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ZIWAUA0/Rodział 2-3/Kurs_R.html
CezaryPukownik 910256b5a1 Zrobiono rozdział 8 - finito :D
2020-04-17 20:10:04 +02:00

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<!DOCTYPE html>
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<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="author" content="altarin" />
<meta name="date" content="2020-04-11" />
<title>Kurs_R.R</title>
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) 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<h1 class="title toc-ignore">Kurs_R.R</h1>
<h4 class="author">altarin</h4>
<h4 class="date">2020-04-11</h4>
</div>
<pre class="r"><code>library(tidyverse)</code></pre>
<pre><code>## ── Attaching packages ───────────────────────────────────────────────────────────────────────────────────────────────── tidyverse 1.3.0 ──</code></pre>
<pre><code>## ✓ ggplot2 3.3.0 ✓ purrr 0.3.3
## ✓ tibble 2.1.3 ✓ dplyr 0.8.5
## ✓ tidyr 1.0.2 ✓ stringr 1.4.0
## ✓ readr 1.3.1 ✓ forcats 0.5.0</code></pre>
<pre><code>## ── Conflicts ──────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()</code></pre>
<div id="section" class="section level1">
<h1>2.3.1</h1>
<div id="zadanie-1" class="section level2">
<h2>Zadanie 1</h2>
<pre class="r"><code>airquality %&gt;%
select(Ozone, Solar.R, Wind, Temp) %&gt;%
filter(Ozone&gt;80)</code></pre>
<pre><code>## Ozone Solar.R Wind Temp
## 1 115 223 5.7 79
## 2 135 269 4.1 84
## 3 97 267 6.3 92
## 4 97 272 5.7 92
## 5 85 175 7.4 89
## 6 108 223 8.0 85
## 7 82 213 7.4 88
## 8 122 255 4.0 89
## 9 89 229 10.3 90
## 10 110 207 8.0 90
## 11 168 238 3.4 81
## 12 118 225 2.3 94
## 13 84 237 6.3 96
## 14 85 188 6.3 94
## 15 96 167 6.9 91
## 16 91 189 4.6 93</code></pre>
</div>
<div id="zadanie-2" class="section level2">
<h2>Zadanie 2</h2>
<pre class="r"><code>#install.packages('weathermetrics')
library(weathermetrics)
airquality %&gt;%
mutate(TempC=fahrenheit.to.celsius(Temp))</code></pre>
<pre><code>## Ozone Solar.R Wind Temp Month Day TempC
## 1 41 190 7.4 67 5 1 19.44
## 2 36 118 8.0 72 5 2 22.22
## 3 12 149 12.6 74 5 3 23.33
## 4 18 313 11.5 62 5 4 16.67
## 5 NA NA 14.3 56 5 5 13.33
## 6 28 NA 14.9 66 5 6 18.89
## 7 23 299 8.6 65 5 7 18.33
## 8 19 99 13.8 59 5 8 15.00
## 9 8 19 20.1 61 5 9 16.11
## 10 NA 194 8.6 69 5 10 20.56
## 11 7 NA 6.9 74 5 11 23.33
## 12 16 256 9.7 69 5 12 20.56
## 13 11 290 9.2 66 5 13 18.89
## 14 14 274 10.9 68 5 14 20.00
## 15 18 65 13.2 58 5 15 14.44
## 16 14 334 11.5 64 5 16 17.78
## 17 34 307 12.0 66 5 17 18.89
## 18 6 78 18.4 57 5 18 13.89
## 19 30 322 11.5 68 5 19 20.00
## 20 11 44 9.7 62 5 20 16.67
## 21 1 8 9.7 59 5 21 15.00
## 22 11 320 16.6 73 5 22 22.78
## 23 4 25 9.7 61 5 23 16.11
## 24 32 92 12.0 61 5 24 16.11
## 25 NA 66 16.6 57 5 25 13.89
## 26 NA 266 14.9 58 5 26 14.44
## 27 NA NA 8.0 57 5 27 13.89
## 28 23 13 12.0 67 5 28 19.44
## 29 45 252 14.9 81 5 29 27.22
## 30 115 223 5.7 79 5 30 26.11
## 31 37 279 7.4 76 5 31 24.44
## 32 NA 286 8.6 78 6 1 25.56
## 33 NA 287 9.7 74 6 2 23.33
## 34 NA 242 16.1 67 6 3 19.44
## 35 NA 186 9.2 84 6 4 28.89
## 36 NA 220 8.6 85 6 5 29.44
## 37 NA 264 14.3 79 6 6 26.11
## 38 29 127 9.7 82 6 7 27.78
## 39 NA 273 6.9 87 6 8 30.56
## 40 71 291 13.8 90 6 9 32.22
## 41 39 323 11.5 87 6 10 30.56
## 42 NA 259 10.9 93 6 11 33.89
## 43 NA 250 9.2 92 6 12 33.33
## 44 23 148 8.0 82 6 13 27.78
## 45 NA 332 13.8 80 6 14 26.67
## 46 NA 322 11.5 79 6 15 26.11
## 47 21 191 14.9 77 6 16 25.00
## 48 37 284 20.7 72 6 17 22.22
## 49 20 37 9.2 65 6 18 18.33
## 50 12 120 11.5 73 6 19 22.78
## 51 13 137 10.3 76 6 20 24.44
## 52 NA 150 6.3 77 6 21 25.00
## 53 NA 59 1.7 76 6 22 24.44
## 54 NA 91 4.6 76 6 23 24.44
## 55 NA 250 6.3 76 6 24 24.44
## 56 NA 135 8.0 75 6 25 23.89
## 57 NA 127 8.0 78 6 26 25.56
## 58 NA 47 10.3 73 6 27 22.78
## 59 NA 98 11.5 80 6 28 26.67
## 60 NA 31 14.9 77 6 29 25.00
## 61 NA 138 8.0 83 6 30 28.33
## 62 135 269 4.1 84 7 1 28.89
## 63 49 248 9.2 85 7 2 29.44
## 64 32 236 9.2 81 7 3 27.22
## 65 NA 101 10.9 84 7 4 28.89
## 66 64 175 4.6 83 7 5 28.33
## 67 40 314 10.9 83 7 6 28.33
## 68 77 276 5.1 88 7 7 31.11
## 69 97 267 6.3 92 7 8 33.33
## 70 97 272 5.7 92 7 9 33.33
## 71 85 175 7.4 89 7 10 31.67
## 72 NA 139 8.6 82 7 11 27.78
## 73 10 264 14.3 73 7 12 22.78
## 74 27 175 14.9 81 7 13 27.22
## 75 NA 291 14.9 91 7 14 32.78
## 76 7 48 14.3 80 7 15 26.67
## 77 48 260 6.9 81 7 16 27.22
## 78 35 274 10.3 82 7 17 27.78
## 79 61 285 6.3 84 7 18 28.89
## 80 79 187 5.1 87 7 19 30.56
## 81 63 220 11.5 85 7 20 29.44
## 82 16 7 6.9 74 7 21 23.33
## 83 NA 258 9.7 81 7 22 27.22
## 84 NA 295 11.5 82 7 23 27.78
## 85 80 294 8.6 86 7 24 30.00
## 86 108 223 8.0 85 7 25 29.44
## 87 20 81 8.6 82 7 26 27.78
## 88 52 82 12.0 86 7 27 30.00
## 89 82 213 7.4 88 7 28 31.11
## 90 50 275 7.4 86 7 29 30.00
## 91 64 253 7.4 83 7 30 28.33
## 92 59 254 9.2 81 7 31 27.22
## 93 39 83 6.9 81 8 1 27.22
## 94 9 24 13.8 81 8 2 27.22
## 95 16 77 7.4 82 8 3 27.78
## 96 78 NA 6.9 86 8 4 30.00
## 97 35 NA 7.4 85 8 5 29.44
## 98 66 NA 4.6 87 8 6 30.56
## 99 122 255 4.0 89 8 7 31.67
## 100 89 229 10.3 90 8 8 32.22
## 101 110 207 8.0 90 8 9 32.22
## 102 NA 222 8.6 92 8 10 33.33
## 103 NA 137 11.5 86 8 11 30.00
## 104 44 192 11.5 86 8 12 30.00
## 105 28 273 11.5 82 8 13 27.78
## 106 65 157 9.7 80 8 14 26.67
## 107 NA 64 11.5 79 8 15 26.11
## 108 22 71 10.3 77 8 16 25.00
## 109 59 51 6.3 79 8 17 26.11
## 110 23 115 7.4 76 8 18 24.44
## 111 31 244 10.9 78 8 19 25.56
## 112 44 190 10.3 78 8 20 25.56
## 113 21 259 15.5 77 8 21 25.00
## 114 9 36 14.3 72 8 22 22.22
## 115 NA 255 12.6 75 8 23 23.89
## 116 45 212 9.7 79 8 24 26.11
## 117 168 238 3.4 81 8 25 27.22
## 118 73 215 8.0 86 8 26 30.00
## 119 NA 153 5.7 88 8 27 31.11
## 120 76 203 9.7 97 8 28 36.11
## 121 118 225 2.3 94 8 29 34.44
## 122 84 237 6.3 96 8 30 35.56
## 123 85 188 6.3 94 8 31 34.44
## 124 96 167 6.9 91 9 1 32.78
## 125 78 197 5.1 92 9 2 33.33
## 126 73 183 2.8 93 9 3 33.89
## 127 91 189 4.6 93 9 4 33.89
## 128 47 95 7.4 87 9 5 30.56
## 129 32 92 15.5 84 9 6 28.89
## 130 20 252 10.9 80 9 7 26.67
## 131 23 220 10.3 78 9 8 25.56
## 132 21 230 10.9 75 9 9 23.89
## 133 24 259 9.7 73 9 10 22.78
## 134 44 236 14.9 81 9 11 27.22
## 135 21 259 15.5 76 9 12 24.44
## 136 28 238 6.3 77 9 13 25.00
## 137 9 24 10.9 71 9 14 21.67
## 138 13 112 11.5 71 9 15 21.67
## 139 46 237 6.9 78 9 16 25.56
## 140 18 224 13.8 67 9 17 19.44
## 141 13 27 10.3 76 9 18 24.44
## 142 24 238 10.3 68 9 19 20.00
## 143 16 201 8.0 82 9 20 27.78
## 144 13 238 12.6 64 9 21 17.78
## 145 23 14 9.2 71 9 22 21.67
## 146 36 139 10.3 81 9 23 27.22
## 147 7 49 10.3 69 9 24 20.56
## 148 14 20 16.6 63 9 25 17.22
## 149 30 193 6.9 70 9 26 21.11
## 150 NA 145 13.2 77 9 27 25.00
## 151 14 191 14.3 75 9 28 23.89
## 152 18 131 8.0 76 9 29 24.44
## 153 20 223 11.5 68 9 30 20.00</code></pre>
</div>
</div>
<div id="section-1" class="section level1">
<h1>2.4.1</h1>
<div id="zadanie-1-1" class="section level2">
<h2>Zadanie 1</h2>
<pre class="r"><code>as_tibble(airquality)</code></pre>
<pre><code>## # A tibble: 153 x 6
## Ozone Solar.R Wind Temp Month Day
## &lt;int&gt; &lt;int&gt; &lt;dbl&gt; &lt;int&gt; &lt;int&gt; &lt;int&gt;
## 1 41 190 7.4 67 5 1
## 2 36 118 8 72 5 2
## 3 12 149 12.6 74 5 3
## 4 18 313 11.5 62 5 4
## 5 NA NA 14.3 56 5 5
## 6 28 NA 14.9 66 5 6
## 7 23 299 8.6 65 5 7
## 8 19 99 13.8 59 5 8
## 9 8 19 20.1 61 5 9
## 10 NA 194 8.6 69 5 10
## # … with 143 more rows</code></pre>
</div>
<div id="zadanie-2-1" class="section level2">
<h2>Zadanie 2</h2>
<pre class="r"><code>tibble(litery=letters[6:11],
miesiace=month.name[1:6])</code></pre>
<pre><code>## # A tibble: 6 x 2
## litery miesiace
## &lt;chr&gt; &lt;chr&gt;
## 1 f January
## 2 g February
## 3 h March
## 4 i April
## 5 j May
## 6 k June</code></pre>
</div>
</div>
<div id="section-2" class="section level1">
<h1>3.2.4</h1>
<div id="zadanie-1-2" class="section level2">
<h2>Zadanie 1</h2>
<pre class="r"><code>ggplot(data=mpg)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>Co widzisz? Szare. puste pole ## Zadanie 2</p>
<pre class="r"><code>as_tibble(mtcars)</code></pre>
<pre><code>## # A tibble: 32 x 11
## mpg cyl disp hp drat wt qsec vs am gear carb
## &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;dbl&gt;
## 1 21 6 160 110 3.9 2.62 16.5 0 1 4 4
## 2 21 6 160 110 3.9 2.88 17.0 0 1 4 4
## 3 22.8 4 108 93 3.85 2.32 18.6 1 1 4 1
## 4 21.4 6 258 110 3.08 3.22 19.4 1 0 3 1
## 5 18.7 8 360 175 3.15 3.44 17.0 0 0 3 2
## 6 18.1 6 225 105 2.76 3.46 20.2 1 0 3 1
## 7 14.3 8 360 245 3.21 3.57 15.8 0 0 3 4
## 8 24.4 4 147. 62 3.69 3.19 20 1 0 4 2
## 9 22.8 4 141. 95 3.92 3.15 22.9 1 0 4 2
## 10 19.2 6 168. 123 3.92 3.44 18.3 1 0 4 4
## # … with 22 more rows</code></pre>
<p>liczba wierszy: 32 ## Zadanie 3</p>
<pre class="r"><code>?mpg</code></pre>
<p>drv f = front-wheel drive, r = rear wheel drive, 4 = 4wd ## Zadanie 4</p>
<pre class="r"><code>ggplot(aes(x=hwy, y=cyl), data=as_tibble(mpg)) + geom_point()</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3dd4BkVZmw8duTmMAACp+CwLqgYFzTKLKuCROy6x3igAQJIrAiooIgguKAIrooSVGRFVHSIqDCoiILIkgakggi4BAlDk2OE3rmftXVoS7De6q7a/rp2zX9/P6wq6tfT52qqXq6YpMVkqSWZFVvQJLalQGVpBYZUElqkQGVpBYZUElqkQGVpBYZUElqkQGVpBYZUElqkQGVpBYZUElqkQGVpBYZUElqkQGVpBYNb0Af6Rz1imeq3sEQLWqLi7Xs8eLxqrcwNI8UxaKq9zBEzxRV72CIniiK56vewxDNXxgda0Cr3sEQGVCcAeUZUANaDQOKM6A8A2pAq2FAcQaUZ0ANaDUMKM6A8gyoAa2GAcUZUJ4BNaDVMKA4A8ozoAa0GgYUZ0B5BtSAVsOA4gwoz4Aa0GoYUJwB5RlQA1oNA4ozoDwDakCrYUBxBpRnQA1oNQwozoDyDKgBrYYBxRlQngE1oNUwoDgDyjOgBrQaBhRnQHkG1IBWw4DiDCjPgBrQahhQnAHlGVADWg0DijOgPANqQKthQHEGlGdADWg1DCjOgPIMqAGthgHFGVCeATWg1TCgOAPKM6AGtBoGFGdAeQbUgFbDgOIMKM+AGtBqGFCcAeUZUANaDQOKM6A8A2pAq2FAcQaUZ0ANaDUMKM6A8gyoAa2GAcUZUJ4BfYFFF/zgkB9dvMSA8gwozoDyDGjZ3Xvk3T639GptcEs3oDgDyjOgPC6g8z+df/XGB6/bJ//SUvdBW7uln7/eiiu+9sJlOq/d7jr43z+y55zmM/n4jo6X3NJ05I7XTBw/7dPNl3lfR81RzWfeNGHchI2aj5y/1gorvOKs5jM/fM9r3v7l5iMP/Oqwr/33rc1nLvnUhz72rfubjjz0hTe9+t0/bb7M7T+d/Y0z7ms+8/OtN9nm1OYjcw/YZOO9b2g+M4IMKM+AlszJ96jdLyqe3i6/Y9kDes+0rG7FB5bt7O48rr7MW+9IjxzUc0rZ1CbLrN078930yFG9Ix1NlpnRO7NZeuT+FXpGJt6WnvlFz8y4LzU5qZ+s2T0yabd70yM3vrq+zIT9miyzZ0d9Zspv0yMP7DO1e2S1JpdN5xkr1ZdZudnvhc3rJ9XxriY7HlEGlGdAS07Pj6l//Wr+f8sc0Ac6elOTjVumc/u+vmVWuSs18oW+kWx8cpmV+me+mRo5vn8kXdB1+2fem5zpP+NZ8p7hT/tHdkku842+kXcme3TjlL6ZbZPLbNZ/pn6VGnnwo30zn00uc0Lfueo4KTnzpr5lVm9+l3jEGFCeAS35df6V+tdP55ctc0DX7G9Ets4ynNnjGsu8LzXTGMnyxMj+pZnUMo3wJUN8UWmZVNZe0RhZOXVSExsz1yRG/jShf+TzqWVe31jm3IF3PDm1zOGNmVRk712hsUyqjl9tLLNF6qRGlgHlGdCSR7fNf7ek6Dot/+T8ZQ5oKTXJZA3CKxurjEvccvcaxEmNL40knnm8chDLTCmNrJWYGcQy3yiNvCMxs1NjZKXEGf9raZm3JpZ5XWkm9Txo6TLeODHypdIyByVmVm2MTEyMjDADyjOgZXN3y3fcd/v8c/f3ff/pHo8vHKpLyh25Ycj/937l8v1PPDKxfFKJZcojK8UjU4a4zLh45I7yzM/jmTeXRqYlTmq90syf4pFDSyNTE8usUJp5dzxye2lkxcQy7yjNvDMemV8+41cl1hlhRbGk6i0MUVdR9Q6GaFFRLK56D0O0OLxSDEtA7/x8/W1MX3mo9/vrZ/R4YsgrHVi+OX2zpc3UlZc5LB7pKM8MYpmJg1jm2oGXSZzUt8sj28Qza5VGJiR2vHJp5pfxyO6lkfGJZcaVZtaPR+aUd/xUPLNuaeRV8cg/ysv8PLEdqT20FNC5W2/