSdnvcQ6NjC9NTu9HYxIGDW+trK0tL+WzWarFsbmx0dnX19PYCQC6XMxgMVqulkM/tqVACIg4mk3l4dCyby22urczNzDgczu7eXovVIrYI9/dPXb++urx0+o03rWbr8U98gjhfX1sLhkKcyGgycZkjQ5vdFok0SsWi2WrVfL+Ozq5qtbq6vGwymTwejyAxAKbW+QI2a2JUURa0Wsk9qv2HddfcS3aXqunp1t9qlXnzxsrn8na7DQDiu7sAEAgGAeD0m28UC/nHn3zSZrdbrdZMJqPTG2RZFkdFBAbYPzDQ3dMTj0bXVlaJiwkmlcAcGauWS/V6zR8IjO3fb3c6auXK0NjY+OSBrp4ek8k4f/NmJpk0Ggwmo2FtbiGbSpuMJuL8xvkL50/9nIh+9be++lt/8Af77r+PAUkMGYCEyt9liE63CxHzmSyXZZ1OZzGbSoUiAphMpqHR0XKpFFlfGx4b6x8cXFtefuPkazabNdzfLz58LpO1Oxw6vV6WG9pJaOmbTURkt1nHJvYPDI+UK5XpGzeWF5eq1SoRSZIU7u29cunS8tLiiSef0BsMuUIhkUh09nQRkd6gF40YRPSVzWbVQnilEqtvYMDhcs3PzRWKBaWhPagV9FqjOOAkAlbYc5nUUvu23d7uAsCQMUTWrH67Za36O5tOO50uAIjFom6PR6fTT09Nra+tP/jQQz6/HwCcTmc6ndLpdLV6XdtVJJc7OjsGhgazmczi3FyjURchBRIwxvKZnATgdDjMJuPw2DiT2NrCPEP0uD1mi7WYz1vs9qOPPWp3OM6fOvWTb3/7H/7mbzaWlw8++GDf6JjFapUYg4bMGGOIDFBFFzAEhuh0uhjDQjbLiSRJstnslWJRbOxwOvsGB9PJ5PbGhsSYyWz2eH3FfGFzfZ2I6rVasVBwOBySTiLO5YbSG1zJaiEo/QA4EaDb49l34EBXT08mlbp59crm+nq9XjfbrPPT00ajcXxykhNfmJ3lnHf1hAHIaDaJ4SdMpzObLblcrtk2EZTiw6GREaPRODc9U6vWQAu8iEBMGK1wlIo3aoFVG17vane1Nz2osbwyKJmLLoIiyM7l8y63K5vJVCuVYDC0G49dunChf2BgbHxCZGPcXm82m9Xr9XKjAUrwBqCWL3m93tHRsVq1ujA7U6lUxFR+DKGQy9rtDp1OYoBmk3F4dJQxtrowV69WV+bmUrFYR0+PxNj3v/6N2atXTRbzg8ceeerTz7l93kI6XSmXl2ZmT598rV4qCfpiyCRASZIYAkMwGAwmkyWXzZIs63SS1War16pyvSHEAp/P19XTszg7e+3CxWAo9PSnn+sK90QjWzM3b8TjMUCwORwSk4igXqurnXyEOK+NlRSdFAAZBjs69h085AsEozs7N65efeUHP5Qk6f4jR1aXlznRytKS3em0WG1M0kmSjhSEks1uz+dyAjIiYS2OrNPpRicmOPGZ6emG3ABQo0DRuR5anENhatoNNDX/Q7hz7kH7cAG2l69QHbghfiu6mprIzOdydrs9Go2aLRaj0fDz1046nI7jjz6GqrTl8rhrtXpDluuNhkJfjKFIjAIigN1hH5/YJzFpcW42n82KwRelfMHt9jAAxoABmA3G4dERHdOtzM/fvHI5m05vLC+9/qMfZ5PJofGxp59/3u31lkqlUEfHiWee8QeDm0tLV8+cPfXKK9ndpE5ChsgkZACS0s0DnW5nMZ8n4nqd3mq1ImClWEISWb9IkAAAIABJREFU7QPAZrcXC4VCoRAMBhmy7nB4YvJAo16/ev58MZczm0ySJAGAGFQiKnaJq3EOqeMxiRMHDiTpdV3h8L6DByW9/vSpn1vt9uHx8WwmsxuLb21sdIV7KtWqwWRqdp5CtNrtlUq1Uq2S6n9qHRcNBv3o2ESpVFqYn1f7roIib4DSG1ilNQDY86Bs09id7AMUOVBt8/Ru2wASUHPgA0PkgIC5XE7m3Ga3ZzOZnt7en7/+83q9/sxzz+l0OkUAQPR5fQC8Ui7pDXoBLwASTTW0EjuT2TQ+MbG0sLC8sFgpl2pVGwK4nHYGCAQNuVEqlQqFotFomLpyeW1xyaDXB4Khhx97vFjMW2xWnU7fPzTkCwZFOq4zHL52/vz68vKlt94q5/PHnnwyPDAgEsYMGDJABIfdGdnYIJIlxiwWsyTpyqWi2+NGgkI+vzw3NzI+QVxeXljYd/Cg2Wy22e37Dx3aiUQy2ez87GwwFAKARr1OZot632qTxWiNsoGa4+ZIr9cvzc85PZ6jJ44nduPZTObCmWgmkz4+8ESlUtEb9FpqCzhZHQ4CyudyRqNR+A6ijzIRQ8asNtvQyPDSwsLa6trAwACIsZUMFcUeUZHlRTGaOv5SI7Y2yt5pd1dF3HNFUHlYEgDsxuNiNTIW2draiUQeffxxt8dNsniqMiLucDkZ05XLZeFSoupvqo9TRIYky3qdbnh0lOZmC9k8A4YA2XSmWCoVS8VKuUpEwBAZ6iRddzg8ceDApz7/+fWV5WpVPzqxzx/qsNntoHhKGAoGjz3+2OThwyd//OOr5y+kdhOPf+pTB+6/T7AvQ4YILo97dXEeCHQ6nSTprFZLqVRkiMV8fnluzuZwDI+NAeezUzfnZ2f3T07qDAbi3OPxuH2+fDabSaUK+bwsywBEfM/EQs3JYhRvEYlzAtzZ2pqfnnngoYfuO3Ikm8lsrK199xsv7Gxumszm6HYk2NlZrlZMRhMjIiC9Xm80mXK5nNfnV4s0EAHVBgHk8Xh7wuHN9XWzydTZ2SU6kyJDtTSKmr64cg01Ub+dcb6N3Q2Aae47gOrqtySdEZEolUwBEW/UOcLMzOzo+PjgyLBWSADIEUBC5rDbY/GYwWhSAgGOICY9QqWkTvwtnSSFe3urlcpiPL69tckYmswWh90RDJrNFotOb5ibnZE51+t0bp+vWinrdfr7jx4N9/UpFeWgRHheryeTTE4ePtTb1/uDf/rW6uLi977+9UwiceKpJ/UGIwIxZE63CwFLpaJer0cAq82aTWdKheLS/JzZah0ZH9dJEurYyPj4zNTU4vz86MRELpsFgJ7eXoa4ND8/e/Omy+U6cN99DJGr3eXViKip/oE6t+BrP/mJ2Wo99okniMDudFYq1cjGxtry8uuvvmp3Ouv1eiGfZ4yZTGaT0Wgym6vV6k4kEurqMhmMSjMACZRBKQSE1NnVXS1XVpeXzSazx+0WngGJEl+12BgIUZKa17RVtW9bi30oANNY5Z3uIgKCGCOoDKUVuc5UOlVv1AlgdnbW5/M9cuwYKpcVQGkOAYDg8njWV1dtVisCkpi9SJQbiDhNybDxWqX6wxe/n9jddXncPd09h++/X71foVQuXzpzZmNzo5DN6o3GB44+5Av4qSF3dXVKDEmLCREJyOF0mkzGbDLZOzD427//+z/5/vcvnT3zo29/O779/7P35mFyXdW96Nr7THVqnqu6q7ureu5WS63JtjzI2PIgG+xACCEYAsnNFxISXsK75HHJ90Jy7yXcTO+SF8K9XxguLyQGAiS2wXjAkWTZlmxZlmXNrZ7H6u7qmudTZ9z7/XHOqW7JA5B4AK7XV5+6VF1VXXX2Xnut9Vu/tVbmPR/4FY/fjxAEAkGgtNVsMgyLEXJ7vevLK5OXLnrc7hFTu4ACINEpDo4MT09cXpyfZ1mWEwSHIADA6PbtK0tLuVz+0oXz/f39otMF9jEBhFgUKbC3OYKJCxfXV1fvvPdejucVVX3uqaO5bHZ4x3ZZlifOnfuF979/++49gkNQWi1VVhRFrZTL5XJ5Y20NAFiWdThEh0MQnU6naIlTdGIG+gYGFEWZnprauXunW3RR2IJl2G1ezaG1bezWWtC3o7Er5c2yYFvTke01MFPKW1nY1IzKSK1aAQoTFy/5/f7b7zzIMJhY9siKys28VsDvlxVF1w1CCMZmPpTa5SmAMFADllZWHv7e9yuVckdn57bt24mJVQKtVCq5jez8/Hy9VovH4tmNjUgkMjg0OD83GwgGHA6hXUgPAIAtAxuOhHOZLBDq8/p+8QMf6E4mjzz++ImnntpYX/vwb3000d3jdDh4nldlmWMwAuAwTi8v9/b3D42OshyHoA3BUJ/X1zcwsDA722g0kmY2jFIAiESjHq+31WxOXLyU6EpEOxLtbBNFYPLlzefqhnH8yJFIPLbzmr3lUvm5J59UVPWGW2498uije6+/fmpi4qlDh95xxx2C6EDBIAJAFCGMWs3mudOn411doihqsqK0WrVKpZDLAVBEEUZIcPBOh8gLQrlcOvnsczffcotDcFBCKSI2Vb5dj7kpb1uvV5Q310XcsgIIYcDEPJ7N/kftLYQQFPKFfD7flUjceuutHo+Lgk0rsGuhzdLAYCiIADWbTUvBbFfT2sSEPP3U0edPPO/xeu+7775vffNbbrdLUeS5mWlZVlRVURTV4XBs37F9Y2ND17RwLFqv1gxVjw90YsRcGSJagUckHMllNqrlYjgWc4rOG2+5JRbvOPLDxyfOn//bP/vzD3/0o3uuu87t8ciyzLCspigri0s8xyW6u80atvY2NOPGcDTaqNUmL13q6ulpp3AZhuE4tnfHjtWV5fRKulSu9A4M8Cxreml2/hcowPPHjlVr1fe/593p5ZWTx47xDsetd9/tFJ2KoiQHBhBCF86cee7YsQN3HbQ9XQoUiU6X6HIhhGLxOLLrZRCArmmqLKuKqsotVVGkZpNS+jd//dccy95y2212mYrZPYCYp9hmaeYr9Vh5W+AtAzmudCQsBw8hAIsqNXn5stRs3njz/p5UyhyEulkzS8wKQYIQCkejDMu0mpKmaRzLmkplxl7VSuXBBx5cS6fHdoy981331mtVQ9OajcbK0kpLag0PDwtibG11taMrgQCVSiWOYWPRWCGX9fo8JoPkSv2yMBRRdPq8vkqxFIvHASjDcaPbx7x+b1d39zOHD3/1C1+44557QpGIqihgGDOXLzMMM7pju6qqCABRQPjqU94bCHi93nw2G+/o8Hi9AJRjWV3TEEI9yZTXF1iYm718/nx3KhUIBdvUF0ppo9l86dQLfYOD9Xp94uzZUDR20+23ORxipVTSNC0ajzscjtWl5ace/+HYzp3RWMz24igA8ni99WqVUGqdSQAII0EQRNFhjlvCgDCCf7r//lq12my1wAr8tkKG7WWkAJu1LW/LVfJWXJerYCjrMeuANBEKnudD4fC1115nWg5kGTZAlJqkKmuwndPlEB2S1DA03Y4DKEJocuLy177y1WI+/+73vOfd73lPpVi8fPFStVo1dCOZTHZ1JhKJRC674fa4uxKJUqkoNZui0yk4HC1JisXiGBCmgAFtvTEIMwgxCCLRSEuSNEVlMGYwYhBKJlO3Hbzzvl//9VA0+sTDDz/+0EONen1pYREhGN62LRAItprNtqG4SurVarK/3x8IzE5Nya0WADAsaxiGqdAer2fbjh0ej2dhdnZhZlbXNIs6heDpQ/+qq6rb67340pnewaFbDx4UeIESKjUlXTdcHo/L49l+zV6DGA9+85uartsIJFAELo+n0Wwa5oNmFafVl94qOgOAZrN5/JlnorHYtrHtttm0e47ai3bVd3k7/nq5/BQcPNQmX5iTwQAA4Mab9id7epaXlpA5eweBpV12cg0snaTBQKAltXRVM5+mafojDz/84AMP+AP+D3/4wz6f7/yZs+l0muXYQCDQk+zuTaVkWZ6emmYQHhgYKBUKqqKoihyNx5r1msMhBAJ+jABjZN4YBjMYMRhhBAzGDMLhYJBjmUqpyCCMATEYYwTRaGzvtdd96CMf2X3ttZm1tcmLF6VmfXT7dqfocLnduqZqmtrOoyNK27d6terz+4dGRhjMzExO6rrGMNgwyV8UAIBlmP7BwVRfX6VcmrhwoVapUko3MpmLZ89SgEqxtOeG6/feeCNizFITqNdqDIN5XhAcYiga3b1v3+L8/PGjR83fmhC/y+OllNYbDQvut1LYVjbCRHSOHDpUq9VGR0YCAb+NQVn/tpFEy6zBJoPmbRW7St76chVbqSjC2ATKEKLXXnftyvLS5YkJhFAylURbEtJg+2vmqgaCAVmWTYJsLpv9l+/+S6mQ37ZtdHh4ZG1tjWXZeDwejoQz6xlBEDiGczrFjY0Nj8dz3b59LMMU8oWWJDGICYdCs4ViLBpjMHMF7nLlHUCAWTYUCpcLxe6eHisFhxAg8Pm9Y+PjvCAwCC8uzMfiHaIoIkButxsBkhpNR1C46ptrmiZJUiwe5zhuaHTEBO4Fntd0w4qz7E8SikZcHvfC/Pzs9HQkFn30oe9lVtf2Hzhw0+23Rzs6TM6H+cxqpcJyPC8IGGOvz+dLpdbT6WOHDw+Njnb2dJsuquh0Yoap12o+n49SasZTFAhFDKWEAm42Gs8fPx4KBWOdnS63C6z4z2yNY0OrdralHd+9XRv2cnnrLFi7sveKyiLrfm9vbyQS0VQ1s76eXl4Bi0sFaFOskzMcjqiq0mw0Xjx16itf+nI+l925e1dPsoflmP7+vl27dnZ3dzsEBzEIQggzuJDP66rqD/jdHnelXNY1TWo0I9Foo97geS4YCm41XxgjBiOGMenJmLFuKBaN6LrWqNUwQgxCGCMGIYyw6BCDwWCyNzkwOJhZX89lNhAg0SGyHCc1Gi+/BvVqFSj1+HxAqeh0DQwO1ivVjbU1XdPslDvYzFsqOBxDI6MdnZ2PPPjgkccfHxwZufs9vxiNx9tJDgAghtGo13iexxgTSsLxDlVRDtx7r6Hrjz7wgK7rFhMEgUVKtLAlZKGu5hIgePLwkXqjMTQ0HAyHoJ3atigcFBBuP/K2vLb8FLiIAGCDdDZbFzGY6evrqzcaXYnE6trq+uqq1S4GaLuPhfkjFo0ZunH/17/+7W9+EwO6486D4+M7x3eMj41uC4fDjAVzgaYpGGNFVtbX1/v6+jBCQMnGRobBuNGodyU6G7VaIBRk7GYZGCHTA8TIrEkxVQgYjBiMfT6/KDhK+QIGwAzGAAhhjHCjXsttbFx3/fWj28cUSTp14nmp0UAIXE5ns9Ewm3AgBO07Zg2YmQEDSnx+f7Kvt1qtZjc2Nl0wO9lNCUEY+0PBh7/73dXl5bE9u0W3y8TeLZ+NQkuWFUVheBYwAoB4R5wi8Pq8+26+eXV5+djhI22QwuXxNhpNYhhtRbE58rRerZ45/WJnIuH2eDwej53CNJvWQztPAO3cN307+npV+WlRsLYgjAAoQnRkZESRW7phJDoTK8srG+uZNlKMKLV2KYZQOFSr1S5evLh3797f+tjHbrzpxt7eXqfTBWBRp8xdoeuGpqnlcsnj9gyPDBHDyGY25Jbckposy4pOJ8IoFAwBgK1UCCPAiGKEGMxgzJizKjEgDICBRqORarVCKUEUMGIwAl1TFmZn3R53sjfVk0yNjY+3JOnJQ/+qKbLb425Kzau/KqX1atXr9VofFQCARmPReEdHbmOjmMtbGmYVhpljKcljDzxoGITj+fOnXzJ1z973AAi1mpKmqiaJhAI43W6311utVHbfcEM8kXjh2PH00pJpGt1er2EYUrO5iUyaFTKEPnX0aLPZ3HvNNYQSn99v/wG6aetsbTT/6tUPvC1b5A1UsJ/kkr+C7x6LxfyBwOz0dG9vqiMeX1xcyOVyiLY9JqCUAKFO0XnrbQeu3Xfd+37l/fF4nMWMiSJYcROx9p4iy9VqTRTF7u6E2+3GGM8vzDtFMVcsdHR2FPI5r8fL8wIChLHZrNc0YoxV60UpBmAYjJHZxxdFolFEoVwoYYQwogjQwtw8QjA4NIQRI3C8z+c7cMft9VrtqcNHGIY1dENV1PYZAZRqmiY1m16P18qPU4vL29Xd4/K452ZnGvWGmW5qu2fFQuGJxx9ziKLH51uZX6hWK5Zxs0fmtSSJUooZ1gBgeR5hJhiJSI2m2+u96Y47DF374fe+p6gKBSq6nAijWq0OsIWQjVCjUT93+nRnVyISjeoG8Xr9Wz4CsooxTZgJYZPHtTWh8baOXSU/NRbsihy0yXZCA/0Da+vrUlPq7e2NhiMLc3OFQt7G4kwVQhihsbGxUCh04tnnAMBabLQVaQRKjOXlZQDa09MDAAxiBIHfyGxgQFKjGfQFNEULhUIsRmb3OGzWnlBAiFqGC1t+I0YIU8AIi4LD5/UWC3mMACG8lk436/WBwSGBFxCA4BBUVe1IJPbfemupUrl86VKjXm9uDcMorVUqQMFtjhe0p8FSAgzHdnYmOJabnZ6WW6228aCUPPitb1XLlUQqFQqFGvXa/NQ0ANAt4VpLkhCDOY5TZUUQBIrA5/MjjEr5QnJgYOe+6zfW1p4+dIhSijF2uVz1et1y84iF0z91+LCmadu2jbE8DwA+v9+CDJHNMLYdwrZavm25XkN+ahRsq5hwPILBwQFKyfzcHEJoYHAwGArOzc6Vy5UtZGHEsqxDcGzfsWM1nV5eXNw0hqita2h5ebnZbAT8fqfoJAYBAFVWdV0vloom4dXldgkCz7IsAsDIVC0T6sC2Xtn+oalwCDCCaCwqNRuKLNeqlY3MeqK72x8ImE/neN6ss0719Y3v3NloNFbT6cX5+a3fslatCoLgcDgobDqDCIBhGIRRT28KAGanp3Vdp4Ao0EvnL1y+dMnldPb39zs9HgqwND+nqbptUCgAlSUJUeB5XpFlXhCAUsQwvmCwWMg7Xe7R8fFoR+e5ky+kl5YopW6vt1Gr0TaFDaBRa1w4ey6ZSnl8PpOlEQj4zd/aYCOhAGCR0rYaLtuveFuulDdEwa5yDulWH+InkUAgEIvG5ubmgBCEYHhwKBDwz0xPV6tVG9snABQzqK+vNxKJnDx5UlUVCxuwQGWazWZz+XwoFOJ5ged5Qqmuaaqq+Dze+bn5UCikqmo4FEJm3xorurNaACA7RYft0ZQYoXY8FgqFeI7LrGcW5uYC/mBXoqsNwwg8Tw2DGAbGeHjbtu6eHoZlF+bm5mdnzSGvAFCvVr0+L1hFyxYkTyg1gRmMmMGREUWR52dmCSGapj360EOapkXi8YHRUa/XKzqdmdW11eUlCpRSRAmoiqZpGgXgBIeqyrzDQRGiFELhiKZqjVqtM9mz+4brAaHHH3hQ1TS316vrutxq2VgFffrIYQAYHhsLBIONep3necHhMA2s5XebnU2JpZNXwBsIv+FkRJr56l2+m7+wRAAAyMr/uNV/11czFBoXvvZb7xiKeINDd33miQ0TgJEn7//tm5I+pye+492fO5qnAEAzXz7Y9zv3f/v3rh/+zR8ob+wnbcubasF+rAPuSkxqYHCgWCwWikWTCTE8NOzzeKanphqNuokrAqUMZgxdv2n/fkWRT7/44pa3gmqttry8HItGPR43AuA4luh6Nps1gexareZ2u10up9PpxAxmMYMImGAmgk040VIzCiaHxCyNwhizmA36AufOnGEwMzg0wDAII8AMRgCCwwEIqZqGAASe7xsY8Pv9GONSoTA1MaGrqqaqkiR7vB6rch8oJSbeTliWowR0XRNFR9/AQLVSXVlaOvLEE8V83hcIBILBUDjkDQR4npfl1sLsrAVOUNJqSea7MQxj6AbPcebh5vL4OJ4r5nMcxyWSyZ1795aKxSOPPupyuxFGtWrNvFrVWu3iuXP9g4MY43A0WqlUPF4v2LWwlgUDStvN7LcuJ7Lgltdhl7yGoNgdd+2YeOp4hQLQ6rNPXRw7eHu0/P2P3/vfsvd8/pEnH/hPXY987JMPFiiQ9W/8wacvH/jai9Pnv/fb+Kv/x+df1M0dUXnkb74X+09f/oN93Bv7SdvyOivYy4ENuvUOukp9tjzrVZSvr7eP47j5uTnzdMQYDY8MO53OqcuT5jxyAMAYE4ME/P7t27fPzsxmN7Lm47Isz83NeTzunu5uXdcRQhzLabqRy+Ui4Ui9ViOGwTK4s6ODGAbHsuausdvHm3qFEFBTr0xvESOEAdszwUDR1GajEYvFOI5DyBrGhxASeB4BaKpinunhcLi7u7vZaMQ7O1uSdOnixY1MFoB6fH6g1J6p2cYOMADVDZ1S6vUHupLdK0tLhx//YbSjAwgZGhtDmOFYzu31IoBCNlurVk2cryU1EcIm15kCcA6HSYACRIORcLlUMgwjEu/oSCYTPT0TZ88uLyw4RGejbinY8SNHAKHtO3cyDOP1++v1usdt9i1vl0/bq2TP6aOb8yA2F/In2S8/qeDknQdTLx59XgaQTx491XPwzp7aD//x8dHPfPXT777+2tt+6wt/fP3T33i8SKkSu+1P/+pTdwx19+37pYND6wvLloJpPR/6sz9634Gx2JtlWd6yGMyGv17TrFFwimJnZ+fy8pKmqCaEiDEeHRlxOByTk1OS1AIAjJBBDAC6a9cuj9dz4sQJYhBDN2ZmZxmMBwcGMEaGbgBGLMuWikVD1/1+f61e4ziOUhoMBg3dYFkWAKjNxrK4ubSd2rZ4upt2DaBUKtTr9WQqJbdaZp8sZLcG4QUBAFRVBRu+Gdm2jWXZ9NLSth07MMbnTr+oqqrA822ni1p2CIBSzGBN1SgFQkkkFi8Ui9n19UA4pOv6zr17TcghHIspisxy3NzUtHm1WpLEC4KqahgjMzFtAeuU+kMRQzfKxRIg6EqlhrbvEByOJ77/fV4Q6rU6AFSr1YkLF7bt2KGoaigcxhg363ULoweweVDUtl1WzsBcpHYM+YZslCuFGTl4u/fEU+c07fxTz7nvODiKV+eXaod+u8McEuX9wD8XlhfWDKb3XR8ZX/jSp37z/XffeMtnjmv2y5Gjf6iHea0/8HrLW6Ngbe16RTFbryHTmCAYHByo1+uZTIba/CiWZbdtG+V4bnLyckuSTAsGABjjm268sVatnDt/fm5+XpXloaFBlmUAQDd0FjMYoXw+7/P51tfXGYZxe9wOUUQI6brGmUMizSFZprYgs68otjgkJv5hiyy3FuYXwuHw6LbRcqViaJpd+oERQizLshxnKhgAIASi05nq6ysVi4VsdmxsO6W0mM9nMhmLZmueNXbHDYZhdE0jFnZBnQ4HwzKnnz8ZjkajHXHz0Y6urmqlGuvoWFlYMFSdGrQltUSnU1UUjBnMMizDtGEJwSG43O5iPk8peHz+UCQ6tmtXo14/feI5VVVlWT5+9CgA7Nm3T1PVUCTSbDYVVfX6fPaSgFUrZEMilFgnh72Ubxa8we2+64D67DMzs88clw/ctYcDjufcH/huRbalefpPxtnWc390+y9+cSa8/yOf+V/f+9xtfPvlGL/JO/51+HN0i7z88R/9+lcNjM25WSjRmXC63HNzc6jtYlLKMsy20W0MwpOTlw1iGIa5GyEWi/X3Dxw/fnw1ne7tTYlOC6PTNYNhcL3ZlGU53tGxuLjA87zf5+cYBgEYus6xrNnOxbJdlqa16SNmFZfF6ieGMTs7I/B8/0B/LBYDSovFolnmZfmZCPE8pymKuQfN7ReNRj0ez/r6WrVWjcRi5XLp7/7mbxr1pnXtrL4AhAJgzGq6RiklBlFVDXNsIBBcX1uLxOO8IJhmv6c3RShlWFZVVbO5oiK1MIMJIRSA43mK7CQ0pRRBIBxu1GqaplKgiWTSFwz2Dg4uzs6ml5Yyq6uXz53bvnOnpqocz3u83nKpBAA+v9+CCy0IcRPQeNkSvmksROH6u/evHn3wwaOr73jnDQIw3SOD7PzcGisIgsA3f/ipd/3JUy198oknWr/y+a/+37/x7pu3MdXC1Y7smyhvkj5flTn5EU8Gm2oOAJQKgtDT3bW+vt5o1LeWI3EcOzo6ihBaXlqW5RYFs00F6evrkyQpk1kPBgJAgRKgFBm6jjFTKhYEgaeE5PN5t9ud7OmWWpKh64ZhsCwHW4wqaqfjMEJg9XwxK4IRwNLSoiKrwyMjHMfzHO8P+PP5XLscxfwpCA5V1WALUdjlcjndbqfTdfH8eUJIvdFcXVnRdA3ATkMBIYQSg2IW6wYhhFKEKpUyzwu8wwGUqoqi6wYFIECTg4MYoUqp5A8E5memFEUyiGHNbQAqCA5qww6mQvpCQUComMtTAF4Q4olET19fIBw+e+rU4cceA4D9t91WLhZD4TBCyGwT4g8EtiyJzZt/q7F41813X3f+i3974YZ3vcMFAM4DH/qF7N/+/mcffvHc01/5vT/8Xmj3uIiDkWD5xSPPL6cvPvKn/9dXJ3Wp3niLPvXrbMGuEHu/tuGNNrXnFd4ErjZ/mw9Q2t/XpyrK2tqqTdy2sDdB4EdHRoDC/PycrmkUoNmU0qvpffuu0zR9amaaEitA0HTdoIYkST6ff25+TpJb0Uh0YGCAGrTRaBi6zrGMyYZAdiyFKEUYmZPyLAOGEALIZrP5XL6vr9flcpsGLRqJNBvNVksCCmaxBwASeEFVVNS+wpS63G5qGF1dXbVqJbuRaVQrbo+btpPM9oUkQDFmNE0jlBBKKqWyy+OplEqRaLRYKGQz66bSCLzgCwTW0iupwYFSPp/dyFK7HsU8lTaDXApAKcOxHr+3VCwAUAIk2tkpiuL43r2apj596ND23bsNXdd13eyaXK/VRFHkBb5NmW+v9RXG6q3YtShw4K6dknLNPbf5AACQ711fePi/dB36j3fd8oH/2fjgP/zt+6MIJ3/tv30q8J337rr+w19jPvmtv9j/4qc//s+Vt+CzvqUgB8DLT0P6MgWkFAAi4bDP75+bnyeK3DMXAAAgAElEQVSGAVtRY0IEQewf6FdVbXJyUm7J01PToujYv39/orPjzJmzrZZMASglumFIzZbACy6Xc35h3sHxsVjE7/NxHFepVDRNYxl2ywewc6/2qQD2PJFGo7G8vBSLRa35rgAIUCgcZlk2n8tvFrUgKgi8pipbv4Xb6QQATde9Pn8us9GoNzxen1X1iIAQQigQoJRSzLKaplFAum5UqpV6vaaqau/QkOhynT11Wtd1MzcVicWy65nuVB/DcjMXLmHMGMQghGBAnMCbPeU3/zylgXBEbkpSUwIAjHEilWRZ1uPzaaranUoVCwWHKDpdLgComhj91Wu2dUrtlf++mYLcoWBg/7sPhu1aIs/uj//jycVSNXvpB//1jjgGAOTf/5nHZ4vltfMP/+eD+z9xKFf45w/4UcfvHM7e/wtX1wy9sfKGK9grXv+t2nVFStpuqHnFiynlOC6VTJYKxVKxZDk9CNotb10uV7Knp9VqHTp82DCMwcEBhsH79l1PCD35wguUGhSoqsiqIkej4Uqlks/lQpFwPBYDAK/XW61UCaEsy1qsdKsyvg2aobbvZxBjZmZWdIi9fX2b3iBCGDGRSKSQz4NZG4oBAASB13XDHExh4pAsx/E8X62UBUEglOrEYFgGAKxO8WAaICCUYIw0TSOU1qo1QzdWlpZYjutOpfqGhtJLi8VCHgAIgXh3d71Wa8mtRDK5srzI8YLcUnTDYHieExwUTH0lZq8gCuD1+xiOKeXz5hL4g0FJkhwORygafebw4Uq5Yg5VAoB6rfYKCvZT4B+C2mqkH/zGs7t++d74z0Tx2b9dwezI/BUCyCuoG6+S+7JAKaDtcozNF7QZsVue3NPdQxGk02mw/am2pmGEWI4VRbFarQAAi1lKqdvtGh/fvry8tLq2BkBLlSpimEg0traeaUpyX6rX5XQBpT6ft9VqyXKLZdkr6gVfaSfNzc3phjY4NMRgBmwsBAAQopFIVFPVSrncdqDMma6qqoBNVQcAt9udy2YJMQSeDwZDtUqVGNaIBwqUEEKs7llYMwxCaaVSAozSS8vBcBhhPLxjO8Oyq0tLuq5TBN2pJKV0aXa2d3Co1WiWCnlFlomhMyxrYSHIJHlYfFyEkC8YKuULZsCX29iglLo93u27d1++cCGfywXDYQAghDRqNb/P9+o476s8Dlf17Hj9RTn0uz2p35l87yff/7OhX28yk+OV0PmXP0i3XjrbwAWCgWAwtLyyoiiKmdsx6aeUUoxxPpdrNJo3XH8DIWRmdpYYhFIyOjwSDIZOnjzVainVas3r8SKA1dW0z+ft7OwEIADUa1dtMAw297jNV2jT7SzdWFtbK5XK/f39oihu/fQmHuLxeERRNCctmWKlwhSlXeABAE6Xq5DPV8sVwHh0+5imqpnsBqWUmMpFKAVCKMUcaxiGQYxKuVrMF5qNRqInCQiinYl4V1ehWGzU6wah3ckUxji9uOj2ex0uVzazrigKwhhhxLKsRQ2xDyQglFIIhsO6ptYqlVq1urq05HK7k/39O/fs0TXt3IunHA4HADQaDUKIz+/f8jWJfVXQVUdPOzr9N+2In1iEOz9/Znbl3Bfv8P5s6NebqGBbFemVQEVEt9jClzuKDMukkslqrZorFKwtQ0wSLG00mhuZjVgs2tvXOzDQX6vV5ufnCKEAsG/fPqklPfPMM0TT/D7vRjZbrdW6u7p8Xq/5HhzHCoJQbzYZjrGQaEuptoQcCGr12srKSkdHPGTPjLY/9eadaDRaLpd1a5aSacGopihbv7DL7W42GoVCwSGKiUSX6HJlM+v1Ws0EwilQQhGhBDEsAVqr1VVFzqyusizbM9inqpquaf0jI4jSRr1erZSxIPiDwczaWqvZinV2So1mMZ9HCLEcZ5OZrGZ4dswKTo+bF8WNtdWFmWm31+cQxb6BAafLFYxE0ktLhUIBAKrlMgBsJsHs9bO+yJadbQGtm9fgjd/1QjjVF3P+jGgX/NsU7NUSX3Clc7h5/+U+ouUGWj+o/eBWX9HcHNSGhimlHR1xgRdWlpbbhzKlILVay8tLotOZSHQCpT6fr7e3r1SuLCwsEIBA0D84OHD2/DmDEJ7nZ2fnEMBAf6/p2xEChFCX29VsNhmEACGy6XtSsDO/qqrOTM+4Xa5UMgn0VTdRJBqllBQLRfOLsZhlGUZV1fZ3pwA8z7ekViGX60okKFC3yyXwwsLCvGEYFIAQSqhBKGAMlNBysajq+sZGJtwRD0WilJKG1Ez09bq83pYkraXTBiHheDyfzUqtViQeF53O9OICUOAFvm2Bbf8TtS+zz++bPH8BY9zR1SXLrVA06nK7U/39gNC/fv/7AFAtlxHGvjZG314zMx1IAYAiRO37b8tryZsAcpiG6ydfClMDt2im1+OJRMMbuWytXgUACmDo+szMDM/xiUSCGNZguGAw0JtKFYrFpeUlSmmyJ8kxbLFYJITMz8+Hw2GfP2QSJszP53SKhmG0JBkBpdQwcXMbOwQKdGZ2jhA6NDj42ulUnucDPn8ul7MIUwh4nlNk2boKFACgXq/LsqxqWncqaabWevr6VFVbXlwi1iBJRCjBmKEAxUI+u5GRW0pXqjcU7yAUGo0GIBxLJAghtXIpn8vGe3qatVohl+VFR6K3N7eeIYRyvMP0D6kd5FrfFiFCaLVS1TUtGInUq1UGMz6/3zCMVH9/Z3f3S6dOtRqNer0uOp0se3VDJLtO75WX+c0wXz+D8hMo2KtZrVd45taYim46hy9/ZVvxbCO3BfCwiaVmIz4ECLNMT3e3JDWz2RxQSgmZnZlVZWVgcBBjbBBCEZjBTCAY7En25HL5lZXVfL6wZ+8eRVOnpqaaUrO/txeoYcY6hBgUgOM4jHC90QRAxE7fmcXzQGl6JV2r1wYGB3hBAGRTI8yZWuhqexaJRpv1utRsml+CFxyqpm06xJTW61VZkQFBRyJhZpc5lk30dBcK+XKxRAAIIRQQZhlNU2v1RnZtXXSK4Y4Ot98HAI16nQBEEwmGZWuVai6z0dHdDQALU1OCKKaGBlRVrZSKHC9sYcET24pRSsnq4qIqywPbRlvNZrlQ8AUCmqZJjcbY+Pg1N9zQqNd/+Mgj9VrN6/VuPdquUh474qJXPmKq8I/cHf97yVuQB7P2m9WC9xW1btNPa/MPqZ0Qc3vc6XRaN0h6NV2tVQcGBpyiCJQSw6BW018ABJFQuKszsbS0uLS0OLZtm9fjnZmbF0UxFo/rugF20E8oIZQ6Xc5GswGAzDGQ1p5EUCpXVtfXOzs6zPZmdpJsq8e7CYUAQCAYYFg2n8uZX8JkSwG0Ry2TaqWqqqrX66WEYoYxqzzCkZjX719eXFQVhZixJWYbktSs1yvlcjAS8QR8LMcjlm02moQQzDBun69Rr8utFmDMsOzayjLvEL3+AMdx1VKZd/C2dl1xdfOZTDGXS6RSXalUMZ+v12qBUKiYz2GME11d28bGwpHIiWPHSsWi18bot2T2EFh9h66Mu65Qqbddxqvlze6LuBXeeLnfuLlz7QMR7H8AUSDg8Xijkeja2trM9HSlWulKJHx+X6PRAAq6rvPAm6NHgBAKEIvH5hfma/V6qyX7fN7Z2RYAMmuliFU0jSgFVdfdHm+z2WRZ1hpgAkAJUTRtbmHB6/UmurpsE2wHHu18K8JbdQ1jHA6H87l8d7IHKPAcX5aL9hemqqLmczmGYcPRqNSSqWVVKCF6d6r38sWLSwvzvYNDhAAg3KjWCvm8buiJVMrp8RmUOkRRarUIBUKox+9HGLckqVouu73eQi7Hiw7NMFweTzGfl5pNnz8IQAEj6zIjqFUq6+mVSEdHOBalhDZqNY5hfD7f9Eo6EAxihunq7r7xllse+va3z7744o4dO6xvSm1OL9A2K8VakHY8BthKAL7x9kv5w0/8+99E+Ksv/vvf5MeU182CXekWUqD2fPqrxFqtK+ihbVX6caSzI95sNi9cuBAKhTo6ExQAY0wBDMMAE2O321vIssxx3ODg4Ora6urqmsfrdbmc2VxWJzo1aUiUUABD0z1eDyG00WyYbiMF0A0yOzuLEPT3D4Dp3yHLtJK2wwWofVJQK7uAwtGoqinlchkAeI7TdN0wdDMoq1ZrG5lMIOCPRaPNem0TQ6eIYXFXMlmr1nMbGwQBoaQly/ls1u3xugN+wSkSoLwotiSJIEqBsiwbTSTKpRJmGMwytVJZEByK3HK4XLzDkV5aMjtvUWK1uZNlaXl21uP1dXb3AADLMECpoesmAT0YDpvY4/U33ejxemcmJz0+LxBy5ZpsaptlwSjdYt9+3OX7303ecAv2yvDGy+FHepV6vvwVFCjVNE1W1GeOHZufm3/ve987Mrrq83pVVZ2fm5MV2e12A1BqWG+wsZGtVsr9AwOlcnVpeTmVSnX39FyeuDw6uo0ARdQc1meomu5wOCihpXKJAJiBXDqdrjeaY2PbGM4eWms7XQhRAxBGDJiJhfbcA4oooh6PWxSduY2s3x/gBB4AFFkRHCJQUqtUyqXywPCw6HY3mg3L57QaQiGP3xeORtZX13iXW9HVptRsNhrd/f0un9+kPPGio1Yqm+kHilBqdDSztqZpGi86JUlq1OucIFBC4p2d2fSqpmkcxyFEgYKm6wvTM7zDYY5cAUCyJAmiiClNLy5yLNtOeYWj0V1790xPTFw8d26gfxDammMRNK1+r2A99qZmwH5G5d8O02/9/9W3q55/lXEDe8GuSIuhV1ZFW+r1xszs3JmXzhQKxZWVdKFYPPLkkw8//P0f/OAH58+frzUaTtEZCAb8Pr8/4PcHAi6nU1XVrq4un8+Xz+dK5dLGxobL5VJU9dz585YhAkoRNojOYMbr8zaaEjEMQmmhUMpks109XS6X21YD6wCn9shw8xKYnXHtcNFE7mg4EimXy7qq8rxAKVE11ewmmM1mVVXt6u52Ot3NZpNaxoBSoIQSSmlHdxfnEJYXFkr5YjGXB4B4T4/L6yVACVDB6WrJLQJgMhHdgUAwEs2tr0c6O3VNW5mfV2RZN/SewUFN05fn5q3+u4Qszc0Q3UgNDprMLARQLhY9Xq8vEFhZXAyGw2Y/bQSAAY3v2i26XM88eRTa1OGXaZGpty+3Y2/Ly+Wt7yr12qgkISS7kT1/4cKli5dqlUqiq2vXzh2/8R/+Q28qxbHs4MBgLBYtFAoXL1x4+Ac/ePqpp1fSK6JTTCQSDqcYjYTHd46zLLu4uOj3+d1u9/p6RhCEqanpzEbGzjsRVdMRiz1er6ZpzVZLarUWFud9fn8s3kHA8iUJAUIIAUKt7C3YeMcmtNq+F4lECKW5QoHnWAqgyAqloKjK8uKiQxSTvb1Ol1NqSmbhFrHI9OaOxV29vYqqLs/P18plt8/H8bzT4zHb5PAOQVUUVVPbzQl7R4abjYbT7WI5bnZiQpFlXdPDsXggGlmem6OEAMLppeVWo5kcHBAEa2AsUFoplXyBgCAIlVIpEAqC7bkjjFRVHd+1a2119dmnn966EFuCT9Nw4R+xcm8LAPx0DH/YFPtYpAAgy/L6+np2I6Npms/jHRoa8vt9QKmsyD3d3ftvvun0iy+l0yt3HbwrEAxMTU6pulouV545dvypp57xer0Io8GBgZYsnzx5siXLia4Ez/EIo1g8Njc3+8gjj33wVz/ocrooobqhCw6Hy+MGjCqV6uzcHMPyqb4+Qgkyp2Yie6KjqUeIIIoNAhhtyQptwTpYlvX7fLnsRiwaRYBUTSPUqFTK2Vy2O5l0OBxOl9MMEQHAsJtXU6AUUcHh8Pr9p0+ckFutrr4+0eslyEq48y4XBSQ1mqY2EkpDiYTL41lfWQnH46uLi5Ik6bru9ntFl3j2+ZOlfJ4Qo5wv9PT1uTdRQdSSJKXV6u7pKWxsYIwNXbecPYyAQqPRuPnAgVKp9L0HH3zHrbdaXX9MtxRbhd7m9TD7utkz+N72FV9Z/t0K9mMfY5te5VZKWxvhbj+J0kq5vL6+XioWGIQj4XA8HhcEgdj4g9kLbc/uvYV8sdWSzp8/f+2+a2VFGd+xfWhkuFatTc9Mnz93fmpmppDPP/roowzDqqoaDoc1TZNakkNwjO/cNTU5+dhjj99624FwOKxpBmIYQFgUxYWFhcGhodFt2xBChAIyCGAMBIAhiGJEAGGKKAJkDtLEQK/MvFKzFQxEIpHpmelmU+IEQVFlSiGfzTXqjVRvHwUkik6zzbWtVwAEKAVCgQAwHFcrlw1dd7pcLr+fmJk3CoLopJRKkkQ2XVbo7O+fv3w52tm5MDW1sbKMMRZE0dfRcfnMmYkzZwKRSDQeD0TClvGhFBCqlkoMw7jd3nRzPhqLlQqFcDiM7BrTRrWa6u298aabnj9+vF6v+Xw+07IhbJssE9nF5oRLC05FFu35bbTjanlLLZidSjZ1TNf17EZmLZORpZbT4ejr64uEwwxClFJiIlpWxhQA6MjQ4IULF6Rms1Qpz88tON2uhcUljue7urt3797DC8J1+/Zlc7mjTx4llCwvL9fqdVVVMGZ6kslYLHrdvn3nz5+/dHEi0ZVoqXIIY0KJbpBcLnfLbbeJLifZ3EsUASKEYgZg0y+i1CJImFN9rqLhU6/fzzJcLp/jOFaRFUrp7MyswPM9ySShBGFGcDhKpRKYURzY2mWWMJfLrVaLEHLymaeDXYmxvddgQaCUOjxuikCS2sEbUIBgNMoLAuY4hPH89AwFxAkOzLLheMfZkydvv/feWFcXbCUQUloplnz+QKNeJ4Sk+gcqpaKh6yzHA4CqKE1JqlWrQyOjt952wOv1trtrgTX6ENtBqG2yqL2ArzBW8WdPaHVxVuoc6njdisb+HTHYK4J9r/Y0m1QIsFnI2Mbqm/XG7MzMqVOnFhcX3S7X9h3bd+/Z0xGPMwwDFn5oZ3MAzAIZl8s5OjKkE2N8fMfc3Gwhl+voiJfK5YlLl9bW1qRmy+V2ZTeytxy49dYDB0ZGRq697lp/IJhZX7948eKRw4dfeumMoqrp1dV6ozk/t1Cr1ZpSq9GsO5xO3sETAmbMRczAC4BQK1giCJmsd2p2DAVkacjWG0UI42A4lM/nGZaVFVVR1NV0OhKLuTxe81o43W7J7PhpN7oxHcW1xaWnH3tsI51u1OuLE5cf+ur/+vLnPvf9r31t4sUXCQWG5VpSywQeTZBGVZVYsodjGAbjUi6ntFqCQ9A0DbMsY42rvoKGIbdaitwKhEOlfNbpciWSPUCpqeoIIJvJZFZXNV0fGh4eHBzarOPGdp23iXm03UKw1Q/9XKgXaJf/54c//s8bBACUqft/8/pUR9fo3X98OEug9eB9HrPpEdv3yaf+5YPuzQ5I4i9+s/aq7/jmWrArD3tCSKFQWFtbr1arPMclOjtj8ZjZ8JkaNrW+zS8FGygnxHx45/j46ZfOsCw7Pj7+9NNPR2OxW97xjvmFhdOnT7tc7mw+x7DsNdde++ADD8Q7O0e3jbrdnkIh73K5mlKrUi43mo3Jy5eXlpYYjDVNnV9YFESn6HRVylWPz48pNivNCCVmKw6gFAHBgAFhSglCGFET+9ySDacAAAQIAIQikfXMuizLqqoVy8VisTi+ezdFJgeLiqJTVRUrUUiRoikLMzNzMzPZ9Uw2nQ5Fo33bd5w6+iTGuKu/P5tOL8/MHH/kEU1VVUXp6OmhAJQQCozcavUMDS/ql1VVxZLkcDjqtXo5l3U4HP1jYyvzC0Pbd2xdgUqpiBnG6XGn5+e6u3sEjvf6fMV8rjMez6yvn33pJYTxDTfeFI1F2xWlgBAQK0KzrRZFCP+8cQ+lp//rL/zOF48tbv88ANDMtz79BfY/n1q9Q/rH+97/58du/ORq85cfqH75HgEQYjgWSq1/oAAgnfij9339hjs9r/qub42LqCjKxsbGemZNVRS3xzs8PBIOh9BWJkdbqO2CmH4OoWb5IEYoHA4nu3tmpmd//dc/MjU1/eyzz42MjHR3dS0vLy8tL1UqlXfdey8CyOfyg8PDmGV8QX+1VhVdru7e3r6+vnQ6PTk5ubSwAITm83mp1XLw/IG776rUqwkAAAKAzWYcZg85QAgDIiaGaIVopg02C6vbnxbMcQ2iyymKzlq1hllm+vIkwqh3YJDaqLzocpoNsSul0vzMdHp5RdW1UCzWOzy8trIS7uz0eL3X3X77ySNHAODX/uiPVmbnZs+eOXvs+Kknn3Q4HJqqzl68ODg+Lkstt8/X1dd3+qmn6pVKIpW6cOpUOBLuGx7xBoNnjj9bzGYjHbE2B6NSLPoDgVq5TAgJhEIANByJzE9PXzh3VpUVnuN6kslINNrubWzlltvKtjXK2gIq/jyIY+9vf/l713/lI/8PAIA+e2F55723Rxme3HHA93dPT/1yC7r3OwXBVhheYAG0i//vX6Z/7e//e+zVr8EbCdO3CbxbnMNquXx5YuLUqRfSKyuhYHD37t27du+KRqPYnBq0ZZtueRvaXkxAiFgWDAPA3mv2SpI0MzN38OCdLqfzoYcemp2f5XmewUxHoqtarbx09qxuGInuLoSZQDCEEDIIqZTL8c7OQDC4Z8/u3v5+luP8AT/LMGdOn/76l768ll6XZZmYID5QAogANeEH60EEFBCxHULDYsFbTiOhlBBqUEooDYbDzZakadrszKzPHwhGQtQehcLyXCGXX11aevbo0fX0arK/7453v/u6W28rFYq6rvnDYW84tHP//nBHx+LU1KWTLyRHhu/40Ife+asf2r5vX7ijs1mtHvrOd/6/z33u+COPZNPp5PCwx+crFwpOj6daLDqcLqfX29Hd7XCKC7Mz7avZakqKovjDoVIu7/X6BIeAEMIYLy8sZFbXRkZHXW63x+u1+6cCAqsTiekigq1dCGOgBCG8RcNeOQX6syTY0zk41BcREQAAkxyIXX72TI3qq0ePXsrlc6srUw//7lg8lrrpY/80Y7a7pOVH//rx8f/zvsRrKdEbngczF8YwjEwmc/r06fMXLjTq9d7evn379g0ODro9tnG9AmM0X2l7I+33spNNYOVtaDLZEwmHzp07y3P87bffBgAPPfT9+YWFYCh07733hMLhixcuSM2m1+cFoA6HILqchkFacmtqaiqXyz1/4uTK4tLy0pLgEL1+v8/vRwxz+oWTKytpQhBByAAgQA0AgoBQammazbEiZscEhA1CzBsFZKoWJUAIBCNhlmHzufxaOp3q6zN1r16rvnTq1GMPPrS6vKzr+vbdu+953/t27L3W6fLUK5X0wjwvOALRiNvvjyeTXYODGOPLL5wsZrMUwOHzeYLBPbffNnrddQfvuy+aSGysrBx54F/u//x/l2W5Wa+X8/nugQFFlnVNwxh39fZupNNW/1NKK8UigxlREKVmMxAOE0JWlpbmZ2ai8Xg4EvHZ7bKtBqrWNEtk9quzFtI02xQhjGFL3+x2w7o3bB+9yYKTv/FXH1n63R3JbR94AnrDXqHjpg9/6mun11ee/nj9c//xH9IEgCx/60uL9/zm9Y7XfKN/h4toK8Ar/MpK/wMANJvSemZ9Y2PD0HV/INCbSgWCQftZVyL1W0HFLaQQ+y9YzzEtmElFZzCza+euJw79az6X8/p9N91005e+9KVGvfEHn34Xy7EdiQQh1Ov3zc/NI4wYjmvUm2traUMnpWIp0d3dO9gPAKqup9MrwVC4q6cHY9yQpGeOHIl1xN1eLwYK5jlNKSBsbi/c/vDWRtxaiU2sPJ55DLJcIBw+feqUIst9gwOryytTly9vZDIIM12pJGZZVVG6U0nEMkAoAC1kM/lMpnd0VBCdTo+HUNq3bVsxmzUIOfnDH975kY/woqjruq7rADC0e3e8p2d41y7E4IkXXli4PCVL0tLMzPCuXc1qVWm1RnfuTA4Ozk9OrszODo+PA4CZX66USwghhyhOX5pQWq2eZNLj8cxOTjbq9Ua93hmPm4AhWAEYtO0Zsuf8ImR7h9juB/TzpFwAANCqivd85ezv+ZF+4bMH/nx4bO87b7jZJ2Lw/OJ7dnz2+JwBibWHv9e4638M/ohG3G9gDFYoFDLr68VSmWGZeDze0dEhiqLF54M23k4375hiEpPaUY1JeScAVqYFmXUuNqJFx3eOP33s2MTk5WuvvSafzye6ulqt1qnnXzj4zrvrjYYkNYeGhjOZzPzcnCAImqZpmt7R1TUytu26G29ML68U8oX6xCWG5Vie8/h8vmAAAWq2pKefPHrHu+5xODgwk1DI+tf6QQkCDJQCNqGO9lmDzCkpFhGMkkg8nl5ZURT57EsvSU3J6XaP792TGhhiOe7U88/phqHrBrU63tDL585pmtY7OooxFt1uAOjbufP8iRPuQKBaKFw8frx7eBgAVFk2s21Kq2UQg2iaPxTCCBiGCcZiHMe1mtLpY8eWZ2dcbk9hY+PZQ4ddbo/b7VbkVncqlV1bJYTMT08JHD8yNub3+xGlPM9vrK4qcsvn929JKCMEVqrZUjKMLcsGGL31LKA3Tmj9iU/fN/cnT//Z0Kmv/2v3e39n7rMHPtfz7e9/or/42KNT2w+OsjR/5NDGjZ/5Ufr1himYYRhf/OIXd+zYcdNN+yPRCIPxVXHV5r/tNMqWPCYQarbvpG37YL/E/IkxBgqUUo5lR0dHTzz3XDgcnp2bu/aaa0W368Rzz0mKLLWkhbl5j8dLEYp3dno8Hl03Go16OBwWRefU5KSiqBuZDMNx19xw4wvHjyf7+yPxeHZ9PdbRWatUjj/15C133MnzDFAKFJn9PxBCyIQQbb/InKFkMe0taiy0mfKIYS5duCBL0radO++69954Z6fZ/JAQyjscFKDVaplnjCQ15yYuewP+eCpZyGyIbjcgxPNCZ1/f+tJS1+DgzJkzgVgMADRZppTWSqULJ05U8vloIqG2ZFVVg7GYLxDYd+edmNCJF0/JLcnj8xNdn3jppaOPPgaU6LpeKhTSc3PxRGLH7sQZhwUAACAASURBVF0jI6OCIJgXMxKNzExOUUJ8fh8yuaJWV2MwwUPr+xJqPQgWDGTJz5n9AhT9lT9+/4c+umsbid3+X771y7HELX+269d+afTzTXHovX/2tQ/GkXb0zOy2m8d+5BSk11vBbEOkqqrD4Th58uS20W3xeMz8nf3hwTYLtr3a8vorbFrb1G0GZmDOebB3MgKAfddec/z48cNHjqRSqVA4VCyVpUbz6KHDLo8nFI3c8a53KXJLarVCkfDpky9ksxlFURKp5ML0bKFYUFXtwN3vDIWDhx97TFXVWEdHPptttVrbd++em5p6/tixm247wDKc5Z+awCIgBBRRBEAQwluJzGB/1HYZyz985ctyq+Xyei+fvyA1m+/74IdCsZh5SgiiiABkSTLPkfWVlUIud/0ddxBd5xwCy3EGpQAwtGfPyvR0sLOzsJE5/+xx0emqFkuF9fVThw5VC4WB8fGu3t5vf/GLgsPRmUzWq1UAAIZJDo+sLcwlBwd27N0riKLb7QFKmvX6zMWLhWxW4IWzJ1+YuTQRCoVi0VgkFvX7fLVqpSW1goEgADUNFAJ7pox9xS3qBjJReoTA0sPXcwu9lcIM/eHxJ8277us+9YPzn2r/Jv7Ovzz0zr/c8tTb/m7mth/jHd8oMy+K4ic/+cloNPr3X//7ixcvXhGqXRW2Wavzslhusy79ilDNzDIhZAMeCAUCAY5lJi9P5vOFs2fO1mrV2w7euX18R7FYTHR3RyJhCoAQFkVnPJFI9KQK+fzU5OT58+fq9fq+m/f39PVqOhEEgeW4SrXicDrrjQZi2N37rs+sr58++YIBhCBqoYiA7DuUUDCINbBy82amgBEQoGdOnbrw0pn+oaFde/bcce+96+nVv/mLv/j+d7+ryIrJFmY5TpIkswXI6WPPMhjv3r9fqtedbrd5BSjQSFfCGwwuT0xcd/BgeSM7ceLEwuUJTVH6d+wY27evd2Tk5OHDtUKhZ3Aw0d+vynKjVgMAbyDg8ngyK2mEUE9fXy6zbuh6tKNjYHT0wx/72Ps+8uFr9+9PdHXJLeniubNP/vCHD37nu0cPHa5Vq6LTaQdepnPYTjO3/cQrOwj8vNmu11neQD9aFMVPfOIT0Uj0/vvvv3jxovXoVufwNVBd2m6fZqOIlrpRSgiy42/z/5Vq1eP1UQBCjFRfqq+/3yE6kn19kiRdOn/hxHMnpianVpaWVpZXsusZgecVRV2amy8Xix2Jro6ubsywlXLF6XJ1dHdnN7IsywJCS/PzHcnktl07F+bmLl24YFAwzP4CJpBIqWGB8sRieFi/ItZ9SiVJ+s4/3u/x+Q7cfXe9Xrvl4J2f+uyfDo+NvfDss5//0z996bnnKKUsy8otiSKQpdbs5YmOnh5/MKAqitPjtV1MRAntHRvLLC5OvfQSUForlRwOR0cqFevuxgxz+cUXM0tLTo9ndO/ecDxOAdYXF80L1tHTo6lqIZtNpFLry8sLs7ORzo5YItGVTAZCoaGRkRtuvvne9/7S++67b9fevW63OxQO3/Pud7cHnVm4oBUNWypmx2VXHZFv69iryhuiYO3El+hw/P7v/340Gr3/G9+4dOGiVbpsQVC0rTRXZJjp1oyKyUK60oIR0uYTAKWapi0uLXZ3JwYGBjxeb7FYBApjO8bdHs/I6GhHZ+fkpYsut9vl8wpO0QB6/uzZifPnm/XG3htuZDhubm5O0/XVleXOZLJ3dJQYRi6bdbrd2cx6tVoZ2L69b2R44ty5uZkZMydmUGpQMEjbXpmPUINQg1KDEus+oQ9865/KhcIvfOBXOpM9BiEb6xmX2/2rH/3ob3z846LoeOjb33nw/m9osizLsqHrl86eadTre26+WWo2AcDpdrVjvPzaWqVYKGWzazOzB+67r7O/r5jN/v/svXeUHOd1J/p9X8Xuruqcp3t6evIMZpATATAAICgGUaRMSSYVSFnZkhzOvnf2vd2133rXZ5+9z8f7vH5HXmu9RzZJiVSOBEGCBEgCRAZmgMl5ejrnHKorfe+P6p4ZQCStQNK2jPtHT3dNdXV3fXXr3vu7v3uvqqrNRiOfTq/OzamKYrbbe7ZudXZ0IITSsZi2Bqxeb7HbQ4sL4aUlgiQZhtbp9DRFc0ajdv7KpdLC7MzUjRsqxp2BwEOPPDKydSuEuD2nE7WomFpCrPXYUjO4/hTgdSfjtvy8vMeJZgB0LPvVr35F07Fb7RhY70K4ia4BNjGqcAtB2LSbxtNph2AArIVCQMUOu8Pn69Dr9J2B4Nz83PmzZyORsLej47HHH5dkZXpiwuF0+ruCvkDX0vw8VtWOrq6HP/pRt99XLhYia2uR1VVPZ2egr7erv7+Qz8uyXK/VUom4CsDWPXs6OgPjly5FIxGlNYMSqxCoALRfAhVjFbb0TXucm5m5ePZs3/Dw3kOHvD4fADAaiahAVTEODvT//n/4Dx945JFiqbgwN3vt3PlcNnP17FkDz43u2VMvVyiapmgaAJAKhS6deGnyzTchhIN79uj1em8gMHrwoCQImUikWi7PXb1K07Qqy/1bRyHGBp7XGwzZZFI7x6qqyrKcjESL+cLQ9u0UzazMzVtsNqDifDY7c+PG/MyM2BSDPT19/f0EQXb3dDMsA7QUGIIAaAwxLb+8fp2s41I3yW0b9nbySyjYOrnxl/sECHSs7qtf+YrL6Xz22WcmJyZanvzN2ECbCtXWrraLiNftXIuRhFUVI4i0CCyVTheKxUCgU8W4q6urKYl6g37/HXfk8/nLFy8ZeN7j6zh0+J5MOjV2+QoG6uVz5wrZrNPrHRgZqdVqVqeT1RtkWS6XyxTD0Dp9/9atrE4XW1tDJLm8sKAFXbsOHbI4HJdeP5NJp1sxGAQKxipspZU1/pbaVj9REr//7LMEQTz8+OMESTo8HghhNpXE7YASA3Dw6JFPfelLNqdzbWXlr//zf569cb1nYJCm6Xq1qtMbYiur5158ceLCBQjh6IED++9/YPfRo6IohmZnnR0dRoulUiic+eEPVVnWG42QIHbcc48syQRFm222YiYDAW7W68vTM9VSaXDrNhWrZpuN1enXVpZlSZq+Ph5aXKJpun9oaHTHDofLFV5dNXAGt8ezbjZbeKnWYHQdsm9nwlrr2sp2Qtj25Dfeflva8j7lMnQs+5WvfNnpdD37zWcnJyYA0OYS3EyuWUcUcas3mnoTnAjXATptFRuNRiQadTgcZqtVFEWny2UymeZmZ71+39CWLRCDTCY9NzM7NDraMzCwurz84o9+fP7110mavvu+Y4yezaTTZqutKQjlUklvMFjd7sWZGcZg6BkeLubzkijGI9F6Q1AhBASx/8gRPc+fP326VCpqTmDLlAGsYFUBQMGqAjQgBB//wfdTsdihe+/1BgKqihFCnNGYTqW1fJf2wwDGLM309A984NFH6tVaOpmMrYVC8/ORpaXJS5emLl2iKGrHXXftu+8+V2cnAMDl9xmt1tWpKdZgsLrdGIDZq1eDg4OJUKizt8dis8uyRFKkxeUuF4qZRGJ5dhZA0LtluH90S7PRqJbKWFVWF+YzqZTRbB7etq1/eNhitUIMkvF4Q2h09/QgiECrOAW1cQ2N8HxLSeVNetZmT/2GMTneNXn/yL6sTveVr3z5a1/7m6effubJJ58cGdnyViAHvvXlBo7f+qMqikYpXFxeoWnG7+8EAEiSpOf4nt6+iRs38oVCOp3u6OzcvmPn3PR0NpftGxoql8o//d73G/V6R6ff6e0wWayt0WEQRkIhi8Oxdd++eDgcC4UsDger19dqtUq5Eg2t9QwNYQQRSd1x7OiZF0+ceeWVIw8+pNPrMYJAxbDFn2yj+ABHV1YuvnHG7fPtPngQEVr2D5oslmIut9EDVLPQAGMAOLPZZLEgghAajf/vT/6EYdk7H354ZN8+i9vdYl21YB7YtWXLxNmzsiAoiiIrCklR4eXlZr2+8+57AACKLJEUZXM6rxbyS1NTwYEBX2eAIFA2mRJqtWI2AwG02uw6vS7Y20u0oiwoimIiGnV7PBzPA6iN8EQQYm2op3bCtS7Zbd1qa17Lb9R+3/unXewDv/3rH+T9DBh/bQv2dqf1JuPT4g/pWN2Xv/xlr9f7zNNPT05MrAdaGNwEcrSavbUvrNYgOW2bqipYRQhGotGGIAS7ggghrOKmKJEU2d/Xi1V1eXEpFo05Xa6d+/ft2Lc3n82de+NMLp1WVVUFwGixUixNsayOM6STSYORzyQSDq8XkmRHT7c72EWyLMtxiKJymfT85IQWbqkQUDrdHceOSaJ09pWToiiqCsatiAvgdp9tSZJ++M1vqqp69wP329wuVW1xF81Wa7FQWPcPWz8TA4xBtVBMRqN6zjCya1dHVxcAYPba2OrsrDZDF25CjPq2bycIIrK4lIlEsKLsuPPO1akpiiQ7+/uwilVFFRsNudmQZYkkCG+nv5jLLU7PTI+NsXpdR6DLaDaP7twZXlneWDiM15aXEUH4/Z1at+I2rnETPUrLOWysqVZ8CVpB2m14453lPQc5bhHNV+zo6Hjm2Wevj48DAMA6eQ/jW2bXa0fZIHm0HkG1Wk0kkr4Or4HjtJhNkiWGYWxOh9VhX1pYTCYSHn8HhtDXFdi1f9/q4uLqyord4dDp9ZVSSWpKsqzYXK5qpdJsCE1BMDudWkMAk80+sn+/nuf0PN8UmtfPn29Kkoo1PAPqTaa9hw9XypVzp0/LGCtYaXmJbbLv6RdeSEQi2/bv9wW7ISQAbN0dbG5XvVZr1BugFbK1Tk1TaJRyOYIka+WKnjPsPnTo0ac+bXe5zp048cxf/EVkcRFuCnwZhuno7p4fH6+WSgaTyenzAQBkRREqVakpFDOZRDji8HpNZks8El6YmIythSiKMpkto7t2eXwdJEU6vN56tRqPRBBEEIB8Llcqlbp6ukmKbOEZmkq3iIgAtOB5jXOIIGrXXcJNPTlue4XvKL+Kgv2iUMdmCsCmjQxNf/nLX/b5/M8999z18eubkEMAtLmV4GbovoV2tHYTm81YLGEyGT0eT5swASRJIimSoqiu7u5wJFytVgLBIAa42RTPvHrKaDJ6Ozsr5bLL48YAj128KDYanMlM0PTa8jJBUSarVcUAAKgCrON5d6DL19vj8LhX5ufPnzypAFVLHysYWFyunXfdnUkmL73xugYkKi0gEaaTqfOnT9nd7sHRUavTiWGr86qqYofTBQCIh8Nt6AZgABRFyaRSkop3HTgwtG2bLMlL09OhhfnO3p7RffsatdpPv/GN408/XS+V1lHywNBQMrRKEISOZVempz3BLrvbfeZnP1udnS0XCjan3cAbJVmKrazyZnP/6IjH30FRJGc0iU2xMxiEALM6/fLcHABAVZRIKGQ0Gm0223pI1c7t4/Y6tzbCdsJkfQ/NN27nyn5jasLefXm/CJubTBDGmKbp3/3SF30dvm8999z4uh27hfjbQqc2YESNXLsWjQAIu4NB3OYuyrKsqqo20zEQ6KqWK/Va3el2K4r60k9+mivkHW6P29fBmc0Wu0On15fy+XOvvQYgMlmt6Xhcz/MkwwiNhtKia2BEkuGFRXd3UBaEH3/jG9NXryntEi8VAJffP7pvXywUunHxsqoCVdUQRfVHzzyNAdx15512jxe3ZiNpTiLw+HwAgEQ8pvWvwQArsjo3OSmKYldvz+DWrV39/ZzJOLB167b9+ymaUmWps6/XYDTOXr78zJ//+ZVXXlEVFQG4cmOCZlhWpxMEIZdIjO7e07d1dPb6+NzYGEmStXKlWiq7O3wESfq6gjqdoZQrECSpKjKEcGB0FGDAGY2JWLRRr8WiUVmWu3q64caNcD3R1U58rfcb2Kxpb6lNtw3Z28j7zojWEEKs0jT9pS99ye/zPf/882NjY7d2HcVtDsd6MQvAGMBEIlkqVTo6OiiKAu06kmazCSCkSApDaLFbVUWGBKpWaydfPJ6Mx0d37VZVVazXzRbLsQ99yGix0Dp2dWnpzVdOGkzmarlsslohSeRzWUlRk9HYxZOvrM7NZVPJLXv3H3z4YanZPP7Nb55/9ZVms6lqaCFW/f0Dfdu2Lc7MzE1oQZp67uQrsVBoaMcOs81mslnVVkUYwACoWDXZ7ARJZVNpjd0lS8ry3GwmnbJYLQaj0WS1dnT669V6tVzyBbv2Hz169MO/te2OO7YfOLBl1y6h0Xj5W9/623/3717+1jcT4bWd99yjKEohnYYIeYPdBCJ0esPK9LTcbHb29gxt2xbo7RNqtWajDjAuF/Jmi7WUL/BGo15vcHd0cBwnidLU+Hg6Hvd2dGj9rdbvaNoJhwBBuKFIcIMv1Y7Nbiltvi1vL++xguF1GLAdaLXvlxhjmqK++IUv+Pz+73z7O2NjY+291qHs1rws3IZB6vX6WiRiNpssFpPGWMcAAwiazSYAmGZoAGBTFCFB6PSGF3/849DSyt5Dh4R6nWKYYrnc2dPDcty2vfu6BgYokjxz4sS1N9+UZYW3WAmKmRu/ceHEibEzZ5pNccu+fV3DW9zdwa0HDvj7+0VRvHHu3Gs/+2kum2mxEAHo27rN39c3c308NL9QLpbOnDjh8HoD/f2Ojg4MYSszpqrab1Ax5k3GbDqNMZYkaWluNhmPW212o9ksSxJN03a3G0Gg47jw0rLYaDAsE+jt3Xvk8P2f+uQTv//7e44eLWWzJ559dml83OpyqYpSr1QYlo2trkCEjj7yKGcyZZIpq92BEHJ6PGJTzKfTQr0mNUU9z9VqVavDDgF0etxGs4miqGsXL9Is6/F2aKvUjqxaz9e98/WuAeulQwCrbeewHbCB26r2TvK+9uRYhwfbVeaApukvfuGLX/+fX//ud74LMN6xfTsAQCsOaeWi2zC9ivHC4gLN0B6Ppw0/ag9QEEUAIEUzGIC11TWdgRObzemJyaMPPuj1++bnZgmKFBvCll27BEHQm4xBi8VgMk9cuvTi88+psowINHnhfLlQ8Pf3jx486PD7hXojGY0Wc1nOZu8cGMin0ohA8ZXVs7X6jjvv9AQCJAUhBFv27RMajesXLyQjEVVVtx08xOoNvMWqtsJJFQKAsQoxhhAazZZysdhsNlcXFkVR0HEGgiRDS0uSJFI0bTQaFVl22WwUTYWXlrsGBxBJQYAZmuns7fX39gKMJy9elCXpxD/8QyoWkyWJM5s7uroC/f1Gs7mQTl15/fXpK1e27d3n6fRDBJPRKE1RJEXKkkQgwmy1QgQIgPydgaWZ2XQiwTAMQRC3hNOtqpS3CrNbXaW0myXa0MXfMPln0bYNbpKNjZsi3Zu4aetxMwZaqNwupmx59DRNf/4Ln/f7/d/97nfb8RjQUkYb0D0AoVCo0Wz29fYAjBFEGMM2OI5FsQkAoBkWABheCymKXK1UeKOxd2hwenJSpzeUszmdwRAcHBAlSWfgFFV1+Xz3Pf44xrhSKiXC4Uqp1LtrV+fQkKMzABBieI6k6VK+QBv0nMXS0ddLMYzN66lXq1dOn164cb1SKisYYwh33HVXPpefuny5e3gLxdCOjg4Fa6Ai1vq9YQwwQKoKrA5HIZdfmp+TFdlktRIkaXHYAQRiU6QZplGvG81mRVU7OgMA4/Dikqqo7aZoYOrixUIm8/BTT977kccIilJkmaZpu92OEIouLS1OTLB6vdlmv/zaa8V8zmq3syybjsdL+bzZZi3n8yaLhSQooGIAIW80MjRN0XRsbQ22/YVWYbLmELRWp7VQcN2OaXQNhG5a2E0p51+R6PPPS37Btm1vSvLyt794IOhxBw/+7ndW5Hc44j9dVWorGAMYqDRNf/5zn/X7O7/zne9evXq1nYrVWkZjjHGhUEgm0xrbUMUAIog3MCwoihIGQBtlMj0xWSoUO7oCPQMD0zduFPOFrt7eZDIRHBzUZuvpjcZ6tRpaWFibn9915EhHT4/JbldkeXViYvLChcjykqxiFWO92VwqFBFFU3q9yeGweTz1Wq1rZAQgOHPt2tLUZDISUbBaadTTkbDRaq2WyxAhXXtQA4btBjgAq0BVsWrg+WI+VykWA729xXzebLXSDINVrCoyTdO1StVstzMMUy2XOnt6REGIh1YBBgiAUiZz5fRprKrJcDgZDgOMe4aHnX7/9YsXJi5c4Iyc2WoRG/VAb0+lUPju17+eisYQQpHlJanZZBhWaApWux0CCBEBMYiurbncnp6BgYW5uWq12lKQ9XRxm+MJIQKbWyFo8ptN16i//idHR+/8k6taA5N227aVEx+b+ff/95laKlr7yPdLgiAI9bm/OKic/LM/a/xvl2PRN7+U/dM/e1V4+6O+vwp2CzdqEx5F0/TnPvuZzs7O7//wB1fHxlpeJIQAY1EbhMfzHpcHt3tyAK2vLoQYY1ESIYQURU1PTszNznr9/g899hhJ0/PTMxTLpNNpWZJH9+4VBKFer0eXl5dnZjLJJG+zbzt4cGT/fk9v76777rN6vbVy+crJk2d+9MPZK1cwxtViEdEUozcggvD09GIAcsnE6KFDjE63Nj8fXVlZmZk58fTToiQ9/NnPipIYWlwQmkKrJKz1qMH0oF6taV+S0RvKpaKiKE6PBwCgDXMhKbJWrfJGo9VuL2QyrF7nDwZrpXI6GknHYs/9979Ox+P+nh6Pv3Ntbt7icHzpj/7o4LFjPUPD8bW1H33jH6YvX3G4PVv37LnvsceEen1m7BpNU2uLS6HFxeXZ2VIuDyBQFQlCUK2U89ls7+DA7v37K6XS7NRUuzilBcG37RUAGyD9zeDhb6p2gVbbtuf+YJQEYHPbts57D5vOvT4XiQN/QM8wDEPTJJQEQVYx1koO3mIK3oa8twrWTqjeMsoYALCJwtvi9EKKZj77mc8E/J3f/8EPr42NYYixqmIAlpaXVVXt7evVOHCKqkKC0OYjaz+tKYoERWWz2e99+zs0TX/is5+xOp3NplAtl+wO5/zkpIHnbU7n1LVrC5OThVzOaLN1DQ71jI7yNpszGBQFASDk7enZcuBA59CwzduRDK2FpmfmrlxZvHFDURUVYx3Pd/T11yqVRGht59GjBMMkw5GZa9emLl7s3bqNZtntd9+tYnD51ClJElWMFbVdJ6biSqW8sjDv8Hr0HJfPZjOppNlmpxgWY6AoCgCQpKh6tWrgOLvTpSpqMZM1WiwIwTPHX/ju//gfpWLh2Ic/fPdDD509flyWpE989avuDh/DMMM7dz7w+OM9g4PjFy/88BvfWJ6e3r5338ju3YlwpLO3F0DgcLsbtaqqqKsLixNXr85NTFw9f15VVJPF0t3X53S7r168qKoKAC124Uaaax3guIl32KoceouVvFneiwvp/ZBfpm0b/+AfPDb96aDV1vv5xcd+96juHY76Xn9tvMHVa2/R2sKsW7NNyU2Kpj7zmc90dXV9/wc/vHz1KoAwkUgVCsWenm6KotozJjFoZchUDCCGUJRkRZJ/9P3v16rV7bt3Wx1OhmEqpSJnNtWrlVgoxBoMF197Lba2ZnU6dx850jU4yBr0sqJgAAw8b3G7M7EYwTCyqtKcwTc0eOC3PrztyBFar1u9MTFz4cLSjRuRhQWD2WTzeNPxWCGT3Xv//QDBiy+9pDeZzE5HdGXV19e/7e67SoXC1TfOyIraNl+4XCqG5udpvW5w+3ZWr19bWZElxeFxY4AhgoqiAAAkSVIxNvA8zTAGnpsdHz9z/IWVuTmAQbVc3nPnnfsOH37+r/+6XCh8+NOf7uzpISmSYVmDXk8jdPSRRz7+pS/RLPv68eP/8Ff/79C2bTTLrC4sKrJC07TD49l3911DI1s7u4PVciWfyciSNDE2Nj815fX5YuG1+bm5Vi5kPeW1aeU2BG6g8/865J3btv39m1//P38w8vXxUGj8bwe/+3/83erPedMbB3rvvuP6OJVWdnmTIcVtX/+WNwAAKJr6naeeDHZ1/ehHPz575mwoFHK5XFaLpUXkw1jFGAKEMYAIaQh+tVodHxuTJdnt9XT19gAIlxYWKZp1ejouvPFGNp3S87zd7e7ftm1w506T3U7QtAqArMgYQgyhp6dHaDQkSYIISU2xlM1BRPi3bOno7evfuye4dStBM6vTUzOXL8fXQoosz4+NKbIi1OqyJLu7gkKtBgkUXV2hWP3wgQPZRHziwgVVxYqKi4XC2tKSjuc7e/sQQXAmYzIctthsFEVr9xdFVSmaqlWqCCGGolYXFmbGxmdvXJckadehgxRNu7xef3f3t7/2tejq6pGHH962dy8CGCHIsiwEkDeZ8smErzPwoSeeuOeDDxWy2ef+5m8wBqVcrl6pJKMRmqJ5o1Gv15vMVoqm7rjnnj0HDwR7ezneqNPplhYXK8USaJmg9T+b/MA2Fr++8V+Pimlt29bCC2f//Xayf9uWXZ/6tx/fyiOm69FHRpeun5sI7/7oR/rN5oHffmJPeGrp7WGO99SC3cyhQW/zabe0D8CYIqnf+fRTXYHOZ59/fnl1tTPgb2eaMQZQBaoGcmg4hyiKZ15/XRTFvQcOIIIMBIOSLM1OTZIEkYrHoqshvYHbdejgyL59FE3TLKtiTNK0qqqSLGtzgIxOp9FmL2WzKgaKIlcKeU3ZWCNfr1TdPb1bDh4YPnjQNzAAMM4mUyvTU8//t7+cvnxp//0fsLpdawuLVo+HpJnwwjyEsGfbtujK8uz4eD6XjSwvcyazr7sHEoSKAUlS1WrF5vVgCFWAMYSqohAkVS6Xspn0Ky8cn7p2zep07jp0qHdoKDy/UCkUHvzYx6auXp24eHHr3r2HH3qIQAhBSECo0+lEoe72esWmWMhkEYSHjhz9g//4H0d27kyE11KxWLFQmJ+asTrsCBIQgfDqKkVRPr+fZVmH02lzOMavXesMdDkczjaoC9bnWbbwo5u4yW+1rv/SfcJ3Elx56d8+/v9cbeDSub9/2f/hw0v/6fCHvzYvADl2/IW5kTvuHvFdqRfAXgAAIABJREFUP/FaRsWlK2fmg6P9b5/t+qcFOTYJBJudRoIkDx8+7LTbJyYmxsZvtDLK2igjRdWWGGMgK8pPfvzjfC63Z9/eRqOBCMLl8bz045/M3pigdTrebCFpurOvDwAoK4qsKJROhyEkaFrBWJFlDIGKMUHRNr9PFEVFVRBFCfV6KZdTMTaYTNVikaApRVENFovV6737iScG9uzp2b49PDubXFur1xtCo2H2uFdnZwWhYfV25FIpFWNvT8/kpYtjZ85yVpunu0uFUFFVSVEIkpRlBRIItwn4siwnIpEzL70UC62ZrdY7P/CBO44c6RsajqyGbly5MrhtayoWW5i44evu3rFvL1AVBAABEYLQYDA0GwLPczzPp+MxgAHD0Hq97iNPPvXJL36xs7u7KQjT42M2hxMiUMrnq6ViZzBIkBQAQBKE7zz9D7VK5dhDD3r9vha7F28iR21yCFuP4DdVkd5OoPNjf/TRqc9tHz70x9K/+a8fcd3xv/+X7S/81lBn77H/af9P/+3j+7/4V1+p/V97/b7t/yb9+b/8TODt1ehdSzS3ksK3bvx5dVqPmDfthrE2/libmwAgKOTzqXT685//3MmTr/z0Zz9TZHnXrl0abKioKiIIDCEG+PjxF0OrocHhYX8wuDA/ryjyqZdfnhwb7x7ov/eRR3767W9TFOXx+SrlskZ0ohhGxZikKM2CMe3+ULzdoTMmREGABCGJUimbMbtceosltRaGFCVKosXsrOSyzkAXb7WUC/neHTtqpXKtXIoupS1OpyJKqbW14X37+nftTq+FKuWyoiiZeGxg504VQ4Sgqqq5VMpgNpMUVchkHW63UK8vTk0nIhHeZHL5fAePHvX4fdqJ4QyGqStXKIpyOF3f/ru/c3o8T/3+76discjySnd/H4IkBNBgMCQiYQIhr9+fjEYpiqJICkEEADTw/Mc+8zssy3YGAnq9HqtqbC1sslisNjuEQFXV7zzzbCGfP3r//TzH6XX6TWSMTV3K2xnn9ZKijSfgVk/xN0j3fvG2bdu+8MzlL/wCR3wfQA4ANtzATWHY2xgzjHFTlJeWVkxGU0eH78knnwwGu1548fjla1fxZo3F4NSrr85MTe07eMDhdIRDoSsXL0miJNTrvcODD3/st3mjMRWP21wuRFHNplDMZgEAFMNgCEmWVTGWRAkDpM1HZnlObzYrqqqqKiJQtVCoV8qcxapiVahWVUWhdKwkSZlYtFapqoriHx729PUabLa7Hn+ib/duo9NRKRRefe65H/z3v0pFY/VazRMIGEym62fP5DJpVVVlRckmU4HeXgTh6sLi9YsXT/30Z9FQiNHptuzaNTg66vJ618/AuddOY1X1BQLf+/u/1+n1n/nqV+0Oe7CvT6zX42trCGAEsU6vU2VFFiWjkdfp2HKxiIjWgIZyPm+22kZ27oQUBSFIRCKqKge6uzW/7mff+140En7w0UcsVqvRZNKUCgLQ6t97Exa/aXluly3/qvL+uYjrvTjfaR+AAYSLiwsqUHt7ewHEiICf/MQngt09x4+/eOXqVQ2ag4g4f/7ClStXRkZHjLxx7Nr43OysTq878sADrE4/OLqV0emWFxYatVrflmFVkRVJziQTBEkCklQxRhQFAGg2hRbWDwCAyGh3kCxLUpSiKPVKpZjJ6C1mDECjUlMBQBRdLRZD09Mmp8M/OCjUG5zFUi0WObN5y5133/vUpz/0e783etddidXVV7/57NKNG8VCgWbZSql04aWXyoVCNpVSFdnl95cKhXMnT8bXwoHe3p2HDposFgCBzmBYZ0isLS8tTE4O79x56exZsdH45Je+aHO7ESB4ju8MBsv5YjoWJxEy8kYIgFCrQggtFqsiy5VCEQHUqNckSbbarCRFypJcr1Zz6bTX52dZBgJw6sSJ2cnJu48dG922vVGvG01GCAFEmrnSqBtvH1Xd1q5fSX51F7HNvb7ZedD+wpuNFdBCrJ93DuHPm7F4LF4sFgcGBiia0pgeiECf+PjHv/Xct1588YQoSRiD2dmZM2+cYXW6ekOYnZnhec5oMjeaQqNeJ0iyf3gLgGDyyhWaYUb37rt24QIiiEI25w4aNXUiaRqSpNhsKpv4xJzdRsajWtmZqijFVMru97N6faNWoRk2ubLSqNY4i9nZ3VvJ5cTmGCCQxe1JhcOc3a4zGExu9+Add3A2W2R2Vmo0CqlUShDEen2tUsklk30jI/VabW1hAWPMGgyHH32Uoajl6WkAgCzJeo7TLIcoimdeetloNi/cuCEKwsGjR7t6e1ttCjG02WyqJCWiUZ2eNXAGiGCj0bAhpNPrjEZjOhG32u2lfJ6mSYZh9XoDRVNzE1OckXN7vRDAKxfOXz53bteevXfec0+lVAIYG3lTu28UbA+wbDuG6zXNN63iBp0e/EZ5hu+hvCdk33c2VvgtgrWWy1ir1UNray6X22yx4JYAACBC6PEnHn/uW8+ffPllVqdfWVkhSXL7zp1er7e7v19+WY6Go1aHPRmP9W8ZoVmmKcrL8/Odvb0WpwMRBCRJoV5vNhpaJo2gaUgQsiQrstyihkAICcJgsVYLBb3R1KzXK/lCOZ/Xmc21crks51m93tvXJ9TriqJAglBkWZHkjoGBYiqVXFntGBzIrIXq5XLf7t19u3ZNvXGGQNAbDKbW1pavX7/40kvXz549+lu/tWXPnlwiARCiGBpjIEqSoigQAAPPaSfgjRMnGo1GvVqNx6LHHn3U5/MVs1mny42gNtoFuDweWZIS4UhnVxcCsFmrIwBVWfF0dDTrjXKxWC4WLTZbs17neF5qNnOp1MiO7QjBhdnZ1156qW9w8KEPfxhCUK1WSJI0cAYt+wU3dKk9zny9XGW9mKVNTbwtv5S8yy5iy1it16S89S74FgBfq0ZRVGV+fp5h2UBXAAKA1XZTKQAwBARBPv7E4909PW+++WapVLr/wQc/+PAHD9x5iGUYSVJqtWqzKdIM0z88hDGem7jRFITRPbsNJhPDMLIoSpLUqNW0iklIkARFS7IkKwpuz9fT8HpVVWmDgaDpZr1WSCQYnS6xsKCIotXrtXcFsIqrpVKtXAYI6S0WgqEZjquWi7MXztfKZVew22C1clbbjnvvhQQRXVoa3rfv0Ic+1BSEUjZrtNkAADqOKxcKGvNZFEUMAEBQz/EYg+W5uZXZuWa9Hlle3nPw4LEPPmR12HOp9Dq2R0BIQNgZCJhNpngkAgEQ6nUEsCJJNpvdYDCsLS3Jkmi12oRGXc9xQqNB0BTP87G18M+++113R8eHf/txrXNUpVQyGk1tMnGbtdvWINimJ0IIYKuHF37LoPk3F6Z/1+S9isFunemg2TS44cRjDPDNHZhDoZDQFPr7+giCwC3UeHNrDowQ8dtPPP5n//XPP/nkpxwOh6wqGGNRkrKZTLMpIgINjo4gkgQAToxd0xsMvVu2EARJ61gtnaMCUCuXtSeUjlUkSVXUFm0fqABgWscyeh0G2OhwyLKcXl0tJFKyrFg8HQRFkyxLMHStVMpGo4xB7+7pFhsNkqGLyVQuFje6XDqTUZvNx3Dc9qNHGb3+ysmTL3/zmwRBGO12iJAkSZIs51OpUiajFYapikIzLESwIQhvvvJKuVTKJBN9IyMPffSjNE07XW5ZkiqFIoIQQYgAJBAkEerp69Pp2Eq5VCuXCYhkWWIYxuv3ZxIJqSkaTSahIVQKBQPPsyxbzOV+/NxzRpPpiaeeYhgaAqiquFatmUymdUxeo9VDtD7d/OfU5nYA9qvKe1gPthk/BG/FmdosxWLpzTfP9ff3K6qqKFol1aagDgAtYEOI6B8Y9AU6Q6uh5cVlzsgjkszncg2h4fJ4gr29KsCCIISXVwZ3bMcYqACzHC/k8xhjgqIKmYzbZMYQM61JdlKL0Ei0HCGjw5EJhcweT3x+Pjo317llxORwqIoiCU2sYpbni6lUJZ8zOV0WT0c5k80l4rIsuXq6K7m82ekiEAQYYIgpVrft3nuf+eM/zsTjiCCMVitEiGSY7qGh+evXxy5e7B4YqFerWFV1nAFA+Mbx48lwuFqpuP2+xz71KQPHIQw4zsDxfCadtNmsEACt5QyCABJEX//AtQsXQ8vLB+6+C2LA0JTFYlZkWRZFAsJsMilJUiDYVcpmv/fMMwCAJz79ab3eoBmcaqkEMDCZTbDVzUab+qVh8SqEaH2+HgDrybF/LoYK33Pwn/or/HLy3hdcQtAanwc2KUx7tdbjsT/90z89e/bso48+Oj4+DiHUG/Qcx3Eczxs5juONPG/guPW3sQzb19+fy+fD4Uh4YSEaDjvd7uHRrQghFeMbly8rsrxj/34AoSLLeoOhWi7XZJli2WqpJDYFRDMUq1NkWVEU3Ao7NGOKDRZLLhLNxxMAQkQQFMNQLNus1xmDHmOgMxpXr18HCPJ2O4CgVi5LgmD1+Xm7vZrPZ6NRh9+HAFAxBABPvfGGoijdo6OXo1GGZVmOq1UqFpfLwPOQJJvNZmhxUWg0SIKcvzExdfVqIZdzeDwfefIpq92mXfMAAqfbFV5ebtTrPM+3tAsACICOobt7e6cnJhanZyAENE3Vq1WT2UyQZCGXS0Sjnd3dLMs8/bdf9wcCn/jc56w2G4IQIQQhrFYqFEEY9AYNpIIQQQw23MX26ry1Sv0z0bN/OfLuKxjGbwVh3Gy+btoFAlmSM5lMIBBQVGXXrl0A4mKxXCwWI+FwrVFXFRVgDAmk0+kNHGfgOI7n9HoDbzIODQ9HIpF8Pt/V02M0m7TjTV2/brHZPJ0BWctrkSRBUSRFaR9ZTGcsvg6CoRVFVWQZAKxijDbxJpuNejYc7tq+naSobDSiNxqFRs2gmBVFAhA0G3WD2YyxGltYMFgtDGcAENZLZYvbnU8kDCaznucRxNlYfOzUKXdXl6e7++rJkxDC2PLy0O7djUYDIiQJjcDQ4NTlSypWw8vLs9evx0NrTo/7kU98sqMz0FYkCAG2WK2ZeCybSJp4HiEIMYAQIgIBjG1Wq9FsqpRLxUJxdNv2bCZjs1lJih67cEGWpL7BgR9881uVUuneBx/0+f0QovVJX9VKlTcaEUG0A2UModaMvNUg+zaU8S7Kr65gN3F533afFsVtfbe3hOznFxYAAA8+9FA0EpmZnX30w4/qWFZRVBVgSRRLpXKxVCwWiqVyuVypxGOxWr2mKCrGKoDoyqVLsix39/XeGBszWcwmmz0Zje69685W1b6iAABonY4SBFWWSZ2ulM+ZvB6SYSCCkijiloYBDIAqy6nlZQCR0ek0WKyunt6ZN14HEFI0jQGQRLGQSOpNZlFoZqNRs8vtG95SSqfzsWhTaECSonX69FrIPzysqOob336eIMmjn/jkq08/TVLU0N69hXR6dXbWH+wGEOazWVkUSYo2WayhhYXl6WnOaNx1113Bvl5EINQGHhBEBAJOpzsejUiiqGN1CAHN4AAIDQY9TZAOhzMSWsskk6VS0WazUzR97rXXPD7fhdffSCUSg8PDNrt9E5UXYoxrlXJnZwACDCHUBqkAjLVZgnC9lwMAYOPlW7A3wG2Y/heTd9OC3eL7tTe+DVgP2x0CMZidmQEQ3nfffTeuX5+dnT1x4sRDDz5IUhTAkCBIi81ispj8fr+KoarKqooVrBYKxVKpGI3FXj992sAZKJopFQqZdGZu6kfZVMpotUZWVgiGlVW1KQgUTbN6g6KoJEJys1ktlQiKhgQhCgJB0wBijLHYaKSWV7Aq+4eHislUOZ1y93SHJyfysRhnt8vNZimdFmpVi8c9eep0z66dnt4+gqbMLmc5k2lUq6V02hXsis3N5SLh5atXi5nMkY9/nGDoQioJINx+9GhyaWllYgJBiAgiG0+ITbEpCPV6PREK8RbLXR/4gNvrXZqZdTgdbq+XIanWCEkMHA57Kh7PpNJdXYFWz3gAYTvXTFOU0+WKrK1JstQ3MBiLRAiCCC0tNQThnnvvTSWTpUJe42ggABCE1UoVY2w2m2CbuAFvtlsQAohBq2UvbMP0t3XpV5V3G6a/mQz1C8rKyorFYnF53J1dgf7BgWKpeOrUKUVp3ThbdS7rQBZCEEKz2ezp6EglUy63a3BoeNuOHV09Pb5AZ7lcNlos1Uoll8nmUqnoykpibS22slLK57LxeCYcaTaE5OoqBhhCJAoCVoGq4EalEp9fgBB4+gcYA2e028WGoEhyYGRElqRqLteoVHLRKARAqFQQghavl6BIrGJEkka7HWAsVMqyJFk83qWxsbkLF7q3bw+Mjgj1eqVYJCnK7vV2Dg0FhoYVWW7W65lYrFwo1KqV6PKypCh3P/jA4Yc/NLpnj83pyKXT85OTqVQcqxghgCAkSNLldhVyWaxiBAGCkECIgIDnOIRQtVL2dnQwNJ1PZ3LpdK1agQDMzc72DQ7e+8ADRpOxXCpDCFo8KIyrpSJJII7nIcYtkAPANpmjfXvcKLsEt/3FX1PeNQW7JQMGNp6+3Qq1EmUY4Eg04u/0AwB9Ph/PG7ds2RKPJ86dP6eNEt84wMYTCCB48+xZodEI9vXpDAad3jA0uo2kqEa1OjA6YjJbEISsXu/t7ra6XBaXy+H3Q4TqlUo5l4vNz4duTORj0dTKSiGZiMzOrFy7BiBw9vSSDAMAYI08SdOlTNrd3290OvPxeCmTKaVSTUFgeaPJ7VGkdgEQBkaXi+W4eqVaymRojls4fx4RxN6HPwgwbFQqjWqVZlmMsZ7jeYt5ePces92ez2RunDt349x5sdkc3bNn7+EjvMlEEqS30z+0bavFZk3F4rMTE5lkCmMVIeRyuwEGuWwGIUQgAiGIIOKNRghAtVyhKZLjOI/Hc/XixWw6Mz876/P7d+zejSAwmy2VQgFpkRuECKJqucwbjQhpziGEm6Dedf8QtvduZaA17H5Tf5vb8ovL+1qusk75xWC99ggUi6Viodjd0wMAMBg4i9VCEeTuPbsX5+evXx9vL+qtqztx40Y8Gtu9fx9BEBzH12pVkiLDoZDZZtt96BAiSUVVC7lceGmpUigYjMaerVvtPp8z2OXp73P39urMJqPLBQAoZzKx6WmhXpclMTo9FZ6cjC8sZMMRAEAuFpcEoXvHDrnZjM3M1AoFk8Nh9/t0nEFs1NdzrwRBmpxOAHApmTr7zNMAoeG77sqEo0KtWspkm7UazTDVYrEpCM1ms1IqjRw4gBB68fnnC5mMyW7ffffdDrcbAIAQBBhQNO3vCg6NbjWZTfFIZGZyMpfN0hRtt9syqTRQVU01EIQsRdE0Xa1UZElWFdnpctaqlZdeeIE3Gp/6/OerpVKjVjNbLNVKBQCtRyvAWK1WKyaTWUNQ1tPKbaZvC7X/JXyP2/KPyfvaFxGs3ys3ydTkJAZgaGhYe+nz+SduXA8GuwcGB8fHr+v1hp7eHgBaJWBaTjQWjU9NTvb293X39r5x6jTHc/VaTVXVxZlZf3dXz+BQuVaNR2OlQkEoFLLJpISxu6eXpCmsKM16g7PZauWy0eEsJlMGi2Xg4EGj2yUJgiw0pWZTEgShWm02GoVYVGrUa7l8bHaW5ThHoEsWxdjcfCWXa9ZqWFEhQWAMVKyoqlrOZsOTk4VYbGD/fopmVsbHSqlUMRFv1OuMXh9fWUUQVIvFfDxuslgghI1qlTObg/39zg4fBECDGtYnSrIs29XdI3q96Xg8vBrKJhJOh7OQyxULRYfDoVkkCIBBr69Wq/V6jSCIWqUai0RpkhweHg52djaqlUQ0ardZVVWtVCoWsxlBVKuUVFU1mzS4FbbDLQ2H0vq3ALBpfWCrrTICNy8aQv90zcj+pcl7ANO/I18e/BzqODc/zzB0dzAIAMAYcBxnNltisdgdBw5Ua7Xz587pOYPb5W7tDWGlWDx/9qzN7ti9bz+AoCmKFqsVAzBx7VqlXDr0wP0AAr3BEOjrK5aK9aagqqokCNHFBVFRAEESDAMREgUhsxZqVCqewUHe6SAIkjAYgMEAW/Cm2ihV5s6eufyTnwqVcrNeb9brYlMAqkrSlNFmgyRJMDRvtQGoTasjpKZ4/aWXzU7X/sc+QiCUWV0RqjWLyw0AcAYCXVuGKZKsl0qL164xOp0kihRN9wwPs3r9ek+ijdFbLYsCDXpD78CAUK0morF4LJZJZyCGLqej/X9o0OvTqVS9WlNV9eL58zzPH3vggWQ8Hgqtejs6QqurgUAXAKCUy9ksVghwpVIhIOJ4HrWVad10tUaraAduA/rr0op/f70L41+nvDdk339sy+aXa6GQy+3WiiA1n6XD1zExOZnP5w4fOfLi8eOvnTp1/4MPmixmAKEiyWfeeIMgiDvvuRshpAIsiqKB5wmCuHj+HM0wW3fuXJ8YYeD5ju6e+FrYYLHKslyrVCqFotHtkrFayeWa9breYqZ17MY3wkCSmuHx8fETL8UX5qVmk6Bp7YqnWVZqNJr1OlZVi9dLMQxBUmaXGwCAIZBlefnSRR1n6Nm9W5Uk3unwDQ0tXLiQjycAxha3m2IYoVzOxuOVYrFSKCiKojMYOnt6Yqur7WZNYOP6brGXtOwU5I1G87C5VilDCBdmZiiSGN6yxWw2QQA5zlDM53men56eZhjm45/6ZKlcMZtMlWKJoWiWYavVKkWSpUJBA+UrpRJvNBIQraP2WhysgRwbsPtmIge6PQHs15L3sR4MvMU9UJKlRDIRCHRtbgjGm0xmszkWixMEcey++2iKfuXkyXqtATC+cOF8qVw5dPgevcGgaaMoiTq9nmHZ1YXFnoF+kiRbhASMAUSqqlCsrmt0xNPbZ3G5JLGZWFyaeeMNjLHZ5cKqKksSxlhR1dTq6hvPPvP0H/7hT/7yL2ML845A4KE/+MO9H3pEqNVonU7H80K9ztvtlVwuF41CRDSq1fWmdOMnXiym0rsf/hDNMLlYDKuYYhiWM2aiEYyxzeWKLy/HlpdphjGazNGlJYQQZzIZrVZRFGVFBtpYSYi0ntQQYAgBIlAbPYcQApPZfODAgf7+/kwmMzczMzc9W6tUdAyby+cvnD8vSdLjH/94V1dQaDS8Xm+wpyebySAIi4UCy7LFQkEb/lWtVs1mk4a9o81qhjca0EOkhWeafmtzwDYr32355eTdzYPhX9yP0BjlKysrYrPZ19/f3go0QoHP55+anCzkCxab9dgD97/w05+8evLlYHfP6vLKzj27XS6XoqoAAEmSFFlhWDYcCtVqtW1797bqZDAAGGKgSqKEVYVmWYPVarBaC5nM6tSULMvNWk0W5UapXMlmZ06/tnD+fHotJDUEvdk0cvTorgcetHZ0KLL8t5/7LMbYHQxKzWa9UFBl2e73l9LpUjrVqFZdXQGWNyYXFhcvXuwcHRm5556Vq1cLiYSnu9tgMtIMLTdFRZJUjIV63R0IMCw79uqrxWzW7HDQLKszGCAA5UIeQS0E0uo/W4XJEGOkYXkQIIQQQhCAgaGh1ZUVv9+Xy+Wnp6eSyeT01JTNZvvkU09t27q1Uq1CAHiO481mSWxGI9FGva7IUqVUghDWqlVVVkwm87oH2FLmdjXzRgfS2/LuybvsIv6jAdgtMjM9AwAYHR1tvdZgfayaTEajkY/HY1a71Ww2Hz127Hvf+d7FixePHjs2PDKqtoJv3Gg0AACMjl1ZWNDpdJ1dQdC+EWuOYrPRgARB63SqinOJOK3Xd/T3UzpdKhwuRKOhGzcWL11EBEHQjNXr3XLkyNCdh0iKgRBjjN945ulyLmcwm3W8UW+GjXKlmEwazGZ3Tw9B0XPnz6+Mj/tGRi784Pt6o/GOxx6DCDmDwWIykY2EGbqvXqlUCgUVY5PVFhzeghC88tJLgiBoox5q5XKjWqFpulwoAhVDErRGj2vX+4YL1x4rCQGCyOl0xWORcqXs8bjXVkNr4TBF00fuvffwPfcAABq1GoKQ43gIQCDQ1RSai4sLQkNoNkWgqNVKhSAQz/OoPUul9SmgNRJ2vZz5du7rXZRfV8F+zfvd8vKS0WiyWK0Yq6BdhqQ98XV2zkxNFwoFs8VqNlsgxpIokaT2hTFEEGLUEAStNDAWjXZ2d9eqVZNOv1FvhoHQaEAICYKMLy9XKxVHZ2c5X1y4ei02OytUK6VkkiBJ3+jW0WPHBg8eZPQGgiI0S1xKJiZeeYVmGEdnJ80yRpstlMmKtRqC0Gi1mt2uzuGhzNra6f/1vyrZ7ANf/T2KZgAARpvN6HCmVlfFej0Xi4qCoDMY9EZjvVxOrYWiCwsdwWAll/P39c2PjxfyeYZlVUUpl4o2uwMADDFsaZeWpCJa1ChVUevleqNSrVYr6VQqnU4P9A+azaZHH330c5/7vNls1n5svVbXsSxFIq3zQn9fr9gUFmbn6o16pVKplMocx5EE2TZWeBO+sb6Y7ayINuC8NSV7cwLytu79cvLuWLBfNHHyc0V7kUjE5/ffvBMEWAUYmM1mnudj0ajRbD596pTFZnts9+652Vmj0TS8daumikKtBgBcnF9QFGX7nj21Ss3k0MgfKgAAQNgUBICIyOJCZHk5GQrFFhYKiYSCMcPqDGZzMZGAJOnbsqUQj02dPmX2ePU8x+gNjF7/8te+JjWbrmDQ7HLJoqi3WFVFEWo1URC8fX0AY5PDsTw2VkgkfENDUqMu1muMwQAgMFotK1ev1AoFX18/xKrBZNLz3PL18dWpKbvXy7CsjuM6ursXJybqpTIkCJ1en0+n7Q7HOncJQQQBlBWlWio1atVGrdao1giESIR4nh8ZGV1dWens7AwGg0CrhmxnCuuNOs/z6+AFIsktW7asLC+/ePzFeDhcFwS32w0BhkBLBrSne7XsGFrPJG+UXd7mSP3a8qso2C30Qg29uKUm5ReRYrFYyBcOHGxX+Gg30DZoDVTc4ffPzcycPvlKJp05fPhwRyCAAbh+fZw1GII93QADoSkAAJYX5m0OR6C7J5fLta4ZBLGsYgBSsdjY6dONer1ZQfNBAAAgAElEQVRZr2MA9CZTYPsOq9cb3L3r7HPPAYIgaDqwcyeW5Vx4rZSIQ+CBEC1durg2MaEzGhmO0+q4WIMBAFAvlWidTlVkCIAqy0uXL9v8/iOfejK1FkosLOh4oyyJUqNu93WUsjmL29WoVjmLxeJ2n/3hDwmERvbvv3b6tMvn0xkMOp2uWi7RDGsyWxrVmlCr8TzfFEWhUhVqtUatJjebBAQsw5qMRmfQYTWZOANHaF4kBplMpivQSZAkaPdLxgDUazWbzYbQRm0ATdP3feADOlbn9ngWF5fMZgvSilMggHgdrtw4++t9KTdr1814/W2F++XkXYrBNqvcO3BDtdtte+eZmRmM1aGhIaDdNde5UxABFWMILGZzvlAYu3bt2P0f8Hd1YYD37r+jUq1eOn9OZ9A7nC5BEJqNRj6fP3z//QajMZlKNptNxNBABYqqJmOxVCiUCIUcfn/X6OjIXXe5BwYJnS40McEauGI8TiCEAChEI9sfeMDm60jMLxQSCaFSmTp1imKYjuFhPcc1qlWdgWuUy5IoxpeW3F1duXCEN1nOfe/7iCB2HL2X1rGenp7QxMTK+Jie43p37bK53Ge/971aqSQKAm82T545AzHuGh7Op1KNanXHoUMAYB3HFbNZiqJJiqoWCxNXrprNZlVRCIQ4g95o5M0mv8loNOj1BIQkhITGXkIIAtDR0ZFOpzPptMfrXWcwNep1jDFnMMB1NYAQAGAyGj/4oYcTiSSCwGg0QqSVvmG4EXNhqGErsFUOAzbefbsA7NeVdw/kuEXHfgFZmJsjKWpwaOimrRBqo+IgwLl8LhwKGXm+t78fIoSxigh499HDL73w4tnXXj96/wcagpBIJPR6/Z4DB3Q8ByCoVStiWV1dWopHIkKzSTHMoUceuetjH2NMJhUAGWMVQJbnEktLktAkGQYiVIwnKpms2ePhbfZ8NHLmmWdy8bi3v59AhG9oKLGw0L19B4Rw7s2ztWIRQ5BYXpm/cjU2N9e7e3e1WMisrNYqZZKk+vbsEWv1fDzOGjjOZIrOzsqShFUcmZ/fdvfdJovlxpkzDMv6gsHY8rIiK4VMRpakeGiV47hSpRzsDlqsdp7nWYYmESIRJBGCEGjtsiFo6wAAOr3earUmkkmP17vOGKzVaxBCjufgLScTAABhpVTieJ4iCdieC9WC4FsJbgg3WavbZupdlHcjD7ZeL/RLLkxoddXtcpEkqZUrtQ6ialg/FprNU6dO2ez2Ow4ciIUjALaQLpIgj9x3jKKo1155tVwqF/N5f1fAYncIghAPR0799KfnTr6SisVcPt+eo/fuPnrU4nYjkgQAtXmtqsFsjs3OAIBploUINWvVciajSDJBkYgks2treqNRbzIV4nGxVlNk2eiwOwKdOpNJkST/wCCjY+ML877Bwc6hwejs7Mz58/lYHCFIAGi22/Ucl11bpRgmGw4rktQoFd2BrqHduxVRTEej1WIxEVor5/NYVWRZpijK191z4PARX2cno9OZzGaaolB73Hir280GvtdSJgih1+sVBKFYKK7vUa/VGIZmaHrjPQDCNtxTqZRNRlM7gd0ibrRQ+TZDtGWxENRKskHrIC3RUgW/9rXyr07eby7iZonF4zt37dzcuwPiFi0PqPD1115v1BsPPfwwVtX5hYVKpcJxvHbv1en0R++778XjL1w5darRqDvc7tMvncik08V8nuX5XXfeafG6///2vjRIrus675xz33v9eu/p7ll6mcE62AGCIrhAIikyMklRpGTTluySI2Vx+UfKFVcclxO74i0p23ESlyu2q+xUfrjiVGJbLscy7ZJkiRIpSqJFayG4gCAAYoCZwSy9THdP7/u7Nz/uva97ABBaOEMD1PtqOOwNPd3v3fPOOd/5zrkcccCh3WkjQLtejwZD7t/1RyKVtTXD5xNCDAeDQb/fa7VqxUI8lfr6n3+q22qd+vCH29VqKBpbv3y5ms+3qtXJ7Gw4Hq/m8712+81vfcv0+e569NFus55IpzP798dmUr12u9tqtaqbANCq1juNxtL5891Wy7TtzO7dS2fPrl66xIgisVgoGs3MzTUrlbWlJSFEMOi3bN9EIlkubqTTWSREIYgxGQ3KIBYBtBuTRWmYiE+EQuFcPp9IJmUfXqvVDoXCcp6GkmYIZaadbm8wGESjUVX7UoHhKJJXd7XvUlswe9gObENH83d6zVgWPYalxcVut3vgwCFEAuFIfsTd8Pxb3/rW2tWrDzz8UDKZdLgTWPGvrawdOnwYEREdRIzGJ+5//0NP/+VftlvtYX/AOb/j7nv8weDa2up0JuMQOJwLEIZlGZbZqtajqbTQRbp2tdpvtw3TNCyrWanwwaBbrzc2SvmLb159/exEKjV34sS5Z5+960NPrLxxrl2rXj17tl2rT0zPXHnllbPPfXnQ72UOHKgW8+m9+3yBQLNaRcRWrdas1Zrlcq24kVu8wofDaqGAALGpKcMwgpGwz+/ffejQoTtO9lrN2K655MyMpCURkJAmp6cuX7jYqFUTiQSR0vwyJeZQQg9N3yu7yGazFy9ebLdaQUnAtNvpdBqJgKtDr5pNAOvVKgFGI2GVYgmBgKDeisZGtW2BFyhuC3ZC7AuwtbsZQC+KMZt8/dw5ADgxKjG7OTUuX1187dVXjhw9dvDAQQGCBGVnZy+++Waz2QwEg5LsWl2++o0XXzz9wIOhUPDRH34qPDExBN5qd9bWVpvNRiAakcU0Zhi+QKDTbg17PbAs+QGuvPQSGQYyFohEGuUyM4xOqxXodr719F+D45z80Ic2Fhd9weDUnj3Lr706d/To3OEjxcXFXqvZaTYXz762+/jxdrV68RvfXH79XKNS6TSbwUiEOw5jhmFZpmVNzc5GE4nhYFAvlQ6ePLl88QJD7He709ns3iOHl984X1hbTc1mQYhetysjv3A4EgwGS4XCZDIh7Ytp2lxHdLItUrF7CJicTC4vL6+trx08eLDb7TrOMBQOjYh1+c8EIFKtVg8Gg5ZlIhCA1hPrFiBVffTqyzuD7Yyq3SLX+FYPb6XtuLywEIlEJqem3H8M8nJbrz//5S9PTU2dfu9p2UiBhInJyYDfv766hoS9fu8rzz33/HPPBfz+n/jkJw/fcbI/6CEBAPhs2zDNTqMp9LQqwzTtYFBw3qrVXPPOLSwEo1FiLJRICCGIsVout/jyy5tr69P79h09fbq0sjK9d9+w3+91u3YwNLN373see2z/qVOmZQ16PeB80O93ajVCnMpmE5nMvhN3nP7wRz7wkx9//Kf+5b0fenx2//7j73ufaVmBSOT044/Pzc8XVlauvH5OcG4aRnputlmtGYxZltXrdJQykHB6ZqZVr/e7PdmzjFILqEdBIen2fmJygg0RpdOp0kap3++3Wi1EDAVDOA7lhXijXotGIq5SX9mVuwnimHrD81rbjp1JWxXhju6t63H16tVMNgsAABy1AG/oOM98/u8Mw3jkkUeYpLlQSWEz2Wytuvn6K6/+zf/7q/W1tbvvuffxj3wkOTUZm4htlssAygcGwuFWqwmaEmCGQUSm5WvX6/LD9LrdzXw+MjlJRHYohIjIWGOjuHjmjGn79p26++rFi85gMHv0aGtzkw8dOxA0TJMRHTh11+5jR1N79x45ffrw3XdPpFKMsWgyGY5EEDEQCDDGWpXK8uuv+0OhPYcO9drtQDhsEMUTiV3z87FkoloofP0LnxeOE52Itep1X8Df63aBOwREQIlk0rTMUqGAAKSoPaHJDR0oAowYdoDUTIoY5XP5dqtlGobftkciQwEoAEF0251+rx+LRhEkk6HrX25zjNDazXF6Y3yJePTG28C2hojXZGVvkaQhYrPR2NjYOHXqFACgmkmIiOIrX/5yrVr70Ic/HAiF9MYMKu32BwKvnDlTrdWOnzx53/33+wNBhzuIFE8my29earc7pt9GhGA4sllZ4tyRDbuGaQCAL+BvNRqCO0C4fOZl4TjheJyZlmXbzDQJoLi01KnX99x1VzybWT13LpyIxyaT629eRMHtYKBV2ey3m91my7L9AqBaLN79yKPZ+f2dWj174GBh5WptY8M0zeLSUiWXa9brqbm5q+fPt2q1aDxeWc9V8nlnMDhx7z0Hjh07f+bMPzz7pcyuXT7bb5lWv9fjcvYGAQOanJyqbBR379oFRASM5OIGVCSHcPlE1dhvmMbMdCqfywVDoVAoPOZ/dKTIRbPZRIJoLCqpC2VdMhNDN5yk8cug58W2ETtwZRqd5pEW5xov9sa5c4Lzw4cP6zgGEeC11167vLBw7333pVMppTaQV1mBZ1999em/+isk2j8//+BDD0Uict8dBIBobMIwWKVUkn8uGA5ygE6rLf+QwQxE9AX8Qohusw4Aqxcv+EMhQLLDISsQYESFpaV2rcYs676nnup3OhvLy6n5+Xa9Xrh8pVWtVlZWS6sr/U43FImm9u6JT0/5g8FaqTQzO4dE3WZzKpMJhsPOcBAMhY7ce+/8ieO7Dx20LGs4HAZDoSuvn11ZWMgtLTmDQb/dOXryZHb37vXF5YWzrwPng8GgU6uTmlqNM6mUEKJSLhEprSCqkhVJt6atQ02XQsBsJu04zsrVq+FQaOS+VIoFSFiv1wL+gM+y0N1tWYy1Wqp0TCAgcKH4Q11x8XzX28c7fvgQAeD8hQuMscNHjrgP53K5b3zjm/vn9584ccINiRBwc7Py9F9/+pv/8I1sNvvPf+qn9u7bt76yinKONBIiMEbx5KSKEgH8gaDBWLfV0owzEWOGYRim2W40nMGgdPXq9J697XotFIn4/H7Oea1QQIBgJBKamChevtwsl8VgWFxcrBaKdjCUnJvddeTo7MGDk9nszNwuwUViJlVYXOy1mpGJWKO8EfD7NwuFytpaeteuaCxm++yZ7GynVmOM7TtxIjE9HU8k4snEvoMHhePUy5u2z57buwcEbzabvV4vt7bKCAmBkGyfNTER3ygWGTJSPSqjohborwyakkBEf8AfjUZzuVwgGHT5kLGDjdVqLRqLqTuykkY0mh8l1FECzc577mt7sY1Sqe/i1Oh6y+KVKzMzM7ZtCyEQoNlsfumZL07EYg//kw8goeACCbnjvPTtl15++WXbth997INze3ZzzjPZ7OKVK512y+f36/ekeDKZz+fq1WowGkUEfzDYajSiU9PSxgzTdAaDYCTSqNYa1dqg15s9cuTVL33RDkfC8XinXuecRxIJKxi8+OKLpZWVcCJp+f2Z+f0bi4uGaUaTSdMwEABBxFMpwXk4Gh20W5fOnDl2+r2LxdLCq68SQCwen0gmN1ZXLdO0fVZ+cREAkskkOA53hnP79u/eN28QEQIfDvu97v6DB+f27G7X609+9GMqFEQgonQqdenChXqtmojHUWl/FTcx6r/U9Sp5xGOx2GAwGAz6blnLPd69Xr/X70/EYnoyGyCqyfO49Yx51rVDeNsGNtrc4aZlMRn1c4EIQoi1tbU7Tp6UDzsOf+aZZxxn+MHHPmgwBgBAkM/ln3/++WqtOn/w4H2nT5uGyYVAwqnp6dWVlfW1tT3z8yQ5AMGDoZDPtjdLpWAkDADBcCi3ti64I/+wwQxnOAxOTFRLG1fPnzd9vsyhg//w9F8nstlOvT4YDBBgZn4ehGiUy5bff+Cee5Co12zzoWOFQqZpIgoUiCAikahhWdVi4cCdd77+9a8Xlpbq5RIBzB8/3tjcRMF77VYoHGIAhfV1BIhNTCBAr93JHD9hEBIIhmSalt+2aQIzmQxDZIxINTMjAcYmYoGAf6NYnEwkFH+o/JdLAAqdg4ESxSOGwuFKuTI3O3fNuanXawgQjUTGo3Yt0NBlMnfGKLg2q8+Yh7eNf4QIe2Vlpd1uHzhwQJ7Ar//91zY2ih/4oUeisSgiOQ5/4YW//9u//RvO+RNPPPnQQw/7LEslBQIYY+lMplKqdLtdoZJ+QoBEMlnf3HQcjoDBUFjoEhOCYIbpDIeBUIiIVi9eTGazznA46PYC0djll18WjkOIdz76aGxqOnfpkmXb+++6yzSM3JUrQnB/KGRaFgIicEIMRaM+n6+2sTGdSQcjkTPPPx+LxeKTk8FAAIXo1huDTjcUCpGAzWKRGYZpGoNOxzSMXXv2kJZlEAEBMJBhITBAhkQgCFGKNmZmUtVKpd/ra/cF7mR51QinSUZpHu12Z9fcXKPZbDSbSDT+U6vV/X6/7bdV1K1EWMKVXI27Qs+edgLfj4G5O0+OcNOrHY5fHzm8fvYcAJw4cRwALl64cO71c6dOndq9excIWF1Z+Ys//7Pz584dP37ix3/ix7OzWZ2HazUD4nQqZVpmbm1NDhIELhAhkUwCQK1cAoBAKIQAnUZDEmWmZTqDASPqtlvNzc3M/Hy9UADgw143f2nBtCzTstYvXAgnErViMZpMGoYxMTNTy+Wcft/yWabPQt06xYjCsWizVqtvlMKRCGPMME1/INBrtSzTrBYKKEQoFGaIzWrVtCzLMOvVzenUjM8yGQIhEEOGKJMuhqiniAIjxgAZI4Y0NTVlEBULea3xpbGisByeIXTUiIjYarVmZ+dsn722tjbiOXRRMRaL6lMg5FB71cLsKh1BuEJEfTJdstLD28U2ezBZbLnZCwgvXboUDodTqVS5XP7qV786Ozt79913d3u9Z5/90mc/+xmf3//Rj330ffe/zzRM1QWo0wNJrDGiVCZd3ih1Ol3QsadpWaFIuFIqISJjZAcCnXYbEUAIxhgfDBBhY/kq53zPsWONUgkBymurrUo5OjUVnZ5eOntWcMcZDHw+GwHCsQlnOBj2+4RkMgOFLEwBIURiE+VcrrC0lN616+Tp0/nFRZ9lNavVQCBQ2dhgiMFAgBG1Gg2fz2eZRq/Vmtuzh4RQA0NBeyBiBEAg3EekLyYCyzSnp2c2CgUhOI607vq3ZoDkdx8Oh51uJxwOZ7OZcqkkZyhI9Pv9TqcjJYiAoysVSFbj+mjQs6gdwHYa2FjvubjBg6BO4dWry5lsttvtfuHznw8Fg4888ujCwsJffOpTi4uL99xzz0c/+mPJ5KSOf1yQVP3Iq/jMTIoxo7C+rl5GhIiJ5GSn1e53uygwGA53mg0UiACGYXDHEZxXcrnwxIQQolku99qdwqUFAXDg7rsnd+3qdzqXX3rJ5/d32y0EQYSMGYLzYb9nmqbMjlAgCkFE7UYjFI2mZ2cPHTtuBwK55WWGKIbDVq1q+3wGEQNoN5uhcLjTbFmWNZudZcQIiAS66RZDIGKK20BEEIRAsiRGOJNODR2ntFEiOZFDKGZjxK9ql97qtBExFA7NpFLMMNZzOfeQ1et1RIjFYq5mSsURknkXozPiYefw/RjYNfEDwo3FGrqa4r4MUUC32ykWi3v37PnSF59td9oPPvjgs89+8YvPPBOLRj/2sY+dOnWXXFJSP6RYZOFqwFWBlTGWSqdKpVK/23M/Uiw+wRirlDZAiFAoPOwPBv0eAhqmCQCN8ma9VJ6em+vU661qtV2vV/J5OxA4/tDD4UQiEo+XVlcnZmZKKyvC4cA5CBEIhdq1hkqcAMRwsLaw4Pf7bb8fBCcQpmUcPXmyWa32Op1+rzPsdgGAIbabzX63m5yc3Mjl0umMYTJEVDs5IDFGTO8HSwJJ2RkREpEK5IIBfywWLeTz2muNJE2oukxUUNduNhExFAwajKVmZvL5/HA4lExjvVa3fX6/7desI1cnThesXV5RnS0Yv6J5hrc92BGS4yZn5/z5C47jcCGuXr2ayWS+8MwXcvn8g+9//1NPPRWfiANowkyNtVEZvsrphVpfCCKVmmFEhVxOk2lAZMQSiWqpDAjBUBABuq0WApimiQALL58BwQ/cfXenXs9fvtyp1RBxYiY1s3ev3+/3+f1SAdhrtzeWlrqNOiJMTE87g3630SCAYb+3trAw7PcPv+dOy7ZL6zmGRACZubnk1NTG+lqv2R4Mhsg5Qzx35gwHmEzP9LvdXXt2E5Lcv5whEQKBFBmCsjFABJmPSbdEcm+HTDrTbrUajbqqLIMmIlB3XiIiYqPZDAaDjBmIlM3OCiEKhaK8tlVrtaiakq3K1Tc4Uztw9j2MY/sN7Dq+d/w5fOP8G91et1gs1mrVpeXldCbz8Y9//NixYy5prN9B5vcqMQFdJnWzEcMwZlLTGxvFfq8PQsggaiKRGA4G7UbDNA3bttuNBiIYhoEAqxcvhmKx9J49fDBYv3zZcZxgNDo1mzUN5gsE6uVyav/+XqfTb7dzCwudWh0BoolEMBTazOd77fbapQVC3H3gwFQqbdt2rVRiCAyJIZ68+xQC5FZW+HDIHQcBLp49S4iRcMSyrJlshgAYgdxhnEn9LsKIOURkxGSc69aWESGRTNi2L7e2ri45Y98dxjj0VrMVDoXlbZ/PNzU5tbq2KndYb7XbURkfuh5JJWCeWb1zeLsG5pqTDFzGLETN11CaN1QSg9fPni0WiktLi9Mz0489+tiTH3oiHArL848klQViyzuAeluXNwP9VCqVQV1xAgAQIhyJWJZVLZcQMBgKdZpNBLAsExxnY20ts29fMBQqLi9Xi0U7FIokErHpaUIcDgadev2+J54IBIOtWi1/5UqnUbdM0yCaTKWqxeKV116zbd/uA/N+2zYZi0Sj1XKZAEkIRhiNRvcdOFDZ2ADH6Xe7jUolt7JCRJZlZWazpmEyRjTyXaBJDiJiarAoiFFzivZSCJhKZyqVcr/fU/Q6ui9Q5S8hRLvTDkVCSKrHMpvN9Pv9jdJGvV5DhFg0orlH/f661o/gynxHoeHbXAwerse2khxbz5C6aI5FJgj4xhtvCCGe+NATn/jEJ+bn5/X1Vc9nVrm7Xkwj0TeNRY+yLkSGYUzPzJSLxeFw6C6d+GSyvlnl3PGHQv1ulw+HjLHc8vKg39979KjgzsIrrwz7/ez+/c5wOJ3NIohmuSwA9p44ceT0e7nj5BYXK+u5QDgsHAeEaFarTr+/a99+yzAYAEOcSCQa1SpwLmc8McQjx0/4LKtRr7fq9dXlpUatZhqGQWzP3n1SA0UIjBkyIJQRoCJO5H5fgNJzSfdFjMkDMTM9DQCFfGFE8JDrwQgAms2mABEOjZq1w5FILBZbW1ur1euWZSn91LWn5LrfHnYMOxEiIgilxJEq7dHFGcRff/rpP/mT//3kk0/6bb++Ho9aJKQXRCCZxMt0S12/1VRtbcZCIGI6k0ZE6cTkU/FEkjvD+uZmMBxCxE6ziQLyy8umaWb27Vs+98ba5cuGaaZ270aA1P59fOg0KpVAKCQG/RMP3J9Mpyv5/PqlS7bfX90oNiqVvYcORWOxVq1OADJaTU5P9TqdfqdDoIY9MaRdu3czolIxv7K41O10yDD8gcD0zAwBERKB9mCMSF9MdDUYGNNJlQAiPdYXwLLMqcnJfLGgg4HxIywQsdVuE1IoFNb6KUSAbDbbbDZXV1djExPXcBZS7zs6hpqyd6+Mnh/bduxQPxje6CYAgGEYhw4dklHS6BVjSYK7+nRWBigkva18HAiBcuCmEKZhJicnN4pFxxlKB2f77WAoXCtXbNtnGka31SKASj4/mU4zom9+/vNOvx+KxbrNhmVZyemZ3MICAoTj8Xa9bhnmvY89JhznyhtvtGq1Tr2e2bN7z4H5QCi0WcyTIipwOpUSnJdyOYZIAAyx12lPp9P7DxxYW7q6kc8Pul1GlJ2dM0zptUBVwKSbYuhmWiS0Q5Z3pe8CIqaKy5lMZtDrl8uV8cGgLmPRajZt22ZSX6YPZiKR8Pl8y8vL0UjkJufFwzuDHWtXueG5vDaGpK133fhHrSElUVWhpszOtVZIvz6VyQAXG7m8Ch+FiCcTrUZj0O3JNCy3tNTr9VK7dl157bXl8+dDsVgsmWxWa7HJJCGuXLgQnpgIhELdRoMRHr/vPn8wWFpbI2c4lU5Pp1IIMJ1OD7q9VrUqnVgqnUaEjVyOqXGF0Gk0LNN878MPIVEhl6vXarbfv2f/XgZEgExS8EwnXa51qVsk/TPpG9KVya8eiUQi0WhufR1HCt/RQWs2m+Fw+JrDi4jpdDqVTk9MTGx5yj34npm9g9g2A1MFq61UhwzmENw+WlDpOGlKQ8nDpUyC3D2MELQgSO5LIARwAVxtV4VCZvmACD7LmpqaLBby3OHSG0wkEoygsbkZCoV6nc6FM2cMxjJzc197+mkBkJ2fD4TD1VIpMZMadjrl1dW9R44gQKfeEM7w3Isv9no9fzCY3bcvEokwRIYQDofC4XApn5f+Kh6L+SxfubQhS1sE2Gm3w+GQaRh79+1rNRrtVis6MTE9PUOkq8nKuoCYtDFkmrUhmVC6Y21UMV0+RwCQTqVqtVqz2QQBCARq3BoAQKvVCoVC8p3GzWZubu7RRx4JBALuWVDnYuvLvIDwHcD2khxv+agb22x95tqVoQe7yCu8ptPkUzJlkTsWoDRaVXeeSacFFxu5HAqBQhjEorF4tVwOhsPAncWLFxMzM0uXLq1cvrz70KFQOGSYpjPoJ6amls6dA4ADd9xhWlZpbe1Lf/7nf/+Zz9iBwNz8vG37TdMykAwghjiTTjv9fmOzSgCGYUZisepGiYAYMkLsdjrhcLhS3Dhx8g5mGP3BYO++fcqoSJsQAjGG4NbBSKk2lJHRqJOS1PeVvyenpnw+K5dbd+VR8oC0223OeWiM4fBwC2IblBwAW5pWtAvS6TS41LLQOm7UjYE4dsEGmcrrp3Q6DnqerZ6no7sGXd5E+CwrkUxoJyYIMZ5M9Ls94E6n1aoUCrv27//2c88ZhvHYj/94p9mUW2/Fksmrb76ZmJoKRaPVYvHVr32tsbnpDwUP3nEiMT0NQtg+nyoQA4RDoWg0UsrnJTUfTySqm5syPuy2OwK43/bXq5upTGb3nj3T09MfeOQRQtT2JTlQXf7Sog112619qXq625mieFEinJlJFQrFwaDvUkaI2Gw2AQSkm8oAABbCSURBVOB6A3NpDHWaxn+2nsTrH/Sw7dg+D/Ydyd+3OpdjFNbYY5rkGBHTAhFQiok0YY9Kp4eZbJY7TrlYlEFpOBK1LKtaLuevXh0Oh71ut1IoHLzzztn9+zrNVn/QD0aj9UqlUSqF4xNf+NM/rZfLkVgsGI5MpVJ7Dx4yTIP3+z7LYqhl74jpTNbp92qVCkOcnJpsNRrOcMCIOu0mA+p12jLS49z5qZ/5mdMPPKD4dwZESExOEkVibiiIWiY/bhJ6bgZo40BExHQqBQIKhcJ4zaPRbPp8Psuy3v6p87Bz2CYD+y4LLDexMRwjD5Xb0/JUVQVSK07NzRSj3l4EsCwrkZws5vOCc0RgRLF4vFGt5VfXAoHAKy+8YNn24x/7WKNSdYbDYbc3mUotnj9fXFtbeuM8ARw5dWowHPTarfc99hgIYZmWMxj4LMu1LoYY8Psn4hOlQgEFT6VTXDgb+Rwj6DRbgWCgUtmciE8889nP+SzriY98WBeRgYAImcwkiUj+JsZQEx46HEZdllCBoj4wiAC27U8mk+u53HiXUKvZ9OLDWx9v28BQh2pbMB7sjcUows22AbYGL260gm52pfeD0zPdQG7VgyQTfZQqYFJ8I6bTaT4cljc25B9KTiYH3W4pn+93u5Vi8dDJk+FYrFosCO5wZxgMBl974YVer3f45MknP/lJyzDK67nDJ+9MZbN8ODQYQyF8boio/Vg6nXGGw81SeXZuDgELazkC6nTaKMAZDJavLBbzuUefeCIYCGrFhiwfC+XAtB4KtYPWtqXL6/Ky4VId5MpaRCab6Xa7lUrFPdrNZjN4QwP7ToHfKHT0sPPYIbHvWzix73zuRxz9WMioxqarlSFUBoZIckMIqUW0bTueTBbzeTmYwLb966srvW63sL4eCAZPP/ywcJxaudxuNOvV2qXXX0eA0x/4wN0PPzzodpYXFiyfdfLeew2EYb8vwznbspisWoGS6gYCgUQ8XioUJpNJ0zAK+fyw3xsOhp12yxkMXj1z5sDBQ8eOHddcPBEiM1SOxcBtGZX+SqidzzUNohXNbjWCRv2RiLFYLBQKra+vyyPS6XSGw2HY82C3PLbPwIRqjHVroXo/ASW+G3dSN/Je48wHKj2Hq1BwP6YaLSZA7e04+qOIOJNOOYNhZWMDEAiwuLa2WSr1e9173v+g5fPx4fDKG28U1teHvd5UKnXgjjuyu+aA86//3d8ZBsvs3t1rtRgiHw5km5Zt+xgCgdBCeGSImUyGc14tVyLRaKlYaLc7g35fCHj5zBnTND/y1FPKumRxGREBmU68EFzNoHD3NUcdAoyIDvXglkQMANKp1Gal0m63AeCGDMcNyKet2EJ73PApD9uNnSE5xh+5/mU3XwTjbybGXyxJDr2FNwpVkx0JYUXAH4jFJ4r5HDiOw4f59VyjWo3EJk7cey8fDr/y2c+c+/a3EWD+6BGfbc8fOYzEXnnhhWIud9f9D/h8vnajwZCGg4HBGEPyGaYsfCkzA8EQA7adTCZKxWIykdzcrLabjU6ztXj5cr1affSDjwVDAdVDyZgef60EUGNqQ9CKDdAObczSUNMcI9ZH5V3T09OGYazncgDQbLVM07Rt+/s+XR7eGWxriHgTeuP6V771j15eW3I7xX9IP6ku8GP8my6ZpdPZYX9QKZeXFi4tXbyIjN330EMrCwvPf+5zhdW1+NRkKBK2bD8fDo/d9Z5uq/Xqiy/u2rvvjnvuAcB2o04AzmDIEH0+aywBU4M0GCIRZlNpwbnP56vVNmvV2uZmZeHNNw8cPHDyzjsJVHWLIYIQzDUqIVRCBkLO6CU9Yl4nqYiohoEikpZn6jZLAABgjM2kUoV83nGcZqPhMRy3BbbDwK53SmrJ6PGx8rGbW9V4lDgW9ckduxFQKTlkvChnqeudJcbJ7kAgEJuIb+TyL339xc1KJTs316zVzrz4D/5g8AMfftJkDAQ4g0E8mYhPxM+feYkQHnr88VAgYDDqNJrSgxGiz7IYG59OQ7rVn2zbnpqctCyr3+u/efHCudfORiLhj/zIj7i1Y0aEUgfs9qToEaJqRi8xaVejeRsjD6b5UpDVxdEXBIB0KuU4TqFQuJbhuElcgIqeHWdoPbxj2Mmxbd/3uRytA3R/AYx3vqgURa9bPVUQEQFS6fRg0P/8009zIRLT081a7cDhw/c9+IDP9pdLJTkLev+Rw9/4yleH/f6x97yHhLAMw2/7u52OnK7BDOazLAZIcqYaEiGp2QEIhJhOZ6anpzqt9je//mK32/3g449HImFVOwYZEyIxRuryoDkPvWeK/H6qL0fojEsLU5SERRYDt8Lv98fj8eXl5X6/HwoGv8/D6+EdxA7PRfy+bAx1T7PygaBLZKB3OSKlqNKL0tV8AKIIhYOb5fL66pphGFNTU3e+9zQSrl5ZvPT62Wqp3O/1EKDdaL7yjW/sPXDQZ/mWF96sljYQsVwo1Dc3O+12v9tz+v1+rzsc9IeDoXAcOXyXGYwAGTG/7Tty9Gi9Xr906dLxEyfuuusuQiLGUG84JMVPejbNKL/SNqZqYipiBB0cEsFoO94twigX6XS6VC43Go0tMl8Ptyq+/8m+0hVwzq9/aktu/r2zU0II2RImQG2wgoILIVDv4A3CGRGJOp5yu8VQwH33329Zlpxo3a7Xi+u5brfDuWg2m6ZhtNutL/3N31o+36DXW7x48crFC4nJyfXl5eFwaBpsZXm5XqsRwLlXXhljIKTDIZ/P0iVvqtVrwWDo4z/5cWU0oC8GbrHOjf3cOFC4AzVGCugtwSG5DlseP7rm6E3E40KIZrPpDwS+w/VrC1Nyk1d5QeMOAr+bnWBvAtfArn+ft/O+7g56XHAhQAhHAHLBucO54A7nnPPh0HE4d5zhgPMh547DHcGHjuNw4Qj+F//n//7ZH/9xMBL5td/93XKx+Ob58+Vi8dnPfnY6nT50/LjjOE/+2I9FY7FKuZRbWZk/dOjFr3x1fWXl0Sc+9OlPfWp2bu7ee+8NR6MM0RkMgQ+JMUIaDGSJjDjnQghixokTx4PhsDIPWZpDREbKdtSueQRCICME1F4NtXUR6v2Xtd0BgB4KIFsHrlv/nU6HEH3XUYjXU+/gGdg/NrZtfzB5nsSWiYhbcL293fDE6iERAIiCa8WGICG4/jcqY1GeSzoZKTKWvS0oUODH/uknbL//f/3RH/36z/2bf/ULv+AMh7mrVweDgc/nc4bDB37oh+Z27wKAgN9u1mo+n5VKpQrra4l4wvbZU5OT++fnA4GAZA6ZbO1HYIwREiMk0qpdpjpDxyY9kWI4SR0WFSeOCluqiXuMl5dMht6WAaX3u7F1AYDf3fjiJkdyZK1vCc+03gHccrs/3eSka44RlLW6QgdtkKNgDBERn/zRp/71L/77fq//h//lv1Ur5Xwuxx2HiHbv33fHe+6U8wn9fjtg2616IxKNcodXa1XhOJbl8/l8ipd3p6yp/ArkHA2360SxdC5nSNopARDTIw9HliZ7tFUoK+vLsnKmviGM18HegePtYWex/Zugv30gjuVvAqReA4kE51umqCO6bTLasAjRQUQUAoEjwEM/9Iht27/3W//5+c9/odvpOI4zu2vu0SefZFK2TgAAsYmJzVI5EgoSQq1U5iCCftsyDdUXSoo4Z0yyiAwRCEiJOxCUQWkX5n4UFeDJaJB0OVy2KoNkNPSgH7UHOegMTn05D+8CvO2xbVsXAo7hmvrW9bhxGUy+D4D2VHL7YADB0W14Bt06NZa56OhLyY1cNeB99z/wi7/xGz7L6rTbIMRTH//JUCDAiKTOkCHFolHBHdu2EbC6WREOD4XDsuVaOS5ikn/XzDshCml3TLdV6mYuGNPujpsdaEYeUA+WksEhjo6a1lbhKJ7G7+7nmlPyVtZ57fH3sPO45ULEcahFcC01L8YXByKCANXsrNY36F8qBrvzrlO/9Fu/adu2z7Zf+/a3GSFDZRWMKBwOM6lsAmjW6txxIpEIETHDGOs6kQrDUb+kau4av36Aa1eEQjaqaGID1GdT/1SNo1dfBDWrMfal3uEj7WGnsA0e7K0uh9/l1ffan5FHAuBCJThjl2ndJIa6XUzXwRDInX8mvYRa8UgE7zl16lOf+9xd993z2U9/+k/+x/+UugZZOzYZm4jFOu22bfuazToIEYlG9F5epIgNgykPBqQsRw/iJT3NQP71MT8Go2QMdWkcx7RdI8Ze+mcc90g3cE3fxckYizBHNzyX9Y+IW9WDydUwviYk06bH/ureX+Ug1IIWiMrbqDkXBEgoCIgRJaeSv/yffuPgkcMvPPfc7/32bwvOCUGyENFYrNtu+/3+VqNJjGzTIgCSG3mBmmyjiA0a0Yejnq7xqHfLeA09itBN0GD0sdXoffV1tu4n9A4eaQ87ilvVwEBf58fuAoC7evWWK6SZbpkagateV5t6KU8DhEgCw5HIL/36f7znfe997cyZ//yrvzro92WUOBGNSsNptlqMmM/nky3Ho0G8zI0Pmds0qbIsrddCGTS6Ig6QBq/NDt3o1ZVr6OhSzrfxrOrdiG0wMJWhy3DpLZ69CW78nu5V3CU/FH8o3PopEqoZOFp3hCBQMnZcuH2McttIPZ8QLNP42Z//+Q8++eTly5d/5d/9Ym2zSoi2zw6Fg4yo0WiaphGw/cqutD9EVW5ztU7K3kb2w9goyhVuuDu6CiihCeHoNxCCQBRSgjiSOI9/6+/px8Oth1vYg42gOpp1ksIRhSK7Sa1LNZ5azh7UqRHqTk8iudc4MCa3fbX+xU//9Cf+2SdLxeKv/NIvra+sEGEsGiOkTrtlGqbPMrUKnm1t5UIUgjEmWQ0iIsa2NHeNBrEREowpNKQMShP3OKbVGF1JPAt5F2KbDYyuw3dcNzd3a5oShNHgAB2eAUon4AaK+lnQZV+VLukkStkMEgIz2A//6I/+7L/9uXar+Wv/4ZffOHcuHp/wB/ztdocYs22b1ABr3Y/tvhtj0hbcKFFFhoikmqy141IZmmo8Ub5OWteYilK+ZjT37m34omsO4E0CBA/vGG5tD6YsS+92ighyxK/MYQBQZjmg5l0wGMu7ECQdrwgJpuM99wfp/gce/NVf+3Ui/O3f+M0zL70cjUYHg76WRCHpji5SQidQHD1eox5EVeNiOtsCXQjTTlQHtFviXhz7jp4lvFtxaxvYGNDtYSHSA0z12kW9kFX0JQiFSpMkT4hyy1ZihIyR7OaXrz924vh//Z3fCYdDf/gHf7C0uNTv9UZ9kqAGhrrR4CgKJJLNmIgjP6ZYeEQkBoCoI0mUEnrXwbjWpJ2VZ13vYrwTBnbDIPDmGP/HKs5yxURC6PIWomTP0S15gfI6rr9CzVUQqPTMLRZryn12bu6///4fpNLp57/85Wq15jhDQiSUToxIby5EI2nT+AdFXXQbn6uhQ0SdbmmSY6y4LH8LgVuDw7eDd+BUevhecUt7sGuXjF7Ro0iM6eKsDMuk0h2QqfqWzqCUTtfNwVBGgFKLi4jxeOz3/uD3jx47OhgMDMOUMzW0ikPKENUur+PLGZGUeBeUCSKiyxMqWxKjQFEx8q4p4HW1Pg/vOrzdfrAdhWw2E0IIAVxwASC4EEJwoVvDQHDH4epBwTkXgnPBHQcEgOCOUHMtBAghuKTutD5YT7sHWbACQIQrlxf279uvmXQVgBJjTBbZ3K3yRi6LZA0OwfU/+u1HtiNvq2uZKpGrO7rKfB2+J490/Un0HNotgtvGwASAEFwIwbkjBHDucGl46i4XQnDHESg4544jmzUlJaK+o+BipPgTXDoZAACueLzxspVqZCbNH+rUi4iN3JT2WpJ8V5N4EUd1ZBBad0K6uUbX8WDM/jwDe/fiVmxXeQsoy0AicAQCEQquUxoi4o5DiFwAIQniAIjABScuABAFgGBqAAEIAcjUMAIAIIFIwLlKqoAQhJpzrSpsW2lDFR9qia8AZLo5ctRICZqU2eK43EfhFr6uedhG3A4GJlex6vol4Fygm+Qo2gOkjQlBKuYjASCABHGUHkyoue9CgNzvGYQAlL2PAEIAMU36q7mLUm8l2fkRh+HmgeR2LMNYlKivAq562e1Kdu1ZWfiNg8Pvz/N4/uqWxW1gYDqs0xmUXE36BiFxFCA4ABCRTMSIUAgQCIIzgXLigBB60Ic0OXTJPiGQmOrSBzHG9sNojzzttXQFGUEIZGw80pMfFrdMv9J1vGv4DM8efmBwGxjYONA1MyLgDiIABwLgcoyFIBBAcgiVzN0QhQAgFFwFigAuz6GV+SrOHBkBgZtlkVvF1p0o6qbrjvRvHTHKz0ljJuSxhT/AuKUNjPRkOE0YgBBC7jkCgsssDAiAAwkUKM2JBOeCUAgugAk+0ggDopqcM9oWSP8n1MbHegyo3AD6urrXWCqFumKMRCraVFbqxp9jJjUWFqoHtik49HCL45Y2sOuBRIILEFotJe0DBSJxzlUACICEQpAQIIgLRXJwgJFWaVRiE1v2HNMRoEz3CIXWNWpjwjH+HtxYUWp2Vey61VndMCz0bOkHBrePgSGiELIYJnlDEByQwOFABJyTpAoBBJEa54GAwARyHRyicMekujzeKNCTdWGhw0LXJWm5hqbXXZZQ2SHIKYhC15S3Gs9NHZfntd71uH0MTEOOl9KBoqQGUdWwBAB3JzmBEFxwQCQhBBIJISSffp0DUfuYKV+khiuiYg4FACmD0mkYgKve0ow9KEmJfvMx6/Xwg4zbxsBU1VZv+ygAUBAgBySQfB/nksaXgg8Vs+kCr3CjQnFNVVaMSlWaOh/5KN1PoqiOcZMaEYvfKSD08AOMW1rJMQ5X1QHKPQghOAiQvIUQILijnxUq7+JaAQKjFS84H8vAQG/3LG9qJa70ggIBtU9TGNuQATUP4j70XTAZo6c8C/zBwG3jwSRkIubeBgAAEoIjgpwAKtVRiCAER1kNE0JGifpf0fg1RbuvsSgRVUfkliDQbfJUPhFGhMh4NOiZjYetuG08GGx1YgCuSFFtwqKdFyjRIqhtWq6JCW8k2xu77YoEUXowVBt4acmGsmoxarTGrWHhTbwWeI7rBw+3mQeDcSemq2MIKICjQIEcQUg1ovw/cKEyMTX1TTm38XeT/wNwQ0ShplYxAAAEOVBtPPYbWdfIcd0+1ykP7yRuPwMD18ZGyl2UKicQcnctuQ8LCc4VbSghTU6MWI1r31QVkQkAkAC4LCtLopKpBwEAcAsV6QWHHt4at1OI6IaB8g5ocYd6Tt2R4SK68aF0XLoEDW/palynNNZXgkLNrFFiqK0hniIZx6SG10SAXkDo4bb0YC5kPKedmNB7hrktlUrAATh6EIhGNubamowM1Qv0yF0ltnejxLEmrq3z8QE8D+bhxridPJjE9X5s5M3AJelBbyE20vUCqLhx/N3wBrc0taiHWcGWePA6Q9rKbXhey8M4bm8PNorQtuRjANIfqe2duWYHAZSoCUA9NMrPXBtyx1epu27LCWx1U9dVvTx4uB63uYGNQYWLY3dVJHctbz4yqrESM15rKtfkU26ICFvc2XZ8cA/vZtzSU6W+K9yExLvhU65ruom8/SaW4xmVh+8Ft18O9lYYaTVu9OCWV17z/7EIchw3zKbEd3qBBw/jePcYmAcPtyBu/xDRg4dbGJ6BefCwg/AMzIOHHYRnYB487CA8A/PgYQfhGZgHDzsIz8A8eNhBeAbmwcMOwjMwDx52EJ6BefCwg/AMzIOHHYRnYB487CA8A/PgYQfhGZgHDzsIz8A8eNhBeAbmwcMO4v8DIvHU/eD/sWEAAAAASUVORK5CYII=" /><!-- --></p>
+</div>
+<div id="arcs" class="section level3">
+<h3>Arcs</h3>
+<p>While some insists that curved edges should be used in standard
+<em>“hairball”</em> graph visualisations it really is a poor choice, as
+it increases overplotting and decreases interpretability for virtually
+no gain (unless complexity is your thing). That doesn’t mean arcs have
+no use in graph visualizations. Linear and circular layouts can benefit
+greatly from them and <code>geom_edge_arc()</code> is provided precisely
+for this scenario:</p>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;linear&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Arcs behave differently in circular layouts as they will always bend
+towards the center no matter the direction of the edge (the same thing
+can be achieved in a linear layout by setting
+<code>fold = TRUE</code>).</p>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;linear&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year)) <span class="sc">+</span> </span>
+<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="elbow" class="section level3">
+<h3>Elbow</h3>
+<p>Aah… The classic dendrogram with its right angle bends. Of course
+such visualizations are also supported with the
+<code>geom_edge_elbow()</code>. It goes without saying that this type of
+edge requires a layout that flows in a defined direction, such as a
+tree:</p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hierarchy, <span class="at">layout =</span> <span class="st">&#39;dendrogram&#39;</span>, <span class="at">height =</span> height) <span class="sc">+</span> </span>
+<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_elbow</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+</div>
+<div id="diagonals" class="section level3">
+<h3>Diagonals</h3>
+<p>If right angles aren’t really your thing <code>ggraph</code> provides
+a smoother version in the form of <code>geom_edge_diagonal()</code>.
+This edge is a quadratic bezier with control points positioned at the
+same x-value as the terminal nodes and halfway in-between the nodes on
+the y-axis. The result is more organic than the elbows:</p>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hierarchy, <span class="at">layout =</span> <span class="st">&#39;dendrogram&#39;</span>, <span class="at">height =</span> height) <span class="sc">+</span> </span>
+<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_diagonal</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>It tends to look a bit weird with hugely unbalanced trees so use with
+care…</p>
+</div>
+<div id="bends" class="section level3">
+<h3>Bends</h3>
+<p>An alternative to diagonals are bend edges which are elbow edges with
+a smoothed corner. It is implemented as a quadratic bezier with control
+points at the location of the expected elbow corner:</p>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hierarchy, <span class="at">layout =</span> <span class="st">&#39;dendrogram&#39;</span>, <span class="at">height =</span> height) <span class="sc">+</span> </span>
+<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_bend</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="hive" class="section level3">
+<h3>Hive</h3>
+<p>This is certainly a very specific type of edge, intended only for use
+with hive plots. It draws edges as quadratic beziers with control point
+positioned perpendicular to the axes of the hive layout:</p>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;hive&#39;</span>, <span class="at">axis =</span> pop_devel, <span class="at">sort.by =</span> popularity) <span class="sc">+</span> </span>
+<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_hive</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year)) <span class="sc">+</span> </span>
+<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_axis_hive</span>(<span class="at">label =</span> <span class="cn">FALSE</span>) <span class="sc">+</span> </span>
+<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="span" class="section level3">
+<h3>Span</h3>
+<p>As with the hive edge the <code>geom_edge_span()</code> is made in
+particular for a specific layout - the fabric layout. It draws the edge
+as a vertical line connecting the horizontal node lines of the layout,
+potentially with a terminal shape.</p>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;fabric&#39;</span>, <span class="at">sort.by =</span> <span class="fu">node_rank_fabric</span>()) <span class="sc">+</span> </span>
+<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_range</span>(<span class="at">colour =</span> <span class="st">&#39;grey&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_span</span>(<span class="at">end_shape =</span> <span class="st">&#39;circle&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+</div>
+<div id="point-and-tile" class="section level3">
+<h3>Point and tile</h3>
+<p>It may seem weird to have edge geoms that doesn’t have any span, but
+the matrix layout calls for exactly that. The terminal nodes of the edge
+are determined by the vertical and horizontal position of the mark, and
+for that reason the geom doesn’t need any extend. The point and tile
+geoms serve the same purpose but are simply different geometry
+types:</p>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;matrix&#39;</span>, <span class="at">sort.by =</span> <span class="fu">bfs_rank</span>()) <span class="sc">+</span> </span>
+<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_point</span>() <span class="sc">+</span> </span>
+<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;matrix&#39;</span>, <span class="at">sort.by =</span> <span class="fu">bfs_rank</span>()) <span class="sc">+</span> </span>
+<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_tile</span>() <span class="sc">+</span> </span>
+<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+</div>
+</div>
+<div id="the-three-types-of-edge-geoms" class="section level2">
+<h2>The three types of edge geoms</h2>
+<p>Almost all edge geoms comes in three variants. The basic variant (no
+suffix) as well as the variant suffixed with 2
+(e.g. <code>geom_edge_link2()</code>) calculates a number
+(<code>n</code>) of points along the edge and draws it as a path. The
+variant suffixed with 0 (e.g. <code>geom_edge_diagonal0()</code>) uses
+the build in grid grobs to draw the edges directly (in case of a
+diagonal it uses <code>bezierGrob()</code>). It might seem strange to
+have so many different implementations of the same geoms but there’s a
+reason to the insanity…</p>
+<div id="base-variant" class="section level3">
+<h3>Base variant</h3>
+<p>The basic edge geom is drawn by calculating a number of points along
+the edge path and draw a line between these. This means that you’re in
+control of the detail level of curved edges and that all complex
+calculations happens up front. Generally you will see better performance
+using the base variant rather than the 0-variant that uses grid grobs,
+unless you set the number of points to calculate to something huge
+(50–100 is usually sufficient for a smooth look). Apart from better
+performance you also get a nice bonus (you actually get several, but
+only one is discussed here): The possibility of drawing a gradient along
+the edge. Each calculated point gets an index value between 0 and 1 that
+specifies how far along the edge it is positioned and this value can be
+used to e.g. map to an alpha level to show the direction of the
+edge:</p>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hairball, <span class="at">layout =</span> <span class="st">&#39;linear&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="fu">aes</span>(<span class="at">colour =</span> year, <span class="at">alpha =</span> <span class="fu">after_stat</span>(index))) <span class="sc">+</span> </span>
+<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_edge_alpha</span>(<span class="st">&#39;Edge direction&#39;</span>, <span class="at">guide =</span> <span class="st">&#39;edge_direction&#39;</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+</div>
+<div id="variant" class="section level3">
+<h3>2-variant</h3>
+<p>Like the base variant the 2-variant calculates points along the edge
+and draws a path along them. The difference here is that in this variant
+you can map node attributes to the edge and the aesthetics are then
+interpolated along the edge. This is easier to show than to explain:</p>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(hierarchy, <span class="at">layout =</span> <span class="st">&#39;dendrogram&#39;</span>, <span class="at">height =</span> height) <span class="sc">+</span> </span>
+<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_elbow2</span>(<span class="fu">aes</span>(<span class="at">colour =</span> node.Class))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>There are considerably more computation going on than in the base
+variant so unless you need to interpolate values between the terminal
+nodes you should go with the base variant.</p>
+</div>
+<div id="variant-1" class="section level3">
+<h3>0-variant</h3>
+<p>This is, sadly, the boring one at the end. You don’t get the luxury
+of smooth gradients over the edge and often you have a considerably
+worse performance. What you gain though is tack sharp resolution in the
+curves so if this is of utmost importance you are covered by this
+variant.</p>
+</div>
+</div>
+<div id="edge-strength" class="section level2">
+<h2>Edge strength</h2>
+<p>Many of the edge geoms takes a strength argument that denotes their
+deviation from a straight line. Setting <code>strength = 0</code> will
+always result in a straight line, while <code>strength = 1</code> is the
+default look. Anything in between can be used to modify the look of the
+edge, while values outside that range will probably result in some weird
+looks. Some examples are shown below:</p>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a>small_tree <span class="ot">&lt;-</span> <span class="fu">create_tree</span>(<span class="dv">5</span>, <span class="dv">2</span>)</span>
+<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(small_tree, <span class="st">&#39;dendrogram&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_elbow</span>(<span class="at">strength =</span> <span class="fl">0.75</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(small_tree, <span class="st">&#39;dendrogram&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_diagonal</span>(<span class="at">strength =</span> <span class="fl">0.5</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+</div>
+<div id="decorating-edges" class="section level2">
+<h2>Decorating edges</h2>
+<p>An edge is so much more than a line… Well at least it is also
+potentially an arrow and a label. This section will go into how these
+can be added. To clearly see the effect here we will use a slightly
+simpler graph</p>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Random names - I swear</span></span>
+<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a>simple <span class="ot">&lt;-</span> <span class="fu">create_notable</span>(<span class="st">&#39;bull&#39;</span>) <span class="sc">%&gt;%</span> </span>
+<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">name =</span> <span class="fu">c</span>(<span class="st">&#39;Thomas&#39;</span>, <span class="st">&#39;Bob&#39;</span>, <span class="st">&#39;Hadley&#39;</span>, <span class="st">&#39;Winston&#39;</span>, <span class="st">&#39;Baptiste&#39;</span>)) <span class="sc">%&gt;%</span> </span>
+<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">activate</span>(edges) <span class="sc">%&gt;%</span> </span>
+<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">type =</span> <span class="fu">sample</span>(<span class="fu">c</span>(<span class="st">&#39;friend&#39;</span>, <span class="st">&#39;foe&#39;</span>), <span class="dv">5</span>, <span class="cn">TRUE</span>))</span></code></pre></div>
+<div id="arrows" class="section level3">
+<h3>Arrows</h3>
+<p>While we saw above that direction can be encoded as a gradient, the
+good old arrow is still available. As with the standard
+<code>ggplot2</code> geoms an arrow can be added using the arrow
+argument:</p>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(simple, <span class="at">layout =</span> <span class="st">&#39;graphopt&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="at">arrow =</span> <span class="fu">arrow</span>(<span class="at">length =</span> <span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">&#39;mm&#39;</span>))) <span class="sc">+</span> </span>
+<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="at">size =</span> <span class="dv">5</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>I hope you think <em>Ugh</em> at the sight of this. The edges
+naturally extend to the node center and nodes are thus drawn on top of
+the arrow heads. There’s a solution to this in the form of the
+<code>start_cap</code> and <code>end_cap</code> aesthetics in the base
+and 2-variant edge geoms (sorry 0-variant). This can be used to start
+and stop the edge drawing at an absolute distance from the terminal
+nodes. Watch this:</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(simple, <span class="at">layout =</span> <span class="st">&#39;graphopt&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="at">arrow =</span> <span class="fu">arrow</span>(<span class="at">length =</span> <span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">&#39;mm&#39;</span>)), </span>
+<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a>                 <span class="at">end_cap =</span> <span class="fu">circle</span>(<span class="dv">3</span>, <span class="st">&#39;mm&#39;</span>)) <span class="sc">+</span> </span>
+<span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="at">size =</span> <span class="dv">5</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAMAAAAjXV6yAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAA7DAAAOwwHHb6hkAAAQq0lEQVR4nO2dd1xTVxvHT0IgKEOjoqigiIhbVJQX60KhWgdunLVarNRRR2s11rbiq76K1ddRR6WKo74WRbtctWKlVlsXddRRF0XEWRUHQ1m5bwIB7g0kd+Tckye5+f7BuLm55/f5fiDJuWc8iLJjEmTpANCxC2LBLogFuyAW7IJYqFDQuQ+D6jbqsSqDdBiIVCDo+ShUTN0N5POAo7ygxy1QKWoLJAJGOUGabojGZgtEgkU5QTvofpDXc0uEgkQ5QZ0YgtCXlggFCUNBz5h+0ECLpAKEoaA/DQS1tkgqQBgKSjYQ1NQiqQBhKOi+gaAeFkkFiHIv0k2YghZZIhQkyglazBSUaoFMoCgnKLsh3c8MS2QCRfmuxlmany65FogEiwo6q+calfgZmU0+EDQqut3xcnlbnZ7+R4inAYiRG2aZV9LyyAaBiv2OIgsmBB0Pf0IuB1hMCApHDdPJBYGKCUEBDq71/iKXBCjGBWUpWvv7V/uNYBaQGBeUhBagM8EuBwiGgYhxQYudHymXZPZUbCKYBiDGBQ3oSPUKpnKHyZYSjAMP44LqzKA2yO9SmvfRVA3BQNAwKigVJVAPHdZof4pBb+UTTAQMo4Li0W2K6hyq+3GTIjyHXCJgGBX0fh3tlxWORR+mdytHEAsEDaOCOgzSfrkl21L0y5ErpPKAw5igV8rPdN/aDiCYBSTGBJ1Av+q+LayUSTAMRIwJWqHI0n27jHYTDAMRY4I26V+WG48kFgUmbDfMZleR+H17NkGn0I9EcoCFTZDGK4pIDrCw3pOeXKuQRA6wsAo6go6RyAEWVkH51T8gkQMs7MM+Y32kfLeDg6A96ByBHGBhF/TS9VMCOcDCYWQ1ooX4MeDCQVA8ui5+DrBwEPTCOUb8HGDhMnmhV7DoMeDCRdAG2R3Rc4CFi6DiwQ2Jwml+UNdQsWPAhZOglYrHYucACydBJYMbUoTbFLzAfiLHgAs3QQuVL0TOARZugi6jXSLnAAvHWa5NJDu4wVHQR5Id3OAo6AyS6lQ8joI09caLmwMsXGfaT6lZIGoOsHAVlFQ8mUF6cBVUUGO6qDnAwnkxS6SPmDHgwlnQPpQsZg6wcBb0yv1jMXOAhft6sWHNRYwBF+6CdqCrIuYAC3dBL5SLRcwBFh5LMvsGiRcDLjwEbZTdFi8HWHgIeqRYLV4OsPBZ9RzSTbQYcOEjaJXDP6LlAAsfQbdlElx9yGtjgfZ9xYoBF16CFjlLb+UGL0FX0U6xcoCF394dTYeLFAMu/ATNcZfc4AY/QRIc3OAnSOP9jkg5wMJz/6Bpkhvc4CkoCf0iTg6w8BRU4DFNnBxg4btF1ziprdzgK0hygxt8Bb1yk9jgBu9d8IY3EyMGXHgLktrgBm9Bmc7S2kGZ/0aTfduLEAMu/AXFSWtwg7+gR4rPRcgBFgF7uXYLwR8DLgIEfa54hD8HWAQISpfF4c8BFiHbJbfvgz0GXIQIWuQsoZUbQgRdRTuw5wCLoB3Jmw3DHQMuggR94v4Sdw6wCBKUjPbizgEWQYI09SNx5wCLsKoI0z0kM7ghTNBRlIQ3BlyECSqoORVzDrAILDwy3lsqgxsCBR1AZ/DmAItAQblVPsKbAyxCa/tE1FZHTt94H2sWkAgTlLdAVVyB7B2bn/cqSNCzkNIadn6XcScChhBBBT1pVf4a2vjfkBBBGxh1NMdhzwQKIYIYdTQRsu39uwQIOm9QzPcL/KkAIUDQ1waC3sOfChACBK01EDQKfypACBC0y0DQ+/hTAUKAoFQDQV/jTwUIIe9igUxBT7GHgoQQQfsZfj7BngkUgroak2h+gl/hjgQLQYLyJ5T66WLrExkE3u7YE1Ckx3t1HkXdtukb+IJrPV/btmzLSV3JjduySsM23cMYCRbmF8MucEaeMlnArCO2uZRM2GvQWPrgfD8vNDchyhNVDouxwUJ2QgSld0QOtEGNFY5T0Uqq4ER0sAPyn7LfxobtBQg6UEOF0IOy38+jA1Nk63Q/PUmI8kZ/44oGA96C8qPlIV380OmyI5oaszQTZBv1v9jaLVi+gu50lqkvypaiBNqxwe2pwkj5Vpyx4MBT0M+eHgepydWylPQC0GscnlKFbzrEYw0GBV6CCqLlXe9Sz91mUn70u2RX0B7tY8MUNrmlMh9BD8Nk6gLdJjCpVGg4/YE6ultC+YMcv8ebDQQ8BB3x9NDVO9T496eoyFb0R0YE6L7mhjvtx5oNBNwFpTmG3NV9/xEdpqj57vSHvpQVdVlf9XL+CWs4CPD4C0oq7pT2bq79kLgVZdAeuaEvV5sTVukIxmwg4P056IZc95kwCZ2nH6w/ufh7doiLrW0azFvQ9Kq6PYRS0Q/0g2NKFrJmdnL7HUcsOPAVlFmlaNvkPAfGorGbaSU/PQ+uctrwOVYNX0FrZdeKvnvPMHLC03aqs2YlAgZPQZpm+pU+/WcaO+VJ6xp/mpMIGDwFHeZQ+vlRi5o21GPlKai/P4fZrQ+a1r4mLA1A+AlKdVjF5bS7jereFJQGIPwEzXR7zum8dN96qfyzgISXoOxqkzmeeat+AxtZXc9L0Jeyv7iemuLld5d/GoDwEtSqB/dzr9Vu8oD9LPjwEXRUd2OMM1dqNbeFCbB8BA3xLeRz6Ys1AmygdiQPQemKZfyufa5aW+ufO8RD0ByXDPaTGJypGsTtYwFguAt66fEu76ufcO9o7Rsscxe0BV3kf/ljLl2z+T8LEtwFBQra8j+pcmiOkOeBgbOg39E3gho45NzTqifpcRY0op7AiWQHlH2teeYQV0H3nARX9vnBaWCe0OdaHq6CoisJn635jWJovuAnWxqOgnI93zajkR0Oo6x2oidHQduRWXfit8nH8uqlAIKjoOCO5jWzST7eSnci4CbojNl7Tq2XTbJOQ9wEvVXH7Peh1TLrLNTKSdBD5XzzW/ovmmX+RcjDSdBCJY6bg4utcmEQF0H5Xm9iaevfCMMfImm4CEpAp/A09jGKwXMhgnAR1AVbecyZaDmuS5GCg6Bz6H/Ympsms7ZCkhwEjfPE1xvXTJLFYrsYEdgFPa70Kcb2NO/IratQIrugJY5Yh0gLxzjg+48lAKugAh/MG7cWjHSwpkKArIK+Q8cxN5k/xPFbzJcUEVZBoW2wt5k3wMl69oJlE3RZthl/o7l9lAfxX1Uc2ARNqCHGEsuXPSodFuGyYsAi6KnrbFGazele2UpK3bEIWq5IM32CULI6u+J+8RcH04IK/QaJ1fCLDu4nxbo2TkwL2itizcdn7ataQ7E704J6thSx6Yw21c+zn2VpTAq6Km7P8nErj0tiXh8LJgVNUYk7d+Vhs1qcp81aClOCXrgbW9KDi/uN61wXuQlzMSVotTxF7Obv+HmL3oZ5mBCkaRJu/EFcpDXwEemTFiZMCDqIDhEI8Ld3Q9CbwZoQ1LcpkcHiG3X8Ie9fZVzQTfkaMhGuejZ7SKYlIRgX9IE7qSpilzxawt1Lz6igLBW52iIXqrfhO0edGEYFrZcRXFb5R9V2z8i1xgujglq8QTLGKfcOQMsCGhP0MyK7k8tvbp2yiDbIFWOCBvoRnlR41KUbyEULRgTdclhBNof2b7bS6xB3GDQiSO1K/kXzoLK3btFC5tGd+wD1YCsWlFN9EoG2Nxos2dzn1C/vSkTRLrr+sVCmnlcsKE5GYHOJ+65u0cy3ru8c25buw9wZyILXigW1CSXR9iO1c/UYxuvOu7SdvFvDeFerUNAxRGg/u7QoBy/aP9N1xl7wJP7L2TEQ9GRTZO/B6u4+xJZWXI6QNUkouWvwJrOaQCqpEKZgCCpYqI/mRXDI6kQ3FFQ8Dv2qJlMQz0XW4kAXlEMri0Wy3HViWxSmK5mYbFCwYwjBDEahCxpBTyfywHBhxj8pV5KPJe5J2By7dHG/qigs36AcBUJmLqDBA03Qj4x0Lcx/GcrPeJByWSvh+4S42CWL1R9GvR0RHvZaYGPf6ipGUw4qD3fklUP9aiCot9kJMEAT1J0Zj9s+HbkZ91IuJR9N/DZhw/qY/6g/iBoT0ScsOLCRb7UqjKspVJ6+zQO7hA2KGP+uek7M8titCfsSTyRfT3mcQVF76zuqtR+iHxgIAlE0qEzQM4N440sfeZlxJ+ViclLi7oTYdTEL1NOjRkf0CgsKbNhA5cZ4hpOqjm/LwJCwwUOjJqo/iVkZuy3hQOLJ5BspGSb7LfdGoy7Fm+H/i5mgK4T5H2WCzhoI8ngjrF1b3/oqF8ZRZ5WXb0Bg97CI4VGT1XNjVsVuTziYeCo5JTVD4P2cwlh3Vaz+ff5bRlP1GqB22y2+HLhM0FEDQW49IkZGTVHPi1kdG5/wU+KZsylpGfg/3F4IRhGlnQrNQHqAswW7O6G6iyy8g0yZoKsGgkjcUcyOdmpIH3zL7FbWftFr4JlRjpUnWHT8vkxQQW2mIAJLl/b7OKqZ94Dy5upb73RBf+TOR9VlvQ9Zbjkn7V1sIlOQ+EVEolHX8n8cj+Iie0V8fIJ2JPuLJqjFBkvdTKMJusPwM0b8ti/EcfzD0Bx4XebxqWUKS9M/Se+k+WkGbBjm0nhnpzGW2EWX0VndXuonGN5w+T8LaqOQ74nvT8C83ZEyukiP31qLf/yoiNytbZDfKsLjZ4Y3zHKOJ+y9SjYCH34ZIK8y4xbJFs2vL0aYm1PdFBG/kWvP6gRpO43LfFBQPKlRDysUpP1Mu+s15BVDZkKIVQrScmqEo8tEEi+W1iqIotJnV5P3SRS9D2K9gigqa11j1DJO5D6INQvS9kH2haGac0Xdltm6BWm5OM5ZOVbERTFWL4iiHs73RN33iNUHsQFBFPVqcwBqtEacbXVtQpCWI/3kVWeKsajBVgRR1I0proqh+EtT2Y4ginq6tD4K3om5D2JLgigqf2cHVO8zrH0Q2xKk5eRwhcskjHMcbU4QRd2epZKH/4zrajYoSNsHWeOPAjbj2efbJgVRVOHeUFRrHo4+iI0K0nIhUql8+wL7eSzYriBtH2ReLRS618w+iC0L0vZBNrVC/mvN6oPYtiAth/vKVbPMqHVm84Io6vpkF8fhgqftSkAQRWUs8UavCeyDSEKQtg+yIxjVXyqkVpVEBGn5fajC9b0bBgejl7A9TTqCKCptZlV5P2a99+kKtkFaKQmiqMzVjVDrLbQ+SN6/vJ+Yfoq0BGn7ID90R57zy9ai3XAfbPoJUhOk5dxYpfO40lppO9B6k2dLUBBFPZhbUxa2Xz8o+5azyUEjSQqiqJdxLVHjdUXTvrOaNDO1Hl2igihKk9hHXm12uvanP52jTJwnWUFark10cRxxmqJWoq+NnyRlQdo+SIwX6rgrv3+Vv/UH0peFt+kw4iva/5y0BWk/CMUHIZ+FXu2L6hrkzS5ZRxNfeoLUBWk5PkRRWaarIZtDWzEXXfKoxAU9+GPPmjmjO6iQLI2iRtFXGnylP0Oygg7NHNm5gVJrQla7Xf8p8zZrqCTGUgwvfRFmyQqKrtth8LRl8cdulVZV6c9czKPf4k6ygsqRZ7BeTr+k2C6ohDQDQf7Fh+2CSvjLQJBX8WG7oBIMV33ra4bZBZXSkinow+KjdkGlLGEK0q/eswsqJduX7mek/qhdUBmnaX5Kl6TaBdE46VPip0vpXWu7IDovoov+zYK2lU0JsQsyIPXYacbezXZBLNgFsWAXxIJdEAt2QSzYBbFgF8SCXRALdkEs/B8BqToYWNpmUAAAAABJRU5ErkJggg==" /><!-- --></p>
+<p>Using the <code>circle()</code>, <code>square()</code>,
+<code>ellipsis()</code>, and <code>rectangle()</code> helpers it is
+possible to get a lot of control over how edges are capped at either
+end. This works for any edge, curved or not:</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(simple, <span class="at">layout =</span> <span class="st">&#39;linear&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="at">arrow =</span> <span class="fu">arrow</span>(<span class="at">length =</span> <span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">&#39;mm&#39;</span>)), </span>
+<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a>                <span class="at">start_cap =</span> <span class="fu">circle</span>(<span class="dv">3</span>, <span class="st">&#39;mm&#39;</span>),</span>
+<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a>                <span class="at">end_cap =</span> <span class="fu">circle</span>(<span class="dv">3</span>, <span class="st">&#39;mm&#39;</span>)) <span class="sc">+</span> </span>
+<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="at">size =</span> <span class="dv">5</span>) <span class="sc">+</span> </span>
+<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>When plotting node labels you often want to avoid that incoming and
+outgoing edges overlaps with the labels. <code>ggraph</code> provides a
+helper that calculates the bounding rectangle of the labels and cap
+edges based on that:</p>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(simple, <span class="at">layout =</span> <span class="st">&#39;graphopt&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">start_cap =</span> <span class="fu">label_rect</span>(node1.name),</span>
+<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a>                     <span class="at">end_cap =</span> <span class="fu">label_rect</span>(node2.name)), </span>
+<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a>                 <span class="at">arrow =</span> <span class="fu">arrow</span>(<span class="at">length =</span> <span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">&#39;mm&#39;</span>))) <span class="sc">+</span> </span>
+<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_text</span>(<span class="fu">aes</span>(<span class="at">label =</span> name))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>The capping of edges is dynamic and responds to resizing of the plot
+so the absolute size of the cap areas are maintained at all time.</p>
+<div id="a-quick-note-on-directionality" class="section level4">
+<h4>A quick note on directionality</h4>
+<p>In <code>ggraph</code> there is no such thing as an undirected graph.
+Every edge has a start and an end node. For undirected graphs the start
+and end of edges is arbitrary but still exists and it is thus possible
+to add arrowheads to undirected graphs as well. This should not be done
+of course, but this is the responsibility of the user as
+<code>ggraph</code> does not make any checks during rendering.</p>
+</div>
+</div>
+<div id="labels" class="section level3">
+<h3>Labels</h3>
+<p>You would expect that edge labels would be their own geom(s), but
+<code>ggraph</code> departs from the stringent grammar interpretation
+here. This is because the label placement is dependent on the choice of
+edge. Because of this edge labeling is bundled with each edge geom (but
+not the 0-variant) through the label aesthetic</p>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(simple, <span class="at">layout =</span> <span class="st">&#39;graphopt&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">label =</span> type), </span>
+<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a>                 <span class="at">arrow =</span> <span class="fu">arrow</span>(<span class="at">length =</span> <span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">&#39;mm&#39;</span>)), </span>
+<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a>                 <span class="at">end_cap =</span> <span class="fu">circle</span>(<span class="dv">3</span>, <span class="st">&#39;mm&#39;</span>)) <span class="sc">+</span> </span>
+<span id="cb27-5"><a href="#cb27-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="at">size =</span> <span class="dv">5</span>)</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Usually you would like the labels to run along the edges, but
+providing a fixed angle will only work at a very specific aspect ratio.
