typos and text improvements.
authoraaronshaw <aaron.d.shaw@gmail.com>
Thu, 8 Oct 2020 15:26:16 +0000 (10:26 -0500)
committeraaronshaw <aaron.d.shaw@gmail.com>
Thu, 8 Oct 2020 15:26:16 +0000 (10:26 -0500)
r_tutorials/w05a-R_tutorial.html
r_tutorials/w05a-R_tutorial.pdf
r_tutorials/w05a-R_tutorial.rmd

index 137badd240ac9f0c1a740442b1d436dd77c84886..6813b21e2acfca84e115c9822e9248cb15241872 100644 (file)
@@ -1549,8 +1549,8 @@ MTS 525</h3>
 
 <div id="getting-started-more-better-plots" class="section level1">
 <h1><span class="header-section-number">1</span> Getting started (more better plots)</h1>
-<p>This is a supplement to the Week 5 R tutorial focused on elaborating some examples of time series plots and more polished plots using <a href="https://ggplot2.tidyverse.org"><code>ggplot2</code></a>. I’ll work some data on state-level COVID-19 in the United States published by <em>The New York Times</em> (<em>NYT</em>). You can access the data an details about the sources, measurement, and different datasets available via <a href="https://github.com/nytimes/covid-19-data">the <em>NYT</em> github repository</a>.</p>
-<p>To start, I’ll load up the <code>tidyverse</code> library and also attach the <code>lubridate</code> package to help handle dates and times. Then I’ll import the “raw csv” from the web, and take a look at the dataset:</p>
+<p>This is a supplement to the Week 5 R tutorial focused on elaborating some examples of time series plots and more polished plots using <a href="https://ggplot2.tidyverse.org"><code>ggplot2</code></a>. I’ll work with some data on state-level COVID-19 in the United States published by <em>The New York Times</em> (<em>NYT</em>). You can access the data as well as details about the sources, measurement, and related available datasets via <a href="https://github.com/nytimes/covid-19-data">the <em>NYT</em> github repository</a>.</p>
+<p>To start, I’ll load up the <code>tidyverse</code> library and also attach the <code>lubridate</code> package, which can help to handle dates and times. Then I’ll import the “raw csv” of my dataset from the web, and take a look at it:</p>
 <pre class="r"><code>library(tidyverse)
 library(lubridate)
 
@@ -1559,7 +1559,7 @@ data_url &lt;- url(&quot;https://raw.githubusercontent.com/nytimes/covid-19-data
 d &lt;- read_csv(data_url)
 
 d</code></pre>
-<pre><code>## # A tibble: 12,004 x 5
+<pre><code>## # A tibble: 12,059 x 5
 ##    date       state      fips  cases deaths
 ##    &lt;date&gt;     &lt;chr&gt;      &lt;chr&gt; &lt;dbl&gt;  &lt;dbl&gt;
 ##  1 2020-01-21 Washington 53        1      0
@@ -1572,69 +1572,71 @@ d</code></pre>
 ##  8 2020-01-25 Washington 53        1      0
 ##  9 2020-01-26 Arizona    04        1      0
 ## 10 2020-01-26 California 06        2      0
-## # … with 11,994 more rows</code></pre>
-<p>For the sake of my examples, I’m planning to work with the <code>date</code>, <code>state</code>, <code>cases</code>, and <code>deaths</code> variables. Notice that by using the <code>read_csv()</code> function to import the data, R already recognizes the <code>date</code> column as dates. It looks like I need to convert the state variable to a factor, however. After I do that I can get a quick sense of how much data I have for each state with a univariate table that just counts the number of observations (rows) for each value of <code>state</code>.</p>
+## # … with 12,049 more rows</code></pre>
+<p>For the sake of my examples, I’m planning to work with the <code>date</code>, <code>state</code>, <code>cases</code>, and <code>deaths</code> variables. Notice that by using the <code>read_csv()</code> function to import the data, R already recognizes the <code>date</code> column as dates. Also notice that the column names for cases and deaths don’t reflect the fact that both variables are <em>cumulative</em> counts. Also also, notice that it looks like I need to convert the state variable to a factor. I’ll start there and then get a quick sense of how much data I have for each state with a univariate table.</p>
 <pre class="r"><code>d$state &lt;- factor(d$state)
 table(d$state)</code></pre>
 <pre><code>## 
 ##                  Alabama                   Alaska                  Arizona 
-##                      208                      209                      255 
+##                      209                      210                      256 
 ##                 Arkansas               California                 Colorado 
-##                      210                      256                      216 
+##                      211                      257                      217 
 ##              Connecticut                 Delaware     District of Columbia 
-##                      213                      210                      214 
+##                      214                      211                      215 
 ##                  Florida                  Georgia                     Guam 
-##                      220                      219                      206 
+##                      221                      220                      207 
 ##                   Hawaii                    Idaho                 Illinois 
-##                      215                      208                      257 
+##                      216                      209                      258 
 ##                  Indiana                     Iowa                   Kansas 
-##                      215                      213                      214 
+##                      216                      214                      215 
 ##                 Kentucky                Louisiana                    Maine 
-##                      215                      212                      209 
+##                      216                      213                      210 
 ##                 Maryland            Massachusetts                 Michigan 
-##                      216                      249                      211 
+##                      217                      250                      212 
 ##                Minnesota              Mississippi                 Missouri 
-##                      215                      210                      214 
+##                      216                      211                      215 
 ##                  Montana                 Nebraska                   Nevada 
-##                      208                      233                      216 
+##                      209                      234                      217 
 ##            New Hampshire               New Jersey               New Mexico 
-##                      219                      217                      210 
+##                      220                      218                      211 
 ##                 New York           North Carolina             North Dakota 
-##                      220                      218                      210 
+##                      221                      219                      211 
 ## Northern Mariana Islands                     Ohio                 Oklahoma 
-##                      193                      212                      215 
+##                      194                      213                      216 
 ##                   Oregon             Pennsylvania              Puerto Rico 
-##                      222                      215                      208 
+##                      223                      216                      209 
 ##             Rhode Island           South Carolina             South Dakota 
-##                      220                      215                      211 
+##                      221                      216                      212 
 ##                Tennessee                    Texas                     Utah 
-##                      216                      238                      225 
+##                      217                      239                      226 
 ##                  Vermont           Virgin Islands                 Virginia 
-##                      214                      207                      214 
+##                      215                      208                      215 
 ##               Washington            West Virginia                Wisconsin 
-##                      260                      204                      245 
+##                      261                      205                      246 
 ##                  Wyoming 
-##                      210</code></pre>
+##                      211</code></pre>
+<p>Two things to point out here: (1) not all of our “states” are technically states (e.g., Puerto Rico, District of Columbia, Virgin Islands, Northern Mariana Islands, Guam). I prefer to think of this as the <em>NYT</em> data scientist team quietly reminding us that the United States maintains a number of colonial properties without formal political representation! The second thing (2) is that not all states have the same number of observations/rows. You can probably figure out exactly why this might be the case from the documentation of the data sources and or from thinking more carefully about the context (e.g., some states had cases much earlier in 2020 than others). Anyhow, just some things to be aware of as we move forward with our analysis.</p>
 </div>
 <div id="plotting-a-univariate-time-series" class="section level1">
 <h1><span class="header-section-number">2</span> Plotting a univariate time series</h1>
-<p>I recommend using <a href="https://ggplot2.tidyverse.org/reference/geom_path.html"><code>geom_path()</code></a> to create univariate time series plots. Specifically, I’ll call <code>geom_line()</code>, which is a specialized version of <code>geom_path()</code> that connects observations in order according to the values of variable that is mapped to the x-axis. By convention, a univariate time series maps dates to the x-axis, so this will just plot a line connecting the dots over time.</p>
-<p>For my first example, I want to build up a plot of weekly case counts in Illinois. I can start off by just plotting the cumulative cases for all of the states and work my way towards the specific plot I want from there:</p>
+<p>A univariate time series is just a fancy term for a plot of a single variable for which you have repeated observations collected over time. I recommend using <a href="https://ggplot2.tidyverse.org/reference/geom_path.html"><code>geom_path()</code></a> (that’s a hyperlink to the documentation) to create univariate time series plots. Specifically, I’ll call <code>geom_line()</code>, which is a specialized (masked) version of <code>geom_path()</code> that connects observations in order according to the values of variable that is mapped to the x-axis. By convention, a univariate time series maps dates to the x-axis, so this will just plot a line connecting the values of my y-values over time.</p>
+<p>For a univariate example, let’s build a plot of weekly case counts in Illinois.</p>
+<p>I can start by just plotting the cumulative cases for all of the states and work towards the specific plot we want from there:</p>
 <pre class="r"><code>ggplot(data = d, aes(date, cases)) +
   geom_line()</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>Notice that ggplot handles the <code>date</code> variable quite well by default! It recognizes the units of time and generates axis labels in terms of months. Also notice that ggplot handles the axis labels for the <code>cases</code> variable…less well. I don’t know about you, but my brain doesn’t parse scientific notation quickly/easily.</p>
-</div>
-<div id="tidying-timeseries-data-for-better-plots" class="section level1">
-<h1><span class="header-section-number">3</span> Tidying timeseries data for better plots</h1>
-<p>Okay, let’s get to work cleaning all this up. At this point, my next steps are to (1) restrict the data to the Illinois cases; (2) reorganize the <em>cumulative</em> daily case counts into weekly counts; and (3) plot it again with better axis labels and a nice title.</p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
+<p>Notice that ggplot handles the <code>date</code> variable quite well by default! It recognizes the units of time and generates axis labels in terms of months. Also notice that ggplot handles the axis labels for the <code>cases</code> variable…less well. I don’t know about you, but my brain doesn’t parse scientific notation quickly/easily. Finally, the fact that this figure incorporates all the state-level observations as cumulative counts means that there is just a huge clutter of points/lines in this figure. It’s impossible to really figure out what’s going on, much less learn anything other than the cumulative number of cases within states appears to have increased over time (thanks for nothing, ggplot).</p>
+<div id="tidying-some-timeseries-data" class="section level2">
+<h2><span class="header-section-number">2.1</span> Tidying some timeseries data</h2>
+<p>Okay, let’s get to work cleaning this up. At this point, my next steps are to (1) restrict the data to the Illinois cases; (2) reorganize the <em>cumulative</em> daily case counts into weekly counts; and (3) plot it again with better axis labels and a nice title.</p>
 <p>I can restrict the data to Illinois in a few ways. Since I’m using ggplot, I’ll work with Tidyverse “pipes” (<code>%&gt;%</code>) and “verbs” (in this case, <code>filter</code>):</p>
 <pre class="r"><code>d %&gt;%
   filter(state == &quot;Illinois&quot;) %&gt;%
   ggplot(aes(date, cases)) +
   geom_line()</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>That’s already much less cluttered. Inserting a call to the Tidyverse <code>mutate</code>, <code>group_by</code>, and <code>summarize</code> verbs can help me generate the weekly counts I’m looking for. Here’s the code to produce a new object. I’ll walk through it below:</p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
+<p>That’s already much less cluttered and much clearer. It also looks plausibly accurate (it’s always good to sanity check your data visualizations as you go—weird anomalies in a graph are usually a good indicator of something weird happening in the underlying code and/or data.</p>
+<p>Now onwards to converting my cumulative case counts into weekly case counts. When I wrote this tutorial, the first way I thought to do this involved making calls to the Tidyverse <code>mutate</code>, <code>group_by</code>, and <code>summarize</code> verbs. After a little trial and error, I got it to work with the following code (which I’ll walk through in detail below):</p>
 <pre class="r"><code>il_weekly_cases &lt;- d %&gt;%
   filter(state == &quot;Illinois&quot;) %&gt;%
   mutate(
@@ -1659,14 +1661,19 @@ il_weekly_cases</code></pre>
 ##  9 2020-03-16       953
 ## 10 2020-03-23      3568
 ## # … with 28 more rows</code></pre>
-<p>There’s quite a lot happening there. I’ll go through it verb-by-verb.</p>
-<p>First, I use <code>mutate</code> to create a <code>diff_cases</code> variable that disaggregates the cumulative values of <code>cases</code> (read the documentation for <code>diff</code> to learn more about this one). Differenced values alone wouldn’t produce the same number of items (try running <code>length(1:10)</code> and compare that with <code>length(diff(1:10, 1))</code> to see what I mean), so I stores the first value of my <code>cases</code> variable and then append the differenced values after that. Within the same call to mutate I also create a new variable <code>weekdate</code> that collapses the dates into weeks (see the documentation for <code>cut.Date</code>) and stores the resulting strings as factors (e.g., a factor where the levels correspond to a series of Mondays: “2020-01-20”, “2020-01-27”…). Hopefully, so far so good?</p>
-<p>Next, I use <code>group_by</code> to aggregate everything by my <code>weekdate</code> factor values.</p>
-<p>Finally I use <code>summarize</code> to reshape my data and collapse everything into weekly counts of new cases (notice that I use <code>sum</code> inside the <code>summarize</code> call to add up the case counts within the grouping variable). Okay, let’s see about plotting this now:</p>
-<p>Hmm. looks like I have a problem with my dates. Let’s troubleshoot this:</p>
+<p>There’s quite a lot happening there so let’s go through it verb-by-verb.</p>
+<p>First, I <code>filter</code> my cases to restrict the set to Illinois data. Then I use <code>mutate</code> to create a <code>diff_cases</code> variable that disaggregates the cumulative values of <code>cases</code> (read the documentation for <code>diff</code> to learn more about this one). Differenced values alone wouldn’t produce the correct number of items (try running <code>length(1:10)</code> and compare that with <code>length(diff(1:10, 1))</code> to see what I mean), so I store the first value of my <code>cases</code> variable and then append the differenced values after that (Note that this assumes and takes advantage of the fact that the data is sorted by date. I could add a call to <code>arrange(-desc())</code> before doing my mutation to ensure the correct ordering, but won’t bother with that for now). Within the same call to mutate I also create a new variable <code>weekdate</code> that collapses the dates into weeks (see the documentation for <code>cut.Date</code>) and stores the resulting strings as factors (e.g., a factor where the levels correspond to a series of Mondays: “2020-01-20”, “2020-01-27”…). Hopefully, so far so good?</p>
+<p>Next, I use <code>group_by</code> to aggregate everything by my <code>weekdate</code> factor values. This is essentially creating conditional groupings of the data that I can then summarize in my next command.</p>
+<p>Finally I use <code>summarize</code> to reshape my data and collapse everything into weekly counts of new cases (notice that I use <code>sum</code> inside the <code>summarize</code> call to add up the case counts within the grouping variable). The result is a brand new two-column tibble consisting of weekdates and weekly counts of new cases. Excellent!</p>
+<p>Okay, let’s see about plotting this now:</p>
+<pre class="r"><code>il_weekly_cases %&gt;%
+  ggplot(aes(weekdate, new_cases)) +
+  geom_line()</code></pre>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAC+lBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///9ggJjUAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdC5yddX3v+0fbrfa2W9uetqe1p3vvnu62r/a82r2n7Xl1t+fVnrN3u2t/a9bcM8lMmDAQIFwSSAJJCMSAIETuIlUgVBAUiyKiKBY1bhTtGLkTaBUxariJgRBymSQz87xe5/9/1lrzX2v9n++zMHF4yPj5vHAma/7zf9Zzfa+15maSEhHRYZWUvQJEREdrAEpEdJgBKBHRYQagRESHGYASER1mAEpEdJgBKBHRYQagRESHGYASER1mAEpEdJgBKBHRYQagRESHGYASER1mAEpEdJiVD+gPXmhrb5rubv9YUzvT9GDB8AuTafpSwfCuNN1fNP1Qzho19Uqa7imaPpNOFQ3vS9OXC4ZfTNMDRdMPpOmLBcMvp+m+oulTaVo0vCdNXykaT4u3bX+a7ioYdts2WTT9YJruLBjenaZ7i6ZPpzNFwx1Oqh+k6aGi6R1Oqpc6bFuHk2p3x5Nqumi4w0nV6YLpcFJ1umA6nFSdLpgOJ9W+jidV4QXT4aTqdMHknVRtfAFoWwAqA1AVgMoAdK4D0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFT24wDowUNtTbt92v6x5tJ0pmh4pni6O97THaYXDU93mN5h5X6Mt22q87YVDXfatrTjts3tjp/P28ZJ1fqx5soHdLI9t1UHow+G3APmdMHwpNvlBwqG3WPSVNH0mZw1asrtv0NF4+6AFg2zbbKyt61w5abY8aoft21r46t8QHkJH+IlvIyX8DJewst+HF7CA2gIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoLLXM6CfH3i29o9brd4Of2v/deMDa26dqg3pGwCaF4DKAFQGoLLXM6BrrA7oFc2AvnCa2YjZ2t1p4Q0AzQ1AZQAqA1DZ6xfQvZutAega+8b+rBl3Y52teSF9epldnhbeANDcAFQGoDIAlb1eAb1ndb/NAjpm+2cHnrBh/wzzuWrl+0U3ADQ/AJUBqAxAZa9XQK9btGhRpQ7ogcpoGNhsl2bv19qdRTcAND8AlQGoDEBlr1dAfYvqgH7XVocPrrMt2fvb/Ct1fQNA8wNQGYDKAFR2NAD6Nbvgo6cMnLTpW/7GmD2afXCLrSq6AaD5AagMQGUAKjsaAL3TzHqOMat+wt0YsO3ZB7fasqIbvuc/UOvFPW25jZ5s/1hT7lKYKhje407WfQXD7jI/VDR92h3wgtyVdKBoPE1niobdtu0vGO60bVMdt+1g0fQO23ageMe7bZsuGj5UvG37Oux4t217C4YnO2zbTPGO77BteztvW9GO77Rt0x23rfCk6rBtr/eTqsMFU7jjO2zbvs7bVrTjO23bTM62/cgBvdaGv3oo3XO9dX8zTav2fPbBbTZedMP3QFetXYe9BkREpXbkgD51f+1Z7bvtgjQdnX2euaLohg9Aiego78gBbfSIf2q53B7LbmyxjUU3fC/dU2vn7rbck/597R9r6hX3rL1geLd7tbWnYNi9oDlYNN29Iikadk/6J4vG3SuSouEO2+ZeHxwqmt5h29wLmgNF0ztsm3slub9ovMO2uVdbewuGO22be7X1SsFwp21zL3OLhjtsW6eTqsO2dTqpOmxbp5Oqw7ZxwcgO/ehPqjkD9HnrmUk32L3Zjdvt6rTgRnN8EynEN5FkfBNJxjeRZEfBN5H23vmpmez2Nlvuf9rzquzGBrur6AaA5gegMgCVAajsKAB0ZsS+nt2+2q5J00dtsTvX0pd7+/YU3QDQ/ABUBqAyAJUdBYCmH7aRh9w+vrmy0J1G6SrbNJVOrrUr08IbAJobgMoAVAagsqMB0KkbzBaOV2xh9kT0mREbWt1nJ+wuvgGguQGoDEBlACo7GgBN06+du3Bg5fvrP4608z1jPeOb93a6AaB5AagMQGUAKns9A/qjCkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC25g4famnb7tP1jzaXpTNHwTPF0d7ynO0wvGp7uML3Dyv0Yb9tU520rGu60bWnHbZvbHT+ft42TqvVjzZUP6P723CoejD4Yck8GpguG97udcqBg2D3eThVNn85Zo6bcQ9qhonF3QIuGDxWvXKdtcys3WTB8oMPKzRRvW4cd32nbOuz4yc47vmjbOu34mY47vsO2HdUn1RFeMB1OqsJt63BSHZzrk+q1vmDa+CofUF7Ch3gJL+MlvIyX8LIfh5fwABoCUBmAygBUBqBxACoDUBmAygBUBqBxACoDUBmAygC05AA0BKAyAJUBqAxA4wBUBqAyAJUBqAxA4wBUBqAyAJUBaMkBaAhAZQAqA1AZgMYBqAxAZQAqA1AZgMYBqAxAZQAqA9CSA9AQgMoAVAagMgCNA1AZgMoAVAagMgCNA1AZgMoAVAagJQegIQCVAagMQGUAGgegMgCVAagMQGUAGgegMgCVAagMQEsOQEMAKgNQGYDKADQOQGUAKgNQGYDKADQOQGUAKgNQGYCWHICGAFQGoDIAlQFoHIDKAFQGoDIAlQFoHIDKAFQGoDIALTkADQGoDEBlACoD0DgAlQGoDEBlACoD0DgAlQGoDEBlAFpyABoCUBmAygBUBqBxACoDUBmAygBUBqBxACoDUBmAygC05AA0BKAyAJUBqAxA4wBUBqAyAJUBqAxA4wBUBqAyAJUBaMkBaAhAZQAqA1AZgMYBqAxAZQAqA1AZgMYBqAxAZQAqA9CSA9AQgMoAVAagMgCNA1AZgMoAVAagMgCNA1AZgMoAVAagJQegIQCVAagMQGUAGgegMgCVAagMQGUAGgegMgCVAagMQEsOQEMAKgNQGYDKADQOQGUAKgNQGYDKADQOQGUAKgNQGYCWHICGAFQGoDIAlQFoHIDKAFQGoDIAlQFoHIDKAFQGoDIALTkADQGoDEBlACoD0DgAlQGoDEBlACoD0DgAlQGoDEBlAFpyABoCUBmAygBUBqBxACoDUBmAygBUBqBxACoDUBmAygC05AA0BKAyAJUBqAxA4wBUBqAyAJUBqAxA4wBUBqAyAJUBaMkBaAhAZQAqA1AZgMYBqAxAZQAqA1AZgMYBqAxAZQAqA9CSA9AQgMoAVAagMgCNA1AZgMoAVAagMgCNA1AZgMoAVAagJQegIQCVAagMQGUAGgegMgCVAagMQGUAGgegMgCVAagMQEsOQEMAKgNQGYDKADQOQGUAKgNQGYDKADQOQGUAKgNQGYCWHICGAFQGoDIAlQFoHIDKAFQGoDIAlQFoHIDKAFQGoDIALTkADQGoDEBlACoD0DgAlQGoDEBlACoD0DgAlQGoDEBlAFpyABoCUBmAygBUBqBxACoDUBmAygBUBqBxACoDUBmAygC05AA0BKAyAJUBqAxA4wBUBqAyAJUBqAxA4wBUBqAyAJUBaMkBaAhAZQAqA1AZgMYBqAxAZQAqA1AZgMYBqAxAZQAqA9CSA9AQgMoAVAagMgCNA1AZgMoAVAagMgCNA1AZgMoAVAagJQegIQCVAagMQGUAGgegMgCVAagMQGUAGgegMgCVAagMQEsOQEMAKgNQGYDKADQOQGUAKgNQGYDKADQOQGUAKgNQGYAW6nb7DY/PzJmdtbtoX0MAlQGoDEBVACqbQ0DvXHK+e/uFX06S5G92AehsACoDUBmAyuYpoKcnyZg7LL+e+P4cQGcDUBmAygBUNj8BvTdJ3rQ+Ta9JkqufOCtJPgOgjQBUBqAyAJXNT0B7krc95d799+Tt7u3fJn0A2ghAZQAqA1DZ/AT095KL3NvJNyfXu3fXJX8EoI0AVAagMgCVzU9Afzr5hHv7pST5pnv3meTnALQRgMoAVAagsvkJ6K8nH3Fvz09+zd+4MfklAG0EoDIAlQGobH4C+pfJCve2K1nib5yS/FcAbQSgMgCVAahsfgK6MfmZe2benyQfd/9+9M3JCIA2AlAZgMoAVDY/Ad31C0nypiT57cl059+/JXnDg3mf8/mBZ+v/2n/d+MCaW6d+qBsAmheAygBUBqCy0n6Q/ku/kiTuWWiabnfv1+R+yhqrA/rCaWYjZmt3/xA3ADQ3AJUBqAxAZeX9Kuezm0+94Bvu/fbfsE/mje/dbA1A19maF9Knl9nlP8QNAM0NQGUAKgNQWel/TER0z+p+awD6hA37J5XPVSvff9U3ADQ/AJUBqAxAZWUDekh8/LpFixZV6oButkuz92vtzld9A0DzA1AZgMoAVFYioNvP/qtffmOSTp/9pPiERXVA19mW7P1t/sX5q7wBoPkBqAxAZQAqKw/QC38q+0NM6VTyhrOLAR2zR7P3W2zVq74BoPkBqAxAZQAqKw3QCxyev1PxgP5ckpxWCOiAbc/eb7Vlr/qG7+mrau3c15Y72w60f6wpd51OFwzvcwd0smDYXQqHiqZPu31akDsiB4vG03SmaLjztk0VTXfbtr9g+ECHbZs50m0r3PGHOu74wm2bPtJtK9zxB+f6pOq0bUXDB+b6pOq0bUU7vtMFc8QnVadtK9rxnS6YIz6p4m17VYA+8Ybkd7/gBt3oC5a8cVsRoFV7Pnu/zcZf9Q3fA1215vbPNRMRzVn5gC5Nfv7baQ3Q9MDvJcfmfU4D0NHZp5YrXvUNH4AS0VFePqB/mJyZDWajlyV/kvc5DUCX22PZ+y228VXf8L10T62du9tyz6v3tX+sqVfcs/aC4d3uSf+eguG97iVF0XT3pL9o2L1mmCwady+XioY7bNse95KiaHqHbXMvLw4UTe+wbe7F2v6i8Q7b5l6s7S0Y7rRt7pXkKwXDnbbNvYQvGu6wbZ1Oqg7b1umk6rBtnU6qDtvGBSM79KM/qV4VoD+T/TWmOqCfSv59EaAb7N7s/e129au+0RzfRArxTSQZ30SS8U0kWVnfRHprcm0A9Jrk54sA3WxX1SG961XfAND8AFQGoDIAlZUF6J8lCwKgi/P/In0D0EdtsTu90pd7+/a86hsAmh+AygBUBqCysgC9OMn+JH0G6Bf/Xf5fE2kAmq6yTVPp5Fq78oe4AaC5AagMQGUAKisL0D1vS35y1Q4P6Mwdv5i87cVCQJ8ZsaHVfXbC7h/iBoDmBqAyAJUBqKy0H6R/4K1Jkvxmkvz5rybJGz6X+ymzgKY73zPWM7557w91A0DzAlAZgMoAVFber3I+f+qbklp/9lXxKT+iADQEoDIAlQGorMy/xvTUe1f8/Z8OnnPHzNz6CaBNAagMQGUAKiv7z9m9FgFoCEBlACoDUBmAxgGoDEBlACoDUNmRA/qD2294fI5fwwNoCEBlACoDUFl5gN655Hz39gu/nCTJ38ztn/sA0BCAygBUBqCy0gA9PUnG3GH59ez78H8OoLMBqAxAZQAqm5+A3pskb1rvfws+ufqJs5LkMwDaCEBlACoDUNn8BLQnedtT7t1/T97u3v5t0gegjQBUBqAyAJXNT0B/L7nIvZ18c3K9e3dd/h8TAdC8AFQFoDIAlR2lgP509rdEvpQk33TvPpP8HIA2AlAZgMoAVDY/Af317A8qn5/8mr9xY/JLANoIQGUAKgNQ2fwE9C8T/39c1JUs8TdOSf4rgDYCUBmAygBUNj8B3Zj8zD0z70+Sj7t/P/rmZARAGwGoDEBlACqbn4Du+oUkeVOS/PZkuvPv35K84UEAbQSgMgCVAahsfgKafulXksQ9C03T7e597h+kB9DcAFQFoDIAlR2tgKbPbj71gm+499t/wz45p34CaFMAKgNQGYDKSv9jIq9BABoCUBmAygBU9roAdHd1+ZzIWQ9AQwAqA1AZgMpeF4B+JvnpOZGzHoCGAFQGoDIAlZUG6NRllT+s9/tvTN4KoI0AVAagMgCVzU9Ap/9n0tyJANoIQGUAKgNQ2fwE9PYk+Q9jb0+SY0887o+Tn71tTv8mPYCGAFQGoDIAlZUF6NuT/+yW3Zt8Nk1nTk7Omks/AbQpAJUBqAxAZWUB+rvJJvf2/cm57u3+//QTjwJoIwCVAagMQGXzE9CfyX4L/t5kgb9xZXI8gDYCUBmAygBUNj8B/ZUM0O8lXf7GF5L/CKCNAFQGoDIAlc1PQP+f5BL3dvotb3I7N30oeQuANgJQGYDKAFQ2PwFdmvxnd1DTP0o+5d7ekvwfANoIQGUAKgNQ2fwE9J4k+b2r0vTk5P96Pn3uD5L/AaCNAFQGoDIAlc1PQNPhJHlbmj72E8lP/cFbkuz/IAlAswBUBqAyAJXNU0APXvRbv+neXZT9ItL4XPoJoE0BqAxAZQAqK/OPiUz6N58b/evj75hLPgG0OQCVAagMQGWvi7/GNMcBaAhAZQAqA1AZgMYBqAxAZQAqA1DZEQB66MZjPujfv33g+ikADQGoDEBlACqbp4B++3eT5CL/jz9Jkr/YDqCzAagMQGUAKpufgE46P996q//XO38rSf7LNIA2AlAZgMoAVDY/Ab0qSdYdqv1zamOS/AOANgJQGYDKAFQ2PwH9i+Tvwo2e5hs/+gA0BKAyAJUBqKwsQH8p2Rxu3MhfYwoBqAxAZQAqm5+Avjn5aLhxO3+NKQSgMgCVAahsfgL6H5I14ca65Lfmjk8AbQ5AZQAqA1BZWYCOJ7/23ca/n/7fk8UA2ghAZQAqA1DZ/AT0oZ9Ifv9ztX/e98fJWx4C0EYAKgNQGYDK5ieg6YVJkvzByNp3LPlT949r5tJPAG0KQGUAKgNQWXm/yvmBtyX13nrZnPoJoE0BqAxAZQAqK/GPiey/9G9/+yeT3/irdS/OrZ8A2hSAygBUBqCykv8a06G94d/v+YU5wNMHoCEAlQGoDEBlr6M/Z3fJXP3hOwANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUA+uoC0CwAlQGoDEBlAHqkAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQVxeAZgGoDEBlACoD0CMNQEMAKgNQGYDKADQOQGUAKgNQGYDKADQOQGUAKgNQGYC+ugA0C0BlACoDUBmAHmkAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKAPTVBaBZACoDUBmAyuYnoMd9bFf7hz65YC70TAG0OQCVAagMQGVlAZokP/mXFz4wM0dktgagIQCVAagMQGXlAer71cUf/gGAtgagMgCVAahsfgK6/abx38kMfeP/veFfpgE0BKAyAJUBqGx+Aup75taT/uANHtFfXPABAG0EoDIAlQGobP4C6nvh9uX/5Y3O0LnjE0CbA1AZgMoAVFY2oAe/ctHf/SyANgWgMgCVAahs/gK6b8s7/t+fyr4Q+r/1AWgjAJUBqAxAZfMT0Jc/s/a/van2nfjB926bSz4BtDkAlQGoDEBlZQH6Exmevz78vifmFk8AbQ1AZQAqA1BZiT8H+kvnf2Pu8fQBaAhAZQAqA1BZqT9I/zvH3vDNufcTQJsCUN/1BUwAACAASURBVBmAygBUVhagD793+G21L4H2X3H/FICGAFQGoDIAlc1PQH3bbz7xD7MfpP/ZvzkPQBsBqAxAZQAqm7+A+nZ+8qz/9mZ+DrQpAJUBqAxAZfMb0MkvvuOvALQ5AJUBqAxAZfMX0Ml7z/vrt2R/UORPzgbQRgAqA1AZgMrmJ6AHvnz+/1f7LaRfW/yh9ikAWhCAqgBUBqCyoxTQn87wfNNfX/zQ3OIJoK0BqAxAZQAqK/HnQP/PUz65Z+71TAG0OQCVAagMQGVlAdp9zbfmXs56ABoCUBmAygBUVvZ34Q/NnZuzAWgIQGUAKgNQWYmAbj/7r375jUk6ffaTANoUgMoAVAagsvkK6IW1b8KnU8kb5vSHmAC0OQCVAagMQGWlAXqB/2MiFQ/ozyXJaQA6G4DKAFQGoLL5CegTb0h+9wv+m/Fu51jyxjn9k8oAGgJQGYDKAFRWFqBLk5//dloDND3we8mxANoIQGUAKgNQ2fwE9A+TM9MGoOllyZ8AaCMAlQGoDEBl8xPQn0k+EgD9VPLvAbQRgMoAVAagsvkJ6FuTawOg1yQ/D6CNAFQGoDIAlc1PQP8sWRAAXZz8EYA2AlAZgMoAVDY/Ab04ST7RAPSL/y5ZA6CNAFQGoDIAlc1PQPe8LfnJVTs8oDN3/GLythcBtBGAygBUBqCy+Qlo+sBbkyT5zST5819Nkjd8bi79BNCmAFQGoDIAlZX3q5zPn/qmpNaffXVO/QTQpgBUBqAyAJWV+deYnnrvir//08Fz7piZWz8BtCkAlQGoDEBlZf85u9ciAA0BqAxAZQAq+3EA9OChtqbdPm3/WHNpOlM0PFM83R3v6Q7Ti4anO0zvsHI/xts21XnbioY7bVvacdvmdsfP523jpGr9WHMS0G999u7QXAK6vz23igejD4bck4HpguH9bqccKBh2j7dTRdOnc9aoKfeQdqho3B3QouFDxSvXadvcyk0WDB/osHIzxdvWYcd32rYOO36y844v2rZOO36m447vsG1H9Ul1hBdMh5OqcNs6nFQH5/qkeq0vmFcH6H3/MWluLgHlJXyIl/AyXsLLeAkvK+sl/FNvTgA0NwCVAagMQGXzE9CxJOn9zOP/OhuANgJQGYDKAFQ2PwH9/aQ6l2a2BKAhAJUBqAxAZSUBOvOm5K7XgM5aABoCUBmAygBUVhKgryTJxGtAZy0ADQGoDEBlACorCdADP5u87zWgsxaAhgBUBqAyAJWV9TXQ8eT3X5l7OmsBaAhAZQAqA1BZWYDu/uPkrx+fezuzADQEoDIAlQGorCxAP/WR/5T8xF+On72+HoA2AlAZgMoAVDY/AU0SfpA+PwCVAagMQGXzE9CfbQtAGwGoDEBlACqbn4C+lgFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKnttAL3V6u3wt/ZfNz6w5tap2pC+AaB5AagMQGUAKjsqAL2iGdAXTjMbMVu7Oy28AaC5AagMQGUAKjsqAF1j39ifNeNurLM1L6RPL7PL08IbAJobgMoAVAagsqMC0DHbP/vvJ2zYP8N8rlr5ftENAM0PQGUAKgNQ2dEA6IHKaLix2S7N3q+1O4tuAGh+ACoDUBmAyo4GQL9rq8ONdbYle3+bf6WubwBofgAqA1AZgMqOBkC/Zhd89JSBkzZ9y98Ys0ezD26xVUU3ADQ/AJUBqAxAZUcDoHeaWc8xZtVPuBsDtj374FZbVnTD9/RVtXbua8udbQfaP9aUu06nC4b3uQM6WTDsLoVDRdOn3T4tyB2Rg0XjaTpTNNx526aKprtt218wfKDDts0c6bYV7vhDHXd84bZNH+m2Fe74g3N9UnXatqLhA3N9UnXatqId3+mCOeKTqtO2Fe34ThfMEZ9U8bb9yAG91oa/eijdc711fzNNq/Z89sFtNl50w/dAV61dR7wGRESldOSAPnV/7Vntu+2CNB2dfZ65ouiGD0CJ6CjvR/ernI/4p5bL7bHsxhbbWHTD99I9tXbubss9r97X/rGmXnHP2guGd7sn/XsKhve6lxRF092T/qJh95phsmjcvVwqGu6wbXvcS4qi6R22zb28OFA0vcO2uRdr+4vGO2ybe7G2t2C407a5V5KvFAx32jb3Er5ouMO2dTqpOmxbp5Oqw7Z1Oqk6bBsXjOzQj/6kmjNAn7eemXSD3ZvduN2uTgtuNMc3kUJ8E0nGN5FkfBNJdhR8E2nvnZ+ayf6xzZb7n/a8Kruxwe4qugGg+QGoDEBlACo7CgCdGbGvZ/+42q5J00dtsTvX0pd7+/YU3QDQ/ABUBqAyAJUdBYCmH7aRh9w+vrmy0J1G6SrbNJVOrrUr08IbAJobgMoAVAagsqMB0KkbzBaOV2xh9kT0mREbWt1nJ+wuvgGguQGoDEBlACo7GgBN06+du3Bg5fvrP4608z1jPeOb93a6AaB5AagMQGUAKjs6AD2yADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JID0BCAygBUBqAyAI0DUBmAygBUBqAyAI0DUBmAygBUBqAlB6AhAJUBqAxAZQAaB6AyAJUBqAxAZQAaB6AyAJUBqAxASw5AQwAqA1AZgMoANA5AZQAqA1AZgMoANA5AZQAqA1AZgJYcgIYAVAagMgCVAWgcgMoAVAagMgCVAWgcgMoAVAagMgAtOQANAagMQGUAKgPQOACVAagMQGUAKgPQOACVAagMQGUAWnIAGgJQGYDKAFQGoHEAKgNQGYDKAFQGoHEAKgNQGYDKALTkADQEoDIAlQGoDEDjAFQGoDIAlQGoDEDjAFQGoDIAlQFoyQFoCEBlACoDUBmAxgGoDEBlACoDUBmAxgGoDEBlACoD0JI7eKitabdP2z/WXJrOFA3PFE93x3u6w/Si4ekO0zus3I/xtk113rai4U7blnbctrnd8fN52zipWj/WXPmA7m/PreLB6IMh92RgumB4v9spBwqG3ePtVNH06Zw1aso9pB0qGncHtGj4UPHKddo2t3KTBcMHOqzcTPG2ddjxnbatw46f7Lzji7at046f6bjjO2zbUX1SHeEF0+GkKty2DifVwbk+qV7rC6aNr/IB5SV8iJfwMl7Cy3gJL/txeAkPoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAyuYVoPuvGx9Yc+tU+4cBNASgMgCVAahsPgH6wmlmI2Zrd7d9HEBDACoDUBmAyuYToOtszQvp08vs8raPA2gIQGUAKgNQ2TwC9Akb9s89n6tWvg+gKgCVAagMQGXzCNDNdmn2fq3d2ToAoCEAlQGoDEBl8wjQdbYle39b+2t4AA0BqAxAZQAqm0eAjtmj2fsttqp1AEBDACoDUBmAyuYRoAO2PXu/1ZbVPvD0VbV27mvLnW0H2j/WlLtOpwuG97kDOlkw7C6FQ0XTp90+LcgdkYNF42k6UzTcedumiqa7bdtfMHygw7bNHOm2Fe74Qx13fOG2TR/pthXu+INzfVJ12rai4QNzfVJ12raiHd/pgjnik6rTthXt+E4XzBGfVPG2lQVo1Z7P3m+z8doHHuiqteu1WgMioh9trxmgo7PPQFfUPgCgRHSU95oButwey95vsY21D+yeqLVzV1vuNcPe9o819bJ72l0wvMu9ZnilYHiPe71TNN29oCkads/g9xeNu5dLRcNu2/YUDO/usG3uBc3ugmG3bZNF06eLt829HtpXNO5eLhUNHyjetlfca7mi6W7bXi4Y3tth29xL+KLh/R1PqsJt63BSvdL5pCratk4n1UzHk6po2zqdVAc7nlSF29bhpNrX8aQq3LYOJ9XuzidV0bZ1Oqmmc06qsgDdYPdm72+3q1sH+CZSiG8iyfgmkoxvIsnm0TeRNttV2fsNdlfrAICGAFQGoDIAlc0jQB+1xe4sTF/u7dsDoCoAlQGoDEBl8wjQdJVtmkon19qVbR8H0BCAygBUBqCy+QToMyM2tLrPTuCvMekAVAagMgCVzSdA053vGesZ37y3/cMAGgJQGYDKAFQ2rwAVAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCUHoCEAlQGoDEBlABoHoDIAlQGoDEBlABoHoDIAlQGoDEBLDkBDACoDUBmAygA0DkBlACoDUBmAygA0DkBlACoDUBmAlhyAhgBUBqAyAJUBaByAygBUBqAyAJUBaByAygBUBqAyAC05AA0BqAxAZQAqA9A4AJUBqAxAZQAqA9A4AJUBqAxAZQBacgAaAlAZgMoAVAagcQAqA1AZgMoAVAagcQAqA1AZgMoAtOQANASgMgCVAagMQOMAVAagMgCVAagMQOMAVAagMgCVAWjJAWgIQGUAKgNQGYDGAagMQGUAKgNQGYDGAagMQGUAKgPQkgPQEIDKAFQGoDIAjQNQGYDKAFQGoDIAjQNQGYDKAFQGoCX34g/aenHXrp3tH2tu165dRcMvFU/fuWvXSx2mFw276dEKN9d56R22rXD6i0e2ci91XPrRvOOPZOU6Te+wa45w5V6c6+lHctiPcOWOfNccyY6fg5Oqja/yAY16f1fXZwuGX+rqGi+avrar698Khh/s6jq/aPpwV9eBguGPd3XdVDT9z7usaPiKrq57C4af7uo6tWj6iq6u7xYM39fVdWnR9GrXnxUN39LV9dGC4amursGi6Rd2dX29YPjJrq4zi6Yv7epqPzmb+1xX1zVF0/+m66+Khq/v6rqrYHh3V9dY0fRzurq2FQw/2tW1oWj6aFfX3oLhT3Z13VA0/S+7/mfR8NVdXV8oGH6+q+ukoumrurqeKhie6Oq6uGh6f1fXTMHwR7q6bi2a/iddvUXDm7q6/qVgeHtX1xlF05d1dT1XMPzFrq6riqb/XddfFA37ALQtAFUBqAxAZQD6mgegMgCVAagKQGUAmhOAygBUBaAyAC0MQNsCUBWAygBUBqCveQAqA1AZgKoAVAagOQGoDEBVACoD0MJeh4DumJjYWTB8aGKi6FxOvzkxUXSy7p6YKDpd0kcnJqYLhp+fmHimaPrXJh4sGv7OxMRLBcOTExP/WjT93yYm9hcM75qY+E7R9IcnJoqGn52YeL5geGZi4pGi6d+emHi5YHjvxMQ3iqY/PjFxsGB458TE94qm3z9RpHf69MREEc9THU6qb01M7CkYfmVi4ltF0x8rPqlemJh4umj61okHioa/W3zBHJiYeKJo+jcmJvYVDL88MfHtoukdTip3wRQRlk5MPFw0vL34pNo/MVH0bCl9YmKi6OnQixMTRU9I0gcnthYN+16HgBIRHR0BKBHRYQagRESHGYASER1mAEpEdJjNJaDfvvzY3uPPf7x2Y/914wNrbp1qGln7jtpwNnLztW3DC/p7Rxf48drET1fHmseXdFe7eypWXfzp2vSNlWplwfoDTdP7urut0n+Wn16x2b45O73aW7G+kx5z04+p9nZXK5WB059vmd7bXVmfrVz/6GClYgMtS/crV3Xjfri7dfFtKzda7etZNNi/orq+eXq1u1IZPs9P71s45G8sfE/ztoWV89PdmvSd9XLrvffbsefXpg/3uJUfvjp/17jp1Z72beuxivWOf7W25z6wvGrVtm3rz+69tuP3nGnWc8K25pUbzja9Nv2SY8za99zsjneH9ZoBq4x/KHflVpu177mWXbOgMXbsVN69z06/Yqrl3hvHbXb6wy3b1pfdu1+5E2c/Y0fOjh/vHerp7+vpvr7lnAzHbeDEMbffK4tvyF05N72vbelueq+FU/bExe6k6nV3lbNys1PNHso5KxaG4c/mnRVN0/8tZ8c3TX/isC6YsWp/fFK1XDCL3LYNHeYF45bes7D9guntdjt+6Jxs+uiIW1zljFvzL5hjKu1Lb71gsulDfd3Ht5yTwwvqFB3jtm3pDZ8eeDZt6ttnVnrqkNXW75T3zP5VuzkE9EtVs/E+q9zib7xwmtmI2drdsyM9Vhu+rjbSNtyT7YE+Nz6ajXS3jWe5w2SrGtPdZyx4pnW6G/bTm/p2y3T3v/eeFga772+dbrWVaxyR9qV315bedMD84qOVa9zV8O72pbeu3HjbtrWtXO/2tum9rdNPzN81ettsU2PP5Wybv/eR7L9q7canWpbebU3HrRIvvb7jG0u3M4tXLuy5/F3Tdtgb9x4Ptxy32U3/WtvKuXsf8Ptvth1FOz5eerZys9NPK165sPTZ6X7TZ6ffkLtys/Vsj8+KatP4p4rPipNydnzT9MGj8IKpNJbQjkHbyln7SdXbNL0STe/tbTpufdYMqP+csRpkL5xWv6/++iPfHAK6q8827UynPl6p+KcA62zNC+nTy+zyxoh7Y5WH3bD5kZVmFzUPn5kd5yV22cfNTn0hfdLdeLxpfMROzzbk0vPNT9/rdtG69MEeWzo73e/OJdlnLeuzc92MGyuVEVvSmL46OwbvHM12xjnu7SmVSr8NTTVNr/gPukPa5w3Z6NdzacvKDZrd1Lz0JWbnxStn1c+d4Z5D+X+FbRvKVs4/AVpaqbpFLTzPhs3OzVk5q96afe7YQGPd6/dudsHHs+lnuzMtm35Rzq6x6s216YNN2+a3edzP8Dt+0N9c3rznVrkPLM7u3e34p/1drd8xatUXGitXu/Rvyo7bv/l/rn9yqHXP1Xf8qdlhNVu91HKP25A9tsLts5eeOKmx51p2zakr7b5+G7nMrD9Mb7r3IfuG27NL/X+Xp/FxW7PS/+v8/U8ssIHJxvCKbNv8vR9/rY1VbPgm61tql8zEO/5YGz85ewQYzz1up16bPaR/2L+9JGfl3PR+91lNS5/d8Uv8jr/W3zjvTv+Rh+OVG9+x/8vuBPvu/W7xeafsmTv2uyf+677uTKgfl5az4uQdj7rPHdlxn7t9Wc6Od9PdYd9wv9tBuRfMoL233xZtstEluffebe9xb4+z0cH8C2bQi7XhvSYumNmln5h7wXTbh9xhPb71grFs5cbd2xOq1Vv6HXC2ugmDs3EGWgAAIABJREFUlgvm425ho7a2+aQKu6Y2fdGSlpNqVfaU/TJ/iVv1U99b5te0CdBd/rA+W4NsnV+/7yyzE23J5FwDepudmT1L3mwXpOkTtceT56qV79dH3Jvr/ci7rWe3Gx7yI7PD22z4ZjvGzq1Wvurwuic7M7eF6afa8Nk2eJ17zPr+SVb55Gr/EONGHstek2TT3S7Jpr/TPTXzt93wZvfIPjv9Sqte46Y/XnE75MzzrbdaudocRQ/Wp/fbYLbMd1rPze4CrVT99LB0t3LZo9qnm5e+vmLfiFfObs22zS9sdtsG/YXiVq7bX2he78r3huzCvJVz01f7lRu0iUq49/Ozs93vmmPt5sHa9DWWt2vs1nfWpn81bFvVjr3e33uPVXend2eLWt+059y9V/zwZ8zOTtNHMiHT5yp2S33pN9d2zbbsuL3TD5+ZficsvWnHb3SHNZv+XDV35Y6xh2uHfUd9z7Xumo1jbtz8w96Z4bA33bufnr0YfDScNU3HbfeYuxj9yDMV+3Jj2852x612Uo0OV7/sj9tFdnM1Z8dXF7jhbOnvr+Ydtw3D3VabvsDyVs5Pt2pl4+zS3fQev+luujuffjDs7qLqp1f842a0cmm62i39mZOGH6sf9paVczv+Eb/0pcP/Wj8urWfFxvRqy6YvGMjd8dlh99O/knvBnGar3YGrPDfuPpJ7wazOTqox+3zuBfMZp59b+nPj+RdMWPqW/AtmdXzB9NZXrt8/pN14U3ZWVbblHbeK3ZhNX1J5OJxUTbtmxI+7T+2205tPKkeRu7d3++npPf6BzB6bdeye7NnPsxlkTzhDVmcOjTU+Y+4AfZd9Onv/hH8Y22y13zFca3fWR9ybbOTd1p8NZyONYXf7XXaDLVlr69xDz3WL/EPEzWH6ert0zN79hNuxd57jnngvys50N7LA3lWf7jY6m77CP9S426N2p9txJ81OP8FWZtNH3Pnw6WNsw1q7zpYM2pWz0wcX+J2+wvrf5W4ct9ZPr8wu3a1cv7+8VjUvfcjyVs6ecJ9+pn8SOzy7bcvqK7fAv6xY5x8v71xpH7GclXPT++z8te6x98vjdk7j3pe6e3Urt85P/0B9+t3L8+892zY3PWxbr93whL/3AetN09Otu8cLGfacu/dl9R0/7Hd4xQ+76/mD9aW/y+8adzSy47bYek6wE9O0ec/N7vgl7rDWpq/N3TWV0fphv9nyds2YHx+xoU/b+nDYm+7dD/c6mu3ZcNY0HbcDlaotzUaGbVNj28bc41Vt27rtgmvdZ9658/Eda3N2fNUuqC/9obV5KzfsHjn9jt/5+FmWs3K9ful9a+3W2aW76f1+0930E61yt9v7K9f66cv8Xm5fuWqa9tlC22BfSOuHvWXletI0+0w3XD8urWfFkvRMv3Ju+srcHe8P+3HZ9NwLZsiuyk7pDeqCuSo7qZbZ3bkXzM22KLtgNrj1yblgwtI35l8wV8UXzEh95Yb8cduxwjyUdmPecavYjuykeoedGU6qpl3T7cfdSXWejTefVJ/OpntAd6TXLfLPV8OvDV/XawMVD6g7eJvtFLsqc8ht/VwDev6S2i/+PWmL/Sv4LdmN2/wT52zEvclGTrcF2XA20hh2t89fcrctvs095Nem99qFYfpptmW0eseT7inB5cv8+TDsH0DdyAb/oiGbvqJvJJu+yCHjb19sl3/JesL0hXZTNn3MKkseOcU+e5udZ4v7bUN9+nK/cm6XL7IF5ztXr3ETn3SrsLRl5fr9gW0s/Un38iBn5ezeve7Tl/nH36Wz27bMFmYr557RDN/7jl4/faF91nJWrvveF8zuuc3d9WMX2zHN917xz4bc9HOtNv2xvF3j7j3btl57NGzb8Qu3PunvvdsG/J6zyz1xYc+5e7+qvuP70rTHQ7G+ecdnx83swuy4Ddn7L3HrNROW3rTjF7vDZmf56bdZ3srZ6tph3149IW/XLPLjY7b+Plufd++D9el99mw4a5qO23fdRbPkn9zIgUH/JK+2baPVzfVtM/v8Svdpl7ecVE1nhX0+XnrTyvW6neR3fHpgseWsXNUv/YS2U3rIb7qb7qTZ6JZxUzbyPv841L5ylXSP2bus4nZq/bC3rJwDdKG99zobiy6Y2lmxOJ042a1cZcPMwrwdn10w12TTcy+YITvFn9KXLrIz8nZNt52SnVT99mDuBXOP+wx3wVy62L0wz7lgGktfbNXcC8YPuwumt/mCuX7F2N21U9Y16ae763193splw+64nWWVE/J2TTbuTqprbWHbSeWm+y8kTGYnRI+d2QLZIg+oO3jr7Go7ZcZ/Rn/j23tz/2NMt7iXFOmYPZrd2GKr2kYG/UfccDbSGM4+3Q1v8fJk0/tteZheW9ot7uXAqh7/CN7tv+7uRq7xJrRM765P/6CtGrezwnT3Xza9zwbr9z7mH4Rb7r3HP2Ct8ku/0028xY23Ln1wduU+6Icr/5S/cmPu0dO/2D55dumL/J27lavOTh+1U26x/JVzl/I/u7Nq5l3W27Zy2b0fb+6Y9tjIM2LXuNtu+snvbdu2je6D/iMVO3OLJ65pz405Ums7fti91LNL3fsNN97RuvSqLffHzQ0/eq0N7Y+WXt/x7vnYB/3St1jOyg3YBUPWd4yduq6x51p3zRl+3Gzh7bZ+S869n1Sf3m3Pbsk7bl/zF1m3Lbx3Q7xy2Wc8ssCdVNX+kzZ9JGfHu+FRW3Gqu6umpTetXL/dX3VbcMzXNjSOa8vK9fmlL1hsldmlN917xYaPd8u69GQ75tn0Av841L5yI/7AuJ36lH+K1Jt3VlTtE8fbwOxxaT8rspPKnnivLVEXzJ3L7FRxwWw4zW3eB/zz7G/lXTADfviBf3JP6NoPe23HT57mjvo9bvr69qXXvjjaWPpw7gWzwA9f57/K3HTBhFPW7d7v+m1zh+D4vJWr+GF3NS8x+6e8XZNNd6u9yfriC2bQrf53M2UqdmwzYWkG6C3+q0oPnGaX7jjgtn59/S+ozDmgD/Wae745YNl3E9Ottqx15CH3DCsbzkYaw/7T/fBW/8CRTR/MviJdH8+W5sZvc/LYP6apf1zzIx/yD84t060+/S7/4PdImD5gn/XTx80/wGf37lreeu/ZT7nc45f+la12bK9zpXXpQ7Mrd5cd22Nni5Ub8J828Bl3hBpL7/d33rRtbtXO/V+9lr9y3TbkHh9e2O9eO7WtXDZ9yGoNbFb3Pt5tle72bVvSnW3b0+5J6lZPXNOeG3AnWm3lxp92j0vZlzndE4KWpQ+4xxu752n30mb7TeZeKy+Pjpvf8U+7Zdzll77VclZuvf+c7Pv0m7bm7Zr3W/YtBfff+q05937J7PRnt+Ydt+wbNNm6n513UvW5lbDap3Tn7Pju+nDL0ptWbmB2/LKv5Kxc/+xwY+ktu+Yfh+rfGR74QNXG45W7wx/25TaUpo3D3n5WuOe5zcel/axwt9/vj8u5n1cXzIcKLphXNtRW/aI094KpD8eHvX7BvFLfMZPtS69dMPXp62cPe+vK1YeHvth0wYRT1t3l9f56c/8ezVu5Pj/sruZu643Piko2vd/dzUmLrCe692P9lyyuz5RxT6VbEPOA+i1wn9xYv/r3kOYa0Mkbu83/Nauq1X5mbJuNN4/4N37EDWcjjeGqfS+b6Hi1zdntIf+KozHuPj2bnh3v5/354HaPG7mrjkx9+uSm2elfdP+6tml61e3iW/3S/Zdh3adf6v95fOu9L5xd+uP+M29tW7p/ftW09Mr3xMpl3wHsucW9oGksPbvzbNuG6ttmI93uNWHuymWnTfX2Ff6FXdO9L7LavVczZE58p1XVvdd+7K91246vbdvUGW7btnnimrbNLa62cnbsGbWf8Vi34x+yqzYsPbtUnjmj2m3PfyRnz9V2vF+6fdkvfZvlrNyVNuym3+/+dd+2vF1zrXuO4k5rt3POaNuzC1qn/8u2vOPmv889kO2cwbaTyt/7mdlPZ/W7sZ4rsi8Ste347JvK3/HH9cHclav/cJdb+sKP5qxcNjx0vYWlN+795ZP9yvn9+uUHLPsRiJyVS2uHfXTvw43D3n5WZMfl2Nnj0n5WuNvH+xU89RPqgjmpoi+Yfx7MfrrB7sq/YPzwaUP6gnHPFBee5E7pifwLpr70qrhg/HBlwLpvbLpgslO2tm2PV7q7/XevHHF5Kzfih7f7B8/htrNidrp/8PBPR9vuPZt+X6X7g8/tzaa3MLbIvpNtQTVbv8VnDFl3409QzS2gX15iA9kXW0dnn4GuaBrxbwb9yKh/1FgRhkfdo4Sb+GW/1duz2wN2cpg+ah/306/Pnkls96933PFc4R9Q+5umfzk7oLXpC6xp8W56t/Xf7ZZe6fMPQ/7T7dh9HzP//ZAwPbuIsqXfsMi6725beurHZ5deyR6uc1duwK65z19qp81um7ty69u2LLudPaD+o1y5TLHq+fWH8/q9D9a3zZ0Kn7SxSvVcy793t2fdvVf/oW3b/M/S2Bc+6FblK/VnoGHb7Jbaytli/zzlmOxroGtrZ1R96W7TK4N2tX1o1D8DHYz2XG3Hf9AD1ngGGq/cffe/MFp76n/B1rxd89T97/fTV5xlI617tnbvjekVO6f1rKkft6fuH7ShD9kK/52BE5r33PXZceuxUxbaR2zFJXbx2tqr6JYdX7FT6kvfmLtyPf5F4jV+urtg45Wr+qU/uNWGZ5dev/fru7OV63Gf4ZaefWV8Rbxy2e2snvphbz8rPLN+Zv24tJ8V2fQV+z5W6VYXjJ0lL5gv2sIF/rh1Vx/JOyeP8cN+11Tfm3vB+Ecdd1KN91Uvz7tg6ksfscojeRfMR21hr12z1b9oOq0NA792X0jvaPxQ6HjuBRMNt+2aO7InJJWN1td2UrlLfMi239H4edjWvw67yG21h2zUr99WD0mlWv/TjnMJ6MsXmV1ce+a5vP5d/y3+CzT1kW9lw9mIe7Ol9gVR16b05QV+xH+SuwYfy6b32zq/HbX8Q9nFj/gvZqzOpvtnEn56/aeTL/DTv5X9HGQ2/WX/M4+2tWW6/bNf+rpxW50Nr/TTq83T/bD/UUX/DVHLfqSn8bPPPa0rly192LaKlXuyYo9sqb0qnF26fSmb3ud/JMJt20n+Ouptmt60cm74cxvc4LnN29Z07+7Ob7aN75v9WeP2XZPt2XG7qH3bVrplnt69st8+mX0NtGnbFthEbelWWTlVtXf44ZZty3bNquXWvXLKLf1aW9i25+o7/p+7V57mV85NHyxaOXeuD+bumie7B/y2fTj8YHbzvTemV/0PueYet1672Z1Uj1ij7LjtGKvtuWH79HK/9Mcax6V1x1f9cLb0Y3NXbtg/sc+m567cYH36Kju+r2nl/KYv9Cs37PydOMN/daGSt3LZWeE+9ewbh8VZUfXfl97oz/zcsyKbvrF+6ubs+P769NwLZty+6HeNXWHVvHvv88Nu206ys3IvmHF3ZrmTauNHW7etsXL1pS+ylqXPrtxi+0h2wZzUcsHUp/d4BL49Yv745K/caj+8wm/J6YPRdL9rnuzucdPXXJ9z3M72u+bb1609+3z/AFg/5TdlXPXWIfPr98WMMbf12WdsmkNAnx+zkxt/yXWD1f4Q++12dWOkPpyNuDfZyHI79rzzPuZG3NNlP/4+d6Ldm03v85tyyTIbGF123tlVW/LE493W+y67Opu+yH/D4Gr/BeHq6Oiys93T0Vufd4/Bx9Wm+8Wttf7p5umr3Insln71ibb+efcc69bs3o+z7tnp7s4XWG16xRa9r7b0wTE33NdYuX63N2tL32CVxdO5K3f9A/daaLi29BPsk9m2LbC19z3gf8bH3vkVG85buVMfqO2ac+y0pm3z99ntV+6z9z2w3H+b5+qv+Kfgefe+e3l9eti2d3/B7/jb3X0salq1sG0bave+pHnQ32osvbbpmzY0D4817bnGjr+2ZQG5x829uckdup7lbrh916xPm/dcX3TvjbOm16phevNx22V2jzusz/sfepk9brV7d8PL7YENfs993/zPZUY7fsgPty+9aeU8UPXpTds2u3LH1adfYtWT3dLrK+fv/O7ba/d+uhf4nX76sfHKpf6pZZ8/5y5xL0DiU9a/rBn4mB8/2R2X9rPi3nT3fafWpq8RO364Pj3vgrnbbO8Gu8D6t1t33jnpXmZnJ9XF1pd3wdztHyOudTv+u27b4gumtvRLrTLSvPSwcmafiy+Ydz9Qw2Bh9qrbT3fLHM+9musnVY9d0nRWNO0aeVK9r75rMqSq9s5Lzhtz08/7WI0r/6PE2V271c8+w239Jee5PjZ3gO490a6c/RPjm+2q+hrcVR9pDGcj7k020hg+2a7KxjfY+mziZncwPtw03a74QY+d4I7EXdn00/3uuctDuqk+/TL/2y+16e72Ke6CWN8y/X2WLf2u42ylPyVq936qf0VSm+7vfJHVp9sJG1qXXlu5Hvcqqrb0sewLT3krZwNfG7ah7Blyt41sr033q+PvfaGtsIE9w+7Z9V1bbH3eytnAzJV26Qb3ZGD9sP+Zu3Dv2cpdbAPv8Xq56adb7r0/l22bmx62ze1Kt+P9d48XLl3aaz3u2Ujf0u6wbfV7X2824se7/fDSU/1X8rKl1zf9w5ttaKl7Xj3kiFm69MSw52Z3/LlLly7Inif0Le3PW7lVn5pxB2+pW/Pl4bCHXbPyzmuWDrvpIwutu9//tGPbvdem+0fWZWF6OG6X3fmJit9zd21zTzwGG9tWv3d3WN9jd5zt99w2W7bSf1GxbceP+p8fzJa+NG/lVr/Hw5lNPz5sW1i5E/3S3fTrw9JPtk3+ztP6va+rTx8MZ3xYudQ/lRjwI2njsDev3Gr/WvKYbL1W1o9L81lxVfq8O2rZgrfk7Xi3+GNseIO6YK7ott2b/QXzlI3mnpP2VHZS3WSjeRfMFf7bXye6z3zKunMumNrS3QVzWfPSw8pV7N7sghluvmCsv4bByXbMjm++4qe710f35q3ccj/sTqoFYbhl1+z4xHHZSdXjz/uWkyq794u++UrGRLf/GdEmyHrrv5nk12939hk3+d928M0doJ+ovVqv9agt9t+2erm3b099pDGcjTxqo35kdth98GNu3N3emk181LKf6WiMr7LF59tIdjOb7r/q27sn3WH2/fr0IZud/jF/2+zrLdOvsd5Jd/PZHneibVxgw9m9d9v7Zqdv9D9r15tNX2bdfrhp6bWVcy8c6kuvVNyT/9yV67YHs2270Lk1u23uuccGP95jowvtmmxkk/1D3spV7MFN1u+nX2z2cvO911Zuof9aVTb9JOvOu/cHsm270P4hbFvFVma7Yo3/Fcc73bb12Prmbavf+/+yys40/ax/3bTe75p315de3/Sn/I6fcUuv2trWPdd03Nx+r7jp7hVQ7q75uts1FXuHXdGbt2sW+XG3befY4rBrwr3Xpvf29dq7wvSm47bIPd0ZdCNX137Zp7Zt9Xt3w4/b8gV+6Vfapm5PStuOX2jLH/ZL77ONuSv3uH8OlE1fFnZ8WLlFfukLevsunV26m97nfzypce+LrLfXT+8OZ3xYuUn/E7bZPnukfthbVm50Ml1s1fop++74rJicWVQ/3S6wau4Fs9gqbad003E72T6TXTA32zl552TVPp2dVP9o5+ReMP5HUP0F43+JOOeCyZbuLpjLm5ceVq7qh0f90psumO76yrlT9jq71p8VQzbyYt7K9fvhUf8zny+2WVJbufr0x8zWtJ1U2b0P2LX+EPXW/wLMLGSL6oBm65cdxH9s6DZ3gJ5sD0/Xc7dW2aapdHKtfzytjZxsDx06dMgNZiNnuAeC5uFV7pA8tGetXeH+dbGbOOQ3KYyvcvv09t1r7fJDh7Lp7gHpQv+V0xNmp5s9kI2vcg9GD+8bsMqe6X1N093yLlzjf2VhxOzBG91nXz69a9yqz85Ov//Qnqq9azqb7pZ+2fRLzUuvrZw9XVu6W1h1/778lbPxx87wPz3hjknYtm5b9/Jad4GPmP8R+34b/6ANrHQ7IGflxv1Pvy03d9Ge3nLvtZVblv3G9rHZL8pdlHvvl2XTB8aat230Ebfyy/0ThGzPrbM1rdtWv/dsx3e76379K27XPDe7crVNz45b9lt163e37LnZHX9xdlhHbd1Zlr9rRh46w/9a3fDq3F1zio1sHXK7puL2cdNxm7332vTT/G+/hOnhuJ2S/eb6JTdXuq2yLSz99vrKXXSm/8WixbdU+ses96V4xy+yi1b4PefuIG/lLs5+P3v8lkpPJbuS2ldukX/eZMublu5X7mMH6vde+/XuS29xK3fFdM7KTf3ADY9OzTw6e9hbVm7T8376u9NwXFrOioun/I+AHTd14Kb8s6I2/XJ1wZxpA591F8zHqt3L8y+YAf81xpXV7sW5F4yb7k72Sz/hXnvkXTB+6f43ilqW3nxWDHz+DL/0SvMFY3ZH/ZQ9t7v6+SE7ptuuz7+aK9V7/Ullt7ZbUlu5+nT/Oyhh+oI6NW7cTXfK9Lf8Lrz7nEXuoGaQZevnLnW39dvmGNCp8Eer/E9wPjNiQ6v77ITdLSNZ3W7E7fJBMWzZxErhuPOjMlixnmfyhkP502er/HPeyoXhw1x69vMuVevPHW760zjH5d97/avdgy8XT198ONtW23Pun/l7rrbj/fOFyt2501d111Yyb+lWO6xZ/3979x4bRRGAAfy7gi1FUHloUSAQIy/BByg+iBEUiMDd7V2vPQqlaSgvgYqGiDGiEokIGgF5CGhUNCiCERoxUYkEAgbR+E6JPESIGFBe0UbkYdtJnNndu/a2s+WYBHK5fL8/ujs7O3N7s3tf726324nNDI0V8Rm5aNC9TNPnqEkOjb46eb+j0Dpd70XJoQvv0DVP3jNIv3ENzUu1j55srus95YZLk3QjN8necEu/29UvNdV/VL9fks1DfkeFs1d9XzDuyIX0O6bxK0J7UCUH3r/3kG/vQadWPXf9C8ZtLqfNHRVj/bLCbR5v/qCKNgrQlCA7UmqvEQpaVeISB+jRYKPHlU4uLY9UvHE6tcZWoWqWL/KrDsZVzZjgOJ96SzVXfzsSfuyErnmDEm33DWP7m6a6vGF2gkHv1pLRoVBkbFGkVJ1A1Dy3RjcPm6QZGtXcku9yos/5DE04ErXkHi5a4vvoYfnLPFKpe272wC+cLJvrR84e+N1yBKxpv/o1nyUPRX3vdvPl8+URG1+l329j1E0dIv673SosjJUWhYPj9UfNGHtkg0HtU5cbZxVGZYZYU/fpeg+VR4rjETU0M45qm5eFw1ZJzKd39dyKi8Jq4BfrH102D/v2bi1N2e2ajQsFH9ss32bpd3vF0lgwvnBK2Ge/yI0LBcdXyidfvEw/8Kr5ZN8XjBz4WDRYGLP8Xq6lIavZg8qKycOuud7HWEHLp3dL9R4piVl+L5hyK1oYLwsFy302bqw6qAqbOahUc7kB2oNqgmoefWL72EYBmhpkJ+3tm/Zy8p958o70RESGGKBERIYYoEREhhigRESGGKBERIYYoEREhhigRESGGKBERIYYoEREhhigRESGGKBERIYYoEREhhiglGWqgEPaio6YfZk3hbIeA5SyzEUG6OFd31za7aFsxgClLHORATobHS/t9lA2Y4BSlmGA0uXDAKUswwCly4cBSlmGAUqXDwOUMlYYrc+p6Y9Ai7/VzCFgopr+8+I97dvcOmVPYsWUciJAa+5Cy41qZtOIgrzuk/YmA3TL5PsL2vQZVaX+2eEU2BbreiW6IAYoZaxXgS/UdLmMuE/UzDvAh3LyfRcn9gLznPVSy26Anr4POWvl9L+ZTmX+BidAz5fA9VBtSoB6eyW6MAYoZawDwFw1VZH3pJqpQMu/hDjWDoivWvf41cALaqmn7ATo2WEIrFa1E4B2U9+eNwj5uXaAzgd6vrRxw/yewEJVn/gI7+2VKA0MUMpcN+FBNemKDhikZnrgPvmzEi3tfyp7sBfyDzUt2wF6fhSwUi2szkGv/XJaVylTWAVoN/SuURV/d0dITRMB6u2VKA0MUMpc05F/zv7mcy5y/xXiCCA/Xh/MxUynegvwVNOyCtDamPu9ppAzu+yZ+pvtAD3btcsSZ+1y9FMTN0C9vRClgwFKmWsTsF2INeixD9gqxPvAd/Y3oofd+h4Y3LQsA/TAOKDUWdQJQ93K15F6Fn5kSoB6eyFKBwOUMtc/uXhOnegZL67HHCEeRkG9EI+ic6I+rMLPW5YBOlJ+XG93TC2paUjNvQ2z9b/veK0QKQHq7YUoHQxQymBDMESIfnhTlOABIfqiTC4bhUZympar1CQOmbrSd5CNHWfcAK2eflu+s3LjAPX2QpQOBihlsAVodfZUAPvFSuSfPx6Aui5pYOOow39NyjJAA6vrBiLwpVx5N/BWorPWdoAuaAHkDog/89n4lAD19kKUDgYoZbAfgG2bUCDEz8DODcg5IZcV496UdbxlGaDLhPg6B/3r5NvOQPJz+zH7HegW+cZz01lVnpISoN5eiNLBAKVM1glznkBMzhRg/gzcrRY9bX8TaqutrWtadi+knwgsl5MbMMyt3GwH6Djk/+GUJ6QEqLcXonQwQCmTlWHwIPuCpGKM6I9n1SIZkFVO5fG27mVL3rIK0BPt7fNIJcBXTu1QO0CHoK9TrL89JUC9vRClgwFKmew95OXhW6EuM2qT41zRWT8Q7bepmXNBBH5pWk78LfwK+zzSnhboc0AVFzgX0k9Eqz9V8cw0oI+amY12ul6J0sEApUx2PAdoUyvss0Fo73y03hnAFWUrPl7U273i3VNOBGjdHfZ5pAqgw4x3Fw9HXh8VoBuBvmt/3PrKjbgSOZ/WCDEHgQ3VR5r2SpQGBihltDuB4fbMtcBod9nnnd2rjSp15eTt7HYF1HmkM+4FSq3Wj7bPJ1W4685aL39aQnyUuJmIt1eiC2OAUkabDXUtvbD/JnN1YuGpWbeTTC1cAAAAp0lEQVRc1XZAebW23HA/0ArnPNIHI67L7VxWLZwAFRuHds3rXvGTqJt8Tf4jsvx8t7zOa3S9El0QA5SIyBADlIjIEAOUiMgQA5SIyBADlIjIEAOUiMgQA5SIyBADlIjIEAOUiMgQA5SIyBADlIjIEAOUiMgQA5SIyBADlIjIEAOUiMgQA5SIyBADlIjIEAOUiMgQA5SIyBADlIjIEAOUiMgQA5SIyND/zilFRa4/3joAAAAASUVORK5CYII=" width="672" /></p>
+<p>Hmm. looks like I have a problem here. My first guess is that there’s something funny going on with my <code>weekdate</code> variable because it looks very different on the x-axis. Let’s troubleshoot:</p>
 <pre class="r"><code>class(il_weekly_cases$weekdate)</code></pre>
 <pre><code>## [1] &quot;factor&quot;</code></pre>
-<p>Whoops. It looks like I need to convert that <code>weekdate</code> variable into an object of class “date” so that it will work with ggplot. There are a number of ways I could do this, but I’ll just make a new variable by first converting <code>weekdate</code> to a character vector and then converting that into a date using <code>as.Date</code> (and remember that it is sometimes easier to read these “nested” commands from the inside-out).</p>
+<p>Whoops. Indeed, I need to convert that <code>weekdate</code> variable back into an object of class “date” so that it will work with ggplot. There are a number of ways I could do this, but I’ll just make a new variable by first coercing <code>weekdate</code> to a character vector and then coercing that into a date using <code>as.Date</code> (and remember that it is sometimes easier to read these “nested” commands from the inside-out).</p>
 <pre class="r"><code>il_weekly_cases$date &lt;- as.Date(as.character((il_weekly_cases$weekdate)))
 il_weekly_cases</code></pre>
 <pre><code>## # A tibble: 38 x 3
@@ -1683,41 +1690,45 @@ il_weekly_cases</code></pre>
 ##  9 2020-03-16       953 2020-03-16
 ## 10 2020-03-23      3568 2020-03-23
 ## # … with 28 more rows</code></pre>
-<p>That ought to work now:</p>
+<p>That ought to work for plotting now:</p>
 <pre class="r"><code>plot1 &lt;- il_weekly_cases %&gt;%
   ggplot(aes(date, new_cases)) +
   geom_line()
 
 plot1</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>Much better! Notice that the final week of the data appears to fall off a cliff. That’s just an artifact of the way that the <em>NYT</em> has published the data for part of the most recent week. Once it updates, the case count probably won’t drop like that (yikes). Anyhow, onwards to cleaning things up and adding a title.</p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
+<p>Much better! Notice that the final week of the data appears to fall off a cliff. That’s just an artifact of the way that the <em>NYT</em> has published the data for part of the most recent week. Once it updates, the case count probably won’t tumble like that (yikes).</p>
 </div>
-<div id="working-on-ggplot-axis-labels-titles-and-scales" class="section level1">
-<h1><span class="header-section-number">4</span> Working on ggplot axis labels, titles, and scales</h1>
-<p>As I mentioned briefly in class <code>ggplot2</code> treats labels, titles, and scales as “layers” within it’s “grammar of graphics” (and yes, I’m rolling my eyes as I type those scare-quotes). For the purposes of our example here I’m going to use <code>scale_date</code> to work with the x-axis, <code>scale_continuous</code> to work with the y-axis, and <code>labs</code> to clean up the title and axis labels.</p>
-<p>For starters, let’s see whether there might be any way I want to improve the axis labels. The ggplot defaults for my <code>date</code> variable are pretty good already, but maybe I want to incorporate a label/break for each month as well as a more granular grid in the background that shows the weeks? Here’s what all of that looks like:</p>
+<div id="working-on-ggplot-axis-labels-titles-and-scales" class="section level2">
+<h2><span class="header-section-number">2.2</span> Working on ggplot axis labels, titles, and scales</h2>
+<p>Now we can style the plot. As I mentioned briefly in class <code>ggplot2</code> treats labels, titles, and scales as “layers” within it’s “grammar of graphics” (that sound you hear is me rolling my eyes as I type those scare-quotes). For the purposes of our example here I’m going to use <code>scale_date</code> to work with the x-axis, <code>scale_continuous</code> to work with the y-axis, and <code>labs</code> to clean up the title and axis labels. Each of those have documentation and should appear on the <code>ggplot2</code> cheatsheet available via RStudio/Tidyverse.</p>
+<p>To start, let’s see whether there might be any way I want to improve the x-axis labels. The ggplot defaults for my <code>date</code> variable are pretty good already, but maybe I want to incorporate a label (“break”) for each month as well as a more granular grid in the background (“minor_breaks”) that shows the weeks? Also, I like the date labels along the axis as abbreviations of the month names, so I’ll keep that with a call to <code>date_labels</code>. Here’s what all of that looks like:</p>
 <pre class="r"><code>plot2 &lt;- plot1 + scale_x_date(date_labels = &quot;%b&quot;, date_breaks = &quot;1 month&quot;, date_minor_breaks = &quot;1 week&quot;)
 plot2</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>The ggplot documentation for <a href="https://ggplot2.tidyverse.org/reference/scale_date.html"><code>scale_date</code></a> can give you some other examples and ideas. Also, notice how I appended the <code>scale_date</code> layer to my existing plot and stored it as a new object? This can make it easier to work iteratively without losing any of my earlier layers along the way.</p>
-<p>Now I can fix up the y-axis labels a bit using a call to the <code>labels</code> argument after I load the <code>scales</code> package.</p>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+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////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd2DU9P8G8OfaUkCWgIoD3Av3Qv26ceDicKIoiCLuiQqKol/EBQ5EBbe4B4o/FAc4UBD3AFFERRRZBdro1wHKKr1fcsl9Lsl9kqa95JrknucPLrl3H1KO9tVLL5cgxTAMw9QraOhPgGEYJqohoAzDMPUMAWUYhqlnCCjDMEw9Q0AZhmHqGQLKMAxTzxBQhmGYeoaAMgzD1DMElGEYpp4hoAzDMPUMAWUYhqlnCCjDMEw9Q0AZhmHqGQLKMAxTzzQ8oL8p8vxb7TDQ8nvqb5fpCkn1z1RqhZfqGtet/lWP6m+p1Brlf67VlW5b/V/qT7fqag/V5anUsjpW/3Dd6qq6VNMPQLa6yrX6h9tW3ap/ulXlD4CnqrJ6petW/1d71foAZPKXa3WN21Zrqa7IvU88AH+lfq9jVeRv12p1bdXqVMqp+q9r1UmIWqvLTNXcr4C1XqvW2PgioLYqAdVDQDMhoEYIqBYbXwTUViWgeghoJgTUCAHVYuOLgNqqBFQPAc2EgBohoFpsfBFQW5WA6iGgmRBQIwRUi40vAmqrElA9BDQTAmqEgGqx8UVAbVUCqoeAZkJAjRBQLTa+CKitSkD1ENBMCKgRAqrFxhcBtVUJqB4CmgkBNUJAtdj4IqC2KgHVQ0AzIaBGCKgWG18E1FYloHoIaCYE1AgB1WLji4DaqgRUDwHNhIAaIaBabHwRUFuVgOohoJkQUCMEVIuNLwJqqxJQPQQ0EwJqhIBqsfFFQG1VAqqHgGZCQI0QUC02vgiorUpA9RDQTAioEQKqxcYXAbVVCageApoJATVCQLXY+CKgtioB1UNAMyGgRgioFhtfBNRWJaB6CGgmBNQIAdVi44uA2qoEVA8BzYSAGiGgWmx8EVBblYDqIaCZEFAjBFSLjS8CaqsSUD0ENBMCaoSAarHxRUBtVQKqh4BmQkCNEFAtNr4IqK1KQPUQ0EwIqBECqsXGFwG1VQmoHgKaCQE1QkC12PgioLYqAdVDQDMhoEYIqBYbXwTUViWgeghoJgTUCAHVYuOLgNqqBFQPAc2EgBohoFpsfBFQW5WA6iGgmRBQIwRUi40vAmqrElA9BDQTAmqEgGqx8UVAbVUCqoeAZkJAjRBQLTa+CKitSkD1ENBMCKgRAqrFxhcBtVUJqB4CmgkBNUJAtdj4IqC2KgHVQ0AzIaBGCKgWG18E1FYloHoIaCYE1AgB1WLji4DaqgRUDwHNhIAaIaBabHwRUFuVgOohoJkQUCMEVIuNLwJqqxJQPXkA+vIxL1jWCSgBJaCBhYDGDdD2aPmLeZ2AElACGlgIaMwA/RnADeY7CCgBJaCBhYDGDNAJKqDrLzLdQUAJKAENLAQ0ZoCOUAHFCNMdBJSAEtDAsnqNPGtrHAbppKpdhrKq+t+3tp7VPLaqt1I16ubdqjVuW/Whulb84wuw1X4aoNusMt2jPQBBb9W9Kn8Agt6qqFoegOC3KvmnigegOuXSlFZNW82rWpNy6ge11bUp87L9K8DtK8JStdWsaXhAVzqkusZpomZVarXLVFZdnUpV17Oax1bTUb99aquurfdW13qpqv/ra+pZrftWuwDtgDGme7QHwOtWV9Vzq+p/sEtV/gB4quaxVVG1PAAeq9X13mqNpCoegLpX89iqpVrj+L3uWl3jKESdqrlfAfXcqo2vhgeUu/Ax24Vvj0YPAbtn7+AuPHfhuQsfWAhovACdl8COv28OjBf3EFACSkADCwGNF6BvA93/HAocLu4hoASUgAYWAhovQEcCg/9c0BaYnLmHgBJQAhpYCGi8AL0UGPOnco36PDRzDwEloAQ0sBDQeAHaBfj2T+WnZiibbtxDQAkoAQ0sBDRegG6G0pVq9VzgPOMeAkpACWhgIaCxAnRBCbbWqjMaoels/S4CSkAJaGAhoLEC9D3g2HS1O3CNfhcBJaAENLAQ0FgB+gBwZbo6NYE289N3EVACSkADCwGNFaD9gIf16mHAsPRdBJSAEtDAQkBjBegxwBS9+iqw6RJtgYASUAIaWAhorADdCiUVRrUT8Ih2S0AJKAENLAQ0ToBWlGGzTPUJYMcqhYASUAIaYAhonAD9AOiSqVZuC7ykEFACSkADDAGNE6CPAJeK6t3AQQoBJaAENMAQ0DgB2h8YKaoVGwJvEVACSkADDAGNE6BJ4O1s9XrgOAJKQAlogCGgcQJ0OyR+zVbntkTp5wSUgBLQ4EJAYwTo4nK0N1cvAc4ioASUgAYXAhojQD8CDjVXZzVG+SwCSkAJaGAhoDEC9HHgQkv1dOAKAkpACWhgIaAxAvQaYISl+mkJ1p1HQAkoAQ0qBDRGgJ4ATLBWjwFuIqAElIAGFQIaI0B3AOZYq28DG68ioASUgAYUAhofQJc2xob26r7AkwSUgBLQgEJA4wPoZ8DB9upzwPZrCWjukICKKgHNIwQ0PoA+BZxrr1Z1BF4noLlDAiqqBDSPEND4ADoIuDOnOgo4gIDmDgmoqBLQPEJA4wNod+C1nOriDsBUU5WA6iGgokpA8wgBjQ+guwCzc6s3A91MVQKqh4CKKgHNIwQ0NoBWroP1JNUFbZH4MFsloHoIqKgS0DxCQGMD6FfA/pLqb9cDp2erBFQPARVVAppHCGhsAH0e6COp/lbZFOXfiqqLglU37XBjlctWCainKgHVQ0AdQ0BFNUSADgaGSqq/pS4ELhZVZwXndQXQ5WfnrRJQT1UCqoeAOoaAimqIAD0NGCep/pb6uRQtMi46K/hlR2jZfLLjVgmopyoB1UNAHUNARTVEgO4JzJJU1QegO3B9puqk4EutgcZXNgOajHTaKgH1VCWgegioYwioqIYH0KoWWFdWVR+AaQmsv9CoOig4vAzYaFLqi+3VJ6GnLJRvlYB6qhJQPQTUMQRUVMMD6NfAPrKq9gAcDAw3qlIFF/VQ3dx71h+pP+Ydpy7tMk26VQLqqUpA9RBQxxBQUQ0PoC8CvWVV7QEYC2y+VK/KFPxmd1XN3hX6YUzDGwFtXpJtlYB6qhJQPQTUMQRUVMMD6M3ALbJq+gHYBXhCr0oUfLUtUD5CyRwHOn59oPS63OOZCKi3avgAXTi1koAGFAIaF0DPAF6SVdMPwKPAHno1V8GhZUC7CXo1TdnMvdUnpEfmHM9EQL1VQwdoZUf0JaABhYDGBVBVvW9k1fQDsHQz4NV01a5g+tefe800tqpTtvhc7XimKfatElBP1dAB+iGwBQENKAQ0LoC2RosqWVX343btisdKroIz91St7L4ws9UMZU+1ABrfY9sqAfVUDR2gI4CyCgIaTAhoTAD9Tn0eKa3qfizaAHhfyVFwQjv1m+uG7FYFZZ9ul3M8EwH1Vg0doL3U/8pPCWgwIaAxAfT/MqcMkQOqDAROVuwKDi8H2owzbTVL2a/dtOOZppu3SkA9VUMHqPYWs2cJaDAhoDEBdChwo7Rq+PFTM5R+aVVwyWXqd9ZOJiMtZ2OqutV2PBMB9VYNG6C/lqr/zUMIaDAhoDEBtA/wgrSa8eP89BWTTAr+uL/6jXXiAstWLZS9pu7flw6oFFsloJ6qYQP0Ze0UB2cS0GBCQGMC6H7AdGk148c35Wg626Tg+x1UHm+wfKj9fKDp45m6zMlslYB6qoYN0Gs1QA8koMGEgMYE0LZoWimtCj9OAa7OKvhgE6D1WPtWbZSld/K3+MDYKgH1VA0boF00QDcmoMGEgMYD0B+BXeVV4cfUBNosMBRcoh3pucNXOVvNoeyhdYCm9+tbJaCeqmEDtC0ab43EXwQ0kBDQeAA6HjhVXs36cQQwVFdw9kGqn93m5241l7JPttPfJ09AvVZDBugXwD7HA9MIaCAhoPEA9A5xyk9nQF8DOvyjKThlUyBxWe673aXXREofz7TrdALqtRoyQB8ALrkaeIGABhICGg9AzwGekVdNfnQCnlIVfLQp0OJp6VZllGWOZyKg3qohA1T9ynjyUWAIAQ0kBDQegKr75F/IqyY/ngR2Xrn0sgSw1cfyrcope20D7XimFQTUUzVkgO4GfP8BcAYBDSQENB6AtkPjpfKqyY+q7YCnO6t75Ef84rBVB8q+VZ+74pilLp8SARXVcAG6sBzt/l4C7EtAAwkBjQWgc4AdHapmP+5JXzcuMcDh4sXO14WvUHcEsfX3zp8SARXVcAH6pvqT7+9UC7QhoIGEgMYCUPXb5ESHqtmPig1VB5s/5bxVZ8oeXAe43flTIqCiGi5AbwJu+Dul7sf/RkCDCAGNBaAjgGsdqhY/BgNbfuSyVRfK7gcuc54SUFENF6DdgPF/p04CPiGgQYSAxgLQCzKX7KgF0EWXXpRzpnnzVl0omwh0d54SUFENF6CboGz+36mrgScJaBAhoLEAtLP6DMOhavXD9VgkV0BnAPs7TwmoqIYK0JnAzmr1IWAQAQ0iBDQWgG6C8iUOVb8AXVqKLZ2nBFRUQwXoE0AftToJOIWABhECGgdA5ybQ0anqF6DKRmjiPCSgohoqQC8BRqrVX4HdCGgQIaBxAPQt4Dinqm+AdgJmOw4JqKiGCtB9gU+16npoVuNUJaB5hIDGAdD7gAFOVd8APR74wHFIQEU1TIAubopWVVp1H2Ch9CMIaH4hoHEAVN1Re8yp6hugF2fOeS8LARXVMAE6CTgsXT0deM+pSkDzCAGNA6BHAFOdqr4Behsw3HFIQEU1TIAO006irVWvBx50qhLQPEJA4wDopiircKr6BuiTQH/HIQEV1TABegrwUrr6BHClU5WA5hECGgNAF5RgG8eqb4C+m7lwsiwEVFTDBOiWSMxJV6cCSacqAc0jBDQGgE4CujpWfQP0B6Cz45CAimqIAJ2dwLZ6taIE2zlVCWgeIaAxAPR+8/5ZYID+lcD2jkMCKqohAvR54DSjuhkaLXaoEtA8QkBjAGg/4CHHqm+ArloPLR2HBFRUQwToVcBdRvVw4HOHKgHNIwQ0BoAeDUx2rPoH6K7Ar05DAiqqIQL0EGCKUb0IeN6hSkDzCAGNAaBboiR7lHRwgB6dPWNJTgioqIYH0KpWWGeJUb0buNmhSkDzCAGNPqCLSrGFc9U/QM8FXnYaElBRDQ+gHwIHZKpvaGcVkVcJaB4hoNEHdApwlHPVP0AHayemcAgBFdXwAHoP0C9TnQ0c7FAloHmEgEYf0IeBy52r/gH6CHCd05CAimp4AD0DeDpTXVWO9g5VAppHCGj0Ab0KGOVc9Q/QCY57gQTUVA0PoB2BWZlq9fZILJBXCWgeIaDRB7Qr8K5z1T9AZwBHOg0JqKiGBtBfS9FBVKu7OZ1Mi4DmEwIafUC3RWKec9U/QH8DdnEaElBRDQ2g44ATRLW6P/C4vEpA8wgBjTygixsZTzTkVf8AXdUc6zkNCaiohgbQQcAtolr9MDBIXiWgeYSARh7QD4HDXao+Aqo+1a1wGBJQUQ0NoEcBE0W1erL+tk5JlYDmEQIaeUBHAxe7VH0E9BBgmsOQgIpqaABdH+UVolpdAewtrxLQPEJAIw/o1cC9LlUfAT0NeN1hSEBFNSyAfgXsla1W17RAW3mVgOYRAhp5QI/P7KnJqz4CeiXwsMOQgIpqWAB9CDg/W61