60/vm331MvuODPUe0HtCTyzen81rZTI9y1n4cj5TvpA4moFPikYlDXCYx88fyyMHxzGtKI5MTJ1WO7EXxSPlx9QqJZcrnakY88rfSyISueOZfSjNvjkeeL5/x3ye2I7WHlgL6xfy0+tdj82/3HNH1ZI9HhuzB8s1p6P/3fuU7YjfFI68ZxEmVRzaMR3YdxDLlVk8ZxEndHY9sWxr5p8QyH2mMjL8tHjm3tMzaiWVeVprZOx55YHpj5E2JZbYpLbNdYmZyY6TjH4mZkfVoUSyqeg9D9GxR9Q6G6Mnar86q9zBE8xdGxw5DQJ/L80frB27Ll3rs2cKLSJMaN6fky7+DsENjmdSrNuWXbVZJjJRfSxnEMqn3MZUjm3pJpvHqefINXHNLyxyXmDmxMfLR1I4b781KvrIzu3SmUi+f79iYSb3Ha07jkUDHNYmZjzaWeX1qxyPLF5F4vojU8HQ+c0H9wP35rBd+FKmFgJ7TuDkty4eRHuy/Czrud6mZlw8cx1IdX5caKb3x6uLUTOMpxeRvhfMHbmzn5v0j/5QaefjDfSMvuTo1c2J/1tZOjXSu1n9Su6ZG/tb/zqsZyQ89zOpfJvmW07v6X4abcFVyOyPKgPIMaMmu+fX1rxfkB7zwB618Eqn/bYHJd64Pyg29eZx4YnpmWt9JXZIcubFv5BXpZfofg26Snukr6KT0yMF9y+yVnvlQX/geSo7cs2nPyCub/P75Vu9zCusmP2TQeX/fg/jN08tc1XsHfaMmn52aOfAyV6zS+7vl7PTMiDKgPANacmq+2321L3O3z5d6EaClz8Lfs27tDlLHevcs27nt7Dx0/RWnrrnD3c1GvtPR/G5Ytw07BshwZ+fxPR9FbLpM/ZM94z7TbOT++n3Zl6Wj1tn9dwImjZuw+veantR5u2zw1vzopp9Qv2WL1adOf0PzZQ5/2fhxk16X/t1S8+DxW7ztHdv/ouky57/rJVNf+u6mjybmHbDuitPW3n20fJLTgI4AA1rStV+++VePOWBmfvhSP2iDPxvkX2PC+deYeAaUB76RvuvsHfI83+X3S/9B0Da4pRtQnAHlGVAe+xfpH/978F7qNrilG1CcAeUZUJ7/SY+IAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlVRDQp0e/Yn7VOxiixW1xsZY9Vzxb9RaGqCgWV72FIZrffleKYmHVexiiRV3RsWhAlwzrapI0qvkQfrTzITzOh/A8H8Ib0GoYUJwB5RlQA1oNA4ozoDwDakCrYUBxBpRnQA1oNQwozoDyDKgBrYYBxRlQngE1oNUwoDgDyjOgBrQaBhRnQHkG1IBWw4DiDCjPgBrQahhQnAHlGVADWg0DijOgPANqQKthQHEGlGdADWg1DCjOgPIMqAGthgHFGVCeATWg1TCgOAPKM6AGtBoGFGdAeQbUgFbDgOIMKM+AGtBqGFCcAeUZUANaDQOKM6A8A2pAq2FAcQaUZ0ANaDUMKM6A8gyoAa2GAcUZUJ4BNaDVMKA4A8ozoAa0GgYUZ0B5BtSAVsOA4gwoz4Aa0GoYUJwB5RlQA1oNA4ozoDwDakCrYUBxBpRnQA1oNQwozoDyDKgBrYYBxRlQngE1oNUwoDgDyjOgBrQaBhRnQHkG1IBWw4DiDCjPgBrQahhQnAHlGVADWg0DijOgPANqQKthQHEGlGdADWg1DCjOgPIMqAGthgHFGVCeATWg1TCgOAPKM6AGtBoGFGdAeQbUgFbDgOIMKM+AGtBqGFCcAeUZUANaDQOKM6A8A2pAq2FAcQaUZ0ANaDUMKM6A8gyoAa2GAcUZUJ4BNaDVMKA4A8ozoAa0GgYUZ0B5BtSAVsOA4gwoz4Aa0GoYUJwB5RlQA1oNA4ozoDwDakCrYUBxBpRnQA1oNQwozoDyDKgBrYYBxRlQngE1oNUwoDgDyjOgBrQaBhRnQHkG1IBWw4DiDCjPgBrQahhQnAHlGVADWg0DijOgPANqQKthQHEGlGdADWg1DCjOgPIMqAGthgHFGVCeATWg1TCgOAPKM6AGtBoGFGdAeQbUgFbDgOIMKM+AGtBqGFCcAeUZUANaDQOKM6A8A2pAq2FAcQaUZ0ANaDUMKM6A8gyoAa2GAcUZUJ4BNaDVMKA4A8ozoAa0GgYUZ0B5BtSAVsOA4gwoz4Aa0GoYUJwB5RlQA1oNA4ozoDwDakCrYUBxBpRnQA1oNQwozoDyDKgBrYYBxRlQngE1oNUwoDgDyjOgBrQaBhRnQHkG1IBWw4DiDCjPgBrQahhQnAHlGVADWg0DijOgPANqQKthQHEGlGdADWg1DCjOgPIMqAGthgHFGVCeATWg1TCgOAPKM6AGtBoGFGdAeQa05OzT+j1mQGEGFGdAeQa0ZPu831wDCjOgOAPKM6Alp57Y4wf5tk8aUJgBxRlQngEN/CT/wwuPaINbugHFGVCeAeXhAZ276aFLHdMGt3QDijOgPAPKowPatfe2jxpQnAHFGVCeAX2Rs/Nzlj6qDW7pBhRnQHkGlAcH9OltdlnYd3jeST0ee2bUKxZUvYMhWlwUVW9hiJ4rnqt6C0NUFIur3sIQLWi3K8XzRbGw6j0M0aKu6NhhC+hP8/P7D18/o8cTLa8mSW2n5YA+tuWnuvq/MaCSxqCWA3pSfmbjm0fO7vHo06NeMb/qHQxR7SF81VsYomeLZ6vewhDVHsJXvYUhmt9uV4rnag/hq97DEC3qio4dpoB27Thz6adTi7Z4tcMXkXC+iMTzRSQe+iLSnPwrwbFtcEs3oDgDyjOgPDSg38z/z4COCAOKM6A8A/oCXbPyeQZ0RBhQnAHlGdAXuDnfKTq6DW7pBhRnQHkGlEcG9LT8WwZ0ZBhQnAHlGdAXuOS0mwzoyDCgOAPKM6CD0Qa3dAOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyjOgEQOKM6A8A8ozoBEDijOgPAPKM6ARA4ozoDwDyqsgoI8+MuoVz1S9gyFa1BYXa9kTxRNVb2FoHq0FtOo9DNEzRdU7GKInawGteg9DtGBhdCwa0CXDupokjWrDG9CnRr9iftU7GKLFbXGxlj1bPFv1Fobm6aLoqnoPQzS//a4UxYKq9zBEi8IrBRrQNniyzudAcT4HyvM5UJ4vIkUMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwor5WAPnBt5AEDWh0DijOgvDES0NlZZLYBrY4BxRlQngE1oNUwoDgDyhsjAb3zwsidBrQ6BhRnQHljJKDLqA1u6QYUZ0B5BpRnQCMGFGdAeQaU13pAz/jhIwZ0tDCgOAPKG1MBnZ1NnHnGc81b+fwd9y02oCPAgOIMKG9MBfSw7pfep+90QVcyn08ds2Wezzpz6YE2uKUbUJwB5RlQ3jI8B3rl59bobujqX7g27ucTu+XbHXbIZvmPDSjOgOIMKG9sBbQoFl+8x6rdDX3NobcHPz0iP3hhUcydlS/1wza4pQ9HQA/o6L5oOv7SbOYnr58yYdpbzm42cuWU7mVWuKjZzLen1U5r0k7NRh4+ZfPXrPPe2bc3m/nFS2vLTNio2UjnntM7Osav+T/NRn5YP+Pj5zSbeWf9rcP/2mzklz2X397NZo6eXhuaOKvZyENbT+vomPCqC5rNzD34Peu8dovTHm42Y0BHwFgLaM2i3+20UvcVfcPvPbzUTx7b7OPzu7+esNkpYzGgU/s+YPDR5Mi8d/SObJJeZpu+ZT6Unnll78jku5Ijt2/UM/Kyc9LLvKd3mXGXJEfumN478970Mmv37ThPz3T0nVR6ZPW+ZSamZ9brHZk0NzkyZ1LvzLbpZX65Ws/IB+5IzxjQkTAGA1oz/1fbdNdiwr+f+kz56NPy4+L5MRHQdRof0fpNauZd/SPJ+1Anlj7plZp5ff/IlNTIvH/tG5l2aWqmP9VNsja9f2bL1MhHGjs+NTUzbuCT2ruxzFqpmRn9I5NSIw9N7J/5Umrm4il9I++el5rpNKAjYWwGtLjrqLf3XAFX3O/RxrEH5pcVRdeSMRrQxu0/60iM/KY0ckNipqO0TmLkz6WRfRIzP2iMvH8QO94gMbJvacf/GHiZ1BkvxTG540Gc8bmlkU8mZjZpjIxPjHS+uzFzfGqm04COhLEY0Ju/8bb6de8de3U/knxDo6A75X+7YL8tt9rvT31HLLivxyOPjXrFs8u4QCk1WZaY2bgcgMRMeZnb4pF3lUamJ5b5QGNk3K3xyNdKy4xPLLNqaWaPeOTsQZzx8aWRCYmZ8jLfiUfKl9+UxDKTSzMnxCM3l1r94cQy3R6v3R1o8uPR6Nmi6h0M0dO1x7NV72GIFiyKjh1kQJdcfcD69Rvlvx15T+27P9R+l3+x/4ez8sPzrT6/Y57/oPeI62f0eKJJjpcX00s33NSl96rSyDvjkXPKy3w2nilXbVzipF5Rmvm/eGSDQex4QmnkrfHIG8rL3BPPZAOf1C/LI9MGPlMdiR2X78huFY+cXxpZK7GMtCzCa3nXxZ9dq/tKN36j7/f9KdAl78re1P/zmXl+0sKiuGzL/JqeI8ZSQCeWbpXZrfHMmqWRN8YjXykv87F4ZqVBdGTl0syv4pHXDSKg40oj68cja5SXOTGeGURANy+PTIhnyr85Ume8vMyH4pHyfeaXJJaRlkV4LT+k+xo3ceMfl1993zeb0X94y/zr9a+n5l/tOeLOL/V4bP6oVyxaxgXWLt9yEzNvLI18MB65vbzMz+OZtcqpSZzUa0szl8UjHx3Ejlcojbw/HskHsUw2xJn145H1SiPjE8uUk/+f8cglpZHXJ5apq91BaPbjUWhRUfUOhqh2h6ur6j0M0eLF0bGDCejsbIX8pKUe7H9/qx/2H94hv7j+dW7+iRcOjYUXke4sByAx8/nSyLGJmUEs8+XSyHqJmU81Rl76YDxyVWmZFRPL/EtpJvVW0EHsuHzX8WWtL3NkaWTtxMzLSzN/i0ceKN093z2xTDdfROKNqReRzjvtqejofvvlPZ9Qmpdv9cKX4sdCQMuvIq+SGLl3Uv/IyqllSs/zJWdK97L+nBi5unFSB6WWmdZYJvVi9BWNkWmD2M1qiZHyy+f3DrxM6sX8ztKLUam3rp7cGHlFapn9+0dWuC4102lAR8KYCmjNot8f0f3lmv1/8/yLf3hyfmb96zX5vi/8wZgI6JyBb/+dP+ur7PjzkzONEKeX6R/ZITnzvb4gffCB1Mi1/Sf11uQyu/afqT+kRu4ZxBnfqH8m/SmDxhm/NTVyVv/I5sllPtg3MiFxB7Sz8/73946M+0FymU4DOhLGWEAvXCeb3P31vCx77XUv+ukjm33i6dqXJfvnPxuDAe2c01uAJh+26Ty35yMwa/2pyUzvu7wn3Zce+XXPq+MdX26yzJn1p0Gn75/sZ2fnn6cNVKPOztk99/pWuSI9ckvvGZ/QZJlte5O1c5OZ3mU6kv3s7Dy/54510497fqpnnTVuS4/cv8+K3SOv+2WTZQzoSBhbAb1ihd53mFxWu/5N/MuLfv7dfPfLH/rLQfknl7p7OjYC2tn5/QkdHSs2/Sh8Z+fvdp/1mfQnJ+tuXG/K5HWubD5z+obrvOmw5iMPX/z9I8+8p/nMxe995fpNP3tec8z7ZmzW9IP5tViv2DHu/6WeTei185QJU3ZtPnLRuI6OjiOaz5y1wStfd3DzkYcO+be3b3NN85m7f3Hk9//Y/KPwBnQEjK2AviWb8r3H64cWnLBi9p4X/fzZ/fNue9211PFjJaAjyb/GhDOgvDEV0D9n2Wn935yVZX990cSSS4/62o8uXLT00W1wSzegOAPKM6C81gP642zV0ncvz86MhiJtcEs3oACEMn4AACAASURBVDgDyjOgvNYD+s3sLaXvZmTfNqDVMaA4A8obUwH9UTa18ei8a1r2IwNaHQOKM6C8MRXQ67PsjP5vzsqyqw1odQwozoDyxlRAi7dmU8/vPXjJ9OytwV/+NKAjxYDiDChvbAV0zuQs2+CIMy875+gPZtmKtw22n+1wSzegOAPKM6C8Zfkk0gV9/zGeLFvtnEH3sx1u6QYUZ0B5BpS3TJ+Fn39UT0JX+/KTg+9nO9zSDSjOgPIMKG9Z/5Mez/zlnKuW/gP2BnTEGVCcAeWNwYC2oA1u6QYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRnQCMGFGdAeQaUZ0AjBhRnQHkGlGdAIwYUZ0B5BpRXQUAXLhr1isVV72CIltRu3e2lq+iqegtDVBRLqt7CEC1uvytF+93ywisFGtDnR79iYdU7GKLFbXGxli0oFlS9hSGq3bir3sIQLWq/K0XRVfUehqgrvFKgAW2Dx5o+hMf5EJ7nQ3iez4FGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoz4BGDCjOgPIMKM+ARgwozoDyDCjPgEYMKM6A8gwoDwzo/+S97jOgNAOKM6A8A1p2tAEdMQYUZ0B5BrTsgPzvz9ctMaA0A5p01/F77zb70uYzh79m1Ze/74rmMwaUZ0DLds6fD49vg1u6AcWNVEC/s3LWbeO/pUd+O7k+kv3LQ80WMqA8A1qyYOYn4h+0wS3dgOJGKKAHZL3WvTU1clFH38yazVYyoDwDWvKPfD8DOlIMaOyS8X1xzLZNzazSP5J9qclSBpRnQEuuzg87a69Zn/6vOwwoz4DGdmnEcdLt8cj1jZFsepOlDCjPgJacm+f55jvl+Wbn9B5x88wej3WNesWSqncwREuKouotDNHiYvEInMobSnX8bTyyV2mko9laRRteK6rewRAtbsPLONzwcAT0x/m2Vy4qnvnvfNO5PUdcP6PHE62sJrVg9VIdT45HZpZGhvcTI1KPlq5Xd17Xc0f2iPywniMMqEbaa0txPC8e2b18D3Rkd6cxYpl+Md+Y7/rCI9rgyTqfA8WNzHOg2zTiOC7xRqaLSgGd0mQpnwPl+RxoYF6++QvfSd8Gt3QDihuZgJ7biOMmqZkpjZkdmixlQHkGtOHZc8/r6ebN+ede+JM2uKUbUNwIvQ905742/r/rUyMnD+pFeAM6Agxow5Id8mvrB76f/8CA0gxowkOfnVBv4xsuT88cNa63sXc1W8mA8gxoyen5DjfULo9TZm73uAGlGdCkaw/KP7zLyfOajdy/+UsmTf7n45qvY0B5BrSk68Q8327Xmfl21y71gza4pRtQnH+NiWdAeeSLSFcfvN2sfY9/0buW2uCWbkBxBpRnQHn+RfqIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5RnQiAHFGVCeAeUZ0IgBxRlQngHlGdCIAcUZUJ4B5VUQ0GdGv2JB1TsYosVtcbGWPVc8V/UWhqgoFle9hSFa0G5XiueLYmHVexiiRV3RsWhAu5aMekXVGxiq2sVa9RaGqv027GWMa7/LON4wGtA2eKzpQ3icD+F5PoTn+RxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8gxoxIDiDCjPgPIMaMSA4gwoz4DyDGjEgOIMKM+A8uiAPvW1nxhQngHFGVCeAX2Rb+ZfMaA8A4ozoDwDurQLcgM6Au7aZ5NdrxuGda48+zd3DjByz+/OumzeADO/OfRblw0wcvPMDTa7eYCZLadN/bcBRm551dT/95MBZi7bc8djBhjpXLlj3CYDjFy38yb73TXAzKdeuc7+A4zM/eQHd/7bADNXfOvQ8wYYefiys357zwAzfz36iDMG+qf61SH/dc0AI/f9/qxLHhpgZpgMIqAPX3HWbwf6Zxgmdx938An3DjTEBvSBWZsZUNzfVs66TTp92ZZ5+Ii1a6tM+NjVTWZu2npSbeZlBz/YZGbvyd27WfnoJiO/mVDf8cTzm8ysVB/JJjQZmdPRM/PxJjPHrNA90fH2ZgnoXWZqk5FTJtZHVrmtyczLepZZt8nIVdPqI5ObnfHjVukeWWHPJiMPHfLy7n/wLW9oMnPOGt3LjN+0WUJ3qZ+rVU9sMnLbTt3/nC/Z974mM8NmwIDOO/wV3deJTYfj3sIAbnh9zxWn2b94JxzQrn03P8WA0i7pvf1n2aHLssxDm/WusmL63s+lq/bOvC99e3pn3252SY4c2zeSHZ+c6T9THcmRU/uXeW1yZte+kWn3p0ZuywY+qYP6R65Kzozvm1khOXLWIM74Hn0jb0uO3P/B3pGXXpyc+W7fBbhG8k7UvNf1ndQXk8tcv1bvyFsHemgyHAYK6IP/0bublZr9BhoWF07oPanJ1zSdQwN6Sn725QaUNrH/Vpkty2Obr/avsurtiZH7/7l/Zo/UMp9v7ObU1ExjJEuNrN0YmTSIZX6fGLmoMZKMbEdj5k2JkbmD2M0rGjMbpGbG9Y8kW312Y5lPp2Y+2z+ydqqONzZO6r2pZbZtnNQFiZF5b+kf2Sq1zDAaKKD79+/m5fDD+HnT+09q9aaDZEBv2fSAJQaUdnSpI+k7LQO6f5XGMgclZr7XGJmYemQzpTHzz4mRD5V2nHrmsTSSiuxOpZHxiZlXlmYSN7krB3FSby6NpO47DmKZPUsj/5GYWa8xkrone+cKjZnvJGY2box03JGYmdCYSf3mOK20TLOndobJAAG9d8XGdr7O7uTQ0j/VSc0GwYA++6lt5hWlgN5/bI9Hnxv1ioVV72Dw1in9U09sfZkLSsu8KzGzZWnm5/HItaWRjsQypdt/NjkxU87Rp+KR8eWZxDLlmX3ikYmDWKY88+p45NTyMo/HM6uVRlYcxI4viUfOKI38R2KZl5RmvhGPlO7rZpMSy+xRmjkyMTOM5hfFoiY/Pre0mw+wO3l76aQ2bjbYtTg6dlgCemR+UVEO6PUzejzR0mpKWLn0T93R+jKnlJb5p8TMhqWZb8cjJ5c7svQv4l7jSiPj4pGjysusHs90lGcSOy6PfKT1ZcozK8cjHysvc0w8U/7NMT4eeb68zHHxzLGlkbckdlxO/k7xyDcHccbz0sgXEzMj579Lu1mfPal/Kp3UG5d5tZYC+qf88MKA8sr3NRI5GoxflJZ5dWLmvaWZo+OR8t2a7Nl4phzQREcuLC+zTjwz1PLNbH2Z8o5XjUc+Xl7mzHhmamlkYjyyuLzMifHMj0ojGyR2XG71HvFI+ZdU6jdv+THHQYmZkfPz0m6WvWpNrVs6qbct82qtBLRz2x2fKl4Q0Kfm9Hj0iVGveL7qHQxe+fm5qa0vc3lpmY8mZsrPOp4dj9xabkRimemlmZUSM+WOnBCPTC7PJJYp3xE7Ih5ZZRDLlJ7Yzd4ej1w+iGXKd2tempgpl+8v8ch5pZGPJ5ZZozTzo3jk0tLItMQy+5Zmjk/MDKNnimJBkx+XXhLMNmV38v7SSW3dbHDhoujYYQjopfkuB9Z8Jt/2wAPve8FPfBFpWP1f6Z9622VY59WNZY5LjJzZGFk19a6glzdmUi9GN15LTb9eVc5RYqT8rOP0xEzpSYfk697ZwDNblWYuaX2Z4wdxxt9duowTIw+WLuPTEjO7N0YmpN4JWvpF9tHEyMWN++dT/56YGUYDvIg0r/QbaKCPTyyj0wfxL16HvYh0ad4w14CCVm/cVJZlmdP7H6e+Lfmm8w/3n9T3UiON51LHX5+aadwvnJga+XTj+rt+aqb04Ds1clfjwff2g1gm+carxks7a6ZGNm8sMzs100jW5NTIXxuvjScb0XgMv1Fq5MHGC9ZfSM00HsNPmpuaaTwz8bXUyDAa6G1MJ/X/W234MLyV/vfIZs0/DYcFdMEjdefnX3rkkS4DSuq7rYy7dpmWOXJSzzJvSX/S8M739LYxdf+p5qDeK/mEnydHbu/L2rjUO05Lb6tMvy29kb70RzXP6jupDQexzNrJkav6lknd1e0svWXqHcmRe/seoE9IFqvz9N6CduyXPqnZvUH/19Q7lDo7r5jWe1Kbp5fp+y016dzkyP29b13v2JMuVrcBP4l0eO/v3oE+H7Ts7ul7J/Lrm38alv5jIr4PdARs1X176nhzs89XDsblO6zVMfkdRzzQZGTece+elq2+1YXNlrnwLbVr+eT339hs5o0d9R03Gzmgp2sfazbT81h2/C1NRm57c/eFs/JRzZbpeSNDx2FNRh6s73h80+dIvlzf8bjUEyB1H+4u8bimd2pu/uCU2l3zf0m9t73u4q3XyKa+63vNPp96z9a1+7vjX5X+NVZz7utrtZ66SdMa/XSjlbLV8oE+mz88Bv4s/KXbrplNeedRy3pVH4x9VuvIOl4+0Kf7DGikzQLqX2MaAf41Jp5/jcmAVsOA4gwoz4C+yJM33WVAeQYUZ0B5BnQw2uCWbkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5BjRiQHEGlGdAeQY0YkBxBpRnQHkGNGJAcQaUZ0B5FQT0sUdGvSXPVL2DIXr8iSeq3sIQPbGk7Xb8xONVb2GInllc9Q6G6NEnnmiDOrzA/AXRsWhANfy2nTFjQdV7WM49P2PG9lXvYXk3Z8aMb1e9B4IBHe0MKM6A8gyoqmFAcQaUZ0BVDQOKM6A8A6pqGFCcAeUZUFXDgOIMKM+AqhoGFGdAeQZU1bhpzpzFVe9hObd4zpybqt7D8u7JOXPurnoPBAMqSS0yoJLUIgMqSS0yoJLUIgMqSS0yoKNU17n7fnybfU95vue7Px+49a7fua3aHS1/nv3JPtvsfOAfe7/zMqY8v8dmvYfO++xWe//wsUo3M8wM6Oi0YL88n7Vznu/ycPd3v940n7VlvsUfB/p/aSge3DHPd94+z79Z/87LGHNs3hPQhUfk+XYz813uqHg/w8mAjk4/ybe+pqu4d5/8wCVFcVM+8+KuBb/ON7uv6m0tVw7J959XFNdtnV9YeBmDrsx7A3p6/om/F08eke++qOIdDSMDOiot2Ca/tvvro1vndxbFwfmp3d8ckx9b7a6WL4/m29SfIDkjP7zwMuY8tt0OPQFduE1+Y/eXPfOLq93RcDKgo9Ld+Sd6DhycX1A8s1n+QPfhG/PtllS5qeXMDflX61+vzT9TeBljlhw884qegF6d71I/5rT8sEp3NKwM6Kh00y5f7znw9fz82qPL3eqHu2blD1W4p+XNQ5feUv96bn5Q4WWMOSf/6VM9AT2t9979rfknK93RsDKgo9oz2+R/L36fH9jz3W75ddVuZ3n01x3zywovY8rdW+y9qDeg381Pqx/Vmc9cfv48jgEdzRYckh9QFL/qfZ242Kf7pq5h9Je9dsi3Pb/wMqYs3GuLu4vegB6a/2/9uPl5/kSlmxpOBnQUu+Uz+S6d3a9yHNXz/Vfyi6rd0HLnmp03z7f80QIvY8oJ+a+LvoB+pf52h5pN83lV7mlYGdBR64kjZ+Zf6f7PUP+2/jJx0X3vaE6lO1oeLZm7b36IlzHkzzMPWtIf0P/Kz6sfWbsH+lyluxpOBnS0unz7fKcL668IX9X3/Nzu+dwqd7ScenTz/B9exogFO328+x5Ab0BPyE+vH/tIPqvKTQ0vAzpKnZxv+rPez3Helv9n/euSrfNHK9zR8uavl3f2HPhsfqWXMeLxvOFXxVn5cfVj5+Z7VLyvYWRAR6fz8+1v6Tv89KZ5/aZ+a76j71EcPkflZ/cc2D2/2csY8eTudZ/K8913v6CY0/tWsTPzb1W8r2FkQEelRTvMvLXx3YG1X99F98c7f17VfpZH/5vvX//6j5kzn/MyJvU+hH9+Vn577cuSffI/V7yhYWRAR6XL8i8v7lW7Q3RdvuVtRTFn0019j/cwenKb/MfPF8Xf98x/UHgZk3oDWvws/88niyUn5bstR3fyDeiodErjuaOLa9/+d57vtVuen1v1tpYvV2yRb7rrtnn+pfnd33kZY/oCumC/fLN9t8u3umWA+XZiQEel774woMXF+87a5sBrK97Ucueuo3fd4pNfu6j3/pCXMaUvoMXC0/9zix3+695qdzO8DKgktciASlKLDKgktciASlKLDKgktciASlKLDKgktciASlKLDKgktciASlKLDKgktciASlKLDKjawAOzZ/+j6j1IL2ZA1QauzTL/a8MahQyo2oAB1ehkQNUGDKhGJwOqNmBANToZULUBA6rRyYCqDdQDuvC3R3/3f7v/q+2LD5n9i/rRN8ye3fMf0bx19uw5xXmzD+nqnT9s9hnVbFRjjAFVG+gO6AWvyGpWPrb27duyV9eP3jfLXlY/cEiWzSlOy7KLe8avzLIfVrNRjTEGVG2gFtCvTMjW+9j6tYT+sigOzLL6f5nsnbVvb+0+8IFs1cXFUytkn+0Z/1w28ZHqovqMeQAAAstJREFUNqsxxICqDdQCmq15de3ASR3Ze4rikiw7ufbNsxNrR/+4dmDh1Gzb2pc8W6v+X9hcvEY2s8rdauwwoGoDtYCOu6l+aMtsei2Y07Nda4f/kE1/Z7ZD7cDlWfaz2peTsqw7ssXFWeZToBoRBlRtoBbQWT2HvpF1X2U3zdat/e+h2cYHZmvXDhyedTxU+/LYxOyA7pk9sunPVbVTjS0GVG2gFtDv9Rw6uh7QH2bZPUXxkezrF2TZXUXx0ext9R9unL2m9r+LVst2qmifGmsMqNpALaC/6TnUE9A7ux+zd03P/vjMhJ4DB9Z/+OMsu7kofpdlF1S3VY0pBlRtoPFG+p6AFutluxTXZROfKzbMdi2uybJL6z98eHz2jaLYKVu9K7mSNJwMqNrAiwK6V7ZOcUz2r0VxQLZe8d1s5UU9P92o9lh+/srZF6rap8YaA6o28KKAnpdld8/K9qs/Xn9gZrZl79z3a0f/KsuurWibGnMMqNrAiwL6zKTsp2tk5xbFU+Oz01+andA790BHdtQ29VeSpJFgQNUGXhTQ4gPZu7OO7o8bbVA7kPX/ufp/y94+NTu0ii1qTDKgagMvDui3syx7Q/eB/WoH3tg/eGT35+VvH/kNaowyoGoDLw7oX2qh3KP7wHm1A1/sH7yn9t2GI78/jVUGVG3gxQEt1siyU7q/Pjk+yy5sTL6j/y33Es+Aqg00/qucV82e3XPg9NmzH6ofOHb27PmNyb2yCQ+P8OY0hhlQLU+W/HP271XvQWOIAdXy5A9ZdmrVe9AYYkC1HFnynmzFZ6rehMYQA6rlxve/+K6s+9NJ0kgxoFpubNX93tBHq96FxhIDquXGD2e8cV/7qZFkQCWpRQZUklpkQCWpRQZUklpkQCWpRQZUklpkQCWpRQZUklpkQCWpRQZUklpkQCWpRQZUklpkQCWpRQZUklpkQCWpRf8f1XV0v2qy/8wAAAAASUVORK5CYII=" width="672" /></p>
</div>
<div id="zadanie-5" class="section level2">
<h2>Zadanie 5</h2>
<pre class="r"><code>ggplot(aes(x=class, y=drv), data=as_tibble(mpg)) + geom_point()</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAC4lBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgaGhobGxscHBwdHR0eHh4fHx8gICAhISEjIyMkJCQlJSUmJiYnJycoKCgpKSkrKyssLCwtLS0vLy8xMTEyMjIzMzM0NDQ1NTU3Nzc5OTk6Ojo7Ozs8PDw+Pj5BQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///8/AcLJAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3deYAc9Xmn8RpJBhySLOsj8RFvDjtxvMkqTjbezWaTOMmvNdIwuhEIcQhJnEIgZDC3OMJlZIMsGzAYYzAGDAaMBbJsLA4tBoyFjQ0BBAaE0IlgdI6m/t86ema6pVdMqdXft7rh+fyB+q6X6upnqo/piWIAQEOisgcAgHZFQAGgQQQUABpEQAGgQQQUABpEQAGgQQQUABpEQAGgQQQUABpEQAGgQQQUABpEQAGgQQQUABpEQAGgQc0N6No1LuK412dBzbA2jneUPUNx6+N4W9kzFLchjreWPUNxG+N4S9kzFLcpjnvKnqG4t+L4bZ8lEVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUBsBdUZAdQioDgG1EVBnBFSHgOoQUNu7IKCnfOJDn7zSZUnNQEB1CKjMUx8bMfygO8ueoqglv9vRceA9Lotq+4DOijIdX3VYVjMQUB0CqrJf9VH2m7IHKaSjOu1Kh2U1LaCPzXukb/E5t3kHNET9ztMvrBkIqA4BFekYeJS1Q0EHho0cFta0gC4Ody8M4XrngD4Vua6tJiCgOgRU42ODD7JhZc8ytP0Gpx2uX1oTA3pa13df3OIc0E/UBLRLvrRmIKA6BFSj5kHWBrspvtM2MaBhWf/hF07Nrd+qNqxmZf2efGlNEcc7yx6huG1MK7M9jnvLnqGY2iSFsocZyqO1054pX1wTA3pkX//hJ0bmNjZ8a0V11KysEfKlAe9B99Um6aNlTzOUSu20f+G99H0J6DkDh8sJ6P7ypQHvQetqk/SZsqcZykW10/6T99L3JaBfGTi87ZXc2vVq769ZWX8sX1ozbIjjHWXPUFzyI3B72TMU92ay6ZU9Q3Gb4nhr2TMUU5uk75Y9zJBqp31SvrQmBnThbqfp30Q6rmZl3SdfWjPwJpIObyJp1D7PK3uWoUWu07Z5QGs+s/AR/cKagYDqEFCNOweLNKrsWYb2xcFpD9Mvrd0D+tr7quvqIP2ymoKA6hBQkQn9RfqzsicpYmT/tJ9yWFi7B3TNmq7hyap631yPRTUDAdUhoCpPZc/0hn2z7DmKWZJ9urHjdo9ltX9A+TYmIQKq004B5duY9oSAOiOgOgRUh4DamhbQ9SteI6AFEFAdAqpDQG1NC6iFgO6OgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaiOgzgioDgHVIaA2AuqMgOoQUB0CaisS0EsOXdJHQJuEgOoQUB0CaisS0LOi6I/m/ZqANgUB1SGgOgTUViSgCzqixN9etY6A7jsCqkNAdQiorUhA41eu+Pu0oft13bmdgO4jAqpDQHUIqK1QQLOG/s+0oR867nECuk8IqA4B1SGgtqIBTfz28r9LG/qXF79OQBtHQHUIqA4Bte1FQBMvX5Y29CwC2jgCqkNAdQiobe8CumPJsR8koPuEgOoQUB0CatuLgPbccegH0rfjP3YbAW0cAdUhoDoE1FY0oOuuH/07aT0/MuvB4h+qJ6C7I6A6BFSHgNoKBfTlBf8wIq3nh6cv3Vm4ngTUREB1CKgOAbUVCegVaTyjDx55f+8793LHiy/U750S0N0RUB0CqkNAbUUCelYU/dep9+1453rG8bNTQ9hCQIdAQHUIqA4BtRUJ6GVT7i7yG0hzwhk31++jEtDdEVAdAqpDQG1FAlrQhLBtl1MI6G6GZS+HjCh7jIKyL0Ho2K/sMYpZuV827RFlz1FUOwX0W/mWMKHsOYpqrYCu/PXLQ+fztRXdYcUKXgN9RxdFVR1lT1LEP7fVtOf3T7t/2ZMU1EYB/YP+dTus7EkKaq2AnhT9zdABXRhSvAb6jqKonZrUVtOuHJz2g2XPUkz7BHTO4Lr9L2XPUkxrBfTa6ENDB/TZpQeHpUt5DfSdDBvcEKNTyh5mSB010z5U9jBDGl4zbdmzFNM+Ae1ou3XbWgHd8MHonqELGo8P/Ye2vZJbu95FElCfBe2rmu0w6ih7mCHVTjus7GGGVDvtX5c9TCGb4nhr2TMUU7tuDy97mEJ64nizz5KKBDRe9nt/tGJvAvrEyNzGAtl9L6kLaNnDDKl9px1R9jDvLitYt4WZAe3d+tRfDRt7+e0/XZbbw1tKBHQo7Zuk9pp2WNnDvLuczLotbE8fpK+zh29jGgzoC6fm1m91Ecd9PgvaV3VJKnuYIbXvtL9T9jCFbE93TdpC7bo9qOxhCtkRxzt8liQJaD/eRKpX+2J8638UtHbag8oeZki1G+hNZQ9TSPu8iVS7bsuepZjWehPp5WX1hnwKT0Bt/72tNsTfa6tp/1dbTZtqn4DWfHqko+xZimmtgBZEQIc0uCW2/i5d7S7on5c9SgGDn2Nqjx3QNgpozZbwy7JHKYaA7t3/Q7sEdKCgHy97kEL6p/2bsgcp5MDqtLeXPUhBbRTQ/oJ2LC17kIJaJaAvPGB5gYA2bnhHR0c77H7m0mk/VPYQRa382LCO/S4ue4rC2imga34wLNkS5pQ9RWGtEtBd3z7K8SbSPuDbmHT4NiYdvo3JttcBHfaRj1xiB/SceQR0aARUh4DqEFDbOwf0jaczKw6Ook+ed/MjD1z9f6NoHn8TaV8QUB0CqkNAbe8c0KpLouHXVf8Y0uL3R3vYASWghRBQHQKqQ0BtRQK66XeiKweOfCM6YAMBbRwB1SGgOgTUViSgt0Yj3h44snX/6NsEtHEEVIeA6hBQW5GAXhx9subYp6OLCGjjCKgOAdUhoLYiAb0sGtEzcGTz+2qezxPQvUZAdQioDgG1FQnoPVH0tYEj10TRDwlo4wioDgHVIaC2IgHd+gfR/vdXDy85IPpwkb9xTED3gIDqEFAdAmorEtD4gWFR9PlbHl/1+C3/GkXRtUX7SUANBFSHgOoQUFuhgMaXDX7VzYhzC/eTgBoIqA4B1SGgtmIBjX89pvqLnBOeLd5PAmogoDoEVIeA2goGNI7XPPSNi25avm4v8klALQRUh4DqEFBb4YA2goDujoDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqKwVa8kAACAASURBVA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmojoM4IqA4B1SGgNgLqjIDqEFAdAmprXkA3nXkNAR0aAdUhoDoE1Na8gM4PpxPQoRFQHQKqQ0BtTQvo4kBAizh4xLADry97iMLumhROea7sIQprr4AO7+gY1j5bwtl//7ezflv2EIWl6/Y+lyU1K6CvdXcS0KF9Jsp9texBCrn4fdmwn3i+7EEKaqeADss3hI7/V/YghfyffNo/LXuOYjqq69ZjWU0KaO/s0TcS0CF9IOp3atmjFHBU/7AjflX2KMW0UUA7BraE75c9SgF/1D/sAWVPUsTgunVYWJMCemO47SECOpTro8jzvt1HywaH/XDZsxTTPgEdPrhuO8qeZWgzBqf9dNmzDG2Y67ptTkCfGTW3j4AOafBHYxT977KHGdJf1Ez7cNnDFNI+Aa1ZtVHrP4kf0VY/+CPXaZsS0J4jxq2OawL68vm59VtcxHGfz4L2Ve1d21H2MEN6X820XWUPU8i25Edp2TMUU7slDCt7mCHVTntt2cMM5fjaaT8gX1xTAnpZWBLXBvSJkbmNDd3au1ddQMseZki1+8v/o+xh3mXaaktYWTvtlLKnGUrtz/1ouPfSGwroT8MFMQEtoK0eNnHNa0nR58oe5l2mrbaEt2qnPbHsaYby/tppR3gvvZGArpkwZVNcF9CeX+XWbnARxzt9FrSv6u7asocZ0u/WTDu77GEKSTbDbWXPUEztlnBg2cMMqXbah8oeZki1086UL60JAX0wTJ2XmBkmzJv3St05vIlUrzZJt5Q9zJDG1uwkvVr2MIW0z5tItS+PlD3L0A4aHHZ42bMMLXJdt00J6KDnCOg7qUlS2aMUsN/AtF1lj1JM+wR0xuCWMKzsWYb2k8Fpzyp7lqENbrbRCP3SmhDQbWsz94VT167tJaDvZOCDoB1lT1LE8v7X4/+u7EkKap+Artm/rbaE8/unHV32JEUMvHjv8bOpCQGt4nOgReQfqftE2WMU8/rnk8d5xwfb4/dO17RVQNfMy5/FH1j2HMU8+fF03IO+V/YcxXw0W7cdv++xLALqjG9j0mmngPJtTEpt+G1MBLQYAqpDQHUIqK15AX1zxYsEdGgEVIeA6hBQW/MCaiCguyOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DaCKgzAqpDQHUIqI2AOiOgOgRUh4DapAFdv9bFxo0bfRbUFO027YayRyhu3caNTptcM6xvq2nba936TSsNqJPPjhxd9gjFvTVy5KFlz1DcqyNHHlv2DMU9M3LkF8qeobjlI0deVPYMxT0wcuRVZc9Q3O0jR36zlAUTUDUCqkNAdQhoIQRUjYDqEFAdAloIAVUjoDoEVIeAFkJA1QioDgHVIaCFEFA1AqpDQHUIaCEEVI2A6hBQHQJaSFsGdPnyp8oeobje5ct/WfYMxW1dvvzXZc9QXM/y5f9Z9gzFvbl8+Ytlz1DcuuXLf1v2DMWtXr78tVIW3JYBBYBWQEABoEEEFAAaREABoEEEFAAa1HoB7b1r9vhxs2/cUvwazy95WTeOo58tect9meeEnw8euSosfYdzy/dcOHXIU1rGbqMtDteWM8nuTg/PSW+/b8lPpLffQlouoNvmhNB9WAhT3yh8lRvDXcKB/JwaXnBfJgFVeS8HdGcYL739FtJyAb0mjH2sN/7tSWFeX9GrENDGLfvu6sEjuwW07tzyrf/u0iFPaRm7jUZA341aLaDbxoWfpf+uG1u8JnsKaE/hBDfbFmPJ24a8lkdAe7e/w5m7BbRs1nrMbN9Z9CaKX7JJ9ng/v3NAh948mqh4QPuMl9J6e4e6FgEtzcpwSH7gi2Fx8t+ffXHqwTMWrstPevD8qeNn35sXoOfaUyaOn3X9hjh+KaTuqD9/6qT40emVd4rFPlt/9Qlj53x9U3Z406KTx874j2fTg2vD+b+ZFbrmfq9vyw0ndx91Q/rAuCU8uviwMP6Mu/NrvnL58d2HzL5ne/3N3J39fyj3DBaEZ79+cJh2ySvxL+YfPmFe9htH52dP0ntvnjvuhK++lQf0pUundx0x/7n+c7eHfquSU567bEb3jBs2CqesstbjC+mz4uSM9WePqky96JXqKT8OM/KrnBFur1u5dZf0UHc/v5A/hR/cTPKA9p4XTtsW/yqcmV0jO22XzaOJNl53XPeUuQ/1ZbN9Nzvp0vBYFtAnThs35dxH8ov9+tKjJ37xjvwnzYuXzuyeffX69ODScNcDk8PEsx+LV39pZvdxS9LTTg8brhkXpl7weH7Nx8+d3nX4mct3uZkL062lu+n/N/Vq0tDZlZ2yKpwYr61Ustnj74SzxQPkWi2gK6aemx84N9yX7luGKUePDoe9mZzQe2UIk6eEMLcnObJyShhz1LRKmP5WvG7B8eHkBU/Unz910vJRnUfsEA76zJTQeeSYcMTK5PCzU0Nl2pjQ+f04fdTOGjd69hEhXHvSqONnhLAwTjfec0IY3xXCBWkGlo4JY485JIQL62/mFwsOCfMXKJ8yLwinhsPmdIXJd1UmzRkXutNlZQHdOCeEcd1hxtlpQJ8cFcYdMzaM+mX13N4zMyeE8EYc3zs6dB9RCYetFI6Zs9ZjNaBnzAzTTu4Kk9blp2zuClkhN3VW1tat3LpLeqi7n/OA1mwmWSz7LgmzN8e7BrR282iitVNC1/TJIdwa7xbQRZVwyKgQrktP+kFypyaPpTPeTg4/0BU6kzt48oo4DegpYdycSaFy98Sukw8NYVmcXjOZNblmJb3N+OrkIXfMuBDurr+Ze78URi9Y2Nz/l13VpqEmoPGctBuJ48OD2gGqWi2g/d4eF56NV1W604f37JB+T8Bd4ejfJJvlrPCl5MjZYf5bcbx6Vrabmj+Frzt/6sGTviF9UrT98LBoa9xzcXqf7ZwRzn0z3nF7pfJy+qgNM16P+76abGbJTtztoasv3XjD5F/09S7rTneUd4wPtybPgVaMTffoam9G/hR+QQi3JZvZ+BCu6o03HJk9orKAfjlMeaqv98HkIbw0jg8Pt++Mt18VTuk/N9M7JyyK4+crY5f2xRvnh2OGfBa3r6z1WA1oGJc0YM2R4ebqKeel/1txfH84vX7l1l3SQ939nI1We/9msfxKODb9qMUuAa25WjNdHi5K9iaWhM5tuwU0zFkdb04i9FTyjKMyesnO+LVZ4ZrkETW6ctO2+O2Lw7QdaUDDhVvjLclP1zkb49752cjJNWevird8K3uu9GzoSvZEe78fpsb1N6N/Cl+XhtqA3hnOyg+P9XlRpEUDuu3sMDd5Th7OSY/8bN4Ncbx50ujsw0qvdSX7GfER3dlfx7s7vbfygNafPzW/ps5dyaM1nXNCWJ1sodOzpz+L0v2e5FGbPpVfH0L6lKevO6zNHiHZ94ksC5O3xq90z8pu4cKwvP5mHAKaPav5cpie5u+2sCDOE7mqM3/l4IdpQDeEsenh9fPOjmsD+rVwcm/6JDn9gRX3zgjyj6lY67E/oNlL3veEi6unLA1z0hPOSi5Zt3LrLumh7n7ORqu9f9NYXhumZy9/7BrQwas10/T8fr1o3qu7BXRS9tpm9mPy/Pzny2/CtDi+IlyZHu47LtyTrtdD0kv9JHSuys4/Kk6vOSF9hpfseyYPsB9259/XNDlsrr8ZfUBr01AX0DWVMckwydZ9hXiCqtYM6DMzw9SkkI+HyQPPFX8evpgfOL3mwbsofC2uBrT+/KlhuXbC08PD2b8P37Um+UGfv3q1KkxKH7UTsyOjQvrkItmGV6cb74nZaX1HhmcGbuG48Gj9zTgENJvz5uzpcPK4SDexNJFLqqtu+8QkoFsr4acD1xgI6LIwMRlwR+XgfM/z5vBl6aSxvR77A5o+QuKfpT+uslM2j6lsSJ6zdB68eeDa2cqtu6SHuvs5G632/k1i+e0Qns+O7xJQY/Nohtlh0cAzhV0Cmn/32+owqrdvdCV7Ib/v+3f1JU8/XsrOuD9dZUvDBenhp0P2Q2l9WsbkmtdWrzlm4A2+9WNCT1x3M/qA1qahLqDJc/j0pYaTgtMXtrViQDdeVgmnp3uYO44Po+be9PPspcx7w6yrMsdkL+nEb/38B9edXhkMaP35U6sbgsy0MPjtWXPC0/mBg5MNaW32gzq5U0dl/xyTB3RBfoEL8re531h+18LjQvoYr70Zh4BmS78l31V4cCCgN4br8wvMSy+wMHnu/LWH8jfH+gP6ythK+q7By2Fivo6/0P/TSsdaj9WA5m8zPj4Q0Pjc8MP0meol2emDK7fukh7q7udstNr7d3GYFkL4SnZ4l4DWbx5NsyyEKVfc/3p1trqAPpRfYmJ4bXU4bOAK2yud+VtJz4YT0oAuyGfN9qI3VAO6tP+a6SO0b+VPb73isJBs97U34xDQ2jTUB/R74dK074c5fQSnBQP60KRw6AP5//6WG5I7J4xbmDxruH7gzeD0p+erZ40KYdTMeYMBrT9/atC+Udw3Kgx+vmNaqL7Ne2R4efCB35n9Uw3ojfkFFoXvxPETs5IZu06ZmTzG627GL6C3pP8MBrS6ZxrHl6UX6Ft8bDJf57mvxQMB3TozfCv994nBdXyKdNI4NtdjNaD5GTUBXZq+NnFu9vm3mpVbf0kPdfdzOlrd/bs4hOkPVyrZF5juEtDazaOZnj69M1kdJzwZ7xbQX+UXODY883R1/ze1OkzJD6wJk/cU0OpzkuPSveU7D0lufsJ545KA1t6Mx8eYatJQH9A1lfG98R3522MOWi+g3wyjrh/c6vqeu+OcMWFuX3x3qPnG6Z4pYe6Sl3ckex0DAa07PwnoJu2Uh4TB35Qa2AMdmyzVDmj1Ge/FYXH8TGfl8kfe6IuvSB/jtTdTWkC/HW7IL3Bedffi9fsvnxgmbhwI6KXh9OwH2kp9NwfsTUB7xnRt6RkzOXm6WrdySwhozf2cjVZ7/yZ7oGuTn1Fz0lXZH9C784DWXK3J3npo0VEhvRf7A3phHtD8lYV4clj323DEwKUH9kD/M33abgf0x/lFDwmr4tvCuOufejPdg+iJa2/G53OgA2noD+hLecNPTv535wT950RyLRfQ+8KkgReC1q/KXsNaWUl28R7PX5CJ4+dX9CTb4qnZI3rxYEDrztcH9NTwRPbvHeesSB4U+R7cG2GC/cC/JczOrzU9Se2l1Vxdmj7Ga2+mtIAurT6akz3opXHPqmzfffOR4Qf9Ab03HJrvz2+rTM6fGaxeUfwXbRu0NwFN9j4f+nH6KYH6lVtCQGvu52y02vs329tcPza7E/oDuigPaM3VmmjHquxDcX0Xp2+i3ZK/8pXsOWYBzZ5RJGuoq2/HqM58f+WKczYNvPS1JMzfU0C/kV1gXejsTS79ZHZkahLQupvRB7Q2DXHnmOy0R/KA3hEWrqkcJ17+gFYL6I7JlcE/KbEw3JT9e2R4Md40dvSr6eF1Xd1b4luzR0v6OY2BgNadrw/ojSH7vOr2w5I78P4wPevK19Otzg5o/u7AI2FcT/zF/Kf/9unpY7z2ZkoL6BujK8/n4yUXWBZOyy78pXSlZgF9dnRn/98kmZO9JR73HR9WSCeN9zKgPwqXzc/eca5buSUEtOZ+zkarvX/zD9LfHqYkD/1f5x/+33po9V34was10cYwJvsoz4/S7fLWcHV6+PlKHtBDsnMWpnsdc/NPT61Mn75fXn059oT03rcDOjHr5KIwL47HhOzbb1ZVkoDW3Yw+oLVpSObIfsCfnwf0jTD1rmZ/IGzPWi2gyeN3Z1Vfcg9OeiqOe+8IE5MnFt8OU37VF686MVwVx4+GaRuSZ24LQ7g8TrfSdLej9nx9QHsmhuu2x1suDyclm8sxYf7bce/3Ro16aY8BPfSZeOej49LXuL4WztsRx6/NC+GB+ptJAvqkdOY9BTS+Khz6dF/fYxMqyQVWVyrfT34cPDkufb84PXfT4YNb49Oh8/7tcc8VYYb8Jfq9CmjP6PFdx6QH6lZuGQEdvJ+z0Wrv3+pvIk1PX557K4T743jL/FAN6ODVmunIcEVSttdmhTvTOo99MTk8I1Q/B3ra2njrTZXKS2kgux7si984Ph3l9dGV7+yIey4J07bvKaDhlDXx1psr6auox2cfwP35ESG9c2pvZmfobO4HsnZTl4bjwpW9cd+tofoy7OwwpeL0qxOtF9AbB9+nWBr3nRbCpJnjwqj0LeCt54Uw4ahR4eTkZ2fv7NA998SurkVh9Nnb4rvCwfN+Une+PqDxY+PD6GO6w4T0/aPfHBYqR3WFzvSZvB3Qsw8Ok7pDODvZrN4YHw75woxR0y4OE6+rv5n5YfLpyr/jtceAvjknWXXjwsTr0wsk90D3zEOyt+Kyc78VOs8+J7MsjpMHzphjusKkV4Vj5vYqoPE5IY9P3cotIaA193M+Ws39W/1d+CdC5yvZLzXMOKU7zM4DWnO1ZnqyEjqPPqIS5vXG8bZZofPk4zvDSXlATwlhamfovCe9WHKnjpveGY5PHziLu8KYo0eFQ9LXEuyAXphds5LuAD4awvQvHB6+cFI4emn9zUwI089q7v/LLurSsDSEw+ZNDrO68oDeEcIZ0oXXarWAXlob0HjbHSdO6p7xpeqb3PedNWXiyfdkn2x7+5rpBx9/1aqdX56YPBfpOad73A/rz9cHNH79S8d2z7wqf3Fw06LZ3cf8R/apZTugt7x8+THj592Z7be9ctHUcXNv6ll35sHn1N/MiyeMmax87XuPAU1/F37s5EtWL8nehX943tQxR56bvXuUnjv48Yb0XYgVFx7Vfdy18pW7twFdEir5L8HWrtwSAlpzP1dHG7x/+79M5Pz09c8dt83sCpUFz+QBrd08muk/Lzyq69C592cPiY1XHTkqdN17Rx7Q3nvPnDztoupLrk9dcMS4k27NPxL0wqUzu0+8ekN60A7orx47/9Ap5z2WXfjJeROnnL145y9O7Ppu/c08OG309Gb/z9SrS8Mjc8Yle8Zru/OArg7hR9qF12i1gL4rVZOFd7m9u5/7Vm9q5Gr7YMer+/zrjQMfgGo1G9eUs1wC6oCAvjc0eD+30+bRsgEtCwF10E6PEDSOgL73EFAH7fQIQeMI6HsPAXXw+MLHyx4BDhq8n9tp87h74aqyR2gtBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRA0UauPeumskcAahBQtJHPRf9e9ghADQKKNkJA0VoIKNoIAUVrIaBoIwQUrYWAoo0QULQWAooWt+m2Sy67o/rl7YMBfXP59RfesHR7/4V6H7nxohuW9e7hKCBCQNHStp1+QJTY/7Tsr+n2B3Tt5OHpqdFHr8wv9e0/y45+6i7zKKBCQNHKdvxLEsI/+dSIKPp8+tfKqgHt+VQUHfAXI/8wOe9r6fHrkwN//DcfiaIRDxtHARkCila2MIr++bU4/u3no+iaeCCg50fR0ekfjvzxh6NPJ//0HBB9Ov0Dk7e9L/rc7kcBHQKKFrb5o9Hnsr+T+9Ynor+LBwL6r9Gf7szOvzjqeDuOfxJF2R84jydFB+7c7SigQ0DRwq6LonvzQ6ce8IGdAwG9/etL8lO/GUVr4/jOKLo9O7ph5cqdux0FdAgoWtgp0e/21R7f5WNMq/8pC+jK4dGHFq4fOHWXo4AOAUULGx39Zd3xgYD2PHDFrH//1LAoC2g8P/l3+GdPvHNzfuYuRwEZAooW9tfRP9YdrwZ02xkHZp9T+vN/zAMa//gfRqTHDzwq3/Hc5SigQkDRwv4l+uu649WAjo6ij59w0xOb4purAY3jDTcf85mkmX/6lnkU0CCgaGHHRgdVD71x991v9gf0p1E0aVt26mBAUy9NiqIL93gUaD4Ciha2IIp+mh+aHw3f1B/Qi6PohYHzk4BefthJ+dHeD0YTdzsK6BBQtLA3fj/6x+xt+M2fjD4b9wf00ih6MTv77b/KAnpy1PFydrzngGjubkcBHQKKVnZ+FFXeSELaGUXXxf0B/VHyFH5r8u+P05c5V8Tx96Losz9Pjr/0b1G0eLejgA4BRSvb/E9JIz/5mf2jaEx6NA/ozn+Ioj/8t3/5b9GIo5Mzk+fro5ILfeRvPzU8io5LL7XLUUCGgKKl9c3PP5E0P3vXqPou/Otd2aeYRi7rTfZBD4rjjSdkX9kUffzK7BvsdjkKyBBQtLi1t1z8lR+tyw8P/FXOX950wdVPJv9uXHT+renx1T9cumI4FgAAAHFJREFUdOG3Ht7Wf51djgIiBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGkRAAaBBBBQAGvT/AfJORUMaPIiDAAAAAElFTkSuQmCC" width="672" /></p>
<p>Dlaczego wykres jest bezuzyteczny? Wykres nie pokazuje żadnych liczbowych informacji na temat danych Zostały wykorzystane dwie cechy typu categorical Jedyną informacją jest to, czy dana kombinacja drv i class istanieje. # 3.3.1 ## Zadanie 1 ustalenie parametru color wewnątrz funckcji aes powinno być nazwą kolumny z categoriami, po których punkty zostaną pogrupowane, a nie istanieje kolumna “blue” w zbriorze danych</p>
<p>parametr color powinien zostać ustalony wewnątrz funkcji geom_point. Poprawiony kod poniżej.</p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = displ, y = hwy), color = &quot;blue&quot;)</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="zadanie-2-2" class="section level2">
<h2>Zadanie 2</h2>
<pre class="r"><code>mpg</code></pre>
<pre><code>## # A tibble: 234 x 11
## manufacturer model displ year cyl trans drv cty hwy fl class
## &lt;chr&gt; &lt;chr&gt; &lt;dbl&gt; &lt;int&gt; &lt;int&gt; &lt;chr&gt; &lt;chr&gt; &lt;int&gt; &lt;int&gt; &lt;chr&gt; &lt;chr&gt;
## 1 audi a4 1.8 1999 4 auto(l… f 18 29 p comp…
## 2 audi a4 1.8 1999 4 manual… f 21 29 p comp…
## 3 audi a4 2 2008 4 manual… f 20 31 p comp…
## 4 audi a4 2 2008 4 auto(a… f 21 30 p comp…
## 5 audi a4 2.8 1999 6 auto(l… f 16 26 p comp…
## 6 audi a4 2.8 1999 6 manual… f 18 26 p comp…
## 7 audi a4 3.1 2008 6 auto(a… f 18 27 p comp…
## 8 audi a4 quat… 1.8 1999 4 manual… 4 18 26 p comp…
## 9 audi a4 quat… 1.8 1999 4 auto(l… 4 16 25 p comp…
## 10 audi a4 quat… 2 2008 4 manual… 4 20 28 p comp…
## # … with 224 more rows</code></pre>
<p>kolumny z danymi kategorialnymi to: manufacturer, model, trans, frv, fl, class można zwrócić uwagę na typ danych w kolumnie jeśli typ to <chr>, to najprawdopodobniej jest to dana kategorialna ## Zadanie 3</p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x=displ, y=hwy, color=displ, size=displ))</code></pre>
<p><img 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" width="672" /></p>
<p>zmienna ciągła jest interpolowania między dwoma kolorami tworząc gradient tak jak samo z rozmiarem, rozmiar jest skalowany w przypadku shape powoduje to błąd. Gdyby podać dane kategorialne podział byłby dyskretny, na różne kolory, wielkości, kształty ## Zadanie 4 Przykład w punkcie wyżej Ta sama zmienna bedzie przedstawiona różnymi metodami ## Zadanie 5 stroke wpływa na grubuść konturu, obrysu, mozna stosować z punktami i liniami</p>
<pre class="r"><code>?geom_point</code></pre>
</div>
<div id="zadanie-6" class="section level2">
<h2>Zadanie 6</h2>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x=displ, y=hwy, color=displ &lt; 5))</code></pre>
<p><img 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MADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAECPAAAAESAAA8AAAARIMADAABABAjwAAAAEAGJbBdANr3U2fVAa9vq7p5kPLZbQcHHy0qrE3nZLgoAAIAhCPA5qr439a/r1t/b3JoeMLE4Hv/XaVPOmFYdy1pdAAAADE2Az0XNqb4jV656oat70PT2vr7vbti0obf34lnTs1IYAAAAW+Ie+Fx02cbazdN7v5/UNTzS1j6R9QAAADAiAT7ndKfTdzQ0Dd/m5vrGiSkGAACAURLgc85zHV2tfX3Dt3msvWNiigEAAGCUBPicU59KjUkbAAAAJpIAn3Mq8kb+0CvidgwAAIDJRU7LObsXFhTGRnhO3J7FRRNTDAAAAKMkwOec4nj8qMry4dv8r6qKiSkGAACAURLgc9GFM6bNTSa2NPfoyvKPl5VOZD0AAACMSIDPRdMSeb+Zv/37iwsHTc+Lxb48peqq2TOzUhUAAADD2OJlWLZtc5OJpfO3f6i17f6Wttd6egpjsV0LC4+sKNsxP5nt0gAAABiCAJ+7YiF8uLTkw6Ul2S4EAACAkelCDwAAABEgwAMAAEAECPAAAAAQAQI8AAAARIAADwAAABEgwAMAAEAECPAAAAAQAQI8AAAARIAADwAAABEgwAMAAEAEJLJdAFlW0937bFdXcTy2V1FhYdwJHQAAgElKgM9d122q+1FtQ1Mqlfk1FsL8gvzr5szcs6gou4UBAACwOVdcc9TRr665aENtf3oPIaRDWN7VfejyVT+rb8piYQAAAAxJgM9F36nZ9OfWttd/Sb9pVjqEf61Zv6KrZ+KrAgAAYBgCfC66saHhn7/EBs9Np8OZa9dNZD0AAACMSIDPOQ+1dXT3pYdv8/eOrokpBgAAgFES4HPOMx3tI7bpGiHgAwAAMNEE+JwTH0U4jwUJHgAAYHIR4HPOXiUlI7YpjG12ZzwAAABZJcDnnH2KC4tGyud7lXgUPAAAwOQiwOeic6ZPHWZuXixcN3vWhBUDAADAaAjwueisadVHlJcNOSseCzfOmT0rPzHBJQEAADA8AT5H/XTe7OvmzJqZTPQ/CD4vFt5bVPjIgh0/XTF0tgcAACCLXGjNXZ+rLP9cZXl7X9+K7u7iWN78gmS2KwIAAGCLBPhcVxyPv7OwMNtVAAAAMAJd6AEAACACBHgAAACIAAEeAAAAIkCABwAAgAgQ4AEAACACBHgAAACIAAEeAAAAIkCABwAAgAgQ4AEAACACBHgAAACIgES2CyBrOvv6Lt5Q+z8tbXWpVCKWnptMfnlK9ecqy7NdFwAAAEMQ4HPUH5pbTlpT09WX7p9S39t1+pqayzbU/c9O21cndM0AAACYXOS0XPREW8e/rF43ML33e62ne/9XVvZNfE0AAAAMS4DPRV9eUzNUeH/dpt7eb9dsnMByAAAAGJkAn3NquntX9/YM3+bXjc0TUwwAAACj5B74N8nPzx+Pxcbj8RBCQUHBeCz8rfo/zW1hy5ffMxpSqTGvNplMZn7Iy8ubJJsiW+LxeCwWy/GNkJeX1/9Djm+KRCJhf4jFYpkf4vF4jm+KRCIRQsjPz0+nRzpS5wBfjcyhMj8/v/+YmZv6DxE5vj9ktkPmKJHLBu4PfX3u+yTnxPyJMFA6ne4/KGyrFr+2+tsrV43QKBbSH95vQsoBAABgVHL9HN4gDQ0N43FGo6ysLBaLNTdPin7p00bqPx9CyEvH6urqxna9BQUFpaWlIYT29vaOjo6xXXi0lJSUJJPJxsbGbBeSTYlEoqKiIoTQ1dXV2tqa7XKyqaioqKioqL6+PtuFZFM8Hq+qqgoh9PT0TJJDZbbk5+eXlZU1NDTk+GWlKVOmhBBSqZRDZUVFRVNTU29vb7ZryabKyspMH4Qx/+MkWmKxWHV1dWtra1dXV7Zryaby8vJMv87Jc6jMHLJgYgjwb5JOp8epS8L4Lfmt+mRZaSyM0Il+Tn5izKsduMBJsimyy0bImDxfjWzJvH0bYcifc5bvRb8c3w79x4cc3w79cnw7ZHqJ2h/62RTkJoPY5ZziePz9xYXDtUiHb0ydOlHlAAAAMCoCfC66fd7ckvgWP/r9SouPrS6fyHoAAAAYkQCfi6oT8ccX7rhgsyH34yF8vqri7h3nZqUqAAAAhuEe+Bw1PZF4ZOGOT3d03VJXv7K7JxmP7VlUdNqU6uqEczoAAACTkQCf095bVPDeObOyXQUAAAAjc7kVAAAAIkCABwAAgAgQ4AEAACACBHgAAACIAAEeAAAAIkCABwAAgAgQ4AEAACACBHgAAACIAAEeAAAAIkCABwAAgAhIZLsAsqk3nX62s2t1T08yxHYtLNghP5ntigAAABiaAJ+j0iH8Z13DlZvqNvWm+ie+t6hw8azp+xQXZbEwAAAAhqQLfS7qS4evrF73/9Vs3NSTGjj96Y7OI1au/nVjc7YKAwAAYEsE+Fx0c0PjXU0tIYQQGzwrlU5/fe36V7t7Jr4qAAAAhiHA55x0CFdvqhumQXc6fUNdw4TVAwAAwGgI8Dnnxc6ump7e4Vqkw4MtrRNVDgAAAKMiwOecmt5h03sIIRbWDZ/wAQAAmHACfM4pjG124/tmiuJ2DAAAgMlFTss5CwoKRvzUdynIn4hSAAAAGDUBPudMS+R9qLRk+DZHVZRNTDEAAACMkgCfi74zc9pQHenTmf+9q6jwf1VXTnBJAAAADE+Az0W7Fxb8bN521Ym8N0+OhRD2LC66c/vtkqO4Tx4AAICJlMh2AWTHQWUlD++84031DQ+0tK3q7knGY7sVFBxVUbaosjwhvQMAAEw+AnzumprIO3/61POnT812IQAAAIxMF3oAAACIAAEeAAAAIkCABwAAgAgQ4AEAACACBHgAAACIAAEeAAAAIkCABwAAgAgQ4AEAACACBHgAAACIAAEeAAAAIkCABwAAgAhIZLsABnuxs+um+sb/296xoae3LB57X3HR8VUVB5aWjPmKNvWmbqpreKC1bVV3T348tmtB/lGVFYsqypKx2JivCwAAgK0kwE8uN9Q2fHfDpt50OvNrYyqsbmr5TVPLosryq2fPzI+PWbR+sLX9K2vWNfSmXv89Fdb39D7Y2n5zXcPP5m03M2nHAAAAmFx0oZ9E7mxs/vb6jf3pfaD/3dh8Xs2GsVrRs51d//Lamn+m9wGe7ug85rU13X1D1AAAAEAWCfCTRWc6/Z2ajcM0+K+Gpmc6OsdkXd9Zv6lzqNMEGcs6u37e0DgmKwIAAGCsCPCTxZ9b2+pSQ1wS75cO4a6mlq1f0abe1F9a24Zvs2QsVgQAAMAYEuAni5c6u0Zu0zVymxH9o6urb+QVdW/9igAAABhDAvxkMUyf9n4dY3Fr+uhWNGLGBwAAYEIJ8JPFrGRyxDbbjaLNyCtKjDTCfDrMNgo9AADAJCPATxYHlpaM+Iy4A0uLt35F7ygsmDV8Po+Fj5SVbv2KAAAAGEMC/GQxN5lYVFk+TIP5+flHlJdt/YpiIZw5tXqYBgWx2GlTqrZ+RQAAAIwhAX4SuXTW9N0LC4acVZXIu2Xe7Pz4iBfpR+VL1VWvnyzY7Hb4RCx2zZxZ2+ePQV99AAAAxpAAP4lU5OXdN3/eqVOqigYE9XgIh1WUPTB/+922kO3fhngs3DBn1vdmz5j+5r70exYX/WbHuZ+pGIPr/AAAAIwtY5VNLsXx+OJZ0y+YMe3pjo7aVKokHn9PUeGUvLwxX1EshJOrK0+oqnius2t1T28ihN0KC1x4BwAAmLQE+MmoKB77YMkYjFc3okQs9p6iwvcUTcCqAAAA2Cq60AMAAEAECPAAAAAQAQI8AAAARIAADwAAABEgwAMAAEAECPAAAAAQAQI8AAAARIAADwAAABEgwAMAAEAECPAAAAAQAYlsF8AQrt9U/6vmlrqe3tJ43v5lRRdPn5Gfl+2aGAttfX0PtrStbGrpi8WnpXoPKi2ZlfQdBAAARkV4mFzuaW77yuo1ven+Cb3/qOu6tb7xS9WVl86akcXC2ErpEG6ua7h0Y11jKtU/MRmLHV9VcdHMacVxfWEAAIARiA2TyH83tpy0amB6f106HW6qazxlzbpsFMXYWLxh0zdrNg5M7yGEnnT6lvrGz726piu92acOAADwZgL8JPL1tTVbnJcOdze2PNvVNYHlMGYebe+4ZlP9luY+1t5x9ZbnAgAAZAjwk8X1m+p7h7kMGwshhLNWbznhM4n9Z23D8A1uqmtIuQgPAAAMS4CfLH7d3Dxim3909UxAJYy5R9rbh29Ql0q93O3DBQAAhiPATxb1vakR23SHvgmohLGVHt2Hu7FHgAcAAIYjwE8WpaMYhzwRi01AJYytWAilefEQQhi2j3xFnkcFAgAAwxHgJ4v9S4tHbDMz4bF/kfTuosIQXh/IYEhF8dguBQUTVg8AABBFAvxkceH0qbFhEl4IIRYumDZ1osphLB1bWTF8gyPLy4riulcAAADDEeAni9K8vC9WVQ7TYKdk8qiq8gmrhzF0dGX5R0pLtjR3u2TywpnTJrIeAAAgigT4SeQH200/umKoiB4LC/ILHl04f8IrYmzEQrh53uxFlUN8uHsUFizZcc50N0cAAAAjERsmlxvmzjp3xpRTV9e82NXVkw7xELZLJr87a+onysqyXRpbpSQe//GcWV+ZUnVXU/Py3r6udHpuPHZwWcmhZWX6zgMAAKMhwE868/Pz/2en7bNdBePivUWF7y0qLC0tTSaTDQ0N2S4HAACIEl3oAQAAIAIEeAAAAIgAAR4AAAAiQIAHAACACBDgAQAAIAIEeAAAAIgAAR4AAAAiQIAHAACACBDgAQAAIAIEeAAAAIiARLYLIFekQ9jU05NKp4vT6WzXMmaeaW9/tKPnA0XJdxcXj/5Vdb296XQ6L51OxmLjVxsAALCNEeAZd2t7en60qX5pc2ttb28IoSwv/vGy0rOnVu9SWJDt0t6mnhDe89KKjT09IR3CGxl8SjLx1PydipNbfNXG3t6rNtXf3dSysbc3hFASjx9UWnz2tCnvKiqckKoBAIBo04We8fVwW/uBr7x2W31jJr2HEFpSff+7sfmjy19b0tSc3drenhU9Pds999LGnp4Q/pneQwh1Pb3bv/TSsvaeIV/1dEfnh1959ca6ho1vbIe2vr57m1s/sWLVz+obx71oAAAg+gR4xlFNT+//WrW2MZXafFZXOn3GmvV/7+ic+Kq20r4vrRjmHoCDVqzcfGJDb+rYV9fU9g6xHXrS6XPXbfhrW/vYFQgAAGybBHjG0VW19S2pvi3N7Umn/2PDpomsZ+st3lDXN+wt/OmQPmvthkETr6+rrxvqLEZGXwgXb6gdk/IAAIBtmADPOFra3DJ8g7+0dQyT8Cehm+vqwkgDz/3vpqZBU37X0jb8S55q71jf07s1hQEAANs8AZ7x0plOjxhKe9PpNb1RCq4dI4ygnw4hdL15mP10CCu7ukd82as9Q988DwAAkCHAM176Rve4uFE2myxGqDY24L+bTR5WxLYDAAAw4QR4xktxPD41kTd8m7xYbE4ySs8yLIyN/JUpeHNej4UwN7nlh8u9Yfv8kdsAAAC5TIBnHH2irHT4Bh8sKarIGyHkTyqfq64csc2hFYPf9Yjb4V1FhduNIuQDAAC5TIBnHJ0zfWpxfIv7WF4s9s3pUyeynq132axpsWE7xMdC7MY5swZNPH1qdeXm5ynS/S8JF8yI2HYAAAAmngDPOJqbTNw0d/aQGT4Ri/1w9oy9i4smvqqt9Mf5c7Z4U3ss3Dt/zuaTpyXyfjZvu/K8gdshnVlGPITvzJz+0dKScagUAADYpgjwjK+Dy0r+z07bH1VR3h/j8+Oxj5WV3JXY+DAAACAASURBVDd/3vFVFdmt7e15d3Hxi7vsWB5/c4aPhdJ4bNnC+XsXFw/5qn1Liv600w7HVpaXvr4dYolY7MDSkt/Mn3fa1KpxLxoAAIi+KI0fRkTtVJD/k7mz4vn5tYlkXwhTU6nQ1ZntorbKlGRy+W4LQwh3NDT8rb37vcX5X6waOYTPzU9ePWfWFel0fTK/Ly+vrKO9ZMv3FwAAAAwiwDNBkrHYwuKiEEJ7e3t7tosZK8dVVR33Fi+fJ2Kx+YUFyWSyIeJnMQAAgAnmAiAAAABEgAAPAACwjZs2bVosFvu3f/u3zK91dXWxWCwWi910000TU0Aqlcqs8fLLL5+YNW6TBHgAAAC2ZQsXLoxtWVlZWbYLHC0BHgAAgG1WKpV69dVXs13F2DCIHQAAQG6prq5ev359CKG8vDzbtYy7VatW9fT0hBCOOuqoefPmbd4gPz9/wot6mwR4AACA3BKLxWbMmJHtKibIK6+8kvnh4osv3nXXXbNbzFbShR4AAICt1dramkqlsl3FEDIBPh6Pz58/P9u1bC0BHgAAYBtx7733fupTn5o5c2ZhYeGOO+74la985eWXX968WVtb25ZGoW9qalq8ePGBBx44Z86ckpKS3XfffdGiRQ8//PCgZtddd10sFttjjz1CCLfddtvChQvLysoSicS0adM+8pGP3HrrrX19feP0Ht+qTICfO3duQUFBtmvZWhHoQv/UU0/99re/XbNmTVNT08yZM3fZZZdjjjlmypQpg5p1dnb+/Oc/f/TRR5ubm3faaaf3vOc9Rx99dF5eXlZqBgAAmEi9vb3f/OY3Bz6k7dVXX73xxhtvv/32O+64Y5QLefjhhw8//PCGhob+Kc8///zzzz+/ZMmSc845Z8gnwF100UXf+c53+n+tra198MEHH3zwwVtvvfWee+4Z73vsu7q6RozlmQC/YMGCca1kYkz2AH/rrbcuWbIkhJBIJKZOnbp69epXX331T3/60+LFi9/xjnf0N6utrV28ePHKlStDCBUVFcuWLVu2bNkzzzzzrW99K0KPBAAAAHh7TjvttJ/+9KchhKqqqmOPPXafffZZu3bt0qVLH3744eOOO240ndvXr19/1FFHNTQ0lJSUnHTSSfvuu29xcfHzzz9/7bXXrl279oorrjjooIMOO+ywgS9Zvnz5d7/73RDCXnvtdcQRR+ywww5PPvnkL3/5y5qamj//+c9f/OIX77rrrnF6v3/5y1+uvfba/Pz822+/ffiWy5cvDyHsvPPO999//5VXXrls2bKamppp06btv//+Z5999t577z1OFY6HSR3gX3755bvuuisvL++MM8444IADkslkW1vbdddd99e//vVHP/rR9ddf33+B/Uc/+tHKlSt33333b3zjG1OnTl23bt0ll1zy3HPP3XTTTWeddVZ238WklQ7hTy1tf2xtXdPTWxCLvaOw4Mjysp0KxmUAxmWdXb+ra3yld21fOmyfyPtoceEHiovGY0UTZmNv7+L1tY+1d7Sl+0pi8b2KCv5txvRZ+ZP6CwUAwLZq2bJlN998cwhhl112uffee3feeefM9PPPP/+ss8665pprRrOQ++67b+PGjSGEu+++++CDD85M/PSnP/25z31u11137e7uXrJkyaAA39HREUI46aSTfvzjHycSiRDC8ccff+655376059+8skn77777scff3xsE3J7e/sdd9xxzTXXPPvssyGEY445Zvj26XQ6E+DvvPPOH//4x/3T16xZ84tf/OJXv/rVOeecs3jx4qj0rp/UeeOPf/xjOp0+5phjPvrRj2amlJSUnHnmmU899VRNTc2aNWu23377EMKLL7747LPPlpaWXnDBBZnr7bNnz/72t7996qmnPvjgg8cdd9y0adOy+TYmpVU9PV9ZXfNEe8c/JzW1XLah9ktTqr4zY1p+PDZWK2rr6zt33YZfNTYPnHhlCAeVlVy33axpiUje47B4w8ZrNjWmQ7p/ysru7l83tZw6teq7M6dnsTAAAHLTRRddlLnn/LbbbutP7yGEeDx+1VVXPfDAA88///yIC/n73/8eQsjPz+/PXxnz588/77zz1qxZM+QgcPPmzbvhhhsy6T1j9uzZd95556677ppKpS666KL77rvvbb+vgZYvX37DDTfcdNNNjY2NIYTCwsLPfe5zZ5999vCvWrt2bWdnZwihqalphx12OPzww9/3vvd1dnY+/fTTP/vZzzo7O3/wgx+kUqkh7w6YhCb1IHarVq0KIbz73e8eOLGwsHDOnDkhhDVr1mSmPPLIIyGEvfbaa2Bv+RkzZuy6667pdPrRRx+duIojYmNv7xErV78pvYcQQugL4ad1DWesrRmrFaXS6X9ZtXZQes94sKVt0aurW1KTZWSL0btkQ+3VmxoGpveMdDrcsKnhwpqNWakKAIBc9te//jWEcPDBB++zzz6DZsVisRFTbsbMmTNDCN3d3Zmu+AMtXrz4lltuufDCCzd/1VlnnZVMJgdNXLBgwWc/+9kQwp/+9Kd0evBfzm9JOp3+/e9/f9hhhy1YsODyyy9vbGxcuHDhFVdcsXbt2ttuu+0973nP8C/vf4bcZz7zmWXLll199dUnnHDCqaee+pOf/OSpp57aaaedQghXXXXV3/72t60pcsJM6gC/aNGic889d968eQMnptPpmpqaEEJlZWVmSqZHxPve975BL89MycxloIvXb1rT3bOluXc1tfyhpXVMVnRnY/NDre1bmvtCZ9dVtfVjsqIJU9vbe/WmLdQcCyEWbqxrXNvdO7FFAQCQ01paWtavXx9C+MAHPjBkgwMOOGA0y/nsZz9bUlISQvjyl7/8/ve//5JLLnn44Ye7urqGf9X73//+Iafvu+++IYSOjo5MbW9DU1PTVVddtXDhwkMPPXTp0qWJROLoo49+4IEHXnzxxbPPPru6uno0C9lzzz1ffPHFF1988b//+7+Li4sHztp1112vv/76EEIqlbruuuveXpETbFJ3od/8ZonOzs6bb765paVl++2332233TIT161bF0KYOnXqoMaZKWvXrh3/SqOkra9vSVPL8G1ur286pKx069f184am4Rvc0dD4relT8mJj1mN/vF25qb5vs2vvA6VD+oeban+03cwJKwkAgBzXf5F5S885H3RNdEsWLFhw9913n3rqqcuXL3/iiSeeeOKJEEJBQcGHPvShRYsWfeELXxhySPkddthhyKX1F7N8+fJZs2aNpoB+L7zwwtVXX3377be3tbVl6j/llFNOPvnkTB+Bt6SsrGyXXXbZ0tyPf/zjO+200/LlyzN31E9+kzrAD/T9739/5cqVGzZsSKVS733ve7/2ta/F3kh9mQ9189HmS0tLQwjt7UNcAX766adPOeWUzac/8MADFRUVY1z6GzY/xZAV/2hu6RqpE8vfu7q2vtpUOv33ZUM8c3Kg2t5Ua2nZTkWFW7muCfPka+tGbPP3nt7RbL1Jsj9kXWFhYWFhZHaA8WN/yEgmkzZFCGGUlxS2eXl5efaHMKDLIfaHEEJZWZlHLGU4VA7UPwBbbAsXxgoLC4uLi4dMRoMcfPDBy5YtW7p06W9/+9vf//7369ev7+rquv/++++///7Fixf//Oc/P+iggwa9ZEsr7e9XP5r1DnLBBRfcfffdIYSPfOQjZ5111qc+9al4fLw6j++6667Lly9ftmxZOp3e0nuZPCZ1F/qBWltbW1tbMw8/aGhoGHhdvaenJ4RQVDR4VPNMB4kRu3zkmoaekTt414+izYhaUqnUKG53aeiNUofz5tTI1TZH6h0BABB18+fPzyTPLd0+vGnTptGn6IKCgqOOOuqWW26pqal5+eWX//M///PQQw8NIaxbt+5zn/tcXV3doPavvvrqkMvp7xewcOHCUa66X3+QfuaZZ/7617++9tprb3UJo5efnx9CiMfjkz+9hwhdgV+8eHEIoaOj43e/+91tt9120UUX/cd//Meuu+4aQigrK2tsbMw8wGCgzD465EnKgoKC7bbbbvPpfX19o3lA4luVOV2UGRYy66aMYuD36fnJrd8OpbFYfjzW3ZcO6RC2/F2ojsfHY5uPk6rEyF+Zyry84d9R5ugQoXc9HmKxWOZ7kU6nJ8lXI1vsDxmZx4LaHzJfjb6+vq0c7yfq+h8Tm+NfDftDhv0hw/6Q0Z+yJs/+0L+LZlFhYeGsWbPWrVv32GOPDdkgM7z8iDI5uaysrL+Dw4IFCxYsWHDyySdfe+21X/va12prax966KHPfOYzA1/15JNP7rfffpsv7fHHHw8h5Ofnj7ID/0A333zzAQcccN11173yyiuXXXbZD3/4w0MPPfT0008/5JBD3uql+NNPP725uXmPPfY477zzhmzwwgsvhBAyo9lNfpEJ8BlFRUVHHXXUpk2bli5des8992QCfHV1dWNjY2vr4HHXMlOqqqo2X85uu+32m9/8ZvPpdXV1DQ0NY1525l6R5uYhBmOfeHPT6bK8+PDDv7+/sGBMtsP7i4oebmvfYnpPhzkFybKO9oaOt9ypJls+VJj/2Egf435FI2y90tLSZDI5HntahCSTycztKl1dXZt/eXNKUVFRcXFxju8P8Xg884dCb29vU9MIY2ds2woKCjJnpXP8REamp3Qqlcrxr0YikaisrGxubu7N7b5dVVVVmYCU4/tD5lDZ1taW491LKyoqMh2zm5qaJsmhcpLc3PHhD3/4zjvv/OMf/zjkc9cvu+yy0Sxkv/32W7t27WGHHfbb3/520Kz+x8JnHuE20JVXXvnVr3418eYLXStWrLjzzjtDCPvss8/b6P1eWVl51llnff3rX//DH/5wzTXX/O53v1u6dOnSpUvnz59/2mmnnXjiiVOmTBnlolatWnXvvffm5+d/8YtfnDFjxqC5jz766IsvvhhC+NSnPvVWi8yKyduFvqWl5ZFHHnn66ac3n/Wud70rvDF2XXjj3rD6+sFjg2eO8qP/aHNEfix2XOUI9/l/qXqIsx5vw0lThl1OLJxYVRGBfioDnDGlOjlsxXmx2DnTJ8VBHACA3PHv//7vmVNdJ5xwwooVKwbOuuyyy+6///7RLCTzGK/777//ueeeGzTrtttuy/yw+UD3K1eu/NrXvjawT8SGDRuOO+64zJ3O3/3ud9/aOxkgFot94hOfWLp06T/+8Y9zzjmnsrJyxYoV55577pw5c0488cRRPvjtpJNOCiF0d3cfe+yxg85/vfbaayeffHI6nZ4xY8b555//tuucSJM3wHd0dFx66aXf+973Nu8mlNnu/UMgZrpkbN4t5Jlnngkh7LjjjuNea9ScN33qboUFW5r71anV+5YMHlDg7Tm8vPToyiFGqsz4YEnxqVMjNvpISV78P2YNPm830L/PnFY5bgNsAADAkHbZZZcTTjghhPDCCy/svffeZ5111n/9139dddVVhxxyyPnnn19QUJDpvDy8L3/5yyGEzs7Ovfba68wzz7z99tt///vf33TTTZ/85CcvvfTSEMLHPvaxd7zjHYNeVVRU9OMf/3j//ff//ve//8tf/vK8887bc889H3300RDCJz/5yQMPPHDr391OO+10+eWXr1279sYbb3zXu97V2dl566237r333nvvvffSpUuHf+2RRx6Z6fP/4IMPLly48JJLLvn1r3998803f/3rX999992XLVsWQrj66quH7Lg9CU3eLvTTpk0rLy9vbm5+5pln3vOe9wyclTnX0p/M995777vvvvuJJ57o6urqH4Cxubn52Wefzc/P//CHPzzBlU9+ZXnxu3aYe17NhnuaWgaeHSmJx8+dPuWrYxqqr9lu5txk4rrahu4BJ2LyYrEvVJYvnjU9PwoDRQxyQnVlMoTzajZ0v/nMUjIeu2Tm9BOrjRUMAEAWXHvttRs2bLj33nvr6uquuuqq/umFhYU/+9nPlixZkrnZexiHHXbY+eeff9lll3V1dV1zzTWD5n7gAx/41a9+tflIb0uWLDn22GMfffTRTGjvd/zxx//kJz/Zijc0WHFx8SmnnHLKKac89NBD11577V133fW3v/3t5z//+Yi93++8884TTjjhF7/4xapVqy688MKBs6ZPn3799dcvWrRoDOscV5M3wMdisUMOOeRXv/rVtddee/bZZ+++++4hhO7u7l//+td/+ctfCgsLP/nJT2ZavvOd79xll11eeumlq6+++pxzzsnLy+vq6rr00kt7enoOPvjgkpKSrL6PSao6kffTubNfnt59f0vr6u6eZDy2W0HBIWWlVaMY4u4tScRiF8yYdvKUqgc6ulak+vpCem487yNF+fPeeKpEFB1XXfn5ysrr6+seaGmr601VJ/IOLC05Y0pVvmvvAABkSWFh4W9/+9tf//rXt9xyyxNPPNHY2Dht2rSPfvSj55133u67775kyZLRLOTSSy/9/Oc/f/nllz///POvvfZad3f3jjvuuPPOO5988sn9+WuQD33oQ8uWLbv00kuXLl26du3akpKSPfbY4+STTz7++OPH9P390wEHHHDAAQesXbv2Jz/5yWgGGisoKLjzzjtPPfXUn/3sZ3/+859ramry8vJ22GGHT3ziE+edd94kGcVglGKTeRzLnp6eb3/725leDcXFxWVlZZs2berr6ysoKDjzzDM/9KEP9besqak577zzmpqaiouL582bt2LFiu7u7tmzZ//gBz94S4/KrKurG48NMqkGscuWzMhMIYT29va38SjIbYlB7MKAQew6OzsNYldcXLz5E1lySv8gdj09PQaxKysrq6+vnyQjM2WLQewyMoPYNTY2GsQuc2dvbW1ttmvJpsyhsqWlxSB2mUHsJs+hMlrxbwxdd911Z5xxRgihtbXVRdMJM3mvwIcQksnkxRdffN999/35z39et25dU1PT/Pnzd9ppp89//vODviezZs266qqr/uu//uvJJ5985ZVXqqurP/jBDx5zzDGZR8EDAABA1E3qAB9CyMvLO/zwww8//PARW1ZXV2fOAAEAAMC2xy27AAAAEAECPAAAAETAZO9CDwAAwGQzZ86cgw8+OISQGWaSiSHAAwAA8NYcccQRRxxxRLaryDm60AMAAEAECPAAAAAQAQI8AAAARIAADwAAABFgELvJKJVOP9/VXd/bWxzPe2dhQVE8Nn7runJj3aMd7YWx2PHVlQeXlo7fik557bXfNbX2pfr2Kiv/1dyZ47eimu7e+1pb2/tSO+UXfLy0NDFuJ6m6+9LPdXa19KXK4nnvLCrIj43qY3q0tWNpbX1viO2ZyDu6sny8iiMimlKpp1raYl3dxZ1dCwsLxvGrDgBA9Anwk0t3On3lprqb6hvre1OZKfmx2FEVZd+eOX1aYowfz7DvP1a+0tXd/+vS5rZYCKdMrbpk5vSxXdGCF/7RmEqHkM78+qempmlNTclYWLf7LmO7osfaO7+8at263p7+KfEQ+3hZ6U1zZ+bHxzLHt/X1Xbqh9ucNTa19fZkpxfH4FyrLvzVjWnneFlf0w411l2+q7X19M4SfhvDVtTUHlhb/9/Zzx7A2omJFd/d31tf+oaU1lX59n5idTHxt2pQvVVWO5yk7AAAiTBf6SaStr+/Ilat+sLGuvjfVH3e70+lfNDYf+MqrA8P2VuoNYbtlL2++wHQIN9Y2fGr5qrFaUQhhxnMvNab6+t9Ov550mLbspTFc0S8amw9f8drA9B5C6Eunf9/S8u6XV7S/kbS3Xm1v6uPLX/txXUPrgGW29/X9tL7xY8tf29DbO+Srjlu15vsD0ntGOh0ebGl/x4v/GKvaiIrH2js++spr9zW39Kf3EMK67t5vrdtw0pp1venB3xcAAAgC/KTy/9Vs/Ft75xu/veka3Mbe3hNXj9mf9fu+vLJ7S4tKh8c7Ou5obByTFe3zymvD5eZ0mDNGGb62t/estTVDvKVYZm7qs6+uHpMVhRDOWFPz8hZOpqzo7j51dc3m05c0NP9Pc9vrJzE2q7Kut++oV9eMVXlMfs2pvi++trZ185NKsRBCuLep5era+omvCgCAyU+AnyzW9fTe2dA09Lx0CCG82Nm1tLl161fUG8Kr3d2bx8jXxUII4VtrN239ikIIKzq7hm8wwuxRO79mY2rYkxuPt3du3MK18bfkmY7OB1rbhmnw17b2x9o7Bpe3fsM/fxmqd/Rf24ZbJtuY2+ob61KpYRpcW1vf5SI8AACb2aoAv3Hjxr6x65mc4/7U2rbFTflG5Lu/ZQwC/OUb6wcuc0gd6bH6WEcKIenwb+vXb/1qHmlrH7HNLfVj0K1g+PSecX/L4DaNqRG2Zzodft3Y/PbLIlJG3ItaUn2PjWKXBgAg12xVgL/hhhvmzp37jW984+mnnx6rgnLW2p6Rrw+vGUWbET3RNvj68Di5rWkLHQre7N6WMainZaSEHEJ4ZaTuAKMxuo/pTffhD3eldYDHOybocyHr1r55Dxm6Te8odxwAAHLI1o5Cv27duiuuuOKKK67YddddjzvuuC984Qs77rjjmFSWa5KjGHd6lA8qG17xGA9mv0W7JJOjaVbcNwZdheOxWBipy3FhfAze+Wg+gkFt8kIIsZH7IpTGJuqDIdtGtRdNQB0AwLaipaUl2yW8rqysLNslbOO26gr8wQcffMghhyQSiRDCCy+8cOGFF86fP3+//fa7/vrra2trx6jCXLGgYOS/2BeOos2Ijuj/Uo3zPbYfKC4ezVrOnzIGz4Qf6Rl76RDCnsWFW7+infNHPiux+ccUH8Wm/lRFydsrichZUFAwijYiPAAAg21VgN9vv/1+//vf19TU3HDDDR/+8Ifj8XgI4ZFHHjn99NNnz559+OGH/+IXv2hvdyfnqBxYWlKRN8I12CMqxuCE1lFV5a9f/tvyVcAZya3tmvG6WGz4m+1DCJ+eWrz161lUXj58HXmx2Bcqh28zKoeWl+UP+5DuRCx2WPngj2nH/ti/hSSfjMX2LCra+vKIhBG/yPPz8/coGoPzTQAAbGPGYBT6qVOnn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" width="672" /></p>
<pre class="r"><code>mpg %&gt;%
filter(displ &lt; 5) %&gt;%
mutate(is_less_than_5=displ &lt; 5)</code></pre>
<pre><code>## # A tibble: 196 x 12
