]> code.communitydata.science - stats_class_2020.git/commitdiff
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>
 
 <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)
 
 <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>
 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
 ##    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
 ##  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$state)</code></pre>
 <pre><code>## 
 ##                  Alabama                   Alaska                  Arizona 
 <pre class="r"><code>d$state &lt;- factor(d$state)
 table(d$state)</code></pre>
 <pre><code>## 
 ##                  Alabama                   Alaska                  Arizona 
-##                      208                      209                      255 
+##                      209                      210                      256 
 ##                 Arkansas               California                 Colorado 
 ##                 Arkansas               California                 Colorado 
-##                      210                      256                      216 
+##                      211                      257                      217 
 ##              Connecticut                 Delaware     District of Columbia 
 ##              Connecticut                 Delaware     District of Columbia 
-##                      213                      210                      214 
+##                      214                      211                      215 
 ##                  Florida                  Georgia                     Guam 
 ##                  Florida                  Georgia                     Guam 
-##                      220                      219                      206 
+##                      221                      220                      207 
 ##                   Hawaii                    Idaho                 Illinois 
 ##                   Hawaii                    Idaho                 Illinois 
-##                      215                      208                      257 
+##                      216                      209                      258 
 ##                  Indiana                     Iowa                   Kansas 
 ##                  Indiana                     Iowa                   Kansas 
-##                      215                      213                      214 
+##                      216                      214                      215 
 ##                 Kentucky                Louisiana                    Maine 
 ##                 Kentucky                Louisiana                    Maine 
-##                      215                      212                      209 
+##                      216                      213                      210 
 ##                 Maryland            Massachusetts                 Michigan 
 ##                 Maryland            Massachusetts                 Michigan 
-##                      216                      249                      211 
+##                      217                      250                      212 
 ##                Minnesota              Mississippi                 Missouri 
 ##                Minnesota              Mississippi                 Missouri 
-##                      215                      210                      214 
+##                      216                      211                      215 
 ##                  Montana                 Nebraska                   Nevada 
 ##                  Montana                 Nebraska                   Nevada 
-##                      208                      233                      216 
+##                      209                      234                      217 
 ##            New Hampshire               New Jersey               New Mexico 
 ##            New Hampshire               New Jersey               New Mexico 
-##                      219                      217                      210 
+##                      220                      218                      211 
 ##                 New York           North Carolina             North Dakota 
 ##                 New York           North Carolina             North Dakota 
-##                      220                      218                      210 
+##                      221                      219                      211 
 ## Northern Mariana Islands                     Ohio                 Oklahoma 
 ## Northern Mariana Islands                     Ohio                 Oklahoma 
-##                      193                      212                      215 
+##                      194                      213                      216 
 ##                   Oregon             Pennsylvania              Puerto Rico 
 ##                   Oregon             Pennsylvania              Puerto Rico 
-##                      222                      215                      208 
+##                      223                      216                      209 
 ##             Rhode Island           South Carolina             South Dakota 
 ##             Rhode Island           South Carolina             South Dakota 
-##                      220                      215                      211 
+##                      221                      216                      212 
 ##                Tennessee                    Texas                     Utah 
 ##                Tennessee                    Texas                     Utah 
-##                      216                      238                      225 
+##                      217                      239                      226 
 ##                  Vermont           Virgin Islands                 Virginia 
 ##                  Vermont           Virgin Islands                 Virginia 
-##                      214                      207                      214 
+##                      215                      208                      215 
 ##               Washington            West Virginia                Wisconsin 
 ##               Washington            West Virginia                Wisconsin 
-##                      260                      204                      245 
+##                      261                      205                      246 
 ##                  Wyoming 
 ##                  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>
 </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>
 <pre class="r"><code>ggplot(data = d, aes(date, cases)) +
   geom_line()</code></pre>
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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>
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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>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>
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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,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////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdB5xcdbn/8WdTNoHQixTpioANBFERVOCifxXOkhBCQggQDEiHIEWqChgISAdRSoAocBGULogI0YiXHoHQQklCyCbZjShiMAkp5z8zuym/zbO7s2fOme+Zzefzet2dOTNnnv3hXt5MPWMxERElytQLICKq1QCUiChhAEpElDAAJSJKGIASESUMQImIEgagREQJA1AiooQBKBFRwgCUiChhAEpElDAAJSJKGIASESUMQImIEpYDQP8xO4fN+0i9gsr6II4/VK+hsuYuUK+gsv4dx/9Vr6HS5sTqFVRcHC9Me2AQgPoBqDoA1Qeg3sAgAPUDUHUAqg9AvYFBAOoHoOoAVB+AegODANQPQNUBqD4A9QYGAagfgKoDUH0A6g0MAlA/AFUHoPoA1BsYBKB+AKoOQPUBqDcwCED9AFQdgOoDUG9gEID6Aag6ANUHoN7AIAD1A1B1AKoPQL2BQQDqB6DqAFQfgHoDgwDUD0DVAag+APUGBgGoH4CqA1B9AOoNDAJQPwBVB6D6ANQbGASgfgCqDkD1Aag3MAhA/QBUHYDqA1BvYBCA+gGoOgDVB6DewCAA9QNQdQCqD0C9gUEA6geg6gBUH4B6A4MA1A9A1QGoPgD1BgYBqB+AqgNQfQDqDQwCUD8AVQeg+gDUGxgEoH4Aqg5A9QGoNzAIQP0AVB2A6gNQb2AQgPoBqDoA1Qeg3sAgAPUDUHUAqg9AvYFBAOoHoOoAVB+AegODANQPQNUBqD4A9QYGAagfgKoDUH0A6g0MAlA/AFUHoPoA1BsYBKB+AKoOQPUBqDcwCED9AFQdgOoDUG9gEID6Aag6ANUHoN7AIAD1A1B1AKoPQL2BQQDqB6DqAFQfgHoDgwDUD0DVAag+APUGBgGoH4CqA1B93RnQpsQDgwDUD0DVAai+7gzodw+ZknBgEID6Aag6ANXXjQH9pdlnE90JbaMXgPoBqDoA1dd9AZ20ntmVCQcGAagfgKoDUH3dF9D9zXZtTjgwCED9AFQdgOrrtoDeYbbKM0kHBgGoH4CqA1B93RXQdzYzOzfxwCAA9QNQdQCqr5sCOrO/2Q6zEg8MAlA/AFUHoPq6J6Dvfsus95+TDwwCUD8AVQeg+roloG99xaznVRUMDAJQPwBVB6D6uiOgr37WrH5MJQODANQPQNUBqL5uCOjUbcxWu7uigUEA6geg6gBUXzcEdIDZOo9WNjAIQP0AVB2A6ut+gF5o1ufxCgcGAagfgKoDUH3dDtBH6s2uqHRgEID6Aag6ANXX3QB9YzOz/SseGASgfgCqDkD1dTNAG/c0+/S0igcGAagfgKoDUH3dC9BJXzVb/anKBwYBqB+AqgNQfd0K0Ce2MOt1SwoDgwDUD0DVAai+7gTonWuarXZbGgODANQPQNUBqL5uBOjYnmZb/l8qA4MA1A9A1QGovu4D6POF+5+7vZHOwKCEgD7/k8MHHX/NPzrdb+4NIwadfsfC0vk7otamA2jmAag6AM1FLYA27mj2jRkpDUwB0JujaMAR/aP9X+tkv9knRNGwKDrjg+LGFQBavQBUHYDmohZAjzRb/+W0BlYO6KSG/n/6KJ5zUfT9hR3veGZ0+uy48Zjo8uLG6dEbc0stBtDMA1B1AJqLSoDeXmc9fpvawMoBvSa6o3gyd3A0tcP9XosOLN73nNW/oblwMjya6+4FoBkEoOoANBcVAX1hHbPT0htYOaCnRS2P3U+OniievH/9yYOOuNyxdEx0aen0jOj+OJ7fcLA/DUAzCEDVAWguKgA668tmuyX9Bg9nYOWAPj3+w+LJ4qHRy4WTVw6J+h8xIBowfsnVv3mi9cyZ0bjS6V3Fx/DTolMBtGoBqDoAzUUFQM8yWy+lJ0Bnp/k2prk/j45bXLhnOTy6ZX684I6G/Rpbrxg4uvXM8Ghi6XRcdEocPxON+u1xg46++G0ArUIAqg5Ac1EcP1dvlsIb6JcNTAfQ0Uf2j35UnHZn6+P0q6Nr2gI6qPU50mejY+L4/iiKBhwaRf3va7122qiW/jk3hy1cpF5BZX0UxwvUa6isWv8LzK/5v8DcuQti9QoqLp73ObPD0xyYEqBnHxRFx78QL3tC9JXoqLaA9o+aWq8aEcfXRwc+uSCec2O075st107YqaX3ky6BiKjjTjTb6oPsxlfwEP6/v2vo/2ocD4uuvLbYpdGA1iuWAnrw0nugI+N48vMt935/Fo1quRZAiSjbHq2zXk9mOL+ij3L+MhodL4iWtTAee2mhhu8Vf44v4F96kan4HOi5y270UvHuaLEPX23pH//KYfMXqFdQWR/G8Vz1Gipr/kL1CiprThzPU6+h0v4bq1dQaZM2Njs11YkpAPrB3ya0nPm/6IQ4HtqwYNlVxy3TdGwc/zhqeWX+7qVPjxZqigaE76TnRaQM4kUkdbyIlINm7mq2Uzof4VxSCoA2RYNaCBwXnV18M2jL4/Q5E6e0Xr/0IfyY6KrS6Y+j38cf3v9gy41eiU4MxwFoBgGoOgDNQcearT0p3ZEpALr4oOjvpTMXR2PieGx0RWnj+uj2toBOjA6ZVzj5934D58SLh0XPlS68JroWQDMPQNUBqL5f1VndPQs7368rpQBo/KtoxMtxPP+2aNDMwj3PodF1/4kXPdiw/6y2gManRBcvjOedEV1ZOP+/0bAX4njurQ1D2zyNAKAZBKDqAFTe02uYnRPnENCPTo+iwYfvG+1feorz2SFRw1EHRvsu+fzRcoDOGBYNPnVgdGTxbQQLb4qioSMaoqHPtZkGoBkEoOoAVN207cz2WJhHQOOF95984KCTrmkd1nT1ifsfecm0pdcuAzR+7+rhA0aM+bBl45kfDR108nUrvGsJQDMIQNUBqLohZptMinMJaKoBaAYBqDoAFXe1Wf0jswFUE4CqA1B9tQzoU6uZjZoNoKIAVB2A6qthQKd/xuxbzQCqCkDVAai+Ggb0wOIToLMBVBWAqgNQfbUL6OmlJ0BnA6gqAFUHoPpqFdBZh5rZ+aWzAKoJQNUBqL4aBXTatwt+Ht9cOg+gmgBUHYDqq01AJ33RrMcFrRsAqglA1QGovpoEdOoOZn1uWrIFoJoAVB2A6qtFQGfsabbWA0s3AVQTgKoDUH01CGjzgWZ9H1q2DaCaAFQdgOqrQUBHmvW8ZbltANUEoOoAVF/tATrazC5d/gIA1QSg6gBUX80Bem6d2SnBJQCqCUDVAai+WgP0B4X7nwc3BxcBqCYAVQeg+moL0OajCn4e1hReCKCaAFQdgOqrKUCbhxT8/EHbSwFUE4CqA1B9NQXoeWZ1565wKYBqAlB1AKqvlgB9tN7s4hUvBlBNAKoOQPXVEKBTP2l2kHM5gGoCUHUAqq+GAB1kttUU53IA1QSg6gBUX+0AepVZ/TjvCgDVBKDqAFRfzQD61KpmF7nXAKgmAFUHoPpqBdDmr5nt7V8FoJoAVB2A6qsVQH9htt4b/lUAqglA1QGovhoBdPIGZj9v5zoA1QSg6gBUX40AepjZV5rbuQ5ANQGoOgDVVxuAPtrT6p9o70oA1QSg6gBUX00A2rSj2ch2rwVQTQCqDkD11QSg55ttNq3dawFUE4CqA1B9tQDo4/Vmt7d/NYBqAlB1AKqvBgCdspXZAR1cD6CaAFQdgOqrAUAPMNtycgfXA6gmAFUHoPryD+iVZvWPd7QDgGoCUHUAqi/3gD61mtnoDvcAUE0Aqg5A9eUd0Ne3Ntun410AVBOAqgNQfTkHdPIOZpu+2fE+AKoJQNUBqL58Azp9V7O1x3eyE4BqAlB1AKov14DO2sdslQc72wtANQGoOgDVl2dAZ+5vVn9Xp7sBqCYAVQeg+nIM6NS9zHre1Pl+AKoJQNUBqL78Avry5wt+XlnGjgCqCUDVAai+3AL6103N+txYzp4AqglA1QGovrwC+tCaZuv9oaxdAVQTgKoDUH05BfSB1cw+8Wx5+wKoJgBVB6D68gnovauafWFSmTsDqCYAVQeg+nIJ6H39zHZo5zs4VwxANQGoOgDVl0dAb+5r9uUpZe8OoJoAVB2A6ssfoDOPrzP76tTybwCgmgBUHYDqyx2gr+1mZt9s/xuQVgxANQGoOgDVlzdA/7iRWd3JTV25CYBqAlB1AKovZ4C+tp7ZWh18gZwXgGoCUHUAqi9ngH7XbLvnungbANUEoOoAVF++AL3KbNVnunojANUEoOoAVF+uAH1xLbNyDh8SBqCaAFQdgOrLE6BNu5n9v67fDEA1Aag6ANWXJ0DPN1vnla7fDEA1Aag6ANWXI0D/3Mfs5gS3A1BNAKoOQPXlB9DJW5kdkOSGAKoJQNUBqL78ABqZbTU5yQ0BVBOAqgNQfbkBdJRZn8cT3RJANQGoOgDVlxdAH6k3uyrZTQFUE4CqA1B9OQF00qZmBya8LYBqAlB1AKovH4DO/LrZdl05AtPyAagmAFUHoPryAej3zdZ4MumNAVQTgKoDUH25APTnZj1uS3xrANUEoOoAVF8eAH2sr9lZyW8OoJoAVB2A6ssBoC9vaLZvc/LbA6gmAFUHoPr0gE75vNln3qlgAIBqAlB1AKpPDuiMPczWnVDJBADVBKDqAFSfGtDmIWZ9H6poBIBqAlB1AKpPDehIs55jKxsBoJoAVB2A6hMDOsrMLqtwBoBqAlB1AKpPCmjzSQU/T6l0CoBqAlB1AKpPCejMIQU/h1fwBqaWAFQTgKoDUH1CQN/5ZsHPEyr2E0BFAag6ANWnA/T1L5j1vCSFQQCqCUDVAag+GaDPb2W2yq/SmASgmgBUHYDqUwE6bgOzdSp7/+eSAFQTgKoDUH0iQO9dw2zD8enMAlBNAKoOQPVpAL263my7l1IaBqCaAFQdgOpTADrzSDP78ptpjQNQTQCqDkD1CQB9Y/eCnwOmpzYPQDUBqDoA1Vd9QJ/Z0qzHWZW//XNpAKoJQNUBqL6qA/rGJ8xWvzXNiQCqCUDVAai+agM6YzezTZ5IdSSAagJQdQCqr9qADjdb7S/pjgRQTQCqDkD1VRnQn5j1TPXx+2wAVQWg6gBUX3UBva2H2ai0hwKoJgBVB6D6qgroi2uZDU99KoBqAlB1AKqvmoA27Wa228zUxwKoJgBVB6D6qgno2WZrvZD+WADVBKDqAFRfFQF9rN5sTAZzAVQTgKoDUH3VA/SdT5odksVgANUEoOoAVF/1AB1m9sl3shgMoJoAVB2A6qsaoBea1f8pk8kAqglA1QGovmoBemtPs/OyGQ2gmgBUHYDqqxKgj/UzOyij2QCqCUDVAai+6gD60sZmuzVmNBxANQGoOgDVVxVAX97ObLvJWU0HUE0Aqg5A9VUD0EcL9z83zOAd9K0BqCYAVQeg+qoA6C/7mq3zeHbzAVQTgKoDUH2ZA9p0Ql3h8ftzGf4GANUEoOoAVF/WgM4cYmZ7vZ3lrwBQTQCqDkD1ZQzotL3M6n7QlOnvAFBNAKoOQPVlC+jbXzHrdU2Wv2E2gKoCUHUAqi9TQF/7vFmfX2X4C0oBqCYAVQeg+rIE9PFNzfrdnd381gBUE4CqA1B9GQL68+Lblx7JbPzSAFQTgKoDUH2ZATrjCDPb5pmMpi8fgGoCUHUAqi8rQCftUvBzn6nZDA8DUE0Aqg5A9WUE6N+2MOt5dnMms9sGoJoAVB2A6ssG0DvXMFvzziwmOwGoJgBVB6D6MgH04l5mW/wtg8FuAKoJQNUBqL4sAL3VzHaZlP7cdgJQTQCqDkD1ZQDo5I3NhmR19GSnlQDQuXls4SL1CirrozheoF5DZdX6X2B+zf8F5s5dkP6/nN83++Kc1Ke2XxwvTntgUA4AXbAwhy1erF5BZS2K40XqNVRWN/gL1Pg/QfGfIe2JT/SwXs+nPbSjCsCkPnD5cgAoD+EziIfw6ngI79S4jdkpKc/suJXgITyAZhCAqgNQp5Fmn5ye8syOA1BNAKoOQPWlDej43tbjoXRHdhaAagJQdQCqL21ADzY7PN2JnQagmgBUHYDqSxnQpo9Zr+q9A7QlANUEoOoAVF/KgD5ktmuqA8sIQDUBqDoA1ZcyoCPNzkt1YBkBqCYAVQeg+lIGdFuzp1MdWEYAqglA1QGovnQBfc5smzTnlRWAagJQdQCqL11Azzcbmea8sgJQTQCqDkD1pQvormZVfhPobABVBaDqAFRfqoC+0cvWa0pxXnkBqCYAVQeg+lIF9Fqzg1IcV2YAqglA1QGovlQBbTD7dYrjygxANQGoOgDVlyagM9awvtPSG1duAKoJQNUBqL40Ab3T7NvpTSs7ANUEoOoAVF+KgDbvZ3Z5atPKD0A1Aag6ANWXHqDTB5j1eCWtaV0IQDUBqDoA1ZcaoK9+0cxOT2lYlwJQTQCqDkD1pQXo+E3N6q9OZ1YXA1BNAKoOQPWlBOgL65mtc18qo7ocgGoCUHUAqi8dQBt3MvvkM2lMShCAagJQdQCqLx1Ah5ut/1Iag5IEoJoAVB2A6ksF0GvNeokev88GUFUAqg5A9aUB6J9XMTu38jFJA1BNAKoOQPWlAOjzm5lFzSmsJWEAqglA1QGovsoBfWg9s09NSWMtCQNQTQCqDkD1VQzoL/uYbfxkKmtJGIBqAlB1AKqvQkCbT60z2+HllBaTLADVBKDqAFRfhYAeb2b7CA5ht3wAqglA1QGovsoAvbDg54nV/xKPMADVBKDqAFRfRYDe3EN0/JAgANUEoOoAVF8lgD7Qx+zg9JaSNADVBKDqAFRfBYA+sZbZ/5uV4loSBqCaAFQdgOpLDuirm5p9Ufz6USkA1QSg6gBUX2JA393RbKtJqa4lYQCqCUDVAai+pIAWvwBp7afSXUvCAFQTgKoDUH1JAT3OrP6edJeSNADVBKDqAFRfQkAvNav7RcpLSRqAagJQdQCqLxmgN/Q0Oy3tpSQNQDUBqDoA1ZcI0LG9zQYLD2AXBqCaAFQdgOpLAuidfcy+OzP9tSQMQDUBqDoA1ZcA0Lv7mu3RmMFaEgagmgBUHYDq6zqgT/Yz+8b0LNaSMADVBKDqAFRflwGduaPZLnn4ANLSAFQTgKoDUH1dBvSHZhu9kclSkgagmgBUHYDq6yqgj/W2ujuyWUrSAFQTgKoDUH1dBHT6tmYjMlpK0gBUE4CqA1B9XQT0CLMtpma0lKQBqCYAVQeg+roG6Nge1uvhrJaSNADVBKDqAFRflwC9vd7spMyWkjQA1QSg6gBUX1cALX4Caa8Z2a0lYQCqCUDVAai+LgD6275mu+fpHfStAagmAFUHoPrKB/SBVcy+/m6Wa0kYgGoCUHUAqq9sQJ9fx+yrufoE0pIAVBOAqgNQfeUCOmU7sy/m7Q1MLQGoJgBVB6D6ygS0ucFsw5cyXkvCAFQTgKoDUH1lAnqSWd8/ZryUpAGoJgBVB6D6ygP0+jqruyHrpSQNQDUBqDoA1VcWoHfUm/0g86UkDUA1Aag6ANVXDqDFQ9Dv3ZT9WhIGoJoAVB2A6isD0If6mX09h2+gXxKAagJQdQCqr3NAx61ltnM+38DUEoBqAlB1AKqvU0D/vLbZTpOrspaEAagmAFUHoPo6A/Rv65l97s3qrCVhAKoJQNUBqL5OAH12Q7NtJ1VpLQkDUE0Aqg5A9XUM6IubmW05sVprSRiAagJQdQCqr0NAX9nKbNMXqraWhAGoJgBVB6D6OgL0rU+bbfRs1ZaSNADVBKDqAFRfB4BO+5LZuv9XxbUkDEA1Aag6ANXXPqAz9jJb/U/VXEvCAFQTgKoDUH3tAto8xKz+rmouJWkAqglA1QGovnYBHWnWa2xVl5I0ANUEoOoAVF97gN7dw+ququ5SkgagmgBUHYDqawfQSRuZnVDlpSQNQDUBqDoA1dcOoN8x276xyktJGoBqAlB1AKrPB/Qis35PVXspSQNQTQCqDkD1uYA+0dfsmqovJWkAqglA1QGoPg/Qd7Y1G1j9pSQNQDUBqDoA1ecBOthss7erv5SkAagmAFUHoPocQC8z6/2QYClJA1BNAKoOQPWtCOj4VcwuVCwlaQCqCUDVAai+FQCdsrXZvpKlJA1ANQGoOgDV1xbQ5n3MPjFFs5aEAagmAFUHoPraAnqa2SrjNUtJGoBqAlB1AKqvDaDX19XSO0BbAlBNAKoOQPWFgD66Su18BH5pAKoJQNUBqL4A0Anrm+3dJFtLwgBUE4CqA1B9ywM6eTuzz7+jW0vCAFQTgKoDUH3LAdr0bbONXhKuJWEAqglA1QGovuUAPclslceES0kagGoCUHUAqm8ZoDfXWd11yqUkDUA1Aag6ANW3FNA/r2o2UrqUpAGoJgBVB6D6lgA6aVOzb9bcC/ClAFQTgKoDUH2tgE77otnWNXQIu+UDUE0Aqg5A9bUAOmMvszWfVK8lYQCqCUDVAai+EqDNB5r1uV+9lKQBqCYAVQeg+kqAHmvW82b1ShIHoJoAVB2A6isCep6ZXapeSPIAVBOAqgNQfQVAf1Fndrp6HRUEoJoAVB2A6psT31lvNkK9jEoCUE0Aqg5A9c15tp/Zd2epl1FJAKoJQNUBqL6JG5jt2qheRUUBqCYAVQeg8p7Z3Oyzk9WrqCwA1QSg6gBU3Z8/ZrbZy+pVVBiAagJQdQAq7sE1zbZ4Rr2KSgNQTQCqDkC13b6K2TbT1KuoOADVBKDqAFTaTb3NdpoWd75jzgNQTQCqDkCV3djLbPepbb8XvgYDUE0Aqg5Ahd1Q8PM7jW2/F74WA1BNAKoOQHUV739+s7Ht98LXZACqCUDVAaisW3qa7TNjNoD6A4MA1A9A1QGoqmfWMIuKfgKoOzAIQP0AVB2Aipr+ebM9ZpbOAqg3MAhA/QBUHYCKOsxs49dbzgKoNzAIQP0AVB2AarrRrNcDrecB1BsYlBDQKZd/b78jzn+10/3m3jBi0Ol3LCydvyNqbTqAZh6AqqtRQJ9Z3eycJRsA6g1MAdC/9o+iEQOjhts62W/2CVE0LIrO+KC4cQWAVi8AVVebgL61rdlezUu2ANQbWDmg7w+MLn4vXnhPQ8OLHe94ZnT67LjxmOjy4sbp0RtzSy0G0MwDUHU1CWjjbmYfn7R0E0C9gZUDeld0WulR+ZhoVIf7vRYdWLzvOat/Q3PhZHg0190LQDMIQNXVIqDNg81We3zZNoB6AysH9MLooVYgDyuevH/9yYOOuHzqivuNiS4tnZ4R3R/H8xsO9qcBaAYBqLpaBHSkWc9bl9sGUG9g5YCef9hLpdO3okMKP185JOp/xIBowPglV//midYzZ0bjSqd3FR/DT4tOBdCqBaDqahDQS83siuUvAFBvYOWALum26NzCPcvh0S3z4wV3NOzX2HrxwNGtZ4ZHE0un46JT4viZaNRvjxt09MVvA2gVAlB1tQfodT3NTgkuAVBvYGqAvrBfVLgnemfr4/Sro2vaAjooanlc/2x0TBzfH0XRgEOjqP99rde+uEdL/1ycw+JYvYIKq/l/gMW1/g8Q19if4De9zA5dFF5WW/8EXqn/FVIDdN7YfaM7CqenRa+Vtl+JjmoLaP+oqfWqEXF8fXTgkwviOTdG+77Zcu2EnVp6P/ESiCil7ulttt8C9SpqrsSAPnFYNOgPxTPDoiuvLXZpNKD1qqWAHrz0HujIOJ78fMu9358teemee6BZVvP/ADV/7yeuqT/BQ33M+s9ve2kt/RP4pf5XSAfQf4+OootKdy8XRMtaGI+9tFDD94o/x8fxidHLpb3HFZ8rXdJLxbujy8dzoBnEc6Dqaus50F/Vm31rhW+A5zlQb2AKgDYNj459rfX80Ibl7vcft0zTsXH846jllfm7lz49WrxtNCBUHEAzCEDV1RSg1/Yy23MFPwHUHVg5oB8eFV350ZKNk1sfp8+ZOKX1kqUP4cdEV5VOfxz9Pv7w/gdb3HwlOjGcBqAZBKDqagnQi3uY7fXuipcDqDewckDvW/4h+djoitLp9dHtbQGdGB0yr3Dy7/0GzokXD4ueK114TXQtgGYegKqrIUDPqSt9A9KKAag3sHJAj41eXNRa4Z7n0Oi6/8SLHmzYf1ZbQONToosXxvPOiK4snP/faNgLcTz31oah/wLQzANQdTUD6Kzvm9lBs7yrANQbWDGgC/dd+kTn9wubzw6JGo46MNp3yeePlgN0xrBo8KkDoyOLn4hfeFMUDR3REA19rs04AM0gAFVXK4BO+WbBz6Oa3esA1BtYMaAzowDQuOnqE/c/8pJpS69fBmj83tXDB4wY82HLxjM/Gjro5OtWeNsngGYQgKqrEUAnbGfW4+x2rgRQb2DFgKYcgGYQgKqrDUAfXt9slZvbuxZAvYFBAOoHoOoAtApdWW+24Z/avRpAvYFBAOoHoOoANPNmHG5m27/U/g4A6g0MAlA/AFUHoFk36WsFP/tP62APAPUGBgGoH4CqA9CMm7SVWc9z/JffWwNQb2AQgPoBqDoAzbYZu5mt9ZuO9wFQb2AQgPoBqDoAzbbhZmv8tZN9ANQbGASgfgCqDkAzbbRZj9s62wlAvYFBAOoHoOoANMseqDc7r9O9ANQbGASgfgCqDkAz7Jm1zYZ0vhuAegODANQPQNUBaHa9tbXZl7zDL7UJQL2BQQDqB6DqADSzZu5utumrZewIoN7AIAD1A1B1AJpZ3zPr95dydgRQb2AQgPoBqDoAzaoLzXr8uqw9AdQbGASgfgCqDkAzqvj97+eWtyuAegODANQPQNUBaDaNX91sWJn7Aqg3MAhA/QBUHYBm0qubmu06o8ydAdQbGASgfgCqDkCzaPrOZptPKndvAPUGBgGoH4CqA9AMah5otvZTZe8OoN7AIAD1A1B1AJpBI83q7yt/dwD1BgYBqB+AqgPQ9BttZld3YX8A9QYGAagfgKoD0NS7qYfZKV25AYB6A4MA1A9A1QFo2t3Xx+zgLt0CQL2BQQDqB6DqADTlxq9l9q2ZXboJgHoDgwDUD0DVAWi63b2O2Zfe7dptANQbGASgfgCqDkBT7fxeZtu+2cUbAaDkvU4AACAASURBVKg3MAhA/QBUHYCm2LsHmNnOr3X1ZgDqDQwCUD8AVQeg6fXy9gU/DynjCMptAlBvYBCA+gGoOgBNrac3M6u/JMENAdQbGASgfgCqDkDT6pF1zdb9fZJbAqg3MAhA/QBUHYCm1G9XM9v0yUQ3BVBvYBCA+gGoOgBNp6t7m3325WS3BVBvYBCA+gGoOgBNo+bT6sy+NjnhrQHUGxgEoH4Aqg5AU2jGEDPbr+svv7cGoN7AIAD1A1B1AFp5k3cv+HlCc+LbA6g3MAhA/QBUHYBW3KufN+t5UQUDANQbGASgfgCqDkAr7ZnNzVa9rZIJAOoNDAJQPwBVB6AV9uh6Zuv+saIRAOoNDAJQPwBVB6CVVXz752blf/2RG4B6A4MA1A9A1QFoRT3Y1+wzCd/+uTQA9QYGAagfgKoD0Er661pmu75d6RQA9QYGAagfgKoD0Ap6cROzL0yteAyAegODANQPQNUBaPImfcpsyy4f/XPFANQbGASgfgCqDkAT987OZhtNSGEQgHoDgwDUD0DVAWjSZuxltub4NCYBqDcwCED9AFQdgCasebBZnwdSGQWg3sAgAPUDUHUAmrBjzXrenM4oAPUGBgGoH4CqA9BkXWhmF6Y0C0C9gUEA6geg6gA0UT+qMzs9rWEA6g0MAlA/AFUHoAl6d//C/c8RqY0DUG9gEID6Aag6AO16L+5Q8POIptTmAag3MAhA/QBUHYB2uXs+ZlZ/eYoDAdQbGASgfgCqDkC72LTD68zWT/T1xe0FoN7AIAD1A1B1ANq1Htqq8PB9hxdTnQmg3sAgAPUDUHUA2pVmndTTrNcPEn99nB+AegODANQPQNUBaBd6638Kdz+3qezw804A6g0MAlA/AFUHoOX3ROHhe90x01OfC6DewCAA9QNQdQBadr9azaxfSp/eDAJQb2AQgPoBqDoALbdRPcy2SOXoS20DUG9gEID6Aag6AC2vxsFmtsebmcwGUG9gEID6Aag6AC2rV75Y8POoWdkMB1BvYBCA+gGoOgAtpz9+POUPHwUBqDcwCED9AFQdgJbR6Hqzde7LbDyAegODANQPQNUBaKdN3a/w8H27Z7P7BQDqDQwCUD8AVQegnfXk1gU/B0/L8DcAqDcwqBNA/3H3Ta8uzozO1t+R7j9gOgGoOgDtpHHrmvW5LNNfAaDewKD2AL3/sPMLPx9fr/DfuG+9D6A1F4CqyxrQh9Y02/zxLH8DgPoDywH0JLPhcfzvja3YLgBacwGouowBvW81s09NzPAXFANQb2AZgI43qz87jq81u+a1H5o9DKC1FoCqyxbQ2/uY7TApu/ktAag3sAxAB9gmkwsne9nehZ/ftoEAWmsBqLpMAb253uwrkzMbvyQA9QaWAei2Nrrwc14fu7FwcoNtD6C1FoCqyxLQa3uZ7ZHly++tAag3sAxAV7X7Cj//avZm4eRhWx1Aay0AVZchoJf1MPtm+gevWzEA9QaWAejG9pvCz/Ntw+LGWFsXQGstAFWXHaCj6sz6z8hmdhiAegPLAPRrNrLwcyc7rLhxnO0IoLUWgKrLDNAzzWxIRkcPaROAegPLAPRc6/fo4uvM7imcn9jHhgForQWg6rIC9MSCn4el99XvHQag3sAyAH1/LbN6s0/Mi9/bp6/V/R1Aay0AVZcNoM1HFvw8vDn9wW4A6g0sA9D4rx8r/J36PRrHUwunp2fqJ4BmEYCqywTQ6UMK/z7+MPWx7QWg3sByAI1njjl+1BuF06kfjx7I1k8AzSIAVZcFoDdvalZ3ftpT2w9AvYFlAVrFADSDAFRd+oCO/1rh7mfPbA8fEgag3sCgjgFdkB2bywLQDAJQdWkDOuuUXgU/d3gozZmdBaDewKB2AZ161u7r9bB40VlvZewngGYRgKpLGdCXdy3wuf4VVXr5vTUA9QYGtQfoBauUDsQUL7S6swC09gJQdekCetd6ZnVHvJ3ewLICUG9gOYCOKuC5dUMR0NXNTgDQmgtA1aUJ6OSje5itfWta48oOQL2BZQD6Wp1t83jhysK1syPr8QqA1loAqi49QJuuXL9wf2bnv6czrSsBqDewDEC/b2tOiVsAjedva98D0FoLQNWlBugfvlDgs9dxVfnwe5sA1BtYBqCftdPiJYDGl9kXAbTWAlB1KQHaPKp3wc9d/5LCqK4HoN7AMgDtVzoaUyugD9oaAFprAai6dAB9fc8CnxtfU63PbrYJQL2BZQC6tl2/DNBrbU0ArbUAVF0qgN69QfGj7++msJxEAag3sAxAv2RDlgF6CEekr70AVF0KgDaf09NszVtSWU6iANQbWAagF1npkPQlQP/cO+OjiQBoBgGousoBnda/cPdzpwnpLCdRAOoNLAPQOZtYr1OmFwFdfO86tsk/AbTWAlB1FQM64bPFh++KF9+XBqDewDIAjSesXfjjbWq2ywZmdX/K1E8AzSIAVVcpoHeuY1Z/VVqrSRaAegPLATRuOr7eWvrSk9n6CaBZBKDqKgO08Zg6sw3/kN5yEgWg3sCyAI3jyT8fuc/OB5xz7+Js+QTQTAJQdRUB+tT2xc8evZzichIFoN7AII4H6geg6lZmQH/Rz6znSTPTXE6iANQbGASgfgCqbuUFtOn44pvn7013OYkCUG9gUCeA/uPum17N+jE8gGYQgKpLDOjkbxX8/M6klJeTKAD1Bga1B+j9h51f+Pn4eoW/5bfeB9CaC0DVJQX0mW3M6k4VfXazTQDqDSwH0JPMhsfxvzcuvQ6/C4DWXACqLhmgTwytN1tlTPrLSRSAegPLAHS8Wf3ZxU/B2zWv/dDsYQCttQBUXRJA792rrnCH5eOPZ7GeJAGoN7AMQAfYJpMLJ3vZ3oWf37aBAFprAai6rgM6vnjkJetzyKvZLChBAOoNLAPQbW104ee8PnZj4eQGDiZSewGouq4COvGgngU+1zk5P3wCqD+wDEBXLR1L5K9mbxZOHrbVAbTWAlB1XQP0lWNWLfI5alp2C0oQgHoDywB049IBlc+3DYsbY21dAK21AFRdVwB94fC+xQfvJ1T7Wzc7C0C9gWUA+jUbWfi5kx1W3DjOdgTQWgtA1ZUP6PTScSd6DRZ8a1wnAag3sAxAz7V+jy6+zuyewvmJfWwYgNZaAKqubEAf2rrAZ++Dns12OYkCUG9gGYC+v5ZZ4b+Kn5gXv7dPX6v7O4DWWgCqrkxA3z2mp1nP4crDJrcfgHoDywA0/uvHCv9V7PdoHE8tnGZ7QHoAzSIAVVceoI8X735u/XD2y0kUgHoDywE0njnm+FFvFE6nfjx6IFs/ATSLAFRdOYA2n1d4nNfz+OnVWE+SANQbWBagVQxAMwhA1ZUB6Ct7FO5+bqU+anIHAag3MKgMQD/of2ImcC4JQDMIQNV1DujN6xb8HDK1OstJFIB6A4PKAPRhWzUTOJcEoBkEoOo6A3TSgAKfa95QreUkCkC9gUHtALrwsobPtrZdD1sbQGstAFXXCaBj1y8e5yyfL74vDUC9gWUAuug7tnxHAWitBaDqOgT0yYbCv1Z9z2mq4nqSBKDewDIAvdtsi+F7m33vqMN3sNXuyvaY9ACaQQCqrgNAXzusV8HPLz9T1fUkCUC9gWUAurd9qvD3388eiePFx9oPM/UTQLMIQNW1C+hTx65ePG7IhXm/+zkbQP2BZQC6jV1c+Hmd/ajwc+5WPSdmCuiChTls8WL1CiprURwvUq+hsrrBX8D5J/jv/+5RPGZynx/Mrv6Kut6iWL2CiisAk/rAzgHtV/oU/HgbUty40o7IFNAP/5vDFi5Sr6Cy5sfxR+o1VFY3+AssaHvZpB8WP+FnPQa+olhR1/soVq+g4gr/GUt7YBmAfqwE6Lu2U3HjcdsyU0B5CJ9BPIRXt8JD+Bm3f7t4yGT72Micv/a+LB7CewPLAPTrdknh56K+9YX/jMYvWF8ArbUAVF0I6KzfHbxOUc+6r980Q7emrgag3sAyAP2+farwb2C8vT1Y+HmbbQagtRaAqlse0HfP26D0fsA1j3xSuaQuB6DewDIAfdRs26vi+Fj7XFM86zP2TQCttQBU3TJAp48q8dlrj2vy9YUdnQeg3sAyAI0PNNskjl/uaat8pq+VviAJQGsqAFW3BNAZF29U5PMrP5ukXlHXA1BvYDmAfjR6800LJ6NLDzxGZOongGYRgKprAbTp55sX/xXa7QH1chIFoN7AcgAtNK/4408H73HEvVnqGQNoJgGouiKgzbdsW7r3ea96MQkDUG9gEMcD9QNQdd0A0Lu3L/K5/W/US0kcgHoDgwDUD0DV1Tygf/xKkc9P3dSsXknyANQbGNQeoAvGHvrr4uneg25s++GltAPQDAJQcb/frcjnFtfMUi+kkgDUGxjUDqBTtjEbXTzzRbPdpgJozQWg0h7bq8jnZlfMVC+ksgDUG1gGoPMKfq59R/HcTzc3+8IiAK21AFTY3XsWDxiy8c/fVy+k0gDUG1gGoFeZnbmg5ezCc81+AaC1FoCqmnlD6aWjdc7/b1nfC5/rANQbWAagu9l3l20MWH4jgwA0gwBU09RRmxb5XPf0KeV9L3y+A1BvYJAP6Lo2ZtnGWI7GVHsBqKIXRq5V5HPLi98t73vh8x6AegODfED72G+XbdzN0ZhqLwCteq9e+OXiU5+2402lY80DaC7SALqFnb5s40zbPDM8iwFoBgFodWu6bc/SwT57fHvJhzYBNBdpAB1hG05bcr5xIzskSz8BNIsAtJq9ff4WpaNGbHzsssPVAWgu0gD6Qk/b7k8tZ/+2g/V9AUBrLQCtXm+dvFrphaMRDyz/PXEAmotEb6S/oPD/EJ8ZdsZPDtu5cObaTP0E0CwC0Go19azSC0fbX9MYXg6guUj1Uc5bNrHW1r4sWz8BNIsAtDo1XrBe8ZnPhodWuAZAc5HsYCJzL/32J3rZx3c/858Z+wmgWQSg1ajpF5sVv+foO+Od6wA0F0mPxrTgwwzdXBqAZhCAZl/Trz5bfIi2xx/dawE0F3E4O00Aqi7vgE65YMsin1+4u53rATQXAagmAFWXb0D/+v01inxudWO7R/sE0FwEoJoAVF2OAX3nqp1Lr6/u8MsOvuMdQHMRgGoCUHV5BfSJn+61alHPntHvO9wPQHMRgGoCUHW5BPTPR2/c8ua+TU57oZNdATQXAagmAFWXP0AnnvvpFj1X3/eOpk73BtBcBKCaAFRdzgCd9os9Wo4WstPJD5b1RR0AmosAVBOAqssVoM8fWvq4u2191t/LvQmA5iIA1QSg6nIE6LNDe5e+pePwR7pwIwDNRQCqCUDV5QbQhw7oVdCzfp9fd/CeJScAzUUAqglA1eUD0Ek/3bZ457Pv9yd29ZYAmosAVBOAqssBoJOu+mZ9kc9Vjn6l6zcG0FwEoJoAVJ0a0MlX7t6r9MLRtj+dlOT2AJqLAFQTgKqTAjrrjv36lvRcc9iKR/osLwDNRQCqCUDV6QB999ZDPtZyLPEDbm3sfPd2AtBcBKCaAFSdCNDpN++zSknPVfa/c1YlgwA0FwGoJgBVpwC06e4DS0eps17fuHpKhbMANBcBqCYAVVd9QJ8c+fGSnv2ia9+sfBqA5iIA1QSg6qoMaOPVLcf4rP/Oje+mMhBAcxGAagJQdVUF9I2zNijqWfelS95IaySA5iIA1QSg6qoI6EuHlw6RvOnJz6Q4FEBzEYBqAlB1VQP0xcNLHzf62u2dH+OzKwFoLgJQTQCqrjqANt1/SJHP3oMeT3sygOYiANUEoOqqAeiDh5ee+qw/eEL6swE0FwGoJgBVlzmgTbfuWHrdvfcBaT71uTQAzUUAqglA1WUM6PQLNy19Q8cuo1/L5hcAaC4CUE0Aqi5bQCd+rsjnVhe8nNlvANBcBKCaAFRdpoCOL37maKeb033dPQxAcxGAagJQdVkC+ts1zNb7bXbziwFoLgJQTQCqLjtAZ1zY22zr57Ia3xqA5iIA1QSg6rICdPpFxVePdkntI5vtBaC5CEA1Aai6bABt/GnpnZ/7Jz9QcrkBaC4CUE0Aqi4LQJuvK7136Yu3pT96hQA0FwGoJgBVlwGg932hyOeuv0t9sBeA5iIA1QSg6lIHdMrQIp9fuDflse0FoLkIQDUBqLq0Ab1/s+IR665rTndq+wFoLgJQTQCqLl1Apx/bw6z+rOxfO1oagOYiANUEoOrSBHTGNZsX7n5um/oh6zoKQHMRgGoCUHXpATqrxGfP46t493M2gOYkANUEoOpSA/SB7YovHu38UErjyg1AcxGAagJQdSkB+vqQugKfO9yRyrCuBKC5CEA1Aai6dAC9Yu3iUevGVu2192UBaC4CUE0Aqi4NQJuPKfDZ94fVffKzNQDNRQCqCUDVpQDorOJb5//n2crXkiQAzUUAqglA1VUOaOM+ZnVnp7GWJAFoLgJQTQCqrmJA39rdrMclqawlSQCaiwBUE4CqqxTQmzYwq78hnbUkCUBzEYBqAlB1lQH64nfMbNXqv3lpWQCaiwBUE4CqqwjQq1cv+Pnlv6W2mAQBaC4CUE0Aqq4CQN89qMDnGj/L8js3Ow9AcxGAagJQdckBfeazBT+/PTHNxSQIQHMRgGoCUHWJAf31Gma9fyr47FEYgOYiANUEoOqSAnpBD7ONq33kECcAzUUAqglA1SUDtKn44c1vvJ72YhIEoLkIQDUBqLpEgDYOLPg5dGbqi0kQgOYiANUEoOqSADplV7O6M9NfS5IANBcBqCYAVZcA0Ld3Nut9TQZrSRKA5iIA1QSg6roO6Fs7mq16VwZLSRSA5iIA1QSg6roMaMnPezJZS5IANBcBqCYAVddVQCd9zmz1HLx9aUkAmosAVBOAqusioM9/0myNP2S0liQBaC4CUE0Aqq5rgI7bwGytP2a1liQBaC4CUE0Aqq5LgN6zhtmGf8lsLUkC0FwEoJoAVF0XAG2+uN5suxczXEyCADQXAagmAFVXPqATvm5mu7yV5WISBKC5CEA1Aai6cgFt/tlqBT8HTs92NV0PQHMRgGoCUHVlAvrK7gU+17k+48UkCEBzEYBqAlB15QH6m/UKfu7zataLSRCA5iIA1QSg6soBdMaxdWZr5fDu52wAzUkAqglA1ZUB6KSdCnc/d55QhcUkCEBzEYBqAlB1nQP6xufMepyUi4N/OgFoLgJQTQCqrlNA3/y82Zp3V2UtSQLQXASgmgBUXWeAvr2j2RqPVGctSQLQXASgmgBUXSeATs65nwCajwBUE4Cq6wTQ/c1Wf7hKS0kUgOYiANUEoOo6BvRGs745OvinE4DmIgDVBKDqOgR04jpmF1ZtKYkC0FwEoJoAVF1HgDb/j9k3mqu3liQBaC4CUE0Aqq4jQC80W/Pv1VtKogA0FwGoJgBV1wGgz/Qzy+fnN5cLQHMRgGoCUHXtAzrjC2YDqrmURAFoLgJQTQCqrn1ATzLb6I1qLiVRAJqLAFQTgKprF9Df97Qev6vqUhIFoLkIQDUBqLr2AH17U7Njq7qSZAFoLgJQTQCqrj1A9zfbLnff3+EEoLkIQDUBqLp2AL3JrM/4Ki8lUQCaiwBUE4Cq8wF9da3cfwSpNQDNRQCqCUDV+YAONNsz5x9Bag1AcxGAagJQdS6gd5qt8nzVl5IoAM1FAKoJQNV5gDZ+0uzH1V9KogA0FwGoJgBV5wF6ktl2M6q/lEQBaC4CUE0Aqs4B9Ml665Hvg4AuF4DmIgDVBKDqVgS0+StmwxVLSRSA5qL8AvrYoJmd7zT3hhGDTr9jYen8HVFr0wE087ojoD8y+9hbiqUkCkBzUX4BPT3qHNDZJ0TRsCg644PixhUAWr26IaAP9Ta7SbKURAFoLsoroB+OicoA9Mzo9Nlx4zHR5cWN06M35pZaDKCZ1/0AfWtTs0M1S0kUgOaifAL66Kn7R2UA+lp0YPG+56z+Dc2Fk+HRXHcvAM2g7gfo3mbbTdMsJVEAmovyCegNBx10UMNSQN+//uRBR1w+dcXdxkSXlk7PiO6P4/kNB/vDADSDuh2gF5it+jfRUhIFoLkon4AWO2gJoK8cEvU/YkA0YPySa37zROuZM6NxpdO7io/hp0WnAmjV6m6APl5vdrVqKYkC0FyUf0DnD49umR8vuKNhv8bWawaObj0zPJpYOh0XnRLHz0SjfnvcoKMvfnvJgA+ebum993PYRwvUK6isD+N4rnoNlTV/4XIbs7Y1GyJbSqIKf4F56jVU2txYvYKKi+NFaQ9MGdA7Wx+nXx1d0xbQQVHL4/pno2Pi+P4oigYcGkX972u9dsJOLbVdElHbjjfb+j/qRRCtUOWAnha9Vjp9JTqq9ZqlgPaPmlqvGhHH10cHPrkgnnNjtO+bLdcCKJXZH+us15PqRRCtWOWADouuvLbYpdGA1muWAnrw0nugI+N48vMtTx/8LBrVcu20US39c24OW7hIvYLK+iiOF6jXUFnL/QVmbmJ2jnApiZpf83+BuXMXxOoVVFwcL057YLqALoiWtTAee2mhhu8Vf46P4xOjl0u7jovOXXa7l4p3R5ePF5EyqFu9iLSv2Q61cgyRpfEiUi7K/4tIQxsWLLvwuGWajo3jH0ctr8zfvfTp0UJN0YDwnfQAmkHdCdALzfo9rVxKogA0F+Uf0JNbH6fPmTil9ZqlD+HHRFeVTn8c/T7+8P4HW9x8JToxHASgGdSNAD29zuwy6VISBaC5KP+Ajo2uKJ1eH93eFtCJ0SHzCif/3m/gnHjxsOi50oXXRNcCaOZ1G0BnDTezoeK1JAlAc1H+AZ0zNLruP/GiBxv2n9UW0PiU6OKF8bwzoisL5/83GvZCHM+9tWHovwA087oLoI37Fvw8okm9mAQBaC7KP6Dxs0OihqMOjPZd8vmj5QCdMSwafOrA6MjiJ+IX3hRFQ0c0REOfazMIQDOomwDatKdZj1HqpSQKQHNRDQAaN1194v5HXjJt6TXLAI3fu3r4gBFjPmzZeOZHQwedfN0Kb/sE0AzqJoCeZ1Z/g3olyQLQXJRfQFMLQDOoewA6vt5sjHohCQPQXASgmgBUXQHQxk+bHaheR9IANBcBqCYAVVcA9GizzSar15E0AM1FAKoJQNXNXfBAD+txn3oZiQPQXASgmgBU3dy3NzYbqV5F8gA0FwGoJgBV98aWZtvX3CfglwWguQhANQGouL8X/NzwWfUqKghAcxGAagJQbS9sYbb+E+pVVBKA5iIA1QSg0iZubrbxU+pVVBSA5iIA1QSgyhp3NtvoVfUqKgtAcxGAagJQZYeZrfPSgs73y3MAmosAVBOACvu5WY875wKoPAD1BgYBqB+A6hrX1+zHswFUH4B6A4MA1A9AZb2xmdl3mwE0BwGoNzAIQP0AVNY3zbaZOhtAcxCAegODANQPQFVdZrZ68Q1MAKoPQL2BQQDqB6Cinl/N7JriGQDVB6DewCAA9QNQTU27mH2ndA5A9QGoNzAIQP0AVNNZZuu2vIMeQPUBqDcwCED9AFTSuHqz21rOAqg+APUGBgGoH4Aqavqc2cGt5wFUH4B6A4MA1A9AFf3SbPOprecBVB+AegODANQPQAXN2GK5L+EEUH0A6g0MAlA/ABV0sdn2zUs2AFQfgHoDgwDUD0Cr37sbm925dAtA9QGoNzAIQP0AtPqdY/aVZVsAqg9AvYFBAOoHoFXv7bXNHlq2CaD6ANQbGASgfgBa9UaafXu5TQDVB6DewCAA9QPQavfwqtZj/HLbAKoPQL2BQQDqB6BV7g9rmA1e/gIA1Qeg3sAgAPUD0Or2xzXNdnhr+UsAVB+AegODANQPQKva42ubffaN4CIA1Qeg3sAgAPUD0Gr2/Fpmnw/9BNAcBKDewCAA9QPQaja8cP9zUpvLAFQfgHoDgwDUD0Cr2Nv9rPdLbS8EUH0A6g0MAlA/AK1iF5gNWOFCANUHoN7AIAD1A9Dq1by12YMrXAqg+gDUGxgEoH4AWr3uMvvMipcCqD4A9QYGAagfgFav75hdtuKlAKoPQL2BQQDqB6BV6+89bc13VrwYQPUBqDcwCED9ALRqjTQ70rkYQPUBqDcwCED9ALRaNa5vdU86lwOoPgD1BgYBqB+AVqtLzPbwLgdQfQDqDQwCUD8ArVIX9TT7tXcFgOoDUG9gEID6AWhVajrazPZs8q4CUH0A6g0MAlA/AK1G0/sX/Bwyw70OQPUBqDcwCED9ALQKTd7ZrO7Mdq4EUH0A6g0MAlA/AM2+t3Y0q7+uvWsBVB+AegODANQPQDNv0ufN+t3b7tUAqg9AvYFBAOoHoFn3+mfMVm3fTwDNQQDqDQwCUD8Azbh3Pm225sMd7ACg+gDUGxgEoH4AmnFDzdZ+tKMdAFQfgHoDgwDUD0Cz7Xqz+kc63ANA9QGoNzAIQP0ANNOeW8PsvI53AVB9AOoNDAJQPwDNspk7m+3Z3PE+AKoPQL2BQQDqB6BZdoLZ+q90sg+A6gNQb2AQgPoBaIY90MN6/LaznQBUH4B6A4MA1A9As2vWZ8xO7HQvANUHoN7AIAD1A9Dsushsi8ZO9wJQfQDqDQwCUD8Azaw31jG7vfPdAFQfgHoDgwDUD0Az67B2DkHfJgDVB6DewCAA9QPQrBrfy+q970BqG4DqA1BvYBCA+gFoVn3V7IRy9gNQfQDqDQwCUD8Azahfmm04pZwdAVQfgHoDgwDUD0CzadL6Zj8va08A1Qeg3sAgAPUD0GwaYrZLJ5/hbA1A9QGoNzAIQP0ANJPuqbP6v5W3K4DqA1BvYBCA+gFoFk3bwuysMvcFUH0A6g0MAlA/AM2iY8w+7X+J8YoBqD4A9QYGAagfgGbQuF7W46FydwZQfQDqDQwCUD8ATb93tzM7uuy9AVQfgHoDgwDUD0DT72Czzd8pe28A1Qeg3sAgAPUD0NS70ax32Q/gATQPAag3MAhA/QA07Z5ZvdOvQQoCUH0A6g0MAlA/AE25xs+b7VXeW+hbAlB9AOoNDAJQPwBNuRFmH5/UlRsAqD4A9QYGAagfm8twhQAAGuBJREFUgKbblWa9HuzSLQBUH4B6A4MA1A9AU+3BerNzunYTANUHoN7AIAD1A9A0m7CeWdSVJ0BnA2geAlBvYBCA+gFoir27vdnnpnXxRgCqD0C9gUEA6geg6dW8t9mGL3X1VgCqD0C9gUEA6geg6fUTsz6PdPlWAKoPQL2BQQDqB6Cp9ad6s190/WYAqg9AvYFBAOoHoGn1zifNhiW4HYDqA1BvYBCA+gFoWg0x27Ksb5FrE4DqA1BvYBCA+gFoSt1kVv94khsCqD4A9QYGAagfgKbThDXMfprolgCqD0C9gUEA6geg6fQts//p4jvoWwNQfQDqDQwCUD8ATaXfmq39WrKbAqg+APUGBgGoH4Cm0axPm12Q8LYAqg9AvYFBAOoHoGl0qdmWjQlvC6D6ANQbGASgfgCaQlM+ZnZr0hsDqD4A9QYGAagfgKbQiWa7Jb4xgOoDUG9gEID6AWjlTehjPR5LfGsA1Qeg3sAgAPUD0MrbJ9lnOFsDUH0A6g0MAlA/AK24X5it/krymwOoPgD1BgYBqB+AVtqLa5pdXMHtAVQfgHoDgwDUD0ArrHlPs92TfQapJQDVB6DewCAA9QPQCrvAbM0XKhkAoPoA1BsYBKB+AFpZ/9fX7IaKJgCoPgD1BgYBqB+AVlTTjmb7VTYCQPUBqDcwCED9ALSifm620ZuVjQBQfQDqDQwCUD8AraTGTc3GVDgDQPUBqDcwCED9ALSSzjX7QiWvwBcDUH0A6g0MAlA/AK2gt9cxu7vSIQCqD0C9gUEA6gegFTTSbK+KhwCoPgD1BgYBqB+AJm/iKtYj0ffIBQGoPgD1BgYBqB+AJu9gs8GVTwFQfQDqDQwCUD8ATdz4XlY/ofIxAKoPQL2BQQDqB6BJm7Wj2TEpzAFQfQDqDQwCUD8ATdqPzDZ+O4U5AKoPQL2BQQDqB6AJe7Kv2a/TGASg+gDUGxgEoH4AmqymL5sNSWUSgOoDUG9gEID6AWiyzjPboMIPwbcGoPoA1BsYBKB+AJqop1dJ6QE8gOYhAPUGBuUA0H/lsY8WqFdQWR/G8dzq/9ZZO5jtn9Ks+QtTGiRqThzPU6+h0v6bz385u1IB0LQHBuUA0MXqBVBaHWe28T/UiyCqXjkA9N/v57CPFqhXUFnFe6BV/6VjzXrcl9aw+QvTmqSp8BeYp15Dpc2N1SuouDhelPbAoBwAynOgGaR4DvTZNczOSm0az4Hq4zlQb2AQgPoBaJdr3N7sa7NSGweg+gDUGxgEoH4A2uW+Z7bR6+mNA1B9AOoNDAJQPwDtateb9bo/xXkAqg9AvYFBAOoHoF3s//ql+QTobADNQwDqDQwCUD8A7VrvbGu2V1OaEwFUH4B6A4MA1A9Au9YQs00mpToRQPUBqDcwCED9ALRLXWZW/0i6IwFUH4B6A4MA1A9Au9KD9WYXpjwTQPUBqDcwCED9ALQLPbOO2YC0hwKoPgD1BgYBqB+Alt8bnzTb/p20pwKoPgD1BgYBqB+Alt2Mr5tt9FLqYwFUH4B6A4MA1A9Ay26I2erj0x8LoPoA1BsYBKB+AFpu55n1+k0GcwFUH4B6A4MA1A9Ay+zuXmYXZzEYQPUBqDcwCED9ALS8/r6u2aGZTAZQfQDqDQwCUD8ALavpO5h9sTGT0QCqD0C9gUEA6gegZTXUbP30X4AvBaD6ANQbGASgfgBaThea9X4wo9kAqg9AvYFBAOoHoGV0f2+zi7IaDqD6ANQbGASgfgDaeS9vYHZAZtMBVB+AegODANQPQDtt+o5mn3s3s/EAqg9AvYFBAOoHoJ12kNn6L2Y3HkD1Aag3MAhA/QC0s35m1jvN70BqG4DqA1BvYBCA+gFoJ724WvqHAA0CUH0A6g0MAlA/AO2kvc2iTH8BgOoDUG9gEID6AWjH3WG2ekbvoG8NQPUBqDcwCED9ALTDpm1mNjrD+bMBNA8BqDcwCED9ALTDjjHbYVaG82cDaB4CUG9gEID6AWhHje9tPR/LbnwpANUHoN7AIAD1A9AOemd7s6Mym94agOoDUG9gEID6AWj7Ne5h9vGpWU1fEoDqA1BvYBCA+gFou83a16zvAxkNXxaA6gNQb2AQgPoBaHs1H2LW8+ZsZi8fgOoDUG9gEID6AWh7jTTrcW02o4MAVB+AegODANQPQNvpcjO7IJPJbQJQfQDqDQwCUD8A9bu/3uyULAavEIDqA1BvYBCA+gGo24T1zBqaMxi8YgCqD0C9gUEA6gegXlM/bfb5aenP9QJQfQDqDQwCUD8AdWr6ttlGE1Mf6weg+gDUGxgEoH4AumIzDzDr+2jaU9sLQPUBqDcwCED9AHSFpn3LrO76lIe2H4DqA1BvYBCA+gFo2978klnPK9Od2VEAqg9AvYFBAOoHoG16cTuzPmNTHdlxAKoPQL2BQQDqB6Bh165ltsa9aU7sLADVB6DewCAA9QPQ5XttHzP72OPpDSwjANUHoN7AIAD1A9DlumW9gp97ZvsVSCsEoPoA1BsYBKB+ALq0qcMKfK52aXU+f7QsANUHoN7AIAD1A9AlPbJVwc+vPp/OsC4EoPoA1BsYBKB+ANpS81m9zOp/3JTGrK4FoPoA1BsYBKB+AFqq6ZDC3c9txqUwqcsBqD4A9QYGAagfgBabMaDg54h3Kx+UIADVB6DewCAA9QPQQo3fNas7P4XVJAlA9QGoNzAIQP0AdPbsKbuY9bomjdUkCUD1Aag3MAhA/QB0duPXzeqr+eHNMADVB6DewCAA9QPQWfuYrfq7dFaTJADVB6DewCAA9VvpAW0+2Kz3HSmtJkkAqg9AvYFBAOq30gN6olnd1SktJlEAqg9AvYFBAOq3kgP67pFmdmFqq0kSgOoDUG9gEID6rdyA/mHrgp+npreaJAGoPgD1BgYBqN/KDGjjyF5mPcV+AmgOAlBvYBCA+q3EgE74fOHu5ycfSnU5CQJQfQDqDQwCUL+VF9DfrWPW4yjNxzeXD0D1Aag3MAhA/VZaQM8tPHzf4L6UV5MkANUHoN7AIAD1W0kBndy/8PB954mpLydBAKoPQL2BQQDqt3IC+ofNC34e2pj+chIEoPoA1BsYBKB+KyOgTWf1NutzRRbLSRCA6gNQb2AQgPqthIC+sFvh7ue24zNZToIAVB+AegODANRv5QP0F2sW/DxM/+r7kgBUH4B6A4MA1G9lA/SNfQt8rvOrrJaTIADVB6DewCAA9VvJAH1ow4Kf//NyZstJEIDqA1BvYBCA+q1cgN7fz2zVn1X7m987DkD1Aag3MAhA/VYqQO9d1Wz7pzNcTZIAVB+AegODANRvZQK0eP9z58lZriZJAKoPQL2BQQDqtxIBeucqZl+ekulqkgSg+gDUGxgEoH4rDaDNZ/Y022VqxstJEIDqA1BvYBCA+q0sgE7ay8y+9k7Wy0kQgOoDUG9gEID6rSSAPrJpwc8j8vHh9zYBqD4A9QYGAajfygHozX3NVrsh+9UkCUD1Aag3MAhA/VYKQM+uM9vuqSqsJkkAqg9AvYFBAOq3EgA68+DCw/e9p1VlOQkCUH0A6g0MAlC/7g/oW3sU/DyqqTrLSRCA6gNQb2AQgPp1e0DHb2XWU/vN7x0HoPoA1BsYBKB+3R3QMf3MVrutWqtJEoDqA1BvYBCA+nVvQGcdX2e2ZW6OnewGoPoA1BsYBKB+3RrQxqh48Lo3q7icBAGoPgD1BgYBqF93BvTNL5vVnZzfl49aAlB9AOoNDAJQv24M6IvbmdWPqepqkgSg+gDUGxgEoH7dF9AnNjFb457qriZJAKoPQL2BQQDq120BvX41sw3GVXk1SQJQfQDqDQwCUL9uCmjj98zsE89XfTkJAlB9AOoNDAJQv+4J6PM7FPz8Vs5ffm8NQPUBqDcwCED9uiOgjaMKD997npr3l99bA1B9AOoNDAJQv24I6NjNC3c/N7xfspwEAag+APUGBgGoX7cDdNw3CnzW7feqaD1dD0D1Aag3MAhA/boZoBMO6FHw83MPytbT9QBUH4B6A4MA1K9bAfrOMfUFPte9tEae/WwJQPUBqDcwCED9uhOgL32uwOeqJ+Xum987DkD1Aag3MAhA/boRoH/e2KzXIROly0kQgOoDUG9gEID6dR9A/3c1s/X/oF1NkgBUH4B6A4MA1K+7ANr8k55m205QLydBAKoPQL2BQQDq100Afbn4xUffeFu9miQBqD4A9QYGAahf9wD01+sW/DxshnoxiQJQfQDqDQwCUL/uAOhj+9eZrZX/I3/6Aag+APUGBgGoX80DOv/2rxTufdpXX1CvJGkAqg9AvYFBAOpX44A237hJkc++Z81SryRxAKoPQL2BQQDqV9uA/ulLRT43PWeSeiEVBKD6ANQbGASgfrUM6CvDih983+V/a/feZzEA1Qeg3sAgAPWrXUCnntKvwOfGty7u4HvhayEA1Qeg3sAgAPWrVUDfuWj9Ap99Rs7q6HvhayIA1Qeg3sAgAPWrRUCb/nDmV4uHXaobOKHD74WvjQBUH4B6A4MA1K8GAX1oOyv19cdmd/i98DUSgOoDUG9gEID61Rygbx9WfOXI1ul/Z2kTQNUBaC4CUE01BujUazYsfl/xOY8tOWYygKoD0FwEoJpqCdCJl/xPnwKf9T+YvuwyAFUHoLkop4DOvWHEoNPvWNi1/dq5EYBWUNOfzvlSXempz53/uvzlAKoOQHNRPgGdfUIUDYuiMz7oyn7t3QhAEzduxDotLxytud8t4RceAag6AM1F+QT0zOj02XHjMdHlXdmvvRsBaLImXrJDi56bH/G7FY5YB6DqADQX5RLQ16IDi3cjZ/VvaC5/v3ZvBKBdrXH8Lad9a4MSnr2+cd6T3i4Aqg5Ac1EuAR0TXVo6PSO6v3jy/vUnDzri8qmd7NfmRgCaoBlP/Orc4btv2sNa2+Ksl9vZE0DVAWguyiWgZ0bjSqd3lR6Ov3JI1P+IAdGA8Uuu/s0T3n7hjQC0S73z5P2/PHvgp+ttWfXbH3Z3c7s3AFB1AJqLcgno8Ghi6XRcdEoczx8e3TI/XnBHw36NrVcPHO3tF2wAaOdNf+kv99w4+oeHN3x5q1Vt+Xp/4ptHX/poY4c3BlB1AJqLcgnooKjl8fqz0TFxfGfrQ/Oro2vaAhrsF2wUa7yqpff+m6RxJ2faaadlN/vo77Xp0P1KfWfPPff8xheKbb/llmv1sxXbeK9jLrv3pQ/K+J9nfhx/lOh/19y0YJF6BZVV+AssUK+h0j6K1SuouDhenPbAygHtHzWVTl+JRsTxadFrrRtHtQU02C/YKDZhp5beT7KE+BrHl+5ajw132HvEj3755/cS/S9FRFmVCNCDl96ZHBnHw6Irry12aTSg9eqlgAb7BRvFALSD+q398c/tPvCosy//9cMTZnT+gQUiUpQI0BOjl0un46Jz4wXRshbGYy8t1PC94s/x4X7hRrEPnm7pvfeT9Oq9mfbwH7Kdv7Q//bm1J18o9PrUUrMT/U+yfB/G8dyKh0ibv1C9gsoq/AXmqddQaXNj9QoqLo4XpT2wckB/HLW84n538WnPoQ0Lll1z3DJNx7bZL9hYPl5EyiBeRFLHi0i5KJcvIo2JrmqF9PdxfHLrQ/M5E6e0Xr30IXywX7ABoBkHoOoANBflEtCJ0SHzCif/3m/gnDgeG11RuvD66Pa2gAb7BRsAmnEAqg5Ac1EuAY1PiS5eGM87I7qycH7O0Oi6/8SLHmzYf1ZbQIP9wg0AzTYAVQeguSifgM4YFg0+dWB0ZOnASs8OiRqOOjDad8nnj5YDNNgv2ADQbANQdQCai/IJaPze1cMHjBjzYctG09Un7n/kJdOWXrkM0HC/YANAMw1A1QFoLsopoGkGoBkEoOoANBcBqCYAVQeg+gDUGxgEoH4Aqg5A9QGoNzAIQP0AVB2A6gNQb2AQgPoBqDoA1Qeg3sAgAPUDUHUAqg9AvYFBAOoHoOoAVB+AegODANQPQNUBqD4A9QYGAagfgKoDUH0A6g0MAlA/AFUHoPoA1BsYBKB+AKoOQPUBqDcwCED9AFQdgOoDUG9gEID6Aag6ANUHoN7AIAD1A1B1AKoPQL2BQQDqB6DqAFQfgHoDgwDUD0DVAag+APUGBgGoH4CqA1B9AOoNDAJQPwBVB6D6ANQbGASgfgCqDkD1Aag3MAhA/QBUHYDqA1BvYBCA+gGoOgDVB6DewCAA9QNQdQCqD0C9gUEA6geg6gBUH4B6A4MA1A9A1QGoPgD1BgYBqB+AqgNQfQDqDQwCUD8AVQeg+gDUGxgEoH4Aqg5A9QGoNzAIQP0AVB2A6gNQb2AQgPoBqDoA1Qeg3sAgAPUDUHUAqg9AvYFBOQD0n//IYfPmq1dQWe+9//6/1GuorLkfqVdQWbX/F/jHP+YsUq+g4t5///10B7bRKweAUgY9tNNON6jXsHL3l512ulK9Blq80077Z/oLALR7BqDqADQPASglCkDVAWgeAlBKFICqA9A8BKCUKABVB6B5CEApUQCqDkDzEIBSogBUHYDmIQClRP3j6acb1WtYufvX00+/o14DxU8//WKm8wGUiChhAEpElDAAJSJKGIASESUMQImIEgag3akLougO9RpoctS/7UUPR7yprHq99otjBg8cMXrcohWuWfzYX1L+XQDajfrPgCg6Wr0IAlBpH14YFepf+L+j32p73aJoSMq/DUC7UX+Ijtw3elu9ipU+AFU259ho35snfvjRWw8eFO3/cpsrAZQ66PTo3h9FNy3bXrgwuHpOlZezsgagykZFh73ecu6fZ0eHfBBeCaDUfk0N+/7z0Wj44tLG2dG/xgyODrvw+eLGH6MHP7x00Fjp6laeWgD9TfTb0tal0bMAWr1ejaLnl5z/YGh0a/H09UuPHPqjexbF8ejig/tBqf4+AO0+3RmdG88ZEL1U2jg7Oi+KDt43argrLgJ676nRgfdql7fSBKDCLo/OX7bxYHRw4e7EwwOiQSMaonPmxA9dGQ24+pep/j4A7T4dE42P4/Oja0obZ0fRyTPjubdF0ZtFQEccNUm8upUnABV2aPToso3ZUTQ1fqdhwGOL4hnHRWN4CE8d9FY0eH4cj4sOXFDcOjs68MPi6S+i84qAFhml6gSguj6KoteW2xwUPRWPanlr36RoBIBSB90YXV34OXdg4f9n4iKgLa8mNUX7LS4AOlK5spUsANX1fhS9t9zmcdGjiwc0lF5JWvzA/YsBlNpt0SFR6U0bo6OLiidnR+NaLh8azS4AOlq2rpUvANVVuAf6+nKbB0ZPNkXDl20DKLXXhGhJA/8bFwF9oeXyEwqPaf4Y/UK6tpUrABV2yPLPgf4zit5+OTpp2QUASu11WXTQ0aX6R4/FRUD/3HL5wdHMAqDpvvRIbrceXXqn2NsBoKMBtJpdEl2wbOOR6LDF70aHL7sAQKmd5g1a8v630dGP4yKgt5S23ov6LwTQ6vTzlmdKXowGx0VA7ypdeAKAVrOXoiUPveL4P8OiW+MF+/afW9q64rwPAJTa68/RQa2fO/q/aN/3i4AOLf3/zfXRmTGAVqd7Wo5E8Lvo1MLPu1qeNnm7AUCr2k+iEa3vOHn/x9HwucXP591T3JoaHcI9UGq3n0TXtp6bf0D0QOl9oKfNjufd0RC9CqBVanJDdNfi+NWDSvc9n4wOmBLHM46JALSqfXBk1H/sa3MXTn14WDSkeDSRV6OB4xfHzScW35ayKOo/L91fB6Ddo/f7R0sPnHBpdEoR0NFRdFj/qOH2GECr1a1RNPiQKDql+Fhg/nFR/1NO7B/9AECr2wfnRVHUMKDw4+yWb/Ur3IkYfFT/6MT5cfFl+aN+kupvA9Du0f3RYYuXnH82imYWAH312VGHHvLTZ4uXAGiVeu7sQwef8ruW51Lev/aIfaOBD90DoNXu5Z8fNXjwyZc/s2T7xQsPH/yDu0qfLxk/YsBRqf4uAO2mnV186E7aFjTOVy+Bsg1Au2kASpR9ANpNA1Ci7APQbhqAEmUfgHbTHvzlTPUSiLp9AEpElDAAJSJKGIASESUMQImIEgagREQJA1AiooQBKBFRwgCUuknr2dnqJdBKF4BSN8kH9N2nnqv6SmjlCUCpm+QDeratV/WV0MoTgFI3CUCp+gEodZMAlKofgFI3CUCp+gEo1XgPfHeDPlt8f9JSQB878hsbrLbdPvcuKpw/ykpdUbx8zsVfWWe1zx/1unKt1N0CUKrpFpzcYuQqd7cA+tGB1tp3FgaA/n2TlvN1F6iXTN0oAKWa7nCztY8Ze8Gutkp9CdDRZp/62T13j/6U2WXF65c8hG9e22zwdb85dU2zC5Xrpe4VgFIt93IP2+bNwumi4wt3LouAbm7bflC84t9bWEPxdAmgx1uve4unU7axVaaKFkvdLwClWm5/s6dKZxZ/ugTovE03uarlmuH22eJJK6BT6u3klssfMztLsFDqngEo1XIb2l6t526w8FX4vQNAf272busVW9vu1VsfdfMAlGq4D5apOWnZ2cXT/3r9QAsAHWkfX3KbfXljE6UWgFINN8Hsptazc1sBffm47Vdpeb19eUD3seXqIVotdb8AlGq4V8xuXnJ+1RKgF/U0q99x8I8e+V4A6M7LA2oLNKul7heAUg03t27p4/bm0j3Qxwp3PB+YV9w+KgD0ANtFtETq1gEo1XIb2zdbz/2xBOjBtsqslu3DA0DPsQ0Wt+64cOGiaq+Sum0ASrXcgWZPt5zbqwToHvaZls3FOwSA3mt2b8sV/7+dO2SJLAoDMHxmFx2XRdEVLMPiYnIQi+A/EIOwsNEkwiAbRLeZDBaDSU3+AUVQUBCDQdC0XZmwYa3CIhgsYtCjV2f/wIcwzPA84d5zOOWkt9yPe9NtjIl3I6C0sj8fU/WqWKy9DdLPpa5/xfZ+PqVqsVhOfcXraTx9OS8WD99T6W+zbkvbEVBaWi2l/l87G5OpXC0CepjSyO7F2eZQ+pw+nNzlvJJKB/XrnH+XUsfM1vH6sDl63pGA0tLuGwNKXXvTr9+Tao1JpaW9l+ePnI/+/0zktNI4WWj2lWkjAkqL258a6KzM1PNbQPPhxNfyt9plfvzZ+2nxZb86WK5sFwe3S6M93WOz9aZeljYjoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKEPQMkwZ60xtqcTcAAAAASUVORK5CYII=" 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(
 <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>
 ##  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,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" 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$weekdate)</code></pre>
 <pre><code>## [1] &quot;factor&quot;</code></pre>
 <pre class="r"><code>class(il_weekly_cases$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
 <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>
 ##  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>
 <pre class="r"><code>plot1 &lt;- il_weekly_cases %&gt;%
   ggplot(aes(date, new_cases)) +
   geom_line()
 