+Instead <code>ggraph</code> offers to calculate the correct angle
+dynamically so the labels always runs along the edge. Furthermore it can
+offset the label by an absolute length:</p>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(simple, <span class="at">layout =</span> <span class="st">&#39;graphopt&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">label =</span> type), </span>
+<span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a>                 <span class="at">angle_calc =</span> <span class="st">&#39;along&#39;</span>,</span>
+<span id="cb28-4"><a href="#cb28-4" aria-hidden="true" tabindex="-1"></a>                 <span class="at">label_dodge =</span> <span class="fu">unit</span>(<span class="fl">2.5</span>, <span class="st">&#39;mm&#39;</span>),</span>
+<span id="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a>                 <span class="at">arrow =</span> <span class="fu">arrow</span>(<span class="at">length =</span> <span class="fu">unit</span>(<span class="dv">4</span>, <span class="st">&#39;mm&#39;</span>)), </span>
+<span id="cb28-6"><a href="#cb28-6" aria-hidden="true" tabindex="-1"></a>                 <span class="at">end_cap =</span> <span class="fu">circle</span>(<span class="dv">3</span>, <span class="st">&#39;mm&#39;</span>)) <span class="sc">+</span> </span>
+<span id="cb28-7"><a href="#cb28-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="at">size =</span> <span class="dv">5</span>)</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p><code>ggraph</code> offers a lot of additional customization of the
+edge labels but this shows the main features. As with arrowheads labels
+can severely clutter your visualization so it is only advisable on very
+simple graphs.</p>
+</div>
+</div>
+<div id="connections" class="section level2">
+<h2>Connections</h2>
+<p>The estranged cousin of edges are connections. While edges show the
+relational nature of the nodes in the graph structure, connections
+connect nodes that are not connected in the graph. This is done by
+finding the shortest path between the two nodes. Currently the only
+connection geom available is <code>geom_conn_bundle()</code> that
+implements the hierarchical edge bundling technique:</p>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a>flaregraph <span class="ot">&lt;-</span> <span class="fu">tbl_graph</span>(flare<span class="sc">$</span>vertices, flare<span class="sc">$</span>edges)</span>
+<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a>from <span class="ot">&lt;-</span> <span class="fu">match</span>(flare<span class="sc">$</span>imports<span class="sc">$</span>from, flare<span class="sc">$</span>vertices<span class="sc">$</span>name)</span>
+<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a>to <span class="ot">&lt;-</span> <span class="fu">match</span>(flare<span class="sc">$</span>imports<span class="sc">$</span>to, flare<span class="sc">$</span>vertices<span class="sc">$</span>name)</span>
+<span id="cb29-4"><a href="#cb29-4" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(flaregraph, <span class="at">layout =</span> <span class="st">&#39;dendrogram&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb29-5"><a href="#cb29-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_conn_bundle</span>(<span class="at">data =</span> <span class="fu">get_con</span>(<span class="at">from =</span> from, <span class="at">to =</span> to), <span class="at">alpha =</span> <span class="fl">0.1</span>) <span class="sc">+</span> </span>
+<span id="cb29-6"><a href="#cb29-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>The connection concept is underutilized at the moment but I expect to
+add more support for this in coming releases.</p>
+</div>
+<div id="want-more" class="section level2">
+<h2>Want more?</h2>
+<p>Check out the other vignettes for more information on how to specify
+<a href="Layouts.html">layouts</a> and draw <a href="Nodes.html">nodes</a>…</p>
+</div>
+
+
+
+<!-- code folding -->
+
+
+<!-- dynamically load mathjax for compatibility with self-contained -->
+<script>
+  (function () {
+    var script = document.createElement("script");
+    script.type = "text/javascript";
+    script.src  = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
+    document.getElementsByTagName("head")[0].appendChild(script);
+  })();
+</script>
+
+</body>
+</html>
diff --git a/inst/doc/Layouts.html b/inst/doc/Layouts.html
new file mode 100644
index 0000000..39f6ef3
--- /dev/null
+++ b/inst/doc/Layouts.html
@@ -0,0 +1,722 @@
+<!DOCTYPE html>
+
+<html>
+
+<head>
+
+<meta charset="utf-8" />
+<meta name="generator" content="pandoc" />
+<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
+
+<meta name="viewport" content="width=device-width, initial-scale=1" />
+
+<meta name="author" content="Thomas Lin Pedersen" />
+
+<meta name="date" content="2023-01-19" />
+
+<title>Layouts</title>
+
+<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
+// be compatible with the behavior of Pandoc < 2.8).
+document.addEventListener('DOMContentLoaded', function(e) {
+  var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
+  var i, h, a;
+  for (i = 0; i < hs.length; i++) {
+    h = hs[i];
+    if (!/^h[1-6]$/i.test(h.tagName)) continue;  // it should be a header h1-h6
+    a = h.attributes;
+    while (a.length > 0) h.removeAttribute(a[0].name);
+  }
+});
+</script>
+
+<style type="text/css">
+  code{white-space: pre-wrap;}
+  span.smallcaps{font-variant: small-caps;}
+  span.underline{text-decoration: underline;}
+  div.column{display: inline-block; vertical-align: top; width: 50%;}
+  div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
+  ul.task-list{list-style: none;}
+    </style>
+
+
+
+<style type="text/css">
+  code {
+    white-space: pre;
+  }
+  .sourceCode {
+    overflow: visible;
+  }
+</style>
+<style type="text/css" data-origin="pandoc">
+pre > code.sourceCode { white-space: pre; position: relative; }
+pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span:empty { height: 1.2em; }
+.sourceCode { overflow: visible; }
+code.sourceCode > span { color: inherit; text-decoration: inherit; }
+div.sourceCode { margin: 1em 0; }
+pre.sourceCode { margin: 0; }
+@media screen {
+div.sourceCode { overflow: auto; }
+}
+@media print {
+pre > code.sourceCode { white-space: pre-wrap; }
+pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
+}
+pre.numberSource code
+  { counter-reset: source-line 0; }
+pre.numberSource code > span
+  { position: relative; left: -4em; counter-increment: source-line; }
+pre.numberSource code > span > a:first-child::before
+  { content: counter(source-line);
+    position: relative; left: -1em; text-align: right; vertical-align: baseline;
+    border: none; display: inline-block;
+    -webkit-touch-callout: none; -webkit-user-select: none;
+    -khtml-user-select: none; -moz-user-select: none;
+    -ms-user-select: none; user-select: none;
+    padding: 0 4px; width: 4em;
+    color: #aaaaaa;
+  }
+pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa;  padding-left: 4px; }
+div.sourceCode
+  {   }
+@media screen {
+pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
+}
+code span.al { color: #ff0000; font-weight: bold; } /* Alert */
+code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
+code span.at { color: #7d9029; } /* Attribute */
+code span.bn { color: #40a070; } /* BaseN */
+code span.bu { color: #008000; } /* BuiltIn */
+code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
+code span.ch { color: #4070a0; } /* Char */
+code span.cn { color: #880000; } /* Constant */
+code span.co { color: #60a0b0; font-style: italic; } /* Comment */
+code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
+code span.do { color: #ba2121; font-style: italic; } /* Documentation */
+code span.dt { color: #902000; } /* DataType */
+code span.dv { color: #40a070; } /* DecVal */
+code span.er { color: #ff0000; font-weight: bold; } /* Error */
+code span.ex { } /* Extension */
+code span.fl { color: #40a070; } /* Float */
+code span.fu { color: #06287e; } /* Function */
+code span.im { color: #008000; font-weight: bold; } /* Import */
+code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
+code span.kw { color: #007020; font-weight: bold; } /* Keyword */
+code span.op { color: #666666; } /* Operator */
+code span.ot { color: #007020; } /* Other */
+code span.pp { color: #bc7a00; } /* Preprocessor */
+code span.sc { color: #4070a0; } /* SpecialChar */
+code span.ss { color: #bb6688; } /* SpecialString */
+code span.st { color: #4070a0; } /* String */
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+
+
+
+<h1 class="title toc-ignore">Layouts</h1>
+<h4 class="author">Thomas Lin Pedersen</h4>
+<h4 class="date">2023-01-19</h4>
+
+
+
+<p>In very short terms, a layout is the vertical and horizontal
+placement of nodes when plotting a particular graph structure.
+Conversely, a layout algorithm is an algorithm that takes in a graph
+structure (and potentially some additional parameters) and return the
+vertical and horizontal position of the nodes. Often, when people think
+of network visualizations, they think of node-edge diagrams where
+strongly connected nodes are attempted to be plotted in close proximity.
+Layouts can be a lot of other things too though — e.g. hive plots and
+treemaps. One of the driving factors behind <code>ggraph</code> has been
+to develop an API where any type of visual representation of graph
+structures is supported. In order to achieve this we first need a
+flexible way of defining the layout…</p>
+<div id="the-ggraph-and-create_layout-functions" class="section level2">
+<h2>The ggraph() and create_layout() functions</h2>
+<p>As the layout is a global specification of the spatial position of
+the nodes it spans all layers in the plot and should thus be defined
+outside of calls to geoms or stats. In <code>ggraph</code> it is often
+done as part of the plot initialization using <code>ggraph()</code> — a
+function equivalent in intent to <code>ggplot()</code>. As a minimum
+<code>ggraph()</code> must be passed a graph object supported by
+<code>ggraph</code>:</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggraph)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidygraph)</span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">set_graph_style</span>(<span class="at">plot_margin =</span> <span class="fu">margin</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))</span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">as_tbl_graph</span>(highschool)</span>
+<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Not specifying the layout - defaults to &quot;auto&quot;</span></span>
+<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph) <span class="sc">+</span> </span>
+<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year))) <span class="sc">+</span> </span>
+<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Not specifying a layout will make <code>ggraph</code> pick one for
+you. This is only intended to get quickly up and running. The choice of
+layout should be deliberate on the part of the user as it will have a
+great effect on what the end result will communicate. From now on all
+calls to <code>ggraph()</code> will contain a specification of the
+layout:</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;kk&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year))) <span class="sc">+</span> </span>
+<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>If the layout algorithm accepts additional parameters (most do), they
+can be supplied in the call to <code>ggraph()</code> as well:</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;kk&#39;</span>, <span class="at">maxiter =</span> <span class="dv">100</span>) <span class="sc">+</span> </span>
+<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year))) <span class="sc">+</span> </span>
+<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>If any layout parameters refers to node or edge variables they must
+be supplied as unquoted expression (like inside <code>aes()</code> and
+<code>tidyverse</code> verbs)</p>
+<p>In addition to specifying the layout during plot creation it can also
+happen separately using <code>create_layout()</code>. This function
+takes the same arguments as <code>ggraph()</code> but returns a
+<code>layout_ggraph</code> object that can later be used in place of a
+graph structure in ggraph call:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>layout <span class="ot">&lt;-</span> <span class="fu">create_layout</span>(graph, <span class="at">layout =</span> <span class="st">&#39;eigen&#39;</span>)</span></code></pre></div>
+<pre><code>## Warning in layout_with_eigen(graph, type = type, ev = eigenvector): g is
+## directed. undirected version is used for the layout.</code></pre>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(layout) <span class="sc">+</span> </span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year))) <span class="sc">+</span> </span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Examining the return of <code>create_layout()</code> we see that it
+is really just a <code>data.frame</code> of node positions and
+(possible) attributes. Furthermore the original graph object along with
+other relevant information is passed along as attributes:</p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(layout)</span></code></pre></div>
+<pre><code>##              x           y circular name .ggraph.orig_index .ggraph.index
+## 1 -0.044663781 -0.15559667    FALSE    1                  1             1
+## 2 -0.037385404 -0.20774400    FALSE    2                  2             2
+## 3 -0.056485523 -0.29917717    FALSE    3                  3             3
+## 4  0.179811980  0.03475970    FALSE    4                  4             4
+## 5  0.176570267 -0.01218347    FALSE    5                  5             5
+## 6  0.009982631 -0.19472509    FALSE    6                  6             6</code></pre>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fu">attributes</span>(layout)</span></code></pre></div>
+<pre><code>## $names
+## [1] &quot;x&quot;                  &quot;y&quot;                  &quot;circular&quot;          
+## [4] &quot;name&quot;               &quot;.ggraph.orig_index&quot; &quot;.ggraph.index&quot;     
+## 
+## $row.names
+##  [1]  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
+## [26] 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
+## [51] 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70
+## 
+## $class
+## [1] &quot;layout_tbl_graph&quot; &quot;layout_ggraph&quot;    &quot;data.frame&quot;      
+## 
+## $graph
+## # A tbl_graph: 70 nodes and 506 edges
+## #
+## # A directed multigraph with 1 component
+## #
+## # Node Data: 70 x 2 (active)
+##   name  .ggraph.orig_index
+##   &lt;chr&gt;              &lt;int&gt;
+## 1 1                      1
+## 2 2                      2
+## 3 3                      3
+## 4 4                      4
+## 5 5                      5
+## 6 6                      6
+## # ... with 64 more rows
+## #
+## # Edge Data: 506 x 3
+##    from    to  year
+##   &lt;int&gt; &lt;int&gt; &lt;dbl&gt;
+## 1     1    13  1957
+## 2     1    14  1957
+## 3     1    20  1957
+## # ... with 503 more rows
+## 
+## $circular
+## [1] FALSE</code></pre>
+<p>As it is just a <code>data.frame</code> it means that any standard
+<code>ggplot2</code> call will work by addressing the nodes. Still, use
+of the <code>geom_node_*()</code> family provided by <code>ggraph</code>
+is encouraged as it makes it explicit which part of the data structure
+is being worked with.</p>
+</div>
+<div id="adding-support-for-new-data-sources" class="section level2">
+<h2>Adding support for new data sources</h2>
+<p>Out of the box <code>ggraph</code> supports <code>tbl_graph</code>
+objects from tidygraph natively. Any other type of object will be
+attempted to be coerced to a <code>tbl_graph</code> object
+automatically. Tidygraph provide conversions for most known graph
+structure in R so almost any data type is supported by ggraph by
+extension. If there is wish for support for additional classes this can
+be achieved by providing a <code>as_tbl_graph()</code> method for the
+class. If you do this, consider submitting the method to tidygraph so
+others can benefit from your work.</p>
+</div>
+<div id="layouts-abound" class="section level2">
+<h2>Layouts abound</h2>
+<p>There’s a lot of different layouts in <code>ggraph</code> — All
+layouts from the graphlayouts and igraph packages are available, an
+ggraph itself also provide some of the more specialised layouts itself.
+All in all ggraph provides well above 20 different layouts to choose
+from, far more than we can cover in this text. I urge you to explore the
+different layout types. Blindly running along with the default layouts
+is a sad but common mistake in network visualisation that can cloud or
+distort the insight the network might hold. If ggraph lacks the needed
+layout it is always possible to supply your own layout function that
+takes a tbl_graph object and returns a data.frame of node positions, or
+supply the positions directly by passing a matrix or data.frame to the
+layout argument.</p>
+<div id="a-note-on-circularity" class="section level3">
+<h3>A note on circularity</h3>
+<p>Some layouts can be shown effectively both in a standard Cartesian
+projection as well as in a polar projection. The standard approach in
+<code>ggplot2</code> has been to change the coordinate system with the
+addition of e.g. <code>coord_polar()</code>. This approach — while
+consistent with the grammar — is not optimal for <code>ggraph</code> as
+it does not allow layers to decide how to respond to circularity. The
+prime example of this is trying to draw straight lines in a plot using
+<code>coord_polar()</code>. Instead circularity is part of the layout
+specification and gets communicated to the layers with the
+<code>circular</code> column in the data, allowing each layer to respond
+appropriately. Sometimes standard and circular representations of the
+same layout get used so often that they get different names. In
+<code>ggraph</code> they’ll have the same name and only differ in
+whether or not <code>circular</code> is set to <code>TRUE</code>:</p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="co"># An arc diagram</span></span>
+<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;linear&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year)))</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAIAAACb4TnXAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOydd2CURfrHZ96yvSWbnk3vvRNCr6I0KQqCCIgFRcXTU+/u5xX17HqWsyAWVBQUUREE6RBI6Om9Z5PdbDabbO/7vu/M7w8QOUEMzXK3n/+SnXnfeWf3+87MM8/zDMQYAz9+/FwbiF+7AX78/DfjF5gfP9cQv8D8+LmG+AXmx881xC8wP36uIX6B+fFzDfELzI+fa4hfYH78XEP8AvPj5xriF5gfP9cQv8D8+LmG+AXmx881hPq1G/B7wodwp8fT7fYMMIzB5zOznJPjfBgDAOQkKSKJAIoK5/Ei+bwkoTCER//a7fXz6+MX2MXgMK5yOMsstlN2e6Xd2eXxcN8HH0hIUkqSQvKHKYCZYe0cx35fQEFRORJxgVRcIpONk8v8evvfBPrDVc7HxLDfGk3bjaY9ZouN5XgEzBaL86WSbLEoSSiMFwoieDwReYHZNcLAwPi0Xl+7293sdFc7nJV2R7/PBwHIlohnKgNmK5UjZJJf/on8/Fr4BfYDDMZbh0zr9YbdZrMP4VyJeIYyYJJCUSKXConLX6x2uD2HLNbdJsses9nKcvFCweKQ4BXhIXECwVVsvJ/fJn6BAQCA3ud7q0//fv+A3ufLkYhvDQ1eGBwULeBf3bswGO81WT4zDH4zZHJx3NRAxYOqiOsDA+DVvY2f3xL/6wLr8Xif7dV+rDcQANwaGrwyIqxQes2ncDaW22AYXNPXX+90ZYlFf4lRLQwOJvw6+2/kf1dgAz7mSXXvB/oBCUneHxl+f2R4MP2L2iEwALtN5hd7+w5arBli0dNx0XOClL9kA/z8AvwvCsyH8Kvavmd7tQCAh1WRD6kiZBT5K7bnkMX6t+7eMqttokL+amJcjkT8KzbGz9Xlf05ghy22e9o62tyeO8JD/xkb/duxnn89aHysS93j8T6oingyNkpM/pqa93O1+B8SmIPjHu1Ur9XpC6SStckJ+dd+rXWpeBB6rlf7Qm9fBI/3YWrieIX8126Rnyvlf0Vgx2z225rb+ry+Z+JiHlSFk/C3a1JocbmXt7Sfstn/EBXxbFwM/wp2CPz86vz3CwwD8LKm7/GuniyJ+JPUpHSx6Ndu0c/DYvxCb9+T6t4ciXhTekq80L9j9nvlv1xgdo67rblt25Dp/sjwlxJif1+jwVGrfVFzq43lNqQlT1cG/NrN8XM5/DcLrMPtmdPQ3OPxfpiadFPw79ICbmTYxc2t+0yWZ+Nj/hSt+rWb4+eS+a8V2DGbfXZ9s5Qkv8lMzf49G745jP/U1fMvTd8d4aHvJCdQv+HVo5/z+e8U2DdDxsVNbVkS0beZ6b8dQ/yV8K5Of19715QAxZcZKX4L/u+I/0KBfToweHtL+w1y2UaFWGQ1Y7sNu1zA5wU+LwAACESQxwNiMZQroCIQBgUDHu/XbvKw2GE0L2hqyZWId2SlKyh/nNHvg/8igbEs6u1+t7vnPkKwcLD/vapy6vSjkSTkC8BZ13WMsccDPG7w/YPDQCVURRMxcUR8IgyPBL/hOVi51TazvilBKNyTnaGk/Rr7HfD7F5jXyzXWocZa1Nb6UUjkvZmFt9tMa2hAhodDiRSQJIAEYNkzhUkSCoRAKoUCIXY5sXEIDxlwnxb1aXCfBiAEpTIiNYPIyiGSUsGwTY5WltP5fFaWdXDcmftAKCfJEB4vlEfTV1WxlXbH1NrGOKFgX05GgH8c+83zOxYY6u7kThxBDbWAYWBk1OfpObdT4qWAfUenhgY9HhoEjO8nKxMEDFDC4BAYqSJU0TA2HlIUUnehlibUVI/NJiiWEAUjyOJRMCjkR1VZjE/ZHSds9iq7s8nlane7bSz3k/cBIFrATxIKcyXiAqlkrFwWwb/SGWmF3TG1tjFJKNifmyn1r8d+2/wOBYYQV1vFHd6PdX1QEUBk5gAeb4fRfHNY7PwBzbqGKjIsjAiLgMHBQB4A5XLIFwCB8MzEz+PBPi+w27DVgocGsWEA6TTA7QYQwvAIIjWDzMiGkVGoV42qTnE1FcDrJVLSyfGTifjEAR+zdci43Wg+aLE6OI6CMEMsyhSLUkTCGD4/nM8LpCgpSZ628jk4zomQwcdovN5Ot6fZ5apxOAd8DAAgRSScoQyYpQwcJ5dfdojKCZt9Sm1jsUyyIyv997W597/G70pgGHM1ldy+nXhokIiNgxEq3KdFverjASHTR4wbB8E38dH8SBW4xJc6HjSgrg7U0YramoHHA5XBZH4hUVQChSKu+pS77NAWivdpUsZ+iRxjXCST3hAYMEEhK5ZJBZf4y+71eA9ZrfvN1u+M5kGGieDzFoUE3xUemiISXtJ1TrPXbJlZ33SjUvl5eoo/luw3y+9GYKi7g/12C+7TELEJQCZDbc3A6yXiE9U5haMZIl4kPJCTecE8GZcAx6H2Fq66EjXWAo4zZuWuzch/x+kx+JhCp21RT+fNColq2kyoDLrSZ8GgzGrdaBjaZBi0sdykAPkfoyIvI7T5c8PQ4qbWR6MjX4iPvcIm+blG/A4Ehp0ObvsWruoUDAmDgQGorRXweGRRCTlyjFURUFJV50HoeH5O6NXb7xq0216oqlnDAQ7AW+2mVWlpBYmJXOUJbvcO7HZTk6aSE6Ze6jh5QVwc+tww+JpWV+905UnET8ZFz1IGXtIVnunR/rW75/2UxDvCQ6+8PX6uOr91gaG6anbLFxhxhCoadXcCPp8aN5ksGQMEQoTBrIamcqvtaF52xlVy4fUg9JpW92yPlgP4vvCwP9iNQQd2Y8MAkZ5FzZgDpTJ2zw7u6GEYHEovXAIjo67KTTEAu0zmJ9WaEzb7aLns1cS4oksJpVne0v6ZYbA0N6tEJr0q7fFzFfkNC8zrZbZsQtUVMEIFrBbs85JjJ1Ljp5zd0fprd8+zPdrNGanzr5Kf4W6TZVV7Z4/He2d46BOxUWGnN6AR4qpOcXu2Y4eDHD+ZmjQNG/TMpk/xkIGacgM5cepV3DfbNmR6rEvd5nLfER76YkLsMK3wDMYTaxo63Z6KgpzIKzZR+rm6/EYFhnV9zIZ12GqBgUF4oJ9Iz6Jmz4cBP0yfdhjNs+qb/hoT9VRc9JXfzsyyq9u7Ph0YHC2XrUlOyDp/PPT52P27ubIDUBFALVhCqKLYXdu58lIiMYVatBSKr1rsJoPxG9r+f6h7xSSxJjlh7vCydGi9vsLKmmSh8EBupt9Z8TfFb1FgqLaK2bwRikTY44E0Tc1dSGRmn1tA6/XlVdRkiUV7czKuPHRyv9myrKXdxnIvJcTeHRF2kcthfT+zeQPu05DjJlPTZqC2ZvaLDYDHo5fdBSOG5eru4pCVY90cOv2ngqJkFHm+JHo93pVtnbtM5mVhIW8kxQ9ns6vUYp1S2/jn6Min42KG0xI/vwy/MYFhzO7dyR3YDQMCsclIZGZT8xZB8X/4wnMYT6xpaHd7agpzr9CwwWH8VI/mabVmlFy2Pi1pWJlAEeIO7Gb37yZU0dTi5QBjZv17eGiIvmXpj94CAAC9z3fUaq9yOJqc7ja3u8fjPevqcRYIQCiPFyvgp4qE2RJxoVQyQirhEwQGYK1O/8fO7ig+f1N6ynAy4fy9u/eZHs3unIwpAYph94Gfa8tvSWAcx375GVd1EshkwOWiZswhR407v9RzvdrHu3p252RMvbKfkYVlFzW17TGZ/xyjejI2+pJmVqi7g/3sY8Cy1JIVhCqa+Ww9am6gZs0jR48/bYLfZjTtNJqbXW4AQABF5UjESUJBtICv4vPFJKGgKAiAByEXhwwM0+/zdbo9LS53k9PFYCwgiNFy6Qxl4LwgpYPjFjS1qj2eD1KSbgn5me0BDuMJNQ3dHk99UZ7fi+o3wm9GYCzDfPoham0CPB7k8anb7iSiLzDVqXY4R1bVrooIfzUx7kru1uH2zKhv0vt8G9KSZ16iZfw02GFnP/kAaXqoG28mi0ay275qr63+cOzUjUJJn9cXRNPXByomByjGymUJww749yJU5XCezrNdbrVxGI+Sy5aEBu82WbYOGR+PiXoqLvrir4Fujye3omZKgOKrjNTLeCg/V53fhsAYH/Phu0jdBSCAYRH08ruhVHZ+KR/ChZU1HAAVBTlXkiz+hM0+q75ZQpI7stPTLsuL4gwcx27ZxJ06fmTK9FfCor8zmiUsexNgbyssHCeXXeHi0MyyXw0aPxkwlFlscorKEIuOWm1LQkM+SE28uPfwB/0Dd7Z2bM5I/Z0Gcf+X8RsQGMMwH61F3Z0AISIlnb719p8K0HpC3ftPtaYsL3uU/PI3fPabLXMaWlJFwu1Z6Ze0hOvz+lpdbq3Xq/cxpu/d87Ve7xH9gBoS4QjdERt9v6ZD8d1WctwkasYcAIAXoXa3p9Pt0Xq9QwzrRujs1QIoMozHU/F5ySJhFP9iSfBbXO43+/o/1A+wCLMYTw6Ub81Mv/j75caG5qNWe9OIvF84V7Gf8/m1BcZxzMfvofZWgDkit5BesOSngkQana78ypr7I8P/lXD5k8PtRtPNja0lMum2rDTJz5nmOIxP2Bz7LZZyq63C7jAxZ0QlIgkFRVEQGhnWyXEkAAgAjAGAgIIwCaNQowEGKg0SWavLffq4MAiAgqIU1JmFngchK8s5vzd4BFBUgVQyRi6bFCAfJZNecOgbYph/aXSvaXUehBKFglMFOReJuez1eDNPVc8LVn6UmnRZ/eTnqvGrCgxj5vNPUF0VwJgsKqHmLfypTVsMwPjq+j6fr74w77IdDneazHMbWiYp5F9npl7ETxdhcMhq3TAwuHXINMQwYpIskUmLpJI8qThZKIwXCoQE8apW94S6V0qS/4yLWREWggFoqDz1QWPTTlVsF8XD34sqTiiYrpCtEPHTMaK93jM34PGgUARlMgfN63J72tyeGofjlN1x1Gp3cJySpmYpAxeHBk9WKM534dX7fCtaOnaazGKS+DYrfeJPZyZ9s69/dXvXgdzMCf7spb8qv6bA2B3fcGUHAQBkYTE1f9FFXCI+1huWt7R/m5V2eQYJAECpxXpDXdM4hWxrZtpPqcvKcu/269fq9J1uj4rPWxASNEsZOFouO3fN0+pyL2tpP2Wz3x0R9lx8jIKiKuyO17W6LweNPoTGGg3zKDhTFYmPlX8HyW/Cow8FBFEY3zigvV/dNsJi/I/7iUREcCiMUMGoGCI+kVMEHLXavzWavhgc6vV4YwX8lRFhKyPCzrcHvtmne7CjG2P4x+iIp2OjLxiugjAoqa51cKimMPfqRnz6uSR+NYFxJ4+yX30OCILIzqNvWXoRdVlYNuVk1SiZbEvmZVrGahzOCTX12WLx7pyMC65ejAz7sqbvrb5+N0Jzg5QrI0InXmgA+UhvuL+9K4SmT+e1LrPa/tHde9BiVfF5d8nES3U94aeOAasFAAAVAZjjgMtpmDR1fUD4ex5vD8ONFQufCFVOJAnscmKbDRuHsEGP+zTYZAQAwOBQIj2TzMkHkVGHLNa1Ov3XQ0YeJO6JCHssOvJHq6ltQ6a5jc0Yg1yJeFNGSpLwAqaakzZHSVXt8wmxj0ZFXl6/+blyfh2Boe4O5t03AQREQjK9fOXFPdMf7VS/1dffPCI/5rJOxNN4vcWVdcE8+lBu5vnrFi9Cr2v7n+nVMAjfHRH2kCrignfxIrSqvWtd/8CikOB3khP6fL5HOru/M5rTRcI/sZ75VccoTQ/g8YnUdIAQaqil5i4g84t8a14HDju9+lFOIv1y0Phsj6be6ZoaoHglMS7zHG8sbLfhrg7U3Mi1NAK3C4aGk8WjyIJiLSRe0+rW6PoJAP8crXo4KuLct8OnA4NLm9tkFIkwWJ+WdMGjj+5u7dg0ONQ+ouC/I7XW75FfQWDYbmNeex643SA4lLfqIXBRG1qX25N+qvqRqIjL8wCyc9yY6noTw5zIzzk/Vn+v2bKqrbPb470jPPQfMVE/Fcw/4GPmNjRXOhyvJ8YvDQ15Qt37mlYXRtP/9FgXlh+ELgeRkEQWlRAZWYDmAQDYrz7nKo7Tt6+EIWHMGy9DZRC9cjUgSYTBF4NDf+lSa72+ByLDn4qL/rGhhWVRWzN38hhqbQI8PjlyNDlusoHmPdWjeVenj+Lz30yKPzfF7/O92r909WRJRA0O11Nx0Y/HRP1o0DX4mOSTlQtDgtcmJ1xG7/m5csgnnnjiF70hx7EfrMEmIxQK6ZWroeRn3GTvausYZNhNGSmXERiPAVjY1Fpld+7NyUz6z/0uG8utau96uKM7RSTclpV2Z3io9CeOCGtxuSfVNOh9zHfZ6cE8elpd416z5THAri/dkdfWRGXn0bcsJcdNgmERZ8dhIiUN93Rz5YfIomIiOY0r3Qs8HiIlDUKQKRbdExFGE/BVrW79gCFbLI47dxuaIGBwKJlbQOYXAZbhjh/hjhwSAzwrJ3d+WEiZ1fZcr7bT7ZkUID+9jBwjl2m8vgMm6y2hwa9r+3s83hnKwHONkGKShAC8rNHNC1b6B7FfhV96BGO/28od2g8Ikl75ABEbf/HCJ22OkVW1a5ITVkaEXca9nlRrnlT3fp6esuA/nYyO2+y3NLUOMswL8bGrIsIvEm9fZXdMq2sKoKjtWWkf6Q0v9GoLaOq9qiOpfT1kQTE55fpzHfz/A7fL98bLgCB49z/CHS9jd22nb7uDyPjBWbHd7V7e0n7Man84KvK5+JgL2iGw3cYd3MMdPwIlUmrWPJiV+55O/0inWk6RG9NTxsplAAAG48k1DW1u9x+jIv+vq+f6wIDNGSnnWnE8CKWcrMqViLdmpl1a9/m5GvyiAkNtzcy6dwDG1LxbyOJRP1t+Sm1Dr8fXOCLvMuxg+8yWabWNj0arno//j7nla1rdY53qbLFoY7gy0eUCTjv2fp98iiShWAxlchgYBITCYzb7DXWN8QLBp2nJ97R1HrXZ/+I0//nwHl50LDXn5p90n0cIm43YasGaHnb3dzAikiwcyR07jM0metFyGB171neZw/j53r4n1L2FUsmXibERdiu2WbHTCb7fH4N8HhBLAEJc2UHU3kpkZFPzFnaT9OLmtkq745m4mEejIyEAOq+voLI2QSh4JCpiUVPbKLn028z0czcz1vUP3NHaceTKNuj9XB6/oMBcLt8rT2OHi8jOpRcv/9ni+82WKbWNn6enLPw5J9fzMfiY3IqaRKHg3Pgoj3FoZXPbehbfM6h7oeYY/2yyxAtxKiJqRnZxKoTPhYcsM9m8DPtJw8kJ/Vpq+mxy5Jgf2Tyxw47aW3BXJ9L0YIMenOcyfy5QJIaqKBgdB6Uy4HYd0hsWKyMgRl9Ulf/Yjn8WgoASKXY5AEFTs+ehwuLHOtWvaXW3hAStS00SEsQhi3VybeOfoiMnKuSz65tL5NLtWT94e3AYZ56qDuPxDuZmDr8P/VwVfjmBMRvWofpaGBDIe+jPgPfz9sBx1fVWjqspzL3UwQsDcENdY6XdWVOYG8nnYYsZVZ0aaqy/OTLhRIDy370ddwgpEBgC5QrA5wOhgJDKAY8HhUIAIXa7sdVSbxic6GTiva6H2hpWZhQmuhybq8pjpWJq2cpzM95ghx3VVKLaKqTpARhDZTARHQsjImFIGAwIABIpFAjZzRu5hlrevQ+i/j5280aiYARAGHe1Y6sFAAAAhBJxf0LKfFVSEwafxkTOCwsBAiEAACCEPW7gcGCLGQ8ZsE6Lerrw4CDAGIgl1OjxG+KS79bqC6TibZnpSpr6h7r3abVmX24mi/Hs+ubJAfItmWlnR/5NhqFbmlpLczP9p2b+wvxCAkNN9czH7wEIefc9DKN+3h540GKdVNNweR6rb/T1r27v2pyROs9q5MpLUWvTgEAwY8REDU+wqalyQr/mJ0cYCKFA2BOhmpCUE0BR90WGrdb0T3JYNxzdKyVI4PPCkFBy1DiysBjr+9myg6ihFmBMJKYQmdlESjpUXOgIL5/X99qLQCDg3f0As+5t1NsDMIZSGZGZA5VB2GZBDXXYZHQrg5eOGP8dpN5JTrjzp9PXYIed3bIZNdQASACAj+YU3hSZECoQ7MnJjODxJtTUd3k89UV55VbbvIaWRSHBH6clnVYYwiCnojqER+/P8Q9ivyi/iMDcbt9LT2Gnk5p6AznlhuHUmFTTYGCYusK8S8341+H25FRUL+BTa4+X4j4NoHl9FG9a0XgbTW0/eSjbboFCEVAqoSwAyhVQKAAYYYYDThu2mLHJZHG5J4yc5KCou3s7/5GUuXBA+17dSf5106lxk1BbC3e8HDU3AJIEHAflCnLUWKJwJJT8zMIGdbQy770FeXzM+ABJwtAw3v2P/OByiTFSd3LHjzANtasyi9aHR78Sq/pD7MXeQailkfnsY8jjAx6vyeOdXjJZwBfuL8rlMMitqLkpWPlRatJHesOKlvZzUyp8Zhhc3NRWnpc1Wn6BSAU/14hfQmDs15u4E0dhWDjvwceGk/D9lN0xorJ2Q1ry4tDgS7oRBmDSyaoOq7WqdLuMZQAA/WLp1IJxTpra7zSmJCbD+MSL5M/gMJ5e13jcanuQcT9NCm7XdL7ZUEkQECAEVdFEdj7WqFFDLeDxAeOFUgU140YiJx8AoPX6Kuz2Rqe73e3u9/mMDGtjOQ5gMUFIvJ5gw0CMzZzkcuSPHpsHAblhHb1oGZFb8OPGW8zsof1/sDrXRCe8QsE/jCq5SF9hve60uYicPK2jtvq66BRIUYdSk7YT1P3tXbuyM6YFKv7e3ft0j2Z9WvKS0ODTT5d2sjpVJNyW5Tcn/nJcc4HhPo3vjZcBhLzVj8HwiOFUuamxpdLuaC8uuLT8LSy7Zvu2VYrQLRVlN1iNAHEmkp4ydpqJLyzNz04ZRsj9o53qVzR9j0apXtJolw7q1rTUUmnpqLEeu12Q5mGfF0CCyMqmb7oVW8yuHd/sM5l3JGfsDw7r8jIAAAlJJgkFkXx+ME3RBAG8XtTdaXc49AGBPVJ5L8MiCAUEUeyyX6/X3jxnXoLiAhHZyGy679jxtULZ2r6uOydPuUiPYauFee8t4HLSd67qHDBMNFgEHFMKuVtCVRqfr6EoT0ySi5patw2ZyvOy8qUSAMBanf7ets76oryrleXOz89yjQWGMfP6C6i/n5w4hbp+1nBqdLg9qSerXkmIW60KH/59UF217puvsksmTzUZ1jecBBh4R469PiS6xccczss67ZeEnU5s6McmE7Bbsdv9fVUIJRIolX4lkCzUG5eFhW40GGYP9n/S3sBf+QAMCMSGAeajtdg0BAAAigBgtTaHRnwwYuxnmDAyrMrruc6on6CKLo6MiLeaoMOOnQ4AANbrUEcbpCgifwSRW0CEhNo1vRVff3F8zKSDAslhm91LECNl0jvDQxeFBP8oPgADcNupyk0O9xc1R2fn5ZHjp/xkkIHDzrz3FrBb6bsfaBVJx1bWRtstb+u6x6XlP6iKfDEh1slxo6rrrSxbVZAbSFMehGKPV0wPDFjnD2P5pbi2AuOqTrGbPoESCe9PTwzznLvT6dM0JYXDPcfR62XWv4c62u7MKd4aqqot2xWVlQOnTl+o0e0wmvcmx5Vo1KijFau7sMV8pgrNgyIhICkAAGAY7HZ10/yRY67LsVlqFIH5NvO39afEdz8AQ8NQQy3z5UbI41PzF2Hj4JETx5+NStwTFBrA+G61mxYrlYX9vVxTA/B6zlyZoqFIiD1e4PMCmgYYAJY5/QkMVAIMkNPBW/2Ipbrqm9bWT0eOL3W6lDT9QGT4g6oI+TmuJAzGs+uayk3mfcf25YcEU7cs/amVHnbYmXffBC4nfe8fTtGCSTX1481DmSbDK3GplYW52RJxh9tTUFkzUSHfkpkGAfhnj+aZHm3vyEK/Y8cvw7UUGMP4nvs7djrpZXcR6VnDqWHnONWxUyvDw15MiB1OeV9bS98XG/UQngyJeCgp825D37K4mBBVzPt2xwu6gU/7u+fXngIAwLBwIj4RRkYTYeFQGQz+M3sUi/Hoyuo+j49kWZHLUXpsv8LnBRQNAwPxoIFISacWLmkFxKOd6u1GUxLHPtRcs3hQJ/C6AQZQIiEysjGHUG0lVCipeQvYrZux0UjdeBNZNBIAANwubBxC/Tqs7UUdrXhoEEBIJKZgbS+Mje9YcNsrmr71AwYJST4eHXV/ZDjve6vOaS9Ko9t1rHxPKMD00jt/KpEwttuYt18FENKrHtrq8c1vaFnltn8LiESS3DdpPKCoLwxDC5ta30iKvz8yfJBhoo9V/F+M6m8xVyctsZ+Lcw0Fxh3Yze7eQUTH0vc9PMwqr2t1f+xUtxfnXySDWotWu1etPupw1iDcJRT74IUtAQrGN95qKiaJSUmJRemZxE+bI/+h7n2mR5snFnXZbOXHD6QuuwOQJLPxY2zQA4zdyuDnSia+iogwmn7S57jl6EHCagEkCSAkVNGop5tITqUW3gZsNt+6NdBuAxIpveKen/LzYHdu4w7th8Gh2KAHAJDFo6npN/YA+KS692O9IVkkfCc54exWVa/HW1RVm0LTO4/upQYN9OJlP/WewsZB5q1XoDKYvvuBF/oH/tzV8wAF3mDBFm37nHkLgEh0V2vHhoHBqsLcVJFweUv7HpNFPbKQ5z+U5dpzzZx93W5m/XsAY3rFvT9ryD4NBmB5S/toueyeC3ketmi1r5w6ubKt85821x4OEF7PCNPQgn7Nyr6uTJ+nVK58Pyz4uX71uLb6HUHhaYxnBuPr5PM+FyvWun1r2zs7OzsCERel/PGu2im7Y3lL+wippNLu2FRZXjJrDhEZxX6+Hut19C1LTxWWzBAH7gbEH3vaNlSW5bc2kqnp9E2LqRtmY4MetbUQGVmopxtVnoRyxRkLPssQyWkw+MfH9p2GiItH1RUwQEkvXobqalBvN3fiiIKm5ubmzQwO2mO2PNerHWTYCQo5TUA5RRVJJc9qdc7cwuucVu7gHiiXExcax6BIDGPiuUP7sHFo7OixzS73JpcniyJ3EvSKXVuo9OxJYb4oUw8AACAASURBVKEbDIM7TeYV4aHRAv4rWl22ROQ3dfwCXCuBsXu24+4uIiePLBk7zCqHLNZ/aXSvJsYlnhM+iDH+rq7unuqaR22uGgQnc76/ifhvVpQta2+UANwjEB4MjfwgNJoCaK/N/ppA+mWoChFQwCEPRikEXMijZpIgiPF+TVBvOL1bmlv4xsGM0DCSJAAAPoRn1jcJCaLJ6fpLR8NdWZlkZo7v/bfwQD+14p6XxIql2gEVn7+t5tiCrlaaYWFICHX9bCI6BtA0ERWDHXbUUAdpHna6UEsDQAhwHMAY1VSiimOovRX3abDTAfkCKPz+p0yQUCLlDu0ncgqIlHRUW0XEJXAnj6GaikiV6s7MDAlF/kuj+3LIOEEhD+HRsQIBj4DPaPoKxoxL8Xq4/buhUHzBhHZQEQAVAdz+XVAonJ6b94VhyEkQnZCIdDlzDu8TZObkBwc/16MVk+TNIUHbjeZmp/u2sAu/BfxcRa7JFBG7nL6n/wow4P3p7xf2b7gQi5vajthsXcUFZwMudtfVP96nqxRKsjzO1TLporxck0az6XDpVmXIMUUQB6GEY4M5tpsnuFWnTkfczoioYwTvLsDSPp+W41oh2cYXshDKWWayzxtLE1UsVyqUxno9f5OLl48ofkajfVKtURBkulG/x2kSzFvoe/9tbBz0rli1zObeOmR8wGN/+tBugUpFzVmAfT72m81Y3w9VUcDlOm1XhGIRdrkBwIDmAYYhMnOICBVXU4ENBhgeDpwObLUCAKAyiEjLJHLyiehYgPGZfYv7Hva99QqAkJ5/C/vNZqTuIgtGULPn17BoYVOrzuv7KDVpfrASYTC9vrHS7qwvzAnauY07Xk7deNNPvbbYrV9yx8vpex6sU4aMrKqL5PM8LNtYvlsEML1y9f2D5g/7B+qK8vabLfe2dbYW518wFNrPVeSajGDcru24R02MKCHzCodZxciwd7V1PKSKOJ2kpbNfv6S8/AkWhLPMeyGBr4weZbJZHqmufcDDHggISnQ7Vqk7XhDznouNed1in2wZ/Cw5ARWPfmbA+GRc9Iu52TckJCxMSrwvMeGR8JDJPrfSYTuGwFa+2AKJG70uGqF/Q3pza+tWpzuGz3d6XDvba4MXLWc+eR8b9Ibl90wdslbY7B+116+uO8WfPpuavwgKhaitBWt6gNMBbFYIAHX9TGrBEiIhGdVUAEjAoGAyIRHV1xIZ2fT8Rbi/D/d007euoKbfSKiiAUaovpo7chjVVQEAyLRMruwgoYoi4hO5wweI9Gxq2kwolXHlpajqVHhiyu0pyTUO59M9Gh5BjFPIpgQo1uj0lQ7nknHjgcPO7d8NlUFE+AUSARBJKailCVWejCwZI+TzvzAMOTEKKRw5orEG1VZPmDBpndFUYXf8My7mzb5+GhL+JNvXmmsgMI+b2fgRgJBefjcchlPvaT7UD+wwmj5KS5IS5KtlZQsMRguAb0kFb40f1zVoWFxZ+wKDCcb3p67WDxor7uzpHDVhYihBrD15fHN49Of5ubL4xOvrmlJEwnWpScQ5u0Y0RcUFh0yOj1+VlHATgdHg4FcUv50nmOR2NPKFHgjNLPt6c/XkuTexO75B3Z2dS+6cOGhxej3fHds3iWN4d91PJKZwRw6xn65DDbWEKoaaOZcaMwG1NqGWRiiRsFs2EVEx9K3L0Ymj2MeQKelc6T4olVLXz8LdXVz5QTI7j0hKIdKzyLGTiOgYbDJyRw7hjlYolaIeNTVjDmppxL3dZFEJoYoms/NQSxNXupcvk9+Sl+9C6J89miGGvSk4KEkoeKZHGy3gFxSOwEMG7uBeIioGKs/zdCEIIimFO1KKBwdGjR53yGrTM0yF2/fA5MnEsTK6vTmmZMzz2v4CqYRHEF8PGR9URRD+lDjXkqsvMPbAXtzZRhSVkOd5A12E+9u70sWim0SCuaWH1pL8ZYx72+gSOU0vOXLsKRaEMb43m2tf7mgoNhlEjI+aORf3ad3lpbeNnDg5OGh1fNxjXT0HLdad2RkXySUaIldcn5BwX1iIol+7iaDtJEViDAHskMjGqTuVtZXNC26bYnNLvJ59B3ekJSbxlt+N1Z3Mx++ixjoyK4defDs5ejwMDoFyBVkwAvd0c8ePAKGQt+ohGBhEJKdyxw4DjiNTUrmDe2FwKDXletRYh04dI7ILoEAAIIRBIWRuAZlbABwO1NUJ7DbIMmR2Hld2kEhKgYoAKBKTBcXAauH274Ie97TikYE0/c8ejdrrfSw6ssXtfkenXxoeIs/KxepO7shhMj3zfAMSFIqgVMYd3EMEBY9LTX1bp7exbGhAwMjsHK50f7rdejQm4QuD8S/RkW/r9GMUl5DZ289lcLUFxnHsJx8AhOgVK4c/fLW53H/p7rlNyLu7rVNHUpuCFH8YOfLlY0dvNdrcALwjpF+uLE+xmaHXAzCmJk1DXR2opWHT7IXrObghPUXn9d3d1vn32KjhnMTHp+nimJhPB40ulvFBGMT4WAjeFMv4oRGraFGI27nn0M7oCZPJ8ZPZTZ9wB/cQ0XH00rvI4lH/ccgLJNDJo8DpBG43YHxEchqUyoj4RK7sIBSKYaSKK91HxCeRo8ejE0dxezOZP+KsYyEUiYmMbDI7n6uuQJ1twOsBGGPj0Jn3EUEQ6VmQz+cO7MYD/aNKRkeLhE+rNT1e70vxce/097e7PTeFBpPpWaiuClVXkPlF4Lz0vUSECvf3oRNHgkaOFgoEe8yWaofjD5kZVFAwd2B3UVj4S5hMEYu6PV4jw87zZ9i+llxlgXEVx1F9DZmdSxYWD7/Wa9r+k1Zbucud6PPuL8gOEkumlx/9jBLcx3q+HjUya+92PDQIfF4AAFk4Emt7kbaXWnbXUgbkS8V/VEXe1NgiIIhP05KH6bv4Xv/AxwODLIB/7mrxCASNQnG4z/eVWCbyeQ6X74m8cT6UKZh1a4DdTt98K3XDrLOJQ9xer8FiHbTajLu2c92d0jvuJcIjuP27gcVMpGdCRQAREckd3EPExEOaxx09ROaPINKzuIN7gc36oy0sKJYQyiBUXwNcLuxx44F+Mq8Qis5omIiJI4JDudK9WNNTUDIqUih8ukfDAnxLSNDzvX0jZdJEmZRITuXKD2FNL5lbcL4vFRGfyB0tw4OGktFjPx8c6vF4E4SCvMREwHGBB3b1Z+evNVluCw35ZGDwQVU47woS/fu5OFdZYMz694HXQy+96+xvZTgsrG2wATzX4/x2ysST6p5pXRoPhFsjQ+8ZWUxs34KaGiBJAISIuETgdCC9jr5j1S5F8Ota3TvJCYcs1rd1+i8yUpKGd4yDB6GbG1sIjFJslg2B0iX1VZBjtweFkgA7CcoSqJzusKLtW4iEJPqOVWqat7mu/q3GpqfbOv+s1v5NN/CKYejfRvMbYsW/4lKeN9vWu30HwqNbTSbU1qxKSadCw6BQyB3YTY4ejw0DqLaSmngdlMu5/bth0I/NEjA4FNVUgohIIlCJhwaRuoscUXJWKjAsnIiM4kr3YW1v0aixUpp+qkczRia3I27bkGllRBgplhChYdyBPZCiiLgfJ42CfD4Ui7mDe8mYuIKY2HV6wym74+GoSCIhCfd05zdUvxEVHy8UnrTbsyTiTP+G2DXjagoMdXei8lIiKpacMGX4te46cLAckrNY31dTp7xx9OgKp6/E69pbUpyhUnGnjnN7v4MBSuxyQpkcikSoT0OvuJeIS7i/vUtKkX+PjZrb0DItUPHn6GEdMAkAeE2r2zJkcmO8obslFrFMv/b5UZOHvD4Zw1AAnxJIms2mwpTUt5Xh93f1/tXq3MFiF8elA3wDTdzG590KuRWVR+az7llhYcWIDWRZLUF+owx7X678t1pd39YiCQqJ5/NR2QHqxptRTQXWaamZc/GAnis/RObkQ9E5P2UIAYToWBl9+z1Yp8WaHqzuIjOywffJG2FQCBERyR3ciwcHxoweY+O4Z3s190eEbxocCuHRI2RSGBwKPB6udC+RnArlP7YHEhEq3N6K6mvixk06ZHPUO10FEkmKWEQkp4qOlTlFkg8AmSwS6n3Mz5485ueyuZpzA3bvdwAA8voZw6/y5MED7xM8AQCbJ054ZP/+PyJyJePaNW1qsFyOB/rZrV/CSBU2GwGERHgEUnfRS+4g4hKanK59ZsvqyPAXevtMLPtCfOwwb+fi0EuaPj4Gcwa0E+JiUU3ln6bOKXe5v6gsqyB9iS4nCbivwqJShIEvYCoFoE8Jtk8IGrD7E2Pf31pqlx4/OHfXN5MG+2daLQs6mh50Wd8MCyodWWSaOKbcOXSvuv0kJqab7CnS4LeTMh27t9M33oyaG7jyUnr+IigSsZs+AeccsAIAIAuLAY/PHS+nFiwBACJ1l2/t69hhP1uASMukFyxBddXs9i0vJ8TNUAY+3audrgx4Qq2xshwAgLphNgwLZzd9Any+Hz8thNScBdhk5I6UfpSaBAH4Y6caAAAlUmrBkj/UHOchTkGRu0zm05fycy24aiMYdjm5b76EEgk1d8Ewq7xRXv4nTCkAnh8Wuru6ag0tfA6yz02eTBAEYFnmgzWQJPHQEMCISE1HzY3UTYvJ7FwAwBM9mm6P98WE2KXN7XdHhC0adlzmm7r+b4ZMCKAvzPrAhprPc4sfF0ifb6m5NSlR29pyVChtE8sgAADgW0wDHzdVpddXCVsawdAgpGmgCIAMgy1mIjkNSCTAZsXtLVzVKa68FFRXRAUFT2SZeyvKJ8XH97LsG0ERHwWHi3q78+Pi0aH9ZHYukZzGHdwLefz/SFZHUsBh5yqOU1Oux1oNABg4naimksjMht97Y8KwCMjjc/t3EVLprJzcTYNDeoYxMiwBwMQAOSAIIjaBO3wAeFxESvqPnhdKZcBq4Y6XB5aMOeL2Vtgd1wcGqPh8qAwS2m32/r4tIrkX4yyxKGsY8XJ+LoOrJjDu4D7c1U5Omnb+euCCfF1VdYeLmc94qkg6zGz8kha+yQMPjTtzZiy7cxtqaSSkUuxywMho3N1JTphKjZ8EAHBx6PaW9jsjQg9ZbDUO5+aM1GEGtvgQXtDU6mW5ZVr1MtbT6vPNT86dNdD3NIn/7mJWJGa6aPoFhwnabR0iSY1YSvB4k6ZcR82eT02dThaOJCKj2H07yYIR9OLbyew8smgkOX4KOWIUERUDMED1NVjbC3m86K62xTfOuUkua+vTvBIcuQPBQtYXUldFTZsBnE6uvJTMyT93gQoDlVzZQagMJmLjuOPl9IJbUVMDqqkisnM5Hq/J5T5ste2TBXwrlO5V95QTVIRMdthqDaHpAxbbXeGhYpKEEimEkCvdRySlnu83A6NjuCOHgMczsbjkda2u0u44nWSSiE/MOLT37dAoGY/2ILTAP0u8Nlw1gTEbPgQcy7t1xflW4/Op6u6apR+a6nHmpKQctVrbSPrfNLh/zJjTn6JeNfv150RqBlJ3QR4fu11EQhJ98+LTBoD1A4bNg0PPx8X+obP7oaiIWUHDPW/lY71hw8AgifFmm4Hf0jhnwgzC435S1zs3LGZ3UMgjpv4NdSeKutrmBcirSbqbxy8Vy1IJmBV3ZsBhP1sPPG562V2A+uEBoUAAw8KJ9Cxy7EQiKhrYrHhoiDtxLCQsdNHkqWMO7dsmkr6sikcu5+hBPW/qdFRxAmt7yfyiH64gFuPOdqztpa6fhU4eAySpnTX/Q53+74Om+w3Gf2v7Nw8OHTBb28XSdqGoye6oYTgHh2wcx2D8dl9/rcPlRiguOYXX2oiaGsjiUT+yKEIeH7AcV14aWFj8rctb7XAuCQ0JpClAkuLgkIGG2mPygC6P76GoCP8hLNeCq7MGw71q4HQQ8YlgGL5tg1br3LauBJ/n84nj1vVqGQCfxL4HvlfX6aPQQXAI7mgDAJxOfkadc/zK+/0DExTyL4eMNIQPqy7gLuTiUIvLXW617TNb9pktJ2x2tcfLYPyipo8C+PY+dYRO80LBqFoMZ+u1M1OyacQdqT32j4ojkqQU3iN/FS+988vrpox0OygAVtjctWo1AAA11KHWJmrm3DM51c6HIIi0TPrO++glKwDG7LdbfK+/OLG4+ETV4QcHtM8mpE91I11jPTFyDGpr4XbvQOouPGgALAsAIEaMQj3d7ODAV4WjJxGihDb14/FpiGMeHezblZmmKSnyjR/VP6qosyiv5cQBXWuVd1zJ1AAFDQkGg2aXa1lLe9iJqmWjph73+rgjh85vGjVuEhQIuAO7X0iIBQDc3951pslJKQ+K+BzCTo7bb7b87Bfn5zK4Os6+zEfvouYG+u4HiISfiUVHCE/ftfskLTiVmXrKYFhkto9lvIenTjpbgCvdx+76lszI5hprYUAgtljolavPrlvaXO7Uk1VvJsc/2qleHRnx3PdZe9Ue73dGU6nFVmF3qD2e8x+JApAFGAL8ul6T0dN5ffHEVJulXqa4XdP1SnO1ODKSmrPg3IhGk81efOx4D0+g8vpqR4/gv/0KDFDSd98/nN7gjpWx32yGgYHYbIYh4XhAdyAq9rbkPCHHbqk8nGW3/lAUQhgYhFXRGy3mZ1LzOgmqyGK6KzLs5rw8WXcH8+FasqCYmn/LD73XVM98/B41e75pxKj0k1Vmlvu/aNWK8NBPBwwf9A+oPd5xFuMzJcVjQn+c+I0r3cvu3sH74+Mhrd0mltWMLDx90gW22xbu3LUlJOLO8LA1KYnDeTo/l8TVGMEQwu0tQCAk4n/+G3rx8KE9Qsm6IDlBwDuHzADjDaNHnv0UWy3s/l1kdj7XWAcggS0WcsKUc60CH+kNIpLUeL0cBqtV4Q6OW6vTF1fVxh2vWN3R3e3xzFAGrElO2J2dUVGQ01lc0Doi/0R+zrdZaUkiIQRAwnGrQ6OnFE9EGDdJ5a81Vq5pqpLeMIte9fCP4oUDZdIdWelCDvXy+Xft348tZmrWvGH2BzliFBGhOu1Hjwd0AMLJhv7jln45y0wumXz4hhsBQVAlY+kV91Bzbq5MyRwVELYivSjBOHS4p6WsuWJ5Q6WCooikVGrWPO7kUe7EkbNXJtKzyOJR7M5tQRbzG0kJHMavanVBNPXXmKiO4oKNcdGDPN7Y5o7Tzvj/0aRR46BQyB3ad29EGML4BU3f6f9DqeyBYCUL4JeGwWE+nZ9L4iqMYKihlvnkA3JECTV/0cVLVnd3j1Rr72Tcr02aNGbv/jq+MFUsri7+wWWR/fwT1NoEw8JRVwcQS6BUxlv96NlTSzAAsccrxstlO02WmcrAWAH/3306C8NODlAsCQ2eqQwMpC98bLHa440/XgEwrmqp2iSSPB+TAgHGACa7HI8nxC5JTjk3tLe1T3tQ3VNhd7Qi3ELzh2geAIAAgEQIQIABZCGkMApg2TCOScAoh88fGxoyOilRwOMDjuMqjnMH92KzCRAEDIsgp9zAbdmE7TayZKzFZpsvUZ5UKDcZNNOaa/Ajf/u7wfiKVpcqEr7Gg2M3riPCwpG+HwBATZ1Ojp8EaB67eSNXU8m772EY8f1k2Of1vfIclCvoex4cX9Nw2GZ7KS72kegzn/oO7Hm/ueXv2UUshK8nxi87J+KL27+LPbDH8PDjMfUtAoIYGD1CerpjWSZh/6EuvrC+KM+/43zVuQojGFdeCgAgx0++eDGGZZe3tMd5PS+PH/9/paVVAjEkqdnnWNixtperqSAKilF3J6Bp4HbRNy8+92y+cqut1+MN4tFGhtk2ZHq2V3NzcFBLcf6enIylYSE/pS4AwPv9egjBRJNBph94OTqJwnjv8YO7qspjw8KW9Q8VVNaUW21d+v6/7j+QvHtfanvPfT58AJJGguBOCw8DDEAM40n2uiN9Hh7iWEhYScoBiTZIvoKIKYOWoLITN3+7feu7b3u/2QwjVPR9D1NzF2KdFpIk/Yc/QYmUO1YWEBWztebIOLt5QUjUp0GRo05VvabV/S0mqrowd0p2DgwIhKpo+s5VAAB2307fS0+j2ipqzs0wKIjZ8OEP21w8PjVvIVJ3cSePfpCaRAD4bK8Wff+S5I2ZcKfZUKdtvy4gYHlL+5LmtrNHrZMl4wBBhJ84MlIm8yD0sd5wpg5Fr5aKAADr29uH+5X7GTZXLDCOQz1qIJXBoJ8Jj32+rLxBIPogPvpEV9crpGAJ5twYX3dOPBK761uoDELqDoAxQJgcOQaqos+9wibDUCBFvasbwABMCZS3jih4JznhZ0MGWYzf0ekRBvcP6SeNHM9C4uPaY2OsQ9ctXLw7P6c0N9Pl9Y2trk9s7nwVUIWYfQGy0z2OHp6giyeI8zFjTIMihDAAOppvgyQPgzSvZ5TLPsLj8kCiSSAK5pjHfM7VQ7o6gpqTlp85Yeba+BQ2XEUWjSRi49ltX0KBgF71ECAIdve34pi4L6rKMhjPXVkF/Sx7KCX+H7FRNIQAQiInn2uoJeISiJg4IjYOhkcwGz9iPv2AmnUTtpjZHd+cfSIiOY3IyWd3fZuA2FtCgsws++GA/sxnPB45eZqytnKTUvpBSuLXg8Yx1fW9Hi8AAIhEZNFI7uTRZUEBGIBXtbqzU5c7iopIjL8cNA3rG/dzKVypwLimOoA4Mjv/4sU6+vufxeQqxpUXHXNHb1+BxxkZGyslyRGyM9EWqLMNtbcS+SOwphdQNBQIqev+wyOEw/jTAYON45wc90Rs1Kb0lNjhnSi7y2Q2MmyE171RruwRihfqeufrtdS0mTAyqsdgeOvYsXafL5BlKQjDBAI9IP+Mqb18MQDQS5BVInF5YLCLJAAALoI00rSGx68TiI+KpOUicT+PDwDop3kv8sQfK4Kexr6DIQFZiFvNwJQDhzZXVVFzFmCziSsrhcogcsxEACBqb90WHNHAF4o55IMw+Njhs+0kc/KBx4PaWojMHNTbQ9+ylL71dqzpZTeuI/OLuBNH0GmzKgAAAGrmXMBx3J7v1iQnUBD+vVvzw3WKSqBMzu7fvSI8tCwva5BhSqrr6hxOAAA5ejzwuOf0qSkIu9yes5ZDCU3nUYSa4lm7OobTpX6Gz5UKDB0tBwCQY8ZfvNiD1bUKlnlm1Oi/lZVrefx1GakHLNaJAfKzey/c3p0wLAK1NAEAAMeS02aca/FHGNzW3G5luUCKiuDz/nopKcfW6vQQgHyb5cswlYRl32ythpFRxNhJ/y4vy6xvLqX4b/Bg//hRt3HeboY5KBABAAiAEQQhjPduTdeXg73azNQXAQMAULCMZUyxa3Thkcjg5yFX7HZAgH2Q4COk4wsXSJQP9mjfKMiriotM5JgFds/M6rqB/GL24B5st1ETpwIe/WFqzvKMotkDffWJ0RKOm0NL7KYzRxbBCBVUBqH6WiIrF3Ac19JIZOcRqx/tiIja2d39SVzKOwcOvFNW9smJkweaG7U+hpowlTt5VDpkmBMUqPP6tg59P/5QFDlhCqqvwYOGAqnkeH5OAEVNqGmosDugMphISQs4XjZRIRcSxLu6gbO9dFd8HIbgzZra4Xesn+FwZQLDGPWqoVgCAy8WU7Srvu47kfRFuURtHPo3JXgM+2IiVafsjknf5ydDXe2ou5MsGol7uwFJwdCwM0kFAQAAeBFa2NTymWFQSBJ2jrs7PIwc9paomWV3mSwExruUYRDjJ9sbpT6f5YbZ03fvfZAl5jOeluLC4rCwmINl60g+jRGFMcYgkWX3Bsm1kPl3c9W8qddHBikfHjs2zePS8QQvHzki4PFHJSX/afz4corrOLj9/wY0co6BAAewvjqhOK6xbWNHx54bpn0m5p2i+fmKsO8Cg7n9u4FItGHs1Ptikm+zGj+uPqY6emhLTGS3SHzHobKzrSUysrnmeiiTd0XFvtDcOmnnLkVlfUZizuzCcXel5NyXnHUvRyx1M5MHLNENreEcvShv1Lt7dj8THgoheLRLffY65IgSKJFyh/cDAFR83qHcrHih4LraxlqHkxw5Buv755DAg9A3RqPBdyYv6oqIMAKADTwh1vUNs2/9DIcrEhju6QYsc74L3LlwHPeIVj/C7Vgyomh1Y0uUz/N/o8ccsdpYjCd8LzCudB8MCcWd7QAAzLHUtJlnwxM9CN3Y0LzNaAqmqTyx2IvQ8kvJhfT1oJHFmMZYxjGhPu8KXVdDTkFRZ+8JWvC1lP/B1ClPHT8+olc/wOOH+Lw+SMzwOBYrpPU8/gmxDB8vI/MKoSIAu5yE1bIuJBBi/DSiDH1awDDst19z+3ZFjxn31MJb1ONGvwA5gKEIcQKEXqJEiXv2j4hS1RXm5rPe+Tmjnho0b1OrV/Ikt+i17/IgKRJxtVW5wUFvDGg3BwSvKT+jMZya8ZUiaOzO3emZxU+FxRAYPEZw3wZImhNjjCTj2fmFa9eXeqW0Oky5ScK7DXC9Yum9qsSs2oZAjmt3uU/aHWcem6LJkWO4qlOn/YaVNLUnOyNKwL++rkkdHQ8VATNb6gAAHAYbv7fOUxAmCoWtEpntSOnwu9fPz3JFrlLczm1Y30/ftAjKfvJYt49PnnwfUutVIdW9mpcwsS5QmhUV9aHeUOd0/ishjoAQ9+vY77aSk6Zxxw4DCMmoaGrGnNN1fQjPbWgptdheS4z/YtAoIshsqXi1algnSJzm3taOPh9DIeQkqSfaGjwEnJmQFeL17Dp5MKK1cbyL+1YoFiFEYKBE7BdhysdHj54fHupzuZ/S6QVu16jebva7bVzpPu7IofDG2laJrF6msNZWXvf5R7hXDQOVMCwCkAQvMGh0XNyKoABNj7qSJwjx+bR8wRqDMc1ufmnceHdH23MhkV+abVMDFRsdRlB5kl5yB6o8gVsaC+bc1Flb/bpIOp+mDnd03KzRvatKCPd6niLROwe23z1u7DiaTOxoVZw4QtdVA8RBgAV1VcE1p1JbGqZYjXdScHlzTSDAp8RSJ0l91aebBlGYIgAAAEPDuLJSSNOnNyeFJDEnKPBjveGLIeOtyoDAE0f25BT6MO52e86eWuEqdgAAIABJREFUf63xeo/Y7Enqjtz0jOFHo/u5OFc0gqGOVkDRP5XSGQDAsOw/rY4b3PZxyal/GTJPcNnn5hcAAA5bbOPk8tMzPa68FEqkwGIGCAGEyMlnDhA7nYd0n9nyZUaqlWV5BNHmdi8NHe7whXV9uq83n3I4AQBFVpOC9YX73HMLxhW4HWVxkfoxEwtGX98kkQUwjIskF/T3VNSUT9R0s2UHmTWv/WP92w91t/4tOftDeRCgSRipInLyyFHjXuYTFMbrVAk6gRAAgM1G7uA+5p1/+575G7t9SxDLrL9+2tcyAUsABcOwkLjdzT2wd++DY8cGIo6DkND2wJLxwOPGAzoiORWbjej/2fvO8Kqqbt0xV9u9JtnpvYcEUug9VKkqiGDHghULflixd7GiqIBiARsoHUFa6CUkIb333nbK7nu1Oe+PgKCi54PvnPPc+1zfn9lrzTX2yhx7zDnmGO9bnL/KbTML0siKmvl2j4WQrLbaY+V5i4MC9IRIG9ZLP27E9bVUQCAzZTqz8DYqNh4AqLAIZtZ1VEw86esN7u99oiSvpuiMGnAfRWc0tD68f7/L40EaLZ2aLmef/E1tMJDjdqcktQnC7eZALEnX8B6bJOc7XSUu98AFA4QL64Mjcfapq5oO/+AyuPoIRtwu+cBeKjzy0v3SH/DVmewNiPkuKmxPZdVGoH+MDAvxMfMYP1xTvzjQMsagJy6X9NP3zLiJ8ukTIEsoMJiZff3Avc/XN37W1vF1YtwNfj4r6hspADfGX8THKv+r/nbS1iL99L30y/YvtKYDJt9A3lur0c3ubnszZtAUr2vntMm7W9rmi8hD0wZJdDPMJxx6NTaabW3BRfmkqpy4nIDlyT2dTQHBK0Ojx103P3biFDoljUpIMiQm9xbnn1Jq+nWG+XctQWYfcNqJvR8hCjc3ySePEGtXUsbwG3199ra22WgGI5RDc183twDHvV1W8Jl/aHFL03yVAipK2fk3y2dO4PraLfGDflbpnAxzh9e5Y8b0sMY6XFGGC8+BUoGUKu7xZ/D4yac45SanZ73NuUpnWh0S9Z5P4LdufitBpxXqZp1BIQqBtv5uhss1+qS5nfs49Xd1daMQCYmIko8fpgKDkf/5GGXh2EFq9estbchgmtHZus7go6YpPc1MMhkAIIDj3m5uaVGoluaeUI8a91eSLv/ginD1EQznZgMAlfaX1FGyLL9td83wOFLDIt5wuOd4XSNiYwAgz+HiMR6t1wEAzj0NBIPZB7weIMBkTh2496du6xuNLS9EhN7q72eX5FM2h0vGs3xMl0qQXAZej7Rts/DRO6S7k1lw8zsRsQAwrrdbRmiHJXSC07Z1yqQNuXm3OnkCoJEljOAXP9OSoADpl224qQGZfQEhkCQAimK5z6dNG2M0LCyvqvOcF08h7W3P5J9RyvJ3Pv5dkkyPGscuXc4tXY6iYkAUkE5PKsuE914PLco7MXbUON5FEQwIeig60Om8LTToq5KcnUrtUnMgsXYTpwNHRj86aOidxoCZ1o6bezu3MsrGtaul44cBAT16PD3r+ixOecvpbL9jJyZ29L6E6WIMZo9nmK1vkrVzsK2Hk6SjetOyqKRhY6ZHj5/ZrdYSgFKl+tfsw2pJHNfY/lVVDQoOlc/+LhzN9TU/ERbyhl+Qs6Pdn2XCFIofLtmGpWo0EsABVomrKq52XvyD3+E/cLCSAkBAD/lLatGtBQU1StUzkRFf5Zxt5pQvXtCkOmN3sAil67RAiHz2NDVosHz6OAAgnYFKSQWAao/n7oqaub7mFyPCAOBIv00ipF0QFvj9Xc8SrqsRPnhLzjvLzJjDLX/uuNGnm6I5jA/4BgAQg8QnKRXXH8y6nyc0ITTBNCEHw4InNtaIaz8CQpDBSGx99KTp3BMrgEZEENAXH28Ksmhp+saySh5j4Hnx2/VGnW6pzEsIvZ6TM/BcFBrOLr6XvfdhUCiI10uFhMpZ+xVffLJrSMoY/nzZcTWnmIsUs7rbPuzvXK83vx8/2J598trg6PUhke9UFHzf2/5O4VmWyE8Z/Ng7lqDQiJ9tjnSrfcbwzNMU+yBIxwnfU3zq9NFfNlcVrvExfNJau7a6eFv5uYqxI/tHpO/Wq2b2dBww+QCAgOifI+OOnTowr6P5bkrxktEPV1Vc1G0CAIBXI8MytOolg4eNkwWPjGs93gKna+CjySYjjdDOsGg55/TVzYp/8Af8Bw7W3oa0OvhrGZT3Oq0j3c7RsbHv2t0zPa70C41VZ+yONJ1GRVG4rppYu+nUdNLcBIDocROBokRCFpVV+bLsQJc7ABzs69cztIKiZvr8JQu3fCxL/Hw10hu4ZU/TE6bUd3cvaGgBAIGi+lhWRJSXpn8k9F61DhARKYqnaA/NPFNcurahyZ6YTHp7QKXiHn6CmTYTNzWBJDMLbiZ2u+HT977XckVO1zN1jdL2zcRuY2+5a8XoURzBn9NKD89ffI/RsdyjT9HjMnFjAxUSBqIorlnVp9FoCWYIkRDKVmpvTRt7d3nxI4L7+ciE0caAU2r9z0VnH/E6SWO9j9f9YlvjZv/gb53uiWFxN4XFmQjZVZZX2dHwSlXJsF+3c5yCvfN+7qkXmRlz2BlzidcLsiz9uFGnUs1KT//MrK8/vncqIoBgdUDoQ8MnvlVT+lx9xZthscuS0oWv1xKH/TdTWYQ2JCV0KVVWh7OJ57U0vc16/ixupF4nE7LHxyJWlBKX66rnxj/4DVfpYKS3BwQBhUf91QW5tbXZau0yi3lbQUGNUvVk9EW9gmyHY4RuYH14FhmMuKsLCAEK0cNGAcArDc2FTte3iXHGC9wvh/ptHKKmmAy6y3YuYyxt3ST9sp0eNZa9/9Gc/v5r9+6LLq+xMhwAaGUJAWQVnDocGe6m6DDeiwAYTN4TXS/UV/AIPZKUHhEat2zIyI6Ft6OAQADA53JQSBg9dAT76JNUSPjQ7758jsarWtoONzQys69H/gFGrfZW3u2l6TVns39nCcMwM69l71iCuzqBQqtSh5dIeAfm0z0umhAFwXtNvk8Fhb/s76OVpQqN4RtX78yQQNLZDoCB4+6WvL6SuNglWlnFjtxjh5NipxORlBcRh4NdfC/7wGNUQtLAvohKSUVmH7D447rqgQYweuRYpSCsYM4Xbu/UGTNGTUnxuN6vKl4TFvOk0SK8/wYuyv/N0ni16gWWPqbWEYBEjWpb90UHAwAboFydERfnwz/4j3GVDiafOwsAAxLgl8VH1TXBgndeWvqqzu7hHuf4+ISBv3cJYpOXH6bXgiDIJYVUxnB89iQA0MlpoFYXOl1vN7UsDw0ebThfQtUtiuUud48oXud7ubNsjMUfN8hnTzHXLegYnXnj/gMjmzqKKcZfFGhCGCBOmrmuoyVl8JB5NXVGLDUrlBjQauJdevrIEz3th3lbxbE9D/d1/2C2xJfXPn3woKu3F9dUDlDqI7WGvet+euiIf+3+KcPed3/GGD7jfDrnpaEZiJB3PNJlXmhiMvfgY82IfsNoWcI7x+zfuVVy+0mCh6KjeO/HEXETmzt4ijLKwmoZ5OoqwJhKTuslcJ3RYmU5gtDbfubpfT3ST9/j5iYAYO+8j0pM/v0zKHrsRNLcSKekSft2k94eZDJTsQnDz570Y1g9Q8/w9Rkm8QuTMho12terij6KiH83MlH87itp55bfWHf+NSQ5yWlXAGgoutjlbvTyAGDh2DCFgqPQvthBuCDvCibEP/gLXG0EqywHAPoP//gL6Hc6t3CquxlU1NR4Qq17xOdiRW+e0wkAGVotLi8BgafiE0lfLwBQY8ZhAvdV1UaqlC9FXMz7H+23D/wqzzD/aX1IiLj5W1xcwC66bSNikwuKDzOK1Ry8YtR2cAoZIYIBEfJRVdE9XrmbYe0UjQjc7ey/8+Qh0OupyGi5IC9q2oy35t9QP3LoQzL/PqVIzc47azBTKWkXXg/FzFvE+geuKcpuZrjXm1sG/hzq6zvS62rnFCcrLpMMQP6BL0yZo8b45eJcevxk35OHt7r7EECNUuUn8oVawzsgf8U7jhp915gtyOzTSGDi6Cm5ep9tDmuGx/lWpxUoIH1WZsHNAICbG//8CDpjBHAcaLVIoZR2/AQA9IjRVEfbdBXLIrTH7vxx6pQ3QFwdFHHCN+DhhurnQ6N3jMqUTx8Xv147UJjP6vQf9bbzAGVuN43Qnt7z+7QMnVZHMwf9AvClorv/4GpxlQ6GOzuQVvdX9Bvf5OfziLpn8OA1VTV+orDgkkxjnsOppql4tUouyENBIbiiDAggjZ4Kj/yqozPb7lgdG3VpIv5Yv01FUUO0mmDFHyWepV+244I8+bqFd3f23OmVp4h82fD0B0aPedvaF+ZxAwBBaEpP5+64QTvU+hTB66CZWK/rvZI8UGuphEFyzhlm9vUDOkBGrfbdqVPyosN0sjh5eOaqwqLfnkJam0lne4qPzyP1Fe82tdRcyCi+Fh4KAC/VX2b25zqcP/TZXgwPNYkCLi9hJk5JPX1spa0bALpZhVEUvvTwU+qrb2utfz466Whc8gRLqJdmDp85OLOm7DmD5qxae8hsAYqh04YhHz/SUHuZV6xU0mnDcEEeM2MuriiTjmaRthagmWnZx3tEySXLW9d++q/ThzfXlx0x+ZwzmKZZO+7RmqvnLsD1teIXn4DXCwDjw8Iy7L1dgpiiVu/pOe9L6TqNQ5byCOrjFLjkn9LE/xRX5WBuN/BeFPKX58vfOD1TPU6TRv0jrbgDydwlnVr5TleqVkPzPK4qpwen4fxcAEKPGuXE+Pn6pnl+PlN/L6hzwu6QCflz+JKzT8nHD9unzJzWY/+eU3/Ckp9nTPczGH4pLCzR6ASaAQCMYHZn65O+wZPcjlMqLQXwXX25ShLosRPkIwfpCVPosRMvHTPZz/fI6YN39Xcvw9R9+/bLsgwA0q6tyNePXbJ0hYIxe73LS8oGLp6UlOQjCkeUarfX+wfbnq1rjFYp74uJYu9+gDjsuKWJHj46szSfJoAAktyuIrX2LaV+pcemwPJcg59ako/qFEksgzs6Zh7ZP8TR/17MIBAF0t5KhUfgxobLvmR6xBjiduHyYmAYec926VgW0mqmdrbRAGFAfh6URg1Om8NQO4rPFuhNdpb1E/lFfU7p9iW4o038ag2IApWQ9EZFIQDIAIf7bQImAJCh0wqYyIScSEjBpUWXffQ/+PdxNQ4mFxcAABU/6LKfljQ15qs0t/mZNxcWOWl6SVLipZ8WOl1pWi2uKAVJomLiiK0PAFHpw99vbrOK4huR4Wftzk9b2x+prltUVjmvpKLA4RQIGTgK4zHJdTg/a+t4LL/o5vqmBZmzYylVrlK9RK8ZnDx4YH580Nw6yGHr5FiKEI0s7w4MVRG5nmYRkGc7m5JbG+k586VfdlCJycyMOX+wHJeXKiTps8yJqxj8Bae+af8BobQIN9QxM68FhjEtuPnl7tYdLs/JC62KdwKWEPVVbu6lg5y02Q/09b8UEcYihPwD2VsW47oaSaG4O2VEoNetwPIpg+m6jtaV0Qk10YkMJl6Kfq6tLrihlp4wBYCA1/OoXpulMxYZzLipAYVFkM52+JMPA8/LhXmAkFxSTEfHAQIqLhGFRZm87lSvSy8JBwD1+/gyk6dPeWT5DjWbrzeFul3VKvXTeeeYa2/Arc3id18jS8BEiVcBqfS4XbJ82m4HgDStBgDMLHMsNAI31P2TS/wPcTUONtBUMnBm9Wd8X12tk6TrBw/Z2Ns/0uuMC7pI/OSU5TqPd7BGLZcVI/8A3FAPBJDB1Kc3rWxuiVUpx+QXjThX+EhN/Z7evjZeaOJ5AoAA1rR3jMkvUh07NSyvcGl13c6urkad8TCndCMqUMGtc3rH5Rf7nsyek5t/WGcMF3gCSInlFHvfAbNltizWK5RhXu/ygrPMrGvlrH1Ip2cX3vbnSgVcUYoCg5HJ/MjYcRs07Fal9o6ScgiPOq/bwLJ3zZyV4HasyC8AQgDg8YxUBPCp03PpIK81tsSrVb+RUVNxicyUGe+0d+brDN9UFbzeUA0ABQZDAO+dLdNemk52O94JihQry3BpISAAmrl51CiLyH8WFU+aGgYUMXFL0+/srCwX3ntdPn4YBYUAIXJ9DRDApYWkvQWx7GRrRxNiBUC7cs4KH70jvLpiQkfzV42Vx81+I/p6PvUPPXboAJUwCFeUSr/uomLix9j7REyUFDrYZwOAAI6zcGwAyx3n1IAxriq7ihnyD37D1TjYwD8S6S4vbb5ZJLMlT4/DeUylvU1/8ZouQfyms4sA1Lk9Xzjcu5MzSsqKJYTyR4wbmlfgkrFVlO8IsGSlJtvHjqwZkXEsLWWBnw8FyMywMiEmlsnQ6SwciwmxeD1emqYxPhMRVD9mhGPcyBNpKQ+HBB61OwnArz5+AOCmmTq1dqzLvo3hAGBtWZ4yeTDp6yPdnezNd1zm+A5jXF1BJZ4Py7cMH/G5x7bJEvxM2EUmH8bs84K/31GV5sjpUwAQaPaJ493lSnXfBbLrIqdrX2/fU2EhlzbU1CUmvxGddH9L3YRJU++vKopyO2vVOrMg9LPslP6eqX3WUo1uWfSg09YeR2gkcbu4nu4lFGyyBPU2N6PAYGBZ0tL4m5HSnh3iV2tArUG+FtLaDIhQYRHMwtsBED16PDV6fGZPl52m4tSq3ROvYe95iErNwCWF11cUr6gpPWHyDfe4Hkoe5i0rAZ1BPpYFCuXE9mYKIQJwqP98/2WyRk1TqMjjtQWF4Iryq5gh/+A3XJWD2WxgunwD2Ln6ulqleqG//w+lJTQhC1JSCp2u5bUN8WfP+Z86u7SqDgDebml7MH7IfE6bGp9umn7DKFrV6OUnmYwto4e+Fx2ZaTSoBzqIZfx5eycGQhD5KiG2Y9TwnIzBLT7aH/JPVWv1hUr1UI06IiQMABQUNcagXxHoj7A8yGU7z00DYOUUwzi2j2Yn9lszXXZ6xGj5xBFm0rQ/MBEMADfWgcdzaevNLbXlrzbXfKA1rT9zsaxhYXpGvCS81d45kGG7R6UgAGtyz2e0329pC1Rwt1h+R+X9WEGxSRJfqq2QD+zt57ip1g4AKNAbAWCLb8AHwZEAsC4sZsLIyQFJw0aPmfZK1uEZIcE8or/T6IH3UoFBuLUFAEDgxa/XyceykH8gaW8FmmbvWELFDyJeL50+lEpJlY9lUYnJIzraOASRSsX+frsYHcvMnc89+wo9+/pnasqmWTusnLJSpf1s3BSECKIZOffMMFuvTAiPSY7D6ZYxAAzWaKyCiAGy45NJVTn8D6h4//+DK3Yw0t8HWKZCLq9msqWuQStL0wclbXF5U0XvDXVNqbkFX3V0jtLrvoyLnmcyBLJMdV9HwdnDX2sUAbyHADIwNAY453C81dTivFD6XeZyD80rGCgC3JQYvzjAwlEIJJHs+NlhMvfSzI0UyZHxkNz80/bz0eOnc3l2hu1kVTQhNBACoCBkHcUihD4ozmHmzJP27EQWfzpz2mUtx5UVwHFIox3Y8OC6atLS9MzQjJu8jqVuqaCh/vz7QvBEbMx+H0vBr78AwI1DUhHAl7zEY9wliD92We8PCuAuIanaX1K8R61706DxZAx7xDcoeuKc9aHRCAgA3N7bjQj5uDTvSN5xAHi+oeoDhoR4PG8HhE1o67aI/LrQGNzagoLDSEsTeL3i55/guiqkVBFbP3PDzdzDy6mkFGpIOmlpIr09zMQppL+P9PVoNOo0UeB50SnLx3p6AQBomhmXSfv5rW9vUGIpQPC8war7F98PFn8QhVSnAwFEKBUSJmcdDgBI1qg7BMHAMDl+AcTtIm0tVzpJ/sFv+Esmpr/CQOoWxSZe9tNdojSNCBU9/dlqLQAkC8JjakV/b88Jh/1bhUpGCABiTQEwPABcPChUOknigcQhlK7VvNbYvKat46OYKB1NLyir8GM5AsBQaKxRPzC4fDSriheWhcYu8jp/uGZ6vde7sLQys6BkfXzMLf5+G7t7IziuUakhCCECFAFfIM00k+KwDwoKIl4PaW9l73vkUpoq4nLikkJcVU5amgcikvDuawAASiVQNKjVyGD6fEJMwdETN1VUnwsMUikUABBv0KsQusYU6D56ykkIANQoVKpjp00MIxJsoJl+SRooQyGEPN3cngbQSRRJah9WaXq8pa7OaN6uNXopOkutnelxvheZUHzy10x77zYfS+GgpPsri3tLsjcMHfemRt+u1S0uLv00MJA9c0Jc/ylubwUZo+AA9qY7fuOgpxOTJZrGJYVUYjIy+0g7fgZJGtNUtyEkyg/wrl92TWipRcGhVGw8ioj0qyj/VEEvIKwC49dzc1fd/6j4yfuGro5IjyvGbGzw8j92dU80GhLUKgKQoFJlMxSwLK6upP+6I+kf/D2uOILhuhoAoBMvk0JstlpLFOoovWFcZQ0QMlUWO232D938Jk5Vo1QjABZItChk9nQiALMkmCTBwTAeRNUAbO6zjXA5g4HcUFoxo7g0Q6t5LzocABJVqoFjMeJ0CEcO3Zs60kcS1owdCwCRSuWxtJTrfc23lVe9VV17RG/yUEyyyAMAQTC9p1OSJAAo0eo+Gj5B3r+HGpz2mzAF6eoUf9wgvP68tG0zsdmoxGRAiB46gr3lTmbhbfSwUeBxgyAIH61kP1/9rYqpU6ieOXb8m46u5Jz8cQUlGFE9nPLh9qZvE2LnYxEAbmUoGYieZh6rqQs6lbOksqbe69167ly+SiMBPA30orbGCuyZ3ta0SWd+ubU+3dbXolTNpKBBrfkpOPyJoMASnXH/2dPUoBSjKD7WVl8zPEOB5e9NfsP73eUaHW5pAkmi04ex9z78O4UHlQoFBMmH9gnvvkZs/eD1ovDIETarleNGaTVZUXFU+nDgvdIv23HeWeKwzzMZrnPZaELWak3NhQXsQ48Dp0i39fa6nBxF7entB4BEtRoAAhTsWYcLhUXi2ir4B1eLK45gpLMdGAZUl2Go/KWyEgA+kIgSywxCRxEdgHkANkLgH2XIbCyHsbpJfdYv/QJv6O366uxRBsiUafNLEHIRUBK5mmY6eBEBAEFVbv65+iZA0OoVUnML/Fg2pqvNmZR6Rmvc52cwXNDaUVLUd4nxBoZ5trUDEOpUKH8rjrwWyXs5xcj+nmFKxfIexPgFPXLNHAAAr1f6dZecfRJptMzUmVTGcKQ34Kpy+fRxeuxEFBgMAJK1GxhW8dQLuKFOPnFk0J5tN2WM/cgSRCqqpwje17qak2x9SYOG+/V137jjx4nxg7YQptjlsilUvw4elKBWrW/v/LStfUNnl1YQOJruYNjdFflTicTceutcQU50OZaNH5+66fvpwyd+w4uZ7q4PQmMLIsITsnM/FqTpqdFACG6sN2H5xt6uQzqjRGD8qKnfFZyckZDIzLru0uQn6emWtvxAWpsBAPlZgGZIVwd0tI+QZQDwV6l32hydk68JVnDE7cLZp6Rfd4nff/1+StqgQC0B9G55+QcGPXPTbSknTu3x8Ol6Q7bT6ZRlM8v4siyHUL8k1UXHRh45CBjDPzKzV4Ur34PZbEirv+xHH3l4glCQKLgoOlAUFET2UtSXPe3nCk4tPrC7JT8PI/SNb8Asa8cGezdDcKdSdQZRK6qKS5qrMt2uDk4xoM2FgbQKfLnbDQRS9ZrhOq0Ky79I6NvAcEDoI8Jk9V2kd6cQfBYXbREFAhAs8m0EA0AA79mg0gLA61XFH6YPuaet8fGE1J0Y4aZG4cO35NxsZupM7qkX6cypA2QHuL52IBQAABCC87Lpwamg01MpqdS9D784ee5GvyAO40SnfXdZzizAUYGB00TPN6ExuLHB99edvqJQwiqCKDTFoAtXKl6JDKsfOXQcwb0MSwjaqGYnN1TT02dvzss7qzO9XVFAtTZnhgQHez05evPtCrZYZ8jKy73Padtn9G1CNFKpASFceO4GBdemUK0uyhneb52fPm5bQOil3iXt3ia8+xquvUC0ximosAgUGEQ87gCMQ71uvrQYALKyz4AoILWGzpyKAoNQSFhQdcWyhmqZQl+ERXVu+pbSG1PcDjdFT2lrIAADVFMJapUTYwAosASDwA/48D+4Clyhg8kyiALyu0zf/hsNTeWMQolxH0IA0MIqMp2OgrOHb847SUdEsnc/WHjrXQCQxLs3ym5GrQGATaMzEUXdEp8Q3tk6rqWeIkAA1DJO4b0IzlN6vx4Zvi4+Zmtb3Qxrm1qWXwyy1Hg8kwtLphaWVrjPH0BZbTYrwyJCellFC1AAMMPaeUatD+K942NjSVnxqtLc6Sx1W3Fp8cb1RBTpkaORjy+xX/RS0lBPhUcOTF9cW036+6iMEQBgqyyfuXvPO6zy2d6OzU3V5Vr9Jt9AdtHtzLxFi4ekFmr1xWoNO/+mUV6XRFHTm2rlj1biumoAqG5qPIpBgeUIteIGHu9NHCLbbS929Uyw9U4DLO/fQ4VHL68rJwjyGGWM2/mZ03N7VASH8ZcFBSgiCilVclH+lPBQvSRm+fpvryic1dt1i92zu7AQAEh7q/D68/Lxw8ApmZnXciteRX4WKjCImb+IvXkxYCzExkfwnhPhUUYsv2dzPPfdxjVbfjqzb4+sUEJfL3vv0sclr14UvRT9ZVi0uHF9il4HAIFN9QDwfWc3AMSpVa284M+x55RqoGncWH9l8+QfXMCVOdjAi6b+VCT1fWf3cw3NAOArCcGiAAArWuo3nTnkFxPHPfkCu+h2iE1Y2dKOEPx89pgmPFKurQKATXrzdLOJGj1uzrR5TySmMQSvL83zE4UuRN3NuweqvpdV13vd7qqiwq+CI5+kpBfjYkuHpf+YFF/t8aTlFnzc2g4Au/LyMEI0gJFhBsiuOZrBBB5qqAajSd6/l5bkr/du9Xe7bxkyilcq5OzT4vdfCytfEd55VT74K7HbcEsTFRZ5/jsW5CGjiQoLt27bPLWi+pTOuD1KCQOtAAAgAElEQVTQ99X5N8xdfPdUR99LPoHur9eCKM71NRsY+qfEIdKZE4MDAgFA9rEAw4rrVjds/ema6gYJoTeIeLqhYkxP14Lw+EcLSyrV2heaqsHjIh63tPOnxS11HMbfUszd9p5dJj8+MPjarpZvCIVCwwnvJa3NbG72NGvHL5YgZXrGxrK8SV7XIqstZ9d2YdVKYrfRGcMVL71FT5iM9AYqJh5XVwDAMUZxx+gpgSHxxw0+dRL2ApRp9WuDIh/wCRqlMATHDLk/IuHs15/reM/j7Y0E0CdB4ZIghFq79bLYoVBpsVTgcvZLUpRSWefxpmm1hR4PCgzGTQ1XPcOuBI7jL00IMY1eWfnvSdoSV2d9uwP/1xcCAACu/3TerRs7/5vOHHDb+ptv2dj+X452ZQ5G6qoBAEX+TkWlwOm6u6KaIgQRmITFSqU61d73fGMld9cDzMLbBnbkH7a01Xq8YRQV4nZQ4VFgt9Vq9HleYaReNzSv4LTDCQA/JMTc5mM8cmq/SeS3U+fLiHMcjgdz894KizbK0r9GjgQACsFCi2/psLTbAyyPVNfdUVG9y+5QYnmqx3GL2QAANCG7Tb40kHvbG+R9u4gsUQlJBln8TnJV6gz3zlp4/PEV5x57pm/RHcgSIGXtF958GQQezD6krxfX1dhLC0sjY3ds+Go8pys3mPekD56TcL7X5s2kxAaleoMgixu/UBJyna/PT37BuLW5laIAoAgh7qHH8fQ5N9IKN81oZOn2Y/u0hXlbSnPnK9g1EbFJgmfSw49zz79BRUYDy6mVqsk9nf0sm9DVQRD6rqrm1p6uRqX6tEINsgyAcFX5NV1tJTpDo87IupybM4ZEeV3zWU0vq2AW3MzceOtvK0YqJj6fUBNz8icWlOSotY/Vlb9dXggIHlGyEqLWpg3Zq1N8XX7ujq72vZagUaOn3RCdNL2lXitJ7QrVgYg46OmOd9qr9cY0W79MYHdPX7RK6ZTlaKWy2OmmwiLI/04EE858+3nTpFWfL474tyRLQdj7cNqdm6z/nsu4j36w0bzoOv//JqYRKvD668i61bl/Usb+43VXNCpuaQaAS0ViXbK8oKRcxliJcbDg3aDUUQCLezvZR58coEACgHqv9/mGxiAFN0QSBposAOPtoVEsRa1satHSNCC41d9vXlAgu+j2kOmz9uYcpQkBgCFElgG+wtT3QRHLWKS9JLOioem1cdHr42N+6OzebfDxUPQiX/Op9i4AwIBaFcqhtl69nz8VECwHBv1sc9ycOesan2CJkE1d1qmFpaMr6wJt3kj/iAcTU48bTQBQt2PLCz//PLSkwjJ+drp/5HXRyeUavRPQ5IKSsfnF7za3dgliRnT0TI/z3chEsaZK2rb5Bj+feozzg8L22J1aWarklEBRKyQo0JlYIt/S2mAYnAYAymkz7zFpCUCNQnXW7gQAFBsPokBPnPJUfQUAfBkcNq27/VuXZ5Je5yfwm5xuQAgoBIRc43VThBwUBABQbtq4Oe+Eg2bvGzaWHnqRaEgm5CVeGjt6apu1+7uCUyUHd1zT1V6m0wPASgETgPmlFTMc/OLE9PUBIWm2vjt5R67Jb8KY6cNddgpgnUqLAoJinc5Kk++I/h6GkB3NLdEqJQD4cEy7IFhDwkh/36XS7P9TIF6PGDE8M9Hy388ZR/r2fH4wef7ky1cfXQ2Q+Zr5YVtW77X9/WVXuAfr6QaGBu5i58jTtY11Xl6DJRpwK6ec3dWKASaOmYB0FxMhy2rq9TTDAhXhsFNBIbi0GAA2BYcTQpI06iSNWoHQBzHnV2j0mAlh8268sb0JALAo3uPsQ4RgBPOGXKb08a5A/zf1agkhBDA7cVAxAgBQEBkAHm1toOct/JpWJCQOvTl1VI3Z7/6ggB+VdCTvGeToP1pV8A3vnEuj/ZbgqSMmBU+5PnHCrPej4yM8rnfL8xe3NSCAlbxjb3nea+UF2ubGFXUN4WdyH6upfyAivFal3j0qU845nVlTrqPpz5PTuyg6VRI8FP1TXt4qRnlDR3M/w91m7cBlxUAzdNqwTxuao3hPskY7v7S8WxRJRzsgRKzdozhGL4lZJsvCzpZCnaGqs/3azpZtFEO0epBlQOAfGZHitB3kJQBE2tsj3c5PbV279D6/FZf0N9TP2LP3dbv78brK3ON7wwFdM3vhuNFT9voHKbE8i0haIt/XWJNdcHIbQ5aFBnUrlV8pdLIsD9HpDhnMBMg+S2BPT0+c217FcIOcdgmhfQ5HmEIBAByiAKDc7AsA/wt5jheGzdvYfeTh6JFvVbjKN9w7Jtyg1gWkzH01q3sgRpH+sx/eMjLKxxQ87I4vS50FLwy76SfbviWhk1Y3Y2fR5/eMi7X4Roy8fXWenQAAaV8zLer+DT8sHRl/905v394fTqZeM1ZF2tdNN4z7sAEDAOCmjycap69rJ+As+mLJ+Dg/vTlu+opfOwYWnd4/2/C7MXld5sykrO/39f9tBL3CJaLDAaqLAt5n7c5PWtsIgZdYxk6zcW7HIIE3SmJK9MUQl9Vn22HtfSMyrE3gw3q7UEgYLi0o0xqKOKWFkBcqi7Z1W18qztW99LTw5ovi+s/kIwdQUEhzdDwAlLCKCId9wMQnmy5fT+BpaRoojHiqqcVB0QDAYgIA3UnJE8qq7k0ZNsTlyE6KPRcdPv7w3uOV5ZwsleqME2OHPMwojvJCkODlMO5nWBmhOZ1t64qy02x9G4PCl9VVLGttuGbxkuWTMnc1V9Yc3LHMbv2ivfOufkcs713NcPTQEczOrVM1yl8Vaq0sLRbdALC0pz/V0S8rVbG8Z8xNt4LLBUpFu8u5W6G5V8luSU5wyfiu0gpcVkyFRcpF5+ik5GnWdhdFByqVKlne5hN4bUdrG6fMZRUAAASAYSdbO4+wSkIBQoiKTbhp/oL5HueTTm9XT3fnzq2TisrOKLXbXb0raktWJKaNTx3VzSm+622vO7xzRF8P6rWm9/dkm/0+tQS/2Gdb3dicpzMaRVH0es/Y7X4UQgAyoM0h4fFOh4ui/E0mAHAgurS+VkfTIiEUQCWnAo4jrf/j9RzPHPzmRt8xb+Xue0Tz/eNPlmV+kVNZuO1eat1D7+ZIALh1w+K5qzwLPv1l97sjip9e9q3hqQPrrtVnflC0/R7ljgdmvdg4eeWO3R/P6npjzn0/D7gk6d/1wTb/J9Y8PgLOHcsNTk1RA/KfMj2l9PDxfgJAbCcOFw+aNtnSt/3B2a91znp316GfnwjZdd+yLVYCuG3jn2343ZgsMqQPDTx7LF/8uy91hQ7Ge38j8SUAd5eWAUIPie7NTicAfFFdmmP2HS54qUtqhZ6pb0jVaiaZjCIhIb09KDhUaGtbmD4GAH44e+Rtg18clu9NiGemzhgQPZAO/iq8+1qVxw0At7Y1vhwQhhFiMezss11WR/gAQQAwj4YvLhBLOBhGLcuPU4oGSdqVc2zroITCgvzY7NwZ0SlbAsJTEMTIolEWlzbWSjRzVmcUKEol48mO/p3+wWNHT1ucOnKw1/VSQ4VcWca/9hyx9bMPPh405/oXzx4ryjuWxrE1CuVxla48YwQyGKeVFbWL0givZ15LAwB0s4oPCb/HYL6RoQjPAyHgcm44nAUAiwcPjlAqPouL3t1v/zYgjJ42EzweoJil9dUA8KXZf0pv587AkAk9nTpJ2utjAUSBSk1crnE9XVaWK9f7ACLMjbcAQh+NGCohtPzAodmEbdAbDprUQ3JOTh43Y21w5Cui6+y+LfOzjzEyjnXZTxp9cww+BTrDSaPfEIftoYaqV6uKljZUTe9u9xe83ZhgQADwYkxyuMcFAMjpYAhRYXyovDxUqegQhFClotLjpQKDcfv/OGe9yqBTIE5jMigk/0mvvL18Slxo1Ih50+La6holwM1bvzqW+uzqx68ZOWbRqy/dwrQ30UYdhzitSef4Zf0vEcvXvHD9qJFzVnzyRPSvX+7oJABAxLCbX392fuYgv67yCltwZCgNQIVPnRaRk3XaC+A9k3U2bNrUMPveb/Ykrlj35NyRwyYt+fC5kUc27ukhhP+zDXDpmP4U0GFRob1l5d1/l2a5EgfjvYAx8j1fyfpDZ1cJL/oLwnR/yym1ziCJo66fn8ephisvtjnv7e07a3e+GhnW7OEB4IiP5a66huFp46o1Oh2W94/JPKrWvpI8iJs4hZ44hZl9PXvvUsXzbzDzFrVSjFaS3m+oRISYROFNBgPAA6UVf4jGkixna42EoPfDggMEL1wIXzxNyQSeqikN8zGPqmm8l9MOcjsPGVWtUzM3RYV/m3u8n2F3WgLrlarP7NbSo3vu7m45rdEqZNysVDWoNE9VFGkW3cHMmYeASFt+FNd+TCUlcw8vDxH5HXt+etaoA4CbGlqp+YvG1FcBgL9e521pRgBKjHvCopw0c0N0JC46h7Q6Zuqs75Xa6W7bQHBYaPG91tb7dFJ6f3gU8g/AbS0jbD0qWc7SGed0tBYoNd2+lsk9Hb9agoBgKjAYOjtG91lpQk7ojURnGFh4BwI81VDzbUBIidH8S5DF9MuOieNnNKk1+88eXp61R5k8hHvs6SOBoVuCwvpoJlUSAWACQ3n0hjKzpVprUGPpoYbqhqydB9tqg2URAGwM+3LKMABoFqVwrztAFg8CHYagycsnqFUVbg8KCCTtbVcwVf4z0JEzbxtc99nyuxdcM3rCiuMiAIBUVVLjnzrEggAAmeZ+sOflCRcaIqTa0hpT+tAwCgCAChuaYa4urZEAACmj48JoACC2PrtCq6YBAOiEaZP1pw4XiGLh4ZPaKdMSqZbaBvv+ewMphBBC+oWbrY11rfLlbIBLxwQAYDQaznGB1OLyuAIHww31AEAFBgKATMjyyhoAWOtnerqtQyeLY532apqxMexws/m3W1Y2tQ5Wq4qKi67NOwcAX4dEZat05VodTQgm8LpIEMB3uXk5tZfIUikUMGyknWaCGLodE4GielkuSqeLErzVkvxzp/VSkwqrq3iKiuDdPnt29TMsAAyk6acCGe/oezcqaXR4Yj9CB+rLdl07Z1JqOjTWiRu+GMx7LTxfqjX8WFt258lD0W7HyqaakhP70229bppRyvKjSenVP/8ACgX71IvIaCQNteIHb4HXyz64DOn1L+z8YZzgKUX0IzLVmJIKAA6GXRUZjwgRKGpnZ1c470kNj8AlRdSglMrYxCKdcVFTPQg8AJCe7vfyT3oY5uXGJio5FVdXUmZTmr2vi1OM6OtGAPt8A6Z0dxTojFZOgfQG3N1hkIQkl/2MjwUGeBCcDvHz1TzHEUCpXk/Yjs0zRkyUKCbr2J5Rtl565Dhm3sLXKypnDhllFEUAyOaUALATqA5R6AM4ZzC9HJsybtTkxPGz8m32osO7QngPAOzTGZUY16s18U47LYnnDGZLr7WZ5+PVqmqPBwUEkZ5ukP52MfTfB8/JZydf91GV79jbVny+7dVJAzt+SZKov6km+V133wVd5N9uuPRONm16pnDiaFX10ePezOnpLLAcq124qd97Aa7c5wczl7Xhj0OBJMn033PhXoGDkbYmAEBBYQCwqaOrHZNhvNvq9ZSqtARQmk5zrr0NACwa3c6C/LWnTr1w6tSRflujw/ESpsOxxBLSeWSnnmF9RUFGaDQiABAvCEc55YimztEHsn5qbW/hBQBo5gUCEGs2bw4O08jyiD7rivauNUH+APBkZeWlJp2srQVCpjvt2Q6bl6IBACPEErI1wJzc092kVA9x9J9tqpxy22JgWNLbI33zOaKpZ8PjujgFAQCtpjRj1M9h0R8np68Oj+lSKDmCBYrqZ9lpwyZ8mpOz5te9u+fdUhkQTLweYd3HpL2NvechUKpfrioGhD5r61gVGqvAuLDf8VlEbILLLgPaTbMzAZOWJmLrRxrdT3m5Klme0d4o7dsNALi4IEQUlgcHrGnraIpPAoEHreHGrhYAOOQXNMTtPKjWTrZ2YISOmC1ydQUQAIoe0WfNNpjB6wWHXfpmXT6nfDMsZiJFznLK2QnpNobbc2xv/PBRVEQU7rU+uG//84iL87rqVRoAuL29USnLj/DOt/197wgOfNBk+LS29IOakjRH/1MJqRljpj/SUjfwMr0UtSUgJN5pt9OMhBDutbbwQpRS2ejlJf9AwJh0d8H/BqTyX3/13PjuumfunDsuibZZMQAAHR4V0lFeaSMAgNu+Xjj08UMX2ryZqKSYvvxzLQOJi5Zz+b0xSTG/qwGkTD4G3u44//ugGHnN2JasLVuyWsbPGKUAOjQhlqmtaWUUCoWCc+1dPvP5w57L2vAneBxO2Wg2/p0TXUkE6+wEACokDABWVNUAgY8jw9/od0zo6XLSTJxW93l3H0PwyNbOa/vd9/PkVYEAgI1mYr0uncuhlcTk0dNzFMpuTgEABygGACo4zsYwBMFpVnFjdV3o6ZyUnPx3mloAIFEStlhCZrhsr9eUlqm11r6+IbynAcOBnotUR1mCBAhNba7NioylL7QtsQT/kJ29JjxWL0sWLJtuvxsYFmRZ3LieCMIOX/9VYdGPdbf6UNRNgdEZlrBbBw1drja9Hx5XojMIiMII8YhuUmkeScp40BI6v906OHVM7PiZL8altH6/gfT2snfeO7K7I5j3JAregw5nmMfVpFK6EX1/Qw0g6GYVU8sLxDUfAoCUtW8nxU7u6dAIgnziqPjJ+zjnDBUT93hEuI6m3/RKyGAEWb6pvRkAtgeETHL2HzH5hXvcYR7XCR8LuJwAAFge1t9Tp1T3spy0a6vY1vrAiIkxKuXPBo0C4yKd4Yfco4nTrmGmz0ZBIc9QyjUKtVEU21nF6pJclSwrWYUSwcs68xiBusMrPyDC3bEpy2KSD/laZna360Xx6agklpCB3/8qjb5erelmFToi91NMvySFKBQSIS16IwCQrouCff+ToMx+5r6cg6cbm4t3vfKvdeWS2+EkdPz8hfFH33jqm1OFp7566o3jsaOGKIDl6J7WFrdpzp0za9956O29eXl7Vy59p3raXdcF/O64C/mlDLY0VNWdP7/WjLtmeOFHq4pGzRyvAQB15s1zOlc9/PKOnIIja5c+tc0nbbDqsjb80VCpvqYpaHCy6e+O1q4kgvX1ASDQaE722xsIpAmeuv7+WpVmhscJAI/a3UdVWrMkfa9iKoJ8r3PbAGCoy/F5UTYrycdMlj6WGxAlUWA88NQgwXtPS+0YWx8FRC3LNBAAaLM51rR1AEB7b3e5Vj8vwH/izNlj+7pW9tk/CPIHgBXlF5nSclRaBDBG5I9rLuoneRF1X1jc/I7mp2rLfzFbuhkOAKRDv5L2VivLPZCQEYbl1f6hLiACwQAw3Nb7UXXReFmkgACAiqLgwhtTYvx0e/2mgtOTEVkdFJk4dvqbWYckVsFNmDS3o8VKEALo5lQAMNTtuKmtAQAoQsb1dBMZA0JdI8fm64xzgoK4Bx5DHId7rNjajdvbtG0tj4YEbezs7khIhv4+g8dtFvgirX5sS30vy2X5WsZ43MfNfgAALAsI0mWRIFRgMMlF574aM7lAkNbGRJw7ddxD0zTBqRnDBrixvkHM++ExLCZhkpDTXjurq40hZI1vgADgS+BYgE9XWjKeMLrFZT1w7sSDouecwVSsMyQ67SJCBGDgF2qHJZgglGi3temMADBA9lrHsKBSke7/JQcLv/215aYfr08deesX9LLv3hyb8+SDm/vphGWbN8xpXTlvwpw3269d9848X8QOnT2jZ+XY69eL16/Z/Zxl54PTpj2w3fz0rs9vtPxhzrOpk8f0nMk+n+9HpszpQ9z80FmTDAAAyDDzwx0vhux/bPqEhaudN329aoEFXd6G3w9Kes6ds4+emHJ5arXzQOTf7lcVVr5C7HbFa+9OPZV9UJD2+RlfqG8ESfIqFIUq7XXO/rOccn5n6zslufemDPs2OAojyDt14IOohG8DQrWy7KJpAmAWhF6O82GZHlHKTx+cUlog7dv9i0/A43HJjYo/VugjgJqkmCiL/7b1a+ZFpxzsqL/LJ6iZ5VpGDQ9ScF7eqz6d5897as06k0MQKGrgFpUsixRqPbidnzApUmF6LzryYRYJH74FGN+YPna3fxCD6LFEPAoUBrSkpe6jktw3Z93wskxZJGHLsIyxBv1Oa+/txWU2hBhCZIDxtt4fzp0kQcGv6n3WBYYnep1RDvtxs18/c3FlHup1ry49d33GGA5jd1qysPIVKjJmAy8tSR7aGBkaGhEuHz4g7d8NmCCLP7F222ZeHwnc4yz13Lbvejhu/KiptWotS7CIKACgADCQRxuq7m+oieTdktHsOyzz+aqS+9vqE8ZOn8TSX1LyEKekwVKJ1vAeQx4dN660qWloTYOMqBEu+w6H9dte+1OJQ3hEkQtTTUfTYwz6hRbfBe1NzI8buBfe9Oblriktfjl2kIgoN82YRbGXYRUE8xR1TVf7aV+LjaIPxkVPqapdFx9zx88bkZ+FXXT7vzlb/vdAMEHUf1mf4TnyyPBVGVlb7/BDAGD/eVHi+sm5e5YEXn1hB+n9/sbxJ+/P+WSy6m+uupIsotsDSoVLlo8Ikq8k+qlU2VqDjVWUqDQhXvcXpw61s4okjl01atKGkKgkly3NZV+eMGSzf/ADzTUummYIUQLp5TgEEMopkjTqVL2uLTbxpmETbkge5kL0SJedIoTDGBECAAosE4CEkqqPT52aPX5ShNu1ltBPgEgAvVtZDQAllZUEINVhKzAYhfM7T6KUZYJARNTu0IiQzGmTTIYfu7ql7ZuBkB+DInb6B5tY7jrBlQX0o6J3rlF/xmBePmjoyzJFAZx09ow16AFgrq+5fsxwoyxLCA1y2ou1uswRmaK1a0FbY7jXXarS7fMNnC/yA0zVFpEHgG5OcW3GWAxIBop0dgDGzNz5WRExCW6H/49fkR4rPWosIBpUau6xp+kRYwy7tyzk3etleCNmUPzEOQ0qDQDMa28J97jG9Fsfb2sAQOtCY1ImzFyalO50OhM9rmK9Ye2ICX2c8oXjBz6uqq5Xa9Y11Uz1OL9xemRZvrm0QkIo3mX/wG6drDE/OigNIxTncvgRvCwkCACWBPnbZemuiup4l/RjYDj0WlVjxz0kenJOH4p2uwCgl2UAAT9Q9mUw2igaAHob6nxZttnLIx9fuCAn/X8X/g3vAgDVuKV3urZtb8MgeJzNWzaeSL1hdsB/UjZFOrb/1LXwvgl/511wZUtEgUcqzYbGZgngHo7+vLSUJaRFqUxw2kfY+monzyAIQWjYc3qfe5rrqjQ6N0WfMvpM6OleGxINACJCPKBUex8BKHa5bvA1/1JYOCS/5ASnuod3zu7tRqIQyXskChGEAAhP0eM8LkxRjwjk2uq6m6wdO/1D5hSfYwn5tqcPALJragBgMoO+6bi4dPHQ9KuVReN7uz6LHwwsu8DP94zd0dLWWqfS3DtkmIKiFnicPzHKD2n83tQpCxAu0hlXh0bpASy89yZGnbF3/5Q9vz518FB5Y8OJ+CgEUKIzpPHeRqUmZvQ1kzPGW1nFdGuXTpZOmXwDeQ+HsYNmWEJkhD6tLgYAkUKvFJeAWov8A44qVJkUAELiF58QSQKWAUEALDPXLWBmzJ1TmNMuSq/FJt/a2nC8ZoDik0x3O9oUqperitRYeryu/IXa0h+DwoeNmRrodpbqDKtUupsDLP6xCSsj4m9pbRg6a86tvqZ8leaFI0eKVBq1LN/V0TIuILJQb4qUxBuVnIemrIjK6rcBgC/LHElNKRyWNkSjXpw6Mqa+bVRhyeihE+5IHpZm62XIAH8XAABFoE2hAgAE0N7eFqZUNPE88vElPVb4fxd03D1PDak60end/0BYxP3l1y9b8J/5V9eJ0rjlD6b8Vw2VVxLBsIx0+s+aWxDA0qTEr9UGGdCm/JNdCmWc2Vit0wPAh3ZXvMs+pq9bQFSVSsNT9EEff50sDyxDE522Uq0BAGSAg1XV1/Y6/GURgHyu1B03moNFIbOna6R7QGgYAUCuQrkmJBABHFJqtvn6iwjt4dRjPY5uhCqc7uOiBADjk5K3SqA4T7mO/Hn+wbaGJU21OYgpcrrm+pgRIdv8Q2cPmygAdRMDaxjFKyA+Om4cAFgHmgMI2AF0kpgIJA0RFuALoMa0dt9eXBbFewDgkFrPApYopJelMX3deQZjD8tVebzdnEKkKA9Fz+jpEBFVS59fMb7sF/xg4pCajo5WTjnBz5e95yHgeenrteD1ApbkogIAqI1LfGTQUIaQCT2dH1YWDUXAEpxvMA9Tcg1KtU3CKW5Xuc7wNIVzjv9qFoSDvv5lWkMnRS8PCfpMJg6aWVFTSro7r01JUcnyu4gDgPlq5b+ik0SEGCD1DJuHqGCvlwAEcRwAPFvXFHUm962mlhy3FwDqMa5xewf7mINZ5oTZT7qQ5lYQggFMokARosRyt80WyrHNPI/MvsTpgEsEZf6fg37yy+8sDFROffdcdVPBR1P0/1HZL/o/7L13nKVlkTZ81X0/8eTuPp3z5J4cYGZgABlAkWAERNR111VMuEbU1UXXsOqqK2JYs6urglkUUERynIEJMDnnns7h5PPEu74/nnNmRtxd29ff7re+L/XPTJ/u88S77qq66qqq1ms+9+kXNf3RY8xYwZwqmJ1MZhfTLN/71jPPVKV88/ED586ZM66bs+LJA6WKpcIDZuyrOzd/esFSAKkgmFctt/rup2f3AphTrXxp99PLCzmNGeAnTNtitdeKrQ28j7N/nSH6U6l5ldK7x06IelRYFfKdxwbf09LoCzFkWLEw/FFnz98d2gvgC7t27ownCVxpyk4IOVsFAMC46eAO4XkvdksZTfv+6HjzxNiq/PQX++cfjcXbdO3nFe/l1eILu7u/9Nhjl//2nnemsgBLsMa8uJhvM/TVqeQXVywdXX/Bx9nbYdmHTFuAQSgKecnkaEHTPSHfdvTATZPDPbCVK/EAACAASURBVE7FEZKBnmr5n2b1A/hZe1eT5wJ47cmj32nufNvT2wCc2zeLmrLaq18XdYYSHd1q61PDU5PP37HHZPWWoweebGi6s7H1M9KyQ3UkFs95PhNtS2eWh/6OVEY0NfdzcP/G++eVSyHRwmpp7vDJf23ufMXoYP/sOdU7b984OhZn5QnREgbf9UINCImuaWzcvXrl7rVnfergLgAf6+/J6vp1rc1VxbeNjkvCB0eOv8YtF8LwsXz+hll9Ox/+zY2Ha30BXCIQPCEUkSKalLLdrQ65XlQV8X9Dt3oz2zerNfY/Nb5zpi0D1OgIgF8lGxXwElP7jC8NpT7H/r5lZ+PY0KyG1P2Hp4NY6lVDx+4854K9MGwVfujA9hsHVt7eEL9+aAzAuGldvPrCqGY5MlBlIWOsfm0n7gQ1hWyQPjp3kcLpWxdAWcqbR6c6ECrDnAj8Rxtabntmo858V6FctGJp3//6yBiAliDYrRkgXH/8MKSI9c+9qrnpJ+MTn9i7ZUCPb8o0CqJ0uewIsYPk2YOjBGIrEZ3FJwC4va1LMJTH2HdkYNvOQ4a93K2s0cSX9RgAEN3X1KoxP9jUsqGhqSpkPKiNVilq+pzchCmTJ+z4+VPjDzc2J33vk5X8B+KZRt/vyjYBELPnUmc3nzgu5i90Hr7v6o2bqrrxi2c2fGX2QEVo16xaZ4chCD6J9za0AvjI3CVXloqHO5rKlWkrmU6Mj32kMHF1InVcN/99+/aRpvY3J+xPL1z7xbZZ40dPQtMBjEkNgE+0sjD98dUrZ8VsAJ2WAWCokG8z9TsnJk0h5tvWvqrzybaepjDMaPJA1VlfcbovfvHrjh0EIJmjxkRlqXVVKyet2IRpLcrnRszEKQU7NZD2OZmJzNSC8cQ4gO9JA4BTqValePHoSes1f3MklwPQZ8c3CE0Rumz7MzAAfPjEoU/NXnxNtfhEIjPh+wDODf37hg9lfI9BktlSCkCFBEAfbm/9B0NOaXq7575ycvjUSXWlFjkVJj4JMaLCs12HgU8NLF9Syp/UjKKmd3reLyamAIwDYETLFIqps/uq5qbjjvvUyMjGTBaAYN5nmDlNt5gj+CSSgXIRQNbziHlRtWQqlQ78vVbcE9TGrJ0RlkjwLelYg++9aPTkpmceu2K8Rh2a1o3rx6bnx20FZDwPwP5E8v3Pu6Ap8AtSOzpaiw9J06Hr6uihz8xasNFO3DQ5/LJla29rbE2o8HmTYz/f8uhLRwYBvH/oWNZzn041/HNbV0i0t1CA7wF4mglASOLDyYaFxfwbsp0fGxx+USrx9qM1yyPBgrHYqQxa9pLNT//b8GjVdUfTGWJ+5MTgkarjKM4FYT5Ub2hvzXLY6TmH1qz6VH8fAX2m9fE5iwgsGC1+rcKpzasyYW881TY+mguCajIFIs7/5Vuw/1mZsYuYmwKwWTNSYfAd3WLQNRRC04+VSpK54Z47B61Yd7Xy2aa2CFubCLmoa9csGPiX4yejRXqLFj7hhtO6ASAkcuqoOgMfGx59t5JnuZWkCn/U1H7qnK4Qu6wYgwRIMG+wbUupb7d0vnD0JBMUYAnymQGc1HQQ+pwymMFMHZ0XZdIJ4Ja++fvjSSKEYA3qrydGdlpxRSQAyfz9p5+4YfQ4gNcOHfnE/u177PiywlRJagwQ485Y8ha9FusrIAS9rVCd0o2ftPd8Odu5Lnc64r+1rZtyeQBH4zFDqZNWDPGES2Ry+Hdba2Ps1MiQmDdwYGT007MWXj41+v6Wbov5LLdcEfLhppbLV1/4w45eAJ/u6J0wTJ3VrHIJjC/G0pzPg/CrVEM8DM/OT44Z1oFESmra5lXLvr1i6S/aump7ALPJ4Z1P3Lfj4bsvcCqv33cw9cSm83oWMOhz1aAcqoA5ZB7xvG8Nj5ZJ7rZi1+7a+77uznXp1KBh/nrzo4LZFzSnWokOuCOZAXDEjreMnAQwCsCyUfgj5U/PybNkpgqm8vm8ZkwL2RgGoYBgvmj5SgCDrtvqOXdW3ZBoyrA6WSlCf+h/p7v/5b7ztyeHERWTAFc4/JHeedHRCHj3yIlotMepPNwTVlyBTl3QVdVahZ+pFAMhiIGAyCU5bdZ4ngXD6GBuCPyC1AEszueQTAEQre2mEBfmJ37b3L4MihkMes3gse81tXZ6VUWkgM/t2/aK8eFH7VQiDHbG0zcm7G8pZ1OmKSRK+YEAU/3K0r4XWTICvhg3YmF4a2ff389fqjHPqZSiz3doGoBdiUw8CCcM69DISElqrw+8u+zkA3t2cW4a1YpcvvJDA8sSQXBvQ0uD7x+w44NSN8AALpkYff/RvQA0pSRQFXJHKiOIb23r/mFH73ErvjOZ6fEqw6YNhmR+dOmixROj2790y6AVAxgMRfTG4nTLJZd9bN6ie3SrIfACorewb6vw1MVrSt3AwX1LF71Ho0To/2Yqd+3ufV+eO/u4523r6j1nehLA5kRqsesAcIUEUNI0EQQAxr2AUikunB5F+5zMRGZswUrFX7V1ABiXWk+lsqhcyM6bD2DY9Tud6rd75wJwpHR9L83cUipOa/r2ZIMTqkXxiMQMk/m8XI3M9sGjez/1zIZ3H9t3Vn7qVMzFRPutGNcva6zqWCoE4ArBhEQYABSCmPDvHX26UgCOakZT4DUHviIAWF6YFo3NlEgiFkMQ9E9Nl6U2HYYAJPjWzt6GUA2adggiwo3zl2UvesntrZ1pYFNDw+Hx8fcqySBivAE+g5hIMANsqxrFhoHP50vv9EoETvtBQNToufVfEYCAyOCwKLXdoyMA3rp44aJq+WNHBnl0BMBOyNubOzxBklVB0/9aoxOmPcfQATydznyxey4BFqu51ZICXTkxLBmS+S2Lzvr3rj7BvKhcPhRLmqwcIX7zwP3+N750c2c0mJf6q2UGvbKt9cVThW90z/n4/h0n7r/jDYNHvkZ6VUoAVzc3MfCm0P0K5Hee3PjhhuQdmx5JSfmz8YmVm59mVh9o732iIQvAJypoZ0TmzFvSTQAmfJ+SqTNnPT8nM5EZx2CVym+bOwGUpeZIubZcjBrlDQV+o+8+lmkCcC6pUd0skBg2zH7f3et5AbMMAgXWWT20YPaGTBZAb7X8oXKBGffNX7wl1QBAMCIzJ5gjzVFAjSuE2uclTQNqnDlHCskA4DOHYXiqQ8qa3BQ0GTW9CvfsPBKLATgudYBDkE8iL2v326zClO8XNc0TYkTTpjXzvIVn5TVtebX0Fq98i3Y6e6grHjWtrroiHdGMz5sJJtJYAdiUaSSwVjd3bRwqkCvF3nzBVGpOW9sHmtIPxxJbDh+CEJ8fGjaZK5pmKP6oU/hBiHbf2+kFuuI2t/oPB3fZYegIuddOgHBXtn2OU9YVB4K+0jtvcblw1DAU4frx4QvKhc/7oZi/8K5sGwCDa17Cu4fGHk9lbt+24X3KM9adP2UY0W6VCcI3tLcB+Lt1675taz+0EiuGJ5639mIZhgArhs0MoMb5IDomzlAwokebsgAmfB+JFP4HGgf83yUztmCusy2VEcwLi4WTpr1alwC4VByT2oQVV0QA9gecCYMQOG7HB01rnm31meZO17WU6nSqd+zcFfGAPtzeYt7wrl8uXPaSvgFFRAATgxALQ45MAQOMVteZUy0D0Jh1ZgCy7kwy4AkAaAKPCjlWpyytrBS4Uooq1iobHn2k6RQljQC0QYVEcRVqRFs33j/40B1vPXoAQNQAYsIwPRIxKY/Hk4oQ3ZEiunJ0qNl1MmEAIB36ADwSAeikGQPQW60C1BH60RVOgaYMQ4F+WXZ6fVdK+YqVq1o97+tlp5Bt+ZFhO0KA8bVdmz5mp40wrIC/Z+svd0um4huP7O2tlpmwngMAArzXTsTCMEY0rRuxMIw2o5dJvPXo/q2phvuWnT2p6QCuDtzDsYRU2NjQ9N2k/QJTRybzxcVn/aKlM1I8l2j71s0ARj3/5Wed3U3YpRnrpidKSjWGoQ6UScSUMhRHzzbipqD+tDdkmjXmqSCgePy5cWF/qsxUwch1hkyLiVaXC0y0srUNwOimJw/GklvqfUjHpChKDQCBTSFGPD9dLYegJYS0739G1NTg4gUDD+/d89qeuZE9EswAOp2qIjCRLwiEFs8bM62d8ZStwoCIwLK2w0aLgBQJAK3F0oRhFusuTYyIJyeooQnAgxW3oOmnHE4CRiAAzLXtCyVlc9Pb5i38WUc3gOoZbMyNhvXroGYRY6xsFf66tWPUtHfacQIa/QCMCMhmAjEiguWg0COGkUci+u3GWOKQYf3Tgw9KIV9N4c8z2Z9m26OCmpsO7vpuZ3+F0BB4GxbO+6s1q1cUp3cl0t/on38gngyZxkECTAwGpgztTUkLwJZUgxUqAB3jI1dMDGd97+MjYwAIaBs6ZochE892q9eefTYSya/7/N6jJ6IHpbOqSvE+zQZw/+FDV+/aO61pC93KY43NrZ43LaVPIHBFCLde6DRmmECd18FwhbBVkAsCisW5RgN4TmYqM1Uw1w+qUmMgS9CYFw4MHHXcczzhCqHXqIMqBF0TuALMIAblgmCnkAAqvl/WtP2JJACNORX4rzo+1Ox5igDGWYVpBoWCovUXyaed/I8P7yRmj2qxDRjtTvWUjkXiJ2wAkXsmGBT48Dw2DCh1d2OzxkpyzeGMvtPuOzs8/4oDu+5u7ljft9ARMiFFFD6BeRGr6Mprt0zibwaP+kT/wl6UHD9hWiBI1IqDGLgrYc4pFyOlksynLq3Zdxc6lQ9Dv/qee67u681p+r9m2wFkfa8i5W+b2wF6Q0t2r2FPB8GiyQlXiLfPX9bllEG4KjfZ5Hpr8lOWCgC6uegC8IniYQBgLJ+zL7r0ZcrfbNoAVoXBI5mmJt/VmV0S/zY8+pZk49/1zNWZ01JqRG84eQSMd40cA/DxQuX+6dy3+npGhQZgzDDOq5QAWIo1QNZXg67OqH4iCGbJnPd8xONwHKj/qkL+OXmWzFTBNsUSAOJBkJdyVqXkpTKXbd3mswLgE6VC31RhLAx+SVqUKY4GEUWvYqduHYwlGERARoUffuKJnKbnNQ3ANRNDOxJpAvJSJ0Z/ubZBHm9ufd+shUwUkgAQkAiJhi07FoanKHMACiED6PVcAAJKrn8+APXoA2rfnl83twckoq+fwgOHdStk/k62/ZUrz72QQwaiiVjZwAfRHojTuguEwFd7Zkvg6UD9/YmDDAqITBWGpx4aYX01PFHvAqSIJCK0BVOa8eqY+cOkdaeV+O7hIx1OdU88CWBCNz47awBAAPpYrvSSnXs6HnvyIx39ANrc6lErAeCjDS3jpvlEpskRGoC644YowzFuxeQ557+krTXyt1+/+5kt6aaTVswT4oRhvn7fwW83tAK4NNuUD8P1mfRCAIQHWzpjKiQAjG9v3z6t6bpSvqBHY0kAVRIBENbfly/EGZsYFFFAIl8uk22DmZ3fm+j5nPzXMlMF25BIA1hWLhzU9LlO5T2Hjpzw/K/sqSV5uquVqpAVqemSAKyolht8D5GLAqwpTEa8BwZyQn5dt6/xnJLUNMU9pWKUEMsEvs6qaJsRq/AfPTXHtr65/alG3zfrKEZAtGb69/imRRIAFoQ+AIMVtbbndH004JF77jhhx6le4wQigxUBb2puTIXBnkQqEGKJVy1qekPor81PFmrV0LXD6qwAgCHBAN2mW+VsrVt45JquqZYASMUVKU95VgyIui4HRD2x2LVnnfUZqb5hxm2lGBDMC6olALEw/Jc9Ty8jSPCK6ckt6QYAjtDmVgoAlhemlxdzidCXp7EHEnXXdDLdAE07r963q2DaCgDjtaMnAVgq7PdcybhrcgrA+3s6M4YG4BmhKSFMpZY5lXtiSSb4QjCgsWrQ5BlbVl1+/5OqlDmnAssG8B8MjH5O/nOZqYJtS6TBeIHnHDHtJNG3h0c/MnaipT4htmTGfCGu4FApBtBpmdF2Gx39qXRTuR4mBUQ+ibuFBoCJPtc/XxFlAm/EsK4YH5oQehRppcLw8VL1+qWr85rmnTHR64Hs7/F0HCHB6NUlAKGwIldpu+TlPRdctmxgDQBGbVEuNQ2PBAG7ytWualmRmF8sfM5MAJiU+qZUo3dmywYFn0S3gMWhYgoIDL4lVivo9IkAPGklAISCANinUUz4RKeWZnsiAeCd559/VrV0KBYH0B36B+wEgFvg5XV9xPNC0Ib6rNC8rh+MpwCsyU2cOzne6rjXDh07deRI+SXzlGUB2Hr8OABN8cfmzAdwrVd5U+AASKhQGeYrh48lpAAw5vqJShWArpQDcgU9Y8cAMGhhqUAgyXj7sYMA0r7/ny4FRgjKlap1BfsLtmCcP7J/+H+UrzxTBdubSIKwLpM6adq7E8ley3zT9i15zwcgGcc1HcAbm9JlEgB+Cwmg060qwD+FS9QPRVwLo18kgejdC40J6+NxSeSRAFAU8r0U3LZ/22unRutARRRoMf2e9wIQYswASprWpIKv79ryg/lzGn0PZ3iGKd8HoICnK9XjVuKVxelXu6VTkUT4+9PQ5/gOgLez7wipQaFON4n+yORQMOv1bzT4niNPP8MIiIukJZmM7rsSq5Eej2mGFQamUt/JZP959sKBQk6e4Yqdqik+Gks0+t6UYXxzx1MRAnTq6RGQBwP46cgoAEXkQQL4645WJ50GsE6Fx4CXjpwoK05r8obde7zpKdT3gvmV8injvDuREswe0ac6+iRQ0vROr2aaNMV0po9IADAR+mRaAPgv2IL5u7/8mrf+ZEQBcPd+7/Vr+9q7Bl54072jCtWfvzIZtZXSZr3rwZ9el4h+ICKyX/qDPyP5N1MFGzUsAK3ZFl+IXYZ9Q8I2fLdYqQDQoKKF0pptBpGASgcBgAZdA8OMXH9CvI7ORTZKMN/vBQBeNzLY7lYBvCueiTCJ6G/ec8EF6zPp36UaItZipFcGK/4Df2YzBIBWr/q7Su5v8uOvbm+1lAKDa5rDT4a1w5aBkiZfMzp4c2Mb1TV2WSEXbQLRX+8xLQBDx493ORWfRLfnRss7WnFJL1BEQf3UOd34vZ5CZ2h/czIJ4KfjE7vrn7UHQVlqiuipQmn95NjjjdmMUjgj+xep073Ztsda23Oa/vm+BXUXFy2uAyAkykEAeDhUABRBZ6WB189f8AuWAPtCmERWECrmV1aLPvP3B5afuq7jpu2TMPnUlkJM5BN1m1ZIGNRrHatDceYMstq/k0KrdXT2/1g79v+dUnnoIxcvOf8jUTN5Hr71fbdoH35q8PDdr9j9wU8+Uh4dLF/9s7zjOE5l72cvvOr7U1XHcRxn6oF3r7/mNc//Mxpuz1TBippGYA+Rw4/rqgUA0/EEAJeEpUKdWZomAAYtlQRgF+kguLWcMOpvrfbGWoLa3r/DThy24wQmIKIkRUv2jkOHP9zcWSD5Hq0GEgJwhWwInv2CNxg2gPmlEiqVaDLg4VgchIgIIkHqjJXfC35V3/xJISOFUqBDsQRA4BppK9rjb+mataBUAHBuWPMoFlkmgKqUEXUrkkQQRJ0Yo3vzSRh1kK0hkQDwhcGhNfVzT0gBwCda7VTva24DaFrKdte5cHLMF4IYnhAEKNBjqQYm+sj8JXp9xxmvPVuMSh3AYDQcg1GVsq9aNXT956YdC8P9TKsN/YHmNgDXbt3wZsl3WzHUrXSEi/hUfyP1t3mNclBPZkSfqFNvqq5qBVlvme79ZSqYteqNX7v9tndEFZLBge3Hll15cYs0ei5Zn378ob0nhtDdGzNN0zQMjYRmmKZpiv1f++cTr/3Uy/+cgREzLVfxhDSUGs3lQeYyTbSOjoREx7MtADQwg9KBf2BkGIBgCqUGRquhj/inO+kRMQBiikGVIaYiIEuKzekMgKzrJYkP6xYIkaW7Y3Dol1K/6fCOKy+48BMjk8nQnxIGA1eND3+rvff0Yev/yYYBe1WybOUHUcgX4f42RIVUp+cOGiaACYhkGELjudXKfjtOQEVqpw5E4JhSeSkkcH+2DcDmehnl9c2N7zwxXNVkm+NE3Xs0ZlOFURbOVGFUHra4WtoaTxFYk/JQ1dlQKF5fKjyZSKO+vs9NxBcWJjbYsXgQFHX9qqHjDze14BSRgmFxGAEnhlKWUhUJAByVeRMOxWwAlTOo0ksDd9uxo8OG1VutHLesxnLpd9k2AtYSFRcu+pfdpwfABqKWkAARGEtLxS3JtMHqcz4B1O07k0IvaloyCCpSKqIzqpxRFRoZJgD+b1YwtXuH/5Nb/w++aLzng2dORHi2iGTH3HmlZjsKZnvntO5+bGvhyrNzDzywc6xjbHBq76/esugbx9zZL/3kd770qnkGwNN3fe43S99xb+efNdpzpgoWEhJhOOlXYZsXpJJqx5NgPmTaABZJ2s3U7ofbpvMAen3nuKZDyCubGr91RjF/1ONBJ27wvLJheRC+JDBmVUoH48l+p7QnkUbde2SiJ5gl0RuPH2xKXEGY9AQJhiIs9GsmRTArIgaaPHfUMFuUguc6lvXyrdvORNtLUAD6Az9SsAq41/dHTDujQkTLur5TM2AqzkuNwAGRoUJfyGN1x6mlXAKgQDm9pnLJMChp2mJN7gxCXanIVl8Uelvrp757aloS/cBOnPkk97vuhlRWYy7qOoDvdfcXtFpfokiFHKp5nRUpK3WA55RjHDFIIosUD8OSJlca+qODJyVj1DA9EnshCsm0YA5Wr/v+sePRt0wwM0fxbZ0Sha3JNACvzq8+bliRaS5LTZ2K+eqiAERIVRDgv1OosUmuOff/5Iu68cf/qCai93Wf/qu/fd2S3krHuYv6symzfeA1N37g3a+eP/nD1132zu+ef9cbu3Hs1q8eueKLa60/frT/SmamYEHAoFiojgQKwLrmZkxNQGonpQbggmRqx3Q+xeF+14M0VhP/MsLuJAAYrDwSEqwABi2XYremRauZQZJ40jD7quV2P9gktRhzhchSqiLlmNAujccafE9WyhEQ0uVWj1v2YaNGFGwKgnFdBxAPQhhoIobn3dQ56+GqA4AYOpRHIgIoZks8Xs84H47Fs4EXVSh2udVBMzogA+QSAbhwauLBxuZkEE4aMuKRMOhLQ6OwYgDuPrL7eXOWAKgI4Ql5bVPDztEJJrJCVZXi7HiUFiMAj0znNBVGC9oOw4h3y75nKNw0fPTmls5p3SzJ012/ztwXTuMqDEFQQHQZBanV/5ITYVDS5Irm7M/GJkzDDoQA8JsFcy7dd7AitTdW3F9zVQf7JDpcd1oKTzMANHvuuGEy05nRLAGGUpHNT4R+QdMl19ok114WAVKCCOF/s4K1dWiXvfi/9RQAqnn7iq8//bYMBds/uv6T8xetuuyc89O2QPKlL1ny0UcPhug8+avbS5d+ae7MJpX95zIz8xd4ABJhcBQEYHE6xdUqpVIjUgK4pKWFiVLMRwIFxv163CEB4IHxSQBLfReApjhi+qw/fsQhWW+hgTnVyqRh9roVg8DAgCAAOhSBfSEu2PUMAFTKMRWGwHleBcBd6Vpr7lJ9dycoAM2aNgx8LZG5uFoG0BAGIVGErwCYXR+51CDJEXJJGOY0DcBizwVg1YG6hWEA4MLAAXDpdI373xQGADaZdhTUNccjP4Q9EgxcYuoAPKpRjV5HOuqq8ujklEsiuvGFdYyuqtgVYr1lFKWBOv5OZ9C1al8+jbrWmSM1wn7trjWued1Luno2MVWEnF0pAeixbZ9ELAx+FEtViSKYJONUoxu0lZLMuvo9XY7EFTI6Z+GMJuQ4o54IAIT477Zg/yPCxd++75Wf2Vzl/OPfuaf7ZesPfnT9y/51n4Pg5K/v2rt4zYDG4/f9buTcC/9s/ZqZgrmOByDGaoIEgF7TRBBQMlUUGoCzmjIMxAlTgkAwdQnABP/KCwBcFrMBSOYosr5gciwkiqkgWlIXs8+ApdS0rgO4OBUHwIxoUS4r5QGwU42pkIlekckAOGrHo+8m6ltpFFo0Wubt8YwCxd0qgLmhp2p2DADaYzaDCVgpJIDlhuaQ1Jh1KQH01zt/nZOwAayKJ8Cc03STFYA5zAAConbPAzBkR04jdbkOAHtqEoAnREwFYPTW28IoxhjzbM+tSgFglQQAk7kiJDEvbmkLBCXr3d7TwRlDU6nGju+swzlmRNV3HQBcH19tqBozqzObPWqYqTBoUCGANsv0BZWldkpBAOgRPwO4uFqc0g1PCO0M4FQyM8DAgnINkG7wvVOstN/LYkgNambzXf9XC7W84qZrdr5h+cLzPuS/+9NXt55z4yeW3/XygZ45z/9G9qM3X9dG/q6tBxauWvRf9hSdkcxIwSZLZQB2qHIkCBwTBGbEEo4gAMseeQKABRRIArh5Tj+AdiB6hVf2dCMKqwQDWHHWKgbiKoz07WUdnQAIFLGEL29pBRASRdD8nHPWHYoll02WxjUTwMUDA/XnAwClenY4qihMmfaGWHJp6EdJuRXEDEhwigGgKWYDJMDJMAAwEI8FgiRzTmgADvs1XY2qqe10WgOGDSuhFIBmEQVH3B56AF6eqrE6FrhVAEOFQrQQPZIgHDes6Mcx11GgVboMSACIkwCQCcNEGMRUmHvkftRhGABvKk0DaKwj4EsqVQATdRO9LnAATOm11z1ayAOwSEWUfyGoLOQ81wmFEMy6FAwSgFQKwOs5ABBo0ocA8La2Nk8IW4URPrkkdAFwXYleW4/4ZlVKDJzDNZjxtAjCf2T9/kJEznv/o/e/o1cASKy+8Y5t+/bseOTLV3dLiLbL/vl3u44cP7r7vs+/rE8DjIu+sv+n16X/6BH/qMxIwfLFAgCTw6oQgrmWCbHtyBVc7nsAXK71rLw82wggQYhC5iWtLQAEaqOoWhcuAWCFETyB8xcuBKBAVSEBnN2SBcAQBjGAtnkDH5q/pCBllGVOpOs3zARghVtzuqJO3AnTPGxaC1QwJTUAA5YNkGC2EAIgI8ZgAaIwANASi0dM85wgAG11Y6h58jM5iQAAIABJREFUPgAVi+msilKadfyDAAHEwxBAtr6Fd6kQwJGqE2l8JvRRK2khgPdNTgGYF4tFNz5NAkACKhkEknl3th1Aou4qLzE1AN31qrML4AOQ9aV8fhDlu2s/HskVARhhDeTzfJ+Juomj2h9PMQBdqSgN+KreXgAlUcMtLlq0kEEtnhvtSp/u6qk/TgB47bLl0f16UgC4ed6sZy+FKCB9TmYsM3MR2QMgFYfMAogm8UDTIizrqyuXAMgBITHqy8IkihaEZZhgnGIQiXQG0RQvJgCmYQBQAlFfvpiuA2Cq+ZN2Iv5kpunqqbGs7wKIlOBUuPKxzhptSrEAYFnWtNQb6lhZtxmLVk4E45QJtdWhFADN0JlIAEUIAJfV0sVMKgDAhq4p9oWQxAACrv3SJQlgrVvjCmWYAeTr+jbf9wH01owhTVYqAJosI8rBlUkCMBVrrEDY29kJYEmlVr84JTQAybqeZ6QEkK5HO2kEAJJ1N3IqqKKWHQGAXLkEIE3ERARMVasAWn3P5hDA7MYsAE/UknG6aYKRDMJI/S6dNxuAZI7qRzva2wEQU0RoXtPRGZ3xtJP4nIL9iTIjBWuYNR9A36y5Wy+/dPzslUikzE/crL/4qigBx8kMgOHG7N9z0OJ5uiA7DK8R/H4RNvo+EYFoXUPjOrdaW+RAEIulBQHwFFtCvGjl2b3ttS7hra5zw8jxiNoT2Y2Y747rBoBJXwEwwP2+C0Z/WzOAeBheM7sfQNfceQdeeMmXL77oaGd298N3XTl/NoFiRIsME0BXIinAllKLwQAamZaU8i+dGv8M+ZYKb2zr0JhjjPdKzt/zs/WadmDjffu3PXG9VwHwRlNKwFRhJhkH0N7UFNWnBY1ZAEZru2AW4HNNAeBCS9OZTcUvS8Yqd//krcm4ZBDw/sYkMX8mrq/NT80vFRu7egB0JBLRI3x+Sysxv8evRPn01YkkgLO86oJq2VRhR7YVQG/gR1SPxZ09ANa3trf5rqGUJAnAZ+w2rYBqwwayYfiG3MRspxyzDABNSqUi/SQCodd1pjY9sPOhu6P3K1mdghRtFX7u6N7jdgwMz/MA2CqI1TXfvvBFl7d0/6mL7P9lmZGCSQgA0jYApBNxANA0GEZcMYD3Hz4BwBZSgH1BUkpXCFOxYgR1ork0tIBOE9wCggkG8Oo9+xyllmVSTj3k9oWI+UEUXcB1XSE4qGVlbjhyDIBPYkrTQHj7lu2I6tCYAYQRTigliGZVyhqdynBFmDaDoYAIznCU7xLFOCxK4QjZVGvGwbogU4UiCDKeC6VKoQLQbFlRV5kmIQDcG6jorx0OAViGIQAFetgNATzoBj7BQAjLFmAtmpoHKBUyUYpEp+uctGwlJU4nSUjYOhPpnh8Zi4bABfCMYZ8wLCZydA3AMU2PHksqSmfpIgAB3JhKAjzGiHzRyUo1uusikxUEI/kcGJpiAyGAkJmAnCb0MJxTLewbHo2eeQAGcHjwhEuCAQUC4br7HgAQkHBPleoxhc9ZsD9FZqRgCU0AcP4guu0iBnBHNBOAkCGRl5pixFRYVmFcyrLQmJmAigoDEkwIPI+AHChCzX8xPvn69tbz0qkR349AYskcBIET8Zj27RYMRVG3etw+MQGAgSj2+42dAGCzigsJYPoUEGfbAFCtAKQIUUmYG3oScIkadB3ARKlc0PSE7++HbPK8lO9pDI8IdgIAlwpQIZgPMQDMsm0AAZGnFIDdoSIwMZ/wPAD92azGDMYWKwZgqxUDqF8ISqWh6Tw+pikFYNp1AaQt6+zc5JBp7w0ZwESddVUuVwGI/FSEDB4cGQYwohuZwPdI/LbqAIh60QiGeeIIgJOOWxZSV0xEMaW260ZABPC9R48AGJbaAcPsr5R/e/AQCJLDTBCC8fjgSTsM9saS8HwAt+7bi1qaiwDc8sw2RZRijlhsv4wlAQjmU5A9iMUZDuNz8kdlRgqW1jTUayjPlCwRgKFzzgahFKh2TSqiYc9Lh8G0HzSaRkiUK5ckUS4IK9HKHhmW4DwoUqG7Fs3/1vw5AfPRqhOTEoDOyqeaCgV33yGYw3Q6CvaOrVgKAMwLnDKAWY4jmV0hGnUdwEidwkPJNADO5wAOQBUQgJFK1VKBTyIeiwE4US5PGGbWqTxAYm1ugifGYgIh6LjUAfDEOAIfrvOMZhK40a2GRAHRCT8EcE9bs87MRHtJAOhIZ5ggwEucCoB1XlWClzRlIYTo7lGH9sdVCOCJigsgC1w+cqLVdb6bKwJ4TNSAwYeGhgDkK06UrbpV2nYYLo1Zex++a5bAna4PYK3nAIgpT/7q5wTszk0XNT2hQgBnOZVR3QhIEPApNzSVGjasDfFUu1v5RNUX4CJoieeA8LUjR/ur5Und+OeO3s2Zxi+FBDCYogDv23YSwAPpBgXSFL969ASAm6bH5anSA8aMZpk8J3WZkYIRQISc/2wF69EkgD2lEhhFFcw2DQAHC4XWMBwPw854AsDJqSmTaDoIJoUGYGhkOK7CEJhiCPCDk1MAfjw2UVWqWdMAWMxFqftExIDrSnDoutH73T06DODCSmmblQAwqclWz5mWWquhAzhaL6OgxkYIoYYGAQoIE8wATlSqWdcD8IzQAWyrOh4JX6lNpF01MawO7e+wbQD/OjQMgI8fBWOHbh227IzvV4YGGdBY7SMCMCvwFRASHTNsAN2W6YP6fG+nFQPwhGGnBXXGbQBi6Qp1cH+H7wH4KchSYfbIAZvEzXu2RjnskhCtYQjg69ICcGdrDVR4sKn5edNjWxxva0P2K3NmlSNeiBUH0Ok4mJ6yVDBKsqDpzYEP4MaOGt7DoIYwWBF4jb7nC/HN7jkJFSaUGjWMK0IXwF2BWlfMpwP/I3MXn3fO88tSJEPFFJG5EWG5tzW1Aej03Duz7QDWHtgdiBqfign/UXnmc/KfykyJjBI0/Qcp/AFDB/D45LQglEI1EI/pSm3J5Tqhjivub8oCODw1ldLklO8PEgE4ND7ezUyAS2j0vB9NTj9dLL3z4JE2U++yTAAx5l0NTQA0VvLSKzXmwPOifX3zxCSA6zPJ94ZVAP+aSfS61ZCoEAQA9lTqhYCaTk3N6tgRBnzQIT8AcLjqdLgVAN/OlwDsUATg212zFlTL13KgDuzr0TQAXzTjd7V0qtHh0XjsdcvWWqyWV8tbxscBnKOCUc0A0DIxGpJgQFeKAEcpRTSL8MHxYQHsWzJQYIoGmsiz11IqPa+YA7BbMxs9lzdvLJ9/0Td75mR8v9H3UoEf5X/3xRMAftLZE91BSLTCqS4sF15/1vmfHZ+K8gRRScscx6GW1mbdyGpaSOiMcgN9/dGLNJi3X/S8Zilymn55qXDH5oe3N6fbBU3p5vp9ewEUhTyaTOc1/ZebH3m+Uwbo+qkRAExo8xwmksypIABgQOWlBmDD8tUAjMh/Yej/xSTy5+QPZKYPyxJi+g+GzPck4gAezuV0kKtUkEitKEw/nMvP1uQBTe9rabbDcGcu126axVCFzHYY7iqXl2i1cokpwzjhB2dt2dZi6D2G1WboAGLgpxNpAIkwCO7+laHCU1zYreUKgHPa2xYmkwDyvjvXqUrmDYUigO2l0x3FRN+swslBACGzx0zgw643p1wCsNA2AGyLJwBUhXbb5keN5asg5aKxIQArPffqVectXX3RwHmXDZm2pdTKmP0ACzDes2RJVIqyuOJH158KfJ1od6UCoB2qWi21AEgmA+Y+ywIA3dD/6vXnT00C0JUasmIDF7+kP9G0qSF7665Nc0uFNbnJMAxQx8Gp9jq4p1r+VNesnGkfJu3+6VxEs+irlgGsMTU+eSIrqEPXANyXbBh4auv6Z3YuKeYAeITlDzx0l9AV8JVU7FKnYgyfXGxbAdFwzI5U9N5EGsBrlp/7gBn7/OFdb925JXpoUclfCCppGoADVgxE7Z7zBWkAaOZaR3/zOQP2p8hMFSylyVzwbBexI5UG8GjZiWsSwKOkXTo+fH/FnZtIDOlmoVpZ6lY3Vd2BmB0yt+rGylJ+s9CvbGyIvv6hAzvnSqEJunl236jvdZqGp/i4YZWFANDBiiBMIXYka/nlHQzB3JPNdieSAE5WvfbQN5W6e3IawNOlclAHuMT8gVw9JFuWiNuKjypeUZgG8ELLzHqOAno8Z+vGexeWCnLJcu3iF56/8xkA6+fO/u7ep9dPjv790YM/2frYtKavy6QfbGgGYVU6RYBgXlzMASCgqOkpTdtcLAHod6sndKvLMvZVqgDm2DUSNnX1XLJiOQBfiDcNHb2it/cdnR3bMvbFwyf6ncpUMv3IE/ehXvTdYug6q/5K2Rfi1wZd3dv9jq72s8KAGIs9p8NzAJzd0ytmz20ZHT5edQC8h/0Lk4mvDh/96o5NAFqD4ALCTTqBaNv+PdQ3Sx0++ILOTgA/W7R8QblAgBWqTqeqgR+T4d9k0u9acU6UG5jjVAiQxEKxANuhSgWBUWeQ9JhmKQwAWPLP5uf9vyQzVbAWXf9DkKO7qYnAVbApBMB3Oe61YycrzCOJFBM9dfjoubp8XDPPSSYALIzH1kFtSDdelEoCkMAHDu/dRO7qZPLKHXuOO+7TxfLiTU+PSZkKfQCrMyl2KkY8eTBeKyg9phnNniuSqfZ0CsDJwO9U7AjhRi0DwvCxfI1KJxYsmjBrZSZrk8lWDkeknF0uAbijUDyvkANw7uRYk+OAgDCUz7v43J4eAA8cOPDKwcNf2LXlffu2PbV4hcFq7daNT6caLMXNuuYKspW6ZGo8Sja5QnQZ5kPTOQANuelj6Ux/MrWtXDaFmBc73Rt4YMnSaNO/QJNfmjvrY/09s5etRCy2oFLcF0ssXHderUaTMOJ5ad9fWcgNm3Y4f8EX5s5+g6XvJKEjvAQqap88kM9pr/qbRuY8kAyCjw8e/MLtP/jrHZsebGoHsEbw1y99wUfPW9ehiV8bNqTkocHVmgTwPRbXOiUGGn131LRymn5jyVmayP4u1bSIGMwHzRgAOwgDQQqUVH5B007oUT4Fi5qbSoECYNFzJuxPkJkq2GzLDphzvx+GxW271fP6WOWDEKAfj010x+OXes5tFScV+g+Pj17a2jquG1uGRwEEHF7a1zelGx/YsxeAAoqN2fj01P3LFr+jq4OBvdXq0kTs5b5TFhLA6lIRUjNi8ZqLyHCFWFUpgSgdswEMKvRqUhG9qSEFwBbi+6Pj0YVxPvdAY2v0/zHfX0RUJdHkewB2hUyaBmDYsqFC6Fr4wD0garrmugai7YYdBiEJQQ2NPxD6CwQ9Wi47Ui4pTD997BhAjZ63Pd3Q7tXivcbQfThfANA0Ob4/kZ4bs54qFJclYvoZq1DEE4YKAf5Wc31wjBDU2b04P10KwyNrz5/PKlrEUnFINFAprkzE/+nYiRMTky/dtbcp8DySh4OQGC2u2/a7O3h87FjfbAYuHR/moZOUTkPxI/MXAlijSQAEXN3W+vPu/sruHSBauG9HQtCEbtjxhABKmvYPg4eynvtELNGuwt/1dRwUcrXyFSER+JF/2OJ7HgkBFsxLi3kAq9LpogoA2M9ZsD9FZqpgK5JRuPXs6TXzQr/bq1bDEEAuCG7rm/uxwQNHHbeN+beeWj8wkA79H5QrBtGOcvWCxYsbfe/7ZjzKAd/SP58nxg1Ba1IJAE+tXPazRQu6gYgdO2v3drlk+bjv8xnlG9ewD6AhwidJzIlZAF7AgSSqKvXvw2PfGRn7zeT03+3Y9eH5S6Pb21QsXZ5JAXiyvSvGbCv1YCoD4LFM89FYnIDwqQ3BIw+EWzetLUw5Qjy07iJW6uGXXrsrlvjbZzZ+sW++YL50cuT+++8FMNcpb0qkF5dqpvJQseIqBqBZ9jgwEIs9mi9Ek9RPyfZjx1whAHqQtO+N1EpgKAjOsiwAj//iZ1fqtdySLyinGwcy2asFP1UoDWzbVSTxUihTqd/YiWzgnx96oqNr449v3VgoAnjh1Bh1dKnjx+TZ52zRDAD9ds1yXt/eNkXyh0vPhlK4755LNJlR4Sd1+3mTo3lNL2SbDz9452X5qY1W/N1HjntKxVyPgKLUiXFhOf/lppRDghmXFqaLmgQwx7Im/RBASnsO5PgTZKYP6/kNaQD3Tj1bwRYJGoS4tLEBQJupfzLdMvvYkQ92dx7QjGfs+JPDwxCaAp+XSuaC4LFCSUktJHpx4ErmWxrbpqYmAGwtlpt0rcs0ADxTTwbMHx8un3/REdc9DQszLm3IALBNU2ce1vRZmYzBavfUdIdhrM+kGfy3ew9csWP3bSHO9d1Gga5q+aTrXtzXC+Dn2balkhp8Nye0Bt/TOPzH+cvFwmUgCn/9y+AnP3hlbhzALR29CvTBidxSTbBSjzc0K6KLx4d/3twBYEEhtzORXm/V/M9jut7rOQByy1cBMIlGPf+ShsyZj+jvd+/Jej6A/sB/8/5D90/nAPDUZGdv7yxNPh5PLdyyEQABGjMDP25s/mChIpirUnxq7ux7FREw4FZHdeOSdPLIa17/ijXrE0EAoLVS4pMntKuvK73k6skgANCVrLnTi+OxF2UbP9k12z33AvbdF216PE+CGMN2jJhvsdPfX7ziZ9uf/AflPS31EHgoloiHQVIFAngonn5FwXGkfLdX+ae9zxyOJQEMxO1J3weQkX9+Dcf/b/K/t23b8kSCgA3FZw/XWJFKHDWs65syAIZdf4jojQuW/6MhrmpsYOCiw8c0TWOgqzAN4LLtu6tCAzD/xJGrqqWKEG/umgvXfbJQXJ1MAihVK49bMQBp3+tcvuqGXDFySSOqRH+13NpdA7KToZ/XdM+yF5QK2ytOm6F3msYnZ/UJ4JumOHHf7bOyTX3xxIW2xeD777+32XM2x1MLMw0jpmWHoaGUIcSP27ruuOgy4/3/SE1Z6MblPT0SuK9Yfu+yNVsCddPmx96xeHWnoTdLueCNN2xLNwBIsFJEFy9ahHo9TtQK4UimMaXJZ8rlpJTrM6fLHL71xIa77eTnhg+bSk0RVieTl23f/cGDh094HjVl1zU1/ryl4y2rzotM+mynAuCyYu43Tanx1SsuSqf+9tjgfstOhcF1lg5gPNu6ZttuzTQrmhTM+5afZbz/H+XZ53xzeCQy8/3Z0yNpPjOrb9z3b1ywXK5a+6KpsZgQL8o2jBlmXIUEvqFz9ptmD9zjBRGkuzY3mQxDS4UbHv/dL5OmyeoGr/ypiaHvtXaZ4EZdthvGVBACaNBm2mbif5/MsG3bY35w6EdvOre/va1/3Vt+fPjPKjCdqYIZgpp0fW+l8qzP13R0MlFhfByAJYRO4uftPfbB4z+bmgYQgCbDkEDfYwnAZfagLvScr/XMftv+nRqrX7Z23rhrz5PFYuRWffCRx6MeoHO86j8tPfvW8cnoLFH/w/OmxkVPX/RJa+AzsM3zl+Wnt5JoN41hz7uxu+OCVPK9ZW/HsrMPkpxtWS9cOADQv1nJy8eGHSHuHB5RoM/u3z6pm0XQqvz0X+87+ChpxtvfK5etTP72zuePDwvwVzp63nzs4OeWrq7EbAd8TVvLTypetIKPmPb8cmHj3b8GmJjnOpWKkBLqyVJlbTJ52+j4S7KNVj1TdPf27W9zguuc4iuHjz9/fDgv9bco913dHTefHJlz4YuSrvj+6Ph0EFzc2NCk6wTkpQTwQDx1+WSha+OW+/LFiDk1phs3saaIPjI8enlTw+L8dMYPFpYKTzc2R+Tpbw6N1eDBpsZTr2Z+zP7s7L5vDo9+ZuU56UT8utHBOyveQwPzVpbyEWvx+x19T9nxqJXqxkzTssDbCD/OwQ2T+TlO9RNBNbd7x3e7+lt1Y1UiCSDK0zTof5kK9v+1d96BUVRdGz93yvaavum990IJvSMKKqKCqFhQfAV7e+29dz97R1TEggqC9A6BBJKQnmx6b5vtbdr9/gjwIjWEjvv7czI7czOzz952znNOwbZtBL/u1VedD+W3te64q/fFVzecjhHkKYynM5VyBy/8bz8XAACSQ0K1LFvZ2ytCyCUI69KTrrSaWIAcpfLHUB2F8WzMPa7zlQm8BGMMeIxGvWxolljAz4ZG/behGmH8tsXu4IUEuXRjWemHYlm/xWKHXP18SzvC/4jXTbWZhJrK/vtGCAICXOh0DzH3VUlk/gTR4mZIgJ+q90c47ROCIotttmipZJxGjQD2KtX91otGsYjAGAvC1yW7EUCtTB4loieXlL/ebWBmzrY+/DSlC+IBYUC/6EKqaNE9gYEGhrtd5/9pe4dIEJQ8+7efbhbj/iQhHQCxiPhm2JBJTrsAaLvVRricjS73fJ0/AFgdjqc3bZxhsIx2279KSsBG41O97QDwaK/xlbCQJgW1eH/eM0EBX8RFKykyRiphMMYAXbQYAIpCdT8pxM+QwnMCQ2J4keDf8NMKCN0uIuqGZY83G1ZJFa8aO4fbzbs5AQCqHU6906kRhBjWif65xLcoSPdYaPCTLe23TLxqbne7iWX/aGndMnb055VF/QmXiQ7rczUlH1YWlqqkK6dM2my2jBo2UYTxip4WydaN70XE22nahPFQlRIA+lgOAHwuUoGdim0b63JxAsaAEIEAn1aG6Sk8rGt9fdb1mb7v7Hk5MvTQQYJAo1nXRoTiNbIKu2Oj0fSbnP6yovC/qUNustl8MP6FIBOMFidB9kf97jBbTLR4sb/3dIoO4rmRxp48rY+AiFmllf3JLBqOM1B0D2AZL7gIQgTgxkhMIDcGXqFkly2hZTIiMiaUIkUCzmO4R409AkKs1driZtnVf2qKCzZdf9PdEtXS7t4PWjuKbHYVRVk47rWoRDHGboRSFLLVgaG/F2wtdlnfkSj3u9xeNP14fdOTDc0YMAJEAuIBG0TiVxjnj729YzXqBqer0uFEBBHgdDZLZMFJSZXt3QAgxsIIjZpFEMe4qkTSNU63GAvv7sp7EWC3WOYmxPdxrlcmTiQ2reHF4uz0jFSDqUSlfm/Hzvushtk2syg6EgD2Wm2Lu7otHJcilzdYLTZELmtufm78eJ7nR61bH0rwD48bddPGzYEk/fGIMesqyhc6uDlu+036cipj2BdOV5ubeaiuEQC8ODYeC0e/tdciw2KkkofrGn9OGeLDsc+7YNmOPZXx6VqWCXU5ilTaj8Njs83G1bX1Bb2mHp/A6d1tn5Tv8wWo0ni/E5VwnZ/v9929/eOLHoYFgNCD+x9nib/7jIv09YP4YF5Gqp/o+PPDU7Jtm3bfNS+Oi/Caj5mIR7ZPkB73oifnFAR2mZcWAJZ2/0NgAHCZRnW3W5hJUc0k8WuP4dnktFvW/jUrN3epb+iG3r61fX3tNvuHcdFsc+MDDOYApu8vLxqS+emePXf56HItRgQIABMHXNMEnVJlcDoxBoFAIgAXIEDAA9KwLltqJmEzsl99Qk2dHkxTPMB2il7M836Mq4t1OWlJe35e8LQZmsyc24ympd29s/18OljGl6atHAcAD0nIV9yCxc1s9PI1EuTz+rLfolIVSkWWt7bW4TKwLELgR9MkgTYbzaMY5xO0BNsdfyUnPljfEE+iKg47SGqs3fJENw0AckB2RLT09taSFEnROpGog2FGcYwNQALwCMHdlJAQGaADQWAKC8jkNCIj+62P35+cPeZxgRjZ0ZEZdCCramGQ7vP2TgC4K8h/YY1dwvPPk+Lav9f4k9RuiWKtr7qwqek3ieIdUnh9x44XgJrgsn8VEoC3WMbHx0NL19cdXav7jGqK7OSpFPrY45Hbdf4zfb1/6OrZYDStNRg7ZLL3DB1zWxvkHa17IuN+C42sksuB428wds9qa8yxWYiEJFtF+c3pw3USSbxcJiLQCLUSAAwcBxh0ooG7ow2GYLH4Wl+fQXxQcgoxXCe2bfsmdMrPvyV/VrT5crziP1c99sUt6xZFDHbp9BQEFiQWhYhFDS5XpcOZcNhG6oz4uIX7K3mLyQZEud1RKJWnBAapigoW3XrXoiDdzprqCa3dq0tLf5s43qe87Cazs8btjtyy/QEa3cW5vlKq2QO1JAEBRLid1QgAEQJCLkAKngeSBIC7TT1/SeQmqYyefze34jdu1R+hYdFcQma7SFKtUE3u69mq9gYaGqfPCsvOAYBCq11CEJ/ERdEI1Xa0x1bVB5LESkriYzM1ASCAX8Nj7qitfJ3DszNyH9aoF8fHHPp3BAy5RSVNDlLCuN2Iuq6i2inw4awbaHGPSLxTLGY4jgQ030f9fq9pd2NTk0hCIiQW+Elazbq0pCMemlBegk1GYugIJJOPDQ6+orfjb2//6WHxm1hbMgAApMhlmUr5Pqt9ikYb4nZ2iMSv0ug5Qe4miGSno6RPeMfFeRHoDQ53UaJ7WOebkyfC4s9xQGBIVHRyn/Wt1jaM4U618k2DKVN7XA8JLUUtCtItCtLlWazjisvWxyXfOfMaurpi2K9LhzbVEokpRFgE+Gv52nLMsvaSojljptVIFVuT4x+raxypVinI/oQgDiGgz3I4fYpc9lpk2Fm9BZzEtm3LTl1z9rWzYjViuH5OzkurazmIGOyvyqkJc46/LwL4uK3j8IM6L+9RTluN08UJ2IumPmvvJLOHCzVV2NgHACNi437SKtZL5WM2bB4aoPsqMhwAuknqcYH4iJZjQLTA91vcYIBqibTf/lYAmCtwKQd7/Nv352ukEhPHAUVTM2eLFj0UqVIDACXgNTLlFV1tLVIZAtAfDJYtsFrTFPL+3d6ImsrRxl61WFzlcCZLxQBAIPgoJgmwcHVv53UCc4++vtT+v8UbAsGnMVEtHC8g4pXOZicWVBTZQIsBQIIxh2G4SokQPBgdpeHYtb09PEL9QVmfxUUd+bww5rZsIELDibAIAKBGjfuwJF/FcXaSGi1S/brvQBBgrloFAMt6etUMQ2N4n+HdBJHmtLMIHuGJdpGYxHgqzxZGBL83eRLV1SHoq8mRYwFAShIWjvcXUdF2KwBkh4Ye2YCjGK5SLktj6zLbAAAgAElEQVSMW2s0ji0uawiPFj3yFDVpGjb0cqv/5JYvA6u11i9g8hVztkoVvyTFR0jE282WGQcXTiz8P1zrL2ZObNs2fExycPHfm3sEbC7YVh2REnsas85TE9hcP18M8FVH1xGR9fO8NOViKQWQrVB839XTm5oJIhG/Y0v/X6/KyFin82mlqOTK2h0VZTMkNACoSZJCwBAETxBallnmo/kjMWaYWg0AWgQAMC8qIo8/kMtsk8l91Zreg95PKDg09oorASDO7VgZFDbFalLwnAJw1cEFmF0W67CDpZX4/YULWWeF07UwSLeFw0EsAxhXYfRjcATm2I9L94ZKxJeVlOudBz7LYvxKcytCwCDiGb+QcTTxc2M19JdoIImRGnU7w1zl4xUqkQxhXDvhgIX1kvjYCMmRJrBCaTFubSYnTj3Q7KCQwMjoH8sLGIIQY+Faq2vU6jVf797dbLJ4keTzjc16uQKB0ImIRBB2T55wDU1iQO+TuGvS+K+nTkkLDwcA7u+VSOtFZua80tRaYLEBwM0BfnvNlgi301+rHchLvNLHa0NacqvbnVRQdEdT27q07JY772155rWNDz59R2pOZurQLoLYlJ58ubf2lx6DgPGsgwM2I8eJLxGBndi27YZhC95baH9mSEhw+oPdd7x9W9hpbK0fsHAYOEkFRVUOx+OhwS9F/K8fd7rdIdt3kQSV7eO91Wy5U+f/hr6M37lF9OgzSHVg3GKx2d/M3/0lhzpFx50l0wgFS0R/hgamVjfIABwA12H+Z0T+zViXhkZV2B0FWWmHTvZav2U451ojUdRuWfns0LG/SOSjvb3WpiXXOl0xe/b9mhR/ja837mhj3nudnHNLCgM6kWi0RvV8YwuFBQEhEsPvRbsmdrW2Zw+bFBJr5oXvEmJS5fIbK2t2mC236/y/7uhiMZ7e066XyavkahogXam4McD3Pn1DflZajlLx381b3kAUxui/4cGvRhw1qnG7mXdeQb5+9PyFh47hrg7mnVd/joy9LTY91uUQAS7+p7F2jt16Y3TkI129Go7vJohnBPfz48cf+qtQWsx+/zV7w60PSpRfdHRRCCkpMlelrGtrHQJ48dQpA3+PFo5/u7Xti/aujsO85gNdzjs1qodysvrHhEML9ytJckNa/2AWAnblcxh6RwwZ+F08nLI2/xMYgAG929re4v7fjrhULF6AcB9CO82WewIDPm7vbBw6EiiKX7vq0DkqhfzF8RPaJo4riQj+XSWbLKIAwI+mXo4IW9JQvbyj4efEOFbA/9HpPrO5AMABIBb4lw2tANCXkOxDU73sP/JlYlk3BUAB/jEwbL5a4SLIApMFADYZTQTAGI0KAPi8HUiuoJJTX4gI3WwyZysVn8dFEwQhAGIRmp6ZOydndENz06atf0ez7mklFeG79xZYrfFy6Wftndfw7EeVxWu8A6rkagCY4uW1MiXh9ea2K328/Gn6paaWjwgxBiQXhGOoC4Bb+Ru226irrv3HUbkCELqusXYljXsoul4kvodx0ABzxdTjTgsAOFRqe2enkmF6CEIMwIZH1ToPbMNgq6Vz1R+f5YxMcvKLu3oUJJmqkD8dGrKmz1Qtlo3VnJqJn4oinw8PbR2eU5qT8Wdywp/JCaWhAbWbVz6t8+1X1z6rLd9iu0P3v4qHdoFXkJ44qVPjlHswK88H5xWwAp7kpfkzOeHQ8V6LJWxvkYOgNqYn31RZkySTrbZ086v+oO+8h4iMPuIiPMYjikrb3O4oiWSr2UIChDtsfQqVGQsCBg1FOVnGjdCTDvMT29crp8x6LybKxvOvNLVaRw07dJHb1qzNxygO8/uBqNTIYm1so0jcnpuzSF/f5HLvzUrDNivz2nPk6PHU5MsxwJii0ha3uzQno4NhZhcUFgoAACTG/Q7bB0uOAAAQAEFOu0IQ9DIFd9B+GwMoSdIuCD401c2wIgJFS6UVdke2y14wdfKR/+CendzyZdTV15HDRv7z+C7u92XILwDcLuO8O54trfiGljIEoeVYOc/1u+QjwJNcjpeSEpa42K86uxy84Ceig0Uig7GvmRYhQNkqRaXDFSoWbUpLlpKE/47dTgGaU+JCfAaz+HYIoWw/u+Qr0RMvILUGAOZUVG83WxqGZR8KXBZt25UokxVnp5/OXf5tnPIPkpIkFwbqeIxX9PZ90fG/4ik+KtXDCAPA0samj2Oi1htNH4XHouBQ7ufvwXlk/MdLTa0FFut3CbFbMlJqhma+HxU+1G4xCcIEjebP5IRHQoPciEAY3VteSAeHeNOiHob1p2kbzx+eMpMik1ZLZHeGBNXJFKuam+7TKADg8/KK9X2m/h0FfutGAETmjgYABPB5XHQXw96jr4+RSveNHvGK/MBINRmEXKViokpxK028wtg+tvc9xzjSxSKTWMIhRGEgMS7atfZBKW3j+WylYp6/35KE2GUJ8VV2BwAY0JHPUNhfyP3xC5kz/Ah1AYBQvJcIj6RvXQA8r132/Scjhr8dEYoA5oKg4HktyzxDEyG0eLtMuYLDT4WFtA8fsiwx7jY/38zO1hkdLc9olJf7aPMttlyVYntGip+IVpJkCMMQAOQJKvcMDGzoBYruH9JXOZy/9BgeCgk6PC2AEy7aXebzx2B6/IdCgqQkESOV3Kuv32X+X3Ti4yOGKwT+B6P5cq16QWDAI/VNO2bMwk4n++O3cJgwVvT2vdDY/EhocH/MXoxUujAkyO4fGOB2LlfLJQTxTH0TAGAEekRSs28OENGdDKMTiwCgk/nfKDHNx5tDyEcmz7CZ35Cq78nOIQF/0GeycvyVPl7YZOTztpO5o5HiwGpHvEz6bnTEt53d/9fWAQCP52S/7jDxCJUDUWwy090dCrutjyC3kaIvMVpJ0CqOneW0cgiuddlEEdHfWmyjQdiVnvxGVHiuSnlnTW0YYBLjBrG0tuPgsirG/Jb17NLFRHIaNfP6I54b7jMIDXVEZg7SetG33w1WC/vxuyUmc4xM+n8TxytZZrzV9PyI4aVDMxcEBrzZ0hacVzCjrGJ7Ty+/v5AzmzZHxj5vsuVbbJ/GRv2dmtQfE+h0u9sIkkb4ucbmQbzKfzTP0Iu8vPpjr/5b3+gvohccNj7sYVgMOOQs7zJfegxGYN409WRYSJ3TFSWVTi+r2Ge19R+XiMQPadVORNy1ddsH0ZG5atXVzR17r71RqK1hly3p19gGo2l2RfU0b6+XI/63prymz/inAC90NudvWnd1WSWB8WSjQSwI2xPSkLevTizqYNj+/c3Ow2bkWaHhCOO9XV2P8+48tde6kuJMmu4jaR8CZSkV3MrfkEhMjZt0eMsXBAbcFRjwQG1Df9rII7m5dzfqEcYTkODGsEqA33iowWgKCKu8FCtTk/8QywnAdyUnTotI1JDkDxtXCF9+1NjYOKmkXEGS0S57htMhEYRl1dUAgFub2c8+4Nb8RY4cS8+ZB0fte/K7dwItItOyAADpAum7HwCS3NXWOsRqYbs7S5XqTBIBgIoi342OaByW9XpEqNJiWdfc9KtctS88Os3b+4eE2MZh2QsCAw51K3+VldlJ8m4vzVcdXfkW2yDe5iFwbw/y9gWAv/uMf/b2vRQRJjtsxlVmdwDA0SulHk7MIHv8+4ICv+vs5rEQIhaPKy5bkhB7pY8XADyWlvLatl1fEaKJ+/b+mZE5paR8itH+1dU3XPX7j6zDsWTy9LsbW0eolcsS48iDYw8zxy+oqRupVkkycy7vNpIc68syXxfvnJs9egNJ/hdAJxKV2R39jh2HL3mpFfIot2svI3yamppTUv6I0zYzLr6gudXK8027dujKSqjrbgTpkWEuH8ZEWnn+lip9s9v9ZFjI23XlVrHoe13YM4mR68NCD22iCgIesWYdL1Nc7nbNaekSEWhD7lCdznvXpvXXV9USJLmGYHNp8SKnLcjG/EDRj370jtDciLx96VsXEHGJx3hkDMMX7CKzhsDBTgD5+Nr+80DlnsKFlUWFBdtcwyZkgiDoqwAQtll8GhsWlu2/224jUjOo6TOPV7txSXdPEhCvJeeu31d8e7W+ICvtVAIa/gHu6SIyss0cf1dN3Ui1ap6/3+F/rXQ4ACBG6hHYqTHIlyEi0OL4mDqXK0uhGKlWXV1WeUd1bTfDSgnixoAACeB5Nte2spINaUmTtJrZDvaGq+ZepfW/vb55FoVWJycc+mnEAPOr9QaG86KpmwwWhcAhAf+2P093w7ypSvl2qdzqcPRHIfnSNI1Qq/sf9UuHYX4PBjI49M2qkgqJfGdzCwBIBHxjl4FPTCGzjrGgTCL0XXzswyFBzzQ0Tyguqw6P/Lxkz2MUvNDYMm5/6aEd55e3bt0tU9CCsEYiDRaLdmWk+tL0sxLV+OSh/nL59ra6tuJ9FpKeXFp4o768UqbYLVVQs28WPfTEsdUFwO/ZCS4XOWrs4Qe32J0CQuNnXrfHP4jAOCt/J/vlx+yXH3E/LREqy4jkNNF9j9I33HI8dXX0GdaI5TfLxP2vo8bpfKC24dRe5CFcLmy1gK/f/Gp9H8t9HR99RMBG/2JmokI2yOv/Wxn8nDVTqXgrKuJeff0H0ZGTvDTPNDQv7e69wc8nRSF3AcpgXTON6KW8vHnxiW1u93KrDXkHjHDar927r2/vTr+MTCIm3qDR3tvQ9GuPgUZoS68hxOU00qLfi/MyXU7kFzBdqni8vmVtZWVwQGCnm+ExBIlFLa5/ZMsNUymWMtjsZnJViju62770CyIJuMLUvcw74B6J+KvjtJxA8EZU+BiN+m59XWZkyjS17+zK0u8uv+rp5tb0gqLJXlql3fILUAAgkMR9wYGXaTXvtLZ/29ll4fgHQgKfDw+VjBr+3rr1PiwzYu7NWCYPLCz5IjBsVEb2cR8Ww/BbNxKpGf1jsENsMJpCJeK4AP8X5MpEu9X36Zex2QRYAKUaHaiUeSK+3F9KAHlLetrhryNJLlsUpDvZR49E6O4EjF+i5b/2GH5IiI05quevcToBQZLMI7BT47S2Ne4J0i0IDLi/tt6LomqHZt0bpFvVZ7y/th4A9otkGKH/cujqssoul/uJ0OCHQ4KaNNqrskcHpg5TsKSsQu+7e9/Srl4Vx17W2UqyHIeIjVJiwvz/AE2zX36UqFZFu5zLe3pCxGIBoI1xh4jFze5/CGx0cDCP0I66WhQZPbOzRUBIxPHlYun7vOtrqfLB9RtOsAlxube2akjmu2KiQSK7MSblppq6NjdDIbSmz/iLm++f64sI8u2Wtokl5V93dF3n61M5JPP1yHAJQWCM/8Docp6hQsNpH98FNPGzSNbeZzjevfhtm7DDTk267Ijjf/cZJ2s1wLi3q7SjWBdIJMg/AAUEDkRdDMt9yvLXuh1+as3hr+M+ff3ig8YEAwd3tL8fEf+8yfpkWPAN/r5Hn9DqdtOAqEskkuPccbr7hh/FRN7g73trlf6bzq6XI8NahuUUZ6cvDAoQAC8IClhAE2qe7XW7TLXVswmheXhOSU7GkoTY58JDh0nFADCUcYUzrhX+QaNZZ9GQzCG5o5BaTc9fCAzDfvzuLMz8RUn9SQIAml3uUIm45Z8CSw4N9WWZTd09RHTsh7rQYMbFE2i/Qj19xIhXgX2Xlt6ydp2LOW6KuJQgFgUH7du+prql5ofygteCAqaTQGIsFgRfjnkpOPCZsOCv42PyMlO7Rwz5ODYq6uAMZLe+tkksve6gn+7dWVkUxu8WFh3zLtjYx23ZQA4biXz+MaspszsaXe5p3tqaosIWiWyM14ACnQ7xbUF+By1+KCH2mK/jtebWge9v8hj/12R9LD7t3mDdi8faNAeAboaTe+xuTp3T3dYgEVocHxsgEj1e37TDbPk0NjpNIX8/OnKD0VztcG4YMfwli+WN/IIvkejjpg7f2qZElpESRL5I3EeQBMAekWQMx63zUU1KHnHomsjXj777Afbbz2YVF7w2fGKZXg8AzW53mES8wWg6/O4IoTGceyMQ+wyGVb6BH9WUiBOSbuepa3bsyhs/1jt/zyIsK9649Zv46MyIo2rJAQAAodMBQUQGByt3NTxSVPibr86L4wDhzbFRScePnf2xscGboCclHoid91Gp7hDcnxKih43GIwMCMeaW/4QkEmrStCMusrzHICWIyVrNt42NhF/IuPQ0GDAMy71qdU7jufTwiMOPH/06+p1OTkCt03V7tX6HSP6CqefpsSOOd5qZ53UnyLbycBzOQOQLgeDNqPBfk+LzLbb4/MJH6xpb3cxz4aEbjeb1RpOPSvXGxAntY4av1CpmEEKzSLxOInMgNJl1vUfh2rioLdOmTEpOOeKaSOslWvhQWlxcusX4S3OLGkGjwxEpkXQxrPVwe0ZBmAx8iUT2YGtXuNt5M2O/bfSYGBLtpSUz1q6fnZa+LVjnRmhIY/vNa9YWNRxrAYAW9fgHvdzVkzR03B9evjrGhQH+jgg5gboYlluG6OsFlj7MneKx7GwAeKGg4IiT+V3bhJoq6urrjl7PXN5rmOKllZPkBoJKt1v8NKfQg32yO69JJH4hIeboPx39Oppcx+7D9U7nPfr65IKieqdrRfGuJ1Qnml85eT5E4tkEO2XO2Mb8Nb7e4zTql5tbPm7vfLulLVul8BfR8yr1T4cHswLonc4dLC4mJWqKfCIo8NHQIOVJxxsiETVz9m1r1zyg1MRZzPrdzcMJAfzD6/J3pxAI7Dahsx3X1kzkeRg3Y4eX71IRotpasdl8b1TEffr6rWJp1vZd30aG7h8/5v28vLdI0ZKm9rjq2lEIx0slcpJkMW5yuvaw3O604QTgXKd9n0hK8/yaAE1q1JGxXYfz+/7iHlp0e9g/hlIBWu3DBP8ykt7V1JRy8E9CUwO3+k9yaC6RlHrERSodzv02+39Dg91trRu1fvc6LAN/1D1m84tu7gbWfbxuGY71OnJVqkipRIyQS8B6p3OH2VJss6sp8pGQoEckpPiPVjTtiuNdrc7pxADxktNJ7f2XcsqxiCfFxHG/9Bj+NhjzLJZONwsISIRCxeIcleJyL+1MX2/FqQzlTTZbyJ59QQC+CBbXlkXFpv9cuGNGVxuIRMgvgIiIsiel+jV2qDDfNSSTfflpasY1vVnDgvMKHtCq17a1lUlkN7rtT6Qkhfv6rSgtXdHdu4cgG2lxf8mFQMaVxrPRbuc+jHZpfac7LJ/WlvnYLPTdD6Lj9yejVq9hENpz2ZGh6063O3HLjkCB2z5lMkEgbOhhP34PtF6iu+4F6sjB1RP1TR+2dXTk5mxd8cfl2oBd/l7DExJgYMxbs/Z3SlKRnhzs433yB3jwdRTabC0utwDHeB18fh63/CfRM68g2bEXV77r7J5Xpf8sNurOwIBjnuDheJz50DINRd2h879D5w8A9+jrv+zo2puVliQf5PKuRqG4kWcWU2KLWBx+x0LJ9ryGmTeIgwKAPvCVfbSmTkDIipGTpEQRUUJJkf/wUVO9tH+7XIWTxr+/c9drlGhJTeOokvJpMsmtYcHPar1UMmmLoa/DbMnrc/8hkH9r/GIc1p8557XTLsOmYezH77JffEjfeQ9Sa45uT0Fd7Q6Z8jvpMWYjUrH4k0Dfab2Wd3dsfzA5if3iIxCJ6Hl3HK0uHuPvurpn+XrLSfJ3pztQ5hwWHz/AB/LX/v3fSRTvU8JA1AX/fB0AYOZ4NXXkDxxuaUTevsdTFwD0++/nqpUDbKSHQ5zd7IPXIsNCxOLZFdUO/hh+LAPkwZQkN0F2spxD4GOkkhq3+5C6lvcYPm/vfMhb4ybIv8rLibRMoaEOm4x36PzL7I4Cu/PhMaObRgz7RExQGD8jEBO6TTHV9f5F5dnNHdPN9g+BiMf8cpWkeM+mmcACANJo6TsWAcuwH7+LO9uP8R/V1IYwrtlZmcds6tSU1PmM40kO5X/7BQDQdyw65h7xKoOxzc3M1wWwrc1/+vhf7bKjgS1/t/Yabuvum+Cw3jPiyDDiAXK0ugBAaKgn/rlYcgRldgcCSDy+Aj0cj7MrMDlJ/pQYW+t0za+uHfRINEYXONrtwAAlZku8THYobbnc7ri1Wn+Ft9erKUkpLvuPPQYyJQNIUigsmOatDZWIP2zrAAC5VLogN3fjtKnmEUP2helWaGTLFKJVXorK6LC+saN+u2zq1ZlZdGi40FDXf1nk60f/5wEQi5mP3uX35R/ekrLmpj8kiodlIvr45ptvKyQxdsvshCzjjbcjr2N3Mh+2daQp5Llq5fq8XT0iyfUxJ5ryHcLFuGfl7yUwfDcsZ4CCHAjYbsO93SjiKL+Dw6hzuuQk6altOQjOev5cplLxeVzUT909T9Y3DfoiL8REA8D/lZbFy6T9QXFtbuby0opAkWhJQgwCmCMRrZHIeliWSEzh9+6hAO4ODPi1p/fw0CqJSJwZETk9PeO67JxpqWnxwcHkwdkgEREtNDXCQR8EpPUS3f0gEZ/I/fw9+/WnuKuz//iT5VU61n3nkGOn9OKOdvaLD0Urfv3N2melqStLKuxO59GnldodG4yme4J0wHHf8zjM5RiZcOzoqsPheX7uxs3FEtnPYbrA4+h2cOD6WsCYiDiRyHtY1t+zRj8ozkWC6k3+fs+Fh77a3PpyU+vgrjAqMkKMhT94CELQx3IldvvE/WWMgFelJGooCgBuSk7hAf2wv4QckosNPUJtzYLAAAlBvNPSNpDro6gYYBmh+bB1fImEnnsrPfdW3NnOvPsqu+SrLVs2r5AqnlVKJUdYHnCsUFHKfvs58/7r2NBLz7sj9oabfg/WlUqk07dsPVpjbzS3BohEN/r7GgsL/vQLvAlzJ+2OeJ6/bf2GPySKb5SS0XEDna0NEEFfjbReyPu4yZqMgJ2CEO0J8x0U5yh/7pnwEKcgPNXQ1Mexb0ZGDGKwkS6X77M7NtTUgEg6taQCY9iYlhR58K0H+3hPddq/ROj+6Fjk68/v2qaJiftPUMCHbR2PhQaf9NeXCAkDiVTQVxOR/9hZIlIzRAnJfH6eO2/bfZqANOy4qb2Wa2+C/tmI3Y57uoS2FmBZ5OtPXXUtmT0MKAoARsXH/86xV3fDhM3bVowYeiiaSe90Lu3ufS0yTEwQn1VUuMLibs889nTuEE63+4ZNm1dIFJ+JyTk5Oaf84E6GUFtNRMed4IT+qms5SsUJzvFwPM6dxcKrkWGvR4a/19J+RWlFD3tkNdqTkqlRaxD6jZYAACsI2zNSEv+5Mrkg0K9cKt9cWUmOGC1UluHe7oeCgwhArzS3nPzqBEFExwjVlcf4E02TI0Z/mDOyVKH+ALtJmVxobhRKioSSIqGlCRRKasJU0b2PiB5+khw2Eg6bm01OTlkT6FcrEuXs3rtLX9N/8NmGFm+a+k9gAN/U+JmPborNGO7vf4J21bS35W7askYsX6oUz88dfvJ/5BTBvT3Y0EvEnqhXXNtnBICpXl4nOMfD8TinGeCPhgbFy6S3VOlTCorejY6Y7ec78J4sXCIxAGCECIDxKvXRI5bLU9Mj12/8oMk6buJ4fv1qfusmv2tmPxAc+HpL671BgVEnG+EQcYnc8mXYYj5kg3WIytbW5zjiDs4x+sqZA24vAMCo+Pg9as21xSVjWrsfaGqZnp6+rLvnvZhIOUmu2bqpIjTuLe1xuwWW4z7YtetZFnwIcmuYbsgJ974HjVBVDgRBxJxIYPlWGwLor+Hm4VQ51yZBM3y8SnIyspSKGypqhheW/Nnbx59sp7uDYZ5qaHq+sRkD3KJUAMCm3p6jTyMIdK9MvEKiqOnpIUeM4fftwSbjI6FB3hT9UN3Js6SIuCQAEKorjjjuZpi5pRX+HPvWqMGsjEfpAnZPHP+I4HqfFE0srfQGmKNW4s72t+XqRIdtauqRER4A4GLcX+3OS9yw5RGeuI517h8x/CypCwCEqnIiLOLoMK7D0TudCpLwxNEPjvPgwhUsFq1KSVydmshhfFVZZdjuvffo6//oNTS63IfEZuX5fVbbh20dl5VUhObtfael/UZ/PwQwXOd/BcK9iPhqz+6jrzw/O9uLY18tLSNHjAGRmN+4VkmSr0aG/dnbt9LQd+JWIbUaBYUI5aVHHL9385YysfSHyBDlYFOhRDT1yoSJz+v8GIQMAGH5hRN2793gHXC9mHIdTNBmWK6mve2H/D23rFkbuDVvvkuIwNzu0ICvp05RK87a7pPTKdTXHh3GdQRdDBvqcQoYLOfNJOgyL+1lXtodZst3nd2/9Rg+PGjHraEolyC4BAEASISGKBVvRIXf5O/rQ9ObTeZ9Nvv9qckr9pcvtLOJNfrhsf9Yk5BLpfdR8AKWPWU0h4+ZwK1bRY4ed3OA/7ed3Qtr6sfkqFXH2mY9BJmcxm1YA273oaz+j3bu/Fwsf5cQcmNiT/DBk9LJMG8aTNf4er/po/123753FWoAeJaUPJu3VybwpICtBydvkYi8BbhbIyJSws66PztfWQY8f2KB6Z1ODuMchWd8OEjOswvXSLWqvzROndNVZnc0u90OnkeA/ER0lFSSrpAfHhOcpZTvs9reiAxHAAEcc2VT6zaZND44+PAL3jd06Ps79zxXvH/JxHH87h3cX7/Tt971RVx0+t7ie2vrv40/Rvj5IYiUNFizUqgsJdKzAWB5YeF9DJ7POO6fcqTt4SmBAeZX1yKAD2MiA2h6QkvDC3Hp75F8glbbaLEaGAEIUNEQoVSkBgYPMADqjCCUFKGgkOPthvfze08fAEz1PkbUmIeBcKHY3EVJJSddh8hSKn7v7ZMSRKxMmuWlzW9vn1BRvQlBXND/NKaUyR4Xk49Q8vubWzIum8EuXSxUlEYnprwdFX5XTd0krWbusdJ1+0E+figohC8uJNKzVxYXzTHbL3PZP5k86XjnD5APWttXGYy/JMUHiERc/q7H/IPjnbZFkyeS5zd/0ekQaiqpKceNoO9nk8kEANO8PUuIg+RickLOUSrcglBssw9TKfe73RuzUqWCMF/AOD0AABjoSURBVLqiZm9d3eGnLRqeG864HqjRo9QMIiqG+/NXcLsXBAbM8vVeUFN3eCGVoyHTMoWaysU7d17TZ5vgsv86YTx1ejLYYbY8Wt94V2DALF9vbLMuLSjYrfF5Q+d3ntUFwJcUgSAQqRknPm2/zaEgyZPnFnk4DheXwJQUQrst1mEqZYXdodJ6bRuSqeO4sY1tPx2W6SiiqXf9vbdLld8V5FMzZ2O7jVv1OwB8HR8TJhHPKK3oYo67C4dTM56NTrqVwVe77X9MnCg+vWJz9U7XzLKqLIXivegIAOj7bdlj0UlT7Jbp6Sf5Wp8DhH35RGQ00p6oa+Ix7mbYuBOuMXo4MReTwGQkkSKX7bZYh6uUGCDfYgv08t4xduQkxjHHztyxdp31YI32GekZM5y2hy3OHpqmplzB5+cJlWVKklyZnOAQhGmlFWaOP/r69Z0dE3YXvBkR/2RL7U9Tp4hOzya6i2GnllTISGJ5cryYIPi9ux9HtIkSfZh5/r3dcU+X0NxIZA098Wk7zFYBcH8ZDQ+D42ISGAAMUynzLJZkuUxDUf0hPAqpbPnUKe8Q/A+UJGFH3k8FBf0ppB/lZLMI/WfXbnLkWCImjvv5B2zsi5RKVqck1jqdU0vKTYeVOHO63S9v2ZJarteT9CrW8VR5IbQNIP7j+HQx7IT9ZSaOW5uaFCAS4a6OdVu3fBkS9RyFo3Wn7Kl2xuH37AKxhEw9idR/6u4BgOv8jjtr9XBSLjKBjVCrGl3udobJVSu3mQ+k2SOEHhg9ujghKolj59iZ9DXrl+zJ91UpP1BJl0uVX+3ZTV1/E9AUu+QrYNkspWJ1SmKFwzG+uKyDYXotlte3bo3cuvNZTN3Euytyh0ydMAEpVXzejkE3st7pGl1c2sOyG9KS4mRScDo6vv92fnL2CKftoZGDzOM6k7CssC+fzMwB+iQD4C0mC4WQJwrxdLjIBDZGowaA7SbLKLVqt8Xav13WT2xg0NppU9f6qDSAb3ayuq27NvaZcp22exxsqaGPunE+7upkly0BjIcq5F/4e9fa7VE784P2lTwlkGMFtiQm/JPJkzQKBZAkMXQEX7wX26zHb8hx2WayDC8qYQRha3pKqkIOPO9e8s1tobFOglqSlXHe1zYAgC8qwE4HOXzUSc+sdzrDJWJPGtjpcKEs0w+QYLEoQiLZbrbMC/BzC027LdYjCs9NTk6ZnJyyv7HxW71+BSLrJVIASG9oCXO5vHInYZ7rXbexkxazBEFgLMaCQJDP6vyfjIs+/FtEDhvBb14n5OeR409hB4zH+PXmtmcbm3OUiuXJ8QEiEQgCu2zJM5R4nY//7xr5ieN6zxEY8zu3ETFxyO8kjSmy2hmMR6lPra6fhyO4yHowABijUfXXqlRT5Eaj+ZjnpIWHvztpUt2UiY2JMe8RgoQXGAKlkShL4K5ub361t+1vL2VPVlrvmJHzdP5Pd3RNKC47lCgNAEipIjNy+J1bYcBR/4VWW25RyVMNTfcG67akp/Sri/vlx8UG0xuRCU9j5sqM879yCABCdSXubCdHjT/pmV92dAHAzQGeCdhpcfEJbIJWU+1wdjDMWI16/T99SI8mzM/vvtGjVgZ4GyiREeNPpk9/Jyp8UWHeRH25l0IuI4kv46JXpiTUuVypBUV31dQ1uA7UayVHj8d2G79vz0nbU+1w3lypz9m338Txm9KT346KEBEIOJb98dsV7W13J2XNdVqfGzfuDPznZwJ+y3qkCyJiTpQA1s86o5FCaLSnBzs9Lj6BTdJqEMAGo3mSVrPXajMethh4PCYkJS1Ry1ZKFHPXrccjxlBXX8fv3cN++xk4nQBwhbdXZU7mM+Ehy7p7Y/cUXl1W9XuvweXrRySl8JvXH1468HCsPL+0u+eykorE/MK1RuNb0RGl2Rn941Vss7JffPR3d8/ctNxJLvs3kyaeQQuN00Go1wsNddT4yXCy9rAYN7hcsVKpZwJ2mpx5X8RzQGpBUbJc/lJEaNSefT8lxl3vN6DaxD/k77nFzk512X4eP05cr2d/+g7JFfQNt6DgAya+Fo7/qrPry46uCrtDShBDxaLMiuKE2LighCQVSWIAC8e3MUyl3VFgteVbrYyAMxTyOwMD5gX4SQ9W5RLq9dzS735R+9yWlDnWaf9z4rgjLQbOH+yn72OHXfTA4ycV2B+9hqvLqh4JCXojKvycNO2S5aIU2MN1jYs7uztzcxLyi4arlYtPGMJ7OMsLC+ea7Klux/Kc7EDMsz98jbu7yLGTqPGTDncvLLHZV/cZt5ksxT09HeSR60AhYnG6Qj5Go7rC2ytOdliUA+Pm1q7idm17MyHjuZCoq1y2HyeMP81YkDOIUFXBfvMpfdPtRPLJTfCvKK1YZTDqh2Z5rDhOk4tSYJuM5gn7y3Zlpv7c3ftjd0/H8CEDH8lsr6q6pqWDxPiHYP/xsXHc+tX8tk1Io6Uum0GkpB/x0457uo3vv94zboptSC4AeNGUPy06vLDqAQSB35fPr1tlZNgFGcP/1Pg8yDrfnDCBuHAGWILAfPAGULRo4YMn7b4AQLNjD2AwjTpJqIeHk3KRLdP3M0qjUlPkaoPxcm/te63tuy3WgZvOjoqP3+vtNXtv4aQu471tm18eN1mans39tZz94RvkH0COHEumZ8HBQR3y9VPlDJdvWS/KGXq0lQAAgNPJF+bzO7diQ++6pPT/+IdaSPpHuWhOznHLlJwX+ILduLODvuu+gairxuE0c9zlp1hOycMxuSh7MACYVV5V63QVZKUF7Mq/LcD/zVOcKnA8/8q2ba9gyp91v+alvj4rGxr0/JYNgr4aaJqITyLiEomIKOTtgx125s0XidgEes68Ax/GGPf2CA21QlWFUF0JAt8Ql/S4T+AfCs1op+3r9LQo3YVl4I4ddvatl1BULD331oGcf7e+7pO2zhUpCdM9WSqnzcUqsO+7em6qrKkdmvV8Y8sui6V2aNYgLlLZ2npfadl6qTLZaX/EW319eobIYuaLCoSykgO+2RIp8vYBnsOdHSgyGtEibDXj3l5g3IAQCgwui4x5lxD/JFV6s+zLKsltQ4ddIAuGh8P99hNfvE/08JPHdNs/msBdBb0c6xg13OPDcfpcrAIzcZz/rvxXIsIipZKZZVX7s9NTB+tdsaGs7KXmtq0yhS/LzBLYmUGBI2NjxG43bmrEne3Y0IvtVtzUgHmeiIhCKjXy9q2Ryle73MtcbIFU4ce676PRvUOHKqQXYv1ioU7PfvEhdflV5KgB7cV1MEzgroLhKuWuzJN4dXgYCBflHAwANBQ1VqP+vbdvQ1qSmiKX9fQOWmATk5MnJicXNTR8qdf/SlCf9Jol3flpLkcSAaFikX9wBABAWIxNX92q8tHLVYUc1ekGGtPjMPO9jJqVnnPhLBUeidvN/fojERJKjhgzwE+809IOAHcFnv+Q/0uDi7UHA4AvOroWVNc2DMt+uqF5p8VSOzTr9Ac0goAL6uo2t7UWOF3VQDTT4kN2NLQgBDCuKI5JF4tGenlNiIvTXPBWMNyvS/nivaJ7Hz1p5OEhgvIKuhnGMmr4oZ09D6fDxdqDAcAsX+9F+rpfe3qv9/NZ0tVdYLENOW1zTIJAQ2Oihx5W7oTjeavTISIpuVjMfv5/uLeHvv8xpLgIKmUJJUV8QR41Y9bA1dXocre7mVyV0qOuM8VF/By1FDVRq1nW3TvFS+Mvor/r6j4bd6FIUqtQyqVSIAhqzjzgeW7pYhAGX+7s3IB7utnflhKJKWTuydNSDvFKUwsA3B8ceNba9a/jIhYYAMzx8y2w2vRO1/V+Pku7e9xn+XuP1Bpq9s1CnZ77e8VZvdHp4nKx332B5Ar6urkD2fg6xC89BjGBrvI9d9ZxlzwXt8Bm+ngrSfK7zu55/n59LPeXwXi270jEJVBTruC3beIL8s72vQaJILA/foNNJvrm+XAqC5ubjWYTx0310tKe1fkzx8UtMBlJXOvn831Xd5pCnq6Qf9HReQ5uSo6bRGYO4X7/+Wgj+/MPxtzyZYK+mr5hHgo4tZHeC00tAPBkaPBJz/QwcC5ugQHALQF+rW5mndF0Z2DAuj5TndN1Dm5KzZpDRMWyS74+VHj2AoH7ewW/dzd11XVEQvIpfdDEcdvNZn+azlFdBOs3FxEXvcBGqVWJctkX7V1z/XxlJPlVR9e5uCtJ0jfdTgQFs998KjTWn4s7DgBuzUp+60Zq6nRyaO6pfvb91nYew8Jgz/bXGeaiFxgAzNf5rzT02Xj+Rn/fLzu6XOdmiU8kom+9iwgIZL/6WKipOhd3PAEYcyt+4zevp6ZcQY6deKqfFjB80NpJInRPkEdgZ5hLQWA3+/tRCH3e0XlvkK6XZZd2956jG0sk9PyFRFgE++1n/L78c3TTo+FY9sdv+V3bqOkzT8ml5xArDX19HDtJq9ZQF/G+6IXJpSAwb5qa6+/7SXtnpFQyXqv+oLX93N1bJKJvvYtMzeR+/p5b9ce53x/DZhPzyftCRSk9+2Zy5NjBXeTpxiYAeDHirBdM+hdyKQgMAO4J0nUz7K89hgeDg4pt9pOa4ZxJSJK6/kZq6nR++2b28//D5nN3a6Gqgn3/dTCb6DvvIdIHk08AACU2e6nNESOVZnsMRs8CF3Es4hGMKy4zc9y+7PSMvcV+NL0uLekcN0DQV3M/fYd5nrryGjIj5+zezO3mVv/J79lJRMVQs29GysHbx08pKV/XZ1qaEDfbf0DWJh5OiUtHYKsMxitKK9alJXW4mXlV+oKstHP/k4xtVu73ZUJZCRETT824ZuBBgKdyDyyUFnN//Y7tdmrqFeTIsacUq3EE9U5XzJ59Gprqzh1CevaXzwKXjsAwQGpBUYBItDo1MW5PYYpC9mdywnlpiVC2n1u5HFstZPYwcvxkpDljufdCbQ2/bpXQ1EDExlNXXYu8T9cV9Nryql97DO9ERzzgiT88O1w6AgOAJV3dN1fq8zJTS+2OBdW1e7PSMs/XvIJl+O1buG0bgWHItEwydzQKOY0lBI4Tyoq57VtwazPSBVJTpxPxZ2AA3ORyR+7eKyOJ7hFDPeHzZ4lLSmA8xokFRVESyR/JCXH5+xLlslUpieezQU4nn7edz9uOLWbkryPTMonEZBQQONBBHcsK9XqhrIQvKwaHgwiLIEdPIJJSTmdMeDizyqt+6zW8FB76ZFjIGbmgh6O5pAQGAN92dt9apd+dmVrlcN5Spd+cnnxEdYjzgCAIFWV8UYFQXQEsi+QKFBZBBIUgP39Qa5BCCRIJIgjMsOB2YasFG3pxVwdubRZam4HjkFpDpGaQWUOQLugMNqra4UzIL5RTZOfwHPkFUPPlUuVSExiHcWJ+UahEtDY1KW1vsZoid2SkXiiTd5YV6vRCXQ1ubhQ628F13LBJpNGiwGAiPIKIjkOBwWeqyzqcifvLNxpNr0WGPxZ6JnXr4QguNYEBwLLu3tkV1evTklyCML20clli3HUD89Y+x2CrBcwmbLeB2w0AgBDIZEiuRFovEJ9dt+2tJvPY4jItRbblDvHMvs4ql6DAMEDW3mKEUEFm2mWl5XqHq2JIhsTzNTqIgCGxoLDa4fwiNnp+4AVQsuyS5hL82iGAd6IjCq22xV3db0VFNLvdb7a0ne9GXUB83tFZ7XCGScS36PzOd1sufS5BgQHAWI36Kh/vpxqaIiTiuwMDXm1qrT8neWIXPgaWe7SuEQC+jIv2+IqeAy5NgQHAm1HhBpZ7vrHlxYgwNUUt0l8oWVvnl3v19TaBn6TVTNQOyOXXw2lyyQosWip5JCTovdb2JpfrveiIv/uMP3T1nO9GnWfWG00/dvdQgD6NjTrfbfm3cMkKDACeCAsOEYsX6uuv9fW50sfr/tqGbmagNZcvPWw8f0ulHiF4Oiwk0lP161xxKQtMShBfxkXvNFs+bu/4OCaKx/jOmtrz3ajzxv21DZ0MEyGRPOrZ+DqHXMoCA4DxWvW8AL/H65vcWPgoNvLP3r5zZNpxgfGXoe+rji5A8GNCrNizY3EOufSf9TvREWqKnFepv97Xd46f7/21DdUO5/lu1Dml3c3cXKVHAA8EBQ31mEadWy59gWkp6qu4mB1my1stbZ/FRQWKRbPKq5wXvPf1mULAMLey2sLxcVLpy5Gh57s5/zoufYEBwBQvzcIg3dONTZV25w8JsTVO579n1f6phqatJgsJ6KekOM/g8Nzzb3nib0aFJ8pksyuqo6WS96Ijv+7o+qT9XNgAn1/+6DW81tyKAd6JDk8bbP00D6fDv0VgEoJYlhjXy7I3V+oX6AJu0/nfX1u/xWQ+3+06i+y32edW6EmEZvp4L/QYHp4n/i0CA4BYmXRJQuxfhr4Xmpo/iYkaoVJdU151qS54dDDM5aWVHOAIifjr+Jjz3Zx/L/8igQHAlT5ej4cFv9jYssLQ93NSnJaiLi+t6GSY892uM4yZ4y8rqehhGRFCK1IS1ZQnn/K88e8SGAC8GB52pY/3zZU19U73mtQkG89PLakwc/z5btcZwyUIV5ZVVjocvIB/ToqLl0nPd4v+1fzrBEYg+D4hNkkuu6K0QsD479SkBpdrakm55ZLQmFsQri6r2mm2MAJ+PybyMq8zZmjlYXD86wQGADKS+CslUU2RU0rK/Wj675SkcrtjWmnFxa4xtyBcU161wWjkMP5vaLBnYeNC4N8oMADwF9Hr0pIYjCfsL4uUilelJpbY7BP3lxlY7nw3bZDYef6K0sq1fSYew3yd/yuRHqP5C4JL0DJg4FQ6nOOKS71pemNaUrOLuay0XCcSrU5JDJWcXUuMM04Py84orSy02TgB5vj7LI6P8dj0XiD8qwUGAGV2x8T9ZSqS2pCWZOb5aSXlAsBfKYkZF8+2rN7pnFZS0cEwTl643s93SYJHXRcQ/9Ih4iGS5bKt6SkuQRhZVEoA5GWm+dD0yKKSn89ZkbHTY12faei+kj6Oc/DCbTp/j7ouNP7tAgOAOJl0e0aKgiRGFpXqnc6dGSlTvbSzK6ofrmtkL+DuXcDwclPrtNIKKUn0sdwjoUGfx0V71HWh8W8fIh7CyHFXlVXmma3vRUf8J0j3alPrs43NWUrFjwmxF2D+bwfDzKvUbzCaQiTiNjfzQXTE3Z41wwsSj8D+ByPgRfq6Lzq6bg3w+zAmaq/VdmNljZHj3ooKvzMw4MLpGn7q7l2or8MYRARiBPxTYtxkL4+DzQWKR2BH8ll75/21DVFSyU+JccFi0b36hiVd3aM1qk9joxPOd1REo8u9SF+3ymBMkstqnM5EmezXpPjoC6+D9XAIj8COQbHNfn1FdZPL/VJE6IPBQWuNxoU19a1u991BumfCQrzo81Ap3MbzrzW3vtPSriBJfxFdZnfcFRjwbnSEx7H4AscjsGPj4IVH6xs/buvIUSk+i42OlUrfaGl9s6VNhIgHggPvDw5UnasIWqcgfNre+Vpzq4njRqhUBVabgiS/jIu+3NsTBnUR4BHYidhsMt9VU1fvdC0IDHguPMQt4JeaWr7u7JISxILAgHuCAoPForN39x6W/aSt88O2DgPLTtBqWt1MlcNxS4Dfm1ER3uejF/UwCDwCOwkuQXirpe315jYKoQdDAu8PDjSw3Nstbd90drsF4XJv7W0B/lO9tCLijC2C8BhvMJq/7ez6vbcPAKZ6acwcv8VkzlDI34uOHK0ZfL1zD+cej8AGRAfDPN/Y8nVHl4oi7w7ULQrSUQgt7ur+or2z0uHUUtR0H68rvLXjNZpB9y0Wjt9iMv9l6Fth6Oti2AiJZIJW3eRybzCawiTiZ8NDb/b3O3Mq9nCO8AjsFGhwuV5rbvuusxsArvH1vlMXMEqjKrTafuruXWHoq3E4CYAkuWyYSpmpVCTIpDFSqU4sOp4ouhi21umsdDgLrbZ8q63YZucxDpeIJ2s1KoraYDQV2+wxUunDIYG3BPifwR7Sw7nEI7BTpothP+/o/LKjq9nlDpWIr/f1meHjNVylrHe5NhvN28yWvVab3uHs94WjEfIT0WqKOlTnziUIFo7vYhlGOPDkI6WSbKUiU6EAgD0W6+o+IysIk7w0dwUGzPD29ijrosYjsEHCY7zJZP6xq2eFoa+P5bQUNUqjGq1WZSoVGQo5hZDe6ap1OtvdTBfDGjjOzvOMgGkCKUhSQ5EBIlEALZKShJnjSuz2bSZLkc3OY5ymkF/v5zPHzzf8Yovo93BMPAI7XTiMd5ota/tMW83mAoutP3zRT0RHSyU6kciXptUUpSRJCoGdF+wCb2S5LpZtdrlrnS6XIPSfPFqtGqdRX+7tFebR1aWFR2BnEkbApXZ7qd1R43A2utytbncPy9p5wcbzAEAgUFOUiiQDxaJAkShGKo2TSTMU8osu/czDwPEIzIOHs4gn0MaDh7OIR2AePJxFPALz4OEs4hGYBw9nEY/APHg4i3gE5sHDWcQjMA8eziIegXnwcBbxCMyDh7OIR2AePJxFPALz4OEs4hGYBw9nEY/APHg4i3gE5sHDWcQjMA8eziIegXnwcBb5f2PuHxMjZoPSAAAAAElFTkSuQmCC" /><!-- --></p>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co"># A coord diagram</span></span>
+<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;linear&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_arc</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year))) <span class="sc">+</span> </span>
+<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">tbl_graph</span>(flare<span class="sc">$</span>vertices, flare<span class="sc">$</span>edges)</span>
+<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a><span class="co"># An icicle plot</span></span>
+<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;partition&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_tile</span>(<span class="fu">aes</span>(<span class="at">fill =</span> depth), <span class="at">size =</span> <span class="fl">0.25</span>)</span></code></pre></div>
+<pre><code>## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
+## i Please use `linewidth` instead.</code></pre>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="co"># A sunburst plot</span></span>
+<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;partition&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_arc_bar</span>(<span class="fu">aes</span>(<span class="at">fill =</span> depth), <span class="at">size =</span> <span class="fl">0.25</span>) <span class="sc">+</span> </span>
+<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Not every layout has a meaningful circular representation in which
+cases the <code>circular</code> argument will be ignored.</p>
+</div>
+<div id="node-edge-diagram-layouts" class="section level3">
+<h3>Node-edge diagram layouts</h3>
+<p>Both <code>graphlayout</code> and <code>igraph</code> provides a
+range of different layout algorithms for classic node-edge diagrams
+(colloquially referred to as hairballs). Some of these are incredibly
+simple such as <em>randomly</em>, <em>grid</em>, <em>circle</em>, and
+<em>star</em>, while others tries to optimize the position of nodes
+based on different characteristics of the graph. There is no such thing
+as “the best layout algorithm” as algorithms have been optimized for
+different scenarios. Experiment with the choices at hand and remember to
+take the end result with a grain of salt, as it is just one of a range
+of possible “optimal node position” results. Below is a sample of some
+of the layouts available through <code>igraph</code> applied to the
+highschool graph.</p>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">as_tbl_graph</span>(highschool) <span class="sc">%&gt;%</span> </span>
+<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">degree =</span> <span class="fu">centrality_degree</span>())</span>
+<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a><span class="fu">lapply</span>(<span class="fu">c</span>(<span class="st">&#39;stress&#39;</span>, <span class="st">&#39;fr&#39;</span>, <span class="st">&#39;lgl&#39;</span>, <span class="st">&#39;graphopt&#39;</span>), <span class="cf">function</span>(layout) {</span>
+<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">ggraph</span>(graph, <span class="at">layout =</span> layout) <span class="sc">+</span> </span>
+<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a>    <span class="fu">geom_edge_link</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year)), <span class="at">show.legend =</span> <span class="cn">FALSE</span>) <span class="sc">+</span></span>
+<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a>    <span class="fu">geom_node_point</span>() <span class="sc">+</span> </span>
+<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a>    <span class="fu">labs</span>(<span class="at">caption =</span> <span class="fu">paste0</span>(<span class="st">&#39;Layout: &#39;</span>, layout))</span>
+<span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a>})</span></code></pre></div>
+<p><img src="data:image/png;base64,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" 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" 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xY88wo1beY1tIvHsKGxOSw9O1uvv3fkKB6Qtb528KYEQd16h4Kxbi3PXVpUVm+xAMCPbe1FBuMrXoPEXvAWs6164H09PT0HlY1bmoDj+mI4kIMjfd9jIJFYP/+Iryrv3xI5ONJ3P0AtucNSW71ky1e7OxsXqgeP+gerha8oHy4Q8A/lhlMw8RW/4iK9Dms117ik2Ggan5P/UHnVQnvbopHRS9xdaxRK1FB3tfbI1o6au2hCbeWtDdWLC0uNHP9qTf00tWqCSjlIY4sl2MszLv6yyc/DDz88qGS+sR4QIvqtBSOlUrDmEcLZhfn6Mz7/8gofCHWERo2cMPOod8CM9GTrh2/zleUDJQLwZSXAMkTw0FQZGeZ/DPnyyy//3X24DITQrl27+g6D7W2f9fdCyUm4vg6JJcjWrr+Pm8H4rbrGpcVlAPBzaOBj7q5ikgCAwtJi+7YWh3GTrnYXwsUVt7VMLs5938bpgNGcpTf8GBzoKhRc2bIuI01gNo8L8negyEJv/zVzZm/ZssXPz29Qsfz5c2AykhOnXHaWpsnIGNzcxJ08gqRSwv3C6MdhPLeguJbjX7tphk1YBF9azJ06Bh0dyMsH9Uv34pKOgdVKTZ/5Ox7eMDccf1jBtFptenq6TqdzcHC4Hh1SODp+yvJkYyOB0PTJk1+eOsGBpjpjRslbm7mzSXxWOrAMsnNAAmGGTj8rv/jn9o77XJ13hAYGSSR9QqrbWsPKiqxjJwjoq/q1Sf9AnHl+fk/H4yqHEQr5K96DR1rUpaXIjYZwTdcXN82fsmbNu7ctsbG5qqXKHj+EHJzIiCu2UyFJMjwKdFru+CHAPOHjDwg9X123pbV9V1hwtFyGFEpy5Ggkk3NpZ7mU00goIlzdASHgeXbXNiJiBBEQ/Mee4zA3Bn/MybFv377777+/vr4eABITE/fu3SuTDbJi+1d4IjNLefOsoNuX2QmFu8KCNDpd+RcbAjLTMmYtjHdx5s6dZY8chKO/5nr5P27vyrm6nx0RHn9FZIa9tx+ZdKS4siIqLOKqdxJLqFtvd9z48dOVhe8FRBQZjCFSyZWtBBaLk0F/Vm2/x8l199VDQAAAeB63NJFXuyNBUAtuRQoFe/RX0GqPTJj2Vl3DS14e0/qmXgRBjh5HhEdx+/ewe7b3BlhhlsUG/fAE7J/LHxjB9Hr9zJkze7ULAKqrqy0Wy/Tp04ewNyeKC5+24PUi8gxBBUrEs+3UIqFQHTsqu6I8+nxKskzpu2BxalD4To0+uq7qwerSe7rb3IVCwt5xQO6wUqGwnjpWKVd5B16rdoVZabOxtv7hiqIiF/eP9ablTg6CK7zk1sMH1Fbz0uiEZqH4Qz+fQeODe8EtzVzKaXLCFGRrd7U2hI8/Uii5k0cqKsr1QSGfBQUMCOpAAiERFkn4+PGFedyp47ixARiGnrdoOATxH8ofcHLk5eX1aVcv244d29HeWWgwWvkhWK3mOO6R2sYok/7u+PgOhrW7aN2JBMLRax46FxQ+JunIF5u+nlBWvTM8xvL4c/Ty1YRCxe7ZbnnjeXbPdtzS1CdKKBBUKtVU41X9HL183tTyjG8o6+TyTW5qt96wqrRiQIMendbRZKiSytvsnXzEIkfBtQIp+MZ6APjNNDB2ZPyzoxPHd7T8lHKcGFD+7SKEr7/gkaepaTNxcz2wLJebCTdkPMAwv8kfMBHVavWAM90CwaLCEgCgEPIRi0IlkiCJOFgqDpFIAiXia/zYD8rnqakFQkmSix1Bkp0MY9dv+kSSpG72gncwPFWc62Ax3XzXGiFFQUg4ERKOuzq51GQ+4xx37gzh5UOOTiDCooCiuhxdPOurrnE7Pce9VdewwMlBHrbS+tE7p+pLAwlijELxkNulSjVZu7ePxvikjQOJYMy17cPerR5s1P3jNgblscqaL5V2y/9zV+D2H6yff0Dfee/gyw8kSUREwaF9hKMT+9P3fHoqNW+QAKthbnD+wAgWEBAwceLE/mc+9Hb70th9OCJ0va/XJJWyi2W/bG5dVlwem5mrOJPqlZoxI6/wsYrqL5tbz2i0ncy1dhXq0upeMlkXmw3jA4M0LMtgbC+4oPytVubWotJ5BcWnY0YfmTh9enV5xqcfGc3m3leR2pa6eY7g2VepJXcAxszW76xvvsQe2iexd3A1Gjp7rlrid0NjcxfDvuTljuwdqFnzPYvyNpq1T1RWn9NeyJKsqq8bVZxvIckuiaTeYr1GDH4vuKnhN7d62NrW/mlj8zu+XhGhYYI1D4PZzHz6Pm5pHrQxX1QAJEnf/QC9fHVvBSv20D5grNe+xZDA8/zLL7/s4uJia2s7b968/gX6h/lD/LFYxO7u7ldfffXEiROUSlUzIXGHBMX1dP7oG7Ji5WqKuqCrHQxTbDQVG4zFRlOR0VhiNNWZL2wPZ0/ToVJJoEQcIpEES8XBEonbRc/4/UeObCZFxZEh7nZ25SZTQFrWwYiQm9Q2m1vaHq+s5jG86+e9wskBAZw7lxy8b0eVjZ333Q/a9Ev47QU3N3LnznLZGcBYAEN1QmLQrLlXTmA0LOeTlrHAzvbLwAsOd2bzl3x1xS2T5+ZQdFZslD1Np2x4z62zVW22fBYe+5Srd1Zs1IgrgtwvwfOWl56iJk4lJ191UlpsNI3KzJ2uVm0PDertEO7pZr75DGu19PLVhLfvgPbMFxuAQPTqBwAArFb2+GHuzAmkUFJzFhIh13dZbP369U8++WTfYUxMTHp6OhqeB/5x/nyw7xOVNZ/WN35QmrOsuuyU2sHntmX+7oNPP/QcV2I0FRuNRQZTidFUZDRWmcwsxgCgoMggidgZ8/u0hiXAvRIf5y0Sntfpx2Tl7Q0P/rSx+XBXz0J72w3+Pv1Lr+UU5jtv3dwtEstXP+DqOJjVZDaxmenMLzsJwEhtS8aNIUaORtJLDs+Xa+rerGsoGxXjKbqw4oQNBub9Ny22dr7h8ZFy+VrOHLFt8+YxictTTmyIG/+KvVt3Qhx19W8Ybm2xvreWXrmGCAoZtIGB40Zl5TE8zoiJVPTP9TIamU1f8I0N9NLlRGg/D6TJaHn1WWrWfHLshP53Yfds56vKieAwau4tvRWshhYjzydrNCsnTWrMze1/vqyszN9/OFnmD/PnFczM8zGZuQTA4821M86fNVBU3sRp8yf+rpIsVh6XmUzFRmOxwVRkNB5oaTMgorfuoJAgXAR0tdlCIyQlyRc93e93dRYQA7/Z5TXVgk1fAIB1xT3+Xt5X3gIAMt59U8DjYFcXviAXECLCosjRCYSXTyfD+qRl3O7o8In/ZZXV+LJi5pvPq8ZPjhSr01KOEiT5yNhph/b/+GLcxAzfgOOR1/KVc9np7E/fC55/HckHDqq93F5ctqu9MzU6IuLKYZBhmB838SWF1LzFZNyYiwIz2J++E/z3pd7NkC6BMZedwR3Ygy0Wasp0clzin95fos1qPd2jPa/TFxuNVWZLi4XRcmzvDx+sWgGVl7l8Qj7+9GZH+8m2tuNjYyVXySQY5kr+fLCviCC+C/IfnZVXHBYV5OtL7Nkx5dAvG2vr7l6+4jevFRAoTCoJk0rAHrZnZm4jiJ/louiQ0GKj8WS35svm1t5mPSz7WGX1k1U13iJhqFQSJJEES8QhUkmQROzv5d1476Parz5Rf/VJzm3Lo0IHMZk0zq5BJQX00mexXsefP8elJTM5GcjZ5ZRfiFBi84zHwPkSERBMjp3gc/bkppCoEG3357NuqdFpAaAc49+egDU2IKXyatr1eVPLltb2b4L8B9EuAKBp+o672F3b2F0/gU5DTrkJeiu0OTkP1C4AQIiMHkkGh7KHD7CH9nNZ6dTcRb0bal6DEqMxRaPL0OlLjKY6i6WdYfUc29/1K0RIRdPhIqkrgTI7O5vjR/dXMEdX1yB7+00K2/VIIEzPidN2J3LWya4u8TEjqasv5Q8Dfz0f7OWautdrG05FhYWScPDbbxY2VB1wdBuzYpXTFS7HQTFZLMFJZ3w59vjNMxiM36preKO2QUoSepazTBjTaLEWG40lRlORwdhrW7Zamd4L3YXCIIk4nIDFB3cFaroyZy6YPHbcAOHJZ0/H7tvR8fhzF6q48TxfUmhKOUNUlDIUJYmNJ+MTkNPl1a1ZxvzhOr697aSjy8KYcTF6zYlTB6fGJf53woSZttcK5Ge++AiEInrF3Ve+lKHTJ2Tn/8fR/uvAwQOsLoAxe/Qgd/wwGTeWmr3A8vrz5Jhx1PRZ17qioY7ZtQ03NZBRseSseUgmZ3nI0OnO6XQ5ekOZ0dRgsXaxrInj+j5jBEhMErY05SYQBEjEUTLpaKV8pFxOAPA8f//RYxsFEh4hYBjpu28bDh8CgChX5+9+PRweHo55Pis781ht3UkgzyrVBpKUs+x4bVciwlN8fMIjIvtP0rKzsw8cOECS5C233PL/2bb8qwrGYDw6K0/DsjmxUVKS/Grbjwty05tEkpbpc6bExf3m5S+fOPkGorN93U02tneVlBcZTQ+5OmPAO9o760ePvLJ9F8MWG41FRlPJhRmdsc1g/D4nZUZ785NhIwvCIntHuWCJJEgiJnq6Hd5fmzln0Zh+uvdoRfXRysoUq06UfR4bDIS3LxmfQIRH9Rla5zZ9FV2c1xUc7uYdMlXbvffskTFjpx29acaVGdCXwNjy8n/JhEnU1JsGvNKbSamgyHODZVJeSefRX9975eUcrcGdIp746GO/hKtWL9WybIpWl9aj66gsZVqbq0XSLJVtR7+UZwKQjCQcBLSHSBgiFY+QyhKU8gDJINEqALAjK2tVt1ZD0iQGDsF0ow7c3NMamqK62g/lp9L3Pdp/awsAYCyW5PTzx1tbkkhhmsKGIQgHq3mStmeykJocEno2OWX58uV9jQ8fPjxt2rTffO//SoYgo7nQYIzNzL3T2bF3SnMsLc3p8C8uZuOuyJGrbl16jQtr29pCCkqWsRaJr9+HDc3BEvFXgX5xCvmdJeXZekN27OAbSQ7AwHFFOn3zti3Tq0q+CIn6LDiq0mRmMAYAGUmWHNm53zuwe8qMIIk4RCIRk0RgWtaj7i5veHsCy3B5OXzqWb62GsnkxMh4Mm5sk5WRfvhWs6OzT1PDrdEJFpLck37q5mnzj0++atwwAOCOduu61+jlqwc49zDAnPziMxpNRkyUX7+8z6thsVji4+NzLm6r6eHunnTqlLe3d6PZelqrzdTpiwyGKrOljWF0LMfyGC4OGEIEoXpdTFebIwJBSHioh+d4hcJO8Lvs/8a2jtkZmdkSGYWxAHNGglppMaxLTHROOe9uNUcxlq3ZKURQKLXw0t68DMZ67tL2awad5khWzukezXmhuFQq5wHIRfO4zktJdBEREbmXu0z+/zA0JQPW1zc+VVlzODK0N3+xpasrZdNXM1sbdrp737ziLpVs8JnJ4l8PHaFFaqm0kWGe9XB/xsOt15kxO7/YivnDEX8ggRdjfHz71nGZqclBEWPuWFFtZXqtytidW0iWmzt6kpHjAYBAgABmqW0j5ZLeUS5IIha2NHOpZ7jsTGCs3WKJwGJFT75QsHmjsKL8leZOp8qyrHmLs1564RpOaj43i/lxk+DZV/vv/wAAb9U1PFtVuyM0aIH9FVOpfjS2tbdpejQ67fFDv77+3Av9X1LdukSz5oH+nxCFkIhAMpKyoUh7gcBVIHAWCgwchwGwVoNrqrDZZHZwsjq59o3JHGDt5dsRajm212qs02rbEQEAQowZhHgAFWAbkbjVajXyPIkxCSAFMAC2ot+9ZKrRwLyBsf88z///9PIPjYLxGCbk5NeaLXkjo1QXwwI3bt50W3FOsVzJz1kUHz7QBbe/qGh2WzcCiFPIvwr0C+0XaDs6K89bJPox5Le29rqCk7/uj086munhFbv6PpFACADHtv8UmZNh8+q6OqvlVI92dVl5pEwmRKjYaOphWQAgALzFomCJZARFJGafH52XDhgYlfpJI/v562/0SZ6/bPmuzZuudl/24C98ZlrPA4+19fT0aHUanU6n1zeYDDlGqw9m3K1W0mqlWVbIsRLDHg4AACAASURBVAKOVTEWGysjZ61SjhNzrJDn++R8mVPw4JGT/SXPDQ8tXbuuRKZACMkIov86gZwi+x8KEZKQJGCM9TrQaQEhpUpFyi9luIkIor+N2tjdnWFlrAQh5vkYijzHYw5gKgHRbm4A8HN7h5XnzQZDIMKznZ25MyeIyGilu+dldyQICUkAADYYcFsLbm1WNTZgnQZjfPsb67q12r6Wnv7+NWVlv+sj/NcxNCUDCASbgvwjM3IeqajeFHRhRnv38hV7TiaFJR2Sb/v2q+KRreWVycnJtra2Dz30UJ2n122tXQRC6308H3Z3G+CE72CYkYOVVftNJt00K0WhjNi/s+Cjd/3veVApl8u9vBUZKbVNdb7unm/UNago6mRkWO8yVIvV2juLKzSaSozGr7t0iXXVpRLFI6ExdzdUtX73RX/Ju7/b/F6Qv41aRXKskOUEHCtnrBKOlbKslGWdrWaK55VvvTJIwiaAlSA4hBAAwpjmMQGXftGMJNkiFHXTQi1NGyjaFILhcgULcXf9LO34/OhxaTZ2Oo6TkaSPSBSvkM2yVd+kVlNXGVRwdxe7dwd/5hDh60/NX4zsL1sqvGQTIvQcb46ztZ/frQUMO5WSBdHRANDJsO/VN77l4/VOcel4kn86JIg5eRDyM+h+Wae4u4uvqsBVFXxVOe7qBABk50D4+KG4eMLHf2aP4Yc33+prXHfX3c8dP/HapEnEFcst/3qGrCaHr1i0ztfrvrLKeXbqeXYXLKJ5kyZWBPhnb/l229P/PVZ9Idzmhx9+gI8/g5DwrfbKJVf4ygGgg2HtrxlWew3GjB2XJZd7bvuhYcN64+oHffz8AaCxooKzdfiupe11b4++RV4ngcBJIEi0uaAUyWdPx3Z37J8wbZmmx9ZsrtJoB0gOzc2c6OkGCDhAVoJgCcKKCJZAHCAC81qa1pOUAPMijpNwHHHRLuAQ6hYIOgVinVDEiEQglVFyhdzeXu3g5OTpYSMUK/Oznc8k4YY6ZKOeOn5cW1rq+nMZvddKYmI33v/E7NyzJ9JP/Tpjztcq+3yDschoyDMYNja3IgAFRfqJRaOV8jm26sk2Nn3qhmzU9Iq7eytYWd9/ixyfSE2eDrTgkp9QIhtv0u0eO2ZXQeHcbi2N8XFn+4SgC5kHuzs6WYxvsbd9qYyQkwAARGwcu/tnvroSd3XiyjK+qqK3kg+ydyD8Awkff+TjhxQXnmRuTc2OKTfPdHY5lnp+jNnwwYiwn2Oj1xKC/MOHt0wYL7+Kl+XfylCWbcMAM/IKc/WG/JEj7Pstj+Tk5I4YcZnHgpyUOOW/T2+cMF5JUQNK2Fp5LDqd8mmA7xoXpz/dk9LKCsnmL1mS5O+8p3jtK+eAzpoyI9PJtSo+ZkAIstlqzTh3BhfmR9fVEPjC8IIBVv96/If8ov4tsx67z5+maczDH4IkkUgEIgmIxUgsBtGFv0AQuKWZr60Ckwk5u5DRccjFhfnhG8LRuXTMxDsPHE6Xye6dPl3EMF+2tv+QnTytowXNmi9KmAgAJUbj9vbOpB5NkdHYbmU5jAEAAbKhiQCxJEGpmG9nO0YpBwBgrOyxQ9yZk0ihPBE5cgkt05CkuqLsRbHgzrlzP8jIeBEJpBx7PsgnpF8SwPS8Qh3LnY0Kp04lf4At9yukuKyUy8vqjehHDo6Ejz/h7Yt8/a9c99ObjLGnkhHg9PEJyrSs9T1t950/LXjutZ2lZSt6DF5W856ocD/nIdj485/CENdFbLBYw9OzJ9sod4ReSsQ6fPjwjBkzLmsXEQkfftJ3ZENRSopUUZSCIoWIONrdM11tEyuXKkhKRZE2NKUkKUVvA5JUUVSv6X9t6ltaTF9+8vKuvVtz8nvPxC685fz2nxFC+cWF7VmZtg01rlqNjGUuWC0Ieihhh0BEYdbdZGzQaqf/uKvm4jj22vgxq8aNbhKJzRSNCAIQEvCcwmJxMhkEPA8AGlpQq7Yz2dh2yRS7GHays8sddjbYbAKzGZtMYDaCyYzNJjAZsU4HOg22WuBqD14s0QsEFRiZBYIxjo4tiNirN8Z1tUXoNBo3D7uJU0EsQiIxiCVIJAaxOFtv3NneeVqjKTaauhiWBwwABCBbmgqSiMcrlRMM2i15uVtcPG17ukUvPltbUAAAMnt7/eP/tY2JLoyNdFRdWrTsZFinlPNv0Whlbbmts+9XeWm3N9YgRydgObCY6Yef6hupBmXZocM7aHGqn6enrZ0qI+cbglt6cCc1bxEZn5BTUz2vtFJHkj852U0N+/9SYmToC49+39q2rLj8++CA2x0v7J/Q0tLifPmPVuTixR98sbGHZbUs18NyGo7VsJyGZTUs12CxnNPq3ERChuc1LGfmBxkxaISUF3VSRZFKilKSF/Sz938lRako8vzePc+uXNn/wq8Xzl7q69U3D+AvTo0uHALwCJEYdwhFNlZLHUYfNrVVk4KSETEe/n7nxHJvChlIQVZspNPFwEiO47p2/STJyz4XGiXuaHPubHc1GgCAB9QglbfY2VsdHMUubi6eXh6OzlBSwCWf4qsqkFxBxicQ8WMRSWKzGXRaZvsW0GqJxGmIosBkatZqDzY2KhlmjkxMms2c0aA3GOSMFQ36YYlESCQGkRiJRCCWtJNkOY8qAKoBtRBkDyXooWkNLTCThPHTT6p+/bXvOtLOvqm4xMFODQC4s52vrMBVFV8ZTPf5hJSf2k/Z2HpFjtlu1i5MSEAyOV9Wwnz9Kb3m4SuDkvv4NjX1TjP3GQ1rxo6tbWvzKirfrZTMTD8LPE+veRgA2jWaW1JSU0TSt0n+sfF/aYPCfwpDXxfxDkeH3e1dD5VXTVIpe8vIODk5rX311WdffLG3gY239+ENGxwHK+EEACd7NIk5Bb+Gh4RJJQBg4XkNy2k4toflNCzbw3K9aqnh2D797GbYGrOlh2V7WFbDclzft/DkqQHCixoasZ+XnqRbROIOqYwViZFUJmtrDexqt/gHqspLOhSqxwLC38jP4AVCD8b6/Lr3VDa2ynNpUo5dZDH8DFIZb11SVHYsMrTXn0aSpEqnBU/vKUtut/B8Qna+3mD8Sim2tjThpiZVZ1twTro8PQUAekiqVizplshw5Eh1SJiXt6+NTA4ASChiftmJu7vo1Q/0LebacNy9Z1J5gBe93F7x8gQACuMnKmqosydeL8k7b2PnFDnC39sbzCZsujRIYpMJTCY7vc7OZBptNrFGI8lf5p2Py8zof8h1tFfs3GqjlOPKcqzVAELI0WlXeFw8Tfo88VxpjwYqahVubr31GAm/AKRU8RmpV1OwooaGBw3WRVbjmokzAEBjMgGAQiQgIqPZ3T9jjQYplfZK5bGpkx86cfJxJMk7dPiLxElCwSCFhv5NXJfCo58H+IalZ68qrTgYEdI7XIxSSbPuX/WQneuK2kplWJjj1QvmtFsZALC7GDYhJAgHAeEAf8Dnoee43vFwU07kuu8ue+nbqPh3Z9xKYRxiNsYgHCOXeZNodHEeRwtVleWQOH2MUPl12kkly3AIZXj5T3ByAoBonsskqRMjo8nklB9FsjM9mmeqatf5evXKxI0NREwcADxaUZ1nMJyKCo9XyCEyCgBweyt39lRdQX4zTZvkSgHPuWi63fMyqNx0AKgVS5ps7Aw0TWs1jlNn+rq69xm+UpL0EotqzOaf2jp7FYxG6EN/7+2quXeLpZ/kpp7Py9ltND0+ZSqtHKSaYp+fUMaxz1r1i93dNxUVF/LQfOAEtLX3b2mTdZ63s0UOjlT0SCJuTJdclZRy/h0vTyST61pbAUDapwAEQcSM4pJPUXMXwRVaYbJYlhQUOSLiq3EXgmZ6zCYAUInEhIcX7N3B52WR4yYBAE1Rn02bGpmc/DCWlB47uTM+1uXKeMt/EddFwRwE9BeBvgsKSr5sarnbxamlvjamuT4tLKLEN6zM3e25ioLanm7Pq1QR7WAYBGD3F0JIZSQpI0kXAT1GIvJRKat6LtRU9FQpPrWTaYWoleUzEU4F4qjOmJxylMQ4XyzZFxLRLFY+mJ+d0Nl2JCBsRlmBy7Sbey981cvj5rqm5/ILv5s+nTxy5Huh9N36xjFK+Xw7W6zpwXod4eq2pbX9s6aWD/y84xVywJgvK+bOnuLLS5BY4hE3xnv0uL41aLPVUlVb01ZXxzY3Spubgjta7awWOLjHcuiXUrmqw9aOd3KWuXrEYWgjiAqTycrzfZVCFtnbRcyZ+6BCsT75uKo4bw4m33F1Ch89pu+98zz/wNGjXwikvEQ20qT3QrCekjzboQMHNxHPWW9ZDIUv9TW2Cw/3UNsgtS1otWzSMTh94ufwWNbFe4FeA4y9zmoBAIXwUgAKGTOKO3mUy88hY0YNeOYPJ50qFYqTPVwUF6OZtWYLAChFEiSVEn4BXO4FBetlzdixIaUlt9Q1j8zI2e3rOcr3mlGa/2Su4+YPdxSX7enoyo2Nqtr0ZXR91YaEqa+JFc5mU1nS/h9Gj189b+GgV71aU/9BQ1NXwm/HMV4DluPOfvNFfGXpHkp06NjJprbWtJj4wGnTdtWVMgQqSLx59vjxXOpZy4E9JMOcdPf5zjcog6BiOts25aa+FBC+vKG6VqpoSpgY6+wc6uZGkqTy+GmMkDZxHM/ju44e3SSUigHSIoKZpOOKowfxs6+MqGm6WW3zs78Xl3meO3sKd7QhJxdy7ARyRCxc5ceCL8hlfviGHD2ue3xibU21tqGBaG2y6Wj30nSLeA4AumhBvkLVY+fg4O5p5+7p4+UlEYkAwMBxr51Lu+/IHj3GiVXNZGqKs1K19PbbPcaPX9Vj0FCUiOcFPKelaACQc0xCZztLoKN2zgu6Wqfv/Oneogpbg749KppYtnJld9snhZlIIiXGjkMi8QydRW+1JCUfBYo66Bu0wCe0Qi31DYvo26GT+ewDIEj6ngf7v5FtGRlL9Jb3CO7RftOqLefTbjey7dHhdgoFl3me3b5F8NSLA5IDatva5mfmFAvFn0vp5XH/zn0trqOC9bBseHp2KOa3HNiW5uyxODj6Ns7ylUBy9HySmOfGPv3ioFc9WF51uKunLC76T9/XaDbnbPwksqkuzdE1gSa7W5pVDJP/3BujsnLHsNb30pIC9dpz9s6T2hp1FN0sl4c99SJC6PvMzNk7fzjs4NLi4Lwm9/wtMeP2O7gAgITnoiwmLUEVCEWfKqX3REYCwPKjR3/ILSDfe4drbQUA+cRJTi+/lqprl6afA4uZCA4jEyYQvteKROHrapiNGwj/IPqOuwZsMMtyXG1jw6mS4vqamnBdT5he4zmY46QEoyOPPrQtvV+V/GUrYeVdvf/KOWZSR+tTXS1g53i73K6Dpj+SCpeLBXm/7Box7qZDEaHfnjh+wMZOT1LPVxa+0FSD9fpODy/P0Lh1vl4PEzxfUbqlpm65Z2DTsT1qAghvP8LXn/AL4Bvq2F3b+qtKRXNzbGHpOMb8y4zp/YOhPklOfoABZlw8RZJgNllee56aMoOcNPXKD2vlyaSfxfJHGdO6xEnkn81tu2G5jqWzVRT1daD/yMJcmue3uXmJMPd2fLyTQHDCJzCmp/Ns5cASTr10MIz974tSHZROjaZ0w7shLQ25IZFjO1rpxbdLOI5HEKuQzVCrsgkC+QdmK20mtTZkqNQyluFnLkAIlXW0x+/bUSGVj155z6TaygJ7p32LF3VGRxxSK55BnD3G3QgA4D6NQXXi9KTDR5Rms2D9W73aBQC6pJPjX35Gmn6OHBkvePIFevnqa2sX7uxgN21Ejs700uVXbt9MkaSvh+fIseNfDgh/cMzksEmzLS+sLbljdWri9Hp3L6nREJGdEbP351v3bL1MuwDg4H4Zx87taD7X2djjYrd71qwzwZGTbF1VmMsI8l0ZF8eePFrsGwgAYVLJK6HBFkRMMOpf9w3d6OiOFMq9MhWH8bzkkyCVkROmGP0CAcBmxd3kuEQwm9hD+6wfvsMd/AUQYvdux+1tAGBl2CU5eQqe2zx27IBQQw1jlXIc1aswIjERGMzlZl75KCQi0U8zpr8B1g8p0c2Hj3b/2W3jb1iu7+4qYwgIry37wdX7e5XdBhqpFfJAibjEx9+YlVyafDZhMMu7/fJ6Un+IxtZW3Zcfu5hN1VNnxhzeR908Fzk40jxvRYQYYDuFGs4ccjGbhBOnbKlrWFpR1CYQKWzszCzb8O3GYI5ZP33+qorSiJ7OnIW3AYBaIZ8eEd5XYSPoeFIZST+AuDyMt5ZXWtsv8xbkd3QLn30VhMIrOjUQbDQw33wOQiG98p6+/cGuJFAsphEKkUiOdfccMZpvCQuHfmtH9S0tpXm5sP6Ty67paI/RdL/r5uIbN7q5u2vZqTPHxbIHWNO6yZOEAgFfUoibG4sSpqotjKtQAMEhywt3bFfZLlMpHgmMdCCInXKbeJ5xKSu0FmST4yfraLEAKJGfP/j5w9SbgLHy1ZV8RTmXfo4vLbKWFCGl6gnf0FwH1xMqqfqKhFQNyyv6ZXSSkdHMj5twW+uVhbEQQs9OnBSRm3t7OxuXnLYnNCjE7d+z0fv13fwhbffPCpZ53ztQzONVcXEAECAWlXH8CRfPcVWl/GDWaWe/ioh/iPKaavaz98Uso122OjT1DOHpTY6bpDeaEWArTTBbN1ObP6eVqvix0x7yDvKQShkCiXjO/NWGfZ9viO9suyNy9H3hoXDqeLnKZtTIQeYDL7u5YACDRLr/5hn3eg2ss50hk99cWvlVc2s7w1yrlyzDbv4SG/T0nWuuvR2RgECBErGDgAYEnza19H8J63XOuRnjUk5GOF3+ZR0Vl2ZjO0LPPLhzZ1Rmbg4t3Gsj/Wja1F5XOHfyKHJxKxRJwi8WlnsxdqQVkbblJbNsbZYFRCTZOCwsKyRHjyfjE7iko7qaajnLXqrHSAuIgGDq5jn07SsBAzX15gO+wR87uL5Ulj/qp2+t615nd//M52Vjg763uYbjlPylOmJEcBgIBIMOYr3MioxMCfLDGEaXVuzLyb7WM/xHcR0VzKTXB1WVn3BwqZDKzQTxdkMzAARIxBUms3VErKfJsDP9/JVXtTOM/R9XsNyCfPnXn5gomrr3Ue+8TGwwUIv/AwiVlZcAgJRh+dIiasESn4ef6rK1O1pRHZuflRYeW7LoPxKOm1Nfvd3FU+fjR9TXRbQ2dY2eMGhixZLAAAnPf2u0OB8//YaNPbq8ZvDSFSu7Wfbu0grnlPSJOQUfNTT31dK6BMbMth/4hjp6+aoBAbiDEiqVVJhMLrQg9WIlOdzZzu7+2frmy9yZk2RUjNNHnxHuF1Xd19ft/gfNiDBQ5Md2zizAfsTOjrwQocZXV/I1VdSkqQUGY1/igruX55qu1s/VjutlYnehgEMQ5uXDHvsV63WCh57QicRSlmE++wBfvk8N4eOPbNR17a2rbJ2mmvTPLFlKLVlGePnwpUXMlm+trz1n/eBtdv9ujdWq7F+TQCAggsP43KvsqwYAACFubukJ8fEW87xuwxtJSTfm3qt/lOu4u8qZbVsCmhvvjIwbg9mbfHzW1TfOtLWhEfFDa/ub0TGG8ykNOn3YyIEO32eqa2fbqsdcUY/tGqSeP+e3/Yd6pdrlvkft21vZA3uoWfOJwBDc2kL/9L3QYtbRIvmTzxM+foDQSJks5vgBF4vJ+6415ZqegNzMdqEovqfTajaryooRy4TdcScxWOpxalPjlo5uHUGaCPQfg1YdFVHL8nKLZURQ0DvvvPPSyhWrnB1XOTt5iYRlJtPG5tb3G5oOdHZ3sqw9TfeOyeyvv/Dp5+hb7yCCf1et+VKjeXdH1wJ72zSdfjJrdfl1L7tnO+5sJxMm0ktXfG7rtMFs/XrVSn+5NGXFali2MtzFFfQ6DUUDAIPIn3jklJYc5eKMJFJ29zZAhHX2wieralY4O/YlK0Tb2X3S1q6tqmAcnNoY5ohEfktouPz0cb6+bo+LextG9zTVcEnHoLsbeXiiXgMYIcZomAtCHSU4HBcrV6kIZxciNJxMmEjGjEKOzmAx46KCzSo7mmWWJB3G3V0ACCkUiBZwKWfI0PCrVS4BAJFAsNTHW1dZ8QYpLC4pmunuRlM33B6Rf4jr1XvGYvGuKDnm4FwgV/4cFuRoZ/drV/eykvIfgwMAoMpqbvb2n1VR1Gkw2vbLBNOynJXHf8hEPHXsSOyxA7ku7lF3PyDBvHXnVsLXnxwVzx45wCUdExAkAJQ6u9pf/FBVjXVxrQ0PhUSPbmkbt3NruUy+de5SVcrJJyuLD9s5dUfH+1zhyKrs6lmSk5tBUAgRgCDGbAxortsSEIGffHpfVFj/XcVchYIHXJ0fcHXuZNi9HZ17Orpeqal/pqo2VCqZbzHOzM4aOX0WERXzO99amFSi57hbLaYvAd7NzPy5roaaOY8cNRoEwkyd/vHKmlXOjsut+l0OduDnDwDJRqML4MNqxdqGplMSmQ7Rd7p47zp56nMhaVdWQi28Ldds5gHC+z1we0fHR86cWat2xD2aF7w8vm5unQn06bvuV/74rV6rkcuUgkef4VJOs8cPcfnZVOJ0MmEiUNQrmExTKg9ZtI6XbzSD1LbkqNHkqNGAsfbgIWfWClIZl3yaO34YaJrw9AaaZs+cpBf950rXTh8kSb47dUpEWuoaXppw8vSe2CgP++uyj8//hutlIp7dtcPZYn7ZL+xJ4DwdHEQEsTnIv8xo2tzSTiFUbjJ7xI9VMMzes0n9r+pkLwvj+E2O794Rd+xAum/gqPsflYhE7N6d2GImRo2xfvAOd/IomTCxXGWLAawXf7AxxvyBPVVy1VY3H/edW6Qsx96+aotW2zhx2ie+IeM72z1y01PzC/rkdxiM05JO++cVZhBUHM9VRof6Wc0ZIskrARHhUqmLUJBwlZHWlqbudHb8JTy4beyon0ICQznmQzM7euw0f7H6icqasxrtbxfz5/mQuioA6Dl60IZjk5zcBU+9SCZMBIGwh2UXF5UGSsQf+fvgrk5VvwB/d1vbaRHhSTdP/9VWrmQZADho6xwiUW138SQ8vAoNRgAIvXwTmSenTRFjngdY5ex4KCKkjWHm9BiY+x7TkQKZ2cjn55DjJgmefIGMimEP77e+t/bQsaPvCGTPNFVPrL56DiVCGoJUCkX08tXCl96k73+cmjwDEAKO47PSLa88zWzayJ1Nwi1NV6u5vzwuPsnduZUkY3MKT5UU/9bDunG5LgrGMYxrWcFJtUOnSPTfsRfiDGLksuc83T9sbHIS0KVG0+SgoByl2rUgr/+FbVYGAH7PHIzn8fHvvklIPZ0cETth1b0USfKFeVx2OuHkzP70HYjFggefpG6eqzAZAYAXXfhKnTl1MqSrXT991vqy/NHdHe8kTGmQSFutzGIBdXdV8Y9hI6Qs67lt89ZfD5hZdumZZKf0rKNABrBMeqBfauJ4T43mzpoKHpALiRqtliUOduRvpcHLSXIxY/ruwM+N9cW/hAVNVCk2tbSOy853O5d+b1nl0e4e5spvGGPlUk5b173mtu17KeZLJkyd7OSowbjMYgEADHBnSUW7ldkeEigmiOzWtrtDYwDABgEAnNcbiwxGAJgRHtE5efwqsx4AtKTgjoi4hUmn00qK3YQCm8uNLplC5Yx5jHF7UUGIVLIvLCRXb1jc2KKTSGQIMT99xx7ejyRSasESwYNPtqrUy3kiQdP1oqM9X1uNO9oHdv4iGpJU9toCBEF4eJKTptKr7qfvWAUARFgUmIzsgT3W99+yvv488+Mm7nwK7uwYICHO3y89NsqXsU5r7vg8Ofnaz/mG5bqYiOf27RlpNKyIiF9nZyPu57l+1tNtX2dXsdFYbDACQF5A6NKMswWtLWGOF1K/OhgWfkeclJVhz3392diaiuSEyZNnzwUArNczP29BJMm3tlCzF5KjE3qNEIXVDIAIsQQATBaL+6ljWS4ehS0tK6pLng0e8bFYntfcEi2X4TMnrQTxnzlzWzUTSn7YPOfUkf+2tm71CnThuI3eHjN9vAEAd7abN288FJ2AALQsp0F4iYP9bz4K3N3FfPsFsrOXL105WyicbWfLYny6R7uro3N3R+fnTS02FDXbTj3fTj1dbSMym/iU01zKGWw0EKHhwttWhLT3FIrFj7s672jvfLu+6etAv48amnZ3dG4NCfQXi94/ffoZOzdfk4FAaIqd7fb2DgzojuKyzNgoACAI4ssZ0x/btmWOzLZCKt/j6EpiPlzTjdtb+7tY2hmmihbaMJbnq2r3j4geo5RvCw1cUFCiFIpmEkBNuYk99ituaaaXLMNOLivc/DAQmysKcWcrEASbepaeNX/QN64lSCU58LeDCAxGUhkSiah7HwGrha+q5CvL+IpSNi8bMEY2asI3APn6E34BvUkxLmrbHZFhU+67796yirdUim/Wrk2cdK3qQzcgQ69gmOdtCnLP2tgLhcJFMZfNN2iENgf5R2XkpOv1ADBh4kScmXwu6WTYrbf1Nuj1cV97BNMbjYVffBzT1nR+xtzEiYkAgDvamU8/ALMJBQbTC5ci5aVJkYxhEGBCLAKAlAP74k2G7HGJi44e+MXde+Ksue8VFJ/o6vnE1XlEcV52aORkueLLiqq1seNeLs17pzhnlKZ75l2reyv2YIOe+frzl3xDk2XKeODOAeFG07G/WdfAZGK+/QJIkl65pm+JjEIo0UaZaKP8yM/nvE63u6NzZ3vndy1tUsDT25rmtDbOCotUj5uE7B0AIMxozdDp45VyCUke7Oo6r9U/VVWzxsVpspCe/evhAxL50raGTwUQorb1EYsoBBRCWXpDus4wUi4FAKzp8cnNKJk8/WOSf4rBVoLMFkkXnji10dHWbvyk3t+gXe2dPMbPmAxP2TqcOZcybvSY2bbqzwN8V5VWFACQkyciJ2dm2/fWT997MzT6pFi2Ty33evgJ7sxJ9uhB/mwSp1KTY8YNmFPxPNaRlJK6YnAmSSI8TGO/4wAAIABJREFUis/LhlnzQSAkgkJ6K41jgwFXlfMVZXxlGc5IBQBk70j4BbCe3rNXrirJzQWAWoDJiYkHjxy5aerAcJAbmaE3EVMP7vMzaN/2C/4wdJBdT0Olkjl2ah3L7e/qDrCzP2XvEl1xycLuZBgBgeTUVeNl2ru7Kj9a79/eUnzLf8ZPTASO444ftr63Fht05NgJ9J339tcunucpzAOAQCxp7eqMykxJ9QmMOnWsTKaYctea2XZqJ5oGADo3g8J8rX+I3YlTT2kMFoLUxSd8FzlqTnN90Ufv5ZZXAGNlvv3igFT+rovni57un4UEAQBttf6GdchxzPdfYU0PvfKeQZMUCQTxCvlbYkFxdWF68pFHa8rK7Z1WhI9ytfOY2dzRu6QWJpWWmkwMxqMVshYLs6igKFQimcuaotIyUmjRdpnwm7xUmb2Dq0DQZLHGyuUWzCNAy0suzI640yeAosgx4x8eN64i5kL02W5HF2+O2v/9t7itFQC2t3eMUSoemzE90KB7vvWCnXaXs6Oc47JI+qOGZiIsUnDfo2dIwWu09FFDz8zISKBpMnEatXQlYMzu32X94C2+rKT/W9MZjTxCysF+KInIEVir4asvi+NBUikRHkXNXyx44nnBs69Rt95BeHjyxQXJ697Mvrze2+J163Nqqq/94G8ohl7BhLmZ6Uq1v0IR4ek5aIP7nJ0BYHVJRQ/LtkeMCNP2HCoo7H2pnWHtaPpqX9y6pqaeDe85GPTNK+4eGTOSr6myfvg2e+xXIAgiMISaMzB6uKKutleUQCIp2rODB0Lc1SHkOXTHKhuxmMUYY0QA7MLEdlfPu4xWDUHeJyC0ExKej4levfT2o9PmupmNqu837vju22pNz13hcdPVNs97ulcAAQD1AIMulF8AY3b7j3xNFX37ncjJZdAmfFU5883n1g/fxpXlIxLGvbbktrxJ4yviYl718uhbUtvc0mbl8ekezf2uLgDQwrDxmu5ZrT2e3P+R991hUdzb+2fq9l12l2XpHaQJiiBYsGIvMbYkxhI1Rk1PzNXEtJteNCbRJFdvjLHEWGOLvTdUEBARBKT3smxj+9TfH4uIiMbkpnyf5/c+/MHMzuzMzu6Z+XzOec/70rnx0VPCw4BlEZXaV0A2UK4l/r48DwFCsshmP2M08zYbm3UJSx0IIjEAVPAsAHyrlChYxorhE4KiJp45X3Lk0DlT2zSNJ0YQ72HseQ/1kTOn3KeHAJcC3CtlFTtaWlvF0jk9evWxmN67cobNbJ8OYXHxiEqNREQBKaB/+I7e9H3HlMxktwGAR3e8FjQkHJEruLz7FsQQhQJLTManzyTfeM848h5hY7NpYHntrpz7Fqz/r+FPDrCrJ47EtpnWhER9kNrvftv0kIgAwMQwL5VVTh6YZiTI5tvfWev9eVLFZWXouq8xnnU+83xsQCDzy3Z67deA4WhwKBAEPq0bhdPmqnYDPmdbW8qtm2VyRYJJnzFuSlJgAAD8qjc0M9TI1qajGp93I3pORnljv5Rv+/fDsfYAnzxsqH7WggaBaGRZ0ZqACClBbImOQBHY1qLTYgiDIF/k3VdMkzlxmM3Lxic/jkb06Poaz3M38qhvvqDXreENenzK4+Syd7HB6SAUAUCYSLg00O9yYnxtv+Svw0MEZgPs2T1i6euLfz0EABzHr0OJpZzz/MgRwVotb2gFAESl9iXJehc11ctTiKIUz6OAzC8pZTPOAcd3NIkU2OwYgsztGW8aPuQZyoYAHNT6xgvlLMdP5igAmD5yTKLF9KbVxXMcz/NWFH8chSkaz9nFt8ZfybKj2PakRGGvPsyeHcy+XcBxgCBYn758ZRk5fzE+fSZfV0Ot+pg5vB+czo5uy24uDYKg8b25gjxg2W5evRv597gZcj0T+jhsj7U53jp1mvszfFX/avzJAcZkZxXIFAP9fO8lp3XAT0BKMGyUymNzU8tpq+1UQOjQ6nInw0B7gHUzLcy9nqf+ca1JKBQ/tyRIr6O++JjNy8bHTcLShnAVZcQjU7utXdL19e5/xFkZJoJMNOh+7tN/emoqANSbLfNvFBEct7ogO9JmaRGKN/XvLxV0je34+qowu+WAd8AXhdn/vpYh5fk2hj2sNz7r54/z/DeG7t392KtX2FPHsOGjsKS7m24Yhs28RK38kP5pA4KixOynySXLseR+0F0t1U9ADtA1Xx0xHNZ8xa9f1zxvNuz9hUHAn8Cx0MgbDicA8Ho9ACAqTz+BoIGiACBNIW9yUcOVHpUO175bt7CklI4rU2Czh4uEbmnEdSNHlkaGBbucFILyCMzJzjUfOYDw/IdS4TWZYufxIzang0MQGYlviY4I4LgsgfgNhTTE1xefOgOfMJnNzKDXf8fbbWifFGAYNv8a1qcv+a+3sEHD2Izz1IoPjMWFAOAhFHV7fdCERN5m48oepJTIsOzow0c/0PjBv17vWOnVJ8n5+BMXpLLeVvPHKDnp2DGLvXsP3v87+DMDLPfs6USTfkNQxLMDBjxgMwQgQiT0wPFRKo+Ft8ohMVnrcuzOyAC3YNs9T7BLGRfCt2+sVqoCZ85X799Fb9uE+AWQry5H4xOZA3vQuAS0V1K3BxIY2tWbY1tb5Ax9IDBswbTH2pzOR85dCLiWb0SQuQ3VgQ7bsz5eNMc/drO4y+7stWzm6MEjg0fOSkj9Kirh8ZqKS19+9mNJiYPjZvh4DQa+BiNuGYxd9uJKi5m9O7DEvnh6J516p4M9e4L69N/M3h2Ipxex6EXi2VfQ2PgHW5u/8cYbdy2v/hJcLg+h4Ou6hsTsvNArOa9ZbJd9AjhS4Csg2xjWwrJvBvoDgFZAYAi8FBGHDR7esXeBzR7XqQIW5uudOXQQCoACnFZ5eQk8dv/4w+jIyEEm/TscZrBYAEBOkLll5TUcr+a5VQxf4XACADZwCDF3IddQS3+zCigKDY3gcrIAAEgBPnoCuWQ5EhJmvJEPALL72IuiAUGISs3dn5dY3dIScPrcMbGM4Hnp+AnkLwemvf127Jpv495865qnh9blypV5KFjmJClOPZ9R1ti9P+j/Efw5AWaz2YqLi5svnS+TSKf07v2bXT2RYlGpw7G+RwTF8XvEsnKJTJSfA91R6c8cO9zr1903/IJ69k4UrFvNN9YTT84l5i5ElCpmzzYERfFHp9/vKHKrxV2CpVC0UOYxZM6CBRmX1ZezD3CogmNFCLxcfSvP2/+lxMQYqfiIwXjNYuvYlyu/xezaWpyY8pzIY5rGc9nc+fsGj4i2mEfv3jLOaQkXCT+NigSApZ2q0gDANzbQP21Ag8PwqU+4g4c3m5lD+1wfv8McP4xGRJEvv07MXYiGPFQDb2FhYddV9XVldmeaQj5cqZBi2PcIObRXf8+MrI2NzQBQ4XAOVipkGHak1TBV19ggEG2l24dh/D0BBgB7W/UAUNwrPtVpp1BsWnhscvb1t+zmW2LZxosXwGBAeH5GZU2sy56T3FuIIqPyC92FSjQymnx+CSAI9d0qxM+fq67kde2dO4hKTcycZ03oDQDSPdvpnzfypq73IPcokS28AUw3xOg9ubnhhSVNhMCTdk1Rq4DnKZVq4Yjhzwb6nvVQi8WS+vSh83SNZpxwolgdTqQUFp8ouPEw1/MfwZ8QYJ988olUKo2Ojh775ntvlNcPewhFrkiRqMTu8BeQqyNC9uj0J4LDhzfW1pvMXYaIJ3dt63/6aGFgWBLthBNHsD59ydfeRON7AwB79TJXfBN/dPr9OOmnTp3aevLUT4UlDoaxY/jO1MEBWTnraU7Jszt8NVKR6FWbKbTNhA0ZDgB7Y3sAApML2/OZfFMDvfkHe0jYE0E9/ATkD1HhADBjzPj8qU/aUXzz+WM/7tmd5KPVsszRTppXvNlM/7gWUSiJWfMBw/iWZmbXz9Rn/2avZGDJ/cil7+CPzezqlvRA3Ov64xEY6OB4DkBPM3qGdivOGRn6vLkNAHpl5wnPX2YB9AzTiqEoAgtLKtY1NO1r1e9r1ZsYJlx015htl651gEIe4SG7PHrEMY2HiGVzFMqx3iE+m354d8o0mDJx1rhxzVmZOxLigqTSY/GxZoYdd+OmhWUBAPH0Ip9fggaGsBfOAIGz2Xfxts1iKQCoxk7gy0qolR8xJ450sZbGEvqA08GV3EXRoGjmmWPHp7Q5GATt67DtT+6zw2AcYGmTsGxacurMAYNEHPdDfh6KoT9Mm3pBiCoZqg0nbCg+Rtf25fnzD39h/078rwF27Nix5cuXdyz+unlzhznIAxApFuppxkAzs7Rej3qqv/f2F3Lc4XNnTLd7VViWPfPjf9OyLzd4ecfXlCOAEItfxh+d7s4E8CYjc3Av2qsP2rN7B5ZFixalp6d/dvr8M4eO99u0Y3p4z1UoSfL810p5y7DBIk/POhc1qeBascozqXcfAIgUi6d7qqucru8aGnmzid6wFlF4PJs6rJqidsdGyW4/kCu9fIb2S89QeT2RdeGH/347TyxyIeg6dwrU5aJ/XAscR8xbxLU00Zu+p1Z9zBUX4sNHC954D58wGbmPBskD8OTCRZ0XkafmqymKB36G1vNaUq/6fsmWC0ebXaaivokH4mIAIFYiEWOonWUB4ILSS4Qhdo5ddKv80YLiyQXFADCr6Jbo/OXAy9nJOddHXi88YzQLMHRVbcOW5hbOx/dySp/xlJO5ktG48Uf3EZ0tLY533iRcFABEikUHe8YU2x1TC4spd3ZBJCLmLsQGDgGa4TLOAXWne8BE01KWEfRLI//1NpbSnz1znFr5EZeX00GMQnz9EI2W7USuL2ts7HXyzPcCCQA8R9kujx75SkVVtERs5phBZj0pFMjVqmnGls0yFUPTADAgtV/DgJSprc0uFOUQeJXD5hw56qL+Dof434X/tdB84sSJLmvGbdwS+RTuKyA1BCFEUSWOuW0HFDguRFEJhsqw9jzdlTbLQIV8bWRYz7a2DKUmsriASxmqIQgn5cr+/rvU2iqKFPga9fio8digTkapPM/s/hkhSOKRad2eUm5u7rp1d5Tli/WG8uMnl70c/Wnf9pnh9w3N06ymnvqWnIl33mFzdOQBfeZrRaWxB3eKaNeVF/61vVG3KSqiMzV2R0trgqdqzMvLNv64bmZ58X6dTpBz44XMK9+qVLNiejwfEUyOHs9s28RVVSBqT3zSNKxPyv0EOR4GryvV6ObtT1/NEGVfGTl+It2371M8CQBflJbN0noB5eJtVrVK5SUWRYlFIhSdrdUsDfS7lnN1oMnuxHGK4QEBHEE+CQkqtTs3NjWviwzTM0wTRbfQdK7FygEUWm0XTG2uDvFJUghXLnc5jdOnT8+fPx8A+sqlu2J7TLxRNLek9KfoSAQAUBQf/yhgOHv2