## manufacturer model displ year cyl trans drv cty hwy fl class
## &lt;chr&gt; &lt;chr&gt; &lt;dbl&gt; &lt;int&gt; &lt;int&gt; &lt;chr&gt; &lt;chr&gt; &lt;int&gt; &lt;int&gt; &lt;chr&gt; &lt;chr&gt;
## 1 audi a4 1.8 1999 4 auto… f 18 29 p comp…
## 2 audi a4 1.8 1999 4 manu… f 21 29 p comp…
## 3 audi a4 2 2008 4 manu… f 20 31 p comp…
## 4 audi a4 2 2008 4 auto… f 21 30 p comp…
## 5 audi a4 2.8 1999 6 auto… f 16 26 p comp…
## 6 audi a4 2.8 1999 6 manu… f 18 26 p comp…
## 7 audi a4 3.1 2008 6 auto… f 18 27 p comp…
## 8 audi a4 q… 1.8 1999 4 manu… 4 18 26 p comp…
## 9 audi a4 q… 1.8 1999 4 auto… 4 16 25 p comp…
## 10 audi a4 q… 2 2008 4 manu… 4 20 28 p comp…
## # … with 186 more rows, and 1 more variable: is_less_than_5 &lt;lgl&gt;</code></pre>
<p>Przypisanie displ &lt; 5 podzieliło data set na dwie grupy TRUE oraz FALSE, w zalezności od tego czy warunek był spełniony czy nie. # 3.5.1 ## Zadanie 1</p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = displ, y = hwy)) +
facet_grid(drv ~ displ)</code></pre>
<p><img 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" width="672" /></p>
<p>ggplot potraktuje ją jako zmienną kategorialną, tworząc siatkę dla kazdej unikatowej wartości zmiennej ciagłęj ## Zadanie 2</p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = drv, y = cyl))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = drv, y = cyl)) +
facet_grid(cyl~drv)</code></pre>
<p><img 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" width="672" /></p>
<p>puste komórki oznacznaczają brak danych ## Zadanie 3</p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = displ, y = hwy)) +
facet_grid(drv ~ .)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = displ, y = hwy)) +
facet_grid(. ~ cyl)</code></pre>
<p><img 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" width="672" /></p>
<p>kropka traktowana jest jako puste pole, wtedy jedna z osi, nie bedzie kategoryzowana ## Zadanie 4</p>
<pre class="r"><code>ggplot(data = mpg) +
geom_point(mapping = aes(x = displ, y = hwy)) +
facet_wrap(~ class, nrow = 2)</code></pre>
<p><img 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" width="672" /></p>
</div>
</div>
<div id="section-3" class="section level1">
<h1>3.6.1</h1>
<div id="zadanie-1-3" class="section level2">
<h2>Zadanie 1</h2>
<p>liniowy - geom_line() pudełkowy - geom_boxplot() histogram - geom_histogram() warstwowy - geom_area() ## Zadanie 2</p>
<pre class="r"><code>ggplot(data = mpg, mapping = aes(x = displ, y = hwy, color = drv)) +
geom_point() +
geom_smooth(se = FALSE)</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="zadanie-3" class="section level2">
<h2>Zadanie 3</h2>
<p>show.legend = FALSE, sluży do ukrycia legendy ## Zadanie 4 parametr se w funcji geom_smooth() służy do pokazania, lub ukrycia przedziałów ufnośći na wykresie. ## Zadanie 5 dwa poniższe wyresy są takie same, różnią się tylko sposobem denifincji mapowania. mapowanie wewnątrz aes w ggplot, przenosi mapowania na wszystkie geometrie, gdy nie sa zdefiniowane inne.</p>
<pre class="r"><code>ggplot(data = mpg, mapping = aes(x = displ, y = hwy)) +
geom_point() +
geom_smooth()</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>ggplot() +
geom_point(data = mpg, mapping = aes(x = displ, y = hwy)) +
geom_smooth(data = mpg, mapping = aes(x = displ, y = hwy))</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="zadanie-6-1" class="section level2">
<h2>Zadanie 6</h2>
<p>Wykres 1</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=displ, y=hwy)) +
geom_point() +
geom_smooth(se=FALSE)</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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" width="672" /></p>
<p>Wykres 2</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=displ, y=hwy, group=drv)) +
geom_point() +
geom_smooth(se=FALSE)</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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AAAgGogWYBPSUnp2LFj8+bNyx1PSEiYMWPG5s2bt2/fbrVazWZz165duXgeAAAAAFBrSBbg27dvP2PGjKBNKpXqxhtvvPHGG2NbEQAAAAAAsVAb1sADAAAAAFDrEeABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAlo4l0ApJGfn79+/fp9+/a53e5mzZr16tUrKysr3kUBAAAAQF1BgEd4Xq93zpw5s2fPLi0tLTs4efLkv/zlL6+99lpKSkocawMAAACAOoIAj/DGjx//3nvvlTvo8/lWrVr122+/rVmzxmAwxKUwAAAAAKg7WAOPML7++uvA9F5m165ds2fPjmU9AAAAAFA3EeARxj/+8Y/QHZYuXep2u2NTDAAAAADUWQR4hPHjjz+G7lBYWJiTkxObYgAAAACgziLAIxSv11tYWBi229mzZ2NQDAAAAADUZQR4hKJSqZKTk8N2S0tLi0ExAAAAAFCXEeARxuWXXx66g9FobNOmTWyKAQAAAIA6iwCPMB544IHQHe655x6dThebYgAAAACgziLAI4w+ffr06dOnotYWLVo8++yzsawHAAAAAOomAjzCUBRlwYIFDz/8sEpV/tWSnZ29evVqFsADAAAAQAxo4l0AJKDX61977bWhQ4euWbNm//79TqezefPmvXr1ys7OjndpAAAAAFBXEOBRWVlZWePGjYt3FQAAAABQR3EJPQAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABAjwAAAAAABIgwAMAAAAAIAECPAAAAAAAEiDAAwAAAAAgAQI8AAAAAAASIMADAAAAACABTbwLgExKS0t/+umn0tLSyy67rH79+vEuBwAAAADqEAI8KuX7779/8sknjx496vP5/EfS0tLGjx//6KOPxrcwAAAAAKgjuIQe4b399tt9+/Y9cuRIWXoXQhQWFk6YMGHgwIFxLAwAAAAA6g4CPML49ddfX3jhhfOj+/n+93//9/XXX49xSQAAAABQBxHgEcaTTz5ZUXr3mzt3bsyKAQAAAIA6iwCPMPbu3Ru6g91u37FjR2yKAQAAAIA6iwCPULxer8vlCttt27ZtMSgGAAAAAOoyAjyqgVqtjncJAAAAAFDLEeARikql0ul0YbtdddVVMSgGAAAAAOoyAjzCuOyyy0J3MBqNHTp0iE0xAAAAAFBnEeARxrx581SqUK+TCRMmxKwYAAAAAKizCPAI4+KLL37zzTcryvADBgwYOnRojEsCAAAAgDqIAI/wBgwY8M0333Ts2LEsxiuK0qhRo8WLF//tb3+Lb20AAAAAUEdo4l0A5HDJJZds3LhRCPHbb7/Z7fasrKyEhIR4FwUAAAAAdQgBHpFp2bJlvEsAAAAAgLqIS+gBAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgAQAAAACQAAEeAAAAAAAJEOABAAAAAJAAAR4AAAAAAAkQ4AEAAAAAkAABHgAAAAAACRDgUVnLly/v0aNHmzZtsrKyrr766hdffNHpdMa7KAAAAACoKzTxLgASOH36dO/evU+cOFF2xGq1/v3vf3/nnXeWLl3avXv3ONYGAAAAAHUEZ+ARhtvtvu66685P72VKS0vvu+++PXv2xL4qAAAAAKhrCPAIY/z48YWFhRW1ejyewYMHx7IeAAAAAKibCPAIY+3ataE7HD58uKCgIDbFAAAAAECdxRr4P9HpdDEYRaVSCSG0Wq3/DzVcUVFR2D6bN2++9957o12JWq32/0Gr1SqKEu3hahO1Wq0oil6vj3chUmLqqkBRFLVazbxFRKP57ycyUxcp/6eDTqfzer3xrkUmZb+E6HS6sk9YVAafqheCqasajUbDvEVEq9X6/1D7PlUJ8H9iNBpjlgyTkpJiM9CFcLvdPp8vbDeLxWIymWJQj19iYmLMxqpNYvkzqk0URWHqqkCn08XmK9Hah6mrGoPBEO8SZCXFLyQ1EB8NVaNSqZi6KtDr9bUshcZM7Zs6AvyfFBYWViavXiC1Wp2amlpUVORyuaI91oVTqVRhz2nUr18/Pz8/2pUYDIaEhAQhhCxTV3MkJSXp9foQexkgKLPZrCiK1+tl6iKVlpbmcDhsNlu8C5GJVqtNTk4WQpSWlpaUlMS7HJn4p85isXg8nnjXIhOj0ej/pdZqtbrd7niXIxOj0ahWq61Wa7wLkUx6eroQwuPxWCyWeNcimfT09JKSktLS0ngXIhO9Xm80GoUQNpvNbrfHu5ww/O+OSiLA/4nP54tBgPcPEZuxLlyDBg1yc3NDdFCpVD179ozZvAX+GZXEpFUZU1c1zFvVyPLpUHPI9alaAzF1kSp7ycW7EFkxdVXDvEWkFgcHCdZgI76efPLJ0B2ys7O52hMAAAAAoo0AjzAGDx58xRVXVNSanJy8dOnSWNYDAAAAAHUTAR7hrVu3rl+/foHb+7Vr127r1q3+5SUAAAAAgKhiDTzCU6lUixYtmjFjxoIFC3bu3OlyuVq0aDF48OBLL7003qUBAAAAQF1BgEdl1a9ff9KkSfGuAgAAAADqKC6hBwAAAABAAgR4AAAAAAAkQIAHAAAAAEACBHgAAAAAACRAgAcAAAAAQAIEeAAAAAAAJECABwAAAABAAgR4AAAAAAAkQIAHAAAAAEACBHgAAAAAACSgiXcBkMnhw4f379/v8XiaNWvWoUMHtVod74oAAAAAoK4gwKNS/vOf/0yaNGn37t1lRxo2bDh27NiHHnpIUZQ4FgYAAAAAdQSX0CO8999/v3///uendyHEqVOnxo8fP2rUKJ/PF6/CAAAAAKDuIMAjjJycnHHjxnm93qCtK1euXL58eYxLAgAAAIA6iACPMObNm+d2u0N0ePPNN2NWDAAAAADUWQR4hLFp06bQHX7//ffDhw/HpBYAAAAAqLsI8AjF6/Xm5eWF7Xby5MkYFAMAAAAAdRkBHqGoVCqdThe2W0JCQgyKAQAAAIC6jACPMNq0aRO6g0ajycrKik0xAAAAAFBnEeARxl133RW6Q48ePVJTU2NTDAAAAADUWQR4hPHII49ccsklFbUaDIbJkyfHsh4AAAAAqJsI8AhDr9evXLny0ksvDWzKyMhYsWJF69atY18VAAAAANQ1mngXAAk0btz4iy+++PDDDz/55JP9+/e7XK7MzMzevXs//PDDZrM53tUBAAAAQJ1AgEel6HS6gQMHDhw4MN6FAAAAAEAdxSX0AAAAAABIgAAPAAAAAIAECPAAAAAAAEiAAA8AAAAAgAQI8AAAAAAASIAADwAAAACABAjwsjptUc1dY3S5lXgXAgAAAACIBe4DL6Uim2rikpRjZ9THzqinDCoyJPjiXREAAAAAILo4Ay8fh0uZvMx07IxaCLH7iHbcwtSzRfwcAQAAAKCWI/hJxu0R01aY9v2hLTtyNE89bmHKiXx1HKsCAAAAAEQbAV4y+45pdx7WlTuYV6h+amHK4VwWRAAAAABArUWAl8k333zz5vT/Ofv9/V53cbmmwmLVuIUp2w9pgz7wwjmdzuXLl999990dOnS45JJLbr755pkzZxYUFERpOAAAAABAOZyzlYPL5Ro9evQHH3zg/6vhxKGsW9dpEjLO72N3KpOXJo+/p7hbB0f1jn7ixIkHHnhg9+7dZUfy8/O3b9++ePHiRYsWdevWrXqHAwAAAAAE4gy8HJ599tmy9C6EKDmz9cDa653Fx8p1c3mUl/9lWrc1oRqHdjgc99xzz/npvUx+fv6gQYMOHDhQjcMBAAAAAIIiwEtg7969y5YtK3ew1LJv/yfX2AvK52qvV/xtjXH5hqTqGv3dd9/NycmpqNVms02dOrW6xgIAAAAAVIQAL4FPPvnE5wtyp3eX7WTOZz1KTv9U7rjPJ5ZvTJr/qcFbHbeHX7VqVegOGzdutFgs1TASAAAAAKBiBHgJhLhG3V16NuezHkXH/h3YtPaHxOnvJzvdSvRG/28NbvehQ4cucBQAAAAAQGgEeAmUlpaGaPW6Sw6t71tPsyOwacuvuolLkovtVc/wXq/X6XReYIUAAAAAgAtHgJdAw4YNQ3fweZ3dM7+6K9se2LT7iHbcotQz1ir+oFUqVYMGDcJ2a9SoUdWeHwAAAABQSQR4CXTv3j10B0VRevToPvS2kv/pZVMCTrf/nqcetzD199PqKI2emZnZokWLqj05AAAAAKCSCPAS6NOnT1ZWVogOffv2vfjii4UQ991oG3vXOU1AVD9tUT21MHXPUW0VRn/88ce12lAPHDNmTBWeFgAAAAAQEQK8BLRa7bvvvms2m4O2tmvXbubMmWV/7XW5Y+qD1kR9+Q3oz9mVCe8mf7tHH+norVq1euONN1Sq4C+V+++///7774/0OQEAAAAAkSLAy6Ft27YbNmzo06fP+UE6MTFx2LBh69atS01NPb/z5VmuVx+xphq85Z7E5VFe/pfpsx8TIh19wIABq1at6tSp0/kHL7rootdff33OnDlK4FX7AAAAAIDqpol3AaisJk2a/OMf/ygoKNi5c2dxcXF6enrnzp2TkpKCdm7dxD1rqPW5Jcl5hX+6nt7rFX9fayw4p3rgpiCr5UPIzs7+6quvjhw5sn//frfbnZmZ2b59e7W6iuvqAQAAAACRIsBLxmw29+jRozI9G2d45gy3vvBe8qGT5X/K73+ddNqiHv2XIKvlQ2vevHnz5s0jewwAAAAAoDpwCX1tlmb0vvaotXOWK7Dpqx36SUtTbA6ufgcAAAAAORDga7kkvW/qA9bunRyBTdsPace+XfVbxAMAAAAAYonwVvtpNWL8X88N6mELbDqapx69IPVwLispAAAAAKCmI8DXCYoiBt1kG357iSrgkvn8ItXT76Ts/K0qt4gHAAAAAMQMAb4O6Xet/fn7i/Ta8reILylVXliasmFnxLeIBwAAAADEDAG+brm2nfPVwcFuEe8Wr39kWr4h+E3pAAAAAABxR4Cvcy5p6p4zwto4w1PuuM8nlm9MeuNjo7t8CwAAAAAg/gjwdVHDNM+sodZLmroDm/53e8KLy5PtTm4vBwAAAAA1CwG+jko1eGc+au3WIcjt5bbm6MYsSDlt4bUBAAAAADUIIa3u0mp8E+49d+c1pYFNR/M0Y9/m9nIAAAAAUIOQ0GTidDonTZq0efPm4uLi9PT0u++++/HHH7+QJ1SpxGN3FDdK9yxcZ/D+eXP6s0WqsQtTnr333DWXOC+oaMSV3W7ftGnTwYMHfT5fenr6jTfe2KRJk3gXBQAAAKAqCPDSmDhx4qJFi3y+/+bs3NzcPXv2TJ8+fd68eXfdddeFPHO/a+1pJu/rHxld7j8tfS91KlNXJA+/rfjOrkHO0qPmW758+bRp0woKCsqOqNXqe++9d/r06SaTKY6FAQAAAKgCLqGXw4gRIxYuXFiW3su43e5hw4atXLnyAp//ho6O14LdXs7rFfM/M879xMqUWZwAACAASURBVOgp34Ka7vXXXx8zZsz56V0I4fF43n///f79+5eUlMSrMAAAAABVQ4CXwIEDBz766KMQHUaPHn3ho7Rt5p4zwtq0XpCbyK3bmjB5abLdwdb00ti1a9fMmTMrat2xY8frr78ey3oAAAAAXDgCvASeeOKJ0B08Hs/s2bMvfKCGaZ43hlkube4KbPr5oG7swpQzVl4wcnjnnXe83lBXTbz33ntOJ7sbAAAAADIhj0ngwIEDYfusXr26WsYyJfpmPFx002VBbi935JRm3MLUI6fYN0ECW7ZsCd3h3Llzv/zyS2yKAQAAAFAtCPAScLmCnBIvp7CwsLqG06p9T9197pGbS5SAS+ZPW1Rj3075YZ+uusZClJw9ezZsnzNnzsSgEgAAAADVhQAvAbVaHbaPwWCoxhEVRdxzvf2p/ue0Aafb7U5l6vvJq79LrMbhUO2Sk5PD9klJSYlBJQAAAACqCwFeAo0aNQrbp2vXrtU+7k2dHa8NtqYE25r+7XWGOauN7iAb3qFG6NSpU+gOWq22ffv2sSkGAAAAQLUgwEvghRdeCN1BUZQXX3wxGkO3beaaM9zaJCNIUv/3zwnPLE6xlvASqonuu+++0B1uu+02zsADAAAAciF9SaBPnz6tWrUK0WHgwIGVuWS6ai4ye94YZu1wcZB1+Ht/145dmHLibPgr/BFjt99+++23315Ra/369adMmRLDcgAAAABUAwK8HLZs2dK6deugTX/5y1+q5R5yISQneV9+2Nrr8tLAphNn1aMXpO78TRvVAlAFCxYsCHoevm3btqtWrWrSpEnsSwIAAABwIbglmDS+++67L7/8cuLEiSdPnvR4PFqttk2bNm+//XaLFi1iMLpWI8b1L255kWfhOoPX96emc3Zl4pKUYbcX33lNkISPeElISJg7d+6QIUNWrVqVk5PjcDgaNWrUq1evW2+9VaPhjQ8AAADIh9/jZdKrV69evXrFsYB+19rrp3pe+9BU6vzTLeY8XjH/U+OpAvWjt5SouKqjJunYsWPHjh0NBoNery8oKIh3OQAAAACqjrCFyFzbzjl7mLV+avmt6YUQq75LfGFpcrE94PbxAAAAAIALRoBHxJo3dM8ZbmndxB3YtO2g7sm3Uo+dYVs7AAAAAKhmBHhUhdnknfmotVsHR2DTiXz12IWpOw6xrR0AAAAAVCcCPKpIr/U9N+DcoB42JeCS+XM2ZeJ7KR9sToxHXQAAAABQOxHgUXWKIgbdZHv67nNaja9ck9cr3l1vmLPa6ApyoT0AAAAAIGIEeFyoHpc55gwPvq3dv39OeGZxiqWYlxkAAAAAXCiSFapBy4vcs4dZ2gTb1u7XP7Qj56cePMENCwEAAADgghDgUT3Sk72vD7H2uCzItnZnrarx76T8Z68u9lUBAAAAQK1BgEe10Wp84/96bvjtJaqAbe3sTmXGP5PfXW/wll8sDwAAAACoFAI8qlm/a+1THywyJJRP6j6f+GBz4qSlyefsAfkeAAAAABAOAR7V78rWzjeGWi4yewKbfs7RPflW6tE8dRWe1uVy5ebmnj179oILlM+WLVvefvvtw4cPV+3hBQUFubm5LpereqsCAAAAEEsEeERFZgPP3BGWzi2DJMaT+eoxC1I379ZX/tl27tz50EMPNWrUqFGjRvXq1WvTps0LL7xQF5L83r17mzZtWq9evb59+z7//PNXX311vXr1unfvXsmHFxQUTJkypWPHjk2aNGnSpEnLli0ffPDBbdu2RbVmAAAAAFFCgEe0mJJ80x+y3tm1NLDJ7lRe/pdp8XqDN8i958p79913b7311s8//7ykpMR/5NSpUwsWLLj++ut/+eWX6