 plot1</code></pre>
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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>
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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>
-<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>
 <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>
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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>
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QF8DOvyjKThlUyBxWe673aXXREofz7TrdALqtRoyQB8ALrkaeIGABhICGg9AzwGekVdNfnQCnlIVfLQp0OJp6VZllGWOZyKg3qohA1T9ynjyUWAIAQ0kBDQegKr75F/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>
 <pre class="r"><code>library(scales)
 plot3 &lt;- plot2 + scale_y_continuous(label = comma)
 plot3</code></pre>
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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.</p>
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G6H6ewvQRQP0l3Zbfubp4V+RvmZQBdDubXNMQM3EC9AuQEdgEgFVGAJaCoC2QmPrpKMgQLVTgXMEoDMP05+WHPSr5onskh6vtbFPdCKgZmIFaE1zNBkEPE5AFYaAlgCgU4Ed7b5BgH5dibUWGHP5862MResWad5Ir4n07c46tsf8TkCtxArQj4B9ngSGEFCFIaAlAOgbmTWTAwHVugHX6XP5heZAk8c0f+QXlZvbWxd0i48JqEisAL0LGPCpPjUIqMIQ0BIA9GbgCrtvIKBjgbb/M9dO3uB9Wd+gq3Le2who9jgBNRMrQPsAT/8J7ExAFYaAlgCg/YGn7L6BgGp7A3cdpz+f3FO6YnLwZY3HGQvVXxb2h09ARSIG6DbAT6lWaEZAFYaAlgCg+wGf232DAX3RPKkFpy+Q9w2+Lvwv++iHHeF/1zQdAioSLUB/r0L7v1K7AQsIqLoQ0BIAtB0a2lcyCgG0ZmvdwYb3BPUNBlRbeF4CmBhUJaB2ogXoG8CRf6V6Ah8SUHUhoPEH9Ddg63TfYEC1B4B27wT2DQFU004Cng+uElCRaAE6FLj2r9QVwKMEVF0IaPwBfRs4Kt03BNBFg/r9ENw3FNArrSWZ5SGgItEC9Ajgrb9SjwOXElB1IaDxB/RO4LJ03xBAg68LbyQUUP3J68DgKgEViRag7dBgzl+picDRBFRdCGj8AT0bSJ/YqQjQ19PLPclCQEUiBehkYw3Yv1LzE9iWgKoLAY0/oAcCH6X7qgH0C+CA4CoBFYkUoI8C/Y3J3Q4NVxFQZSGg8Qe0Axqkr6KpCNC5CXQKrhJQkUgBehbwgDG5/wXMIqDKQkBjD+jsCmyZ6asGUK01mgcXCahIpADtDHxhTO6TgPcIqLIQ0NgDOhbomumrCNDt9ecxgUUCKhIlQOc3QqsaY3JfBdxHQJWFgMYe0PuAizJ9FQF6OOBdQDQTAioSJUDfA/5tTu6ngAEEVFkIaOwBHQA8mOmrCNDTgFcDiwRUJEqADgMGmZP7I+BwAqosBDT2gB4GTMj0VQSo8UIwsEhARaIEaA/gZXNyz6vE5gRUWQho7AHdFBVzMn0VAfoIMCSwSEBFogToJkhMF5N7Y1QtlP4IAc1DCGjcAZ1XhY0dfRUBOgboF1gkoCIRAnRqAltpYnL/2/g4XhoCmnsIaNwB/RA4xNFXEaDfA4cFFgmoSIQAfQ44QROT++zAhWAIaO4hoHEH9GHgfEdfRYD+lbnskj8EVCRCgF4M3KqJyX0HcL38UAKaewho3AG9BHCs8akK0NqmaBtYJKAiEQK0C/CBJib3m8Ap8kMJaO4hoHEHNAm86+irCtDNUTEvqEhARaIDaE0LNFmgicn9C7Cf/FACmnsIaNwB7YjETEdfVYDuB3wTVCSgItEB9GPgX6Lvf7R/GmID+aEENPcQ0JgDuqAa7Z19VQF6AvB2UJGAikQH0LutN8aNyb28ExK/Sw8loLmHgMYcUP25RhdnX1WAXgKMCCoSUJHoAHoy8IToqwPaDfhQeigBzT0ENOaAPg6c6eyrCtDbgeuCigRUJDqAbgtMEX11QC9xLLjtCgHNPQQ05oAOdl+tSBmgLwBnBxUJqEhkADWuaGz11QF9KOhbZAQ09xDQmAPaHXjL2VcVoBMdV67zhoCKRAZQ44rGVl8d0AnipHp/CGjuIaAxB1R/sTbN2VcVoL8BuwcVCahIZAA1rmhs9dUBnQvsJj2UgOYeAhpvQBc1dp/grgzQv6vRIahIQEUiA+gR9ssSE9DatdBGeigBzT0ENN6Afgns4+qrCtDF7VG9KKBIQEUiA6hxRWOrrw5oakdguuxQApp7CGi8AX3GuPais68yQDsDPwcUCahIVAD9Jr1wgQD0OOA92aEENPcQ0HgDOhS4ydVXGaBHAuMCigRUJCqAjkj/qyoAHWJcoFMSApp7CGi8Ae0JvObqqwzQM4GnA4oEVCQqgJ4N3G/3NQB9AhgoO5SA5h4CGm9AdwZ+cvVVBug1wM0BRQIqEhVAd0svoSwA/QQ4RnYoAc09BDTWgNashVbuvsoAfQS4MKBIQEUiAqi4orHV1wD0j4DFXAlo7iGgsQb0G+/ZmeoAHQ30DCgSUJGIADoWOCjd1wA01RLNZIcS0NxDQGMN6EtAH3dfZYBODlxWkoBaiQigw4HL0n1NQHf1vNFjhYDmHgIaa0Cv816uQR2g8yqwRUCRgIpEBNDjgJfSfU1AjwfelBxKQHMPAY01oCdl/q5YfZUBqrXBWgFFAioSEUA3Na9obPU1AR0M3CU5lIDmHgIaa0B3A75z91UH6PbADHmRgIpEA9BpCWyZ6WsCOgK4QHIoAc09BDTWgLZEsxp3X3WAHgp8JC8SUJFoAPq849M+C9AJQFfJoQQ09xDQOAP6I7CLp686QE/xvl2QDgEViQaglwC3ZPqagM5JoJPkUAKaewhonAF91bfSo0JALwfulhcJqEg0AO0CTMj0NQH9a100kqwEQ0BzDwGNM6DDgKs8fdUBeg8wSF4koCKRALSmBRovyPQVgO4FTPYfSkBzDwGNM6CnAs96+qoDdCRwsrxIQEUiAegnwF6OvgLQk4CR/kMJaO4hoHEGdG/gK09fdYDqfzMPlhcJqEgkAL3HuqKx1VcAepVn0S4RApp7CGicAV0HjT1vbSkEdCawrbxIQEUiAWhf64rGVl8B6JPAGf5DyxLQcT0WiMELSStzHdWlj/TrMeiFVXVtENBMYgzoVGA7b191gGpro7W8SEBFIgHotsD3jr4C0I+Af/sPLUtAByUtQO+UAKqdn0z2TiYH/x2+QUAdiTGgo4FjvX0VAroVEnOlRQIqEgVAZ1dhA2dfAei8SmzqP7QMAV0yImkDOig5bamZ2kz58uQgLTXv7OQd4RsE1JEYA3obcLm3r0JAu/jecbVCQEWiAOgooJuzrwBU2xBV832Hlh2gYwcem0wD2je51Fv/OXmC8Qxz4VHdasI2CKgzMQb0DOfbXVZfhYCeAIySFgmoSBQAvRK4xtnXAlT/x+8z36FlB+gjvXr16mYBurzbSb76iORt5u3g5KiwDQLqTIwB1f9WfOrtqxDQi4GHpEUCKhIFQLvaVzS2+lqA9ved8KaVIaBGelmAzk4O9NUuT04wb182XqkHbxBQZ2IM6PqoXuCpqgT0Vt9p+1YIqEgUAF0PDWY7+1qA3ghc5zu0rAH9InnDyHN7nHXzb45a3+QU83ZC8pKwDQLqTHwBnSH5hrNKQJ8FTpcWCahIBAD9FtjB1dcC9EXgFN+hZQ3oqGQyefTJyeRRb2RqPZKzzNsvk2eHbRhZ9ITIX4vlWbUqoGBkeSqkuCS1zL9zdco6ZNXKvPbN3EFA32Wp1PLFK2pDjvwntbQefc3U0fcf8UMp2R3UrgjruzqkuNTqu3jxBOCYuvrWphx/pivD+i5L95WldvnixZ8AR0mLoX1TqdDq8pBi6CRclloSXFxi9TUf/uz65jAJZZM7/fCH9v2nXpNb3IFrEj6t/yPn6rt0sf7k5Z/FU4D9c+nryT/hk8UxCX0P/xpObm/yDujDyRM+XZla/GjyyOnp2lHJRebtj8l+YRtGJu8i8p96/yJMsfOY/pK6kPdXA+xRyPtjss/FwFOy/auqsWGhfxeVyR3QGV+LZ7W3JG9I105KP88cELZhhIDGPwOBFwp5f7WN0KGQ98dkn72BadJCRySWFPh3UZncAbXzvf2cUs8FyR/M2wnJa8I2jPzfWJE//5Zn5cqAgpGlqZDi/1L/+HfqL+HFYNWKkEOXZd03naC+S1OpZX8vqw05cnFqSUh1dejvG953sXm7PCX7xWuXhxy6fHVIcYnV9++/DwU+9fVd5t5O/8EbWbEqpO8/6b6ymH03RuX/yYqhffVnP2HVpSHFleG/b0jR7ms+/P6++Z3c6cgmYfrhD53ci+s1uUVf5yT8szFa/tfVd8nfK1PGI3u4ZLLkPrnlcU5u/SW8u7iGk9sbZYAuSh6dPpP+quRE8/bV5L1hG87wQ6T4foi0Earm+foq/BBJ2xOYIivyQySR4n+I9H7misZWX+tDJO1s4HHvoeX8IdKSUaOFmz8mL0jXRiTvtiB9K2yDgDoTW0BnV2Azf1+VgB4DvCsrElCR4gPquKKx1dcG9FZgiPfQcga0tnfyK3P73uT96dqUZJ9l+s1/j+m+OGyDgDoTW0DHA4f7+6oE9Fz/N5/MEFCR4gN6nOeyKxlAX/NdvKC8AU09n+z9bSq19JluJ/6fvjV61FRj5yXJm1ellg1O3hW+QUAdiS2gDwAD/H1VAnoDMExWJKAixQd0s8wVja2+NqDfA7t7Dy1rQFc9lkye2K9b8kTziWj35HPGzfzeyeMHdk+e8Xf4BgF1JLaAXgjc7++rEtDHnGv1OkJARYoO6LQEtvD0tQGtaYo23kPLGtBU6osrT+xx8UPiPCQL0NSf9/Q9ut8I63yF4A0CmklsAT0CGOfvqxLQMUAPWZGAihQd0BccVzS2+tqAGuuE/uo5tCwBDchDL9fvOAIaW0C3QMXv/r4qAf0O+JesSEBFig7oQMcVja2+aUC7Ae95DiWgmdw4qX7HEdC4AjqvChtK+qoEdKF0WV4CaqfogHYBxnv6pgG9EHjQcygBTeeJs5fX70ACGldAJ3pO+bP6qgRUa4dGsiIBFSk2oDUtHVc0tvqmAb0HGOg5lICmM+F/9TyQgMYV0BHAOZK+SgHdGZgmKRJQkWID+gmwp7dvGtC3ge6eQwlo7iGgcQX0UuAuSV+lgB4BfCgpElCRYgOqP8k8z9s3DehUYEfPoQQ09xDQuAJ6FDBG0lcpoP2BFyRFAipSbEBP8X1d0wGo1hJrew4loLmHgMYV0E7Ab5K+SgEdCtwuKRJQkWIDup3zisZW3wyguwA/uasENPcQ0JgCurAa60mqagG93/9BhBECKlJkQN1XNLb6ZgA9DhjtrhLQ3ENAYwroZ8D+kqpaQF8HekuKBFSkyICOApK+vhlAB/neNCeguYeAxhTQJ+UXKFIL6BfAAZIiARUpMqBXAVf7+mYAfRi4wF0loLmHgMYU0CHArZKqWkDnwH8ZO42A2ikyoF19r9FdgI4DurqrBDT3ENCYAtoDGCWpqgVUa4kWkiIBFSkyoO4rGlt9M4DO9F3ElYDmHgIaU0B3AKZKqooB3Rrwf/+egFopLqBT3Fc0tvpmANXWRaNFrioBzT0ENJ6ALmriX53M7KsW0AOBz/xFAipSXEAfA07193UAuifwjatKQHMPAY0noF8De8mqigE9CXjNXySgIsUF9BzgXn9fB6C9gZGuKgHNPQQ0noA+D5wiqyoG9FLgPn+RgIoUF9A9JK8OXIBeCdzsqhLQ3ENA4wno1QFX11AM6J3AFf4iARUpKqALmqBljb+vA9AngTNdVQKaewhoPAE9EXhFVlUM6ItAf3+RgIoUFdBxwIGSvg5AJwH/dlUJaO4hoPEEdFfgB1lVMaATZVcCJaBWigroTcClkr4OQOdVeq6DTUBzDwGNJ6Bro7m0qhjQ6f410TQCaqeogB4PvCjp6wBU64Cq+c4qAc09BDSWgH4PdJZWFQOqNcG6/iIBFSkqoJsj4T8x2A1oF+BzZ5WA5h4CGktAX5av6qEe0M1QMd9XJKAixQT01wQ2l/V1AtoPeM5ZJaC5h4DGEtAbgGulVdWA7u09GdsIARUpJqAveq9obPV1AqrPmuucVQKaewhoLAE9Wb40vHpAjwPe9hUJqEgxAR3oPcnT6usE9AXPycMENPcQ0FgCuicwWVpVDegAYISvSEBFignoAcA4WV8noF8C+zmrBDT3ENBYAtoKTX0nTYu+igEdDlzvKxJQEUWAjm+12dfBVTG5a1qhkf/NaQ+gC6vR3lkloLmHgMYR0F+kZxOZfRUD+iRwtq9IQEUUAXo8sLls5S0RMbk/A3aX9nUCqm2BijmOKgHNPQQ0joC+ARwnr6oGdCxwtK9IQEXUADq/BYBdvCt9piMm933AOdK+LkAPASY6qgQ09xDQOAJ6s/Qr6WZfxYD+IHumQ0BF1AD6Eoz8e0FAWUzuU31XNLb6ugA92/1TBDT3ENA4AtofeFpeVQ3oogbY0FckoCJqAD0ZOLkR0Ev+prc1uXcAvpX2dQF6m/sfXgKaewhoHAHdF/hCXlUNqNYe1b6/yQRURAmgi9qicvYzVcDF8ro5uec0QDt5XxegrwInOqoENPcQ0DgCui4aLpRXlQPaGfjZWySgIkoAHQXst9R47ihfv1BM7jd9F4yz+7oA/c79BgwBzT0ENIaA/gpsE1BVDmg3YLy3SEBFlAB6OnCnPgkvAipk73KKyX01cJW8rwvQmiZYx1EloLmHgMYQ0LeBYwKqygE9E3jGWySgIioArWmPxAx9Etb0Ahq+KfkBc3InAVnNC6i2DfBrpkpAcw8BjSGgdwCDAqrKAb1G8pVBAiqiAtD3gF3Myb3wcGDtD/0/YE7u9VEluVqqH1D99cPYTJWA5h4CGkNAzwIeC6gqB/Rh4EJvkYCKqAD0AuBKMbnndAbW86/kYkzuKcD2AX3dgA4AHsxUCWjuIaAxBPRA4KOAqnJAR0tW/SGgIioA3Rz4zJrcU/Vxx+neHzAm9+MBlxj0AXqPa9l6App7CGgMAe2ABvMCqsoB/dqzIIURAiqiANBJQKf05P66LbDXXM9PGJP7POCegL5uQN8GumeqeQZ0xtfvvfjAsIH9jzn4svSZbgRUFgIqUiRA5yawZVBVOaDzJHdOQEUUADoIGJiZ3OObAclF7p8wJvdewCcBfd2ATgV2ylRzntzzf5z05pN3XnnuiYfvsdU6DZDJO/YPElBZCKhIkQAdH3DSn9lXNaBaG6zlLRJQEQWAbgt86JjcI6t9l0XVJ/eCJmgh/56SF1CtBdbOVOs/uT8bcGyXnTo0Q1DSb9ETUFkIqEiRAH0QuCioqh7Q7YEZniIBFck/oF8Bm7gm94MJ7zII+uSeAHQJ6usBdBfgp/RGvSf3lLZ+M5ttuNMBx/a/dNhDL50N3GT/JAGVhYCKFAnQAcBDQVX1gB7i/wSLgIrkH9CrgfPck/saIOF6v1Of3LcAlwT19QDaAxid3qjv5F6wh0lmg+pdH/cAACAASURBVLYd9zi813lX3fXkmx/95FiM9EHHr0NAZSGgIkUC9DBgQlBVPaCnAC97igRUJP+AdjbfTnRN7rN0uZzXL9Ynd0/g+aC+HkAHAXenN+o7uc8D2oye7H0dks5IoK89JqCyEFCRIgG6qXtZXHdf5YBe7vwrKEJARfIO6PcJrFfjmdw1xwONHdel0if3FrIrGlt9PYA+DAxIb9Rzcj+bQMWYkNOYPnS8R09AZSGgIsUBdGml8b5YQNQDeg8w2FMkoCJ5B3QYcJrmndzzuwCtPk1vLqn9tQKbBfb1APq+8wPI+k3uya2AS8POA/3JsWQJAZWFgIoUB9BvgUMDq+oBdb5As0JARfIO6N7AG5pvcs/cDtjoR3trSe1LwPGBfT2AzgS2Tm/Ua3LP2wHY+48wQBdWYlN7TEBlIaAixQH0OeD8wKp6QD8GDvYUCahIvgGdWoVWxkL03sn9yybADjOtjSW1lzo+9fb19QCqtUWj9Imk9ZrcJwNtfwz/JtI6mXOlCKgsBFSkOIAODfraidlXOaD6c5jtPEUCKpJvQO8ETjJufZP7izbAPtaX0ZbUHgi8H9jXC+iejqXr6zO5Hwaq3qzjq5zbAvb3pQioLARUpDiAHgu8F1hVD6jWDK09RQIqkm9ADwLMz9v9k/u9JsAx4pnkktXyKxpbfb2A9gJescf1mNyfrgVcXdd34bsA9qInBFQWAipSHEC3RmJmYLUAgG6FhOf72ARUJM+AzmyItc2nmZLJ/VyVeYaoniW/yK9obPX1AjrUsRxh9pP7962Ag2vqAvT4zKJ5BFQWAipSFEC1arQPLhYA0P2Br9xFAiqSZ0AfAHqYA9nkvj8BXG8Mljwpv6Kx1dcL6BPAmfY4+8l9HNBhmlYXoOdnzksloLIQUJGiAPo5cEBwtQCAnuBb/ZyAiuQZ0K7AE+ZAOrkHAYn79Nsl5wSvDisBdJLjM8CsJ/dNQLX5dms4oNdlThUmoLIQUJGiAPoUcFZwtQCAXuT7JikBFckvoLOboLFYZl4+ufvrmr2sT8JdgO+C+3oBnVeZOWk028n9QSPgNnMUDujDwFBrSEBlIaAiRQH0cuCO4GoBAL3F/BjBGQIqkl9AHweSYiSf3Iv0Z6jNJmh/BFzR2OrrBVTrgAb2R05ZTu7pG6WvxRUO6OuZf+MJqCwEVKQogB4LvBVcLQCgzwJnuIsEVCS/gPZIX34jYHLP2R1oN3lsyOKGMkD3Bz63htlN7prDgc2tjy/DAf3EfvOWgMpDQEWKAuh2wLTgagEAHZ9+ZmSHgIrkFdD5LVD9mxgGTe7ftgY2uQi4MqSvD9B+mU94spvcVwBN7XW4wgH9FdjfGhJQWQioSDEAXdgIbUMOLQCgvwCd3UUCKpJXQF8CDrSGQZNb+2Y9ICG+7hnU1wfojdan91qWk3tUleO973BA/wa2sYYEVBYCKlIMQL+QXJPI2Vc9oDUNsYG7SEBF8groScCd1jAQUG1SCwCV0isaW319gD4PnGoNs5ncP7UD+qW36rioXFOsaw0JqCwEVKQYgD4jFugJSgEA1TZC1UJXkYCK5BPQhW1Q+Ys1DgZUe6MhsG1YXx+gjn+Bs5jcC/cBdspcybAOQDdBlfWFewIqCwEVKQagQ4FbQw4tBKB7AFNcRQIqkk9ARwH/sschgGqPVWROjJf19QG6IPNFjCwm94VAi8mZzToA3Q2wFigloLIQUJFiANrTdxq7u28BAD3G+2V8AiqST0BPA4bZ4zBAtdHDZ4X19QGqbZFej3vNJ/cLFUg869iuA9Aj0pd9IaCyEFCRYgC6U+iH8AUB9Bz7GzJ2CKhIHgGtaY9EetWkUEDrnNxeQA8BJorRGk/ub1s5F7LX6gT0FOA1MSSgshBQkSIAWrMWWofO3QIAer3jyZEZAiqSR0DfcZ7qkF9AzwIeF6M1ndzzOwN7LXAW6wD0MuARMSSgshBQkSIAOhnYt9iAPgZc4CoSUJE8Ano+cFV6I7+A3pL+ouWaTu7+wDrud73rAPTW9D+xBFQWAipSBEBfAM4oNqBjMl80ESGgInkEdHPgy/RGfgF9FeglRms4uR8FKka6i3UA+hRwkRgSUFkIqEgRAL0GuLPYgH4L7O0qElCR/AH6oevkpPwCqj98e4jRmk3uz5sBQzzFOgAdYy2lT0DlIaAiRQC0F/BesQFd4LhomBkCKpI/QAcCl2W28gtoTROsI0ZrNLnnbAsctMhTrAPQr4HDxJCAykJARYoAaGdgbrEB1dqhkatIQEXyB2gnYFJmK7+AalsD4kv2azS5ewLtfVedrwPQOemPwAioLARUpAiAtkCz2qID6j2VioCK5A3QL+B6jp9nQJP2FTfWZHLfDjR421esA9AlVdhIDAmoLARUpPCATgF2q2PuerZVAHpE+kxCEQIqkjdAh7pPu8wzoAPsVUHWYHJ/2AgY7i/WAeg/bdFUDAmoLARUpPCAjgR6Fx/Q/sALziIBFckboDtnrspmJM+A3gNcag7qntwzNweOlBTrAnRrYLY5JKCyEFCRwgN6I3Bd8QG9wrMoPgEVyReg3yewfo1jO8+AvgUcaw7qnNw1XYFNZ0iKdQG6PyC+OU9AZSGgIoUHtC/wUvEBvR8Y6CwSUJF8AXqjZ83/PAP6C7CzOahzcl8LNJogK9YF6LHAO+aQgMpCQEUKD+hewPfFB/R1oLezSEBF8gXoXp4FY/IMqNYCa5u3dU3uMdXAPdJiXYCeBTxjDgmoLARUpPCAtkbjv4oPqPfKygRUJE+ATq3COq4FV/MN6M6AudRoHZN7Wgegj7xYF6DpN3kIqCwEVKTggE4FdgyeY2bfQgA6B+jkLBJQkTwBejtwsquab0Dt6xKGT+6VXYCt58iLdQF6t/3lJQIqCwEVKTigbwDHRwBQrSVaODcJqEieAD0AeMlVzTeglwJ3G7fhk/tKoPmXAcW6AH0OON0cElBZCKhIwQG9GbgiCoB2ApzX4SGgIvkB9LdqNJ/nquYb0Ies00xDJ/fblUg8HlSsC9Cx9hXkCagsBFSk4ICeBjwVBUAPzFxb3AgBFckPoA8Ax7mr+Qb0fetS8mGT+8c2wNmB1boA/QbYxxwSUFkIqEjBAd1PhysKgPZOrzhuhoCK5AfQrsCT7mq+AZ0BbG3chk3uI4Dd5gdW6wJ0rv0uOQGVhYCKFBzQdmi4MAqAXgrc79gkoCJ5AXR2YzTxfHSTb0C1tmhsnKgfMrkfAZpNDqzWCai2NtqYQwIqCwEVKTSgvwLbhMwxs29BAL0DuMKxSUBF8gLo40A3TzXvgO4BGBdcCp7cU/UX8A+E9K0T0E1RYV4DhIDKQkBFCg3o28Zb81EA9EWgv2OTgIrkBdDuwMOeat4B7QW8qoVN7iSwbxh0dQK6G/CTMSSgshBQkUIDqj/xGxQJQCcChzs2CahIPgCd3xzV3m+f5x3QocAtWsjkfgpoPGVNJrc8+uTuai3YRUBlIaAihQb0LOCxSAA6HdjJsUlARfIB6PPAwd5q3gF9HDhLC57cU9cBhq3R5JZHn9x9gVeMIQGVhYCKFBrQA4CPIgGo1gTrOrYIqEg+AO1lneTuTN4BnSiUDprcxwCdF+UG6CXAg8aQgMpCQEUKDWgHNJgXDUA3RYXjHBcCKpIHQBe2RqXvAhp5B3ReBTbXAif3M/oL+M/XbHLLo0/u4cD1xpCAykJARQoM6KwEtgqbY2bfwgC6t/gY1woBFckDoK8B+/qqeQfU+Kd4ftDk/nU9E7/cAB1hfdmJgMpCQEUKDOh7QDIigB4HOC6UQ0BF8gBof+AmXzX/gO4PfBE0ufXHtvPCXAEdZV18noDKQkBFCgzoPcDFEQH0AmBEZouAiuQOaM0GqJjiq+Yf0FOB5wMm93NA9UdaroB+Yn0WRkBlIaAiBQb0fPNiYJEAdJj1FpcIARXJHdAx6esBO5N/QK8HbpBP7t/WB642++YE6HRr1XsCKgsBFSkwoIcAH0QE0CeBczJbBFQkd0DPBa7xV/MP6PNAP/nkPgHYxVzNOTdAa6rRwRgSUFkIqEiBAd0ElXMiAuh7wNGZLQIqkjugGwNf+av5B/RzYH/p5H4lgepJom9OgGrroZExJKCyEFCRwgI6txKbahEB9Adgj8wWARXJGdAJwHaSav4BXWA+QfRP7hnt7aXkcwV0O2CmRkDlIaAihQVU/9t1mBYRQBc1wIaZLQIqkjOglwCDJdX8A6pthoo5ksndRxfcOsE3R0APAL7UCKg8BFSksIA+CFygRQRQrT2qM1cuJ6AiOQPaEfhYUlUA6MHGd9V9k/tV/QX8RLtvboAeL050I6CyEFCRwgJ6EXCvFhVAO1sXdjRDQEVyBfRzYDNZVQGgZwFP+Cb37xsbq9XYfXMD9FyxLDQBlYWAihQW0K7AWC0qgHYDxqc3CKhIroAOAS6UVRUAegsw1De5TwW2SX9DN0dArwJu1QioPARUpLCAbonELC0qgJ4BPJPeIKAiuQK6IzBOVlUA6CvGN4U8k/v1BKrez/TNDdB7xZNZAioLARUpKKDzG4gz66IB6NViRUkRAiqSI6DfJdChRlZVAOi3wJ6eyT17E+ASR9/cALXW3CagshBQkYICOgk4yLiNBqAPAxelNwioSI6AXi9W6fRHAaA1jdHWM7lPA7Z0XE45R0DHAUdqBFQeAipSUEBHWJeZjQagbwI90xsEVCRHQPcA3pJWFQCqbQ385prcb1ei6j1n39wA/R74l1YGgK5YKU9tbUDByOpUSHFlapWkXSqlpG/mDlYHtUytDu+7ql59reZr0Ff/DSR3kArtK/tDuhJ42NlXHm/fVMrxO0r72smu73T9+XB6I/RBTaVCq2F/DqF9V4VPFtHXfPiz65vLJJT0TT/8dfadW4l1l8v75jQJa6UT8Bjgc2ff/3UEBmXVNzjGn/k/CXQ0x96Hv56T0ONWZABdGpDVq4MqelYEHqZnWWqFf2etfU+rV4UcujK87/KQalDfFTogufStDf19a0OKy62++kMvuYPaldn2PRb4QPRdFnKot2+t8yFeFf77hvVNefr+R//7kekbNll0wsKqksmyZn1DJ6Hd13z4fcnz5M70lUwW/eFfYQ1C+y5feg9w+pr3zdxB2INq9NVf/Uke2YHAk87JfT6w1f+tcd/l4X9pjD/zFmhljH0Pfz0nocetyADKl/BxeQmvv+aabtxG4yW81gZrpcd8CS+S20v4LsBIeVXFS/i7gcsck/udSlS43z/I8SW8tgUS88vgJTwBjQmgCxtiPXMQEUC3A9IXjySgIjkB+ms1ms+XV1UA+hbQIzO55+kv4M/z9M0R0D2BKQRUHgIqUkhAPzPXz9EiA+ghjm8dElCRnAC91/mxnDsqAP0Z2DkzufUX8JvP8fTNEdAkMIGAykNARQoJ6JPAaeYgIoD2BV62xwRUJCdAD3N+NcEdFYBqzdE8PbnHN0DFaG/fHAHtB7xEQOUhoCKFBHSIfeZ6RAAdDNxjjwmoSC6ALmyMpnMDqkoA3QlYYPWd1wk409c3R0AvA+4joPIQUJFCAtoDGGUOIgLoPY6V1wioSC6A6q8wjgqqKgH0WGCS1fdCYMNZvr45AnqLubg+AZWFgIoUEtAdAHG98IgA+jLQ1x4TUJFcAO0OPBpUVQLopcAI0XeC/gJ+lL9vjoA+bn4sRUBlIaAiBQR0URO0EaOIAPoxcIg9JqAiOQC6rBmqZwZVlQD6oP4Swuy7YHvxtXVv3xwBfcv8UIyAykJARQoI6Nfim3FaZACd6bj6BAEVyQHQN4FDA6tKAB0LdDf7DgQ6+F7A5w7o58CBBFQeAipSQECfA04Vo4gAqjWznxITUDs5AHqK4zM5X5QAOgPY3uj7YTUSL8v65gio3n8HAioPARUpIKBXAcPEKCqAbomEvXYPARWpP6BaGzSYFlhUAqi2Dprok3DBjsAp0r45Aqo1xAYEVB4CKlJAQE8EXhGjqAC6P/C1NSSgIqGAfvbQbbfdPmLEiKdHjhw55v33x3311VffT58+fYFZfB3YL7ivGkD3ML8bfLn+Al765mvOgJqXzSKgshBQkQICuivwgxhFBdCewJvWkICKhAH6YxMEpaJFi8bAzcF91QCq/5s8Rpukv4B/Sd43V0D1p7a/ElBpCKhIAQFdGy2sUVQAvQh42BoSUJEwQC8N9NNS9IfgvmoAHQrcvXBn49Ie8r65AnoQ8BkBlYaAihQO0O+BztYwKoDeAlxtDQmoSAig89ZFYvDQoUMHnH/+OX369DmuW7duXfbb71877LDDlhtttFHLFq0vDumrBtAngPOvBNb/LaBvroCeAIwmoNIQUJHCAfoy0NsaRgXQZ4AzrCEBFQkB9EHggJAj/6rX5DZTb0AnAts2BJ4P6psroOcDjxNQaQioSOEAvR64zhpGBdDxQDdrSEBFQgDdBXg95MhiADqnwnjrIGgFqNwBvdZ4X5eAykJARQoHaB/gRWsYFUB/ybyrQEBFggEdB2wYBkcxANXa636uOz2wb66APgAMJKDSEFCRwgG6B/CNNYwKoDXVaG8NCahIMKDH668g6r4ufFAUAbqfDujTwX1zBfRl4wRTAioLARUpHKCt0NS+YnhUANU2RINFYkRARQIB/bkajeZEDtB+wLEhfXMF9AOgKwGVhoCKFAzQn4Cd7HFkAN0jfWoqARUJBHQw0LvuyxoHRhGg77babmpI31wB/RHYnYBKQ0BFCgboa443+yMD6NGAdR1xAioSBOiC9YEPowdoHia3PGJyL6zAZgRUGgIqUjBAhwNX2uPIAHoO8KQYEVCRIEAfAfaq+6qcwYknoForNCeg0hBQkYIB2s9xvZzIAHp9en0TAioSBOhuxhmR5QdoR2AuAZWFgIoUDNC9gS/tcWQAfQy4QIwIqEgAoJOA9gvKEFB91n5LQGUhoCIFA7QtGi60x5EB9G3gODEioCIBgPYCrqj7qpwh1ZgCehTwPgGVhYCKFArQ6Y7V36MD6LfA3mJEQEXkgGqNUP1zOQJ6GvACAZWFgIoUCtDRzhP2IgPogkpsKkYEVEQO6I3ACVo5Ampc+ZqAykJARQoF6G3A5emNyACqrYvGYkBARaSArtoYGKuVI6C3A1cSUFkIqEihAD3D+BTXTnQA3clc0lwjoHakgL5snE+ulSOgTwFnE1BZCKhIoQDtAnyS3ogOoIcDE80BARWRArqvdcH38gN0DHAcAZWFgIoUCtANUL0gvREdQPvbS0QRUBHZ5P4qgfXmG4PyA/QroAsBlYWAihQI0BkJdMpsRQfQK4A7zAEBFZFN7r7mOUxaOQI6C9iWgMpCQEUKBOg7wJGZregAer+x4KMRAioimdzTm6JavFFcfoBqTdCOgMpCQEUKBOjdNlRmogPoa/Z1RgioiGRyXwn0WYPrwpcmoBuiqoaASkJARQoE6LnAI5mt6AD6OXCgOSCgIv7JvXBD4IuyBXQXYBoBlYSAihQI0H/bn3abiQ6gs2G9N0tARfyT+0lgj1TZAnoo8AkBlYSAihQI0I1QNS+zFR1AtRZoad4SUBH/5N4HeLZ8Ae0NvEFAJSGgIoUBdHYFNndsRgjQTsBs45aAivgm90cJtFtevoAOAB4loJIQUJHCADoOOMKxGSFADwQ+N24JqIhvcp8MDEmVL6A3AMMJqCQEVKQwgN4PXOjYjBCgva2LnRNQEe/k/rUJGvxaxoA+DFxCQCUhoCKFAVR/IfSAYzNCgA4E7jduCaiId3JfC3T/p4wBfRXoQ0AlIaAihQH0cGCcYzNCgN5hfcuGgIp4JnfNZsCYcgZ0InA4AZWEgIoUBtDNUfG7YzNCgL4A9DduCaiIZ3I/A2yvlTOgvwC7EVBJCKhIQQCdV4WNnMUIATrR+niLgIp4Jvf+wH1lDeiiKmxMQCUhoCIFAVRX6mBnMUKATgN2Mm4JqIh7cn+eQOu5ZQ2otg7WIqCSEFCRggD6CHCesxghQI3VIowbAirintz9gIu08ga0E7CEgPpDQEUKAuhA4B5nMUqAbooKY6FSAirimtwzm6HquzIHdD9gFgH1h4CKFATQbsA7zmKUADWu/K0RUDuuyX0DcJRW5oB2Bz4noP4QUJGCANoJid+cxSgB2gN4WyOgdpyTu2Zz4C2tzAE9E3iTgPpDQEUKAeiCamzgKkYJ0AuAxzQCasc5uV8AtjVuyxrQIcaX4QmoLwRUpBCAfgJ0cRWjBOgw4HqNgNpxTu4DgbuN27IG9C7gRgLqDwEVKQSgjwNnuopRAvQJ4ByNgNpxTO4vKtBqjjEoa0CfBQYQUH8IqEghAB0M3O4qRgnQ94BjNAJqxzG5T9fpMAdlDag+P04koP4QUJFCANodGO0qRgnQKcAeGgG1k5ncs9ZG5WRzVNaATgYOJKD+EFCRQgC6LTDVVYwSoIsamF8zJaAimck9HOgqRmUN6BxgOwLqDwEVKQCgixqjrbsYJUC1DVBdQ0DtpCd3zZbAG2JY1oBqa2FdAuoPARUpAKBfAvu4i5ECtDPwCwG1k57cLwMda8SwvAHdBJWrCKgvBFSkAIA+Y60Yl0mkAE0C4wmonfTkPiTzyV95A6r/A7uIgPpCQEUKAOhQ4CZ3MVKAngE8S0Dt2JN7ciVa2Eu4ljeghwNTCKgvBFSkAID2BF5zFyMF6NXALQTUjj25zwLOtfeVN6AnA+MIqC8EVKQAgO4E/OQuRgrQh8wl2wioiDW5Z7dExdf2vvIG9GLgOQLqCwEVUQ9ozVpo5SlGCtA3gRMIqB1rct8KHJbeV96ADgPuJKC+EFAR9YB+I85UdyZSgH4F7E9A7ViTe2vglfS+8gb0UeByAuoLARVRD+iLwMmeYqQAnZfAVgTUjpjcrwJb1aT3lTegbwD9CagvBFREPaDXAjd4ipECVGuNtQioHTG5Dzc/WLNT3oB+DCQJqC8EVEQ9oL2BlzzFaAG6HTCTgFoxJ/c3lWg+K7OvvAGdBuxOQH0hoCLqAe0MfOcpRgvQg4GPCagVc3Kf515/sLwBrWmAjQmoLwRURD2gLdGsxlOMFqB9gZEE1Ioxuee0QuIzx77yBlRrhyYE1BcCKqIc0B+AXb3FaAE62LhmKAEVMSb3HcDBzn1lDui2gOcnCSgBtaMc0FeAE73FaAF6N3A5AbViTO5tPO9alzmgBwDT3EUCSkDtKAd0GHC1txgtQF8GTiGgVvTJPQrYdJFzX5kDehwwyV0koATUjnJATwGe8xajBejHwCEE1Io+uZPAMNe+Mgf0HOeXCswQUAJqRzmgewFfe4vRAnQmsD0BtbJi2fcNsNYM174yB/Qq4AF3kYASUDvKAW2Dxou8xWgBqq2FNgTUyoplA4DT3PvKHNB7gWvcRQJKQO2oBnQqsIOvGDFAt0RiHgEVWfHfNkh86t5X5oC+IC587QgBJaB2VAM6CjjOV4wYoPsBXxNQkRWPAAd49pU5oON8U5iAElA7qgG9BRjiK0YM0J7AaAIqsmIX4HnPvjIH9HtzuS5nCCgBtaMa0NOAp3zFiAF6IfAwARX5ANjE+551mQM6P4FO7iIBJaB2VAOqvzz+zFeMGKA3A9cQUJEe/rWzyh3QP1qgjbtIQAmoHdWArofqBb5ixAB9BjiDgJqZ0gBNf/XuLHdAt0KFew4TUAJqRzGgv8H78sdIxAAdD3QjoEZqDje+leVNuQO6D/CDq0hACagdxYCOAY7yFyMG6M9AZwJqZAjQ5Evf3nIHtDvwgatIQAmoHcWA3glc5i9GDNCaarQnoHpeqQQe9e8ud0DPBl52FQkoAbWjGFB97j3mL0YMUG1DVC0hoNo3rYDzJJO73AG9GrjfVSSgBNSOYkAP9K1kYyRqgO4OzCKgc3cEOi8moGacgN4PXOsqElACakcxoB3QYJ6/GDVAjwY+JqAnAm2nyCZ3uQM6EjjfVSSgBNSOWkBnV2BLSTFqgJ4DvFT2gN4MNHhTOrnLHdBJwAmuIgEloHbUAjoW6CopRg3Q64E7yx3Qd6qB4fLJXe6ATgUOchUJKAG1oxbQe4GLJcWoAToCuLTMAf15feBYjYDacQL6f8COriIBJaB21AJ6AfCQpBg1QN8GTixvQBf8C9h6tkZA7TgBTTVCe1exIID+8epjP9UqQ9N1TwG/LwEVKSKghwITJMWoAfoNsF95A3om0OJLY0BARVyAdkBDV1EtoKNOuU7/7/g2AA7+j2I7zRDQyAK6CSrmSIpRA3RBJbYoa0CfSKBCLGJHQEVcgO4C/OYsKgX0QqCv/ge+PozsqVzPFAGNLqBzK7GJrBg1QLV10aScAf2kGTBIDAmoiAvQw4HPnUWVgE4Eqq9Ipe4H7v35MmCMej8JaGQB/QA4VFaMHKA7AjXBB5Y6oDO31F8sWouAElARF6B9gdHOokpAj0b7GfrNQThC/++h6K5azxQBjS6gDwEXyIqRA1R/ivFt8IElDmhNV2ATew07AiriAvRS4HFnUSWgHTFc/++yhnhUv3kEO6jWM0VAowvoxfrrEFkxcoD29zzFcKfEAR0MNBpvbxBQERegtwK3OIsqAW2CN/T/TgKm6zdj0Ey1nikCGl1A9ac278mKkQP0CvnpVlZKG9CRlc5/5gioiAvQp4FLnUWVgK6PF/X/Xod2xsaTaK0YTyMENKqAbonETFkxcoDeB1wZfGBJAzq5FXBmZpOAirgAfRc41VlUCeg+GKD/dxecYmyci50V42mEgEYU0PnV6CAtRg7Q14B+wQeWMqBzdwA6O9Z7IaAiLkC/AZLOokpAr0HTsbUPAa/p4ykN0Vs5nwQ0soB+BBwoLUYO0M8CThcQKWVATzCWYHJsE1ARF6DzgT2dRZWA/qcFUA1stiz1Z9dGSHwj+5lxPRZYo6WP9Osx6IVVrqprX/AGAc0kooA+BpwtLUYO0NnAdsEHljCgw4EGro/PCKiIC9CVFdjcWVR6Iv2ktoD+LDSVmqXfDpL+yKCkBah2fjLZO5kc/Lej6NoXvEFAZeMbLgAAIABJREFUHYkooJcBd0qLkQNUa4FWwcXSBXSM/lznZleVgIq4AE21RgtnUe1XOReMOO+GafrtrA2Sb8rqS0YkbUAvTw7SUvPOTt7hKLv2BW8QUEciCujRwNvSYvQA7QTMDiyWLKA/rSeWYHKEgIq4Ae2EhHNd8GKuxjR24LFJG9CfkycYzyYXHtWtJl137QveIKDORBTQrYHp0mL0AD0A+CKwWKqALtgL2Mbz7wYBFXEDuh/wnaNYCEBXBux/pFevXt0sQEckbzNvBydHpeuufcEbBNSZaAK6sBHayYvRA7Q38HpgsVQBPR1o8ZWnSkBF3ID2AMY5iooBnTVk/zYVSK0e8mvAD/SyAL08OcG8fdnxqty1L3iDgDoTTUA/B/aTF6MH6EDvhRedKVFAHwYqXvBWCaiIG9BzgBcdRbWA3tjYXIgptQqJIeGA9k1OMW8nJC9J11z7gjcIqDPRBPRpoL+8GD1A7wAuDyyWJqATmwCDfVUCKuIG9Br3d5KVAnqDjucW3QxAmwHnhwLaIznLvP0yeXa65toXvGFk3t0if/4jz6pVAQUjy1MhxaWp5f6dtSnrkNVhfVeE910WUl29Ur5fnz0rculbG9DXzIrakOIyq+/KlPQPJKzvytp/rgXuCu8rT+0Kz3bK8f++cnXIkctSS0OqqRXBtQ+Ag0OOTIXdq+zPJp1VYUeGTkK7r/nw+/vmOrkXbA4cscRXlU3u9MOvYHKvWV/9yUvAI5v75K67byr1IHCDo7iyfn3XCNCfE9hqvF7Uq1oSFT+GAXpUcpF5+2OyX7rm2he8YWTyLiIFWbWZyTonAR8U+3dY06xcG2utKPYvUcjUHq0/z+HfnDXMa8Aldf9UlpEDejqaz0wJQFPLO+JU2c/YgJ6Ufk45IF1z7QveMEJAo51dgJq6fyoiORz4uNi/QyGjvyhtOqXYv0Rs8gnQJ+9N5YBui0vNolm9HbvKfsYG9ILkD+bthOQ16ZprX/CGkf8bK/Ln3/KsXBlQMLI0FVL8X+of/87VKeuQVStCDl2Wdd90gvouTaWW/b2sNuTIxaklIdXVob9veN/F5q3+KlLyi9cuDzl0+er/NkXrgOISq688tcvc2+k/eCMrVoUc+U9WfV0ZDlwRWEylwu41tTSkuDL89w0p2n3Nh9/fN7fJ/UYl8LisKpuE6Yc/dHIvrtfkFn3rmtwrU0GPbO6TWx7n5E6lpgEHOorLV4ccGTy51wjQpuZqTBago7F2GKBXJSeat68m703XXPuCN5zhh0iR/BBpMrBXQDF6HyJpnwL7BNVK70MkYwkm+bds+SGSiPtDpL/cX/VV+SFSSzycAfR+NA8DdETybgvNt9I1177gDQLqTCQBfR44JaAYQUD/aY2GsuvfGSk5QOduD+w2X1oloCJuQFc2xnqOokpAd0PPDKB95CvS24BOSfZZpt/895jui9M1177gDQLqTCQBvRoYFlCMIKDLjgJeDaiVHKA9gXV/kFcJqIgH0A5o4LholkpAb4K5JL0J6AcN5KuJ2ICmLknevCq1bHDyLmNj9Kipvn3BGwTUkUgCeiLwSkAxioDeCVwUUCs1QG/xLsHkCAEV8QC6MzAtU1QJ6OL2qLpkrgFo7eut0P6vUEDn904eP7B78gzz7dXuyed8+4I3CKgjkQR0V2BKQDGKgH4HdA6olRign1QDtwZVCaiIB9BDgE8yRaUn0k9uCaADsOe6QOJ96Y+kAU39eU/fo/uNWJJyAOraF7JBQDOJJKDN0TyoGEVAV7RF1Qx5rbQA/WUDoEdglYCKeADtpb+wzhTVfpVz0XnVENnt04Afkeehl7P68XQIaBQB/T34GV0kAV15DPC8vFZagHYDtg/6uIyA2vEAOgAYkSmqXo1pxn0DunY+bujrtdlBeOOk7PE0QkCjCOi7QK+gYiQBvSPozJ7SAnRqAzSbHFwmoCIeQK8HhmeKxVwPNDhPnL28fgcS0CgCejtwbVAxkoB+qT8zk9dKCtCbgZNDDiWgIh5AHwIuyRSjCeiE/9XzQAIaRUBPd68A5kokAdU6oGKqtFZSgO4OBH0Cb4SAingAfQXomykWBNA/Xn3spyxfw9czBDSKgO4NBL5SjCagPYEnpLVSAvSbBNYP+8MnoCIeQCcCR2SKagEddcp1+n/HtwFwcEHW+SCgUQS0DZrWBBWjCei9QeuXlhKgV+ivRSWTOx0CKuIB9Gdgt0xRKaAX6k929T/w9c3P4fdUrmeKgEYS0N+BnQKL0QR0CtBRWislQDvpLwwIqJGsAF1YiU0yRZWA6s91q68wvgWPe3++DBij3k8CGkVA3wF6BhajCai2GRI/ymolBOiHwBayyZ0OARXxAKq1QbNMUSWgR6P9DP3mIByh//dQdFetZ4qARhLQO4GhgcWIAtoXeEhWKyFAzwcuJ6BmsgNUf+aeOXlWJaAdMVz/77KGeFS/eUS+mEieQ0CLAujP/XtdeNMz46TP2TTtTODpwL4RBXQE0FtWKx1Aazog8RUBNZMdoPs6PxNVCWgTcy2RScB0/WYMmqnWM0VAiwToWdb3zao77HbUmdc/+tbkec5ql7ALrUcU0F8S2FhWKx1A3wQ6Syd3OgRUxAvoMcB76T0qAV3fXFD5OrQzNp5Ea8V4GiGgRQF0e3iSaLvDof2G3PvKx7/r1XZouDCwb0QB1baWn3pVOoD2BYYRUJHsAD0deC69RyWg+8C4YtEuOMXYOBc7K8bTCAEtBqCzqrD+I9edceRu7au9kmLtjvoT0G2C+0YV0DOAuyW1kgF0XitU/UxARbIDdIhzaqgE9Bo0HVv7EPCaPp7SEL2V80lAiwPoa8CxYlTz4/tPDx9w/D5bNnEpekxw36gC+gxwnKRWMoDq/38Hyid3OgRUxAvoncAV6T0qAf1PC0B/SrLZstSfXRsh8Y16PwloUQC9XLKo5G+TXrr7sj4Hb9PaAPTe4L5RBfS3SteVG+yUDKBHA/cRUCvZAar/23Nmeo/SE+kntdX/8jQdm0rN0m+lC9LnOwS0GIAeBHwUeODcL8d+HtI3qoBqOwOf+mulAuisxmg8i4BayQ7Qd9IvuDTVX+VcMOK8G6bpt7M2SL6pmE4RAloEQGtaoknY/0w955iRIgJ6PnCLv1YqgN5nvq9CQEWyA3QysF96TzRXY6p3CGgRAJ2kT6jwFelDipEF9CXgSH+tVAA9AHiWgNrJDtA5wNbpPQUD9O+jLlBCpjsEtAiA3g4MLj1AZ1ej1SJfrUQA/aUKLecRUDvZAao1Rdv0noIBOgZNlJDpDgEtAqAnAKNKD1BtD+BDX61EAB0m1rQkoCJZAroxKtP/tCoFdNXt3ba10qkCLZXzSUCLAujmSCwqQUAHAtf7aiUC6K5iKWUCKpIloJ2BX+w9KgFdfZjrZMAz1ftJQIsA6NQEtqjjqpwhxegC+gZwqK9WGoB+mUB7Y4VWAiqSJaC6a5PsPSoBfRXYuO8RwKln9t8Ra71ciDXpCWjhAX0GOLEUAZ3XBGv7voJaGoAOAi4wbgmoSJaA9gFes/eoBPQIbPnfVOoYvJtK1Z6Dy9TzSUCLAegA4I5SBFTb37lohJXSALQjMNG4JaAiWQJ6EfCwvUcloFvhZv2/D+FK/b9LN62colrPFAEtBqB7AR+VJKBDJOuYlgSg4+zzcAioSJaADgNutPeoBLSp+S34iehpbNyF0xTjaYSAFhzQ+Y3RfFFJAvoO0MVbKwlAz7b/ZSCgIlkC+ghwob1HJaBtTUDnYBdjYzw2UYynEQJacEDfAw6q46JyMQV0QTM0nueplQKgi9ZHQizVR0BFsgT0deAke49KQPfFrfp/Vzeq1v+fU9+ikWo9UwS0CIDeAAwuTUC1g4E3PbVSAPRVYA8xIqAiWQL6keP8DJWAno4t/9ZvdsBo/b/PYkPVeqYIaBEAPQp4tUQBvRa41FMrBUB7pRfPIqAiWQI6FdjV3qMS0LFAx7tTqXOw3aLUwm3wb/V+EtDCA7oBKmeVKKATgL08tRIAdF5LNJgqhgRUJEtAaxpgQ3uP0m8inQC0T6V+qETjbRrBvECS6hDQQgP6PbB9HVfljC2gNa1Q/bu7VgKAPgEcYg0JqEiWgGrrorG9RymgK4Zv1EG/GW5+EamfajyNENBCA/oI0L9UAdWSwMvuWgkA2jVzFiMBFckW0G0A+x9W1YuJLDP+8/5JXU57XaWb6RDQQgN6OvBgyQJ6EzDAXYs/oDMaoYn9t5+AimQLaBfga2sP1wMloHbqBehO5tUrSxTQT4Bd3LX4A3q342JPBFQkW0B7AGOsPQSUgNqpD6BzqtFOK1lAtfVQNcNViz+g+wIv2mMCKpItoGcDT1t71AK68smTnzZuj+jx6Cq1clohoAUG9A0gqZUuoMeaC7c7EntAf6hE6wX2BgEVyRbQocAd1h6lgM7cChhuDHYF9p6l2E4zBLTAgA4BrtVKF9A7gbNctdgDep35oZ8VAiqSLaD3AJdbe1QCukz3s+ULxuj6jYCdVqvWM0VACw7oIeLdoFIFdDKwrasWe0B3zLx9R0DtZAvo88Bp1h6VgN6tO71SDFddAzyg1k4zBLSwgNa0RkPj6+KlCqi2IRJTnbW4A/oFsHFNeouAimQL6FjgaGuPSkD3xuGZjaOdG8pCQAsL6KfA7sZtyQLaC3jMWYs7oJcAF2e2CKhItoB+C+xj7VEJaGuMyGw8ydWYPH1LAVD9RcZ5xm3JAvoAcKqzFndAN3NcjYKA2skW0HkJdLT2qAS0IUZmNl7lakyevqUA6EnAk8ZtyQL6QwJbOGsxB/Rd84u36RBQkWwB1dZGa2uPSkA3xqDMxuXYSBmbmRDQwgLaEfjRuC1ZQLUtge8dmzEH9HTgGscmARXJGtDNUGGdC6YS0H5oN9sez1sPfVTKaYWAFhTQXyuwiTkoXUD7Afc7NuMN6MK2qPjOsU1ARbIGdHfriYNaQL+tRKf3xfDjHdHoW7V2miGgBQX0BeB4c1C6gD4OnOjYjDegL2U+/DBDQEWyBrQr8KHYo/RE+hsBbNN78NWndNYH9yvXM0VACwzoxcAt5qB0AZ1WgQ6OzXgD2hO401kkoCJZA3oKMFLsUftVzifaw0rL21XbaYaAFhTQfe1/iEsXUG3bzMo7WswBnbs2qqc5iwRUJGtABwIPiD2KFxNZetuhm1Vhg/0v/0uxnFYIaCEBXdgMzRaaoxIG9CzXs7ZYA/oocISrSEBFsgb0JuA6sacAqzGtXJIZ39NCgZqOENBCAjo+fd3fEgb0WeDYzFasAT0MeNxVJKAiWQP6GHCB2FPg5exuVbzwHQEtJKDDgYFiVMKAzmyAdTNffowzoNOr0WyOq0hARbIG9M30R4sElIDayRrQY4GXxKiEAdV2BT5Ob8QZ0NuAE9xFAiqSNaCfAv8WewgoAbWTNaAbouI3MSplQAcAw9MbcQZ0r/RHx3YIqEjWgE4HdhJ7CCgBtZMtoD8BW1vDUgZ0JNA1vRFjQKdUYN2F7iIBFcka0Jpq++Q2AkpA7WQL6ONAX2tYyoDObYiWi+yNGAN6FXCmp0hARbIGVFsfDcUeAkpA7WQL6NnAvdawlAHV/gVMsMcxBnQbYKynSEBFsgd0e0BcLIuAElA72QLaGfjCGpY0oJeJy5aYiS+gH8Nat8ARAiqSPaAH2nOfgBJQO1kCOq8abexqSQM6GjjYHscX0AHApd4iARXJHtCewFvmgIASUDtZAvoWcLhdLWlA5zXBWvOtcWwBrdkQ+MxbJKAi2QN6LvCEOSCgBNROloBeBVxpV0saUK1L5kJssQX0bWBnX5GAimQP6NXAreaAgBJQO1kCegQw2q6WNqBDgSHWMLaAngrc4CsSUJHsAb0PuMwcEFACaidLQNuiQfqLgaUN6HvAftYwroAuaIPKH31FAiqSPaAvAf3MAQEloHayA/RLYNd0tbQBXdgCDeeKYVwBfT697oszBFQke0DHA93MAQEloHayA1R/EXNWulragBrLGL0uRnEF9FjgHn+RgIpkD+gUYC9zQEAJqJ3sAD3FecX0Egf0BuASMYopoLObouFv/iIBFcke0AX21VoJKAG1kx2g2zgvV1nigE4EdhejmAL6IHCkpEhARbIHVGuJluatSkD7v/If7643e6pgMxMCWihAZ1Y6rxVU4oDWrIMGv5ujmAL6b+ApSZGAitQD0C2RmGfcqgQUqNrnxsm1asl0h4AWCtCXge6ZaokDqh1pr3waT0CnVaPFPEmRgIrUA9C9rBdgagE1sm6f5/9QL6cVAlooQC8FhmWqpQ7oLcD55iCegN4EnCQrElCRegDaDRhv3KoEdNZT/bYwDa3Y/arPVqvXM0VACwdoF2BcplrqgH5mL6AbT0B3A96QFQmoSD0A7W+9JlH9IdL8F87aJmEg2qrnE2rtNENACwToohZosiBTLXVAtfaonG7cxhLQyQm0WyQrElCRegB6mbWWYyE+hddevWCnCt1QdW6mQ0ALBOhEYB9HteQBPd76FCaWgA4BzpUWCahIPQC9FbjauC0EoCs+GX74WgTU2zfWgOrz5yJHteQBvQc43biNJaCdgA+kRQIqUg9An7D+UVIN6D8Trj6gsflG6Drd1dpphoAWCNCewPOOaskD+i3QybiNI6AfAFvKiwRUpB6Avg30NG5VAvrfMYP/VS0+iT/uvh/V65kioAUDdFMkpjmqJQ+otgkSP2nxBPS8zGJSnhBQkXoA+gVwgHGrEtBKE8/1T3jwZ/VyWiGghQF0agJbOaulD2gf4BEtloDWdEDia3mRgIrUA9AZwPbGreLzQFtfN029mo4Q0MIA+hTQ21ktfUAfBk7WYgnoG0DngCIBFakHoFojrG/cKD+RfotTH5uuHk47BLQwgJ4P3OWslj6gPyewmRZLQPXnzjcFFAmoSH0A7YDqGk0toN/dd0J78RbosXd+vUq9nikCWihA9wA+cVZLH1CtI/BNHAFd3gpVPwcUCahIfQDdCTDODFb9KfysZ87c1jyRfq2Dr1VrpxkCWhBA5zdGqxpntQwA7W+eOR0/QF8HDgoqElCR+gB6MPCpVpjzQP9887J/NeR5oN6+MQb0HceFfs2UAaBPmOetxA/Q44AHgooEVKQ+gJ4IjNIKA+iyD67en4D6+sYY0Ou8J8aUAaC/VmKDGAK6oAkazwoqElCR+gB6gVhQXDWgyyZe26WRuaDIrkPU2mmGgBYE0G7pS1xYKQNAtR2AL+IH6EOuZQc9IaAi9QH0OvHZnEpAl3903YHiW0jt+jznPURNCGhBAF0fVe5nNeUA6LnAbfED9EDgucAiARWpD6APAAM1tYA2MfGs7nLTt+rltEJACwHot8AO7mo5APoicFTsAP26Cq3mB1YJqEh9AB0J9NWUnwe6+blvLlbPZiYEtBCAPgL0d1fLAdBZDbBOTdwAPRE4I7hKQEXqA+iHQFdNLaBH3v+bejLdIaCFALQ/8LC7Wg6AGssST4oZoF9WodH3gVUCaqU+gP4kLjRYiE/hV6oD0xsCWghAdzDPKXemLAC9GBgWM0CPBwaE3CkBFakPoAsrsammHNBZQ/ZvU4HU6iG/KpbTCgEtAKALqtDOUy0LQF8DjogXoJ/rT0BlF5OzQ0BF6gOo1hpra6oBvVF8CJ9ahUQhTmIioAUBdLT/IuNlAejcRmi+KFaAHgucn/XkToeAigQA2hGYqxjQG4zFRLoZgDYzHskChIAWANChwPWealkAqu0DjIsToJ9VoslvBFT0zTug+mz4Vi2gPyew1Xjjw3idmyQqCrGkMgEtAKCHAO96quUB6GDg6jgBerT+tCX7yZ0OARUJAFT/0x2rFtDT0XxmSgCaWt4RpyrG0wgBVQ9obWv/G2vlAejbwEExAnRSBZr8TECtvnkH9HTzqjYqAd0Wl5pFs3o7dlVrpxkCqh7Qn4A9vdXyAHRBMzRdER9Ak8ZH8ATU6pt3QC8H7lYLaFO8aBbN6misrdZOMwRUPaCPAhd4q+UBqHYQ8FFsAJ1Ygaa/EFC7b94BvQMYqhbQlnjYLJrV+9FcrZ1mCKh6QPsBT3urZQLo1cC1sQH0CODi+kzudAioSACgTwNnqQV0N/Q0i2a1D3ZQa6cZAqoe0E5I/OKtlgmg44AucQF0fAJrTyOg6b55B/QdoIdaQG8C3khZgH7QAINU65kioAUA9K8K8+JA7pQJoItaoeE/MQH0UOBSjYCm++Yd0K+B/dUCurg9qi6ZawBa+3ortP9LvZ8EVD2go82V2T0pE0CNl8Xj4gHouASa/6oR0HTfvAM6G9hG8Yn0k1sC6ADsuS6QeF+5nikCWgBAhxjLYnpTLoAOA66IB6D/BgaLQ0LulICK1AtQrQnWVf1VzkXnVUNkt09V22mGgCoHtAsw0VctF0AnAXvFAtCxCbSaIQ4JuVMCKlI/QDdC1SLlqzHNuG9A187HDX29Vi2cdgioakD/XgvNF/mq5QJoTVtU/RlyaGQA1f+Zu8I6JOROCahI/QDdFZhakOXsChgCqhrQj6VXyS0XQLVjxLUYgxIVQN8GWs20Dgm5UwIqUj9ADwU+KjVAV6yUp7Y2oGBkdSqkuDK1StIulVLSN3MHq4NaplaH911Vr75W8zXoexdwlb+aCu0b9ocU/vt6+6ZSjt8xj31dCXtQHwQuUdFX/31DinZf8+Ffk74HAsNXWoeE9g2dLJLfV/8NVuXcN6dJWJsKap775JbH+WeeSmX+UPoB79d3EnrcCgT0t3ffyUStnWaWBmT16qCKnhWBh+lZllrh31lr39PqVSGHrgzvuzykGtR3hQ5ILn1rQ3/f2pDicqvvCcAYSd+V9e+7LKTq7VvrfIhX1b9vKuz3XRUyWX4CtgnrK5ksa9Q3fBLafc2H3xf/5H4faPvHGvSVTu5MX8lk0f/mr7AGoX3rM7lF37AH1eirv/oLeGRzn9wBfR1/5vq/YOnxZcDT9Z2EHrcCAP14EzijnE++hFf/En4jVM71V8vmJfwfWwMTgssReQm/N3CtNeRLeKtv/l/C3wgMU/oSfkZDENDgvrEEdAqwo+QXLx9ArwfOCS5HA9DR+hPQ2daYgFp98w/ow8BFSgHtCxwz5qdf0lHvJwFVDegI4OyyBnRWBdotDCxHA9C9gBvsMQG1+uYf0NeAPkoB7YSj1JPpDgFVDOiZwNNlDWhqX2BkYDkSgI4E1p1jbxBQq2/+AZ0EHKYS0NpqvFUAM10hoIoB3QX4rbwBfUj2VVY7kQB0D2B4eoOAWn3zD+jU/2/vTuCjqO//j78DyOEt3lWqtbUWbdVf0Vp/+v9Za2ur9RsCAbkRjMohgop4onhUxQNR8b7QeoMn4lGV4lGrFEXlEryg3MlURSCGkGP+O9/PfHdndmcmyWZnF8j79XjUzObDfGfDfvNssgkJcGScgK4HZuXBTF8ENF5Al7fFnkF3vAUB+m07bPufsPHmAOgUYJ/UbwwgoO66uQe0og32ixPQ6u1xTx7M9EVA4wX0JaB7CwfU7gbcGzbeHAA9ArgpdYuAuuvmHlBrD2wX63OgZei8Pn4zfRHQeAG9PPHO2dIBnQr8MWy8GQD6JLCv51dWEVB33RgAPRhYFieg6w7H8QvjR9MbAY0X0JOA91o6oJUd0WZhyHgzAPTXwC2emwTUXTcGQH8HzIkT0OlPH4DW/6/ssrFu8ftJQGMGdHe0q2rpgNacBlwXMi48oI8Cnby/M5WAuuvGAGgP4LU4AQX4jfQR626BgM4Cfmu3eECnA78OGRcc0Ir/0b8rMhUBddeNAdChwGNxArp9WvH7SUDjBXQScC4BrdgPeD94XHBAHwb2X+0dElB33RgAHQvcupX9NCYCGiugiU9enySg1vn6910GVWhAKw4B7vANCai7bgyA3g5cRkAJqKnhPdYZ+JqAOs9kdKoIHBca0IeAA3wfgBJQs24MgD4BnEVACaipwT32dWvs9wMBtazDgZcDxwUGtPxg4G7/kIC668YA6OtAdwJKQE0N7rEpQE8CmpheCwwOHBcY0PuAn6b9pBMC6q4bA6AfA/9HQAmoqcE9Nga4gYAmpp+1wS4rg8aFBbS8M3B/2pCAuuvGAOgKoDMBJaCmBvfY74CZBNSZngA8EjQuLKB3A79I/4V/BNRdNwZArR2wGwEloKaG9lj5jth+DQF1pgmqVNC4oICuORB4KH1IQN114wD0ALRaR0AJqFtDe+wt4DiLgDrTZduj3ZcB44ICekfiM8qM3zhNQN114wD0N8BSAkpA3RraYzcCFxBQeQ/qBUwMGBcS0DU/Ax7OGBJQd904AP0LMJuAElC3hvbYqcDTBFTeg6YA/xswLiSgtwG/yvzuVALqrhsHoIOAlwkoAXVraI/tj6IvCKi8B5XvjaI5meMCArpqP+DRzCEBddeNA9ALgMkElIC6NbDHPgc6WwTUfQ8aBlyWOS4goLcAhwX88ygC6q4bB6DjgRsJKAF1a2CPPer8EkIC6r4H/QP4eea4cICu+jHwZMCpBNRdNw5AHwTGEFAC6tbAHhsJTCKgyfegzsCMjHHhAL0JODzo3+cTUHfdOACdBgwioATUrYE9dhTwAQFNvgddBgzLGBcM0JWdgClBpxJQd904AP0XcBIBJaBu0Xusuj06VhDQ5HvQx62w++r0ccEAHe/8it2gCKi7bhyAfg4cQUAJqFv0Hkv8v+2fLQKaeg86JuBjvkIBuuJHwDOBpxJQd904AK1oi/0IKAF1i95jNwNjLQKaeg+aCJyaPi4UoNcCvwk+lYC668YBqLU3OhBQAuoWvcdKgWkWAU29B33dHtsuTRsXCNAVewMvBJ9KQN11YwH0V0DUmQSUgJq+2wfbLLMIqOc9SGX89OJCAXo1cFTIqQTUXTcWQH8PLI44k4ASUNMn7q+iJKDJ6d+AE9LGhQH0292BF0NOJaDuurEA2gt4N+JMAkpATfcBQ5yXBDQ5XdURbRb4x4UB9Hrnx2SFREDddWMB9GwAzvdOAAAgAElEQVTg2YgzCSgBNZ0BPOC8JKCp6WDgr/5xQQB1PgB9KexUAuquGwug4zKfxfFGQAmo6TDgE+clAU1NXwEO848LAuhfgeNDTyWg7rqxAHoHcFXEmQSUgLota4N99AEBTU0r9gfe840LAeiSXYHXQk8loO66sQD6NHB2xJkElIC6TQeK9QEB9UwvAM7zjQsB6HDgD+GnElB33VgAnQH0jDiTgBJQt6vN5yoE1DP9AOjk+wkeBQD0tdZoPTP8VALqrhsLoHOB/4s4k4ASULdi4GV9QEC901+nffkm/4Cu7AyMjliXgLrrxgLoqiLnZ+SGRkAJqFsntF6hDwiod3o9cJp3nH9ARwMHRj3iBNRdNxZArZ2xa8SZBJSASp8Bh8leIKDe6aJtsPNKz+28A/p2W7R6M7ebOxkBlaIAPRBFq8LPJKAEVHoUOIuAWpnvQX8EJntu5hvQ1YcDZTne3MkIqBQF6NHA/PAzCSgBlc4DHiCgVuZ70L3AKZ6b+QZ0LLDvEgIqFQJQBUR8BY+AElDpOGAeAbUy34OW74i2nh8nkWdAP2jv/KZpAioVAtCykF8EIBFQAqqr2Anb1RJQK+A9qDcwIXUrv4CW/xbonfPNnYyASlGAXgjcGX4mASWguveAY20CagW8Bz0D/DZ1K7+AXg/s8TkBNRUC0Jsi/y0nASWgujuAUQTUKeM9qHxvFM1J3soroHO2k69gEVCpEIBObv/j68PPJKAEVHc68AgBdcp4D7JGAJcmb+QT0IrjAaXXJaC6QgCa7eZOc4uABrX1AHoYsJCAOmW+B70FHJi8kU9AbwM6LtTrElAdAW1+BDQOQFe0xV7fEVCnzPcgqzPwhjnOI6DzdwbuknUJqI6ANj8CGgegrwCnEFBdAKCXuz+r3ymPgP4l+QtFCKhEQJsfAY0D0GuAywmoLgDQua2x22r3OH+A3g/s8Im7LgHVEdDmR0DjALQb8AIB1QUAav0/57vZpbwBunh34GazLgHVEdDmR0DjAPTHaPU1AdUFAXob0MM9zBugpcAx5ieRElCJgDY/AhoDoIuAzhYB1QUB+nV7dFgqh/kC9Emgw7+T6xJQHQFtfgQ0BkCfAPoRUCkIUKtr8t/z5QnQr/cBrkmtS0B1BLT5EdAYAB3t/HNvAqoLBPSx5K/FzBOgA4Aua1LrElAdAW1+BDQGQI8H3iKgUiCgq3dDq7n6KD+APl+Etu961iWgOgLa/Aho7gGt6IgOqwmoFAio80PNrtYHeQF02f7AJd51CaiOgDY/App7QD8AjrYIqBQM6KvAofogL4CeBRzs/T0SBFQioM2PgOYe0DuBswmoWzCg1k+Bd5yX+QD0tdZo84Z3SkAlAtr8CGjuAT0DeIiAuoUAOgY413mZB0BX/gIY5V+XgOoIaPMjoLkH9H+AjwmoWwigs4uwb7mVF0DPBX663L8uAdUR0OZHQHMO6Mq22MMioG4hgFpHAC9a+QD0/W3Q6qW0dQmojoA2PwKac0BfA06yCKhbGKDjgQFWHgCtSXw+cEb6ugRUR0CbHwHNOaDXAZdZBNQtDNDP22LH5XkA9Fqg05L0dQmojoA2PwKac0B7AM9aBNQtDFDrT/pLbXEDuqh9wK/RJaASAW1+BDTngP4ERV9aBNQtFND7gZNjB/T7Y4G+mesSUB0BbX4ENNeAfl6Eg5yXBFQXCuiKndB2cdyA3gDs9UXmugRUR0CbHwHNNaBPAb2dlwRUFwqo1Re4KWZAnd9j/ETAugRUR0CbHwHNNaAXAjc6LwmoLhzQ54DfxAuo83uMewfccQIqEdDmR0BzDegJwAznJQHVhQNavg+KPowV0InAruUElIDGGAHNMaAVHdFO/+AKAqoLB9Q6B7g4TkCd32P8hE1ACWiMEdAcAzrb+cTUiYDqIgD9J3BAfYyAngz8ySagBDTOCGiOAb0HGKoPCKguAlDrEGBWfIAmHokdFhFQAhprBDTHgJ4F3K8PCKguCtBxwMjYAF28GzBxPQEloLFGQHMM6BHAR/qAgOqiAJ3XGrtHXbRZgJYAx1YQUAIabwQ0t4Cuao9d5YiA6qIAtY4DnolYtzmATgU6zLYIKAGNNwKaW0BfB06UIwKqiwR0EtAzYt1mALp2H+Bai4AS0JgjoLkF9AbgYjkioLpIQJd0wLaLw89tBqBlwJHlBJSAxh0BzS2gvZI//IeA6iIBtXqa71kILHtApxah7XsWASWgcUdAcwvogSj6XI4IqC4a0PfboO1HodOsAZ2+PXCpc0BACWi8EdCcAvplEX7qHhJQXTSg1lCgNHSYLaDTtgN+o/85GAEloPFGQHMK6BTgVPeQgOoaALR8exS9GTbMElDHzy7L9CEBJaDxRkBzCujFwHj3kIDqGgDUTvyNHRM2zA7QF52PP7/3/F74zHUJqI6ANj8CmlNATwRedw8JqK4hQNfsEfA7N9yyAnRKe+CopTYBlXUJaLwR0JwCujvarnQPCaiuIUDX3wAcXB48zAbQp9sBv13yXwLqrktA442A5hLQj4AjzDEB1TUI6OqfA3cGD7MA9MmEn0cvtQioWZeAxhsBzSWg9wNnmWMCqmsQUOsh4EfLA4dNB/SJtsDxyy0CmlyXgMYbAc0loEOBe8wxAdU1DKh1JHBl4LDJgD60DfD75RYBTa1LQOONgOYS0N8As80xAdU1AtCXgJ0+Dxo2FdAH2gAnrJCrElBZl4DGGwHNIaCrOmCXCnODgOoaAaj1J2BE0LCJgN6f8POPK92rElBZl4DGGwHNIaAzEh8AJW8QUF1jAP1XG7SbEzBsGqD3Jvw8caW5KgGVdQlovBHQHAJ6I3Bh8gYB1TUGUKs/0Ctg2CRAb2sFFK9KXpWAyroENN4IaA4B7Q08lbxBQHWNAnTetmj1j8xhUwCdmPCz6+rUVQmorEtA442A5hDQn6Mo9dMtCaiuUYBa5wK/zxw2AdBbEn52S/pJQJPrEtB4I6C5A3RJK/wkdYuA6hoH6JLdgn65R+MBvbkIKF3jvSoBlXUJaLwR0NwB+izQI3WLgOoaB6h1LXBIxj/obDSg1yT87Oc9nYCadQlovBHQ3AF6GXBd6hYB1TUS0FU/Ae5NHzYW0KsADPDxS0DNugQ03gho7gA9CXgtdYuA6hoJqHUf0Gll2rCRgI5L+DnQ/+ErATXrEtCwnlJuKzyvrLq/rOfFT9U2dIOApsodoHulfhSTRUDdGgtoxRHAX9OGjQP08oSfgyr8QwJq1iWgYd0aAKg1Uqn+Sl2yLvoGAfWUM0A/Bv7Hc5OA6hoLqPUisPMX/mGjAHX8HJZ5VQIq6xLQsC5Wn1fp6lOvu1RdbNkrh6uJ0TcIqKecAfoQcIbnJgHVNRpQ6wTgXP+wMYBekPDz7ICrElBZl4CGNUhVpb/qM9XH+QhzTUlxRdQNAuotZ4Ce7f+5lgRU13hA32mN9p/4ho0A9PyEn+cEXZWAyroENKTq4gEZr3tQTdAvL1HTom4QUG85A/Ro4APPTQKqazygzj/k6usbNgzouQk/RwZelYDKugQ0pGVqTMbrLlUz9cupzmfq4TcIqLdcAbpmO+zk/VIGAdU1AdC5HdD6He+wIUArhsD70wd8VyWgsi4BDenf6tpnRvQcduNXntcNUvP0y5nqgqgbBNRbrgB9CzjeOySguiYAap0DnOgdNgCodUbCz4tDrkpAZV0CGtI0pVS305QqeTH1up5qqX45Ww2PuuG08nbpmx+Cq60NGThV2xHDKrs685X1tntKXdS6m6LX3RgxrasJfn1i92xqzrr1IevqNtV7btwBXOIdbnTXrbED/0Ki1q2pjxhujL6/m9Ju2563vaYuct2qiKm9KWJYG7WubUdOvX83qzsCrzR23ep65+PPcdHr6oc/oxxv7mRBmzv58MewuRu3buKDl5BHtvGbO70GNqFn3YyHP8vNnXNA71N93q+xNzygun6RfF2JKtcvF6iyqBtOc7pIa5t9R5hUBkwv9H3Y0rsZOLK+4T+mqx8OFKV/UwlrITUf0K8/ko9qb1LXJl83IPlx5rlRN5wIaK77FVBe6Puwpbdxf2BKI//ogISft8d7d9hmW+7+Kedc8zFlolFqvn45U10VdcPpuzekb9YFV1MTMnCqsiOG6+0fMl9ZZ7un1G6KOHVjk9dNFrZuVeJdbd3G+ogzN9iVEdO6yPvrWXd1a+yXtu4G/TLxWWTAHa+vjli3ui5iWOmuG1z9Rv/t5F+806baiDN/aNK6viLXte3IaZXv5v3AAaktWRN+5qIjEn7e0uC6+uHPKMebO1nQJkw+/JGbe0NWm1vWbWhz19hhj2yjN3fAupGbxbO5E5/C+4dZbu7YAC1X3ZKf9IxT7+iXz6k7om544xeRcvRFpBeBEt+QX0TSNeWLSJZV/kvg+uSt8C8ivbwHsM1tUVflF5FkXX4RKbjKadPFzQVqVPKVD6rbXUhfjrpBQL3lCNDLgWt8QwKqaxqg1vPArl+bG6GATmib+GMzwvauRUBT6xLQ4Or7qw/1wR3qruQr56mBGxMvvu9euiHqBgH1liNATwFe8Q0JqK6JgFq/A0ab4xBAV/YH8Kv5oXvXIqCpdQloSE+q/p/YdtVjxX2/S9yaPm2x88oL1I219sZL1G3RNwiopxwBuje2We4bElBdUwF9qxXaf+oeBwM674iEnz2WBfxeeO9VCaisS0BDqn1Iqb5lxaqv/kC0VD3hvFjVX/UaU6qGrIu+QUA95QbQecBh/iEB1TUVUKsHcJp7GAjoy3sCbS4P+r3wvqsSUFmXgIb27yv69hx9r3wfkguo/c2kQd3KHqy0G7hBQFPlBtDJwGD/kIDqmgzonLZo/U85DALUefqz43MWATUR0Jx079TsziOguQF0JDDJPySguiYDag0DTpajTEDl6c85ziEBlQhoTrru3ezOI6C5AfQY4D3/kIDqmg7oF7sA0/VRBqBz9dOf8lwzAZUIaC56eHh1dicS0JwAWr4Ddkz7pZIEVNd0QJ3vCOuif65VOqDOd386T3/qCKhEQHPRzPVZnkhAcwLoO8BxaUMCqssC0BX7Ag87B2mAJp/+1BFQiYAWNAKaE0BvBc5LGxJQXRaAWpOAn66y0gD1PP2pI6ASAS1oBDQngA4EHk0bElBdNoA6/6DzJssP6Nwuqac/dQRUIqAFjYDmBNBDgPlpQwKqywZQ60lgtyU+QH1Pf+oIqERACxoBzQWgy9qgU/qQgOqyAtT6P+AiL6D66c/nfX+EgEoEtKAR0FwAOg0oTh8SUF12gL5RhO0WJAFd2S/x6fuhc/x/hIBKBLSgEdBcAHolcFX6kIDqsgPUKgHKDKD66c+ey9P+BAGVCGhBI6C5AFQBL6UPCaguS0A/aos27wmg0zOe/tQRUImAFjQCmgtA90Xr/6QPCaguS0CtMwGlAdU/+/P5zD9AQCUCWtAIaA4AXQD8MmNIQHXZArp4R+CtTcFPf+oIqERACxoBzQGgf0v9BLZUBFSXLaDWpcCxm4Kf/tQRUImAFjQCmgNAzwNuzRgSUF3WgC7bC7hsd2CbG4LnBFQioAWNgOYA0OOAdzKGBFSXNaDWRDjtMT1kTEAlAlrQCGjzAS3fEduvyRgSUF32gK45KOFnl7lhYwIqEdCCRkCbD+h7wDGZQwKqyx5Q68ki9FsZOiWgEgEtaAS0+YBOAkZmDgmorhmAWm+8EjEkoBIBLWgEtPmADnJ/fKU/AqprDqChvxfeiYBKBLSgEdDmA3ooEPBMHQHVEVAC6ouAElCT7LHl2+BHAUMCqiOgBNQXASWgJtljLwOnBAwJqI6AElBfBJSAmmSPXQ1cETAkoDoCSkB9EVACapI9VgK8GDAkoDoCSkB9EVACapI91gmtlgQMCaiOgBJQXwSUgJr0HlsEdA4aElAdASWgvggoATXpPfY40D9oSEB1BJSA+iKgBNSk99j5wC1BQwKqI6AE1BcBJaAmvceOB94OGhJQHQEloL4IKAE1OXusYmd0WB00JKA6AkpAfRFQAmpy9tj7wNGBQwKqI6AE1BcBJaAmZ4/dAYwIHBJQHQEloL4IKAE1OXusDHgocEhAdQSUgPoioATU5Oyxw4FPAocEVEdACagvAkpATYk9trIt9gweElAdASWgvggoATUl9tirwMnBQwKqI6AE1BcBJaCmxB67FrgseEhAdQSUgPoioATUlNhjpcBzwUMCqiOgBNQXASWgpsQe2x+tvg4eElAdASWgvggoATVV1i0uwkEhQwKqI6AE1BcBJaCmyrongT4hQwKqI6AE1BcBJaCmyroxwE0hQwKqI6AE1BcBJaCmyrrfA/8IGRJQHQEloL4IKAE1VdZ2RPtVIUMCqiOgBNQXASWgpsrFwFFhQwKqI6AE1BcBJaCmykeBYWFDAqojoATUFwEloKbKc4AHwoYEVEdACagvAkpATZVHAXPChgRUR0AJqC8CSkBN37XDbuFDAupEQAmoLwJKQE1vA38KHRJQHQEloL4IKAE1TQAuCR0SUB0BJaC+CCgBNfUBpoYOCaiOgBJQXwSUgJoORNEXoUMCqiOgBNQXASWgbl8W4cDwKQHVEVAC6ouAElC3J4FTw6cEVEdACagvAkpA3UYAE8OnBFRHQAmoLwJKQN0OB2aHTwmojoASUF8ElIBKX7VGp4gzCaiOgBJQXwSUgEqPAwMiziSgOgJKQH0RUAIqDQMejDiTgOoIKAH1RUAJqHQo8GXEmQRUR0AJqC8CSkB1X7ZGp8bsMQJKQJ0IqERACajub0B/AqojoBIBlQgoATWF77EhwH0EVEdAJQIqEVACagrfY4cAnxFQHQGVCKhEQAmoKXSPfd4K+zVqjxFQAupEQCUCSkCdJgP9CKhEQCUCKhFQAmoK3WNnAHcRUImASgRUIqAE1BS6xzoDHxNQiYBKBFQioATUFLbHFhXhgMbtMQJKQJ0IqERACWiih5x/CE9AJQIqEVCJgBJQU9geOx24l4C6EVCJgEoElICawvbYQcA8AupGQCUCKhFQAmoK2WOfFeFnjdxjBJSAOhFQiYASUMu6HxhEQE0EVCKgEgEloKaQPTYIuJ+AmgioREAlAkpATSF77GcoWkBATQRUIqASASWgpuA9Nh84yCKgJgIqEVCJgBJQU/Aeuxc43SKgJgIqEVCJgBJQU/AeGwA8ZBFQEwGVCKhEQAmoKXiPHYCizywCaiKgEgGVCCgBNQXusXlAZ+clAZUIqERAJQJKQE2Be+wu4AznJQGVCKhEQCUCSkBNgXusHzDZeUlAJQIqEVCJgBJQU+Ae2w9Fi52XBFQioBIBlQgoATUF7bFPgEP0AQGVCKhEQCUCSkBNQXtsEjBEHxBQiYBKBFQioATUFLTHegN/0wcEVCKgEgGVCCgBNQXtsU5opZ8CJaBuBFQioBIBJaCmgD32MXCoHBFQiYBKBFQioATUFLDHbgeGyREBlQioREAlAkpATQF7rBfwmBwRUImASgRUIqAE1BSwxzqh9ZdyREAlAioRUImAElBT5h6bDRzuHhJQiYBKBFQioATUlLnHJgIj3EMCKhFQiYBKBJSAmjL3WA/gSfeQgEoEVCKgEgEloKbMPbY32nztHhJQiYBKBFQioATUlLHHPgC6mGMCKhFQiYBKBJSAmjL22ARgpDkmoBIBlQioREAJqCljj3UDpphjAioRUImASgSUgJoy9theaLPEHBNQiYBKBFRqSYBuqgmuvj5k4FRnRwxr7NqA5Ww7lnVTF6gLW9Kui163tknrzgd+61m8Eesm7kHABeyQ+yunRP0lRd/f9HVt23Mfc7iur8gH1bYjp1mvWxu9WWRd/fA3bd3mbMKAdZMPfwybu+F1nQe1PnADNn/d8Lx/5xkPf5abMM2tzQbQqpDq6sImiTaFnpZoo70p85X15kp1tRGn1kSvWx0xDVt3UwKQ5qxbn7bubcCFyRs19RFnVrvrJh76gAvU10Sc2sC6GyOm6evWex/i2uzXtaPub23UZkkQFjUN2CyNWzdyE5p19cOfUY43d2rdgE2YePg3uQeR62azuWXdqAfVWTfx2V/II5u+uRu/bnX0O43n7zzj4c9yE6a5tdkAyk/hm/YpfFdgavIGP4WX+Cm8xE/hpZb0KTwBbRKgFbuj7X+StwioREAlAioRUAJqSttj7wJHpW4RUImASgRUIqAE1JS2x8YD56duEVCJgEoEVCKgBNSUtsdOAZ5L3SKgEgGVCKhEQAmoyb/HKnZD22WpmwRUIqASAZUIKAE1+ffYO8DRnpsEVCKgEgGVCCgBNfn32HXAGM9NAioRUImASgSUgJr8e+wvwAuemwRUIqASAZUIKAE1+fZYeUe0W+65TUAlAioRUImAElCTb4/NBI71DgmoREAlAioRUAJq8u2xa4CLvEMCKhFQiYBKBJSAmnx77M/AS94hAZUIqERAJQJKQE3ePVa+Mzqs9A4JqERAJQIqEVACavLusRnAcb4hAZUIqERAJQJKQE3ePXYVcKlvSEAlAioRUImAElCTd4+dCLzsGxJQiYBKBFQioATU5Nlja3ZKewqUgLoRUImASgSUgJo8e+x14Hj/kIBKBFQioBIBJaAmzx67ArjMPySgEgGVCKhEQAmoybPHTgBe9Q8JqERAJQIqEVACakrtsdU7YLtV/iEBlQioREAlAkpATak99ipwQtqQgEoEVCKgEgEloKbUHhsLXJE2JKASAZUIqERACagptceOB15PGxJQiYBKBFQioATUlNxjq7fH9qvThgRUIqASAZUIKAE1JffYK8Af04cEVCKgEgGVCCgBNSX32KXAVelDAioRUImASgSUgJqSe+w44M30IQGVCKhEQCUCSkBNZo+t3BY7rkkfElCJgEoEVCKgBNRk9thLwJ8zhgRUIqASAZUIKAE1mT12MXBNxpCASgRUIqASASWgJrPHjgVmZgwJqERAJQIqEVACanL32Mr22KU8Y0hAJQIqEVCJgBJQk7vHXgROzhwSUImASgRUIqAE1OTusTHAdZlDAioRUImASgSUgJrcPfa/wNuZQwIqEVCJgEoElICaZI+taIeOmU+BElA3AioRUImAElCT7LHngFMChgRUIqASAZUIKAE1yR4bDVwfMCSgEgGVCKhEQAmoSfbYUcC7AUMCKhFQiYBKBJSAmvQeW9YWu1UEDAmoREAlAioRUAJq0ntsKtA1aEhAJQIqEVCJgBJQk95j5wI3Bg0JqERAJQIqEVACatJ77EjgvaAhAZUIqERAJQJKQE3OHgt7CpSAuhFQiYBKBJSAmpw9NgXoFjgkoBIBlQioREAJqMnZY6OAmwOHBFQioBIBlQgoATU5e6wL8EHgkIBKBFQioBIBJaCmxB5bsg32DB4SUImASgRUIqAE1JTYY08CPYKHBFQioBIBlQgoATUl9tgIYGLwkIBKBFQioBIBJaCmxB47HJgdPCSgEgGVCKhEQAmoqbbqq9b4UciQgEoEVCKgEgEloKbaqseBU0OGBFQioBIBlQgoATXVVg0Dbg8ZElCJgEoEVCKgBNRUW3Uo8FHIkIBKBFQioBIBJaCm2tWtsW/YkIBKBFQioBIBJaCm2ilA77AhAZUIqERAJQJKQE21I4BJYUMCKhFQiYBKBJSAmmoPBeaEDQmoREAlAioRUAJqqmiF/UKHBFQioBIBlQgoATU9A/QNHRJQiYBKBFQioATUNAK4K3RIQCUCKhFQiYASUNMvgY9DhwRUIqASAZUIKAF1W9wKPwmfElCJgEoEVCKgBNTtIaB/+JSASgRUIqASASWg0n9+AdwTfioBlQioREAlAkpApVOB/ZaGn0pAJQIqEVCJgBJQ3QRgm7ciTiWgEgGVCKhEQAmo09vtgdubvccIKAF1IqASAW0pgH65P9C1+XuMgBJQJwIqEdAWAmjFKcABXxNQiYDqCKhEQE0ENAzQq4B2M3OwxwgoAXUioBIBbRmAvtpW/xw7AioRUB0BlQioiYAGA7pob2CARUBNBFRHQCUCaiKggYCWHw8cvNwioCYCqiOgEgE1EdBAQMcA27/vHBBQiYDqCKhEQE0ENAjQ51qjaLI+IqASAdURUImAmghoAKCf7goMk0MCKhFQHQGVCKiJgGYCuvoooMtKOSagEgHVEVCJgJoIaCagw4BdzC+SI6ASAdURUImAmghoBqCPFaHV0+YGAZUIqI6ASgTUREDTAZ29IzAmeYuASgRUR0AlAmoioGmArjgUOHZN8iYBlQiojoBKBNREQNMAHQDssSB1k4BKBFRHQCUCaiKgfkDvBdq85LlNQCUCqiOgEgE1EVAfoO9uC1zpnRJQiYDqCKhEQE0E1Avo0oOAEyu8UwIqEVAdAZUIqImAegE9Fej0uW9KQCUCqiOgEgE1EVAPoDcAbd/0TwmoREB1BFQioCYCmgL09bbAzWlTAioRUB0BlQioiYAmAf3ix0C39CkBlQiojoBKBNREQA2gFScDP1uSPiWgEgHVEVCJgJoIqAH0cmDbf2ZMCahEQHUEVCKgJgLqAvrKNsAdmVMCKhFQHQGVCKiJgAqgn+0FDA6YElCJgOoIqERATQRUA1r+O+CQ5QFTAioRUB0BlQioiYBqQM8DdvowaEpAJQKqI6ASATURUGePPdMaRQ8HTgmoREB1BFQioCYCmthjn3QEzgmeElCJgOoIqNQCAa26v6znxU/Vpr+agH5rW78BjlwVPCWgEgHVEVCp5QFqjVSqv1KXrEt7PQH91h4K7DY3ZEpAJQKqI6BSywP0UnWxZa8criamvZ6AfvtCEVpNCZsSUImA6gio1OIA/Uz1cT72XFNSXOEftHRAl737yI7ARaFzAioRUB0BlVocoA+qCfrlJWqaf9BSAV3+3lM3ntP117vB6fjy0HUJqERAdQRUanGAXqpm6pdT0z+Hb2mArvjX0zeN7HbEHvC0z+LwdQmoREB1BFRqcYAOUvP0y5nqAv+gpQC68oMpE87tfuSe8Ld95z8NmbgwYuFdDfIAABOFSURBVF0CKhFQHQGVWhygPdVS/XK2Gi6vWHm79M0PwdXWhgycqu88Pbyys87IeN15F1100WjdhReODm/MRRHD0RddkDwclnGFM81FB3T39ec//OGE359wzN5Ffji363zS0OufeG9F4o2psjdGvKn1NRHDTfURw43uujW2Xd3EdWsas25w9ZvSbtu2Z926yHWrIqb2pohhbdS6th05Dfi7ady61XbE0KybwCPgjkdv7qh1qyLvb13AusmHf1P0ulEPal3kJmxo3cQHLyGPbPM3d8PrZjz8WW7uNNDyDWiJKtcvF6gyecWcLtLarJbrii20DgefPPzGKf+uaPhNZIxttuUb0AHJj0DPlVe0MEDbdz5p2A1PfbAmV3+fjLEClm9AR6n5+uVMdZW8Yt0s6Zu1wdXUhAycfvjkhfBefGN65itff+MNOXjt1YhTX36jqesm+3ti3Vff8jX7k0QLvvpq4SefrYp4Y9bbGyKmddURw431keuulz9k25WZ0/qNUevWRQw3uOsGl75une25j9W1EWdWRq9bFTHcFLHu97YddVX7h4hh5CastL+Puqqsm/jML+COR29uO2K4LuixTK27KfN1yYe/Kmrd9ZHr1jZjE25Yuynx3h48bf7mDs67CTMe/iw3dxpo+QZ0nHpHv3xO3eEftJQvIoXn/bXGmfGLSBK/iKTjF5GkFvdFpAfV7frlOPWyf0BACahEQC33lIghAZVaHKDz1MDE5xL2991LN/gHBJSASgTUck+JGBJQqcUBal+gbqy1N16ibkt7PQEloBIBtdxTIoYEVGp5gK7qr3qNKVVD+NOY0iOgEgG13FMihgRUanmA2t9MGtSt7MHK9FcTUAIqEVDLPSViSEClFghoSASUgEoE1HJPiRgSUImAmggoAZUIqOWeEjEkoBIBNRFQAioRUMs9JWJIQCUCaiKgBFQioJZ7SsSQgEoE1ERACahEQC33lIghAZUIqImAElCJgFruKRFDAioRUBMBJaASAbXcUyKGBFQioCYCSkAlAmq5p0QMCahEQE0ElIBKBNRyT4kYElCJgJoIKAGVCKjlnhIxJKASATURUAIqEVDLPSViSEAlAmoioARUIqCWe0rEkIBKBNREQAmoREAt95SIIQGVCKiJgBJQiYBa7ikRQwIqEVATASWgEgG13FMihgRUIqAmAkpAJQJquadEDAmoREBNBJSASgTUck+JGBJQiYCaCCgBlQio5Z4SMSSgEgE1EVACKhFQyz0lYkhAJQJqIqAEVCKglntKxJCASgTUREAJqERALfeUiCEBlQioiYASUImAWu4pEUMCKhFQEwEloBIBtdxTIoYEVCKgJgJKQCUCarmnRAwJqERATQSUgEoE1HJPiRgSUImAmggoAZUIqOWeEjEkoBIBNRFQAioRUMs9JWJIQCUCaiKgBFQioJZ7SsSQgEoE1ERACahEQC33lIghAZUIqImAElCJgFruKRFDAioRUNO3/w2uemPIwGl9fcTwm/p1ma9cu3ZtI9bdUBcx/Lb++4jppqqQs9au/TZ63e8i1635IWJYWRsxXFu/1tyDbzKntVHr/lATue53EdPayrQ/bf7inaqi1v2+PmwvONVtiBhWbYoYrl0bdX/r10cMN1ZHDNfVB/y1mr5x19UPf0Y53tyR6ybvQQybW1fZ0OYO3oBOzd/cwXk3d8bDn+XmTnNrswE0T3XvckRhLvxily4PF+bKptu7dHmrcFc/pcv/Fu7iThu7dOlbuKtP69JlcuGu7jSpS5eZhb0Ho7t0WVKwi1d36dInjnUJaJ4ioAS0oBFQApqDCGiBIqCTC3d1JwJKQHMQAS1QBHRy4a7uREAJaA4ioAWKgE4u3NWdCCgBzUEEtEAR0MmFu7oTASWgOYiAFigCOrlwV3cioAQ0B306a1ZhLlwxa9bKwlzZtGzWrG8Ld/WPZ/27cBd3qps1a17hrt7SH36nxbNm/VCwi8f18Lc0QBljLGcRUMYYyzICyhhjWUZAGWMsywgoY4xl2dYO6GCV7B7/ZKz6IsbrzlOqb6258Y5Sw2K8VlTXKfVU/q+6ubz1tv21KinYtUPvwavq/rxcujAPfqpZfz27R7+Rj6wq2B347O7hvUrLxs+sy5jUz3g7N5fY+gHt2dttsn8SO6BqtrlxXcEIWd+tIJfeTN56u2UDWqAH31R1oVLdynopVfpmYe5A5fXOx00lif8N+zJ9Vqd65+YiWz+gH4VM4ga0WE10j6tKiwu1kV9TQ7qqr/J+2c3krbdbNqAFevBNN6izZtfbtnW/6vpZIa6/4WzVdfK8yk1fTu+nesxPGxLQRlY4QM/u16tajt9Wl4YRsiHGu+B0sXrhCvVQ6nZtrW8c1+Ub+dbnoTBAq+sLeA/yBGj6g5/fvlfFq+XoXnVp0B9I24s571o1eJEcfTtWDVznHxLQRpYG6Nr7Rvc8c+JS5zAB6JxLeg285v1YrjtPjbpTuUtfq15xCfnomqGlp4/T/xbqdTW9ckLPR2K5eLLy4q7fvqEGCRZj1XcP9lKDr/8o/ss38NbPUFfrV3zXtbQypntgEr6eVs/oWxOcJxZmqmmLzlElQx+M+/+9Qu9BfgD1Pvi+y9v23PEDhk765pHQDy5y0YfqTPdoseqlX/re+Tx7MZ4WqtSbt66vesx5uWjCkL5XPF9n2+OdT+575uIyLQvQBQNVyZndVLd3bOcxvK9YDeiq1OQ4rpsgZK66UR/+UHrWIiHkbqX6D+ul1HTbEeyFMarPC3FcO9UUdZW9oZuaq2+MVVcr5w0unhr75Rt469eXdK9yXjNdjY/pDiQLBPSOnsXnjCxWF2d+bSE/9yA/gHoffD+gb5So3v3VaeNiBXSu6uZ+BFq/Tn/453/n8+zFeJqorkndmK4GJP6P5NVuqmdZsbp8g/3KbarbpHvCT258LQrQ6kHq4Wq75qni7iudx1CNKbd/eEypT2O4boKQ+oE9NBMz1aOLNSGfq9LEnal9SQ22HcHKhi6O4cK+hqvEbr1G3aFvJN7g0avtqseV89xFvJdv6K2/Qv3TmV2k4vnw31MgoGr4qsR9LFHpT4zl6x7kB1Dvg++7fHlJ93fq7U/7qFgBrRqo+j3j+QJ8+jtfai/G02nqjdQNS6ml9n+Ku82os1eNUA/yU/hGN1j16ie97Px/8gT9yknOrhqr+un38LvUhTFcN0GIfa+zg509vFQI+XvPu/Ssv/rBESzW52B1XyrniciZqk+Nc2us6qM/Yb7b+QQ63ss39Na/pm5KHFnFvTfFdx+kQECL9VdWxqtX4756yD3IC6C+B993+TvV487xm/ECai8cmPg0uezWGRVyM+2dz7MXY2mTUt4vXfVUH9jXyjd1LVZlBLTRpb4P9HnbvtD9O12ghjqP4aP6RrnqGsOz2Q4hC9V1iaPKbsPsxd4vo3zbXVU6gp2b+6um9YCaZDtfBk9sHtt5g+ULCuWqe33Ml2/orV9b3Cvxbv28vnvxFgiovOmT9VMphbgHeQHU9+D7Ln+a0qZV94wXULtqxnV9nfe80fpbLtPe+Tx7MZbWKvWN5+YI9UZ9t2L9VEL9S9PqCWhj830K31/ddpfTBNXNeQzfk9f2VTF8p69DSP3g7pXOV0yeSBJSv/TdqbcOUgJo7M//1Q2UT1LHqxucF2PVTHl9X2XFfPkG3/qLnYflfPfJ2TgLBFSenX1kqwbU/+B7L19dXCp/ZHjMgNrOQ/7SNaVKPWBnvPPNlD/g7MVYSnwEushzs496v1wNSt0moI3MC2hN6l8lqdrEY7hQXn2OiuHb1BxC7AfVP2z7KrXMEPLigMSV+/y1lwB6d+6v6m9O8q0tdX4O41j1ibx+ZOINjvfyDb710xKfx6023x4QZ4GAyge+Wzeg/gffe/kV+jn4RJfGD6hT5V2OZenvfJ69GE8Dvc+BfqvUV/PVealXENBG5vsItG9xTerGWPUvOejv+1g/R2lCvtBfBx1hu4Q8q3o98un3tl0mgObki4BR3aL6DdOVqBm28wa7P5B+gFod8+UbfOut4gH1U2L9HsXHhunv0frKx9f4fAIafg/yAaj/wfdefoNyPwIdESugd1+9zByer6ZmvPN59mI83ayfQnL7uxpcv1ydkXoFAW1kPkBHK/1NaPaGeUucx1A/lW7/V5XG8IGQJsQ+s2Tdm84z10LIYPWxe5/yAujG5HNc49U423mD5XeKfKNKavMBaNRbn3goFp4T67+SuVOeo/hUfw/i00q+XWZkPgENvwd5ADTtwfddvp982lx7aqyAXqn+bg6vUk9mvPN59mI8zVXmo1zbXt9fPWbXdC3RXzW2b716HQFtbD5AH1G36pf3qSecx3CA/rcy96jrY7iuEPKI+vs4tcIQ0l2td0ari/MD6Fuqn7s5/6W6rnXe4L56A93n/MOQfAAa8dYnPh69Kt5/n/S8LP+sGpP471R5wuKr4nwCGn4P8gBo2oPvu/x4Z/vrb+eKE9AXVJn7r38qejpPdqe983n2YkxdqcrcbzRZO04NqnKeeH/eubVUDeRHoI3OB+iGvure9Xbd9OIea/S3ol3yX3vjE8XF/4nhukLIEnVeifNSCBmlnk3895MzlCrPB6BXqrvco+pT1Uv6Db7Qsjc+Vew8+ZsPQCPeenu1ivknBX1drKbW2wv76Q+93lenLrHtVcNVPgENvwd5ADTtwfddflW30vdse0HfrmpOjPegeoga8I+KOrvyn2fpr2Olv/Ol9mJMrRuiSh75rKp26av9VW/np4ksVKXv1NsVo5ynjupUycacXKVFAWrP7q2Kh/ZRXZ1v4x6rLlRqcIkqeTmO6woh9jCl332EkA+UGnrZ6eqy89WQmfEDutbzjeIT1AXOGzxev8HFzscf+QA04q13PpmM7dkv6TGleg1U6gLnA7HqEarkglEl6vy8fhEp9B7ED2j6g++7vP1yV9VvoBp3qVoQ532oGOH8LKTSxH8u01b53/k8ezGu1l2duHZxt8R/xsrHSAmvew0tUaOczzz7qKFX5uIiLQtQu3zSqB5DbtbPbo9Vta+M6192Qzz/HMUl5Alhwv069MeX9h141et1c88rfSZ+QKepwcnndmc7d2OsWjj72tMG/lX/a+i8ABr+1tv24/oz2zj7cOxpvS54Vj6RXXvXmV1V6SvP5/er8GH3IH5AMx587+UTnweM633awzWj1JJY70Tdm9cMLu173o3mm9V873yevRhf8+8c2qvX6InJ3wf76fVn9Dp/qv5i1jtl3Ybm4hJbO6As2dgYP11qejfn55uIUtWsrM7vBTe3e5C8/Nr/akLq+6mqQt2XzWsvNicC2mLarDZtZWnJ2kLfh5babfIdkrPV6ILdhc1qLzYrAtpi2ow2bV3N3d6flcPy2sfFAz6sWvtef/Vuwe7CZrQXmxkBbTFtRpv28u6qJPYfRcXCetb5NReqRyxfPW1cm9FebGYEtMU0/Z54v+zdhO7pOeLfDf8pFlern73jwTfLC3gHNqO92MwIKGOMZRkBZYyxLCOgjDGWZQSUMcayjIAyxliWEVDGGMsyAsoYY1lGQNnW024YW+i7wFpWBJRtPQUDuvyDD/N+T1gLiYCyradgQMdit7zfE9ZCIqBs64mAsjxHQNnWEwFleY6Asq0nAsryHAFlW34vnbxnu/3PWpwEdMaQ4/bcvvMpL9QljodCp38l5IYbf9tx+0OHLirkfWVbVQSUbenVjBYjOzwngG7qA7eTan2AfryvHBddV+i7zLaWCCjb0jsD2GX4I9cdgw5tNaDjgZ/f9Pxz438O3OLMzafwFbsAve59esxOwPWFvL9sK4qAsi28+a1w0BeJl3XnJD64dADdD79Y5wy+3x/FzksD6Dlo84LzcslB6LC0QHeWbWURULaF1wP4QB/UH6wB3dhp39tlMgi/dF64gC5pC/e3qM0ALivAHWVbYQSUbeHthT+4R/fD/1X4v/gAvRNY7g4OxO/yd//Y1hwBZVt261JqLk4d1q94975S+AA9F/uYc7ryG5tYbiKgbMtuDvCQe1jlAjp/xGEd5OvtXkBPgadWBbq3bCuLgLItuwXAZHO8rQb0htZA21/3uuLvp/sAPdILKGoKc2/ZVhYBZVt2VUXJz9sr9EegMxIfeL600bk91AfoqTi6QHeRbb0RULaF9yP80T16XQM6AB3WyO0zfIBejj3r3T9YW1uX73vJts4IKNvC6wPMkqM/aECPxyFys/5wH6AvAC/IwNqB38bEchMBZVt4i1qj81fOwQ3yjfRnon25c7PqbKCzczAWuzgv6o9Ex7ecg2qFoi8LdW/Z1hUBZVt6ZcCuox6/9US06+wA+jxwyJOfzrztAGyHVq+ts+0rUfTc/FW2/a8ibDPw7ukTf8Hvo2e5ioCyLb0q9xuU2k/prb+eVOZ+p9KFUxL/LbHtaeaHiby5jzs5p9B3mW0tEVC25Tf15D3a7jNwvi2A2s//oVO7/cvm2nVDdu4wMnH72v3a7fOYM/j2wl/tuMOvB80v6J1lW1MElDHGsoyAMsZYlhFQxhjLMgLKGGNZRkAZYyzLCChjjGUZAWWMsSwjoIwxlmUElDHGsoyAMsZYlhFQxhjLMgLKGGNZRkAZYyzLCChjjGUZAWWMsSwjoIwxlmUElDHGsoyAMsZYlhFQxhjLMgLKGGNZRkAZYyzLCChjjGXZ/wfqrrMUifAIGwAAAABJRU5ErkJggg==" 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>
 <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>
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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,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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 I apply that theme as…yet another layer:</p>
 <pre class="r"><code>plot4 + theme_light()</code></pre>
 <pre class="r"><code>plot4 + theme_light()</code></pre>
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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>
 <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
 <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>
 ##  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 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
 ##    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
 ##  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(
 <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>
   ) %&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;     
 ## # 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
 ##  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 &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(
   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>
 ##  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(
 <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>
 ##  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>
 <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>
 <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>
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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>
 <pre class="r"><code>long_weekly %&gt;%
   filter(state == &quot;Illinois&quot;) %&gt;%
   ggplot(aes(weekdate, value, color = variable)) +
   geom_line()</code></pre>
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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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" width="672" /></p>
+<p>Unfortunately, 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 the neighboring states in the upper midwest:</p>
 <pre class="r"><code>upper_midwest &lt;- c(&quot;Illinois&quot;, &quot;Michigan&quot;, &quot;Wisconsin&quot;, &quot;Iowa&quot;, &quot;Minnesota&quot;)
 