O7Q78JK0S0DxCQCMPaEfgF5eqj4DeCdzoMCSgohoWQM8FHslWq1OnAm9JqwQ0jxDQqAO6pBwbu1V9BPQ58ZwmJwRUVMMC6B7A9Gy1OnUDcL+0SkDzCAGNOqCf2k4UHyCgk52vC0FARTUkgFaUi4POdECfBq6SVgloHiGgUQf0SdvTwgAB/VG8LJETAiqqIQF0AnCMqVqd+ixzXL29SkDzCAGNOqDX2a42HCCgVY2tvy0whYCKakgAvQm43lStTv3P4Y1kBDSfENCoA3oy8IZb1UdAlc1RulQ+JKCiGhJAjwNeNVWrU6k2aFYlqxLQPEJAow7ozsBst6qfgP4H+FY+JKCiGhJA26M0c4YEA9BOwExZlYDmEQIacUArm2ID16qfgJ7kcCQMATVVwwHod8CO5qoKaI/sc1JLlYDmEQIacUC/BA50rfoJ6KXAE/IhARXVcAD6BHCmuaoCOgi4W1YloHmEgEYc0GeBc1yrfgJ6G3CbfEhARTUcgKo/6+4zV1VAHwcukVUJaB4hoBEH9Abgdteqn4CqT2sulQ8JqKiGA9D9gI/NVRXQD4CjZVUCmkcIaMQBzfnFVpCAvgWcJB8SUFENBaBLm6FVpbmqArqwBNvKqgQ0jxDQiAO6O/CDa9VPQL8F9pMPCaiohgLQ983vTzMAVTZB+RJJlYDmEQIabUCrmqONe9VPQJeWYXP5kICKaigAvQMYYKlqgB4EfCmpEtA8QkCjDeh04D/uVT8BVTZGY9mx2ATUVA0FoD2AMZaqBmgf853ZKgHNIwQ02oCOAc5yr/oK6F62o/ZFCKiohgLQrZHI/kdlAL1ZehBFcQL6Xvcl+sKYpJFF2tqKR/t2HzimWh85rxBQc6IM6JCc74lAAU0Ck6VDAiqqYQD05wS2tlY1QJ+3H/KmV4sS0IFJA9B7zIAqlyWTvZLJa/9Oua4QUEuiDGhP4GX3qq+Angc8Jx0SUFENA6DqjkkPa1UD9HPbmQ+NahEC+s/oZAbQgcmfVqRTo65clxyopCouSo5Iua4QUEuiDGju+5sDBXQwcJd0SEBFNQyADgDusFY1QJdYL4CdqRYdoO8OODkpAD0ruUIMfkiepj3DXHp8tyq3FQJqTZQBXRcta6n6CujDDiflJaDZahgA7Qy8b61qgCpboWRhbrXoAH20Z8+e3QxAV3U7IzsYnRyevr02+ZrbCgG1JsKAfgt0qqXqK6CvO11cnICKaggArVoXTU1HfApAuwBTc6tFB6iWngagC5IDsndel5ycvh2r7ak7rxBQayIM6FigZy1VXwH9CjhEOiSgohoCQD+2vuFBAHqh7GQwxQ3oF8lbX76k+4V3/KKtnJWcmb5zcrK/2woBtSbCgN4KDKml6iugFQnpuwEJqKkaAkDvAy6zVdOA3gnckFstakBfSyaTJ5yZTB4/Xl3pnpyXvvPL5EVuK1oqn9Tzv+XyrF7rMNDyT2qly3SNpLpC/SKuZzWPreqt1Nrl/9Z/q/+mVrhVqz1UV6Vkm/dUladaVPsC42qpph8ASVW61X9r2+r6aC4drnCryh8AT9Xl1Wtchp6q1gcgk5Wu1bVuW617VTwAK1P/1H+r3qvql8XzturaVGr58jeBM3Orq+u/VbfqKlM19yugxmvVGt8BfSR52qdrUssfSx43J5U6PlmZvnNWsq/bipbpe+r5s96fAROCHAjMK+gGdwf+KugGmXpkV6BCdv9C4MBCfy6BJn9A507Tn9Xembw1lTpDPM/s57aihYDGIuuheU1BN5gEvi/oBpm6Z3kZNpUOapqhXYE/l2CTP6CZfKs9tbw8+V16ZXJyiNuKlj/e1fP73/KsWusw0LIs9a/LdLWkqu5GrfZSra7/Vh2qy1Kp6r+X13+ry1P/5FtdmUqt8HWrazLVn4E9aqumH4BsdY3rVpe7bVWrngOMlw3/cavKHwBP1b+rV7sMPVWtD0Am/9Z/q3Wvigfg39Sy+m/VrbrWXFX31E+0V9VdeHVpZ2BhTnWV61Zdhu7VFaZq7ldAjdeqNYEBWpk8oSY1ODk1vTIuOSrlsmIOX0SK8otIr1jecCKv+voiknYR5ftkQ76IJKoN/yLS9cBN9mr6RSSlG/BOTrWYX0T657U39F24WcnLtaM970uvDE6+6bZCQK2JLqDDJK+qBgvoSGCgbEhARbXhAT0GmGCv6oBeATyUUy1mQGt6Jb9Kr49KPpBKzUz2Vp8rp/468aTlbisE1JroAtoXeLa2qr+Avmy6Vpk5BFRUGx7QDdDI8oajLKAjzacJzVSLGdDUC8leM1Scnu12+h/qWv/kHdWpldcm7025rhBQS6IL6AGSM+QGC+gnQBfZkICKaoMDOh3YI6eqAzpBck2W4ga0+vFk8vS+3ZKnp5+ILu6VPHXAScnz/3ZfIaCWRBfQ9dF4aW1VfwGdB+wkGxJQUW1wQB8Bzs2p6oDOBnbLqRY1oKnUF/89vftVDxuHI/0+8qwT+o7+p7YVAmpOZAFVvx12rrXqL6BKS/slRPQQUFFtcEDPt/+iMwuo0hrNc6pFCahfIaARBvR14ORaqz4Duj0SiyRDAiqqDQ7oXsBXOVUDUHU2y14loHmEgEYY0LuA62qt+gxoZ+mFyQhottrQgFaUY73cqgHoqcBr9ioBzSMENMKAngc8WWvVZ0BPB8ZLhgRUVBsa0InAUblVA9BrgXvsVQKaRwhohAE9BPi01qrPgPaXHEmoEFBTtaEBvQUYlFs1AH3Mep6mdJWA5hECGmFAN0L5kpxhwIAOB/4rGRJQUW1oQE8AxuVWDUAnA8faqwQ0jxDQ6AI6N4GOtVd9BvQF+zEyegioqDY0oB1QMje3agA6P4Ht7VUCmkcIaHQBnQAcX3vVZ0CnAF0lQwIqqg0M6A/ADpKqAai212I7dJiA5hMCGl1A7wGurr3qM6Cz7W9z0UNARbWBAX0K6C2pZgA9AJhmqxLQPEJAowvoRcDo2qs+A6o0xUaSIQEV1QYG9HLgXkk1A+iZwEu2KgHNIwQ0uoAeBnxYe9VvQLdAae4rVwQ0W21gQPfP/aowAzoEGGqrEtA8QkCjC2gHNKqoveo3oOo36De5QwIqqg0L6NJmaFEpqWYAfTbnRUACmk8IaGQBnSe/QmbQgHYHJuYOCaioNiygUyQXnjYD+ilwqK1KQPMIAY0soO/IXw8PGtDLgMdzhwRUVBsW0LuAq2TVDKCLG2EzW5WA5hECGllAR0q+VSRVvwEdCtySOySgotqwgJ4GPC+rZgBVtkCJ9WwwBDSfENDIAqo+FXzYQ9VvQJ8ELs4dElBRbVhAt0VitqwqAD0c+MhaJaB5hIBGFtAjgSkeqn4D+g5wYu6QgIpqgwL6cwm2lFYFoOcDT1urBDSPENDIAro5ShdKhkED+h2wb+6QgIpqgwL6EnCKtCoAvR0YbK0S0DxCQKMK6KJSyXMNSdVvQCsbYdPcIQEV1QYF9GpgmLQqAH0ZOMNaJaB5hIBGFdD3gaO9VP0GVGmP8qqcIQEV1QYF9DBgkrQqAP0a2M9aJaB5hIBGFdAHgX5eqr4D2gn4IWdIQEW1IQGtaoMmi6VVAWhlE7SzVgloHiGgUQX0CuB+L1XfAe0GvJczJKCi2pCAfir9BbUFUKUjYDndHQHNJwQ0qoAeK9tZk1R9B/QC4NmcIQEV1YYEdCRwibyaBbSr7QuHgOYTAhpVQLdGyXwvVd8BHQLckTMkoKLakID2AZ6QV7OA9gMesVQJaB4hoBEFtKJM9mK4pOo7oI8CV+QMCaioNiSgOwPfyqtZQO8DrrFUCWgeIaARBXQqcISnqu+AvgH0yBkSUFFtQEAXlGETh2oW0DeB7pYqAc0jBDSigD4mfUelpOo7oNOBg3KGBFRUAwL01LLrXKY6oK/Lzy9jBfRHYHdLlYDmEQIaUUAHAPd5qvoOaEUJtskZElBRDQbQTwHc7jzWAR0M3CgZWgFV1kUrS5WA5hECGlFAjwPe8lT1HVBlfTTLGRJQUQ0G0EEqoCWS8wga0QHtCrwhGdoA3cN6IC8BzScENKKAdkTiF09V/wHdFcjZNAEV1WAA3UUFFOUvO411QDdCowWSoQ3Q7lZmCWg+IaDRBHRJOTb2VvUf0KMl12IioKIaCKDTE9jiKKDlBw7zNKAzgF1lQxugA62XnSOg+YSARhPQT4DO3qr+A3p2zoUdCaipGgigQ4D+FfsAG06Xz9OAPgacIxvaAH3E+iZgAppPCGg0AX0CuMBb1X9ABwH32IcEVFQDAbQT8Onvs7cFtsg9D4GWNKAXAg/IhjZA37O+Vk9A8wkBjSag1wJ3e6v6D+go25HYWgioqAYB6KwSbFzzu/Jte2D3ebIPSAOqKvuFbGgD9NcEOpqrBDSPENBoAnoS8Ka3qv+AjgN624cEVFSDAHQYcL5W/XBd4PAlkg/QAF3cBG1yTzSo5ACqtEMT05WPCWg+IaDRBHQn4CdvVf8B/Uz9JrYPCaioBgHoAerPy3R1YlPgZImSGqBvA12kbTug+wGmX6US0HxCQCMJaM5JHZ2r/gM6H9jBPiSgohoAoLPL0OZ/evXZMul5YDVAbwOuldbtgJ4BmI6HIqD5hIBGEtAvZG+nlFf9B1RZF23sQwIqqgEAeg9wRua98MMhu660BuhJFhdNsQM62PKmJgKaTwhoJAF91uGAFUk1AEA7AvbL2RFQUQ0A0MOBF8XJRPoDJY/ZP0IDdHOUyN9bYQf0aeA8U9VfQCu+m/rakyNuuPj0Y5OTxZ0E1BICKqoNBOgNsnNyyqsBAHoo8LltSEBF1X9AfylHq4rs2ZjUPfDycbYPUQH9Edhe3rcD+jFwmKmaN6A/f/HWmAdu7d/3hM67dGiGbA4VH0hALSGgotpAgJ4KjPdYDQDQXsCrtiEBFVX/AX1Qu1ZxFtClRwMtJls/RAX0OeB0ed8OaEUpNjdV6w3ogiFnHLn3Nm1L4ZDtxEcSUEsIqKg2EKC7yS7sJq8GAOiA3AO2Caio+g/oscBT5vOBLtwbaDfN8iEqoFc4HhpsB1Td2S+ryFbrC2hV11wzy9t13O/YXpffeO/Tb7Qy/aacgFpCQEW1YQBd1Sz3ZRynagCAjgBusA0JqKj6Duj8pmi20HJC5TnbA1v9aP4YFdCDgKnyvzcH0EOBT7LV+gI6RDdz3S32PLz7eQOHPTL2/enmg/y3RUJcIJSAWkJARbVhAJ0D/MdrNQBAx+S+hEVARdV3QB8HutnOSD9jE2APs1bVKypboPlS+d+bA+i5wDPZaj0BfaMRcOcnPzpsU1H2B2ZmlgmoJQRUVBsG0PFAH6/VAACdChxrGxJQUfUd0BOAx+yX9PioNXBQdjdcBXSq85FtOYAOBYZkq/UD9IeNgHPdquqnLX5RS51b0dUAACAASURBVEAtIaCi2jCADgOGeq0GAOgc20UhFAJqqvoNaEULNP4155pIb60DnJR9Q2b1irtl1/rTkwPoS8CZ2Wq9AK08BNhxmVv1PNNJuwioJQRUVBsG0LOA//NaDQBQZZ2c90ERUFH1G9BngaOV3IvKPVcGXCrWqlf0BJ51+HtzAJ0GHJCt1gvQfkCrr1yrg4D7M8sE1BICKqoNA+g+wHdeq0EAuhVKFluHBFRU/Qa0BzBKkVyVcwSAmzIr1Su2B753+HtzAK1sjI3ESr0Afb4EiSfdq/eaLtBEQC0hoKLaMIC2sl4WzLUaBKAHAl9bhwRUVH0GdHFrNNLOG5N7WeNrgMQoY7m6ssR8bKc1OYAq2yMhXoKqD6BftwEur6X6PHBJZpmAWkJARbVBAJ0L7O25GgSgpwATrEMCKqo+AzrWuPaA5Lrw5wKNjF8zVr8BnOz09+YCeizwfma5HoBW7Absv6SW6iSgR2aZgFpCQEW1QQB9EzjDczUIQPulXxc2h4CKqs+AnmkcHy8BtDIJNH8vvVj9X5fXFXMBvcz0H1gPQNXPaf2ZtVW/Mb2Xk4BaQkBFtUEAvQu42XM1CECH5XwCBFRU/QW0sh1KZmkLEkCVioOAtp9pS9VHA+84/b25gN5jOvNd3QF9GCh7rdbqEmCXzDIBtYSAimqDAHqO5KpujtUgAH0auMg6JKCi6i+grwH7pRdkgCpzdwI20147WtMWjSty54qoWgF9HTg1s1xnQKeuAwyuvbqsafaVKgJqCQEV1QYBdH9ghudqEIBOAo63DgmoqPoL6LmZXXMpoMrMDsCuvyrKD26/Fs8FdBawV2a5roDO2xY4sqr26rLN0Chz7nwCagkBFdUGAbQtmkmvfSOtBgHorJxvVwIqqr4CWtUeCf2HpRxQ5fP1gAMrlCdz9glMyQVUaYl1M4t1BfRkYIufPVSX7Q3MMZYJqCUEVFQbAlCVrz29V4MAtLIcHaxDAiqqvgL6tniq6ACo8ra6Q31C5UXAaMe/VwLobsBsY7GOgN4CNH7PS3VZ1+wpSwioJQRUVBsC0HHAad6rQQCqdECjSsuQgIqqr4BeKo5GdwJUeb4M6LuH2291JICelD0QrW6AvlUO3JtZcQe0L/CasUxALSGgotoQgA7L/A7fUzUQQNW9s1mWIQEVVV8B3QL4Ul9yBFS5NwEksKHz3ysB9GpgpLFYJ0B/3MT809sd0Guzz4oJqCUEVFQbAtCzgee9VwMB9HhgkmVIQEXVT0CnADsZi86AKtdpp+Xs6vz3SgB9KHvqkboAWtkZ6LhArLoDOiJ7aCoBtYSAimpDALo/MM15WhBALwSetgwJqKj6CWh/YKCx6AKoou4s47/Of68E0HeBpLFYF0DVz6el6XJY7oA+D1xlLBNQSwioqDYEoOthnUrnaUEAvdlyYVyFgJqqfgLaEfjIWHQDVHtLkuNh9FJA5wI7GIt1APTFEiSeMK27A/pe9qR5BNQSAiqqDQDo7NyzcbpVAwH0MaCfZUhARdVHQD8FtsksuwGqVIwY4/L3SgBVNkBT41A474BqpxCxHCzlDuhM4BhjmYBaQkBFtQEAHQ/0rEM1EEAnmN7Jkg4BFVUfAR0EXJlZdgU0fV14x8gA3Ve8bO8Z0MWdgE6W0xi6A1qpfrixTEAtIaCi2gCA3uH2TvgCAfo1cKBlSEBF1UdAdzGdNMlnQHsCxrXlPQPaF1jvW+tWXRVcWybOsEdALSGgotoAgJ7jcjp6STUQQBeXYivLkICKqn+ATk+gg3jLmc+A3gDcaVQ9AvooUDLWtlV3BddHc2OZgFpCQEW1AQA9yPnU47JqIIAq7dDUMiSgouofoEOAi8WKz4A+CVxoVL0B+lkLYJB9q+4K7ggYhzwRUEsIqKg2AKDt0MTtu6UwgO6efZ9zOgRUVP0DtBMwUaz4DOhUoItR9QTo/O2AI+wHf9QC6MHAdH2ZgFpCQEW18ID+DOxal2owgB4DTDUPCaio+gborBJslD1pjM+AVohfwngD9BSg/Wz7tBZATwbe1pcJqCUEVFQLD+ibQI+GB/Qc4EXzkICKqm+ADgPOya75DKjSAWX6K+qeAFU/l/J3c7fqruCF4kKhBNQSAiqqhQf0buDGhgf0emCEeUhARdU3QA8AXs2u+Q1oZ+AzveoB0LfLgeGSrboreANwj75MQC0hoKJaeEAvUJ/7NTygDwADzEMCKqp+ATq7DG2WZFf9BvSczBkVPAA6Z1PgRNlW3RW8T7zsREAtIaCiWnhA1WcO3zY8oK8AvcxDAiqqfgE6wnrpQL8BvS1zOHHtgFYeBnScL9uqu4IvAOfpywTUEgIqqoUHdBOU/9PwgH5uuuSiFgIqqn4Bepj1yld+A/oi0Eev1groNUCzj6VbdVdwknjeSkAtIaCiWnBA5ybQcVXDA7pQfU5iHhJQUfUJ0F/K0cp8mTi/Af0SOEiv1gbouFKn093XAugM8X41AmoJARXVggM6ETguBIAqrbMX1dFCQEXVJ0AfsJ1uwG9Al5ZjE71aC6DftAXOd9iqu4IV4qcsAbWEgIpqwQG9FxgQBkB3AOaZVgmoqPoE6DG2U676DaiyLRLp32vWAuiSfYA9Ha6YXAugv7VEW32ZgFpCQEW14IBeDDwWBkAPzxwFo4eAiqo/gC5oimYLzUPfAT0a+CBddQf0fKD1dKet1qLglijRjyMgoJYQUFEtOKAqXFPDAGhvcTafdAioqPoD6GjgOMvQd0AvAR5PV10BfTWBkpecprUBuk/mtA0E1BICKqoFB7QDyirCAOg1wCjTKgEVVX8APUHd07AMfQf0buMoTVcFv26VvaiIZKu1KNjVeJJLQK0hoKJaaEDnl2AbJQyA3mM9Nw8BFVVfAK1ogca/Woa+Azoe6JGuulBWsRNwqPP1Y2oDtA/wcnqZgFpCQEW10IBO0i6/GAZAXwLONq0SUFH1BdDngKOsQ98B/c44Ybybgv1kpxAxbbUWBQcAD6aXCaglBFRUCw3o/dpFHsIA6IfA0aZVAiqqvgDaI3vddiO+A1rVHG3SVWfKJpWh5A23rdaioLh4AgG1hICKaqEBvRx4OBSAamfVM60SUFH1A9DFrdHoJ+vQd0C1C4Zo23BWsKIj0M9JCMW1qqQVfAK4LL1MQC0hoKJaaECPAqaEAlClOdY3rRFQUfUD0JeAzrah/4CeALyluCl4BbDZsnwAfR04Lb1MQC0hoKJaaEC3QOnCcAC6DRKmw6sJqKj6AeiZwN22of+A9gfuV1wUnNwIJRMchVDcqlpUBT8DDk8vE1BLCKioFhjQRaXYUgkHoAeJ6zVoIaCi6gOgle1Q+oNt6D+gDwBXKc4Kajvw5/2dF6A/A7ullwmoJQRUVAsM6Pvpl25CAWgP4M3sGgEVVR8AfQ3Y3z70H9C3gOMVZwWvBDadlx+gSmPj/fYE1BICKqoFBvRBoF9IAL0CeDS7RkBF1QdAzwWG2of+A6o+P9xZcVRQ24Efr+QJ6CYoT1/ViYBaQkBFtcCAXpH+tVUoAL0DGJJdI6Cimj+gVe2RmGEf+g+o0hbrVDkpuGSX9BWZ8gR0N+AXbZmAWkJARbXAgB4LTAoJoM8AF2TXCKio5g+oum+9V84wAED3Br51UrC/tgOfN6CZU84QUEsIqKgWGNCtUTI/JIC+B3TLrhFQUc0f0EuBG3OGAQB6WvqqdVIFpzRC4mUlb0DVLaQPxCeglhBQUS0soBVl2EwJCaA/GO8E1ENARTV/QLcAvswZBgDooPSlNmUKGjvweQN6GfCEtkxALSGgolpYQKcCXZSQAFpVjvbZNQIqqnkDOkV/cceWAAB9ArhYruAAoMOvejUvQG8C7tCWCaglBFRUCwvoo8ClSkgAVTZF2VKxQkBFNW9ArwKuzR0GAOgH6TOWSBScUo7EWKOaF6APGle/JqCWEFBRLSygA/RTTIQD0H2B78QKARXVvAHdDpBcAzMAQBdq50aUKLhkV6BvppoXoGONS38SUEsIqKgWFtBuwNtKWAA9AXhHrBBQUc0X0M+ArSXDAABV2qN8iURBsQOfN6AfaGdfVAioLQRUVAsL6PZIaF/Y4QD0YuBJsUJARTVfQK/TzliYmyAAPVh7tSpHwQ/UHfjMVTzyBHQWsI+2TEAtIaCiWlBAFxuv24QD0FvMb5choKKaL6C7AJMlwyAAPRsYk6OgtgPfJ1vNC9ClJdhKWyaglhBQUS0ooB8Bh2q34QD0ceBysUJARTVPQKcnsKlsGASg6s/AW3MUvCa7A583oEpbtNSWCaglBFRUCwqoStaF2m04AJ0IdBcrBFRU8wR0CHCJbBgEoC9oLxbZFDTvwOcP6PbAIoWA2kJARbWggKrPDUZot+EAdIb5lEEEVFTzBLQTMFE2DALQz4FDbAou2Q04y1zND9ADAe1d/QTUEgIqqgUF9ARggnYbDkCXlmILsUJARTU/QGeVYKMq2TAIQJeUo4NNwYHmHfj8AVW/ZN9VCKgtBFRUCwroDsAc7TYcgCoboYlYJqCimh+gQ433UOYkCEC1cysstCj4cWPzDnz+gJ4HvKDEGdDVa+RZW+MwSCdV7TKUVdX/vrX1rOaxVb2VqlE371atcduqD9W14h+f31ZXNsEm9ahqD0AeW3WuqjubSz1V5Q9APbda96rlAQh+q5J/qngAqlMuzXT1EOA9h63WVnWMVq1Jyfpd1T1sc3XFXsC5Pm11rVa9GXhsjewrwO0rQq9KY+Or4QFd4ZDqGqeJmpWp1S5TWXVVKlVdz6ppq6vcqmsdBup/XX2reWzVXFX/1yX/6Lpv9VvgsNqrq+xV7QEQWVunqiU51eOALzxV5Q9AtrrSbavVLkNvVcsDULCtmiMeAPdqTfWKRWVou0w6XF1b1TlatUb6vX45MMZcHQxsvMRadfl7V9Sscd2q+scDwC0rZF8BtVelsfHV8IByFz46u/BPAeelF0KyC3+uvnuWDnfhRTWvXfgRQG/5MJBd+LuA60374doO/Iu2an678M/qZ42N7y48AY0OoIOAu9ILIQH0v+mzoekhoKKaF6CHAi/Jh4EAOg44Pavgkt2BM+zV/AB9CzhZIaC2EFBRLSSg3YHX0wshAfRBoH9mmYCKaj6A/lyOVhXyYSCAfgPsk1VQ/Qm90c/2an6ATgcOVgioLQRUVAsJ6C7A7PRCSAAdrz59ySwTUFHNB9D7gVMdhoEAWtUM6wkF1R14vGj7gHwBXQjsoBBQWwioqBYQ0Mp1sL6+FBJAvwQ6Z5YJqKjmA+gxwDMOw0AAVXYCfjMo03bge+VW8wNUaZb+oiWglhBQUS0goKpXB+hLIQF0UQLbZ5YJqKjmAejvTdFsocMwGECPAz4zKNN24OfkVvMEdHOULiWgthBQUS0goM+Ks9yGBFCljX6mCC0EVFTzAPQ54HinYTCAXgk8rVP2SWPt1Ey51TwB7QT8SEBtIaCiWkBAbwCG6UthAVTd/8u864+AimoegJ4MPOY0DAbQUcB/05Qt3QPoKavmCegxwFQCagsBFdUCAtoDeEVfCgugRwCfGIsEVFTrD+jylmj8q9MwGEAnAD3SlF0PbJizA+8DoGcC4wioLQRUVAsI6O7AD/pSWABVvzleNhYJqKjWH9BxwNGOw2AA/QnYQ6NMvgPvA6BXAQ8TUFsIqKgWDtCq5mhjLIYF0IH6Ne60EFBRrT+gvYH7HYfBAKq0QYt/FKVyb9MhadZqnoAO1c7ZTECtIaCiWjhAvwb2NRbDAuh9wHXGIgEVVTdAZz589/Dhj44e/eTLL7/85qRJk7746qvpc+bMWZQeLm6DRpK9aCMBAdoJmKsog3MPoc9U8wR0NNCPgNpCQEW1cIC+CJxpLIYF0LHZi+cQUFF1AbRiYzimxbotTcfV5iYgQHtoF3rVduCfd6jmCej49GtTBNQSAiqqhQP0JuA2YzEsgH4EHGksElBRdQF0lLOfeobndjMJCNBBwANL1aehPZyqeQL6MdCFgNpCQEW1cID2zL5iExZA5wI7G4sEVFRdAN0NuOiGG2646rLLLuvdu3ePbt26HX7wwQfvuuuuO2y22Wbrr9v6wHnOf29AgKq72FfcKH8FXq/mCaj2KhUBtYWAimrhAFWfJcw0FsMCqNIC6xlLBFRUnQGdAGzp0pRWRQICdAqwSxPgOcdqnoBWNUIHAmoLARXVwgHaCq0yi6EBdFskjHMHEVBRdQb0eODu2q8L75CAAJ2f0H514LAD7wOg+oVfCKglBFRUCwboN0CnzHJoAD0EmKYvEVBRdQR0ZiM0+zNsgCra61rtfnKu5gvoztrb1QioJQRUVAsG6FjTO+1CA2iPzBlKCWi26gjolUDf2i9r7JSgAD1QBfRZl2q+gB4KfEFArSGgolowQG8FbsoshwbQK9NvM9FCQEXVCdCK9ZD4InyA9gG6u1XzBfRU7VrcBNQSAiqqBQO0t+lkt6EB9C7gRn2JgIqqE6AjgUNqv6yxY4ICdGKbnR134P0A9BLgKQJqDQEV1YIBug8wI7McGkCfy1zmjoBmq06A7gY8F0JA3RXMH9AbtSt5EVBLCKioFgzQNmhWlVkODaCTgaS+REBF1QHQN4DNK4sQ0FHAQAJqDQEV1UIBOgvYU6yEBtDZwF76EgEVVQdAjwNuqf2qnM6JKqAvaecBJ6CWEFBRLRSg44DTxEpoAK1qjI31JQIqqnJAf2qEZr8UI6DvA90IqDUEVFQLBehQYLBYCQ2gxhVvFAJqqsoBHQCc4+G68M6JKqAzgf8QUGsIqKgWCtCzzafLCQ+g/wG+TS8QUFGVArpyAyQ+KUpAlySwDQG1hoCKaqEA3V+850cJE6AnAW+lFwioqEoBfVw/VV0RAqq0xroE1BoCKqqFArQtmlaKlfAAeinwRHqBgIqqFNC99D2IYgRUO2ECAbWEgIpqgQCdDeyaXQsPoLdlTlJKQEVVBuhUYItKpTgBVXeeviWglhBQUS0QoOOBU7Jr4QH0CeDS9AIBFVUZoN3TVwYqTkCPA94joJYQUFEtEKB3AIOya+EB9C3gpPQCARVVCWVzGqH5L3q1+AA9B3iRgFpCQEW1QICqX4RPZ9fCA+i3wH7pBQIqqhLKBgAXGNXiA/RaYCQBtYSAimqBAD1IOyeYSHgAXVqGzdMLBFRUcymrWB+JaUa1+AAdDgwmoJYQUFEtEKDt0Hhpdi08gCobo3H6LfoEVFRzKbsXOMrLdeHjCejTwMUE1BICKqqFAfRnYCfTaogA3QuYrd0SUFHNpWxX4M3iBXQCcAoBtYSAimphAH0z81qNnhABmgQma7cEVFRzKHsN2Hpt8QL6FdCZgFpCQEW1MIDeDVxrWg0RoOcZF3QkoKKaQ5n6Q+beVPECOk/dfSKglhBQUS0MoBdk3vCjJ0SADgbu1G4JqKjaKfu2EZr/WcSAKutgQwJqCQEV1cIA2hn4xLQaIkAfBq7UbgmoqNop6wdcmCpmQDdF2d8E1BwCKqqFAXRjlC8xrYYI0NeN85QSUFG1UaZdS+7rogZ0T2ABATWHgIpqQQCdm0BH8zREgE4DDtFuCaio2ii7BzhseVEDehQwjYCaQ0BFtSCATgSOM09DBGhFAttqtwRUVG2U7QqMKW5AewETCag5BFRUCwLovcAA8zREgCrrobl2Q0BF1UrZeGDLyuIG9ArgaQJqDgEV1YIAejHwmHkaJkB3BuYqBNRUtVLWFRiqFDegtwF3EVBzCKioFgTQw4EPzdMwAXok8JFCQE1VC2Vfl6H53CIH9BHgGgJqDgEV1YIA2gFlFeZpmADtA4xVCKipaqHscuA8pcgBfQXoQ0DNIaCiWghAF5ToL9SIhAnQ64D7FAJqqpopW9gGiU+LHdAPga4E1BwCKqqFAPRd9QvQMg0ToCOBgQoBNVXNlI0ADleKHdDZwN4E1BwCKqqFAHQUcJVlGiZAXwbOVAioqWqmbEfgRaXYAa0qwxYE1BwCKqqFAPRy4GHLNEyAfgJ0UQioqWqi7FXtGCal2AFVNkAzAmoOARXVQgB6FDDFMg0ToPP1U5USUFE1UZY+hkkpekDV5+HLCagpBFRUCwHo5ihdaJmGCVClJdooBNRUzVKmH8OkFD2gnYG5BNQUAiqqBQB0USm2tE5DBej2SCwioKZqlrLLgPPTC0UOaHfgUwJqCgEV1QIA+j5wtHUaKkDVpxdfElBTVVCmHcP0WXqpyAG9CBhPQE0hoKJaAEAfBPpZp6EC9HT1u4OAmqqCsruBI/SlIgf0v8AjBNQUAiqqBQD0CuB+6zRUgPYHHiKgpqqgbAfgJX2pyAEdCdxCQE0hoKJaAECPBd6zTkMF6HDgvwTUVM1Q9opxDJNS9ICOAS4joKYQUFEtAKBbo2S+dRoqQF8AziWgpmqGMvUH3zBjscgBnQScSkBNIaCiGjygFWXYzDYNFaBT0m80JaCialAmjmFSih7Qb4DOBNQUAiqqwQM6VX+rjzmhAnQ2sAcBNVUNyi4FLsjcV+SAViSwAwE1hYCKavCAPgpcapuGClClKTYioKaq/oWePYZJKXpAlVZYj4CaQkBFNXhABwAjbdNwAboFSpcQ0GxV/0Ifbt5xKHZAt0ZiNQHNhoCKavCAdgPetk3DBej+wAwCmq3qX+jZY5gUArovsJiAZkNARTV4QLdD4lfbNFyAdgcmEtBsNf2FPg7YqkrcV+yAJtWfsQQ0GwIqqoEDurgc7e3TcAF6OfA4Ac1W01/oxwC3Z+8rdkDPVveiCGg2BFRUAwf0I+BQ+zRcgA4FbiGg2ar2hT69FC3mZu8rdkCvBp4hoNkQUFENHNDHgQvt03AB+iRwMQHNVrUv9Eus/2vFDuidwF0ENBsCKqqBA3oNMMI+DReg7wAnEtBsVf1CX2A+hkkhoE8AVxPQbAioqAYO6AnABPs0XIB+B+xLQLNV9Qv9LuBI833FDuibwJkENBsCKqqBA7oDMMc+DReglY2wKQHNVlek/9PGmu8rdkA/B44moNkQUFENGtCljbX3+dgSLkCV9iivIqCiukL5P2DbKvN9xQ7oXGAPApoNARXVoAH9DDgkZxoyQDsBPxBQUV2hHA3cYbmv2AFVmqI9Ac2GgIpq0IA+BZyXMw0ZoN2A9wioqK6YXopW8yz3FT2gHVBu+74noI4hoLZqPoAOAu7KmYYM0AuAZwmoqK64GLjIel/RA7onYL2wLAF1DgG1VfMBtDvwes40ZIAOUfdYCaio/t4aJV9Z7yt6QI8GplunBNQxBNRWzQfQnYHZOdOQAfoocAUBFdX7gKNs9xU9oL2Bt6xTAuoYAmqr5gFoZVOsnzsNGaBvAD0IqKjuBLxsu6/oAe0PPGOdElDHEFBbNQ9AvwQOyJ2GDNDpwEEENJO3gO2qbPcVPaC3A8OtUwLqGAJqq+YB6LNA39xpyABdXIJtCGgmSeBO+31FD+jjwEDrlIA6hoDaqnkA+t/slR1NCRmgyvpoRkCNTCtFq/n2O4se0DdynggQUMcQUFs1D0B7AK/kTsMG6K7AfAKaztLOkrNnEdDPgaR1SkAdQ0Bt1TwA3R34PncaNkCPBj4joOn0A1rOyLm36AGdq51wxhIC6hgCaqvWH9Cq5mgjmYYN0LOB/yOgWp5OIPF87t1FD+hfpdjSOiWgjiGgtmr9AZ0O/EcyDRugg4CRBFTNpy2BayWUFT2gyzdAC+uUgDqGgNqq9Qd0DHCWZBo2QEepbBBQRfl1O+DglQRUjwXQne3v5SSgjiGgtmr9AR0C3CaZhg3QcarzBFSpSgIdZssUJKCH2d/LSUAdQ0Bt1foD2jP3TS1awgboZ0AXAqpcCzSeJFWQgJ4OvGOZElDHEFBbtf6A7gXMlEzDBuh8YEcCOrYUGClXkID2A56zTAmoYwiorVp/QFuilWwaNkCVddG66AGd3kY/dSsBNWIB9DbgXsuUgDqGgNqq9Qb0G6CTbBo6QDsC/xQ5oAt3Uf+zKhQCKmIBdDQwyDItCKC/jXv8+5rA7NQ34fCJElAjDQnoS0Av2TR0gB4K/FTkgPYA2qV/3UJAjVgAfR043zINFtDX+tys/vn+egC6/ElAM1stNkBvAW6STUMHaC9gcnEDqv5XNXpDrxJQPRZAvwBOtEwDBfQK7bCQ1F8bQ8t/CGhmq8UGaG/gJdk0dIAOAJ4pakAnlItLrxBQIxZA5wEHWaZBAjoVKL8+lXoAGPXDNcBEAmpUiw3QfYDc91UrIQR0BDC0mAH9rh1wSqZKQPVYAF0BdLRMgwT0BLSfq94cjmPVP4/CSQTUqBYboG3QzH5q3nRCB+gY4JIiBnSx+pNu58wbbQioEQugqZZYzzINEtDtMUz9c2VjPKbePIpdCahRLTJAZwF7SqehA1TdZzq+iAHtDbSZJqoEVI8V0K1RssQ8DRLQdTBe/fNDYI56MxEtCKhRLTJAxwGnSaehA3QO0Kl4AR0FlGZ/V01AjVgB3d92YsYgAd0YL6p/3owNtZWn0JaAGtUiA3QoMFg6DR2gyjrYqGgBfb+J5WAJAmrECuiJwFTzNEhAD0Q/9c890UdbuQR7EFCjWmSAng1Izi2phBHQrVAi/W2tnlgDOrsD0NX0jyegRqyAXmA7rUOQgA5Bs3drHgZeUZdnNkYvAmpUiwzQ/YBp0mn4AD1Q/qZ9I3EGdIm6b9rRfBEkAmrECuhg4CHzNEhA/1wXKAe2Wpn6vWsTJL6Wfcx73ZcYSyse7dt94JjqOq0QUHPCCmhbNK2UTsMH6CnA287TOAN6IdDqC0uVgOqxAno/cLN5GuiB9B9uAKjPQlOpeertQOmHDEwagCqXJZO9kslr/67DCgG1JKSAzgZ2lU/DB2g/4HHnaYwBfQQosf6ehYAasQI6FrjcPA32rZxLRl9660/q7bxNkq/L5v+MTmYAvS45UElVXJQcUYcVAmpJSAEdnz0425bwAToMuNV5Gl9Ap64DXGOrElA9VkCnAqebpw15NqZ3B5yczAD6Q/I07bSdEgAAIABJREFU7Unl0uO7VXleIaDWhBTQO+wnsBEJH6BPA5c4T2ML6JwtgC62X7MQUCNWQH8EjjBPCwHoGof7H+3Zs2c3A9DRyeHp22uTr3leIaDWhBTQc4Bn5NPwATrJfq4IS+IKaOURwJY/26sEVI8V0D+A3c3TgAGdN+iQ9UqQWjvoZ4cP6GkAel1ycvp2rLZz7nGFgFoTUkAPAr6QT8MH6CxgH+dpXAG9Cmg21T4loEasgKYao715GiygtzVNn4gpVY3EIHdAz0rOTN9OTvb3vEJArQkpoO3QeKl8Gj5AK8uxsfM0poA+W4LEY7lVAqrHBugmaGyeBgrorSqe23TTAG0BXOYKaPfkvPTtl8mLPK9oqbhPz+//yrOmxmGgZUVqlctUVl2pfhF7qa513erK+lRTqbW1VKvrv1VP1dWp1Oo6VlemVi4Gdq7PVlfaP2HtAchWq+tStW7Vrbob8L3jUP4AeNvqWvdPeIWHquUBqFvVbavftAT6Saprcu8TD0AtW5VURVa5Vmtqq9akUvWrugy9V9UHYA9gaf5b9QToDwls9746VKdKEiWz3AA9PlmZvp2V7Ot5Rcv0PfUEe7pmpv75CDi9oT8H77kCGN3Qn0Nhs2xH4FCnlymYnBwN/OT7XyoH9Dy0+jWlA5patT3Oln1MBtAzxFPLfp5XtBDQsOcR4OaG/hy853WgZ0N/DgVNzSnAplW1fxxj5CzgI9//UjmgO+Hq9DA9vRt7yT4mA+jlye/St5OTQzyvaPnjXT2//y3PqrUOAy3LUv+6TFdLqv+o+zBeqtX136pDdVkqVf338vpvdXnqn3yrK1OpFXWvXgw86zBdU5dPOP0AZKtrXKvLXaau1cpG2PAvp6H8AcjkH9etVq92GXqqWh+ATP6t/1bT1SFAkyleq+IB+De1rP5bdauura26NpVyqq5yrboM3asrTFX1AbjS+vVc47VqjSdAm6XPxmQA+gZaugE6ODk1fTsuOcrzijl8ESmsLyJ1Bj5xmIbvRSTlz32Bj52GMXwRaVyZ/Tq9osoXkfTYXkS6FbjTNA3yRaTWeCQL6ANo5Qbo6OR9BqRvel4hoNaEE9CNUb7EYRpGQK8DhjkN4wfo122Bsx2qBFSPDdBHgatN0yAB3Rs9soD2lp+RPgPozGRv9elx6q8TT1rueYWAWhNKQBcmbBeRMSWMgE4CujoNYwfokt2AvSocqgRUjw3QV60/coIE9HakT0mfBnRKI/nZRDKApvon76hOrbw2eW8dVgioJaEE9F3gOKdpGAFd0RitHA5bjR+gPYH1v3WqElA9NkA/sf6EDRLQ5e1R1n+RBmjNq23Q/n+ugC7ulTx1wEnJ8/+uwwoBtSSUgI4CBjhNwwho6kDgPYdh3ABV/28aveZYJaB6bIDOAfY1TQM9kH56awAdgP+0AxKTpB8iAE39PvKsE/qO/qdOKwTUnFACeikw2mkaSkAHOV2AJHaAvlsODHWuElA9NkD/KMFWpmmwb+WsvLQcevb+1OFDfAoBDSmgXWzXkDEnlIC+AxzqMIwXoEs3czzPYLpKQPXYAF3WBq1M06DPxjT3/n5dO51yw6s1wfpJQJWQAropyhxepQgpoEpzNHP4jOMF6MtAx4XOYwJqxA7o9kiYvj4a8nygfoaAhhPQf0qwreM0lID+cTjwhnwYL0B7APe4VQmoHjugBwAzslMC6hgCaqvWB9AvXY4KCimgQ3JOzp5JrABd1BLlv7hVCageO6DHA5Oy04IA+tu4x78PeB+egIYT0KeAqxyn4QT0fWB/+TBWgD4GnOBaJaB67ICeC7yQnQYL6Gt9tPNIvL8egC7Bnu6DgIYT0IHAw47TcAJa2Qbl86XDWAF6FPAyAfVQtQN6HTAyOw0U0CuAs1KpvzZOvw7/HwKa2WoRAZoEpjhOwwmoon7OY6XDOAE6pxwt/iWgHqp2QEcAN2SnQQI6FSi/XnsXPEb9cA0wkYAa1SICdCuUOr/SG1JAbwf6SYdxAvQu4Az3KgHVYwf0GeDC7DRIQE9A+7nqzeE4Vv3zKJxEQI1q8QC6pBRbOk9DCuinwB7SYZwA3Rd4nYB6qdoBfQvonp0GCej2GKb+ubIxHktpJzGRnkyEgHqshhXQxQNOu/jWxyfMWCytqjshRzn/xSEFVNkIpdLXp2ME6PQENvqDgHqp2gGdBhySnQYJ6Drpc4l8CMxRbyaiBQE1qnEC9BHjrWYl7XY76pxBo8Z9bHn95VGnveF0wgroKQ4XYo4RoNcDF9VSJaB67IDOB3bMToMEdOP0CZVvxobaylNoS0CNapwAPRP2tNyuc4+r7nxu8vdK+oK59zv/xWEFdCRwnmwYI0A7Au8TUE9VO6BKM2yQnQYJ6IHQLly0J/poK5dgDwJqVOMEqPqd+MDQy0/Zf+umOZKWd9inveWgY3vCCujXkJ/DND6ATgG2q61KQPXkALoZyirFPUECOgTN3q15GHhFXZ7ZGL0IqFGNEaC/lGALY3HOhy/ed03vI3Zsa1G0ZIHzXxxWQJUtkPhBMowPoJcCgwiot2oOoJ2AH8U9QQL657rqsxBgq5Wp37s2QeJrAmpUYwToS8Dp9vsWffX6Q0POS3bapBEc39STTmgB7Q08KhnGBtDKTZCYRkC9VXMAPRr4UNwT6IH0H26gfgc1ezeVmqfeSk9IT0C9VkMKaH/L2zJsqfru/UmOp2JSQgzoo8AZkmFsAH0V2LvWKgHVkwOo+uP1FXFPsG/lXDL60lu1q9DP2yT5eqB+ElClYQA9CJjmUrUraE1oAf0hIX4xYU5sAO0F3EFAPVZzAL0SeETcw7MxOYaA2qoSP5Y2R0u3L/mIAqq9NDY9dxgXQCtao9FsAuqxmgPoUOA2cU/BAP37+MsDkdMIAW0QQN8DjqiLgtaEF9DzpL+ZiAugTwBH1l4loHpyAH0MuELcUzBAJ2KdQOQ0QkAbBFD1h/H1cQT0GenVLuICaFf9NTIC6qmaA+irQC9xT6CAVt/dbScjHUvQmoAa1fgAeiIwIY6A/lKKDXOHMQF0bhOsM7/2KgHVkwPox/oTeD1BArr2aMsRgRcQUKMaH0A7oLQqjoAqewCf5gxjAug9wKkeqgRUTw6gs4E9xT1BAjoO2PysY4GzLzhnNzQfG+g56QloQwA6E9iplovKRRTQy4Hbc4YxAfQA4CUPVQKqJwfQqkboIO4JEtBjse1fqdSJeDuVqrkY1wTpJwFVGgLQ0epPx3gCOhZI5gzjAejMUqy3xEOVgOrJAVTZEE3EPUECuh3uUP98GP9V/1yxZelMAmpUYwPo+cCD8QR0QTnaVNqH8QD0RuB8L1UCqicX0J2AeZl7ggS0Wfpd8FPRQ1u5F+cSUKMaG0D3AKbFE1BlP2CyfRgPQNVv/3e9VAmonlxAOwNfZu4JEtAN0oAuxJ7ayvvYgoAa1bgAurAcG9RySY/IAnoNMMQ+jAWgHyPzLisC6qmaC+gpwITMPUECehDuUv9c26R8lXozA00IqFGNC6DjtV8UxhTQN4Aj7MNYANpPXPaegHqq5gJ6MfBU5p4gAT0P2/6t3uyKN9Q/n8OmBNSoxgXQQcBNcQV0SXM0t1+mJA6AVm0KfOapSkD15AI6GBieuSdIQN8Ftr8vlboYO1emlu6IIwioUY0LoF2At+IKqHKoaT/NSBwAfSN7ECMB9VTNBXQUMDBzT6DvRDoNaJ9KfVeKpjs2QfoCSQQ0RoBWtUHjitgCqj7NuNY2jAOgZwFDvVUJqJ5cQF8EzsncEyigq4dt1kG9GZZ+I1LfIP0koErhAf0E2Le268JHF9BJwAG2YQwAXdwGZd97qxJQPbmAvg8cl7kn6JOJrNT+mHRG53NfDZJPAqql0IDeC1wWX0Ar26B8oXUYA0CfAQ7zWCWgenIB/RbYL3MPzwfqGAJqq9r96Jm++m9cAdXOWfR/1mEMAD0OeNBjlYDqyQV0cQLbZu4hoI4hoLaq3Y9tkfgxxoAONZ/2MZ3oA/prUzQVb6IhoJ6quYAqrdE6c0+wgK556sxntNtjuz9WTUDFVuMB6JwSbFVbNcqAfgzsZR1GH9CRwEleqwRUjwTQbZDIHOIWKKC/bgcM0xb2Ag6YR0AzW40HoM8Bp9VWjTKgykYom2sZRh/QQ4AXvFYJqB4JoPsBM417ggR0pepn6zHa0i2bAbuvJaBGNR6A9gPurq0aaUBPBp6zDCMP6A9laJt9dwAB9VSVANoNeN+4J0hA7wOuW6MvVg8BHiSgRjUegKo/hj+qrRppQO8BLrAMIw/oLaYDGAmox6oE0HOMM6oqwQJ6AI7JrpxgXvE/BLTQgC5uilaVtVUjDeh0YEfLMPKA7gZM9FwloHokgA4ERhn3BAloW4zOrjzFszGJrcYC0HeAw2utRhpQZbP0YQbZRB3Qz4HNqzxXCageCaB3ATca9wQJaGO8nF0Zx7Mxia3GAtBbgetqrUYb0F7AaPMw6oBeBVzlvUpA9UgAfQq4xLgnSEA3x8DsynXYLDA9UwRUS2EBPQ54pdZqtAF9GDjLPIw6oFvqv7X2WCWgeiSATjAuy6cEC2hfbLggs1yxEXoTUKMaC0A3Rtm8WqvRBvSHRPpIV5GIAzoR2LUOVQKqRwLol0Bn454gAZ1Rio6T9MWPd0OTGQTUqMYB0K8z340xBlTZHvjatBpxQM8Bbq5DlYDqkQD6K7CzcU+gB9LfBmDHXtfe2KeTuvBAkH4SUKXAgKq7t+fWXo04oOdkX23VEm1Al6yPkm/rUCWgeiSAKk2xoXFPsG/lfLI9jLS+O1A/CahSYEBVWx6pvRpxQJ8CephWow3oGOCQulQJqB4ZoB1QZhzOEPDJRFYMP2qrMmxyyHX/C9ZPAqoUGNBdgBm1VyMO6M+l2Mi0Gm1ATwZG1qVKQPXIAN0D+Em/pwBnY1rzT3Z55LoB4KmFgBYW0PllGVriDKh25Pnn2bVIAzq/GRr/UpcqAdUjA/RI4GP9ngKfzu6uoE58R0ALC+g44HgP1agDeilwZ3Yt0oA+aDqNuqcqAdUjA7QnMF6/h4A6hoDaqmY/rgVu81CNOqAvWdSJNKCHpU9/XYcqAdUjA7Qf8Jh+DwF1DAG1Vc1+qN+O73qoRh3QBeVoUynWogzoj42wbkWdqgRUjwzQW8Wl+QioYwiorWryo6o1miz2UI06oMq+wAdiJcqADgXOrFuVgOqRAfqIeFMsAXUMAbVVTX58COzvpRp5QAeYDz6PMqB7Aa/XrUpA9cgAHQf01u8hoI4hoLaqyY/h2esFxRvQ14AjxUqEAf0ygfZVtiEB9VSVAao+gThGv4eAOoaA2qomP3oAz3upRh7QinXQXJzDPcKAXgP0q2OVgOqRAfoj0Em/h4A6hoDaqiY/tkTiJy/VyAOqdDadgzjCgG4NTK1jlYDqkQFaWYbN9XsIqGMIqK2a9WN2Att5qkYf0BuAQZnl6AL6rv3k+h6qBFSPDFBlAzTT7yGgjiGgtmrWj6eBXp6q0Qf0HeCgzHJ0AT0fGFzXKgHVIwV0B2BBeoGAOoaA2qpZPy4F7vNUjT6gS9dF44XGcmQBrdwIJTPqWiWgeqSAHgJMTy8QUMcQUFs168c+wKeeqtEHVDnGOPO+EmFAx2aPOvNeJaB6pICeDLyVXiCgjiGgtqr46lncBG3EMTFxB/S27IWEIgtoD2BEnasEVI8U0AuBZ9MLBNQxBNRWFV89E4GjvFVjAOiH4oiVyAK6qCXKf8odElBPVSmgN2R+JBFQxxBQW1V89QwBrvdWjQGgVRugbK6+GFVAHwW6SoYE1FNVCuh9mYMzCKhjCKitKr56uprfFhh3QJUTgRf0pagCeiTwhGRIQD1VpYC+AJyXXggS0HP+70/7Xa/3CELPFAHVUjBA26HRAm/VOAA6ArhIX4oooD+Vo8VCyZCAeqpKAX0XOCG9ECSgQNmBt02vCYhMawho4QD9CtjTYzUOgH4lLsEYUUDvBHrKhgTUU1UK6AzggPRCsIBqadf7hd8IqGWrEQf0AeACj9U4AKp0QMns9EJEAd0neyBWXaoEVI8U0IoEtk8vBAnovKf7bpM2tGSfwZ+tJaBiqxEHtA/wuMdqLAA9PfMrxGgC+nUCGy6VDQmop6oUUKUl2qRvg34RafGYC3dMaIi26fEkATWqEQd0R8B0ffH4A/ogcHZ6IZqADgIukQ4JqKeqHNCtkFii3RbiVXhl3OW7l6iGBscnAdVSIEB/LUUHr9VYAPpdAtukF6IJaEdginRIQD1V5YDuA8zSbgsB6OpPhh3TnIBmtxptQMcCJ3utxgJQZVvjKXckAZ0MbCsfElBPVTmgXY0fS0ED+u/kGw9tmv5F6PonEVCjGm1ABwDDvFbjAWhf4AHtNpKAXmw6H1+dqgRUjxzQPsBY7TZIQP+aeO3+5for8afcPytIPgmolgIB2hmY7LUaD0CfAE7TbqMIaOXGSEyTDwmop6oc0KuNH6pBAlqaxnPj0x76IVg8CaiewgBa2RLNlnitxgPQn0vRXruNIqCvAPs4DAmop6oc0DuAm7TbgI8DbXvzT8HjqYWAFgrQKcDBnqvxAFTZBfhSiSagPYE7HYYE1FNVDqi6V3KZdhv4gfTbnP34nOD9JKBKoQBVf/T291yNCaCXAMOVSAL6Zys0mu0wJKCeqnJA3wB6aLdBAvrN/ae1138FevI906oJqNhqpAHtDrzkuRoTQMfo73yOIKAvmM88WLcqAdUjB/Rz4HDtNuhX4ec9e8FO6QPpm3e5iYAa1UgDuhlKfvFcjQmg88uxXlUkAT0OeMxpSEA9VeWA/gLsqt0W4jjQ31+/Zv/GPA40u9UoA/o90NF7NSaAKnunrwocPUB/a4LmC5yGBNRTVQ6o0hibaDeFAHTllBsPIaCmrUYZ0CeAs7xX4wJof+DWKAL6sPGbOmkIqKeqA6DtUa5d1iZoQFdOvalzk/QJRfYaRECNapQBvQgY5b0aF0BfBY6OIqAHG4d7S0NAPVUdAN0N+FkJFtBVH918mP4upA17P2+vENC6VcMC6F76ET0eq3EBtGIdtFwaPUBnlmID6YmYaq8S0EwcAD0C+EwJFtB10niWd759RrB4ElA9hQB0UTnWq0M1LoBq1wF/O3qAXg2c7zwloJ6qDoCepl/XJuDjQLe+5PXlweuZIqBaCgHom8AxdajGBtDrtevoRQ3Qn1shIT8RU61VAiriAOjl+lligwT0uAd+CV5OIwS0MID+F7ixDtXYAPo2cEjkAL0SOM7l7yWgnqoOgN4M3K4U5lX4NcG5KUJACwPo0cCEOlRjA+jSVmhaETFAZ7dA4guXv5eAeqo6APogMEAJHNB5gw5ZrwSptYN+JqDZrUYY0PVRvqgO1dgAqhwFjI8YoJcB3d22SkA9VR0AfRnoowQN6G36i/CpaiQCPYiJgGopAKAzgE51qcYH0FuA/tECdHZzlHxNQDNVvwH9AOiqBAzordrJRLppgLYALiOgma1GF9CHcq+vUySATgX2iRagFwEnryGgmarfgH4P7K0EC+gPCWz3vvZivPpvTqIk0FMqE9CCANoHeLIu1fgAWrU+GlVGCdBZTVH6CQEVVb8BXVqKLZVgAT0PrX5N6YCmVm2PswmoUY0uoB2NS2l5rcYHUOV44JUoAXqu9i5OAiqqfgOqtEULJVhAd8LVqQygqbuxFwE1qpEF9I8SbFGnaowAHQ70ixCgM5ug0ZcENFv1HVD1ycTCYAFthhezgL6BlgTUqEYW0AnAqXWqxgjQL4DdIwRoH6CXQkCzVd8BPRD4OlhAW+ORLKAPoBUBNaqRBfR64K46VWMEqNIBJb9FBtCvy9FoGgE1VX0H9ETgnWAB3Rs9soD2xq4E1KhGFtBD06fFrEM1ToD2AMZFBtBe+lGKBFRUfQf0POD5YAG9HRifAXRKIwwkoEY1qoBWN0eLnJP7FA2g9wOXRAXQ6eUo/0YhoKaq74AOAu4NFtDl7VHWf5EGaM2rbdD+fwTUqEYV0GlA57pV4wToTGCHqACqPls+V7sloKLqO6D3aOeXCfZA+umtAXQA/tMOSEwK0k8CqhQA0PuAa+pWjROgytbAomgA+nkZGn+rLRBQUfUd0OeAC4J+K2flpeXQs/engfpJQJUCAHoa8HLdqrECtA/wbDQAPRm4KL1AQEXVd0DfBk4K/mxMc+/v17XTKTe8WhOsnwRUKQCgm6J0bt2qsQL0caBvJAD9qBTrfJ9eIqCi6jug04GDC3M6u0KEgAYP6BzjSq51qMYK0Nkl2CwSgB4HXK4vEVBR9R3Qhenr08YF0NVr5Flb4zBIJ1XtMpRV1f++tfWs5rFVvZWqUTfvVq1x26oP1THqjmHhtyqiPQCF36o52nXECr9VUbU8AC7VGSVovjj/ra7NvW9t5su/OuXSlFZNW82rqu7KFnira1Pm5VT2Q1ugnfqf4rVqjY0vR0B/efutbIIEdIVDqmucJmpWpla7TGXVValUdT2rpq2ucquudRio/3X1reaxVXP1MuCpwm11lb2qPQAia+tUtaT+1SuA+9yqK922Wu26VS9VywPgUu0GDPRvq+ao3/erPVRr3La6Or9qjeP3ei1Vl+GKmjUeq+IB0LIVSpd7r1rjDdCPt4A5QQLKXfjgd+H3Ar6rYzVWu/DKW8A+9awWcBf+vQRazTGWuQsvqr7vwiudgB8C3YWf2xgEVLbVaAK6sBwbS34FWESALttcv5RtPaoFBLSL6WAzAiqq/gN6rPa+vCABPQs4ceL3P4oQUKMaTUDHAycXN6DLrwWurl+1cIBOUp+A/pxZIaCi6j+gZwL/FyigHXF8kGZaQkADB3QQcHeRA/o9sHlVvaqFA7QzMEisEFBR9R/Q/sDDQQJaU443C0CnHgIaOKDqruFnRQ5oak9gYr2qBQN0AtDmV7FGQEXVf0CHAbcECegy4PMC0KmHgAYNaFUbNF1V7ICOAM6uV7VggB4IDM6uEVBR9R/Q0UC/IAFd1RwPFYBOPQQ0aEA/Bg6SnUujqACtLEPrivpUCwXoG8AGC7KrBFRU/Qf0NaBnoL8D7YuOy4KnUw8BDRrQe4CBRQ9oqgvwdH2qhQJ0P223MhsCKqr+A/oJ0CVQQP/eDZ2/D97OdAho0ICeDrxGQNXdtmR9qgUC9GWg3ULTOgEVVf8BnQPsESigb7y4JUoP7DvoeiME1KhGEtBtkKgioFUt0fhn+TQMgO4LDDNPCaio+g9oVTk6BAoowAPppVuNIqCzE9hGek214gJ0WQ/g7npUCwPoGKC95Ve0BFRU/QdU2QiNAwW0uS0E1KhGEdDngDMIaGrZ/wH71qNaGED3AIZbpgRUVAMAdBdgblzOxkRAAwa0HzCKgKaWVW6CxLS6VwsC6DNAB+sxAgRUVAMA9FDgCwLqGAJqru4HfEVA1QfgUuC6ulcLAWjV7sB91ikBFdUAAO0BvElA/7+9O4GPojz8P/4NN56Itp601laUv1pt0V+rPb3a/lqfkBAROQWDgoiigoqK4gloRUUUREXlJ/VCBRFvKIr1QBTkkkMQlDPZoohAICSZ/848u8/O7M4zO7vZycLO9/N6tdnN+HU2k+RtLoI2AmqbbmiJVlsJaPQCvA8ck/m0IQB9EvjZRudRAqqmAQA6AHiKgGojoLbpW8C52wioeQFOAN7OeNoAgFZEH9jYpKMEVE0DAPQ24J8EVBsBtU3vjH7iSkCtCxB9t+mT8bQBAH0U+HnSB6AENDENANCHgesJqDYCapsWA1MJqHUBFjfGwRsynQYP6Ka2wKPJRwmomgYA6AtAOQHVRkBt0yPQZA0BlRfgTOCZTKfBAzoWOL4i+SgBVdMAAJ0FCAKqjYAmpvOAUyIEVF6A6GduJZlOAwd00y+AJ1OOElA1DQDQxcDpBFQbAU1MxwOXENDYBfh6X9c/zplfQB8E2qV8AEpAE9MAAN3YCL8goNoIaGLaB3iMgMYvQCdgdIbToAHd8FPg6dSjBFRNAwA00hqtCKg2ApqY/hL4nIDGL8ALwO8znAYN6CjgZJe/bISAqmkQgB6Hoh0EVBcBVdMNTXB4yluPn2lhAlpxOIrmZTYNGND1bYDnXKYEVE2DAPR3wNcEVBcBVdNXgFICmrgAlwFDM5sGDOhI4DS3KQFV0yAALQHmElBdBFRNbwRGENDEBZgFtM1sGiyg644AXnSbElA1DQLQPsBrBFQXAVXTc4AZBNR2AdoBMzOaBgvoncD/uE4JqJoGAegNwJMEVBcBjU/rWmGfjQTUdgFuBvplNA0U0LWHAVNdpwRUTYMA9D5gJAHVRUDj00Xyu84EVF2AhY1xSPKfO88foMOAP7hPCaiaBgHo/wHXEFBdBDQ+HR99O4kQUPsF+APwfCbTIAH9+hBgmvuUgKppEIC+AXQnoLoIaHx6EfBshIDaL8AYoCyTaZCA3gScqZkSUDUNAtBPgXMJqC4CGp8ei6IVEQJqvwCrW6Ll6gymAQK69mDgTc2UgKppEIB+DZxCQHUR0FhfFuF48ykBtV2AUuChDKYBAjoE+ItuSkDVNAhAI/vgcAKqi4DGehroYT4loLYL8CzwpwymwQG6pRWKXH9DvhkBVdNAAP0JmmzzOXWWxBcBTZoWFKBXAmPMpwTUdgE2/hiNFvifBgfozcA/tFMCqqaBAHoqsNbn1FkSXwQ0aVpQgP4W+Mh8SkDtF+BSYJj/aWCArj4Ajd7TTgmomgYC6N8A97/jOnXqLIkvApo0LSRAN7RAa+sX/RBQ+wWYAbTzPw0M0KuBYv2UgKppIID20H//LnnqLIkvApo0LSRAZ8a/SUFAHRegLfCu72lQgM5piUb/0U8JqJoGAmj0P1//53PqLIkvApo0LSRA7wGGWDcIqOMC3ARc7nsaEKAVpwPdPKYEVE0DAXQEMMrn1FkSXwQ0aVpIgHYGXrJuEFDHBZjfCIdt8jsNCNDoO/CPVnhMCaiaBgLoY8D1PqfOkvgioEnTQgL0Fyj6yrrJ6f5vAAAgAElEQVRBQJ0X4Axgst9pMIDO2w940VNBAhqfBgLoVKC3z6mzJL4IaNK0gABd2Qht5ZSAOi/A/UBnv9NAAK08Eyj1VpCAxqeBAPofr58hI6CpzwshoC8APQioVdIF+KoF9lnjcxoIoFHBW39JQOPTPAC6XPeLWFOnzpL4IqBJ0wICdAjwEAG1Sr4AxcA4n9MgAF3UCngkjYIEND4NBNDKpjja59RZEl8ENGlaQICeC8wloFbJF2AScJbPaRCA/h04N52CBDQ+DQTQyKHYx+fUWRJfBDRpWkCAHoLmuwioVfIF2HgIGi/xNw0A0LHAAQsIaGKaD0BPBL72N3WWxBcBTZoWDqCfAqcZBNQq5QKUA3f4m+Ye0OUHA6PTKkhA49NgAD0T+NTf1FkSXwQ0aVo4gD4K9COgspQL8CZwkr9p7gEVwJ8rCahtmg9AOx3Y9n1/U2dJfBHQpGnhANoXeIyAylIvwM+B2b6mOQf0SWDfeRECapvmA9BILX8fqC4CanYqMJ+AylIvwPXAQF/TXAO6/EfA3eYNAqqmBLQeEdBgAN3QAgd/S0BlqRdgXhEOj/9xzgYFtBNwWoV5g4CqKQGtRwQ0GEDfBv5CQGO5XID/Aab4meYY0GeAlnOsWwRUTQloPSKgwQA6AriBgMZyuQD3Al38THML6KojgNvlTQKqpgS0HhHQYACNfqo4mYDGcrkAXzbD/t/4mOYW0G5A+9hXDgiomhLQekRAgwH0GBR9SUBjuV2A84DHfExzCujLRWgW/+EZAqqmBLQeEdBAAF1RhGMjBDSW2wV4yvzzlOmnuQT0658CN8UPElA1JaD1iIAGAujzwIUENJ7bBVjfGk2+SD/NJaDlwAkb4gcJqJoS0HpEQAMB9DrgHgIaz/UC9AKGp5/mENDXG6HJTHWQgKopAa1HBDQQQM8GZhLQeK4X4HXgV+mnuQN07THA4MRBAqqmBLQeEdAgAK1sjeYbCGg89wsQBe39tNPcAdofaLsucZCAqikBrUcENAhAP7F+4TYBjeV+AQYDV6ed5gzQNxuj8du2gwRUTQloPSKgQQA6DriMgKrcL8AnRWhTkW6aK0DXHw9cYT9IQNWUgNYjAhoEoH2Axwmoyv0CmL9vZVq6aa4AvRr4+Vr7QQKqpgS0HhHQIAD9NTCPgKo0gI4EeqSb5gjQd5ui0auOgwRUTQloPSKgAQC6vhkOiRBQlQbQFc1wwNoGAbTqZOAS50ECqqYEtB4R0AAAfRP4W4SAqjSARv4GPNEggN4KtFnjPEhA1ZSA1iMCGgCgw+UfGSSgsXSAPmH9hyZ4QJe2QNHkpIMEVE0JaD0ioAEAWga8FCGgKh2g6w5E0+XBA1p7BnBR8kECqqYEtB4R0AAAPRpFKyMEVKUDNNLD/Ps1Agf0HuCwlckHCaiaEtB6REBzD+jyIhxnnxJQHaDTgFMDB3ROS+DplIMEVE0JaD0ioLkH9NnYb1snoLG0gFb+BPgoYEArTgd6ph4koGpKQOsRAc09oIOBe+1TAqoD1Pz59sEBAzoi+gl8RepBAqqmBLQeEdDcA3omMMs+JaBaQOcAbbzPWl9A5+0HvOTyCiagakpA6xEBzTmgla3RcqN9SkC1gEZOAd4KEtDK6H/NOhsElIAGFAHNOaDRj6p+65gSUD2gw4GLgwT0PqD1JgJKQIOKgOYc0LHA5Y4pAdUDuqwpWu0MDtBFrYBHDQJKQIOKgOYc0D7WH1CMEFCVB6CRc4GXgwP0f4G//JeAEtDAIqA5B/RXwOeOKQH1APRRoGNggD4EHLCAgBLQ4CKguQZ0fTMc6pwSUA9A1x2AZqs8/sX1AXTdwcCDEQJKQIOLgOYa0DeAvzunBNQD0EgX4D6Pf3F9AC0F/lhJQAlogBHQXAN6l/xVTBECqvIEdArwa49/cT0AfQ7Yb17yBYhHQNWUgNYjApprQMuAl51TAuoFaMVPgKf02+wBXXoocE+EgBLQICOguQb0aDT6yjkloF6Amj/29YsN2qNZA7q0HXBGZYSAEtAgI6A5BnR5EY5PmhJQT0C//aX8SNG9bAFd3BZoPde8RUAJaHAR0BwD+gzQLWlKQD0B3fIGcPBXuqNZArrkOOCgD6ybBJSABhcBzTGggxLfVCagsdIAapwJDNYdzQ7Q+T8DDvnM9tcap0RA1ZSA1iMCmmNAoxi8lzQloGkAfb8RWizQHM0K0Hk/BX40u5qAJqYENJgIaG4BrWyFfTYmTQloGkC/6+T6O4+tsgF03k+AH/8nQkBtUwIaTAQ0t4B+BJyRPCWg6QBd0AKN33c/mgWgHx8OHPlJhIDapwQ0mAhobgF9CLgieUpA0wEaudz6C47dyhzQDw8D2syNEFDHlIAGEwHNLaAXA08mTwloWkBXtlZ//CCpjAH94NCon5/ZpgSUgAYXAc0toCcDC5OnBDQtoJHbgF9Xuh3NFNBZUYp/vsA+JaAENLgIaE4BXdcMh6VMCWh6QNcfDTzudjRDQGdG/Tx2kWNKQAlocBHQnAL6OnBeypSApgc0Mg74yXqXo5kBOuMgoO1i55SAEtDgIqA5BfQO4OaUKQH1AWjlycBwl6MZAfra/sCJy5OmBJSABhcBzSmgJcDUlCkB9QFoZCrQ2uU3K2cC6Kv7Ab9UfhJQ+5SABhMBzSmgbdSvYooQUJUvQCNnA1elHs0A0Ff2BU5ekTIloAQ0uAhoLgFdCrRLnRJQX4DObozm81OO+gf0hRbA/9h/KQkBtU0JaDAR0FwCOgnonjoloL4ANf9yjy4pR30D+lxz4DerXaYElIAGFwHNJaBXA/enTgmoP0AXtkSjfycf9QvoM82A09e4TQkoAQ0uAppLQP8EzE6dElB/gEauAs5OPuoT0CeaAmeudZ0SUALq0XMi1jrzXtVj5Z2GPFcjD+nvEFB7OQO08kDsuyl1SkB9Arr6EODFpKP+AH28SdTede5TAkpAPXrADmjkSiG6C3HDVsPzDgF1lDNAPwB+5zIloD4BjQwHTqhwHvUF6Pion+cm+0lA7VMCqmmIWFFlVRe9c6MYEjHW9xf3G553CKijnAE6BrjSZUpA/QK64RhgnPOoH0BHNwJE6t9LR0BtUwKqqZeoUreXii7mR5ibSoorve4QUGc5A7SX8y/oJaCxfAMaeRxo4/wDnT4AvS/qZ4eNqUcJqG1KQN3bVdwjcWeCGGU9vUFM87pDQJ3lDNCTbL+KKUJAVf4BrTwNuM1xND2g9xYBpS5+ElD7lIC69424NnHnRjHLejrZ/Exdf4eAOssVoGub4gi3KQH1DWjkVaDVCvvRtIDeHvWza4XbUQJqmxJQ9z4Rd704oNNl96wy7/QSi6xnzhKDve4QUGe5AnS6/VcxRQioKgNAI38DBtiPpgN0GIAern4SUPuUgLo3TQhRepEQJa9E73QSa6xnzhX9ve6YrX9QtnmHe7vrNAfMqoxdHkfdpjujb8R+prWeZ92ZzdQwatNMa7I/q2M6ArjLbVptGNUZnnVn9g84ZWpegMS0JvuzZj11vwDu08+boNkS2/1a77PeGfWzfJv70fjUcQES0yqPf3Gas3pOd6c+T12AzKeqXZ7TunTTOsPIbupx0P809S0gy7PmHNBHRZePdhvbHhcdvjSMElFhPXOJKPe6YzavvWxLvR8Bi9cJeC/fj2Hv71Kgu+9/eGTUz/51AT4atkdXf0C/+kx+VPtPcZdh9FAfZ17ldceMgOa+o9H4h3w/hr2/Dfui0Tx//2jNNVE/rwv24bA9udz9Uc6F5oeWA8Vi684scZvXHbPv3pFt3urerlrNAbMfjB0eR6tdptujH8L7mdZkf1bNNEpazdZt2Z91m7Hd53QlcKLrdKdhVOX0rLszmVoXIDHd7Tnd5nVWr+l2r6n7BdBNhwBnJu7VVGuHa84y/dT/i2vib3KGy/Xa4fmyepw1m6m6ADuMH7I/q9e0Nt201jB0012eU4+D3tMq2zT1LaDO79RZYIBWiNI6Y5iYbd15WTxkeNyxx28i5eybSE8DPVyn/CZSBt9EikRW/wh4Xt3TfxNp1k+Aols8HhO/iWSb8ptIrm2fNl1+BWiJGGj+tOeD1p1h4jWvOwTUWY4AvQoY7ToloBkBGrkbaKd+pYAW0PEtgf1e9KKMgNqmBNS1uu7iU+vGQ2KsYSwSPaMfKxvfdyzb5nWHgDrLEaB/AN53nRLQzADdeBwwJn5HA+jGK6Ofvv/8Y0/KCKhtSkDde1Z0/zyK06Tirt9F7w0W99QYO28Qow3POwTUUW4Ardgf+21yHCSgsTIENPIUcPg3sdvugC7/Y9TPv6x0+XvhbRFQ25SAulfzhBBdy4tFV+sD0Q3dRedry0Tfrd53CKij3AD6PvAH9ykBzRDQyG+AobGbroD+uw1QdGWFy98Lb4+A2qYEVNcnt3TtNGh87MeRNo/pVVo+YXu6OwTUXm4AHZ3yd6IR0FgZA/pmEfZbKm+6ATq2BbD/xIjL3wvviIDapgQ0mAhorgDtCfyf+5SAZgpo5Dygr7yVCqj15c9jP5RTAiojoHmKgOYK0BOARe5TApoxoJ82Q7NPrFspgC77fdTPv30VmxJQGQHNUwQ0R4B+0wRHaaYENGNAI+VAqXUjGdAZRwGNb66MTwmojIDmKQKaI0CnAcWaKQHNHNBl+6PodfNGEqCjmgGtX0hMCaiMgOYpApojQIcl/yZgAqrKAtDIEOB086kD0PU9op++n/CZbUpAZQQ0TxHQHAF6HjBdMyWgWQC69ghgUsQJ6MJTo352/CbxDAIaj4DmKQKaI0CPQJOvNVMCmgWgkfuAYzc6AJ3+Y6DJzc4pAZUR0DxFQHMD6GLgJN2UgGYD6KbjgfvsgI5qCrR+KWlKQGUENE8R0NwA+hTQSzcloNkAGpkEHPq1AnRdl+in77+clzwloDICmqcIaG4AvdL2+y+SpwQ0K0AjfwSGxBX8/FdRPzutTZkSUBkBzVMENDeA/g74QDcloNkB+nYR9l0iFXzlkOQvf8amBFRGQPMUAc0JoBX744CUvxqSgMbKEtBIKVBuKWh++fPgqW5TAiojoHmKgOYE0NnAn7RTApoloJ81Q5OFOyNrO0c/fT9tseuUgMoIaJ4ioDkB9AHgau2UgGYJaKQvULpzbruonz3Xu08JqIyA5ikCmhNAewJPa6cENFtAlx+AottaAc1Hux8noPEIaJ4ioDkB9ARgiXZKQLMFNDIUZke+rZ0SUBkBzVMENBeAft0YbfRTApo1oGuPjPp5xlL9lIDKCGieIqC5APQVoIN+SkCzBjQyDrh0o8eUgMoIaJ4ioLkA9Bbgdv2UgGYPaOS1GZ5nJaAyApqnCGguAD0PeF0/JaD1AFT798LLKQGVEdA8RUBzAejhaJr8pwwjBFRFQAkoAbVFQNXUomwRcLLHlIASUAJKQBMRUDW1KHsSuNhjSkAJKAEloIkIqJpalF0BPOQxJaAElIAS0EQEVE0tys4APvKYElACSkAJaCICqqYmZZv2xYEpv4opQkBVBJSAElBbBFRNTcreA870mhJQAkpACWgiAqqmJmX3AYO8pgSUgBJQApqIgKqpSVk34BmvKQEloASUgCYioGpqUtYOcP11FwQ0FgEloATUFgFV0yhlqxvjp55TAkpACSgBTURA1TRK2RSgo+eUgBJQAkpAExFQNa22funvXZ5TAkpACSgBTURA1TRK2d9dfxVThICqCCgBJaC2CKiaRik7zPVXMUUIqIqAElACaouAqml15HPgFO8pASWgBJSAJiKgalodeQIo954SUAJKQAloIgKqptWRy4GHvacElIASUAKaiICqaXXkt8DH3lMCSkAJKAFNREDVtHrTPjiw0ntKQAkoASWgiQiomlbP0vwqpggBVRFQAkpAbRFQNa2+FxicZkpACSgBJaCJCKiaVncBnk0zJaAElIAS0EQEVE2rj0PR8jRTAkpACSgBTURA1XRzIxydbkpACSgBJaCJCKiavgmUpZsSUAJKQAloIgKqprcDw9NNCSgBJaAENBEBVdPzgDfTTQkoASWgBDQRAVXTw9FsfbopASWgBJSAJiKg8VYAv047JaAElIAS0EQENN4koE/aKQEloASUgCYioPEGAuPSTgkoASWgBDQRAY13OvBJ2ikBJaAElIAmIqCxNuyDgzS/iilCQFUElIASUFsENNZM4Oz0UwJKQAkoAU1EQGONAK5NPyWgBJSAEtBEBDTWecDL6acElIASUAKaiIDKKlujufvfaOyYElACSkAJaCICKnsX+JOPKQEloASUgCYioLI7gVt8TAkoASWgBDQRAZX9Dfi3jykBJaAElIAmIqBWm1phHw8YCGg8AkpACagtAmo1AzjLizICGouAElACaouAWt0K3EZAZQRUTQmojIBqI6BW5wDvEVAZAVVTAiojoNoIqNnG/bHvDwRURkDVlIDKCKg2Amr2BnCWp4IENBYBJaAE1BYBNbsJuIWAxiKgakpAZQRUGwE1+zPwNgGNRUDVlIDKCKg2Ahpt/T44YBMBjUVA1ZSAygioNgIabTrwF28FCWgsAkpACagtAhptCHA7AY1HQNWUgMoIqDYCGu335h+EJ6CxCKiaElAZAdVGQCOR9S1w4CYCGo+AqikBlRFQbQQ0EpkK/D2NggQ0FgEloATUFgGNRAYDwwmoioCqKQGVEVBtBDQS+S0wm4CqCKiaElAZAdVGQCPfNEPrCgKqIqBqSkBlBFQbAY28CIgIAVURUDUloDICqo2ARq4C7o4QUBUBVVMCKiOg2gho5DTggwgBVRFQNSWgMgKqjYCuaYpDKiMEVEVA1ZSAygioNgL6PFBqTQmojICqKQGVEVBtBPQKYJQ1JaAyAqqmBFRGQLUR0F8Bc6wpAZURUDUloDICqi30gK5qjMPklIDKCKiaElAZAdUWekD/BXSSUwIqI6BqSkBlBFRb6AG9DBgtpwRURkDVlIDKCKi20AN6EvCZnBJQGQFVUwIqI6Dawg7oikY4KjYloDICqqYEVEZAtYUd0IlAl9iUgMoIqJoSUBkB1RZ2QC8BHo5NCaiMgKopAZURUG1hB7QdMD82JaAyAqqmBFRGQLWFHNDljfCz+JSAygiomhJQGQHVFnJAnwB6xKcEVEZA1ZSAygiotpADejEwPj4loDICqqYEVEZAtYUc0LbAoviUgMoIqJoSUBkB1RZuQJcW4Vg1JaAyAqqmBFRGQLWFG9DxQG81JaAyAqqmBFRGQLWFG9AewAQ1JaAyAqqmBFRGQLWFG9CfoegLNSWgMgKqpgRURkC1hRrQRUC7xJSAygiomhJQWTgArd7tXm2d5oCVUeNx0G0affXVZjmtx1nlyqiLnt5rWud11pTpk8DlmU1r1Quf/VnrMTUvQMOf1Z77BQj6rGrquADBn9XlRVUXoMbwWLpObWet17TO0O2DOmutYb+d/Bbg9RbhmCbNnOUf0CpNNXW6I9F2GtUeR92muwyjJsup7ay7vKa1mgPRV122U9ez9gSez2wafa27vNCZndX/dFfy1LwAqtqMpo6yn7pfgMR0p9dZazzP6mfquAANdlZ76gJ4T+u8zlpdv2md9n09zdTjYFXdbp/T1LcA31NnSXzlH1B+Cp/pp/Bt0Gh5YspP4WX8FF5N+Sm8LByfwhPQDAGdD5xomxJQGQFVUwIqI6Dawgzog0A/25SAygiomhJQGQHVFmZALwAm2aYEVEZA1ZSAygiotjADehQar7RNCaiMgKopAZURUG0hBvQT4BT7lIDKCKiaElAZAdUWYkDvAwbYpwRURkDVlIDKCKi2EAPaEXjOPiWgMgKqpgRURkC1hRjQw9DkK/uUgMoIqJoSUBkB1RZeQD8ETnVMCaiMgKopAZURUG3hBfQe4CrHlIDKCKiaElAZAdUWXkCLgcmOKQGVEVA1JaAyAqottIBW/gjNvnZMCaiMgKopAZURUG2hBXQ28BvnlIDKCKiaElAZAdUWWkBHAIOcUwIqI6BqSkBlBFRbaAH9BzDFOSWgMgKqpgRURkC1hRXQitZottY5JaAyAqqmBFRGQLWFFdBZwO+TpgRURkDVlIDKCKi2sAJ6BzAkaUpAZQRUTQmojIBqCyugfwWmJ00JqIyAqikBlRFQbSEFdNOBaLk+aUpAZQRUTQmojIBqCymg7wB/Tp4SUBkBVVMCKiOg2kIK6DDgpuQpAZURUDUloDICqi2kgJ4NvJE8JaAyAqqmBFRGQLWFE9CN+2PfDclTAiojoGpKQGUEVFs4AX0DODtlSkBlBFRNCaiMgGoLJ6A3AcNSpgRURkDVlIDKCKi2cAL6J+CdlCkBlRFQNSWgMgKqLZSArt8HB2xKmRJQGQFVUwIqI6DaQgnoq8BfU6cEVEZA1ZSAygiotlACej1wR+qUgMoIqJoSUBkB1RZKQH8HzEqdElAZAVVTAiojoNrCCOi65jioInVKQGUEVE0JqIyAagsjoFOAf7hMCaiMgKopAZURUG1hBHQQMMJlSkBlBFRNCaiMgGoLI6C/AWa7TAmojICqKQGVEVBtIQT0m2Y4uNJlSkBlBFRNCaiMgGoLIaCTgWK3KQGVEVA1JaAyAqothIBeBdzjNiWgMgKqpgRURkC1hRDQU4EP3aYEVEZA1ZSAygiotvABuqYpDnX5EigBjUdA1ZSAygiotvAB+hzQ0XVKQGUEVE0JqIyAagsfoAOA+1ynBFRGQNWUgMoIqLbwAXoK8InrlIDKCKiaElAZAdUWOkBXNcYR7lMCKiOgakpAZQRUW+gAnQRc4D4loDICqqYEVEZAtYUO0H7Ag+5TAiojoGpKQGUEVFvoAD0RmOc+JaAyAqqmBFRGQLWFDdAVjXCUZkpAZQRUTQmojIBqCxugTwFdNVMCKiOgakpAZQRUW9gA7QOM1UwJqIyAqikBlRFQbWEDtB0wXzMloDICqqYEVEZAtYUM0GVFOEY3JaAyAqqmBFRGQLWFDNAJQE/dlIDKCKiaElAZAdUWMkB7A4/qpgRURkDVlIDKCKi2kAF6LLBINyWgMgKqpgRURkC1hQvQZUVoq50SUBkBVVMCKiOg2sIF6OPAxdopAZURUDUloDICqi1cgF4EPKGdElAZAVVTAiojoNrCBejPULRUOyWgMgKqpgRURkC1hQrQb4B2+ikBlRFQNSWgMgKqLVSATgQu0U8JqIyAqikBlRFQbaECtBcwUT8loDICqqYEVEZAtYUK0KPRaLl+SkBlBFRNCaiMgGoLE6DzgZM8pgRURkDVlIDKCKi2MAE6BrjMY0pAZQRUTQmojIBqCxOgnYFJHlMCKiOgakpAZQRUW4gAfbs5Gq/ymBJQGQFVUwIqI6DawgPo8jZAd68pAZURUDUloDICqi00gFacDZy4wWtKQGUEVE0JqIyAagsNoEOAfb/wooyAxiKgakpAZQRUW1gAndIYGO9JGQGNRUDVlIDKCKi2kAC65MfApd8SUD9TAqqmBFRGQLWFA9CNvwXaryegvqYEVE0JqIyAagsHoP2Ag+ZFCKivKQFVUwIqI6DaQgHo00Vo9HyEgPqbElA1JaAyAqotDIB+cgBwXYSA+pwSUDUloDICqi0EgK47CfjjpggB9TkloGpKQGUEVFsIAO0CHLnMvEFAfU0JqJoSUBkB1Vb4gN4PNH3NukVAfU0JqJoSUBkB1VbwgL7XAhghbxJQX1MCqqYEVEZAtRU6oCuPBjrEbhNQX1MCqqYEVEZAtRU4oJXnAcd8FbtDQH1NCaiaElAZAdVW4IDeArSYFb9DQH1NCaiaElAZAdVW2IC+3hQYo+4RUF9TAqqmBFRGQLUVNKBfHAb0StwloL6mBFRNCaiMgGorZEAr/gycsDZxn4D6mhJQNSWgMgKqrZABHQi0+tR2n4D6mhJQNSWgMgKqrYABfaYIRRPtBwmorykBVVMCKiOg2goX0HmtgascBwmorykBVVMCKiOg2goW0PUnA7/b6DhIQH1NCaiaElAZAdVWsIBeBPxokfMgAfU1JaBqSkBlBFRboQI6HmgyLekgAfU1JaBqSkBlBFRbgQI6ex/g1uSDBNTXlICqKQGVEVBthQnomrbAXyuTDxJQX1MCqqYEVEZAtRUmoOcDR69MOUhAfU0JqJoSUBkB1VaQgN4FNJ+ZepCA+poSUDUloDICqq0QAX2zGfCAy0EC6mtKQNWUgMoIqLYCBHRFG+B8t4ME1NeUgKopAZURUG2FB2jFWUC7b9wOElBfUwKqpgRURkC1FR6g1wL7feh6kID6mhJQNSWgsgIDtOqx8k5DnqtJfjYBNQF9qTGKnnA/SEB9TQmomhJQWWEBGrlSiO5C3LA16fkENErZVwcD/TUHCaivKQFVUwIqKyxAbxRDIsb6/uL+pOcT0Oir6wzg1PWagwTU15SAqikBlRUUoEtFF/Njz00lxZUE1FHlotd6Aocs1B0noL6mBFRNCaisoACdIEZZT28Q05wHQgtoFM5Hburx5583Q7TGL2n/vQTU15SAqikBlRUUoDeKWdbTycmfw4cO0MpFr0fhPFPCGe8G/b+XgPqaElA1JaCyggK0l1hkPZ0lBjsPhAZQVziBRkf+5oIbJ3v8ewmorykBVVMCKisoQDuJNdbTuaK/fMb6B2Wbd7i3u05zwKzqwz4X6+tzacqz+g6+/vprB1ldP3iQvmuv8zhon/ZPPeslsRu9Ojo675xzzj7rrDOPbZ4E51FndL1h3GuLt0RfnJpar5fV2Olx1Ne02jCqM5zuzP6sKVPDsP3jNTXZnzXrqfsF8HfWWu+zVvmYOi5AZtNszro79XnqAmQ+Ve3ynNalm9YZRnZTj4P+p6lvAVmeNV+AlogK6+kSUS6fMa+9bEtW/7qnsLfW6Kjf97h5woyVu3J1ZRlj+arBAO2hPgK9Sj4jbIASTsYKrgYDdKBYbD2dJW6Tz9g6R7Z5i3s7azUHzLZumD5V3xtvpz7v1XfeecO68co7ntO3PA6mn776rqOPPo+2YCb9PHAAABG0SURBVNWqFZ8vWvOdx4tTXeNx8Adjm9d0t49pVfSzpyyn7u3OZPq9YdhevjTTH7I96zavqfsF8DXdsrs627PGp84LEG+757TG66xpprtSn6cuwHZja4ZT21m9prXpprWGoZvu9Jx+73VWr+kO2zT1LaDO79RZvgAdJmZbT18WDzkPhOabSB7TnV5n5TeRfE35TSQ15TeRZAX1TaQJ4kHr6TDxmvMAASWgtikBlRFQNSWgZotEz53RJ993LNtGQJMjoGpKQGUEVE0JqNVgcU+NsfMGMTrp+QSUgNqmBFRGQNWUgFpt6C46X1sm+vK3MaVGQNWUgMoIqJoSUNnmMb1KyydsT342ASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnhFQAmqbElAZAVVTAuoZASWgtikBlRFQNSWgnn37X/d27NYcMNtct9XjqNt085Yt31k3vvWcVlV7HPy27vtsplu2bMl2avad53Snn+m3W7Zsdpnu8pxu8TprRlPzAvibbvE8666dntPv9AfdL4CvqfdZv/ecVsemjgvgc1rleVbde41uqi5A5lPVVs/p7h2e083uF8HfNMuz/mCbpr4F1PidOkviK/+ANlDz27e/Iz9n3ta+fc/8nFn1dPv2L+fv7LwA+b8Ak9q3fynPD+H89u3r8nf2oC4AAQ28PeDdJ/R+hP4CEFACWr8IaN7iBcj/BSCgBLR+EdC8xQuQ/wtAQAlo/SKgeYsXIP8XgIAS0PpFQPMWL0D+LwABJaD1i4DmLV6A/F8AAkpA69fWOXO+ys+Za+bMWZyfM6s2zJlTkb+z8wLk/wJszOsFsFowZ04ezx7UBQgNoIwxlusIKGOMZRkBZYyxLCOgjDGWZQSUMcayrGAB7S1UjziPDBVfBnniRUJ0rYnfmS3EZUGezKvhQjzX8GfdY178aF+JkjyeXfMI3hCPNcy58/P6tzXnzsvP73blxA15ewBLx/XvXFY+clZtypG6me/l6BwFDGinC2M96TwSPKBibvzO8PwJ8kNpXs69p7z4ZqEGNE+vf1XVdUKUlncWomxGfh7A9hHmR08l0f9dtjL5WK24MEdnKWBAP9McCRzQYnF/7HZVWXHe3ojfFH07iFUNfto95cU3CzWgeXr9q+4Wl86tM4zIY6LD0nycf9vlosOTi7ZXr5zeTZyf/GO4BDRteQT08m6dd8nb74kbdYJsC/IxmA0RU28RTyTu19Q4Dgd1fp8vfoOkA3RXg/2JmDwCmvz6b+C+F8Ub5a3x4ka3fyDp7THn3SV6L5O3vh0qem51HiSgaUsCdMujgzpdcv8a82YU0Hk3dO55x0fBnHiRGPiwiP277xKvxwT57I5+ZRcPs/4oxtti+vZRnSYGc3ZVRXGHb98RvSQVQ8V3EzqL3iM+C/78aV78meJ26xnfdSjbHtAjSCT5el68aN0bZX5pYZaYtuwKUdJvQuD/AdM9ggYC1P76d5zfMBaO7NFvzOaJ2o8wctKn4pLYreWis/XU8S5oe3sMpi9E4uXb2lVMMp8uG9W36y1Tag1jpPnJfaecnCckgC7pKUouKRWlsw3ztfdosejRQYgnAzlxVJCF4h7r5o6yS5dJQcYJ0f2yzkJMN0zApl4rukwN5OSJXhC3GdtKxULrzlBxuzBf5OLJgZ8/zYv/Q0nHKvM508XIgB6ALVdAH+pUfMWVxWJI6ncWGuYRNBCg9te/E9B3SsSF3cVFw4IFdKEojX0EWrfV+vDP+S5oe3sMpvuF7VdfTBc9ov8leaNUdCovFjdvM14fLUrHPKIfZ1A4AN3VSzy1y9j9XHHH9eZrT1xbYeyYJMSCIE4cFaSu5/mWErPE08stQVaIsuijqXlV9DZMwMr7LQ/izI76i+hb6h3iIetO9EUetNGo+pcwv3oR7PnTvfi3iP+Yx64XAX0CYM8VUNF/Q/RRlogG+dPp+QPU/vp3nL+ipOPsOmNBFxEsoFU9RbcXbd+AT34XTLw9BtNF4p3EnYgQa4yvi0tn1hobBogJ/BTeR71F526y18z/HI+ynjnGfIMaKrpZ799jxXVBnDgqiDHefOs1337XSEHe6jTWOtZd7DABC/aLsFYrhfmFyFmiy27z3lDRxfqEeZz5CXSw50/34r8p/hm9FSm+sDq4xxDPFdBi6xsrI8UbwZ8/j4A6Xv+O8z8s/mXenhEwoMYXPaOfJpc/MLNS3k16F7S9PQZStRD2b111Eh8bd8mf6louygmojxI/BzrFMK6LXc0lop/52nvaulMhOgTxdWxTkC/E8Oit7aWXGcvt30X5tqPYbgJ2VQCnTepxMcYwvw0efcMxzBdZfjehQnSsC/j86V78LcWdo+/TU6yHF3SugMoX/knrqyn5eAQNA6jj9e84/0XCIm1Xp4ABNapmDu9qvv8Nsn7kMuld0Pb2GEhbhNhsuztAvFNXWmx9KaHu1Wl1BDR9jk/hu4vRY81GiVLztfeBfG5XEcTP+JqC1PXuuN38hskzSpC6Ne9PfqCXkIAG/+W/2p7yU9SR4m7zyVAxSz6/q4gEfP60L/4Q8xVzTeyLs8HmCqj8+uzEwgbU+fq3n39XcZn8R/oHDahhvtpfvaNMiMeNlHfBWfIfMN8eAyn6Eegy290u4qMK0Stxn4CmzQ7o7sSfShI10dfeF/LZV4ggfkDNFMSYIP5tGLeJb+KCvNIjeuoud3aWgI4L4LTO5qmXt2yHYb7Bfi6ff2X0RQ72/Glf/GnRz+E2xn88INhcAZUf+hY4oM7Xv/3866yvw0e7sQEANds+1rQs+V3Q9vYYTD3tXwP9VohVi8XViWcQ0LQ5PgLtWrw7cWeo+FDe6O74KD9XWYJ8aX0PdIARE+Ql0Xnigu8No1wCmpvv/3l1n+h2mVWJmGmYL/K78vk9xMaAz5/2xY8U96h7IeAfUJx0mfVTWqscfI1sSED1j6BBAHW+/u3n3yZiH4EOCBbQcbd/E795jZic8i5oe3sMpnutLyPFekv0rlsr+iSeQUDT5gB0kLB+/MzYtmi1+dqzvopu/FeUBfFhkCWIcUnJ1hnmF62lIL3F/NiDahhAd6ovcI0UwwzzRX7KurdZlNQ0BKBeL370lfHFFQH/EZmH5VcpFlg/gfi8kD8sc2VDAqp/BA0BaNLr33H+bvKz5poLggX0VvFW/OZt4tmUd0Hb22MwLRTxj3IN44fuYpKxu0OJ9b1j44HbtxLQ9DkAnSgesJ4+Kp4xX3s9rD8p84gYEcSJpSATxVvDxLq4IB3FD+ahjcUNBOi7olvsDfND0WGL+SJ3td54HjX/UEhDAOrx4kc/Hr0t6D+fNEWe4CVxbfT/J8svWawqbkhA9Y+gIQBNev07zj/SfB+wfp4rUECnivLYn/6p7GR+wTvpXdD29hhQt4ry2A+bbBkmelWZX3yfYt5bI3ryI1AfOQDd1lWM/8GonV58/ibrh9Bu+K+x85ni4q+DOLEUZLW4usR8KgUZKMy/0OrzPkJUNAigt4qxsVu7LhCvWi/ydRFj53PF5pd/GwJQjxff2CgC/zVBXxWLyXXGF92sj7w+EhesNowN/UVDAqp/BA0BaNLr33H+DaVlHxjGkq4dxLwgH8KuvqLHvytrje3/udT6Rlbyu2Di7TGgtvYVJROXVtWseaO7uND8bSJfiLLZdUblQPPLR7WiZGduThMOQI25F4rifl1EB/OHuIeK64ToXSJKXgvkxFIQ4zJhve9IQT4Wot9NF4ubrhF9ZzUAoFtsPyY+Sgw2X+SR1otcbH7w0RCAerz45meSgX3lK94kITr3FGKw+XHYrgGiZPDAEnFNg34TSfsIGgDQ5Ne/4/zGax1Et55i2I1iSaAPonKA+buQyqL/d5NllfNd0Pb2GFRbb4+eu7g0+n9D5UdKUa879ysRA83PP7uIfrfm5CwhAdSoGDPw/L73Wl/XHipqXh/WvfzugP4oSkyQZ6QSsW9Dz7+xa8/b3q5deHXZiw0A6DTRW311d675OIaKL+bedVHPO60/Ct0ggOpffMP4l/V5bbB9OvSizoNfkp/Hbhl7SQdR9vqUhv0uvO4RNACgKa9/+/mjnwoMu/Cip3YPFKuDfRS1M+7oXdb16nviP7DmeBe0vT0G1+KH+3XuPOj+T+L3F4zo0/maydY3s2aXl/bLyTkKFlBma2iAnypl3r0N8yNE9nav39XQp9zDHoE6/5b/WoLUdRNVeXswe9bbY70ioGFoj3qD3V5WsiXfjyHEjZY/IDlXDMrfY9ij3h7rFwENQ3vQG2zt7nH235PDGrr5xT0+rdryQXfxfv4ewx709ljfCGgY2oPeYG/uKEqC/11UTN9L5t9yIc4P5luo/tqD3h7rGwENQ9MfCfrb3r57pNOAT9L/UyzANr700IQZFfl8BHvQ22N9I6CMMZZlBJQxxrKMgDLGWJYRUMYYyzICyhhjWUZAGWMsywgoY4xlGQFlhdEhGJrvh8DCFwFlhZE7oGs//rTBHwkLUQSUFUbugA7FIQ3+SFiIIqCsMCKgLA8RUFYYEVCWhwgoK4wIKMtDBJTt3b3690ObH33pcgXozL5/OnS/dudNrY3e7gcr6++D3HbPb1vv98t+y/L5WFnBRUDZ3tzuQdLIli9LQKu7INb/1jgAnX+UvF00PN8PmRVSBJTtzfUBDuo/cfjv0LKZBehIoO0/p7w8si1wn3k8/il85UFA5/HPX3sgMCKfj5cVWASU7cUtboTjvow+rb0i+sGlCehPcfxW88D3R6PYfBoH9Ao0mWo+XX0cWq7J04NlBRgBZXtx5wMfWzfq/p8F6M42Rz0oj/TCieaTGKCrmyH2d6jNBG7KwwNlBRoBZXtxh+Gc2K3H4Pwu/D8cgD4MrI0dOBZ/brjHxwo9Asr23rYm1FyeuFm37v1Hy+AA9CocGd904A82sdxFQNne2zzgidjNqhigiwec3FJ+v90O6Hmw1ShPj5YVYASU7b0tAZ6M397HAvTuxkCzX3e+5a2LHYCeZgcUu/PzaFkBRkDZ3ltVkfq8vdL6CHRm9APPV3ea9/s5AL0Ap+fpIbLCjoCyvbgjcG7s1tsWoD3QcpO838cB6M04tC72D9bU1Db0o2SFGwFle3FdgDny1jkWoGfiBHm37hQHoFOBqfJAZH/+GBPLXQSU7cUta4x2q8wbd8sfpL8ELSrMu1WXA+3MG0NxkPmk7jS0fte8sUugaGW+Hi0rvAgo25srBw4e+K8H/oLm7UxApwAnPLtg1uhjsC8avbnVMG5F0cuLNxjGh0Vo2nPc9PuP58/Rs1xGQNneXFXsB5RavHCh9f2k8thPKl33QvT/SwxjWvyXicw4Mnbkinw/ZFZIEVC2dzf57z9udmTPxYYE1JhyTpvmR5cvNGr7tmp5ZfT+XT9tfuQk88C31510wP6/7rU4rw+WFVoElDHGsoyAMsZYlhFQxhjLMgLKGGNZRkAZYyzLCChjjGUZAWWMsSwjoIwxlmUElDHGsoyAMsZYlhFQxhjLMgLKGGNZRkAZYyzLCChjjGUZAWWMsSwjoIwxlmUElDHGsoyAMsZYlhFQxhjLMgLKGGNZRkAZYyzLCChjjGXZ/wfKEfg3KCEjTgAAAABJRU5ErkJggg==" width="672" /></p>
+<p>The ggplot documentation for <a href="https://ggplot2.tidyverse.org/reference/scale_date.html"><code>scale_date</code></a> can give you some other examples and ideas. Also, notice how I appended the <code>scale_date</code> layer to my existing plot and stored it as a new object? This can make it easier to work iteratively on a single plot, adding new layers as I go without losing existing material along the way.</p>
+<p>Now I can fix up the y-axis labels a bit using a call to the <code>labels</code> argument after I load the <code>scales</code> package (why doesn’t ggplot support this kind of labeling itself? I have no clue).</p>
 <pre class="r"><code>library(scales)
 plot3 &lt;- plot2 + scale_y_continuous(label = comma)
 plot3</code></pre>
-<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+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////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd4DU1NoG8Gd3YWkiRURUsDfsDdu1Yb/qYAEUBRUFe8OCgoi9YO9d7AUVG2IXULAXRLEhCkhno373eull50tykpmUk+zOzpxMMvM8fzgneTfvrMzhx5TMCdIMwzBMg4Ji/wIMwzBJDQFlGIZpYAgowzBMA0NAGYZhGhgCyjAM08AQUIZhmAaGgDIMwzQwBJRhGKaBIaAMwzANDAFlGIZpYAgowzBMA0NAGYZhGhgCyjAM08AQUIZhmAYmNoD+qcmzbFlAwcj/0iHFv9L/+HeuTFuHLF8acujC8L7/DamuWCLf/790eqG2qDbkyL/T/wmprgzoa2bRqpDi/6X/z7xdnJb94qsWhxy6eGVI8T9WX3lWLfJspx3/70tWhBz53/TfIdXahSHFpSF9/0ynw+41/b+Q4rLlIcV/Aueuea+ir/nw+/sWdnJnIpvcmYc/dHL/3aDJbabOyb0sHfTI5j+55XFMbv/D38DJ7XGLgMpCQEUIqAgBFSGgBJSAukNARQioGQIqQkAJqB0CaoaAElBXCCgBtUNARQioCAEVIaAE1A4BFSGgZgioCAG1Q0AJqAgB1axDQooEVISA2iGgBFSEgGrWISFFAipCQO0QUAIqQkA165CQIgEVIaB2CCgBFSGgmnVISJGAihBQOwSUgIoQUM06JKRIQEUIqB0CSkBFCKhmHRJSJKAiBNQOASWgIgRUsw4JKRJQEQJqh4ASUBECqlmHhBQJqAgBtUNACagIAdWsQ0KKBFSEgNohoARUhIBq1iEhRQIqQkDtEFACKkJANeuQkCIBFSGgdggoARUhoJp1SEiRgIoQUDsElICKEFDNOiSkSEBFCKgdAkpARQioZh0SUiSgIgTUDgEloCIEVLMOCSkSUBECaoeAElARAqpZh4QUCagIAbVDQAmoCAHVrENCigRUhIDaIaAEVISAatYhIUUCKkJA7RBQAipCQDXrkJAiARUhoHYIKAEVIaCadUhIkYCKEFA7BJSAihBQzTokpEhARQioHQJKQEUIqGYdElIkoCIE1A4BJaAiBFSzDgkpElARAmqHgBJQEQKqWYeEFAmoCAG1Q0AJqAgB1axDQooEVISA2iGgBFSEgGrWISFFAipCQO0QUAIqQkA165CQIgEVIaB2CCgBFSGgmnVISJGAihBQOwSUgIoQUM06JKRIQEUIqB0CSkBFCKhmHRJSJKAiBNQOASWgIgRUsw4JKRJQEQJqh4CWFKATj7rccz8EVNKXgJohoPmHgJYUoH2AF933Q0AlfQmoGQKafwhoSQG6E7C3+34IqKQvATVDQPMPAS0lQGtaAnjHdT8EVNKXgJohoPmHgJYSoJN0P3Gk634IqKQvATVDQPPP8hXy1NYGFIysSocUV6RXStql00r6Zu9gVVDL9Krwvisb1NdqXo+++m8guYN0aN+wP6Sw3/dNA9CqX5z3k3b8jg3uW8fvG/qgptOh1Qb3XRk+WURf8+HPrW8+k1DSN/PwK5jcdfc1HtRa6QTMv29wnH/mvoe/gZPQ41ZsAF0akFWrgip6VgQepmdZerl/Z619TwXum72DlUEt0ytU9DWzsrYeffUn37I/kAb3XZ5eFli7BVgTOMN5P86HuMF9ly7V/xSDszLsQdX/BjW0b8Mni93XfPgL2Dd8ssj6Zh5+VZOwzr464QGPbP6Tu+6+voe/gZPQ41ZsAOVL+FJ6CX8C8EA1mv3iuB++hJf05Ut4M3wJn38IaCkBuiswpRcw0HE/BFTSl4CaIaD5h4CWEqBtsdrCTyrQZkb2fgiopC8BNUNA8w8BLSFAfwR2WaQdANyYvR8CKulLQM0Q0PxDQEsI0FeBkxZprwGd5mXuh4BK+hJQMwQ0/xDQEgJ0GDBskabtDDyUuR8CKulLQM0Q0PxDQEsI0H7AKB3Qx4Ctauz7IaCSvgTUDAHNPwS0hADdE5iqA7pgI2CkfT8EVNKXgJohoPmHgJYQoGuiyXJjPdBbgK72/RBQSV8CaoaA5h8CWjqATgW2MRdUntMeGGPdDwGV9CWgZgho/iGgpQPoaKCHWJF+MNDduh8CKulLQM0Q0PxDQEsH0NuBywSgU1ug6itxPwRU0peAmiGg+YeAlg6gZwCPW9dEOh04VdwPAZX0JaBmCGj+IaClA2hX4FML0O8ao9kU834IqKQvATVDQPMPAS0dQNdF47n2VTl7Apea90NAJX0JqBkCmn8IaMkAOqMCW2Quazy+Am3/0AgoASWgSkNASwbQd4Fu2evC7wfcpBFQAkpAlYaAlgyg9xgLgWYAfQVYbx4BJaAEVGkIaMkAei7wSBZQ4wrHjxJQAkpAlYaAlgygBwEfOQB9FNiegBJQAqo0BLRkAN0AVbMdgM7fEHiFgBJQAqoyBLRUAJ1dhY01B6DaTcB+BJSAElCVIaClAuhY4N8uQGe3B8YSUAJKQBWGgJYKoA8CA1yAapcCPQkoASWgCkNASwXQC4H73ID+2gKNphFQSV8CaoaA5h8CWiqAHg584AZUOxU4n4BK+hJQMwQ0/xDQUgF0U1TM8AA6qTFa/ElA/X0JqBkCmn8IaIkAOrcxOmkeQLXuwLUE1N+XgJohoPmHgJYIoBOAAzQvoB9VoL1jBwG1+hJQMwQ0/xDQEgF0OHC25gXUWCL0/uwWAbX6ElAzBDT/ENASAfQS4C7NB+hIYKP5mS0CavUloGYIaP4hoCUC6JHAW5oPUGNJkccyGwTU6ktAzRDQ/ENASwTQLYGpmh/Q54AdMhsE1OpLQM0Q0PxDQEsD0PlN0MHs6wF02YbAa/ZGGKDzB295S8i9ElAzBFSEgNohoKUB6BfAPmZfD6Cr7hGfzpsJAfS3/QB0/yOwTkDNEFARAmqHgJYGoE8B/c2+XkAXtUPFeGsjGNBPNoKRzl8G/QABNUNARQioHQJaGoBeDtxi9vUCmr4CONbaCAT0mZbAahc0AVo9E/ATBNQMARUhoHYIaGkAegwwyuzrA/TP5mj8rdgIALRmaCWwwWfpcZ2AivPmS3+GgJohoCIE1A4BLQ1AtwOmmH19gNb2B84UG3JAZ6T0F+97/PLf9N9TuuqjPX+W/RABNUNARQioHQJaEoDWtEBb0dcP6DeN0NzEVQ7oJN1enDjXPI1p/kD9uei670p+ioCaIaAiBNQOAS0JQCcCu4u+fkCNc+yHmBsyQF9uCzS5T7PPA32ipb55l//HCKiZpAE676O5BFRpCGhJADoC6Cv6SgAdA7SfbWxIAL2+EbDOe8bIOpH+sy2MJ6RzvD9HQM0kDdCjsBsBVRoCWhKAXg3cIPpKANX2Bm43NnyAzu6la7nLj+bY/ibSjCP0fTt86/lJAmomYYDOaYKKPwioyhDQkgD0eGCk6CsD9EVg4wWaH9DJO+lWnmA928x+lfO2xkDbF90/SkDNJAzQd/XH90MCqjIEtCQA7QJMFn1lgGrbAo9rPkDfWgtoNNTecnwX/g29UDVwgfNnCaiZhAF6ow7oYwRUZQhoSQDaGqtbfaWAPiiWFHEDen9T/YnmK5lN52Iik3WQcfBvjh8moGYSBmgP/WEcQkBVhoCWAqDfA12svlJA529gnmfvBHTeefpfrq0mZne4VmMyqxuNz+4goGYSBqj+sKMXAVUZAloKgI4Eelt9pYBqNwAHuQCdsrf+d+vImY6f9Cxn92BzoMUjmU0CaiZZgE6pMD4jJKAqQ0BLAVDdx6utvnJAZ7Y1lhTJAvrRekDFwBrnT3rXA/1kU3GCvQgBNZMsQJ81FohZg4CqDAEtBUD7AiOsvnJAtYv113JZQB/Vn162fNr9k74Flacdpv/12/UHsUFAzSQL0AvNJbbmE1CFIaClAOgegPVuZhCgPzdF9fcWoAsG6C/tNvvc08O/In3NoEqgw1vmmICaSRagXYEtgAkEVGEIaCkA2hbNrJOOggDVTgHOFoBO/7f+tOSA3zRPZJf0eLWdfaITATWTKEBrWqH5IOBxAqowBLQEAJ0CbG/3DQL0myqsNs+Yy19sbixat0DzRnpNpEk76tge/QcBtZIoQD8G9noSGEJAFYaAlgCgr2fXTA4EVOsGXKvP5RGtgOaPaf7ILyo3u48u6KafEFCRRAF6FzDgM31qEFCFIaAlAOjNwOV230BA3wfa/89cO3ndD2R9g67KeW9ToOXjBNRMogA9EXj6L2BHAqowBLQEAO0PPGX3DQRU2xO46xj9+eTu0hWTgy9rPMZYqP7SsD98AioSM0C3An5Kt0VLAqowBLQEAN0H+MLuGwzoC+ZJLThtnrxv8HXhf9lLP+ww/7ummRBQkXgB+kcjdPw7vQswj4CqCwEtAUA7oIl9JaMQQGu21B1sck9Q32BAtfnnVgDjg6oE1E68AH0dOOLvdC/gIwKqLgQ0+YD+DmyZ6RsMqPYA0OGdwL4hgGraCcDzwVUCKhIvQIcC1/ydvhx4lICqCwFNPqBvAUdm+oYAumBQvx+C+4YCeoW1JLM8BFQkXoAeBrz5d/px4BICqi4ENPmA3glcmukbAmjwdeGNhAKqP3kdGFwloCLxArQDGs/6Oz0eOIqAqgsBTT6gZwGZEzsVAfpaZrknWQioSKwAnWisAft3em4Ftiag6kJAkw/o/sDHmb5qAP0S2C+4SkBFYgXoo0B/Y3J3QJOVBFRZCGjyAe2ExpmraCoCdHYFOgdXCahIrAA9E3jAmNz/AmYQUGUhoIkHdGYlNsv2VQOotgZaBRcJqEisAO0CfGlM7hOA9wioshDQxAP6PnB4tq8iQLfVn8cEFgmoSJwAndsUbWuMyX0lcB8BVRYCmnhA7wMuzPZVBOihgHcB0WwIqEicAH0PONCc3E8BAwioshDQxAM6AHgw21cRoKcCrwQWCahInAC9ERhkTu6PgUMJqLIQ0MQD+m9gXLavIkCNF4KBRQIqEidAewIvmZN7ThU2IaDKQkATD+hGqJyV7asI0EeAIYFFAioSJ0A3RMVUMbk3QKP50h8hoAUIAU06oHMaYQNHX0WAvg30CywSUJEYATqlAptrYnIfaHwcLw0BzT8ENOmAfgQc7OirCNDvgX8HFgmoSIwAfQ44ThOT+6zAhWAIaP4hoEkH9GHgPEdfRYD+nb3skj8EVCRGgF4E3KqJyX0HcJ38UAKafwho0gG9GHCs8akK0NoWaB9YJKAiMQK0K/ChJib3G8DJ8kMJaP4hoEkHNAW86+irCtBNUDknqEhAReIDaE1rNJ+nicn9C7CP/FACmn8IaNIB3QIV0x19VQG6D/BtUJGAisQH0E+Af4m+/9EWN8G68kMJaP4hoAkHdF41Ojr7qgL0OOCtoCIBFYkPoHdbb4wbk3tZZ1T8IT2UgOYfAppwQPXnGl2dfVUBejEwPKhIQEXiA+hJwBOirw5oN+Aj6aEENP8Q0IQD+jhwhrOvKkBvB64NKhJQkfgAujUwWfTVAb3YseC2KwQ0/xDQhAM62H21ImWAjgDOCioSUJHYAGpc0djqqwP6UNC3yAho/iGgCQe0O/Cms68qQMc7rlznDQEViQ2gxhWNrb46oOPESfX+END8Q0ATDqj+Yu1XZ19VgP4O7BpUJKAisQHUuKKx1VcHdDawi/RQApp/CGiyAV3QzH2CuzJA/6lGp6AiARWJDaCH2S9LTEBrV0M76aEENP8Q0GQD+hWwl6uvKkAXdkT1goAiARWJDaDGFY2tvjqg6e2BqbJDCWj+IaDJBvQZ49qLzr7KAO0C/BxQJKAicQH028zCBQLQY4D3ZIcS0PxDQJMN6FDgJldfZYAeAYwJKBJQkbgAOjzzr6oAdIhxgU5JCGj+IaDJBrQX8KqrrzJAzwCeDigSUJG4AHoWcL/d1wD0CWCg7FACmn8IaLIB3RH4ydVXGaBXAzcHFAmoSFwA3SWzhLIA9FPgaNmhBDT/ENBEA1qzGtq6+yoD9BHggoAiARWJCaDiisZWXwPQPwMWcyWg+YeAJhrQb71nZ6oDdDTQK6BIQEViAuj7wAGZvgag6TZoKTuUgOYfAppoQF8ETnT3VQboxMBlJQmolZgAOgy4NNPXBHRnzxs9Vgho/iGgiQb0Wu/lGtQBOqcSmwYUCahITAA9Bngx09cE9FjgDcmhBDT/ENBEA3pC9u+K1VcZoFo7rBZQJKAiMQF0I/OKxlZfE9DBwF2SQwlo/iGgiQZ0F+A7d191gG4LTJMXCahIPAD9tQKbZfuagA4HzpccSkDzDwFNNKBt0LLG3VcdoIcAH8uLBFQkHoA+7/i0zwJ0HHC45FACmn8IaJIB/RHYydNXHaAne98uyISAisQD0IuBW7J9TUBnVaCz5FACmn8IaJIBfcW30qNCQC8D7pYXCahIPADtCozL9jUB/XstNJWsBENA8w8BTTKgNwJXevqqA/QeYJC8SEBFYgFoTWs0m5ftKwDdA5joP5SA5h8CmmRATwGe9fRVB+hI4CR5kYCKxALQT4E9HH0FoCcAI/2HEtD8Q0CTDOiewNeevuoA1f9mHiQvElCRWAB6j3VFY6uvAPRKz6JdIgQ0/xDQJAO6Jpp53tpSCOh0YGt5kYCKxALQvtYVja2+AtAngdP9h5YloGN6zhODESkrsx3VJY/06zloxMq6NghoNgkGdAqwjbevOkC11bGGvEhARWIB6NbA946+AtCPgQP9h5YloINSFqB3SgDVzkul+qRSg/8J3yCgjiQY0NFAD29fhYBujorZ0iIBFYkDoDMbYV1nXwHonCps5D+0DAFdNDxlAzoo9esSM7XZ8mWpQVp6zlmpO8I3CKgjCQb0NuAyb1+FgHb1veNqhYCKxAHQUUA3Z18BqLYeGs31HVp2gL4/sEcqA2jf1BJv/efUccYzzPlHdqsJ2yCgziQY0NOdb3dZfRUCehwwSlokoCJxAPQK4GpnXwtQ/R+/z32Hlh2gj/Tu3bubBeiybif46sNTt5m3g1OjwjYIqDMJBlT/W/GZt69CQC8CHpIWCahIHAA93L6isdXXArS/74Q3rQwBNdLbAnRmaqCvdllqnHn7kvFKPXiDgDqTYEDXQfU8T1UloLf6Ttu3QkBF4gDo2mg809nXAvQG4FrfoWUN6Jep60ee0/PMm3931PqmJpu341IXh20QUGeSC+g0yTecVQL6LHCatEhARWIA6CRgO1dfC9AXgJN9h5Y1oKNSqdRRJ6VSR76erfVMzTBvv0qdFbZhZMETIn8vlGflyoCCkWXpkOKi9FL/zlVp65CVKwraN3sHAX2XptPLFi6vDTlycXpJA/qaqaPvYvFDadkd1C4P67sqpLjE6rtw4Tjg6Lr61qYdf6YrwvouzfSVpXbZwoWfAkdKi6F90+nQ6rKQYugkXJpeFFxcZPU1H/7c+uYxCWWTO/Pwh/Zd3KDJLe7ANQmf1v+Rc/VdslB/8rJ44WRg33z6erI4fLI4JqHv4a/n5Pam4IA+nDrusxXphY+mjpiaqR2ZWmDe/pjqF7ZhZOJOIv9p8C/CFDuP6S+po7y/GmC3KO+PyT0XAU/J9q+sxnpR/y4qkz+g074Rz2pvSV2fqZ2QeZ45IGzDCAFNfgYCI6K8v9qm6BTl/TG5Z0/gV2lhC1Qsivh3UZn8AbXzvf2cUs/5qR/M23Gpq8M2jPzf+yJ//SPPihUBBSNL0iHF/6UX+3fqL+HFYOXykEOX5tw3k6C+S9Lppf8srQ05cmF6UUh1VejvG953oXm7LC37xWuXhRy6bFVIcZHV959/DgE+8/Vd6t7O/MEbWb4ypO/iTF9ZzL4boOr/ZMXQvvqzn7DqkpDiivDfN6Ro9zUffn/fwk7uTGSTMPPwh07uhQ2a3KKvcxL+1Qxt/uvqu+ifFWnjkT1UMlnyn9zyOCe3/hLeXazn5PZGGaALUkdlzqS/MjXevH0ldW/YhjP8ECm5HyKtj0ZzfH0Vfoik7Q5MlhX5IZJI8T9E+iB7RWOrr/UhknYW8Lj30HL+EGnRqNHCzR9T52dqw1N3W5C+GbZBQJ1JLKAzK7Gxv69KQI8G3pUVCahI8QF1XNHY6msDeiswxHtoOQNa2yf1tbl9b+r+TG1y6sSl+s1/j+6+MGyDgDqTWEDHAof6+6oE9Bz/N5/MEFCR4gN6jOeyK1lAX/VdvKC8AU0/n+ozKZ1e8ky34/9P3xo9aoqx8+LUzSvTSwen7grfIKCOJBbQB4AB/r4qAb0euFFWJKAixQd04+wVja2+NqDfA7t6Dy1rQFc+lkod369b6njziWj31HPGzdw+qWMHdk+d/k/4BgF1JLGAXgDc7++rEtDHnGv1OkJARYoO6K8V2NTT1wa0pgXaeQ8ta0DT6S+vOL7nRQ+J85AsQNN/3dP3qH7DrfMVgjcIaDaJBfQwYIy/r0pA3wZ6yooEVKTogI5wXNHY6msDaqwT+pvn0LIENCAPvdSw4whoYgHdFJV/+PuqBPQ74F+yIgEVKTqgAx1XNLb6ZgDtBrznOZSAZnPDhIYdR0CTCuicRlhP0lcloPOly/ISUDtFB7QrMNbTNwPoBcCDnkMJaCZPnLWsYQcS0KQCOt5zyp/VVyWgWgc0lRUJqEixAa1p47iisdU3A+g9wEDPoQQ0k3H/a+CBBDSpgA4Hzpb0VQrojsCvkiIBFSk2oJ8Cu3v7ZgB9C+juOZSA5h8CmlRALwHukvRVCuhhwEeSIgEVKTag+pPMc719M4BOAbb3HEpA8w8BTSqgRwJvS/oqBbQ/MEJSJKAixQb0ZN/XNR2Aam2wuudQApp/CGhSAe0M/C7pqxTQocDtkiIBFSk2oNs4r2hs9c0CuhPwk7tKQPMPAU0ooPOrsbakqhbQ+/0fRBghoCJFBtR9RWOrbxbQY4DR7ioBzT8ENKGAfg7sK6mqBfQ1oI+kSEBFigzoKCDl65sFdJDvTXMCmn8IaEIBfVJ+gSK1gH4J7CcpElCRIgN6JXCVr28W0IeB891VApp/CGhCAR0C3CqpqgV0FvyXsdMIqJ0iA3q47zW6C9AxwOHuKgHNPwQ0oYD2BEZJqmoB1dqgtaRIQEWKDKj7isZW3yyg030XcSWg+YeAJhTQ7YApkqpiQLcE/N+/J6BWigvoZPcVja2+WUC1tdB0gatKQPMPAU0moAua+1cnM/uqBXR/4HN/kYCKFBfQx4BT/H0dgO4OfOuqEtD8Q0CTCeg3wB6yqmJATwBe9RcJqEhxAT0buNff1wFoH2Ckq0pA8w8BTSagzwMny6qKAb0EuM9fJKAixQV0N8mrAxegVwA3u6oENP8Q0GQCelXA1TUUA3oncLm/SEBFigrovOZoU+Pv6wD0SeAMV5WA5h8CmkxAjwdellUVA/oC0N9fJKAiRQV0DLC/pK8D0AnAga4qAc0/BDSZgO4M/CCrKgZ0vOxKoATUSlEBvQm4RNLXAeicKs91sAlo/iGgyQR0dbSSVhUDOtW/JppGQO0UFdBjgRckfR2Aap3QaK6zSkDzDwFNJKDfA12kVcWAas2xlr9IQEWKCugmqPCfGOwGtCvwhbNKQPMPAU0koC/JV/VQD+jGqJzrKxJQkWIC+lsFNpH1dQLaD3jOWSWg+YeAJhLQ64FrpFXVgO7pPRnbCAEVKSagL3ivaGz1dQKqz5prnVUCmn8IaCIBPUm+NLx6QI8B3vIVCahIMQEd6D3J0+rrBHSE5+RhApp/CGgiAd0dmCitqgZ0ADDcVySgIsUEdD9gjKyvE9CvgH2cVQKafwhoIgFtixa+k6ZFX8WADgOu8xUJqIgiQMe23fib4KqY3DVt0dT/5rQH0PnV6OisEtD8Q0CTCOgv0rOJzL6KAX0SOMtXJKAiigA9FthEtvKWiJjcnwO7Svs6AdU2ReUsR5WA5h8CmkRAXweOkVdVA/o+cJSvSEBF1AA6tzWAnbwrfWYiJvd9wNnSvi5ADwbGO6oENP8Q0CQCerP0K+lmX8WA/iB7pkNARdQA+iKMHDgvoCwm9ym+KxpbfV2AnuX+KQKafwhoEgHtDzwtr6oGdEFjrOcrElARNYCeBJzUFOgtf9PbmtzbAZOkfV2A3ub+h5eA5h8CmkRA9wa+lFdVA6p1RLXvbzIBFVEC6IL2qJr5TCPgInndnNyzGqODvK8L0FeA4x1VApp/CGgSAV0LTebLq8oB7QL87C0SUBElgI4C9lliPHeUr18oJvcbvgvG2X1dgH7nfgOGgOYfAppAQH8DtgqoKge0GzDWWySgIkoAPQ24U5+EFwKVsnc5xeS+CrhS3tcFaE1zrOmoEtD8Q0ATCOhbwNEBVeWAngE84y0SUBEVgNZ0RMU0fRLW9AaavCH5AXNypwBZzQuothXwW7ZKQPMPAU0goHcAgwKqygG9WvKVQQIqogLQ94CdzMk9/1Bg9Y/8P2BO7nXQSHK1VD+g+uuH97NVApp/CGgCAT0TeCygqhzQh4ELvEUCKqIC0POBK8TkntUFWNu/kosxuScD2wb0dQM6AHgwWyWg+YeAJhDQ/YGPA6rKAR0tWfWHgIqoAHQT4HNrck/Rx1tM9f6AMbkfD7jEoA/Qe1zL1hPQ/ENAEwhoJzSeE1BVDug3ngUpjBBQEQWATgA6Zyb3N+2BPWZ7fsKY3OcC9wT0dQP6FtA9Wy0woNO+ee+FB24c2P/ogy7NnOlGQGUhoCJFAnR2BTYLqioHdI7kzgmoiAJABwEDs5N7bEsgtcD9E8bk3gP4NKCvG9ApwA7Zat6Te+6PE9548s4rzjn+0N02X7MxsnnX/kECKgsBFSkSoGMDTvoz+6oGVGuH1bxFAiqiANCtgY8ck3tkte+yqPrkntccreXfU/ICqrXG6tlqwyf35wN6dN2hU0sEJfM9OQIqCwEVKRKgDwIXBlXVA7otMM1TJKAihQf0a2BD1+R+sMK7DII+uccBXYP6egDdCfgps9HgyT25vd/MluvtsF+P/pfc+NCL/YB77Z8koLIQUJEiAToAeCioqh7Qg/2fYBFQkcIDehVwrntyXw1UuN7v1Cf3LcDFQX09gPYERmc2Gjq55/IL1J8AACAASURBVO1mktm4/Ra7Hdr73CvvevKNj39yLEZ6M3C9PSagshBQkSIB+m9gXFBVPaAnAy95igRUpPCAdgHe8UzuM3W5nNcv1id3L+D5oL4eQAcBd2c2Gjq5zwXajZ7ofR2SyUPG+7ZWCKgsBFSkSIBu5F4W191XOaCXOf8KihBQkYID+n0F1q7xTO6aY4FmjutS6ZN7U9kVja2+HkAfBgZkNho4uZ+tQOXbIacxvQCcZo8JqCwEVKQ4gC6pMt4XC4h6QO8BBnuKBFSk4IDeCJyqeSf33K5A288ym4tqf6vExoF9PYB+4PwAsmGTe2Jb4JKw80DfAY61xwRUFgIqUhxAJwGHBFbVAzoS6OspElCRggO6J/C65pvc07cB1v/R3lpU+6IDLF9fD6DTgS0zGw2a3HO2A/b8MwzQzxwTlIDKQkBFigPoc8B5gVX1gH4CHOQpElCRQgM6pRHaGgvReyf3LxsC2023NhbVXgLcFNjXA6jWHk0zJ5I2aHKfBLT/MfSbSD8Du9ljAioLARUpDqBDg752YvZVDqj+HGYbT5GAihQa0DuBE4xb3+T+sh2wl/VltEW1+wMfBPb1Arq7Y+n6hkzuh4FGb4R/lXOO8e0pKwRUFgIqUhxAewDvBVbVA6q1xBqeIgEVKTSgBwDm5+3+yf1ec+Bo8Uxy0Sr5FY2tvl5AewMv2+MGTO7PVgOuquu78M2xjj0koLIQUJHiALolKqYHViMAdHNUeL6PTUBFCgzo9CZY3XyaKZnczzUyzxDVs+gX+RWNrb5eQIc6liPMfXL/sTlwUE1dgK6L5vaQgMpCQEWKAqhWjY7BxQgA3Rf42l0koCIFBvQBoKc5kE3u+yuA64zBoiflVzS2+noBfQI4wx7nPrmPATr9qtUF6NaAvdgNAZWFgIoUBdAvgP2CqxEAepxv9XMCKlJgQA8HnjAH0sk9CKi4T79ddHbw6rASQCc4PgPMeXLfBFSbb7eGA7on8Is1JKCyEFCRogD6FHBmcDUCQC/0fZOUgIoUFtCZzdFMLDMvn9z9dc1e0ifhTsB3wX29gM6pyp40muvk/rApcJs5CgdUl/9za0hAZSGgIkUB9DLgjuBqBIDeYn6M4AwBFSksoI8DKTGST+4FulMtx2l/BlzR2OrrBVTrhMb2R045Tu6p62euxRUOaB/zC6hmCKgsBFSkKID2AN4MrkYA6LPA6e4iARUpLKA9M5ffCJjcs3YFOkx8P2RxQxmg+wJfWMPcJnfNocAm1seX4YCeC7xoDQmoLARUpCiAbgP8GlyNANCxmWdGdgioSEEBndsa1b+LYdDk/n1LYMMLgStC+voA7ZddeSS3yX050MJehysc0CuAh60hAZWFgIoUA9D5TdE+5NAIAP0F6OIuElCRggL6IrC/NQya3Nq3awMV4uueQX19gN5gfXqv5Ti5RzVyvPcdDujtwC3WkIDKQkBFigHol5JrEjn7qge0pgnWdRcJqEhBAT0BuNMaBgKqTWgNoEp6RWOrrw/Q54FTrGEuk/unDkC/zFY4oI8BQ6whAZWFgIoUA9BnxAI9QYkAUG19NJrvKhJQkUICOr8dquxzgYIB1V5vAmwd1tcHqONf4Bwm9/y9gB2yVzIMB/RV+yR/AioPARUpBqBDgVtDDo0C0N2Aya4iARUpJKCjgH/Z4xBAtccqsyfGy/r6AJ2X/SJGDpP7AqD1xOxmOKDjrO/wawRUHgIqUgxAe/lOY3f3jQDQo71fxiegIoUE9FTgRnscBqg2etiMsL4+QLVNM+tx139yj6hExbOO7XBAvwW6WUMCKgsBFSkGoDuEfggfCaBn29+QsUNARQoIaE1HVGRWTQoFtM7J7QX0YGC8GNV7ck9q61zIXqsL0BnZdwkIqCwEVKQIgNashjXC5m4UgF7neHJkhoCKFBDQd5ynOhQW0DOBx8WovpN7bhdgj3nOYjig/wW2s4YEVBYCKlIEQCcCexcb0MeA811FAipSQEDPA67MbBQW0FuAoWJU38ndH1jT/a53OKCrGmMDa0hAZSGgIkUAdARwerEBfdteJcgOARUpIKCbAF9lNgoL6CtAbzGq5+R+FKgc6S7WAegaaGMNCagsBFSkCIBeDdxZbEAnAXu6igRUpHCAfuQ6OamwgE7KXHGjfpP7i5bZ0zrt1AHoJqiyrhtCQGUhoCJFALQ38F6xAZ1XhY1cRQIqUjhABwKXZrcKC2hNc6wpRvWa3LO2Bg5Y4CnWAehOgPUtVAIqCwEVKQKgXYDZxQZU64CmriIBFSkcoJ2BCdmtwgKqbWnzVq/J3Qvo6LvqfB2AHgBYJ40SUFkIqEgRAG2NlrVFB9R7KhUBFSkYoF/C9Ry/wICmgPfNQX0m9+1A47d8xToA7QGME0MCKgsBFYke0MnALuFzNwpAD8ucSShCQEUKBuhQ92mXBQZ0gL0qSD0m90dNgWH+Yh2A9gNeE0MCKgsBFYke0JFAn+ID2h8Y4SwSUJGCAbqj/RxRpMCA3gNcYg7qntzTNwGOkBTrAPTizFctCKgsBFQkekBvAK4tPqCXexbFJ6AihQL0+wqsU+PYLjCgbwI9zEGdk7vmcGCjaZJiHYBeC9wlhgRUFgIqEj2gfYEXiw/o/cBAZ5GAihQK0Bs8a/4XGNBfgB3NQZ2T+xqg6ThZsQ5A7wWuEUMCKgsBFYke0D2A74sP6GtAH2eRgIoUCtA9PAvGFBhQrTVWN2/rmtxvVwP3SIt1APo0cJEYElBZCKhI9ICugWZ/Fx9Q75WVCahIgQCd0ghruhZcLTSgO1qXHa5jcv/aCThRXqwD0DeA/mJIQGUhoCKRAzoF2D54jpl9owB0FtDZWSSgIgUC9HbgJFe10IDa1yUMn9wrugJbzpIX6wD0Y/tdVgIqDQEViRzQ14FjYwCo1gatnZsEVKRAgO6XvailSKEBvQS427gNn9xXAK2+CijWAehk4EAxJKCyEFCRyAG9Gbg8DoB2BpzX4SGgIoUB9PdqtJrjqhYa0Ies00xDJ/dbVah4PKhYB6CzM4vxEVBZCKhI5ICeCjwVB0D3z15b3AgBFSkMoA8Ax7irhQb0A+tS8mGT+8d2wFmB1ToA/acCm4shAZWFgIpEDug+OlxxALQP8Kpjk4CKFAbQw4En3dVCAzoN2NK4DZvchwG7zA2s1gHo4pZYSwwJqCwEVCRyQDugyfw4AHoJcL9jk4CKFATQmc3Q3PPRTaEB1dqjmXGifsjkfgRoOTGwWiegHdFEDAmoLARUJGpAfwO2CpljZt9IAL0DuNyxSUBFCgLo49krstkpOKC7AcYFl4In9xT9BfwDIX3rAnQrYLY5JKCyEFCRqAF9Czg6FoC+kDnPzwwBFSkIoN2Bhz3VggPaG3hFC5vcKWDvMOjqAnQP4EdzSEBlIaAiUQOqP/EbFAtAxwOHOjYJqEghAJ3bCtXeb58XHNChwC1ayOR+Cmg2uT6TW55Viw8FPjGHBFQWAioSNaBnAo/FAtCpwA6OTQIqUghAnwcO8lYLDujjwJla8OSesiZwY70mtzyrFvcCxCKiBFQWAioSNaD7AR/HAlCtuf0pqxkCKlIIQHtbJ7k7U3BAxwulgyb30UCXBXkBegbwvDkkoLIQUJGoAe2ExnPiAehGqHSc40JARQoA6Pw1UOW7gEbBAZ1TiU20wMn9jP4C/ov6TW55Vi2+1P4MioDKQkBFIgZ0hnl6ciwA3VN8jGuFgIoUANBXgb191YIDavxTPDdocv+2NnBdPSe3PKsW32ivY09AZSGgIhED+h6Qigmgx9jvcZkhoCIFALQ/cJOvWnhA9wW+DJrc+mPbZX6egN4PDDaHBFQWAioSMaD3mKssxgLQ84Hh2S0CKpI/oDXronKyr1p4QE8x36OUTu7ngOqPtTwBfdb+HigBlYWAikQM6HnmxcBiAeiN5qs8OwRUJH9A386swuFM4QG9DrhePrl/Xwe4yuybD6BvAsebQwIqCwEViRjQg4EPYwLok8DZ2S0CKpI/oOcAV/urhQf0eaCffHIfB+xkruacF6ATrOVKCKg0BFQkYkA3RNWsmAD6HnBUdouAiuQP6AbA1/5q4QH9AthXOrlfrkD1BNE3H0AnA3uaQwIqCwEViRbQ2VXYSIsJoD8Au2W3CKhI3oCOA7aRVAsP6LxqdJJN7mkdgSFW33wAnQVsbQ4JqCwEVCRaQPW/Xf/WYgLogsZYL7tFQEXyBvRi+8NrdwoPqLYxKmdJJveJuuDWCb55AaqZQGsEVB4CKhItoA8C52sxAVTriOrslcsJqEjegG5hf4XcHQWAHgSM90/uV/QX8OPtvnkBuqZ14U8CKgsBFYkW0AuBe7W4ANrFurCjGQIqki+gXwAby6oKAD0TeMI3uf/YwFitxu6bF6CbosL8KIqAykJARaIF9HDgfS0ugHYDxmY2CKhIvoAOAS6QVRUAegsw1De5TwG2ynxDNz9AdwZ+NYYEVBYCKhItoJuhYoYWF0BPB57JbBBQkXwB3R4YI6sqAPRloLd3cr9WgUYfZPvmBej+1ukEBFQWAioSKaBzG4v35eMB6FViRUkRAiqSJ6DfVaBTjayqANBJwO6eyT1zQ+BiR9+8AO0OmBYTUFkIqEikgE4ADjBu4wHow8CFmQ0CKpInoNeJVTr9UQBoTTO090zuU4HNHJdTzg/QU4CXjSEBlYWAikQK6HDr68XxAPQNoFdmg4CK5AnobsCb0qoCQLUtgd9dk/utKjR6z9k3L0AvMNb+1soA0OUr5KmtDSgYWZUOKa5Ir5S0S6eV9M3ewaqglulV4X1XNqiv1bweffXfQHIH6dC+sj+kK4CHnX3l8fZNpx2/o7Svndz6TtWfD2c2Qh/UdDq0GvbnENp3ZfhkEX3Nhz+3vvlMQknfzMNfZ9/ZVVhrmbxvXpOwVjoBjwa+cPb93xbAoJz6Bkf/M78JeFCMvQ9/Ayehx63YALokIKtWBVX0LA88TM/S9HL/zlr7nlatDDl0RXjfZSHVoL7LdUDy6Vsb+vvWhhSXWX31h15yB7Urcu3bA/hQ9F0acqi3b63zIV4Z/vuG9U17+v6nAltk+4ZNFp2wsKpkstSvb+gktPuaD78vBZ7c2b6SyaI//MutQWjfZUvuAU6rf9/sHYQ9qEZf/dWf5JEdCDzpnNznAZv/X737Lgv/S7NiyQPADebY9/A3cBJ63IoNoHwJn5SX8PprrqnGbTxewmvtsFpmzJfwIvm9hO8KjJRXVbyEvxu41DG536lCpfv9g/xewj8ODDCGJf8SnoAmBND5TbC2OYgJoNsAmYtHElCRvAD9rRqt5sqrKgB9E+iZndxz9Bfw53r65gXoK8DJxpCAykJARaIE9HNz/RwtNoAe7PjWIQEVyQvQe50fy7mjAtCfgR2zk1t/Ab/JLE/fvAAday3XRUBlIaAiUQL6JHCqOYgJoH2Bl+wxARXJC9B/O7+a4I4KQLVWaJWZ3GMbo3K0t29egH4D7GcMCagsBFQkSkCH2GeuxwTQwcA99piAiuQD6PxmaDE7oKoE0B2AeVbfOZ2BM3x98wL0N2AnY0hAZSGgIlEC2hMYZQ5iAug9jpXXCKhIPoDqrzCODKoqAbQHMMHqewGw3gxf37wAXVAp1kUhoLIQUJEoAd0OENcLjwmgLwF97TEBFckH0O7Ao0FVJYBeAgwXfcfpL+BH+fvmBajWCu2MIQGVhYCKRAjoguZiQsYG0E+Ag+0xARXJA9ClLVE9PaiqBNAH9ZcQZt952wL9JX3zA3Q9VBtDAioLARWJENBvgH+JUUwAne64+gQBFckD0DeAQwKrSgB9H+hu9h0IdPK9gM8bUF3lPzQCKg8BFYkQ0OeAU8QoJoBqLe2nxATUTh6Anuz4TM4XJYBOA7Y1+n5UjYqXZH3zA3Qv4HuNgMpDQEUiBPRK4EYxigugm6HCXruHgIo0HFCtHRr/GlhUAqi2Jprrk3De9tYp776++QF6uHHNEAIqDwEViRDQ463lweID6L7AN9aQgIqEAvr5Q7fddvvw4cOfHjly5NsffDDm66+//n7q1KnzzOJrwD7BfdUAupv53eDL9Bfw0jdf8wS0N/CGRkDlIaAiEQK6M/CDGMUF0F7ib4gRAioSBuiPzRGUytatmwE3B/dVA6j+b/Lb2gT9BfyL8r75AXq2+F4AAZWFgIpECOjqaG2N4gLohcDD1pCAioQBekmgn5aiPwT3VQPoUODu+Tsal/aQ980P0MvEJRAJqCwEVCQ6QL8HuljDuAB6C3CVNSSgIiGAzlkLFYOHDh064Lzzzj7xxBOP6datW9d99vnXdtttt9n666/fpvUaF4X0VQPoE8B5VwDr/B7QNz9AbwJu0AioPARUJDpAXwL6WMO4APoMcLo1JKAiIYA+aH03PCB/N2hym2kwoOOBrZsAzwf1zQ/Qh4BLNAIqDwEViQ7Q64BrrWFcAB0LdLOGBFQkBNCdgNdCjiwGoLMqjbcOglaAyhfQEeLfVwIqCwEViQ7QE4EXrGFcAP0l+64CARUJBnQMsF4YHMUAVOuo+7nW1MC++QH6trCZgMpCQEWiA3Q34FtrGBdAa6rR0RoSUJFgQI/VX0HUfV34oCgCdB8d0KeD++YH6Kfiq1UEVBYCKhIdoG3Rwr5ieFwA1dZD4wViREBFAgH9uRpNZ8UO0H5Aj5C++QH6k3HheQIqDwEViQxQfTbuYI9jA+humVNTCahIIKCDgT51X9Y4MIoAfbftNlNC+uYH6Bygs0ZA5SGgIpEB+qrjzf7YAHoUYF1HnICKBAE6bx3go/gBWoDJLY85uZthXY2AykNARSIDdBhwhT2ODaBnA0+KEQEVCQL0EWCPuq/KGZxEAtoBLTQCKg8BFYkM0H6O6+XEBtDrMuubEFCRIEB3AR4vO0C3AOYSUHkIqEhkgO4JfGWPYwPoY8D5YkRARQIAnQB0nFd2gOr/avxCQOUhoCKRAdoeTebb49gA+hZwjBgRUJEAQHsDl9d9Vc6QaiIBPQj4goDKQ0BFogJ0qmP19/gAOgnYU4wIqIgcUK0pqn8uP0CPAd4loPIQUJGoAB3tPGEvNoDOq8JGYkRAReSA3gAcp5UfoP2BFwmoPARUJCpAbwMuy2zEBlBtLTQTAwIqIgV05QbA+1r5AXox8AgBlYeAikQF6OnGp7h24gPoDuaS5hoBtSMF9CVgV2NQboBeC9xCQOUhoCJRAdoV+DSzER9ADxWXvSGgdqSA7m1d8L3cAL3H/OiMgMpCQEWiAnRdVM/LbMQH0P72ElEEVEQ2ub+uwNpzjUG5AfokcB4BlYeAikQE6LQK82vFVuID6OXAHeaAgIrIJndf84mYVn6Avg6cSEDlIaAiEQH6DnBEdis+gN4PDDQHBFREMrmntkC1eKO43AD9yFxwm4DKQkBFIgL0bhsqM/EB9FX7OiMEVEQyua/Qn4fV47rwJQjot8C+BFQeAioSEaDnmCeE2IkPoF8A+5sDAirin9zz1wO+LE9ApwPbE1B5CKhIRIAeaH/abSY+gM6E9d4sARXxT+4ngd3S5QloTSNsQEDlIaAiEQG6PhrNyW7FB1CtNdqYtwRUxD+59wKeLVNAtbZoS0DlIaAi0QA6sxKbODZjBGhnYKZxS0BFfJP74wp0WFaugG6IqhoCKg0BFYkG0DHAYY7NGAG6v7ngDgG145vcJwFD0uUK6A7ANAIqDQEViQbQ+4ELHJsxArSPdbFzAirindy/NUfj38oW0H2NK8kSUFkIqEg0gA4AHnBsxgjQgcD9xi0BFfFO7muA7ovLFtAjgA8JqDQEVCQaQA8Fxjg2YwToHda3bAioiGdy12wMvF2+gJ5kvD4hoLIQUJFoAN0ElX84NmME6Aigv3FLQEU8k/sZYFutfAE9z7joIAGVhYCKRALonEZY31mMEaDjrY+3CKiIZ3LvC9xXxoBeDtxNQKUhoCKRAKordZCzGCNAfwV2MG4JqIh7cn9RgTVmlzGgtwLXElBpCKhIJIA+ApzrLMYIUK05Ohg3BFTEPbn7ARdqZQzoo8BFBFQaAioSCaADgXucxTgBuhEqjYVKCaiIa3JPb4lG35UzoC8a75ATUFkIqEgkgHYD3nEW4wTonsAkjYDacU3u64EjtXIG9D2gJwGVhoCKRAJoZ1T87izGCdCewFsaAbXjnNw1mwBvauUM6BfAgQRUGgIqEgWg86qxrqsYJ0DPBx7TCKgd5+QeAWxt3JYvoFOAXQioNARUJApAPwW6uopxAvRG4DqNgNpxTu79jZN4tHIGdF4FNieg0hBQkSgAfRw4w1WME6BPAGdrBNSOY3J/WYm2s4xB+QKqrYYOBFQaAioSBaCDgdtdxTgB+h5wtEZA7Tgm92nAAHNQxoCui6YEVBoCKhIFoN2B0a5inACdDOymEVA72ck9Y3VUTTRHZQzolsBsAioLARWJAtCtgSmuYpwAXdDY/JopARXJTu5hwOFiVMaA7g78SEBlIaAiEQC6oBnau4txAlR/lVZdQ0DtZCZ3zWbA62JYxoD+G/iUgMpCQEUiAPQrYC93MVaAdgF+IaB2MpP7JWCLGjEsY0B7AW8RUFkIqEgEgD5jrRiXTawATQFjCaidzOQ+OPvJXxkDejowgoDKQkBFIgB0KHCTuxgrQPW/I88SUDv25J5Yhdb2Eq5lDOilwIMEVBYCKhIBoPrLoFfdxVgBehVwCwG1Y0/uM4Fz7H1lDOgNwDACKgsBFYkA0B2An9zFWAH6kLlkGwEVsSb3zDao/MbeV8aA3gdcRkBlIaAi6gGtWQ1tPcVYAfoGcBwBtWNN7luBf2f2lTGgzwBnEVBZCKiIekC/FWeqOxMrQL8G9iWgdqzJvSXwcmZfGQM6GuhNQGUhoCLqAX0BOMlTjBWgc4wFIwioFTG5XwE2r8nsK2NAJwCHE1BZCKiIekCvAa73FGMFqLYGViOgdsTkPtT8YM1OGQP6PbAXAZWFgIqoB7QP8KKnGC9AtwGmE1Ar5uT+tgqtZmT3lTGgM4FtCKgsBFREPaBdgO88xXgBehDwCQG1Yk7uc93rD5YxoFo1OhFQWQioiHpA26BljacYL0D7AiMJqBVjcs9qi4rPHfvKGdB2aEVAZSGgIsoB/QHY2VuMF6CDjWuGElARY3LfARzk3FfOgG6CygUEVBICKqIc0JeB473FeAF6N3AZAbViTO6tPO9alzOgOwO/EVBJCKiIckBvBK7yFuMF6EvAyQTUij65RwEbLXDuK2dA9wO+IaCSEFAR5YCeDDznLcYL0E+AgwmoFX1yp4AbXfvKGdCjgbEEVBICKqIc0D30f8K9xXgBOh3YloBaWb70+8ZYbZprXzkDegrwCgGVhICKKAe0HZot8BbjBai2GtoRUCvLlw4ATnXvK2dA9T+NxwmoJARURDWgU4DtfMWYAboZKuYQUJHl/22His/c+8oZ0CuBOwioJARURDWgo4BjfMWYAboP8A0BFVn+CLCfZ185A3oHcBUBlYSAiqgG9BZgiK8YM0B7AaMJqMjynYDnPfvKGdDHgQsIqCQEVEQ1oKcCT/mKMQP0AuBhAiryIbCh9z3rcgb0ZeAUAioJARVRDaj+8vhzXzFmgN4MXE1ARXr6184qa0DHAEcTUEkIqIhqQNdG9TxfMWaAPgOcTkDNTG6MFr95d5YzoF8D+xNQSQioiGJAfwc6+4sxA3Qs0I2AGqk51PhWljflDOhUYGcCKgkBFVEM6NvAkf5izAD9GehCQI0MAZp/5dtbzoAuqMQmBFQSAiqiGNA7gUv9xZgBWlONjgRUz8tVwKP+3eUMqNYKaxJQSQioiGJAzwIe8xdjBqi2HhotIqDat22BcyWTu6wB7YRqAioJARVRDOj+wAR/MW6A7grMIKCztwe6LCSgZjKTextgEQH1h4CKKAa0ExrP8RfjBuhRwCcE9Hig/WTZ5C5rQPcCZhNQfwioiFpAZ1ZiM0kxboCeDbxY9oDeDDR+Qzq5yxrQw4EfCKg/BFRELaDvA4dLinED9DrgznIH9J1qYJh8cpc1oL2BCQTUHwIqohbQe4GLJMW4ATocuKTMAf15HaCHRkDtZCb3WcAbBNQfAiqiFtDzgYckxbgB+hZwfHkDOu9fwJYzNQJqJzO5LwOeKgqgf77y2E+1ytB03VPA70tARYoI6CHAOEkxboB+C+xT3oCeAbT+yhgQUJHM5B4G3BUtoKNOvlb/79h2AA76j2I7zRDQ2AK6ISpnSYpxA3ReFTYta0CfqEClWMSOgIpkJveDwNWRAnoB0Ff/A18HRnZXrmeagMYX0NlV2FBWjBug2lpoXs6AftoSGCSGBFQkM7mfBwZECeh4oPrydPp+4N6fLwXeVu8nAY0toB8Ch8iKsQN0e6Am+MBSB3T6ZvqLRWsRUAIqkpncbxlPCCME9Ch0nKbfHIDD9P8egu6q9UwT0PgC+hBwvqwYO0APBSYFH1jigNYcDmxor2FHQEUyk/tT4IgoAd0Cw/T/Lm2CR/WbR7Cdaj3TBDS+gF6kvw6RFWMHaH9gdPCBJQ7oYKDpWHuDgIpkJvePwD5RAtocr+v/nQBM1W/eRkvVeqYJaHwB1Z/avCcrxg7Qy+WnW1kpbUBHVjn/mSOgIpnJPQfYNkpA18EL+n+vRQdj40msoRhPIwQ0roBuhorpsmLsAL0PuCL4wJIGdGJb4IzsJgEVyU7upugUJaB7YYD+351wsrFxDnZUjKcRAhpTQOdWo5O0GDtAXwX6BR9YyoDO3g7o4ljvhYCKZCd3B/1ldISAXo0W79c+BLyqjyc3QR/lfBLQ2AL6MbC/tBg7QD8POF1ApJQBPc5YgsmxTUBFspN7c2B5hID+pzVQDWy8NP3X4U1R8a3sZ8b0nGeNljzSr+egEStdVde+4A0Cmk1MAX0MOEtajB2gM4Ftgg8sYUCHAY1dH58RUJHs5N4F0KI8kX5Ce0B/FppOz9BvB0l/ZFDKAlQ7L5Xqk0oN/sdRdO0L3iCgjsQU0EuBVaxNGwAAIABJREFUO6XF2AGqtUbb4GLpAvq2/lznZleVgIpkJ/eBwNRIv8o5b/i51/+q385YN/WGrL5oeMoG9LLUIC0956zUHY6ya1/wBgF1JKaAHgW8JS3GD9DOwMzAYskC+tPaYgkmRwioSHZy9wS+jNFqTO8P7JGyAf05dZzxbHL+kd1qMnXXvuANAupMTAHdUv+3W1qMH6D76X9LAoulCui8PYCtPP9uEFCR7OTuD7xbBEBXBOx/pHfv3t0sQIenbjNvB6dGZequfcEbBNSZeAI6vyk6yIvxA7QP8FpgsVQBPQ1o/bWnSkBFspP7IuCFaAGdMWTfdpVIrxryW8AP9LYAvSw1zrx9yfGq3LUveIOAOhNPQL8A9pEX4wfoQOD+wGKJAvowUDnCWyWgItnJfQ3wYKSA3tDMXIgpvRIVQ8IB7ZuabN6OS12cqbn2BW8QUGfiCejTQH95MX6A3gFcFlgsTUDHNwcG+6oEVCQ7ue8GhkUJ6PU6npt2MwBtCZwXCmjP1Azz9qvUWZmaa1/whpE5d4v8tVielSsDCkaWpUOKS9LL/Dtr09Yhq8L6Lg/vuzSkumqFfL8+e5bn07c2oK+Z5bUhxaVW3xVp6R9IWN8VtYv1f7rvCu8rT+1yz3ba8f++YlXIkUvTS0Kq6eXBtQ+Bg0KOTIfdq+zPJpOVYUeGTkK7r/nw+/vmO7nnbQIctshXlU3uzMOvYHLXr6/+5CXgkc1/ctfV9wXgUs+DuKJhfesF6M8V2HysXtSrWgqVP4YBemRqgXn7Y6pfpubaF7xhZOJOIpGs2szknBOAD4v9O9Q3K1bHasuL/UtEmdqj9Oc5/JtTj4wDTlfSWA7oaWg1PS0ATS/bAqfIfsYG9ITMc8oBmZprX/CGEQIa7+wE1NT9UzHJocAnxf4doszVQIvJxf4lEpFJwDFKGssB3RqXmEWzejt2lv2MDej5qR/M23GpqzM1177gDSP/977IX//Is2JFQMHIknRI8X/pxf6dq9LWISuXhxy6NOe+mQT1XZJOL/1naW3IkQvTi0Kqq0J/3/C+C81b/VWk5BevXRZy6LJV/22BNQKKi6y+8tQudW9n/uCNLF8ZcuTinPq6Mgy4PLCYTofda3pJSHFF+O8bUrT7mg+/v29+k/v1KuBxWVU2CTMPf+jkXtigyS361jW5V6SDHtn8J7c82cn9I3DgKndx2SrvjzsSPLnrBWgLczUmC9DRWD0M0CtT483bV1L3ZmqufcEbzvBDpFh+iDQR2COgGL8PkbTPgL2CaqX3IZKxBJP8W7b8EEkkO7mnAV0i/BCpDR7OAno/WoUBOjx1t4Xmm5maa1/wBgF1JpaAPg+cHFCMIaCL10AT2fXvjJQcoLO3BXaZK60SUJHs5K5phE0iBHQX9MoCeqJ8RXob0MmpE5fqN/89uvvCTM21L3iDgDoTS0CvAm4MKMYQ0KVHAq8E1EoO0F7AWj/IqwRUxDG526JdhIDeBHNJehPQDxvLVxOxAU1fnLp5ZXrp4NRdxsboUVN8+4I3CKgjsQT0eODlgGIcAb0TuDCgVmqA3uJdgskRAirimNwboJHnQVQJ6MKOaHTxbAPQ2tfaouPfoYDO7ZM6dmD31Onm26vdU8/59gVvEFBHYgnozsDkgGIcAf0O6BJQKzFAP60Gbg2qElARx+TeHvDcudIT6Se2AdAJ2H0toOID6Y9kAE3/dU/fo/oNX5R2AOraF7JBQLOJJaCt0CqoGEdAl7dHo2nyWmkB+su6QM/AKgEVcUzufYHf3UW1X+VccG41RHb5LOBH5HnopZx+PBMCGkdA/wh+RhdLQFccDTwvr5UWoN2AbYM+LiOgdhyT+whgoruoejWmafcNOLzLMUNfq80Nwhsm5I6nEQIaR0DfBXoHFWMJ6B1BZ/aUFqBTGqPlxOAyARVxTO4TgTHuYjHXAw3OE2cta9iBBDSOgN4OXBNUjCWgX+nPzOS1kgL0ZuCkkEMJqIhjcp8LjHQX4wnouP818EACGkdATwNeCCrGElCtEyqnSGslBeiuQNAn8EYIqIhjcg8FhruLkQD65yuP/ZTja/gGhoDGEdA9fe8cZRNPQHsBT0hrpQTotxVYJ+wPn4CKOCb3rb6TFtQCOurka/X/jm0H4KBI1vkgoHEEtB1a1AQV4wnovUHrl5YSoJcDF0smdyYEVMQxuR8BLncXlQJ6AdBX/wNfx/wcfnfleqYJaCwB/QPYIbAYT0AnA1tIa6UEaGf9hQEBNVJvQF8EznYXVQI6Hqi+3PgWPO79+VLgbfV+EtA4AvoO0CuwGE9AtY1R8aOsVkKAfgRsKpvcmRBQEcfkfg/o4y6qBPQodJym3xyAw/T/HoLuqvVME9BYAnonMDSwGFNA+wIPyWolBOh5wGUE1Ey9Af0SOMxdVAnoFhim/3dpEzyq3zwiX0ykwCGgRQH05/69L7jpmTHS52yadgbwdGDfmAI63PdUQ6R0AK3phIqvCaiZegM6BfiXu6gS0ObmWiITgKn6zdtoqVrPNAEtEqBnWt83q+60y5FnXPfomxPnOKtdwy60HlNAf6nABrJa6QD6BtBFOrkzIaAiDkDnAVu6iyoBXcdcUPladDA2nsQaivE0QkCLAui28KSi/XaH9Bty78uf/KFXO6DJ/MC+MQVU21J+6lXpANoXuJGAitQb0D9XwzruokpA94JxxaKdcLKxcQ52VIynEQJaDEBnNMI6j1x7+hG7dKz2SorVt9CfgG4V3DeugJ4O3C2plQygc9qi0c8EVKT+gHZCc3dRJaBXo8X7tQ8Br+rjyU3QRzmfBLQ4gL4K9BCjmh8/eHrYgGP32qy5S9Gjg/vGFdBngGMktZIBVP//218+uTMhoCJOQLcBXG9PKQX0P60B/SnJxkvTfx3eFBXfqveTgBYF0Mski0r+PuHFuy898aCt1jAAvTe4b1wB/b0Ka0tqJQPoUcB9BNRK/QHdG/jJVVR6Iv2E9vpfnhbvp9Mz9FvpgvSFDgEtBqAHAB8HHjj7q/e/COkbV0C1HYHP/LVSAXRGMzSbQUCt1B/QbsCnrqLar3LOG37u9b/qtzPWTb2hmE4RAloEQGvaoHnY/0wD55iRIgJ6HnCLv1YqgN5nvq9CQEXqD+hJwNuuYjxXY2pwCGgRAJ0A7BO+In1IMbaAvggc4a+VCqD7Ac8SUDv1B3QAMMJVjAzQf448XwmZ7hDQIgB6OzC49ACdWY22C3y1EgH0l0ZoM4eA2qk/oFd5v6EWGaBvo7kSMt0hoEUA9DhgVOkBqu0GfOSrlQigNwJ9NQJqp/6A3gnc5CoqBXTl7d22ttK5Em2U80lAiwLoJqhYUIKADgSu89VKBNCdxVLKBFSk/oA+CVzmKqoEdNW/XScDnqHeTwJaBECnVGDTOq7KGVKML6CvA4f4aqUB6FcV6Gis0EpAReoP6CjvenYqAX0F2KDvYcApZ/TfHqu9FMWa9AQ0ekCfAY4vRUDnNMfqvq+glgagg4DzjVsCKlJ/QMd7F5lRCehh2Oy/6fTReDedrj0bl6rnk4AWA9ABwB2lCKhxEfD3vLXSAHQLYLxxS0BF6g/oZOBwV1EloJvjZv2/D+EK/b9LNqqarFrPNAEtBqB7AB+XJKBDJOuYlgSgY+w1hQioSP0BnQ3s5SqqBLSF+S348ehlbNyFUxXjaYSARg7o3GZotaAkAX0H6OqtlQSgZ9n/MhBQkfoDutB7wWuVgLY3AZ2FnYyNsdhQMZ5GCGjkgL4HHFDHReUSCui8lmg2x1MrBUAXrIMKsVQfARWpP6DpaqznKqoEdG/cqv93VdNq/f85PQlNVeuZJqBFAPR6YHBpAqodBLzhqZUCoK8Au4kRARXJAdD2aO0qqgT0NGz2j36zHUbr/30W66nWM01AiwDokcArJQroNcAlnlopANo7s3gWARXJAdDNUOn6fppKQN8Htrg7nT4b2yxIz98KB6r3k4BGD+i6qJpRooCOA/bw1EoA0Dlt0HiKGBJQkRwA3RX4zVlU+k2k44CO6fQPVWi2VVOYF0hSHQIaNaDfm++qlyagNW1R/Ye7VgKAPgEcbA0JqEgOgB4CfOMsKgV0+bD1O+k3w8wvIvVTjacRAho1oI8A/UsVUC0FvOSulQCghwMPW0MCKpIDoL2Asc6i6sVElhr/+eCErqe+ptLNTAho1ICeBjxYsoDeBAxw15IP6LSmaG4/rSagIjkAeqbxlr8jXA+UgNppEKA7mFevLFFAPwV2cteSD+jdjos9EVCRHAAdDDzuLBJQAmqnIYDOqkYHrWQB1dZGo2muWvIB3Rt4wR4TUJEcAL0ZuNNZVAvoiidPetq4PaznoyvVymmFgEYM6OtASitdQHuYC7c7knhAf6jCGvPsDQIqkgOgDwNXOYtKAZ2+OTDMGOwM7DlDsZ1mCGjEgA4BrtFKF9A7gTNdtcQDeq35oZ8VAiqSA6AvARc4iyoBXar72WaEMbpufWCHVar1TBPQyAE9WFxkq1QBnQhs7aolHtDtnVdFI6AiOQD6PnCKs6gS0LuBy1aI4cqrgQfU2mmGgEYLaM0aaGJ8XbxUAdXWQ8UUZy3pgH4JbFCT2SKgIjkA+jXQ3VlUCeieODS7cZRzQ1kIaLSAfgbsatyWLKC9gcectaQDejFwUXaLgIrkAOjvwP7OokpA18Dw7MaTXI3J07cUANVfZJxr3JYsoA94XrElHdCNgQnZLQIqkgOgfwFdnEWVgDbByOzGK1yNydO3FAA9AXjSuC1ZQH+owKbOWsIBfde9nCUBFckB0JWV7gmhEtANMCi7cRnWV8ZmNgQ0WkC3AH40bksWUG0z4HvHZsIBPQ242rFJQEVyADTdCms6iyoB7YcOM+3xnLVxoko5rRDQSAH9rRIbmoPSBbQfcL9jM9mAzm+Pyu8c2wRUJBdA10e1s6gS0ElV6PyBGH6yPZpOUmunGQIaKaAjgGPNQekC+jhwvGMz2YC+6LmiDwEVyQXQ7YBZjqLSE+lvALBVn8FXndxFH9yvXM80AY0Y0IuAW8xB6QL6ayU6OTaTDWgvz/cQCahILoDuC0x2FNV+lfOJjrDS5nbVdpohoJECujfwkTkoXUC1rV0LQCYa0Nmro/pXZ5GAiuQC6JGu8xhULyay5LZDNm6Edfe97G/FclohoFECOr8lWs43RyUM6JmuZ22JBvRR4DBXkYCK5AJoX+BNRzGC1ZhWLMqO72mtQE1HCGiUgI7NXPe3hAF9FuiR3Uo0oP/2LMVGQK3kAugF7vVlIl7O7lbFC98R0CgBHQYMFKMSBnR6Y6yV/fJjkgGdWo2Ws1xFAiqSC6BXu0/LIKAE1E7OgPYAXhSjEgZU2xn4JLORZEBvA45zFwmoSC6A3gXc6CgSUAJqJ2dA10Pl72JUyoAOAIZlNpIM6B7ASHeRgIrkAuiTwKWOIgEloHZyBfQnYEtrWMqAjgQOz2wkGNDJlVhrvrtIQEVyAXQUcIajSEAJqJ1cAX0c6GsNSxnQ2U3QZoG9kWBAr3T/zTdCQEVyAXS8+40QAkpA7eQK6FnAvdawlAHV/gWMs8cJBnQr4H1PkYCK5ALoZOBQR5GAElA7uQLaBfjSGpY0oJeKy5aYSS6gn8Bat8ARAiqSC6CzgD0cRQJKQO3kCOicarSzqyUN6GjgIHucXEAHAJd4iwRUJBdAFwJbOYoElIDayRHQNx2vZUoa0DnNsdpca5xYQGvWAz73FgmoSC6ArmiCjo4iASWgdnIE9ErgCrta0oBqXbMXYkssoG8BO/qKBFQkJ0DXwmqOIgEloHZyBPQwYLRdLW1AhwJDrGFiAT0FuN5XJKAiOQG6GSrmZYsElIDayRHQ9mic+WJgaQP6HrCPNUwqoPPaoepHX5GAiuQEaBfAcaFWAkpA7eQG6FfAzplqaQM6vzWazBbDpAL6fGbdF2cIqEhOgB6YPflEI6BGCKhIboDeB5yZqZY2oMYyRq+JUVIB7QHc4y8SUJGcAO3hOp+WgBJQO7kBerLziuklDuj1wMVilFBAZ7ZAk9/9RQIqkhOg/YGXskUCSkDt5AboVs7LVZY4oOOBXcUooYA+CBwhKRJQkZwAvRB4NFtUCWj/l//j3fVGLxVsZkNAowJ0epXzWkElDmjNmmj8hzlKKKAHAk9JigRUJCdArwFuyxZVAgo02uuGibVqyXSHgEYF6EtA92y1xAHVjrBXPk0moL9Wo/UcSZGAiuQE6F3A0GxRLaBG1jrx+T/Vy2mFgEYF6CWudWVLHdBbgPPMQTIBvQk4QVYkoCI5AfoEcH62qBLQGU/129Q0tHLXKz9fpV7PNAGNDtCuwJhstdQB/RzYwRwkE9BdgNdlRQIqkhOgrwEnZYuqP0SaO+LMrSoMRNv2ekKtnWYIaESALmiN5o7vY5Q6oFpHVE01bhMJ6MQKdFggKxJQkZwAHQccmS1G8Sm89sr5O1TqhqpzMxMCGhGg44G9HNWSB/RY61OYRAI6BDhHWiSgIjkBOtH1nYQoAF3+6bBDVyOg3r6JBvRW4EJHteQBvQc4zbhNJKCdgQ+lRQIqkhOgv7uWZVEN6OJxV+3XzHwjdM3uau00Q0AjArQX8LyjWvKATgI6G7dJBPRDYDN5kYCK5ARoTRU2yhZVAvrftwf/q1p8En/MfT+q1zNNQCMDdCNU/Oqoljyg2oao+ElLJqDnZheT8oSAiuQEqNYGbbNFlYBWmXiuc9yDP6uX0woBjQbQKRXY3FktfUBPBB7REgloTSdUfCMvElCR3ADdAI1qMnsUnwe6xrW/qlfTEQIaDaBPAX2c1dIH9GFx8koCAX0d6BJQJKAiuQG6HTAjs0f5ifSbnvLYVPVw2iGg0QB6HnCXs1r6gP5cgY21RAKqP3e+KaBIQEVyA3QfYFJmj0pAv7vvuI7iLdAed36zUr2eaQIaFaC7AZ86q6UPqLYF8G0SAV3WFo1+DigSUJHcAE0BH2X2qP4UfsYzZ2xtnki/2kHXqLXTDAGNBNC5zdC2xlktA0D7A/cmEdDXgAOCigRUJDdATwBGZfZEcR7oX29c+q8mPA/U2zfBgL7juNCvmTIA9AmgVxIBPQZ4IKhIQEVyA/Rc59JWUQC69MOr9iWgvr4JBvRa74kxZQDob1VYN4GAzmuOZjOCigRUJDdAhzhX91cN6NLx13Rtai4osvMQtXaaIaCRANotc4kLK2UAqPHh65fJA/Qh17KDnhBQkdwAvQW4LrNHJaDLPr52f/EtpA4nPuc9RE0IaCSAroNG7mc15QDoOcZCuokDdH/gucAiARXJDdCHgYGZPSoBbW7iWd31pknq5bRCQKMAdBKwnbtaDoC+YKzCkzRAv2mEtnMDqwRUJDdAXwROzexRfB7oJue8sVA9m9kQ0CgAfQTo766WA6AzGmPNmqQBejxwenCVgIrkBug7wDGZPSoBPeL+39WT6Q4BjQLQ/sDD7mo5AGosSzwhYYB+1QhNvw+sElAruQH6OXBwZk8Un8KvUAemNwQ0CkC3M88pd6YsAL0IuDFhgB4LDAi5UwIqkhugv2Su0aopB3TGkH3bVSK9ashviuW0QkAjAHReI3TwVMsC0FeBw5IF6Bf6E1DZxeTsEFCR3ACday1taEYtoDeID+HTK1ERxUlMBDQSQEf7LzJeFoDObopWCxIFaA/gvJwndyYEVMQLqNYca2f2KAX0emMxkW4GoC2NRzKCENAIAB3qPA9OpCwA1fYCxiQJ0M+r0Px3Air6FhDQddAss0cloD9XYPOxxofxOjcpVEaxpDIBjQDQg4F3PdXyAHQwcFWSAD1Kf9qS++TOhICK+ADtDGTeGFEJ6GloNT0tAE0v2wKnKMbTCAFVD2jtGv431soD0LeAAxIE6IRKNP+ZgFp9CwjobkBmfSuVgG6NS8yiWb0dO6u10wwBVQ/oT8Du3mp5ADqvJVosTw6gKeMjeAJq9S0goIcAn9l7VALaAi+YRbM6GqurtdMMAVUP6KPA+d5qeQCqHQB8nBhAx1eixS8E1O5bQECPBd6x96gEtA0eNotm9X60UmunGQKqHtB+wNPeapkAehVwTWIAPQy4qCGTOxMCKuID9DTgBXuPSkB3QS+zaFZPxHZq7TRDQNUD2hkVv3irZQLoGKBrUgAdW4HVfyWgmb4FBHQg8JC9RyWgNwGvpy1AP2yMQar1TBPQCAD9u9K8OJA7ZQLogrZosjghgB4CXKIR0EzfAgJ6PXCzvUcloAs7otHFsw1Aa19ri45/q/eTgKoHdLS5MrsnZQKo8bJ4TDIAHVOBVr9pBDTTt4CA3uNYT1zpifQT2wDoBOy+FlDxgXI90wQ0AkCHGMtielMugN4IXJ4MQA8EBotDQu6UgIrkCOjTwDn2HrVf5VxwbjVEdvlMtZ1mCKhyQLsC433VcgF0ArBHIgB9vwJtp4lDQu6UgIrkCOgbQB97j+rVmKbdN+DwLscMfa1WLZx2CKhqQP9ZDa0W+KrlAmhNezT6K+TQ2ACq/zN3uXVIyJ0SUJEcAR0PpOw9USxnF2EIqGpAP5FeJbdcANWOdl7S1p+4APoW0Ha6dUjInRJQkRwB/Q7Y295TYoAuXyFPbW1AwciqdEhxRXqlpF06raRv9g5WBbVMrwrvu7JBfa3m9eh7F3Clv5oO7Rv2hxT++3r7ptOO37GAfV0Je1AfBC5W0Vf/fUOKdl/z4a9P3/2BYSusQ0L7hk4Wye+r/wYr8+6b1ySsTQc1z39yy+P8M0+n9T+U/wN2yPRt2CT0uBUI6O/vvpONWjvNLAnIqlVBFT3LAw/TszS93L+z1r6nVStDDl0R3ndZSDWo73IdkHz61ob+vrUhxWVW3+OAtyV9VzS879KQqrdvrfMhXtnwvumw33dlyGT5CdgqrK9kstSrb/gktPuaD78v/sn9AdD+z3r0lU7ubF/JZNH/5i+3BqF9GzK5Rd+wB9Xoq7/6C3hk85/cAX0df+b6v2D6fxtjQ3tHAyehx60AQD/ZEM4o55Mv4dW/hF8fVbP91bJ5Cf/nlsC44HJMXsLvCVxjDfkS3upbwJfw2hpobe9R+RJ+WhMQ0OC+iQR0MrC95BcvH0CvA84OLscD0NH6E9CZ1piAWn0LCejGqLQ/SFUJaF/g6Ld/+iUT9X4SUNWADgfOKmtAZ1Siw/zAcjwA3QO43h4TUKtvIQHdEfjd2qMS0M44Uj2Z7hBQxYCeATxd1oCm9wZGBpZjAehIYK1Z9gYBtfoWEtD/b+9OwKSozraP38OO4oZrokSjSQwxURM0JtH3M0ZjEuMZBgdEViGjAooroqi4R8UFEXFDFDQuKKgg4hJRcYlRgqKyKLhB2GcqKrI4DLPU13WeOt1V3VU1Q9Pb0Pf/ut63q/pQp3rsM7/0dPf0HAfMc6/JIqANbfB8Dsz0RUCzDGiX2P/2Fjeg44N+ldVUEID+BhgV3yGg7ryZBLQMeM29JouAbgDm5MBMXwQ0u4CuaIO9g254EQH6dVvs8N+w4UIAdAqwb+IvBhBQd95MAjoAmOZek0VAazrgvhyY6YuAZhfQ54BTihxQu5vnw8ySKwRAjwBuTewRUHfeTAJ6ATDJvSabz4FWoPOG7Jvpi4BmF9ArY9+cxQ7oVOCPYcMFAOhkYD/Pn6wioO68mQT0KmCse002AV1/OI77OPtoeiOg2QX0L8DbxQ7opo5o9XHIcAEA+ivgds8uAXXnzSSgtwPXutdkE9CZTx6Ilv9XccVIt+z7SUCzDOieaFtd7IDWng7cGDKcf0AfATp5/2YqAXXnzSSgDwIXuddkE1CAb6SPmLcZAjoH+I1d9IDOBH4VMpx3QKt+CdzpHSSg7ryZBPQpoMK9JpuAdkgq+34S0OwCOg64gIBW7e/5s7b+8g7oQ8ABa7yDBNSdN5OAzgK6u9dsZ5/GRECzCmjsh9fJBNS6SP+9y6DyDWjVIcBdvkEC6s6bSUDnJj7TkYASUFPja6wz8CUBdZ7J6FQVOJxvQCcCB/oegBJQM28mAf0UONK9hoASUFOja+zLltj/OwJqWYcDzwcO5xnQyp8B9/oHCag7byYBXVuCn7jXEFACamp0jU0BehBQ+bu2AwOH8wzo/cBBSZ90QkDdeTMJqLUT9nKvIaAE1NToGhsO3ExAY6OftMJuq4KG8wtoZWdgQtIgAXXnzSigndDGvYaAElBTo2vs98BsAuqMHg88HDScX0DvBX6a/Af/CKg7b0YBPQRwP++KgBJQU2NrrHJndFhLQJ3Rez1/l9FbXgFd+2NgYvIgAXXnzSigRwML5RoCSkBNja2x14FjLQLqjC7vgLafBwznFdC7gM4pf3GagLrzZhTQvwL/kmsIKAE1NbbGbgEuJqDyHdQTGBMwnE9A1/4IeChlkIC682YU0F7AC3INASWgpsbW2KnAkwRUvoOmAL8LGM4noGOBX6S+O5WAuvNmFNAhwONyDQEloKbG1tgBKPmMgMp3UOX3UDIvdTiPgK7eH3gkdZCAuvNmFNARwD1yDQEloKZG1tinQGeLgMp3kPMY5IrU4TwCejtwWMCvRxFQd96MAnoTcJNcQ0AJqKmRNfYI0J+AGkBfQ/yXUTzlD9DVPwAmBxxKQN15MwroPcAIuYaAElBTI2vsPGAcATWAOp8L8GrKcP4AvRU4POj38wmoO29GAX0cGCLXEFACampkjR0FvEtA44BeEf8e8pQ3QFd1AqYEHUpA3XkzCugLQC+5hoASUFP0Gqtph45VBDQO6ActsOea5OG8AToq8flA/gioO29GAf0X8Fe5hoASUFP0Gvs38GeLgMYBdX4bJeUxX74AXfl94KnAQwmoO29GAV0IHC3XEFACaopeY7cBIy0CmgB0DHBq8nC+AL0B+HXwoQTUnTejgK4ADpFrCCgBNUWvsXJghkVAE4B+2Q47LEsazhOgK78HTA8+lIC682YUUKstOsk1BJSAmqLX2L5ovdwioAlALZXy6cX5AvQ64KiQQwmoO29mAd0LO8k1BJSAmiLX2Ifun6KTyJvdAAAgAElEQVQkoPHRfwDHJw3nB9Cv9wSeDTmUgLrzZhbQn6BEPrmagBJQU+Qaux8Y5FwS0Pjo6o5otcg/nB9Ab3I+JiskAurOm1lAjwQ+1RsElICaItfYGcADziUBTYwOBP7uH84LoM4D0OfCDiWg7ryZBfQEYK7eIKAE1BS5xg4DPnQuCWhi9AXgMP9wXgD9O3Bc6KEE1J03s4CWA7P0BgEloKaoNba8FfbVGwQ0MVp1APC2bzgfgC7dHXgp9FAC6s6bWUArzPtuCSgBNUWtsZlAqd4goJ7Ri4ELfcP5APRs4ITwQwmoO29mAb0IeFBvEFACaopaY9cB1+oNAuoZfRfo5PsEjzwA+lJLtJwdfigBdefNLKDXArfrDQJKQE1Ra6wUeF5vEFDv6K+SXr7JPaCrOgPDIuYloO68mQV0LHCV3iCgBNQUtcY6oeVKvUFAvaM3Aad7h3MP6DDgx1H3OAF1580soJOAC/QGASWgpog19glwmKwFAuodXdwau67y7Occ0DfaoMUrmV3c8QioFAToNGCA3iCgBNQUscYeAc4ioFYKoNYfgUme3VwDuuZwoCLDizseAZWCAH0NKNMbBJSAmiLW2IXAAwTUSgV0PHCyZzfXgI4E9ltKQKVcAjrPvPeWgBJQU8QaOxZYQECtVEBX7Iw2SxK7OQb03XbOX5omoFIuAf3C/WgIAmoRUFP4GqvaBTvWEVArFVDrNGB0Yi+3gFb+Bjgt44s7HgGVggCtaomD9AYBJaCm8DX2NnCMTUCtAECfAn6T2MstoDcBe31KQE25BNTaFbvrSwJKQE3ha2wccAEBdUoBtPL7KHk/vpdTQOd1kFewCKiUU0D3R2v9KxQElICawtfYQOAfBNQpBVDrHODy+E5OAT3O/fVaAirlFNBDAf3nCAgoATWFr7HDgI8JqFMqoK8DP47v5BLQsUDHj/W8BFSXU0D/H/CRc0lACagpdI2tbIN9viGgTqmAWp3NJ5tZOQV04a7APTIvAdXlFFAFvOlcElACagpdYy8AJxNQXQCgV7qf1e+UQ0D/Gv+DIgRUyimgfd1PQSCgBNQUusauB64koLoAQOe3xB5r3O3cAToB2OlDd14CqsspoEOBR5xLAkpATaFrrBswnYDqAgC1/s95N7uUM0CX7AncZuYloLqcAnoFMM65JKAE1BS6xn6AFl8SUF0QoGOB7u5mzgAtB442n0RKQKWcAnoLcINzSUAJqClsjS0GOlsEVBcE6Jft0H6ZbOYK0MlA+//E5yWgupwCOh4Y7lwSUAJqCltjjwN9CKgUBKjVFbhbtnIE6Jf7Atcn5iWgupwC+iRwlnNJQAmoKWyNDXN+3ZuA6gIBfTT+ZzFzBGg/oMvaxLwEVJdTQF8CejqXBJSAmsLW2HHA6wRUCgR0zR5oMV9v5QbQaSVo85ZnXgKqyymg7wB/di4JKAE1hayxqo5ov4aASoGAOn/k9jq9kRNAlx8AXOadl4DqcgroJ+6HyBBQAmoKWWPvAr+1CKgUDOiLwKF6IyeAngX8bLV3XgKqyymgq5xXVi0C6kRApZA1djdwDgF1CwbUOsj9xb5cAPpSS7Sa5R0loFJOAbXa4/vOBQEloKaQNXYGMJGAuoUAOtz9I405AHTVT4Hz/fMSUF1uAf0ednAuCCgBNYWssV8CHxBQtxBA55Zgv0orJ4BeABy0wj8vAdXlFtDOgPP3WAkoATUFr7FVbbCXRUDdQgC1jgCetXIB6Dut0eK5pHkJqC63gB4FLLYIqBMBlYLX2EvAXywC6hYG6Cign5UDQGtjPw+ckTwvAdXlFtA/Ae9aBNSJgErBa+xG4AqLgLqFAfppG+y8IgeA3gB0Wpo8LwHV5RbQnsBLFgF1IqBS8BrrDjxtEVC3MECdByQTsw/o4nbAlJR5Cagut4CeKfcEASWgpuA19kOUfG4RULdQQCcAJ2Ud0G+PAXqnzktAdbkFdDhwv0VAnQioFLjGPi3Bwc4lAdWFArpyF7RZkm1Abwb2+Sx1XgKqyy2gfwdutQioEwGVAtfYE8BpziUB1YUCavV2vqGyC+i8HYHHA+YloLrcAjpOXhsgoATUFLjGLgFucS4JqC4c0GeAX2cX0KrjYv9jFnDDCaiUW0D/AZxrEVAnAioFrrHjgVedSwKqCwe0cl+UvJdVQMcAu1cS0AIBdIa8cY2AElBT0Bqr6oi2+oMrCKguHFDrXGBENgF1/o7x4zYBLRBA3wCURUCdCKgUtMbmOj+YOhFQXQSg/wIObMgioCcBf7IJaKEA+iFwrEVAnQioFLTG7gMG6w0CqosA1DoEmJM9QGP3xE6LCWjBALoMOMwioE4EVApaY2cBE/QGAdVFAXo1cF7WAF2yBzBmAwEtGECt1jjAIqBOBFQKWmNHAO/rDQKqiwJ0QUvsGXXSbQK0DDimioAWEKAdsZtFQJ0IqBSwxla3w+6yRUB1UYBaxwJPRcy7LYBOBdrPtQhoAQF6IFpWElAnAioFrLGXgRNli4DqIgEdB/SImHcbAF23L3CDRUALCdBfAV8QUCcCKgWssZuBEbJFQHWRgC5tjx2WhB+7DYBWAEdWEtCCAvQ4YB4BdSKgUsAa6xn/8B8CqosE1Oph3rMQWPqATi1Bm7ctAlpQgJYBswmoEwGVAtbYj1HyqWwRUF00oO+0Qpv3Q0fTBnRmB+ByZ4OAFhCgpwPTCagTAZVS19jnJTjI3SSgumhArcFAeehguoDO2BH4tf51MAJaQICeDzxEQJ0IqJS6xqYAp7qbBFTXCKCVHVDySthgmoA6fnZZrjcJaAEBeiUwloA6EVApdY2NAEa5mwRU1wigduy/2NFhg+kB+qzz+PNbz9+FT52XgOpyDOho4DoC6kRApdQ1diLwsrtJQHWNAbp2r4C/ueGWFqBT2gFHLbMJqMxbQIA+AFxEQJ0IqJS6xvZEm1XuJgHVNQbohpuBn1UGD6YD6JNtgd8s/R8BdectIECn6r+PSkAJqClljb0PHGG2CaiuUUDX/AS4O3gwDUAnx/z87TKLgJp5CwjQWUB3AupEQKWUNTYBOMtsE1Bdo4BaE4Hvrwgc3HpAH28DHLfCIqDxeQsI0P8AfySgTgRUSlljg4H7zDYB1TUOqHUkcE3g4FYDOrE18IcVFgFNzFtAgC4BjiSgTgRUSlljvwbmmm0CqmsCoM8Bu3waNLi1gD7QCjh+pZyVgMq8BQTo2hL8hIA6EVApeY2tbo/dqswOAdU1AVDrT8DQoMGtBHRCzM8/rnLPSkBl3gIC1OqAvQmoEwGVktfYq7EHQPEdAqprCqD/boW28wIGtw7Q8TE/T1xlzkpAZd5CAnQ/tCWgTgRUSl5jtwCXxHcIqK4pgFp9gZ4Bg1sF6NgWQOnq+FkJqMxbSIAeAqwkoBYBNSWvsdOAJ+I7BFTXJEAX7IAWr6UObg2gY2J+dl2TOCsBlXkLCdDfAYsIqEVATclr7CcoSXy6JQHVNQlQ6wLgD6mDWwHo7TE/u8X9JKDxeQsJ0JOAtwmoRUBNSWtsaQv8MLFHQHVNA3TpHkF/3KPpgN5WApSv9Z6VgMq8hQRoL+AFAmoRUFPSGnta/6aFiYDqmgaodQNwSMovdDYZ0OtjfvbxHk5AzbyFBOhgYDIBtQioKWmNXQHcmNgjoLomArr6h8D45MGmAnotgH4+fgmombeQAL0UuJeAWgTUlLTG/gK8lNgjoLomAmrdD3RalTTYRECvjvnZ3//wlYCaeQsJ0JuAmwoH0CeU20rPldUTKnqMeKKusR0CmihzgO6T+Cgmi4C6NRXQqiOAvycNNg3QK2N+DqjyDxJQM28hAXoPcFnhAHpHAKDWeUr1Veqy9dE7BNRTxgD9APilZ5eA6poKqPUssOtn/sEmAer4OST1rARU5i0kQB8Dzi4cQEeoT6t1DYnrLlcjLHvV2WpM9A4B9ZQxQCfqjzuMR0B1TQbUOh64wD/YFEAvjvl5TsBZCajMW0iAPg/0LhxAB6jq5Ks+Ub2cR5hry0qronYIqLeMAXqO/3MtCaiu6YC+2RLtPvQNNgHQi2J+nht0VgIq8xYSoG8Bfy0YQGtK+6Vc96AarS8vUzOidgiot4wB+lvgXc8uAdU1HVDnF7l6+wYbB/SCmJ/nBZ6VgMq8hQToAuCYggF0uRqect3lara+nOr8pB6+Q0C9ZQrQtTtiF+9LGQRUtxWAzm+Plm96BxsDtGoQvJ8+4DsrAZV5CwnQFcDPCwbQ/6gbnhraY8gtX3iuG6AW6MvZ6uKoHQLqLVOAvg4c5x0koLqtANQ6FzjRO9gIoNYZMT9HhJyVgMq8hQSo1QadCgbQGUqpbqcrVfZs4roeapm+nKvOjtpxWnWn9NV3wdXVhQw41dgRg9V2TeqVDbZ7SH3UvFui590cMVpfG3x9bPVs2ZZ5G0Lm1W1p8OzcBVzmHdzszltrB/4HiZq3tiFicHP07d2StG97vvba+sh5qyNG7S0Rg3VR89p25Kj3v82ajsALTZ23psF5/Hl19Lz67k8pw4s7XtDijt/9WVjcTZs39uAl5J5t+uJOrpFF6JnXd/fvhZ3TXdwZB/R+1eudWnvjA6rrZ/HrylSlvlykKqJ2nOZ1kdZt8w1hUgUwM9+3obl3G3BkQ+P/TNdwNlCS/KYSVtD9FCUp70RPr20H9Mv35VHtreqG+HX94o8zL4jacSKgme4XQGW+b0Nzb/MBwJQm/tN+MT/vzO7NYRnut8BXmZkpc7/KOd88pox1vlqoL2era6N2nL6ZJX21Prja2pABp2o7YnCD/V3qlfW2e0jdlohDN2/1vPHC5q2Ofaut39wQceRGe1PEaH3k7fXMu6Yl9k+ad6O+jP0UGXDDG2oi5q2pjxjc5M4bXMNm/378P7zTlrqII7/bqnl9Rc5r25Gj1b7dCcCBiSVZG37k4iNift7e6Lz67k8pw4s7XtAijN/9kYt7Y1qLW+ZtbHHX2mH3bJMXd8C8kYvFs7hjP8Indv4IzE9zcWcN0ErVLf5Dz9XqTX35jLorascbX0TK0ItIzwJlvkG+iKTbmheRLKvy586vS5vCX0R6fi+g9dios/JFJJm3oF5EKgdeKZAXkTbNmCluLlLnx698UN3pQvp81A4B9ZYhQK8ErvcNElDd1gFqTQN2/9LshAI6uk3sn70atnYtApqYt6AA/RvwdIEA2tBXvac37lL3xK9coPpvjl18e0r5xqgdAuotQ4Ce7HxYrDcCqttKQK3fA8PMdgigq/oC+MXC0LVrEdDEvAUF6IXAxAIB1J6s+n5o29WPlvb+JrY3c8YS58qL1S119ubL1NjoHQLqKUOAfg+tV/gGCahuawF9vQXafeRuBwO64IiYn92XB/xdeO9ZCajMW1CAXgPcXiiA1k1UqndFqeqtH4iWq8edi9V9Vc/h5WrQ+ugdAuopM4AuAA7zDxJQ3dYCanUHTnc3AwF9fm+g1ZVBfxfed1YCKvMWFKB3OG/cLRBAbfs/V/XuMWy8vA/JBdT+atyAbhUPbrIb2SGgiTID6CRgoH+QgOq2GtB5bdDyX7IZBKjz9GfHZywCampOgMa+Sy4oHEB9