BL1mBf7Mi+6cShvDyt1vKRLjEyZjqQOYA3vobZvQyxfwiVMQvwAAQBMS2fOngKKAJHdkZ89tszlEYpSHdQL06SEjNzQ2Z7VZ94YETLPaVpjbs//z/Xw2uuDg2dOTRowCAIFYvGvq5ENnTj7B4haM2CKU5Z08eyS1z/8pmar/NcDE90iNN6Bog8kMAAgCGCAIQDd0OwAAGHdbm1qAIh826Ew7tmPUqoUxcZDaeyIOKM9XaLR7Bwx3KlXyukYhikoxVIphgvISsdEknzgNsVj52jrKZmFMRsxq4dvMmM0qtVpOX87scqBRVzPe2+fpOrwHEQppglzudIW4HHYcT6oqZ5rrQSAEgsBIwdc3i5d88NGQpiYAkBw6+crKVbPIKN5qQUgSSEGDizpvMn8TGYbj6NMLFm/cs3vn66+7SssB4EZDw9KCAnpU+hKaQvwCiCfnonEJDyCMPwzmHD2mE0pf8VavWr2aXv8dABDpIzNLiuIaWq8z6IaDv85N6gM836GN4Ssg6ykX8Hzs+VOPhcb8qFBviYpc39h8zmxeWl4FgEhx1Myy0708AwQCABh+vSANl5/v3RMAzAzbSFGtNK2j6ZVq1aW7zwTLzIBZs9xSbaNVyh+iwucUlXqTxBdh7SqO+JgJbF42bzDQa1YQsxcg/oFmlpV3+s4RjZaYv5grKmAO7qPWrMSSUrBR45u0Pt+eOl+fP7UqOOTChMmA40KOPRPgnRoRaWbY5ZXVkzVqpriQEchH3R4qD+w3IObQkR9czkmdf0VD02v1+qnnLpxUafLFkh7Xbnxp0B3bubOuri4pKemtt97San+79e6vw/8qenPjxo34+PiORbGPT96VKw6VutzpLLU7y53OUrujzOGsc7nchyFR1JckfEgyx2qNkYiHeygUOF6dkfHDk090vEmY0uPkgtkbUwef8/LBbVaV1Sp3OjQOu4Zy+Did3i6Hj8vh7XQKO6lqulC0WSBqEopaBMLMhqYVK7/sfJKjH3nk2TmzJCwjYBmTxcKaTSNbGnRKlUQswRgapyjM5QKaSvl+c37LHcrpyJCgA9Mm3jkEQdgAIXCCxjEGQQ0uV68PPu98lB7e2pvnz3VT+Pr9uFhcPKipNcDlrB6VDgDM8cPspXOCdz8FBFl8s2htiwEAFjbVrsi7Il32DqJUAcCgaze0JLEDZeiN/22ZsyiwxThcqTieECe7cIXneTWBMzzoaJrj+SSZdKRK+WlN3ZfhIS/43TUn3NnSumjXbuPzizvWBMhlF2dN18ql2Ihx+JB0d+ZmRW390vKqz8OC/xXg596MPX2cOXkU0Wh4vZ6YNuPJRl0lB1fGjoIuYFk24xxz6li1yZS+fW9th0hjSqr3ex9dT0n08vAAgCXllf+pbyrs2/uTgwePSeXVo++4Y36xd8/rHl6VoQH+99AYthw+uEAgd1VVwdN3zDXj4uKysrJEou4LBn8D/tcnWM+ePU+ePPn222+Xl5d7RkTenDlnL2BLpZIubt9OjitzOMsdzlKHo8zhLHM4EECuW2x5FhsAoD/91HnjcqPpXG39a+j5NzrpZtswXCcWt2F4G4aXB4XdlCsoiZSTylwyGSORcyKRkWEcHOcy6Mcf238zPPRQWXuV2VPpUfr0whc8NW0Ma2VYWstvun65USiK7jvc1fkhY7XCR6s6n0Z2UzMPHSaSIKBpAUDHZJ2yWLtcCiuG/ynRxXHcxLpGBCNO9Gy3IEQDAlmHg29tQTTa5aFha3WGGIra4OV3LXXYbqM5QKkCAD8BWeNysZdPIf6BATEx/uarF80WFOD1QL93KmsaaeqTkOB53toDesMenf7zmjqW47+ta2yh6MkadW+ppJminyst/0WnH5GWduXfH1jWr4O6OnnP+O2ff+pdcI3XNbFHf2XPnyImTkF7Jf0rwK/RRS0rr/ImiVlaLwBAE5Ph+CEsqR9XXUFv22ROHaYgu5MnwTBs0DA0Mfmbxx+r7SyBmnllUFX5pwoJAOh5+MnFJOPomrzrOzw8AynXq1cyHRzvTq44FWoOYFxBcc+auq5vLlP2d1IZhw50nocVFBScOXNm7Nix//v38sfwJ5B9hw8fPnx4e73l1bLK5ZXVCVLJKNVdirNCFI2TiDuniecVl2ZbrDtio0rtjndQpAsnoszTO2vAUFLhIVUqFQoPL0+NSiRSXDzLHNxLzFuERnbDcgSAoquZwoN7RBz7znffTqquy/5utUohT5706KPj20tSRwzG5zKvTmmsPZc6uLBfsolhnBzn4DjDzULLrfyn7343XCDc0jcNl8sFIrEdkLUG0xRv76EaT61cISLxMJks+uyVoqI7ebC+Q4b8sQvYBY8dO24Uyd7knJG+7Y8XJDAYALiaakyjDRCSnjhei2HHKm/O8ApKKqvYVl87LG2Qr4C8bDBw1ZXEzHkA8ISXZkVt/Y6W1reDAj6vqbeybIxIrCbwud5ec729Bl+7oWPonhLJ13UNH1bXagjCwrIEgmzsEZFpsWQMG44MHirCUAYgeWAqMXoMm3uV3bOdt9vp7VuQ44fwURO+SEhspun5xWUaghitUiIeSjSiB5uXTT6/hDl51Gyl/Ow2oFzQXZjZMXxva9fc/c7aOugR07GYyXCZDAc4UYATBc472h6A4gCQL5Hmd8sDIUi4p/jWfFv86x/Bn8zk+DwseIiHfEZRSbnD+eAte4hF5U5nlFg00VP13CMTu7y6cNasYeMfGZg2uFdcfEhAoEQk4ltbmKO/Ysn97hddF/fs8t6zw4bjrpnz+44YPW/evK9HDFnar6+8Uz/s9w3Nr1eWWHFi0MjRYSJhH5l0gEI+rLH2kYO75gQFLFp0V9bu6fjocXmZdEvz1L4pLQHBhR7qZxN7p4YEh6iV3jIZAPz888+RHbIzvXqffmK2lfmd5kb34FRh4W6RLMxp/3DYnRoxIpEiKjVfU+VeHKFSWmhWgWGZVUXhDvsoBv18zy++BNnIsKDRonEJALA8yB8B5Mu6egCYplEDwI7bMljNFJ3RZnnW12dHTI/rSb36ymQ6muaAt7DskoqqtY3Nj6jVPA9+AoGd5XItVgDAEpPJ5R9gcQkAwBsM9LZN9MqP1jvMQz3k0wpLstqsAID16cvX1fAtzfiIMW0Cgdxpp779kjfo4W7kV1cnnLtYd8+j/j/9U8+EBK7w8waANcH+Fb1j3zbrMODzQvwqesd2/tvEOQFgudX0pNMa6bQLOw1zRByLxXZ1Hj7dnX/I34Y/OcBwBNkREyXHsEcLiqwPJJtFiER2lqt1ugDg6aeffuGFdrFYjY/PzvmzNft3cnmdKv0cx+zcikhleHfdRxzLnVi7JinrYoHaM+TF14J6RAOAW1eD4FgQtos/N1JUZmPD9LqKG/GJ0tu5Ga6mmv55ExoZjT86/auvvvrwww/79OmTkpKyevXqid+su6Lymn0j58bnH+TkZo9RKbtYmSWEhebOnl6wdfOjJ86o1nxnlkiScn+7RPEAMAw3uVGH8fyZxK7lByQwmLsdYEsD/QBgpVDmq9GcHT3yGX3jMpX3rut5FCDGwe3TJA8cjxALsy02DiBQKEAQ2N7Sauc4ANjTqud5fopG/WNTS2LO9Qqn8+eYSFtavxPxsRgABvy2Fh0gwPI8gaCnbguPg1iMz5pPLHzRXXjkDa3oji0/n/o1ErjxN27esjvQ2AQQitjsKwBgxgkPlRqcDvqbLzoT59ddupRYUVsuFMNjT+DBIXc+3rTH3iKFQRLRfwymIR6K54ODQhQeOSwkm40JQcEhCo8QhUdZff0XmVlTMjKf53EA+FjqsVUorSKFPhQ12WH9nkRfcNlcKMpNmhLcmUj03Is/hUWFHD3ZajbDP4G/RNk3z2obcC1/jEq5KzbqflygQps97uq1Ewmx6cr2wSTx61HGoP9+2JCnvTX0zq3cjTxs6Ah85DhAEPbcKebIAWLBc/cKelr0hvwf/tPH0HIxLGr4/IVIp2mVa9mLgCCXBo8YOmY8AHxcXccd+/W5qlLmX29plO2ePfS3X4JSRS58odvBDADsOnUi6MrFhDbjYa2vNn1s/04ZHfbCGebIAXL5+ydpduT1wmFKj9NG0yOe6n1xUd2+1W9iwuFjB8XSjzh6+bAhXV5iL55lDu0TvP+5W0pRfuGKwOFoIllsSDoAbD50cKFY7kSwPQrJo7e9Dj+rrXu9vPqbyNAzRvMNm/2W3THTS7MlJnJYXoGdY1U4ccRgnKbx/CYi1IskAGBtQ9PiW+UnE+I+qK49ZzJrBUSzi8YQ5FFP1WSNepxK1W4OyrLM4f1sxjkAHhFLWmh2yIARnEiS0be35sgB7uYNcvn7HqfPv4rxbycnMZvXc3U1+CPTbLEJj52/cFQsAwAM+NVK6Yo2h1fWlZiSwo0JSc94a75Xe+M8xyFYblJCvFRCOV3KjMwkm5nDyWKC1BMED4h7Xw1FS1m6Sii+6qfpFdkDAMobmoYXFFaTQjVNHQoNTAkLk/3wo61V/9LgwVN4eoyNseIYzvM/y0TTkh5WEOXPwl8iGdBLKvmhR8Qenf6T6ntmorcRJhKiALfsDvdim9PJyGR4ULCO54EgiRlP4elj2DMn6C0/8HU1zPHDWL+0e6OrojC/7puV0SZ97oAh6QsWI10z4wjwPCYSAwDHw7aaugU1Zdd6xLVHl816RwD0PtEFANOGjzjw2Lxneyb3MRnitm3YsPbbJoPB/RKbm4VGRiNS2XAPD38BGSwUxEsk+1v1H1TX/oGLdig//6BYGuO03xtd4J6GcRxX3349B0rErSTZ4NGeo5/VN3lb7iUAmGlo23O83QHsFT9fFEH+U9dUYLMP81D4kOQ2Xestu+OcyXzdZs+1WnfFRu2M7eGOLh1Nv1lZ/YSXZrhS0eiiAKAyJWm+t5ZEkRKbY8bNW16Xssbm31zf2KzjOHzCZHLJm4inlrfZNCxzuLzA7nSMPnPeLJbyljam+KYFwxU4jkhlxDMvYL2Trp485n8l2x1dMbTLMqCfh7dfFcutXvD0utXfqiJ7iGzWr4U4jaAc8PMuXAw4dlp8+aodw87LVRliCYtAit22jLFn+fswQwY2jhx6JqYHAJwqLASAt0+djCwpqyGFTzqtLcMHp4SFAYAzNFyUlKJTKAb269/Ut9cwk55BkOlW54TDR+DvxV8levO4l+drAX5vV1Yf0t9DRQMAACGKBgmFt25P1c43NAKAAkHd3y4gCJY+mnhyLldaTK39GpFK8TFd52lZxw9Lt20ieL516pP9J3QzdOSBBwCBWAQAJ42mUWUFUoaJGDUWAICmmI3/BbudmLf4wQKgALBTr3f1SSFffv2XoIip1aXUV59+v20rU1/HN9RjickAgCLwpNZrt671TK84NY6/W1Xza6vh4a8VADgp6nGdCef506nd32JRX3/A8Y5p2PMiAgBWQvuQlT17cqjTDgChTvtUQrZs9y6WpkkU7SkR3bQ7yhzOnhLxN5FhLMf3ycnjAMaolIXJiVM1dwqyy8qrGJ5fGRYMAI0UhQAiQtHJGrWD5X6O7VF6d5fakLyCbyi2+fkl2LhJAHxQTeWB8oIqkWiynXYRhOE6CR1lAAAgAElEQVTUUQ5BPEgCAHgMW6bU9hsw0oLjGA8bFdLCEcOEBPZ5bf0QD0VPkth5PU9FU98Ehr3ioAGAB8gRSVsIQkVTJMfu9xAzg/ob0odeHjvq0/QRyeGh7rP1DwoabdStIyXhR098iIkULHPeW/3T6FHueYGTohgEVfJspdMJABK5/NSkiVtcbRjPHxTLlSfOlt8t5PqX4i8UHv0kNChd5TGz6Fapw9HtBpFiYccTLFOvBwA/kmii7hBA0Z698D4pwDDgcnENdz0MT/34fdzpY5VShXrxK5GJD3ruCyRSANhQW/dC5a3skMgAb2/gOPrnTVxjPf7UM8hvSYJdtVhLHY7HvTy9Vaq5i54reGLedYV6dl5m47rVNE50KBzO0mraGPaY0ZiTlEAgyJSbxbd+TyfFhJOnrSj2OcZ1dnO9CziO+Ph1TMNGOawCjttndwEAbzKy17Kl/QaqCHxyTPTb+qaVap+R+w+8+cYbrbNm8HNmsN+vDUPQRpcLRRArx/UQCffERqk7cT4zzG0bm1reCw70FZAAYGdZIYYAwACFHEOQ8yZzeKcuta/CQzAEXimrDLqS01+iXjXvhbKI6ITq8h05GVdUnrNik785egL+8821nTtb9a1+J86swkUAEE85jOcPPnHywLHMS+NOnLputWUa9JIrObMcTJlIygLCIkgi5VyBMXKGoVCUR2C8UTexV+9uNSoBQIHjpRJpuVA81WFpHTaow8EdALIqKwEgEEUrHHfYWzNHjamPDg1x2EwEEXGr/PNTZx7+2/lf8BcGGIYg26J7qAl8UkFxG9NNwiNSJCq5HXvXbU4AiJRLGjvRyfjGeibrEtq3P+Klpf+7xj2Bdtqt51Z9NrD4xqWAkD5L3lBq7x8hCACARCxtpmh5/jUt5fIZOQYAmAO/cEUFxOOzOxwlH4DtLToljo+8LQDYPz5+wpJl+4aMVtEugqX3fPNlTnExAMRKxH1k0s1NuiCh8GDPaIbnU3Jv2B8uf7UrO/ukWJbgtL3yQFdVNDCIr61uXzC0JlpNtTRlZTj2/GkgCKxfmi9JNlL0e1OnHuCdl37Z8/Gnn9YXF0NNNWzdMnvxwudLK9I85MADgtxt5sLzz5VW9JRKnvfzAQAOgAVQEwQAKHAsXiK+cNuoGm4LP55KiGvqn7y+R7iWJN9vaI4Lj08c/8QFtdfSvKwDb7z+weHjsHP716u+1Iwe24gTGM9Pom0yhg0ZMFKYNGy0gz9CCBEePBh2lN2yEmOrosJJjlPSdNaIYa+lDa5N7ePrcrbigmJx95InjQZD9NETW+UqhIdRRt2uMaO7BGFOczMAxIkETRRl65Rp03r7VowZucSkA+CXYWSvQ8eov567+Ndq06sIfG9cdI3TNae49N5cSqRYVO10uYlw5SxD8pyvQNDU8ZlZlt7xE6LyJCZMJp55AUvow+z62bR1Y8kXn/XWNV5OTEl/7mX8gUw/hAcAEEvEG+sbX64ozvYJiAwJZc+eZC9fwCdMcaezHwyOh50trVM1ahK9K1kzLTwU5/ijIRGphpbQTf9d//1/9CbTbK3XCaOpkaJGKJUrQkJMDJOY/dtJRbvTOcdsJ3nuZP/fsERDAoJ5k5FvMwMAr9fPNRl5Hr6qrGCzLmOpaSAS+QlId9vluGHpitud/260HNh/ICp8ukYNACV2e7XzThHlm/rGfKvtu4hQtyluhqkNAMJvp17TPOSdA6wDngQxz0f7623hxzi1anV47IfFZVBdfWej7KtI5hUWQfYRkktiKQD0c1hm6RoBYDNKN4wcdnTs6CVpgw7zPIWiThR11NUCgFwq/ZSxAwI3RdLYoye6xMAXF84HXr9ZLBSPt1v/pW+8KFe16buOxm/aHQAwVKsFgIp7BMxXTpp0w8tDyjDXJVLZxczz9/YE/an4awMMAHpKxD9GRexv1b9f1XXqHykSsTzvrpg1IoiS43xIsvH2EJE5dYxvbsSnzwSCABzHH5vZEt1TlJ8bardUjxw/5LEnf/PQ7pCWS2XlOVlhdos0fRSXl80c/RUbNAwb8FAO3BfM5joXda88G5d7FVGqHnnmefr5JQcCgh+vKDF/+Qlx6RzG81ubdQCwJND3Ca2mxO6YVNC1j7MLRp8568CwrwWop6J70+oOoIFBAOB+iPFG/WyUwRDYWt8IwGNpQwDAF8frDUZ6w1rX+8vptq5Z6UEi4S6dvrdUwgPMKGrvJm5wUe9W1Tzl7TXgtoLqQb0RAAbcbkhPUyjqXVTF3VVNhufrXFSGuW1HS+v3Dc2X2ywMz0dLxILbLeQdcOvaS2nG3+XQEgSv9TnuFyjm+dM1ta8ePvJ+RfVH1XVLyyt746gDw1ZevlRkd9S7qENOuofNMsVhuSkUB57NaDGZAKDVbI4/cvw1FhNy3EGV7NexoxbExztQdOvFro0qZRwgwKf6egNAZXf12NiYONPg/iPMBgpFB+uM8w4eAgCGYSorK63WrgSd/xF/h/D3VI36jSD/96tqekslEz3vzDEixSIAuOVwxEjEbSiWwDE+JGlj2TaGlTU3sGeOY4OGu39VAHBm29Y+JYW1Yok/Q/fIyeR7JiCevylLiPDAZzmpeSU38tReyUIhvXUDGt8bH/vIQ5759pZWb5Ic7HG3HgFFsQX5WNoQQJAgrc+cZ188m5vjOH1sXs6lOA/PzyxJrwX4AcDP0ZGFVvv+Vv17VbXvBgd0+/5bMjMviGTJDuuiIffQ9u79MCpPRCLhaqrQ2Hje0IoFBseIRIU2B+sXxPz8I9/QoA0Iqw8I5UqKWJHQKybGkHOnGYSIiXWIRBfMbV+Hh6xvbLlstty02WMk4tfKq3AE+ey23zQAXGqzAMAktZrjoYmixCiKALxdWaMliToXVU+5qp2uJorucJonUcSPFPgLyB4ioS48vKrLSbsH4RiS6HJ66hobxNIWlVeoSJgTFNpms5krq0w4wfO820zlPa+A97JyAQDUWgBowXE5TTWTpM+1ghCer0QRTiQJZqjZwcGlQsGGxma5Up1wq2wNJhxqd8gwTI5j7saiegwTcHygQEAgSIWze8IDRhDHH5mw89y5GRz2o9Rj7wcfy75fW1tbCwAvv/zyqlWrujUA+QP4m5T1PwgOyrPaZhXfupKYEC1uZ14GCgRCFL1ldxocDpZHIgnchyQBoMnhEO74CfHS4iPGAABL02fWr02rKr2s9U155nmBzUJv+p769gviyXlo+IN87gDhGUAPZ17+uM2YO3ICvXk9GhhMTJ/54Eb9DjA8v6dVf698L1twHSgX1ju5Y82QxD6Q2GfrwV/jczN3ZxzbXlEUM+6R+PDwzD7x/pevvldd00sqecSza/aizWpdYKMEwJ9Me5DCQqePgyABwXxNNRj0fFsbe+PaE6rG5RE9f2Th6aoyRCz1k8tbSWHh0rcXVdWXxPXz/ODd1vx8ABCGhTtfX76uvhkApmjUgz0UPa/mzSq6tSIsZFuL7rPQoGqnK8PcVuOkal2uHIsVACYXFTe5qI42iO06XYBAECAQBAmEA+Ryf4EgUEj6CwT+AlJLkghAlcOVnl9QNWI0tn8/W1nu3kuQ2j80Pr6EByuK7ZcqUYlSzjAKypV98YhswGAkLPDawX0piQOXqzwWR0Wu3rt3hZffzx7SWpp+zU4t4OjAgEALy16oq7vMIeWAoABBGAZC2ZqmFjNzmzIjVQBAdFb7rQQB8MBxs0CIAgzOKyAQ9LuGpiK7Q4FhMhyTY5gcx2UY5oFjChyXY9jA1H4NTnvS4eO177zZwbD66quvYmJiFixY8FBfym9+aX+bSYyJYVJy8xGAzMSEDkpEz6vXUuSycShMrm/+XCEZFRGRkJ13ymkecP4E+dyriF9Aa3NT+Y/repoMl3vEDZ/b/pl5u43ZsoGrKscnTsH6pd3viM7XX6IQNFOp9qKoKBRBhAJy8ctuDbOHwTGDaXR+YUbv+P6Ku/L49PrvwOUgnlty7y5Gu/39nTuWlRUSHLc3NGrq44+bcTIyK5cHKEjqFXl3a0/KkeNZIslmET4r5bcNqTmdjs++zOZm8W23Z0QI2HFCPXxyMo5k9usLOL5Hp59SWEyiaKCAXN8jXE9RU06cBpbdMHzIvFuVagL3EQgW+WrrXNQPjc06msYRhOV5/jajGUMQb5JopCieh5f9fYOEAn+BwE9Arq5rzLFaS/re19T3w+raf1fWssA/6qlervVM/nwlNDVBWBg2aMh4L8+9cdH7Cm8+19DceNttEOf4QYaWnYW5kwem1zFMbsZx2ZTHmz1UgRV1n9WV01LpuwovfVKCRC7fcDlzscNFoRjKA4/w3xLo4ttK7FaWbWNYvdWadi1/kK1tTv8BbSzbxjAWln23stqDYdN9vU8ZzRzw/iRpYVkzw5oYptvfOnLhPP/O8s5rpkyZsnv37t/8Uh4Gf583jAeO742NSs3Nn1l0a39ctDtrECkW3bI71LQTAAZ6efkISABoKCnCho5A/AJKcrOxA7uDaaZg2KjhI+8QohGxhHj6WWb/bmbfLr6pEZ84BbpVAeF5HuEH6VtOBoREmw3E3EUPH10AsL1FFyQU9Ls7uvg2M1d+614NRjeUYrGz/6BBQaHvFFx7oqywfuXHGfFJB4cOH5V/s29ufl1qXynePuldeykjSyRJc1hmDRl9vxPg6uv4nEy2vJRv1bXLVyAIACA+AXxjLTZstPj0sWASz2M5wPHrVtuyiirgIUUmnarxPGE0/ao3ov4BHM8/W1YNCOgZRs8wL5RWeJOkr4DQ0TQD8JK/bz+5zF9ABgoFPiSJIwh6LkOGYavC7+RXS1SObS26JoryJrvKsNU7qeH5BSV2hxzDdsVGjVR5rKlvxMdPZHhejYCehwOtho+qa9+KjXk0NmZpedXq2nqSZSwYdtpT6zl4DACMNOhFCg962ybNsJGDGvVrcnJJpzMhPp5PTe5/5OhlkUwIyFYp2cvHO6W44llAKk6cWDFiBABIMUyKYb4C1RyjbrOHZodIIJJKAcBhc7xdWRPncsxuqm1hkZsoPqyxRgdIC4Y3E2QzKdQTJNtpSILxvADHulRU7u1y/MP4W82XYiTizdERkwuK362q+SAkEAAiRaIMc5uYcgJgyd4+KMsQPN+s0eLDRl3avycq82KzUGSfNatvVFcGJ2AYPvkxxNuH+XUPr2vGZ85DxHcaZPR6/bJly47s3CHE8UcTE94RCIhFL7v7ph4SLo7b26pf5OvTZTTJXcsGBEHj73s7n+3ttbahSTljzuWyW3Du+IzM85dLi95IHvAxL+iTm1fSN9Fut9tp+iUXJ+L4o0OHdNmdqyhnr13lK8p4gx7cDW8oinooITgMS+yD+ge1fPRuo79/Fcs11Dc09B8mJknKZpdfuOLu5gAELpjbLpjbvEnSwXEkgggx7I1A/3UNTRUO5+boyMe8PEkUqXG6QjOzWZ5/RK0aqryTXKl3UjwP7ttcB9IUcgC4aLZ0LkwDwIqa+uWV1QzPT1CrdsX2EKAoABwzGFPkslyLNU3psU9v8GPodytrkmTSVLlsXWPTYn/fL8NDGJZ9/Mz5PTjJAxzXeAs03iqKWpRx8vo3/9HfVulSVdfQ4yb2c1iODx4iFQsBoFIq75mVsxIX5x86/I6nstViaXY4GilaB4iJIHqfv4jy0EKSekIAAOclsvPQnsLbK/XwcTk9GSbJafd22jUYphUKvKVSL4XCkwflvu0WkzFVqSg33kkLzZjRjczmH8Pf7W42yVP9dnDAB1W1vaWSyRp1pFjUTNHlLC9AOBxDmMO/ehGyltiEkxvWDSwvyVFp4uc/K1PfNzCw/oMQjZbe+iP9zRfEnGeQ2yYSM2bMOH78uPv/L06dUyUkLvf1+13nedhgNDPs416eXdazuVfRHjHIPYKYHUiVyyJEoi3NLdtTUiAlZdO+X/pez3nr2P7QgODXrLRs+hRrdRWhUtFz5u2a+YRYKASO44pvsvm5XFUlmI3AcQBgJYV1foF1waFNIeG1Elmti6p3uWpNzpqmfGv6JAAAz0AA8MQwBcsCgIVlB3nIZ2k1C29VvBno/2aQvwBF/S9flWJoX5lsaaDf7tbWCifs1ulneWsA4OWySiVBGChmfklpReod0bvjJhMAdBGfChUJ/QTkBbO5I8CaXPSI/IICm12KYduje4zzbC8SUhx/1tS2NMCv0ukMEYlIBOpwIllAPll0a7631sFyrwb4AgCOYdFhYXhN3anI8GU38rMIoYEkPz55Hjpp4NErP38sOSkCQ1479GsjirfieAtBWgVCQOC4RHHcwQEmAZlExjA+lEPG0npCMNWs1zihGCN2eXi+aTfODAnOFstnVdZeGjrYT3CPBKrdSq1dzTc3AYBc633w2LFX330vKyvLx8fn9ddfHz36vsOK34t/wD7w3aDAaxbbU8WlPcSiHiIRADQhqIrjuMoyNuNcSPojA04eHqhruBASPvzp51DsNwoJaEQP8vkl9MZ11HeriCeeQqNidDpdR3S5sfXoseVf/L6T3NbcGiUW9bq7bZRvqOebGvD0B119BGCWt+aT6jozwypwbM6kKW3po37atS0596rpm+/d29AGA3y5EiO4/LMnGli2XiCsFknqA8IaYhW1EnkdQZrZ2xVqnUllsvqRZKBQkKaQyxhdxttv1hbd9JZIXn1kXP4L/1pZW48jCIEg53r1BIB/V9VSPC9A0RaKrndREhTrKRU3UlROm1WGYSdNJgA4YjDubdVviIrYpzMcaNXvbzV0JGBOGI0AMFLVVZ8nTSG/YGqf+62ub3ytrJLm+VEq5d64KFGnIu9Fc5uNZUepPHboWu0cO12j2d7cIjUZpEr1V3UN026rFVQ6nStr61/w90nz8brkkw4AVyoq08rLmLsPusPq0Pj7a2iXJ00H0FQi7dI4rD4E8V+MyJbItbQrr3ect8YLANYfPPCMRPVSbFRUdNziY8cBYGZC7yg/P7vFCpW1FU7nXQHGccyWH9ibNwAAEQqxmfOwiKgogMOHDz/4J/HH8A8EGIrAT9GRKbnXJxUUHYmPAQA7isYAy+zcWucTsOby6SC7PTt10IhJ3c9z7gXiqSGfW0L/vJHe9F98zERbYGiXDWw2W7c73g82lj1sMC4N6PrQY3OzQCT+TQPYmVrNu5U1O3WtC3y0ACCXShfMXfCRvmthanJJJYyZ7P6fBF4BoEEQbxxNJgUxMlmUUhEukwUJBOLbtxi73Z40aYK7xbMOdDO++hYPiX59woQap3Nzsy7TYkmRyXxJssFFAcA1qw0AbBwbJxHv0ekRBJmiUW9sajnQani1vHKAQv6Ut9ejnirPDP2zpeUdAZZvtQPAoHtcBQd5KHbp9BV215SiojyLTYyiO2OjJt2TFz1uNKkIPEkmVeG4kWGe9fX+qUV3RiSdjWObnXwb0x5BS8qqFDj2TtAdI/nU0JCB0VFnm++mCHp7mwkiDeW3jRxJEnfm2AsAXjx+Yg0pjswvyo5mI319nhg0ZMnV3PWFRSuj48pYDgCi/PwAIFQkBIAKhzPt9idijh/kzpzgOR4wFE8fjw1Lf/BX+b/jnzHAlePYvrjolNzrC7NyRHt2O8xmWXjYNRyCdE08js9OG/nr2N/5jBaJiLkLmUP7mEP7/Pr0jY6KKiq+U+EdNeq3q0ydsa/VYGPZaV3GhxzH5eVg8b27VbrujBChcJCHYktTizvA3PBVdf05IggCwLu7MChAdAA6Hm7SHNAOsDmgqQUAUB5Q4EmeIzkOcrJNRXcJCY7NuvLBi88V2+2bm3Wraup3xEa1S98AXLNaSQSleC5WLP6mvjxNIf80NGhjk+6lsoo6F7UnNsqd0Z7updnWrPupuWWm1gsA6l0uAAgRdu0tGKiQszzX42oOA3y6yuNAXLSoO4rgMYMxXemBIYgSx400M8hDES4SNVktu9usCTLZQb1xTX1jlFjkfn52aa4b/tLLZ8+e7Vjs8/jjRUKBHUH34EJBxhUpx7yAIx/fppKtHjki7MKFV3i8Z0nZUZNpaEz0Y8bWLXLVJy5XHYoJblt+euC4isDdlF+24DqzYwtQFACCxSfiM+Y8ZLXmf8Q/5jDdQyxaISSeGfcItLQAwCmAnimJT04c/+u4yZetv9EN3T1QFJ8wGdH6MPt2/jR5/Kw9cLO4GADGjh37+eef/+benbG9pTVRJu2o17nBlZXwljY0Mfl+e3XGLK1mQUlZhcPpvonyRsMQXdfOnePPLU4fMhAATNa2JrOl0dzWaLc22x0GmjKxYGAZPQ9WQKwIYkdRB6Cme0gGlxsaV9U2jFcrFXj78M9PIDhlNAHANatNK8BbKEaGYxdNbd9EhmlJ0pckqpzUy/4+HYop63uE79a1vlJW5Q4wC8sRCCK4O3hMDDO/uBQAAYTfGd1jmqbrvNSNZoq+brU95+cDAB44XmS3IwDzfbzerHRwPCwSEXkK7yVllX4CQV+5dM7dDNIKh/MjlRf8sAmOHAKHA0nuu2vZayFCod3hmnbxwglcYEXxTzj45OxFLc2s0ipnxCe8lJYWej1/ssGc3qJfb7nydFDA9zZm35nTOlwo7yQYHCoUlhuN1M/rebMJABA/P/KZF+E+ovl/Bf5JC/cLq792R5cbX2XmvvTzLl+h2GAsd3Gc4A/JnmF9+yEaTdyWDTmzpg3zCStUaw5N/H2CJ0aGOW40fhjSVbSIy81GVOqH4QcDwDSN5wulFVuade8GB7BZl5mDe/wEwhM//rD4sxVlxcWIp2bYSy+np7ePTzykcg+p3D2qeQBqYyICP3yv8xqPvn1fr6haUl4pwTAzw25qavEiiPYhosUmQrEoMbG/1YAgyGRPNQCIMRSAj+qUwxCj6Dxvr3UNzd82NM731rI8ryLvonduampZeKvMxfFqAo8Ui+4XXQBw3GjkAdxaLEoCMzEMADzl7bW8ohrn+f01tftHjzpqMFY5nd+ER3emdtpYduyNIhfHo2Fh3HMvAoAUw/7b0PxJaJBYJDg0Ih0AKvT6yTl5N0hhM0E8abDOPJMRSTm3x/bIUsgGVtTOc7BvsY4Eu2s9TVuU0nDn7e4NlyuorrqC43mzCWRy8unnfpey8p+Cv5yL+AAUF3fl6WUUl3iTJA/QTHWjWv6QQEPCiRdeQ0XiQ2XXxzt/N7Vsj05Pc/z0Lr8kysUWXkd7Jz/kuEKOY5M81Vsam6gf1zK/bEOj48hX3kh/at6pa3lw9NSkM+evDB6mp5nffqNOCAgI2Lp1653lkaPW/es13YCUXbFRgxQyAHiquPSTmjoLy35eU1fucDg5rqdEvEvXOkgh15LE3lZ9mcOJIPB9w11uCavDQwUo+mZFdYbZAgBBt029LCw7MPfGU8WlCCBboyOXBfrnWmzO+/cHHDeYYiRidxpDieNGhgGAQpudB1CgyFGx7OStW0aaFaHox7V1VCfnoadLykoddiWOcTyQPAcAY1XKDU3Nrk7HClWr80YOZ4cMOOij9qddgECJQNi7rDq5sj6epj0p6kNM5CotPbHqC+rpueYvVlRWVjI7trreXRqqbymXyPDHZwve+vDvjy74ZwMsMrIr0WmW1fl2ZQ0AFFj/J1saRKkin3vlssbnh9wM9tTR+1nZd4ttLbr+CnnQ3fMQ9sZ1oGns4caHbsyym8pd1CWzhZg5j3hiDnTULgWCRzxVDM+vqW94+HdzY8aMGW1tbVeuXNlTeBPeeHtKUSkP/FSN+nB8rAhFNSTxmMYTAF6vqOYAal1UhcN50dQ2RaO2sezLZZXDlIoosTjPau+szUOi6At+PmaGfff6DairTZQIAWBbs84rIzOjra2/XN4yoO8MrSZNIXdxnFvf5l7wAMeNplG31R+UOG5iWB7g05r6AIFAz4Mf5VxY1wgIvzU6IqvN+mp5u0vlF7X121taOR56iMUI8L48DwDjPJUtFL2ntatgDgCM6xFVO2IYN2TACiHuwTAsglwRCFtJEqmqKl7yCp9xESrK60+dTO/TW3/5PAIQ6uffQgpc969b/tX4JwPsnXfe6bz47Esv/TBogIrAAGB8wc0heQX/aWhyuzb/EZCCl1OHfhkWzZw4Qm/b1MV84H5ooqizprbH7il/cdeuogFBD0EvBnCLEfy0YfDurT4ss23EhM4C+u5AVxH4bK3m2/om20OY0HWBTCZLSUl5NCZ6ikZtYpg5xaXu9X3lUh3FLPLVAsBcby0KwPN8jtXGAbxZWZOcc72Bcn0QEvSMj5bl+a/r7ortDwJ88Y/ezxiaBrOe2Dd6VK8fNs4ousUDbIiKyEjs6WbQ9pFJJRjWbesKAORZbS0UPVJ1J8BYnr9gajtpNP07OMCbJLUiUR1OzJYIH9V4rggL/ra+cVNTy2mj+fXyaiGKTvJU5VosPCBJJAEAngTRXyH7T/2D+o5fS00xpg/mhwx4iqFEHMufPNb51Qqj+YSdIj9aFd43lQeovA/l92/AP/wEa2xs/Oyzz5YuXXr48OFvv/pqrrfX8fg4BOBxrQYAnr9V7nPp6qj8wg2NzUbm9w2oAABD0X/3SCAen8UV3qDWruYfQldol04PAF3Gh7zZxJXdesj0BleYT6/6hCsrEUx7ckZw0E6jufOwyh1gCMBrAX5Ghvm+8Y9L9q2JCBVi6IFWww+NzQCw2NcHgP9FpweAUqfdXyAAgHipuLdUOk3jWWx3MByk5eZva2lFEVjT0ND5mf7ZJ58wJ9srhy3V1deXv94Hx5r6953rfScVQSBIilx64T7X8JjBKETRwR7tpBAlgQPAitr6AIFglrfXbG/NdY4neL60qQkAXvb3fcJLs+hW+ZTCYhWJC1BkkELu4nkAmOTtBQAmhlns63PB3HbD9tsDmR/Th9qHDZqBd/0lG3smAoaFuTP1/38GGAB4e3svXbr0s88+GzOmXRuURBE1QUSIhGd7xdX2S/4iLNjCsE+XlHlfypp4o2hrs87y0Hd9HEV4nkd7JRELX5UscqYAACAASURBVASziV6z4k5H8H2wrVk3zEOhvXuiz+VlA4qiCb81zHA4mB1b6M3rEV8/8pU3sD59Z2s1Job59Z6OQACIFIsme6q/rGu4n3D/b8KHJN8LDkQAXiitKLE7HvPyxBHkgN4gQtEyu1OJ4zIcy2mzPuOrrXA6AoSCouTe30aGaQkCAKqdLp9LV+eXlP2i07cxbFcHj5bmr4DxuKcakaaQXzJbmO5O+LjBlKaQd+TulTgOAIcNxlcCfAkEUeM4y8MwAj0mkmWWlgHA6ogQBEEsLNNC0Z+EBh8yGGXAIzxMDg4BADPDTtd4epHE2ocQz+ABNt+4cUTb1Qg7LS0NAAIEAhxBKn5LpfOvwz8cYN3C+7Yyh6+AfMnf91JifGVq0gfBQfUUNbPoljYja2ph8W6d3vFbDfkEIO4t0MAg4oV/gVxBrV3N5WXfb/sap+tKm6V7elRUbGeu473gbhVTX37CFuTjj04n5i1GFB4AEC+VJEglm5vuaES7dXgQQABgaaBfjdPlbtD8Y3jJzzdMJHI3UFIc31MiKXe4fARkM00DAp4EjiAIAnDaaP4qPCRKIl7k632gZ/SGHuEA4E8SZ03mqYXFnhev3LxHPkQq7aZdf5BCYWHZPGvXqr2VZTPa2kZ20nJ2B6cEQxf4aC0s+1Vdo4rAbWJpmNP+XlkZACwpr3IT+T1wbJxKedbUxnK8imNEOCrBMDPDkCgy11u7panlwffTjJralOMn5+jbUvunDpw8uWP9ypUre/XqBQA4ggQKBf//PsG6hQ9JtmtL3UaQULA00C+nT8KtlMTlQf4ldse0wmKvjKwni24daDVQ9zHDJhC04wVEoSAXv4TGxNHbtzBHf+027bG9pZVAkUfvprTyDXV8U+OD0huUi9m7k97wH0SlJl95HUsd2DnTOFvrddRgbLk7Kep+OUkmHaH0WFFb/4f7hUgU+To8xMlx1y22NyqrnvLWcMBTHMfxYKQZB8sPUMjer64dq1Y+6nnnQ83x1pIoomOYWwK4cS3jw6I8n7S7+rvD4xPCYmLuORqkymUEgly8Zxp21mSmOH6k8k6AudtCRiuVUgz7sLrWwDDLAvwz2ixzFdIjItmSa/mbm1rSlQoUQdoYdn5JGQLgQJEYFABAgWMmhgWAZ3y0Npb96T43oBqT+fGTp9LKq20Me0SIHp44QfnvD9Ftu2Zv29HY2LhkyZ1molChsNLRVTjgb8P/yQATkI33USOJEIneCgq4kdz7RnLvl/19s9osjxQUaS9lzSsuPWYwdRm9kCjCQ6c1brnFEWPYsyfpzevB1fWib2/RjVYplXcPjdjcqyAWo/fS+QEAgKsso778lM3OxMdNIha+iNzjTDVD6wkAP982OugS18sC/W7a7Ad+p8ZbZ4xVK8eplRIc/bK2IUwkQgExMAwA1FNUM0XhCGKgmdXhd3PHOK4fz9c4XbV7d0Q0N7wiIgo/eH/aJ59CcIhMoXg0Nur/sffd8U2V3//nrswmabqSpunem7ZQWqBl76GCgAooQ1ARRMWFioITJyAqIKi4QFREZQ+ZBQotLS107zZt0jRp9rzr90dKKaUMP3y+fvjj9/6DF/fmjucmPfc5zznv8z6qFSvl5y9Ouly+sU3T1EPTQoCh6SKvG+MchzqNCi4nuQdvc3u7FgCyJaJqu2Odqm15sOLpILkIx4wBcgXpWmuyzPD3O2owvhAc9EZYyFGDMZjAWEBGikQAIMEwE0UBQASfN9ZH+nlr7xbMNpJ8/XReXFHJURbdQDtKRg4dl5WtcpP7OzsZeeC0UaPkcnnP48N53Lr/P4P1RCDnpgbWjSSh4O3wkJqBGYUZqQsDZceMpnGlZYqzBU9V150wmjxTGoEgvScqBMFGjiNmzWNqq9xfrmUN1/6yq+yOYqttpn+f9Kj0PuhRJEnt3U1u3gACIWfZS1jO8D5TZHIOZ4yP9w9XX8NdQY6rB46Ueg8Qea25sVHIP8HaqHAnwwRzuY9X1YbxOA6awRCEZllAkFNG8yshSs9CHwCAdFN/H3SvevnF8ycB4L2Bw7hvvEfMXQRisS57CHz7w6SvtuyYOPoHp3FFiFJPUktr6sPyC5MKil+ubzxhNFEs62H99vpSDxuMo6Xe3Q9voekt6nbPGJ6ra/AniBUhSiGGzfT3+07TYeVwWRYqTGYll/tGWLDHIW92UwDwcEQ4AEgJ3HhVg+ypIHm5zd49ZzIsbCu+FH3i9Icku8hhqUlPfnrUaJzLA4Atag0GCACkiXp78pF8XqPT+S+VFd+A/yWT42aQcwitm2RYQO8gqZsh8soQeX0QGZZvtuzU6n7t0G1q0yi4nAf9fW0MAwAUy+LX/+mjyf04vv7kd1+RGz7G5yxAwyMBYIe2Q4ChU64nsDI1lX3So9iWJvKXH1m9Dh89ARs++ta99ubIAh4ur+rZg7znaF4OUT5YVnnSaOoOwf1TRPP5y4IU61vVAhT1wnAWgAEWAEQYGkAQL4cEAQBrs9F/H2DOn2UpCsGwsVGRQhT9Q+L31dXsXClFA4aN9PMtl/gEt7U86O/7emiwjiQPdRr36Q1b1e0fNrd643iiUNBBkmdMliFX61AbnM5qu2NVD9GRr9o0Vpr2wfECi3W/3vBTfIwXhgHAozL/Lep2KY77uh2XETiYkshH0Z+1Oh6KMjTNIEigRAwAEgw30V0R44k+PuE83sY2zRCJOK+h4dnq2otcwUSn4+P40Lioa5XsFMt+rW6PEQja3e5gbm8iZQSfZ6cZtcutuLFo5f8e9+gMRrKsvq8W9DcDApAtFq2LCm/JGnC8X9IUX5/t7boLZgsAvFTXePGGXl6IIohY+gLi509u+Zy+cA4AftHqJvv6eF1fGU0XFSC+/mhIWI9dNHVor/vLtYBhnCUvYCPH3raT5X1+PhIc+16jBYAb36MP+PnGCvhrmnvrMf0jvB4a7IPjMQJerdUG+/eyH38I274xt2s/i47gGg3Uzh9c77xGnzkFgGA5Izir1uBTZ47ykXaQZOXV8IYJRQFgdna2ISk1xWRoPnUMAPwIYpbMf3tCjHZQ5um05KcUco/zlltcmnmxZFVj8wWz9ZDeiAKMvroAczPsWlXbdH8/XwI/pDcMkYgflnUlD79r70AAovg8B0EAgLdeBwA7tB1T/Hw8rvO8yhq2aw3WZWAoAgsVsl87dPcd/ju3sdVJM4dFnL2TJsRFRfZ8/L90na0utxBDbpy+ACCCx4P/XSrsXjQwOYcAgF5xjjsEisAwb8nGmEj1oAEeKbJvNNr+F0uiz19c2dB8pUdepUs5vV8GtWtH266d1Tb7w73k2ZxOpuwylt6/26Vj1W3uDR/TJ45iQ0dylryA3FkRJx9Fp/v7/aTtoFm2ZxSxe8AvBgcd6jTcGJ27c4hxbE1E6AWTxfetN+CjNbD3L/juG/7Ti2K+3uj+YDVdVIBiODZ6POfN9/FJ93uE+N8MDQaANxuaPVegAAEWuHx++vCRbhStLiuDHkFaDEGGSMTvRYReHpAWJ+BnirwUXM7HLW0Di0qerWuQEvgxg8ljFT+2a9tc7pdDguw0Y6bpz6IjPI+6uU2zVd0+1d+30GIlMCzU5VxdW3vRYq2yO8aJvdwoOhBhd3XoP2xWeePXXESry6VtqCUZ9m+M+BwhS0YPH53RB1tts1rTz0tY53Cl9xX8DOf9L1Nh96KBebSl1HdBRwRPfJbLAYCKAWl/JsVnikXrVG3JBcXJBcXvNLV0qXnjOD5jNj7xfmnhub0XT4/lX0+PunIJKBL1qEcxDH38iHvDR0CRxFPP4uMm37ZopScelQe0udx/G/rO0s6W+Su4nA/ubiX2qDwgsblRf+pk9x5He/vanb8gPB4+bjLnzffxUeOhh6hGmkgoJfCDnUYAsFIMIIADCwDeInGJIjjEYqQv962aOkLqrSHJP5Li9YMzD6QkALAsCzPLq/zPXBh26cor9U2DJWJ/gmhzu5VcTpqXEADOmS3P1NbPkwfM8PdlAUb4eK+UCA7wRWura6U43q7tAIDFAX7PKRWvNTQbKNpEUQwL3xYWRp88+yWDxdKUlM97YugwjOjDx6tzOI92GmcG+OlIMs2rjxnMh8ClOF7/Pwok3pMGxvUY2N3KGnNQDAAQBKb4+fwUH6MdnPlrYlycgP9ekyrmfFHGxZKPWlqbnC40d8RTA4dlmfToxnWs7lpQmCkqQEPDEV8/tkNLblxLHdqLZedwlr18ncd4ZxgiEYfzeN+3az1Bl15vYC6KPqdU/Nqhv23XwlsAAZhJ9f7GGlmEs/JdbPho6EsCebKvj5mmz5osf7W2AoDP1dN52UNCHbZLZ/P6vFGORNzkdLW4XFwU9cIwF8PuToqvHpj+UWSYkaI6SDLPZI65cJFlWQ6K2GlG43Y/WFaZIhR+HBm+oqHZjyCuWO2PDsiMcDl3mS3T/H2Pmc0AMC0q8sPIsByJeK9er3OTAw4dmW91DSAdlyNDtvRPU7nJA519dxHZ3KYRYlgYjwcA6aK+1bbD+by7+W7vBveigYkwzAvDNHdtYFwEAQD31UgiH0Uf9Pf9NTGufXDmj/ExQRzO6w1N4fmFKQXF33n7n3lkATC0+/NPrKUlH3/88ZyZM1d996MuLJLOO+Fe/wFrsRCLluCTp/b5l3pbeHQEduv0HvLhjeHGRQq5BMc+brmrldhkZW+XNYmDu1atIH/+Acx9cAhXhQUDAu80NX9dWw8AA65G5DPSMrQ8vslk8ujy9oKnOviU0QwAhzuNYhzLloii+fxnlQo+imaIhO9HhNpoBkeROofL78z5hAvFFppeFxX+QYtK5XK9Gx5a43CctVinigROBE2j3KUMK2ZoAUHgCPKRzM9N0y6WdbHsEanwr4kTYkJCcyTiJKGgT1aHi2G+1Whnyfwr7XYJjl2Ll16PCB73f7UGuxejiADgEei7y4t4BOWddG/ChwjDZsn8Z8n8DRS1u0O/urEFEJjS3jlh2IRPzx57ZNzYwqsUwZ/mzD398NTAYSPxSQ/ADeGpf4Q5soC3G1sOGnp3EO4e0mJF4MctrW+GBd+ojnZbMI319LFD8VUV3Punuv743bMzztfn+WkPIDYzU1zgKi5AAmT4iLFo2jWJm3AeT04Qx01mIQsA8IysS4oDw7Dq2KTUskuWkyfEsx7tda8gLiecx8szmWfJ/A8ZDMO9JQSCAMApoznfbPktIe79FlWyUDDFz/fLVnWskH/eZEUQGFJ8GQHIFIsieFwll/uNRkv4+KHfbXv1t19NVotvSr+a8OCv6xvWIwTBMiSGpwSHjOrRx/BJhfyZmvoGpzOcd50J7erQ60jySYV8ZUNzPy+vm0WdI/g8j2Lxv497cQYDADmHo7m7NRgA8FAUABw359pIcfwxeYCbZefKAj6PibRweIkWurAHAbdJ3/k1wsOnPXSX1gUAUXzeIIn4T10n3OAievCMMhBFYL2qd1711mAaasmtX5Ab17F6XduDs1zLnh/zw4+PThy/ccr4888tlnRosLGTiEVLkZAwtkNL/vy9a+UL5M4fwNo1oc0M8Hd2GgwV5dChHZl2rQtU2JBcEUUWqZrYGzTuASDXW3zKZNaT1EWLrZvA8UGLKkbA76Soixbr+ugIXwI303S+yfJpVFh7dmYUn+eFYbUO5+jSsg7S/ZNG++POn5k175lqa0Cj0R8+mDhu/FoWfZpybIuNBoAdOn3PKWuOLECIYV+19eZGb2rTZIlFqV7CYqu1zwWYBxE8ntrlvi237v8C9+gMpuB2ibfcDbgoAgC2mxCpPDhuNGnc7vmBshyJ+CmFfPXRQ6uuP+Dt2oZv8wuDudxgLieIyw3mcoK5XI9qtJzDuZNMXTfmyPwXHz8JTU3NPByyeqv5+hPEfLlsY5v6lRBlL72KPsHUVdNHDzL1tUiADH/oUSw1vbTTCFcq1j0wtdDYka3TcO12bEAW9edvxKz5nKefB7ebPrSXvniBKSpwFRUgAXJ81Fjfw8fhpRc9f3fPP/PM+vXrPRePDAm95OvPJyn63Gl87KRet86RiL/XaHfr9DTLjvWRAkCp1XZAb1gXHf5aQ9N0f7/h3pKTRjPNsjMC/J5VKr5sVdc5nIdTE4d7Sy5YrNvbOz5vVdMHrlNxIqur/gJy8pgxZ0xmALjPz2dZbX2qlzBbLAIAMY49IvP/Wt2+Kiy4u9S9zGY/bTJvi4vWukmVy53eV4zegwg+jwVodLp6yUD8C7hHDUzOIYpuSF79U3TNYLd8b/2s1QVzuYPFXapDuRm9KfNhSUn3+/uqXO5mlyvPZNa4yW5CFoEgCi5HyeWGcLlBXE4wlxvM4wRxuME8jpzDudH0yj79mPnkEwBYAHBm/vytW7f26jCwPDhoc5tmU5v65RDlLcbMVFfSfx9kGusReSDxyFw0Jc2zqiu2WsU4Fifks3yej9u1Qxb8aEw8a7ORO74jHn8KDY/CJk/FJk9l6qqoA/tYVfOFtR+/8d3P3Zf97LPPBg0aNHPmTM+mITUj69ihlosF4SPG9lp55kjELMDP7R1RfJ5n2fNRS2sgl1Njd9oY+qPIMK2b/KJVDQBvhYa0udyvNjTNlgV4mnFni0XZYtGvHboOu73XDyPhcOEqUfhJRWCbyz29rPJiRj9PccNihXxzm2ZXh/6Rq4m1TW0aHwKfEeDnWRCm9RWj98CTCqtzOP6/gXUh8L/hInIRj4Hd1EV0M+xunX6+XNY9EQ0fPnzu3Lnbtm3r2k5Mrh819k9d55m0ZBmHAwA0y2rcZLPL1epyq1yuZqdL5XI3uZynTKZePUcCORxPwwQll6Pkck0XCzZ8ck2c8Ztvvhk7duyMGTN6jieMx50Z4LdepV6mVPD6yl8zleX03weY5iZEEUTMno8mpfYMmBRbbf28hAhAtK+UqaY/jIyfcvaUz4LF5NYvyO+2cJ5chsgVAIBGxnKWxILbfW7xk72uf/LkyW4DSx+U4z5xpBbHQy4VYgOyex4WI+DLOZwLFsscuQwAGp2unVrd0iDFhta210KDg7icMSVlboYBACfLrKxtxhHkk6iw7tNtNG2kaCYtAy6Xdu8MCQlJT0+HqwZmp+nfEuP6XyyZUV55NDWJQJAUL+FgiXhjm8ZjYDaa/qFdO18u46NokdXKR9G4mxtPCI+LI0jDDb3C/gXcowYm53CsNG2haVGfovN3Bh6GAoCTvqmLeLDT0ElSvepTvv3223nz5hUXF0uUoQukvgyK1jmcIfmF2+JiHg7wwxAkiMvpQyn2qu01OV2tbpfK5W52ulQu1zXb29tb1/LMoYMzHnywFxHkpRDlT+0d32m0Tyh6MFZZlqm4Qh09yLa2IEHBxGML0fikG2ORxRbbVH9fAPD0xeUz9BqO1wekm5i7yL1xPfn1RmLxc4jUB1wupqqcvlIi0fde0vj6XiMrS0Sik6ER4e1t1OkTWP+sXrdLEQq6NQI+bWkVYOhFqyWIy3kpJOilusZTJvOXMZFPVNUe6DT82qH7OjbKv8cc+LtO72IYYvZjVFMje/I4AISGhm7dutVTI+Nxj000HcLj7kiIGVda/mJd47qocAB4SiGfXVFdbLWleQl3aHVmil6kkHsePMVLiN9cLoVAECWX8z+pCrtHDawr1+xyi+5iThegKADYbz6D/azVRfJ5GTckT3Jzc3NzcwHAW6t/oLwSBUAAeaS86jet/tek2JvFhXrYXu+u6hTLrqu8/OLW63b611a5Vq9AI6LQqFg0Ksaj+50sFEz09fmopfXxQBmGIMCyTFkp9fdBtq0VDQnF5z1xM16/jiRbXC7PQh+VK2iAJ/XtS8NiFhQXxQ7OIRY8RX7+ifvzT9FABdNQCxSF+MsmPjQr/OLlhpZrjRFHXi8gKRiQFfzLD6UYnlFX06tTlADDACBT7KUjyW802jFS7906/W+Jcb936Neq2j6ICBvv4w0An6rahnpL5vXQhwSA7e26AILoAGBXvb3Kiz+Nx4mJieFcjZ0KMQxHEA8vZKTU+72I0JfqGjNFXo/I/Kf7+z1f17ClTfNlTOTmNs1wqcQzaxVZrT2LZfpExP8oFXbPGhgBAGq3O+YuDMyzGr6ZEJKdZvboOz1q6TfD/QG+TxvlX7RpOCgSzhX8rtMpzphPpSXG/MPuGziCzJ8+fe2qVW2arshYsFh033PPYwIeW1tN7f0dGAYRidHoWCQqdqVMMVDf+atWN6NdRf19iNW0oaHh+IKn0Jj4W9zCI+XbZWBBwQDwEOV4k3S9YLb9kXeCKStlrRZgGKbJhY8Yg6akIf4yGcCh9AFZ8xd0trRES0RrMvsFHD9oSE6RXtXBTe+X3rrnNyuXT+ed6GVg7aQbAC7b7GdMZpplCy2WkVJJJJ83uLh0ur/fiyFBnoyfgaQ2xUT2nFk6SPKwwciwbKJAUGa3hwcHJ8muY6ghABK8q2IFAF4IDrpgtiysrk0SClK8hPPlss9b1TMD/Ast1p0JsQBgouh6hzMt5KYLMA8ieLz8/0Wk/h4N03vIHHe5DPNUsDvZvg1sr77TStO961NuwOcxkalCoYWiCQyWBwdpSTKhoHid6h8LQlkcjoPTJs1OS4kND4scOnTPzPtDLpxxDRxCLH6O++Ya4rGFaEoa06qifvkxdcOHNacP0D9/T27/FuFyiUVLiMXP3dq6AKDYYuOhaLyHsM8TIIBwdbq3q0r3evsdOJ8PKIpPmYY/uhBYlmluRHy6njo6OhpbuUq69ZuLE0ZuHT3F1+Wo2/K50921VsEwrDouOcWos9ZU9uS4OBnmksXGQ9FjBtPnreokoUDtJleHhU69UhnB430TF4UA1DicANA9yXTjtfpmhmUf9PercjiUXO5P7Vq4Ad44brpKR0QAvo2LDuPxppZVGijqKYXcwTCv1jfKOZz7/XwBoNhqZQHSbx6j9yCSz2twuv79opV71MB8cYJAkLvMNfO7Es19f6s/a3UpXsIE4e3novMZKSIcu2y1myg6Ly1ZgGLP1TbkFl++hUhgL7As277zR29fn81jhi15c2X7ytWCRx/n0pR17fs0SQKPhyYk41OmcZ59GZsyDURilCKzOzuABaaliTqwhzq4h6mthluWFxRbrUlCAdbUQO37w/3hWyywrKlzltWYadS/kJYNjz+NZedgicnErLlMdSW1a0d37WcnwVE6HByGXiURPJQ2OEavvfD1ZuZqbiNicK4XRV3y9qXPXmM5njKaHQyT7iX8rUNvJOkyu/0pheytpmYDRe1OivfCMJpln6iqxRCk//WRvUKL9WtNux+B++CYGMeeD1Yc7TQ23hB7kOC4sYfGkReG7U6M05Hk7IpqJZc7SirJt1jnBwZ4kiTFVhuBIEm3+x3DeTwbTbffNXvhn+IeNTAUgYCryhz/MfgYBgCuvszATNEHOg03ym/0CS6KlvRPQxHYqtbUORzawZmDJKLTRrPszIXzljvyOk4ePZTa3lqdko6xrFQZYsVwNiKyIXOQt8PevPYDAACapgvy3R+/Q/+1Cw1UhM574v5JMx+fOBOfMg2RSOj8M+SWz12rXiG3fkGfOMKqmntS3YGmmaqKIrUmtaaC3LiOLsxHQyOAL0C4As6EKZ+WF9Ug2IaWrikXjU/Cpz5EFxVQB/cAgKqxgUaQRJcdCCKDSwxgmSeSB2Y21R3f/p3n+IjgkHI/mZBh6MLzcFUx97DB6E8Q43ykdQ6HnEt4oRiKoEc7jT/Gx0TxeQDwRaum0GJVcDnmHln+JqdrYmkFw7LPKRXftXc8E6SYL5dxUXSbpnesxRvHumcwD2IE/O/iYg7oDaubmsN5PIZh+1013SKLNVEouK0O9NVGEP92IPEeXYPBndU13xoeF9HVl4u4S6d3MswthKB7IZzH/Sk+5uHy6rmVtaki4Zm0lE+a216qb8wuKn0pOGhNRNgtzlV36BJPHM2PiAWWteJ4dkIiVNWXqDXTpz1U1d4e1lRX/tlHUXYba+hE4xLwhx7z9H1/md8xu6J6SWK/gdk5wDBsm4qpqWJqq6gjB+HAHhAI0LBIxMuLtZiZhnorSdaOnvqMt4RYuASNiAIUZT59n9V1oLGJ/Xf+OKe18S0MnS0PCOAQAIANyAKLmTq0FxGJj5gsIPQZhGOoQsmoWt6aOiPt+Ok1kQkrLhcd2yMdMfk+ADClZGQdP9DKF4YW5GM5wwHgYKdhtI83yTIsQKvL/YRC/pmqbXV4yERfKQCoXO6VjU2PyQMq7Y5usT0TRU+6XO5iaQ6KqlxuDoIsDQqU4NiD/n7bNNo3QkN6puwl2HUzmAf3+fm8Gqp8p7ElmMfl4+juDv10f4+LaMu8Cce3J7qrwno1BP6/xj06g0Ff0jf/FJ4ooqsvJsfP2o4ssSjqJtzQPvFQgP98uYwBNutiqZmilocoyjL7+RHEB82tyYWXbvyD6Eb9zu8pFE2aOUuoaq71k0cEBvpQ7ktGE1BUVFp6O58f2dpSyxNynnmRmPekx7oAYGaAXxiP21WIiaKIMgQbPppYuITz0utYzgiEJ2TKr9AXzjEVZQiwzsiYGermgSmpaFSMJ+6PeEuApoHPR8Mj366vAJpe0XBNsg4bMQYblEvt3X3aageAsfHxiDKEVTXzBF5b/bzfiUrcpQzPzjt2Ju8UAKQPHuJE0Xq/APrsKWCYVpe7zGYfLfX+vUMPAAEc4qf2jvv8fF8P7SpqfqamnoOgH0eGe3qsAADJstPLKpucLn+CGO0t+b6946kguQ+BA8D8wIAmp+vI9RRN7x41lz3xVljoALGoyekaJ/XepdNp3aSdZirtjrQ7MDBfApfg2L8fSLyHDYzLuUtCvQDFoK9EcwdJHjOY7tA/7IktsVHxQr6DZVIKLwFAnECgGZQ5xdf3is0WePbCnr60a/JOn+zf0lg3ery3SBSla7coQwAg2e0qsVrdH66m/vzNPzzWwuVGqFsar1fSxhHkheCgv3T6CrsDAFhDJ513gtz8mXvNajrvsOdApQAAIABJREFUOAj4+LhJnKeXE3MWoGkDCK1mW0l+8vo17k/fp/7axVRcAbEPAMvoO9DE1AC79dWa8m3q9sIe5Bh8yjQ0uV8pT4CyEBMbhyhDWEMna7UMHpi9RK9ekJSRH6hM2rf70pVSsZdXSWhUuE7LGDqZ8iuHOg0IAIYgZXYHAJgpSsnlfBcX7ZmB/tR17tbpP4kM8yVwKdGlUP90dd1xo2lNRGitw8nFEI+X6BnGUG9JFJ/3zfVeojeOm/pikKIIhHC5OIp4vpOvNe2lNhvNsreNcHgQweP9+2WX966ByTnEXdZc8jEUAG4UdftFq/MEsv7pBVEETvdLEaJYk9M1qbQCAFCAP5PjfoiLpllkSlnFo1eFrD3QG40RR/ZdVIYNyR1e29ggIklJaDh9+niyXlvK5SNhkZxnX+Y/Np+77GUSxWS7d7Q3NvQ8fX6gzA/HPsg/717/oXvNKmrfH4Cg+JRpnBWrOUtfwIaPRkJC0aRU/P7pK6bOHj9hBj59FqpQMpcvkdu+YgrPAQB9YA+IvIBlFzdWxqDwTE39te8CQYiZc5r4AgnlZltb0OAQAPDUp7w3dmyQw/FaWFytj5985/d1zU2C/gOVduvloFD6zIkjBmOyl/DLVjUOiAjDXAy7KzFejGMAYKHppTX1I6SSOfIAuNoC4oNm1RZ1+2fRES0utwjH/jaY5wfKuisGEIB5ctmfuk5dD430XkGObuhI8i9956JAWbPLJSc4m9o0hWYLCpB6ZwYWzuf9+7nme9fAAjkcPUneTPPwTuDpDem+QQJxp1Y31FvSJxvjtvAl8GOpSQjAvs7O95q6apBnywKasjMiuPwfNNqQ/MIWZ9fEe3nnjwTNhD00BwDaqippBAk/sp/a/2cKhqi4fOuUaR7uksjXzzLvSZRheV9tsJlMwLJMYz217w/s43cWl1/aDlirfwA+YzZ35XvEoiVYdo5H1bQnii1WRUAA1n8g/tAczmtvc55fgQ3KBQCm4gr10zZAEALg16IzDlXzjz3FunHcQHBCnHbym02AIMDjeQxMIBJvEfPPS6QHw6JNXB767eag4FC1QGhDUaq+7oi+M1koyDdbAAErTbMA5NVV7hsNzR0k2Z348sYxjdv9an3T8uCgJxXyn7Ud0Xy+naZ7tQ6dKw+gWban/qEEx8xUH8HfbzVahmVfDw3eFBPZXF7WvHTx8pQkzuJFJw4cuJPfLvL/z2A9EcjhsAB34yV6uIi9oogql/uMyfwf+IfdyBR7rY8KB2Bfb2g6rDd0j7YuK31RoEzldEWcL9yqbj9fcD67vrosd5RCJKKPHUYuX6oXeHlHRXOWv5o+cBCLIJear1EoFDGxqokPcGnK8vE7znffuBoMDF+anc0jiM8yh2IZmXCT7LabYcvs9p7FGogsEB8zEQDQxBRi8XNoRBQwTLRalX/m8KgvP3H8+A19/iyr16kaG2kETXQ5gMMhv9mEyhWMqmtIw4fkLtKp3/GVt48cRzC07usv66LjU1qbzwcF62nGI21Cs+yLIUocQTxKiRct1g2t6ldDldH8rsSXmaJNNH2fn++HEWFnTeZGp6vO7pwt8w+5vnONgssZ5yP9poflS3CcYlnr9V4iC/BVm2aKn08ghzMeQ0VvvAaFBW6DwVlRPnny5Pz8/Nv+cBF8ntrlvvPkyn8F966BeaRv7iZS78mT9JrBftHqMASZ6t9bIfQfYalScb+vHwsw6UpFU4+X4ubYqIPJCRwUXV5W4b/vj1L/wCEo6/pgFXX0gNJh0yqC8ZmzEb+AxGAlzrKXdDoAALeLKS0md3wX/PeBOoGX1O1qQ4BYuIS78j185hyf5NQnFPIt6vZbNBMrs9vdDNubS87jAYKwJiMaGo5PvB9YFnCsPSPzR2VYe1sbtXun+8O3+N9u3Hil4FFTJ/7wY+ByMfqOntr9H40dLXM5X9F2mh6ep7SYvNUtAoYukQbwGLrEakMQGOvj/X54aD8v4SmjmWbZRdV1MXzey8FddQD1Duc2jRZY2BwTiSKwXasTYZiVoV/pq1BgfmDAZZu9uzeSFMcA4JqXSFGs1XKmvlaqaV3hsjKlxYc2fmFpu676++eff4bbIYLHYwD+ZcrvPR2mh7tT5vCwP3s5mT9rO0ZJvf3+o8r/nvgxITrxgqXJ7c64WNqW3Z9zNQ8zxleqzu7/y5ZNUpdrWkby1sL81OR+uvTM4I3r2iKjPcfwONwYp73U7SC3fcXUVAFFIv4BWNaQhKSUmj2/hzY1VJ06Fn+VmvScUrGhVf15q/rNHtqDPVFssSIA/W5ch+AEYjYDAKJQIt5SwDB5Y0Png4/GqdrKEmPCW5uLDx8cqtdG2K1kTRni6wedepZhWHUrEhgEAF5i76/4+Diez6GK8iFTH1L+9M2Ck+f2f/G1m8OFEaMCFi/ZkRCLIpAjEe/Q6j5rVRdbrCfTkj0vNQNFTbxczsdQC027WJZk2V+0OhbY6f6+MQI+UCTrcIDT4fkXHI5JDvvqplptaz3F57BOR7bFcqqz0/vCMbfbxTodQJIAMADgNAAAkACW0rJez7qjssr/xIlJYWGpYWE3+8nC+VwAaHA4/82ilXvXwGQcArk7FxEAEAB3D5eg1uEssFi/j4++69GBEMMOpyalFBbr3eSg4tLCjK4mYKzNVr33j9lNNd8oI0tF0sxBY1aHhYxobcoACIuNZw2dTFkpU1aaIvIr9RKzFjM+ahyamIIEdNFhYxY/1/zeqoiq8oq9f8ZPug8AFFzOHJn/hta2F4IVwr5qCy5ZbaE8rifqfR14PNZhAwBAEDQ+iblUyDocKxDqewJ/rk37V0raK02tl7ykZL94praKqa0Gq4V1Ot3rP0TDItCoWCQqZkzusPm7dq30DSgWiWYVV5wo9lSX2OC3X0ZIvb2H5wDAEIl4c3Pz5xVVr4uEg416RqOi7PZv6uqnW60PeAnOaTS85kqd3brbYJCQZCSwLpcT+gpgPI8TehynJBKMx8dxToNAGC6XyyUShMe/ou/cb7MfE4jMBGEgOGacQGP6w8FjPU+Xp2e8w2CvN7YGV9eNZ+nJctmI2FjB9foCoVwehiD/8jLs3jUwLor6EPhdK3MgJFwzsB3aDh6K3ud7V/5hN2IE/O3xsQ+WVV602BZW1X4VJKNPHbNdOCsGtFLkveiR2dkEd2TplZUNzdKq0hAuT/7bT+7WFkBRNDwqhc//w0uCLn4Ou8FmApevML27Mjzv74YAeXjmQAB4KSToW412q7p9mbIPanKx1dZnrSHi5cW2dy1s0MRk+txpRCAUFBesGTzi0Yqag52GJp5AQrkRqQ82IBsbkA0s6175Iku6WaOBOvk3HNkPHO4GZYjC2Pl2S+OJk6d6XvzYz9vd0UpwOic67J1XF0vd3vwSAJrgsHw+MICwtAqQeqHIWyiKVyoQHh/4fITHB74A4fPh6maDyx1/oWhbXPRj8gCTw/nY+YtTKFclRdcBj/YNAl8AgIEO2xKR4PH+/blH9v8wacyrp/PVJjMA4LPmKIYMOZWZdqKmZq/WthfBvjJY+WcuDHfZJ0hEk6KjQwMCAICD/g+KVu5dA4MuMsddReoRBMgea9qdWt0kX6n4Dgry7xBT/X2fDw76RNW2Vd2ecmTfY22NBcqwgS0N6scW4lJpanOjyqieTGMpnR1nvf2kMuWIwUPR+EREIEy7XOrUWypbVUlXM8vdILhc7rKXyE/elf2+vT1QLgsOjebzH/Dz+aSlbXFQIHF91RPDwiWr7aWQPiRQEYmEVbcBwwCKohHRwOODrx9dWjx78rSNYtGztQ0GnJNs7SG5gSBIeCQY9GyHFh8zEYmMZmqq0NqqVxsr7C7Xj9dfnKZphiKxmNhykc9nekOQRLI6PhYRCDbojG+16z5KjJsXFNjsdKXnF+5MiHusstrJMOfSU3DxTVkUcQJ+lpfwrarqjUXFpTwBoOhfOJfAmFinYzwG2/nikb7SH+IHAwBTdIHMO/FwVuYjv/5Z39gYFBR0oq52qsG2NO/Md2PH3Ocp7m5o2NvYtA+QZ9zskvKapIuXJhDYJGVQOJf7L6/B7t0gB3TVNd+ti0hedRFLrbayG+V77w6syfhOWWH/tmZYtfKZpc9K3l/3yafrDihCI4oL3O+uJL9cixXk/2E39DMb8qV+Y2UhS0W+nj5jqUFBAFCi6bvBnMjXz/zoQpQF7qb1dosZAF4JUba4XNtv6OVT63BYabpPvRfUxxcAGL0eAADD0Nh4sNvA4WDLL38WHVFjd9CAJLque50jwaGs1YrlDKeO7Gd1HdigHHt4hJsghASRe31wYliIEjEamaLCsLxj03XqWgxDo2O347xnDeYnoiPmBQXC1drkE0aTk2GyxF5ZN7Gu34qKJu8/5H/keL7VVs8iF/heUsoNAMu8BO7hOWXjRuemZagp6kmFHACY5kbyl5+A4HCXvczh8eLi4kQi0eR+aZv5+I9c4fKjf3uumRYevnL4sPwJY9XpSd/ysDhgvgIsV6M/ZzSe0Gq3F1zo/LdKV+7pGUzO4VTe0BvuHwEF6G4huUOrE2HYeF/pf2NowBoN9ImjdME5BMNCzhYVnjzu2X+wrpFat/7+BXPQpFQ0KRUNj6yoLI8vLpyUnv6LndzYpjliMOalJQf6+AaQrktmx6ybXD8oLqFm4tTgfbuMn7zPW/luhshrlNT7w5bWR+UBPacwTxlYv75cRNZfDgDQ1gz+/gCAJSSTJUWILJAuutA/NX0Q6cwjeCnXJwNRZTDtsGNZg9n2dsvvO7kMzWNZCkFKQiLwl18d9P47Z1VtADAurd/63EzPKQRDj9CoRmhU9nPH+L6ylWkDVoWFeD5yGQ3Y6ZO/8fmQmPxev6SeNypubNhYVX2UxZu4PAYBEHhJaHKo3XJeIFqiDPwoOkJ8Oj/A/5r2RrJQMFgiBquZ/GoDIEA89Sxc/8jzs7LaT5x4leDLT558aejQ7v0BEu+5WVlzASiaPlVV+YZadw7DZ9lI7GLJIKd1Ap83KSL8Rifiv4h73MCIE8a7dhFZAAAW4JcO3f1+vvzb0a5vC9bQSR87TF88DxwONngoiCWn12/uecDR+qaf4vrFREalKUMEGNZZW+1EscHxCSoO55GK6h3tHSH5hW86bfSrr36hUlX0z3jrrbc8chS9EJ07tKK9LaLwXOPaNREvvPpKSNCokrK/dJ339WgBU2y1BXAIZV9Jc09dM9veNUmicQmAYYifH1NRxlrMgSYz+PEuyq/zLT1aA/ZNn+EWMw/AjaKXohMSps3I9Jau+fi9hFkP/uTlM2XxUrmPD513oujU8S3BkUsdlujWZsTpQElyokY18YDKfXQvGpNwCufOfXkFrVJ1AOCBgQFHjugQ2FhU9IfTXc7lO1EMuF4chk5yWacQ2JKMdJm3DwAsrKr9sUP/XlS4BMc8TPwGp/NQp+Gz6AhgGNfaD4AkiYceRYP6iPWvGDZMc/jIKwQ/ID9/blZWr09xDBuRkKj1050pr8qPDDvXUL8fYBWDrahXhVbUjEfYyfKAEXFxPM7d6vP1vu9/93L/XXjoiHfYx6hPoAAUsABQYLbWO5y9W9H9Q7B6HX3sMF1cABwORMWYbXav08eBZakbtE0fOPM3//xJGkGqefw4ijYTxC8/bMPE3g8HykfKZItLrrz28IOeI/ft23f58uXTp0+HhITceMf46Q9Xd2hCmxoqvtk0cv6T/UVea5pV1xvYTfUAUWUIADB6XdeKk8dHI6JYqwUQhCkurONwUIDfbI4LZmum2IttbaHzz5CXClEA1Gqx4nhJSv9knSZL1Ui43UxTQ0qHBgCORUSPN1vAx4fNGLjQaKcEwi+G55pIcvzBw2MMHa9ZDJiqGUiSKStZ+NX3KmPXAo9Sq/vNmk2t+xwQDsonlC7XCHA+GRU5MDKy15jnB8q2qtsP6A3dbKktbe18DJsjC3B//glYLfjQ0T21U3th3ehRHYcOLWKF/iUlE1NTbzzAw6lnJeJnc3OeBbA67IcrKvdprX8gxKZOqyDv/AiXfYJYNCk2NtjvP6ci9MS9bWBX+xj5/6dpKxRBSIYFgB3aDh8CH3075YZuHDt2bM2aNa2trZmZmW+99ZaSx6WPHaIvXWQx3M4TCG0WqrqySBpwNCHDEhuf0Kw7s2P7tZsOGrJ68kPpFqOjs5NrM09trjcTxLS6CuHVaFtLYcnqHvdqbm7evXv3smXL+hxJzOLnWt57M6KqvHLfX69kDu7VTKzYYltwveLFNXA4gKCsQX9tYAnJ1J7f0eg4+uKFpsSBUrc7RCQ8cORAv7YmVtVMYjjO0AYO90qAPGvBUyMEAtZmIzeuJb/+kvUS6Tg8CeU+7id7oqhof1joWl3nZaH4WNEZOjvz/sraUm8fi1zxbmY6UBTTVK8+drTBeJ1iKVVy6aW2xn7R0dPT+uP4TZ2IbLEoUSj4WtPujeNGinIz7Nea9kcC/Pi7tjOtLWhsAjZh8i1+NQRBvhs1Sn/46Aw9e6SmelB0TK8DIvhcAKhzOD0LQi++YGp6+lQAlmUv1tfvbWreD8gSN7v4SlWqo2gCB50UEpIVGY32eMFrNJq8vDwvL69hw4bxeLevxrjHDayrj9F/bmAANMsyLPzaoZvu73eHQqHnz58fOXKk5//l5eXnDh08+/BUPkGgLONC6BNe4qrkDG5Ccq4icI2XEEMQy+ZNy3jcH3/bRVrMMHwks+z59YDtzh4yx8+noaWZ8/nHzROnZmdllzc1VdbXdXZoC67U9Lpj0ZnT9VMfiAjuYxIDAPnyV83vvBZ2+ihXpogR8Nc0t3oMTOVyd5BkHynmbhA40qMkFE1Ihr92/VVb//bX24x2R2yg/PPhgzOkYgOHJ0EQA0HU9B+ayePknDrG5fEAABEKiQWLyc8+AlWz3kt8SSydgLDbfAI+3r9/tchnoa90oF4zt+BiIWBLFYq1qlYDRUlxHCJijnCEAE/3HEi0j/dbJeehtIDNO8YMH4Mmp8JN9MLmy2Uv1zcO8xabKHq3Tq91k4vaW5iiAsQvgJjfW2euryfGdw3PHXHi9JSm1lN8QYLyOmfSjyDEOHajTj2CIP0jI/tHRq4CaDcY9lZV7nMwn7Pc91s7/Bpbx1HuSf6+Y+PiTv799/3339/1RNHRhw8fDrt5XtuDe9rAPJxrjZtM+U+vgCEoxbInTaZWl/vO+YfXdBEBAKBKrTnR0hqT1s/mLxMplRO8fe5DEDB2gLEDUITh8oQAW59dSs+Y+T1HIATGjuIswINlFWUBPm3V5QqASG8J29oSj6PxMdGQnBzG4e7ff7DnLWZwsaDPP74k9euMT0rMGSq7vtczweUSz7xMffqu7LcfXn1o3rxOQ4nV5tGLhqtCN32Dx2Ptju4txFua76QeXP+ZZ7O8pnZGR0f+7OkOnrAkd9TQUWODORymqoJ0u9iOdkQWCACIxBv4/FYWomyWL0KjF2YONBw98qqPvxRgTULs6qxhvzDI93GR6SKvT1SteUazk2Veq22scbngkdmw/Vpsf/kTT4CfBDraGU0bs2Mb/IwgUh9s8HAse3AvS5sj91/R0KgjKR6KbmrTDCCw5L/+QPh8zrKX7vDn8+IL9g3KGnLuwrjyqjM8Xi9nL5x3G3kpmVS6ICt7AYCbpE5VVe5Tq/ci2I9WF55/EVuwoPuwmpqa5cuX79q169aDuacN7O7ZUp412E6tTsHl5Epu36O1pb39yMljpefO9tpvpOhouxVqOqGmAgD65AUGxSRBZOLTtdUfRsXxadqBYZmq9t8qK5r4wtBvN/V8hhyAyJkP1e3sos+9nTsoOzjonNibyzADz51Ezp08J5Y6UTTVbBTSFBAE4AQXQCMUyazm+3Z+l5A79r1DB3+ovVIQFCEODAnZssHdIzmGEMQ1IV6Xi3W5yZ++BQBwu9lO3W9nzvUcc6vRtFYg/WrYpKeCg8ZwOACAKEMAQZiWZkwWCAB0UQGr1x2LTpxdW34wQPGpgDc+IeHPdn2osfP3Dv0asd/rNWWPyCQgDxBj+ILq2g43iQHrS5E/vfxC68jhe/bsIQhi1qxZ9913n+eOTHU5dfQw29rMduqpPb9Re39DRGIsfSA2ehzgBAD4E8Qkqffh48cFBkNHZNQmYzugKL70BfgnPTH8JZJDaSmDSsrGFhbnDcry6ZEhiODxeqbCaJo22ewGm83ktJscTrPLZXS7zCRlIkkzzRho2swwUSyIndbmNrVOr+95lwsXLtx2JPe0gYlxTIhhd2NgGIpQDPtbh262LOAW7mFBeXlxwYWI9pYsg34Ww1QrFWdLSnsesGD6Y9sT4p5TBo33kV67jtMBPZjE4RWVYHbEZaSF602NOCGgaRNB+JPONrkievL9AMC6XUDRAPB7U3MdLlg2btx6pztHEfhqWBAA5AKwLqfW7ihvbvZRNaUbdHYMPxcYwgsKSvPzwxFECWxNfX14VfnBc8ejhk9qSs0owfkpDI13O5Y0w7qvy6IiOMG6XNDRzppMrN0GCHqjkHicQvFMqPLjltbHA2UxAj4iFCJSH1bVDP0HAkXSR/aTsQk+BmO1xEdIU469u1fLwpMpskAkLqqqnSMLeP1S3p7i4rfttJmmcAoAgfsc1s2DB/mJxZCSOn/+/F63Q2MSODEJAMB0tNP7/mTqqlmzmTpxhDpxBPgCNDHFPXx0+fzHrIWFHuZv27AcYtNm1PeOspdOt8tos5sddrPDaXDYX+DhK0k849z5R3DUwTAmmjaxUERw1Rged/CIGcXMGG7r21NFxAwipkHMImIWkQBLsOC6YQxK5a0Uzj24pw0MAALvTvoGB7AzjJmmH+7LPzxw9kxr2eXU9rYUizERQS5I/bbHJqdkDBwsl3vPmGE80ZXaWv/VFvHw3HWqtkmXy2MF/GVKxWOyAAGGAu86zmikrx+YW5pp+DkxfmBVXRAwBpKKsVg+jUkZFhQMV5uqOFyuF+pbRrgtuYqA9RyxCifQlLRrzwsQCAAADS3NdflnQyuuhKibOzm8iqg4v8yslGGjK37ZHnExf9+pg0/ypcVq9dihQ/GpD/X57KzZRP2wlbVZGXUbIlfgYyZgaQMmDNj39YMP9jwssb5y+qXz3wWEPl/XsDc5AQAQZQjb2gwA9NnTrNl0euK04Tu2bYtLSReLXmvQmqSubempk0rKgGXGE9jQjJzzNBtjswoY2o5im7jYE8PG3clPg/rL0LmLAADsVnrfn1T5ZbDbmcL8Nes/qyws7D5s9YnT8c0qbxdlcjs7XW4zRZkp2kRTZoY1MawFwIigJgQxY7gZw129czAYYNCI8T9iWAXjkrCIBBgRwzRjkIOwUpSVYoyEQL05HDGHK+JyvHl8MZ/vLRRIvbpmPIpiXj1xbAvgRpxAeRA4brz64LXas+XLl9/2Me91A5PfhfTN5cuXrZu+dLhcgblDM4cN9uy0O51/Hv+bqq/N1qpHOO02DDvtJ78UFTc8Z+iwoKBhAHaG8T9z4eVZM2cmR5VOfPAhkuWmp86VB8yVB/xtMK5TqZdU173e0PREoPzpoMCeVZux3lKAFpXLlRkoz6msOo0RHxjUKLDbBV5ilXqp0mM48HbeaTWHuz867vKVEgBooSg3w94YfQkPDgkPDgGA0opy3YX8uLpK3/JLNUJxa3yiXiBatO6LeqMJAH5e92ni22+//vrr185kWaa2mj5/him/7NmBjxyHjZng+f/UadPeeGjGWz//AgDSgABq4ZOPDxmyvyjvHVXbvOQB+1pUE4OVqDKEKr8CVit1/DCWPqBKox7BUN/7BgwNDNpAwcu1FU8g4E/g7ST5iEqdKuBPbG7Y7ytLcbtKeIKY+NvoN/YBgRc2fRYGABRVs2vHiT2Hen3+UN45GN4Vc+KwqJhhxCzqzTLewIoAlAgrRkGMshKMEeOoD5cj4fBEfK6Ey5MIhBIB/1hV1YNG21CW2jZuDIIgBzsN40vLX8jJib0lp75F27G4sOggX0jhfAFDL3RZP80Zytvz1+bNmw8ePCgQCB5//PHRo0ff9uEQ9oaC33sKY3b9oW5VHZh6/51Mxz1x6NChceOuvUrfWLU6LCle1NKUo1N7k6SWwzvtH0iHhU0eMdLbS9zzxCHFpWdMFu25w95hkcTDj44quWKm6AsZ15Iq1XbHOlXbd+1aimVn+Ps9p1R0dy5FTpyZiDB7h+ZorVZF4aW3qi4/3lIbOPIBFkFOpaUMkYhq1erkitoljOujUaO+37f3MaEUACoy02/RuMADiqYvFl10FhWkNNW9uP/I1yVXen7a0tKiVCpZu40pPE+fP8PqOhBffyxrMPjLqW2b8BFjsB4tiJiaqsIfvh0Yn3Fo1HB5S9OYDqMXhh5kXY/aSR3BucQ4uOER1PdbsYyBdEkR8eLr23/6YVinNjhnfASPJ8AxymSsQzASRRUM1YbiwS6HhuCurC9/cfpD/qUVLwYHvXGTspo+QbpcFy4VnW1V57HIOZGkg8OFTz+CPX/2PAb97EsmOQVh2QiXM42l0vm8dB/ftNDggBsqu2+GLefOPuFkXqBdH44aWW13xF4o2p+SMN6nb07PwculL6o0ZXwhCxDkdr4i5C4ZPOTOn6gX7t0ZjCTJadOmHdmzBwCCly395JNPnn/++Ts8t9PheGHFip573lr1puWFpxtEkv3KCEls/JScYY/0lY3Z3Np+xmR5lCHFRgOWmgYAjwfKHy6v8kTtPMfECPhfxkS+Ex66Wa35olX9Y3tHrrf4OaViiq8vBqyOZgEgwMtrAQcdYNRflvrPpd3f4NwRly63ZPdfVlzigxNv5gyCHhyuGofjtgaGY9jAAZkwINPmsJ//42CvTy8fOyrnYnTpJWBoNCEZv386GhULCAJuN9Uz1wwAAGhElC+fB4EKB4KmpGccv5A/ptM6kiNY1z/yweqG9XWNz+fnAQB9qRAbPPQKig/XtJTHJiIADU6nlMA7MSKEIt8uK2qi/TUcAAAgAElEQVSNin6dL1FzuIeEnMH1lfjF89m+QZ7q5lvDYjTmFV/M0xvycE6hWGJHcY7UP8NsmGPS50olPsufy+1hYDk5OQcef6ysra1I017kZi6xyF4Gc3aaobNM6XL2Y8g0LiddKk1XBoX4B9zsjguzB7UfP74S58lOnVoyZAiGIA03BBIZhvng1Km1JNOBcxGesL/D+ml46JC4uD4veOe4dw3syy+/3LNnT/fm8uXLeUlJIA/scJNat0tHUQaGNbGsmQUrCw4EnAhCAkohwHgWO8XFvS54YPi46RMmJd/8jmq3e2ltnQDDNtr0wON71Kof8PPxJfCt6vYN0dexQHwIfEWI8oXgoF+0urWqtgeuVEbyeSgLOugymw2Zmda9v34aEf/l0Jyq46fOcHjRZwssAtFPQsKLLwAAN00DABdBq+yOyXdWQMM0NXDz8xJR9sr1+0PyjjFhYfjw0WhmNiLuESzlcABBWMP17cMxTBQRCQCemvz4zKwTZ/PGGG1PV9VPlfmvwVNmB8oDTv0NDM0iSOnl0ulu14EABYsAsNBJUk8r5M8L+fOs5tM88Sxz5x9C8bfNqtzUdPrc6ZxHHv9ApaZY9sZGJ6qmpryKsjyr7QxXcNlLQiM8ibdvltn0iqFjiCwgq186vwe38MqVK+vXr29tbR00aNCzzz4r5AsyI6MyI6M8n1I0Xa5SFanVxW7mEiDrWdRssoOpxpcqS3O70jhEukScpgiMDgzqmSB+ffhwzeHDLxICn7PnpBcu7LlwbvT9U6KjowFAZzI9c+7c71yhCyE4GP2Q07I+OyvA+06nx1vj3jWwc+fO9drz9LGTMG7C1S0UAUCBxYHlIiyPBX+W8QJWjLLeKOaDYcdTU1tLSrrPlfv7Tx07/tZ3HH7pCsmyuxNj8a2H0YQkwHEA4KLobFnAdxrtBxFhHhWdniAQxNPu+ZTRvE7VVmd3NiD4S3WNS4ICrc0NkTSdJ/Wfl3/h2PChkSdPq3COF0M/3H+Q51wSWACIFPCqe6Sq+obbRRdfpPNPs22tiMR7xbPLdi58qvvDh1OT4p99EY1LhD5plgSHtfZuAyuJSwSDw2IygswfACIHDTlx8vgYi/WYFmFx/EvfwFUIAgTB5J2g5cFGgrOBECAALMC74SHBGnV6s50v8PqrqniMXpsZl/KMn2KmTTfabBqsb7fRdJHFlin2YhmmvLz8dH3dGTd1Rihq4AuBJwkCYojVPI9x54SEpKZkozd8nx4kJiZ+9dVXN/sycAxLCQ1NCQ2dCwAALMvWatTFra0Xjc5LANtY9CObG2qaRBV1qW5HKo6mi8XpclmiMvizUaNVv/664JVX2MaGgwAxL73w/MrX87JzCvgClifyI92v48irw3LRu2arXjfa/+K1/rsICLhhxvfx4TJMosuZS6CTAuVDoqO5N8+N5G/alJ19rW3c29kZqLoVlH1TJQDg9frmKrtjqp/fBIfVrdehk6d2f/R4oGy9qm23Tj9LdtNgca63ONdbrDx2SougG9s0a1Vtb7c1LkUQtVh8mmY/sDtmAfMBgBXFFpWVb0lKBACSYXGWjeHza26e92Tb1fS5PLq4AFwuNDoWf2Qe63YlnD1VvujRby6Xd1jtHQMHfS3lsYbOvq0LAHg8xNHbgLmx8ZxzhVa1GmK6iruDhw4//vehcRZTtdg7veAkyeU1cDirxz+4eu/OQ36BFIIgLMzx9S4pL3uNL7rP7dwyONtvYAb55aeL6ip+w7hP8gQloREp+aeJ5Ky38vIQpyPfy1vH4aAi33ibebTNPIh15cbEhUf9F2rJewFBkOhARXSgoruXYYtOV6xqKeo0FiPIHhb9wklDYxu3XpXkstu3b2d7aON9+vY7yK6/EhDkQ4VsQsp/TGe4Fe5dA1u4cOGGDRuubUdEfjAs12GznGLpr1Duug4jr/18pss+lEsMlcmyIyN71YdnZWW1tLT8MG8OQ7r7ZWWNQhj3li84i5YgQX0swa/Y7O+3tPji+K9JsfT+P4Ev6NnNJEkoyBKLtqrbb2FgHvgBqwVQZQ/4Sq1RXjpXKvLmiiWMwzWpoLAWJeY57d9zBVt1xqxm1YIQpZtlOSwdI+D9oOld5QU0zVwpofPzmPpaEAiwzEFodBxTXUH+sRPsdsRLFBkQsObD+dSeXSvmLvnhxKHH9v2BBAWjYX1QmRGhF6u9oeqMxxcyrEV3ndynfOTYIwf2vKRqmNLe+nxy5uagsAFqdZTN+k5cPwCIslqPOx0mgr+FgMcndEWPiAWL9Zs2zOpQLYlKTo5MNuIEycIBgSiLJOea9Tneopx+aVK/my6N/gtw2FmXC1xO1uUCl8uzqXA5/1975x3YVLn+8ec952SPZrRNmqR77wF0UFoKZQ9RRBARFUX8ufe97nlVnNc9QERAxAmi7DJK2aO7dO+90zY7OeP3R0rpRNBWryWfv9qzT5tvnvd93meorNZ5FjOYjIzF2mG25NB0Fs7O5fF/KxscpLbJali5+HLxjX+S/12BhYeHnz9//u23366rq+vQuJcsv/UZo/XXiOgX5VIbSZ6pqMxoajjGMO/T+KttXezWcxPNxmQ2kezikuTvZ5/kaDSaBydGsmj63uuXztj9I8KQdf0n7LvvH6qxGTkXGID9kWEYw5B52Xho+KD4ndVuirtLystMpr6aZMMixxAJ4ETgT7qrq7vas9y9+Sw2mCx5BJtH0a8mxN/a3ppa13R3ZU2MSGRjgEXT/jxek9Xa18uT0XZSZ0/SZ08xeh3m4UncuByxWNS507ZjR4DDxWMmYX6Btm82EHOvAx4PAJ5QKUOCY2aadOqtG1kPPYlE4kGPhCRSpqnBntfcf7uIwPV6HWMwIMGlSCvDtFmP/3dtiUC8Tqbw/mGbV3P9Hg6+e5YCACoEgjidNu3MYR8WXqPrOknDMaPxBEdwIWkOhRCPopo4nFUN1WaBcL+z8viihVeX/2CxMBYzWC1gsTBGI1gtdtmAxcKYjGCXUN9eiwWsFsZiBsvIuck8PuJwgMNBHI6cw03l8WewOcBlrXCV/1A04MCJwwXdjyL/uwIDgAkTJvSV4/I/fLQcYFFB4baQoCUu8imBAVMCAwCAoqjM6qqj9Q1HGeYLGl/bqSNOZ0WbDckEnuQsnU3TALDHxuDzr6d2/IDkzkM1trKwtMVmfUStmiAS0LXVjLaz/8qvnWWuzo+WV21oal3rc7nkPAWOMxT0mM26nm43o8HVP/B0TMQLZ8+9arSacCwk/8KdSsVzYv5/ekyTPv3M+5efjTYy84YbYHJymcEY1VRHnTpOlxQCQeBRE7CQCLq2ijqwm9H1II0HceNyPCoGWGzbpvVI7IRPTqIL8gDAjYXfpnaba4vPOXWQ3LqRdfcDg74aMJmcBqDbWjCFW//tQg5Hj+N0UQE+MQ4A6iyW12rqm3Kzfujq+NrDn1mzqryhoRzgOwDQU+iJf91r7A4C8j8hMceF4hquAADcMXaivvtuxprE5fimp82MTTkic32jJHebxOVCVWUIQ4HFAhYL02tYzGC19poak7HP5vT+OhJcLmJzgMMBNgfx+cDhYCInsCuHx+/dzuECl4t4POBwgMNFHA6MnNP1hNL9h9jYvl+vv/764D+wcHc1/E8LrD/nJseqT503AXZzYcmmIP++0RqO43YX05MANM3k1lQfras/CsxmwDe06+xjI5vJtJ4rvN3Th+hsRxJpf40d0nZvbW3z4nL+6+8NAHReNvD5mF/goLsLcXyZq/PXzS2venuwRu4FrGGxgLKVarvN5cXOAN4BQVYb+X1nlwvBaiNYMTj2VXOLgaLlh9M6Xn25HAAAPs/NCY6P81o4y9bdhVwVxPzrkdiJyjxr27QOWCw8cgIen4guTh3pmiq6MJ9YshwIVq+QKOopD82XTS1bps+9bffP5J6dRL/ZIwAwLgoAgMYGGCgwPotlFDnRhbkt/kFrG1vWtXUIAXIqChk3dWVxKdXQr+rg7l/x66//xC8AY5gQ1DNH2xbfWDWlvdVd24ZwghGKEIYxOPZ5/tn4xFlpcgXGMEf27PKvLb90BRarVye9hoULAhHG4QCPhzjcizrhAI8PHC7isHt1wru6NqJXwqRJk3Jzcz/99NO2trapU6f+3//9fnj+n+R/faG5P8fqG6aWV7EYhkTYF4F+q0fKgwIAAIZhfjx2bNHunwAgdOqCCr7A26DPPLG/xNnV22IWm03cNQ9Y3NSuJ86aaLo8LsaTywWGsa59CfMPIpYsH3rBMz26+Ky8HWFB9saKw/JRfv5DHT3b3Fxczhz3qyz1fGntq0fSXwbilEY5ta4JIahPTNjU2vrU3DmWgvz+J6b/58XJ3t7QrWWamxizCQQCTKFCMingF78BrTaGIpmKUoaksIBgsJpB10M3NmDevkAQj0mVmyQuNecO8bVaNDASH2w2RtcDxMUIYIoEqxUAZsVNE1CUv75nvYcfxsD8tvrlDbVz2xpfDAj/5Isv9ecGhLEGPfzIGxpFQnenhMAQl9crAIahOztA1wN8AebrD1brWzb6hYAIb5Mh1lm+1V0FHA7i8YDDHdEBcw3wj7FgAJCkUb/U0vxij9kVmDUl5SaaflDtNtLBCCHexe8Of2ASnERJbLTdJ/DWsgu3RcU/Xlns/en7K2Kn6sTyF1SunlwuANC11UyXduj40E6cWBQu4H/Z1HIZgfkIhNDRU200BDfW1yjVqK31TRq7hzJO8vd7zWh4TKt//Ny5rxIT3unuahh4Ym1HR3xPJwAAiwViMSJYTFcn09UJbM6lIZ/ZzBgMmJsKzEYAYOyfWg4X2OwnbcYNGPZmRPwr+WeZri48LBzEEvsyA5A0dfwwksup6Ngas6nKSlZTdBFGZImkBhzf5+Jm/xv9qtC8Vpx3yFn5qVeA3tMLBgosJGHy9Tdeb492HwRdXUkd2EPn5yCl22MS2Y911UXffVeTm1Pqprz//vtXrVo10t/qGuGfJDAAeGHChMNHMo4CPpHAHiqr1NrIywTm9Oh6owqiCHSIZrZMngwJCbb1H28sL9g9ebrgVPqmcxnzYlNeaYJvqmuSGOqxugp/Hm9Qt+/+3OWmeLyiut5iHbYGBgD4OYkBGht1et/uzrPh0Y+ez+ITnP9MTgCARyMj3z54dBNDVOzZ3xAQBHWXCtOrRcIEsZBIScUmxiHhCIXNGMb64VtI48F64HFACADo0mLbhk+JhTcgZ1cPgP8rr/qkqeWJ+x8Xf/6+pa4ue25MmclcZTRWI9taNudnjugR4NI8HvAALoYdcxlmdUNVCIH5hkVgOVkqi+mGiUl6nAhaskR76kRL3yhx6rTtCtVrDS3Peg4TrYZ5+WBrHqAry6j9u6GogPnhV2tNLQBkNjbceeedBEGsXLlypL/ntcA/z3YfTE5yoclMklohEb1YXftUZc1IR5qMBvsPQQhyDQYzTQNCxJJbcKt1bnvzjPgZDTz+icyM36y6aQx1FjBRfc1XziqPg0dW7t2/7uTJkob6QRdcqXBlITS05WkfvhIZADDt7Syabufxt/NErwk59tBsmqZjKQuNIIMvXLjkxmB1bwlRFyfx8udfiE29Dk+ZMaK6AOjcLKaxgZh7HfTNAHEcAHIqK7adO/daenpLRZmJJP1Pn58UGG3u6W46tP8uE/kRjeUzoGWzJ+m63iCYFTy2CEMcDHtA7bZc4RIgEr4p4lZabHc1tIYU529Te2pEooro8KJlNxXk5Lw2b9b98+bMfu99j9fXPu2hea6q5pmR/9SYjz/r3keqps/Jq6ntv33jxo0jnXKN8A+zYABA4OhUVGRQbsHPnd1PaNzerK0nGeZtX6+hngfaZGIQQgzjDrSVZrL1hgSxCMnkxLxF8MuPkRO5DStXR2zfNvNU+vy7H2AsZtsRU7CP7wKGygC01UIzZTXKC6XJlDVZLJrqrgl195CxiBuc5V81tT7j4T5sdhmBIwwYTWebESdeN9kmYORdybMA4POTJ540kUBw1tSW31lXGdWjJdfccVbotKbHVB81YcLk+HcKS5qtVuUI6+bd3T3Y7l96FKptDc1VldU1JFOFYW4G3W6AO1o680QSHoV5MciDstUT7OtFwtLYxOtOHdVZuwWz5wOAIftkC2l5C2PrLLZVSsWznhp3DmdNYXG53uAkdrM5obXFuSKKWr585V3Ova4jZ6n08cgQYt6iFIE8hsV63cdTgOPPVdXoKeoDf5+RnDw66eCcoJ6e3w9NHN/88wQGAL4yyWaV6y1NbT/WN6z1832qssZE0x8P+cdjVrMBw4UU6UpTLIRO9+gSxCIAWOvmGSdz+aowU7VwPnP3A7b1H9vWf4L5BSKhaPqcedMxDADauruPVVSktxuPAfrJytCV9S4llYmkRcUXVjHooFY7a4RYbBbDhGk7LjjJ8vnCkxrlydKSFTX1YqtlbW3FysZqDkUdlikeiIpfv+zmaRiWuHf/Jp6Q7uoAgFKj2Ylhqtraqjo6KnW6KpO5miSrAasm2Eubat7X9SwKi82jkDuDeQMZD/RkjAGAzc5OroFBbjI5ALRabT5nMk0qdULKVJLAID3N5O37GU/MkTjPbGtc5Cx/3tPdi8s5VVd3Y2n5OZwNAG409XJJ3m11lXhiMuF8aRmd6WwHiqKdXXPaeuxlg5/11PBx7PHyKiNNfxHgiw/nSo2IiPD09KypuWTo+kqbXLP8IwUGAMsDA9LaOzbaiLPV1Z8F+N1fWtFNkl8H+fcPM+VarV0slpAicasl0llwpkcHAGVG8wvV9RFRk08f20vu+oVYspx19wO29R/R+dlYeHSfv8vFyclebwgAuvT6Y+Vl6W2mY4B20QAIFuYUzDQbUgT8qRpVjJd3X3359evXU++881B7m3N4+GLvoH8ZejTdXZtry+O72kEgwCcn4/GJmwpLv6fA63xmHJ+nYbEA4NmqeuBwrzuf3U30/jswBtwY5MWgUMQsBtsDFYUdnj4/xce6Ozv33YtpqLOePhquUmMX3YaubNa9KuWnjc2Pu6slcxY2VVZyt2z4KHH2qzy+h9Gwwd9nQ0HBK22dtRgLcLaSobtxvDFlqjXzKMMw+PRZ/f+8TFsrAJQ5SfXN2gkXw3Af1aj4GHZfaYWRojcH+w+N6OXxeF9//fWqVauqq6sBgEiYfMdt1/QEDP65AgOArxITTh0+uh2ImR2dm4IDVhWX2Rjmm+CAvnUqrs3axeZqzCYwmePEot0dnQAwLTefAeaT+FhCgJO7dmARUVhAMD5zPrl5PV1SyDQ2INXgOu8SoXBhVLQ9nEZnND6YX/iNydKKoWcoZKtrEVfXT7aYk/nc7uMn3nz+OQCoBKg8mtHe1JSx9Dpnq1Xr7HpqUsJxiWs5SVafyaokCGBznzNawWgFgoMAGtlsHsMEYnAHC7zFIm+ZzMvFtS/MkjqSRlotTkuWo0HpGBgOADCwBMCT7urPGptvLSotNhrJoKjsroO5JVkcT28A8NuXVsEX4hhrLs58Eh25u0f/UFkl1drCdHYAw4DRAPxLIR1MWwsQrGyEA0CM6NL2e1RKAY6vKi4z0tT3IYGcIf73lJSUkpKS4uJiIKkZ7dqnist2hobBNcw/z8nRnzOT4wQ09UBHZySGNgX5b2/rWHqhpK+lpcRq0bLYAMBYLHFiYbXZsrKwtMFiXaNSTHYS4YlTMS8f8ufvwGxmSotAKAKpzPblx0xTw2XuKOLz34iOQAgtDwvvmjwpzdnpIUQZEXqFxt/8/vv+R1aWln3JEkycMttt0rRpzh5vIzwLkBgxNwA932oGgKUMpYuLjjXqbYDFSpzcXF3vTUycEx4RqNZcCmI2GsmjB/GJ8YPVBb1ODujX4p1kmN86OgkEB7VdkULhgcQEWHwz3tS4u6ICAJQW8308dk9S/J7kKd4ikQDHGQDbvl+RUAQ4ThcOyIBhWluRi0uWwaDisAfNDG9VuHwXEri3U3t9QbFxSMVVAGCz2REREREx0W/ZDL/KXXcePHCZv+e4558tMDGXmxboxwBKzitcLJd+HxK4p7NzUUGRvbSLyGbr4nAAANks9kKTW9vaNBz25wF+AGD3KDIGA7lrO12Qi0dEs9Y8CCIn27rf0Zgbmz1PLt3Q1MLnclNDQ2/y9btRxJ9rNuB6/aAjO9UeL6iUZ90VbTHh3akpeXNm/Tp3zgezZu6alepCkz8DZqZhuYjPICB1PcMmrZDpaUCS+IzhqlzYrQdFAQDFMJubW4POZq0uKY8Xi/gYJrRaVp06o2rXPxESPb+1EQDSOdgncZP4FzvLCHEstqsDFRbgs+Zhvv70hQFFfpi2FuSiyNQZYoaren+ji3xHaHB6V/e8/ELdwEav/bl97vyp2vaHSDBcw66Of7bAACBBrXrNid+F40kZJxa7yHeEBmd09czLK9RTlNRm0bPYAICsNi8Ozz5yPBx5KeUSObsQs+dT588weh0WGYMEAtaaB0DsZFv/MdPUONIdKYpKQcwFg3HK/jSXQ+mRVfWP2VANwsKjBoaNKt32ubpN1Kgm+fo5iwfH4G708qAQWnL2/D1xcQiYBou5wmwmB0bVMN3d1MmMYbueA/RaMIait7W2hZ3Lvr24zJ/HOx0dsYS24aTte50hk2CHM9SS1Jl41AQAsNex6UOI468X55JyF3xiPBYSTtdWM4ZLXxBMWyu4KLL1+gmi4YsuzpNLd4eHZOr0M3MvaIdrqAcACMM+DfBtYfNePDC4zMa1wz9eYADwVHR0KkOfx4gnzpybJ5fuiwjN1Omn5RTIbFaSzWUAYSR5fUEhw4AXh+vPH5DVgk9JQQIhYBimVAEAEgh77dj6j/przEaSJ8tK16anz9+zT5Z+7LE2LQIow1l3Av2bVNg5KTpz7qyMzZv7qoB4eXklPPZoqcjJr6ji3v3DjJHm+3hHULajCC/o0LpZLY0420ozNQNbV1EH9wJOENNmDT0dABgMB4BHS8pvKSxVcdiHw4JDddqZmdl3dxmMGEYA3OHqnDstOVWtIpYsBwR0dQVzcWEQADSVZVO0bS3TZgGGYSHhwDB0Ue8okTHoGaOhQu7SQ1LDtvazM13qtD8itNhonJ5T0DpC5a+Q0LDHOls+lCnzcnNGus74ZjwIDAAOpExRUOR7JuveyqpkiXhvREi1wSAiSSuXzSAwW0x7tFoFi91ms1GDYi9pGmgSAMg9vXUgeu2YSGxd/9G5k8dfOXJk5p590qMnExvaXqLxHoAHgT7gLH5CrTRyuM+lpCyIjBQLBQAgEon27t27e+1/Nj18X0lJycknnzyhcnGx2j7nCORpR9IKB7cV/jE6EjGwrLB4Bk1aMQwASvtlRjLtrdT508TUVOAPjnllAH7r6JyRXwgATgi+8/UQdrTNyi981wYUQvfzud1TEp700Hzf3tlosQIAsNiIxQaKIrdt7i3kyDAeRw+elcib/YIAADlJkErTNw2zuxBzBCIAmCAaUWAAMNlJdDgyrN5iTcnJ773XEJ6fM8fdYry3uo4ZUpLxWmCcCAxD6MzEKIJhbqhpaNHrEp3EX7hIAeAcwaUBTBYrG6FPAn31FHXBMCA5gq4oZYwmPCGJOnuSLi81ms0HCwpeOHPmJp/QQgxX7d25q0fPADyBqCMKWdeU2GPz5vwndfrMsPD/06gNFPVd6+BcSS+pk0rlxmazAWByQEDzrGlP2IzdBGtWa1fqnn1646Xk5QCZdBFGV2KEl5MEADAG+k/DyP27kUCIT0kZdP19ndq4zNzr8osIggAAsqd7eUXNrxjbGZgPFc66lKSPYycICPxxdzWB0Jt1vcEoDF+ACIIuKyYP7AYAKusct7X52cBI/cUPPR4STpcWg80KAExrCyCUjbNGaozUnxiRMD0qrIukpubk1wzXPJInFH7EIU46ydbv/m3o3nHPOBEYAHg6OX2jdrUgNOlMJgCI9T0A0MrhkBjikuSXgX6pEjEGcHpga0M6L5txkqR5+NQ5Seu2bNAcOzWzvftDBrex2Udjpwj4wuO5p9JiIl6aPi0lOLh/8ygfHnea1GnDkLApFkkZB2ZkvT1zZl1kSIRZf5gvcj5z7oNjx/p2bZ0czwb6fZOFS9MYMCUXBcY01NH5OXjq7P71og9puxKz8+bmFdIMPMBj13Z1A0A9hoczcCDQt2la0oPBgX3xJXIW8ZDGbV1ji92wIIGQoSh8+mzqSBpdkEul7bEGBB+Tuegvuiiw0HCwWenyUrB7OMTiTKNpWA/HUEIF/KPRYVaGSc7JLxtSngAA5k1PvbGj5RmuqHWEjp7jmPEjMABYGhCwho3qcNb1R4+1tLS2Gox+YhEFiEPTCWKxhCAC+bwzOj0AdPbodmZnP7F/vzY780OZYl6X8ZaQCTKr5UBp7ll3RWdK0p65cx6ZNcfpwcdAKLKt+5hpHsbnsdpNcbZHn6c39N/IIkl784f+uMlkuXNmf83DcYZ5hMIC9h+saGwGAD6L9W8hrwfDJRRJItTXzpPc9xuSyvDY3vI4x7p7UnIKZuRe6LGRCxGUdHd/bLLWs9kA8LaHOnfalJluyqGP95hGzcbQG7X1YO/hQNNE6mwsIMj23WamSwtzFsLFwlIAgNzUSCqjL+TDJQ+HIWYED8dQ/Hm8jKhwNkLJ2QUFhmESKN+fOMGGYf86dvwKLzhuGFcCA4AvJk8Otph2vvPOrQuv8/hkw2d33Z3V0sYGOik7P6OpWWGz/tLYFLHvgEtm7vXdxobOTjFp81BrcrzUpxcu4M9ZGF5XNQGYvmgJJBSx1jwAQqFt3cdMc9Ogey12ltsruvXfyKJIM4bZm5IN4va4eO2U+EUmXTmHF1BScfe+/TRNvzJpooyiWgkCAHK6ewCAriilS4vxWfMBx0/36GbmXkjOzm80mWJosshg/I0GGkP3iXhNSQkA4MIaMVRAxiIeUqu+bGqpt1h7+zW3NrOuXwYkCVwu39kFAAz95kVYSDhdVAAMw7S11CpUnTbyCuyUCg4AACAASURBVC2YHU8uJyM6XMYipuUUZOoGr1hoPD1f6tFudlYeOZ5x5dccB4w3gQHATadPwq5f7T/baqpX79iFWa1ai2VqSUW6jeoEFADwMRtd8PPcglNIJr95wXWRXl4YhvCkaZi7J/nTt9CvhQISilhrHgSh0Lbuo0Ea42DYCoXL1tY2c7+PKU6RZhy3McNP6Nls9i9z55xUu7jarF9yhc6HM/bl563zUNEIA2C0DBhIktz7G3JT5/gGzs8vTMjKK9brPChbmcWahREuDPOB2rUnZconE2JELBYgBCMvQwHAY+4qDobeqK1nlG4AAE0N5NkTgOFgtdHbv+dimL7f6VhoOKPX0dWVTGdHttQFfs/DMRQ3Njs9Ksydw07NLTgxpALpQwsWROl7Hug22C5TS2PcMQ4FdnDgqkuNtru0ueU6q1GFgQjHAKH/i4u9NzExRKmkLuRjEdGXEkAwjLhpBdPTQ+75tf8VLmls/WA7drebstNG/tx2qasNQZJGjCAvmyYe7x/QNGvaU6SlByfmdug+KqsIpGyQkwOff/Lve9YU5mSvDY6clJV3VquVUFS9jarFWeFAHwjya5qe9FCAP97vgeGyrjkpQTysUW1oaml2dgUAuqaaOn4Un5xELF5K55x/qKZ8gMC8fIHHp7POAU1n8/lyFuHFveqGxS4s1uGosGA+f3Ze4SFtV/9dOIv1mVJewhe9dS15O8ahwNhDkj64OBYaGLwlPNSXx0MAP7S2AwBdVgxmEz4wfxm5KoiZc6nTx+nKAfW9ejXG59vWf8y0XNJYmIAfJxZt6DdKJEjSjOHkFRRieGPG9IbokGij/ihfWL5jOzz6IHy/7ZOvNkZv2Lq2oIjF0O006DBsLgsvnRiVl5I0UzmkRAKOX96CAcAjGhUPw9aaKQCgSwoBx/Hps/CJ8Xhc4guFmfKGS3mfgONYYAhdXAgA2UBcZgXs8kgI4kBk6CSRcEF+0e6OAUWF4ybF3d3e9LrEpaK05I9d/B/HOBTYTTfd1P/XQIVrqFz2dl1Dau6FNpuNhdCG5tb9nV10bjaSuwwt4YYnT8fcPcgfv4WBXV2QUMS65yHg823rBmhstZsivau7/GLxUJy0mfArEhgAKCSyrHmzN/Nw6pOP+m83fbkeB3S/k7A9KX5PYrz/SD0sr0BgUoJ4WOP2ZVsHjWGMtpOYmor4AgAgrruxWCK/+eAuRndpLIeHhjM9XUCwsiyWK/dwDEWE43siQlIkTosvFP3Y1t5/19rp08U28sGCwj988X8W41Bg99577+uvv65WqQBgXtKUL25fwUGoPTF2d3jIArmMhSOaYa7PyespyL3gF9BhGxLmg2HEkhVMTze579dBey7ZsXUfMy29HuebXZ2FOP7VRSOGkzYzjtuuuJRQpcn8q3HInKS4qDsl8ePoSAlxuXQHhOEM/TsCA4BHNCpOc9PTR0/es+/wlqpayq5Jgng5MRWjaXLrxj6VYgHBgFC9RNZqtU34oxbMDg/DdoYFz5fJlheWbm5u7dvuJJe/S1v2ylx/2r/3MqePG8ahwBBCTz/9dH1Dg/mlf+987mmNqwvO0FwMmyeXfh7guykwAABWdncIbNY7WELFybNTc/LfqWvov8iLFEpi5lzq5DG6qnzwxUVi1poHgce3rfvIrjEhji91df66udVutTCKMmPYSE6O/tSYLWuKyx7YtWv16aODdiUmJl6mONwlfm8OZqehpKRn2Y0fnDq3Ke/CqtV39xXJMIrEHyTNomuqyL0Xv0q4XMThZvNFABBzlR6OobAx9ENo4DJX51XFZV80XloBu2XuvFRt2yMMoevquszp44NxKLA+MBcF09pMswbUQrInNT+pbWkSSy6IpctdnTkIe7aqJvBsVvDZrH9XVh/v7qEYBk9ORWp38sdt9uCG/iCRmHWP3Y71amy1m6LJat3doQWKQjRtwonLDxEbLNb7ikqf+/mne37asuN8howiZ9+zpv8Bb7311hW94RUMEYdebdu2bUVFRQAgxPHTLkpizgLq2BE6N8u+l6GoHC7XCcd8edxhrnWVEAhtCQq4001xb2nFe3WX1hI/CQroYHOeS0v787f4H2c8CwwplExrM81iY8wla6DisP0JQlFRpp4Ut0Lh8m1L2zJX57bJcd+HBE4QCdc3tiRl5ytPnltVWpE+Yz7TrSX37RrmygPtWLxYFCbgf9nUYlejCcOHXQcDgGar9cG8C+9++83j33/1Zd6Zdjb7xcnTvZ58bt/nX+Tk5LzxxhvvvfdebW3t5MmTr+gNr0xgVRcGh0FWVVUBgBDH9RSFJ6diYRG2n7YxLU2MXgc2a7ZIGgXM1dW+HhkMwbpAvwc1bo9XVL1a0+tTCQwOeVLb+qmzW1ZW5ijd53+Uf3BG8++CXJVM5lnaVwrA0BTd1yxnTU8Hh7QRETFfKZQEQneXlOso6hGNaqmrM8kwx7t7fuvo3Nne+bXJ/KxvyHMnjv6mdI+NiFQPjMqz2zHbFx/Z1n3Euueh1W6KxyuqmwyuMgAzjg21YG0220vZ2W7Zmc/VlYtI8hel+7ak6H9Nmz77YnRTZGRk5NXWSb+SISLDhHJZxwZu6845r588WYDjBooChFg33Wr9+B3blg32qsBZUufl2vZhL/bHQAAf+PkIMPyFqlo9Rb3p4wUAz86d9136sXt1Xaci6ZH6GI0DxrfAFEBRNEIAYNLrBE69nenmNlQXi8SBrgouQl8G+olw/NHyKh1FPe/pTiCUInFKkTi96+tdaDDu9nIvbW0M2LsjUGcMcpJcJ5ctdJZFX/Tp9dfYbXfe9xRCPzW1rAEwYwOcHJ028rmTJyLzst9orKYA+1bjzY5PuHvCxFF4Q5z4XQtGZZ17Oip0S2WNoanX83n7gnnzdZ3ad1/3DYk65BUAAMDlslautn78Lrl/VzOX18xiR5ZUgs0KrN+J9L0q+kpTGSn6Q38fDp//iYA9ixF+tmvn/YtuGMUb/U8xvgWmBACMAQAwGwy9ArNafaorXvcOmGev4gbwXz9vAqEXqmppBl7sV8Y0RMAPEXgwd9xt+fCtE231L7kq3qpreLG61oPLWSiXLZTLUiRiTq/GPhR89el9qQt2VFYmd3QaaNousG6Senrf3uklBe+2NnWy2Z/5BEdPm3G/n++ovSGGweW9iCRJpe0xh4YZFi7Hj2W84yxNSkqaMGFCdVFh3a5fHs45nVhVmksbIxOTkULJuukW27df90jlABClbafLSrCQy/QD/SM866kR4tij5VUmmv4iwHfm1Gk3//zT82L54oZ6N/XV9eD+p4C/9NJLf/czjBWIy6WOHu4UiWXaDn1EtMgej1eQy+RmPRY2yVUqtdcRQACzZBKagVdq6gwUPVMm6T/9QEIRAiQ7kb58cuLj4aEJYjEFsLO98/PG5g/qm7L1BguL5TUxlp2fc/KLzze/sfbz7PzGw4eETtLdDXWy37avLs1nMcxnAWHBt921aEqSr0w2ii9InT+NeHwsbMSBJXXiKJ2fc11EfANPcF1s7PvXLVCpVAAgcXHxTEx630wFNtUFFeScyMtjKzXioGA686xU25kjc72vux1R5KgLDADixSI1h/NqdV2pyXyds2yKSPRJe1dVeemNISGjfq//BcazBQOEkKsCSCsA2C4GqlN52Uip4ijdBuWtvOLtwcexpytrTDT90cASi/i0mVRBLvnTt9yH/z1fLp0vl34e4Htep/+1vfPXjs4fi9pxhOKAd/JI70zHptW+98hD51fdYvHzf3XClH9dd90r3FHwyA3zfjjOXGaIaDZRhw+c9AnIFjkBw6z1GdzdkxczIU4o2VNfFlZSwF7/4UGfgFgMVUhkX+WcxCOi7YG/cCWrBVfJajcFD8PuuFia6tXsrIfkylUZ6TOSU0b9Xn8743ZyaQe5KpDZAgCkyQAAYLHQJYV4RHS8WHRmoMAA4CkPzWcBvp81NK0sKh3gpcAw1tJbmc4Oe7YiACCASSLhq94euROjquMn/tfPuykza9DVnmMJE5556T9Ll4rHRl0AABh+GScHefQQZbWscvenadCw2UFDMqNFOG5DKHb5bcSDT2a7aRLKi9r0xi/V3ggnmJrKttbWEzu2t7UN6b45GqxQuPwQGri3U3tdQdEdcxZM1HXdrzdbjCM3CvvHMs4FhrkocKMeAEiTGQDoonyw2bDIaHsVt2br4DWu/1MpNwUHfN/afmtRaX9HBXJTEdNnU8fT6ZqqASd0dWkO7lmz5YubqksHXWpJbOzof/kPAsdGcnIwPd3UsfRvvANBKqUY5l7VMG1ohDgOAHqKclYoUx98rG7eojY2572C8w048drOXZqPv5xy4xJXV9cxmkTc4CzfGRZ8rKtnfmHRO2plJU/4xr7dY3Gjv5dxLjDkqsApCgBokxEAqNxspFIjZ1f77OtMz+C0JQC4VeGyJThge1vH4oLiAXko02YipYr88VsgbXR9rW3bJuvLz1jeeIE8dgR6epakJPe/iKu7+7x588b23cBuwYYXGHVwrwWh5zwDSRoRGPqX+zAuBMFFgdl/DZDK2tncZdFTLpSXv3LsdN9hL7/88sGDB8fg6WGOTLonIiRLZ3gSsVZ1tLwpUZSWFP3+af8oxrvAFG4ETQMAYzWD2UyXFuERMQDgx+PJWcTpIaNEOze7Ov8cFpSm7bqhoNjUpzEcx6MnMe2tlhf+ZfvoHTonE2gSCwplrb6X8/p7k954d//+/XFxcc4uLhAz4YmvvnZzG7F32aiB4zBc6U+mrZU8d/pt78A57uoGm2Wyk4gY7v8swDEAMF58QaatNUvmnKZ2P6sYHAB95MiRUX7yi6RInA5EhpYazafdvSQ22wOF4y3Kflw7OQCQ3Jlt/2yZzVRhPpCkvb8eAogbbhrWx0K5bEdY0I0FxQty8n81dLCyM3tbiQMATaHgEGLuokFdj2fNmjVr1qw2m831xFmPkMFNaMcEHAezeehmcv+ubg53q19INE0BDW94ew17tn2IaK8caqToIz26bzTewMCHhsHXlI2q83MQCWLR4aiwWbkXOGx2Gsdl297dy+fOH7vb/cWMcwsGOM4TSQCAsVjp3Cyk8UDy3hY7cSLReZ1+cBW3PvT6WaeONp3Yv+uHDcSuX5jGOiRzJlJmcJ57FSlV0NGByQe36rFjD9K98mj6P8Vw62B0bQ1dkPucb8hLAX77OrrkbGKy0/Btx+xDxK+bWmbkFshOnFkgUVZyuCqD7k2lTO1yqdOKh4fHkiVLxu4lACBaKDgaFUZzuLzurrvWfRUaGjp16tQff/xxTG/61zDOLRgA8FyV0NqMm410dQUx+9JXY5xYpKOoQqMpXHDJvUY3NVAZh5mSYsagB2C4GG5Qql+Vu50KCt8dFS5nEQDAWnqr9eN3ybS9xNzrht7O3nPkCvPB/iTDpqvY9u6sEogqwqJSMcxIUWuUqkEHNFisadquNG3XgU4tAGxpaU8W8V409UzKPTdrUsq/gFz94COzF17/wgsvlJSUBAQEvPzyy56enmP9LiEC/tGosPDEREtOtj1XLCMj44cffhiU3fePY/wLDHd1pQCE3V1A01hETN/2WLEQAZzu0YUL+HRhAXU6g6mqYqwWAEAcNhYQhCckYSFhHICVOv03eYVJ2XkHI8NUHDZSafCUmdSRA3h4FNIMXlz6KwUGOM4MnIPRxYVQWf5CTOKHAX4rCksRgpe93QHAQFEZ3T1pnV0HtF32ypBhAv7Nri4fNzR9YNTeeeAnQOiwk5RBKDZpKhIKIiMjd+7c+Ve8Qv+Hr6u15GT337Ju3TqHwP7XoeQuRR1dmNnsGhCIpJfmElIMe765Nvl8uqWzHSgKACGhAAsNx6emYm4DOhjFiISHIkNn5l2YnltwMDJMw2ETqbPpC3m2H75hP/QvGJgTyfpLBTbQTc8wht2/5EvlXhNiVRx2vsEQyOd92th8oLPrZI/OQtOubNYMqeRJd/VMqcTNoLMdOfiJTG2pr8WTpyF3z5xjxzgIhQgGL5f9ZXR2dv7uln8c41xgubm5y25eUVJRAQDJUZE/L7vdmc+njh2m8rOhvf0ZhqERYFI5FhaJT50OwsEtGvqIEArSo8Jn5hYkZ+cfigr15nJZS1dYP36XPLiXmLOw/5E4Quivm4MNcNNTWefYrc3vTJk5k8eNz8xlAIqNpper66Y4iV/19pgplUQKBchelHvnD9bs88Dl8qaqLdNnE77e1JkTOWJpuIB/RYmeY0NERIS7u3tdv/bwKSkpf9fDjBbjXGArVvSqCwAycnIfnDHt69nTARjAceSmPusXMIcnb0ye7ETgl78OAATzeSeiI1JzCxKz8tMiQ0PV7njKDCr9IB4WOWigyMLQSPlgo8xFN72Boo51dIbt3pnl4rZDJPulrBJDiIWh38JCkiVi3sU2eUxLk+3wATovG/EFxOz5eEKyKDNXj+EAwLS1Zkudp4lH7ML+FyAQCNatW7dmzRq7xlJTU19++eW/8XlGhfEssMbGxgsDcw2PVlRjfn54/BQsPBoAhHqD8XzOeZ0uVTpcf6AheHI5R6LCUnMuTM8tSIsIjUidQ1/It/24lf3gk/0Hiiw0TD7YqEMz0ExSHKt1aU7ByZ6e/6sonmrUfxCXvCnIX8zCb8grvsXNdbas972Yxgby8H66IBcJRcS8RXh8oj0VxZ5zCQDdbe0VXi6Pj1Rd569izpw5hYWF+fn5Uqk0KCjo732YUWE8C0w4pGyLkE0wLS104QWGpDD/wAiBUIjjp3quVGAA4M7hHIsOn5lbkJJTsC8idNLSFdZP3iMP7SNmL+g7hkBjOESss1gOdHalabsOabsfamu/zWZlIfSOWnnLoV9+VHl+npzsz+NNyc4DhN708QQApq6GPLSfLr6AnCTEoiX4pHggLtVQ6M25BMgxmWiE/nwdjj+PUChMSEj4u59i1BjPAhOLxYsXL96+fXvfljtuux2LiKJLi5mss4AQclN96iQvNulArez/sbs8CjbLvjA6O+/C7vCQ2KmpvQPFixXgRt2C6Skqvas7Tdt1oLOr2GhCABFCwR1K16UdCmVz3YHI0MZdO1hWa1vKLH8ez0rTp3t0fjyuorHedmg/XVqEZHJi8TJ8Qhzgg0fCQhzTUzSQtiycYAGE/30ejvHKeBYYAGzcuFGj0ezatasLx40zZ9/9xpsElwMATJeWLi2my4oXlhQvLcqzZOzDvP0w/0DMPwi5DV44Goozi3U4KmxOXuHsvAu7Jk5OKMy3/bCV/dCT9k8wgdCVVJW6PDQDmXq93bF+qqfHSjNKNnumVPKsp/sMqZO9bzJVXUzSNK3rEZw89r1P0H1hIQDwWm0dxcAj1aW27aeQiyux9FY8eiIM6VZuxz5EZNrbskSSMBbBHeEwB38YxPw1/q6/mwaL1e9M5hPu6le9BzgkdrS2v37q1B4uLqkup2uqgKKQSIz5B6GAQMw/CAkvN+k3UNSigqLj3boDUmHctxvwabOIWfMAwOPU+VsULmt9/sjibK3ZckBrHwF2ddhIHoYlScSzpJKZUkm4UDDIwUelp1kP7q8MCnMpKsj9v0dnuqvpkkJNbWsHjutyjxPTZmGRMZdP6FpcUNxNkWkYGVbTlODpuSF8fGY9/o2McwvWh5rDXu2m+Kih8TF3lbSfQyLWSXzeSZYWHHDL7HlgtdAVZXRZMV1a0juGVKow/0AsIAjz8gXW4DGkAMd/DQtZfKFoprY7e2KCb3oaHhaBVBoCoasaIursI8DOrgParhKjCQFECgV3KhUzZZIkJ/FIVuX9999/+7X/NLZ3xKndFjzwwDO6TutH2y50dTclzZnPxtmPPHUluZICHGuwUvqO1lKB6P4rnog6uHKuFYEBwL89NOubWv5b1/hKPyOm5rDdOZwzOt0tChdgc7DgMCw4DOxjyLJiurSYPn+GyjgMLBbm7Yv5B2H+QUjp1vfZ5ePYzrDgpYUlcRRV5SQV/7CV/eATVzJEpBgmU2dI03Yd0GpPdetsDOPGZs+USZ73dJ8hlSjYvzMh/P777x999FH7z2camhrfefeellqJn/+zqQvBans9MvwKM5GFOK6n6BxtNyUXxPytPvrxyjUkMA2HvdpN8WFD46MDjVicWDg0bwVJpPikBHxSAjAM01Bnn7CR+36D3b8gkRjzD0T+QZh/IBKJORj2U2jQrUWlC4Oij5w+RB4+gOECE2/4ekw19hFgZ9ehrq5OG8nHsSQn8Vofr1kySaiAfxlNaE2mqo72Fm1nZ1e3Sa/74oMP+u+t6+jMDJ84687VhzJOqjjsCMGVettFOK6nqEyLFQeIvOKzHFw515DAAODfHuovm1o+qG98yeuSEYsXi36t6rTQNGfYwRhCSOOBazzw6bPAaqEry+nSIrq0hMk61zeGxP2DvvXzuQvDXizMPbV6TUltfQlAx+LFGzZskEgkOoo6ou1O03Yd0HaVGk0IIEooWO2mmCmVTHESczGsTa+v7uj4taSkR6e16AyMQc8y6vkmk9BillpMcovZ2WIWUFQoQOjFh/qto3XQY2YVFZVmZVppZs1w3S5Hwu6mz0ZYEEPzx29xwr+Ra0tg7hzOnUrXD+qbHtGo+voqxIlFVprJ1hvif3eMxOZgQaFYUCj0jiFL6LJiOvMMlXEYCNY6H9+oLVuLanv7jm/fvr0SIdkTTzd0tkutZo3Ntoim3GwWicUkNJtFZrPQaqq3mJ2tFjFFRQBEXLyJGcM72JxONruTy68XisuclVa+gBGKOCKRUChykUo9nOU3BMf8umpV33Mp5LKbaIvH95smOsmM+gkdEpFcckUTKrubPkfoFMMdzRKIDvq4tgQGAE97ajY0t3xQ39RXAnGCSMhC6HSP7vcF1g8kkeKT4vFJ8b1jyLISbW52UVFx/2Ma9+097TvA6W/A8U42p5XD6+Jwa52kxVw+yeODSMQRCUUiiUIi9XV1dhWKnAB8Lnv3O+64o6qq6pVXXgGAkJCQL774AguPvH33rjuaapKPH6ROHDqu8sAnxE2YFMceuccsAAhw3ELTRULxnU4jxmE6+DNcK276/txbWvFda3t1/MS+EMSJmbn+PO62P5eGbDAYBsWOSKWSt77ZwhWIJFKJSir3lMnko7eSa7VaOcfPpLa3HFy6BABuLSzd2tKWHhUWSNkKT2QoC3J9e7RaNqfQL1iRMDk0YPiwo29a2lYWlQLAsfDgKfIxTFu+ZrnmLBgAPO2h+aq55YP6xhcuGrE4sWhPx5/NjBAIBAsXLvztt0v9UZf7eqH2tutTZws5VxomcuWkl5YAhiXIe4eCv3R0yNj4VKkTACgXLYZFiwvLSppOnQgpK5YV5hSJJU2hkUGJyap+qcoAIMQxAMAYiJI4jfoTOoBrU2AeXM4qpeL9+saHNSq7EYsXCz9taGqx2n7XP355Nm7c+PDDD+/btw/H8cU33RQeHrq8MKfonaq2RcvmhIX+/vlXQ3pzKxDcFKUbAGxv7zRQ9B2KAe6NEP/AEP9AG0meP3+Oyjw96cwx/HTGaaXaGjVxYvxkPpfb0NCw8cUX4ew5vlJZp3w/ODh4dJ/QAVybQ0QAqDFbAs5mPufp/rynOwCUGk2BZ7N2hgVf5zzKw6TfsnM8d/3kY9R/Hxq9fNkt/CGr1X+Y2Xv3HeCJbFMSCAKLOp+dZzB2JsZdpiOmtrsn52SGJC87pLNNTxCnle73vfN+bW2tfa+7u3tGRoaXl9doPZ4DO9eoZ9aTy7lDqfhvXWM3SQGAP58nG7mK259hYXSUx5PP/uQfurwg68Jb/0krHrW6f2WIxaMogsB6SDLPYIzg8y/fb1bqJJ42d0H0v5+vv//x7LCY8vQjfeoCgLq6uk2bNo3Wszno4xoVGAA846Ex0NSHDY1gr+ImEp3Rjb7AAEDC5d1x5937ltzGp6j4TV98+e03ZnJIY+irp4XNciWtAPBCdR3DwNOeg4sZDoPZRFeWeVVXTAXaYrUN2tnc3DzsSQ7+DNfiHMyOJ5dzu8L1/frGh9UqMYHHi0Xv1DVQDIOPTc784okTtKEhO7ZuXpF7Lru63Lj45tQ/kVBI07QRw/0oCgC2NLcJcGyZ63Bl5ExGur6Oaayj6+uYhnqmsx0YBnDcJpEFusgHHXulbTUdXA3XrsAA4BlP96+bWz9qaHrWUzNsFbfRRcrj3bb6nh/PngnfuzNk0xdfRk68bcky9mXHdSNxvKwMAGLY+PFuXafNtlzZ6xtkDHqmoY5pqKcb6piGOqazAwCAIJBShfkFIHUq6Sw/cehwTHVpjFq1cvENW7bvsJ94yy23rFixYnTe00E/rlEnRx93l5TvaO+oip9IMoz8+JkvAv3udlOM9U3b9Pp92765qaIoSyInl9yS7Od3tVd46dCRl3H2bplondFkra/9RsQXtTQxDXVMlxYAgMXC3NRI7Y7U7pjaHSmU9kS1M/t2yU6fUJmNp9y9Y29eKZbLy8vLL1y44OPjEx4++q3AHIBDYFVmc+CZrJe8PJ7x1ASfzUp0En8ZeNUf9z/GD6dPR+3b6Wo1/xgVv+rGpQR+RUNTpruLaajbmn5EaDLOM+lB1wMAwOZgqn6KclUMyrCsKyut/uWn2PbmAieZYPaCoFFpYOvgCrjWBQYAq0vKf2nvqIqf+GBZ5XmdvmBS9F9262ad7vC3mxdXlZ6TOmM3rUj0GSZAitF2Mg11vUO+hnpGrwMAPUHkiKRcD8+PgZgfFnFreOhI+SlWsyXjm40TKkpNBF4aHjN1yTLkSFv+C3EIDCpN5qCzWS97e0gJ4v7SCu2UePEVVHEbRbadPD7pwC651fpTTMKqG5bgXR0XFVVPN9SCvS0dj4+pNb0GSu3ulHPBiaZAJG61kabkhJEUcy5tr/hkhrvJeErtOXH5bU7Ow9fTdzB2OAQGAHBXSfmv7Z07woOTsvIORoZeeZGpUYBhmI62ztLSpiNp/j1aEkMEzQAAEgguDfnU8CW7WQAACG1JREFU7kh2yelH0zSRcXKi2XSOx58tleyLGCZGpKGqsmL793GtTYViCWfG3JC48VOn6Z/FNe1F7OMZD83m5tYMbZcAx0/36MdWYDTNtLXQjfVMfR3TUEc31oPFIgQIEImbXJWCznYWMLsjJ9687BZshFFfZmU1A6iDwwZmmNZENosl49tN0WXFATh2Mjp26k23YI5Er78Ph8AAAHx53JUKl//WN0UJ+ZdpGvYHoWmmpZluqGMa65j6OrqpAaxWAEBOTkjtQSRPR2p3pHJHTk6eAHVa7eFtm2/MPnOkrtpp2W0TPYZZPj5YXwvAqsNYShYRLRqQhnz+0AHB8fTJRsMplUf0zSunKVxH+V0cXCWOIWIvFSZz0NmsyWJRscnUMjn2T12LopiWJrq+jmmoYxrr6KZGsNkAAEllSK3BVO5I447U7pcpWbXl6OHkQ/sEFLkjLvmuhYsGmbIb9uz7hS8CgOe8NK969dauaqquLtn+XUJLY5FIQsyYHRaf+KdewcEo4RDYJVYVl/3c1qmjyIq4CT487lWcSZJMc6Pd0UfX1zHNjfamJ0jujNTumFqD7KLiX0XRi6oObea2TQvrKo+6qlxvvi1KfSlxM3hfWgmXhxCmS4rnYxhpsx3dujmq7IINocKQyJRltzrGhP87OAR2iXKTOfhsFmk0/lfudH90FOsyke82K93UyNgV1VDHtDQDRQFCSO6C1BpM7Y407pjKHXi8P/lImw4dnJ5+gEPTvyYkr17Q2+9PfPCojiASxKKTMRFZ6Yc4GYd9DPrTbprwZbc6/wWNoR1cDQ6BDSB89ZqCDesBwN3d/f3331+8eHHvDquFbmxgGuqY+jq6sY5pbQGaBgxDLq6Yyh3ZHegqDXCvxu5dGeXt7fnfbprXUHNIoS7gijd+9GFxcTFERL374vMTqsviWhtLBSJm+qzIxORRv7WDP49DYJf45ptvVq5c2X9L5Y/faUgLU1/HtLcCwwCGIVclpnFHqouKYv9FtWI2pu0XbP5q2Tc/9G3ROInT7lzRGBM7ddkKfPTSzByMLg4v4iX2798/aMvRzV/fkjoN8/JBU6YilQZzUw+t7/vXsGrm7OVbt/XfUt/dcywg/O5b7/hbnsfBFeIQ2CX4/MFx9E633cVesuRveZihcIcsi3Guxmvi4G/B4W66xM0339z/V29v75TU1L/rYYYyd+7cQVvGQYfVcQ/+0ksv/d3P8L+Ct7d3WFhYSUmJzWZLSkr6+uuvPT3/SIeUMSI0NBTDsPT0dABwd3ffsmVLbOyfW69zMPY4nBz/MKxWa2trq1qtRn9ft3IHV45DYA4cjCGOOZgDB2OIQ2AOHIwhDoE5cDCGOATmwMEY4hCYAwdjiENgDhyMIQ6BOXAwhjgE5sDBGOIQmAMHY4hDYA4cjCEOgTlwMIY4BObAwRjiEJgDB2OIQ2AOHIwhDoE5cDCGOATmwMEY4hCYAwdjiENgDhyMIQ6BOXAwhjgE5sDBGOIQmAMHY4hDYA4cjCEOgTlwMIY4BObAwRjiEJiD8QuZ9XzM9A9q6FG4FFW+8d4XDxqG22U9dH/MvWnW4bc7BOZg/GIsKeryC3IbjQ+5OffQeYuYM8weuqWozDkkcEifIvt2h8AcjFvI8sIKz34ffVP+l6uSw/3UqpAlXxRUfjwj9MnTNgAwHXogcum2drrr9Hs3T/JRqqJXfVtJGX5aEfOv0zYApuPr6xNuvWvm6h+Lvv7XO7mkuT7rRHFnv3rzZGlRu2+QEpr3PTsnRCn3mb98btyjGbbe7Q6BORi3GEuKuvyCVb2fcbpm45Nfur19urxqz0013+43uSn0bR00QPe+TScnr15g2HjbPefmbM2rPryi+tUPjpYVV7kH+xEAVGVJg+/itY/Ni3jwt4NPRTI5H9766M9Nl0addkPlV/3p7c8037m7vOIrv+wMUaAfMZJhc+BgnGA3YAEXP+JIMv+D7TJ3U8W59OwOl+VKdbNI226kW3/bUjr3maTyL6fa7ttxW4AQI6cn8l4pzdGa/aY5IQBjWQUrYFlzSbU60AcHQPFvFZ4dcJfSonbfBa1bnmdW71jiLcSUSVEqW4AzIo8Vtfter3RYMAfjFWNJkdYv6KIBY7qLfnxmhqfcO2n1R2f5Af4ipdpV29pa9cO3PUtXRbafOM1OSVFiAEB3aS1CXU2VKsifACArS+o8AtVVZUYfP/EwDaPolqIy52CX3Gw6Nt4NA2D03UafYP8+A+YQmINxSu8MrLenNpnz3oM/er2b1d5du22Fe0CQL8tVrehpPrF1h/C2Fb5YV2ePk0yKAQBZcOScd7ykRucTIEVAN588bfXzaS+pUgb4DjfcI0uL2n0DBTq91FmGAUDPiaOV3oEKrHdmhjkE5mCcYiwp6vDydbZZLBaLxarNy+uJWzjdkyn6+j+bdb4BQsRyc6MPfLDf784bFAhTeavLM463k92Z7z21K/q+uXirzmK2Wut+eemDM5ogz9qyNrWnHAHTUXQ8p7GfR95uqIKVGkV9ZpaW7Dj21hu7pIGXDJhjHczBOIUsLyxu2ny9E5fL5XJ50rsqpwTvXhE26aZ1THyC7cj+HBJ3UwsrbFNXzxABIPkNT63u/HeEZ+xDpcu3vj/PK2lRRNoK75A7z7lGhgT7i8Qy5qeHnzlmbdv+2NL3s/utq/UaKun8R29vfjzMZ8Z7JRzXkFBVnwFzdLh0cK1Clb418wH+hn0PeP9ZK8N0lWW1OscESBGV/0rSc+47f1nlcnG65rBgDq5BGJu5/fBHu/0eWek1CgqgSjfccednBV1t5z9+9gevW69z7ucMcbjpHVx70NVfLEpe7/7e7jlOo9FJnoi+4zH/u5Yl/uKZcPNnHyyR97+mY4jowMEY8v+QXbHTroW/qwAAAABJRU5ErkJggg==" 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" /></p>
+</div>
+<div id="hive-plots" class="section level3">
+<h3>Hive plots</h3>
+<p>A hive plot, while still technically a node-edge diagram, is a bit
+different from the rest as it uses information pertaining to the nodes,
+rather than the connection information in the graph. This means that
+hive plots, to a certain extent are more interpretable as well as less
+vulnerable to small changes in the graph structure. They are less common
+though, so use will often require some additional explanation.</p>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> graph <span class="sc">%&gt;%</span> </span>
+<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">friends =</span> <span class="fu">ifelse</span>(</span>
+<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>    <span class="fu">centrality_degree</span>(<span class="at">mode =</span> <span class="st">&#39;in&#39;</span>) <span class="sc">&lt;</span> <span class="dv">5</span>, <span class="st">&#39;few&#39;</span>,</span>
+<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a>    <span class="fu">ifelse</span>(<span class="fu">centrality_degree</span>(<span class="at">mode =</span> <span class="st">&#39;in&#39;</span>) <span class="sc">&gt;=</span> <span class="dv">15</span>, <span class="st">&#39;many&#39;</span>, <span class="st">&#39;medium&#39;</span>)</span>
+<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a>  ))</span>
+<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;hive&#39;</span>, <span class="at">axis =</span> friends, <span class="at">sort.by =</span> degree) <span class="sc">+</span> </span>
+<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_hive</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">factor</span>(year))) <span class="sc">+</span> </span>
+<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_axis_hive</span>(<span class="fu">aes</span>(<span class="at">colour =</span> friends), <span class="at">size =</span> <span class="dv">2</span>, <span class="at">label =</span> <span class="cn">FALSE</span>) <span class="sc">+</span> </span>
+<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="focal-layouts" class="section level3">
+<h3>Focal layouts</h3>
+<p>Some layouts can put focus on a single node or a group of nodes by
+defining all other positions relative to that. An example of this is the
+<code>focus</code> layout, but the <code>centrality</code> layout is
+very akin to it:</p>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;focus&#39;</span>, <span class="at">focus =</span> <span class="fu">node_is_center</span>()) <span class="sc">+</span> </span>
+<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>  ggforce<span class="sc">::</span><span class="fu">geom_circle</span>(<span class="fu">aes</span>(<span class="at">x0 =</span> <span class="dv">0</span>, <span class="at">y0 =</span> <span class="dv">0</span>, <span class="at">r =</span> r), <span class="fu">data.frame</span>(<span class="at">r =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">5</span>), <span class="at">colour =</span> <span class="st">&#39;grey&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>() <span class="sc">+</span> </span>
+<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+<div id="hierarchical-layouts" class="section level3">
+<h3>Hierarchical layouts</h3>
+<p>Trees and hierarchies are an important subset of graph structures,
+and <code>ggraph</code> provides a range of layouts optimized for their
+visual representation. Some of these use enclosure and position rather
+than edges to communicate relations (e.g. treemaps and circle packing).
+Still, these layouts can just as well be used for drawing edges if you
+wish to:</p>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">tbl_graph</span>(flare<span class="sc">$</span>vertices, flare<span class="sc">$</span>edges)</span>
+<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">1</span>)</span>
+<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;circlepack&#39;</span>, <span class="at">weight =</span> size) <span class="sc">+</span> </span>
+<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_circle</span>(<span class="fu">aes</span>(<span class="at">fill =</span> depth), <span class="at">size =</span> <span class="fl">0.25</span>, <span class="at">n =</span> <span class="dv">50</span>) <span class="sc">+</span> </span>
+<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">set.seed</span>(<span class="dv">1</span>)</span>
+<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;circlepack&#39;</span>, <span class="at">weight =</span> size) <span class="sc">+</span> </span>
+<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">colour =</span> depth)) <span class="sc">+</span></span>
+<span id="cb20-5"><a href="#cb20-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;treemap&#39;</span>, <span class="at">weight =</span> size) <span class="sc">+</span> </span>
+<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_tile</span>(<span class="fu">aes</span>(<span class="at">fill =</span> depth), <span class="at">size =</span> <span class="fl">0.25</span>)</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;treemap&#39;</span>, <span class="at">weight =</span> size) <span class="sc">+</span> </span>
+<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">colour =</span> depth))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>The most recognized tree plot is probably dendrograms though. If
+nothing else is stated the height of each node is calculated based on
+the distance to its farthest sibling (the tree layout, on the other
+hand, puts all nodes at a certain depth at the same level):</p>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;tree&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_diagonal</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>The height of each branch point can be set to a variable — e.g. the
+height provided by hclust and dendrogram objects:</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>dendrogram <span class="ot">&lt;-</span> <span class="fu">hclust</span>(<span class="fu">dist</span>(iris[, <span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>]))</span>
+<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(dendrogram, <span class="st">&#39;dendrogram&#39;</span>, <span class="at">height =</span> height) <span class="sc">+</span> </span>
+<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_elbow</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>Dendrograms are one of the layouts that are amenable for circular
+transformations, which can be effective in giving more space at the
+leafs of the tree at the expense of the space given to the root:</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(dendrogram, <span class="st">&#39;dendrogram&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_elbow</span>() <span class="sc">+</span> </span>
+<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>A type of trees known especially in phylogeny is unrooted trees,
+where no node is considered the root. Often a dendrogram layout will not
+be faithful as it implicitly position a node at the root. To avoid that
+you can use the <code>unrooted</code> layout instead.</p>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a>tree <span class="ot">&lt;-</span> <span class="fu">create_tree</span>(<span class="dv">100</span>, <span class="dv">2</span>, <span class="at">directed =</span> <span class="cn">FALSE</span>) <span class="sc">%&gt;%</span> </span>
+<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">activate</span>(edges) <span class="sc">%&gt;%</span> </span>
+<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">length =</span> <span class="fu">runif</span>(<span class="fu">n</span>()))</span>
+<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(tree, <span class="st">&#39;unrooted&#39;</span>, <span class="at">length =</span> length) <span class="sc">+</span> </span>
+<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Often unrooted trees have a branch length attached - this can be
+passed to both the <code>dendrogram</code> and <code>unrooted</code>
+layout to determine the length of each edge.</p>
+</div>
+<div id="matrix-layouts" class="section level3">
+<h3>Matrix layouts</h3>
+<p>Many node-edge diagram layouts suffer from poor scalability, where
+edges will eventually begin to overlap to the extend that the plot
+becomes unintellible. One way to combat this is by only plotting subsets
+of the larger plot, but another approach is to choose a layout that
+avoids overlapping edges altogether. The matrix layout places each node
+on a diagonal and draws edges by drawing points or tiles at the
+intersection of the vertical and horizontal position of its terminal
+nodes. Using matrix layouts efficiently requires that you begin to
+recognise the specific patterns that different network topologies gives
+rise to. Further, it is important to recognise the large effect that the
+node order has on the look of the matrix layout:</p>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">create_notable</span>(<span class="st">&#39;zachary&#39;</span>)</span>
+<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;matrix&#39;</span>, <span class="at">sort.by =</span> <span class="fu">node_rank_leafsort</span>()) <span class="sc">+</span> </span>
+<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_point</span>(<span class="at">mirror =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;matrix&#39;</span>, <span class="at">sort.by =</span> <span class="fu">node_rank_spectral</span>()) <span class="sc">+</span> </span>
+<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_point</span>(<span class="at">mirror =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAMAAAAjXV6yAAAC0FBMVEUAAAARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////zLSJYAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAcpklEQVR4nO1d939UxdeeVwQpKaQBhiJNqoD0YgEEIohSDE1KQKSrgCLtqyiiiFFAivQiQUBQuigoJSAhQBICCBFCGklI393zL7wzZya7m713926ZZQv7/DKfmTs7e++zd8/MnDmFQAA2QTx9A96OAEEaCBCkgQBBGggQpIEAQRoIEKSBAEEaCBCkgQBBGnjiCdrVouar1wB0i6JCxuWpXH/SCTpGKCLyYQErX1Hp8KQTNIoRQ/ZCfSxzlR2edIIGIzGboQ6Wd5QdnnSCVgtihrOikUqHJ50gwyRC6uwEyOlGSPQ/Kh2edIIAcpPKsLyTqle77E8EZaiIEOsoS3mEZUFquXmzIT2rSjf/ISijAyFtbtndfUNtQj6ifEwlJHiPqfliNCGvFpj18x+CXmFi9kV7eyejcN4DP1SdvQwNWPUds45+Q5AOn5QU2dn9G8KZGILllsrmG1gNN+voNwQZnsFnq7Cz+zrsPQ1ixUJR4B5WG5t19BuCYCJ7tJH29r4Xyrqfg8Niq1GJrqz+P7OO/kNQyfTQkMmP7O5+vsvTz++n5bbnqvdJNjVnjawdudh8vvcfgtwEPyIoe+vmTDu6pa/fXazSnL/jR5zLbm/YWeU19B+CzgTTFc0xzW7rqYyJvK1oTmYy6Sf6j6NFWKrZBf8hqAUTr/W1ehXhNDVE0d6TNdfWl+PlvmYX/IYgsQ4q0Oh2HnvVU7TXwPYbV7EIMrvgNwRBCHu0ZwwavTKRgW6K9mbYXlyARTuzC/5D0ErLFYw63mbdflU0b2fN08Vqaq/ZBf8hCH4eOmSXdi9d/IDYMyrtR4fHbKCvn37NoJG/m7f7EUHugR8RdGL8uMPavQxbYqcmqbSfjRu9R6XZjwjC7efXmt3iWLffFc0/s+Z5Kv39h6Bw9og1tXpl4zTVU9H+PLaXKj/gNwSJdVC+Rrdz2CtK0V4d29OUH/AbgqAJKi60ehUiEYMU7V1Ycy2d8gP+Q9Bx9ogHNLsxVWJoqqI5ke7kyCaV/v5DENyN/1a5CVXi8op1D1Was1avTFHr7kcEuQf+Q1D5J881mqcyDVnB1f4R3U7Q8kDHyCHpNvr5D0HTLQ9sbCKrLut+CU6hkqTQekf/IagWe9TqKvOQKjbibDYTxmC5z3pHvyFIrIPs1dp/hb3HQgyWatOXgN8QBD0sNTk28Q8Ssx2+xdLGibX/EHSzKSGNrtvdna2HpgLoYwmp86ONfv5DEOiTk+yVQAwP/+ZnIBnnbIhovyII8nLcMKj/EJRJhdCLd6UP6z8EvcakbXfpw/oNQXqusFA7NHUJfkOQgZ9slWv3dAx+QxBfE78hfVj/IejRxBo1xmgpFB2H/xDkJvgyQYmbE82r+Xv3qLnruAgfJmgklTkjTGfxF0IJCflT+rf4LkEJOGvtNtZbs2q09K/xXYI+QIJmVVbtNH9xGL5LELd0/spYD7bL/MVh+C5B2ewoNTzbWP+cEfSx9K/xXYLgblzPOPPN6dbX+m2Q/gL5MkGPBz5IkGHrxPlqjk9/TZ92Sv63+SBBaER3VdG8lTWvlv5tvkdQKs5ewxTtkay5tvSv8z2CflEYoiLsNH9xGL5H0C0kYoyiPZo115X+db5HEMxmRCil9CFG0E/Sv80HCYKTC79T+yelf/6ZqgGLa/BFgh4rfJCgrAlNuv6sbK74ovXzS8ukf5vvEaRro25rh7v7ydK/zvcIuoCzWH9Fe22HzF/shu8R9BsS1NGyWayDbJ6zOwPfIygHifhQ0d6ZNT8v/et8jyDYGURIb+UJaipdKdZT88JwDT5IEOSfVG5VKcrPnZU/iXkZQY+ElepDIWuFPUuFWBcWl/Ayv+plncWysaCi6mVhFl0qzPMKxPF0Lteu6cVZUZm6+PImgu72IGQQfZo/GlIZQ+9+TW0Ssp0+4GRCWiQC3H+JkH7ZAGebEDJDD/BjEAnaCGCYSUiTv0yjXGxBSBylaEcIqc20H3MJaXiKch5DSA+6QUluTcg4+qbtDSPPMN+gRdVJ/aP0p3mTkM5q5sDeRFBXrsfIC+WanT9QGl+G/7EispSHdxkIj8JYuUJM9+fga9ykGn/+0ihWXyzCu/wOa1kRmounaKQz6J/lIp5HMTmEbuAk5D5MYGUrlZvyIoK4n8kzhoNY9oU5WH4KHbD8q4zwhc5Jwg2BFmL5EXfoJkcrRzkntCFfiFOh/ljug5pcG8LdmptCPJaT4E0stwP+KOSe8q68iKBHeI81xULnNfgQyy/gRSzPc5f26nr+YvWCJVguhD5YnqwcJRGrHWAFlu/DQCwP8nUkKbyORQsR3G0KD+5GdnNvM/JAeVdeRBC8zO5xHBTgzW4W70IKN2l+tpybNA+DYvwPrYYkvHwZ1rAiyjjtl6Ne6EuheDwLW1gRlg/jWdkH9E1ZuRhuC1r3siI0G6axspPKTXkTQVmvk2pj6FST2I7UXkbrOyNJ9C9UCs9/hnS5RmedN596agSdsJI6kpqL6OW99Un9BFouqUk6XDaNcr0reWYuleEHo0kkFfHwRW3S9gJA0ZhqJIa+Iek9SfVZdBY81oTUpSIevgkiz1MRXzrpadI/Q+WmvIkgOmGJc63KHZVFqbd9Gaw0i9Kgs/1p9W2cdxFkgaQEVQ3Yf3vPIFNXE6osGIsO/yZ9J+bVBBlY+Kz3lO3MvbldAeDMPN7UfJmKrrpnpd+FFxO0A+WowhX+ATbPgP1YmqJItGfVJtLvwosJmooMLLBs/hWbXxCrgNmVzU+gumMpPvH3ls0XsXkgX0HT+bwSGM+3hmq4UVfgxQTdZavbcIX/hR4VP8chk/kM1r1vbF/MF4ay4cUEQcrIF8aq+DHnv99hIPM2TR/1wqgbpmbDDz27x0vXuHo1QV4BbyaoJP69deauBYlz52HE559nfmoe7u7BpzNxLrs878MLKqPkLJux2wW7Ki8mqOg5KlTamxjazITMLr7+CTFF2bjBjBPfAfiJXVY6n95hkmy483fhxQRxK01jHFpupRkhNDmmmKSxYk9bjxV1FKNMwssXnb4LLyZoMj7a/Moq14aQMkvzlxew/rM18xf09SXbnL4LLyZoFT7admMdw9zVg3RsjjU288QPaTzxQ4hilDihFXEWXkxQMQsd2ckU/xgD1SUATGFE3DQ232JCJk7EkNqqGCWDaZdGOX8XXkwQlK6d/aN5fOh/FizEuL0HP1iebdacs/yDg6xMXrhALa1B3or3VUwd7IY3E+QV8AqC9vRqP1clpkTy0NYj2VL5QJ92c6jw1X3Vucsqs71WyrDWw1gggSOvtJ2eR7cg33bpvIK+cAVz2vVhth/pI1sPveL6vXkDQajXUCYeus2kclgW12t0N8CsKpMajyke+h8cZc3tdTx90Qww9OBaEPRUCLE/S4I1eANB/NhCsevixxbfwUtYXuVeu7WMl3l4kuUwCMtzfDdfXZ+C1V5cl08WuXxz3kAQnkMQhTKQ64M+ERH8ThSJdVDlZa4PmgOdsDxQqQ/CgECkOd/ckyku35w3EDSaPUpQiWXzLnzE4zitsxVgc/wvGS/zBeMBcb74gJ8vNoN8rMbBCSx3unxz3kBQNn1HglSm4ncIagwftqPlDoCLVKpEmondd/kb8ojphzZSkR5FJVYi57XtQ0Dixrp+c95AEOj//lXVHTd1PwpZw7lDqDYrPn6ySoyy9P1obWC4cAjT8ZSePI7HhzmHzuHu/dZ+ZTRAxyGboDKpHltWYraVql/W2Zt1xBHIJehWD/LUJGlWTFtCSZTKP+9SG1L9I/o77Aon4WYBpB++SUhMtrK7i5BLUEtCzA4aXMRffHq3bC6OYM3fiiBbJj3GW6zaT9J3myCVoH/xnhtIGo27NS+zbObzeE8xjxtPhfQ8uIn9gRTthFSCuCOOZuoGO/G+OkG/Y3MPWGRBUHUfIIgvVWZp97MLZ/CJky2bi9A6ZpU4HzMFpxjKqn0te7sMuQSl0zXJOGk/4sYgEqbi33ShJan2ARXS20JJiJn+Jy+GiiAVCygXIXuaL5F6MmUlbGSRQfVyuRusgGUTVHj8rPTDXwVyjl5Say49/Ydiu+I65BJ0NITuE+9r93MJzL25mzJV37X6dCeiypxLkEqQDm1Fh8ocUolssYu3RCe+i5cNqQRdw3tXnixIBTd/6WDZ7BPmL/zHbSlzSCW4Aflrina08/V28xe01F0jdUgFdGhKpkxfNI81T5P+dXIJKprXqout0LpSkDOlZa9flM26rzq0/1z+ft4r9EHeDPcQZNgzd7W5y1vG55+gP875hZ+hbn7/3HhbocMPzVul5hifvGQpxos+Mn9lLi0qNs3dxN6YvJXzjrDmlKVLJBzzWMI9BDFZFG3KXoFydTnA96z8A2AELaKyrH6aeQ2E/6doRh31PkCvgdDbUM6sFtqXwb/MFG8qwAHCNbOS4RaCTlbdaAuHnGI+E7eHs8TmnjZZqN0tgXkM6gmVwSj4Ecv1Imz/DXjWPUsMtxDEA8WbUlGiZQ/5hz8agQ1YvGrt0/w0Q5GG0NL8hZ9mzNAyf3EVbiHoCN7rPGMdMwuRRxVYtIbTxOaMzFWF4xXtQaw5QrjxjBCJ0NdwTzmSwuMHBamM5xrcQpC+N3sUk5D5k937J8Cd3A4D+nDVVQqZSjDlaYjSvBVTYWwHGMvKVChhyqdmJZDGqqMBdvJ/nGy4R0jrNsR9bp5hKG3+NHQpODFjLtMx6zdP/tRG/HnD9ilL1BQ7Z2fNZvoxw+4pi5hrYMmquFVs+35v8RS00kycM+tvaU9gRGAdpAG5BJUt696fHdRkvdd5uAM+/r8O6LZERZWTNrrTRPuj+Bs2vtx7jXxllFyC2AKHbIbixqy8Zu+nMGztQEVzBlOeROTaOwo6RysjVrgKqQTl4YTSipsL2r9x5JOcIugWPrH9gf9wkqvh3bFcuc91MHyHpd2KM1ziEYWAfRebFe5QVuAT0YAr0IgpRpzIaOc8FeArGUW4EowcSX6zd5S2rHdje3vbDbkyaB+9xwb/AnxMy5ftzuCQyUSWchdlGEbUdhzWcIluRUL+0u7nICRP81l7D+PZS+ouR7xHK47uyVRrv7RTcWxoA4UHD8hPihBYB2lBLkF3+/1fjZkVAKdbkXC26l8fTlqpxOE/346ExtNyaxRpfkLWdxeOfrracPlpEeQS1JZvUjND+KYLN60hinOyXFRc7OVbNPKvpO+O5ROEbEgl6C4+cTSPl0HG8XgZRKGk5vkM3uLxMpReu85B5PaRfvoslSDuiBMlFD6x3HyVrLPshvtuMlj4O30j57uF+Yv0w2epBBlwizFVGFLtgT1YKhQX97F5kzgClGFpyYAG5b0lDWaCXBl0vQ0hw+iKb38YIUsBdwth+5XdjkSyyEjAYvyE7FZedg5ZrxDS07qSyVnInuZzxTueyc1gdKrrG4AH/ABLb+WycyiUvs8A6QSVnE3G7WLen2ph+e1F/umbti4Xnrlh67JcyCXoFP1rtc/mWvsxTm+st9KNeYz1jcqeYEL6usESSB1SCdJjgLrhwsrD2TP6e/jpJdYu5+LluU4O7jCkEsRdkeoKV6S3nBwFw4qRXtYuH8bLimC37oJUgnhon2awG0tnYztzO1+r2QrP42X5FuNWIFcG9eMrv3wMVKcWJ8IelLKIC+SItcsV6D9mIwG6XMglqGBa49bfU+F8440GPY47PUrG2w062yAgc+yzHaWtnjQRUHdowL0ElW1eiqZgWfHL7Il9kLL8G1eWT26BWwkqbEowC89lZr3wrWZ33MSe1Oz2eOFWgrjf8kkRblVzbYcHNy3ceUNOwK0EoX8JWcnDkhC1uBHm4IsEIj/JnEtwK0Hcc/uQ8NzWMmHmHl/yE4G6BrcSdJ/pVjvr4Dh7cu0AdV+ybq47csuFe2exrAWjVjElaNL0cQl2dD888V03GLC4hsA6SANyCdJ923/oUe1uVmDYMHCwuZfz3ckvz5DvIecg5BI0jkmRXdr91IEyPd5YxVCb9dxwWOoQpBL0EGerNk5+mttnRBjrn2F9rZxbcxpSCeIWzs5ammZZrIOmYFV+cmLHIJUgnrhA6alkJzBigMkRbBOOdlDKnTkPuTKI2YBHqOU3sQtH6JYtxORUqWfWwi7Er5MDydN8xpa9yrxNduPB9t1VTm5Orz/v6g25jMA6SANyCbo/9OnQj6R5zv/SnLT1uPZDLkG4K10oaTDus+G0RJMEqQT9h4/USNJo83G0FZJGcxZSCbphsdRzDTNxtKWSRnMWcs1f0OJ5kqTRjiFBidod3Qq5MuhyE0IGSPPtX05ILTf7mGtD9jR/V6YZZdlNu22t3QZJBBnSr6LFT3myQ9FTcy7ZfN1yL3l6Ly+LoCw6vze4CPB3FCHd7H+HZlVRbyjwEUFfac9CDkFvcnW7Hv1G7d4+7bZ92MFzHZ6RcoPOQw5B6MRC7nB/2zB7PzXB9kJnOl5eLOUGnYccgjDgPnnIzVefs/dTs7G7wkq4EgvEqZpnIYcgDNk3AIB5O5Mv7P3UJda7rlWtM9qphdjvk+keyCFI/2mjiCl0xsmbEN5kuf1Ho0c7Bb1i47z1VNeg3h7XdwTUHRqQRFDOhngntt36fSuqqDNuf7/O48c8lpBD0CVm37Jdu19VlLIg4sNNdeYLHOzpad0ScgjCNNa1HHVaX4nTlCnLIxqBtJZyQ/Igh6DqTum2eGCbzyqr/mz+0gIfzdEgrjzft/Egljs0yYolLAtyCNrDHs3hqAeZzDC/hYlWTIupTKHmWUiaxf4cN9IJw5777w9dah7LLCF2rDQXVlkIrIM0YI2gvPmD5jBnrpS4wcvZn+Bw7FvsFdGvfWPsOVoWfBIzkyUfT3/39c/YSeHJUW9uNbAILEPHnHb8Js6Ne2MtmwJ3vhXL5rTS5YPjWBbszDmD5st3Y3YQVgh61JCKg/AsuMLEQk8Dj/60QEw8R6C0KS1C7/HoTx113IB3trA3cNhL4KhQkqDQXg+GXqxMgmx2Vh9tK5zg44AVgjaIGZi75f7N449U1/GZuJuIw/axcMs9xkO1k5ICLNqpD2kdPA3hPW7EGQXnsBoLn9ve7D8mWCHoE7y5SSLA3w7gS5T7PMBfFA9GRp+hv3gGsQ7C900lU6UGGuDH/qpcB+0WvwK+jujb6klYIWifeHLM6UXSeK7yUBGqb7A4kfkGg5gwnWB3JEZfhlWr8f+sYQh+rBAwGnVb/r8lM2E9ceoPKxlWCDIwJWpvHeQ1wb8SnGebrf0Aa2kRfosndOpcBo+Ya9IsgCS2S9jFc8WGpjh6D7eZsFnN8z0Fn+WxY5rkgY4lFnvD0wtrq9P8qVVH2L2VJ3yHFjs5m35gsxakrd6OYvP0ql/ZZd2+eHQLy9uyBkNM3Fy9zQnX46Ltq9F7PmPdJsw9c+m7BHbeYziy6nfHB5OMwDpIA5YEZQyt05idxJztWusF5hK3pXmtATfoizQ/KmwyfTcyRwRHr6CvzsWetdoyR6fdLWv1vU5fpEX1QsebBU5MeqlWazPhof/s2ZDR9N14OD60/iIdwPW+tVqa2cIavmoYPIIuugonh0XNp69O+oBazU0ZjAHiG9cZSl/founhEXOkZ17RggVBupZcOP+LqocrPAFjgyKuXx8CBgycuhLuozw9z1cwkflcv27KipKD3s+muDjL+LTEPTY/hgI8HTL5XGJK3vYGeIML5+JnqwpnXHK01PGUvLIO/u2GBUFJOHN0FYmo54sJ5ojw1ynm0UvaiAlmhkhEvVecahhXvZj2kkw0jtoU6xk8u14kZ90snXU7rKeWYlGHe3aQ142XcYokl7iVsPwwdxqwIIjHoW0tQvRNg1ewTBALnRw8hyCNhKprPLyO5WZxLmY8gOBxaEcYR8U3hlzn5kO1YRuWg4yXm2A9kQcZrG7gS4yXjJcxKBH5owQL8rhP6y0IKsb/zodiNXuIO+CQBzy0Sisox8RDU/kOhOyB1VjegeGsMEWgSxO8VYIlKyT19IDBYYbBHbxsihv0HquGlUMrVg4QirMvjZfnsmpoEc82Kj+8iwYshfQJSkFMKZcLC6lMogue4J8B7nck5LlrAGeiqKx5xNdDH1LxGkf/E3QTm9OVkIZmXqmbaleJM5nfh5D6dI97me7wulJhvSuI/gFN/5WifvSPRyXWdfpX7HCPrlLpH3qUydKxlL6nYXTCuEnlY5vH7tOqmOYrrvKILEVJfEGTc4UHdbp9A1XOFdfvYbU4iRte5Cbxy3dSq2ikS5KqbsMzUvCB9an8AcuSqkYgvXcNbUP0N3isobIrVWMFZ3LTEUP6TfseSiZcXQcVpFYRCoZ0HkW6PIXbtRSm8MtZ6Z5eETsL1wgyTKX/QLMUYBej6VaMvnnb6vBUh3PoP3ArZfFVQqI9bUvnJFwjaK0Q0gIG3Je/I2KZbRHTVRo346jn/rxa7oBrBA0WTAjw2Ssc1olpni+T1gCG8iAOb2K9Aq4R9DY++d7KKl/oNBZvzgSYhOVWwGglJMPlm/UEXCPoN/bgESZDQowMvRSyMZLkKZ7xs242X3Z2dvVWPQMXZ7FtTZ7ubZYvJmtEzYhFVNZc6l6tGZPdPzWr1v0inb4XR9Qc7nVmCfYhoO7QgIKgtHUJTqgU8ndswp3Y7Y27UJ92Ye1hX134WMCSIBa/roHDaRyT2RYuAVA6h6fx/ESdHlugOrfCgiAeYs5hP0g8/Kij5z6rfUV2I0USYp+EBUE8r1MzR0fhkXjTK72e47Ecov05H4AFQeniHXAQzfBjJVwj1o6n+pKW89mzsJRBr/MVjIPAleEMgIl83VjGFLfBDnlteC0sCSr/esBoJ0xvjwyP2Whgtg2DRrKTmoIF/SbflHB3XoDAOkgDkgnaOWoKU2uUrBg+190pnx8T5BKER/m/gq4j0yL75ubUElIJKsTZqwMcwlKZr9oXIZWgSvMXyySQvgypBPGjv5dEwgyrEaF9CnJlEFPBBl8BPCVu7mnjOTmQPIslf7UGT2yOLdvpeYdlKQisgzQgl6CHUxq0+IauqFMGRnY+rN3dFyCXoJeZcF4BDzHYltfFjHQKbohp31RYCdufXM6b4casCMNkDu0xyM2rgdYxsXAdCZKfd9kTkCuDzlDh04nO8+wVmuAfWnvJ03x5YhqW+Wf9ZDMvfR30gK+fDRl+sk6UTFByc7pHLQJICMb88v4AuSG6GvLp/TYKaW+LLe4c3JDjMFJYCb8tc2iPwQ1ZMhuKLM3vyBzaY5Arg9AQfwE8QGPiY1KH9hTkEnQvplrtDyoA/n6B1Pc2/24nEVB3aEAyQfd3HkSjjqtb/pA7sMcglyCWpDjqFg/f31N6VmGPQCpBFejUMgAScRb7UvsDPgA3BP0Phu+wtJql0KcglSDu0NQGIyURMl3m0B6DXBmEcQh2QAkaRsvKcu1ZyCWo4uuXY5gra+7snqOvSR3ZYwisgzQgmaBfpsxhb07F6glLczU7+wTkEsTi95IToGd+uOFSU6V7DFIJKsLZq5NIx+xwyC6vRMD8RQNSCeKe2z1FOmtZ+TU8C7kyiPlKB13k+UMbORHlxAsheRa7sPhrPO85sGDDY4+y4R4E1kEacJGgY70ax5qFxC6c3azDD66N6G1wjaAzTBhHFxnrA1hdO+u1L8E1gsbidPVLZZVnKWzu8k15E1wjaCAysrGyyq06Ql29J6+CawStQEZuVFZ1df3HLqgSrhGkYwGYTHFu4EQoIa181L3ZClyd5tOOZ5tXH/150TcjUFhFYB2kgQBBGggQpIEAQRoIEKSBAEEaCBCkgQBBGggQpIEAQRoIEKSBAEEaCBCkgQBBGvh/N1tzFwKhXroAAAAASUVORK5CYII=" /><!-- --></p>
+</div>
+<div id="fabric-layouts" class="section level3">
+<h3>Fabric layouts</h3>
+<p>Another special layout that promises scalability is the biofabric
+layout (here named <code>fabric</code> to avoid it being ignored for
+non-biological networks). The fabric layout is special in that it
+positions nodes evenly spaced on the y-axis and then draws edges as
+vertical (and by extension, parallel) lines evenly separated as well,
+connecting the nodes. Nodes are drawn as horizontal lines spanning the
+extent of the edges that departs from it. As with matrix layouts the
+node ordering have a huge impact on the final look and interpreting the
+plot may take some getting used to.</p>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;fabric&#39;</span>, <span class="at">sort.by =</span> <span class="fu">node_rank_fabric</span>()) <span class="sc">+</span> </span>
+<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_range</span>(<span class="at">colour =</span> <span class="st">&#39;grey&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_span</span>(<span class="at">end_shape =</span> <span class="st">&#39;square&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb29-4"><a href="#cb29-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>Fabric layouts allow something called shadow edges where all edges
+are duplicated to make it easier to follow all edges originating from
+each node.</p>
+<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;fabric&#39;</span>, <span class="at">sort.by =</span> <span class="fu">node_rank_fabric</span>(), <span class="at">shadow.edges =</span><span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_range</span>(<span class="at">colour =</span> <span class="st">&#39;grey&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_span</span>(<span class="fu">aes</span>(<span class="at">filter =</span> shadow_edge), <span class="at">colour =</span><span class="st">&#39;lightblue&#39;</span> , <span class="at">end_shape =</span> <span class="st">&#39;square&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb30-4"><a href="#cb30-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_span</span>(<span class="fu">aes</span>(<span class="at">filter =</span> <span class="sc">!</span>shadow_edge), <span class="at">end_shape =</span> <span class="st">&#39;square&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb30-5"><a href="#cb30-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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/><!-- --></p>
+</div>
+</div>
+<div id="want-more" class="section level2">
+<h2>Want more?</h2>
+<p>Check out the other vignettes for more information on how to draw <a href="Nodes.html">nodes</a> and <a href="Edges.html">edges</a>…</p>
+</div>
+
+
+
+<!-- code folding -->
+
+
+<!-- dynamically load mathjax for compatibility with self-contained -->
+<script>
+  (function () {
+    var script = document.createElement("script");
+    script.type = "text/javascript";
+    script.src  = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
+    document.getElementsByTagName("head")[0].appendChild(script);
+  })();
+</script>
+
+</body>
+</html>
diff --git a/inst/doc/Nodes.html b/inst/doc/Nodes.html
new file mode 100644
index 0000000..530c811
--- /dev/null
+++ b/inst/doc/Nodes.html
@@ -0,0 +1,501 @@
+<!DOCTYPE html>
+
+<html>
+
+<head>
+
+<meta charset="utf-8" />
+<meta name="generator" content="pandoc" />
+<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
+
+<meta name="viewport" content="width=device-width, initial-scale=1" />
+
+<meta name="author" content="Thomas Lin Pedersen" />
+
+<meta name="date" content="2023-01-19" />
+
+<title>Nodes</title>
+
+<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
+// be compatible with the behavior of Pandoc < 2.8).