 long_weekly %&gt;%
   filter(state %in% upper_midwest &amp; variable == &quot;new cases&quot;) %&gt;%
   ggplot(aes(weekdate, value, color = state)) +
   geom_line()</code></pre>
 <pre class="r"><code>upper_midwest &lt;- c(&quot;Illinois&quot;, &quot;Michigan&quot;, &quot;Wisconsin&quot;, &quot;Iowa&quot;, &quot;Minnesota&quot;)
 
 long_weekly %&gt;%
   filter(state %in% upper_midwest &amp; variable == &quot;new cases&quot;) %&gt;%
   ggplot(aes(weekdate, value, color = state)) +
   geom_line()</code></pre>
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" width="672" /></p>
-<p>Now that’s getting a bit more interesting.</p>
-<p>What about finding some way to also incorporate the death counts? Well, ggplot has another layer option called “facets” that can help produce multiple plots and present them alongside each other (or in a grid). Here’s an example that creates a faceted “grid” (really just a side-by-side comparison) of case counts and deaths for the same five states.</p>
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" width="672" /></p>
+<p>Notice that I use the <code>%in%</code> operator to filter for the values of the <code>state</code> vector that are “in” the <code>upper_midwest</code> vector (see <code>help(%in%)</code> for more).</p>
+<p>Also notice that we now have ourselves a multivariate time series!</p>
+<p>So now how about finding some way to also incorporate those death counts? If I just add them to this same plot we’ll run into the same issue we did with the Illinois data because the death counts look tiny plotted on the same scale as the case counts. A good solution in such a situation is to create a second plot for weekly deaths that we can display together with this weekly cases plot that uses a differently scaled y-axis. The ggplot way to do this involves another type of layer called “facets.” Here’s an example that creates a faceted “grid” (noy much of a grid since there are only two variables or categories we’re using to do the faceting) of weekly case counts and deaths for the same five states.</p>
 <pre class="r"><code>midwest_plot &lt;- long_weekly %&gt;%
   filter(state %in% upper_midwest) %&gt;%
   ggplot(aes(weekdate, value, color = state)) +
 <pre class="r"><code>midwest_plot &lt;- long_weekly %&gt;%
   filter(state %in% upper_midwest) %&gt;%
   ggplot(aes(weekdate, value, color = state)) +
@@ -1870,10 +1887,12 @@ long_weekly %&gt;%
   facet_grid(rows = vars(variable), scales = &quot;free_y&quot;)
 
 midwest_plot</code></pre>
   facet_grid(rows = vars(variable), scales = &quot;free_y&quot;)
 