jZ+a3nEENDOAngeM8w8SUN1WA2oNAU6SrVRA5enPec4mAZWaE6DPxB5mFCigN76V3nEENDOAHu38xVZfBFS39YB+thswU2+lADpfP/0pzzUTUKk5Afoa0K0wAX3o7Jr0DiSgGQG0cifsnPRHJQmobusBdd4R1kV/rlUyoM67P52nP3UEVGpOgL4P/KEwAZ29Ic0DCWhGAH0TODZpkIDq0gB05X7AQ85GEqDxpz91BFRqToB+HvufxsIENO0IaEYAvQO4MGmQgOrSANQaBxy02koC1PP0p46ASs0J0MqWOIiAElBTYo31Bx5JGiSgunQAdX6h81bLD+j8LomnP3UEVGpOgFq7Yg8CSkBNiTV2CLAwaZCA6tIB1JoM7LHUB6jv6U8dAZWaFaA/QGsCSkBN8TW2vBU6JQ8SUF1agFr/D7jUC6h++nOa758QUKlZAXooYBFQAuoWX2MzgNLkQQKqSw/QWSXYcVEc0FV9Yj++HzrP/08IqNSsAP0/4HMCSkDd4mvsGuDa5EECqksPUKsMqDCA6qc/e6xI+hcEVGpWgJ4MvEdACahbfI0p4LnkQQKqSxPQ99ug1dsC6MyUpz91BFRqVoD2BWYRUALqFl9j+6Hlf5MHCaguTUCtMwGlAdWf/Tkt9R8QUKlZAXoO8BQBJaBuZo0tcv7edXIEVJcuoEt2Bl7fEvz0p46ASs0K0MuBCQSUgLqZNfaPxCewJSKgunQBdb7XjtkS/PSnjoBKzQrQm4FbCSgBdTNr7ELgjpRBAqpLG9Dl+wBX7Am0vjl4nIBKzQrQ8bH7lIASUDezxo4F3kwZJKC6tAG1xsBpr5khwwRUalaAPgGcQ0AJqJu7xip3Roe1KYMEVJc+oGsPjvnZZX7YMAGVmhWgLwJ9CSgBdXPX2NvA0amDBFSXPqDW5BL0WRU6SkClZgXov4G/ElAC6uausXHAeamDBFS3DYBas16IGCSgUrMC9GPgGAJKQN3cNTbA/fhKfwRUty2Ahv5deCcCKjUrQFcBhxBQAurmrrFDgYBn6giojoASUE/tsR8BJaBussZWtMb3AwYJqI6AElBP+6ADASWgbrLGngdODhgkoDoCSkA9/RSIOikBLUJArwOuChgkoDoCSkA9HQWsiTiSgBYhoGXAswGDBFRHQAmopxOBTyKOJKBFCGgntFgaMEhAdQSUgHo6FXgn4kgCWnyALgY6Bw0SUB0BJaCezgCi3txLQIsP0MeAvkGDBFRHQAmop4uBxyOOJKDFB+hFwO1BgwRUR0AJqKfrgbsjjiSgxQfoccAbQYMEVEdACainccANEUcS0KIDtGpXtA98YwYB1RFQAurpYWB4xJEEtOgAfQf4beAgAdURUALq6VngzIgjCWjRAXoXMDRwkIDqCCgB9fQG0D3iSAJadIBWABMDBwmojoASUE8fACdEHElAiw7Qw4EPAwcJqI6AElBPS4EuEUcS0GIDdFUb7B08SEB1BJSAeqpqhYMijiSgxQboi8BJwYMEVEdACai3jtg94kgCWmyA3gBcETxIQHUElIB6+yFaVoUfSUCLDdBy4JngQQKqI6AE1NsvgS/DjySgxQboAWgRsh4IqI6AElBvvwfmhR9JQIsM0CUlODhkkIDqCCgB9dYVeD38SAJaZIBOBnqFDBJQHQEloN5OB6aHH0lAiwzQ4cCtIYMEVEdACai384CHw48koEUG6B+A10IGCaiOgBJQbyOBO8OPJKDFBWhdR7RbHTJIQHUElIB6uw24LvxIAlpcgC4BjgobJKA6AkpAvT0ADAs/koAWF6CPAoPDBgmojoASUG9zR03gq/AEVNp0LvBA2CAB1RFQAuorzcWd5BYBDarZAXpUxLuCCaiOgBJQXwSUgJq+aYs9wgcJqBMBJaC+CCgBNb0B/Cl0kIDqCCgB9UVACahpNHBZ6CAB1RFQAuqLgBJQUy9gauggAdURUALqi4ASUNOPUfJZ6CAB1RFQAuqLgBJQt89L8OPwUQKqI6AE1BcBJaBuk4FTw0cJqI6AElBfBJSAug0FxoSPElAdASWgvggoAXU7HJgbPkpAdQSUgPoioARU+qIlOkUcSUB1BJSA+iKgBFR6DOgXcSQB1RFQAuqLgBJQaQjwYMSRBFRHQAmoLwJKQKVDgc8jjiSgOgJKQH0RUAKq+7wlOjVljRFQAupEQCUCSkB1/wD6ElAdAZUIqERACagpfI0NAu4noDoCKhFQiYASUFP4GjsE+ISA6gioREAlAkpATaFr7NMW2L9Ja4yAElAnAioRUALqNAnoQ0AlAioRUImAElBT6Bo7A7iHgEoEVCKgEgEloKbQNdYZ+ICASgRUIqASASWgprA1trgEBzZtjRFQAupEQCUCSkBjTXR+EZ6ASgRUIqASASWgprA19jdgPAF1I6ASAZUIKAE1ha2xg4EFBNSNgEoEVCKgBNQUssY+KcGPmrjGCCgBdSKgEgEloJY1ARhAQE0EVCKgEgEloKaQNTYAmEBATQRUIqASASWgppA19iOULCKgJgIqEVCJgBJQU/AaWwgcbBFQEwGVCKhEQAmoKXiNjQf+ZhFQEwGVCKhEQAmoKXiN9QMmWgTUREAlAioRUAJqCl5jB6LkE4uAmgioREAlAkpATYFrbAHQ2bkkoBIBlQioREAJqClwjd0DnOFcElCJgEoEVCKgBNQUuMb6AJOcSwIqEVCJgEoElICaAtfY/ihZ4lwSUImASgRUIqAE1BS0xj4EDtEbBFQioBIBlQgoATUFrbFxwCC9QUAlAioRUImAElBT0Bo7DfiH3iCgEgGVCKhEQAmoKWiNdUIL/RQoAXUjoBIBlQgoATUFrLEPgENli4BKBFQioBIBJaCmgDV2JzBEtgioREAlAioRUAJqClhjPYFHZYuASgRUIqASASWgpoA11gktP5ctAioRUImASgSUgJpS19hc4HB3k4BKBFQioBIBJaCm1DU2BhjqbhJQiYBKBFQioATUlLrGugOT3U0CKhFQiYBKBJSAmlLX2PfQ6kt3k4BKBFQioBIBJaCmlDX2LtDFbBNQiYBKBFQioATUlLLGRgPnmW0CKhFQiYBKBJSAmlLWWDdgitkmoBIBlQioREAJqCllje2DVkvNNgGVCKhEQKViAnRLbXANDSEDTvV2xGCtXRcwnW1nZd7ECerDprTro+et26p5FwK/8UzehHljtyDgBHbI7ZVDov4jRd/e5Hlt23MbMzivr8g71bYjR9Oety56sci8+u7funm3ZREGzBu/+7OwuBuf17lTGwIX4LbPG573v3nK3Z/mIkxyq2AArQ6pvj5sJNaW0MNibba3pF7ZYM5UXxdxaG30vDURo2HzbokBsi3zNiTNOxa4JL5T2xBxZI07b+yuDzhBQ23EoY3MuzliNHneBu9dXJf+vHbU7a2LWiwxwqJGAxZL0+aNXIRmXn33p5ThxZ2YN2ARxu7+Le5G5LzpLG6ZN+pOdeaN/fQXcs8mL+6mz1sT/U3j+W+ecvenuQiT3CoYQPkj/Nb9CN8VmBrf4Y/wEn+El/gjvFRMP8IT0K0CtGpPtPlvfI+ASgRUIqASASWgpqQ19hZwVGKPgEoEVCKgEgEloKakNTYKuCixR0AlAioRUImAElBT0ho7GXgmsUdAJQIqEVCJgBJQk3+NVe2BNssTuwRUIqASAZUIKAE1+dfYm8BvPbsEVCKgEgGVCCgBNfnX2I3AcM8uAZUIqERAJQJKQE3+NfZXYLpnl4BKBFQioBIBJaAm3xqr7Ii2Kzz7BFQioBIBlQgoATX51ths4BjvIAGVCKhEQCUCSkBNvjV2PXCpd5CASgRUIqASASWgJt8a+zPwnHeQgEoEVCKgEgEloCbvGqvcFe1XeQcJqERAJQIqEVACavKusVeBY32DBFQioBIBlQgoATV519i1wOW+QQIqEVCJgEoElICavGvsROB53yABlQioREAlAkpATZ41tnaXpKdACagbAZUIqERACajJs8ZeBo7zDxJQiYBKBFQioATU5FljVwFX+AcJqERAJQIqEVACavKsseOBF/2DBFQioBIBlQgoATUl1tianbDjav8gAZUIqERAJQJKQE2JNfYicHzSIAGVCKhEQCUCSkBNiTU2ErgqaZCASgRUIqASASWgpsQaOw54OWmQgEoEVCKgEgEloKb4GlvTAR3WJA0SUImASgRUIqAE1BRfYy8Af0weJKASAZUIqERACagpvsYuB65NHiSgEgGVCKhEQAmoKb7GjgVeSR4koBIBlQioREAJqMmssVU7YOe1yYMEVCKgEgGVCCgBNZk19hzw55RBAioRUImASgSUgJrMGhsBXJ8ySEAlAioRUImAElCTWWPHALNTBgmoREAlAioRUAJqctfYqnbYrTJlkIBKBFQioBIBJaAmd409C5yUOkhAJQIqEVCJgBJQk7vGhgM3pg4SUImASgRUIqAE1OSusd8Bb6QOElCJgEoEVCKgBNQka2xlW3RMfQqUgLoRUImASgSUgJpkjT0DnBwwSEAlAioRUImAElCTrLFhwE0BgwRUIqASAZUIKAE1yRo7CngrYJCASgRUIqASASWgJr3GlrfBHlUBgwRUIqASAZUIKAE16TU2FegaNEhAJQIqEVCJgBJQk15jFwC3BA0SUImASgRUIqAE1KTX2JHA20GDBFQioBIBlQgoATU5ayzsKVAC6kZAJQIqEVACanLW2BSgW+AgAZUIqERAJQJKQE3OGjsfuC1wkIBKBFQioBIBJaAmZ411Ad4NHCSgEgGVCKhEQAmoKbbGlrbG3sGDBFQioBIBlQgoATXF1thkoHvwIAGVCKhEQCUCSkBNsTU2FBgTPEhAJQIqEVCJgBJQU2yNHQ7MDR4koBIBlQioREAJqKmu+ouW+H7IIAGVCKhEQCUCSkBNddWPAaeGDBJQiYBKBFQioATUVFc9BLgzZJCASgRUIqASASWgprrqQ4H3QwYJqERAJQIqEVACaqpb0xL7hQ0SUImASgRUIqAE1FQ3BTgtbJCASgRUIqASASWgprqhwLiwQQIqEVCJgEoElICa6g4F5oUNElCJgEoEVCKgBNRU1QL7hw4SUImASgRUIqAE1PQU0Dt0kIBKBFQioBIBJaCmocA9oYMEVCKgEgGVCCgBNf0c+CB0kIBKBFQioBIBJaBuS1rgh+GjBFQioBIBlQgoAXWbCPQNHyWgEgGVCKhEQAmo9N+fAveFH0pAJQIqEVCJgBJQ6VRg/2XhhxJQiYBKBFQioARUNxpo/XrEoQRUIqASAZUIKAF1eqMdcOc2rzECSkCdCKhEQIsF0M8PALpu+xojoATUiYBKBLRIAK06GTjwSwIqEVAdAZUIqImAhgF6LdB2dgbWGAEloE4EVCKgxQHoi23059gRUImA6gioREBNBKdTQ7QAABZ3SURBVDQY0MXfA/pZBNREQHUEVCKgJgIaCGjlccDPVlgE1ERAdQRUIqAmAhoI6HCgwzvOBgGVCKiOgEoE1ERAgwB9piVKJuktAioRUB0BlQioiYAGAPrR7sAQ2SSgEgHVEVCJgJoIaCqga44CuqySbQIqEVAdAZUIqImApgI6BNjN/CE5AioRUB0BlQioiYCmAPpoCVo8aXYIqERAdQRUIqAmApoM6NydgeHxPQIqEVAdAZUIqImAJgG68lDgmLXxXQIqEVAdAZUIqImAJgHaD9hrUWKXgEoEVEdAJQJqIqB+QMcDrZ7z7BNQiYDqCKhEQE0E1AfoWzsA13hHCahEQHUEVCKgJgLqBXTZwcCJVd5RAioRUB0BlQioiYB6AT0V6PSpb5SASgRUR0AlAmoioB5AbwbavOIfJaASAdURUImAmghoAtCX2wC3JY0SUImA6gioREBNBDQO6Gc/ALoljxJQiYDqCKhEQE0E1ABadRLwo6XJowRUIqA6AioRUBMBNYBeCezwr5RRAioRUB0BlQioiYC6gL7QGrgrdZSASgRUR0AlAmoioALoJ/sAAwNGCahEQHUEVCKgJgKqAa38PXDIioBRAioRUB0BlQioiYBqQC8EdnkvaJSASgRUR0AlAmoioM4ae6olSh4KHCWgEgHVEVCJgJoIaGyNfdgRODd4lIBKBFRHQKUiBLR6QkWPEU/UJV9NQL+2rV8DR64OHiWgEgHVEVCp+AC1zlOqr1KXrU+6noB+bQ8G9pgfMkpAJQKqI6BS8QF6uRph2avOVmOSriegX08vQYspYaMEVCKgOgIqFR2gn6hezmPPtWWlVf6BYgd0+VsP7wxcGjpOQCUCqiOgUtEB+qAarS8vUzP8A8UK6Iq3n7jl3K6/2gNOx1WGzktAJQKqI6BS0QF6uZqtL6cm/wxfbICu/PeTt57X7Yi94GnfJeHzElCJgOoIqFR0gA5QC/TlbHWxf6BYAF317pTRF5xy5N7w16HznwaN+ThiXgIqEVAdAZWKDtAeapm+nKvOlitW3Sl99V1wdXUhA041d/8tvIqzzki57sJLL710mO6SS4aFN/zSiMFhl14c3xyScoYzzUn7neLrzyeccPwfjj/6eyV+OHfs/JfBNz3+9srYF1Ntb474UhtqIwa3NEQMbnbnrbXtmq2ct7Yp8wbXsCVp37Y989ZHzlsdMWpviRisi5rXtiNHA/7bNG3eGjti0MwbwyPghkcv7qh5qyNvb33AvPG7f0v0vFF3an3kImxs3tiDl5B7dtsXd+Pzptz9aS7uJNByDWiZqtSXi1SFXDGvi7Qurem6opnW/mcnnX3LlP9UNf4lMsYKtlwD2i/+CPQCuaLIAG3X+S9Dbn7i3bWZ+u/JGMtjuQb0fLVQX85W18oV6+dIX60LrrY2ZMDpuw+nh/fsrJmpV748a5ZsvPRixKHPz9raeeP9Mzbvi6/7mvthrEVffPHxh5+sjvhiNtgbI0brayIGNzdEzrtB/pFtb0odbdgcNW99xOBGd97gkuettz23saYu4shN0fNWRwxuiZj3W9uOOqv9XcRg5CLcZH8bdVaZN/aTX8ANj17cdsTg+qD7MjHvltTr4nd/ddS8GyLnrduGRbhx3ZbYd3vw6LYv7uC8izDl7k9zcSeBlmtAr1Zv6stn1F3+gWJ5ESk87581To0vIkl8EUnHF5GkonsR6UF1p768Wj3vHyCgBFQioJZ7SMQgAZWKDtAFqn/sZwn721PKN/oHCCgBlQio5R4SMUhApaID1L5Y3VJnb75MjU26noASUImAWu4hEYMEVCo+QFf3VT2Hl6tB/DSm5AioREAt95CIQQIqFR+g9lfjBnSreHBT8tUElIBKBNRyD4kYJKBSEQIaEgEloBIBtdxDIgYJqERATQSUgEoE1HIPiRgkoBIBNRFQAioRUMs9JGKQgEoE1ERACahEQC33kIhBAioRUBMBJaASAbXcQyIGCahEQE0ElIBKBNRyD4kYJKASATURUAIqEVDLPSRikIBKBNREQAmoREAt95CIQQIqEVATASWgEgG13EMiBgmoREBNBJSASgTUcg+JGCSgEgE1EVACKhFQyz0kYpCASgTUREAJqERALfeQiEECKhFQEwEloBIBtdxDIgYJqERATQSUgEoE1HIPiRgkoBIBNRFQAioRUMs9JGKQgEoE1ERACahEQC33kIhBAioRUBMBJaASAbXcQyIGCahEQE0ElIBKBNRyD4kYJKASATURUAIqEVDLPSRikIBKBNREQAmoREAt95CIQQIqEVATASWgEgG13EMiBgmoREBNBJSASgTUcg+JGCSgEgE1EVACKhFQyz0kYpCASgTUREAJqERALfeQiEECKhFQEwEloBIBtdxDIgYJqERATQSUgEoE1HIPiRgkoBIBNRFQAioRUMs9JGKQgEoE1ERACahEQC33kIhBAioRUBMBJaASAbXcQyIGCahEQE0ElIBKBNRyD4kYJKASATV9/b/gajaHDDhtaIgY/KphfeqV69ata8K8G+sjBr9u+DZidEt1yFHr1n0dPe83kfPWfhcxuKkuYnBdwzpzC75KHa2Lmve72sh5v4kYrduU9K/Nf3in6qh5v20IWwtO9RsjBqu3RAyuWxd1exs2RAxurokYXN8Q8J/V9JU7r777U8rw4o6cN34LsrC4dZsaW9zBC9Bp2xd3cN7FnXL3p7m4k9wqGEBz1CldjsjPiZ/t0uWh/JzZdGeXLq/n7+wnd/ld/k7utLlLl975O/uMLl0m5e/sTuO6dJmd31swrEuXpXk7eU2XLr2yMS8BzVEElIDmNQJKQDMQAc1TBHRS/s7uREAJaAYioHmKgE7K39mdCCgBzUAENE8R0En5O7sTASWgGYiA5ikCOil/Z3cioAQ0AxHQPEVAJ+Xv7E4ElIBmoI/mzMnPiavmzFmVnzObls+Z83X+zv7BnP/k7+RO9XPmLMjf2Yv97ndaMmfOd3k7ebbu/mIDlDHGMhYBZYyxNCOgjDGWZgSUMcbSjIAyxliabe+ADlTx7vOPjFSfZfG8C5TqXWd23lRqSBbPFdWNSj2R+7MWyldv21+qsrydO/QWvKgm5OTU+bnzE835+znd+5z38Oq83YBP7j27Z3nFqNn1KSMNr76RmVNs/4D2OM1tkn8k64CquWbnxrwRsqFbXk5dIF+9XdyA5unON1VfolS3ip5Klb+Snxuw6SbncVNZ7P+GfJ48Vq9Oy8xJtn9A3w8ZyTagpWqMu11dXpqvhfySGtRVfZHz0xbIV28XN6B5uvNNN6uz5jbYtjVBdf0kH+ffeI7qOmnBpi2fz+yjui9MGiSgTSx/gJ7Tp2eNbL+hLg8jZGMWb4LTCDX9KjUxsV9X5xvO1umb+NXnoDBAaxryeAtyBGjynZ/bvlWla2RrvLo86B8krcWMd4MauFi2vh6p+q/3DxLQJpYE6Lr7h/U4c8wyZzMG6LzLeva//p2snHeBOv9u5U59g3rBJeT96weX/+1q/btQL6uZm0b3eDgrJ49XWdr161lqgGAxUn3zYE818Kb3s3/6Rr76V9V1+opvupZvytItMAlfT6qn9N5o54mF2WrG4nNV2eAHs/2/XqG3IDeAeu983+lte/6ofoPHffVw6IOLTPSeOtPdWqJ66kvfN59nLWanj1Xiy1vfWz3qXC4ePaj3VdPqbXuU88N9j0ycprgAXdRflZ3ZTXV703buw/tLVb+uSk3KxnljhMxXt+jN78rPWiyE3KtU3yE9lZppO4JNH656Tc/GuRNNUdfaG7up+XpnpLpOOV9w6dSsn76Rr35D2SnVzjUz1ags3YB4gYDe1aP03PNK1YjU1xZycwtyA6j3zvcDOqtMndZXnX51VgGdr7q5j0Ab1uuHf/5vPs9azE5j1PWJnZmqX+x/SF7spnpUlKorN9ovjFXdxt0XfnDTKypAawaoh2rs2idKT1nl3IdqeKX93aNKfZSF88YIaejfXTMxWz2yRBPyqSqP3Zi659RA2xGsYvCSLJzY19kqtlqvV3fpndgXPGyNXf2Ycp67yO7pG/vqr1L/csYuVdl5+O8pEFB19urYbSxTyU+M5eoW5AZQ753vO31l2SlvNtgf9VJZBbS6v+rzlOcF+ORvvsRazE6nq1mJHUupZfZ/S7u9Wm+vHqoe5I/wTW6g6tlHet753+TR+spxzqoaqfro7/B71CVZOG+MEHu8s4KdNbxMCPlnj3v0WF/1nSNYVp+D1X2unCciZ6tetc7eSNVL/8B8r/MDdHZP39hX/5K6NbZllZ62JXu3QQoEtFS/sjJKvZjts4fcgpwA6rvzfae/Wz3mbL+SXUDtj/vHfkyuuOPVKtlN+ubzrMWstEUp70tXPdS79g3ypq4lqoKANrnE+0Cn2fYl7n/TRWqwcx8+oncqVdcsPJvtEPKxujG2tanbEHuJ92WUr09RmxzBLsj8WZN6QI2znZfBY4vHdr5geUGhUp3SkOXTN/bVryvtGfu2nqZvXnYLBFS+9En6qZR83IKcAOq7832nP11p02p6ZBdQu/rVG3s733nD9Fsuk775PGsxK61T6ivP7lA1q6FbqX4qoeG5GQ0EtKn5foTvq8be4zRadXPuw7fl2t4qC+/0dQhpGHjKJucVk8fjhDQse2vqHQOUAJr15//q+8sPqaPUzc7FSDVbru+trCyfvtGvfoRzt1zkPjmbzQIBlWdnH96uAfXf+d7T15SWyz85O8uA2s5d/tz15Uo9YKd8882Wf+CsxawUewS62LPbS71TqQYk9gloE/MCWpv4rSRVF7sPP5arz1VZeJuaQ4j9oHrNtq9Vyw0hz/aLnbnX33sKoPdm/qz+5sW/2nLncxhHqg/l+vNiX3B2T9/oVz8j9nPcGvP2gGwWCKg88N2+AfXf+d7Tr9TPwce6PPuAOm26x7Es+ZvPsxazU3/vc6BfK/XFQnVh4goC2sR8j0B7l9Ymdkaqf8tGX99j/QylCflMvw461HYJeVr1fPijb227QgDNyIuAUd2u+gzRlalXbecLdj+Qvp9ak+XTN/rVW6X9GqZk9T2Kjw7R79H6wsfXqFwCGn4LcgGo/873nn6jch+BDs0qoPdet9xsXqSmpnzzedZidrpNP4Xk9k81sGGFOiNxBQFtYj5Ahyn9JjR744Klzn2on0q3/6fKs/BASBNin1m2/hXnmWshZKD6wL1NOQF0c/w5rlHqatv5guVvinylyupyAWjUVx+7Kz4+N6u/JXO3PEfxkX4P4pNK3i5zXi4BDb8FOQA06c73nb6P/Nhcd2pWAb1G/dNsXqsmp3zzedZidpqvzKNc297QVz1q13Yt068a23dct56ANjUfoA+rO/Tl/epx5z7sp39X5j51UxbOK4Q8rP55tVppCDlFbXCG1pTmBtDXVR93cf5bdV3nfMG99QK63/nFkFwAGvHVxx6PXpvd30+aJtM/rYbH/v9UecLii9JcAhp+C3IAaNKd7zv9KGf567dzZRPQ6arC/e2fqh7Ok91J33yetZilrlEV7htN1l2tBlQ7T7xPc/aWqf58BNrkfIBu7K3Gb7DrZ5Z2X6vfinbZ/+zNj5eW/jcL5xVClqoLy5xLIeR89XTs/394hlKVuQD0GnWPu1VzqnpOf8GXWPbmJ0qdJ39zAWjEV2+vUVn+pKAvS9XUBvvjPvqh1zvq1KW2vfpslUtAw29BDgBNuvN9p1/drfxt217Uu6ual8VbUDNI9Xutqt7e9K+z9OtYyd98ibWYpdYPUmUPf1Jdt+zFvuo059NEPlblbzbYVec7Tx3Vq7LNGTlLUQFqzz1NlQ7upbo6b+MeqS5RamCZKns+G+cVQuwhSn/7CCHvKjX4ir+pKy5Sg2ZnH9B1njeKj1YXO1/wKP0FlzqPP3IBaMRX7/wwmbVnv6RHlerZX6mLnQdiNUNV2cXnl6mLcvoiUugtyD6gyXe+7/T2811Vn/7q6svVomzehqqhzmchlcf+3xXaKv83n2ctZqv118XOXdot9v9GymOkmNc9B5ep852fPHupwddk4iTFBahdOe787oNu089uj1R1L1zdt+Lm7Pw6ikvI48KE+zr0B5f37n/ty/XzLyx/KvuAzlAD48/tznVuxkj18dwbTu//d/3b0DkBNPyrt+3H9E+22ey9kaf3vPhp+UF23T1ndlXlL0zL7avwYbcg+4Cm3Pne08d+Drj6tNMfqj1fLc3qjah/5fqB5b0vvMW8Wc33zedZi9lr4d2De/YcNib+92A/uumMnhdN1S9mvVnRbXAmTrG9A8rijczij0tb3225eRNRotpVNbk9YaHdgvjp1/1PE9LQR1Xn67YU1lrclgho0VRQi3ZTedm6fN+GYm2svENyrhqWt5tQUGtxmyKgRVMBLdr62nu9n5XDctoHpf3eq173dl/1Vt5uQgGtxW2MgBZNBbRorzxFlWX9o6hYWE87f+ZCdc/Kq6dNq4DW4jZGQIummfdl92Xvrei+HkP/0/i/YtlqzdN3PfhKZR5vQAGtxW2MgDLGWJoRUMYYSzMCyhhjaUZAGWMszQgoY4ylGQFljLE0I6CMMZZmBJRtP+2Bkfm+Cay4IqBs+ykY0BXvvpfzW8KKJALKtp+CAR2JPXJ+S1iRREDZ9hMBZTmOgLLtJwLKchwBZdtPBJTlOALKmn/PnbR32wPOWhIH9NVBx+7dofPJ0+tj24Oh038ScuMtv+nY4dDBi/N5W9l2FQFlzb3aYWJk+2cE0C294PaXOh+gH+wn2yU35vsms+0lAsqae2cAu5398I1Ho30bDego4Ce3Tntm1E+A251x8yN81W5Az/FPDt8FuCmft5dtRxFQ1sxb2AIHfxa7rD839uDSAXR//HS9M/DtASh1Lg2g56LVdOdy6cFovyxPN5ZtZxFQ1szrDryrNxp+pgHd3Gm/O2VkAH7uXLiALm0D96+ovQpckYcbyrbDCChr5u2DE9ytCfC/Cv9XH6B3AyvcgR/j97m7fWx7joCy5t36hJpLEpsNK9+6vxw+QC/AvuaYrnxjE8tMBJQ17+YBE93NahfQhUMPay+vt3sBPRmeWuTp1rLtLALKmneLgElmewcN6M0tgTa/6nnVP//mA/RIL6Cozc+tZdtZBJQ176pL4j+3V+lHoK/GHng+t9nZH+wD9FT8Nk83kW2/EVDWzPs+/uhuvawB7Yf2a2X/DB+gV2LvBvcf1tXV5/pWsu0zAsqaeb2AObJ1ggb0OBwiuw2H+wCdDkyXAWsnvo2JZSYCypp5i1ui8xfOxs3yRvoz0a7S2a0+B+jsbIzEbs5Fw5Ho+LqzUaNQ8nm+bi3bviKgrLlXAex+/mN3nIi2nR1ApwGHTP5o9tgDsSNavLTetq9ByTMLV9v2v0vQuv+9M8f8lO+jZ5mKgLLmXrX7BqV2U07TrydVuO9UumRK7P+X2fYM82Eir+zrjpyb75vMtpcIKGv+TT1przb79l9oC6D2tBM6tT2gYr5dP2jX9ufF9m/Yv+2+jzoDX1/yi513+tWAhXm9sWx7ioAyxliaEVDGGEszAsoYY2lGQBljLM0IKGOMpRkBZYyxNCOgjDGWZgSUMcbSjIAyxliaEVDGGEszAsoYY2lGQBljLM0IKGOMpRkBZYyxNCOgjDGWZgSUMcbSjIAyxliaEVDGGEszAsoYY2lGQBljLM0IKGOMpRkBZYyxNPv/9hSBUQFpJOAAAAAASUVORK5CYII=" width="672" /></p>
-<p>Nearly done. All that’s left is a title and better axis names. I’ll do that with yet another layer.</p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
+<p>Nearly done. All that’s left is a title and better axis names. I’ll do that with yet another layer call to <code>labs</code>. The arguments here are pretty intuitive.</p>
 <pre class="r"><code>plot4 &lt;- plot3 + labs(x = &quot;Week (in 2020)&quot;, y = &quot;New cases&quot;, title = &quot;COVID-19 cases in Illinois&quot;)
 plot4</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>Last, but not least, I mentioned in our class session that ggplot also has “themes” that can be useful for styling plots. One I have used for publications is the “light” theme. Here’s how to apply that:</p>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+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////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdB5jU5NoG4Gd3YekiRVCKoGLhYBesRwW7wnBERFERC9gbFhTsDUEUG3ZA7AU4qNgV5bcdURRRUUARKVJ2o4JIXZbNn+RLMilfsuzOZCYz+zyXF5PknbwzsJ/3ZiYNKsMwDFOtINtvgGEYJldDQBmGYaoZAsowDFPNEFCGYZhqhoAyDMNUMwSUYRimmiGgDMMw1QwBZRiGqWYIKMMwTDVDQBmGYaoZAsowDFPNEFCGYZhqhoAyDMNUMwSUYRimmokdoCVjTu7YvFbTjv1f3OgurHvzws5t6zTr1GP0r9aiA4GjXc/Z1BQYoj3eCewulrSHlYa79Bj7R/hrj3mgJB1/hfTlRGDqFjzN/usOBF52Pm7h+lV9PYZhRGIG6Orr69vibTvRUSgbvY1dwMk/i4WjgSIXeR9oxVmqHFA9Wz1YHvLii4CvnfMr7+m6XXHrw0evTMNfrHohoAwT68QL0N/3FM41EN49YBcWi0Jh87rGY63HjKWltYBHnOtfCOyqP7oA3bqNnm1rGWueWBb86ne6AR2/tcluq3fT9Nercggow8Q6sQL0j3YaV91fXa2qSz++trHm5DSz8P12WqHDyDna9uOfE/sUQHxQV9XjgUMd62/eFrhFn3AB+riYqvjlnpbain0CX31uIxegd+p2tjy4mfZn7Q/T8/ercu7s0WPWljwtCNAtXL+qr8cwjEicAK04Dqj3X2tuSSdgG8WYXLWTtvE5zP5OdMZuGmrP6lPPAwVLkg0+1Zb/pE/IANX79IApiz/lEzrACehbGtOHztUmvtkbaPpXqn+3SBMIKMMwkSZOgD4BFL2fnNW3CMVH9VO1gvML0T86Aw30XUn/1AfuSy4fBOxlTAQAqm48BNjWs3NKz+ybe29nfFq3AS3vCPTYLFY6DLgipb9Y1CGgDJOdxAjQ8h2Bq5wLBgPd9MfvCsxP5nYWap/vz9MnTgP2Ty7eHrjLmAgCVP2hCJjgf+mHrb1MNqAfA/UXm9Nz66DR+mr9ldKcVevky7cU0KD1GYapXmIE6ATtA7xrh/cX5k72vsCOnr3n9wHFy7THNzX07KOaZtgzgYCq3YET/C/9THs9RQ5AbwaOsMuHA6/61llya+fmddr/57lN9pLZ1+zfsnjbzie/vtletPa+np3qtz70gnnJ9Ta/csqO9VoePOjXsCeZ6Wvu1LkGmK0+t5f2D7TnaTP8bz8Q0ErW/+Puw1oVb7PfUPuF+9o7kYLfE8MwdmIEaH+gn2vB5rlz567VPkI3AEZ7nrta2wR9Qnvc1Nza6NQyxN4cDQb0OWCrioA30MYB6DnA5XbhcmCo98kPmUcKYI/vxIINAwus7didF5pPerGluaTIbvbjvuaiwoEbA59kxQngVeazCnzP2jJA/es/bR1mUOuaze7XC3tPDMPYiRGgrYFnZMu1T9NY6l3YB+irP15kfe2pZRdglJgKBvQXrdncgDfgBPRM4AK7cCXQ0/PcW3Vd2h7cQvuzmbHfSscHdTt13Wsr7bHTP8aiD2tpAu3adY86sH8FzGyqTTc4YJdC7aHbPwFPsuMA8Fqt+0FnHaYfjDXe+8a3BFD/+g/of4VGBxlUnup+vbD3xDCMnfgAukz7n/VHWWEk0MG38CGgnf74mbXjXVV/SO6SDwa0oj7wesA7cAI6GDjcLnQD9nU/daq2tZn4XZt4oy1wjL5EZ/46/RuIDWOLgSnGs1oB/1mkPZacoum1QV+yZmdg+7e1TeDVgzVCr5Q/KRkHgAXo9bc2NXtX+6+WzJYA6lv/aw3Jnb/UNj0XHA2xOZ98fth7YhjGTnwAnaX9b/yPrHA1cKxv4TtAHf2xor29g+nW5EGhwYDqO5qk27mqG9A3gGJrS/WHYvP4/GR2B84WH3u/1orfa483JQ8xHQLcoD/OB1qIj+kbmputh2num9/zPqtt5M2WPikZB4DWRuJX2mprPW98SwD1rX8M0Fm8lfJ+QMsyx/ND3xPDMHbiA+hU7f9saaE/cLpv4QyL2+tt3PZMnpYUAujuzhOc3HECumEXoOsaY7J0b+21WrueqW1u1llhTvcExmkP1+299zvmkknAQP3xVeAQc9G4G2/UvyrdrG3afWA10Tb8bpU9yREHgMW/mcu0j9zzPW98SwD1rv+rtg1tnR+wvC4wyfH80PfEMIyd+AD6LlBbWjhTBqi+vWpcGmQ2xOnv+rebRRZqIYDuATwY8A6cgKqfaR+xd3xh3pqZD+rfWqK965lDgQHW9Cc33vi+q6g+YgI6U2P2U1dFW9LWnhmrES17kiMOAO1jB/avHqDe9cdpG6B2g/OBSx3PD31PDMPYiQ+gX2tMrZEVrpJ9hP/A/AivqnuZ53WOAI6yqiGAttuyj/Cqequ9U73hld7vHbsBTwY02fSjLq4B6MadNdP7TnRcAupR5++CL4FtZE9yxAHgldayA6sHqHf9i4GL7Qaa5Qc5nh/6nhiGsRMfQBcF7R/XZNzZt3AMsIOYGmluHmpbVmOtashOpAZiD89Y6wgeR80NqDptR/GUTjOeBg5wvfpuwHu+t1Tx1aiBXdsVGesYgKpfG1eQKuh47oTV4ik3wp1C2ZMccQD4kLWsmoB61+8D3GM3mGrup7OeH/aeGIaxEx9Ay7f2bRte3qHDGar6ofb/8nLvs8+wjyxaom0pTlfVxQWo/adVDQb0V62ZfnD4FgCqrn3p/O49Lny9TDfafQ2SbYEfvO/o3d3Nlh2OtQBVV13TVCyr079Un7/UAyjKJE9yxAGg/beoJqDe9Y8DnrcbzDE2hh3HgYa8J4Zh7MQHULWX77vOHYyv5jbU81y0Tsu6ZsnDIbsan08fALrb5WBAXwK21g+k//IakWsdNS+gdjSPbnYt2An42POc8Zrjdbpe+8ynivqaDaiqlk275UjjkPumulrXaW/ycWc2SZ7kSISAngzcazf42NyKT56JFPyeGIaxEyNAH9cEUpwL9K1FfZv0JO0z/Gb3c/VLKVtf0T0JtNqsHgY8Z5eDAf2P01lPAgHVti3/61pwgG9j+U8NmzPMw/2dgOrZ9L8r64rT+rVN2QsDXjz5JEciBPRC4BK7wXhgP+fzw94TwzB2YgTomubA+c4F1wLF+nXk9EOW7nA9dVET4CJr5q9ibXtwRSHqJr+vCwR0Tm3AeV0nV1yHMb322mvWKZ8LgLruI1Qvclz25L02bbR3/TSwt3W+/kQT0D9WrLCu/DQNqLXR+K6xq93kn/nzS2RPciRCQJ90fq97ifkvbz4/9D0xDGMnRoCqd2lQvpKc/ak+cLIxpW02Fjmv5qFfzm7r5MbqiZqm2ubrScknBAFadjiwXeA16V1boG2B/zMnLwd6u5+pEbmVdd2T84D7VfV2x07tm0xAE46vHuoBi7TfEfXMY670nGWU/U9yJEJAf0byL1ii/Uu/5Hh+6HtiGMZOnABdv69+sw5ru++nXbQ5sVv+j+01QUfa8H29K1CQ/Lyuc7bNEa7L1AUA+k8vSK9mZ8YF6GXaZ1exSflpLRR6DiYva2V/AJ6tfcj9xvgQfJz19hqYgN6a/Pj7JVBH35A7H+hinkc0rQh1/pQ+KZkIAVW1f7EDxDb7Zo3yFhsczw99TwzD2IkToOoi7UM8DnpOY2XTt1frd5cbbha+0Q+r2eX++Rquf792qn6A5kOO1dbr1+9AA8cJjlJAFz7YOnlGoywuQL+rA/RZpr2Tpxs5vy00o31ix8n6pfY+2hE4Xn+6Zvp4vbLmBv0KHMYHde3jL/r8pk1sfquVeaWpRY2BvT7TJsrGNBBtJU9KJkpAvygCOs7U39Mx8JwLH/qeGIaxEytA1R92MI6dabRtofE4yC782lEcdLSdYSXqP+Fa7Wx92WmOBS5AmxkX+2wjbkfXK+Smcu6dSI9qz679rwP1w3mO9K90rt6sfVdt0xgtjPOfTtGPGO139gENtXeiYdpHB2ugfjBl28MP1PnvtMpY77Xa2nTbbgc20R6ONtpKnmQnSkDVe/S/QpPD2ugP/dyvF/aeGIaxEy9AVWVALfsYye0d34eqG0Y1swuFJ3ou86vfzdh1jaXA2xo/EHZbY89e+BHmHZYLrpRcj6jihtpmz0O+NxasOsSc3/YV/fAr4/XXnmyfzXSMdYnQ99uYS4rO/dtYIHuSlUgBVcduZb5u7SGe64GGvSeGYezEDFBVXTDy2B22qr3N7gMnbHIX1r52/r6ti7fasftI34GJm7cDGjuVkwHaoMMJT4afnOg9jGnRZYc23Xqvq6XX2FPVn6/bq2nDfc94wb4884TErnVaHH7/P6r6zcH1txKHtM4acFi7Ou26nue4DPy6x45vU6d110uSZ11JnmQmWkBVZcRh29Zutu/QX7yvF/aeGIaxEztAGYZhciUElGEYppohoAzDMNUMAWUYhqlmCCjDMEw1Q0AZhmGqGQLKMAxTzRBQhmGYaoaAMgzDVDMElGEYppohoAzDMNUMAWUYhqlmCCjDMEw1Q0AZhmGqGQLKMAxTzRBQhmGYaoaAMgzDVDMElGEYppohoAzDMNUMAWUYhqlmCCjDMEw1Q0AZhmGqmdgAumqlPBs2BBT0rCkPKa4q/8e/sKzcXGXj+pBV14b1/VvW105Q3zXl5WtXrt0U2nd1SLVsXUhxXVlIcbXZd1259B8khb5/h1Q3rfW8Trnj775+Y8ia/1SpryuhfcvLQ6trQoqVDMKgsbtSH4RrzCeVS954mge3HdkgtH/8lQzC6gzuLem7euWG8qCfbOqDu/K+vh9/NQe3x63YAPqHIs/GjQEFPf+oIcU/1dX+heWquUrZhpBV14T3/Tukumm9fPk/qrpGWVsRsuZf6qqQanlAXyNrN4cUV6orjcd1quyNb14Xsuq68pDiKrOvPJvXeuZVx999/aaQNf9W/wqpVqwJKW4I6fuHqoa9qvpPSHFjWUhxdeDYNV5V9DV+/P6+6R3cdmSD2/7xhw7uv6o1uI1UOrg3qkE/2dQHtzyOwe3/8VdzcHvcIqCyEFARAipCQEUIKAEloO4QUBECaoSAihBQAmqFgBohoATUFQJKQK0QUBECKkJARQgoAbVCQEUIqBECKkJArRBQAipCQBVzlZAiARUhoFYIKAEVIaCKuUpIkYCKEFArBJSAihBQxVwlpEhARQioFQJKQEUIqGKuElIkoCIE1AoBJaAiBFQxVwkpElARAmqFgBJQEQKqmKuEFAmoCAG1QkAJqAgBVcxVQooEVISAWiGgBFSEgCrmKiFFAipCQK0QUAIqQkAVc5WQIgEVIaBWCCgBFSGgirlKSJGAihBQKwSUgIoQUMVcJaRIQEUIqBUCSkBFCKhirhJSJKAiBNQKASWgIgRUMVcJKRJQEQJqhYASUBECqpirhBQJqAgBtUJACagIAVXMVUKKBFSEgFohoARUhIAq5iohRQIqQkCtEFACKkJAFXOVkCIBFSGgVggoARUhoIq5SkiRgIoQUCsElICKEFDFXCWkSEBFCKgVAkpARQioYq4SUiSgIgTUCgEloCIEVDFXCSkSUBECaoWAElARAqqYq4QUCagIAbVCQAmoCAFVzFVCigRUhIBaIaAEVISAKuYqIUUCKkJArRBQAipCQBVzlZAiARUhoFYIKAEVIaCKuUpIkYCKEFArBJSAihBQxVwlpEhARQioFQJKQEUIqGKuElIkoCIE1AoBzStAS9/93vM6BFTSl4AaIaCph4DmFaA3o+Es9+sQUElfAmqEgKYeAppXgHYFBrhfh4BK+hJQIwQ09RDQvAK0JVDnB9frEFBJXwJqhICmHgKaT4D+DC0XuV6HgEr6ElAjBDT1rA/I5s1BFS1lgatp2aCW+RdWWK+0uTxk1U3hfTeGVIP6lmk/wFT6VoS+34qQ4kaz7yZV9gIVm6rfd0Ng7T0d0PqLna/j/BGXV7fv+vVq2PstDxssqhpalQyWLesbOgitvsaP35c0D+5kX8lg0X78ZeZEaN/qDG7RN+yHqvfVNl4CfrKpD+6Avo5/c9+Pv5qD0ONWbAAt2yRPRUVAQc9mNaS4SS2XtFPVSPomX2BzUEt1c3jf8mr1NZtvQV/tHUheQA3tG/aPFPZ+H9L4BAY7X0d1vMdq963k/Yb+UFU1tFrtvuXhg0X0NX78VeubyiCU9LV//BEM7sr76j/UCukATL1vcJz/5r4ffzUHocet2ADKj/D59BH+bGBkEerPc7wOP8JL+vIjvBF+hE89BDSfAN0fmHMicLXjdQiopC8BNUJAUw8BzSdAG6PRms8KsdX85OsQUElfAmqEgKYeAppHgM4CDlqr9ACGJl+HgEr6ElAjBDT1ENA8AvRl4Ly1yrQCNPnNfh0CKulLQI0Q0NRDQPMI0FuAB9YqyjHAzfbrEFBJXwJqhICmHgKaR4CeCkzVAH0PaLrQeh0CKulLQI0Q0NRDQPMI0D2B5frl7LoBd1qvQ0AlfQmoEQKaegho/gC6oi62Ma4H+jbQYon5OgRU0peAGiGgqYeA5g+g04HDxAWVDwHuNl+HgEr6ElAjBDT1END8AXQ8cL4AdDLQeql4HQIq6UtAjRDQ1ENA8wfQa4H7zVt6HKBNitchoJK+BNQIAU09BDR/AO0JvGMC+grQbrnxOgRU0peAGiGgqYeA5g+gO6NggXVTuX2A0cbrEFBJXwJqhICmHgKaN4AurYW29l05nwN20DdBCSgBJaARhoDmDaDTgGNsQEv3Ap5QCCgBJaCRhoDmDaCPAoOS94V/CtilhIASUAIaaQho3gB6OfBYEtDSjsB4AkpACWikIaB5A+jRwP8lAVUeBzqVElACSkCjDAHNG0DbotZSB6ArOgDPE1ACSkCjDAHNF0B/K8CuigNQZTSwZykBJaAENMIQ0HwB9G3gPy5AV+wITCCgBJSARhgCmi+AjgKucwGq3Ad0IaAElIBGGAKaL4CeBzztBnRZW+BDAirpS0CNENDUQ0DzBdBDgS/dgCojgK4EVNKXgBohoKmHgOYLoM1Rd4UH0KXbAZ8QUH9fAmqEgKYeApongP4E7KV4AFXuAI4loP6+BNQIAU09BDRPAP0v0FfxArq4OfBZcpaAmn0JqBECmnoIaJ4AOgy4VfECqtwEJJJzBNTsS0CNENDUQ0DzBNB+wCuKD9BF2iboVHuOgJp9CagRApp6CGieANoZ+E7xAarcBvSwZwio2ZeAGiGgqYeA5gegpQ3R2OjrAfSvrVH4iTUTCuiTPSeGVAmoEQIqQkCtEND8AHQmcIDR1wPo5puAXtZMCKCL+wIFFy0NrBNQIwRUhIBaIaD5AegLwNlGXy+gfzRC0RfmTDCg0ztCzz5fBz2BgBohoCIE1AoBzQ9AbwRGGH29gKrXAaeaM4GAjmsIFPctArYaG/AMAmqEgIoQUCsEND8APRmYYvT1AVraAEVfipkAQJdfXgC0/kCdsp22EXrKYulzCKgRAipCQK0Q0PwAtBMwz+jrA7TiQqCfmJED+l0Xzc2jfv5b/WveUdrULp/InkRAjRBQEQJqhYDmBaDLi7Gt6OsH9Me6qD3TmJECOnkboGhwiXEYU+mwYqDuMMmzCKgRAipCQK0Q0LwA9HOgm+jrB1QZAJxrzEgAXXFVIbDNq4p1HOg7bbWN0JN/8z2PgBrJNUC/uuFjAhppCGheADoOuEj0lQA6qxh1ftBn/IDOOUzz8qDZ+qR5IP38HtqSHT/0PpGAGsk1QPdBKwIaaQhoXgB6DfCQ6CsBVDkTuECf8QH6xrZAwWXLjWn7TKS76wDFw0vdzySgRnIM0J8LgJ8IaJQhoHkBaHfgfdFXBujXtVBH38r0AFo6rDbQaLw5lzyV8zP9oNDjfnY9l4AayTFAX9B+kFMIaJQhoHkB6I4oXCT6ygBV+gKXKV5AFyS0/732mGHNOs6FX3KeVmn9pvPJBNRIjgF6hfZzHEVAowwBzQdAlxShvdlXCuhXtVB/rgfQj9rrR30useddFxN5uAFQa3BJcgEBNZJjgB6o/YgvIqBRhoDmA6BTgRPMvlJAlZOAq9yAPlwPqPug45nuqzFN3137f+/Q2fY8ATWSW4Auq6cf4UtAowwBzQdARxs+Gn3lgH5eiEa/OAD9vZ/2v1YH1yHznsvZLT2vAGj2ijVLQI3kFqDv6Nc3aEdAowwBzQdALwGeNPvKAVV6AEOSgBrXDunxq+uZvuuBPtMEKDhvmZghoEZyC9DbdEAL/yagEYaA5gOgRwDm1mQQoNMK0OQ3C9An9WuH3O3p4b+g8szO2v9/B8wypgmokdwCVPut2Rz4moBGGAKaD4C2Qm3zUp5BgCrHAjcKQJdfru9jf8fbQ3JF+uWDC4GtxumTBNRIbgHaErUvBl4koBGGgOYBoPML0NHqGwTohwVoquhjeZZ+7ZCj3Ud56pHe0uO/LbUn919KQM3kFKAzgM5jgFsIaIQhoHkA6BvASVbfIECVbsDd2lh+qYm4dogv8nsizdFWw55fElCRnAL0YeCST4HTCGiEIaB5AOhI4AarbyCgbwMtV6/QP5Q3myTrG3BTOeN0pYaPEVAjOQVof+AZBdiXgEYYApoHgA4AnrP6BgKqHKox+29te/KQH6V9A+/KOaWVttKAUnnRCAEViRmgHYG5ajM0rCCg0YWA5gGgBwPWzYxCAH3NuO1RwaAV8r7BtzWed4y23l7Lgt8SARWJF6DzC9H+L/VAYDEBjS4ENA8AbYoG1peaIYAqB2gONnkhqG/IfeFLby8Gpga/JQIqEi9AXwZO+Us9E3ifgEYXApr7gM4G9rX7hgD6X2CfmYF9QwBVlAv1r9MCQ0BF4gXolcC9f6l3AA8R0OhCQHMf0AnA6XbfEECVVx4NvvF7OKDDgOHBVQIqEi9ADwE++UvVtkMvIaDRhYDmPqC3A3fYfcMADb4vvFIJoOOBS4OrBFQkVoAuq4fGJX+p3wBHEdDoQkBzH9DTgIl232gAfR84MbhKQEViBeh7mpxa3z+L0YaARhcCmvuA7gPYRyZFBOiPQJfgKgEViRWgd+gHB2uDezcU/E1AIwsBzXlAS+qjabJvNICW1kHr4CoBFYkVoD2A1/XBrT3OIKCRhYDmPKAzgEOSfaMBVNkRRcsDiwRUJFaAtkTtxfrgHgQ8R0AjCwHNeUCfAQYm+0YE6OHArMAiARWJE6BfG8e2aYP7YeBGAhpZCGjOAzoUuDfZNyJAzwTeDiwSUJE4AfoIcKExuN8DTiagkYWA5jygvYC3kn0jAvR6YExgkYCKxAnQs4DxxuBeUIDdCWhkIaA5D+huwPxk34gAfRS4NbBIQEXiBGhHYLYY3NuhTsCqBDT1ENBcB3RZsXMHeVSAvgGcF1gkoCIxAnRBIdopYnB3Bb6Rr0pAUw8BzXVAPwGOdPSNCNBZ9o2TJSGgIjEC9BXgFEUM7guBl+WrEtDUQ0BzHdAngMscfSMC9E9gr8AiARWJEaBXiT2L+uC+z3GmrzsENPUQ0FwHdBDwsKNvRIBWNETzwCIBFYkRoP8W92nVB/dbQH/5qgQ09RDQXAf0OOBDR9+oAN0VBb8HFQmoSHwAXd4AjUoUMbh/AQ6Sr0pAUw8BzXVA26FoiaNvVIAeCXwVVCSgIvEB9APgCNF3lbIh8MMDAU09BDTHAV1UiA7OvlEBehbwalCRgIrEB9BhwFDRd5WycR9gnnRVApp6CGiOA/oe0MPZNypAr3d91eoOARWJD6A9zV93BqCnBZ1FRkBTDwHNcUAfAAY7+0YF6GPA9UFFAioSH0BbodZC0VcD9FbgQemqBDT1ENAcB/RC4Cln36gAfQM4K6hIQEViA+hMYG+zrwboy64D3RwhoKmHgOY4oF2B/zn7RgXot/oFzgNCQEViA6j2ceF8s68G6CzgOOmqBDT1ENAcB7QFip0X6owM0FKgY1CRgIrEBtBzgHFmXw3QdYXYSboqAU09BDS3AZ0H7O7qGxWga5piq6AiARWJDaD/Ar4z+2qAqu1RS3o7VgKaeghobgP6GtDH1TcyQHcHFgQUCahIXABdUIS2Vl8d0OOAz2SrEtDUQ0BzG9DhwE2uvpEBeizwaUCRgIrEBdAJwMlWXx3QQca1Qf0hoKmHgOY2oGcBL7r6RgboucArAUUCKhIXQK8GRlp9dUAf02/QKQkBTT0ENLcB3R+Y6eobGaA3AvcFFAmoSFwAPRT42OqrAzoN6CtblYCmHgKa24A2RsNSV9/IAH0cuDqgSEBFYgKofiWRFVZfHdDlwH6yVQlo6iGgOQ3oLKCLu29kgL4RsBmjEFArMQF0KtDN7qsDqm6NRrJVCWjqIaA5DejL3ms9RgfoTOCwgCIBFYkJoHcBQ+y+BqCdjRsk+UJAUw8BzWlAbwbucveNDNBlRdgxoEhARWIC6InAZLuvAehp8ktpEdDUQ0BzGtBTvf9nRAeosi3qlMqLBFQkJoC2Nq8kotiA3mTvlneFgKYeAprTgO4JzHX3jQ7Q/YIuK0lAzcQD0G8dt68yAX3WOjfeHQKaeghoLgO6oi628fSNDtAE8JG8SEBF4gHoE447UJuATk/uVnKGgKYeAprLgH7h27ETIaAXAs/KiwRUJB6ADgDGJPsagJbUts7tdIWAph4CmsuAjvd9NIsQ0DuA4fIiARWJB6C7A7OSfQ1A/+qAwsX+VQlo6iGguQzotcD9nr7RATo+6Lq8BNRMLAD9rQhtHH0FoMcD0/yrEtDUQ0BzGdAE8I6nb3SAvgecJC8SUJFYADrR+WOyAL0ceNK/KgFNPQQ0lwHdGQWeS8xFCOhs4AB5kYCKxALQwcAIR18B6EPuO2eZqZGAfthnuZh4OWHmd0d1/ZgBfYa8XF7ZDAFNJocBXVrLt28gQkBLih2fDV0hoCKxAPRw56d1C9C3gV7+VWskoEMSJqAPSABVLk8k+iUSQ1eHzxBQR3IY0GnAsd6+0QGqbI9aK6RFAioSB0BXNELD5E/JAnS+58YFIjUQ0LXjEhagQxI/rzdSkSxfn+zuCecAACAASURBVBiiqEsvTtwfPkNAHclhQB8FBnn7RgjoQcD30iIBFYkDoB8BXZ19BaBKc9Qt8a1a4wD9YPDJCRvQsxPrvfU5idP0LcwVJ/YsDZshoM7kMKCXA495+0YI6Mm+XVZmCKhIHAAdDlzr7GsCepDnurFGahygY84444yeJqAbe57pq49LjDIehyamhM0QUGdyGNCj7QvnJvtGCOgVwFhpkYCKxAHQXsAkZ18T0P7ABN+qNQ5QPWeYgC5ODPbVrk9MMx4n6p/Ug2cIqDM5DGhb/90WowT0buA2aZGAisQB0NYochyYYQN6OzDMt2qNBvSrxLBJl/a5aOSvjtrZiR+Mx2mJa8JmCKgzuQvobwXY1dc3QkBfkF+SgoBaiQGg3wN7uPqagL4EnONbtUYDOiWRSPQ6K5E48fVkrU9iofE4I3Fx2IyexcNE/lovz+bNAQU9ZWpIcYNa5l9YoZqrbC4PWXVTeN+NIdWgvmXaDzCVvhWh77cipLjR7LtJlb1AxaZU+65fPw3oXVlf+x9eT3nYD3WjuiGkqv0rrv8S+I+0GNpXVUOrksFip/qD0Opr/PjT2Fc6uJN9JYNF+/GXmROhfaszuCV9nwUu8vTVNl42rP8JONy3auqDWx7nIPT9+KvZN+2APpk47YtN6pqxif/8YtdOTJQYjz8mBoTN6Jm5n8iqar8RJtt5Arg9k6/3J9Alk6/HVD2XAi/Jlm+ui+0y/V6iTOqALvhGbNXekxhm1860tzMHhc3oIaC5n8uByRl9wYZomdHXY6qcfYHF0sIewMoMv5cokzqgVr63tim1XJGYbTxOS9wWNqNn7U8if6yUp6wsoKBnrRpS/Ftd61+4WTVX2bQxZNV14X3XhFTLA/quVdV1K9dXhPb9J6S6Oez9rt8cUlytrjYeN6iyN755Q8iqG8L6/mP2XbnyUOBrX9/1nnnV8XffWB7Sd436d0i1Yp32x84oWCErhvXVfkOHvapssNgp2xRSXKuuCnvVteaT1PX+apoHtx3Z4F5v/fgjGNziBZyDe2ktbOfu+8/KMlUfMScCH3hXTX1wy+Mc3L4f/xYObm8iA7Qk0cs+kv6WxCfG4+TEw2EzznAnUu7uRGqGur4zg6LciaR01cSWFbkTSST7O5H+6zll096JpFwNjPauWpN3Iq2d8qZw88fEFXZtXOIhE9K3wmYIqDM5C+hPjls3JPtGCejpwOuyIgEVyT6g13mu2ZoE9DH/WWs1GtCKfomvjfmHE4/atR8S/bUPjOrfJ/VeEzZDQJ3JWUD/K7tRe6SADgYekRUJqEj2Ae3mue1KEtCpQA/vqjUZUPWlRL9Zqrr++Z6n618PvDllnr7wmsTIcnXD0MSD4TME1JGcBXQYcKu/b5SAPgDcICsSUJGsA1qyFeovd/e1AF0kOWi4RgNa/lQicfqAnonTjQ3R3okX9Ydl/RKnDu6duGB1+AwBdSRnAe0HvOLvGyWgE4CzZUUCKpJ1QP/Pe4+sJKBKa9Re5lm1RgOqql/dfHqfq58QxyGZgKp/jj6714Bxa9VKZghoMjkLaGfZxZEiBfR/wNGyIgEVyTqgdwPXePragHYFpntWrZGABuSJidVbj4DmKqCljdBY0jdKQBcB/5IVCahI1gHt7b1kiAPQgcBznlUJaDJ3fVq99QhorgI6EzhQ0jdKQJWtsbWsSEBFsg5oWxT+6ulrAzocuNmzKgG18/TFG6u3IgHNVUCfl10eImJAOwG/SYoEVCTbgP4AdPL2tQGdBJzuWZWA2pn2TzVXJKC5CugNwN2SvpECegzwuaRIQEWyDehY4FxvXxvQ74AunlUJaOohoLkK6MnAFEnfSAE9R3ZZXgJqJduAngc87u1rA1raCE08qxLQ1ENAcxVQ7eP0PEnfSAHVtnrvlxQJqEi2Ad3Ld98OB6DK3sBcd5WAph4CmqOALi/GtpJqtIA+6j1MRoSAimQZ0EW1fEPCCWgf4A13lYCmHgKao4B+BnSTVKMF9HXgNEmRgIpkGdDJwH98fZOADgXuc1cJaOohoDkK6FjgYkk1WkC/AQ6XFAmoSJYBHQLc5eubBPQp34ghoKmHgOYooNcAD0mq0QK6tBAdJEUCKpJlQLsBU319k4B+4juPjICmHgKao4B2B96XVKMFVGmBepIiARXJLqC+K4kobkCXFqG9u0pAUw8BzVFAd0ThIkk1YkD3ke76J6Ai2QX0Y+BQf98koEp7FP7uqhLQ1ENAcxPQJUXYQVaNGNAewDR/kYCKZBfQkcDV/r4OQI8GPnFVCWjqIaC5CehU4ARZNWJALwCe9xcJqEh2Ae0jOcvBBejFwFOuKgFNPQQ0NwEdDVwlq0YM6O3S80cJqEh2Ad3eeyURxQPofcBQV5WAph4CmpuAXgKMkVUjBnQccIW/SEBFsgroj7JrDboAfQPo46oS0NRDQHMT0COAT2XViAF9B+jtLxJQkawC+pTs6lwuQOcCe7uqBDT1ENDcBLQVai+VVSMG9AfpRUgJqEhWAb0AeFTS1wGo0hQNSp1VApp6CGhOAjq/AB2l1YgBLamNtv4iARXJKqD7AN9I+joB7QJ856wS0NRDQHMS0DeAk6TViAFV2qL2Cl+RgIpkE9AlxWgh6+sE9HRgkrNKQFMPAc1JQEcG3GA4ckAPAH7wFQmoSDYBfQ1IyPo6Ab0ZGO6sEtDUQ0BzEtAB/juEmX0jBrQ38K6vSEBFsgno9cCdsr5OQJ8DBjqrBDT1ENCcBPRg4GtpNWpAL/cejK2HgIpEBejqsBc1B/dRwHuyvk5Av/RcTIuAph4CmpOANkWDEmk1akBHAHf4igRUJCJA367f8pPgqhjcJVuj3jJZXyegy4vRylkloKmHgOYioD8A+8qrUQOqfQq80FckoCIRAfofoMWXgVUxuD8FDpb2dQKq7IqChY4qAU09BDQXAZ3gv0Wt1TdiQD+S7asgoCLRALqoHoA23waVxeAeBQyS9nUB2sN9xVACmnoIaC4Cervsg7ToGzGg82TbvgRUJBpAn4SeHX8MKIvBfSrwkrSvC9BBwGOOKgFNPQQ0FwE9zXNAn6NvxIAq9dDSVySgItEAejxwT1ugo+RCrHrE4G6Hgp+lfV2AjnZf8Y6Aph4CmouA7gMEbJBEDuhOKPSdQ0pARSIBdEEdNPrryxbA7r9I68bg/gnyM9M8gL4L9HRUCWjqIaA5CGhJfTQNqEYO6GGSMwYJqEgkgGpbjf3WKx83AboslNWNwT0eOEve1wXoArezBDT1ENAcBHQGcEhANXJATwOmeIsEVCQSQI8EXtcG4bsNgcN/l9SNwX0h8Ii8rwtQpSWKHWfiEtDUQ0BzENBnPGeUOPtGDeg17v0QRgioSBSA/lKMxmv1QTi5DnC896ZxignofgEnVngB/bfreQQ09RDQHAR0KHBvQDVyQO8HbvQWCahIFIDeB5wuBveEYqCP//QJfXAvKcY2AX3dgJ7j2llPQFMPAc1BQHsBbwVUIwd0AnCut0hARaIA9DBggjm4x9cCTiv1PkEf3FOAHgF93YAOA25PVglo6iGgOQhoR2B+QDVyQD8DjvUWCahIBIDOKUKz5dbgfqgAuNj7DH1w3+hy0dXXDaj26+/MZDX9gP781fsTnhgx7HV7AQGVhYCKZAnQktpoHVSNHNDfgE7eIgEViQDQu/Xd6/bgHg7gWs8z9MF9DPBOQF83oDNddxRIA6DLfvr87RcevvPqgb2P2HeHpgUQKfjCeiIBlYWAimQJ0P8BRwZVIwdUaYwm3iIBFYkA0IOAVx2D+wb4tjW1wV3aBHWlN3jxAVpSD82T1eoP7jkPDOqfOHT3tg0hzzPWEwmoLARUJEuAjgUuDapGD2hHYJGnSEBF0g/o94VoucI5uAdpm3ejXE/RBvdnwEFBfd2AKrsDyTOWqj2457WTqVnUdKfOR/UZOPg4xz5OAioLARXJEqBXAw8HVaMH9Cjgf54iARVJP6B3GgesOQf3QKDQdRyZNrjvl95sWvT1ANoLeNueqe7gXn6YSWadlrsdePxpF10/cszED76xb0r/qON7BgIqCwEVyRKgxwMfBlWjB/RsYKKnSEBF0g9oF+N4C+fgLu0L1HrG8RRtcGuLXgjq6wH0WuBBe6a6g/t8oPGY1z7+brG8PBE425omoLIQUJEsAdoeRUuCqtEDer3zf0ERAiqSdkC/LUDrUs/gXqFtRBa/nJzXBvcO8iuJKBJAnwQut2eqObgf0TaC3wg5jOkToLs1TUBlIaAi2QF0TSE6BFajB/QR/45gAiqSdkBvBi5RvIN72TFAveTptGsr5gC7Bvb1ADoNON6eqd7g/rAucHPYcaBzgS7WNAGVhYCKZAfQL4OOmjb6Rg7oa8AZniIBFUk7oHsCHyi+wb3k30Cj9625tRVPuw7u9PT1ALrE+du3WoP7x1ba+PsrDNCS2tjemiagshBQkewAOhYYHFiNHtAZQDdPkYCKpBtQ7Z+6nX7mkXdwLz4AaDzNnFlbcTEwOrCvB1ClLWrZRzxVZ3AvOxDotCj8TKRWqGtNElBZCKhIdgC9UnZjTLtv5IAuLcDOniIBFUk3oEPN+3T4Bvev2qZpc/NYiLUVnYGvAvt6Ae0GfG5NV2dwnwk0+bqSUzn3ARaYkwRUFgIqkh1Aj/YfR+ToGzmgyjao7ykSUJF0A9oR+Fh/9A/uubsCrWcak2vXFzsPjvf29QJ6PvC0NV2NwT0cqPVqZefCHwdYN8EjoLIQUJHsALotiiVXNbP6Rg/o3oDn2ugEVCTNgP4P5veVksH9/fbADrP1qbUfO3Z6+/t6AR0J3GBNV31wv1kMDFcqA/Rs4A1zkoDKQkBFsgLor8DuwdUMANod+D93kYCKpBnQq60vu2WD+9s25m2S1t4F3Bbc1wvoq0Bfa7rKg/vb5sCp+kQ4oEOAceYkAZWFgIpkBdA3gVOCqxkA9DzfYdsEVCTNgO4CfGZMSAf39G2036TztUHYI+hKIooM0NlAZ2u6qoN7ifbho7OxCyoc0PvFZqoeAioLARXJCqDaZ7CbgqsZAPRWYKS7SEBF0gvoR8C/xJR8cBu3SVqkrGmOYvmVRBQZoEpjNLYmqzi4S3sBLb43JsMBfRG40pwkoLIQUJGsAHoO8GJwNQOAjjX3DSdDQEXSC+jl9reVAYP7nQbA4UvdV6jz9fUBul/yjq5VHNw3ArXN7zbDAf0Q6GdOElBZCKhIVgA9EJgZXM0AoG8DfdxFAiqSXkDb20cnBQ1u/TZJJzwUeCURRQpoX+A1c7Jqg3tCEXC/OR0O6I/AMeYkAZWFgIpkBdDGaOS7rYOjb/SAfgcc7C4SUJG0AvoesJc5GTS4ledrAw2B50P6+gC9AbjHnKzS4J7e2HErw3BA/wT2NicJqCwEVCQbgM4C9g9ZNQOArqiVPFNPhICKpBXQC4FbzclAQI3bJKFgXkhfH6DjgQvMyaoM7t92Aw6wv2ut5J5IddHKnCSgshBQkWwA+rLjWmGSZABQpQ2K3TeHJKAi6QS0tDUKrK9qggFVHiyA78QwV18foJ8nT8WtwuAuOQ5om4S6EkC3R7H5KYmAykJARbIB6C3AiJBVMwHo/sBsV5GAiqQT0DcdlzQKAVS5CzgnrK8P0KW10NacrMLgvgqoNy05WwmgnQETWwIqCwEVyQagpwJTgqsZAbQX8J6rSEBF0gnoQGCYNR0GqPLMtcGf4GWAKh1QaF4JecsH9/gCFIxxzFcCaHfgUzFJQGUhoCLZAHQP34mU7r4ZAPRSYLyrSEBF0ghoSUsUfm/NhAJa6eD2AnqcfSbZFg/uzxt5Dl2rBNBzgclikoDKQkBFsgDoirpoGTp2MwDocOBOV5GAiqQR0MnAIfZMegG9DDA3Jrd0cP/cHui2wlmsBNDrgcfFJAGVhYCKZAHQL4Cjsg3os8BFriIBFUkjoP2TBxulG9AH7VsKbOHgXnEEsNN8V7ESQB+wb75MQGUhoCJZAPQp7bNUtgH9EOjpKhJQkfQBurwZiubYc+kF9G3gJDG1hYP7AqDhp+5iJYC+CFwmJgmoLARUJAuADgbGZhvQuY7rURghoCLpA/QV12X/0wvoz8AeYmrLBrd+DznvTT8rAfRD+5JPBFQWAiqSBUB7ANOzDWhpXWzrKhJQkfQB2td169P0Aqo0Qz1xHO8WDW79HnI3eIuVADrb9p+AykJARbIAaAcUrM42oMqOKFzmLBJQkbQBurQJajtuVJxmQO2rKWzJ4P6pFdDdd+5wJYAqQCcxSUBlIaAimQf09yK0Dx+7mQD0UM/1TAioSNoAfS55NQ49aQb0TGCCMbEFg3vZQcC/FvmKlQC6rgG2EZMEVBYCKpJ5QD8Cjs8+oNoHzDedRQIqkjZAewOPOmbTDOhtwF3GxBYM7v5Akxn+YmWA7oAicdgTAZWFgIpkHtCHgauzD+hV9mF+IgRUJF2A/t4IdX51zKcZ0BeBc42Jygf3CKDWZEmxMkAPsC46SkBlIaAimQf0MmBs9gEd5bkoPgEVSRegT3luE5dmQGcAhxoTlQ7ut4qtjVVPKgO0ByDOnCegshBQkcwDeiTwv+wD+jIwwFkkoCLpAjRhnyskkmZAS+qYR1FUNrj1e8jJ779VGaADrK9ZCagsBFQk84C2Ru3S7AP6KXCcs0hARdIE6KL6qOfab5NmQPX7zRvfEFQyuPV7yO25RFqsDNAhwGhjkoDKQkBFMg7orwXoGDzGjL6ZAPQ3+1BsEQIqkiZAHwdOdFXTDWjCvJxWJYP7JKDFd/JiZYDeZ33JQ0BlIaAiGQf0LaBXDABVGqGpc5aAiqQJ0OOAp13VdAN6FfCw/hg+uIcn7yHnS2WAPgdcaEwSUFkIqEjGAb0HuD4OgGqfARc7ZgmoSHoAXVAHDd0fnNMN6KPmxelCB/cbRcB9QcXKAH0P6G1MElBZCKhIxgEdCDwbB0CPBKY7ZgmoSHoAHe2762m6AZ0K9NAfwwb3zK09ewpdqQzQb60d/QRUFgIqknFADwFmxAHQ/sAkxywBFUkPoNpvJ8+1O9IN6MIC7Ko/hgzukoOBg5cFlisDdKn5CgRUGgIqknFAm6J+SRwAHQo85JgloCJpAXRebWy91F1NN6BKKxQvV0IH983ANj8F960MUGVrNDEmCagsBFQk04DOBvYNGWNG34wAqn3KvM4xS0BF0gLoKOAMTzXtgB4OfKmEDe6Piq0DOeWpFNBdUGD8FiCgshBQkUwDOgE4PRaATgb6OWYJqEhaAD0UmOipph3QgcDzSsjgXtoROGdLBrc82uD+NzBLnySgshBQkUwDejtwRywA/cp1vV8CaiYdgM6thWbLPdW0AzocuEUJGdznAe1KUgK0F/C+PklAZSGgIpkG9DR94yQOgP5u7SMQIaAi6QB0hOQ+72kHdKL4miBocE8sQK23t2hwy6MN7gvMPWEEVBYCKpJpQPcBZscCUKUZGjjmCKhIOgA9EHjdW007oLOA/ZXAwT2/NTB4ywa3PNrgvhG4X58koLIQUJEMA1pSX9+1GQtA9wIct2kkoCJpAPSHQrRY4a2mHdDSBsZO8oDBfSKw17IUAR0NDNUnCagsBFQkw4DOMO4VHgtATwA+Sc4RUJE0AHoHcL6vmnZA9V+A84IGt2Zf/elbOLjl0Qb3y8BAfZKAykJARTIM6DPGoIwFoAOBl5JzBFQkDYDuB7ztq6Yf0JONewpIB/fMRsAoJVVAPzJvfU1AZSGgIhkGdChwb0wAvQW4JzlHQEVSB/TbArT23cEtAkCHGF9RygZ3ySHAEfpbSA3Q2cCB+iQBlYWAimQY0BOBt2IC6JPm5ShECKhI6oDeBFzqr6Yf0HHAJfLBfQPQzLgbR2qArijEjvokAZWFgIpkGNDdUDA/JoC+5bpUOQEVSR3QPYCp/mr6Af3EuO2nZHDrpyA9L/qmBKjSHA31SQIqCwEVySygy4rRRokJoLOM/VlWCKhIyoDOANr5P8FHAOjSIuwgG9y/dwTOMvumBui/AP2q+gRUFgIqkllAta2Go5SYALqiFton5wioSMqADnF9M2In/YAq7VD0u2RwDwTa/2b2TQ3QbsDXCgGVh4CKZBbQx4HLlJgAql/PJ7mpREBFUgZ0N+BjSTUCQI/Sj0PzDW79FKR3rL6pAXqKOJyAgMpCQEUyC+gg4BElLoB2AZJXOyOgIqkC+jmws6waAaAXAU/5BvcvrRxX2UoR0EvFfUkIqCwEVCSzgB4LfKTEBdATgQ/sGQIqkiqgVwHXyqoRADoKuN43uP8D7G1fRDlFQG8DRioEVB4CKpJZQLdHkX6rnHgAeonzxmcEVCRVQHcGPpNVIwB0in4YhWdwPyROQbL6pgboY/r59ARUHgIqklFAFxaIz3fxAPQu4C57hoCKpAjoR0AnaTUCQOcA+3gG9zeNzAuAmH1TA3SS2J1PQGUhoCIZBfRdIKE/xgPQp40jsc0QUJEUAb0cuEFajQBQpSkalroGt34XpOOdfVMD9BPRLe8BXRmQsrKgipa1gatpWaWu8S/cbL3SprC+68L6/i3ra6d8o3z5WlVdt3J9Rciaq9V/wvpuCCmu37wFfTeo0n+QsL4bZH0fBIboj/+oq0NWrVjveR3V8XffWB6y5hr177C+69zz2tZSr2TfTcErrlLVsFdV14UUy0L6aj/ZVWGvutZ8krreXw0dhFUf3KF911s//soH9w7AN9Jq0OAWL1DZ4C5TZSNmf+An1+C+EWg+z9l3Swa3PPrgng901qd9P37p4LYSPLg9bsUG0IpsvwFmCzMImJTt95BMCXBQtt9DnmU60CVzr3YOMNU5/00x8EYa+1fURvs0tvMmNoAG/SrgFqjZNzZboIcDX+mP8dgC/asOWiX7cgs0sO+Wb4FeDNwhr0axBapfDsYxuJd3BM51901tC3TldqijT+f7Fii/A82V70C3QR3jSrvx+A5UaY8i+4gXfgcqktJ3oKVtUDBTXo3iO9BngYGOwX0u0H6hu29q34Hqlxz9tQZ8B0pAcwTQecCexkRMAD0E+NaaJqAiKQH6hrjNhixRAPoF0DU5uCcUoNa7nr4pAno08AUBlYeAimQS0MnAqcZETAA91bi2nggBFUkJ0AHA8IBqFIAuL0Zre3DPawkM8fZNEdDTjZs7EVBZCKhIJgG9S9yJNjaAXgk8aU0TUJFUAF3ZEoU/BFSjAFTZBQWrrL49gS7eOzGlCuggYCwBlYeAimQS0DOBl42JmAB6rwW6QkCtpALoFODfQdVIAO0OzDD7PgjU/9LXN0VAxakWBFQWAiqSSUC7ALOMiZgA+pJ51zA9BFQkFUDPMu7XIk8kgGpbiM+JvvopSA/6+6YI6Fjj0nwEVBYCKpJBQEu3wlbi+nExAfQTx3krBFQkBUA3NUetOUHVSAAdDdxk9C05yH0KktU3RUC1TerTCag8BFQkg4DOBA4QUzEBdL51VIBCQK2kAOjbQLfAaiSAvgP0MfoOAZr/5K+nCugXxvW/CagsBFQkg4C+AJwtpmICqNIIzaxJAiqSAqBnyT5FW4kEUO034B563w9ro+BFWd8UAf0V2IuAykNARTII6I3ACDEVF0B3RcESc5KAilQf0BVNUPvnwGokgCotUFf7t1ncAThX2jdFQJW62I6AykNARTIIaB/jqDo9cQG0G2DtuSWgIqGAPnN+//4DLr/88mtuuummu0aNGvX4uHHjJkyaNOmDqVM//Pph4OjgvtEAeohxU4FzgQ6LpX1TBbQtapcQUGkIqEgGAd0dmCem4gLomcBkc5KAioQB+lkhwvNIcN9oAD0beFV5qQC1P5BVUwe0sz5kCagsBFQkc4AuL0ZLczIugA4BRpuTBFQkDNDTK/Gz3oLgvtEAOgwYObcFMDSgb6qAHq/ft46AykJARTIH6OdAV3MyLoCOTv6vR0BFQgD9sRh1X5w0aaL2uf1J7fP7CO1z/HXa5/nz+vfvf3LPnj2PPPbZkL7RADoBGHCC5BQkq2+qgJ4FTCKg0hBQkcwBOg64yJyMC6D/BfqbkwRUJATQK4HzQtb8q1qD20i1AZ0JNNT++zqob6qADgYeI6DSEFCRzAF6DfCQORkXQKcDR5iTBFQkGNDFTVEgOdbSTjYALamnf3XwkKxk9E0V0JHAbQRUGgIqkjlAuwPvm5NxAXRJAXYzJwmoSDCgw4ETKr8rZ1CiAVTppPl5QnDfVAF9GriUgEpDQEUyB+hOKFxkTsYFUKUpGplTBFQkENAV7YF3YwfoiUDLecF9UwX0bf3OyQRUFgIqkjFAlxShvTUdG0D3MC45roeAigQCOh7YewvuCx+UiAC9CwWvhPRNFdCv9R2fBFQWAiqSMUCnOi73EBtAj9MPUzFCQEUCAe0MPBk/QFc89XZY31QBXQz8i4BKQ0BFMgboaOAqazo2gA6wrlBKQM0EAfom0HZ5/ABNw+CWxxzcDdGcgEpDQEUyBuglwBhrOjaA3gSMElMEVCQI0BOAOyu9pUdINUcB3RGFywmoLARUJGOAdgM+taZjA+gT9mYxARUJAHRmIRotqIGAHgjMJqCyEFCRjAG6HYqXWtOxAVT7YNpXTBFQkQBAzwWuqPymciHVHAW0J/ARAZWFgIpkCtBf9K/jrcQG0JnAoWKKgIrIAf2zPmp/VxMBHQi8TEBlIaAimQL0DaC3PRMbQJcVYQcxRUBF5IDeKrbUax6gQ4HRBFQWAiqSKUDvBm6wZ2IDqLId6ojbNBFQESmgG7YFpik1EdD7gRsJqCwEVCRTgJ4DPG/PxAfQzsBcY4KAikgBfcK821HNA/QF4AICKgsBFckUoAcC39gz8QG0JzDVmCCgIrLBvbYjMFGfqHmAfgD0IqCyEFCRTAHaBA1K7Zn4AHoR8IwxQUBFZIN7ItDJ+OHVPEBnAYcQUFkIqEiGAP0e6Jyciw+gdwLDjQkCKiIb3P8GHjcmah6gSwuwCwGVhYCKZAjQV4B+ybn4ADpev16ZHgIq7w2Y0gAAIABJREFUIhnc2sfY1mKq5gGqfXLamoDKQkBFMgTorcCw5Fx8AH0f6GVMEFARyeA+Ebh7S+4Ln5eA7gosJaCSEFCRDAHaF/hvci4+gP4I7G9MEFAR/+CeWQuNVtZYQA8FZhFQSQioSIYA3cu4gbeV+ABaWmx+PCWgIv7BfT5wpVpjAe0NvE9AJSGgIpkBtKQemjpm4wOo0g5Fy/VHAiriG9zzG6Do15oL6IXA8wRUEgIqkhlAv7TPOTcSI0APBr7THwmoiG9w3wj0UWsuoDcB9xNQSQioSGYAHe++I26MAO0DGNc0J6Ai3sG9rBXwcQ0GdDQwhIBKQkBFMgPodcB9jtkYATrIvM4zARXxDm4NkEPW1WBAJwADCKgkBFQkM4D2NLfzzMQI0JHArfojARXxDu7dgRdqMqD/ByQIqCQEVCQzgO6CggWO2RgB+qL55QIBFfEMbm0DrENJTQb0R+AAAioJARXJCKBLa6GtsxgjQD8GuuuPBFTEM7i76t+91GRAVxRhBwIqCQEVyQig2uegY5zFGAH6C7C3/khARdyD+5MCNF9SowFVWqA+AZWEgIpkBNBHjTvqJBMjQJUGaK4/EFAR9+A+FRii1GxAOwH/EFB/CKhIRgC9AnjMWYwToLug4HeFgFpxDe7vi1FvXg0HtBswn4D6Q0BFMgLo0cD/OYtxAlT7H2SGQkCtuAb3ZcC5Sg0HtC/wGQH1h4CKZATQtqi11FmME6BnAK8pBNSKc3D/1hiFXyo1HFDtl8gkAuoPARXJBKC/FWBXVzFOgF4LPKwQUCvOwX0H0EN/rNGA3g48QkD9IaAimQD0beA/rmKcAH0QuF4hoFYcg3tFO/P0hxoN6OPAzQTUHwIqkglARxn7ch2JE6ATgbMUAmrFMbifAPYxJmo0oJOB8wmoPwRUJBOADgSedhXjBOgXwFEKAbXiGNz7AuONiRoN6GdATwLqDwEVyQSg/wa+dBXjBOhioKNCQK0kB/drwPYrjKkaDeg8YH8C6g8BFckEoM1Qd4WrGCdAlSZorBBQK8nBfQwwQkzVaEBLi9GOgPpDQEUyAOhP5tmSycQK0N2BBQTUij24vyhEk4ViskYDqrRGnQoC6gsBFckAoJOAvu5irAA9FviMgFqxB3c/4CpzsmYDujfwFwH1hYCKZADQO4Hb3MVYAXouMIGAWrEG95y6KJ5tLqvZgB4DzCGgvhBQkQwAeoYhlDOxAvRG42r5BFTEGtxXA2dYy2o2oNqm+DQC6gsBFckAoPsB37uLsQL0MeBqAmrFHNyLm6LgU2tZzQb0SuAlAuoLARWJHtDShtjaU4wVoFOMr2gJqIg5uO8GjraX1WxAhwMPEFBfCKhI9IB+AxzkKcYK0JnAYQTUihjcJTsCr9rLajag44ChBNQXAioSPaDPiWuiORMrQJcVYicCakUM7vFAp+Symg3oG8A5BNQXAioSPaA3ACM9xVgBqrRE3VICakYM7i7A48llNRvQL4HjCagvBFQkekBPAt7wFOMF6H7APAJqxhjc7wOtliWX1WxAFwD7EFBfCKhI9IB2BH72FOMFaAL4iICaMQZ3D+B2x7KaDahSH60IqC8EVCRyQJcVo5W3GC9ALwSeI6Bm9MH9TREa/epYVsMBbYdann9sAkpArUQO6KfAEd5ivAC9AxhOQM3og3sAcKlzWQ0HtAuw1F0koATUSuSAPglc4i3GC9CngMsIqBltcP9cH7W/dS6r4YB2B751FwkoAbUSOaBXAaO9xXgB+i5wEgE1ow3uocAprmU1HNBzgHfcRQJKQK1EDujxwFRvMV6AzgYOIKBmyjYsbanvVHOmhgN6rXVlfjsElIBaiRzQ9iha7C3GC9CSYrQloGbKNtwPHO5eVsMBvde+srQVAkpArUQN6GLjPB9P4gWo0ha1VxBQkbL1uwKvuJfVcECfBa50FwkoAbUSNaDvm/cWdyVmgB4IfE9ARcpeBTqWupfVcEDfdVzZT4SAElArUQP6IHCNrxgzQE8G3iGgImWHAw95ltVwQGcCR7qLBJSAWoka0IuAcb5izAC9QnuPBFRkOrDN755lNRzQpa4rq+ghoATUStSAdgU+9xVjBujdwO0EVORU4AbvshoO6B+NsY27SEAJqJWoAW2J4uW+YswAfR64gIAa+bY26nuvXFDjAd0VhctcRQJKQK1EDOg838cfPTEDdBrQg4DqWXoAMNC3tKYDepj3njQElIBaiRjQ14GT/cWYAaopvw8B1dMXaPKdb2lNB/QU4ENXkYASUCsRAzocuMlfjBmgSgO0IKBabgFqve1fXNMBvRx4yVUkoATUSsSAngW86C/GDdAOKPibgCqvFAEPSQZ3TQd0GPCgq0hACaiViAHdH5jpL8YN0MOBOQT0s62AAbLBXdMBHec9MoGAElArEQPaGA1L/cW4AXo68EGNB3Ree6DrcgIq4gT0TeA8V5GAElAr0QI6C+giKcYN0MHA+JoO6LJDgA6/SAd3TQf0a+BEVzEjgP4x+amfKiJD0/VKAe+XgIpkEdCXgP6SYtwAfQC4vaYDeiaw9XT54K7pgP4OHOwqRgvolHPu0P78qDmAY1ZFbKcRAhpbQG/W75bhT9wAnQCcX8MB1XfAT1IIqBUnoGWF6OAqRgrolcDZ2j94K+g5KHI9VQIaY0BPAV6VFOMG6Of+W387UwMA1XfA361PEFARJ6BqczR2FaME9BOg+EZVfRR4eM51wDvR+0lA4wvoHsBcSTFugC4E9qjRgBo74I0pAiriAnR3YImzGCWgvdBmgfZwFLprfx6H3lHrqRLQ+AK6oq73MgwicQNU2RpNajKgYge8MUlARVyAHuk5GC9KQHfDCO3PDXUwVnsYg72i1lMloPEF9Avf3SFEYgfov4CQd5TvgJo74I0QUBEXoGcA7zqLUQJaH69rf34K/KI9vINGUeupEtD4AvoUcIGsGDtAjwZ+CF4x3wE1d8AbIaAiLkCvBp51FqMEtBVe0f68A9vqM8+gWcR46iGgcQV0MPCArBg7QM8BJOeAW8lzQK0d8EYIqIgL0JHAvc5ilIAeikHan/vhHH3mUuwbMZ56CGhcAe3h+ehjJXaA3gA8GbxifgNq74A3QkBFXIA+C1zrLEYJ6G1o8EHFE8Cr2vQPddAvcj4JaHwB7YCC32TF2AH6qPSiUVbyGtDkDngjBFTEBeh7wDnOYpSArtoaKAZ22qD+2aMuCr6N3k8CGldAfy9CO2kxdoC+DpwdvGI+A+rYAW+EgIq4AP3Oc2vZSA+k/7QFoG2FqupC7XFI5HqqBDS2gH4EHCctxg7Qr303XnQmjwF17oA3QkBFXICWeC7pEO2pnMvHXTbsZ+1xYevEG/JnfNhnuTm1fsyAPkNeLndVXcuCZwhoMjEF9GFgkLQYO0CXFmKX4BXzGFDnDngjBFTEBejmWu6PUtm+GtOQhAmocnki0S+RGLraUXQtC54hoI7EFNDLgCekxdgBqrRA/eBi/gLq2gFvhICKuABVt0M9ZzETgG4KrKwdl7AAvT4xRFGXXpy431F2LQueIaCOxBTQI4FPpMX4AboP4LsZpZ28BdS9A94IARVxA7o34NwbGjGgC2/o2rwQ6uYb5kuKHww+OWEBOidxmr41ueLEnqV23bUseIaAOhNTQFuj9lJpMX6A9gCmBRbzFVDPDngjBFTEDeixwJeOYrSA3lXPuBCTWo6CG/zVMWeccUZPE9BxiVHG49DEFLvuWhY8Q0CdiSegvxago7wYP0DPB54PLOYpoN4d8EYIqIgb0P7Am45ipIAO0/DcuacOaCPgculTzjABvT4xzXic6PhU7loWPENAnYknoG95L+RtJ36A3ub7LOtIfgKq3wPetQPeCAEVcQM6GHjKUYwS0DkF2PUjrahVlQQKfwwD9OzED8bjtMQ1ds21LHhGz9qfRP5YKU9ZWUBBz1o1pPi3uta/cLNqrrJpY8iq68L7rgmplgf0Xauq61aurwjt+09IdXPY+12/OaS4Wl1tPG5QZW9884aQVTdsXnkfcIO8+I/ZV57N6z3zquPvvrE8ZM016t8h1Yp1wbUXgP6BxVWqGvaqssFip2xTSHGtuiq4uMrsq/341/urqQ/u04GtZ/iqssG93vrxRzC4xQtUNrjL1KARk/rgDujrGNyqOgoY6ShuCOsbPLi3CNDz0fg3VQCqbtwN54YB2iex0HickbjYrrmWBc/ombmfSEYue89UOZcAr2X7PWxp/ihEu2y/h8xmJFDrg2y/iVzJS8CNaW8qB3R3XGsUjep96Cx7jgXoiYkS4/HHxAC75loWPKOHgMY7hwOy3YjxTBdgbrbfQybzThHwSLbfRM7kI2Bg2pvKAW1gXI3JBPRNbCV7jgXomfY25SC75loWPKNnwXUif22QZ/PmgIKeTWpIcaO6yb+wQlVT71sWUq0oD2qpvZ3y9Pc1Ul4RUiwz+5arsheorG8zNFgX3lceb1/7H97sG5wydWNIVfZDtTMUuC94TTXsVUP7VjJYQt6vNQiNH39V+4YUjb7fNgYulFVlfe0ffwSD23yBSvpuVoP+pVIf3JX31TbagO6p990iQJvgySSgj6JxGKBXJGYbj9MSt9k117LgGWe4EymWO5FmA/sGFOO3E0l5Hzg2qJZ/O5GkO+CNcCeSiHsnUimwj6MY5U6k/dE3CWh/+RXpLUBvSXxiPE5OPGzXXMuCZwioM7EEdAJwekAxhoCuboj68oNW8xBQ3xnwyRBQETegZcVo7ShGCejdMC5JbwD6f7XlVxM5wz4O9CETzbfsmmtZ8AwBdSaWgN4O3BFQjCGgG7oDUwJqeQeo7wz4ZAioiBvQTW1QXJosRgnomjaodc3vOqAVrzVFm7/CAP0h0V//XuDvk3qvsWuuZcEzBNSZWAJ6GjAxoBhHQO8Hrgqo5Rugd/jOgE+GgIp4AN3XdapvpAfSz2wCoC1wUEugYKr0KRag6jWJkeXqhqGJB/WZN6fM8y0LniGgjsQS0H2A2QHFOAIa8pVtngH6jv8M+GQIqIgH0GOBz5LFaE/lLLmsGCL7fyF/hg3osn6JUwf3TlxgXF+pd+JF37LgGQLqSBwBLauPpkHFOAKqfUornCev5RegnzXynwGfDAEV8QB6JvBqshj11ZgWPDKoR5dTbnqtIqBuA6r+OfrsXgPGrVUdgLqWhcwQ0GTiCOg84OCgYiwB7QeMldfyC9CDgMOlO+CNEFARD6BXu67MmO3rgQbkiYnVW4+AxhHQycDAoGIsAR0LnCGv5RWg0wvQSr4D3ggBFfEAOsK1RzSmgN71afXWI6BxBPQ2z61gnYkloL8UoZW8lleADvLcYdITAiriAXQ8cHmymBFA/5j81E9Bn+GlefrijVWU03qlgPdLQEWyA+gpwFtBxVgCql9U+QtpLZ8ALWkNfBOyKgEV8QD6JtA3WYwW0Cnn3KH9+VFzAMdU5TT1af9Uz08CGktA/4WC+UHFeAJ6JTBcWssnQCcA/5YMbjsEVMQD6FfAEclipIBqw/Bs7R+8lbEf/qBqmlilENAYAvp3MdoEFuMJ6OtBZ3PmE6C9gTEEVE+VAF0E7J4sRgnoJ0DxjfpZ8Hh4znXAO9H7SUDjCOgM4KjAYjwBXdYo4GzOPAJ0QT3UXUlA9VQJUKU+WiSLUQLaC20WaA9Hobv253HoHbWeKgGNJaDjgcsCi/EEVDkGeF1WyyNARwGnyAa3HQIq4gW0PYpW2EuiBHQ3jND+3FAHY7WHMfKLiaQ5BDQrgK54acykzwK/5rxW+wgS2DemgA4PuI99HgHaBZhMQI1UDdD9gZ/sJVECWt+4lsinwC/awztoFLWeKgHNEqC3GN9y193hwF4X3PbY6/9b6K52Bz4K7BtTQL9wX7TMTv4AOr0AbRQCaqRqgPYA/s9eEiWgrYwLKt+BbfWZZ9AsYjz1ENCsAHoQ3Gmw8yF9LrlzzJtfLdGr2kee3wP7xhRQpa38bM78AXQQcKV0cNshoCJeQM8FJthLogT0UOjXi98P5+gzl2LfiPHUQ0CzAejSOmh8znH7bFsLvjTe9fBTCtAhuG9cAQ04mzNvAC1pjYIvCahI1QAd4vxKKkpAb0ODDyqeAF7Vpn+og36R80lAswPom0AP/bFk9tTn7x185jF7tChwM9ojuG9cAR0nP5szbwCdAOwvH9x2CKiIF9BRwM32kigBXbU1UAzstEH9s0ddFHwbvZ8ENCuA3gCMcC9Z9v27z464uu+RHZsZgAbfZz22gP5cJD14NW8A7Q3cT0DNVA3Q54CL7CWRHkj/aQv9+7APVHWh9ii9IH26Q0CzAegRwKdB6y2d+faLr5YGVeMLqLIv8D9/LV8A/bUu6i0goGaqBui7QG97SbSnci4fd9mwn7XHha0Tb0RMpwgBzQKgK7ZCw7D/Eas5xvRkEdArgbv8tXwBVPsY2idgcNshoCJeQGcCh9lLYno1puqGgGYB0KnA0eFXpA8pxhbQ14Fj/LV8AbQLMImAWqkaoEsLsJu9JGOArj7xikjIdIeAZgHQO4Hb8w9Q+dmceQLolwVotYKAWqkaoEpjxw0WMgboO6gfCZnuENAsANoD+Cj/AFWOlZ3NmSeADhK3zSOgIlUEdGcU2L9aIwW0/L6eu5vpWIgmkfNJQLMBaGlzFK/JQ0CHA1f6avkBqH4lUP16pwRUpIqAHgJ8Zy2JEtDNx7sOBrwwej8JaBYA/Rw4oJK7coYU4wuo9GzO/AB0gvYj0x8JqEgVAT0R+MBaEiWgk4H2Z3cHzr1w4N5oOLFK16SvZgho5gEdBQzKR0D1sznnemv5AehJwAP6IwEVqSKg5wMvWkuiBLQ7dvlbVU/Ce6pacQmui55PApoNQPsAL+cloP2AMd5aXgD6az3U/VWfIKAiVQT0BvP3j54oAd0VI7U/n8DN2p/rdyz6IWo9VQKaDUDboOjXvARUdm/OvAD0XuAUY4KAilQR0IeA660lUQLawDgL/hP01WcexHkR46mHgGYc0FnAnpXcEylHAZXdmzMvAO0C/NeYIKAiVQT0ZcdtuqMEtIUB6BLsp898hB0ixlMPAc04oI8C5+cnoLKzOfMB0OniIFCFgFqpIqAfAj2tJVECehju1f7cXLdYv0fxLNSNWk+VgGYB0P7A+DwF9Cr/2Zz5AOgg4GoxRUBFqgjoD8BB1pIoAT0fu6zWHvbCm9qfL2D7qPVUCWgWAN0ZBXPyFNAp/rM58wBQ6yBQhYBaqSKgywuxk7UkSkA/AHZ7SFUvwR4l6opOODp6PwloxgGdV4CdK7svfK4CKjmbMw8AnQAcaE4SUJEqAqo0QyNrSaRnIp0GtFHV2UWo16kujBskRR0CmmlAxwNn5iug+tmcr7lreQDoScmDcAioSFUB7QgsNpdECmjZiHZttYcRxolIA6LGUw8BzTSgFwCP5C2g/ntz5j6g9kGgCgG1UlVAuwLfmEuivpjIBv2PqWd2O++1KN20Q0AzDehewMy8BdR/NmfuA2ofBKoQUCtVBbQP8La5hNcDJaBWqgPowlrGsZJ5CqiyvfdsztwH1D4IVCGgVqoK6CXA0+YSAkpArVQH0FeAk5X8BfRM79mcOQ9o8iBQhYBaqSqgtwL3mEuiBXTTM2c9pz927zO2PFo5zRDQDAM6CLhXyV9AfffmzHlAkweBKgTUSlUBfRQYbC6JFNDfdgVG6BOdgX8vjNhOIwQ0w4AeCHyu5C+gvrM5cx1Qx0GgCgG1UlVAJwFnm0uiBHSD5meTl/WpO9sB+2yOWk+VgGYa0KV10FS/5Wa+Aqqfzfm5s5brgDoOAlUIqJWqAvoJcIK5JEpA9YuWbBKT5bcBj0VrpxECmllApwDd9ce8BdR7NmeuA+o4CFQhoFaqCuhcoIu5JEpA/40TkjO9nDORhYBmFtDrgTv0x7wF1Hs2Z44D6jwIVCGgVqoKaGltbG8uiRLQZhiXnHmGV2Py9M0HQLuZNzfIW0CXe87mzHFAnQeBKgTUSlUBVbZFXXNJlIDWwaTkzGRejcnTNw8AXdEQDZbrE3kLqHKc+2zOHAfUeRCoQkCtVBnQPYEFYkmUgLbHkOTM9WgXGZvJENCMAvoB0M2YyF9APWdz5jagroNAFQJqpcqAHgVMF0uiBHQAtl1sTS/dDv2jlNMMAc0ooHdY9zbIX0C/APZ2zOY2oK6DQBUCaqXKgJ4OTBFLogR0VhE6ThWTn++NurOitdMIAc0ooN2tcZS/gHrO5sxpQEtao+ArZ5GAilQZUO030VixJNID6e8C0Knf0FvP6aJNPBq5nioBzSygpc1R/LsxlceAus/mzGlA3QeBKgTUSpUBHQYMF0uiPZXz6TYw0+S+qO00QkAzCehn9v+QeQyo+2zOnAa0l+sgUIWAWqkyoGOAK8WSiC8msn7UcTvVQuuu1/8VsZxmCGgmAb3X3sGSx4C6z+bMZUB/rYv6C1xFAipSZUBft3+rZuBqTJvWRiimJwQ0k4CeDLwipvIYUGU/59mcuQzoPcCp7iIBFakyoP8DjhZLeDk7AmqlyoC2QZF5Wks+A3oVMMyeyWVAOwOT3UUCKlJlQOfbx2YQUAJqpaqAzgT2MifzGdAp9taGktOATi9A2xJ3kYCKVBlQpa71vQ4BJaBWqgroI8AF5mQ+A+o6mzOHAb0CuMZTJKAiVQe0LWqLX0YElIBaqSqgZwLjzcl8BtR1NmfuAqofBDrDUySgIlUHdD9gnjFBQAmolaoCujMK5piTeQ2o82zO3AX0FeAgb5GAilQd0OOBT40JAkpArVQR0LkF2MWq5jWg0x1nc+YuoL2AB71FAipSdUDPsq7KQkAJqJUqAjoe6G9V8xpQ59mcOQuofhDob94iARWpOqDXAI8ZEwSUgFqpIqDnA49a1fwG9EzgSXMyZwH1HwSqEFArVQf0buB2YyJKQAf+d1X0ZLpDQDMH6J7At1Y1vwEdB5xuTuYsoP6DQBUCaqXqgGofvy4zJqIEFKh16F0zK6JnMxkCmjFAFzhPccxvQH8pwnbmZK4CKjkIVCGgVqoO6NvWBn20gOpp2f+lP6KX0wwBzRigLwN97Gp+A+o4mzNXAZUcBKoQUCtVB3SGdSnxKAFd+OyAnQ1DCw+4ZXombmpMQDMI6CBglF3Nc0Cvts/mzFFAZQeBKgTUStUBXQR0Miai3om07OWLOhXoiDbt+3S0dhohoBkD9ADnNTbyHNA37LM5cxRQ2UGgCgG1UnVAlYbYxnjMxF54ZfIV+xRqhkbnph0CmilAl9ZB01K7mueALt/KOpszRwGVHQSqEFAr1QB0BxQat1PMBKBl/xtxQkMC6u2b24C+DvRIVvMcUP1szleNidwEVHoQqEJArVQDUO0D2I/6Y9SArpt26xH1jC9Ct+kdrZ1GCGimAB0K3Jms5jug9tmcuQmo9CBQhYBaqQagCWCa/hgloH+/M/SQYrEn/pRHfoxeT5WAZg7QbsDUZDXfAZ1uXbkvNwGVHgSqEFAr1QB0oHkx8SgBLTLwbHXa43Oil9MMAc0QoMsbosHyZDXfAbXP5sxJQOUHgSoE1Eo1ANU+gY3WHyM+DrTZHT9Hr6YjBPT/27sTOCfK+4/j3wVcREURW7VatR5ttVovtLVVW21r+6/lWRYQuRHEA6k3qCh4X3hfiCfifaEVFe8Dr6KIUhVFURCUcxk5BJbdZY/5Z57fPEkmmZmEbCZhyffzerU7k4d5Jrt59u1mk00KBOirwF+SRjd6QAe4f83ZIgH1fxKoRUBNOQB6I3Ch8zHyJ9L/8vj7vokeThMBLRCglwEjk0Y3ekDvc/+asyUCGvAkUIuAmnIA9GFgiPMxSkA/vb23vK3xdsfc/HFD9HraBLRggB4NPJ80utEDOtv9a86WCGjAk0AtAmrKAdDYXbBuzseoH4Wf9/CQffQT6bf4+2XR2qkjoIUBdOk2KF+QNLrRA+r8Ned7VssENOBJoBYBNeUA6P+Aw5yPhXge6LLnzzu0LZ8HmjpvSwb03ZQfajZ+QIfJ07ZaIKBBTwK1CKgpB0AXui8nXghAa9+65AgCmjZvSwb0OuCs5NGNH9Dngb9ZLRLQoCeBWgTUlAOg1tbY2vkQNaC171x25Kb6BUUOGhmtnToCWhhAuwNPJo9u/IC6f83ZAgHtZP6KKj0CKuUC6K9Q5vx1b5SA1r13+V/lr5C2H/Bo6iHRREALA+jP0dpzr3DjB9R5G7FnWiKgsxDwJFCLgJpyAfQw4BMrWkA303iWH3nNJ9HL6UZACwLo9KS3WdOVAKCj9V9ztjxAzwPOCRokoFIugHYDXrUifx7oHqc+vyZ6NhMR0IIAOsZ9Ely8EgB0qv5rzhYH6I8/D3oSqEVATbkAOgR42IoW0C5j50RPpjcCWhBA+wH3e0ZLAFDnrzm/bHmAPg38MXCQgEq5AHohcKNVmEfh66MDMzUCWhBA90DZl57RUgB0AHBXywO0O3Br4CABlXIB9DbgfCtyQOeNPOInrWA3jpwdsZxuBLQQgM50nwOXqBQAHQ/0bnGAfhH8JFCLgJpyAfQJYLAVNaBXyYPwdgPKCvEkJgJaGEBjlAzwjpYCoPq9OVsaoIMS78jsEwGVcgF0MqCsiAG90nkxkQoH0PbA6ZHraRPQwgB6InCHd7QUAHVeVfO9Fgbo1E1QPi14XgIq5QLoF8DvrWgB/bIMv37TeTA+xo1Cq0K8pDIBLQSgvwX+5x0tCUCHA1e0MEC7AGeEnJSASrkAuqQ1drWiBfQkbDXXFkDtuj1xfMR4OhHQAgC6oDV2ShktCUAnAX9rWYC+VobNl4SclIBKuQBq/RRbWNECug/O1YN69EYcFK2dOgJaAEAnAMemjJYEoIu3RLtFLQrQPwOj1ntxxyOgUgCgvwG+ixbQzfGEHtSjk7BltHbqCGgBAD1LngGXXEkAqv+asyUB+iSwzWICKvPmHdAjgY+iBXRr3K0H9ehYbBWtnToCWgBADwGmpIyWBqCjgTNaEKBL9wNbTw0dAAAgAElEQVRGr//ijkdApQBAewIvRgvo79BLD+rRAdgvWjt1BDR6QGvaYpulKaOlAajz15wtCNC7gJ0XElB33rwDehowPlpArwGetV1A39oEI6LW0yaghQB0MtA5dbQ0ALV2QauqFgPool2dN8IjoO68eQf0MuCaaAFd83O0Gb7AAbRpYkf8fHn0fhLQAgAaWzhXpo6WCKDHAY+2GECvBvauIqBm3rwDeod+r9NIn0g/fWsAOwF/2A4oez1yPW0CWghAjwLeSB0tEUDHA4NaCqDztgUm5LK44xFQKQDQp4Hjov5TzqrTyiH97v2o7dQR0MgBrW+P9mnPLSwRQGe3xo5NLQTQc4FDLQIanzfvgL4L/DP6V2P69vYzOx987IUTm6KF00RAIwd0KvDXtNESAdT5a87PWwags9qj7GWLgMbnzTugs4BOhXk5uwJGQCMH9HpgZNpoqQA6HLipZQB6IlAph4SclIBKOQG6tNz5gzwCSkBN2QHaBZiUNloqgE4Cjm4RgE4vxyZT5ZCQkxJQKSdArR3QloA6EVApqzVW/RO0XZA2WiqAOu/NGXboBgPoMcDx7iEhJyWgUm6A7gfMjgjQDr4RUM+8LRPQj4HD0kdLBVDraHkrsaA2FEDfboXNvnAPCTkpAZVyA/Qo4P2IAIVvBQC0bp1/TU0BA04NdsjgOrvBZzrbPaSpMdd56/3mTZwgYN6Y3A2Z5q3PYV5dY9gXycx7OzAyinn9s1PmjX/hmztv2Bc/bN5bgRFRzJvdItQ3f1o+X/x/xG+l9V/cYfOua7TjVyXkyGYswozzxq5BwORRLcLkeW07Mc8g4PVc580AaL/UjiwQoLUBNTYGjcSqDzwsVp29Lv3CJnOmPM+bOEFD0JR2fRTz6hqaspi3F/BCPuddZ9eFjKbO25R8Ezdj3thXMbiGkBv1C+A3uc6b+2Ix8+qbP4t5XwW2qcpi3vDF4nd9Y4Sva+68oYsl47wxQANu2eYv7szzxgCNb58HPJTrIswAaEqNt24JbH59ZGwm4l34qO/C74g2C9NHS+Yu/A/7AC8HD28Yd+GXdgIud7d5F96dN/934a8GrirIg0gfHRT78bPLd9GxmYiARgzox8DBPle8dAC9HhgYPLxhAHofsJP5rxwBdefNP6D3AmcWANBVZ7SO3Z4To2QzEQGNGNDbgLNLGtCqTbDl94HDGwSgS34F3G52CKg7b/4Bfc55w77IAX16R6D12WsiZTMRAY0Y0L7AMyUNqF0JjA0c3iAAvQHYq8rsEFB33vwD+gHwt8jfF/5fsXvvv/8kYjYTEdCIAd0dZVWlDeizwOGBwxsCoPN3AB6L7xFQd978A/otsG+0gNZfuxnQYWxj5G7GI6DRAjoT+I3fFS8hQOt/hrJpQcMbAqAjgUMSewTUnTf/gFrtsH2kgP73t7EfP3svjp7NRAQ0WkDHAUNKHFB7OHBO0PAGAOg3W+u3mjARUHfeCADdGW2qogN0+UllwB6vFoLNRAQ0WkBPAB4pdUBnlmGHoPcK3gAAHQr8K2mXgLrzRgDoQcBXkQH68LZA+YU1BWEzEQGNFtB9gO9KHdD6g4GnAoaLD+hnm6L1e0n7BNSdNwJAjwbeiQjQr/8au/d+xFcFYjMRAY0U0DmtsYtd8oDeCHQPGC4+oL2AfsmDBNSdNwJAB8b+SxoNoJe2BX56f4HQTI6ARgroo0BfAjpvc7T9xn+46IBOaYO2nyQPElB33ggAPQcYG92Liex+UGoE1DNvCwT09NiKIaDOO4Jf4z9cdED/DzjdM0hA3XkjAPQ64JKN7NWYCGikgB4MfEJArYnA/v7DxQb05TJs9bVnkIC680YA6P3Av6MB9BDfCKhn3pYH6PxybFNNQK2luwJv+Q4XG9DfARd7BwmoO28EgL4IHMtXpCegpoxr7BlArSWglnU+MMR3uMiAPgRsn/KH+gTUnTcCQD8GjiCgBNSUcY2dB1xFQGOjn7VGR58X9Ss2oEv2BG5OGSSg7rwRADof2IuAElBTxjX2Z+BNAuqMHgmM9xsuLqC3AnssThkkoO68EQBqtcc2BJSAmjKtscWbo/0SAuqM3gMc5TdcVEAX/Bx4IHWQgLrzRgHo7mj1IwEloG6Z1tgr+uW7CGjsw8KOaDPDZ7iogF4CHLg0dZCAuvNGAegfgDkElIC6ZVpjsW/QUQRUvoNOcL4W6RUT0DkdgWfSBgmoO28UgFYAUwgoAXXLtMb+D3iBgMp30JvA7mk/7RUX0DOBv6cPElB33igAjf1ndCIBJaBuGdbY8o5ou5CAut9B+zj/NUmriIB+3g6tJqcPElB33igAvQC4k4ASULcMa2wKcKhFQN3voKuAvunDRQR0ANDL51AC6s4bBaA3A5cSUALqlmGNXQ8MI6DmO+jrcmw+N224eIB+0AblH/kcSkDdeaMA9BHg3wSUgLplWGPdgAkENP4dVAHcmjZcPEA7A6f4HUpA3XmjAPQ1oAcBJaBuGdbYjmgzl4DGv4Me97z1kFvRAH21DFt86XcoAXXnjQLQT4E/EVAC6ha+xuYAB1gENP4dVLUjMCV1uGiAHg5c4HsoAXXnjQLQRWX4NQEloG7ha2w8MNQioInvoLOAM1OHiwVo7Mfh7b7zPZSAuvNGAajVEVsRUALqFr7GjgcetAho4jvo4zL8LPXN5YoEaNVvgev8DyWg7ryRALonELaSCCgBNa34JcpmWQQ06TvoD8BjKcNFAnQssNsi/0MJqDtvJID+CZgTciQBJaCmWcCezkcCGh+9DVApw8UBdPUvgHEBhxJQd95IAO3u83vwpAgoATXdBwxyPhLQ+Oh37VH+lXe4OIDeCOzv83el7iEhJyWgUs6AnuL38gOJCCgBNZ0I3OV8JKCJ0X7Ald7hogC6bFvg6aBDCag7bySAXgTcEXIkASWgpt8CnzofCWhi9EVgb+9wUQAdBRwZeCgBdeeNBNAxwCUhRxJQAur2bWvsrDcIaNLoL4HXPcPFAHTmFih7I/BQAurOGwmgTwb8/ZcbASWgbhOAHnqDgCaNxu7BDfYMFwPQzkDX4EMJqDtvJIC+Ffq1J6AWAXU71zzRkIAmjX7eBh0WJA8XAdDYvcgtpgcfSkDdeSMBdCbwx5AjCSgBdTsSeEdvENDk0b8DdycPFx7QTzsAY0PmJaDuvJEAWtUGu4ccSUAJqFS1JbaQLQKaPDo+5fGbggNadRhwVNgiJKDuvJEAam2LzUOOJKAEVHob+JusBQKaPLp4W7T6X9J+wQG9DOj4fX4XdzwCKoUBug8wL/hIAkpApeuACwmo5ftM6hFJu4UG9L1NgXF5XtzxCKgUBuhfgA+DjySgBFTqCbxIQK3076B3gZ2rErsFBnTR/kDPfC/ueARUCgO0FzAp+EgCSkClXVG2jIBaPt9BB3j+mK/AgJ4J7PANAXUrBqCnA+ODjySgBFQ3qwx72gTU8vkOuhY4NrFXWEBfbI1W/8n74o5HQKUwQC8HRgcfSUAJqO5B4DgC6pT2HTSnHTadHd8rKKDf7SZ/B0NApWIAepd+p8WgCCgB1cXuqIwhoE5p30HWMcAN8Z2CAnoc8GvnafwEVCoGoDNf+/z74CMJKAHVHQJ8SECd0gF9GjgovlNIQJ8sQ5tX9bwEVFcMQHNd3CluEVC/NhpAF7VDx+UE1Cn9O2jpLsB7ZqeAgM7aDhgp8xJQHQFtfgQ0CkBfBv6xgoA6pX8HWecAp5rtAgLaBThY3pKJgEoEtPkR0CgAvTz2sw4B1fkAOr0VfmrekKhwgN4ObPaBOy8B1RHQ5kdAowC0AniWgOp8AHXeWexBd7NggH7WAbjezEtAdQS0+RHQKADdAZt8T0B1foDeAfzT3SwUoFWHA0eat0EioBIBbX4ENAJApwMHWARU5wfogg5o84VsFgrQy4GOn8fnJaA6Atr8CGgEgN4FnERAJT9ArUHxd8YpEKD/3RS4NzEvAdUR0OZHQCMA9ATgHgIq+QL6KrCHbBUG0MUHmDdYkXkJqI6ANj8CGgGg+wGfEFDJF1DrN8BLeqMwgJ4F/OybpHkJqI6ANj8Cmn9Av2uDn1kEVPIH9DJggN4oCKCvbYKyJ5LnJaA6Atr8CGj+AX0G6EJA3fwBnVWO9vpPogsB6Pe7Ayd75iWgOgLa/Aho/gG9ALiCgLr5A+q8tfDtzsdCADoQ+NV8z7wEVEdAmx8BzT+gRwGvEFC3AEAfAQ5zPhYA0AnmNUQS8xJQHQFtfgQ074Au7YhNFxJQtwBAF2+PsmlWIQBduANwfsq8BFRHQJsfAc07oFOAP1gE1C0AUOcVU4dbhQC0O7DfIu8oAZUIaPMjoHkH9BbgDIuAugUB+kEZdlhSAEAfBtp9kDovAdUR0OZHQPMOaD/gIYuAugUBah0MPBk9oAs6AtemzUtAdQS0+RHQvAP6a5R9ZRFQt0BAbwK6Rg7oqv8DjliaOkpAJQLa/AhovgGd3Qq7Ox8JqC4Q0Hmbo3xW1IBeA2z1Sfq8BFRHQJsfAc03oI8BvZyPBFQXCKjVy3mD22gBndIOeMBnXgKqI6DNj4DmG9Cz3TedJKC6YECfA/aLFtDFBwJ9fK44AZUIaPMjoPkG9HDgHecjAdUFA2rtAUyOFNBhwI7LCCgBjTACmmdAl2yO9lXOBgHVhQB6AXBSlIC+vgnKXrIJKAGNMAKaZ0DfAP6iNwioLgTQz1qjY210gH4f+wn3FJuAEtAoI6B5BvRq4Dy9QUB1IYBafwUmRAfo8cAvlxJQAhppBDTPgHYHntIbBFQXBug44OjIAHVeQ+SV1QSUgEYaAc0zoDuh1bd6g4DqwgBd2BGtvgyZtzmALtjRuStAQAlotBHQ/AI6A9hbtgioLgxQ68T4m8v51hxAj9GvIUJACWi0EdD8AjoeGChbBFQXCuhkYPe0P7RM1AxAHwXavW8RUAIacQQ0v4AOdV9pnYC6hQJq7QuMCR7NHdAZWwNXWwSUgEYdAc0voAcDH8oWAdWFA3oPsP28wNGcAZ25N3Ck86MtASWg0UZA8wrownL8xN0koLpwQJceBpwZOJoroNN3Bbb+zNkioAQ02ghoXgF9AfiXu0lAdeGAWtNbofzDoMEcAf3vDkDHN/UmASWg0UZA8wroxcDF7iYB1WUA1O4PdA4azA3Q1zoC232W/L7wafMSUB0BbX4ENK+A/gt4wd0koLpMgH67JTAhYDAnQCe2B3b5yCagMi8BjTYCmldAt0X5AneTgOoyAbr6ImDPxf6DuQD6UFtgrxk/EFB3XgIabQQ0n4BOAw422wRUlxHQhbsD1/sP5gDo7W2AQ+ZYBNTMS0CjjYDmE9DbgaFmm4DqMgJqPQhs/bXv4PoDenUr4Kj5FgGNz0tAo42A5hPQQcB4s01AdZkBtY4EhvgOrjegFwLovsgioIl5CWi0EdB8Aro38JnZJqC6LAB9bxO0eddvcD0BXXpyzM/jq+SsBFTmJaDRRkDzCOjc1tg5vkNAdVkAap0AHOE3uH6ALu4V8/N0c1YCKvMS0GgjoHkEdAJwTHyHgOqyAfSbjsDjPoPrBej3fwXKLo2flYDKvAQ02ghoHgE913mjXhMB1WUDqPMy/r9clD64PoDO/j3Q+pbEWQmozEtAo42A5hHQI4E34jsEVJcVoEv2Aq5IH1wPQGfuA5THH8AjoPF5CWi0EdD8AVrVAZslnhJOQHVZAWr9B9jqq7TB7AGdvjuw+YTksxJQmZeARhsBzR+g7wCHJ/YIqC47QK3/i78QdVJZA+q8fMjWL3nOSkBlXgIabQQ0f4DeAJyd2COguiwBnVaO1m+lDmYLqH75kHe8ZyWgMi8BjTYCmj9AewGPJfYIqC5LQK1TgcNSB7MEVL98yLSUsxJQmZeABvW4cluQdGHNPYN7jHi8IdMOAU2UP0B3R1nSnyQSUF22gM7dLumvuNyyA1RePiT1rARU5iWgQd3sA6h1ulL9lDp/VfgOAU0qb4DOKsOvk3YJqC5bQK2bgZ0XeAezAnSsvHxI6lkJqMxLQIMaob6u0TUlLrtAjbDshUPVTeE7BDSpvAH6ENAvaZeA6rIGtOoAYKR3MBtAzcuHpJ6VgMq8BDSogaom9aIvVW/nJ8wllRVLw3YIaHJ5A/QM4JakXQKqyxpQ68UybO69J54FoPGXD0k9KwGVeQloQHUV/dMuG6du0B/PV8+F7RDQ5PIG6B+AKUm7BFSXPaBWJdDLM5gRUP3yIYOq/M5KQGVeAhrQ9+qctMsuUJP1xwnOPfXgHQKaXL4AXdQOHZYm7RNQ3XoA+ulmKHs5eTAToMkvH5J6VgIq8xLQgD5UVz51ao9Trp2TdNlANUN/nKyGh+0Q0OTyBegrwN+TBwmobj0AtYYDByX/NygDoPOTXz4k9awEVOYloAE9p5TqepxSlc8mLuuh5umP09TQsB2nb06RVqzzr7ExYMCpwQ4ZXGc3pF/WZLuHNDVj3vqQwaB5Y3I3RDGvTN6UtHM9cFnyYL07b6Pt+wUJm7exKWSwPvz6ppwr/oXPYt6QQd8bNbt5bTt0NHneH3cG7s923oYVhwKt7w6ft8H3i5/nxR3P70aN3/yRLcJM88auQcDk2S/u1DIswqR5027+HBd33gG9W/V+v95ec6/q8k38skpVpT9+oQaH7ThN7yStbPYVYdKxwORiX4eW3iPAjmuy/LdL9gfaPhXp1WEbbM0H9NuP5afa69SV8cv6x3/OPDNsx4mA5rud0Cbb730WUNMfgVHZ/dMPfwG0fzPaq8M22PL3p5yfmZ8pY52hPtcfJ6tLw3acGn6Ufgiori5oJNYaO2Rwub06/cLYXSnZWFcbcmh1+LyrQkbrA+ZdbdvVP6xtCjlyhR34RYjVEHZ91zYmtj8F9vUMrrRXyj+y/a54Y03IvDUNIYM/uvP617g2Zd9O+txr60OOXGWvCBltqg4ZDJt3WewOZMih9hrP7mutsOn0+F7dusDjri4Htnk95Kwyr77508rz4o7nt7jjN3/o4l6R0+KWE2Ra3HV20C2b9eJOa2X4Ikws7vSbP8fFHRmgVapr/Jn0F6t39Mf/qDFhO8nxQaQ8PYh0L3CCZ5APIunW50EkS7+eQEV8J/BBpDkKwN4fhp2VDyLJvHwQyb/q5yaJm1+oM+IXjlO3upC+ELZDQJPLE6AnAnd5Bgmobj0BndkeeNbsBAH65q4xP3utCVq7FgFNzEtA/Wvqpz7SG2PU2PiFM9SA2tiHH7t1XxO2Q0CTyxOg+wPTPYMEVLeegFqjgH2WuNsBgI5pB7S90vd94RNnJaAyLwEN6DHV7xPbrnm4os+K2N6k52Y5Fw5X1zbYteerW8J3CGhS+QF0/ibY3jtIQHXrC+jC3YAb3W1fQOd2i/34ucfbvu8Ln3RWAirzEtCAGu5Tqs/gCtVH/yDaXT3qfFjUT/U8p7s6eVX4DgFNKj+APpv8uzsdAdWtL6DW/cBPZsumH6Dv7Rnzs/Mcv/eF95yVgMq8BDSwDy/q02PYXfI8JBdQe9ltA7sOHldtZ9ghoInyA+hI4HLvIAHVrTegzlvzDZUtH0Dl7ruzRUAlApqX7pqQ23EEND+A/gN42TtIQHXrD+h7bVD+vt5KA3R+v9iPn7tN1tsEVCKgeemqd3M7joDmBdCl26DtQu8gAdWtP6DW8eZVBVIBnbJXzM9/uffvCahEQPPR/UPrcjuQgOYF0PeBQ1IGCaguB0C/7gg84WykADpmM6D8SrNHQCUCmo8mr87xQAKaF0BvTX9ZNQKqywFQ60rgV86LJHsAXXBi7MfPnRK/JyGgEgEtagQ0L4D2Bx5MGSSgulwAXRy7q36V5QX0/d/E/PznN4kLCKhEQIsaAc0LoHsCM1MGCaguF0Ctp4EOszyAjt0caHNh8ouFElCJgBY1ApoPQGe3wm6pgwRUlxOg1t+B45MA1Xffd3zR808IqERAixoBzQegj6e+m49FQN1yA3RaOVq/HQf0g71jfv7ja+8/IaASAS1qBDQfgA4Drk8dJKC63AC1hgKHG0Dv3yp29/2c1LeOI6ASAS1qBDQfgP4JeCd1kIDqcgR07rbA/RrQhc7d9x1eSPsXBFQioEWNgOYB0CXt0X5J6iAB1eUIqHUjsMuPMUCnd4r5+efUR+gsAmoioEWNgOYB0DeBI9MGCaguV0Cr9geuWGc92MHv7rsTAZUIaFEjoHkAdDRwTtogAdXlCqj1Qhm2mHN6GfCzSb7jBFQioEWNgOYB0B7Ak2mDBFSXM6BWBbB57O77kV/5DxNQiYAWNQKaB0B3Qas5aYMEVJc7oNM3jfHZ+gK/u+9OBFQioEWNgDYf0C+AvdIHCagud0CdJ4dtNzFwlIBKBLSoEdDmA3o/cFz6IAHVNQPQBScf5/Pou4mASgS0qBHQ5gP6b2BM+iAB1TUD0OC3NXYioBIBLWoEtPmAHgz4vEU5AdURUALqiYASUJOssYVt8ROfQQKqI6AE1BMBJaAmWWMvAkf7DBJQHQEloJ4IKAE1yRq7BLjIZ5CA6ggoAfVEQAmoSdZYZ8Dvb2UIqI6AElBPBJSAmmSNbYdN5vsMElAdASWgnggoATXpNfYRcJDfIAHVEVAC6omAElCTXmNjgVP8BgmojoASUE8ElICa9Bo7HrjPb5CA6ggoAfVEQAmoSa+xfYBP/QYJqI6AElBPBJSAmpw1Nq8NdvIdJKA6AkpAPRFQAmpy1thTQDffQQKqI6AE1BMBJaAmZ42NAK72HSSgOgJKQD0RUAJqctbYX4HXfQcJqI6AElBPBJSAmmJrbOnW2Gyx7yAB1RFQAuqJgBJQU2yNvQsc5j9IQHUElIB6IqAE1BRbYzcCZ/kPElAdASWgnggoATXF1lhv4FH/QQKqI6AE1BMBJaCm2BrbA2Wz/AcJqI6AElBPBJSAmqobZ5XhVwGDBFRHQAmoJwJKQE3VjQ8DfQMGCaiOgBJQTwSUgJqqG88Ebg4YJKA6AkpAPRFQAmqqbvwj8N+AQQKqI6AE1BMBJaCm6tp26FAVMEhAdQSUgHoioATUVP0B8LegQQKqI6AE1BMBJaCm6puA84MGCaiOgBJQTwSUgJqqjwX+EzRIQHUElIB6IqAE1FS9E1rPCxokoDoCSkA9EVACapoN7Bs4SEB1BJSAeiKgBNT0IHBC4CAB1RFQAuqJgBJQ06nAnYGDBFRHQAmoJwJKQE0HAdMDBwmojoASUE8ElIC6zS/H9sGjBFRHQAmoJwJKQN0mAp2DRwmojoASUE8ElIC6nRX0hpw6AqojoATUEwEloG4HBr+SiEVA3QgoAfVEQAmoNLs1dgw5koDqCCgB9URACag0Hjgu5EgCqiOgBNQTASWg0iDgoZAjCaiOgBJQTwSUgEq7omxByJEEVEdACagnAkpAddOBvbNZYwSUgDoRUImAElDdTcDpBFRHQCUCKhFQAmoKXmOVwDMEVEdAJQIqEVACagpcY1XboLyKgOoIqERAJQJKQE2Ba+wN4I9ZrTECSkCdCKhEQAmo00XA+QRUIqASAZUIKAE1Ba6xI4CXCahEQCUCKhFQAmoKWmMLNsVWSwioREAlAioRUAJqClpjTzkvZUdAJQIqEVCJgBJQU9AaOx24loC6EVCJgEoElICagtbYfsBUAupGQCUCKhFQAmoKWGOzWmGnLNcYASWgTgRUIqAE1LLuBfoRUBMBlQioREAJqClgjfUH7iGgJgIqEVCJgBJQU8Aa2xllXxFQEwGVCKhEQAmoyX+NfQj81iKgJgIqEVCJgBJQk/8auw44zSKgJgIqEVCJgBJQk/8a6wxMsAioiYBKBFQioATU5LvGlmyNtvMtAmoioBIBlQgoATX5rrFXgD85HwmoREAlAioRUAJq8l1jI4FRzkcCKhFQiYBKBJSAmnzX2GHA685HAioRUImASgSUgJr81tj35ehY5WwQUImASgRUIqAE1OS3xp4AKvQGAZUIqERAJQJKQE1+a2wocIPeIKASAZUIqERACajJb43tDXykNwioREAlAioRUAJq8lljX5bhF7JFQCUCKhFQiYASUJPPGrsTOE62CKhEQCUCKhFQAmryWWO9gftki4BKBFQioBIBJaAmnzW2I1p/LVsEVCKgEgGVCCgBNaWvsfeBA9xNAioRUImASgSUgJrS19jVwJnuJgGVCKhEQCUCSkBN6Wvsn8Az7iYBlQioREAlAkpATWlrbPGWaLfQ3SagEgGVCKhEQAmoKW2NvQgcabYJqERAJQIqEVACakpbY+cBl5htAioRUImASgSUgJrS1tghwFtmm4BKBFQioFIpAboqoPr6oJFYNYGHxVptr02/sNGcqSFs3tqwedf4zRuvYZ3/5TW2Xbuqtil03uqQ0caUeZeUY5uVZqcubN5qd97Y+vX7gtSFHFrXGDrvmpDRppR5G5Nv4nVh864Nn7c2ZHBdQ8igbYeO1oQM1ocdWWOvDh5c7c6rb/70efO7uOP5Le74zR/B4pZ5My3uejvolg1fhNks7szz2nbKostxcae4tcEA2lTsK9DCeh7oXezrwFipt8EAuuwH/9bVBQw4rbFDBpfbq9IvjN2Fj2TeePW1/pfH7sNV/1DdFHLkCvvHkNGGGu/+ycAt8Z21jSFHrrRXyj+y/a5449qQQ2saQgZ/tFeEjDalzBu7C5+featDBmvrg8eWxe7DhRxqrwkZrFsXMrg6cO3qs652/5Htc8WjWoR+88Zv/ggWty7j4o79DBxwy6Yubk9ZLW7/khZ3+s2f4yJMcWuDAZS/A12/34HuCUyP7/B3oBJ/Byrxd6BSKf0OlICuF6BflGGPxB4BlQioREAlAkpATSlrbAwwOLFHQCUCKhFQiYASUFPKGjsWeCCxR0AlAioRUImAElBTyhr7GVp/k9gjoBIBlQioREAJqMm7xt4FDk7aJaASAZUIqERACajJu8auAIYl7RJQiYBKBFQioATU5F1jRwHPJe0SUImASgRUIqAE1ORZY4vbY7OFSfsEVN0+Y4IAAB6SSURBVCKgEgGVCCgBNXnW2PPAUcmDBFQioBIBlQgoATV51thw4IrkQQIqEVCJgEoElICaPGvsYOCd5EECKhFQiYBKBJSAmpLX2NxNsO3S5EECKhFQiYBKBJSAmpLX2IPAsZ5BAioRUImASgSUgJqS19gJwBjPIAGVCKhEQCUCSkBNyWtsD+BTzyABlQioREAlAkpATUlr7DNgT+8gAZUIqERAJQJKQE1Ja+xW4CTvIAGVCKhEQCUCSkBNSWusO/CId5CASgRUIqASASWgpsQaW7ot2nzrHSSgEgGVCKhEQAmoKbHG3gIOSRkkoBIBlQioREAJqCmxxi4BzksZJKASAZUIqERACagpscaOBF5MGSSgEgGVCKhEQAmoKb7GFm6GLRalDBJQiYBKBFQioATUFF9jzwD/TB0koBIBlQioREAJqCm+xs4Erk4dJKASAZUIqERACagpvsYOAKakDhJQiYBKBFQioATUZNbY7Nb4WdogAZUIqERAJQJKQE1mjY0HeqcNElCJgEoEVCKgBNRk1thA4M60QQIqEVCJgEoElICazBr7Bcq+SBskoBIBlQioREAJqMldY9OB36QPElCJgEoEVCKgBNTkrrEbgaHpgwRUIqASAZUIKAE1uWusC/BE+iABlQioREAlAkpATbLGqrZB+XfpgwRUIqASAZUIKAE1yRp7HTjUZ5CASgRUIqASASWgJlljFwIjfQYJqERAJQIqEVACapI19mfgFZ9BAioRUImASgSUgJr0GluwKbZa4jNIQCUCKhFQiYASUJNeYxOAzn6DBFQioBIBlQgoATXpNXYacJ3fIAGVCKhEQCUCSkBNeo3tC3zoN0hAJQIqEVCJgBJQk7PGZrXCTr6DBFQioBIBlQgoATU5a+weoL/vIAGVCKhEQCUCSkBNzhrrB9zrO0hAJQIqEVCJgBJQk7PGdkarr3wHCahEQCUCKhFQAmqKrbGpwL7+gwRUIqASAZUIKAE1xdbYtcDp/oMEVCKgEgGVCCgBNcXWWGfgKf9BAioRUImASgSUgJoaapZsjbbz/QcJqERAJQIqEVACamqoeRn4c8AgAZUIqERAJQJKQE0NNRcAFwYMElCJgEoEVCKgBNTUUHMo8EbAIAGVCKhEQCUCSkBNDcvK0bEqYJCASgRUIqASASWgpoaJQJegQQIqEVCJgEoElICaGk4HbgwaJKASAZUIqERACaip4bfAx0GDBFQioBIBlQgoATUtLMOugYMEVCKgEgGVCCgBNT0IDAwcJKASAZUIqERACajpOGB84CABlQioREAlAkpATTuh9deBgwRUIqASAZUIKAF1mwIcGDxKQCUCKhFQiYASULcRwJnBowRUIqASAZUIKAGVnt0EeCH4UAIqEVCJgEoElIDqpm8DDAg5lIBKBFQioBIBJaBO8/cHfh/2CBMBlQioREAlAkpAYy3tBmz7XbPXGAEloE4EVCKgpQLohcAmzzd/jRFQAupEQCUCWiKATmgN3JSHNUZACagTAZUIaGkA+nFH4IR8rDECSkCdCKhEQEsC0Ll7Ar9fSEBNBFRHQCUCaiKgvoAuVcDPv7QIqImA6gioREBNBNQX0OHApq85GwRUIqA6AioRUBMB9QP0wVYou0tvEVCJgOoIqERATQTUB9Ap7YHTZZOASgRUR0AlAmoioOmAfrMrcMQS2SagEgHVEVCJgJoIaBqgVX8Fdpvt7hBQiYDqCKhEQE0ENA3QocAW75odAioRUB0BlQioiYCmAnoHUHZffI+ASgRUR0AlAmoioCmATm4HjEjsElCJgOoIqERATQTUC+isnYGjlyb2CahEQHUEVCKgJgLqAXTRH4FffZs0SkAlAqojoBIBNRFQD6ADgQ4fJo8SUImA6gioREBNBDQZ0NuAVo97RgmoREB1BFQioCYCmgToi+XApd5RAioRUB0BlQioiYAmAP18e+CYlFECKhFQHQGVCKiJgMYBXXAgsM/3KaMEVCKgOgIqEVATAY0D2hf46SepowRUIqA6AioRUBMBNYBeAWzybNooAZUIqI6ASgTUREBdQJ9uA1yXPkpAJQKqI6ASATURUAF0+jZAL59RAioRUB0BlQioiYBqQOfvCxy80GeUgEoEVEdAJQJqIqDOGltaCWw3w2+UgEoEVEdAJQJqIqDOGrsAaPuK7ygBlQiojoBKBNREQGNr7MnWwC3+owRUIqA6AiqVIKA19wzuMeLxhtSLCehye9pWwJCAUQIqEVAdAZVKD1DrdKX6KXX+qpTLCejyVXsCf1ocMEpAJQKqI6BS6QF6gRph2QuHqptSLiegP3QGdpoVNEpAJQKqI6BSyQH6pert/Oy5pLJiqXeghAH9/r0nbjz72D/8HNjs7cB5CahEQHUEVCo5QMepG/TH89Vz3oESBPTzV+677MR/7tsRprJxwfMSUImA6gioVHKAXqAm648TUu/Dlw6gC6Y+fes5vf+0Wzm8tfnFNSHzElCJgOoIqFRygA5UM/THyWq4XLDiNWnZKv/q6wMGnGpeviW4W+8aE9++4wG3J558UjYef+yB4B55MmTwwScfTr1ofOKsd4xNbN9waaIrRo++YsTwsyo7bZfiJtr/5h8nXDLulZk/2tUhn2rjupDB2qaQwTX2Gv0xtn7Xpo821YUcWtcYMljtzutfU613v9G2EzvrGkKOXLte83oKnde2Q0drQgbrw69vyKCZt8a2fa54+OIOm3e1320Zr8FnscRv/tqwedes97zxMizC6lX1dtAt2/zF7V/y4rbtlMWc4+JOAa3QgPZQ8/THaWqoXDC9k7Qyp+m6pGrUcmq1wx97nTvmuU9X5OtLyxgrdIUGtFJV6Y9fqMFyQckB2m6vf5x42QNvfbsuX19SxlixKjSg/eM/gZ4pFyy8VVq21r+GhoABp7qnLw/uitFXpl949ejRzocRw849d1hw55wXMjjs/OHDLg4869VX6Q83jPH20KNPPvnYw49NnPJ94CdTY9eGfKpN9SGD65pCBmvdeWP3oOrWc976bOb1r2ldyn7sHmRi3sbQeWtCRu11IYMNYfPG7sOFjfp8bbKbt84OGTTzxu5A+1zx8MUdNm9N6PVt9Jk3fvOvC5837EZtDF2EmeZtsINu2eYv7szzpt38OS7uFNAKDegZ6nP9cbK61DtQOg8iBeV5W+O0+CCSxAeRdHwQSSq5B5EuVu/oj/9RY7wDBJSASgTUcg8JGSSgUskBOk7dqj9erF7wDhBQAioRUMs9JGSQgEolB+gMNaA29uHHbt3XeAcIKAGVCKjlHhIySEClkgPUHq6ubbBrz1e3pFxOQAmoREAt95CQQQIqlR6gi/qpnud0Vyfz1ZhSI6ASAbXcQ0IGCahUeoDay24b2HXwuOrUiwkoAZUIqOUeEjJIQKUSBDQgAkpAJQJquYeEDBJQiYCaCCgBlQio5R4SMkhAJQJqIqAEVCKglntIyCABlQioiYASUImAWu4hIYMEVCKgJgJKQCUCarmHhAwSUImAmggoAZUIqOUeEjJIQCUCaiKgBFQioJZ7SMggAZUIqImAElCJgFruISGDBFQioCYCSkAlAmq5h4QMElCJgJoIKAGVCKjlHhIySEAlAmoioARUIqCWe0jIIAGVCKiJgBJQiYBa7iEhgwRUIqAmAkpAJQJquYeEDBJQiYCaCCgBlQio5R4SMkhAJQJqIqAEVCKglntIyCABlQioiYASUImAWu4hIYMEVCKgJgJKQCUCarmHhAwSUImAmggoAZUIqOUeEjJIQCUCaiKgBFQioJZ7SMggAZUIqImAElCJgFruISGDBFQioCYCSkAlAmq5h4QMElCJgJoIKAGVCKjlHhIySEAlAmoioARUIqCWe0jIIAGVCKiJgBJQiYBa7iEhgwRUIqAmAkpAJQJquYeEDBJQiYCaCCgBlQio5R4SMkhAJQJqIqAEVCKglntIyCABlQioafkP/tXVBgw4rW4KGVzWtCr9wpUrV2Yx75rGkMHlTT+GjK6rCThq5crl4fOuCJ23fm3IYHVDyODKppXmGixLH20Im3dtfei8K0JGG6pT/rX5wjvVhM37Y1PQWnBqXBMyWLMuZHDlyrDr27Q6ZLC2LmRwVZPPl9W0zJ1X3/xp5Xlxh84bvwYRLG5ddabF7b8AnZq/uP1LXtxpN3+OizvFrQ0G0ALVrdNBxTnxs5063V+cM5tu7dTpreKdvXOnPxbv5E61nTr1Kd7Zn+vUaXzxzu50W6dOk4t7DYZ16jS3aCev69SpdxTzEtACRUAJaFEjoAQ0DxHQIkVAxxfv7E4ElIDmIQJapAjo+OKd3YmAEtA8RECLFAEdX7yzOxFQApqHCGiRIqDji3d2JwJKQPMQAS1SBHR88c7uREAJaB76dOrU4px46dSpC4tzZtP3U6cuL97Z/zf1w+Kd3Klx6tQZxTt7qd/8TrOmTl1btJNHdfOXGqCMMZa3CChjjOUYAWWMsRwjoIwxlmMElDHGcmxjB3SQinend2SU+ibC885Qqk+D2XlHqVMiPFdYVyn1eOHPuqF89rb9raos2rkDr8FL6p6CnLo4N36iqVf8+5i+pz+wqGhX4Ms7hvbsPnj05Ma0kaY33s7PKTZ+QHv0chvvHYkcUDXN7FxVNEJWdy3KqTeQz94ubUCLdOObas5Vquvgnkp1f704V6D6aufnpsrY/06ZnTrWqHrl5yQbP6AfB4xEDWiFusndruleUayF/LI6uYuaU/DTbiCfvV3agBbpxjddo06a1mTb1j2qy5fFOP+af6su42dUr5s9qa865vOUQQKaZcUD9N99e9bJ9tvqgiBC1kR4FZxGqIkXqfsS+w0NnuGoTp/lZ1+AggCtayriNSgQoKk3fmH7UVUslq271AV+/yBlLea9K9Wgr2Rr+Sg1YJV3kIBmWQqgK+8e1uPEm+Y5mzFAp5/fc8Dl70dy3hnqjNuVO/WV6kWXkI8vH9L9+Iv130K9qiZV39DjgUhOHq+qosvy19RAwWKUWjGupxp09cfRnz7DZ/+GukxfsKJL9+qIroFJ+HpCPaX3bnB+sTBZPffVaapyyLio/+sVeA0KA2jyje85vW1/Nrr/kNuWPRD4w0U++kid6G7NUj31R883X9JajKaZKvHpreqjHnY+fnXDyX0ueqbRtkc7d+575OM0pQXoFwNU5YldVdd3bOc2vLtC9e+i1Pgozhsj5DN1rd5c2/2kr4SQO5Tqd0pPpSbZjmATz1G9J0Zx7kRPqkvtNV3VZ3pnlLpMOZ9wxYTIT5/hs19d2a3GuWSSGh3RFYjnC+iYHhWnnV6hRqQ/tlCYa1AYQJNvfC+gr1WqXv3UcRdHCuhnqqv7E2jTKv3jn/ebL2ktRtNN6vLEziTVP/Yfkpe6qh6DK9SFa+wXb1Fdb7sz+ODsKylA6waq++vs+scrui10bkN1TpW99mGlPo3gvDFCmgYco5mYrB6apQn5WnWPXZmG59Ug2xFs8JBZEZzY01AVW62XqzF6J/YJD1ts1zyinN9dRHv6TJ/9Reo9Z+w8Fc2P/0n5AqqGLopdx0qV+ouxQl2DwgCafON7Tl9V2e2dJvvT3ipSQGsGqL5PJT0An/rNl1iL0XScei2xYyk1z/6uousbjfaiU9U43oXPukGqZ1/pBee/yTfoC29zVtUo1Vd/h49V50Zw3hgh9l3OCnbW8Dwh5JUeY/VYP7XWESzS38HqZivnF5GTVe96Z2+U6q3vMN/h3IGO9vSZPvuX1XWxLaui17roroPkC2iFfmRltHop6rMHXIOCAOq58T2nv1094my/Hi2g9swBsbvJg29+Y6nspnzzJa3FSFqnVPJDVz3UB/aV8qSuWWowAc26xPNAn7Htc92v6RdqiHMbPqR3qlSXCH6b7RAyU10V26rueoo9K/lhlOXdVLUj2Jn5P2tK96rbbOdh8NjisZ1PWB5QqFLdmiI+fabPfmVFz9i39TP66kWbL6DyqY/Xv0opxjUoCKCeG99z+uOUNq2uR7SA2jVvXNXH+c4bpp9ymfLNl7QWI2mlUsuSdk9VrzV1rdC/Smh6/rkmApptnrvw/dQtY51uUF2d2/C/cmkfFcEzfR1CmgZ1q3YeMXk0TkjTvHcn3DxQCaCR//6vcYDcSR2trnE+jFKT5fI+yor49Bk/+xHOzXK2+8vZKPMFVH47+8BGDaj3xk8+fV1Fd/knQyMG1HZu8ucv767UvXbaN99k+QfOWoyk2E+gXyXt9lbvV6mBiX0CmmXJgNYn/ipJNcRuw5ly8WkqgqepOYTY49Sbtn2p+t4Q8mz/2Jl7X9FTAL0j/2f1Nj3+2XZ3XodxlPpELj899glHe/qMn/1zsftxi83TA6LMF1D5wXfjBtR74yeffoH+HXysC6IH1Kl6rGNZ6jdf0lqMpgHJvwNdrtScz9VZiQsIaJZ5fgLtU1Gf2BmlpshGP8/P+nlKE/KNfhz0VNsl5GnV84FPf7TtwQJoXh4EDOtG1fcUXaV6w3Y+YfcF6furxRGfPuNnb1X0b3oy0ucoPnyKfo7WHA9fowsJaPA1KASg3hs/+fRrlPsT6KmRAnrHZd+bzbPVhLRvvqS1GE3X618hub2iBjXNVyckLiCgWeYBdJjST0Kz18yY69yG+lfp9g+qewQ/CGlC7BMrV73u/OZaCBmk/udep4IAWhv/HddodbHtfMLyniLLVGVDIQAN++xjN8XM0yL9K5nb5XcUn+rnID6h5OkypxcS0OBrUABAU258z+n7yt3mhmMjBfQS9YrZvFQ9lvbNl7QWo+kzZX7Kte3V/dTDdn2XSv2osX3zZasIaLZ5AH1A3aw/3q0edW7D/vpvZe5UV0dwXiHkAfXKxWqBIaSbWu0MLa4oDKBvqb7u4pyiuqx0PuE+egHd7fxhSCEADfnsYz+PXhrt3yc9I9M/rc6J/f8E+YXFnIpCAhp8DQoAaMqN7zn9aGf566dzRQnoRDXY/eufpT2cX3anfPMlrcWIukQNdp9osvJiNbDG+cX7M87ePDWAP4FmnQfQNX3UXavtxkkVxyzRT0U7/we79tGKiu8iOK8QMledVel8FELOUE/H/v+TE5SqKgSgl6ix7lbdsep5/Qmfa9m1j1c4v/wtBKAhn729WEX8SkHfVqgJTfbMvvpHr/fVsXNte9FQVUhAg69BAQBNufE9p1/Utft/bfuLPl3U9AivQd3Jqv+bSxvt6vdO0o9jpX7zJdZiRK06WVU+8GVNw7yX+qlezquJzFTd32myl57h/OqoUVXW5uUsJQWoPa2XqhjSW3VxnsY9Sp2r1KBKVflCFOcVQuxTlP72EUI+UGrIyOPVyLPVyZOjB3Rl0hPFb1DDnU94tP6EK5yfPwoBaMhn79yZjOy3X9LDSvUcoNRw5wexulNV5fAzKtXZBX0QKfAaRA9o6o3vOb39QhfVd4C6+AL1RZTXYempzmshdY/930htlfebL2ktRtWqy2Lnruga+79R8jNSzOueQyrVGc49z95qyCX5OElpAWpX3XbGMSdfr3+7PUo1vHhxv8HXRPPnKC4hjwoT7uPQ/7ugz4BLX2387KzuT0UP6HNqUPx3u9OcqzFKzZx25XEDrtB/DV0QQIM/e9t+RN+zjbKPRh3Xc/jTckd25dgTu6juLz5T2Efhg65B9ICm3fjJp4/dD7i413H315+h5kZ6JRpfv3xQ9z5nXWuerOb55ktai9H1+e1DevYcdlP8/WA/vfqEnmdP0A9mvTO465B8nGJjB5TFGxXh3aX17/rCPIkoUf3CusKecEO7BvHTr/xBE9LUV9UU67psWGuxORHQkmmDWrTV3StXFvs6lGq3yDMkp6lhRbsKG9RabFYEtGTagBZtY/0dya+Vwwra/yr6f1Sz8r/91LtFuwob0FpsZgS0ZNqAFu2F3VRl5C9FxYJ62nmbC3VMJI+eZtcGtBabGQEtmSbdGe3D3uvRnT1O/TDzv2JRtfjpMeNeryriFdiA1mIzI6CMMZZjBJQxxnKMgDLGWI4RUMYYyzECyhhjOUZAGWMsxwgoY4zlGAFlRepd4CCz3RWIvzDkT4D5mY6dCMwLGhuL1237B+De5l/FwAZ02Fiex8iaFwFlRaquHdpUy2ZjhwSm3wC7Zzw2BNCFW/3FzgbQhZce9NPN9js2/sY5TXcdunX7A69ak9X4t5v0yHgdWSlEQFmx+ivwtmx9CKDVD7L9IHB8xkNDAO0O5318MwL6n5jZumN+1PvVx8jurl9nNf5vPJfxSrISiICyYnU54L6bylUOTU/I9lDggYyHBgP6Hv7mfGhasmRt2ARTyoFjH3rqou2Bvs5+wx+Azvc/3K8Mu6zOZnx+q19G/5aibMOPgLJi9S5QIVt/wZ+3wmDZPjDk15vxggHtgYezOfcRwPXOxxWHA0/azi9Ocb6zf4f7MdO4/TcU8bU42AYTAWXFqq4dfqI31rbF1d2ws96uboNdMh8aCOj8NlusSbtwXXXqT4szgQGyNa9c/8i6J3aXd909FFuvyzzu/Kbh75mvJtvoI6CsaP0F0O+b+Cow7U7gK2f7bUPXmmsP6bjFvkO+Mv/Ys28AXfU7tHkmecpR6Cf/2v0d6BaYtPqE9ij/zfFzk//ZvcDL7mYnbGvbM4DLZPc+4KXM47ETbAa+IB8joKx4Xeb+uvNcbN34LaDfqugaYJzz8X8/lwdtyq6Sf+vddwGtPhytHvNMuT/G648JQJ/YXw5sOyXpn10KmDelPxodbXtc/PGsOZrKTOO2cyf/pvx8FVhLjoCyovUOoN/Y60B0s+09oJztSsB5C9qlWwM973rinK3cB5pS9gXQ2qNQdr9nxh/K8KXeSAC6G/Ya+8ELXYBdk/7drJdflnvkdsOOOMS2zwLcJwHYm6JX5vFYI9A5n18L1jIjoKxo1bXDvrZWb6xtn4L2zi8Xt8eOztBpaDPR+Tj312g3L31fA7quM5Dy3qJPooP8ujMBKI5Y5Wx0S/xM6elu4Drb7oW25oLd8aesxieifX0zPne2cURAWfE6Eq1WOerha9t+BnjHtufJ04bmlsN9x7M3gJHp+w6gDccAN6dMOAyHyUYC0Nby5ucvAa/4XINn22KHNbbd2X04K9Z+6JTV+LfAp7l/5mwjiYCy4nUp8Jptn4SdYts/tsGFtv0YcHds5/bEn3P+Ekek78cAndMf7gNGSfVBV9lIAHq4XDAz8bBQIutEoIPD4F+wg7nsYPw6q/FVfhOyUouAsuL1tn5EZjcMcnYOxe9t+wzoB7fPlDvyTl2cH/5S92OA/gvA1ktTJvyLeTZpAlD3gq/Svau/pQOwzyfO5tH4qbl0X/1rhSzGy+H9/SsrxQgoK161m+Kfzn3hR5ydS9F6uf17bO9sd0ZSrdL3Jzofeqb/0efeOEc2EoCOlAvSAX13H2DTkbV6+1i0MxfvjkOzG/8ZRjf7C8BaegSUFbEj0aHpbkC/tNH7wFO15ejpbB+cDCbq0/ZjgJbd33gwyt73zncQzpCNBKCj5IJUQJtGtkJZ/+/dvbOBFe5mOxyTzbhtd8Qt+fgSsBYdAWVF7FJg5rHYR283dMBJU+A8IO/8xPcHz79L3Y8BOsa2P2yFAxo9l3c2vxbNCOiZwF4fxPdiiLs784GLshm3G1uZv95nJRwBZUXsLeDun+BM2emOXW8A9IPmF2I789eXDQ2N6fvuE+lPBG73zHcC/ikbmQC9Hji2JrE7w/3Td9t+HHgxi3H9ek9v5/hZs40nAsqKWO2mOACYJDt3IbbzUw1lDMiJcqHV3n3aUuq+A+gPHVMeR7rCPMKTAdA1W+Fvnp9dd8X+sqHQvjbzeKxPge9y/bTZRhMBZcXsCABtVsn2XOf3m931ZtPB6PiWs1GnUDY7fd/8LfwdKY8jvYfW8loiGQC9I/VJnDfL06ecp4uOyGI81j2eP21iJRoBZcXskpiZh5qdX8Z2bpXNKWXYZMAdk27aE/Iwesq+AbSxk/dxpPr20M5mArQSm4wcZXJOWbsvWo+Y9vEVm2KX5VmMxxqME/P/5WAtLQLKitlbMTMvNjv/RuIHv9d3dJ+zdJrffvzl7D4o8z6O9C/3NZozALpv8oP6+jGsub+WnZ1nZDNuO8+YejxfXwTWciOgrJjVbqr/glN6FugYf+XO5ef+dsv2Bw783Hc/8Xqgg72PIz3sPlyfAdAt0oC0q685cMvN97lkRVbjtj0bW65u9mfPWnwElG1M1W0vLzEaeReb5w6wko6Aso2qS9ynaUbd7q1mF+Q8bMOOgLKNqiVb7FxXgNO8Dr6vMbMJKNvYutX5G6XIO6T9/Mz/iG38EVC2cdX4u+2rIz/JswVRmm34EVC2kTXjhCmZ/1Ezu3FYY+Z/xEogAsoYYzlGQBljLMcIKGOM5RgBZYyxHCOgjDGWYwSUMcZyjIAyxliOEVDGGMsxAsoYYzlGQBljLMcIKGOM5RgBZYyxHCOgjDGWYwSUMcZyjIAyxliOEVDGGMux/wdO7bEPs1VNEQAAAABJRU5ErkJggg==" width="672" /></p>
+<p>Last, but not least, I mentioned in our class session that ggplot also has “themes” that can be useful for styling plots. One I have used for publications is the “light” theme. Here I apply that theme as…yet another layer:</p>
 <pre class="r"><code>plot4 + theme_light()</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 <p>That’s looking much better than when we started! If you wanted to export it as a standalone file (e.g., .png, .pdf, or whatever), I recommend looking at the documentation for the <code>ggsave()</code> function, which is available via ggplot2. Base R also has a <code>save()</code> function that you can work with, although it can be a bit more complicated to get comfortable with.</p>
 </div>
-<div id="long-versus-wide-data-and-why-long-data-is-often-helpful" class="section level1">
-<h1><span class="header-section-number">5</span> Long versus wide data (and why long data is often helpful)</h1>
-<p>So what if you wanted to plot a multivariate time series (e.g., the same plot for more than one state and/or for more than one measure)? As always, you have a number of options, but the most effective way to achieve this with ggplot involves learning to work with “long” format data.</p>
-<p>Thus far, we have worked mostly with “wide” format data where (nearly) every row corresponds to a single unit/observation and every column corresponds to a variable (for which we usually have no more than one value attributed to any unit/observation). Wide format data is great for many things, but it turns out that learning to work with long format data can be super helpful for a number of purposes. Producing richer, multidimensional ggplot visualizations is one of them.</p>
+</div>
+<div id="multivariate-and-multidimensional-time-series-plots" class="section level1">
+<h1><span class="header-section-number">3</span> Multivariate and multidimensional time series plots</h1>
+<p>Okay, that’s a lovely univariate time series plot. Now let’s make this more sophisticated and interesting by incorporating more data, more dimensions, and more variables. In order to do that, I want to start with a little detour into data structures. Try to stay with me—this turns out to be super important for working more efficiently with tools like ggplot as well as learning to manage more complex statistical analysis strategies (that we won’t really cover in the course, but so be it).</p>
+<div id="long-versus-wide-data-and-why-long-data-is-often-helpful" class="section level2">
+<h2><span class="header-section-number">3.1</span> Long versus wide data (and why long data is often helpful)</h2>
+<p>So now you want to plot a multivariate time series (e.g., the same plot for more than one state and/or for more than one measure). As always, you have a number of options, but the most effective way to achieve this with ggplot involves learning to work with “longer” data.</p>
+<p>Thus far, we have worked mostly with “wide” format data where (nearly) every row corresponds to a single unit/observation and every column corresponds to a distinct variable (for which we usually have no more than one value attributed to any unit/observation). This often results in wider format data that is great for many things. However, it turns out that longer format data can be super helpful for a number of purposes. Producing richer, multidimensional ggplot visualizations is one of them.</p>
 <p>Consider the format of my tidied dataframe that I used for plotting:</p>
 <pre class="r"><code>il_weekly_cases</code></pre>
 <pre><code>## # A tibble: 38 x 3
@@ -1734,10 +1745,10 @@ plot4</code></pre>
 ##  9 2020-03-16       953 2020-03-16
 ## 10 2020-03-23      3568 2020-03-23
 ## # … with 28 more rows</code></pre>
-<p>This dataframe is in a “wide” format. Each row is a week and each column is a variable unique to that week.</p>
-<p>Our original dataframe was a bit “longer”:</p>
+<p>This dataframe is in a pretty “long” format. Each row is a week and each column is a variable unique to that week (okay, I could consolidate my <code>weekdate</code> and <code>date</code> columns into just one, but that’s not really the point here. The idea is that there’s minimal redundant information in the rows and in the columns).</p>
+<p>Our original dataframe was also pretty “long”:</p>
 <pre class="r"><code>d</code></pre>
-<pre><code>## # A tibble: 12,004 x 5
+<pre><code>## # A tibble: 12,059 x 5
 ##    date       state      fips  cases deaths
 ##    &lt;date&gt;     &lt;fct&gt;      &lt;chr&gt; &lt;dbl&gt;  &lt;dbl&gt;
 ##  1 2020-01-21 Washington 53        1      0
@@ -1750,8 +1761,10 @@ plot4</code></pre>
 ##  8 2020-01-25 Washington 53        1      0
 ##  9 2020-01-26 Arizona    04        1      0
 ## 10 2020-01-26 California 06        2      0
-## # … with 11,994 more rows</code></pre>
-<p>We see multiple observations per state (I think I would say the units or rows correspond to “state-dates” or something like that). It’s not completely “long” however, because we also have multiple columns corresponding to the two variables of interest: <code>cases</code> and <code>deaths</code>. The point I want to make is that there are a number of ways we can make this data “longer.” For the purposes of producing a multi-state plot like the one above, the most important of these is going to involve dropping the step where I filtered by <code>state==&quot;Illinois&quot;</code> and replacing by a <code>group_by</code> step before I create my <code>weekdate</code> variable. I’m also going to go ahead and drop the <code>date</code> and <code>fips</code> variables because they’re just getting in my way at this point. I’ll start there</p>
+## # … with 12,049 more rows</code></pre>
+<p>Here we have multiple observations per state (I think I would say the units or rows correspond to “state-dates” or something like that). It’s not as “long” as possible, though, because we also have multiple columns corresponding to the two variables of interest: <code>cases</code> and <code>deaths</code>.</p>
+<p>For the purposes of producing a multi-state and multivariate set of plots, the most important thing I want to do is consolidate my dataset into a format where I have the following columns: <code>date</code> (collapsed into weeks), <code>state</code>, <code>variable</code> (which will either have a value of <code>new cases</code> or <code>new deaths</code>), and a column for <code>value</code> that will hold the corresponding state-week count for the variable in each row. If that doesn’t make sense, don’t worry, we’ll get there soon enough.</p>
+<p>Doing this involves a different approach to tidying up my data. I’ll start by dropping the step where I filtered by <code>state==&quot;Illinois&quot;</code> and replacing it with a <code>group_by</code> step before I create my <code>weekdate</code> variable. I’m also going to go ahead and drop the <code>date</code> and <code>fips</code> variables because they’re just getting in my way.</p>
 <pre class="r"><code>weekly &lt;- d %&gt;%
   group_by(state) %&gt;%
   mutate(
@@ -1759,7 +1772,7 @@ plot4</code></pre>
   ) %&gt;%
   select(state, cases, deaths, weekdate)
 weekly</code></pre>
-<pre><code>## # A tibble: 12,004 x 4
+<pre><code>## # A tibble: 12,059 x 4
 ## # Groups:   state [55]
 ##    state      cases deaths weekdate  
 ##    &lt;fct&gt;      &lt;dbl&gt;  &lt;dbl&gt; &lt;fct&gt;     
@@ -1773,17 +1786,19 @@ weekly</code></pre>
 ##  8 Washington     1      0 2020-01-20
 ##  9 Arizona        1      0 2020-01-20
 ## 10 California     2      0 2020-01-20
-## # … with 11,994 more rows</code></pre>
-<p>I’m getting somewhere with this, I promise. One of the principles of “tidy” data is to make it so that every variable has a column, every observation has a row, and every value has a cell. Right now, I’ve got multiple observations for each state-week spread across multiple rows. Remember that my <code>cases</code> and <code>deaths</code> variables are actually cumulative counts, so I really only need to store the maximum value for each state-week in order to calculate the new cases per state-week. Let’s see what to do about that:</p>
+## # … with 12,049 more rows</code></pre>
+<p>Now I’ve got multiple observations for each state-week spread across multiple rows (because my rows were structured around a more granular measure of time). My next move is to collapse these into a single observation for each state-week. Remember that my <code>cases</code> and <code>deaths</code> variables are still cumulative counts, so as I do this aggregation by week I will only need to store the maximum value for each state-week in order to calculate the number of new cases per state-week.</p>
 <pre class="r"><code>tidy_weekly &lt;- weekly %&gt;%
   group_by(state, weekdate) %&gt;%
   summarize(
     cum_cases = max(cases, na.rm = T),
     cum_deaths = max(deaths, na.rm = T)
   )</code></pre>
-<pre class="r"><code>tidy_weekly$weekdate &lt;- as.Date(as.character(tidy_weekly$weekdate))
-
-tidy_weekly &lt;- tidy_weekly %&gt;%
+<p>Notice that the call to <code>group_by</code> groups by multiple variables. The order here matters! If I reversed it to read <code>group_by(weekdate, state)</code> the results would be very different. With the correct ordering, I have things bundled up into state-week sub-groups and then I move on to calculate the maximum value of cumulative cases within each bundle.</p>
+<p>Next, I can fix up my <code>weekdate</code> variable again so that it is a Date object.</p>
+<pre class="r"><code>tidy_weekly$weekdate &lt;- as.Date(as.character(tidy_weekly$weekdate))</code></pre>
+<p>This will allow me to do some sorting within my state-week bundles to ensure things are in the proper order before I convert my weekly cumulative case count into weekly new case counts.</p>
+<pre class="r"><code>tidy_weekly &lt;- tidy_weekly %&gt;%
   group_by(state) %&gt;%
   arrange(-desc(weekdate)) %&gt;%
   mutate(
@@ -1807,7 +1822,8 @@ tidy_weekly</code></pre>
 ##  9 Washington    2020-01-27         1          0         0          0
 ## 10 Arizona       2020-02-03         1          0         0          0
 ## # … with 1,770 more rows</code></pre>
-<p>This is headed in the right direction. For some purposes, though, it’s still not quite “long” enough For starters, I can drop the cumulative cases and deaths columns. The other thing I can do is “pivot” the data to organize the <code>new_cases</code> and <code>new_deaths</code> measures a little differently. To manage this, I’ll use the <code>pivot_longer()</code> function (part of the <code>tidyr</code> package from the tidyverse). I will also go ahead and coerce my <code>weekdate</code> into a Date object again:</p>
+<p>We’re much closer to our goal now!</p>
+<p>I can go ahead and drop the cumulative cases and deaths columns with a call to <code>select</code> in my next step. Then the big next (and nearly final) step is to “pivot” the data to organize the <code>new_cases</code> and <code>new_deaths</code> measures in the way I described above. To manage this, I’ll use the <code>pivot_longer()</code> function (part of the <code>tidyr</code> package from the tidyverse):</p>
 <pre class="r"><code>long_weekly &lt;- tidy_weekly %&gt;%
   select(state, weekdate, new_cases, new_deaths) %&gt;%
   pivot_longer(
@@ -1832,37 +1848,38 @@ long_weekly</code></pre>
 ##  9 Arizona    2020-01-27 new_cases      0
 ## 10 Arizona    2020-01-27 new_deaths     0
 ## # … with 3,550 more rows</code></pre>
-<p>Can you see what that did? I now have two rows of data for every state-week. One that contains a value for <code>new_cases</code> and one that contains a value for <code>new_deaths</code>. Both of those variables have been “pivoted” into a single <code>variable</code> column.</p>
-<p>Before we move forward I’m going to clean up the values of <code>variable</code>.</p>
+<p>Can you see what that did? I now have two rows of data for every state-week. One row contains a value for <code>new_cases</code> and one contains a value for <code>new_deaths</code>. Both of those variables have been “pivoted” into a single <code>variable</code> column and their corresponding values recorded in another new column. Note that this makes our dataframe a little longer even though it does not technically reduce the “width” of this particular dataset (because we’ve taken two columns and pivoted them to create…two different columns). However, consider that we could accommodate as many additional numerical variables and values as we might like in this manner and you can start to see how this pivoting step could result in much longer data (the length becomes a function of the number of units in your dataset and the variables you include in your pivoting step).</p>
+<p>Before we move forward I’m also going to clean up the values of <code>variable</code>. This turns out to be helpful later on when we’re plotting, but makes more sense to implement here before I start creating any plot layers.</p>
 <pre class="r"><code>long_weekly &lt;- long_weekly %&gt;%
   mutate(
     variable = recode(variable, new_cases = &quot;new cases&quot;, new_deaths = &quot;new deaths&quot;)
   )</code></pre>
-<p>Okay, prepared with my <code>tidy_weekly</code> and my <code>long_weekly</code> tibbles, I’m now ready to generate some more interesting multidimensional plots. Let’s start with the same sort of time series of new cases we made for Illinois before so we can see how to replicate that with this new data structure:</p>
+<p>Okay, prepared with my <code>long_weekly</code> tibble, I’m now ready to generate some more interesting and multidimensional plots. Let’s start with the same univariate time series of new cases we made for Illinois before so we can see how to replicate that figure with this new data structure:</p>
 <pre class="r"><code>long_weekly %&gt;%
   filter(
     state == &quot;Illinois&quot; &amp; variable == &quot;new cases&quot;
   ) %&gt;%
   ggplot(aes(weekdate, value)) +
   geom_line()</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>Now we can easily plot Illinois cases against deaths from the same tibble:</p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
+<p>With our “longer” data format, we can plot Illinois cases against deaths from the same tibble by incorporating a <code>color=variable</code> argument :</p>
 <pre class="r"><code>long_weekly %&gt;%
   filter(state == &quot;Illinois&quot;) %&gt;%
   ggplot(aes(weekdate, value, color = variable)) +
   geom_line()</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<p>That plot isn’t so great because the death counts are dwarfed by the case counts. Thank goodness!</p>
-<p>Now let’s compare Illinois case counts against some its neighbors in the upper midwest:</p>
+<p><img src="data:image/png;base64,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