+document.addEventListener('DOMContentLoaded', function(e) {
+  var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
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+    if (!/^h[1-6]$/i.test(h.tagName)) continue;  // it should be a header h1-h6
+    a = h.attributes;
+    while (a.length > 0) h.removeAttribute(a[0].name);
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+});
+</script>
+
+<style type="text/css">
+  code{white-space: pre-wrap;}
+  span.smallcaps{font-variant: small-caps;}
+  span.underline{text-decoration: underline;}
+  div.column{display: inline-block; vertical-align: top; width: 50%;}
+  div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
+  ul.task-list{list-style: none;}
+    </style>
+
+
+
+<style type="text/css">
+  code {
+    white-space: pre;
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+  .sourceCode {
+    overflow: visible;
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+</style>
+<style type="text/css" data-origin="pandoc">
+pre > code.sourceCode { white-space: pre; position: relative; }
+pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span:empty { height: 1.2em; }
+.sourceCode { overflow: visible; }
+code.sourceCode > span { color: inherit; text-decoration: inherit; }
+div.sourceCode { margin: 1em 0; }
+pre.sourceCode { margin: 0; }
+@media screen {
+div.sourceCode { overflow: auto; }
+}
+@media print {
+pre > code.sourceCode { white-space: pre-wrap; }
+pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
+}
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+  { counter-reset: source-line 0; }
+pre.numberSource code > span
+  { position: relative; left: -4em; counter-increment: source-line; }
+pre.numberSource code > span > a:first-child::before
+  { content: counter(source-line);
+    position: relative; left: -1em; text-align: right; vertical-align: baseline;
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+pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa;  padding-left: 4px; }
+div.sourceCode
+  {   }
+@media screen {
+pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
+}
+code span.al { color: #ff0000; font-weight: bold; } /* Alert */
+code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
+code span.at { color: #7d9029; } /* Attribute */
+code span.bn { color: #40a070; } /* BaseN */
+code span.bu { color: #008000; } /* BuiltIn */
+code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
+code span.ch { color: #4070a0; } /* Char */
+code span.cn { color: #880000; } /* Constant */
+code span.co { color: #60a0b0; font-style: italic; } /* Comment */
+code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
+code span.do { color: #ba2121; font-style: italic; } /* Documentation */
+code span.dt { color: #902000; } /* DataType */
+code span.dv { color: #40a070; } /* DecVal */
+code span.er { color: #ff0000; font-weight: bold; } /* Error */
+code span.ex { } /* Extension */
+code span.fl { color: #40a070; } /* Float */
+code span.fu { color: #06287e; } /* Function */
+code span.im { color: #008000; font-weight: bold; } /* Import */
+code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
+code span.kw { color: #007020; font-weight: bold; } /* Keyword */
+code span.op { color: #666666; } /* Operator */
+code span.ot { color: #007020; } /* Other */
+code span.pp { color: #bc7a00; } /* Preprocessor */
+code span.sc { color: #4070a0; } /* SpecialChar */
+code span.ss { color: #bb6688; } /* SpecialString */
+code span.st { color: #4070a0; } /* String */
+code span.va { color: #19177c; } /* Variable */
+code span.vs { color: #4070a0; } /* VerbatimString */
+code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
+
+</style>
+<script>
+// apply pandoc div.sourceCode style to pre.sourceCode instead
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+
+<body>
+
+
+
+
+<h1 class="title toc-ignore">Nodes</h1>
+<h4 class="author">Thomas Lin Pedersen</h4>
+<h4 class="date">2023-01-19</h4>
+
+
+
+<p>Nodes in a network are the entities that are connected. Sometimes
+these are also referred to as vertices, but <code>ggraph</code> has
+opted for this nomenclature and uses it consistently. While the nodes in
+a graph are the abstract concepts of entities, and the layout is their
+physical placement, the node geoms are the visual manifestation of the
+entities. Conceptually one can simply think of it in terms of a scatter
+plot — the layout provides the x and y coordinates, and these can be
+used to draw nodes in different ways in the plotting window. Actually,
+due to the design of <code>ggraph</code> the standard
+<em>scatterplot-like</em> geoms from <code>ggplot2</code> can be used
+directly for plotting nodes:</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(ggraph)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidygraph)</span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">set_graph_style</span>(<span class="at">plot_margin =</span> <span class="fu">margin</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))</span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>gr <span class="ot">&lt;-</span> <span class="fu">as_tbl_graph</span>(highschool)</span>
+<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(gr, <span class="at">layout =</span> <span class="st">&#39;kk&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">x =</span> x, <span class="at">y =</span> y))</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>The reason this works is that, as discussed in the Layout vignette,
+layouts return a <code>data.frame</code> of node positions and metadata
+and this is used as the default plot data:</p>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(<span class="fu">create_layout</span>(gr, <span class="at">layout =</span> <span class="st">&#39;kk&#39;</span>))</span></code></pre></div>
+<pre><code>##           x         y name .ggraph.orig_index circular .ggraph.index
+## 1  2.341496 1.3403189    1                  1    FALSE             1
+## 2  2.715361 1.8415074    2                  2    FALSE             2
+## 3  3.316011 1.3054303    3                  3    FALSE             3
+## 4 -2.541228 0.8835075    4                  4    FALSE             4
+## 5 -1.755490 1.9465456    5                  5    FALSE             5
+## 6 -0.356624 3.3315857    6                  6    FALSE             6</code></pre>
+<div id="geom_node_" class="section level2">
+<h2><code>geom_node_*()</code></h2>
+<p>While usage of the default <code>ggplot2</code> is absolutely
+allowed, <code>ggraph</code> comes with its own set of node geoms. Many
+of these are direct translations of <code>ggplot2</code> own geoms like
+<code>geom_point()</code> so one could wonder why bother to use
+them.</p>
+<p>The first reason is to provide clear code. It is not apparent
+anywhere that the standard geoms are addressing the nodes and using
+<code>geom_node_*()</code> makes it clear that this layer will draw
+nodes.</p>
+<p>The second reason is that it will save typing. Since
+<code>ggraph</code> is in control of the shape of the input data through
+the layout calculations, it knows that <em>x</em> and <em>y</em>
+position is encoded in an <code>x</code> and <code>y</code> column. This
+means that <code>geom_node_*</code> can default the x and y aesthetics
+so there’s no need to type them:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(gr, <span class="at">layout =</span> <span class="st">&#39;kk&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,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" /><!-- --></p>
+<p>sometimes there is a need for addressing the x and y aesthetics,
+which is still possible, for instance if a partition layout should be
+inverted:</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>gr <span class="ot">&lt;-</span> <span class="fu">tbl_graph</span>(flare<span class="sc">$</span>vertices, flare<span class="sc">$</span>edges)</span>
+<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(gr, <span class="at">layout =</span> <span class="st">&#39;partition&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_tile</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="sc">-</span>y, <span class="at">fill =</span> depth))</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAIAAACb4TnXAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAUZUlEQVR4nO3deZicRZ0H8F+9R093z5nJNTkxIQxMQiI3EYmBiHIY4VlZOYyAqICi8CSIiyEiKAgrsgqIB8iuILgIRiTgJtEYN66AgIQQkpAEc02mx8yROfo+3req9o+eNEPSPZme7l+Sefl+nvljpt966615k+9Udb3V7yu01gQAPIzD3QAAL0PAABghYACMEDAARggYACMEDIARAgbACAEDYISAATBCwAAYIWAAjBAwAEZWUaWVUkztgPchw/D+3/ciArZy5cpLv3QrX1Pg/eaJB++48MILD3creBXXg9lV9UztgPchn893uJvAzvt9NMBhhIABMELAABghYACMEDAARggYACMEDIARAgbACAEDYISAATBCwAAYIWAAjBAwAEYIGAAjBAyAEQIGwAgBA2CEgAEwQsAAGCFgAIwQMABGCBgAIwQMgBECBsAIAQNghIABMELAABghYACMEDAARggYACMEDIARAgbACAEDYISAATBCwAAYIWAAjBAwAEYIGAAjBAyAEQIGwAgBA2CEgAEwQsAAGCFgAIwQMABGCBgAIwQMgBECBsAIAQNgZA2+aCwWswOVxR4g2dUSGDlpMFtlKqaVawXr9isjMwnTFyz2uIeSmwhbwdp8W5SbiBbYNFiprpB/5MRSaji8ZDpmVlTl3dTR0XGIG3PoFRGwqqqq4OjJxR4gHe4YYK/+WxOdu4nowMKJzt1DOO6hVLCFSiVFa2BUwb8vgzHwCTzyDfDPN2bMmEPcmEMPQ0QARggYACMEDIARAgbACAEDYISAATBCwAAYIWAAjBAweF/QHY+eV3fJ0nRR+8Tbd+6JKnL+unDaKXdulEM5LgIGUEBmxQ0nXv30Xl1KHQgYQI50h9RNDQABAw9zW5bd/NHGUbUT5ty6ujvXE8XeevSajzSOrqlvPHfJyjZFROnff27cBbfede74QHDksecuXrFHkvvmt069/DfhP1wzad5DLYp09PX75k+trW44YcEjG5KDbwECBp6lWh+77ou/H7/o1yufvLLj/v94xSEi0t3PXT//rvZP3PfC6qVfn/jCdYt+mx0Dplf9+Llp9/5pzVNfqXvmquuf6jBnLl71yEU1Z//wreeumWDILY/c9+bHfvrHP/zgtDdvvW3p4NtQxGp6gOEl9OyvXp29eMuXzhktdNNNq569moh074rHlzct2fhvFzYImn3cN//U+MTyrn+9lMgY/ek7v3/V3CDNmfS1Zcc/uax9wTUjqn3CVzWipqKDyHfWLT+68dxRwjUvuvuKDYNvAwIGntWyMzTq2GPqBBGJ6lknTrPWEanQ9l2RP147zri2r5A1q6lVEpF17AeP9xMRGWOObazZvaNF0oh3qzInTG/KVhQIBjJFfIwNAQPPsmzLTbnZ70UgEBBERLbPrrr06Z2PX+Tv22BYtuW2EPkqfCL7kuO4tm2/ty5/wC+G0ga8BwPPmtp0dO/GjW2KiMht2RWSRGROOu4Ya/u2VquioqLCF19x8wW3/W+SiMjd9vbWDBGRbN6wKX3M9A+Up+9BwMCzRp2/YN7b993807+sX/s/37vrqd2KiCh49mc+2f7ADd9e9vc31zz81Vt+N/LEWQEiItX8+OLbfvvaG6sf/PqPWi747Mdricj2mV2tobhbQhsQMPAsMfayh39zjfPIZR86/dLnZlx+jo+ISNRecP+y2yf+ceG5cy99KHb5Yw98ekx26Dh7wUe3f+PjZ1/5RMXCZx+6qF4Q2afMP7/r3jP/5dE9Q7/WjPdg4GGi/szFz65fLB1H2Lbxg74Xq0+8/vFXrt+/qH/Gl5Y+9J3+b7SMCZc9ueMyrbQwbrik7zVzxjf/vr2IFiBg4H3m/lMWxRDGkGY3+mCICEBG9YTjptRz9DbowQDInvvdNXNZakYPBsAIAQMYMqd989bOARfgI2AAQ+S+8+NL5tzyh/hAZRAwgCFRrf99+y9bKg8yxYiAAQyB7l5+5zNHL7pikjlwOcwigmftjujcEgxH6sTgljz5Laow3+2XJlYL88BeKvHy935i3fjkyWvXLBu4NgQMPOvhdRm17/toRncmBrXiaWRA1Fa8G6nbzvAF7f0S5mx48J7Qgp+fU9u79mC1IWDgWTt6XVn8KsK9Cdqb6P+Cb/8Sas+alS+u3HbaUd9wo51h84TPB9f/16eq89eGgIFnaa10SbeEKsCYfMOa3huISG6+Z+5tk5YXTBchYOBlShFHwIqBgIFnaa1ZerAcs2nxiwe5AQ4CBp7FNUQsBgIG3oUhIgAf9iHiICBg4FkYIgJw0hpDRAAuWpWlB9NEQ79pAAIGnoUhIgAnXY5ZxNJqQMDAs7TWWh3mLgwBA+/Smg73GBEBA8/SWpV+IazE/REw8CytFIaIAHx0yT1QqRAw8Cz0YACchtckRywW69zwZyLad2FbE5GSDpEQQgjDtAI1B+6V6g51bogQCRKU+21zJVPdrZ0bI6SJhFBuRslMrHULCRKGte9AWis33rZNSYeIhDCFYbynDUpl52INwyRh5HYiIq0kaU2khWkTEQlBmqxA4U+fDlU63BZr3UJEwsw1u+/8yHQ8EtqcPT8ksqsCBGlNWmmlNJEwDCGM7Pmx/NVuMmIFaqSTFIZpmL6+U7QhkjtjMp0wbFsY+Z9mkN19gKa6yWjuDGQLH3SXEjmxrnS448C2uclIR8epfMelMk1ylDjILCJgVVVVNROmZb8Pjj6KiLRSyd42mU6SlqZd0XDyBQfuFdm9KdHZnNslq2byjP5bc5tSve1uKqHctFUR6H8gJZ1Ub6dMJ4i0afv6b3JSsUy0R6YThmUbptn/QJlodyYRkZmE7a/M7ZI7dBnt/r9fW4EqlUlZ/mD/tu13fvpvkulkOtrlphOGaRqmlWtbZPemmskzeneuD46e7KsakT1F/c9Y9zuv1UxqKvRnom3t8rz/CnkLZI910F1KlKt/vwNFdm8aM2YM33EJQ0QAXloNpyEiwPCij4APhCFg4FlHwhARt84G79KqHF/5as5s+cXVs6dNGPeB0z//y62ZAZqAgIFnaa1K/8pbcfezt/+o4vZXW1peXpi857vLB3i+CoaI4F1818GmXXLPyeeMNMxwXXXFgMdAwMCzLj6pIff9rq7Eqzt6BrPXCZNqj22oGrCIqD/l4nPl5gfOP/+OvwaueuG+ysJFETDwrN/8PSSLn+RY19yzrvndKF5+2oT85cymG1/YOP/5RRcuvHfd2rtOKpAkvAcD78oOEUv8yjPL4a598IafveUKq+ro+ZfMie3YWfjBSAgYeBbbJIdRrzb95xOv9GrZuWbZaxNPnpl/4RoRhojgZVyTHMYHrr778i9cN3Ncp3XUx5c8+uXGwo+5RMDAs/guNIva2TctXX/TIEoiYOBZZVpNXxIEDLxreH0eDGB4QQ8GwAk9GACfI2E1PQIGnlWeISJunQ2QH4aIAHyG2U1vAIYZ9GAAfMoyyYF70wPkh+tgAJwwRATggx4MgBN6MAA+WMkBwAhDRABOGCIC8MFKDgBO6MEA+Giltcp7W6iiailpb9y2DTyL7bZtRM62p64/q2liw1Gnf+EJPPwB3qfKc+PRPPV2/XbJv8dvXNPc8uKN8buXLN1buJfDEBE8a6AuqCSyZWd07mUXjDVtfc68Kfe/0yppVIEkIWDgWV+ef4rY9/2Wlr2r3tg+mL0+PGPySdPGDVjEOmHx8geJiBIbn3xm16yFUwrHCAEDz/rJ86/K4ic5Xty468WNu3I/Xjxnet5iuveNny/64n3Nn3z4mU/UFK4NAQPP0kqVYRYxb83hv9z6iUU7LnnopUfPGF34vtmEgIGXcV0Hk1t/9p31n1n6wlemDhguIswigoexTdNHX3vpb6u+NqMqEAgEAlUzl7xW+PFF6MHAu8rTgx1YQ92VzyeuHNzOCBh4Fts0fREQMPAsvkmOwUPAwMPyPgD2kELAwLO0Rg8GwAcfVwHgU55JDjz8ASA/9GAAfIbZNL3P58vEekgIIrIrRyjpaDfjRLulkyZSaSlDLz9LRCRIaJ19g0lEyskIwyASdlVMS0dJN9nZHG7eJEgL09KalJuxqyJaukq6mWiXzKSUdKWTEpQ9UJ2SrsqkMrFu5aSJhDRNIkGCrGCtlq6bijnxsHTShmntO9DI7IEysR6Zjisnrd2MJiEEKSUjoa1EWitJpImEMM2+MYAQRCS0UkoSkRAGCUMIQdQ3SNBaaqWIhGFm18cIIiKhtaZMtFtLV8uMctP5z49WruXLruy2gnVaOm467sTDykmTMAzTIhJK7YqGtmaSkXDLpkykK9z8luULEpGwfCQo2rpFa9JKpiOdsX/+w6jwE4n+f561coko0RVy06l9vw2RzpKmHTAsi4gire/IdIqINGkn2h3evSnR2SLTSepbdi60JiJtVQSkk9l3SomI3EzK8vmJtEynzQq/m05aFYHB/LeJtG51kjEinewMyXRKi75DOcloW9tJg//vNwTZxRilVlLa7kUEbN68eR0b5xXaunLlyq8+8Dsiqpl0HBE5yViqZ4+bjNZMnr7+F4v7l5x+6eJMpMtJxqxAVe2kpjceWTTUxhftpGt/mP0m3r7TSca0mzErKrOvZJst08lEV6ubigphGFZF7nUiSke70uFONxkzfQFhmP033f2ppvPOO69cbUuFO3LnR5DIHYWI4p3NbiIqMynLX/WeZjvp5N6Qk4wGR08ybX//TU4inOppG3vixwL144moa8srudpSPW3paLe/bowdrOm/CxGNPG72nteXj2r6sF1Zm32la8srI4+b7abi0dDWEdNO2rnqsSkf+9xgfq+dqx6zAlVOIuwfMdYOvOdADQ0NRZ+momhFw6gHAxhest136dWUsjMCBt6FHgyAT5l6sJIgYOBd6MEA+GCxLwArLPYFYIMeDIARJjkAOB0Bkxy46Q14li6HgeoP73xnT3rgNiBg4F1luTd9wYg5bz/02eufaRu4i0TAwLPKdNu2fAlLrLnjozPn3PH6QA9WISK8BwMPmzF1gtq3mr43Gg+1dw9mr4ZRdaPqqg9SyH/ytT/73eyHr7j3YLUhYOBZ1ZX+3JuoVCYzyM+GVdhmTZX/IIWM6vHHNMZGB8RByiFg4F0vr9siZdGziDtD7TtD7eVqAwIGHoaVHABssJIDgBNuegPAiHeplNl4y19XH6wQAgbedQQslULAwLOw2BeAk9bowQC4oAcD4FSe92C4bRtAPujBADjhOhgAHzy+CIARhogAnHChGYDPMHt8EcAwgx4MgA/egwFwwjQ9AJ9h9oxmgGEGPRgAnzL1YFiLCJAXejAAPkfCLCJunQ3elb0OVuJX/pp7Xvzu/OkTJzTNv/ul3oEyjICBZ/E9XcV57XsLV3/k6a3vPD1n1aLvr3ULtwEBA+8qy9NV8nDfXrF67OWfO76ycubVC8asXrFFFmwC3oOBZ91x8zW5e8dv2rpj+Z9fGsxeZ33o5FNPmJ770RAH3n9etf0zPu70OkFEdZPGx1/fI+l4M39tCBh41nWf/VT/Hx+48+Zy1aw19cvdQBMpGCICFMtoGF+5J9SriXQ4tCc4vqFwjBAwgGJZM847+59PPbE5ldr8y6f2nH1+U+GBIIaIAEWzZ3/jh3MXXHzM/TTz2od/dapduCQCBlA8UT/3Wys2f+vgBTFEBGCEgAEwKtsQ0XEcJxklIjcZ01o6iYgTD7vpeCbas1/JTDzsJCJuKk5aOYlIuRowGG4qrpXUSmbiYZmKK+UqJYkEEbmpmFbSTSWcRFim4sIwhZURRG46QUopJZ1Yr5OIyFRcS0cYZl9tWmlV+CpjUW1LJ7SSWqn+54eEcFMxIqGV1Fq58bCTjCkn+7hhQaSzzZbplJMIu6k4ESnXEUSayE3Gss1Ox3t7tq+LtzcTiXTvHitYu+8k9LqJiJuO074Z5+z5yUS7lHIjrf8wTNv0VxERCRFv26G1lm4y0RlyM8nk3t17t/wt2wbSWgihdfYGGJoMQ5BBpLMb07EuraSTjKhMst8/REwrJWV5Tt2RTJRrNWQ4HA6FQrkftdbZ01ddXT116tT+Jbdt2xaPx4nIsqza2tqJEyeWpQGD0dbW1tXVRUSu6xKREMI0979AmN1kGIZh9HXvWmshhJQye65M0xTvvfg4ZcqUYDBYYtva29v37t1LRLkDWZZFRPX19UKIrq4urbVSqv+mnNzZzjY72+DsJqXUjh07bvrJ86bPL0xrZOOpP7/qxOym/Q6U8/lHX4mGtjqJqJKO7a/URERiZOMpSrpuIhJvb3aSEWGYhl1BJEYee5pWUks31dOW6mlzElGzIihMU5CobzxVK3nF1NiZZ56Z99RNnjy5urq6xPN2hCtbD1ZbW1tbWzuYktOmTSvXQYvV0NDQ0NBwuI4+sLFjx44dO7bQ1lKa7fP57Mq/mBUBw7TtYM2MGTMGLu+v3Z4O7xWGKd2MHegLgB2sISLD9jmJqDAMYZiGz09EdqAqW0BLVzoZEoYVqBSGRUR2sJqIpk4dM2vWrCE3frjDezAARggYACMEDIARAgbACAEDYISAATBCwAAYIWAAjBAwAEYIGAAjBAyAEQIGwAgBA2CEgAEwQsAAGCFgAIwQMABGCBgAIwQMgBECBsAIAQNghIABMELAABghYACMEDAARggYACMEDIARAgbACAEDYISAATBCwAAYIWAAjBAwAEYIGAAjBAyAEQIGwAgBA2CEgAEwQsAAGCFgAIwQMABGCBgAIwQMgBECBsAIAQNghIABMELAABghYACMEDAARtbhbgCwGz9+/OKLPiiEMAzj6KNHH7T8kjP8u8aPIBphmqZt24aR/SscISIpZWrKKCFG27ZtWZYQIvu61tpxTNcdRzTO7/dnd9E6LIRobDyD9bc7wgmt9eFuA4BnYYgIwAgBA2CEgAEwQsAAGCFgAIwQMABGCBgAIwQMgBECBsAIAQNghIABMELAABghYACMEDAARggYACMEDIDR/wP1heW+k9AVMQAAAABJRU5ErkJggg==" /><!-- --></p>
+<p>of course this could also be accomplished by reversing the y-axis
+using <code>scale_y_reverse()</code> so this is just to illustrate that
+the defaults are easily overwritten if needed.</p>
+<p>The third reason is for the added functionality. All
+<code>ggraph</code> geoms get a <code>filter</code> aesthetic that
+allows you to quickly filter the input data. The use of this can be
+illustrated when plotting a tree:</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(gr, <span class="at">layout =</span> <span class="st">&#39;dendrogram&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_diagonal</span>() <span class="sc">+</span> </span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">filter =</span> leaf)) <span class="sc">+</span> </span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>In the above plot only the terminal nodes are drawn by filtering on
+the logical leaf column provided by the dendrogram layout.</p>
+</div>
+<div id="the-different-node-geoms" class="section level2">
+<h2>The different node geoms</h2>
+<p>The usual suspects are of course provided in the form of
+<code>geom_node_point()</code> (showcased above),
+<code>geom_node_text()</code>, and <code>geom_node_label()</code>. These
+work as expected, taking in the usual aesthetics (plus <em>filter</em>).
+Only x and y are defaulted so everything else must be provided
+e.g. label which does not default to the <code>name</code> column like
+is done in <code>igraph</code>. One feature sets
+<code>geom_node_text()</code> and <code>geom_node_label()</code> apart
+from their <code>ggplot2</code> counterparts: both have a
+<code>repel</code> argument that, when set to <code>TRUE</code>, will
+use the repel functionality provided by the <a href="https://CRAN.R-project.org/package=ggrepel">ggrepel</a> package to
+avoid overlapping text. There is also <code>geom_node_voronoi()</code>
+that plots nodes as cells from a voronoi tesselation. This is useful for
+e.g. showing dominance of certain node types in an area as overlapping
+is avoided:</p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">create_notable</span>(<span class="st">&#39;meredith&#39;</span>) <span class="sc">%&gt;%</span> </span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">group =</span> <span class="fu">sample</span>(<span class="fu">c</span>(<span class="st">&#39;A&#39;</span>, <span class="st">&#39;B&#39;</span>), <span class="fu">n</span>(), <span class="cn">TRUE</span>))</span>
+<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;stress&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_voronoi</span>(<span class="fu">aes</span>(<span class="at">fill =</span> group), <span class="at">max.radius =</span> <span class="dv">1</span>) <span class="sc">+</span> </span>
+<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>() <span class="sc">+</span> </span>
+<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>Apart from these geoms there’s a set of geoms mainly useful for
+spatial node layouts such as treemaps, partition, circle packing, and
+fabric. <code>geom_node_tile()</code> and <code>geom_node_range()</code>
+are the <code>ggraph</code> counterpart to <code>ggplot2</code>s
+<code>geom_tile()</code> and <code>geom_linerange()</code> while
+<code>geom_node_circle()</code> and <code>geom_node_arc_bar()</code>
+maps to <code>ggforce</code>s <code>geom_circle()</code> and
+<code>geom_arc_bar()</code>. Collective for these is that the spatial
+dimensions of the geoms (e.g. radius, width, and height) are
+precalculated by their intended layouts and defaulted by the geoms:</p>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(gr, <span class="at">layout =</span> <span class="st">&#39;treemap&#39;</span>, <span class="at">weight =</span> size) <span class="sc">+</span> </span>
+<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_tile</span>(<span class="fu">aes</span>(<span class="at">fill =</span> depth))</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>All spatial node geoms will be center-based, meaning that the x and y
+value of the layout will refer to the center of the layout and not
+e.g. the bottom-left corner. This makes it easier to add labels to
+spatial layouts as well as using spatial layouts in a non-spatial
+way:</p>
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>l <span class="ot">&lt;-</span> <span class="fu">ggraph</span>(gr, <span class="at">layout =</span> <span class="st">&#39;partition&#39;</span>, <span class="at">circular =</span> <span class="cn">TRUE</span>)</span>
+<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>l <span class="sc">+</span> <span class="fu">geom_node_arc_bar</span>(<span class="fu">aes</span>(<span class="at">fill =</span> depth)) <span class="sc">+</span> </span>
+<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>l <span class="sc">+</span> <span class="fu">geom_edge_diagonal</span>() <span class="sc">+</span> </span>
+<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">colour =</span> depth)) <span class="sc">+</span> </span>
+<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coord_fixed</span>()</span></code></pre></div>
+<p><img 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/><!-- --></p>
+<p>More node geoms are sure to appear in <code>ggraph</code> with time
+but they will generally be quite easily comprehensible due to their
+strong resemblance to the standard <code>ggplot2</code> geoms. After all
+it is just points on a plane…</p>
+</div>
+<div id="want-more" class="section level2">
+<h2>Want more?</h2>
+<p>Check out the other vignettes for more information on how to specify
+<a href="Layouts.html">layouts</a> and draw <a href="Edges.html">edges</a>…</p>
+</div>
+
+
+
+<!-- code folding -->
+
+
+<!-- dynamically load mathjax for compatibility with self-contained -->
+<script>
+  (function () {
+    var script = document.createElement("script");
+    script.type = "text/javascript";
+    script.src  = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
+    document.getElementsByTagName("head")[0].appendChild(script);
+  })();
+</script>
+
+</body>
+</html>
diff --git a/inst/doc/tidygraph.html b/inst/doc/tidygraph.html
new file mode 100644
index 0000000..dac4046
--- /dev/null
+++ b/inst/doc/tidygraph.html
@@ -0,0 +1,507 @@
+<!DOCTYPE html>
+
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+
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+<meta name="viewport" content="width=device-width, initial-scale=1" />
+
+<meta name="author" content="Thomas Lin Pedersen" />
+
+<meta name="date" content="2023-01-19" />
+
+<title>tidygraph and ggraph</title>
+
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+<body>
+
+
+
+
+<h1 class="title toc-ignore">tidygraph and ggraph</h1>
+<h4 class="author">Thomas Lin Pedersen</h4>
+<h4 class="date">2023-01-19</h4>
+
+
+
+<p>Following <code>ggraph</code> v2.0 the <code>tidygraph</code> package
+has been used as the central data structure. The integration goes beyond
+using it as a simple background engine and has deep implications for
+what you can do and how you can do it when plotting with
+<code>ggraph</code>. This vignette will go into the details of the
+<code>ggraph</code>/<code>tidygraph</code> relationship — buckle up…</p>
+<div id="supported-data-structures" class="section level2">
+<h2>Supported data structures</h2>
+<p>Prior to v2 <code>ggraph</code> had two main supported data
+structures, namely <code>dendrogram</code> and <code>igraph</code>. In
+addition <code>hclust</code> and <code>network</code> were supported by
+automatic conversion to <code>dendrogram</code> and <code>igraph</code>
+respectively. Each of the two data structures had their own layouts and
+under the hood two different set of functionality had to be maintained
+to extract nodes and edges etc. In v2 and going forward this has been
+simplified and <code>ggraph</code> now uses only <code>tbl_graph</code>
+as a graph representation. This does not mean that you’re out of luck if
+you’re not buying into the whole <code>tidygraph</code> idea. Every
+object supported by <code>tidygraph</code> is supported directly in
+<code>ggraph</code> by automatic conversion to <code>tbl_graph</code>.
+This means that <code>igraph</code>, <code>dendrogram</code>,
+<code>hclust</code>, and <code>network</code> is still supported in
+addition to <code>data.tree</code>, <code>phylo</code>, and
+<code>graph</code> as well as a number of <code>data.frame</code>,
+<code>matrix</code>, and <code>list</code> representations.</p>
+<p>The change has reduced internal code complexity quite a bit which
+will make it easier to provide new features in future. From a user point
+of view it has the benefit of simplifying the API in that
+<code>ggraph</code> doesn’t really care what type of network object you
+pass in - every layout and geom just works with every data structure.
+Further, it simplifies how to add <code>ggraph</code> support to
+additional data structures: just write an <code>as_tbl_graph()</code>
+method for the class!. Due to the large support of classes and data
+structures in <code>tidygraph</code> this should relatively
+straightforward. If you’re developer of a package that defines a custom
+network class simply export an <code>as_tbl_graph()</code> method for
+the class to gain native <code>ggraph</code> (and
+<code>tidygraph</code>) support, or add it directly to
+<code>tidygraph</code> through a <a href="https://github.com/thomasp85/tidygraph/pulls">PR</a>.</p>
+<p>This simplification for both me and the users have really been the
+motivation for the integration of <code>tidygraph</code> but as it were
+it has also allowed or instigated a number of cool new features that
+will be explored below.</p>
+</div>
+<div id="nse-in-layout-specifications" class="section level2">
+<h2>NSE in layout specifications</h2>
+<p>In <code>ggraph</code> the initiation will need to specify a layout
+to use for the subsequent node and edge geoms. Many of these layouts use
+different node and edge variables in their calculations e.g. a node size
+or an edge weight. Prior to v2 these arguments would simply take a
+string naming the respective variable to use, but following the v2
+update these arguments implement Non-Standard Evaluation (NSE) in a
+manner known from both <code>dplyr</code> and <code>ggplot2</code> where
+it is used inside <code>aes()</code> calls. Depending on whether the
+argument refers to a node or edge value the provided expression will be
+evaluated in the context of nodes or edges respectively. The bottomline
+is that given a network such as this:</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidygraph)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">as_tbl_graph</span>(</span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">data.frame</span>(</span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>    <span class="at">from =</span> <span class="fu">sample</span>(<span class="dv">5</span>, <span class="dv">20</span>, <span class="cn">TRUE</span>),</span>
+<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>    <span class="at">to =</span> <span class="fu">sample</span>(<span class="dv">5</span>, <span class="dv">20</span>, <span class="cn">TRUE</span>),</span>
+<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a>    <span class="at">weight =</span> <span class="fu">runif</span>(<span class="dv">20</span>)</span>
+<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>  )</span>
+<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>)</span>
+<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a>graph</span></code></pre></div>
+<pre><code>## # A tbl_graph: 5 nodes and 20 edges
+## #
+## # A directed multigraph with 1 component
+## #
+## # Node Data: 5 x 1 (active)
+##   name 
+##   &lt;chr&gt;
+## 1 4    
+## 2 3    
+## 3 1    
+## 4 5    
+## 5 2    
+## #
+## # Edge Data: 20 x 3
+##    from    to weight
+##   &lt;int&gt; &lt;int&gt;  &lt;dbl&gt;
+## 1     1     2  0.207
+## 2     2     1  0.594
+## 3     2     2  0.859
+## # ... with 17 more rows</code></pre>
+<p>Then, instead of writing:</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;fr&#39;</span>, <span class="at">weights =</span> <span class="st">&quot;weight&quot;</span>) <span class="sc">+</span> </span>
+<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p>You would simply write:</p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;fr&#39;</span>, <span class="at">weights =</span> weight) <span class="sc">+</span> </span>
+<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAMAAAAjXV6yAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAA7DAAAOwwHHb6hkAAAWtElEQVR4nO2deWDU1BbGTzJLpzvdW7YWWqDsUECKrFJAWUVAqLKJKKCAqLiAIAgIorIrgqioLLILDx+iiCgoDxUEC/qwyP6wLKUilFq6TOdNptvcyb3ZJpkkM/3+aXLuTSb9NZ2TnHvuuWCzZV2rElHnwWbLtlWJqOwqQNyqAsSjKkA8qgLEoypAPKoCxKMqQDyqAmTL5Wz1eUBbE6DmGo52Xwf0KzA6RO7g64AWOABNI3fwdUDPOwC9TO7g44A6OfjAEXIPnwa03QBgjofgTRx9fBhQUSKAf/Ah2wMduHr5LqA5FBha+n9js02J4ermq4AuhwF0ut+8y765Gv7m6OijgB4GCMh42LiV2f4ODnP09ElAh/0AxpaMpd537F2BDRx9fRFQKkDUDdvz1Dtl+6GzOTr7HqBPDEAttNmmw4JyS6vhHN19DVB+bYDkIpttPsyssKW35TjAxwBNp8DIeK634blK44wwjiN8CtClUIDuzMaH9LiSSvM64CDgS4AGAgRmMhubDMOsTvYf4D/kg3wH0H4zwATH1memAUXOLTnwMfkwnwGUAhBbGlzda+lZgLZFVIU7PqCBLnvsORjY5R+X1nZDyEf6BKD8GgBNy7aPVku95do+IoV8rC8Amgxg2le2/VtUi79YHeYEkw/2fkBnggHuL9/5o3ryVXaXjXCZeLjXA+oLEHymfOdifJ1LmD4/wwHi8V4O6CsTUJMr9q7Ur3EW1+sW9QHxDN4NqAlAjfyKvZym0Sfx/eJeJJ7CmwG9Y/ftTrfGzTZhvxB6dhpAPIn3AsqNBWjttJ/XIfgHUt/RTYin8VpAEwDMB5327/QI+JbY+XV/K6nJSwFlBgAMdDYU3m/eTe7+KVwgNXknoB4AoYg/L37IuI2j/3H4mtTkjYB2GYGailhKHqO5Ulxs/9ArSE3eB6goGSA+H7VNolZyH1T7WVKL1wF6gwLDJy626bCQ56i0PqQWLwOUHQWQ6mqcD7P4jhuXTDyjVwF6HMDCGiZ9yzlAT9BCcxGhxZsAnfAHeJhlXU05B+gJ+gxOE1q8CFAXgDB22GKjYTjxIbBSJ4H0lOQ1gLYbgJrHNu80DST98zir0LiU0OIlgJhkqEQMib2WXgVsK0ZJEwgN3gFont23b8HYDwbd4xqgJ6jnvYQGbwDkSIbCNRwJTeVOo6/UxERCgxcAehjA/wSu4ddITICeoLcMhH9F3QM6bAEYjW35I67hNcGn+QIIwUa9A0oFiMRf/4X4un8KP88Z+Be+Qd+AmGSoN/BNl+vVxAboCSr2I7yu6RlQfnxpMhRO15tE/y7qZMnj8HYdA5pZlgyF083W4aQAPUF90/B23QKqSIbC6XaH4B9Fnm9yLbxdr4AGAgRkkhrvdPcnB+gJWknlYe36BHTQDDCe2FrYjytAT9A+yMDadQeIeTROAYi5QexRnM4ZoCfof7AVa9cZoN1JEDuMBnoZuUvJo/RaCWcuCZiPtesL0PnS+W/kcVC7nqLelXTupvjncX0B+sDBpx9Xl6mwSNq5B2Dfd3UGaLUDEOGRzqG5wDXxgktTYrFmfQG66ABUk5zWvAxekHru1XATZ9YXoJsmGmrNaWmYSohNrKbG8wfoCToAP+PM+gLUCdba0RRONzbDvkhsMIyUzMd2GTbizLoCtB3uKt34Mdk8r5jV/C/TILZRuELn4Kx6AlQQZCq/1H8m0amubxp7LL2FBegJShmBs+oJUH9nD74vIeAt5P/p+0ChAXqC0llj1ox0BOg7aOC8e3M0pDmlPR0JbSc0QE/Qy+E4q44ARdDnUcNnsaEflm+fiGhJfjsTpjWQg7HqB9AYdg7C9cHQ74pj61RsI+EBeoIOAS7JUzeAfqOqY6wbwiOZl/ALtRNFBOgJygHcS65uANWmjuLMWb1g6F9ZSbXOyfAR4TMwRr0AmgFYJ2yzlawKjouPERegJyg1HWPUCaBLhjBiEktGMAxy04GVajhu2phOADWBvaSm2+1Dnvav+50MHzIbN21MH4Dehl6kpvy0gP22/7amn8sn9RCsDXCFbdQFoJvmANKvX9jP70v7j6JZpsbYl3Exwk4b0wWgDvgXbbuKhxi3l2793Ng0S0guGYduAmbamB4AbWFn9papZBS9rnw7/zm6zX/d+6DYKWybDgAVBJpx7wCMJlKrnPa+q2tZKCBhk6yOmGljOgDUDxYTWqa6tOSOozqLSelw1aPN2DbtA9oPDQkt84AV4vqiRvAqXFdheg0zbUzzgKzhhov4liWAmWn611DoJfm1bCv8j2XTPKDRgPnmZPQ+IUC/NSqcqyYZlzJgH8umdUAZVE18wwbDKEKA/ko/GHxd0oflYWZNaR1QLQqfdLHDNJgcoP8wNPbf0j6NPW1M44CmwqNY+x6/3oUch11Ig9HYYUAedWWPamsb0EVDOPbB5kBAV+5Xr5JlAQns7xNejWVPG9M2oEaAzRQ7HHI3b3wjsx09SfQoxwIz6/9W04CWQV+c+UREioAAffE8c7LYRMWdcMbVpGVAN8yBuJHAU7GNhF1xRjPjNK5vKrZOwheuJi0DagebMdbzwgP0BVMNLbGzOIgHGFipaxoGtBnaY6ziAvSH6vvNFzNeX/cpV4t2AeUHmjHfNNmNY4jZvzjlTaDa/yG8+709WR+oWUB9AJOp+XdKxHGR59lbO3C54KSYCaxpY5oFtA8as42324f8JPpMfz8CPdgvoXgtZU0b0yoga5iBXW0sPy1A0ujFjphqnKU7KrUbXEfYtApoJExn2Qr7OAL0EnRtIDyAqX7H1mnY6WLRKKBjVG2WrXiwaYfkE64Li/5UQLdis2sSsUYB1aBYzy8lj9OuRUvE6NJ9MELA8zdr2pg2AT0Pj7FsE8tq9EtVyYqgWnt4e7GmjWkS0HlDBOslfgoscfe0ZzpQ42/z9HnW9V9bk4CSYb+raQ47QC9e1jcsSQe5u6ygXUIAWgS0uLL2armWkCLTIvVrimHKHa4Oe8HlQVSDgHJMrJf496iJMp288GVj02Mc7RfAxdlpEFBbcJ0Pt55+RHoGvat+amh+lTyIX+L/OmrQHqD10NHFst3IEaAXr3+eoduSM9KauPhPzQHK9/dzCbd/6ddHXNiLV9/W8V9CuiVdp41pDlBPWI4aDgSkuZ8b5aJbj1P3nMc3vegybUxrgPZUFJ8v0+GQ9nzPLlK0Ky4EX0P6fUBL3msMkLWaIQsxHI9oxbU8mnTlpENfXKF212ljGgM03GlNIkaZMY0Vu7pNEZGYmLfrtDFtATpKxSP752slZeF7yqGs3vAQuwJTMPrIri1A1WmkzFFWUm1iGWNZ9H5w9c9dbS7TxjQFaDKMdd7NbkyqQS+bznWhxrisQzIETYjUEqCzdKTz7o2UCFGDWpJkXexfB30znh6B7GoJUH3K+VU7t10I1+qVsunkXfSzzg9aH6PTxjQEaAE4J5nmpwXKMb1AgIrmmBo5/Sn+A8iIvnYAZZuCnN4hC/tYvvLYRx9tapxZ8TZzHdY5t2kHUBtwCskXP2giVKVTRHdeMLT6rXwHnTamGUBroHPljnUkq6q4wvo+ybKgLMzbFpk2phVAec4v8SVPuhmgl6DbT1AdS5ODhrdytmsFUHd4r3LnBSAVL1ZSX9YMWskEQWaHOFs1Amg3NK/cmQNzVbmIG8Phvj9dp41pA5A11Fh5UYvhJbWuY1tU2HrbYWT4WRuAhjoN6qySLUAvQVf6Q++2AB0qs0E0AegIlVCxvY4mZdB7Rh+bmBpOlSUsNQEolq7IGttuHCJngF68SotcQcXLhxYAPQ1PlG9+6ddX5gC9CFl3jW5oKeUDFQ/1GgB0mo4u3zwQ0I1z3FM5XZx3TxQFYAo30wyfURUNGgCUSB0q2/pRmQA9j4p2jmrgB0BVu3vaqzWNj/0xqXrcxMpEfvUBzYfBZVsZ4QoF6Mk6O7tzpP3GMSemby6wbW8I/VnTglUHdNUYXPb/nhnTRNo0L2kq2j68HnPjhHeYeYrZ/+5u6IipP6g6oBQom9p1rmY98nq5MuvUKx3D7TeOX71h28r+Or/2hSaf4bqqDWg1dC3d+DNR4QB9mQo2P5Rott84EZ1nV06QvviIofaH+McLlQHlWSyl34fXGsaeUvzTTk5vH8bcOPVH7nDO78h5zhKxgDS8rTKgtLJqEDdaKBygz/9kcF37MzIV1WWuyyTqf16rFjCFnN6pLqBd0NLxM7dd6BHlPuXEtNRq9mcbS8PRu1ipj0Xv1TA+jlsgu1yqAioKMTrSu/O7Bn6vzCfkrXkwgblxotNexw7Rbm9IPcA99qYqoCHgWBGsoLciAfpjL94Var9x/BuN2U2o6HGgHXQiVxYulZqAjlJJzI/iQbIH6PM+eCDeCEDHdF+EqZlUphN9CJ4dkZqAYmjGcVlHGKRWSsDqyHOtQuw3TkDTccSqXowujKRrfySgVoyKgCaAIzL2JIXPZJKgm6v61zLYb5zYnkt5fqecyZaIhYLei9UDlEnHMD9ewM2bk6Afnk4Jtt84gc3H8685kmf37FMFvvapB6guxVQGnQWYlRtF6saKvjWYG6d67+WkSkzOKlpV3ThGcIUY1QDNAWZ8bqG7AfqDE5oH2W+coBaTDvF3ZlTyaTI1UERdSrUAXTGG2J/236UmST9F9tu942gAQ81+K4UXAt6fCp1xNW3Jn6ISoBbMyq9r6dESA/TfPtE80H7jBKc8I+q3Pd4bmpJW3CJIJUDvQTeb7VNjuoQA/dWl98YyN06t/u+JLPBi9+zxH4utAqcOoFyLf55tt7mf2AD9nrFN/O03Tkjr57GlgTl1/Vmhnh2ROoC6wEe2/QHdxVzulUXdYuw3jjF+wEf4hcC4lTcvNOAlKQFdVQDthNa2H0M6Cv1Frbsfa8QMx4S2nYIvR8UrcZ4dkRqAioJN2RnhrQV9g1x6vatjOCbhwbWSZ2yUbBPn2RGpAWgQvPl7NH+A3rrz0WTmxqnWbtpvfH25JNqzI1IB0EGq3lm+AP3FuV0cwzF10ze6OdXH7tmbifTsiFQAFEUfrBtPDtAX7RhZnxmOCWs/Q1SdF6zOj5Dg2RF5HtA4eLJhHKFizenZnSKYGydp6Ba3VqEp0/Vn/CIXuTmW7XFAmXR0y8hf2faCLcOSmOGY8I6vnJbnk/LmhgZOc3uo1uOAEqimoa61w0/N6OAYx6s/YrubNbMrVbSyunGcDFOFPA3oFYhBAvQFG9Md43iRnV2HY9xSydYG1CD3v8JsHgeUZTRaKiKhv02/2zEc02DUTre+R9n6ti10EVsikCBPAir5/ecmYHRkSOavHVzHMY7XdT7XoJQ0ZfSC5qxpYFLlQUDZ7e23C7XJljGlLTMcY2n0GHscTwadH04nrJHvxB4ENJJJ3fIrHY7ptkChqZbZds++WM4sNQ8Cinck/1majOGv4iNVt1+1e3YpZYDJ8iCgZg5ACuZIFa2MM8nh2RF5EFAnhk9/xU4vn2dH5DlAiyC0VePJ8t7/TvqmLdwjk2dH5DFAW6hqisGx2X7pKaNnR+QpQN/SFkI1ERl0bhidsFaJRwabxwCdNBu56j65peyn/aKWyPHyjz+7RwBlBdC7FTr17TkhgS8r+M/rEUB5keDGgjJcKlwRZ3pC0exhTwCyJspR4w+jks31qcEKJ8d6AlArGK3IeffdBV3FV08WKQ8A6oVf28Bd/XIftGCV6JdfygMa71p0SxbZPXuddQp5dkSKA3oT4mULo1Yoe5JZQc+OfpTCgD6iwmT3wUp7dkQKA9pLB5LzcKWp8J1YhT07ImUBHTOaZJ6CUbKpnuKeHZGigC750zIHx75uA2keKbtUISUB5UZQ62U94bH7oKXEsv+SpSCgopoypPg66exQus56T3h2RAoCaoHWtHNT154yRy31jGdHpBygNDnDq7mzg4Nm3OLvJ78UAzQW2sl2rsLlsabxcj8uCJRSgGZAHbm+LhjPPkTECk/ySiFAH0C0XEWg97b2tGdHpAygnVSgoKV0+HX0Xs97dkSKADpiNLmVdlmhMw/TdT/xuGdHpASgi/4GWYpo2j179DIVPDsiBQDlhFIb+XvxKndWcNBMVTw7IvkBFVSHN90/S+HbMap5dkTyA2oGk90+R8nGJCpdplxONyU7oI4wyO1z2D17NwUrMYiS3ICGOpdklaajPSBFVc+OSGZA04C93rY42T174ieqFgpEJS+gZRDj3gP01Ynm6LfU9uyIZAW0nQpy61y5r2jCsyOSE9BPBj93PI/ds5snyPSGIp9kBHTKbBA4dx2nkg2J1EPa8OyI5AOUE0xtkX70V62gu+sUDk1INkD50bBS8sE/d4dWnqvxL0pyAbImYdYeFqjTD1GJGzTk2RHJBSjVqfypOF2dYI55W70Kt3ySCdAQ6CHtwNyZQcGv5PL3U03yAJqIWxxegArfijZP1JxnRyQLoEUQJ+Xp1+HZz7j74QpLDkASc8T3pEAPTXp2RDIAkpYjznh2zipsGpH7gCTliJ9Op5I2atWzI3IbkJQc8avjTVr27IjcBSQhR5zx7LO07NkRuQnImgizxR1RoH3PjshNQGJzxEs2J1EPqjbOLkXuAeoFfUT1/7Il3Cu+uJaqcguQyBzxI92gzddSP0stuQPoTagtIkf8jyFU0iZdeHZEbgBaIyZH/MqTptjlOvHsiKQD2kcHCJ6CfWtGUPBsFRZdkUGSAYnIES9YGmV+6pqUD9GApAK65E8LHP20rq9LDz3L30+jkghIeI4449kVm8/rAUkDJDhH/HAatNadZ0ckDZDAHHG7Z6+nQ8+OSBKgbnC/gF6MZ39Hj54dkRRA4yCVv9Otl4NCdOrZEUkANBMSeBNPC5ZEmSfp1bMjEg9oNUTxpbhY19Whh52TfE2akmhAOyneSZZftID7fnHjmjQlsYCO8uaI/9QV2uxz65o0JZGAeHPETz1I1d+sc8+OSBwgvhzxy0+Y4lbo3rMjEgWooAa8ztF8c3pgyBwv8OyIRAHizBG3e3a/p9VeFVl+iQHUCQYQ27zJsyMSAWgYdCK27W4OPb3GsyMSDogjR9zu2e/6Rq4r0pgEAyLniGfaPfsWb/LsiIQC2kEF4YdDL4/zOs+OSCAgUo643bOHvuptnh2RMECn/LA54ncWR3qjZ0ckCFBOCC5H3Lo2gR5+ToFr0pSEACqIg+Vs6+fNoZfEtYj0JAGArPXheZbxxy7Qln85Si+QAECpMNLVlDmIarDVaz07In5A6cxqe4iyxhqrr5S/tJ02xQtoEjRCDTenBYbOlbJInD7FB2gxxCI54ncWRfo9o2Bdes2JB9A2qprzGqbWNfH0COUKZ2tR3ID20xbntIPPm0Gv48pfk6bECSjTbHBa++4HX/HsiLgAZQfTlYvf/T6QarDNNzw7Ig5AeZGVkywZz/6ur3h2RGRATjnif78U4EueHREZUGt4tHTjzqIIv2d9ybMjIgLqCz0dP60f+5xnR0QCNA5aOn7uaga9fc2zIyIAmltaR/xQZ0jd7/Fr0pTwgEpzxH8fQCX7omdHhAW0j7ZctP05xlhjlU96dkQ4QCdNpoy/pwZUm+ejnh0RBtAlf/rfCyMsk33WsyNyAWT9ZuPxCGpcbfoR8mrVviUU0O12zDJ7MdBH5lL9OhYKaKZjncaWB1S8IK0JBdTTAWizitejOaGARjsAHVTxejQnFNAxhk/HYhWvR3Ny8WIZo3rqZ86/R+Tp9eZ1pypAPKoCxKMqQDyqAsSjKkA8qgLEoypAPKoCxCMGUM61KhGVBWr/ibSuKkA8+j+FElKevYj8AwAAAABJRU5ErkJggg==" /><!-- --></p>
+<p>This change means that it is much easier to experiment with
+modifications to node and edge parameters affecting layouts as it is not
+necessary to modify the underlying graph but only the plotting code,
+e.g.:</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;fr&#39;</span>, <span class="at">weights =</span> <span class="fu">exp</span>(weight)) <span class="sc">+</span> </span>
+<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>()</span></code></pre></div>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAMAAAAjXV6yAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAA7DAAAOwwHHb6hkAAAXrklEQVR4nO2dB3QUVReA78yW9EA6CZBCr1IMRQSkCEgv0ns3KIgoCPyIIIqiIAQEQaqiIqIIIoqigtgQBAGVEhQExEgLAUNLnX93syRbZuaVeW82Zb9zlOzMK55PMjt35t13QZJSL3lR5AxI0mXJiyKXvYLU8QpC4BWEwCsIgVcQAq8gBF5BCLyC3MnMdPjgFeRK2sMAPS4VfPQKcqUvWOhe8NEryIUcsFHwW+YV5MK/fjZBWXc/ewU5cXFygNHqp2/BEa8gBy5NCfB/aqXFz8C0gmNeQQVcnhro/+QFKcZwKcfxqFdQPpenBfo98a8krYVhzse9gqxc+V+Q38RU608h5ttOZ7yCLKTNCPJ9/B/bj8/CNOdzXkHS1ZnBvhPO5/+c7ReQ63y21Au6+mwZn8fO3/00Fpa4nC/lgtJnlfF59O/Cj8ZI1xalWtC12WXN4845HOgGm13blGJB154LMT9y1vHIOaGKW6tSK+j68yGmsWecj90He93alVJB/70Qahr9l8vBQ5Do3rJUCvpvbphp1Gm3wzWFk+5tS6GgjJfCTCNPuR/fAe1kWpc6QRnzwo3DZfRIUnmDnIhSJujGKxHGYX/InloLQ+QOlypBN+ZHGobKXGdsuEapdkqRoJuvRhqGpCidnQ1TZI+XGkE3F0YZBp1QPO0epdopJYJuLSonDjyu0iAJFsmfKBWCbiVHiwOOqbW4boxQOFMKBN226Ol3VL1ND9ikcKbEC7q9JEbs9zuiUapYWelUCRd057XyYl+UHkm6H75ROlWiBd1ZWkHs/Ru63VGhoeK5Eiwo8/WKwsO/4rSsLSjeHpVcQZnLY4WeR7Ca7oS2yidLqKDMFXFCj0OYjSuIF5VPlkhBWSvjhe6/4LZeCwNUzpZAQVmr44WuB/Hbh5hvqpwtcYKy1iRAlwMEHZ6HyWqnS5ig7LWVoPN+oh7+ClGqnRIlKHtdZehEpMcapS5QPV+CBGW/VQUe+omwU4ZJKUq1U2IE5ayvCh3cX2uh6AUb1RuUEEE5b1eD9j+Q9zsvxiNalAhBOe9Uhwe/p+nZEvYgWpQAQbkbakDb76i6HhUaoJoUe0G579WE1t9Sdq4jIB6kFXtBue/XhlaKz3JQ7IE2yDbFWlDupjrQcjd9/1gxFdmmGAvK/aAutNilYYC3HRbUK1JsBeVtvgeaf61piFCTWpRqp5gKyvuoHtz/pbYx5sFEjFbFUlDelvrQbKfGQXIRUaqdYigo7+MG0PRzzcOMh5dxmhU7QXnb7oUmO7SPc9MUjtWuuAn6JBEaf8pioD7wLla74iVoeyNotJ3JSKliLF7D4iTos8aQ+AmjsVoB5h1U8RG0owk03JbHaLDjQj3MlsVF0OdNocFWVnok6R4B4420jeIhaGczqL+FnR5LlNoKt2lxELTzfqj3EUM9khSHEaXaKfqCvmKuR9oAvbHbFnVBXzeHuh+y1SNJYaYM7LZFW9CullDnA5yIiYj5MB6/cVEW9M0DUPt95nqk3AB/gkGLrqA9raHWRvZ6JGkizCNoXVQFfdsGam7goccSpZYlaV40BX3XFmq8y0WPJPWDt0maF0VB37eD6u/koNtRcRE3SrVT9AT92B6qreelR5LaANmjyKImaG8HqPoWPz2WKLU2WYeiJWhfR6jyZjbPGeoLeCtfCyhKgvZ3gsrruOqxRKktCHsUHUE/d4FKa/nqkaR48Ty6kRNFRdCBLkLC6ix0O21shF6kXYqGoIPdhPhV3PVIUrjxOmmXoiDoUHch7g0d9EgLYRxxH88LOtxDiF2RiW6nndwAP/JrnKcFHeklVFyuix5JmgTPk3fyrKBfHxYqLruj02S3zURRqh1PCvqtt1hhqV56JKk/rKLo5TlBv/cVyy/RT4+UZqhI081Tgo72F2MWy+4FwYu2QPVO3zOCjg0Qo5Nv6TplilCLqp8nBB0fKJZbpK8eSWoAuAmIzugv6MRgQ9RCjMWBbPkO7qfrqLeglCGGyAW665GkSsRRqh19BZ0caoicf0O36QrZDD0pe+op6M9hxohXPKFHkiLIo1Q7+gk6NdwYPg//lS9TFsMjtF31EnRqpCnsJQ/pkXIDfamfxOkj6PQoU9jc/7hPo8RkmE3dVw9Bf402hb7gOT1Spk8Z+s5cBR3umzjizJkxppA5tJdIJgyClfSdeQr6w1qhItgcMucapwnwSDNU0NCbp6BZthonvTyrR5LagZal1TwFjbMJeo7T6LicpoxS7fAU9K5NkNjToxcgKRGw94GRg6egvGYWPyPiwThC1wc/zuyF+zT15ykoK66NdfvGzeXAPJHTYh80lYVz6EYq8BT0FuwzLrT+sCoE/GZxmgTBFodaalRwFJRXq60UMTP/55cDIdi1YoUuRFFHqXY4CtoKX0rV7i64zZ3mC+FEa9+YsBTGahyBo6CmjSz/DCz4mJ1kggpskr3wCfLV+lKSn6Bd1iIenR5yOHJzgAEq022yQck0eFbrEPwEtatu+eYa1MTpWFoXAe6he3hOw20tUaodboIOCess/55Q1eXw+QcEaOpesYEPQ7VEqXa4Cepd0bqgZVaY24mUe0Foe4HHlK6kG2K0D8JLUIqYbP1jsUHmDvFALX3ijw6wTfsgvASNCrc9nV8PV+XOfhUPhmG8448zQg0Go3ASdN48x/bndpCt8WGPP/gu2WwMpFviycFJ0KSAK7Y/f4CflZqsCeUbf+yHpiyG4SPoSuBT+T8cV1v4Pz8QghYzn/suVQUmX5Z8BM3ysb/ovaC+TeF0S/yxnvnsNrZCZybjcBF0I2yM/acsWK7aMnucCcpziT+iDGnoRhhwEbTQUFBAJ2guou3NQVzij2Uwis1APARlxRbuDRb7FLJ5WlcR6rKOP4LlSxmRw0PQaijcz7n+SIwOtvjjT5b/CdPhGUYjcRCUW9MhhG+D90AvJZFp/JHpE8xqKA6CPnCs4tG7JWYva/zRg1X8MQLx3UAAB0GJjo84xtTB7rfLEn8MZXLlSDOUYzGMDfaCdsLHDp+mlifousUSf0xgEH90ZhGl2mEvqHVNxwB+ni9RZ2v8ofkh4BmhmtYhCmEuaB+84/hxJRCu911giT8UaqHh0oRJlGqHuaAeCU6/Ix/CP6QjzPCFsDc1/Bf8Ak3QjbBhLei4uMzp89eAuxdWIdb4I4b+KlJNYHlLxVrQ0CjnX6lDQLMZti3+QG2mrsB26EjXUR7Ggs6ZX3Q+cBa2Ug2U3k2EOlTxRzSjKNUOY0Hjg9OdD2TAWsqhUlsJ0IT8l2UlDKOcUB62gq4ETHM9ZFYvfKLGyUYgtCGNP8qyilLtsBU0w9dtd7moGRrG+6W2Jf5IR7cr5BmYrmE+GZgKul7WPe26JnkmtiO7EsAwBP/vRLZfIOOVSEwFvWx0f4fRrL/GQbdGgwk7/hgNSzVO5wpLQbejB7kf7NJe87hrQ8EXL/5IN0Zpns0FloJWCDI1KYcmMhjZGn8sxGjXFbYwmM0JhoJyqnaVOTpRsQYuEc/gxB9nBNe1EtphKGgDyJVnmh3CZvTsxyzxB+KmsymQ189CwU5QXj3Zh4dLRFYbbt0cbIk/1MrU/AKNGE3lADtBn8JncoffgStMhrdijT9qKy8LryGcVDxHDTtBzevJ7kn7GfzBZPh8UlsL0FhBww7Q/oXpDjNBexVeMv8E+1gMX8DJxpb4Q3Y36BgDj3U8zAR1qiR/M5cCDIpgOGGNP7q7xx+rYDDjiWywEnREeENpgg0Mhnfmm0qW+MM1+T6EcZRqh5WggTEKG7lkC6xv/q1sjQHTeKe/srNgKod5mAk6ZXxF6VSZOdqHl8Eafzi8Xs72wyplRA4jQUkhikm7CZO0Dy/LoiCH+GMs4IQiFLARdMFvpuK5hsM1D6+EJf4IzX9gmWGK5DQHG0FT/S8pnnuwm+bhFckeb40/ctcOSoAPOE3BRFB68OPKJ/s21zq8GjeHGCDImvlJXSoTARNBc01nlU8macqpRZP+kC01tgOn4VkIuhU5TOXsdHYrLeTZZxNUk9PoLAS9Jvyucna+WePwCHIW2ATJPMxkAgNBWfGqmxetBq5bBh1IFAwWP5VUfsk1wUDQW/Cj2umP4G9t46tx7TFDzTiYuXITt12/tAvKq91W9fw3QLhJOgEbov3mDsCpt0uPdkHW3F01jsBuTeMrk/IgdD69AhiulpJBu6CmiNcWf8NHmsZX4vazPhU/kg6IAURvXonRLGi3NXdXjRuwWsv4SnxRxfhUhnQ9UDyAbqsFzYLaV0dF0b6KgT49//SFZtZLWzVYhmyrDa2CDqKXt0S7rfjQSk5ycNgq6xPwfjCA9diuaBXUpyIyc7829RZ9ChxsLAyxBcfLoDrjod3RKCjFgF6R2qIP/fgyXE0S6+RnB+0XA/mnBmsUNCoUvTditwfpx3cj7+2ogFfyKyikB4iatk7CQ5ug82aMDbiGN6Qe343jraH73aCiCoNtA9BoEzQpAKPvpHjq8V24NcMcV5Dn0BuGsBpXDU2C0gLR6XKS9Lz2DTTy+bSSaWpBzLUYOD9nsqNJ0GwfnE2alwpM8uP/7gUtCx+r/CQG6bN3nBZBN8JG4zTbAAxem2S/GhixrvDlf1qAQadNZLQIWmTAWk3xOaRQTlDIj/XEMY7rwytR1cigQYMgx9xdNfZrXtaUNkas5/TMqQeM0DgkNhoErQG8OPFPuoIWBeStiwh81ekytgDw8xi1Qi8otzrmi4Q0ssKmrvzeAh52fib5g1hGv7IB9II+xH0Qlitq2CDwxtOmSi5/AS/7GchTrKihF5SIvblKCP1+4B/HmWe4pizGg5Z0O1KoBTnn7qpSeSLNBBbOdIPWx10PdgWsmwtWUAtyzt1VJZEuJsiaFxD1ttu6x5ehHtVotNAK2kdw5W3fhWIC6dva4jj3x817hLL61nWhFdQjHj9+6N+MfPzLI4QGMqs/L/oZ3X7n+EIp6JhIsLBuHPF787xVocGLZRag58Zqu2WggFLQsEiCdPgZpCk4R5pBP9ls8k6QRDiUZugEnTWh9k1yZIFJdom5EhlPGat8IXvmRWhAMhAT6ARNcM3dVWUdkFQd2VzBd5b8gt5dQoj+e79TCbrkT7TkdiucwW57ujO0U3hGcMHXqP2xADFUgp7x/Zek+bfY1fMy5/pFv6dwLreC+o56nKAR9F8IWaLub/A1XsPdNQ0TFMuUtIfHiGZlBI2gV2Ryd9X4Bz7EaXZxiNBI+QHKHGCR20kOhaA7MQPRjRy5hfN+Jnd5SNmlytHLV0KoThWhXaAQtEIgfV/nNw/Z5JcmMFDlwpbqY+SQLIcDuaCcqsShVXnUl971iYbqX6mcz42BTaSTMoJc0HvwPekkdcaon98U4zdHtepzW6B9YqIZYkF59VoQT9Kyt9rZPzrAQ+q7vDzLZudjKogFfUbxCL5Ha+Vzd2b7lkf8+nwhhHvmAm2FWFAL+dxdVUbWVzz1ZTXjE4hAJNXHxHQbUzJIBe0FpTtdFSbHKpxIHQBNUHfZ2eUExCpIrpAK6lKZYp+AuUGyh3NeKxO6AvngthXgrJDgBqGgI8IKikleB7lryM/3CsMuIvvOAIrnkQwhFDQomuaBw0Zw32jr2nhDzd3orp8KEXxrJ6AgE3RaOXdXjZ3g9iD53XL+L2J8NVku0PiPSrhAJiipDFVN0J9d94VJaQtd/sLomB0l0O0yyA4iQRf86Pb5PuVc6fT2TJ9YvI2QWsAUqgkZQiRILXdXjXRwrA3xeWXTZLwUsqnANd8VCxJB14In0E2SZ0gu+Pl8H7hfZicvObYKUZ69QFshETSX+oIZdnePtuxFwWGrMW/Fz5jM2iqAMoFA0K2oYbSzVLX/1fupgTAS939HdqTHL9BWCAQtVc3dVaWJLeW2MIkAh2as99SkA19QtnrurioPdbJciNZH3k0iwGEyPEA9HUvwBa3XsBH6wKbSsVbQgyAzeYtQzvMXaCvYgvLqtKGfZXzV/5njSfYYP20y46xR1wFsQR+rVQpD0d9gmkayrCczXGC9sRct2IKa1Sd/UGbnXC8gvL430V5AlhW4gnbjvfyTIWt+YMRoIIrhngANv86MwRXUAZm7q8APdcWxaduApJzeBxDjsfL0bmAKOizQbU1/ZZRgTSL4HnNRvo0/TT6y+yR6BkxBfSvQvFfIWxsetND6bX0MsTuDI5mhgoavA+bgCTppoNlC7bfm0Dv/y/pfeB+7VyPgs20eJXiCRoeRb3FjTSK4u/1tJmA/yh7PZUdWerAEnfchTybYGuuYRBDwokpTRzZChaJzgbaCJehJnNxdJ850hTYnHD5XxHwymGL01aWQOD44gtICnyQbNGuefzmnIlpSPbyinrdDhV1kU3EHR9BzhHHRntrioy6rYFv1wurZEEiWF+sChqAb4UQ1XS8NFxrudz3YqxVO1yS2hZ2YgCFokUiw+jZ3ZWiZJe5vp0ffg9H3XYgtWhdoK2hBWbEEm5Mcvg/6y90GP10B3fe40Rf9Jlp30IJwc3ctZDxprCp/F/ySP7Lz7bICZck1riAF5dbAvnH7UDGJQHoDkO/06wF6qacHQArCzt091UkxiUCSNgEq/hwLVGl33EEKaoS3PDDzBb9olUyBr+Coev/1EIc1j+6gBH2JV6NwVw2VJALJWjRF/X3PbwY/HjUfGIAS1AYnd/fCYKHRQdUWf6nnSN8sI+K/MNMXhKB9TssO5Ml9vWzZZQiN19Vz3esCfSVEziAE9YxDvuo72AgGIwPMPKPaA6URgFeV3hOoCzomvobof/1xQ3WcZKcI5aoA0lpIwBjBQ6gLGh6JeJu1McbvedUkgrtUf1Tx1BGDP9PSsWxRFXTOrB5c/9EeOmGmjt2nuGVmRrDIvmwaO1QFqefu3nnOtzz2y7LOinvp1ILFuIN4AjVBVwLU0ph2VjVOws9mHtxY4cRQUM108ThqgtRyd1P7w32HCeZ5vIr88ZXApkgkN1QE/ReiuM1BzpIyoSuJnt3MCpU9fMjAeb9szagIUs7d3X+vMIxwvetiUc5nRpBIv+hIH5QF3YlRKFWR/qhYi/jJzXq4KnO0BmjYvUsflAWtEOQTlbZV8JuFdevjxHaQ+es4APoRD6Q3ioIUcndPtIGuf1HM8yP87HZsOeeCBkxQFLRBLnf3FnYSgSsnwG1DlwN67JetGSVBsnV3d1Q2TaGsQ3PJLVORf0EDJigJkqm7e743NKfewDBLcC1fUA2W0w6mJ0qC3HJ3sxcFha+hXqYoScEvOH/uy7+gARMUBLnV3d1bXxipqWhznHPm6VKooWU0/VAQ1Nm57u7VR8S6xPstONPAaf/en8QgdLWAIoG8IOe6u3lvRgbMx08ikKeN40PDdN32y9aMvKCB0Q63gkcfgJ7a85J6O34rVgMe5Xu5ICvIse7uzenm+E8YTDTWYQtonQoaMEFWkEPu7ifx5ulM9gadGlPwo14FDZggJ6gwd/dsD2h1jM1EL/ve/WmvGFxMLtBW5AQ9bc/dzZofEPGWhlsfJ1aBfUlnmr+BX00/9sgIult393trEgGziTaDfR1fArrgVlFCRlB+3d0rI4X6LN827IL8XOfuMJLhqPxxF2Sru5u3JjxoEdOUv8Nge8i2AOqyHJU/7oKWisesSQR9GGf8nQXrc5Lv9CxowARXQZcPx/W8McVUmXnCXwaskXQuaMAEZ0E5owFgWKzPTILdonExL7BErLoWNGCCs6AltrrSLU6odKAmaobUBcbyGJkrzoK62QQJgsFgNgcEhkSUT6jRsGnH7knjk5fs2aPt7u5mxQ4zdS5owARnQQNtgkRREEAZQRCtAgMDwyPiEuo0bNmxX9KU5BV7flCZRZJSKll6Buq/X7ZmnAXtsAqo4XABur1nV3LyY0ldOzZtWCMhJiIk0N9sNhhU/dkEGs0+gUEREfEJ9Ru26zgk6Znke6xnolndluuIy7fYpsTyfUj2Qj6/Z1vyvKRHOnZMbFg5oVxEmUA/s0lFIK+i8BxhUG9ejaN73k9+Lmlox/Z+NkHF/leMH29a/UzSYSLW6CVI2t63+0qKPSo9jm6CiiteQQi8ghB4BSHwCkLgFYTAKwiBVxACryAEVkFpl7wokgqe/l9U1PEKQvB/dQFN4cNTAAEAAAAASUVORK5CYII=" /><!-- --></p>
+</div>
+<div id="access-to-tidygraph-algorithms-in-ggraph-code" class="section level2">
+<h2>Access to tidygraph algorithms in ggraph code</h2>
+<p>The most important improvement resulting from the integration of
+<code>tidygraph</code> and <code>ggraph</code> is that
+<code>tidygraph</code> algorithms are now directly usable within
+<code>ggraph</code> calls. This means that it is no longer necessary to
+precompute and store derived node and edge variables on the graph in
+order to use them in a plot:</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>graph <span class="ot">&lt;-</span> <span class="fu">create_notable</span>(<span class="st">&#39;zachary&#39;</span>)</span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="at">layout =</span> <span class="st">&#39;fr&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>(<span class="fu">aes</span>(<span class="at">size =</span> <span class="fu">centrality_pagerank</span>())) <span class="sc">+</span> </span>
+<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme</span>(<span class="at">legend.position =</span> <span class="st">&#39;bottom&#39;</span>)</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<p>here it is not necessary to first compute the pagerank centrality and
+store it as a node variable in order to plot it, and if you’re
+interested in looking at one of the myriad of other centrality measures
+you simply change the plotting code. This feature makes it much easier
+and painfree to investigate the effect of different graph measures on
+your plots and is a huge benefit when iterating on your
+visualisation.</p>
+<p>Access to <code>tidygraph</code> is available within
+<code>ggraph()</code> and <code>aes()</code> calls, and within
+<code>facet</code> formulas. It is thus possible to use algorithms when
+specifying layouts, adding aesthetics to geoms and splitting into
+subplots - all areas were ease of iteration is vital:</p>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;matrix&#39;</span>, <span class="at">sort.by =</span> <span class="fu">node_rank_leafsort</span>()) <span class="sc">+</span> </span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_point</span>(<span class="fu">aes</span>(<span class="at">colour =</span> <span class="fu">centrality_edge_betweenness</span>()), <span class="at">mirror =</span> <span class="cn">TRUE</span>) <span class="sc">+</span> </span>
+<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme</span>(<span class="at">legend.position =</span> <span class="st">&#39;bottom&#39;</span>)</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggraph</span>(graph, <span class="st">&#39;fr&#39;</span>) <span class="sc">+</span> </span>
+<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_edge_link</span>() <span class="sc">+</span> </span>
+<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_node_point</span>() <span class="sc">+</span> </span>
+<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">facet_nodes</span>(<span class="sc">~</span> <span class="fu">group_infomap</span>())</span></code></pre></div>
+<p><img 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" /><!-- --></p>
+</div>
+
+
+
+<!-- code folding -->
+
+
+<!-- dynamically load mathjax for compatibility with self-contained -->
+<script>
+  (function () {
+    var script = document.createElement("script");
+    script.type = "text/javascript";
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+    document.getElementsByTagName("head")[0].appendChild(script);
+  })();
+</script>
+
+</body>
+</html>
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diff --git a/revdep/README.md b/revdep/README.md
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--- /dev/null
+++ b/revdep/README.md
@@ -0,0 +1,15 @@
+# Revdeps
+
+## Failed to check (1)
+
+|package |version |error |warning |note |
+|:-------|:-------|:-----|:-------|:----|
+|NA      |?       |      |        |     |
+
+## New problems (2)
+
+|package                                |version |error  |warning |note |
+|:--------------------------------------|:-------|:------|:-------|:----|
+|[LabApplStat](problems.md#labapplstat) |1.4.3   |__+1__ |        |     |
+|[migraph](problems.md#migraph)         |0.12.0  |__+1__ |        |1    |
+
diff --git a/revdep/cran.md b/revdep/cran.md
new file mode 100644
index 0000000..09e3934
--- /dev/null
+++ b/revdep/cran.md
@@ -0,0 +1,18 @@
+## revdepcheck results
+
+We checked 81 reverse dependencies (80 from CRAN + 1 from Bioconductor), comparing R CMD check results across CRAN and dev versions of this package.
+
+ * We saw 2 new problems
+ * We failed to check 0 packages
+
+Issues with CRAN packages are summarised below.
+
+### New problems
+(This reports the first line of each new failure)
+
+* LabApplStat
+  checking examples ... ERROR
+
+* migraph
+  checking tests ... ERROR
+
diff --git a/revdep/failures.md b/revdep/failures.md
new file mode 100644
index 0000000..c6abf32
--- /dev/null
+++ b/revdep/failures.md
@@ -0,0 +1,35 @@
+# NA
+
+<details>
+
+* Version: NA
+* GitHub: NA
+* Source code: https://github.com/cran/NA
+* Number of recursive dependencies: 0
+
+Run `cloud_details(, "NA")` for more info
+
+</details>
+
+## Error before installation
+
+### Devel
+
+```
+
+
+
+
+
+
+```
+### CRAN
+
+```
+
+
+
+
+
+
+```
diff --git a/revdep/problems.md b/revdep/problems.md
new file mode 100644
index 0000000..b9bb8bb
--- /dev/null
+++ b/revdep/problems.md
@@ -0,0 +1,88 @@
+# LabApplStat
+
+<details>
+
+* Version: 1.4.3
+* GitHub: NA
+* Source code: https://github.com/cran/LabApplStat
+* Date/Publication: 2021-11-29 09:40:06 UTC
+* Number of recursive dependencies: 123
+
+Run `cloud_details(, "LabApplStat")` for more info
+
+</details>
+
+## Newly broken
+
+*   checking examples ... ERROR
+    ```
+    Running examples in ‘LabApplStat-Ex.R’ failed
+    The error most likely occurred in:
+    
+    > ### Name: DD
+    > ### Title: Design diagram for a linear model
+    > ### Aliases: DD
+    > ### Keywords: design manip
+    > 
+    > ### ** Examples
+    > 
+    ...
+    > 
+    > #Making the factor diagram closed under minima
+    > mydata <- data.frame(age=rep(c("boy","girl","adult","adult"),4),
+    +                      gender=rep(c("child","child","man","woman"),4))
+    > myDD <- DD(~0+age+gender,data=mydata)
+    > plot(myDD)
+    Error in unit(attr(ggraph::label_rect(text0, fontsize = 18), "width"),  : 
+      'x' and 'units' must have length > 0
+    Calls: <Anonymous> ... <Anonymous> -> convertUnit -> upgradeUnit -> is.newUnit -> unit
+    Execution halted
+    ```
+
+# migraph
+
+<details>
+
+* Version: 0.12.0
+* GitHub: https://github.com/snlab-ch/migraph
+* Source code: https://github.com/cran/migraph
+* Date/Publication: 2022-09-27 07:50:02 UTC
+* Number of recursive dependencies: 131
+
+Run `cloud_details(, "migraph")` for more info
+
+</details>
+
+## Newly broken
+
+*   checking tests ... ERROR
+    ```
+      Running ‘testthat.R’
+    Running the tests in ‘tests/testthat.R’ failed.
+    Last 13 lines of output:
+        3. │   └─rlang::eval_bare(expr, quo_get_env(quo))
+        4. ├─base::as.character(test_networkers[["layers"]][[2]][["aes_params"]][["end_cap"]])
+        5. └─vctrs:::as.character.vctrs_vctr(test_networkers[["layers"]][[2]][["aes_params"]][["end_cap"]])
+        6.   └─vctrs::vec_cast(x, character())
+        7.     └─vctrs (local) `<fn>`()
+        8.       └─vctrs::vec_default_cast(...)
+        9.         └─vctrs::stop_incompatible_cast(...)
+       10.           └─vctrs::stop_incompatible_type(...)
+       11.             └─vctrs:::stop_incompatible(...)
+       12.               └─vctrs:::stop_vctrs(...)
+       13.                 └─rlang::abort(message, class = c(class, "vctrs_error"), ..., call = vctrs_error_call(call))
+      
+      [ FAIL 2 | WARN 0 | SKIP 0 | PASS 520 ]
+      Error: Test failures
+      Execution halted
+    ```
+
+## In both
+
+*   checking installed package size ... NOTE
+    ```
+      installed size is  5.1Mb
+      sub-directories of 1Mb or more:
+        doc   3.0Mb
+    ```
+

Debdiff

[The following lists of changes regard files as different if they have different names, permissions or owners.]

Files in second set of .debs but not in first

-rw-r--r--  root/root   /usr/lib/R/site-library/ggraph/doc/Edges.html
-rw-r--r--  root/root   /usr/lib/R/site-library/ggraph/doc/Layouts.html
-rw-r--r--  root/root   /usr/lib/R/site-library/ggraph/doc/Nodes.html
-rw-r--r--  root/root   /usr/lib/R/site-library/ggraph/doc/tidygraph.html
-rw-r--r--  root/root   /usr/lib/debug/.build-id/0e/090441e252b8650ebb62d03e3214896883591d.debug

Files in first set of .debs but not in second

-rw-r--r--  root/root   /usr/lib/debug/.build-id/c4/109c416930d6fab675c0667ebdb2c9432132e8.debug

Control files of package r-cran-ggraph: lines which differ (wdiff format)

  • Depends: r-base-core (>= 4.2.2.20221110-2), 4.2.2.20221110-1), r-api-4.0, r-cran-ggplot2 (>= 3.0.0), r-cran-rcpp (>= 0.12.2), r-cran-dplyr, r-cran-ggforce (>= 0.3.1), r-cran-igraph (>= 1.0.0), r-cran-scales, r-cran-mass, r-cran-digest, r-cran-gtable, r-cran-ggrepel, r-cran-viridis, r-cran-rlang, r-cran-tidygraph, r-cran-graphlayouts (>= 0.5.0), r-cran-withr, r-cran-cli, r-cran-vctrs, r-cran-lifecycle, libc6 (>= 2.14), libgcc-s1 (>= 3.0), libstdc++6 (>= 11)

Control files of package r-cran-ggraph-dbgsym: lines which differ (wdiff format)

  • Build-Ids: c4109c416930d6fab675c0667ebdb2c9432132e8 0e090441e252b8650ebb62d03e3214896883591d

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