 midwest_plot</code></pre>
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" width="672" /></p>
-<p>Now we can clean up some of the other elements we worked on with the original plot (axes, title, etc.). I’ll bake that into a single chunk below.</p>
+<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeXBc1Zk3/u855/YmqbVYkmVr8wY2xiaAsQ0YAlmYkEACJCETMpME+CUzv5q3MsubTGWKVCU1VSlS7x+/TGao1DvkTcKbBBII2SCBJIAxxIAxO8Y2GGNbtrV40b71eu85vz9ud0u2ZFtLt27f7u/nH666b99+JKNWP33O8zzCGAMiIiIiIiIiKm7S6wCIiIiIiIiI6NyYwBMRERERERH5ABN4IiIiIiIiIh9gAk9ERERERETkA0zgiYiIiIiIiHyACTwRERERERGRDzCBJyIiIiIiIvIBJvBEREREREREPsAEnoiIiIiIiMgHmMATERERERER+QATeCIiIiIiIiIfYAJPRERERERE5ANM4ImIiIiIiIh8gAk8ERERERERkQ9YXgdA6O/vN8Z4HUWZUkrV1dUNDw+n02mvY6HZqa6uDgaDAAYHBx3H8Tocmp3a2lrbtsfGxrwOhGYnFApFo1EAsVgsFot5HQ7NRV1dXTqd5m+fT9XU1AQCAQADAwNaa6/DOSOlVG9vr9dRAMDq1au9DoEoz7gCT0REREREROQDTOCJiIiIiIiIfIAJPBEREREREZEPMIEnIiIiIiIi8gEm8EREREREREQ+wASeiIiIiIiIyAeYwBMRERERERH5ABN4IiIiIiIiIh9gAk9ERERERETkA0zgiYiIiIiIiHyACTwRERERERGRDzCBJyIiIiIiIvIBJvBEREREREREPsAEnoiIiIiIiMgHmMATERERERER+QATeCIiIiIiIiIfYAJPROQ/6mhH6Ok/y6EBrwMhIiIiooXDBJ6IyGeEbUceeTj4+suRhx8QyaTX4RARERHRAmECT0TkM7K7083b5fBQ6KnHvQ6HiIiIiBaI5XUAhOrqaiGE11GUKfcnX1VVZYzxOhaaHaWUe1BdXV1u/3z6lWO5bzjwzp7QhevFhs1eBjR7SikpZW1trdeB0Ozk/lqFw+FgMOhtMDQ3UspgMMjfvmLmHDMIQS2a5s3h5L99CxvU7Bhjent7vY6CqDQxgfee4zheh1C+hBBKKcdxtNZex0KzI6V0cwnbtsstgRcH9k/+Uv/ht6a5FQ2LvYpnDpRSxhjbtr0OhGZHKeXmD1pr/vP5FH/7ilx6txn/mSMsRL+mZMPpOXzub5/jOOX2t4+IXEzgvTc+Ps6XYK8opUKhUDweT6fTXsdCs1NdXe0uAMZisbL6FEykUlU9XQBMZZXT0mrt34dUSv/y/vjnv2yyKzPFz7Is27bHxsa8DoRmJxQKBQIBAKlUKhaLeR0OzUUgEEin0/ztK1IG9p+DMNKkMfZuQoZP/+tWU1MjpQQwPj5ezGsPyj9/j4h8hzXwRER+ojoPQ2sA9rIVietvMjW1ANTJE8G/bPU6NCIimhdzSOFE9s05P2MhoukwgSci8hN19LB74LQvN+Fw/MZPQkoAwddftg6862VkREQ0P/qFSQvXY2yQRETTYAJPROQn6miHe+C0rwDgtLSlrnw/ABgT/tPvxciwh7EREdHcnZCmY+KduWECT0TTYQJPROQf8ZjqPQnA1NTqmkwT6eSV17jJvEjEI398BEVcFUlERGfiPK8wuScSE3gimg4TeCIi3wh0HoExAOz2FRO3ChG/4RZEKgCoziOhl3d4FR4REc2NGRJmrwKAIOBm7kzgiWg6TOCJiHwjVwBvty+ffLuJRuM33AwhAARfeFZ1dy54aERENHf6RQUNAHKDLSIAgFEm8EQ0DSbwRES+oY5kC+Dblp92l73y/PQlGwFA68hjvxXx+MKGRkREc2TiMG9YACAhrnBQZQCYBGAzhyei0zGBJyLyBzE+Jgf6AOj6BhONTj0h+cGPOIubAIiR4dCTjy10fERENDevWkgBgFjniFrjJvAAJ8kR0TSYwBMR+YM6csg9cCYXwE9ilErc9BkTCAII7H8nsOv1hQuOiIjmxhHOy5npcXKLA0BkE3gz6llQRFS0mMATEfmDNWkC/JnO0XWLkh/6iHscevrPbst6IiIqWmaXdMvdxUotlmoAuRV4TpIjoqmYwBMR+UOmAF4Ie0oB/GTp921Ir10PQDh2+LHfCttekOiIiGj2DPSLlnsor3IyN1Zl72UCT0RTMIEnIvIBOTwkR4YBOI1NJhI5+8nJv7rBnRIv+06Gnn1qIeIjIqLZM/ul6RUAsFiLlbkEPlsDP84EnohOxwSeiMgHJvrPL5u+AH4yEwonbroVSgEIvPFKYN/ewgZHRERzol+YtPyezdZzNfCcJEdEUzGBJyLyATWDAvjJnCXNqS3Xusehpx4Xw0OFiYuIiObIdEtzVAIQ1UasdybuiLIGnojOiAk8EVHRM8Y62gEAUjqty2b4oOTlV7nL9SKRiPzxEWid36CEYwdfe6nqv79X9YP/Cr7+inBYbE9ENAv6+UzzeXGFI9SkOybGyDGBJ6LTMYEnIip2sr9PjI8B0EtbTDA404cJEb/hFhOpAKC6jgZffC5vATlO4M1XK3/4/dC2J8TYqBgZDj39p8of3BN87SX2zCMimpFBYd5VABCC3HDKK6cIA8oAnANPRNNgAk9EVOxU52H3IN020+V3l6mKJm64GUIACO18TnUdmW8oWgd2v1n5o++Hn/qjGB2ZfI8YHwtte6Ly/9wTfHWnsNPzfSIiopKmd1jQACA3Ogifep+AcBvRjwmYKY8kovLGBJ6IqNhNmgB/7g52p7FXnp/asBkAtI489jvEY3MMQmvr7bcqf/y/w3/+vdsPH4DT2h677Yux276Yq8wX42OhZ56s/ME9wZd3iDTTeCI6F2NUT5eIx72OY0GZGPSbCgAUxObpNi5VAYBxYMrrB0NE52Z5HQAREZ2VMe4KvFGWbmmbwwVS116nuo6qE8fE6Ejkz3+I3/LX7pr8zAMI7H8n+MKzsr8vd5tubkls+YCzYpX7Zeyzy1XX0dCL29XhQwBEbDz0l63Bl3ekNl2R3rDZBGa87Z+Iykxwx/bQjr+YaPX4333FqHJ5X2petpAGAHGRI2qmW2SPGrhd6ccEKrgKT0QTyuWFkojIp9TJ4+7alG5pNdZcXrSNUolPfKripz8U6ZR14N3Am6+mL900s0ca68C7wReeVb0nc7c5i5ekrv6AvWr1aec6re2xz3xedXeGXtyuOg4CEPFYaPu20Cs7UxuvSG3YPIvqfSIqE1oHd70GQIyOyK7OmYzJLAW20C9netapK51pTxFVJpO1jwksZgJPRBOYwBMRFTU1j/3zObquPnndx8J/ehRA6JkndUu7s7jpHM97+FDouW3qeM/ERRoaU1uuTa9ee5YFfKelLXbr38qertDO561D78EYxGPB57YFXn4hfcnG1OarTDh8pscSUblRXUfcDp0ArO5ySeD1GxIxAUCc56DpDPNBqiYmybETPRFNxgSeiKioqSMd7oE9v7e26fUXW0c6rLffEo4Tfvy3sS982ViB6Z+xuzP03DbVOdHxTtfUpi6/On3RJZAz6pyim1vjn7pN9Z4IvPhcYP87MEYkk8GXXgi88Ur60k2pzVuA2vl8L0RUGgL79uaOVU+nh5EsHAP9Yubtt7xq+uV3gJPkiOiMmMATERUxrVX3UQAmEHSals7zYomP3FBxrFsO9su+3tDTTySu//hpJ6iertBzz6ijHblbTE1tcjap+2ROY5Nz063p3pOBF7dn0vhUyk3j9RVXiy3XzvPbISJ/c5zA/n25r2R3J7Sew0uNv5h9CgMCgGjWYsUZlt8xOYFfkLCIyD+YwBMRFS91rFukUgCctnYoNc+rmUAw8YlPVfz8PjhO4K3Xnfbl6bXr3btkT3do53PWwf0TJ1fXpDZekb5ko5nf8zqNi52bbk33nQy+vMN6e7ebxpvt27DzhdD6i1NXvt9UVM7ruyIif7KOdEyeiyFSKdV30lm8xMOQFoDeMYPld0BUcgWeiKbHBJ6IqHjNZ4DctJympcn3fyj07FMAQlv/6LS0iXgs+Pyz1qH3cueYqmjyiqvT79sw/48MJp63YXH8hlvUpisDO7YH3tsHY5BKBl9/ObDnzfSlm1ObrjSRSL6ei4h8Ibd/XtfVy8F+ALLraGkn8OaoNJ0CAGqNWHu2BB7R7EOYwBPRqZjAExEVr0kd7Jbn65qpjVeow4eswwdFIlFx/49EPIZst2NTUZm64ur0xZfNrd39OTmNTc7Nn0n3nax8dafZsyu7qf75wOsvp6+4OnnF1YV4UiIqQsKx1YF3ARilUtd8KPzorwCo7s70hs1eh1ZA+oXMS6va4uCstQIiCgjAAKNM4InoFCVeaERE5F/CsWV3JwATieRzVUqIxI23uBvXRWw8k71HKpLXfHj87/8pddnlBcrec5yGxfK2L5r/8T/TF6xzG9qLdCr43DbZd/KcjyWi0qAOHhDJBABn5fn28lVu6bvV0+V1XAVk+oTZLwGICMQl9jnOVka4Izu4Ak9Ep2ICT0RUpGR3p3BsAE7bsrNMbpsDU1EZv+EW95omHE5d/YGxv/+n1OVXmcD0fekLYvGSxCc+Pf7//IPTtty9QfWeWLhnJyJPWfv2uAf2BetMMOg0NgEQI8NieMjTuApIv2DBAIDYZCM4gwdUGQAmATjM4YloArfQExEVqYkBctkUN4+cFatit/6NHByw1643Yc/qz/WihtT7Lol0HgYg+3q9CoOIFpJIp62D7wEwgYC9ajUAp6VNnTgGwOrpTNeU4pjJcWF2SwBQRm4+a/V7TpVBr4CBGYOoKWhwROQnXIEnIipSgewk9nx1sDuNs3xV+tJNHmbvLtOw2D1gAk9UJqwD+4SdBmCft8bd+KNb2927VHdp7qJ3dirYAoC8RE+MiDs7TpIjoukwgSciKkYilZLHewCYikpd3+B1OAWk6xvc8lfWwBOVCWvf2+6BfcG6zEFLm3sgu454E1NBpYHXLAAQEFecq/o9S+QSePaxI6JJmMATERUj1XUEjgPAXrYyvwXwxcYoS9fUAZDDQyKd9jocIioskUiojgMATCjkrFjl3miqorqmFoDq6xWJhJfxFYB53TIxABBrtGic2fI7JlbgOUmOiCZjAk9EVIwKMUCuaOnGRgAwRvZzFz1RibPe2yfcTyfPX2vURDMm3dIOAMaoY91exVYQGs5O5R7Kq2a6/A4AVdkDJvBENAkTeCKiYpTrYOcsK0gBfFFx6lkGT1QuAu/udQ/stesm3263tLoHsvvoQsdUSGavwqAAIFqMaNMzf+DEFnom8EQ0CRN4IqKiI+Jxd6aaqa7RJdmQ+VSmodE9YBk8UWkT8Zj76aSJROxT23M6LZk+dlZXpweRFYzekVl+F1fPskSICTwRTYcJPBFR0bE6D8MYAHYZLL8DcCYSeK7AE5Uya99eaA3AXrPO7V6ZoxsaTSQCQB7rcjuAlABzSJpjEgDqjFwzi+V3ACKavQgTeCKahAk8EVHRyRXA22VQAA9A19VDKQCKNfBEJS2wL7N/Pn3ButPvE8JZ2gJA2LY6eXyBAysQ/cKk6vfZvumOGOE+mmPkiGgSJvBEREVHHc0WwLeVxQo8lNJ19QDEyHDpNaAmIpcYG1XdnQBMZZWTnRs3mW7JTYMvhV305oQwhxQAVBp5yeyW3wFAAJUGgBkFZty6nohKHhN4IqLiIsbH5EA/AL2owUSj5zy/NEzsoh/o8zYSIiqQwL69bnFQeu360/bPu+zWTFZfIgn8i5abeMvNDqw5peBRAwCOMPxgk4iymMATERUXdaTDfY9bDv3nc9jHjqjkWbn982um7J8HAOglLZlqmi7fN6I3I8LsVgAQMHLTXEv6OUmOiKZgAk9EVFyscpoAn8NJckSlTQ4PqeM9AExNrV7aPO05xrJ001IAIjYuBwcWNL58MzuVcQBAXqpRMccd8JwkR0RTMYEnIioumQJ4Iey25R6HsoB0Y2YFXnEFnqgUBd7ZM7F/XpwxHbVbSmIXfRL6dQsAJOQV9tyvwwSeiKZgAk9EVETE8JAcHgLgNC52JyqVCV1TZywLgOxlAk9UgtS+Pe6BPbX//CTORALv4130+lWFBACICxwsmkcDusrMYzlJjohymMATERURK9d/vr2MCuABQEq9qAGAiI2LeMzraIgon+RAn+o9CUAvqncam85yptO6zF2fV12+XYF3YF623EN55TyW38EVeCKahuV1ALOwbdu2e++995577lmyZMlpd/3yl7/8+c9/Pu2j/vu//7ulpSX3ZSKReOCBB3bu3DkyMrJq1apLLrnk1ltvVUqd9qj8nkZENEOqLAvgXaZxMU4eByD7ep22ZV6HQ0R5Y72TWX5PX7D+7GeaSETXLZID/XKwX8RjJlJR+OjyTO9WZlgAEMu1aJvX/DcRzSXw8w6LiEqFnxL4p556KnGG+cDHjx+fyRX6+vq+/e1vd3R0AKipqdm7d+/evXt37dp11113RSfNasrvaUREM2d1HgYAKZ3WsstgnfpG92+S7DvJBJ6olATefds9sNdceM6TnZY2OdAPY1R3p33emgKHln/6xcxCjtwyv+V3QGTfTnILPRHl+COBj8ViDz300N69e890gpvAf/e7321razvtrlAolDv+3ve+19HRsW7duq997WsNDQ09PT133333nj17fvzjH//Lv/xLgU4jIpoh2d8nRkcB6KUtZtJrV5nQDbk+dr1pb0MhovxRJ4/L/j4AzuKm3K/5WTgt7YHdbwJQ3V2+S+DNAYUTEoBoMOJ8Pd/LcYwcEU1R7DXwW7du/frXv3777bc/8sgjZznNTeDb2trCU4hsp9N9+/bt3r27qqrqG9/4RkNDA4Dm5uZvfetbSqlnnnmmt7e3EKcREc2cyhbAp8ty/VlnK2M5Cp6olOTGv5+9fV2O05rtY9d1pFAxFYx+Ibv8fpWN+SfdlkEYAMzovC9FRKWi2BP4w4cP9/T0hEKh6upqcYahI6lUamBgoLa2NhwOn+VSO3bsALBx48bJ+9ubmprWrl1rjNm5c2chTiMimrlJE+DLrIMdAEBHq00wCI6CJyolxmQK4IWwz1UA79K1i0xFJQB54phw5rsLfSGZ49J0SACIGvG+eS+/A8iNgo8LOHm5HhH5XrEn8F/+8pcfyDpTYfmJEyeMMVM7253m4MGDADZs2HDa7e4t7r15P42IaKaMUZ2HARildMvp1UBlQQjT0AhAJOJinC2biEqB7OmSI8MA9NIWXVM7o8cI4Q6TE44jjx8raHj5pV/OLL+rzQ7UvNrXTXATeAMzzl30RAT4pQb+7Nz987W1tb/5zW+effbZEydONDQ0rFix4tOf/vTKlStzp/X09ABwt7tP5t7S3d1diNOIiGZInTwu4nEAuqXNnYhehpz6RtnTDUD2nnAqq855PhEVuVz7uvTM9s+7nJY26719AFTXEccnH2iaBMxuBUAoiA35Wy7PTZIbFajO04cCRORnpfAe0U3gd+7cuXPnTsuyqquru7q6urq6duzYceedd950003uaePj4wCmLuNXVVUBiMVihThtsrfeemva5na/+c1vamtn9pk0FUZ1dbXXIdCs5WpqSubXx9m7y33HF1yzNlJf73E0BSaEUEqFpjTqc9qXO7vfBBCNjatS/yH4WiQSiUQiXkdBcyGEkFJO/e0rCGPSB/YZAEJUXX6VqKmZ4eP0hevtZ58CEOk9GfXJS8H4M+mxdApAeINV3V6Zr8uONabGkQYQFdFQvZX721dXV5evpygErTUbQhEVSOkk8FVVVf/0T/+0ceNGy7LGx8cfeuihRx999L777rvwwgvPO+88AOl0GsDUNxwVFRUAksmk+2V+T5vMcZyRkZGpt0spz1TeTwuDP39fK5l/PnPoPfdAnremZL6ps5j2e5RLmjPrVidPlMMPwb/4r+NrC/bPpw8dMMPDAOSK8+RsPmxVre12IIh0Sh8+JAD44f+3xI5MuX7k/YE8/oRldeZSevSUf7gi/x0s8vCIfK0UEvjrrrvusssua29vz21or6ys/NKXvjQ4OLh9+/aHH374G9/4BoBoNDo0NBSPx097uLtanltLz+9pk4VCoZaWlqm3a60dh51JvOEuRGitjeG2NJ/JffJVIr8+WuvDhwAgGDTNrSXyTZ2ZlBKA1qc3eTINi90Dfbyn5H8IfuS+ZgLgy6Z/KaWMMVN/+wpBv/la5uiii2f7Gy1aWs3hQ4jH7GM9oukcfY48l96v7eMagGoWalle/zBla4nsIcdxpF/+9vH1gahwSiGBX7FixYoV03Rsvv7667dv337o0CH3y0WLFg0NDY2Nnd4Yyb0ltxMpv6dNduGFFz766KNTb+/v7x8cHDzbd0gFo5Sqq6sbHR11t1SQj1RXVweDQQAjIyNF/j5mJlRPV0UiAcBuaR+dbqtOiamtrbVte+pLKICqSETE4/r4sZGBAV8su5WVUCjkfkKdSCSmLRaj4ldXV5dOp6f97cszrav27BIApBxpXWZm+VYnuKQ5dPgQgPF39qaDC7Lhfx6cbQFAATAbUoODp6/uzIcWEggCSPQnU4NjNTU1gUAAwPDw8MJ8CjM3SimvQyAqWcXehX4+mpqaAAwMDLifArqFsgMDA6ed5ibP9dkKq/yeRkQ0E9aRzAR4p325p4F4Ty9qACDSKTEy7HUsRDR31pFDIjYOwF62wh0LNyu6pT1zne7OPEeWd6PC7FcAEIK8KM8fKMvcns4xfqBJREAJJPCxWOwPf/jD448/PnWvTl9fH4D29nZ3r1F7ezuAN99887TTdu3aBSC3hp/f04iIZkLlJsAvK/dXD93Y5B6ofjZAIvKxwL697sEMx7+fxmludffgyO6j+QyrAPRryh3SLi92kPe9Atku9GaUCTwRASWQwEcikYcffvgHP/jB66+/ftpdzzzzDIA1a9a4X27evBnAq6++OrnD3MjIyO7du4PB4LXXXluI04iIzkk4tuzpBGDCYSebvpYtpz7TzUT2nfQ2EiKaM+E46r13ARil7PPWzOEKJhzWDY0A5NCgGC/8hv850zCvZ7aLy40FqOeqMFAAYEbzf20i8iPfJ/BCiBtvvBHAf/7nf7qr3wASicTPf/7zJ598MhqNfu5zn3NvXL9+/Zo1awYHB++55x63YjaZTP6v//W/0un0NddcU1lZWYjTiIjOSXZ3CtuGu39e+v5leZ50to+d6uvzNhIimjN18D2RTABwVp5vwuG5XcTxwy56vU+aEQFALNNYXICidAFUGAAo4g8xiGghlUITu8985jPxePx3v/vdN7/5zWg0GolEent7jTHRaPSrX/3q5BnRX/3qV7/+9a8/99xzr732Wnt7+6FDh1KpVHNz85133jn5gvk9jYjo7Cb2z7eV+/55TNpCL7gCT+Rb1ru5/fPr5nwRu6U18OarAGTXUaxem5/I8s28mnkvLTcVqp2qiBozKmALJICaAj0JEflGKSTwSqk777xz/fr1jz322IEDB0ZGRs4///zVq1d/9rOfrak55XVu6dKl//Vf//WLX/zitddeO3DgwKJFi7Zs2XLbbbe5w9sLdBoR0dnlOtjZ7cu8jaQYmEjEVFSK2Ljs74XW3JJA5DvCTlsH9wMwVsBedf6cr5PrY6eKdgV+QJgOCQAVRqwtWE/47CQ5MyZQ7lVWROSrBP6BBx44y72bNm3atGnTOS+yaNGir3zlKwt8GhHRmYh0Sp04BsBUVOr6Rq/DKQq6YbE62iFsWw4P6bpFXodDRLNjvfeuSKcB2OetNoHgnK+ja2pNtFqMjqiTx0U6NZ9LFYh+RcEAgLjMgSrY5PPK7JXZiJ6ISqAGnojI11TnUTgOAHvZCo49dzkN7GNH5GPWvjzsn89cobkVALSWx7rnean8s4V50wIAAXVZofbPAxBRJvBENIEJPBGRl9RRToA/3aQ+dpwkR+QzIplUHQcBmFDIWXnePK+mW7N97LqKbhe92S1NHADEao3agi2/Y2IF3jCBJyIm8ERE3proYNfODnYZuQSefeyIfMd67x3h2ADs8y8war6lmk5Lm3ugeoougdevZKfHFax9nUtEs0dM4ImICTwRkYdEPK5OHgdgqmt0bZ3X4RQL3dDoVhNIrsAT+Y31Tm7//Pr5X81pbDLBIADZ0wVdsC5xs2eOS9MjAaDOiFWFTeAxsYW+sM9DRL7ABJ6IyDOq8zCMAWBz+X0SEwqbqigANdjvNgggIl8Q8bh1tAOAiUTsvJQFSambW+HuzC+mT/T0zuzy+0YbBV4XF1XZLfSjhX0iIvIFJvBERJ6xOo+4B/l5p1tCHLchv+PIwQGvYyGimbLe3euuk9tr1kGpvFzTbs7sopddR/JywfkzCZi9EgCUkZcUfl/A5DFyRFT2mMATEXlmUgc7rsCfQjdm+9j1F9GaG1HJEPF45U/ujX7//wvsfjOPlw3se9s9SK+5MF/XnCiDL5pp8OYNC2kBQK7XEzPeCidgEALAGngiApjAExF5RYyPyf4+AHpRvYlGz3l+WZnoY9fLPnZE+Rd85UXZexLxWPjPvw8/+ivEY/O/phgbVV1HAJjKKifbPX7+dHMrpARg9XTl65rzYmBey2wuEBvthXnOzC76mACLiojKHhN4IiJvWEczBfBcfp9KNzS6B1yBJ8q/2Hjg9ZdzXwX2v1P1kx+owwfnedXAu2+7r2npNRe6KXdemGDQaWwCIEaGxfBQvi4793gOSdMnAKBJi7bCL7+73ATewIwv0BMSUdFiAk9E5A1OgD8LXZ9rRM8VeKJ8e+4ZkU4BcBYvMYEAADE2WvHrX4S2PeFOgJubwL5M//n0BevyEmZObhe9VQTD5Myrmdl4cvMCroZn+9g5wwv1kQERFSsm8ERE3lBHOgBACHawm8oEArq6BoAcGhT2Am1SJSoHZnREvLITAKRMfOJTsTv/IZMeGxN87aWKn/1QnTwxh8uKkWF5rBvuUMzm1nxGDOjshnzV7fUu+lGh90sACEGu9yCB1yNFNEuPiDzBBJ6IyANiZFgODwFwGhabSKpB1+cAACAASURBVIXX4RSjTBm81nKg3+tYiEqH2b4N6RQA+8KL9KIGXVMbu+325JZr3U3vsq838sCPgi+94G6Gn7nAO7sz++fXrne3z+SR3ZJrRH80v1eeLf2qcqvQ5SVOprHcgpiYJMdR8ERlz/I6ACKicmQdye6fX8YC+OnpxsU4uB+A6DuBxU1eh0NUCsToqH5pBwBImbzy/ZlbpUxdda2zfGX48d/J4SHhOKHtT1tHO+IfvXnm/TWt7P55O3/953NMVVRX18iRYdV3UiQTJhTO+1PMiIZ5I9u+bsM5dgYJ20Y6LVJJkU6ZVFqkkiKVhJ0WaVsk4rDTwrZFMoFUWthpkU4hkRC2jXRKJJMinXIaFsf/+gsmnPlORfbfgVvoiYgJPBGRB6yjh90DFsCfSWYUPKD6+riHnigvQi89DzsNIL3uYl27aPJdTktb7Pb/N/z0n629uwCow4cqf3pv8iMfT69ee87LyoF+d+O9rqt3mpYWInLduky+/RaMUT3d9opVhXiKczL7lBkRAMRyLZqmSaTF6Ej4qT+q7k6RTMx2C8Np1Ilj1uGDE90EJkbBz+eqRFQKuIWeiMgDmQ52Ujqty7yOpUiZ7Ch49rEjygsxMmy99ToAKJXacs3UE0woFL/h5sRNt5pwBICIx8OP/ir8p0dFKnX2Kwf27XEP0mvz3L4ux27J1NXLbs920etXMsvvctM01e+yp6vy/h9ZB/eLRHzO2btRym0rCEAODkzcMVEDzxV4onLHFXgiooUmB/rE2CgAvWSpCS1gGaWv6EX1kBJaM4EnyovQzueE4wDApZvcJpHTSq+50G5ujfzxUfdzxsCeXarzSPzGT+psIfpUk/bPFyqBz/Wxs7o7z/FxQmGYPmEOSwCoMrjg9ATeevut8J8fc3v4m0DQVFSYUBiWhWBQh8IiEDBWwIRCCIaMZZlAEOGwsSxjBRAOm0DAWAEEgyYYgpSq80jFQz8FIIcmEviJGviRhfl2iah4MYEnIlpoKlsAn+YE+DMzytK1dXKgX44Mi1TKBINeR0TkY2J4KLBnFwAoZd7/wbOfbKLVsb/+fPD1l4N/2SocRw4PVT7009SmK5NXfQBKnXayOnlC9vcBcBqbdENjYcKHU99oIhERj8ueLjjO1DAKTb+iYABAbnDE5Cc3Jrhje+jF7e6qu9O4OP7J20xN7dyfKPtYMTQ4cWulgQQ0HK7AE5U9bqEnIlpoKlcA37bcyziKnuM2ojdGDvR5HQuRv4V2bIfjAJCbt6C27twPECJ12eWxL/6d09gEAFoHX3qh4hf/Vw6ePhViYvk93+PfT4vHWdoCQNi2Onm8gE80LVvgLQsAJMSGieV3kU5FHv1VaMdf3OzdXnl+/HN3zid7B2Ci1caycNoWegFUGgBmlAk8UbljAk9EtLCMsToPA4BSuvWMW1IJQG41j7voieZDDg0E3n4LgFGWuObDM3+gblgc/8KXUpdf5U6GU8d7Kn7yg+BrL00+x3o3l8Dnv//8KcG05KbBdxb0iaYyb0kTBwCxWovaTAotRkciD/7Uem8fAAiRuvyq+Kduy0NVlBCmtg6AiI2LdHriZjeBT8EkmMMTlTUm8EREC0r1nhDxOACnuc1YAa/DKWqmIdfHrtfbSIh8LbRjO7QGkL50o6g5Y/X7tIyyktd8OHbr37oj5YRth7Y9EXn0Yfd1TPZ0yaFBALq55bS29nmXmwa/8Am8fvX09nWqu7PyZz9UJ44BMMqK33Bz8poPux9z5OHpauoAwBg5PGkXfbYMnrvoicocE3giogWVK4DnALlzyk2Sk71cgSeaIzk4YL2zB4CxrNSmK+d2EWf5yvE7/iE31czav6/yvv9tHXovkN0/ny5Y+7ocvbTFLX1XXQvaiN50CdMjAaDOiJUOgMDuNyp++TMRGwdgqqLxv7nDvvB9eXxGXZf5KESc0og+ey8TeKLyxiZ2REQLKlcAby9jB7tz0HWLoBQcR/UzgSeao+ALz2aW3zdsNlXROV/HhMOJT3zaWbYytO0JkU6J2Hjktw8Zt5mcEOk1hd0/D8BYlm5aKnu6RGxcDg0UesF/4nlfzbxblpscGB165qlcEYGztCV+y1/P56c6LZ1tUiAn97GLcpIcEQFcgSciWlBaq+6jAEwg4Cxp9jqaoqeUU1cPQIyOikTC62iI/Ef2nXQXyU0gmNq8Zf4XTL/v0tgdf6+bWwDAGGHbAJyWNhOtnv/Fz2liF33XAu2iN3HovRIAlFEXjEd+82Aue0+vvSj+udvznr0DMNnPJiYn8JIr8EQEgAk8EdFCksd7RDIJwGlpX/gxSH6kG7Nl8P0sgyeateALmQbp6cs2m0hFXq6paxeNf+7O5JZrIDNvI9MF7T8/iTNRBr9Au+jNGxbSAoBcHa/43Y+swwcBQIjU+z+UuPEWowqylVXX5VbgJ22hj7IGnogAbqEnIlpIgdwAuWXLvYzDPyb1sTuZe+9ORDOhek8E3tsHwIRCqY1zrH6fnpSpqz7grDgv/MwTOhSx11+cz4ufmdPSBiFgzAL1sTMwr2U+aa3sfkg6/QBMIJi48Rb7/AsK97Q6WgMpofWpNfDcQk9EABN4IqKFNNHBbtlKbyPxC6e+wT3gJDmi2Qo+/6y7/J667AoTieT9+k5z6/jffinvlz0LU1GpaxfJwX450C/isXztKTgTfVCafgFAyeOWcwCAiVbHP/lZp2lpQZ8XSulotRwekqMjcBx3u5aYSOB1YZ+diIobt9ATES0Q4diypxOACYedxiavw/EHnV2BV3193kZC5C/qxDHr4H4AJhROX7bZ63DyxmltA7BAi/CvZJbfQ9aLcD+w+OLfFTx7BwCYunoA0FqODGduquQKPBEBTOCJiBaM7O7MNHxqX56rHaWz07V1JhAAV+CJZim3/J7edIUJ53/53StOS7t7oLq7CvtMJ5P6XQFAiEQw8GZ67UXx275oKioL+6RZ0zSiDwFBgDXwRGWP7yCJiBZIboCc08YBcjMmhF7UAEDExkU85nU0RP6gjvdYHQcAIFKR2nC51+Hk08L0sZOD/dbP33HfJwcDb6SuuSbx8U8WqGXdtHIJvBjsn7i1ygDQowbcRE9UxpjAExEtECtbAG+3L/M2En+Z6GPXy0V4ohkJPf+Mu/ye3HSFCYW8DiefdN0idxlcHu8Rjl2Ip7A6Dlbc/3+TI9nJ9tfXpy6/qhBPdBbTjoLPlMEb6DEuwhOVLybwREQLQaRS6sQxuE2Y6hu9DsdPnAb2sSOaBdXTpToOAjCRSPrS0ql+zxDCXYQXjiOPH8v75YOvvRT57YPp8VXGVAMQrUnnsva8P8s5mbppRsHnGtFzFz1ROWMCT0S0EFTXETgOAHvZCgjhdTh+MtHHrp997IjOLfTcNvcgdfnVJhj0NphCmNhF35XPXfTCccJ/+n1o2xPQOmln6g7kFm/eKuvaOvcvhRyeJoFnHzuicsYEnohoIUwUwLezAH52nIkt9Ce8jYSo+KnOw+6rjamsSl+60etwCsJubnUP8tiIXiQTkV/+LLDnTQCObrT1SgCoMmKNk6+nmBVjBUxlFQAxOOhWQwAQ0cy9nCRHVM6YwBMRLYRJE+CZwM+OiVa7RbySK/BE5xJ6/ln3IHX5VcYKeBpLoeglzcayAKiezlxyOy/xWOSX92c+DlAqtvSzMAAgL3Og8nD5uXHL4IVji9ER95aJUfDDXIEnKl9M4ImICi8eU70nAJiaWl1T63U0fiOEqW8EIBJxMTrqdTRExUsdPuTuKjfRaPqSy7wOp2CU0kuaAYh4fP6f64nxscpf/izToyQYjN38eedYMwBIiEu9WX536dopZfBVmf86o0zgicoXE3giooILdB5xl4ns9uVex+JLTrbtH/vYEZ1F6MXt7kHy8qsXcubZwnNac9Pg57WLXowMVzz4E3fChQmHY7f+bXpopYkDgFytRa2XebKZ2oieK/BExASeiGgB5ArgbRbAz4luyCTwqr/X20iIipZ16EBm+b26xn7fBq/DKaxcHztrHgm8HBmueOincnAAgKmojH/2dt3SZl7LbprfWJAZdTOnpzSiF2xiR0RAKX86S0RUJCYK4NuWexqIXzkNXIEnOofgjr+4B8kr3m+Ud6XbC8JpboMQMEZ2z7ERvRzoq3j4frcqx1RWxT7zed242HQK0yMBoM7IVR43isuNghdDA5mbKg0koOGMmBL/ByaiM+MKPBFRYYnxMTnQB0DXN5ho9Jzn01S6sck94Ao80bSsA++qY90ATE1tev3FXodTcCYcdjfmyKFBMT4224erkycqfvGTTPZeUxv7mzt042IA5rXMypbc5MDrcZ/T1MBLyEoBQLMGnqiMMYEnIiosdeSQe8ABcnNmKqsQqQAgenvz03SaqJQYE3zxOfcwueUalPryu8tpyZTBz3YXvTreU/Hw/SIeA6Dr6sdvu91NlU0Meo8EAMuISzzePw/AhMMmHAEgcyvw2UlyJmGQ8iouIvIYE3giosKyJibAL/cyDp9z6hsAiHRKZicqEZEr8N4+dbwHgK5dlL7wfV6Hs0Dslsw0eNk1i130qutI5OH74Wbv9Q2x275oqmvcu8wbCrYAINZrUZHvcOckM0kumXQ/bgCgqrMbA8a83iFARB5hAk9EVFiZAnghbBbAz4NuWOweyN4T3kZCVFyMCezINp/fcg1kuby10y2zbkRvdRyM/OrnIpkE4DQtjX3uTlOVLWsy0Ln98163r8uZKIMfzCzCi2y8miM1icpVubzKExF5Qg4NypFhAE5jk4lEvA7Hxyb1sWMZPNGEwLtvq94TAHRdvb12vdfhLBxdU2ui1QDUyeMife4N5dbB/eHf/VLYNgBnSXP8M58/5TX5pMSAACCWaNFaLHU6UxvRy+rsW3euwBOVKybwREQFpI5m+88vYwH8vORW4NnHjmiC1rnm86mrP1A+y+8uu7kVALSWx7rPfmZg397Io78Sjg3AaVsW/+wXT/tE1RzJ/OjEBR43n5/MZPvYqaHTV+CZwBOVLY6R8140GhWCr8LecH/ylZWVhm2x/MayMi9f0Wi0mP/5dPZtZeiCdeGaGm+DKR5KKSllzWx+IMZa5f4zWwP9s3og5ZHM5oehUCgQCHgbDAEwu14z/X0AsHhJxeYrMYO3E1LKYDBYGr9E5rzV5t23AVT2nRQXXXLG017daR77rdv/UqxZG7jt9qn/9452px1oAFUXRgI1xfI5iGnJbAYIjY+5f0HsOgA2gGAqFKkpjkr96Rhjenv5YStRQRTLKxQRUQkyRnQcBAApBVfg50dUVgq3WrX3JHQRLZEReUZr88xT7qH88PUzyd5LzMTr6tEjZzrHvLzDPPrrzPSKC9aJz92B6T57sg8bAFCwlhXRe2NR35A5Guh3/yujmX9lZ6R4P7kmooLiCrz3RkdHi3n9sLQpperq6sbHx9PptNex0OxUV1cHg0EAo6OjjuN4Hc70ZN/JytERAM6S5tFkEsmk1xEVi9raWtu2x8ZmN725or5BjY3CTo8ePazr6gsUG51FKBSKRqMAkslkLBbzOpxyF9izK9zXC8BpWDza0o7h4Zk8qq6uLp1Oz/a3r0hFKquCQZFK6aMdY4ODUysIgi+9ENr+tHucXntR4oabMT4+9TKmT+jhEAA065H4MOIFDnvmjKkKBEQ6rft6x4aHAVRVVrv3pAfTw8PTfC9FQpXHLEMiTxTRp4xERCXGyi4K2Vx+zwdnohE9d2ZS2XOcier393+wDJffAUBK3dwKQCSTakp7y1Oy94svS9x4y5l6BOQK4OXyIltQEULX1AEQsXG3eb7M5O8w7EJPVK6YwBMRFcpEB7t2JvB5oLON6FX/SW8jIfJcYO8uOTwEwGlaaq9a7XU4nrGb29wD2T1pGrwxoWeenMjeL92U+KsbzvYZR66DXXvRleeYXCP64SEAIixEEAAMm9gRlSsm8EREhaG16jwCwCjLXSOieco1ohecJEdlznGCO593D1NXl+vyOwDAacm8uk5MgzcmvO2J4Ks73a9Sl1+VuO5jZ/8RZVbgJdBWdAVZuVHwMtuIPjNJblyg6D5tIKKFwBp4IqKCUL0nRCIOQLe0GYsvtnmg6xshBIyZuleWyC/E6Ehg397TGjGa8CkjzSAFgqFTTlDKWBOt11TnYXc9Vje32CvPK2C4RU83t0FKaG25CbzW4T89Gnh7t3tv8toPpzZfdY5LDAkznJ0AHy5stHOQS+DFYC6BF04foIG4QGWR7fknosLje0oiooJQRzgBPs9MKGSi1WJkWA72w3HAJknkNyKdrvjlz2Q2E5u/xJYP5OtSPmWCQaexSZ04JkaG5dBA6C9PW/vfAQAhEh/+aPrSTee8gj6c3T+/rBhXtCetwA+6B6paZPrujjGBJypH3EJPRFQQuQL4dNsybyMpJU59IwA4jswOVSLykeD2rXnM3p3WdmfFqnxdzb9yu+grfnl/JnuXMvHRT8wke8ekDnYovgJ4ACY7cWPSFvpMOQDL4InKE1fgiYgKwHFU11EAJhjUS1u8jqZ06MbF6DgAQPX36sbFXodDNAvq6OHgG68CgJSJ626AFNCnLJ+6RTcTXxqD1KmzJ21b2JnFV2MFUhuvKGjAfqFb2vH6KwDEyDAAKJW44Zb0Betm+PBMAi8g24txNVtHq6EUHCe3Ap8bBW9GwQyeqAwxgSciyj91vEek0wCc1mVnGlxEc5BZgQdE30lgpm/QiTwnUqnwnx6FMQCSl1+dvniD1xGVDrulPXdslErcdKt93pqZPnhMYEAAEI2mSLejS6mra+TggBgdEY4DQNVk03ZOkiMqS3xbSUSUfxYL4AvDTEySYx878pPQs0/KkWEATmNT6sr3ex1OSTHRqK6rB2CsQPxTt80ie5+0f744C+BdunYRABgjhgcxaQs9xrkAT1SOuAJPRJR/nABfILoh04he9nIUPPmG6jgYeOsNAFAqeeMt7L+Yd4mbb7V2v2mve5/TtHRWD/RFAm/qFqEDAOTgAFasyoyRA8woE3iicsQEnogoz4Sdlj1dABCpcFinnVfGCuiaWjk0KIeHhG1zPh8VP5FMRJ58zN08n9pyrdPY5HVEJchpbHI+dP0cHuiLBF7X1LoHbhk8V+CJyhy30BMR5ZnsOupWKqbblkHwDVae6YbFAKC1HOjzOhaicwtve8JtruY0LU1uutLrcGiCicOcFACwyCBalAXwAABdt8g9EEMDAFRUZJrXsQs9UVliAk9ElGfW0SPuAQvgC8HJlsEL7qKnomcd3G/t2QW3udrHbubm+aJijkgYoLiX3wHomlNHwSvISgFuoScqV0zgiYjyjAXwBcU+duQXIpEIP/W4e5y6+oMcfFh0svvnZXEn8Kauzt3MNTFJzt1FnwTSzOGJyg4TeCKifBLJhDpxDICpiupF9V6HU4J0Q6aEWPYxgaeiFtr6RzE6CkC3tHFmexHyRQE8AKMsUxUFIIeHoDUml8GPeRgXEXmDCTwRUT6pziPuGyzuny8QvageUgKQvSe8joXojKwD7wbe2QN3ttnHbnL/p6UikoI5LgGIaoO64i2Ad2UmyTkORoYxeRQ8y+CJyg//nBAR5ZM6etg9sLl/vjCMUu57WTk6IlIpr8MhmoaIx8NPPOYep675kDulnIqKOaqgAUAsL+rld5euzZTBm/4+ADKaeQOvRz0LiYi8wgSeiCif1JFMAbzdtszbSEpYpo+dMYK76KkohZ58TMTGATgtbakNm70Oh6aR2z+Pdj8l8Bjowylb6LkCT1R2mMATEeWNiI27ndV07SKTndxLeZeZJMc+dlSUAu/sDux/B4AJBBI33MxZksXJHM78uxR5AbzLZCfJYaAfgOIoeKIyxgSeiChvrKOHYQwAZ9lyr2MpZSbbzVv2cZIcFRcxPhZ++gn3OPmBv8qULlOxsYXpEQBQYURDsRfAY+oW+mwCz0lyRGWICTwRUd7kCuA5QK6gnHpOkqMiFd76R8RjAJxlK9IXX+Z1ODQ90yngCLjL735IgSc+CRroB7fQE5U3JvBERHmTmQAvBAvgC0rXLTJKAZC9XIGnIhLYs8vavw+ACYXiH72Jm+eLVq4AXi73wfI7ABMKmUgEAAb6YYys4Rg5ovLFBJ6IKD/EyLAcHACgGxpNZZXX4ZQ0KfWiegBibFTE415HQwQAYnQ09MyT7nHyg9eb6hpv46GzMEezb4D9UADvMu4sg1TSjI3KiIBlAK7AE5UjJvBERPlhcYDcAtINTe6BHOjzNhIiADAm/MQfRCIOwFm+Kr3+Yq8DojNzYDolAIQhFvsmgXdOLYMXUQHAjAv4Yw8BEeWN5XUAREQlwpoogF/uZRzlwTRkyuBl7wmnpc3bYIgCb71hdRwAYMLh+Ec/wc3zRa1HIg0Aol37aCUrVwZv+vuwfCUqDQYFHCAuUOHvJH7r1q0zOe26664rdCREvsAEnogoPzIF8FI6re1ex1L6nIZcH7u+tLehUNmTI8OhZzOb5xMf/qiJVnsbD52dnhgg53gbyaxMNKIfcFfgjXH77435PoG/++67Z3IaE3giFxN4IqI8kIP9YnQEgLN4iQlHvA6n9OVGwbOPHXnMmPCTj4lUCoB93hr7wvd5HRCdQ64AXrT7Zv88Jo2CN31uAp+9fRRisVdB5ceNN9449cZYLNbV1fXee+8B+PjHP758+fKFDouoWDGBJyLKA3Wkwz1wlrEAfiHomloTCIh0Wvad8DoWKmvBN15VHQcBmEgk8ZFp8hAqLhroVAAQMGj208J1bgUeA70AUJkJ3oz6vmDjX//1X8901/79++++++6tW7f+x3/8x0KGRFTM/FP6Q0RUxHIT4O225V7GUT6E0PWNAEQ8LmLjXkdDZUoODwW3P+0eJ//qRo6fKH7mhDQJABBtRiivo5kNU1FpQiFkV+ARzX76UNKvf6tXr/7Od76TSqW++93veh0LUbFgAk9ENG/GZDrYKaVZAL9QJvrY9XEXPXnBmPAfHxHpFID0BevSay70OiA6t9wEeOGfAXI5uqYWgImNIx6T2S30JT9JrqWlZfny5QcPHkwmk17HQlQUmMATEc2X6jsp4jEAztIWEwh4HU65cOqzfez6er2NhMpT8NWdqusoABOpSH74o16HQzPj6wQ+14h+oB9V2S30pZ7AAxBCKKWCwaDXgRAVBSbwRETzlSuA5wT4haQbs33suAJPC04O9AWff8Y9Tn7kRlNR6W08NCMG+qgAAGVEq58K4F1m8iS5XLlGqSfwu3bt6ujoWLp0qfB9sT9RfrCJHRHRfOUK4J1ly72Mo8zkVuAlV+BpgWkd+dOjwrYB2Ovel1691uuAaEZMr8C4ACBaDCz/JfATk+T6erF0GQRgSiGB/+EPfzjt7caYY8eOPf/881rrLVu2LHBUREWLCTwR0fxondlGawX00lavoykjJlptwmGRSMi+XhgDLs7QQgm+vEP2dAMwVdHEB6/3OhyaKV8XwAPQdROj4IWCiMDEgFHfv/T94he/OPsJ69ev/8IXvrAwwRAVPybwRETzIo/3iGQCgNPabpSvmhr7nRCmvlF0d4pkQoyNmmi11wFRWZB9vcEd293jxPWfMJGIt/HQzOUmwMOnCXxNNoHv7wOAKoOYMAnAFn7cUJDzz//8z2e6SynV3t6+fv16xT+vRFlM4ImI5iWQ2z/fvtzLOMqSU98ouzsBqL5emwk8LQCtw396VDg2gPRFl9orz/M6IJoNN4GXkG2+TOBNdQ0sC7Zt+nsBoMrgpACAMaDW29Dm5ZZbbvE6BCI/YRM7IqJ5UZ2H3QNnGTvYLTTNSXK0sIIvPqeO9wAw0WjyA3/ldTg0G4PCDAsAYqlByOtg5kYI1C4CYEZGhG2LXCP6UU+jKgDbtr0Ogah4cQWeiGjuhONItwA+HHYWL/E6nLLjNLARPS0cdaw79NLzACBE/KM3m3DY64hoFszhXAG8420k8yHqG0zfSRgjhgZQlfmjY8aEgI+30LvGx8cfeuihN954o6ura3h4eNGiRa2trZdffvmnP/3pUMinn7gQFQQTeCKiuZM9nW4naqd1GST3NC20SSvwbERPhRXY/07oj4/CcQCkL77MWb7S64hodrTPO9hl1De4/5VDg7kEvgQa0e/cufM73/nO6OgoAHdc3MDAwMDAwFtvvfXII49861vfWr9+vdcxEhULvt0kIpo7deSwe8D9854wlVVuCzHZ3wvj+wUoKlLGBJ/bFv79r0U6BUA3Lk5+4DqvY6JZy7SgF4A/C+Az6urd/4rBAWS30Luz8fzrxIkTd9999+jo6Ec/+tH77rvviSeeAPCxj33s+9///nXXXdfb2/vv//7vQ0NDXodJVCy4Ak9ENHfW0Q73wG5b7mkg5Us3LFadR0Q6LUeGdY2f+zhRURKpVPjx31kH3nW/tFecl/j4p0wg6G1UNFtmRGBQAMBiLSq8jmY+FmUSeDk0KFZkE3ifT5K7//77x8bGPvWpT/3jP/5j7sZAILBu3bp169Y1NjY++OCDDzzwwFe+8hUPgyQqHlyBJyKaI5FOZ9pZVVTm9nLTAtMsg6eCkYP9FQ/8KJO9C5G6/Kr4pz/H0ndfyu6fl8v9vVVHZLfQi8EBRLNN7Hy+hX7//v1SyjvvvHPae2+//Xal1Ntvv73AUREVLa7AExHNkeo64hbE2u3LIfz9/sm/nPqGAABA9p7EqtUeR0MlxDr0Xvix34lkAoAJBJM33JxevdbroGiOTGkUwAOoWwQpofUpW+h9nsB3dnY2NzdXVVVNe28oFGpqauro6FjgqIiKFhN4IqI5Ukcy7yecdhbAe0Y3Zlfg+9nHjvLEmODLO0LPbXMbK+jausQnP5sbeUB+NJHA+7oAHoBSoqbWDA7IkSERcKAMHIExr6Oan/r6+qGhIcdxlFJT77Vt++TJk42N3OZGlOGnBH7btm333nvvPffcs2TJNLOaEonEAw88sHPnzpGRkVWrBXrckQAAIABJREFUVl1yySW33nrr1BcCT04jopKkjh52D9jBzkPcQk/5JdKp8B8ftfa/437ptC2L3/wZE/F12XTZiwnTJwCIBpPbdu5for7BDA5Aazk2IqoqzDAwJmAA3y7DX3DBBU8//fTvf//7T37yk1PvffDBB23bvuiiixY+MKLi5KcE/qmnnkokEtPe1dfX9+1vf9vdXVNTU7N37969e/fu2rXrrrvuikaj3p5GRCVJJBKq9wQAU12ja+u8Dqd8mXDEVFaJ8THZ3wetOcyP5kMODUR+93Duw6D0xRsS193A/6n8zhyR7pR03++fB+CWwR/Yj0wj+iUYhnFg4vBvc74vfOELzz777Pe///3u7u477rjD3Usfj8f37t375z//+fHHH7cs67bbbvM6TKJi4Y+/SbFY7L777tu7d++ZTvje977X0dGxbt26++677/7777/33nvb2tr27Nnz4x//2PPTiKgkqaMd0BqAzf3zXnN30QvHkUODXsdCPmZ1HKi4/0du9m6UFf/YzYmPfJzZewnQh7Nr0+2lksADAOTQRB87X5fBL1u27Jvf/GYgEPjNb35z4MAB98annnrqK1/5ymOPPaaUuuuuu1as4J9aooxi/7O0devWr3/967fffvsjjzxypnP27du3e/fuqqqqb3zjGw0NDQCam5u/9a1vKaWeeeaZ3t5eD08jorzQxiSN43UUp7A6j7gHdvtyTwMhOPWZ2kjFXfQ0N8YEX3oh8psHRSIBwESr439zh73+Yq/DojwpmQ52AACRfcWTQ4OiVPrYXXvttffdd9/tt99eXV3t3qKUamlp+fjHP/6Tn/zkQx/6kLfhERWVYk/gDx8+3NPTEwqFqqurxRmaPO/YsQPAxo0bJ29cb2pqWrt2rTFm586dHp5GRPOX0s6HDz646u17/zBywOtYJqijuQ52yz0NhCaXwfPDU5o1kU6Ff//r0Pan3ZZ1Tmv7+Bf/zlnS7HVclCcJmJMSAGqNqPV9ATxOWYEfzDWi9/skOQDNzc133HHHypUrAWzdunXr1q0PPPDA1772tZaWFq9DIyouxZ7Af/nLX34g60yF5QcPHgSwYcOG0253b3Hv9eo0Ipq/HbHuPYm+pHH+R+eTb8WLIkMTsXHZ3wdAL6o30Wqvwyl3TkNmPUpwBZ5mSQ4NRh64L5BtWZe+eEPsr79gKiq9jYryyByV0AAgl5fC8jvcBF4IAHJ4sGQmyZ1mckPojo6OX//61//2b//mYTxERcVPTezOpKenB4C7j30y95bu7m4PTyOi+dub6HMPEsb+4tHHnlr12UbL41496vChzGLdspXeRkIATMNiCAFjFCfJ0WyoziORR38l4jEARqnkR25Mr7/E66Aoz8yRTCooSqIAHgCCIVFZZcZGTx0F72lI+TY0NPTaa6+9+uqrr7zySn9/v9fhEBWXUkjgx8fHAUxdn3ebWMZiMQ9Pm+ztt9++6667pt7+k5/8JFfwQwvMrcuIRqPGlMK2ulK1/+Rw7rg7Pfqlnie2XvTFgBVwb/Hk10efOOa+EwyvXRepYwv6WZNSKqUCgUC+LujULTID/XKgv1ZKUVOTr8vSaXK1bOFwOBQKeRvMPOnt2/STj7utKEVtnfW3dwZa2rwOaiEopaSUefztK3KDXUkNDaD6oiqrrth3np6TlBKAaGg0Y6PCtqujYggAEEyFonVFNALJGDPbhlC2be/du/eVV1555ZVX3nvvvdwbs7q6uosuuuiSS/jhGlFGKSTw6XQaQCQSOe32iooKAMlk0sPTJksmk9OuzLtvZM/8/VHBSTYZLm57Ypl90bVWeMhOvDjS+T87nvjB6pvcGz359XEOvQfg/2fvvsPjKq/8gX/fW6Zo1GZULVmy5SI3uVeMsU2xDSFg0w2LaQkkJCRs2HXKEkI2WQghZLNhSZYs2YQaSgBjSvi5ALZxl2VbtqotWbaK1TXSqEy55f39cUdj4yJbsqQ7I53Pw8Nz586duUeWNLrnvu97DhgTx01g9PvbV/34veOTcrQdW6HrbP8e8Zrr+uttyflE9semElDefVM/mGc8ErLGSnc/wKLDKPkZaIyxYXLhwQPQqnUAQiyzjhg69yxYQiKOHwMg8lYgCYDebs5fw/PR9V7Md3jvvff27dt38ODBULtol8s1Y8aM6dOnT58+fdSoUQMTIyGRaigk8DExMa2trV6v94z9xjB4aJDclMMIIZcooGslXU0AMqxxf5m46rpDr6lc/9+T+6Y7Ur+TPs+UkLi7hbc0A2Aj0piD1sqGBXHBIm3nNnCu7dkpXrWCWn+R8+Ftrcqrf+bVlcZDcf5CaeVtCKfMh/QjpUIzGphYxg2pbzFzBZdwMn8jWBI4dE8ETyR84YUXADDGFixYsGjRohkzZlDhOkJ6MBQSeJfL1dra2tFx5uofY4+ze3arKYedbubMmfv27Tt7f3Nzc1NTU89fIxkgoig6nc62tjZjSgUJQwW+poCuAZhkcc3Q4n6WcvnP6r4E8M9ln05yJF0Zn+V2uzVtUDvMyYcP2AAA/rQMD/3y9kl8fLyqqmd/hPadIEalZ4jVldzT1rp3lzpuQr+9MzmN1Wo17lB3dXWdc7FYmBOrK+3r/866OmEser/ma8q0mXC7zY5rUDmdTkVR+vO3L4zphyTjWjeQ6m1qGgpfclxcnCzLrLsGU9fJ48w2mXuhtephdTHZq+kAoihqmsY537t3b0NDw9GjR3NycqZOnZqSkjJwERISuYZCAh8fHw+gpaXljP1utxtAQkKCiYcRQi5RQXfZ+Sm2RAAPJ84s9Te/4S5SuHZb4dt7Z31r8Begi5XHjQ1qIBdWlBlzxOpKAPLBfZTAk7NZ8vZYt2wyFr3z6JiulbfpaSPNDooMLN7dAV4YHcED1OfgOtUKHtEcXsZ9gMYgRuSX+fHHH5eUlBw+fPjw4cNFRUXHjh1bv349gKSkpKlTpxrJfFZWVlitESDERENhkmFmZiaAgwcPnrE/Pz8fQFZWlomHEUIuUagEfY49eL3y67QrZ0elAmhWum4ufLNLH9zZE5xLJyoAQBC0kbQwL4yo2ZOM7l/S8WNCW6vZ4ZDwIhcctH6+wcje9fSMzjXfpOx96NMYr2YAmB1IGiol6AEAoRF4IVSInoNH7AwDm802Y8aMNWvWPPvssx9++OGf//znRx999KqrrmKMff75588///yDDz544403mh0mIeFiKCTw8+bNA7Bv377TS8d5PJ7Dhw9bLJYlS5aYeBgh5BIV+oMJ/BRr8HrFysRXM7+eZokBkN9R93DVBo7BG3MQWppZZwcAPTWNR3gV7iGGi6IydQYAcC7n55kdDgkjTAlYt31ubCvTZnbdcQ8fTiXrhi1ew6AyABilY0h1SQeLcnCbDWe2gjczpP4iCMLYsWNXrVr1gx/84NFHH12yZIlRMjMS1+wQMkCGQgKfk5MzYcIEt9v9/PPPG0th/X7/M888oyjK4sWLHd0lpkw5jBByiQq9jQCiBDnLcqo3WLIU9d7E2+2CDOCj1qP/1XiO6hIDRKysMDYUmj8ffpTps8EYAPnwQTa4lRFIOJP37DTuu2kZo3wrbuA0EXd4CM2fHzod4E+jxzkBMJ+P2bqnobVH/F0Kt9u9devW//7v//7mN7+5cuXKxx9/fOvWrbquu1wuGhsjJGQorIEH8Nhjj/3whz/88ssv8/LyMjMzjx07FggE0tLS7r//ftMPI4T0Wa3S0aL5AEyyJQjsK5cms6JH/GnCjfcUvwfgV/W7x1mdN8SOG4SQpFML4GmlTNjR4+LVUWOk4+Wsq1M6UqxMyjE7ImI+1t5u2bcLABjzL11mdjhk8PDjwb8abNQQTOC504X6WgCC2KnDBoB3sAjN4Ddv3nzo0KH8/PzKysrQzvT09GnTpk2bNm3q1KlUlJ6Q0w2RBH7EiBG///3v//a3v+Xl5ZWVlblcroULF65evdroym7uYYSQPgstgDcq2J1hTcr0/e0n/6t6Fwf/fvXmcWOck2znrx+p65bcXUJHu261wWbTbXbYbNxm5zYbt9lhs3PpIj4PORerjgPgoqSnZ/TpayIDS5kxWzpeDkA+uI8SeALA9uXnTFEAqJOnaalpZodDBosOXi0CgAVsxBBM4HWny9hg3AMkAEBHhObveOqppwAwxrKzs6d2c7lcZsdFSJiKpAT+9ddf7+FZl8v1yCOPXPBNTDmMENI3Bb7uEvTWcyTwAJ4bu6KgrXZz+/EOPXD3iY82jVvtEm3nPFIuzLdu+6yHc3FJgs1+WkofTPJ1qw12O7fZdatN6OpkXi8APX3kRSX8ZNCpY7N5TCxr94jVlUJTo56YZHZExExifa1UdAgAl2TfFVeaHQ4ZPLxWgB8AWKY2JBaMnonHB/NbSWtRkAVEcAJv4Jy73e62tjaPx9Pe3u50OlmkTikgZGDRBSghJHydXYL+DCIT/pR53TVH/1YRaKtUPA9V/b+3Rt0osXNcrMkF+T2fi6kqOtpZR/vFBEbz58OXICjTZlp2bAUg5+f5r77W7ICImaxfbALnAAJzF/CYWLPDIYPnVAO5URHZWe2C9PhgE1XBH7zTHbkJ/BtvvLF3797c3NwDBw5s3rx58+bNAOLi4qZPn27Moh8zZgz1kCMkhBJ4Qkj4MhJ4BjbJet658U7J9saoG6899o5H82/tqPxl/c5/T110xjGsrVWsqQLAo2P8Vy6Hz8t8Pmb83+9jXi98XsHvg9fLlMDFBEYV7MJZYOosy64voety0aHAkqu5JJsdETGHVFYaXPPiiFbmX252OGRQhRJ4DMUF8AC4M/hnUeiqDe6J2AQ+LS1t1apVq1at0jStoKDASObLysq2bdu2bds2AA6HIycn55lnnjE7UkLCAiXwhJAw5ePqsUAbgExLTIxo6eHI8VbnC+nL7qv8RAf/Y9P+CVbXXc7Jpx8gFxcYo3DKpBxl4pSezqppzO9jPi+8XsHvh69L8PmZzwufV/D54PMyVdFS02kBfDjjMTHquGzpSAnz+aTiwmBvOTLcaJp1y2Zj07/oSi739BlChhoOVAkAIHGWNjRH4Hl0NJckpqqip46J4NpQaCMniuL06dOnT5/+4IMPut3uffv25ebm7tu3z+1279mzx+zoCAkXlMATQsJUsa9Z4zqAHNuFlzFfFzvmX5PnPduwB8APT34xweqaHZUaelYuKTA21MnTLvBGosijHDzKAWBojtoMD8r02dKREhil7CiBH5YsB/cJ7mYAWlKykjPd7HDI4GoQeBcAsJEc0tBM4MEYj3expgbW1Y4oHe0Cbwc4hkzHe6fTuWzZsmXLlnHOy8rKcnNzzY6IkHAxFMt6EEKGhJ5L0J/tX5PnrYwbD8DPtXsrP6lVgoMRYn2t0NgAQE9I1JJTBiZYEl7UUWOMEs1i3UmxvtbscMhgYz6fddeXxrZ/yTIIdLUzvOhDuoFcSGgZPOwKAGiM+0wMZ6AwxsaPH3/XXXeZHQgh4YL+pBFCwlRvE3gG9vv0aybbEgDUq50PVH0a4BoAqeiwcYByweF3MmQwpkybaWzKB/PMjYUMPsuubfB2AVDHjNOyxpodDhlsvDJ4fTtMEngm+4O7InYZPCHk4lECTwgJUwXeYGXd85WgP5tDkF/PvCFBtAPY11X72MnPwblcWggAjKmTpw5MpCQcKVNncVECIBUdZr6hOCxFzkNoa5UP5AKAIPgXX2N2OMQEwQReBMsYFgm8IHYvf6cEnpBhgBJ4Qkg44uDF/mYAMaIlQ465+BdmWGJfHnW9RRABvO0ufqnsM9beDkAbmanHxg1QtCQMcbtdzZ4EgKmKVHzY7HDI4LFs2cQ0DYAybZaelGx2OGSw8SaGdgaApXEM6R4U3BlsBS/wtuAuSuAJGQYogSeEhKNqpaNN8wOYbE1kvazJsyAqLdRJ7gl/8cYkCYBCw+/DjzJjlrFhOZBrtCEgQ55QUyUfLQHALRb/wsVmh0NMEGogN7Tnz+P0EXjVbWxEbic5QsjFowSeEBKO+jB//nTfdE1f45wCQAO/b7qjPEZWxk/sz/hIJNBGjjIGYIXmJvFktdnhkIHHuW3LJuNmTWDBIu6INjsgYobQAvhMzdxABpoeGw9RBCD4GoK7KIEnZBigBJ4QEo56W8HubL9OW7qQOQG0yOzmeXHtFuqaORwp02YbGxYqZTcMyCUFxp0aHhOrzJ5vdjjEHMEReAZkDvEReAiCHh0DQPLXB/dEfit4QsgFUQJPCAlHhf7uBN6a0Ld3kJn4epk40qsDKLWo363ZqNMk6uFHmTKVyzIAsbSQdXWaHQ4ZQExTrV9+YWz7l1zDpSG9+pmcB29jvJUBYCk6s5kdzcDjrgQADJ7gw8gfgdc0rbq6Oj8/v76+XteH+i0YQvqEhqQIIeHImEIvgE209TGBh7crrbzi3TpcdVlMl4BPPceea9z7w2QalBteuNWmTsyRDx9gmiYX5AfmLTQ7IjJQ5NzdrK0VgDYiXZk4xexwiDn48e7586OHRe6nxzlFgGEoVKEvLCx86aWXCgoKNC249kGW5QULFjzwwAOjR482NTRCwguNwBNCwk6nrlQGPADGWOOjhD4Oo8klhdC0GR7t+dZgGernGvaubzvab1GSCKHMmmtsyPl5VMpuqGLeLsvenca2f+kysAhOY8ilCFWwG/rz5wF017FjTIGsAeDtZgfUV6+99tojjzySn58PIDU1NTs7OyEhQdO0L7/88hvf+MZHH31kdoCEhBEagSeEhJ0iX5MODmByX+fPA7AUFxgbN2dddkCu+kPTfg7+aM3mHFvSWGt8/wRKIoGWnKqlpol1J4VWt3jimDZ6rNkRkf5n3b6F+X0AlOxJ2shMs8Mh5uleAC+MGhZ36/RQJznZqyvR8DKugYnmBtVrBw8efPnll61W6/3333/jjTfa7XZjf1tb24cffvjKK688//zz48aNmzRpkrlxEhImaASeEBJ2TlWw61MJegBCq1swalnFxmkjM59IWXhldCaATl15qn5nf8VJIoUyvbuUXf5+cyMhA0FobpIP7QcAUQwsvtrscIh5OhhvZgBYIodjeCTwccFOcox1AAAHOiNv+sm6det0XV+7du0dd9wRyt4BxMXFrVmz5l//9V9VVX3//fdNjJCQsEIJPCEk7Fx6CXq56JAxWVqZNBWMiUx4MePaWNEK4GNP+aHuHnVkmFAn53CbHYBUVsraI3aOKTkP6xcboesAArPmhQYkyTA0fDrAh3Cn01gwIvC24K72yEvgjx496nA4rrzyynM+u2zZMpvNVlxcPMhRERK2KIEnhISdgu4EPqevCbzUPX9enZxjbLhE27cTZgDg4L9q2HXJMZJIwiVZMX4SdN1y+IDZ4ZD+JFZWSBVlALjNHpi/yOxwiJl45fBL4CWZO6IBCGpzcFcEdpLzeDxOp1MQzp2ViKIYHx/v8XgGOSpCwhYl8ISQ8KJzXuxrAuCUbOlyTB/eQaytEVqaAWjJKVpicmj/dxJnJUp2AJvbj+/qrOmneElkUGbMNcap5EP7Qa2JhgzOrVs2G5uBy5fw0ybfkmFIP949+Dw8KtgZjDp2QiR3ksvIyKitra2vrz/nsydPnmxoaJg4ceIgR0VI2KIEnhASXo4rbZ26AmCyta/D70WHjQ118rTT9zsE+buJs4ztp+tpEH540RMStfQMAKzdIx2jZgRDhHz4oFhfC0CPdwa6Kx2Q4Yl7gQYBAJycxQ2LBfAGPd4FQGAR3Enuiiuu0DTtZz/7WUVFxRlPlZSU/PSnP9V1fc6cOabERkgYogSeEBJeLnUBvK7LJYUAwNjZvaAfTJgxQo4GsLvr5NaOykuJk0QcZUYwwZMP5pkbCekXTAlYt39hbPuvXA4x0kpvk/51QgAHhtP8eQN3ugAw1l3dIwKL2N1+++3jx48/cuTIAw888Oyzz4b2v//++w8//HBFRcWcOXNuueUWEyMkJKxQAk8ICS8F3RXmcvpUgl46cYx1dQLQMkfzmNgznrUy8dHEYBb3H/W7OIbRKA1RsifzKAcA6Xi50NpidjjkUsl7drLODgBaxih13ASzwyEmCy2AF0YPrwQ+OIU+lMBH4Ai8JEkvvPDC7bff7nK5WltbQ/s55ykpKbfddtuTTz4p0h06QrpRH3hCSHg5NQLfpyn0ofnzyuSp5zzgHlfO/zQfOBHwHPTWb/BUXBs7pm9xksgjikrODMveHeBcPnTQv/gqswMifcfa2y37dgEAY/6ly8wOh5hvGJagN3Qn8MEp9DwCq9ADsFgsDz/88MMPP9x+WqOQm2++mQbeCTkbjcATQsJLkb8ZgMSECbZet4NiiiIdLQXARUkdf+6CNzIT/yV5vrH9dMMundMg/DCizJjdXcouj2ma2eGQvrN9+TlTFADq5GlaaprZ4RCzBcBrBQCI4XAOr091Yw08Y51gOgAe4Y0yY2JOFa9lLCJvRhAy0CiBJ4SEkTbNXx1oBzDO6rSyXs+XE48UMyUAQB2Xza228x12e9yEbKsLQLGveb2H6pkNI3pcvDZ6DADm9UpHS8wOh/SR2FAvFR0CwCXJt2ip2eEQ8/EqEToAsGE2fx4At9m43Q5wxjqBiGwjB2Dnzp0PPfTQ8uXLV69e/dZbb4X2/+Mf/ygtLTUxMELCECXwhJAwUuRrMtal962CnXyq/vy5588bRCas7R6Ef6Z+t8qH3QXfcBaYFiplt8/cSEifWbdsBOcAAnMX8tg4s8Mh5gs1kBtu8+cNxiC8yDwAoDL4TI6nt/Ly8h5//PGjR48qilJfX/+nP/3p3XffNZ564YUXvv3tb//+9783N0JCwgol8ISQMFLo7/sCeNbVKVVWAOB2u5o1rueDV8aNy7ElAjgWaH2nlUZihxF1XDaPiQEgVp0QmhrMDof0mlRWKp6oAMCjHMrcy8wOh4SH490L4IdTB/gQYxk8Cy2Dj7Q6dq+99hqAhx566KOPPnr22WcdDsebb77JOQewbNkyq9X6wQcf5Obmmh0mIeGCEnhCSBi5lBL0cnEBdB2AOjHngg2lGNiPU4KX/r9p3BPgtBx62BCEwNRZxqZ86IC5sZBe0zTrls3Gpv+Kq7jVam44JBzwBsarBQBwcJY0vBbAG4IJPCK1EH1FRUV6evqdd94ZHR09d+7clStXtrS0HD9+HMAPfvCDX/ziFwA++OADk6MkJGxQAk8ICSOFvmZjow9T6C9Yf/4MK2Ky5kaNAFAdaH+1paC3pyORS5kx27jFIxfmM1UxOxzSC5b8PMHdDEBPTFJyppsdDgkLfIdktAQV5miIsNS1f/DgFPpITeAlSUpOTg49nDNnDoATJ04YD+fNm+d0OquqqswJjpDwQwk8ISRcaFwv9TcDSBDtyVJUr14ruFvEupMAeFy8NiL9Il/14+QFxsbvGnO9utqrM5LIxR3R6pjxAJjPJ5UUmh0OuVjM57Ps3Gps+5Yuh0DXMCbTtK7i0p+WH3uOm1dJhLcxvUAEAJkL84fpXCrdaRSij9Qp9OPHjz958mToYVZWFoDa2trQnpiYmPr6ehMiIyQs0R8/Qki4KA+0Gln01N7Pn5cKDxkbgcnTcNGNZxZHZ1wRnQGgQe36c3N+b09KIpcyPVTKLs/cSMjFs+z+knm9ANSscVrWWLPDIais+suJE386Wvbrurp1ZsXAd0rQAIDN1BA1HOfP49Qa+EgdgV+8eHF9fX1eXvDTOD4+Pjo6OjTkrmlac3Oz0+k0L0BCwgsl8ISQcFHo665g19v585zLRcEEXp2c06uX/jT5MgYG4PmmvDbN37vzkoiljh5jjFmJtTVife0FjyemE9pa5f17AUAQ/EuuMTscAgDNzVuMjcqqv5oSAO+Cvl8EABHCwmE6/A6AO6K5bBGEUAJvajS9t2LFihkzZvz2t78NjcNPnz593759LS0tANavX9/Z2ZmZmWlqjISEEcnsAAghJKjPCbx4slpoawWgpabprt69dlZU6rKY0RvbK1o135+aD/6wu70cGeIYU6bOtG77DICcn6ct/7rZAZELsGzZxDQNgDJtlp6UfKHDyYDT9YC7NVgY3N26p6OjODp60iDHwHdLUABAmKqx+GE6/G7Q4+OFhmACz9t7PjbsHD582Ofz1dbWrlmzJjExURCE9vb2zs7O1atXOxyO1tZWAKtWrTI7TELCBY3AE0LCRZ9L0F9k+/fz+WnqQgEMwB+b9jep3j68A4lEyrRZXBQBSEUFzB9pfZOHGaGmSj5aAoBbLP6Fi80OhwBAm+eApnWFHlZWvTzYESjg+yQAYGCXDfciJtzpYojUNfAvvvhiSUkJAF3XGxoa6urqOjs7ASiK0trampiY+P3vf3/hwoVmh0lIuKAReEJIuDCawFsEcawc34uXaZpUWggAgqBMnNKH806yJtwQN25929FOXflD0/4nUy/vw5uQiMPtdjV7slx8mCkBqeiwMnOu2RGR8+DcvmUjOAcQmL+IO6LNDogAQEvLjtMfnqx9J3v8TyUpZtAC0PeKvAsA2ASdpQzr4XcAerxLYiWMBTi3RNwaeKON3G9+85vY2NgznmKMRUX1rqgtIUMejcATQsJCi+qtUzoBZFucFuECXdxPJ1aUBetaZWb1+cr+J8mXSUwA8FLzwVol0pYPkr5SZgQbwlvyqZRd+LLu2SGcrAHAY+OUOQvMDocEud07jY3o6AkAVLXjZO17g3d6jem7g6NQ4uXDffgd3XXsBOYBgC6GiCoIcN999917770jRoxwnIWyd0LORgk8ISQsFHQvgO/t/HmxIFg9/iLbv5/TWGv8rXETAPi59vsmyuWGC23kKD0xCYDQ2CDWUJPhcCRVlFm2f2Fs+69cziWaORgWdD3gbt0LQJJiJ074D2Nn1SCWstMPCmhnANhoHRmmNbELH3rcaYXoOdAVSYPwd95557JlywB4PB5VpdsxhFwAJfCEkLDQxwp2Pp9YVgqAS7KWPfFSAvhh8nwLEwG82lIepvP1AAAgAElEQVRwIuC5lLciESTUT85C/eTCj+BusX38fnDy/Oz5SvZg10gj59PWtl/TvABcroWJCUuNQfj2jqJQWbuBpUPfEbyVIyyKqLHmAcOdLgBCqBV8eyQl8ADy8vLuvvvulStXNjQ0GHu2bdv23e9+9957733mmWeam5vNDY+QsEIJPCEkLBgL4AFMsfYigdcKDjJVBaBmT+Sy5VICyLDE3u2aAkDh2m8b9lzKW5EIokyZxmUZgFhayLxdFzyeDBqmBOzr32E+HwAtPYNax4WVFndwAbzLeTmAjPQ1xsPq6pcH4ey8WEQLA4AUnY2lBB4A9JhYiOJpreBNjaaXjh49unbt2pqaGlmWRVEEcOjQoSeffLKoqKiysnLDhg0PPfSQUYueEAJK4AkhYSJUgn5Kb6bQ6wf2GRt9qz9/hseS5toFCcA7baVH/C2X/oYk/HGrTZ2YA4Bpmty9HIOYj3Prpx8KjQ0AeGyc96Y7IPaiNAYZaKEKdi7X5QDS0laLoh1Abe0HAWXAB0v1HcEfBnGxhggbaR4wgqDHxgmhBL4zkv5dXn/9dc75ihUrPv7445SUFACvvPIKgFtuueXFF19csmRJS0vL22+/bXaYhIQLSuAJIeZTuHY04AYwQo52ibaLfBX3tOnHygBwe5Q6asylh5EiOR5wTQOgcf03NAg/bCgzgrPo5YP7jNnaxHTW3dvl0iIAXJS8K2/jdipkFUZ0PdDatg+ALMfFRE82NlJTVgHQeaCm5q0BPTsvF/lJAQCcnE2i4fdT9HhXhE6hLy8vF0Xxe9/7nsViAdDR0ZGfn+9yuR5++OEJEyasXbvWYrHk5g7K6gxCIgEl8IQQ8x31twZ0Db1cAK8fzIOuA1Am5UDon0+z7yfOjhEtANa3lYXq6pGhTUtN01JGABBa3eKJY2aHQyBWlFt2bjW2/cu/pqWmmRsPOUNbW56xAN7pXMhYcDA8M+N+Y6Oq6mXOB7CqnP5l8IzCIpUuY0/HnS4WmSPwjY2NqampDofDeJiXl6dp2rx584zp9A6HIzk5+eTJk6bGSEgYoU8+Qoj5CnzB+fM5tl7Mn9cOBO/H98v8eYNLsn8rYQYADv5M/a7+elsS5pQZc4wNOX+/uZEQwd1i//g9495cYM4CJWeG2RGRM4UWwCc4Lw/tjIubGRc7A0CX93hz89YBOjWvYfy4AAAOLkyn4vNfocc7Qwk8b+/52PASExOj66e+m4cPHwYwbdq00J7Ozk673W5CZISEJUrgCSHm60sJ+oZ6brSGdib07wDdwwkzXZIdwIb2ityu2n58ZxK21Mk53GYHIJeVsvaIuvIdWpgSsH/QXbguM4sK14Wn5q8ugA/JyLjP2KgasFJ2/EvZ2BAWqpBowctX6PFOsXsKPSJqCn16enpdXV1NTQ0Azvnu3bsBTJ8+3Xh248aNbrc7IyPDzBAJCSfUT9V8oSlDZPAxxgDY7Xar1Wp2LMNaieI2Nua6MqPt0RfzErZ3p3HtxmbMjo6J6cdgohH9WNqCn1Z+AeDppj2bJt/dj29ODKIoMsaioy/qez042PRZ2LMDuh5dWsiXUt54bmJ3JTmLxSL007qVUzjH2++xpgYAiHcKd94bHUVL3/ufIAiyLPf5t0/T/W1teQBk2ZmaOo+xUz8G48fdU3rk54rS2tC4QRBaoqIy+yfi0KkbeHupBoDZWcxiG7NHUo7aX0K/gw6Hg59RsyNtJGMdgA4IrEsMqw/Ynq1YseLQoUNPPPHEnXfeuWfPnpqamuzs7LS0NAC/+MUvvvjiCwA33XST2WESEi4ogTefcSFrdhTDlPEvL4pi/1+Jkt4o8DYAsAvyxOgkkV3E94JzPT8PABgTZ82B1M8fZd8fueB/6vNq/J7tnsovO6qujM/q3/cnABhjUn9/4y7Jgsu1PTsAYM92aeFiUOp4LqG/VoIg9Pu3j3+xUS8uBABZFu9+ALGx/fv+JORSfvtaGncaC+BTkhfLX23eKUkxWaPvPnL0Bc61E5WvTc15sh9iPY1viwIOAPZFohwTTp8egyj0Oyie3ZchKVljYEIn12N4Ozf3A/bMmws9WrFixaZNmw4ePPj0008bex588EFjo6WlRRTF++67b/Hixf0fJSGRaZh+/IUVj8fTq4850o9EUXQ6nR0dHYqimB3L8FWvdjYEOgFMtLra2zwX8xKx6kRUqxuAkDGqXbZqA9Ae9pGEmT85uRXAj8o3bhh7O6NWRf0qPj5eVdWOjnBqVWyx2cdmS+VH0NXl/fRD/9XXmh1QOLJarTExMQB8Pl9XV1c/vrNUfsT+2QZj27v866rdAWr7PDCcTqeiKH3+7ausDH6bYmLmnd2aOyX5riNH/wDwsvKX0tO+IwjyJcV6Gu5hep4VACQemN4ZaB2mF05xcXGyLAPweDynrxs3RMfEil3tKmJ4AK31rTBvcuE57i/0ePBzzz23bt26/Px8WZavv/762bODzUHWrl2bkJBgs11sexpChgMadSSEmKwPC+DlosPGhjBr7oDEBNwTn5MpxwI44K3f1H58gM5Cwor/qhVcFAFYDu4TjIncZFAI7mbbPz4wevgF5l7Wj2UpSb8LVbBzOS8/+1mHY7zLtRCA31/f2LShH8+r7xC5BgDCbB3RwzR7v6Cv1LHriKT7zqIo3nrrrb/85S9/9rOfhbJ3AOnp6ZS9E3IGSuAJISYr9AYT+MkXmcBrmnS0GAAEQZg6UBWqLYL4L8nzjO1f1e/SaZrMMKDHOz1GT3hdt27dbHY4wwULBOwf/D1YuG5Uln/x1WZHRM5L54HWVqMDvDM6etI5jwn1k6us+mt/nZd3gR+QAECAsEDtr7cdevR4JwvVsYuoBP4MqkrfZULOi6bQE0JMVujv3Qi8VH6Eeb0AhAmTWXQM3O4BCuz2+InPN+0r97cW+Jo+8pStjBs/QCciYeK+yk/+X0rFc+McD5d1SsfKpIpyNWus2UENdZxbP11vzHfgcfHeG24BVSQJY63uXF33A3C5FrLz1CtJTvqa1Zrq99c1N3/Z2VnmcIy79PPyPRICACDkaHDS7dTz0uOdQqgVfKQl8J2dnW+99daBAweqq6vb2tpcLtfIkSPnz59/yy23UKVhQk5HfyYJISYr8jUBYGCTbQkXc7xcXGBsiDPnDGBYgMSEHyUvMLafaditceo5PJRVKp5PPOUa118cF6ydZv1iAzTN3KiGPOuubfKRYgBckrwrb+N2qh0Y1nqeP28QBDk97U4AAK+qfqUfzqqA50oAwMAup4HZnnBnghCZI/C7d+++8847X3/99cLCQo/HA6ClpeXQoUMvvfTSmjVrCgoKzA6QkDBCCTwhxEwBrh31uwGMtMTEixde58Z8XrH8CABYrcLknIEOb2XseGNeQJnf/fe20oE+HTHR7s6TxkaZ4O9ISQYgNDfJh/abGtQQJ5UfsezcZmz7ll2vpYwwNx5yQS3uncbGGR3gz5Ax8h7GRAA1J980StZfCj1X4l0AwLJ1lkLD7z3R451MiLw18PX19U899VR7e/u11177l7/8ZcOGDQCuu+66F1544ZprrmlsbPz5z39+dsVEQoYtSuAJIWYq9jWrXMfFz58vLWaaBoBNmYavdjAaCAJjoUH4Zxv2BDiNxw5Ze7tqjQ2N6wcXBcsfWHdsgbc/a62TEMHdbPvktMJ1OdPNjohcgK77Ty2Ad0zs4Ui7fWRi4tUAFKWtrn79JZ1VA98TrGcuLBoWw+/tGvuoWdrl6UUV9xA97tQUet7e87Fh5LXXXuvo6Lj55pt/9KMfZWVlGWX2ZVmeMmXK448/fueddzY3N7/++utmh0lIuKAEnhBiplMl6K0XlcDLRYeCW9NmDVBIZ7gudsycqBEAqgKe11sKB+ekZPDt7ToZ2s6Pt6hjxgFgXq9193bzghqyWCBg/+Ad5qfCdZGktTW4AD7Bdfn5FsCH9FcpO54v8jYGgI3SWcZQXsek6NjYIj5Uap281/5AiXXlYdvhzl5fpXOrldm7b3OEU5vOnh05ckQQhPvvv/+cz957772iKBYVFQ1yVISELUrgCSFmKvA1Ghs59qQLHsw8bWJNFQDuiMYgVhf7UfJ8Y+M/G3O9+rAYAhpu2jR/qa8l9LDQ3+S/cjmMlnIHcoWWZvNCG4qChesaESxcdysVrosIofnzTufCCx6cmHCV3Z4JoK1tv8eT38dTcui7guWWhSuG7ASovHbhJ8esU/dF/VOxbV2T5NMZAA5saOlTqWlX99w0T8QsN6iqqkpLS4uOjj7ns1arNSUlpaKiYpCjIiRs0Z9MQoiZetUEXi46bEy4VSZPHcwr/qXRmYscIwHUq51/aTl0weNJxNnnrdNx6mK3wNuouxID02cDgKZZt2wyLbKhyLLzjMJ1drMjIhelpSVYwS7BteiCBzMmZIy8x9iurHq5b2fkxSJvZACQorOxQy2BP+4TflNlmZ9nv/aQ/c+1UrMSXLJuYcHPol2evvyZ485oxgIAeOSMwCckJLS2tmrnKRqqqmpDQ4PT6RzkqAgJW5TAE0LMVOJvARAlyKPk2AseLJcE69Cqk6cObFhn+UnKZcbG80157VpgkM9OBtqezpOnPyz0NemcBy5fAnsUAKn8iHS83KTQhhqprNS6K1i4zn/dSipcFyl03d/algfAYnE5HBMu5iUZI9cIzAKgtu49RelLBTJ9e3AduLhIQ8RUZLuAVhVvN0i3Ftrm5dmfrZSP+YKX4gLDvBjtt2P9RfO64iQAyPUIgd4vGtDincxYBt8lIkLWHEycOLGjo+PDDz8857NvvvmmqqpTpw72331CwhYl8IQQ09Qo7S2qF8AUW6LALnB1JjbUC40NAPSERC05dTDiO828qBHXxIwG0KJ6X2w+MMhnJwMtt7uCXbIUBaBTV04oHm6z+xcuNvZbv9gIPUKuhcOY0NJs+8f6YOG6eQuViVPMjohcLHfrXmMBvDP+vB3gzyDLrpSUrwPQNG9t3bu9PSMvF/hJAQCcnE2J+OH3AGcbWsRvlFin5DoeOWrd2iqG5vxMiNLXZgT2zfZ+Ms13T6par7VEyXUAvDrL7+j1hboe7+zuJMfQFRm3PdasWSOK4gsvvPDCCy90dARnDni93sLCwt/+9rd//etfJUlavXq1uUESEj4ogSeEmCY0f37yRcyfl7rL16mTpw1gTOf3k+TLGBiAZxv2TCv9yz+d+OhX9bs+bis7EfCYEg/pLwrX9nvrAcSJ1htjxxs7jR/OwIw5emIyAKGpkVrKXSIWCNjXn1a47oqrzI6I9EJLS3ABfEJCTw3kznCqlF3lX4HeLcnWt3evfr9cjdzLVZ1jj0f8t2OWqblRdxfbPmyWQoPqIyz8wRHK5zO822d6f5ipZFj1di3wZN32pWVv1vJi45idva9Fr8efVog+QjrJjRo16oknnpBl+b333isrKzN2btq06ZFHHvn4449FUfzJT36SlZVlbpCEhI8+lccghJD+UOQL1gabYku4wKGcyyWFAMCYMmnA27+f0zR70g2xYz/0lAGoVTpqlY6N7cGaOnGiNceWlGNLnGpLmmpPzrY6pYsboSLhoMDX1KUrAObYU6dFJaMFAA57G74eOxaC4F9ytf29NwFYt29RJ+Zwm83caCMV57aP3zcK1+mxcVS4LuK0uIML4J3xvUjgnc4F0dGTOjqKOzqPtLh3uS6i+p2B1wi8QgAABxdmROTkl9IuYX2T+HaDVOn/yo96rIRrXeqNCeo1Tk3szq85+Dvukl/U72hQuwBAqjT27/KIj0Lp1Xm50yXgSPBBhCTwAJYsWTJ+/PiNGzfGxgbX04mimJqaOnPmzNWrV6enp5sbHiFhhRJ4QohpTpWgt12gBL14ooK1ewBo6Rl6XPyAR3Yev0670inZ87pqS/1u5bSe8G2af0dn9Y7OauOhhYmTbAnTbEk5tqSp9qQptsQoQTYpZHJhoQ7w8x1poXaGoekh6pjxatZYqaKcebssu7/0L11mTpQRzrJjq1R+BACXJN+q200oXKcynidyxtlUjVHVvF7SdX9b234AFosrOvqiFsCHZIy8t7jkxwAqq/7aiwR+R/fw+wIVUsRUUwdQH2DvNkp/b5QKv9oEziLg6njttmR1uUuzsq98RYe8jT+u3RJayCMxQRAbAywAbtnjEVQOqTdpOI9yCHIXjH4pkVPHDkBaWtp9991nbG/evFkUez37gJBhghJ4QohpjAReALvgFHq5+LCxoZg0f96QKNmfS7sSgMr1Mr8739uQ72s44ncf8jW4VV/osADX8r0N+d6G0J4UyTHdnmz8N9OeYiy0JmFid2eNsTE/Km2izSUzUeFaob8pdID/yhVS5Z+gaZb9e5Xps3TnhSaMkK+Sykqtu78EAMZMKVzHTwjaehktDAA2SixHF+aqLD2S0kJznVoA77xwB/gzpKfdcbTsP1S1o6HhE7+/zmq9cAUT3sT0YgEAbBDmRtLq922t4j0l1k7tVMLNgLkx2q1J6qpE1XnWjVy36vtN456/tBzWeHCWwWWO9GdGLP1j8/63O6uhjunQWEGnMCO6l3MQHDq8wRMgoqr/eTyeqKgoSZIoeyekB5TAE0LM4dXV4wEPgExLrKPHAWqmqtLREgAQRTV70uCE1zOJCRNtCRNtCXdgEgCd84pAW4Gv8bCv8ZC3ocDX1GhMg+xWr3ZubK8ITblPk6Pvd039fuKcC5buI4Mgt6sOgMzEmfYUCxPHWeKL/c3VgXa36nNKNgB6QqIybZZ8IBeaZt2y2XvTHWaHHEmE5ibbJ+uChevmDnrhOoXpWyV9h3hq/bXK+EFROyiyETqbowlTNVh6egOC0xrIXfwQeogkRY9Ivbmq+lVdV2pOvjUm658v+BJ9u2R8v4S5GiJnzcpnbvG+EqvRxR3AOLt+a5J2a5I6ynaO9Fvj+istBc807g7d/E2To3+eumhV3HgGdlNc9tt11VDHANjZJvY2gedxIow7kC0BwHoJX9PgycvL+93vfldTU/PGG2+kpaUB2LZt29tvv93R0TFp0qQHH3wwIYHunBISRAk8IcQcRb4mY8whx36B+fPSsaPM7wegjhkfni2jBcbGWuPHWuNXxgVLoNUpnUY+f9jbeNjXeCLg4acVcDqpdDxVvyvPW/8/I5dHC5Q9mOlEwFOvdgKYak+yCxKAHHtSsb8ZQKG/aZE00jjMf/lSqbiA+bxSWalYWaFlUjmli8I8bfb332SBAAAta6z/iisH8+y8TNQ/knhbMKFiyZyl6nqRAJUB4LUC/0jQN8nCdI3NVlkyDcifV2gBvOsiOsCfLTPjgarqVwFUVb+SNfp7jPU0uMrbGA6LACBxYYHah9OZ4tMW8Zsl1gBnABbEav8+OjAr5rxZ9+6ukz85uaWge52OhYkPJ858LGluaLHVYsfIWEuBxwcAW9vwnV4uAGcuK4zGl62RUT7g6NGja9eu5ZzLsmyMvR86dOjJJ580nq2srMzNzf2///u/+HjTFtARElYogSeEmKPI313BznqB+fOiUb4OUCOn6VSq7EiVHUbnOQAezV/oawrl80W+Zg7+/zzHrjv299cyvz7aEmdqsMPanq5gB/h59uC87hxb4t8BAIW+pkWOYALP7fbAZVdYv9gIwPr5xq57HqQabBcktLXa335VaGsFoMfFe6+/edD+0bgPfJOs53UnigKEhZpwpQqRs6+BF4p8j8QbGAD4oO8RsUdkaTqbrQnT9chacT0IdN3X1rofgEVOiOnlAnhDTMyU+Pg5ra37vN7qpqbPkpKW93Aw3yUaBUaEWTockfG9WN8kPXzUqnAAWBin/W2S3yGeO/I6pfPf67e/13okdEv3mpjRT41YPMbyldRUZuINLscb7Qq4vKtN1Lki9Gq2VlL3vIUIKWL3+uuvc85XrFjx2GOPWSwWAK+88gqAW265ZdmyZW+++ebWrVvffvvtb33rW2ZHSkhYoOsPQog5Tqtg11MCzxRFKj8KgEuyOjZ7MCIbALGi9TJH+kMJM/575LIt4+76c+Z1xmBvia95+bG3t3ZUmh3g8BVK4OdHBRP4Kd0/kAXextOPDMyca6x+Fxvr5cMHBzHGiCS4W6LeesXI3nl0jPfWuwZt+gwvFfQ/Wk9l7ym6+GBAuEaByAEwG4TZmvgdv/hAgE3W0H0UPynoH8nac1btUwnuyEh7BofbvVfnAQAu1+V9XlCdMfI+Y6Oy6uUeDuNe6PslABAQKcPv7zdK3z5iVXQAuNqpvT353Nm7wrX/bT64sOy1d1tLjex9tCXu/zK/9uaoG8/I3g23xo+DeBKAVxdLvL27XNdTogEdgO6NjIG68vJyURS/973vGdl7R0dHfn6+y+V6+OGHJ0yYsHbtWovFkpuba3aYhIQLSuAJIeYIZUdTekzgpfIjTFUAqOOyuTxEarnfGDvu0zG3Z8gxANyq744THz7fuM/soIapUAn6uY5gAj+1uydC6B5TkCj6rwyWoLdu/8LoZ07OSWhpinr7FeZpA8Bj47pW36u7LjDRpn90Mu0dWXvTwj0MACQuLFWlhwJsxDkmErNMXbxdkX7gF65RWHww4+I+8D2S+rxVe9XCi0RExgTkgXWqgVzvF8CHjBhxk0VOANDU/JnXe95blnyPhAAACDkaXBEw/P56vfTwUavKAWC5S3t1kt8mnCPsbR1VV5W/9XjttnYtAMAuSGuT528ff/eNsePO984Lo9KjLXXG9qctvbuXoTvjGesCwAORsQC+sbExNTXV4XAYD/Py8jRNmzdvnjGd3uFwJCcnnzx50tQYCQkjlMATQkzAwY1lxnGidaQlpocjpdLu+fMTJg9GZINlii1x87g7L3eMBKBx/Zf1Ox+u3uDjkTHiNGS0af4jvhYAoy1xKVLw2tEl2VNlB4AjAXdA/0oFbHVstjp6LADW1WnZvWPQ440MQlNj1FuvsvZ2ADwuvmv1vbrTNQjn5UWi9gcrLwoOqbMMXfx2QFiqoudq1tFcWKSJj/rFewJssha8LOLgxwTtHVn9nVXfLIdW0Q9PpyrYuXrRAf4MArOkpd8BgHO9uua1cx+kQN/b/e1bGAHF51+uk/6l3KpzAFiZqL48wWdhZ2bvNUr7d6s33nJ8XYkvuGpseUzWjvFrfpg839pjLQCBsaXxwR+8j1r8vQqMx8QKrAMAdNm4IRLmYmJidP3U3bLDhw8DmDbtVNOZzs5Oe1hWwCHEFJTAE0JMUBloNwYiJtsS2fnnZLJAQDxWBoDLFm3M+MGLb1C4RNu7o1d9M2G68fDd1tKbK9Y1fLV8PRlQuV21OjiA+Y600/fn2JIABHStLNB6xkv8Vy43FnJb8nYL7pbBijRiiPW1UW+9zDo7AOjOhM4779PjBr7uVCvTX7do78jc+O2xQrheER8IsMSLHsJlYGN08XZF+p5fuFxDVPcL25m+XdSet2rvyPyYgAgYEu5nmuZtazsAwGJJ7NsC+JDMjPuNFnRVVa8Zc/LPoO+T0MUAsGydpYb75Ic/1Mg/7M7eb0lSX8z2y1+9pvZx9dmGPfOPvPpOa4mxZ5zV+c7oVW+MusGYfnVB30xKBDQApV3RvfvRY8zq3OewvBttf5lxpVcvNUV6enpdXV1NTQ0Azvnu3bsBTJ8e/OO4ceNGt9udkZFhZoiEhBNK4AkhJghNTu65gp1UXspUFcb8eSky1vL1isSEX41Y8tu0q2QmAsjtqr2m/K0D3nqz4xouzq5gZ8jpnkV/2Ntwxkv0xCRl2iwA0DTrts8GPMSIItRU2d95jXm9APTE5K477+UxsQN7Sg6+V1L/aNXLgtczbLwmfscvzNX6uFjbyYVlivQvAeFmhWV055AaeJGovWrRXrDquyTu7Z/YI4K7tXsBvLPvC+ANUfbRCa7FAAJKc339J2c8yzXw3cERaWFRuM9Fer5a/vlxi5FUr0lR/zjeL33132ZDe8XCI6/9pmGPn2sA4kTrEykLt46968rozIs/y8LoZKvcAEDVbFvaendvV7txrHrfDP/3buDWCFh6tmLFCs75E088sWnTpqeeeqqmpiY7O9toJveLX/ziV7/6FYCbbrrJ7DAJCReUwBNCTFDU3T5nir3HBL6kyNiIoPrzfXCPK+ftUTe6JDuAWqXjxmPvrWs7YnZQw4LRAR7A3KgzEvjgj2Whv+nsV/kXLeU2GwDpSLF4/NgAxxgxxOrKqPf+xnw+AFpyStfqe7gjemBP6WbaKxbtH8FV08wG4QZF/CeFxV3yQLnIhWma+I2A+IhfWKSx7qm7vJnpGyTtOau+Tg4WsR/qTps/3/cF8CGnlbL765nPHRKNpQpsJGeZYT38/myl/MsTwfaf949QfzvOf3qJ+FJfyy3H19194qMqpR2AAHaXc/Lu8fd8P2mOReh5OceZGNjU6GCtjb82unv1Wm1UlpY2kkc5evUqs6xYsWLGjBkVFRVPP/30Z599BuDBBx80nmppaRFF8Rvf+MbixYtNjZGQMDIER7QIIeGvMJTAn7+CHfP7xYpyANxq1bLGDlJkJrkiOmPjmDvWVH5U7Gv2cfVbVRuKfM0/SV4gsGGRJJhC4dp+bx2AeNE2wfqVRdqhH8vQD+rpuD0qsOAK65ZNAKxbN3VlUks5iFUn7O+9yZQAAC1lRNdt/wR71ACeT4e+Q9S3SkZHdwBssiZer/Z71zGWyNk1ChYr+iGR7xN5nQAAGtPzRRwS2ThNuExjWfqljUyHtVMd4J19XwAfkpy8wmZL8/lOut272jtKYqInBp/g0HcEr0iFxeE75ZsDT1ZY/udkcEz7kXTlydFfWQuws7PmjuMf+HhwAf9Me8ozI5bMikrt8xlvS4za5waAnW1D+UNGFMXnnntu3bp1+fn5sixff/31s2fPNp5au3ZtQkKCzWbr+R0IGVYogSeEmMCYQi8yYaI14XzHiEdLmKYC0MZN5OLQ/7AaZYn9x5jbvlu96R+ecg7+X425Rb6mF0euiBEtZoc2NI2sAVQAACAASURBVB32Nnp1FcCcqNQzbpRkWeKiBLlLVwrOlcADCMyaJ+fvF9zNYkO9XJivTJ05GBGHK6mizPbBO8ZqFy01zXvrP2Egy03xOkH/QArm0gBiuHC9IkwcyDFbC4Q5GuZovIrxXIkXilwDOPhRUTsqIlkXL9PY1CHYQF7TvB7PQQAWS2J0dD908WRMGpl+d1n5swCqq1+ZNPFXxn69WOBNDABSdDY+TIffOfD4MctLtcHs/fsjlSdGfSV739+89+7anT4IAGL1zts9XyytK26rjttpTbVaUyxyvNWaarWmSFKc9bQ9PZ/0joSYHx/VOYS2QGqpr2WCbTDqQZpCFMVbb7311ltvPWN/enq6KfEQEs6G/jUxISTctGuBykA7gDGWOKMd+jnJ3fXnlYlDqv58D6IFy8uZX/t1/Z7/bMzl4BvbK66reOe1zBuyLHFmhzYE7fUGG8jNj0o74ymRCZNtifu6altU70mlI00+ayq4KPqXXG3/4B0A1m2fq9mTuTUy2jX1O6n8iG39u8F7bSMzvbfcxS0DdstJg75L5F/I3QOcYJM14esKG8jB/tOxDM4yFKxQ9VxR3ysaFdfQIGjrBWziwiydzVNZ7NBJ492te3S9fxbAh2SMXFN+7D85V2tOvpM9/qei6ADAdwazYnFRX4sXDDCd47Fyyxv1wTh/lKn8a0Yoe+dNzV/kHf/ff5amtItxAMYFqte2vBml+zjg9/v8/vOWNRFFu8WSZLOmyJYEqyXZYkm2WBJs1hSLJSk6epIsxzlEnmLtqPPHQo9+ufnwr9KHbAJPCLl4lMATQgZbkb+Jg+O0UmFnYz6fdKICALfZ1FFjBi84szGwH6csmGJPfKR6U5eulPpalpe//VLGtUt7U/qIXIw9XaEEfsTZz06xJe7rqgVQ4Gs8RwIPqOMnaqPHisfLWVenZe8O/xVXDWi04UkuLbJ9sg6aBkDLGO29ZTWXByp751WCvl4OjtMCiOfiDQoba8ZorYMLS1VhkabnC3y3xBsZAHQxfbuIXQKbqouXaUgJ02HkXumXBnJnsFpTk5OurW/4WFU9J2vfyxh5Dz8m8GoGAPGcTQnH7nEaxz+XWd9qkAAw4BdZgW+nKQB0XamtW3f8+B8au8r+I+HeJjEOQIrW9rTgjnFd5vfVBwJNAaWZ8/N+UZrm9Xorvd7Ks5+S5biFC7bY7SOvdrI36gDgg2bfr2g0mhBCCTwhZPAVeLtL0J9/Abx0tMTICtRxEyH2rvDPEHBD7LixY5x3n/iwSmlv1XyrT3z4b8kLvp80x+y4hpTczloAMhNn2FPOfnaKLbi4o9DXtDwm65zv4LtymeOVCui6JXeXMnWGHj+8Bsfk4gLbPz6ArgNQs8b5brp9oJa6aNA3SfoeKdjFjYHNU8WrVZi7uETiwmwNszR+TNR3CvyYCA5ojB8U1YMiy9KFBSrLjuzl8S3uncZGPybwADIy7qtv+BhAVdXLIy33auuCw9rCQjUMayurHN8/av17YzB7f3pM4JsjFFXtqK557fiJP/l8NRoTnnetPiGnAohneH/8fdlRpxqeca4rSnMg0OTzNwQCDYFAs99fHwg0+gNNfn99INAUCDRxfo6q+4rSVlf/QdboR65zykYC3+RLPORtvCKOJmQRMtxRAk8IGWyhwmA59vOOwEslwfnzQ7v+fA8m2xI2j139japPt3dWa1z/Zf3OIn/zf6VfbWP0ud0PKgJt9WongOn25HOu4whNDwndbzqbnpisTJ0h5++Hplm2fe678czVm0MY27/X9sk6cA5AHZvtW3kbH6AbbT5o71j4se4ucYlcXKkgI2zGtxnYWE0cq/FGle+W9HzBqKvHKwStwgIXF+arwkzN5HsNfaJpXR6P0QE+Kdoxvh/fOTFhsSNqbGdXOa+V1G0C8zIAcHFhVth8W7sFdDx0xPZJswhAZPjPcYFb4qqPHH2pqvplRWkzjnkt9trD1rEAbEz6W9ZN2V+d0cOYYLEkGVPiz3uWQJM/0KR0p/SdXccqq/4CoLHps6zRj1wWqzHGOWfQMj/w7LkiddwAfsGEkEhAF4KEkMFW6G82Ns7bBN7bJVUdB8BtdjVz9CCFFX5ckv3vo1f9rO7Ll5rzAbzXWnoi4Hk582spUmR0Bgpnezq7O8Cfa/48gCm2RAFMBz9fHTuDf9GVUkkR8/vk0iKl+oQ2clT/xxp+tN3bhY+D2bsycYrva6sGaJoMb2X63yzBhm0C2OWquEQLz1pxLImzGxThaqbnifpeEe0MAFqY/qnMv5DZbI3NU/uhv90gcrv36LqC4PB7/04kYBkZ99blfjqj5F2mygBYIhfuCYTbdzbA2QOl1g0twez9N5k1M1ue3XroNV33hY75R+Ltn1kmABCZ8GLGirnn+TzpmcWSaLGc+mvIuV5X/2Eg0NTaukdVPbFSbLZdK+2SoMf9vbn2OYTXvxIhZPCF31wlQsiQpnNe4msG4JLsqfK5E1E5NH8+ezjOnz+dxISnRyz5bdpVMhMB7Ouqvab8rf3d3ctJn+3tukACHyXIoy1xAI4H2jr18/a14lGOwILg7GLrZxuMnHZo07Z9rq57J5i9T5rqu/6mgcreawTtz93ZuwXiHQHxajXccrwzRXHhClX8Z794u8JGBkPlPug7RO2/rNrfTk0lCH/u1u758/3RQO4M6YH7Zhavk9RYAEhSxXsD4Vb8z6uzu4qC2bvE+OPW3yUXTzxR+ZKRvTMmJCUtb8x55S1LsBPef4y44vrY/ml3ypiQmLAUgK4rzS3bASzuvvVT53Pt9lT3y1kIIZErYv6QEEKGhmOB1i5dAZBz/gXwcmmRsaFMGC7153t2jytnXdZNiZIdQJ3SeUPFe2+5i80OKrKFStD3MGJm/Ijq4EU9DsIHZi/QnS4AYkOdXJjfr2GGHXHnNvWTD4xtZdos3/WrIAzIhYReImgvy+hgAFgsFx8IsAlhN7/6fJgINlkTv+kX7w8Ik7qXwXPwI4L2qkX7s5UXigj7ryZUwS6hXxfAA9CLBfZWvKg5ALTG7K1Z/r+ICa/svVNjdxVZt7aKACQoj3hXj29+3KhFJwiW9LTbL1/4pTf71z9urTAKsj6aNOebrun9GEBi4tXGRlPTZwAWxnWXwdMy32kq6scTEUIiESXwhJBBFVoAf74KdszbJVYeB8Dtdi3z3MXDhqH5UWmbx66ebk8GEODa92o2/VvtVo2HfRIQllo131GfG0CWJS5ZOm8LslCNhgLfeZfBA4AoBhYHr7atWz9jfn+/BRpmLDu2ip9vMLb5nAW+5deDDUiJNr5H0t+2QGEAkKwL3wiw1Ij8UWejdOGOgPSoX1ikMXtwJ69m2t9l9T+t+maZt4VpjTtN62zzHARgtSQ7HP256JofFvV3LdAYAHfc9oOTV56o+x8eTh9lbSpuKbBsbxMBWHjXY75bZmsfAZCkmFGZDy5etG9qzh+qxIR7Kz8J6BqAVXHj/y35sv6NISnxKsYEAI1NmwEsjNODPyhqxnvNRfTJT8gwRwk8IWRQhRL4yedJ4KXSomBd6wlTBmhwL0KlyzHrs275elzwYvql5vyf1n5pbkgRKrerTgcHMN9xZgf404XuMRX6mnt+QyV7kjZ6DADW1Snn7uynMMOL5cvPrTu3Gtvikqv161cNSPauQ/+HrH0aLDjPxmnSNwKRtXT8HOK5cI0iPuoTVqiI7/5aOpi+XdSet2p/l/nxsPugc7fuHYgF8Po+UXtfhgYAbIJeNu9JVezo8h5vbrnUj7I6pfMNd1F1oP0S36fZ33HjgY68DgmAlXc+5r9tqrbZbs/IHv/E0sUHJ0182mYbUaO0337iA4/mB3C5Y+QfRi4X+vt3QZZdsbEzAPh8J9s7SlwSz47SAUB31fmxpfV4/56OEBJZwu5vBiFkaLvgCLxcQvPnz8shyH/JuG5t8nwGBuBVd0Gz5jU7qMgTWgA/195TxalQIfrCHqfQG/xLlhn3myx7dwmetkuOMZxwbv18g3X3duORuPQa6WsrB+REAWhv/X/2zjs+qir9/59z79w7LZn03guhhN6RXux0EMQOuv7UXfuuu7qru65+dZt1XcWGFRWEUKwgHUF6SyGk955JMsnUW87vjzsZQgiQhDTwvv/I6869Z849M3Nncj/nec7n4eVD7hX1zGiJvU2AtltO1QvowEwQNY842aUCiW2OoEqg6az0MS+9rZUPsegz2Rt17SsgJ1L5A/PJtfWZ7elT3sfK33HuqZnBErvEFRVzq3KopOTjyxltgavh+rw1j5Vum5Tz+Ye1J2lnbd6O5L5/7WFzhisEgAGWPzrmTDDUDBuycsqkQ/Fxj2g0JgANknNZ4eYKwQpggC7gk+ibedItHhBBgbOUjZrmILz7gBi9piq1O86ooqJypaAKeBUVlR4lw1kDgCNsf20bRbOJtYktLQJADUYpMrqnB3clQECeCh63zG8gABeVPjOn9faIrjwO2dwL4C/kYKcQznn5a/QAMhw18qXc6aTgECF5GAAiifzubV000j4ApbrtP/JHDyqPpCkzNTfO7ZYTNRLpY55mMQBAwEwTmdnCVXiTwoAMlNh7XOzvzs2rryLy95z4qk7+hkNl779szwL4izjYUdBHS7c9Xbb7tyVb/1y+5+KyWf6ZlX9yq3dmmMQuFMAiLGyRooorq350OMo7N9RCl2V+fkqZ0ATAKgt/Kt+9IH9DgavDk2i5RR/9puy6YjIQgBfqXtY9t2zE76+ZsCMsbBFpLt7potLdRd+ddtQCCOWMX0bP9WG7a4YpMHCGslFTswPANSbPMvio9TUZApUu9EQVFZWrnt7/J6GiovLroU50KCmOibxvm1ELTdbp5vz5QWr+/EW4L8BtmPRJXZq6HrJDuGTpmK0SgJ9G11/XxixSS5Q8EZss5LnqL9mzc/J0yvMAuDMZbHFhVwy2t5Fl/Q+buOOHAYAQ5/TrpCkzuuVEVYz0AU/LGADQUHaRwEwTu+VEfQYSSJlZAvuYg5kjIKT5K+yEfJQV3+Gl93j5KKuUlO95zi6A14ZcZAH8/1X+4om9v1d74g9lu9qe56KQt2jkbZzyiBkrMfPdUzMsawgPWwKAUrGk9LNODLVIsMwvWF8qNAIwMu5T7LOWTM354v3ak5ecd/NQU7v77dzCEmYQAB+m8at+JbeN+r/AgKnnvg76SOm2fdYSAF4M/2XMvEjeuxNjbic+phEc5w+grv6gKDZN8Ah4Idos2Leac7vv1CoqKn0c9f5YRUWl51DC72hhD9YKLjNd2VDz5y/OEF2QYp9e4mrc0pjf28O5kkh1VDuoCGC0PpRcanFvstazDP7SWfTU6OUaNwkAKNVvXsc0XFrz92WYerNh3WpN+ikAIMQx8wbX6PHdcSKay4ireMXOjRjA3iWQwb+a6KIWzChJ86CLvd/FDJPQPKtJyxj5G058jZe3cbS+p2X82QXwFw6/f1B78o3qI5AiYHkElidgXfZJWeCCrNPZ9nMD8TKkzZz8izuCzUySmJuEll+76Kh7lI3iks8EoWNh82KhcX5+ijIpHMl77+l3+4fRNynVOmyy8Ez57nn569sz9Waz5R9KfXQT9wfl4YcDuXHB8ec3+7/KX9bXnwHAEXZV9E0XKaTSJRDCBAXOACDLrlrznhCeJuiVZfABkA1fqVn0Kiq/YlQBr6Ki0nOkXXQBPGlqZEuLAVCjl5o/f0nu9R+qbKwyq3dyHeBg8wL4cYaLOdgpeO7RL2FE34wwZoIUHAqA2Kz6lC+Jw9HZYfYqkqT9Za9h1Uq2MB8ACHFcP1sYMaY7TkWPs9IXPJT3yZ+y9zlJ9K8xo4SEy8wCQfOEk5klEI/RnZXIP7PSG1rpU56eYTq7srvDnM2fv8AC+B8teX+p2AvZH9ZbQI2gWoixcI7fXzPmmmPGxIPG+Wm6vxbwGyo1DWt5epwFAALmOpGZJbTqysurv3IWp7Pi2Ik7lSrr7aFUaFyQv77YZQEQznltiF0YzZnmmhJ/6XfnXf6DlTYHbGVTs794s/rIRdKURNFy7Pgd39A7GkgwgCk+wlTfNuaPPjWnvVF9BAABeSVixnSvnvgP1aqY3AST8ioIpKhNNZnKRKSKisqvEFXAq6io9ByeetqDtAHnH+WyToNSAEL/gd1UnupqYo4pMUhjALCnqTjbWdfbw7liOGyvUDYuvgBeoUUluUtH4AFQlrUvXEa9TQCYmmr9pq8hXWHBZLa40PjJu/zPO4kkAqB6g33uLcKQEV1/Jgp5l0ba1OxJHiVr7nPB/wo3nL9MjJSZJLGPOtm7XCSpRQH5PEb6khf/q5V/ZqkNALKc5q/rM+1yt0g4c93FBPwBW9l9xT9Ish7WpaB6AMy5v9YWEfsa2A+KOW4dZ8xkAFCCH8bS9Yk4Y2Ok8z7hgf1f1Gi8AdTV/XLi1P20Hau7S1yNc/PWFzar901xi2J5H+WQL6t7JXzGR1E3KT+PDiq+ULl/Tv76nLZ+JCmVTp76fxXW6u+5xwAQ4M8xbbylWxrznyrfpWz/PnjsMt+BlxxhlxAYOF0pJldTuwPA2Sx6MbpRcv5kKeiZYaioqPQ1VAGvoqLSc6Ta3WHMNlPoPfnz4sAhPTemKxaeYe/0SwZAQVfVnurt4VwxHLKWAeAZdrg+5JKNk7R+PMOifSn0CtTb27b4NqrVAWCL8nVbv7uMwfYoxGHXbv/RsOZTprYGAAgRk4da731ITBrQ9SeTiLSek3c1Z1YPl5h7XDD8utW7BwISL7O3uTQPn2N0BzORt3Hiq9pfPq9+8Mj2h0q2zs1fXy3auvbkkmS1WE5CWQBvSGh19IzDfFfRt07KwLoIsi+AaK2cOsaWOsb225g8RvczuBwQu0Ginx2Xb6imACSCxwYxK0yah7K1k47rEw4aZp3U/zZb+145d9DCumR4ew8eOfwzhtECqKr6IS39EVw02aBMaFpQkFIkWAAEawxfx873qHcPs33OCcUftpVPy2kjFJ+V/WJ1zbZv+SdtxAfAzQHSSO/WsfoT9sr7i39Unnib36Cngsd16P28HHguQCkmZ7eXNDZlTvTx+NhFA0ipP9NjI1FRUelTqAJeRUWlhxCpnOU0AwjWGJTYSEuIpYEpKwFAvU1SWEQvjO8KZLn/UI6wAL6qP90ouXp7OFcAea76KtEGYJguWM9oLtmeI2wS7wegXGiqEdtbsU8ODHbMWaS4MHJpJzwF2Poy3JkM4wf/448dUrJgZD9/2y132G+aT/Wtv6pdgJVIH/E0rTmzerrIzBO6pxTXFY4/ZWYJ7BMOZo5AQt3CkohkTE7Ulp/u3Lzz9tgs/9nZ63KdXem2UFd3oLkC/KRWhyoE67KizXWCAOtCSBEA/DV0bbIzmKOhPP1bZMh7iV6cMcVH++7XJyqnmCkAkcEjI5i14Wdj9FaJnGxi1lZp/pzHz07VJR403JSq/3f9DCStJ4QFUFq2NjvnpQsNr0xomp+/XjGZD9IYNsQtTGqroAkAH1b7SviML2PmhnNeAJxUeqFy/8356844zEqD0rK1+QVv1ZGwnzQPAGAJ/hTd+le0SLDcVviNTRYATPaK+nfY9I68l11AUIss+ggtjdIqy+CDQHVbLHnqz76Kyq8TVcCrqKj0EDnOOieVACS3GX4/k9GcPz9IzZ9vJ6Gc8XrvWABNsuvr9pVi/pVzyOouVTWmHfnzCp5skfT2LYNXEOMSHNfepGzzP+/UZPTdFAmm3mz4+nPd5nXEbgNANRrnNVNtyx+UYuK643S0mojv87SEAABLmQUCM1W8lJngrxsOhwcWL7th7dzpq1OiMlyMO8d7TG3EOwfnrN902+bvCtJq25shcknMzRXgA851sLNIziUFG4tdjXDcADEegJ6hqwc53M5qAIB5Pv0+DZidsvfWkeYgAA6NRG+3r5xrOzTK/n5/58ORwhRfyffceTO7TA5bmA/KNStKpusT31N25ua9XlD4zvljKxea5uevz3c1AAjRGDfHLbqQevcwyzt2d+JtS/3cSe9HbRUzc798o/pIneVEesaTADbxf3IRA4BbgoT+hnPC72bJsaRgo5LjMEQX9Gn0zUo+Tk/Sahn8RKUaPCUQI51U+rExr4fHo6Ki0he4dPzhimDNmjWrV69u89A777wTEXE2mudwOD7//PMDBw5YLJaEhIThw4cvXryYZVv/IndtMxUVFbRIQm7TvFdzJkPZEPon99yYrnzuDRj2rSUXwIfmU8sDhlzSVv1XTgsHu/YKeI/hYrqjZmpHnKuEoSOZ2hr+yAFQqv/xG5uXSYqO7chgux9J4o8c4PftIs0L9aWoWMd1N8n+3WWvTfMZeS0POwAQPZhbBRLza7Ssaz8HbWVvVh/dqlSaCMDhgNJ/C77/qJg5JTOONDAAQh1eD58a70wXiwdaoybrz1ak6yy1ZnfCSMsF8C5ZWlH8w2lnLRxT4BoKgCV4r79z9LkJ57SBTP86SbHNt3DOOyatEyCuFefF6XRxOnl+82VV6GBOWZmTTcpf1iwAgJOSV6xL/pOQlZv7TwCZZ/7KcX4R4bd6Oq8WbYsLNirqPVCjXx+7IFHr155X5Mvq3oq4dqFP0hOlO0qFRieVXqzc/7lkvo/11VPDbm45KHhCn4o+Z/W7g4p3Fn6jZDeEcV6fx8zxYviOvZVdgY9pBM8Hulw17mJyPtxXVQAAKRpczsaG7Ft8u2GFi4qKSt/mKhHwFRUV7WlWU1Pzwgsv5OfnA/Dx8UlPT09PTz958uTTTz/t7e3dTc1UVFQU0ptryHlKc3lgLA1sRRkAavKRwy7tDa7iYZIxcqA24LSzNstp3mctnWSM7O0R9WkO2dwR+NHtj8DrPBH4Dgc5ndOuZSz1mqxMSJJh8zrr7ctlvzbsG3sFtrhQt/U7xux+UdRgdEydJQ4e1n1nlE+w9BvO7VDmR5nbXSRQXfR+QQ7ayv5ZdXBvU7Fnjz+ruzdg2AMBw00jtLjBRbMYxwGiKeAIhVbShKX5iGkg4TIZKzFDpc5lWIpik8VyCoBWG2IwuEupUdDHyrbvbiqCawScblX/z3jnDf7nus3VE+kTHnUEgKiTl09af9i3FHYsLtzwdewCf1bnaRijk2N08pzmr0Keg5l9SlctkP0N7JHgp4dH1xUWvQfQ9IwntHyQEoKuFm0LClKURViBGv2G2IX9dZeIvbdihlfMnsTbnq/c95k5nYIWsP5/Dbw33DpDlDQA7g4V3dnpAACZ0geLtyg/FyZW+1XMPCUPv+chhAkImFpevl6WXbXmvRNMNyv7NVKsCOxsKjKLdn+N/uKdqKioXGVcJSn0ioB/5ZVX1p5HePhZMfDaa6/l5+cnJyevWrXqs88+W7lyZVRUVFpa2ocfftiyt65tpqKiopDW7GB3fg05TWaaO39+QLKaP99R7vF3e/59WHuyd0fSx6mXHIoTdTzvG3yeC8OF8Mw3eSwYOwAhjpsXyuGRAGC36dd9oaSp9y7Ebtdt/daw5lO3eidETB7atOLBblTvFPIujbzJrd5JJNXcp6r3C7K7qeiGvLWz89Z51HugRv9syDUn+q94KnicidUCAAHpL+vvlsT7bTuScu2suzwbLWPkjZz4mlbepaEdv9bq6g9QKgII8J/s2flc+c9f12dCTID9OmXPk1Guu0PPiVfTaiKtcqt3eFHdCvGZkeO9WR7AKXv13Px1laL1QieN18kvxLnXcv+tgA+KfzE0ZB4AWRaOn1xeX3+oRrQvKEhR1q4HavQpsQsH6DozEWZita+ET3+ZFgZIDQAkOaRYGg9Ax8iPR51T3+7Zir1KZhPPsB9F3TSoU6frKloug4/TyeFaAJDFYFCtQKXv1Sx6FZVfH1eVgI+KitKdB2kWA5mZmampqV5eXs8880xgYCCA8PDw5557jmXZnTt3VldXd0czFRUVD0oAkydsgta31SFNpjt/Xuw/qKeHdeWz1G+gck//Y2N+mdDU28Ppuxyylcug6Ej+PAA/jS6C8waQ7XKbOHQIqtHY5i+hPr4AmPo6/ca1pBcLy1GqSTtp/PAt7uQxZcpMCgq2LrvHftN8dIdZnXJOCfJGTt6lUZzFyUCJvccFo6reW0NBtzTmX5u7ZnHBxqM2d15hBOf9f2FTjvdf/kjQ6DZtF/VhzLRbQ5+9betzw3eU6i3uvY1E3qWRXtXKGzha2YEp0brmBfCe/Pn/1RxbWXscUhis85WbxsVB4h+jz5G7tIyRPuKphQCAL9WscCFYHmcIT4ld4KfRATjjMC/ITym/8K/ToiBxlp8EwCzg+ULt0CFvBwZMByBJ9p0n75+X96Wi3gNYfUrswoGXIafz8t+IKP/k5ap3Z9hPwDkdIABc/IGV5n0u2f3FfLvm2Hu1JwAQkNfCZ07xiur06bqEoMCZSjG56pptACYHEAAyCKRwABsasnp3eCoqKj3P1SDgXS6X2Wz29fXV6XQXabZ//34Ao0ePbpnfHhISMnDgQErpgQMHuqOZioqKQo1oV9y/+2v9uXP9ppmGeraqAoDs4yuFdEBZqSgYGW6JzwAAIpU/Maf29nD6LoebRdEYY8eWaSiuDZ4yCh2FGr1sC5dRnQ4AW1Kk/X6jIp57GKau1rD2M/0Pm4jdDo9Z3Z2/kSO6U5+IRP6cl0+6v/LMZIldIkBzBat3qywIHZ/HuTgSldfXn5mS88Udhd+csFcqO2N406sRMw/1u+v+gOE6crEFjzzDvho/gxknTrjx/QfHfXPU3230AJHIJ1lppVb+nKfZ7EVLs7mpNTdXgPebCCClIev5in2Q/WBdAvAAJvtIbyQ6W04J0EJG+oSHjQAgQZRd4YK/+0zD9SFfx8xXEryznXULClJKhcYLnfqleJeOoQDWVHH7GvXDh60ymYY1MMbnfeZkuZoABLD6DXGXpd5rarZn5/wDgJ46l/svJUICABCnzB98s/rIdXlrUh3Vmy05z1e434S/hExY0gdWmHOcv8k0Q5+2NgAAIABJREFUDIDDUdrUdGayv/vt18sJAPZZS6u6upSgiopKH+dqWANfWVlJKQ0NDb14s9zcXAAjR45stX/kyJFpaWnK0S5vpqKiopDmuGD+PHfanT8vDhys5s93jhUBQz80n6Kgn9WlPxk0tuetkq8IPA52Y/UdmydK1gVuacwHkOaoGaJro4bCJZEDg+zzlxi+Xg1J4jLTZf9A18SpneincxBR5A7u0x78Gc3BfzG+n/Pam2RT6+rZXYwEaS1H8xkAYMHeLJCRvZd9cBkIVDpsq9jZVLSjqSDVXsMQEqoxRnLeMbwpkvOO4k1RnHcUb4rkvPkOVsMTqbyu4czr1YdbloJL0Po+FjhmsW9/DWlvlIUh5MWwKWGc1/PMvo1Rp0fUhf0pb/KUwhjIBBRyDoMchgRoyFiRGX7Bj6DFAvhQgyFub1Pxw6U/UVkP6xJQA4Bxemm1v4s7w8q1QB1DzQRmQi3EnVsRJrN3CjCcM08wTB+8IXbhooKUGtGe66yfm7d+Q/zCaM50/tnjdPLjUeLLhRwF/pDL7x7hHTfs099lf1jK+AAwUefaqJsuR703WbNOnLqfUglAbMwDT9vnKQMd7Zt3VHZSIN1Rc33uWgIoeTorAoY+EjS606frWgIDZjY0HAdQU7N9SsJYQAZgool2bJOovLkh+76AbnSvUFFR6WtcDQJeyZ/39fVdv379rl27KisrAwMD4+LiFi1aFB8f72lWVlYGQEl3b4myp7S0tDuaqaioKGR4LOjPqyHHZqYrG6LqP99Z+mn9pnhF7W4qqhZt31hyFvn27+0R9TlcsnTcVgnAX6NP0rXLvNqD56JNs1fDd2DnBiBFxTquvVn342YA2l/2yD6+3eoY54Etytdt/Z6pq1UeUqOXY8rMnjg1hbSRo1mKeqfsMpEkXmHqvUiw7Ggs3NlUtKepuEk+W3BborRUaCwVGj1TQgoEJIQzRHGmaN4UxZkiOa8o3qQ81J4n7F2y9FX96TeqjxQJFs/OAbqAx4PGzDMlsu2W7i35beDIEI3x0bJtx/3Kl45aO2lE1CdV8wzH9bASALSW0B84eSdnHS9oJlBoWz+9rv4XzwL4zIbaf6UduaFxQFztlFirT5xNTnDQQAcAvu1PMUpmbnehrTzIQbqATXGLFhVsqBCsRYJlbt76lLgF8XzrhVQAfhfuSqlmz9iYXDvzzyJsE3YWMz4AvGXbH2s/t9q2SaNTWNbYiXdGEOqOHb9DFC0AAgOmlQW/8HMGCyCEpykDYo7Y5j9Wur1IsHhyK240xb8UOqUTJ+omggJn5ub9B0B17faZw54O1pIqJ611+kLLAcKGhixVwKuo/Kq4egT8gQMHDhw4oNFoTCZTSUlJSUnJ/v37ly9fPnfuXKWZ1WoFcL4/vJeXFwCbzdYdzVqSk5Pz6quvnr//pZdeMho78w9JpaswGo20NzJaf1VkVTYoG2MDYnx8WsT9aqvl6koACAjy6pfU/g41GvfPl7e3t/rxAXg4avzu00UAPm5IXxEztreHcwlYlmUY5pwroZs52FjioCKACaYoX582xMNFmKCNRxEAnBHrL2vMk6ZSm5Xu2Q5K9Vu/JaFhJKFf53u7FLTRgi3f0hNH3Y8JIaPHMdfPMV50udnFYRi3sNRqtRzHXfjcsK4TxVQJABh438Pzgzt/UpHKzxftzrBVJRuDhxhCkg1BSfqA9kenO4RNEvZYCrfW526py8m2t7FiIlrrwxO22GVxymKrQxS0QrBWCNbDzcUOPITyXtFan2itT6zON5r3ccjim2UHS1xnpfswY8gzUVPm+fdnLi8L6V6fsTE+gUsz1zVKzp+Z4mkxn3533R1xp30deySxlAKAA7ZdInaDG2TQT2G5JEa2UrmWyjVg07ySS97TOxK8jw9l7boNWNbc6wVL0xEWjD/h+jGGeTzhL+iFPgY+O03Lr0v7tNhpKRUa5xds+DH5joGGNqoVvjOUzjwgUeCtUi31Ahj4a/g/1qwJFyobGipT0+6dPGkT08FybrIs7Nm7xGbLB+Dt1W/SpDUzjngBFMCzSWyon2m23+BpoUl/LtyxsvwIBR3rHfHloCUG9sKXd49jMk0/cTLI4ayuqzsAap8coFtfJomUBJF+1TTjsK3CoiNR2jbyGnoRSqlqCKWi0k1cPQLey8vrkUceGT16tEajsVqtX3311aZNm1atWjVo0KDExEQAgiAA0Otb/4MxGAwAnE6n8rBrm7WksbHx0KFD5+8nhFzsNkil+/FIQZXuI9Wu1K7FSJ+Ilhe8lJ6q3Buyw0ZoOvVFUD8+hfnBg6LzfYocDQcaS1IdNSO9+7qbACHEowZ7gINWd7B0km9MR39ykzRB3qy2UXKeslZqOA3BZUism+YK9Wb51HFIEv3qU+63j5OgkM73diEcDmnfbnHPDjjsyg4SEcUtXEoiO1DH/uKwLMuyF0wXb9zscuxXHOfhc7tOP6LzX1KZ0hWZKZ9XngTwjdnt18Uz7CBD0GBjyBBjyBCvkMHG4CjtJSZWrBJezhIsIvoZSZIX6WdkYgyEbf4k06xVW8zZW8w5exsKHecpcwPLTfONu94v8Qb/fkmGAAAUtNzZVOCoK3Q2FDjqCh0NhY76Qkd9vqPu/KcDqHBZK5zMIYmHrINshGwEFwHOAmCsKfIvMVNnByRd1nXVghuD+u/Srbg59bMKV1Ox0zLt9EebB98+cWK0K0ey7RIcp0TIAIWQLgvpMuFBm3MLTJh+EQlIOLABDBvMaAIJG8Roghg2iLB+TDvNlAZwwXtG3Dfz5Ed59rpyV+O16Z9uHXr3MK/Wix+nh+C2KNvqYkIpC/t1/r4btw27J8oxa9uOWaJorajcfvjo/RMnfEY6Mn1z6PCjlVU7AXCcaerUDT80BByudwFIMJL747QcAwB+HPd2/zl3hg0/ZCm5J3SEj6bz803dRGjorILCL2XZVVm1c2rAzevLJACJ/PBqZwYFXV93+g9Rk3p7jOcgyxec91FRUblMroYb31mzZo0aNSo6OtqT0G40Gu+99966uro9e/asXbv2mWeeAeDt7V1fX2+321s9XYmWe2LpXdtMRUUFgEuWMm01ACK1pgDuHLNr6dRxZYMd2tpRQqVDsIR5IHzMM3nbAPyv7OCH/ef39ojayz6z/GGhOMibeTheo+02Rb+voUjZmOjTYRHLEDLEK2R/Q1GdaC9yNMToOhbAPwdCuKV3CA31cmE+7DZh1Urud08SY9eVmHY5pZ93S3t3Ultz1S6tVnPdzew1U9BT0yXWn1zWrW5RaFqk1Y/r/J0GBX0w+xtFvbfEJUsnmipONFV49vhp9IONwUO8QoYYQ4YYQwYbg1tqsEYRsw8499Seoyi0DIJ0LpatN8sljXIF2DowtSBn5fdgY/D1/v2u90+c7BOjO9cBnoCEa73Dtd7XnDfmSldTWlPDoQbbqQYxx0pLHVyd0+AQvUHPnTYSBgboR/93qGZZaFzH35hLMNI7bN+I39xw6tNse61ZsF978pMvBi2enziQT2QlM7XtEez7BdlGgbPqvSU2Vsg3ugr1Xvk6UmjEipHc5P4a1vdyZxhidb67h9878+RHWbbaKpd1xsmPtgy9a7R3RMs2tYLtpPglmPmQDRBjHwu+f4RXALzCJk38cveehZSKBQVfaHm/MaPfaudJs7Lfzsp+BwAhzKSJX3iZkp894lAOPT+A4879TkwwRU0w9bLn/IUID7+xoPBLAGVlP0wdMEfZ6RLcfpxfVaX2NQGvoqLSfVwNAj4uLi4uro3/f9dff/2ePXvy8twVMv39/evr65uaWlcxUfb4+fl1R7OWDB06dMeOHefvFwShtrb2Yq9QpdtgWdbX19disSgpFSrdRJq9WqnQM5D3b3m1M7U1hooyALJ/oJnXoiNfBG9vb57nAdTX10u9WJerL7FIF/83wrqo9EXFqad9x/j1vSCSBx8fH0mSNhfbXivmfrEogVzpnVznywmumX5dH7ehoHvrCwDwhI0XdJ34yR2g8d2PIgA/l2d7meIv2f7ikLmL9Z++zzTUU3Ot48N37EvvopedSEIEgTt2iD+8H541XISISQOdM66n3ibU1V1m/wpardazUuz8KWwA8hFW+tb9Wphpon2I034Z/9/+XL7nvZrjAAjI82GT/Fn9aUdNhrP2tKOmQjinrnidaN/bULi3odCzJ4o3DdD6D9IFJmhD3ytMSmtqvebbKaPExgPBQLBnJyEuH84ar5fHeetGGLkEjRwvUGtdw4WKmAsyipxMjp3k2JkcG8l1kGwbUy34A/6XfHW19sjfHkN9XMOS4DaC9peJD/Bt3KJlBZuP2SrssrA4fc2/wqfd7T8EgO8cX24mbdxvlw4xpImBSSYBsOlyc+tf+yw4Zou/dwWTCPuNSj//SXQNCbXXy0BnKjC0Rg9sjFm4MD8l01FrFuwzT3y8JnbemOayjnWiY2F+SpqjGrodsM0G8Ga2fpl3rR8Hve6aoUP+e/LUQwA9k/U/ICA+7pFLnq6u7sCRo48r2/2Tntdpx/8vo+FMEw8g2Uiv09VfQTdfet04QhhK5ZLS7xaMYfx5YnbRtHpNbKB/gct8rLH8UFnu+SVae5GLZOioqKhcJleDgL8QISEhAMxmM6WUEOLr66s8bNWsrq4OQECA29q0a5u1hGVZk6mN9LTa2lp1BW9vobzzlFL1I+hW0uxnLehbvtXs6TRlQxiQ3OmPQP34PPgzugW+SWvqTjuouLou/beBfTSpQaZIKZf/kSMft5wzxZDnYJam624OkF6IdUbpuvIzzXPV14h2AMP0wVqwnbhgkrXuDK9Ue/X13pcbMqU6vX3xbYbVHxGHnSkt5r9Nccxd3OkSDEQUuJPH+IP7iPXsnLIUG++cPEMKDQfQhVXrWr5157+NcgYjf+eu986Mk5hp4uWc+f8q979b487QeTlsyr3n2nSZRXuGszbTWZthrzntNGc6alv6zAEodlmKXZafLOWwJkPSAmCIoDfstsoEkj8kP9AAyK3T5Sjl6138MReONZzdGczRRIMcr6MJejlWJ9eJJNfO5NqZbDspcjJCO2acAjnaTy8n6GmCXk7Uy+VO8kIh3yiROgEPZfEba9hXEpyhfBf/jvkzug2xC+4t/mFbY4FE5SdLd5QLTU8FjwMAjpJRombU2calWR++XFe73RgLIRS265Wdj0e67g4Ruvb3NYjVb4xbuDh/Q5qjxiI5F+dv+CJm7jXGiHrJsahgQ6qjGoCPLiuOsZ9o0tcI5PkC/rVEJ4Cw0MV2e2lW9osAzmS9wHH+kRG3X+REdkfxseN3y7ILQET40tiYBxwy/lPszoN4OtpJ2riE+y5KMbmGhuN2e0mjJWOyf+KmCslJyVh+VIHrJwAbGs48GdSH3E+upDdXReVK44oX8Dabbfv27QzD3HTTTeTcu5+amhoA0dHRyv7o6Ohjx46dOHFi8uTJLZudPHkSgCeG37XNVFRUAKQ7my3ozy3BxWVlKBti/0E9PaarlBV+Q9bUnQbwkfnUgwEjLtMQq8sRZKyv0fy3lMuynU2aCOXp3aHit7VsupUB8F0tu6NO/3iU+NsIgSddcwt4qNlUbKyhk9YAnvKHnov5MpH9A+0LlujXfk4kics6TX/e6Zw8o6OdEEnSpJ3U7tvVWrpPmi6FRVzkid0BzWXk9Zzid8YMl5gbLiut6bXqw69XH1G2/xo68d7zTLb9NfpJmshJxkj32UGLXI0ZjppMZ226oybTWZvrrBdlHtZlkEIBgLhk49dWtsjTQ4jGONkYP5BPDEBElaDLtZMcO5PnYOrOG3iVQKoa2P0Nrfe3iY6hCXqaoJMT9HKinibq5QS97HPe3da1/tITOdqd9SyArWZ2ksXwYpzr1uAuzgUzMNxn0bOfKN3+Zf1pAP+pOlQuNH3ou+j8liubqrYbR0EKh20+wAC4NVh8OqZbctOUiu5LCjYdt1daZeHWwk1vRV73ZvWRU/ZqACZWuzZmng/BlOPURcnqSs2tweI4kwQgPu5Rl2AuKHgboOkZT2o0PqEhs9s8hSRZjx673SXUAvDzHZOc/CqAj8o1JU4CYIy3dL3/lZe35SkmV1b2w5TARzdVSABM6AcoAj6rTwl4lcukpKSktLRUo9GMGjXq0q27vx+VPsUVL+D1ev3atWsbGhpCQ0NbXZo7d+4E0L+/u5zS2LFjN27ceOTIEafTqdW6U+ksFktqairP81OnTu2OZioqKgDSm2vIDWpRBJ6trmJqqgFIgcFyYGdqa6ucz0hD6Ah9yHF7ZaHLsr2p8Frv2N4ekRuHTFZXsv8r5YqdZ1edxurkhyOEW0MkntDHIvFRBfePIt4iwi6Tlwq5ryrZlxNcM3y74D7b42DXaQE/SBfIEkaisied5PKRImOcN83XfZsCSvkDP8veJmF4u+tOSxKXdlK7fzdpajy7LyLKOXmGFBXTVSPsAMWM9BUPxXV+gMzMFS5nvfS7tSdeqvxF2f5D8LjfBV76vpOAxPCmGN50I9wLHCpc8oJ0bY7EA9AQwddncw0t4hl2nCF8ujF6hnfMIF1Ai1XdZ6P3ZpHk2kiug821k1w7ybUzeQ7ikNt4PQxBBC8nGmiCjibqJUW3R+poe156pJauSXZ8Uck9V8BbRDSIeDib31TDvpLgDNd2ZehSQ5g3ImeFcl6vVR8GsLouoz5D/DRhXss2q2uPreYHQPaH7RaAAzDdV3o1wdl983++rG5d7PxlhZsP2crtsnhv0ffKfkW9jzSEAvJjUeK/ijgK/D5Xu32YjWcAYEDS3wSXubTsK0qlU6kPavlAP7/xrTqnVD6Z+kBT02kAWm3o8GGrGMI3SeT1Enf4/S/dMzHR3XiKyZWW/zBlpHtpQI7Va6Au4LSj9ozDnOGoHaRrIwNU5Urk3XffffHFFwMDAy/TzL+r+lHpU/ScA3A3QQi5+eabAbz++utK9BuAw+FYvXr11q1bvb29ly1z10EZPHhw//796+rq3nzzTWXFrNPp/Mc//iEIwpQpUzyF3Lq2mYqKCppT6PWMJp4/6xTNZrrz56UBavn3rmSF/1Bl48Pa1tZfvUKTRP5bwo08ov9Tntaj3gd7k4+HkgMj7XeFikqYXUPwmzDhwEjb0mBRkQ1KRv09mbpix+XqCCUCT0DGGsI714Pn6i10WRqltoy/OoUwINk5wZ3GpduxhS3IvfRzJIk7eczr/Td1W7/1qHcpIsp2612225b3jnqvZKTVPAQAIPEyc4twOTcXn5rTni3fq2z/NnCkO+W7g9QIZEm6McfGA/DR4Nsh4unkG7MH3p894P6U2AUPB41K1gVeyJPNX0PHmORbg4U/x7hWDXDuHmEvmmA7Ptq2Ltnxr3jno5HCMzHCh837j422rx3keDneeW+YOM1XimqfelcgwO0hwt7htpl+7lmqbXXs5BOGL6q4rk0+JiDPhEz4Z9g0pbz8d+asG09/YZbcXm47mgp/X76PUgOsSyAbAAw1yqsGOLluvkM0sdq1sfMnNudQAPBm+a9i5o4yuK3pH40UEvUygEwbebvMUzqOJA96NShwFgBZdhw9fntjY1qrnnNyX66q+hEAw+hGDv9Uqw0F8E4ZVysQADN8pWt8rrzwOwAfnxE87w+gqmrvYIPVm6UADlmYeSZ3pGpDQ1Zvjk9FRaWnuOIj8ABuueUWu92+YcOGZ5991tvbW6/XV1dXU0q9vb2feOIJZbG6whNPPPHUU0/t3bv36NGj0dHReXl5LpcrPDx8+fLlLTvs2mYqKr9yKgSrcqc4UBfItqj9w2VlKhtC/4G9M7KrlAW+SX+t2GuWHDubivJdDXH8Bctr2WRiFhDOU6Z7Am1mkbxXpvmwnK9vYdE1ylt+LNK1NN5bEsXzbEARxNG3+jnvDBH/mMd3VUa9WbRnO+sAxGt9AjUXLFV9SZJ1gdnOOgqa4awZ19mJgPNxXTOVbajXpJ+CJOk3r7MvWy4FBbfdVJI0p9O0+3czDfVn90VEOSdNk6J7b92WmYifcnAAAImk7K0uXIZ31dr6zD+U7aSgAFYEDP1r6MROdFIlkIVpujM2BoCvBl8n24d7yQB82U7aOhIgUksjtdLUbvAIC9fSrwY5vqri/pLPN4iwiHg0m99Yzb6W6Izo0lD8ioChwRrDAyVbnFQ61FR6c97Xa2Pn14q2FUXfi+BgXQLZD0C0Vv4y2eHF9sQCZiPDfRkz9+6ib3c2FXmz/JqYs4Z2AHhC/53gWpimo8ArxZr5gWKsTgbAMNyI4R8dOrKovv6QKFqOHFs2fux3er27ukRl5Te5eW8AAMiQwW/6+IwAYBbJO6UaAAT4c2yXTcD1MISwAf7TyitSZNlVU7VznM/MbWZik0kSlwzsB7Ch4cwzIeO7qh6hiopKn+WKj8ADYFl2+fLlzz777IgRIwBYLJZ+/frNnj377bffbpVUHxYW9sYbb1x33XV6vT4nJ8fX13f+/Pmvvvpqq6pvXdtMReVXjmfNcLL2bGofW1XBmGsASMEhsn9g289U6RRawt7hPxiADLqq9tSFmlW4yPij+hFHDPEHDTef0j2dp/2iijtlZVxd4QFf7iLP5vMjDutfKT6r3qf4SimDHT8Otd/gL138BnOcSdo2zP5SvMukAeDOqJ98TLejvjPS8LC9QhGEY/WdzJ9X8Dg4dGEWPQAQYr9+jqLAidOpX7+aNDa2biNJmrSTxlVv63/Y5FHvUkSUbcmdttuW96J6pw1E+pSHlQBAsMzc7gR/qedcmG8sOY+UbpNBASzzHfiPsKmdkCIVLjIv1a3e/TU0ZbBbvfdxbg0W9o6wXdscit9Zz04+rv+sUtO1Mnq2T+K6uAV+Gj2AHGfdjblrlxVutsoSrPMhhQHw00hrkp3BXZwBcDH0jGZ1zJzPY+bsSrxtzHkrXCb5SIpFv0MmT+WevbYYRjdy+GdeXv0BOJ0Vh48scrmqAVgaU0+l/RagABLinwwLXaC0f6OEa5QIgLmB4lDjFXA9XIjAwJnKRln5D9eY3FdLgdU0XB8CoNBlOW6r7LXBqaio9BREdYnsdVQX+l6EZVk/P7+Ghga1jFz38Ub1kRcr9wP4R9hUjxOVds8O/uDPAJyTZ7jGd6Z6rclkUsrI1dXVqWXkWlHssozJ/lSisi+rO9V/hZ5pI9lqWYZuW10bephjMEAvDzZKQ73oEKOcbJQ7FIsrcDBvlnBrqlhXcyoxAW7wlx6NdI3yPnvf7OvrK4ri+ZU4W1EtkOcL+LVVZ2VMJzzqX6zc/0b1EQCvR8y63a/zdonbmwpvLdgE4A6/5NciZna6nzYhdrvhi1WMuRaAFBJmX3YP5TigOer+y16m/mzREyk80jV+kpiQ1LVjaA9arVaZpLbZbLYau7SKpzUEAPypZrkL3p3/X7a1MX958fdKvckFPknvRF7XMmGnnZQ6yYI0Xb6DARDI0fWDHYMMV5haW1Ol+Uu+1jPtNc1XejWhi4sylGvFm1I/L3FZAAAEthshDAPAw7FxCB1j6lvvWK1ArjluMAsA8F5/54LAs/k8Dkf5wcM32+3FALy9k4cPff/w0cUORxmAkOCbhg/7iBAGQJmTjD2qd1KiIdg7wq6k5V+huITanbsGUSobDFHG4aduOKkFMMtPmhy8/68VPwN4IGDEC2GTL9VNT8CybB9ZdJ2U1As/lReioaHhzTff3L59e05OTl1dXWxs7IABA5544omJE89mGz344IMrV65s9cTXX3/90Ucf9TzcsWPH2rVrMzMzMzMzrVZrVFRUQkLCfffdN2fOHIZh2t+P1Wp9++23U1JSsrKyXC5XfHz8Nddc89hjj3kcxFT6JldDBF5FRaUv43GwS9afdarTnGn2nx+g+s93PVG8SbGvq5cc6xrOnN9gdSWnqHc9Q1v5YwsyUq3Ml1Xc03n87FRdwkHD+GP6+85o3yzhdtazNcIFI6Knbcz/y9KOP6b/rFKjqHcNweIgcfdw26cDHS3Ve/tRMuq/GeJIbg6afVfLTjyuf62Ed7V7rbHHwW5M89razuGpJOe5pLsQqtfbF99ODUYAbGW5bvM6SBJ3JsP40Tv6HzZ51LscHmlfeKvt9hW9ot7PwQHpU05R78RENXddlnrf01S8osit3m80xf8v8tpOqPdiB5nXrN6DObphsP2KU+8AlgaLP4+w3dDskb6rnp1yQv9JRVeG4gcZgnYNvnuA4nbmmKSodwbSs8b3+pp6BxDA0b82J73/JY9vaLEeR6cLGzXyK2VZeGNj+r5fpinq3dtr0NAhb5PmS+g/xbyTEgBLg4UrWr0D4LkAP7+RAGy24n4k08BQAIca2TmmfgwIgE2WbFmNCfVV9u3bFxcX99xzz+3evbu0tNRms2VkZKSkpEyaNOnJJ59sZyeCINx2220zZ8589913d+/eXVlZ2dTUdPr06W+//Xb+/PmzZ89uf0jjxIkTAwYMeOqppw4cOGA2m5uamk6dOrVy5cqBAwe+/PLLnX2VKj2BGoHvfdQIfC+iRuB7gInZn2c5zQQkZ+D9JlYLgK0sN3z6PgApJMx21286160agb84u5qKbinYCCBZF7gr8baWh0qcZMpxvZJQ+t9+zluDxUIHk2plUptIqpVNtTIVrotp4zCeDvGShxilwUZ5qBeN1spHGpnXS/it5rORep7QZSHSwxFCjK7t2+V2RuA9iPSsR71CvE5uj0e9i0rxGSudVPLX6DMH3HeZq0MHZr5fI9p1RFMw6IFOKMxLwpYW69d8RiQRANXpicPuOSSHRzivmSbGJXT5STuEEoGnLtT+1yrmUwAwUHa5iwR1/r/YQVvZkoJNNlkAMN0r+vOYOTzp8FqJQgezIN3tdxjK05TBjn5XuFRbV615Jl/rqWk3xVd6PdEVpe2CF+Xn5ycIwuFq84N5xen1bs/Le5yPPjZgSET4ssvvv8uhwLxU3S8WFsA9oeK/E5wtj9bXHzl8dJEk2ZSHPBcwYcJPel0waoyYAAAgAElEQVSU8jDXzkw6rhcptIQeGGWP7FJbgV6huOSN9IwXAQzs//cnmx7fXc8C2D7c/kzl2oO2MgCb4xZNMPZ0FcnzUSPwraioqBg2bFhVVZXRaLz33nsnTJhgMBgyMjLeeuut0tJSAN98883s2WfLIj777LNtusf/85///NOf/gQgKSnpN7/5TWJiIqU0Kytr1apVWVlZAF599dXHH3/8kv1UV1crbtwAli5dOmPGDF9f3yNHjrz33nsNDQ0AXn75ZeVEKn2Qq8HETkVFpc9SLzlyXfUAojhvRb0D0GSmKxtq+L37mOoVlaj1y3HWpTtqDtrKPKZrFHgsR6uo9+v9pVuDRQAxOjlGJ88OACAAqBZIqpVJbWJONTGpVqbAwbS85y13kXIzu9XsllheLG1qsaTdyNK7QsSHIoRQvmtLYeE3YcK8QPHvzRn1ikf9JTPqT9qrnFQCMEYfevneToN1QbuaihxUzHHW99f5X2Zv5yNFRDlvmqcUlvOodyk03DVxmhif2OWn6xxUQv0Hdrd614K9Q7gc9X7cXrmscLOi3q8xRnwSPbsT6j3PwSxM05U6CYBwLd0w2BF/gZmjK4jFQeIUX+kPudrva1kAe+rZycd1z8W4loeJnbiOix0k28GctjLZdpLtFDKbqEX0A/yUo3Nc/54pvu/vd7RLX0GXQYD/JLimn9S7ZHxaqVkSJLTMFPD1HT1i2KpjJ+6UZYFh+BHDP/aodwD/KOJECgDLw8SrQL0DCAu9XhHwVTXbJgQ/qgj4/Q3sAp9+ioDf0JDdFwS8Siu+//77qqoqABs3bpw1a5ayc+7cuUuWLBk4cKDL5UpJSWkp4C/EO++8A2DAgAGHDh1q6br14IMPDhs2rKCgYNeuXS0F/IV44YUX6urqNBrNunXr5s1z15VcsmTJQw89dMMNN5w5c+bvf//7smXLYmJ6o7KJyqVQU+hVVFS6ke2NhRKVAUz03E9Q6hbwhIj91QJy3QUBaVFP7qyV3UflGuWGz5/Dq4nONp8bxNEZvtKjkcKHA5yHRtlzx9u+GeJ4Kd51a7Aw2Ci3Ki7lUe9+HH4f5To2yvb3OFfXqncPwc0Z9Z7U6Etm1Ct3tAC6xDc+WdecRe/s+ix6BWFAsmvSdGVbCgmzL7zVdse9fUe9Q0bDxw5nhgQAGsouc5Hwzkvl087aWws3K2X5RhlCV8fMadOv4eLk2Jl5qW71HqWjm68K9a4QzNFPBjjeTXL6aygAq0T+mKddkKYrdFzs5o0CRU5mWx37Vin3SDZ/3Ul93AHDyKOGpem6vxXwqyu5Q/XU0iIRfZL4xS3C3/T6KI+Rex8kySD/LtwFQKb4fa5WOPcTDgycOXzoqsDAmcOGvNeyLHyqldlUowHgxdLHIq+SPDt//9FabQCA+rqD472tys5fLOx83yQNYQBsasgS6VXyFbiaOHHiBACe52fOPMdCJT4+/qmnnrrnnnvi4+Mv2YnT6ZRlOTIy8qGHHmrlmW0ymaZNmwYgLy/vkv0UFBS8++67AB599FGPeleIjY19++23Adjt9vfff/+SXan0CmoEXkVFpRvZ0pivbFxvcv9nYsrLGEsDACk0XPbphqJMKs0s8xv4ctUvjZLrW0tuudAUxnkVOJjnC9xOzv+Ib6/XtDdLx5uk8c2Oxy4Zp21MmpVNtTKnmkiGjTGxuD9cuCdU7JnSU+NM0vbhdk9GveJR/1Ul22ZGvVIBHsA4Y5cKeEfNQp/uSst0jp8khYRSECk2HqQvVYSicG4k4nERAFiwSwQS23mdkOeqX5y/wSzaAQzSBXwZPdeL6bCF/RkbszBNVyUQANFaeeNgZ5ckmfcpFgaJk32lp3L5b2s1APY1sFOO656NFVaECgyBTFHsZM7YSKaNybIzZ2xMlo3Y5EtcNr4aJOmlAUaaIJ+Mzf9/BNTfrzMV+3qSJ6LFDTWafAeTYWNWlnEPnyvIg4NvCA6+odVTXip0TyU+GC4E9KC1frdCCBsWel1B4ZeS7Ix27tKSeU5KDlhYP0Y/yRi5q6nILDn2Wkume/Xd6ZhfJ6GhoQBcLtcHH3zwm9+cs3jwhRdeaGcnWq22qKjoQkfbv2bh+++/d7lcAB577LHzj86YMaNfv37Z2dn79u1rZ4cqPYwq4FVUVLoLkco7m4oA8ISd6uXOaeTOePLn1fB79+LF8It8+n9sThWo9Hld+pNB4x7J5pU7+zkBYksz5w7BMxjmJQ/r1dJcF8qovzNEfCXR6dEuFPSwrRwAT9hh+gsUV+8Inkpyqfaqy+/tIohxfSbk3gL5J418GABAoF9KhKTOXwMlrsbFBRurRBuARK3futgFfpoOF2k/bWMWpukUY8U4nbxhsKNrC6f3HYI4+tEA56Ya6Y95fK1AbDJ5Oo//slJDCLJsxH4pue7Hob9e6m+g/Q1ykl4eF+YdyIpNTQ4AmWdWF0AC4O/f1wW8ltB/JbhuSdcB+HcxNz9IuvhkzQELq1h1+mvogxGd/Lnrm4SH31hQ+CWARvPWkd5zfrGwZgFn7Mx8n6RdTUUANtSfUQV8X+OWW2556aWXrFbr/fff/957782fP3/atGmjR4/WarWd7pNSWlZWlp+ff/r06S1btnz33XftfGJ2djaAiIiIyMjINhsMGjQoOzs7LS2t02NT6VZUAa+iotJdHLCV1UsOAJOMke7YGqVc1mkAIEToN6BXR/er4D7/YZ+Y0yjoJ+Y0g3CN4gIVyNF/J7h6e2hdgJJRf2eI+FQun2FjAHxWqQnl5aei3aG5XGd9jWgHMFwfrO34yurz6af10xLWSaVUR58wZ+pJ5F0aeb8GAAhMS7UYLgi2TnZVJjTNy19fLFgAxPE+G2IXBmkMHe0kzcosStOZRQIgUS+nDHaEdc/Cjb7DvEBxko/0xzxeSQs/ZW07kd5fQwcY5SQ9HWCQkgx0gEEOOjf47KcjHttWs9kdYev7Ah7ANF9pUZC4vlpjl8kfc/kvBjku0vjFQk7ZeDRS8O6R5KAeIzz8BkIYSuWq6p+uiZWUH/Z9DcwtwQlPle10Uenbxtx/0xld8qOn0lX069dv48aNDzzwQG5u7pEjR44cOQJAq9VOnjx50aJFt912m8lkamdX6enpK1eu3Lt3b1ZWlt1uv/QTziMnJwdAaWkpuWiSl9lsvshRlV5EXQOvoqLSXWyxNOfPe8cpG2xZCVHy58MiqJo/3/301/lPMIYDqHTpXipy5yf/J8F51WSTojmj/s8x7imJ/xTzKdXuuemuzZ8HoCGMUnyrRrRXi53Vr1cg8iFW3uV+V73n8oZJXPufS4H6FuHPGtF+S8HGIsECIILzXh+3MJQzdnQ8J5uYhel6Rb33N8ibhlz96l0hgKMf9HeuGuAMbP4KB3J0ko+0Ikz8V7xzw2BH5ljbmXG2TYMd/05w3hsmTvaRgi78ZReEhsamDAB6fWRL47e+zAtxLl8NAPxUx35Te8Eo1E917EELCyBcS+8Nv6rC7wB02iB/v5EAHI7SEbw7ofqXBtaH1SqB90bJtaOxsDeHqNIWs2bNSk9PX79+/T333KNk1Dudzm3btj344IMDBw7cuXNnezr517/+NWzYsLfeeuvkyZOSJI0cOXLp0qXPPffcli1bVqxY0c6RVFZWtqeZLMuieLV9fa4O1Ai8iopKd7G1eQH8tSa3gG/hP6/mz/cQ9wYM228th+1ml8wAWBwk3hxwtVXd0xA8Fik0iOStUo4Cj2Tz0Tp5tLfscbAbqw/rqnMl6wJP2qsApDlqfiVJqvIpVv7Brdi5aTBe24GV6oKMxRm6/Q1sMEdHeMuDjK6NjUfyZSsIgjSGr2PnR3Hel+7lXI42Mksz9Eo98IEGOWWwI/AqmpBqD3MCxGm+0mkbk6iT/Dswl9Iac91+SiUA/n6Tu2xw3UwQR5+NcT6ZqwXwTB4/zVc6P7ouU/xfofsq/X2US0uuwssjPPzGWvMRANGO7zjmUUHGLxaWAgt8khTrmQ0NWTeaLm2KptLDaLXahQsXLly4EEB2dvbu3btTUlJ++OGHsrKyJUuWZGZmBgQEXOTpO3bs+OMf/whg8ODBL7/88rXXXtsyA3/Dhg3tHEZcXNzhw4cnTJiwf//+y3g1Kr2GGoFXUVHpFrKddXmuegDJukD3PTqlXHZz/nySWkCuh7jJO94kToEUASCQk16Ka9t5/irg2RjXjf4SACcld53WlTiJEoEnIGOMXSbgPcvg0+wXyKJvJLTi6vnfKmcy8kYOFACY0RJ/Xce00Oul/P4GFkCVQLaY2deK9fn1N8DyONv0wAh6325z8NFG5kIVBNrkcCN7S7pOUe+DjfLGIb869a7gzdKx3pel3gGY65rz5/2u6YIx9RR3hIhjvSUAFS7yUmEb00kbazTpVgZAgl5eFnx1xg/Dw29UNqy1Pw73kgFUCyTHztxoijcwHIAfG/Os8lVivH91UFhYWFhY2DIpvV+/fvfdd9/333//3//+F0BNTc2ePXsu3snHH38MQK/Xb9u2bfbs2a3Wz7c/Wt6/f38AeXl5lLb9+ylJkiRJsny1eYJeNVw9NxkqKip9ii2N7kImZ/PnS4pIYyMAKSKKenc47KbSObJtrNU2TtkeFnDU7/Lu+PsyDME7Sc7BRve97K0Z2lyHHUCC1jeA1XfVWQZftJIcrSHS/7TSSl4+ejWsPpVzGPlrDjIAkCESc7OAjpjip1mZ10o4AATgz4mCEkny22o2Pp3H33BKH3vAcN1J/Z/ytGuqNFk2Rr6wHv/Fwt6Srm2UCIBhXnJKsl2pr6bSOa6sBfAeGIL/JDiVepYfVWiONZ5zKyvI+GeR+2fuT9GCpi+VcehCAgPG8rw/AHPdL+O83F4AvzQwBoa71jsWgF0WPUlwKn2BiRMnxsbG3n333ecf8pSFr6+vv3gnJSUlAOLj40NCQlodopQq6+rbw6hRowBUVlZu3rz5/KM1NTV+fn4ajea5555rZ4cqPYwq4FVUVLqF8xfAc2cylA1BzZ/vKUSKR3J0EmUAgD+537lbsRW8WjGy9MtBjnAtBXDGxlL7PIAZZ+iy8DuAQbpAAgIg7XwfOwlyCkcdAEB/4mC9sqWDfIqlX/KQCACSJLPzO6beBRmPZrvrdd8V6hoT9gW834fhW432VLTOyZBzWh5vYj4s1/wuWzvxuD7hoOHmU7pn8vg1VZoi59m7lF8s7LIMrbVZvX89yH4Vz0b1APX1h5rcC+Cj9forYwG8h4FG+mC4AECieDznnLLwX1Rp8hwMgEEGeW7A1Rl+B0AIGxgwHYAsu5JxXNmpuNnNN/VTHm5syO6t4amcz8iRIwFs27btfGv3Tz75RNkYP358q0OSdM6St8TERAC5ublVVedUQnE4HA8//LBSar7VU9rsZ+7cuWPGjAGwYsWK3bt3tzzkcrlWrFjR2NhICFm+fHl7X55Kz6KugVdRUel66kTHEXsFgCCNYbg+BAAo1TT7z4uq/3xP8VoJf6KJAWBgbTbddrssrq3PvD9geFf1b5WFT8ypIpXn+STF8O110O1WQnn68QDH3FSdQyYQ4mGfPjaiK4W0D6uN5LyKhcZcZ72Dijpy9t+ovEdDy9yCkzogbdOw867UFFZ5LyvvcGfOk1iZXSKggykFr5Rwik16jE4uJJv2WYvAQK+pXxOTNMEoWkTxeBN7vIk91sgca2IqXWc/oyaJHGpkDzW6zxeupSO85H56+d0yjVIvbYy39NUgh0m9f+kUlErFJSmnT79aaz6g7On7FeDb5PdRwsZqtsjJZNiYDyo4Rc87ZPJKsTup/rlYF3Nlz6FdgqCgWWXl6wHE2FNYMlGi2G9hAVxrivNm+UbJta2xwCI5TWznq5SpdCH333//N99843A4/j979x1fVXn/AfzznHPP3Td770UGJEDYoohMB4rWgTipYh3VolZb96pabamto2qtsyoq6s9ZVCiCOJC9QxKy9553n/E8vz9uCAGSkISQEHzef+R1c+455z7nZtzzfcb3O2nSpBtvvHHy5MmhoaFVVVX/93//9/XXXwOYN29eevqhuyOdTgegtbX1008/TU1NDQoKioyMPO+881599VWPxzN79uwHH3xw9OjRzc3Ne/bsee6554qLiy0Wi9PpzM/PX7169fTp0202W0/nIYQ899xzp59+enNz87x586644orTTjstNja2oKDglVdeycvLA3D//fcnJycPz5vFHQvpafEDN2Sampr4T2G4iKIYGBjY1tamKCP1Pvvk9FFr3m8r1wC4MnD0c9FzAYjlJeaV7wDQ4hJcl197/C/h5+en1+sBtLS0dNvfzO11CmfvMSkUBHgipfqBhv8ASDYE/DzqGtKvsdQefNZW8EjtD9WKA7515uaISwPSLvJL7UtB74CAAFVVHQ7H8TejW5836m7I77htvTeh5a7ofuRdO6Yl5au+ai8C8L/kyzv6pwBWQbQ3DaAAARHANIBAvMFLokfav3cK+pVEt3XEz2S0Jl6s4uBMdYPB4LspdLlcLlePefh3O4Rz9phUBoFgcsj6zfImAHoivht3/ixb/NH7V3vJDofgi+d3OQSH1uPv5zQ/7f3RXuupVRVsaKiqo6r6/dKyV9zuQ/nJdTq/yRM/8vefMIwNG7BvW8TF+40ALCL7MdsdY2D/rJIeK9UDOM1P+yLr1Jxt5O/vL0kSgNraA9+uz2CMmoyxT/jn+vpqt010xxvpbVX/W9mSC+CFmHmLAzKGpZ2iKDY0nBTlNlNTU4e7CR3uvffev/71r93e80+bNu2bb77x9/fv3PLll18uXLiw89tnn3329ttvB3DDDTe8/vrrRxwuCMLdd989adKkRYsW+bZcdNFFvpx2PZ0HwLfffrtkyZKqqqqjz3brrbc+//zzA75S7kQTH3300eFuwy/dwEo4coNCEASTyeT1enmijsH1bMPWPG8zgLvDpowyBAEwbN4o1tUAkKdMpxGDUNPLYDCIogjA4/HwLrCjyYwszjH6Bjavi1TvjdV93V5Ur7paNM9kc1Si3v+YZ+hFvqf5xspv/tm43U4P1ZOvUhz/s5e+0rxrt7teR4QEvb+O9LhKy2g0Ukpl+USVo08yKc83bKVqHIDN7aapfjTOOGi/JAXelo3OKgATzBFjTWEAoIC+a4CLABCmqSSRsjIBAGoFYYI2GL0lQ0WB9qGe7T0YvU9VxQvVrmPvOp3OlzZJUZSe+j1lRq7INdXLBEC4JTefrQUgEfGN2HM7C1IcwaZDqpnNDNAWh6nLopULQ9RsG4swMMrQrJHOVfFn+Gvvj/FaePTeT165vrT0xd17b6qrX6Wqbb6NBkN4YsJvx419xWweqbnKk0zsgFvIdwkKI+UeYU6gesMBk5sCwCtpcrTh1Pw9MRqNvs8+WSb19au93lpVbVdCb9zhsgDItLIsCzUIuo9b8wF4qHpZwPBMeRMEoZc+vqHUe173oTR37tyFCxc6HA6dTifLsiiKaWlpp59++jPPPPOXv/zFaDys7zstLU2v1xcVFXk8noiIiAsvvHDs2LEAFi5cOH78+KamJkVRvF5vbGzsJZdc8tZbb1111VUZGRl1dXVFRUWEkNmzZ5977rm9nAdAUlLSddddxxhrb2/3eDx6vT4zM/Pss89+5513ul2rz508+Aj88OMj8MOIj8CfCArT0vNea9e8BiIeyLjRLEig1PryP4jLCUFw3HInM/e77PPR+Ah8754s0z9bKQGIN9IN4z0Wkb3bknNn1bcAzrYlvht/wcBO66Dy3+q3/Ltpt8I63vPJ5sgp5shP2w74huI7+YuG8/2SFwVkTDNHCeTIEPZEj8BvddWcV/wxXBdAGQMgUMLXWe5k0+D0061qL/p1+SoANwSPeypyJgD6peTLWkdCmXiTDED9px6tBIB4kULGj5DfTwfR3pM6VgEQCHMV4fQjW96XEfjO3z1JbFOsrwKKRPD3kMzF4bMH0CgPJXudwk6HoFDcEKWekiXBTpy29l2lZf+qq/uCdklIHhQ0aVTKsgD/eYSM+HUIdTKZvtPcrgLAaX6abxH4/CBtRcapOfyOLiPwzc3N+Qf+XFT8DIC6+PfubrwIwOIw5YVRssK0zPw3KGMX+o9aHnXWoEy56i8+As9xJ86I/9/NcdzJ5mdndbvmBXCGJcZXz0YsLyEuJwAtLmFQoneud7sdwovVEgCB4PkU2TdieYl/2mO1P7VqnrWOsgrFPoD625+0HXik9odaxen7NkRnejjijMUB6QTk4fDTN7qqPmrN+297ke+n36Z5V7TsX9GyP0Zvu8Q/7VL/tHTj0A2DbHZVAwzmr2Lk2Eq3X4uCy/cb1ozzDErS8izTYZXkWKFId4gAIEK4SPHNNhfnq9qHEgDtfzoxXSPHXlUw3JqJ+q4ezQQARCZerJIxA+l32OPs+N0DYYrpv4BiZt7bGz8MqCr9yTYmJvrKyMhL9FI/fhOMApts0ybbRkgnyMmBMVrfsLq07OWWlp87NxIihIWdmxB3c1LSuYqinLjus6EUrmf3x3nvLTbgYAo3Atwbd6Km9pxsQkLm+AL4OPt7ArmIso43QSLipwkXp+gD9MKpUA6D47gj8Cz0HMcNstUHS9ec49cxM/NQ/vk0Xv79hPNQcsuBjrTMv4lUpvt3RD4mQXdl4GgAGqNvNu/p1zmLvK2Lyj6/qeIbX/QugCwKSP9p1DVXBGT4xnYEQs6wxDwXPTc3/YZ34y9Y6JfSeeNYKdufa9g2o3DFGYXv/rV+c4ViH7xr7dFmVw0AQP1rSlOsgQIo8wg35B2WrXrAYiWbv2gAkONtZC5on+k6yqSfpZDojhcgozUhhQKAk7DvTva+clZB1Nc6ondigrhEGVj07mXktwd/96DfCrE8QHPc3/j2aLkUgN2ek5v3wPrvxmzbfmnt4WPC3GCh1FtVvfKnjTN27rq2M3oXRXNszLVnTP8xe9xbgYFHprke6a6LUCfaDv1h/ypUzbL8UtbEBfhP8BWTU1rXpJtUAGUeocpLAIw2BvPoneNOVTyA5zhukP3PXgKAgMz3FZDTNKkgHwAEgeefHxSM0dy8B777fmxZ+ZGZbAD8uUwqcAsAUkz0wfjDYqTrgrIEEADvNOe4aZ8KLLmo8tf6zWcWrVhv70h8Nd4U/nXSZS/GzA8SuxlW1hPxbFvi63Hn5aQt/Wf0vJnWuM7Zm/me5uX1myflv7Wg+KPXanfYNW9/LrofGNhWZ42vMTNtwSsO5jz7oU28p3gQEjITkAxDMAC7Jju+IHAQACSWHjHhnJzdkbmdbtGh/uT9tGW5ovYfvW8BPwKZsNRL4gYY//ylXMp3CQAgNMPwfbTa8GjjGwlqY3TUYou5I5sxY1pj04Zdu5du+H583oFH7I68wbmMXzyvt7ag8Mn1G7L27rvN4Tzg22g0RqaOevCsM3ePGf2MxTJqeFt4gggEzyR7ffXeJQH3xP2COoYIEYODZgKgVM7Wd/yL9g3Ccxx3CjvZhwU4jhtZ8j3NJXIbgExjSJRkBaArL4HbBUCNT2Qm8zC375SQl3+/L3TPzbvX5SpIT3uSkI47ts3t4is1EgCR4PkUr1E4bMZ4gt5/ti1+rb20VfN83l5wzOzEq+0l91R/V3VwzDxIZ7ordPINQeOOXtN+tADReHlgxuWBGZWy/ZO2/Pda9xd5WwFQsC2umi2F/71T+OZMS+zlgRnn2hIlMph3nIXe1ibNDSDbFK4nYoaZvprmvTrXqDG8U6dLNdObo473Fj/TGLrJVX1VyVhTngEA9BB/pRzRJU5CGZmkss06UGhf68QlJ+O0XrZZp33TMYOAxDDxChmWAa4y2GYXXqzy3VRQmFeNlgtub/ko3JyQmfmCv994AK2tWyqr3q+t+1xV7ejIrPZSaelL/v4ToqMWR0b8SpICBumyflns9n2lZS/X1H5GuySV9LNlJSTcEhF+kSBIw9i2oTHGQh9LlF+olH4brSQZfynD7z4hIXNqaj8FkKquB5IBbGwTLw3tU/8sx3EjFA/gOY4bTKvtxb4HHcPvgC4vx/dATR8zPG06tRwoeKLrwHtZ+etOZ8n4ca/pdDY3JcsK9L6U3bdFK5P9urmRXRo0dq29FMDrTXt6CeBzvU33VH/3s7OjuoyOCNcFZd0TNs2//yWFY/S2ZaGTloVO2uaq+b+2A5+2HvBF1x6qrrGXrLGXhOhMv/JPXRKYlWYM6u/Ju7W1Y/48plgifQ/mBmqPJcgPlugBPFKqTzDSc4KOa011pik0zun/6J6OrGzieQqCuol7xdmqul+EnbASge0XyeiTaSE3Bf1Gols6uk6EdCpcokAaYPTuomxxrkKZCQAMW06Tv7mxdVVqwk0pKfcKpKOGX0DAlICAKRnpf66t+7Kq+v2Wlo2MUQBtbTva2nbk5T8UHnZedPQVwUFnkkHt0DlVMUYbG9eWlv2rqfmHzo2ECKEh8xLibw4KOmMY2zb0boxUboz8BY29dwoNmU2IwBiNbXudiDcw4Of2k3e+D8dxg4IH8BzHDaYuC+ATARBN1RUeAABRVJPThrFhp4ai4meLS57zPQ4PX1Bf/zVjtLFp3aYtCyZmr3i0JqXYIwBINdM/9DCPdI4tPtkQUORt3eWu2+6qnWiOOGIHF1X+2bjjucZtMu2INrNN4X+JOiv7YMHzAZtkjpxkjnwiYsaPzsrPXMWfNeU5NBlAo+p+tWn3m8177wubtix00nG+CoBNB/sdppoPFSy8KUop8ghv1ugow80HDF+N9Yw2D3ykLtMQ/NzW86yKHgBJpz3mmTdAnK1qn0sA6Dc6cZSGk2Q0VCHaxxLL77jRJ1NV4Rx1wJmqXVSZsbuiTckCAKFprvaPW5TcrMmfBQZMPnpnUTRFRy2Kjlrk9lRUVX1QVf2B210OgFJvTe2nNbWfGo1RUZGLoqMPzbofAMZUj6fK6Sp1u0vd7jKns8TtLnO5ywQi2WyjLZY0my3dZs2wWNIk6bhKKg4Lt6eirugTeDgAACAASURBVO6/FZXvOJ0FnRtF0RQddXl8/M3H875xI45eH+pnG9vWvkvy7E4K8hR5jYVuoVYmEXper4HjTlk8gOc4btA0a57t7joA4TrLOFMYADF/P/G4AagJycxkGub2jXBl5a8VFD7pe5yS/MeU5D/U1X+9Z+/NmuZyOHJf2/qnN8X3AOgI/jnK21O1LQJybWDmI7U/AnijeU/XAJ6BfdSa/1jtj/VqR3mwMJ35kYgzLgtIG8QqRCIRZlrjLowZ+4zH+WHtno9a8350VFIwldHH6zYWeluWR882HN8A7FZ3LQACMtkc2XX7nxO9xW6yoVV0auTqXOPqse7QgQ44Z2yLFBr1AJqN7rALehvvIuM1sl3HKglrJ/QHnTB7+Ke2Mhfo+xKrOFgubqYqnDXwVtXL7efnrSl3XQMAoAvYg/f4R6alviQIx8i8bzLGpiT/ISX57ubmn6qqP6it+1LTXAA8nurikmeLS54LCJgcE31lRPiFOp21l/OoqsPtLu2M1V2uUper1OOt6ilJXlPzD12HrI3GKKslzWrLsFnTrZZ0qzVNFE/SlT52e259w1d1dava7Xu7bjcYwuPjlsZEL/HlM+N+aUJC5rS17wIwTnegyDsWwOZ28cKQ4f9Xw3HcCcIDeI7jBs3/2ks0RgHMsyX4Qj797h2+p5RxE4azZSNfVdUHuXn3+x4nJPw2JfkPAMLDzp06+csdu65u9dj/JTzpC0bvjJGzrb2NLV8RMPrp+k1uqn7WVvBYxIwQnQnAfk/TPdXrN7mqffvoiLA0aOwfw6b69X/OfB/56QyLAzIWB2TUKI7H6zZ+1JoH4P3W3P3epjdjz4vV+w3stE2a27fYPsUQcESaPR3Bm+ne8/aY8lykwkOu3G/8IstjEvodw7NaQdzQMbx158SvXjLO9UfP7xKBcJ6ivaoHA/1JFMZr3U62HzotRHunS7m4X6kkc+AT+/e2bL+i8rs6522+nLjTyId/z7g4KHB6f85BgoLOCAo6IyP96dq6zyur3mtt3QIAYK2tW1pbt+Tm3R8RfkF01OLAwOleb53bXepyl7lcJS53mdtV6nKVykpTH19JkgI1zU3pYRXCPZ5qj6e6sWl9Z3tMpjibNd1qTbdZM6zWNIs1tXMVwHBgra3b6xu+qq1b5XIVH/GczTo6IeGWyMiLh7WF3DALDe0oJpcifwOMBfAzD+A57pTGA3iO4wbNNwcXwPsKyAnNjWJVBQBm81MTU4azZSNcXd2X+/bfATAAsTHXpqc+2vmUn9/YaVNWX78jp54lAoinexYqXwG/6+VsgTrjxf6pK1r2y0x7tyXn+qCsp+s3vdm8V2UdYf9pluinI88aPVRl2yMl60sx86eZo+6r3SBTbbe7fm7xyn9Fz59lix/A2TY7qxkYDp8/38kmsnczPGfvMTYpZJdDuO2A/rV0b/9mF6iEfioxDQDeTtq1JrIoxzN+uiW6lyNIFCXjNbZThEa01ZJ4xbBls2MVRHu/I+E8MUFYrJD4Aa4jYEz7svD5O1yudu9C0CAAEWLdyklzzLoBDl/rdNaY6Ktioq9yuoqqqj6orvnQ46kGoGmuquqVVdUrCREZ61NfAyGi0RBlNieYzAlmU7zZnGg2xZtMCZLkzxh1u8vsjlynM99uz7U78lyuoq653wDmdpe53WX1DasPnk1nNidYrRlWS5rNlmG1plvMSYSc2NsnxtSm5p/q67+qq//K66094lmzOTEi/PywsAUB/hNPaDO4EcHfb4IkBSpKS3z76zD9EcDGNr4MnuNOZTyA5zhucMhU2+CsAGAkujMtsQCkXdvBGAA5KxsCv58YoMbGb3fvvdkXukRGXjI6YzkOn9C+yROzlqUA0EG+yXtDadE+xX1gzOhnBKHHQbmlweNWtOwH8ErTzn837Wo4OGc+XGd5NOKMSwJSB3HOfB9dG5SZZgxaWv51nepsVt1XlH95f9i034VO7G9Ltro6op0plm4CeADxRvpWuveSHKNM8UWT7pkKdndsPyJqbY3I6giANj/Pn8auB5Djaew9gAcgzlW1XJF5wPIFViCSUcOQzY7mCvT/JKgEAAKYcLVMQgY4F6C9Pf9vm+7+i5Qps1TIkwCIYG9n+pl1g5AA3GJOTh31wKiUe5uav6+qer+u/itKvQC6jd5F0WI2xR8RqxuNMT398hMimM2JZnMicJ5vC6WKy1XscObZ7XkOR57Dketyl3Z9LcZUp7PQ6Sysw5e+LYKgt5iTLJZUiyXVZk2zWEZZrKMGZQycUk9D47r6+q/qG9YoSssRz9psmRHhC8LDFlitx6gfwf2iECKGBJ9VU/upH62IlZwViiXPJTSrJEjHl8Fz3KmJB/Acxw2Oja4quyYDONMaaxJ0RNOk/XsAgBAlc9wwN27Eamn5eceuX/tGCMPCzska8wIhh3WFtKu4o9Dgu0273rI21rkPQFX1B25PRfa4NyUpsNvTZhlDp5gjt7hqGlW3b4tExBuCx/4hdKpNHLa5uFPNUd+mLL6+/KstrhqN0cfrNu701L8QPdfac0/E0bYcXAUwxRTZ0z7T/LS/JcvLCvQA/louJRrpJX2rusSKBbZVBwACShfUORUFwD5Pw7GPtDBhlqp9rQOgfa3TJVGIQ3pvzTbraGe5uGgqXqkMrFwcYzQv79nlBSvfss2l0MN1vq876fYYpfeFG/1FiBgSPCskeJaitNbUflpT85HLXWE2xZstvuH0eJMpwWJO0OtDj/OFBEGyWtOs1rSI8At9WyiTHY58hyPf4cizO3Idjjy3u8I3/6VjByrbHXldK9gTIppMcVZrmtWSarGkWq1pVssoUbT0sQ2K0tbQuKa+/quGxm81zX34+yAE+E8OD18QHrbAZIo7zovlTlWdxeSyhN0VmM6ATW3CecEnU9kLjuMGDw/gOY4bHGsO5p+fb0sAIObnELcbgJo0ivnz8s4D0da2c/vOq3xLdkOCZ44f+9rRJZ3vLTZUeQmAsRb66NiZNVXLc/PuY0xtbv5p0+ZzJ054z2xO6vbkS4PHbTlYbu10S8zTkTPTh2rOfC/CdZbPEi9+uPbH15p2A/hvW2G+p+k/ceePMnTfE3EEmWm73PUAgkVTkqG37OJXhCl5LvJSlcSA2wv08UY6yXaM+JN5QD+XfHGccKYal2xDHtDHAB4gk1XsEFAnoJnQTYJw+lDdWzPQtRL9qSMvIEnWxEVKL2v2e+F2l23Zfvu/FMOXtnkA4J4FGgggzUx/H3eiFtxKUkBc7HVxsdedoPMfTSB6P1uWny2rc4umOR2OAw5Hrt2Z73DkOp0Fbndl10MY01yuEperpB7fHNxGTKYYiznFak23WlN9gf0Rhe693rq6+q/rG75qbv7xiJR7gqAPCjwjPHxBeNi5x99JwZ3yOovJJXm+AJkO4Od2kQfwHHeq4gE8x3GDY3V7CQAC4qsAz9PXHSe7PXf7zsWqagcQ4D85e/zbgnBk1PVNs/hRgw6AnrAXUz2SgLjYX5tN8bv23KCq7U5X0aYt52aPeysw8LSjz7/QL+Vr/1GF3pbfhU662D91CK6ojyQiPhU5M9sUflfVOg9TC7wt84tWvhA993z/Y6dR2OWul5kGYIol8phz7x+Jl0vcwtfNopeRJbnG1ePcMYbeBqXplxJrIwBIFBVmqKGiOVxnqVOdeZ5mhWnSMTPnCxAXqNqbejDQDRLJosTvxA/Ca0T7RMdyDkbvEzTxfAUDWc7CyivezDnw5Ct+s3+yZgGAGg95Io5V9eDUIIoWf/9sf//szi2q6nA6CxyOfKerwDdc7/ZUHD7Jn7ndFW53RZf0eDDow6zWNKs1VZKCGxvXt7VvZ+ywbiNRNIeEzIkIWxAaOk+nG2AeR+4XSK8Ptdmy2tt3J7s/h/lpABvbjquWB8dxJzMewHMcNwhyvU3lSjuAsabQSMnK09cdJ5erZNuOy2S5GYDNOnrihBVHl7ZqVsldhR0h/YMJSrq5I4IKCZk1dcqqHTuudHsqZLl56/ZLx2Q8Ex29+IjDdUR4NfbcE3wdA7coIH2MMWRJ+X/L5HYHla+v+PoG19g/RczQkd6iz24rwPdEIHg51btgrzHHKdQr5Ir9pq/Gum09zGyne8SOMFhiwsUKRAAYYwypczhlphV6WzP6MH+BxFEyWmM5ImSwtTpycfd1zgYLc4O+L7Hy4y0X53ZX5uy/o7L55xeCLt1j8NUY1wcov2oFANwZI48f1MnzI4JOZz0ipKdU8Xqr7Y48hyPf6cy3O/IdjvwjMt575Xpvc33XInY+khQYFjovNPTs0JA5fZ94z3FdhYbMaW/fHcLKIsT2Ws0vxyW0qfDnt/kcdyrif9kcxw0C3/A7gLNtiQCk3Tt4+roB83iqt267xOutA2A2J02a9FG3S9n/WKSvVwiAyTbtxsjDQkGbNf20aWt37l7S0rKJUnlvzu/a7XvS054gvUa/J5sxxpD1yVfeWrXm6/ZiBvZq0+4cT+NrseeGHp3nXAErEVi10GKRYQKAKeYeF8B3ZRHZB6M983ebamSS5yK/yTesyPCIR43cszbCvupYvCDMUztzv2WaQtc5ygDs8zT0JYAHIMxXtQMiFNC9IpmkkbgTFfqyRqK9Nwjl4mrrvsjZf1cDVf8WsqRMigAgEuF06brv20wAxljoHTEnthtipBAEyWSKN5niw0LP9m1hTPV4qnwhvdtdZnfk2e37fLXuffRScGjonPDwhSHBs49eHcNx/RIaOreo+O8ARrNttZitMWyxi/MC+Sx6jjsF8QCe47hBsNreGcAnEU2Tcnj6ugGS5Yat2y52eyoAmExxUyZ9atCHHb3bZ426zxt1AEwC+2eqfHTMqdcHTZ748Z59t9XWfgagrPxVr7d+bNY/BcF49NlOWjZR/5+4BS80bH+y7mcKttFZNbfogzdjz5tgjgCAOoEWElYksjICjQB4ALOnRiY8k/nTOFM3b1q3IvTsnQzPBXuNbkq+bREfL9M/mnB4UnoG+pnEPABAUjRh8qEb4jHGEN+DHE/jZX17OeLPxDNV7VsdGLRVOt1N8oAmtB8Dyxe0T/XwtXmg5eLs9n25+Q81N/9YpQtdHnJtk+gPwCxID8QseXBvEAAdwXMpXv1I6hQaUoTojgrpqdtT7nQc8Hhr/WyZ/v7ZGPJyD9ypqrOYXJLn83X62QB+bucBPMedmngAz3Hc8WpU3TtctQAiJEuWKUTcv4+4XQDUxBSevq5fFKV167ZLna4iAAZDxJRJnxiN3UwFb1Nxb3FHYvaHE+QkY/exmSAYxo/9d4E5qaj4HwCrrfvc462aMP7tkZUTi4AsC52UYQy5pXJ1m+Z1udR/f7/v9+22pIog2LsJfubWJM2uTRRrKJulkuA+LcweZ6XPj5JvzDcw4MUqyaGRGyOVVHPHu0o36ViJAABmJl6odg24MrsE8P24oukadopoJqgT6DZRmDKod9gM9Dsd/b4j4TwCmXClTEL7t0DdK9cXFPy5qvp9xmiBFPP34MUOwQQgTGf+T9Kim3PCGBiAu2OVcb+8yfPHgxDBbEowmxKGuyHcKaizmFya+h30AF8Gz3GnLh7Acxx3vNY6SikYfMPvIPrd233befq6flFVx/Ydi+2O/QAkKWjyxI9Npvhu91xeoW9SCIDT/bWlkb2vaiajUu4zm5Nzcu6kTG5t3fbzprMnZK+w2UZUHWmKua2Jm6uXVuW605qCRXbkmC8xAUlajrkhYo9/kNckMML2idp+UcjWyEy1L7niLgpRC93CX8olAP+p1b1dqzvdX7suUj1X0ci3HTfB4gUqbIedKlkfYCQ6D1P3uvuUiL6DyMRzFO09PQC2XkImhXlwMsAxN+gnEis4mLIuiYqXKv06OaWe0rJ/FZc8p6oOABtNWa8FLvRlvUsxBK5MuPCFyogyFwMw3oZl0fIxTsdx3BAKCZ5dU/tpBCsIFtqbqN8ep+DUiGVoK1Zy3bLb7cPdhA42m224m8ANAh7Acxx3vFa3F/sezLclCM1NHenrLFY1adSwtmskoVTetfv61rbtAHQ626SJK63WtG73LHALb9RKAHQETyd5+zIBNzpqkcWSuGPntbLc6PZUbNpy7vix/w4NnT+YF3AiOAkrE1i+wA6IzA1/GPxh7XxSI7QkqCUq1WwbJZJ4ChGvVW79IrrwuqIJ9xyYofMKoKDbRbJLJOM1YZYK6zHuYu+KlZsVvFkrqQwM+LFN3NIirtmqpakAQMZrJOPIoXKRCBnG4J3uuibNXas4I6S+ph8jqZSkUnZAYG7QdTrh/EFYRs4aCf1Azxo7fiOEiZqwoH8J5+sbVufm3e92lwPQiPC+/zmrzRN9T002R74bd/5uu/U/1QSAQcC/M5nEJ89z3MkkNHSur5hcuvbjT+Q8hWJLuzCLz6LnuFMO//jlOO64yEz7zlEBwCTozrTGSru3d6SvGzeBp6/rI0qVnbuv85WbEkXTxOwV/n7je9r5oRK9QgHg1xGHMs8fU4D/5NOmfmO1pALQNOeOXdeWV7w2CE0fdBSsXKBrJe3fevVvBu1Die4WmbvLDhZWnNJ05+SvMxf+c8as16fFv/5zeIUvJ/wWd41Tp7yYtsV9W7twhgYdA8A00O2i+pyBru1Yx94TAvw5Sd41yfVQvBxtYADuKWJp7QBQYSLXJYirm7sZyTo0i97bj1n0AMRzFYgMAN0usqrj/Uth+0TtFUNH9K6HuEgRLuhH9N7Wvmvz1gt27LzaF723CLblEcs6o/cL/FI+SfyVDqbfF3XU2XskXRpj7fl0HMcNB70+xGbLBJAir/Ft+bmdfwpz3CmIj8BzHHdcfnRWOqgMYKY1zkRJl/R1PYagXFeM0b37bm1oWANAEPTZ497stmy7z9oW8dsWEUCADn+I7d8EZpMpfuqUVTt3X9fc/CNj2v7c++z23NEZfyHkJPggaCasUKSFAisRcPRotMhIPCMpVEihCKOpsFzpTF1XUQQVDarrktJP7wubdlXQmGJvG4BUY2CgzYi5CplC2AYd3SmCAgrojyJ2CMIZmjClI7bvVrieLYtRbo1Wtu3TZZfpAFBg2RiyySl8nSsmGelV4erV4UrQwZThnXns9rrr51i7X/LQvUAmTKf0BxEM2jc63fXyANOZUdC1Orrx4A8xiImLZRLW154dj6emqPhvlVXvdhYkrwyc/XfLrAYqAxCJ8PvQyXeHThEI+WOJvtJLAEzwF+5O1ikePn+e4046IcFz2tv3ZNCOUoU/t4vo5l8qx3Ej20lw38Zx3Ei2xl7qezDflijm7+fp6/qJ5ez/fU3tpwAI0Y3L+ndIyJyedlUoHi7pyF13T5w3qP9lpyQpYNKElTn7766qfh9AReXbbndlaOg8gyHCaAjT60MNhghRNA3wUvqJUsXrqdXyFLI9UKoMwdEhZyATkihJpiRZg+GwZ06zRK9Jvvz6iq93uGpVRh+v2/hJ2wFfZrXJpo4CcsSPkQsUYYZKfzgYxrsIXaNjm0ThdI1M0tDz0lDRi4nfir4m/ZiFnBBAA4Bij/B4mf5vFdLFoer1kepYC800dWQE7FceOx/hTJXtEVgbQYVA94jCuP7PdHUR7WOJFXcMspFRmnCJQvpWZ0DTnMUlz5eWvaxpHTMcjMaozTF3Put2qFQGECQaX4k95yxrHIC1LeL79RIAg4B3Juql7rpZOI4bdmFh84pL/hFF8/xJWxvzL/MIGsPRZUo4jhvReADPcdxxWWMvAUBA5tsS9Ks/9m3k6ev6KDfvwcqqFQAIEbIynw8PX9DLzm/USgVuAUC6mf06ovfcdT0SBH1W5vMWS3JB4Z8Zo41N6xqb1nXdQRTNRkOkXh+iN4QZ9OEGQ6jRGKnXhxj0YQZDuCQF97Fgtao6vHKdIjd55Uavt05RmmS5yeOtk+VGRW5iLhZWuTCm9gaDN+GwwwyMJDKSrAkpFIG9DSNHS7YvEy+5t/q7d1py0CV+nmo5PG9/ABMuUMhkja7TsQMCANZOtK912CyKs1SSqXU77k2/kdBKACCczrpI3gvycYP4Zq2U4xQAuClZUSetqJMm2uji8GgCiUEZQAAPiQlzVe3/JAB0rU5IP7KfonesWqArJdZGAIBAmKkKM9W+DOMzRqtrVh4o+LPXW+vbIormyMTf/UOX/sXBfBbZpvA3Ys+L0dsAtKn4fWFHy+5PpKNtPBrguJNUZzG5Gz03LJj8ymibgf+5ctyphwfwHMcN3H5PU4XcDmC8KSyy3SNWlsOXvi4xZbibNgIUFD5dVv5vAADJSH86KrK3UuItCp6p7Bh+/1OiV3d8N2VJibdbLMl79t6qaa4jntI0l9NV5Ctl1y29PsRgCDXoww0HB+0ByHKD11svy02y0uj11styI6Xebg+3ObLjan8f0XiJQA+NFHv1NTWhHzQF/s8ZuC8h6daE+JshHDuW1RPx79FzJpgj7qn+TmYdw9dTzJFH70kiqHilzCoEulbHygQAaCba/0n4URTnqCT1sFpoLFeku0QA0DHxYoWIsIAtiVCXRKi7HcLbddKH9aKHEgDb7cJ2u1kQljHd/mK63U1Vk9C/T1WSqZFtIisTYCd0g06Y39d+GbZT1FbpoBIAxAjhYvmIq+hJc8vGvPyH2tv3dDSACFFRi0js726u35J/MHq/NijzqciZetKRzf6BEkONTABMtNFlcbxuHMedvAgRg4Nn1tZ+NlZdFebZQGwnfbJSjuP6jwfwHMcN3Gp7Z/75xMPS14m8/OwxlJS+WFT8jO9x6qiH4mKv633/pyoMLQoAnB2kzQoYhKzC4WHnnzF9fGvrZllu9Mp1Xm+919vg9dbKcqOsNHauiD6aLDfKcqMduf16OcL0Yc0LomqvC26b1XW7O7CkLfVne9yWipoVlHqg4UDBExWVb6enPhoefkFfznx14JgxxpDryr+qUuyJev9EvX+PbYil4nUyKxboWh2rFgCgTtDe05MYJsxRSCIFADuhX3ZMMRDmaCT8sFkA46z0Gav3vjiyok73n1pdhVcAQKke8nhNHndxjueOaDI3UOvHhFUCYYGi/csACrpJR8Yd+YrdoKDrJPrjwVpxIUy4vPtK706NKIz5iRAIALjcpQcOPFZb99/OHQIDp6WnPf4DbL+r/J8vk4WBiMujZ18RcKjK4OpmcWW9DoBRYC+M8oqk/ys3OI4bQqHBc2prPwPQ0PjtCKg2wnFc/xHGeH3IYdbU1MR/CsNFFMXAwMC2tjZF4Ss6B+Lc4o+2uWoArEtcdNqb7xK3C4Q4fvO7IVgA7+fnp9frAbS0tGjaCCuTU1X9/t59twMMQHLS70el3Nf7/rkuYdYuk8agF/BDtjvJeMJHQRWl1eOtVdU2r7fO663t/Orx1ipKq9dbj27WrHcQiF7SB0pSgE7nbzREWFhKYPFsW+Fk0WXu3IdIkLIFbYKHRHRci8dTXVD4ZFX1R51nDvCfmJ72REDApL40uFl1r3GUzrDEREt9KHLLwHJFuk7XWXQNAEnWhDkaXSeyQhEASaTitb0llqMMa1vEN2qlda0CY4f2izWyxaFKpoUmm1iiienJsf+9068lulkEQJKpeE2vyeHsRPtQzyo6Xo6M0cQLFegBwMtIvovkOoU8l7DfKeS5heqDRQYlgRmZV6LNOngsrE0Hr4looZYYmzmqQK7L8dYAKog3QNRdF5yeZrTpBfiJzChAALsu31gnEwCPJci/jVYMBoOvjLDL5XK5jpy+wY0IgYGBiqI4HI7hbgg3EP7+/pIkAWhubqa0m88Cr1y//rtMgJlMcTNnbB/yBnYQRbGhoWG4Xr2r1NTU4W4CrwPPDTI+As9x3AA1qu4drloA0ZItu7z+YPq6ZJ6+rnc1tZ/sy7nDF6bGx/3mmNE7gAeK9RoDgN9EKkMQvQOQpABJ6vHnSKnH6633ynVeb4MsNwDQSyF6Q4heCjYYwnQ6P99urILQLTrsF1mXDhYSwMgkNWCWlRo0h+PQtRiNUVmZL8bGLMnNe6CtfReA1rbtm7cuiIpanJpyv8EQ3nuDg3SmxV3GjY+BgIzWxHSN7RbpdzrfMnJWJGpFB4e1jRAuUnpfTy4QzA/S5gdpbzdW3lXaAnkcmAlAhYcsr+hY7CASxBhokpElm2iKiSYZWYqZReupcPiZyVkK9gpwEVYk0FxByOj+R8zKBe1DCQ4CAAJaz9I2jWa5dfpcJ8l1CSUeQeuhr0ChRIERJMp37R1cgAtADBDj29AK/MPZ/Rkm27SbongvJ8eNAAZ9mJ/f2Pb23W53udNZYLGMGu4WcRw3yHgAz3HcAK22l1AwAGf7Jeo37PRtVMZNHNZGnexa27bu3fs73wT16KgrMtKfPOYhq5rEH9pEACES+33MSVG7SxCMJlOcyRTX/dMaoXsFtkXsmKZ+EEmkZIoqpFEIECyEdrfcOyBgyrSpq6urPzxQ+KTXW8sYrap6r7b286TEOxITbhH6sDC+P5cBkq2JYynbJmrfi3AeiqqFBQrx7+vEqFl+fjB+AuMPSWRakHb6Nvuhq9YYyjxCmQfrWw8tKtETlmxGspEmmWiyiSUbabKJBs1RfVP36WpJGCUfXeiubaPOtFYnUABoN+C3WcK3ooj8HlslCYjXOZhc4aFQiNENPwV6DxnI2ItJYC+Mknkia44bKUKCZ7e37wbQ2LiOB/Acd+rhAfzwMxr7VvOHOwEEQQBgMBh0Ov630G9rq8p8DxZKkWLlDwBgtUmjs6QhWQAvHnwVo9HY7TTCk5DTVbZz1xLKZABRkQsnT/oXIcd4r7wUj5V1RE6PpLBw2xDVeBsY2gplM5TNjHUZyCV6Ik2ANB1CuAh0XK8gCDqdzmTq/nJSUq5LSFhUUPj3gsLnNc2tac6Cwierq98dM+aJ6KhfDX67zwKmw/sDk78HPJCyYZyi7/vRqSZTgGhs1Tx1ZPOuKdNznfTnVlLgQqGLFDhZuYeohwfjMiO5TuQ6D70bAAJ1+CJQ+NCZRgAAIABJREFUS2kBWknet0YyBx5Kcuwsx0EK27FoM7uwsuMse/ywdJxYefjnBgHiTRhtxWgLG22RA+3foPoZR8u2zh3CQmdnZT7l5zfGpeGN+r0PVWxWGMAkM7EsizhtjCnGrcGjsXaNyBQODU4VCkiLzASCKyNZZlBH10nnv8pefnzcSY4QIooi//GNUL77FgBGo7GnBZixMQuKS/4BoKllfXr6HUPXuC4I4X1+HHei8KBl+BmNxs5/x9ywMBgGdVjvl8FL1e/aywBYRP2conpf+jpx6un6oVpe1XlzMFK6wBTFvmXrYq+3AUBw0KQZZ7yn05mPedTzBWqJWwUw3l+4OcV40o6CygWa+wfVs1tFl74UMUQwzdCZTtMJpiPbTQgRBEHsra/HPHHCU+lpt+zafW9p2UqAOV1lW7ZeExY2Y2L234OCBnuihxnmC0DnMrWa6hNF9PNf8nhb5HetJU6q1AreyWFBk8MOPaVQVLhZsYsVO+l+B/bbabGLlboYPfzGu0XFnaOEL7ZSwhCzmZ0pChUmApBYN3t9D81q79htZZRwTzrxigiUyGgbGeMnZFgx0V8Y5y/YdHA4SgoK/1W0+w2Ht6nzzH5+6ROyl0dHLQDgoeq9haveqNkBAhCMs0Z8PPr8ZFPQAN4wSZJ8C3G5Ecf318e7rUeozs++XrpgTKaZen2gLLeoSrPJZCRkGG4yR0rHOseNRDyJ3fDjSeyGEU9iN2Br7aVXlH0BYIEt6eMv83zp65w3LqN+PeYAH1wjK4kdY9qOXdc2NKwBYDRGnjZ1ja/6Wu/qFTJ1u8mhEQCfZ3qm+58cl6kS5gScBC7CXEA76F4RdV1uEAlIkiZM1cgo2tMy8oCAAFVV+5hGq7Vta27eA21tHcs0CBGiIheljnqgL+/h0Hiw5vtXmnYBeCPuvAv8jl1D0amRYg8pcgvFHqHQRYo8QrFbaFXxXA5dVM0AfBVOlo4VZjaxl/fSQAUAVIIvJrGWbJpupqMtNFTq+qnBGpu+Kyt/rbFxbdfyAWZzYkL8zTHR1wiCBKBStl9X8dUud53v2UsD0v4eNae/de94ErtTAE9iN6IdM4mdT2PTdxZzsskUO4RNOwxPYtcVT2LHDS4+8Mtx3ECstpf4HpznNHSmrxuy6H3EyT/wmC96FwRj9ri3+hh5PlEq+aL3hcHqEEXvHrAmggqB5Qtsp0h/EOlqHf1M0lZI2qsG7VmD+qRRfcKg/cOg/VuvvSvRTyS6VjoUvRtApqribV7xGoWk9hi991eA/+TTpq4eP+51380oY7Sq+oPvf5xSWPRXSj2D8xrHJ9MU6nuwz92nG1aLyLIs9KIQ9fcx8kup3tVj3QVTnXlTXBkLFUUPAOfVsU+KtPd2dkTvsDHD9fKiBd6bopSZAVpn9K6q9orKt3/cOGPb9kUNDWt80TshQkjwzPHjXp9x+s9xsdf7ovf/2UtnFb3vi951RHgofPrLMWf3N3rnOG6kCAk+axijd+5UcsUVVxBC/vCHP3RueeWVVwghd955Z7ffPvPMM4SQhx566EQ05oSefAThH94cx/UbA1tjLwEggJy7v9q3URk7YVgbdfKqqv6gtOxlAADJynze379Pb9Rep7CyQQJgIOzRxEGdIULBmgjqBVYrsFbAQZgLcBHiImygvQQkhJEpqjBOw4laj0IiwheGhswrK3+1qPjvmubUNHdh0fLKqhWjUu6PjlqEweotGJAxxhDfg32exgGfJFhiwREqnQW6WgfgtOKO7SSWiosU2A6bqOV0FpZXvFFZ9Z6mHco3oNP5RUZcFB9/k9VyaMSJgb3QsP3Jup99KScjJevrsedONkcOuJ0cx3Ecxw0jHsBzHNdv+zyN1YoDwAR9cFRpEQBmsapJPNVtN1paNuXk3OV7nDrqvsiIPuVgY8D9xXrfMulbo5VYw/EtJnQSVktYnYB6wuoIqyfQugl3j7mSh4hgZgYzIxbAwmBixAKYGIlgJHbQxtt7IYqmpMRlUZGXFRX/rbLqXcaox1O9d99t5RVvZKQ/EeA/+YS3oAdp+iC9IMpUyzmOAN5HmKKyHSJrIAe/1cjZSme2O8a0hsa15eWvNjZ93/Un5mfLio39dVTkpaJ4WGKFZtV9c+Xq9Y5y37fTLdGvxp4b1ofkCxzHcRw3ADNmzHj66aenT58+4k4+gvAAnuO4flvdfnD+fIvgS18nj83GkCSfH1lcrpKduzvTzl+alNjXbMCfNug2tYsAIvVsWUx39dZ6oRLWQFBHWB1hdQKrI10LpPVIArEwWAAz9YXlsDBiAcyMmAELg5nh5EgXaDRGjhn9TFTU4vz8h1rbtgNoa9uxecv5UZGXhYTMJuTQ55pOZ+u6UkzS2bqm/dcd9e3Ry8qO2KcnekFM0Qfs9zRVKfZmzRMkHsc7JUJYoNB39Iww4XxVGN8xKcLrrauseqe84j9eb23nvoKgDw87Pz7+hm47L/Z6Gn5dtqpcaQdAQG4IHvtYxBlSHy6H4ziO4wZmypQpU6ZM6elZt9ttNBoHXKSg95P/cvAAnuO4fltzcAH8gtwqACBE5fPnj6IobTt2Xi3LzQACAyZnjnm2j9O8PZQ8Ud5RxuyheNkiHmtovJWwOoJ6gdYS1AusiaD3AXsbI2GURADhlAQzWBmx4OjC4ye5wIDJ06Z+XV3z8YGCJzyeasZoVfXKquqVQ/PqhIg63WGpgIJt82BMB7Bi04XjWKteH2IwhBsNEQZDuOHgV6MhXJICj33yBCre4YUAWBiAltbN5eWv19WvolTu3MdojIyNWRITc41BH3b0Gdo070uNO15s3OFlGgCbqH8het4Cv+Tju2iO4ziOO4bnnnvujjvuePDBBx9//HEAK1asuPrqq5999tmpU6fedNNNe/bs0el0SUlJF1xwwYMPPhgQEND12D179ixfvnznzp1lZWWjR4+eNGnSQw89FBER0dPJATQ0NCxfvnzNmjVFRUVWqzU1NXXZsmUXX3zxqV3IkAfwHMf1T53q3OWuBxBDDOMaWgGoCTx93ZEYU3fv/Y3DeQCAyRSbPf4/gtDX1eHPV+oqPATARBu9NKy74XcGViSyAwKrJaxeQO953HSMhDGEMyGCIYwinJJTZwI1iYq8LDzs/JLSF0pK/6lp7iF7YcY0RWntuiVGrvAF8EVEGuUsdrmKuz1QEAwGfZjBGGnQh/kCe6MhwmAMN+gjjMZwSTpY0c3GNM1dU/lxWcXrdntO1zMEBZ0eH7s0LOzcrnMNOrmo8u+mXS827mzVOn4t0o3Bb8ael2I4dscBx3Ecx50IOTk5DzzwgNvtHjt2LCFkz549zzzzzJYtW9avX99ZUPatt9665ZZbPB6PJEkxMTFbt27dsmXLxx9//OGHH86cObPb01ZVVU2ePLmmpsZoNMbFxbW2tn7//ffff//9U089de+99w7h9Q01HsBzHNc//7OXMjAACw6WmlbG8eH3I+XlP9TYuB6AKFomZL+r14f28cBqL3mxSgJAgMcS5CM7kFVCdwtsk65zjfSRCBDASLhvjJ0hjJIgdmrXGxFFU0ryH2Oir66r+1KjXsaoph0q2MMYVdX2nr4FqKoe2pkyreu3Xalqe9cKbV1oquoAkEw7kslV6mMFYQel3ecdpNTr9lS4PRXdPisQvS+Y1xuCW1o2de0jEEVLdNRlsTHX22wZ3R7rZdpbzXufbdjaqHZ0ZAggiwLSn446yyLwgu0cx3HcsHn11VczMjK++OKLlJQUABs2bJg3b94PP/ywcePGGTNmACgtLb3pppsURXn00Ufvueceo9HY2tp68803r1y5csmSJQcOHPBVDj7C/fffX1NTs2jRoldffdXPzw/A22+/vWTJkocffvj22283mUxDfJlDhgfwHMf1zzftHUOLFxQ1g6ev6055xRtl5a8BIEQYl/Uvm3V03499rEzvogTAZWHqVL8uSeGdhG4V6RYRrsNDdwNIMCWhjEQxhFISwWAeYZPhB4XRGBUff9MwNiBbdT+R9yqAxoAZ8ye95JUbZG+Dx1sje+s93hpZbnB7qmW5weOpluWGHsN7JrvdFW73YeG9xZISF3t9dNTlOp1ft0cpTPuk9cBf6zf7lrv7zLTGPRJxepaxrz1HHMdx3BAgDfXC3p1D9nIsLoGmpA3Zy/WEELJixQpf9A5g5syZF1100UcffbR//35fAP/YY4/Jsrx06dJHHnnEt09AQMD777+fl5e3e/fu11577be//e3Rp928eTOAP/7xj77oHcC11167atWq+vr6ysrKUaNO2btTHsBzHNcPHqZ+76wAYGHCjGYFPH3dURqbvsvNe8D3OHXUw2Fh5/T92K3twqcNOgAmgd0Xd3DBc51AfxbpXqFr6ngSzoRpKkmkCPglhusnoSCdKVKy1iiOArlFptSgDzPow2y2Md3urCitHm+tqrZ5vXVeb23nV4+31u2u9FWGI0QIDpoRF/ebsND5PWVPoIz91170ZO3GYvnQWP0Uc+RDEadPM0ediMvkOI7jjgdpaRI3fj9kL6dpGk6CAD47Ozs7O7vrlsTERACq2rFOcN26dQA6i8n7EEKWLVu2dOnS9evXdxvA+5bQv/3222PHjpWkjrlmK1cOUTacYcQDeI7j+uF7R4WbqgDmNakGytPXHcnpLNi95wbGVADRUVckJtza92Mpw4OlBl84fkesGqNnrFigm3SsQOha4Y3EUuEMlaQORdk2rl8yjSE1ikOmWoHc0lkZvluSFCBJAT09KytNsrdekoIMhvBeTrLBUf5o7Y9dK89PNkfeFzZthjV2AI3nOI7juBPk6MFwQTi0us/r9VZWVup0uvT09CN2y8rKAlBc3H1ambvuumvRokXPP//8hx9+eM4558yYMWPWrFm+roFTGw/gOY7rh9UH88+fX+0BoCYk8fR1nRSlZfvOqxWlDUBgwNQxY/7Wr8NXNkg77AKABInd2kC1zw2HLXQXmZBJyXSVhPMh95PUGGPI/+ylAPa6G3oP4Hunl4L1UnAvO2xwlD9R9/Mud13nlgxD8N3hUxf6pQz4RTmO47ghQCOj1YsXD9nLseCBfxgNIpvN1suztbW1lNKwsDDxqBmdkZGRACoquk8cc9lll23YsOFPf/rThg0b3nrrrbfeegvAhAkTnn766Xnz5g1O009KPIDnOK6vGNhaeykAgWF+gwJAGTtxmNt00qBU2bV7qS/3uMkYm539H4F0k3ClJ06NPFkmhcpYUsmWVVHR06Wqm4UJkzVhivbLXNw+gmQeXHCe02VUfHBtddU8WffzT87Kzi2phqB7wqdd4JdM+JQMjuO4k5/Nj47OGu5GnFwiIiIEQWhsbNQ07YgYvr6+3rdDT8eeeeaZa9eubWlpWbdu3Q8//LBq1aodO3bMnz9/7dq1c+bMOeFNHyandG5ijuMG1R53Q7XiADClTQuTGbNY1eRTNkFIf+Xl39/U/AMAnc46IXtF7yOoR1uxR3/3Lrb1R+2uIip1loULp8IFiu5OWThL5dH7ye9QAO8d/AB+h6v2qrIvzyv+qDN6j9X7PRM1+/uUKxf6pfDoneM4jhuhDAZDdHS0qqp5eXlHPLVv3z4AndnvupJluaioqKysDEBgYOAll1zy7LPP5ufnX3755QBee+21E9/wYcMDeI7j+qpz/vyCOgWAnDWep6/zKS17ubziLQCEiOOyXump0Fc3GFix4HjXcP3n5OoqZvBlnScgSVS8QtbdLAsTNeh46D4yJOr9fQXb9nkaBvG0eZ6mpeVfnVP80ZqDf4BRkvXJyDM3jbrm2qBMkfDPcY7jOG5kmzVrFoBnn332iO3PPfccgLPOOuvoQ9ra2lJSUtLS0jyeznEPCIKwYMECAF6v98S1dtjxD36O4/pqtb0jiciCegWEqFnZve//C9HYtC7/wGO+x+lpj4eGzu/TYTLodlF7yaC9rTcWdgyfagKEcZr4W694rUzSeJq6EUYgJMMYAqBF9VQp3deT75cKxX5X9bqzit7/or2QgQEIEo0PhU/fnHrtjcHj9YR3n3Ecx3GngkcffVSv17/++ut//vOfZVkG0N7eftVVV+3YsSM+Pv6mm7opExsaGpqcnOz1em+55Zb29o4qqoWFhcuXLwdw5plnDmX7hxhfA89xXJ/UKs697kYA8W462qGpick0IHC4GzX8HM4Du3b/hjENQEz0VfFxvzn2MU5CN+rYDpG5D22rNWBFPLn+Ak+ojY+3j2CZxpBtrhoA/9eaP9USZST9/pC1iXoRgpMqrzTt/LA1T2XUtz1ANN4akn1j8HizIA1yozmO4zhuWCUmJr700ku33XbbAw888Kc//SkuLq64uFjTtPDw8LfffttgMHR71Msvv3z22We/9dZbK1asSEhIUFW1tLSUMXbWWWfdems/ygCNODyA5ziuT9bYS3xjgAvqVAAKrx4HyHLzjh1XqWo7gMDA00Zn/PUYBzDQ3SJdo4Pr0Nh6kT/+FS18FEHuS5Z59D7SdSaff7xu42Cd0yrobwoef0tItr/Y/R0Mx3Ecx410S5cunTRp0vLly3ft2lVWVpadnT1lypSHH344PLzHiqrz5s3btm3bU089tWvXroqKiqCgoDPOOOPXv/71Nddc01kW/pREGOP3i8OsqamJ/xSGiyiKgYGBbW1tiqIMd1tOdleVfelbgrtqq3O22+C46fbhXQDv5+en1+sBtLS0aJo29A2gVNm247Lm5p8AmEzx06etkaSgXvZntQL9r8QqD4buBCSRrk9lV2h6AAlG+tMEj578Uv4VBAQEqKrqcDiGuyGDbK+nYXbh+4N1NiPRXR88dlnoxGDRNFjnPE4Gg8FXDcjlcrlcruFuDjcQgYGBiqKcen99vxD+/v6+yKS5uZlSOtzN6ZEoig0Ng5kNZMBSU1OHuwmw2wdhUdWg6L2cGzdS8BF4juOOzU3V7x0VAPxUNqNJkadO5enr9uf+0Re9S1LApIkre4nemRtsnUS3iTgYnpM0KsxX2v3ZbTvM0ADgiUT5lxO9n8KyjKEvxMzb6qrp9lmZaS6tr32FsXq/m4LHR0rWwWsdx3Ecx3EjHg/gOY47tg2Ocg9TAcxrUPQgzl98+rr/Z+/Ow5sq07+B3+ecLF2SdKdlKW2hdGErYEFFVoECo8LMsAuICg4K4j7wQxFxUKwKo4jCq8CICCObDMsou4AsgwpIoS2lQBco3dekTdLkLO8fB2JpoZQmbZr2+7nmmit98pzz3G0M7Z1nudPSl2fd2EBELKvs0X2tp0fHO/eT18wfUFDFzYl3Ricxj/JsD4GIlqariqwMEfX3Eob7OmERATSEid7RE73rXIYAAAAA4H4ggQeAe/ujgFwBz4d0aOHH1xUUHrx85QP5cVTk+35+dz7pVCpkxB+VUtqtYh8cMbE8N4QnFRFRupn9V66SiDiG3u9gaYSwAQAAAMDVIYEHgHuQSDpUnklEnETDC6zWkS36+DqDIfFcwgz52PmQ9n9rH/zMHTpZGfEEJx1TSLem1ZlQkX3MygT8sUj+zTSVRSQieiaIj/ZouvsYAQAAAKDpQAIPAPdwzpSfYy0nogdLBV+lZ3lH558H4yxGY/qZ36cIQgUR+fs9GhX5j5p9pEus+KNSKrt1WJ1WYofwbIxQtaj70VLuYAlHRN4K+nt7TL8DAAAAQJ0ggQeAe9inv7V+Ps9q6RbbMo+vEwTj1bRPMjJXiWIlEWk0kT1iVjPM7T+KEkb4QSFdudXIEtOb5x7l6fbiX7xEC9JvNs1rb/FV4Ow6AAAAAKgTJPAAcA/7DGnyg8cKrfzQHs4Nxhmk7JzvUy//w2y+ebS4WtXqgZ4bFQrdH114RjzOicc54m8dVtdGZB/jmbbV18aXC8ySTGWKkSGiSA/x6SDULwQAAACAukICDwC1ybGWJ5mLiCjMJHbyDzV611bqvPnRGy5cvDi/pPQX+UuGYdu0HhsZsUilCrD1kdJY8UelVHgrdXcndhDP9OGrrpknojKeVueovspRltzK2ReHWRS39wEAAAAAqAUSeACozV5DmkQSET2eZ7V2d9LxdaWM+DsnFTKMO5E7kbvEuEsWP5G0AuvJSFaG1Aw5eiG61Vpy5erH167/S7p1Ep2XV8/oyCXe3rG2PlIZI+1Riim3zplniO0lMEOtjPtttyq20pfZyjW5Kj3/R+MzrfnB3igdBwAAAAD3AQk8ANRmf/Fl+cGfyjhrIx9fJzBSCiue5aQ0liQioqo5ejnxRHJCrCBSkEIid2I8iNwkxp0kN4nxkBh3ktwlxp3IXSJ3YtwlcpPI7R7DShKfdePfl6+8b7EUyy1qdVBEpwVt24ynW7PqkkDSSU78WUm3ptOZIJF93Mq0u+1zhGKeWZOt+DLnttR9oLcwv73lAS1OngcAAACA+4MEHgDuyihaj5uyiSEvXurdPkZqrOPrpEJGOqcQz7JkrPMSc54hA0kGImLkHLq2GXk523cjcruZ2EtuEuNOjDsZ+EtZhf/SWy+oFIGMQs2ry9oFT+4U/qZCofkjvExW/EEp5d+KzY24wTzTmyf2jxEKrcyqbOXqbIVJvLW0nmiYr/D3YEsPDVJ3AAAAAKgPJPAAcFdH9BlmRiKiuEKeie3Z4KelW0lK4oQzHF1nb2v3lNgeIhslSAJJRmLMjGQileDGVrJihWTRW8UKiTEzkomhOlZkq5Lt061UX/5/D+oSQcuq9pXn8wV3ieSEn2ek1Cpr5rsJbBxPmj9+NjcqmS9uKL/NU5hvpe4sQ0N9hP9rb+nmidQdAAAAAOoPCTwA3JlE0rbsM/LjEaKP2JDH10k3WOksJyZyVFmllSGmo8A+IDIRAnFyw80l7AyRh45TqVREVFJiEoSbm8klgRgTI5mIzAwZSTIxZGLITCQ3GonMrGQiMhOZGapbNi2ZiEyMVFJ9LQATILGPWZnQP+5y3cysylauz1VUSn+k7o/78v8XYu3kjtQdAAAAAOyFBB4A7sAiCq+k/3e3mE9ECokGh8Te85L6MJOYxEm/cVLubVPujE5iuotsLE/e9zfrz3BEGonRkDyhfo/19zxDJqkg62jWlfVihVXB+ygFb7UU6Os+UKfsTmaOTERmRjITGYmEKjdTSuwjAttfIO5meNcq2eVZyu/yFdZbebqSpb/486+1s3ZE6g4AAAAADoIEHgCqMwiWZ1K3HhWKiIiR6N1M0o7s4sgBJJIyWeksJyaztsLpJKffEQL7gMh0FO6VfDuA3phwMeXNktJfSE2kvlkiLjjiRZUqgEgguv2IeAtJJoYxM5KZGH+JPG+m7hlmdsUN5b/zFPytjxpULP3Zn/97sDXUDak7AAAAADgSEngAuE0eX/Fk8nfnWSMRcRItz2An9X9SdNTxdeWMlMSJZzkp77YEnfGTmJ4821O0JcYNymIpvpq2tPYScdWpiFFJ5CXZ4r5YwXyerfq+QCHYUndGmhgovN7O0kbdGN8FAAAAALQ0SOAB4A+pxsKJlzdf5wQi8hRofY5u4LCJotu9Cq/dk0RSOiue5qRL3G0T2wqJiRDZWIEJExthyp2IRNF6Pevry1c+5Hm93FKzRNw9JRvZL24otxUoxFt5ugcrTQ7kX2pnDVIhdQcAAACAhoIEHgBuOlOSMTlzd5FCIqJWFmlbWbvoYX+2t3RcMSOe46RznKS/fco9SGR6CWx34Z5V2R2lsjKvtOy31MtLKipuVrZnWXVoyKyOHV7hOA+LSEaR9AJrEsgkUhnPGEUyCUy5QOUCYxIZo0hlPGMS6UYlc6Lsj5+JlpOmt7a+0Jb3VSB1BwAAAICGhQQeAIiI9mSdnVl83KQgIupgFLcqe7UfPKD+t5NPpzvHSdUKwrkR201geglM64bdHy6K1grjVb0+oaIi1VCekqNPv8B3usT1LWLernTzsJC7RdleUrWr1KsMp5lygfj7z769FfRca8vf2li98e8oAAAAADQK/OEJALT24r43+UsiS0TU2yBtbDPSJySyPjeSSEpnpQROTObIetszTBuReUBguwukdEDANZlM1wyG5PKKi3p9oqH8otGYVka+l9hHUrh+Kdzk64oukuL2jxJEInM9x/JVSC+05ae3tmo5zLoDAAAAQONBAg/QokmS+M9z2+OV2fIG8MdKmC87T1T7tbrv+xQyUiInnuOo9Pal8jqJ6S4yPXnGz5G5Ls8bCgsTyytSSksTCgp/NxiSed5ARCVM6xS2fwo355LbI9lslHSvbe1urOTBMVpO9GTJgyNPTtJy5M5K7hx5KyR3ltxYScdJnhy5s5InRzqF5M5KHdxJxSB1BwAAAIDGhgQeoOWy8pZXzny7xbNC/vKpMvVHvadybh51v4NkJumOS+Xl0+liBKaTSOxdLr4fJtP1Mv1ZvT6pvOKiwZBsMl2zPVXIhKRwo1JU/VK4fnlsxzteHqwWH/ES+3qJUR6Cl4LcWcmdlbwUjXNwHgAAAACAYyCBB2ihKgzF0xO/O6QViIiR6P+Mfq89PInYumXbIkkZrJTAiUm3FXIn21L5rgKp7Y1QEEwlpb8WF/9cWHRUr0+o+lQ+E5bK9U3lHk5kHy1gQ+94eYib+KBOfFArDPIR26tRkh0AAAAAXB4SeICWqCAnfeK1Xee1DBEpJFrGRD754PC6XCjlM9J5hfg7SxW35+1eEtNNZB/gyceuteWSJOoN54uKjhQWHi4t+00Ub+6kF4nLZiNTuP4pXL8Utl8ZE1jzWoYoylPqqxMe1gkPewmtlFjlDgAAAADNChJ4gBbnasqv48pPXvdkiUgj0L90Dw8O6137JZKJpOQ7LZVXExslMDH2FnI3m7OzC49fKkxIK72mF9hSJqiEGVyqfLKUaV1B3qVsUBHTXqA7FLTjGAp3Fx/UiQO9hX5eAmq5AQAAAEAzhgQeoCWRpF/P7JvMXSp1Y4ko0Eqbgp/o6h921/5WRrrCiuc46QpLQpV2hpgOIhMjsNEi1W2iu1Ji8i1MbiUV8kxuJVP7CkMMAAAgAElEQVRgZfIt4vUKfX6lOc+qLpWCrcwzRERKuucx9UqWemjEgf7coFbK/n6cYCgRBOEe1wAAAAAAuD4k8HYxm80bNmw4deqUXq/v2LFjjx49xo4dy3F3mCcEcDrGat13dNP0VsVmliGiDhZuc8T4UE3AHboaGTGVlVJZ6SpHlbffxF9iugpsD4G8a8vbzSKTXMEkVrAXKrgkI5tqZMv4O3Z0u3Xf2iL3YKUgldRGLT2oEx7Wib11ogcr6XQ6lYojopLaLgUAAAAAaD4aKoHneV6haOafDhQWFi5evDg9PZ2IvLy8kpKSkpKSEhIS5s+fr9VqnR0dwG0Yg+FfJzb8X1uryDBEFMu7b+g+2U9x+4HzeayYykopnJTN0O3pOeNOTBeBieGZ4Dvn7cU8c6GcvVDBJlawiRXsFRMr1HkxO0dWL6k4QGEOclO29fRurVb4K6UgFQUopQCVFKSSPFgsjAcAAAAAcFwCn5mZuXr16hMnTiQmJhYXF4uiKEmSKIoLFy585plnOna8c20nl/bJJ5+kp6d36dLl9ddf9/f3z87Ofv/99xMTE9euXfvKK684OzqAPzA3ri25sP2f7W5uX3+M/P9fzHg3RkFEkkCUyYoprJRavYQ7EZGKmI4C201kIkSqsr1cIso0s4kV7IVyJtHIJVaw2ZW1zaF7SGU+Ura3lOMt5emkAh8pWycW+CuMIbq2HXy7dGr1sLt7MJHm1r2tjvzmAQAAAKBeJk2atGnTpjfeeOPjjz92dixwk2MS+A8++GDx4sUmk6lauyRJ77///pIlS95888333nvPIWM1ESkpKRcuXNBoNG+++aY8396mTZuFCxc+//zzhw8fnjx5ckDAnVYmAzQ68eL5F28c3Nru5pt9qjrso/DHODMrpXPSJVa6xEnmGtd4Smy4yHQWmHCJOImIeImuGJmEci7VxKYY2dN6tpivLWP3lnLDxN/bisltxZQw8WwbMUWe02dZlbdXrL//YD+/J3Ta7gzjiBrxAAAAAAAtgwMS+CVLlrz11lvy406dOkVHR+/atcv2rFarNRgM77//vsFgWL58uf3DNREnT54kotjY2Kqr5QMDA6OjoxMTE0+dOvXEE084LzoAIiKSJOP/Dk/hzx0LUhARQ8x77EMz9A9J33HC1dsPpSMiIiZAEiPE4jDhWism30o5FrYgi7leySYb2VQTa717JXWOrG3FlBAhob10PkQ8HyImeEhltmdZVuWpifbx6RvgP9jX9xGO82yQbxYAAAAAoLmzN4FPSUlZsGABEUVGRq5atWrw4MFExDA3p+Y4jktLS3v22Wd37979+eefz5w5s3PnznaO2ERcvXqViHr16lWtvVevXomJifKzAI2JsVgYk5EqKlizkYxG1mwquH75r0GFiT7K7iWBI3PCny7s4Z3vUS0N5zm6GkC/BNF/A9kkjim2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" width="672" /></p>
+<p>Nice! Now we can clean up some of the other elements we worked on with the original plot (axes, title, etc.). I’ll bake that into a single chunk below.</p>
 <pre class="r"><code>midwest_plot + scale_x_date(date_labels = &quot;%b&quot;, date_breaks = &quot;1 month&quot;, date_minor_breaks = &quot;1 week&quot;) + scale_y_continuous(label = comma) + labs(x = &quot;Week (in 2020)&quot;, y = &quot;&quot;, title = &quot;COVID-19 cases in the Upper Midwest&quot;) + theme_light()</code></pre>
 <pre class="r"><code>midwest_plot + scale_x_date(date_labels = &quot;%b&quot;, date_breaks = &quot;1 month&quot;, date_minor_breaks = &quot;1 week&quot;) + scale_y_continuous(label = comma) + labs(x = &quot;Week (in 2020)&quot;, y = &quot;&quot;, title = &quot;COVID-19 cases in the Upper Midwest&quot;) + theme_light()</code></pre>
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" width="672" /></p>
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" width="672" /></p>
+<p>That’s it! Mission accomplished. We’ve got ourselves a nice concise visualization of weekly COVID-19 cases and deaths across five upper midwest states over nearly 8 months of the pandemic.</p>
+</div>
 </div>
 
 
 </div>
 
 
index a74dd77e65055afaaab7b6e30a581686435f8167..ffd18b092b2011f75d477792c23a7907d7225598 100644 (file)
Binary files a/r_tutorials/w05a-R_tutorial.pdf and b/r_tutorials/w05a-R_tutorial.pdf differ
index 705978490b063dce94e18901311851e5ed09a0d4..f079d7e766bfaf96b85a258035ac3540b2c78289 100644 (file)
@@ -4,9 +4,6 @@ subtitle: "Statistics and statistical programming  \nNorthwestern University  \n
 author: "Aaron Shaw"
 date: "October 13, 3030"
 output:
 author: "Aaron Shaw"
 date: "October 13, 3030"
 output:
-  pdf_document:
-    toc: yes
-    toc_depth: '3'
   html_document:
     toc: yes
     number_sections: true
   html_document:
     toc: yes
     number_sections: true
@@ -15,6 +12,9 @@ output:
       collapsed: false
       smooth_scroll: true
     theme: readable
       collapsed: false
       smooth_scroll: true
     theme: readable
+  pdf_document:
+    toc: yes
+    toc_depth: '3'
 ---
 
 ```{r setup, include=FALSE}
 ---
 
 ```{r setup, include=FALSE}
@@ -23,9 +23,9 @@ knitr::opts_chunk$set(echo = TRUE, tidy='styler', message = FALSE)
 ```
 
 # Getting started (more better plots)
 ```
 
 # Getting started (more better plots)
-This is a supplement to the Week 5 R tutorial focused on elaborating some examples of time series plots and more polished plots using [`ggplot2`](https://ggplot2.tidyverse.org). I'll work some data on state-level COVID-19 in the United States published by *The New York Times* (*NYT*). You can access the data an details about the sources, measurement, and different datasets available via [the *NYT* github repository](https://github.com/nytimes/covid-19-data). 
+This is a supplement to the Week 5 R tutorial focused on elaborating some examples of time series plots and more polished plots using [`ggplot2`](https://ggplot2.tidyverse.org). I'll work with some data on state-level COVID-19 in the United States published by *The New York Times* (*NYT*). You can access the data as well as details about the sources, measurement, and related available datasets via [the *NYT* github repository](https://github.com/nytimes/covid-19-data). 
 
 
-To start, I'll load up the `tidyverse` library and also attach the `lubridate` package to help handle dates and times. Then I'll import the "raw csv" from the web, and take a look at the dataset:
+To start, I'll load up the `tidyverse` library and also attach the `lubridate` 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:
 
 ```{r}
 library(tidyverse)
 
 ```{r}
 library(tidyverse)
@@ -38,29 +38,31 @@ d <- read_csv(data_url)
 d
 ```
 
 d
 ```
 
-For the sake of my examples, I'm planning to work with the `date`, `state`, `cases`, and `deaths` variables. Notice that by using the `read_csv()` function to import the data, R already recognizes the `date` 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 `state`.
+For the sake of my examples, I'm planning to work with the `date`, `state`, `cases`, and `deaths` variables. Notice that by using the `read_csv()` function to import the data, R already recognizes the `date` column as dates. Also notice that the column names for cases and deaths don't reflect the fact that both variables are *cumulative* 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.
 ```{r}
 d$state <- factor(d$state)
 table(d$state)
 ```
 
 ```{r}
 d$state <- factor(d$state)
 table(d$state)
 ```
 
-
+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 *NYT* 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.
 
 # Plotting a univariate time series
 
 
 # Plotting a univariate time series
 
-I recommend using [`geom_path()`](https://ggplot2.tidyverse.org/reference/geom_path.html) to create univariate time series plots. Specifically, I'll call `geom_line()`, which is a specialized version of `geom_path()` 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.
+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 [`geom_path()`](https://ggplot2.tidyverse.org/reference/geom_path.html) (that's a hyperlink to the documentation) to create univariate time series plots. Specifically, I'll call `geom_line()`, which is a specialized (masked) version of `geom_path()` 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.
 
 
-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:
+For a univariate example, let's build a plot of weekly case counts in Illinois.
+
+I can start by just plotting the cumulative cases for all of the states and work towards the specific plot we want from there:
 
 ```{r}
 ggplot(data=d, aes(date, cases)) + geom_line()
 ```
 
 
 ```{r}
 ggplot(data=d, aes(date, cases)) + geom_line()
 ```
 
-Notice that ggplot handles the `date` 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 `cases` variable...less well. I don't know about you, but my brain doesn't parse scientific notation quickly/easily.
+Notice that ggplot handles the `date` 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 `cases` 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).
 
 
-# Tidying timeseries data for better plots
+## Tidying some timeseries data
 
 
-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 *cumulative* daily case counts into weekly counts; and (3) plot it again with better axis labels and a nice title. 
+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 *cumulative* daily case counts into weekly counts; and (3) plot it again with better axis labels and a nice title. 
 
 I can restrict the data to Illinois in a few ways. Since I'm using ggplot, I'll work with Tidyverse "pipes" (`%>%`) and "verbs" (in this case, `filter`):
 ```{r}
 
 I can restrict the data to Illinois in a few ways. Since I'm using ggplot, I'll work with Tidyverse "pipes" (`%>%`) and "verbs" (in this case, `filter`):
 ```{r}
@@ -69,37 +71,45 @@ d %>%
   ggplot(aes(date, cases)) + geom_line()
 ```
 
   ggplot(aes(date, cases)) + geom_line()
 ```
 
-That's already much less cluttered. Inserting a call to the Tidyverse  `mutate`, `group_by`, and `summarize` 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:
+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. 
+
+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  `mutate`, `group_by`, and `summarize` verbs. After a little trial and error, I got it to work with the following code (which I'll walk through in detail below):
 ```{r}
 il_weekly_cases <- d %>%  
   filter(state == "Illinois") %>%  
 ```{r}
 il_weekly_cases <- d %>%  
   filter(state == "Illinois") %>%  
-  mutate(diff_cases = c(cases[1], diff(cases, lag = 1)),
-         weekdate = cut(date, "week")) %>%
+  mutate(
+    diff_cases = c(cases[1], diff(cases, lag = 1)),
+    weekdate = cut(date, "week")) %>%
   group_by(weekdate) %>%
   summarize(new_cases = sum(diff_cases, na.rm = T),)
 
 il_weekly_cases
 ```
   group_by(weekdate) %>%
   summarize(new_cases = sum(diff_cases, na.rm = T),)
 
 il_weekly_cases
 ```
-There's quite a lot happening there. I'll go through it verb-by-verb.
+There's quite a lot happening there so let's go through it verb-by-verb.
 
 
-First, I use `mutate` to create a `diff_cases` variable that disaggregates the cumulative values of `cases` (read the documentation for `diff` to learn more about this one). Differenced values alone wouldn't produce the same number of items (try running `length(1:10)` and compare that with `length(diff(1:10, 1))` to see what I mean), so I stores the first value of my `cases` variable and then append the differenced values after that. Within the same call to mutate I also create a new variable `weekdate` that collapses the dates into weeks (see the documentation for `cut.Date`) 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?
+First, I `filter` my cases to restrict the set to Illinois data. Then I use `mutate` to create a `diff_cases` variable that disaggregates the cumulative values of `cases` (read the documentation for `diff` to learn more about this one). Differenced values alone wouldn't produce the correct number of items (try running `length(1:10)` and compare that with `length(diff(1:10, 1))` to see what I mean), so I store the first value of my `cases` 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 `arrange(-desc())` 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 `weekdate` that collapses the dates into weeks (see the documentation for `cut.Date`) 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?
 
 
-Next, I use `group_by` to aggregate everything by my `weekdate` factor values. 
+Next, I use `group_by` to aggregate everything by my `weekdate` factor values. This is essentially creating conditional groupings of the data that I can then summarize in my next command.
 
 
-Finally I use `summarize` to reshape my data and collapse everything into weekly counts of new cases (notice that I use `sum` inside the `summarize` call to add up the case counts within the grouping variable). 
-Okay, let's see about plotting this now:
+Finally I use `summarize` to reshape my data and collapse everything into weekly counts of new cases (notice that I use `sum` inside the `summarize` 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!
 
 
-Hmm. looks like I have a problem with my dates. Let's troubleshoot this:
+Okay, let's see about plotting this now:
+```{r}
+il_weekly_cases %>%
+  ggplot(aes(weekdate, new_cases)) + geom_line()
+```
 
 
+Hmm. looks like I have a problem here. My first guess is that there's something funny going on with my `weekdate` variable because it looks very different on the x-axis. Let's troubleshoot:
 ```{r}
 class(il_weekly_cases$weekdate)
 ```
 ```{r}
 class(il_weekly_cases$weekdate)
 ```
-Whoops. It looks like I need to convert that `weekdate` 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 `weekdate` to a character vector and then converting that into a date using `as.Date` (and remember that it is sometimes easier to read these "nested" commands from the inside-out).
+
+Whoops. Indeed, I need to convert that `weekdate` 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 `weekdate` to a character vector and then coercing that into a date using `as.Date` (and remember that it is sometimes easier to read these "nested" commands from the inside-out).
 ```{r}
 il_weekly_cases$date = as.Date(as.character((il_weekly_cases$weekdate)))
 il_weekly_cases
 ```
 ```{r}
 il_weekly_cases$date = as.Date(as.character((il_weekly_cases$weekdate)))
 il_weekly_cases
 ```
-That ought to work now:
+That ought to work for plotting now:
 ```{r}
 plot1 <- il_weekly_cases %>%
   ggplot(aes(date, new_cases)) + geom_line()
 ```{r}
 plot1 <- il_weekly_cases %>%
   ggplot(aes(date, new_cases)) + geom_line()
@@ -107,57 +117,65 @@ plot1 <- il_weekly_cases %>%
 plot1
 ```
 
 plot1
 ```
 
-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 *NYT* 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.
+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 *NYT* has published the data for part of the most recent week. Once it updates, the case count probably won't tumble like that (yikes).
 
 
-# Working on ggplot axis labels, titles, and scales
-As I mentioned briefly in class `ggplot2` 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 `scale_date` to work with the x-axis, `scale_continuous` to work with the y-axis, and `labs` to clean up the title and axis labels.
+## Working on ggplot axis labels, titles, and scales
+Now we can style the plot. As I mentioned briefly in class `ggplot2` 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 `scale_date` to work with the x-axis, `scale_continuous` to work with the y-axis, and `labs` to clean up the title and axis labels. Each of those have documentation and should appear on the `ggplot2` cheatsheet available via RStudio/Tidyverse.
 
 
-For starters, let's see whether there might be any way I want to improve the axis labels. The ggplot defaults for my `date` 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:
+To start, let's see whether there might be any way I want to improve the x-axis labels. The ggplot defaults for my `date` 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 `date_labels`. Here's what all of that looks like:
 
 ```{r}
 plot2 <- plot1 + scale_x_date(date_labels = "%b", date_breaks= "1 month", date_minor_breaks = "1 week")
 plot2
 ```
 
 
 ```{r}
 plot2 <- plot1 + scale_x_date(date_labels = "%b", date_breaks= "1 month", date_minor_breaks = "1 week")
 plot2
 ```
 
-The ggplot documentation for [`scale_date`](https://ggplot2.tidyverse.org/reference/scale_date.html) can give you some other examples and ideas. Also, notice how I appended the `scale_date` 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. 
+The ggplot documentation for [`scale_date`](https://ggplot2.tidyverse.org/reference/scale_date.html) can give you some other examples and ideas. Also, notice how I appended the `scale_date` 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. 
 
 
-Now I can fix up the y-axis labels a bit using a call to the `labels` argument after I load the `scales` package.
+Now I can fix up the y-axis labels a bit using a call to the `labels` argument after I load the `scales` package (why doesn't ggplot support this kind of labeling itself? I have no clue).
 ```{r}
 library(scales)
 plot3 <- plot2 + scale_y_continuous(label=comma)
 plot3
 ```
 
 ```{r}
 library(scales)
 plot3 <- plot2 + scale_y_continuous(label=comma)
 plot3
 ```
 
-Nearly done. All that's left is a title and better axis names. I'll do that with yet another layer.
+Nearly done. All that's left is a title and better axis names. I'll do that with yet another layer call to `labs`. The arguments here are pretty intuitive.
 ```{r}
 plot4 <- plot3 + labs(x="Week (in 2020)", y="New cases", title="COVID-19 cases in Illinois")
 plot4
 ```
 
 ```{r}
 plot4 <- plot3 + labs(x="Week (in 2020)", y="New cases", title="COVID-19 cases in Illinois")
 plot4
 ```
 
-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:
+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:
 ```{r}
 plot4 + theme_light()
 ```
 
 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 `ggsave()` function, which is available via ggplot2. Base R also has a `save()` function that you can work with, although it can be a bit more complicated to get comfortable with.
 
 ```{r}
 plot4 + theme_light()
 ```
 
 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 `ggsave()` function, which is available via ggplot2. Base R also has a `save()` function that you can work with, although it can be a bit more complicated to get comfortable with.
 
-# Long versus wide data (and why long data is often helpful)
+# Multivariate and multidimensional time series plots
+
+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).  
 
 
-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.
+## Long versus wide data (and why long data is often helpful)
 
 
-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.
+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.
+
+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.
 
 Consider the format of my tidied dataframe that I used for plotting:
 ```{r}
 il_weekly_cases
 ```
 
 Consider the format of my tidied dataframe that I used for plotting:
 ```{r}
 il_weekly_cases
 ```
-This dataframe is in a "wide" format. Each row is a week and each column is a variable unique to that week.
+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 `weekdate` and `date` 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).
 
 
-Our original dataframe was a bit "longer":
+Our original dataframe was also pretty "long":
 ```{r}
 d
 ```
 ```{r}
 d
 ```
-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: `cases` and `deaths`. 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 `state=="Illinois"` and replacing by a `group_by` step before I create my `weekdate` variable. I'm also going to go ahead and drop the `date` and `fips` variables because they're just getting in my way at this point. I'll start there
+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: `cases` and `deaths`. 
+
+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: `date` (collapsed into weeks), `state`, `variable` (which will either have a value of `new cases` or `new deaths`), and a column for `value` 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.
+
+Doing this involves a different approach to tidying up my data. I'll start by dropping the step where I filtered by `state=="Illinois"` and replacing it with a `group_by` step before I create my `weekdate` variable. I'm also going to go ahead and drop the `date` and `fips` variables because they're just getting in my way.
 ```{r}
 weekly <- d %>%
   group_by(state) %>%
 ```{r}
 weekly <- d %>%
   group_by(state) %>%
@@ -166,8 +184,8 @@ weekly <- d %>%
   ) %>% select(state, cases, deaths, weekdate)
 weekly
 ```
   ) %>% select(state, cases, deaths, weekdate)
 weekly
 ```
-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 `cases` and `deaths` 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:
 
 
+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 `cases` and `deaths` 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.
 ```{r}
 tidy_weekly <- weekly %>% 
   group_by(state, weekdate) %>%
 ```{r}
 tidy_weekly <- weekly %>% 
   group_by(state, weekdate) %>%
@@ -177,9 +195,15 @@ tidy_weekly <- weekly %>%
     )
 ```
 
     )
 ```
 
+Notice that the call to `group_by` groups by multiple variables. The order here matters! If I reversed it to read `group_by(weekdate, state)` 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. 
+
+Next, I can fix up my `weekdate` variable again so that it is a Date object.
 ```{r}
 tidy_weekly$weekdate <- as.Date(as.character(tidy_weekly$weekdate))
 ```{r}
 tidy_weekly$weekdate <- as.Date(as.character(tidy_weekly$weekdate))
+```
 
 
+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.
+```{r}
 tidy_weekly <- tidy_weekly %>% 
   group_by(state) %>%
   arrange(-desc(weekdate)) %>%
 tidy_weekly <- tidy_weekly %>% 
   group_by(state) %>%
   arrange(-desc(weekdate)) %>%
@@ -190,7 +214,10 @@ tidy_weekly <- tidy_weekly %>%
   
 tidy_weekly
 ```
   
 tidy_weekly
 ```
-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 `new_cases` and `new_deaths` measures a little differently. To manage this, I'll use the `pivot_longer()` function (part of the `tidyr` package from the tidyverse). I will also go ahead and coerce my `weekdate` into a Date object again:
+
+We're much closer to our goal now! 
+
+I can go ahead and drop the cumulative cases and deaths columns with a call to `select` in my next step. Then the big next (and nearly final) step is to "pivot" the data to organize the `new_cases` and `new_deaths` measures in the way I described above. To manage this, I'll use the `pivot_longer()` function (part of the `tidyr` package from the tidyverse):
 ```{r}
 long_weekly <- tidy_weekly %>%
   select(state, weekdate, new_cases, new_deaths) %>%
 ```{r}
 long_weekly <- tidy_weekly %>%
   select(state, weekdate, new_cases, new_deaths) %>%
@@ -202,9 +229,10 @@ long_weekly <- tidy_weekly %>%
 
 long_weekly
 ```
 
 long_weekly
 ```
-Can you see what that did? I now have two rows of data for every state-week. One that contains a value for `new_cases` and one that contains a value for `new_deaths`. Both of those variables have been "pivoted" into a single `variable` column. 
 
 
-Before we move forward I'm going to clean up the values of `variable`.
+Can you see what that did? I now have two rows of data for every state-week. One row contains a value for `new_cases` and one contains a value for `new_deaths`. Both of those variables have been "pivoted" into a single `variable` 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).
+
+Before we move forward I'm also going to clean up the values of `variable`. 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.
 ```{r}
 long_weekly <- long_weekly %>%
   mutate(
 ```{r}
 long_weekly <- long_weekly %>%
   mutate(
@@ -212,7 +240,8 @@ long_weekly <- long_weekly %>%
   )
 
 ```
   )
 
 ```
-Okay, prepared with my `tidy_weekly` and my `long_weekly` 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:
+
+Okay, prepared with my `long_weekly` 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:
 ```{r}
 long_weekly %>% filter(
   state == "Illinois" & variable == "new cases"
 ```{r}
 long_weekly %>% filter(
   state == "Illinois" & variable == "new cases"
@@ -220,15 +249,15 @@ long_weekly %>% filter(
 
 ```
 
 
 ```
 
-Now we can easily plot Illinois cases against deaths from the same tibble:
+With our "longer" data format, we can plot Illinois cases against deaths from the same tibble by incorporating a `color=variable` argument    :
 ```{r}
 long_weekly %>% filter(state == "Illinois") %>% 
   ggplot(aes(weekdate, value, color=variable)) + geom_line()
 ```
 
 ```{r}
 long_weekly %>% filter(state == "Illinois") %>% 
   ggplot(aes(weekdate, value, color=variable)) + geom_line()
 ```
 
-That plot isn't so great because the death counts are dwarfed by the case counts. Thank goodness!
+Unfortunately, that plot isn't so great because the death counts are dwarfed by the case counts (thank goodness!).
 
 
-Now let's compare Illinois case counts against some its neighbors in the upper midwest:
+Now let's compare Illinois case counts against some the neighboring states in the upper midwest:
 ```{r}
 upper_midwest = c("Illinois", "Michigan", "Wisconsin", "Iowa", "Minnesota")
 
 ```{r}
 upper_midwest = c("Illinois", "Michigan", "Wisconsin", "Iowa", "Minnesota")
 
@@ -237,9 +266,11 @@ long_weekly %>%
   ggplot(aes(weekdate, value, color=state)) + geom_line()
 ```
 
   ggplot(aes(weekdate, value, color=state)) + geom_line()
 ```
 
-Now that's getting a bit more interesting.
+Notice that I use the `%in%` operator to filter for the values of the `state` vector that are "in" the `upper_midwest` vector (see `help(%in%)` for more).
+
+Also notice that we now have ourselves a multivariate time series!
 
 
-What about finding some way to also incorporate the death counts? Well, ggplot has another layer option called "facets" that can help produce multiple plots and present them alongside each other (or in a grid). Here's an example that creates a faceted "grid" (really just a side-by-side comparison) of case counts and deaths for the same five states.
+So now how about finding some way to also incorporate those death counts? If I just add them to this same plot we'll run into the same issue we did with the Illinois data because the death counts look tiny plotted on the same scale as the case counts. A good solution in such a situation is to create a second plot for weekly deaths that we can display together with this weekly cases plot that uses a differently scaled y-axis. The ggplot way to do this involves another type of layer called "facets." Here's an example that creates a faceted "grid" (noy much of a grid since there are only two variables or categories we're using to do the faceting) of weekly case counts and deaths for the same five states.
 ```{r}
 midwest_plot <- long_weekly %>% 
   filter(state %in% upper_midwest) %>% 
 ```{r}
 midwest_plot <- long_weekly %>% 
   filter(state %in% upper_midwest) %>% 
@@ -248,9 +279,10 @@ midwest_plot <- long_weekly %>%
 midwest_plot
 ```
 
 midwest_plot
 ```
 
-Now we can clean up some of the other elements we worked on with the original plot (axes, title, etc.). I'll bake that into a single chunk below.
+Nice! Now we can clean up some of the other elements we worked on with the original plot (axes, title, etc.). I'll bake that into a single chunk below.
 
 ```{r}
 midwest_plot + scale_x_date(date_labels = "%b", date_breaks= "1 month", date_minor_breaks = "1 week") + scale_y_continuous(label=comma) + labs(x="Week (in 2020)", y="", title="COVID-19 cases in the Upper Midwest") + theme_light()
 ```
 
 
 ```{r}
 midwest_plot + scale_x_date(date_labels = "%b", date_breaks= "1 month", date_minor_breaks = "1 week") + scale_y_continuous(label=comma) + labs(x="Week (in 2020)", y="", title="COVID-19 cases in the Upper Midwest") + theme_light()
 ```
 
+That's it! Mission accomplished. We've got ourselves a nice concise visualization of weekly COVID-19 cases and deaths across five upper midwest states over nearly 8 months of the pandemic. 
\ No newline at end of file

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