q25Rlm0aNGNN95YWlp+Avfs2XPRRReFffivv/56ww03zJs379SpU/4jdrv9iy++uP322xcuXFj95QIAAACIMgI8okitEo/1KX7mnnN6bZAl8R9uTnzm3RRLSagX4aZNm5599lm3O8gN6s6cOXPfffdZrdbqrLjGsFqtzz33XEWtbre7ZcuWIR5eXFw8YMCAsuh+Po/H8/zzz3/55ZfVUCUAAACAGCLAI+q6d3LMHmZtkBZkSfzuI9on5qXmHK/wLvEzZszw+Srcuf706dMLFiyoniprmLDXyRcVFYVYEv/OO+/k5uZW1Orz+aZNm1b14gAAAADEAwEesdDiIvffHrNeFmxJ/Bmr6qlFKRt2BFkSf+LEiZ07d4Z+5s8//7x6Sqxhjh8/HrbPkCFDKmpat25d6Mfu27fvyJEjEZcFAAAAIH4I8IiR5CTvSw9Z77nergTcRc7pVmZ+ZJr5kcnh+lPb0aNHwz5tZfrIKMR1B2X++OOPipoqMy0EeAAAAEAuBHjEjkolHrm55Nl7ziXogqTTDTv0Y95OOZH/f3eYq0yI9VZmH7xaKsS/vTLTUpenDgAAAJARAR6xdsOljtnDrEHvEn84VzNyXuo3v/z3cvrMzMywz3bxxRdXb3k1hBJ4oUKApk2bVtTUrFmzsA+vrVMHAAAA1FYEeMRB84buuSMsV7ZyBjbZHcrL/zLN/8zo8ihNmzZt165d6Ke65ZZbolNjnDVo0CBsn3nz5lXUFHZasrKysrKyIi4LAAAAQPwQ4BEfpiTf1P8pGnSTTRXsTPPa7xPGLUzJK1SHuJWaEMJsNj/22GPRKjGuNm3aFLqDwWBo3759Ra1Dhw7NyMgI8fCJEydWrTAAAAAA8UKAR9yoFDGoh+3lR6xpxiCLsXOOa0b8LdXQ5M4XXngh6PXkqampy5cvN5vN0a80DtLT08ePH19Rq0qlOnjwYIiHh5gcRVEmTJjQp0+faqgSAAAAQAwR4BFnnVq43hpl6ZwV5A5zNocy458mbYsJH3285vrrr9do/nu7eJPJNHDgwE2bNl111VWxLTamnn766Y8//lir1ZY73qxZs7y8vMDj5VxxxRWbNm164IEHkpOT/UfUavV111338ccfjx07NioVAwAAAIgmpTIbfdcd+fn5MZgQtVqdlpZmtVpdriCptW7yeMXSrwwfbE4MOv3tmrkm3nfObPKcPXtWp9OlpaXVqR3UXS7XW2+9dfjw4VtvvfXmm2+O9OEejyc/P9/r9RqNRqPRGI0Ka6v09HRFUbxeb0FBQbxrkYzZbHY4HCUlJfEuRCY6nc7/dZvdbmfqIqLValNSUgoLCz2eINujoiImk0mv1wshLBaL2+2OdzkyMRqNGo3GYrHEuxDJ+Bf3eTyewsLCeNcimYyMjJKSErvdHu9CZKLX600mkxDCZrPZbLZ4lxNG6KWv5WiiVwdQeWqVeLh3yWUtnK9+YLKUlL8w5Nc/tI/9PXXK/7i6daonhCgqKnI6g2yAV1tptdpRo0ZV+eFqtbp58+Z6vZ4UCgAAAEiNS+hRg3TOcs19zNK2WZDzANYS1VML9O9/FfuiAAAAAKBGIMCjZqmf6n19iOWe6+2B+9Z5vOKND8W4+aKkNPw90gEAAACgliHAo8ZRq8QjN5c8f1+RISHIgvhvdokn5hmOn1XHvjAAAAAAiCMCPGqo7PbOuY9ZLm4Q5HL6o6dUT8xP/c9efeyrAgAAAIB4IcCj5mqc7pn7mLXX5aWBTXaHMuOfprc+M7jZchgAAABA3UCAR42m0/jG9S8ednuJJuCSeZ9PrPk+8YX3UopsvIwBAAAA1H4kH0jgL9faXx1sTU8OsiR+x2/aUfNTjp1hSTwAAACAWo4ADzm0z3QtfspxWVaQplOF6nELU/f+ro15UQAAAAAQO5p4FxDe9u3bP/300+PHj1ut1oYNG7Zp02bAgAHp6enlupWWli5fvvyHH34oKipq2bLlZZdddvfdd6vVnJitPdKTfW+PE/M/Ee+tL99UZFOeXZw85q7iHpc54lEaAAAAAERdTQ/wS5YsWbVqlRBCo9FkZGQcO3bs6NGjmzZtmjZt2iWXXFLW7ezZs9OmTTty5IgQIiUlZe/evXv37t21a9eECRNMJlPcqkd1U6vEE3eJphn21z9MKHX+6W7wLo8y8yPTyXz1oJts8SoPAAAAAKKnRgf4nJyc1atXq9XqkSNHXn/99VqttqSkZN68ef/5z39mz549f/78shPss2fPPnLkSPv27ceNG5eRkXHy5MkZM2bs2bNn8eLFo0ePju+/otbIyclZs2bN/v373W53s2bNevfu3a1bt9gM7fP5vvnmm02bNh0/flyv12dlZY2+9d7Fmzqcsar+3E0s35h0xqp6om9x4KZ3kvrll19ee+21X3/91eFwpKam9uzZc8KECQkJCfGuCwAAAECs1egA/+WXX/p8vgEDBtx0003+IwaDYdSoUdu3b8/NzT1+/HhmZqYQYv/+/bt37zYajc8995z/fHujRo0mTZo0fPjwr7/+euDAgfXq1YvnP0N+DofjueeeW7Zsmc/3f9vILViw4JprrlmwYEHjxo2jOvqxY8eGDRu2devW8w+qVK8MfOjJlGavHjpZfun7+m0Jpy3q5+8vMiQE2fROIl6v9/7779+wYUPZkdOnT+fk5CxatGjOnDn33HNPHGsDAAAAEHs1ehO7P/74QwjRqVOn8w8mJCQ0adJECHH8+HH/kS1btgghrrzyyvOvlm/QoEHbtm19Pt8PP/wQu4prI5/PN3To0KVLl56f3v1++OGHfv36FRQURG/0M2fO9O3bt1x6F0J4vd5l78627Rh0zSXOwEft+E07dmFqXmGNfnmH1a9fv/PTexmXyzVy5MhPP/009iUBAAAAiKManXD69+//9NNPN2vW7PyDPp8vNzdXCJGamuo/8ttvvwkhLr/88nIP9x/xt6LK1q5du27duopajx49+sorr0Rv9JdeeunYsWMVtX665oOrzP+6s2tpYNPveerRC1JzTtToa0xCWL9+/ffff19Rq8/nGzVqVCzrAQAAABB3NTrAd+nSpVu3bklJSWVHSktL33rrrXPnzmVmZrZr185/8OTJk0KIjIyMcg/3Hzlx4kSs6q2dVqxYEbrDBx984HBEZe93u93+8ccfh+6zfPnSx/oUD7m1RKWUbyosVo1/J+WnA7po1BZts2bNCt2huLh4/fqA7fgBAAAA1F7SnJ989dVXjxw5kpeX5/F4Onfu/MQTTyjKfxNbSUmJECJwt3mj0SiEsNmC7Em+Y8eOIUOGBB7fsGFDSkpKNZdegZgNdIF27NgRukNJSUleXl7gFRAX7qeffrLb7aH77Ny5MyMjY1g/0TpTvPCuKP3zBfWlTmXK8uRn7xd3xWi7vWrjv6VCaBs3bhw4cGDlnzPwSy5UhkqlYuqqIDExMTExMd5VSImpq5q0tLR4lyCrsksaERE+GqpGrVYzdVVgMBgMBkO8q5BSUlLS+eeDa4EafQb+fMXFxcXFxR6PRwhRWFh4/nl1l8slhAj8dcf/o4rSyeE6wuv1Wq3WsN0KCwujMXplnrawsNC/OL97Z7FgrDAH3DTQ6xUvrxCLK1wEUEOVlgZZF1DO2bNnY1AJAAAAgBpCmjPw06ZNE0LY7fYvvvjivffemzJlyksvvdS2bVshhMlkslgsgadq/efeg94HXq/XB9073ev1+r8jiCpFUVQqldfrDdwWrgYym835+fmh+6Snp0dj3tLT08P2qVevntfr9f+5bTOx+Gkx9i31kdw/9fH5xFtrxPEzvgn3e9WSfGeVmJgYNsM3bNiwktOuUqkURYnBa7uWKbtRJVMXKbVa7fP5yt6bqAz/R4MQgqmLlFyfqjWH/6NBCMHURcr/VuV9Gik+VauMT9UqKPtUleK/uLJ3R2VIE+D9EhMT77rrrjNnznz++edr1671B3iz2WyxWIqLi8t19h8Jek1du3bt1qxZE3g8Pz8/SieTz6dWq9PS0s6dO+e/dqCG69KlyxdffBGig9lsbtiwYTTmrVGjRsnJyUVFRSH6XHXVVecPnagWrw1Wpq5I3n2k/O3lPt2i5Fs8z957Tqep6e9hIcQll1wSYhM7vz59+lRy2g0Gg16vj8Fru5ZJT09XFMXr9TJ1kTKbzQ6Hw7++CZWk0+mSk5OFEKWlpUxdRLRabUpKitVqJRVExGQy6fV6IURRUZHb7Y53OTIxGo0ajcZiscS7EMn4r5z3eDx8qkYqIyPDZrOFXViK8+n1ev953NLS0qBLqmuUiNaV1NzTkefOnduyZUvQBdiXXnqp+P9714n/v3Yr8GZm/v8dKnMWFyE88sgjoTs8+OCDGk1UvgnS6XQPPPBA6D6DBw8ud8SU6Hvp4aIbLg2ydGLLr7rx76QU2Wruy77M888/H7pDRkZG165dY1MMAAAAgJqg5iYZu93+yiuvvPzyy4HXPPiXtfvPVAgh/PeZ27lzZ7luu3btEkI0b9486rXWajfeeOPDDz9cUWvnzp3HjBkTvdGfeuqpDh06VNQ6bNiw7OzswONate/Ze87d3S3I95T7j2meWpRy2lJzX/l+Xbp06d+/f0WtKpXqvffei2U9AAAAAOKu5saYevXqJScnl5aW+nP4+bZu3SrOS+ZdunQRQvz888/n71dXVFS0e/dunU53ww03xKrkWuuVV16ZOHFiuW0CVSrV3Xff/eGHH0Z1X0ej0bhq1ap+/fqV3XTAz2AwTJo0aerUqRU9UFHEo7eUDL89yO3l/jitHr0g9XBuTV8/smDBgkcffdS/eud8ycnJn3zyif9lDwAAAKDuUGrymv5ly5Z9+OGH9evXHzNmTPv27YUQTqfzo48+WrlyZUJCwty5cxs2bOjv+fTTTx84cKBbt25jx45Vq9UOh+PFF1/cs2dPz549R40aVfkR8/PzYzAh/jXwVqtVijXwZQoKCtavX//rr7+63e7MzMxevXq1bNkyZqMfPHhw8+bNJ06c0Gq1rVq1uummmyp5x6ANO/WzV5ncAesiE/W+5+8ruqJVTf8RFBQUzJkz56effrLZbA0aNLjrrrvuu+++SJ/EvwY+cJkJQitbA8/URYo18FVQtgbebrczdRHxr4EvLCxkDXxEytbAWywW1sBHhDXwVcMa+CrLyMgoKSlhDXxEytbA22y2WrYGvkYHeJfLNWnSpL179wohkpKSTCbTmTNnvF6vXq8fNWpUt27/d2vv3Nzc8ePHW63WpKSkZs2aHT582Ol0NmrUaObMmUF3oa8IAb4mMxgM/qsAioqKnE5n2P5lth3UTX/fZHeWPxevVfvG9i/u3qn232iQAF81BPgqI8BXAQG+ygjwVUOArzICfNUQ4KuMAF8FtTjAq6dMmRK1Si6UWq3u3r17cnKy/ybwdrs9MzPzqquueuaZZ/z7z5cxmUw33nijzWY7c+ZMbm5uWlpar169xo0bZzQaIxoxNm8MlUqVmJjocDi4G0REdDqdVqsVQjgcjoh+S2uU7rmilev7fbrSP2d4r0/Z8qte+ETH5i4l4Er72kSn02k0Gv7fj1RSUpKiKD6fj6mLVGJiosfj4TvKiKjVan+acrvdTF1E1Gp1QkJCaWlpTT4nUQPp9Xr/HrSlpaX8QhIRnU6nUqnC3u0V5fgXXfp8PqYuUklJSS6Xiy/aIqLRaPyfqi6Xq+Z/qka0JLmmLwNWq9V33HHHHXfcEban2WweOXJkDEqCjFo1ds8eZp24JPlk/p/usujzieUbk/IsqlF9i7U1/d0AAAAAoE6ruZvYAdXrIrNnznBL22ZBvoH7cnvCC0tTiu21+iw8AAAAAMkR4FGHJCf5Xnq4qEubIOvnd/6mHbcwNc+iDmwCAAAAgJqAAI+6JVHnmzKo6M5rgixp/v20+ol5qXt/18a+KgAAAAAIiwCPOkelEo/dEfwW8UU25dl3k7/5RR+PugAAAAAgFAI86qh+19qfv79Iry2/ZbHLrbzygWn5hgi2ggQAAACAGCDAo+66tp3ztUetqcby987xb00/9xOjy8O2dgAAAABqCgI86rQ2Tdx/f9zS4qIg99VctzVh9FspuQVsawcAAACgRiDAo67LSPa+NtjauWWQ28v9lqt5Yn7q9/t0sa8KAAAAAMrRxLsARMZut+/Zs8dms5nN5rZt22o0Mf0Jrl+//v3333c4HDfccMOIESNiObQQ4vrrr9+3b59Go7n33ntnzJhRjc9sTPRNf8g6/1Pj5z8llGsqtitTVyTfflVxPceK03kn09LS+vTpk5qaWo2jh1VcXLxnzx6Hw1G/fv02bdqoVJF977Zt27Y1a9a4XK6OHTvef//9USoSKHPo0KFz584JITIzM81mc7zLAQAAqD0Un6/8Jl51WX5+fgwmRK1Wp6WlWa1WlyvIWd+KnD17durUqR9//LHT+d/bmKelpQ0ePHjMmDE6XdRPEY8ZM2bFihXlJqddu3bffPNNtIcWQjRs2NDj8ZQ72KRJkx07dlTvQCs3JS79yuAN9hIoPvWfwxsGuEpOCCFatWq1bNmyli1bVu/ogY4fP/7iiy9+9tlnbvd/L/KvX7/+iBEjRowYoVaHv7Z//vz506dPP/9lpijKNddcs3bt2mhVXLukp6criuL1egsKCuJdixxWrFjxxhtv/PHHH/6/qlSq7t27T548uW3btvEtTAo6nS45OVkIYbfbS0pK4l2OTLRabUpKSmFhYeAnBUIwmUx6vV4IYbFYyj5lUBlGo1Gj0VgslngXIpmMjAwhhMfjKSwsjHctksnIyCgpKbHbg9wFGRXR6/Umk0kIYbPZbDZbvMsJw//uqCQC/J/U2AB/+PDhvn37njp1KrDpiiuu+Oijj4xGY7XW+Cc9e/bctWtX0KaEhIRjx45Fb2ghRL169Spq0mq1J0+erN7hfs7RvfahqcgWZPs6d+mZIxsHFh3/UgihVqtXr17dtWvX6h39fL/88kv//v2D/n7QvXv35cuXh/7iZujQoatXrw7alJycnJOTU5mvAOo4Anzl+Xy+J5988p///Gdgk16vf++992666abYVyUXAnyVEeCrhgBfZQT4qiHAVxkBvgpqcYBnDbwEPB7PQw89FDS9CyG2bds2YcKE6I2+cOHCitK7EKK0tLRbt27RG71BgwYhWl0u11//+tfqHfHK1s75IwvbNgvy3YomoV6r29Y37vKKoqg9Hs+9994bvd94SktLH3zwwYp+Ofj6669ffvnlEA//+uuvK0rvQoiioqJbb731QksEzvPuu+8GTe9CCIfD8eijj+bl5cW4JAAAgNqHAC+BL774Yt++fSE6fPDBB9E7DT516tTQHfbv3x+loYUQXm/5e7yVs2nTpmofNCPF+9pg61WZh4I1Kg0veybr1i/0yS3sdvusWbOqfXS/lStXnjhxIkSHhQsXFhUVVdQ6cuTI0M+/Y8cOTlWhuni93jlz5oToUFxcvHDhwpjVAwAAUFtdUIA/ffp02HyFC7dhw4bQHbxe78aNG6M0usPhCNsnSr+a9+zZMxpPWxlajTj547jf/refxxnkHHhyk17t79l/cfel6zb8EqUCwv7QnU7nt99+W1HrmTNnwg7x9ttvR1wWEMyvv/5a0SVCZb766qvYFAMAAFCLXVCAf+utt5o2bTpu3Lhq30sM5wt9Jtbv+PHj0Ri6tLS0Mt2+++67aIx+8ODBynSL0rKW48ePW46u2be6iy1/Z2CrotKmt3og4YrP5n5iPGut/itZKvNDD9GnMls57NwZ5N8FVEFl/v+pzEsaAAAAoV1o8Dh58uQbb7xx+eWXt2vXbsaMGUeOHKmWsnC+ymwy79+HptolJJS/rVpQBoMhGqNrtdrKdEtKSore6A7rwQOfdD29Z27QPopKu25rwsNvmOd+Yswvqs4YX5kf+gXefSBK84Y6qDL//1Ty7QwAAIAQLihy9OzZ8+abb/bfinzfvn3PP/98ixYtsrOz58+ff/bs2WqqEKJVq1Zh+7Ru3ToGlVSk2neS8+vTp080nraS2rVr5/+D11N6bMuTR75+wOsOvi+0yy3WbU146PW0uZ8YC85VT4y/wB96ZXaYv+WWWyKrCahAVlZW2D7x/T8KAACgdrigsJGdnf3vf/87Nzf3rbfeuuGGG1QqlRBiy5Ytjz/+eKNGje64446VK1fW/F37a74777wzdAeTydS9e/cojW42m0N3UBQlSqOH3harbPRoDC2EePzxx89/8oKDy/evvvrcya8r6u/yKOu2JjzyRtr8Tw17f9cGvZl85fXt2zd0h4suuqhLly4VtYa97bZarSbAo7o0bdr08ssvD90n7EsaAAAAYVXD2cKMjIzhw4dv2rTp2LFjs2fPvvrqq4UQLpfrs88+u++++xo0aPDggw+uX7+eLa+rrHPnzqFPcT/33HP++xxGw6effhq6w5AhQ6I0tAh3GzkhxPLly6M0dGZmZq9evc4/Yi/cm/NZjwNru507WeGWgaVOZe0PieMWpgx4yTzzI9MP+3XuKr3we/bsGfprkalTp/ovfgnq448/Dv3VxmOPPVaVsoAKhH5Btm3bdtCgQbGsBwAAoFaqzlW7jRo1Gj169A8//HD48OGXX365U6dOQoji4uJly5bdcsstjRs3Hj169NatW6txxLpj9uzZQW/crSjK2LFjH3300egN3bp16ylTplTU2rVr1xkzZkRv9D179oRYOpudnd27d+/ojb5ixYrA84rFp/6T89lNBT/e37pxqP35i2yqDTv0U5YlD3rVPHeNccchrSfCOza888472dnZgcc1Gs306dP79esX4rFms3nJkiUVZfjevXtPmjQpsmqAkK6++ur58+cnJiYGNrVv337lypUXuGUDAAAAhBBKZXarrrI9e/Y8/vjjmzdvPv9gq1atBg0aNGLEiHr16kVv6KrJz8+P6oT4qdXqtLQ0q9Xqcrkq/yifz/f5558vW7Zs+/btVqu1QYMG11577dChQ6+44orolVomJyenX79+59+cLDExcebMmffee28MRh8wYEC526opirJ8+fKopvcyS5YsmTNnTm5urvf/sXff4U0ceR/AZ3elVbcsd4OxDRiMbZopAYPpYEPoPRAIJQVCCSGYI9JAFgAAIABJREFUNI435ODCJUAukMSJ6QRICC1AqMH0FqoTeu/FXcXq0u6+fyhxwJZWXZbs3+e55x6iHWnGK2m1353ZGZrGMCw0NHT06NEff/wxQujMDXLtAeGtJzY7Hp8XJGTSkgzpjY3N65u4hEMfM4qitmzZ8tNPP/35558ajSY6OrpDhw6TJk2yO0LeoqioaNiwYdeuXbOMf8EwTCaTLViwwO5NGcAiNDQUwzCapktLS6u6LYHh4cOH2dnZBw4cePz4MUmSKSkpgwcPHj16NKR3R5AkGRQUhBDS6XQajfUZN4BVXC5XKpXK5XIY6+cUiURimYFSoVCYzeaqbk4gEYvFHA5HobCy0CxgERYWhhCiKEoul1d1WwJMWFiYRqPR6XRV3ZBAwuPxLCOUtVqt/9/Tbfl2OMgrAV6v1+/fv/+XX37ZsWNHSUmJ1TJCofDLL7+cMGGCx2t3hz8HeCASiSz9eyqVymg0VnVz/pF3m7vyN5GDMR4hxOMyzeubOjQ2pCUZRXyvf94QQiKRiMfjQQp1FgR4l4WEhBgMBkihToEA7zII8K6BAO8yCPCugQDvMgjwLqjGAd7RyOEIlUq1e/furVu37tmzR61Wlz8eGhrav3//wYMHt2nTZseOHatXrz569KhWq504cWJsbKzVkeEABJDUBNOS+oqTV3nbTvIdmb7OYMJOXydPXye5BJOaYGqXbExLMkpFTo6wBwAAAAAAANQwHgjwRUVFO3bs2Lp1a25u7vP9opGRkQMHDhw8eHDnzp3LJzcaN27cuHHjcnNzhw8fXlpa+tVXX0GAB9UAhqH2KYb2KYYSFX7iCnnsCu/KAy5tL5KbKOzMDfLMDXLJdpQSa2qfYuyWqpcIfNEnDwAAAAAAAAg4bgX4Q4cOffrpp8eOHaOfSyoxMTGDBg0aPHhwenq6ZWG5yrp37z5gwICVK1fevXvXnQYA4G9Cg+h+afp+aXqVFjtzgzx2mXf+lv2J6GkaXbrPvXSfu2a/MKOlfmhHXVgQdMgDAAAAAAAAXuBWgD969OiRI0cs/65bt+7gwYMt4+QdWZqbz+cjhJo0aeJOAwDwW0FCpnuqoXuqQaXFT14lj10m/7xrP8nrjNj2U4LdZ/kZLQxDO+qiZHA/JwAAAAAAAOAv7g6hb9iw4ZAhQwYPHlx5tS12H3744aRJk0JDQ91sAAB+LkhI92yl79lKr9Zhp2+QJ6+S52+ReiPbRS6TGdt1hr/3HL9TU8Owjrr4SJhbCAAAAAAAAOBegM/Kyvrkk09ce26dOnXcqRqAgCMWMN2aG7o1N5jM2Pnb3DPXyZPXSIXa+m0mCCGKRgf/4B38g5eaYHqtmzYpFtYsAAAAAAAAoEZzK8CLRCJPtQOAmoPLYdo2MrZtZJzcD126xz15jXfyKlmstJnk825z825Lm9Y1TeitqR8NvfEAAAAAAADUUDYzgyO++OKLl19+ecmSJTdv3vRUgwCoOQgcNa9vmtRH/cPM0jmjVYkxbOH84j3uO9nB3+0UsQ+/BwAAAAAAAFRXbvXA63S6PXv27NmzByFUt27dXr169ezZs0uXLmKx2EPNA6BGwDFk6ZM/d4v8+bDg0n2u1WIUjbafEpy7Rb47UN0kHkbUAwAAAAAAULO41QMfFRVlmUweIXTv3r3s7Ox+/fqFhoZ269Zt4cKFly9f9kQLAahBWjUwLnhT+c1kRYfGBluLOTwpJt5fLl2wWVKmha54AAAAAAAAahC3AvyECRMUCsXRo0fnzZvXo0cPyy3xRqPx4MGDM2fObNKkSUxMzBtvvLFlyxaFQuGhBgNQ/SXUMs8aUfbdVEW3VANh7TvKMOhAHm/CEtnxK6TPWwcAAAAAAACoGhjDMJ56LbPZfP78ecvi8MePH1cqleWbCIJIS0ubPXt2RkaGp6rzhpKSEg/uEFsIgpDJZEql0mSCUdAOuXXr1uuvv3779m2z2YwQ4vP5Xbp0WbZsGUlW//j6rJRY9Zvw6CWerQKdmhje7qsJFtGVN9E0vW/fvq1bt964ccNsNkdHR3fr1m3UqFFBQUHebHL1ERoaimEYTdOlpaVV3RZHmc3mHTt27Nix49atWxRFxcXFZWZmjhgxQiAQ+KB2pVK5du3agwcPPnv2jMvlNmrUaPDgwRkZGZit8ST+5I8//li3bt2FCxdUKlVERERaWtrYsWN9uWAKSZKW76ZOp9NoND6rtxrgcrlSqVQul1MUVdVtCSQSiYTH4yGEFAqF5ecVOEgsFnM4HOidclZYWBhCiKIouVxe1W0JMGFhYRqNRqfTVXVDAgmPx5NIJAghrVar1Wqrujl2WL4dDvJkgH8eTdN//vnn0aNHN23adOLECcuDc+bMcXnZOd+AAO+H/v3vf3/99deVH+dwODt37mzZsqXvm+R7v18jv9khLlZZHzITJGTeelndPdXw/INyufzNN988cuRIhcIRERHLly9PS0vzVlurkYAL8M+ePRs3btz58+crPB4XF7d69erGjRt7tfYTJ068+eabRUVFFR63XG6TSqVerd0dNE3Pnj172bJlFY7/PB5v3rx5Y8eO9U0zIMC7DAK8ayDAuwwCvGsgwLsMArwLqnGAd2sIvS2PHj3asGFDTk5OTk5OeXoHwAXr1q2zmt4RQmaz+eWXX1ar1T5uUpVom2Rc+q68f5oOt9aRqdJiCzdLZq0OKvp7LTqKokaNGlU5vSOECgsLR4wYcf36da82GPieXq8fNmxY5fSOEHrw4MGQIUOePHnivdqvXr06cuTIyukdIXTo0KHXXnuNpq0MEvETn3766dKlSytfvTUYDO+///6WLVuqpFUAAAAAAJV5LMDfuXNn1apVY8eOrVevXmxs7KuvvpqTk3Pt2jWEEEEQrVq1ysrKGjRokKeqAzXEhx9+yLKVpukhQ4b4rDFVS8hj3u6jWfCmsk649S6m87fIiUtku8/yGQZt2rTpzJkztl5Ko9H83//9n9daCqrGsmXLWK7LlJSUzJ8/33u1/9///R/L5e2TJ0/6bQy+detWTk6Ora0Mw/zrX/+CTg8AAAAA+Am3lpF79OjRzp07LTe9P3v27IXX5XBatmzZqVOnzp07p6enWwYwAOCUixcvGgwG9jJ//PGHbxrjJ1LiTN9OUaw7INxyXEBV6tHU6LEl28SnrpJX9hxmf50jR44UFRWFh4d7qZ3A9zZv3sxe4Ndff124cGH50iEeVFBQcOzYMfYymzZtGjp0qMerdt8vv/zCPu66uLj48OHDvXr18lmTAAAAAABscSvAr1y5cs6cOeX/yeVyW7du3alTp06dOrVv3x5Wgwdu2rZtm90yNfCOR5LDjM/UdGlm+N8v4puPrXyFz94k6diVYUmhxdeWIWR9Tgeapq9fvw4BvtqgKOrGjRvsZbRa7f379xs1auTx2q9fv253hPzVq1c9Xq9HWEaKsbt69SoEeAAAAAD4A7cC/PN69OjxwQcfdOjQoSZMDA58w8GZwyiKIgjC243xN3WjzP+boNhyXLD2gNBkrnhnPM4NiuuQExw/4OHRt4yax1ZfAWbJqk4MBoMjF7O89KY7MjeM384f48g+gS8LAAAAAPyEW/fABwcH4/hfr7B///7u3bsHBwd36dJl9uzZv/32W1lZmSdaCGqu5ORkR4rVwPRuQeBoWEfd0mmKJvHWlzOQ1umVPPRyWNJbCFmZ+y46OtrLDQS+IxQKHVkd0EtvemRkpN0yUVFR3qjafY40Hr4sAAAAAPATbgX4adOmlZaW7tmzZ9asWR07duTz+Tqd7vDhw/PmzcvMzJTJZC1btpw2bdrmzZsr3CEPgCMcWb0JpleIDqE+f135ek8Nl2NltDxBSuM65CT02sUV1X7+8ZCQEG8vKgZ8rGPHjuwFEhISatWq5Y2qmzZtKpPJ2Mt06tTJG1W7z5GG2d23AAAAAAC+4e4s9FKptGfPnvPmzTty5IhSqTx58uQXX3zRt2/fkJAQiqIuXLiwZMmSoUOH1qpVq0GDBj///LNHGg1qCJIk7d6v+/HHH/umMf4Mx9HQDna64lOGXglLeqv8kUmTJtXYkQvV1eTJkzHM2jKDf3vnnXe8VDWHw5k4cSJLAZIkJ0yY4KXa3dSvX7+4uDiWAhkZGYmJiT5rDwAAAAAAC0+uA0+SZFpa2syZM3fs2FFcXHzlypWcnJz09HTL1tu3b8PS08BZe/bs4fF4trampqa+8cYbvmyPP3OkK75+5nauMKpHjx6TJk3yfQuBV7Vq1WrWrFm2tg4fPvyVV17xXu1Tpkzp0qWL1U04ji9atCg+Pt57tbuDJMnly5fbmnU1Pj7+f//7n4+bBAAAAABgiycDfLkHDx6sXbt2wYIFn3322fHjx71RBaghxGLx9evX69atW+FxDMOGDBny22+/VUmr/JbdrvjguH4tRt8dOW0zl8v1cduAD0ybNm3FihWxsbHPPxgSEjJv3ryvv/6avX/eTSRJrl+/Pisrq0ISTkpK2rhxo1evHbivefPm+/fvrzCWnsPhvPLKK/v27YuIiKiqhgEAAAAAVIAxjPVVppz16NGjw4cPHz58+NChQ/fu3Xt+U1BQULdu3TIzM/v37++38xhZlJSUeGqHsCAIQiaTKZVKk8l6ygKVPXnyZPHixdevXydJMj09fdKkSbDeAQuaQXvP8ZfuFumN1jNbeophan+NVGRn6a8aLjQ0FMMwmqYdXBDBT1AU9ccff9y6dYuiqPj4+FatWrEMY/E4rVZ7+vRpuVyO43hCQkJKSopXLxx41sOHD8+fP19WVhYWFvbSSy+FhYX5snaSJC0zEep0Opj33ilcLlcqlcrl8hq4sKg7JBKJ5eCgUCjMZnNVNyeQiMViDoejUCiquiEBxnJQpShKLpdXdVsCTFhYmEaj0el0Vd2QQMLj8SxTZWm1Wr9dCqecU6ccbgX4oqKi33777dChQ4cPH75z584Lr4thLVu2zMzMzMzMTEtL43A8tl6dV0GA92cikUggECCEVCqV0Wis6uYEgIeFxKItkhvW1opHCAWL6Kn91e1TYE/aFKAB3h+EhIQYDAZIoU6BAO8yCPCugQDvMgjwroEA7zII8C6oxgHerVydnZ09Z86c5x+JiorKyMjIzMzMyMjwcd8FAKCC2AjqywmKLccF6w6IjJXOzRQafO6PQR0aG6b2VwcJvX7dCgAAAAAAAOAmD3SMkyTZvn17S2d7s2bNAmi0JADVnmWt+C6pnPk/8a4+sFLg2GXepfvcaQPUaUnQFQ8AAAAAAIBfcyvAd+zYcceOHV26dLE1fy+olmgGffJDUFqysUeqnhsY90bUdPFR9Ir36WU7dGsPiEyVu+LV+Kfrgjo0NrzTXy2BrngAAAAAAAD8lVvxy9aiQaB6O3GFd/YmefYm+UOucFB7Xf80PY8Lqc/fWbriWySYFm6W3C+wsgL8scu8G4+57w4sa5EAUzMAAAAAAADgjzzQf2oymY4dO/bHH3+UlZWxl+zcuXOFdXpAwGEY9PMRgeXfCjW+cp9oy3FB3zb6Qek6IQ9ivL9LqGX+ZrJ86wnBD7kic6XJngoV+KzV0l6t9G/20gjg3QQAAAAAAMDPuBvg7927N3To0PPnzztSeM6cORDgA93p6+Ttpy98bJQafN1B4Y7f+f3a6ge004kFEPz8GodAwzrqmtY1LdoieVRUsSueYdDus/zzt7kzBqub1oWueAAAAAAAAPyIuwF+/Pjx5emdx+NZVvmyhc/nu1kdqHI/HhZafVylxdcdFG45IejbRj+0gxZupfZzjeqYs6co1h4Qbj4uoCstBl8gJz5YIe3VSv/myxoBCW8lAAAAAAAAfsGtAH/mzJnDhw8jhNq0abN8+fLk5GQcxz3TLuCXKBq1TzYUyHGlxvobrTNgG48Kdp7m90vTD2ynk4oqRUPgN7gcZnympm2SceFm8dMS613xf97lzhiiTo6FrngAAAAAAACqnlt5+8qVKwghoVC4Y8eOxo0bQ3qv9ggcDe+k+2GmfMLLmtAgm+Fca8A2HBaMWSjL2S0qUcGnwq8lx5q+f0cxrKMOt7b+45MSYsZS6ZJtYp0RlocEAAAAAACgirkVrvLz8xFCbdq0iYiI8FB7QADgcZmB7XWrZ5RmDSmLDqk0E9rf9EbslxOCsYtCFmyWVO7gBf6D5DDjMzXzxysjZVbeTUtX/JRvgq884Pq+bQAAAAAAAIBybg2hh9xek3E5qHuqoVMTw4E/+BsOC/Ll1iO6yYwO5PGOXOR1baYf3llXO9Rm4Gd3//799evX3717lyTJFi1ajBw5UiQSudF855w8eXLz5s1Pnz4NDQ3t2bNn3759fVY1RVELFiw4cOCARqOpVavW22+/3a1bN8efrlKp5s+ff+bMGYqiYmJiZsyYkZqaarVks3qmpdMU6w8KNx8T0JVue39SQmQtg7vinfDnn39a1uaIjIxMS0uLiYnxWdUGg+HUqVO3bt2iKCouLi49PV0ikfis9tLS0uPHj5eWlhIEkZCQ0Lp1aw7HA8ud+MaVK1fOnz+vVCojIyPbtm0bGxtb1S0CAAAAAHgBxjCun4vfu3evXr16EomkpKSEy60OvXMlJSXu7BAHEQQhk8mUSqXJVE1uLaYZdOIKb+0B4cNCtp52HEOtE42ju2kTapkdf3G1Wj148OALFy48/yBBEOPHj//ss89cbLHD8vLyXn311aKioucfFIlEX3/9tQ9i/KxZs5YtW1bhMykSiXbs2NG0aVO7Tx81atS+ffsqPBgeHn7kyJHw8HBbz7pwm/u/rZIipfXhOZEy6r1B6mb1qslHl11oaCiGYTRNl5aWOv6s8+fPZ2VlXb58ufwRHMf79es3f/78sLAwLzTzBevWrfvss8+e/8SKxeJJkyZNnz7d20Far9fPnTt39erVRqOx/ME6derMnTu3d+/eXq3afZcvX37vvffy8vLKH8EwrFevXp9//nlUVJRv2kCSZFBQEEJIp9NpNBrfVFo9cLlcqVQql8spysVrxDWTRCLh8XgIIYVCYTY78bsMxGIxh8NRKBRV3ZAAY/kRpChKLpdXdVsCTFhYmEaj0el0Vd2QQMLj8SwdGFqtVqvVVnVz7HDqFNGtAI8QGjt27Jo1a6ZMmfL111+78zp+AgK8O2gGnblBrjsgrLDOXAUYhl5KNI7sok2MsX+6oFarW7RoYetA3717959++snF5jrg5MmTAwcOpCvP0o4QQmjRokWvvfaa92ofM2bM7t27rW7CMGzPnj0tW7ZkeXrHjh2vXbtmdRNBEJcuXWLJ8Bo9lrNL9NsF68tG4Bjq00Y3PlPLr+5d8S4E+EOHDo0aNer5BFsuNjZ29+7dkZGRHm3jC+bNm7d48WKrm3r37r1ixQqC8NbNLHq9fsiQIadPn7a6df78+W+88YaXqnbfqVOnhg0bptfrK2+Kjo7etWtXnTp1fNAMCPAugwDvGgjwLoMA7xoI8C6DAO+Cahzg3Z1g7Jtvvunates333wzfPjwq1evuvlqIKDhGGrbyPj1JMXskaoGtW2eCjAMOn2dnPZd8L9WB119aGfgxrhx41iO8rm5uVu2bHG9xfaMHj3aVnpHCH3wwQfe+/E+e/asrfSOEGIYZvDgwSxPX7p0qa30jhCiKCojI4Pl6SI+895g9X/GqiKCrfz5NIN2/C6YsCT4jzvVYdyNB6lUqrfffttqekcIPXz4cObMmd6r/cSJE7bSO0Jo165da9as8V7tX375pa30jhCaPXv2jRs3vFe7O3Q63cSJE62md4TQs2fP3n33XR83CQAAAADAFid64NeuXfvDDz9UftxgMBw7dszy79DQ0Hr16kmlUquv8Nprr40ePdq1hvoG9MB70Lmb5I+HBHYjetO6phFdtKn1rewKo9FYp04dlgiNEIqLizt37pxbDbVh06ZNkyZNYi8zduzYBQsWeKP2tLS027dvs5fZvHlzp06drG5KSEhQKpXsT79z546lu4+FRo8t3S367QLf6tcCw1Dvl/TjMzVCXvXsine2B3758uUfffQRe5mzZ8/Gx8d7oHGVjB49eu/evSwF4uPjz549642qjUZjUlKSSqViKTNmzJiFCxd6o3Y3bdiwYerUqexlDh8+nJKS4u2WQA+8y6AH3jXQA+8y6IF3DfTAuwx64F1QjXvgnbgl8u7du7m5uexlSkpKSkpKbG1NT093vDoQ6Fo1NLZqaLzygLvxqOD0ddJWsYv3uBfvSetHm1/prEtPMWDPrVa2b98+9vSOEHr8+LGnGlzBtm3b7JYpv3TlcQ8ePLBb5ttvv7UV4NmjlEV2dvaHH37IXkbEZ6YPUndsYli8TVKoqDhgh2HQztP8k1fJSX3V6SnWu51rlBMnTtgtc+zYMS8F+OPHj7MXuH///qNHj7wxGvzixYt2P3J2m1dVHGnYsWPHfBDgAQAAAADsciLAN2zYsE+fPu5U1rBhQ3eeDgJRSpzp09Gmaw85G44Iz9wgbY1vuPOM85+fJPWjBSO76NKSDZY1ye/cuWP39SmKomkaxz2/2nxhYaHdMt67+u5IZ4hlHUerHBlIcuvWLQcb07KB6ft35Mv2iPaes9IVX1qGz/sxqFMTw9t9NMFiOxdcqjdHPjOOlHGBVqtVq9V2ixUUFHgjwDvyRxUUFHi8Xo+owncNAAAAAMBZTgT4ESNGjBgxwntNAdVYUqz509Gq+wWcTccEh/7k2epWv/OMM/dHSXSIcGhHXWZLfUhIiN1XxjDMG+kdIeTIMnV8vvVp3tyH47jdsaBisdidKkJDQx0vLOQx0waoOzQ2LN4mKZBb2eFHLvHO3ybHZ2p6tdI/P4yiRnHkHXHzXbOFz+dzOBy71328tJ6cI3+UL5eyc0oVvmsAAAAAAM7ySvIBwKr4SPPMIWUrpstfbq0nbH/0npUSS7aJxy+S0WHDccJOQrY14YL7WrdubbdMYmKil2p35O9iWRDekWUdhw8f7lybEGqRYPpuqvzl1tYjulqHLdkmnrVaWiD31lTnfq5x48Z2yzRp0sQbVeM4npyczF5GIpHUrVvXG7UnJyfbnd/eS3+4+6rwXQMAAAAAcBYEeOBr0SHUOwPUy6fLe7bSc20PASlQEBtO1G468nZEyhSWGO/mbR0sJk+ebLdv/7333vNS7ePGjWMvgGEYy+TYHTp0YH86j8djX4XOFiGPeWeAesEbyjrh1gcIXLjNffOr4I1HBfamL6iGhgwZwp5j4+Pj27Rp46Xa7V6RGTBgAEnanI3CHWFhYV27dmUv48IFI98YNGgQ+wWv6Ojojh07+qw9AAAAAAAsIMCDqhEdQr07UL3yvdJ+aXqSY/OGbUJQu077rxuPuBvZ9D2cU3FMu1Qq9dIk8Aih4ODgiRMnshTo3Lmz98LYhx9+GBwczFLg7bffZsmKP/74I3sm+fLLL11vHEKN403fTlEM7aizOpLCaMZW7hNNzwm+X+DETTrVQFJSEstnhsPhLFiwwHsrsY8dO7Z58+a2ttaqVcvuDPnu+Pe//80ybKR79+59+/b1Xu3uiI+Pnz59uq2tOI5//vnnlpm6AQAAAACqHDFnzpyqboMf8c3yDDiOCwQCg8Fgd4r1ak/EZ1o3NL78koHPZe4845jM1m+eJriSoJjM8KS3CI5IW5LHUAaEUHh4+MGDB9lTrpu6dOmSn59/8eLFypvS09O9ugQ9Qmj8+PE//PCD1eWphwwZwr4iF47jAwcOXLduXeWbojEM++CDD9588003m0fgqEWCqV2y8dZTTonKSo4vUeF7zvJVWqxJvJkTmGPqhUIhhmEMwzh+ZOjYsaNOp6u8tKFUKs3Ozs7IyPB0G/9BEETv3r3//PPPhw8fVtjUqFGj9evXe2P6unIhISHp6elHjhypPB193759v//+ey91/ntEu3btaJo+c+ZMhdkfRSLRkiVL+vXr55tmEARhuVJgNpur9yKjHkcQBJ/P1+v1PlgItjrh8XgcDgchpNfr4YTEKSRJ4jhu9QcasBAKhQghhmFg1zlLKBSaTCZY7tEpHA7H8qtqMpn8/1fV8u1wkBPrwNcEsA58FVJpsV9OCH49LVDr2OZAowyl5qc/9E/Tvzv1Dd807OrVq7Nnz7506ZJOpyNJMiEh4eOPP7a1fpvHff31199++61CoWAYhsPh1KtXLycnx+7dzuU+/PDDzZs3q9VqhmFIkmzcuPEPP/wQHh7uwRZSNNpyXLDugNBo4/pL7VBq2kB107qB92l3dh34cteuXfvpp5/y8vLUanVERER6evqrr77qyKSM7mMY5sCBA9u3b79165bJZKpXr15GRsaAAQMcmRbBfXq9fuPGjQcPHnzy5AmPx0tMTBwyZEhaWpoPqnbf7du3169ff/78+bKysvDw8Hbt2o0aNcqpdVndBOvAuwzWgXcNrAPvMlgH3jWwDrzLYB14F1TjdeAhwL8AAnyV0xmwfef5Px8RyNVs93cIeEzfNvqhHbQSIXyA7ROJRDwez9kU6pR8ObF4mzjvtvWUiGGoa3PDhJfVQQH1frkc4EFISIjBYIAU6hQI8C6DAO8aCPAugwDvGgjwLoMA74JqHODhHnjgXwQ8ZkA73aoZ8om9NWFBNkf06QzYxqOC1xaEfLdTxB71gW9EyajPxiqzhpRZvaTCMOhAHu+txbLcPLiXGAAAAAAAABdB8gH+iE/+FeMn9VVHBNuO8UZs+ynBuEWyZXsgxlc9DEPdUw0578jbpxisFlCo8YWbJZ+sDSpSwpsFAAAAAACA0+A0GvgvLofp11a/YnrptAHqSJnNgZF6I7bluGDMAtn3u0SlZfCRrmIhEnr2yLJPRqlsDaA4fZ18a7Fsx+98uH0HAAAAAAAAp0DaAf6Oy0G9WutXzZD/e6wxLtJmMaMZ23ZSMGZhyJJtYquTogNfSksyLp8uH9ZRh1t7K3QGLPtX8azVUhg3AQAAAAAAgOPg7BkEBhxDXZpTm+agueNRXKTNQfUmM9p9lj/HEHfOAAAgAElEQVRukSxnNwyqr2J8khmfqVn0pjIu0vroiQu3uVO/Db54zxezowMAAAAAAFANQMIBgQTHUa82aMUM9ZzRqga1bU6ZazRjv5wQvPaFDHrjq1xSrOnbyfLxmRouYWXEfLEK/2CF9LudIjNMHQ0AAAAAAIA9kG1A4MEx1LaRccnbijmjVQ1jbMZ4E4XtPssfuxBifBXjEGhYR13ONEXz+lbWTWQYtP2UIGtZcIGc8H3bAAAAAAAACCCQakCgwjDUtpFx8UTFp6NVDW33xlti/PgvZUt3ixQwqL7q1Aql5o9TTuqr4XKsdMVff8SZkh188irp+4YBAAAAAAAQKCDPgMCGYahNI+Pit+3EeIMJ23pCMGahbNkekVIDH/uqgWGoX1vdN5MV8ZFW3qkyLfbv9UELNksMJsz3bQMAAAAAAMD/QZIB1YElxi+ZpJg/TskyqN5gwrYcF4xZKFu5T1Smg5RYNeIiqK8mKjNa6q1uPZDHe/d76cNCGE4PAAAAAABARRDggXPMZrPBYKiq2u/evatQKFgKpCaYlrxtJ8brjdjGo4LXFoSs3CfS6J2I8QUFBU601aMYhtFoNC4/vbi4+OrVqx5sj5v4JPPeIPXskWUSgZXh9PfyOdO+Cz52mWf5zzt37uj11tO+D5w4ccKdpxcWFnqqJYFFq9VSlOszExYWFtK0zcUmvK0Kv+lms1mn01VV7QCAgKDT6dw5wNZYZrO5Ck8nAPAgCPDAIQqF4vPPP2/Xrl10dHRMTExKSsr06dPv3Lnjm9oXLlxYq1YtoVBYv359mUwmlUoTEhLOnz9vq7wjMV5nwDYeFYxbFLLxqIB9zPaiRYsaNWoUHh7euHHj8PDwevXqZWVl+SZdGI3G5cuX9+jRIzo6Oj4+vl69euPGjTt79qyDTz9z5kxsbGx4eHhsbGyTJk3Cw8MjIiKysrK82mbHtU8xfDNZnhRrZWY7nRH7z0+S1oN/iYis1bZt2zp16oSHhycnJz948MA3bWvdunV4eDiO4+np6QRBhIeHt2nTxsHn6vX6SZMmxcfHh4eHp6SkREREpKSkLF261KsN9hPXrl2bPHlyYmKiRCIJCgrq0KHDV1995fi1p1WrVjVp0sSyxyIjI+Pi4t566y2tVuvVNluYzebp06fXrVu3/JuelJT01Vdf+aBqhJBSqfz8889bt27N5XKFQmF8fPy7777rswMsACAgXLt2bcqUKYmJibGxsVFRUc4eYGsspVL5xRdfWM5g69Spk5yc/O67796+fbuq2wWA6zCGsdIDVmOVlJT4YIcQBCGTyZRKpclkJbr4oWvXro0cOfLx48cVHufz+UuWLBk4cKBXa09PT79x44bVTVlZWR988AH70/Nuc1f9Jrr5hMNSRiqiB6frBrbTV5hfzWw2d+rU6ebNm5WfEhIScurUqZCQEHvNd11paekrr7ySl5dX4XEcx7OysmbOnMn+9E8//fSbb76xuikiIuLKlSueaaXbzBRas1+0+bjA6jev7OnBu7mvmPVF5Y989dVXr776qvfa8/Tp0+bNm1s9DmAYdvny5YiICJanP3r0qFOnTmVlZZU3tWjRYt++fR5rqP9Zt27dBx98YDQaKzxer169DRs21K1bl/3pffv2/f333ys/LhKJDh48WK9ePY81tJLCwsL09HS5XF55U3Jy8qFDh3Dcixe7q/YAWz1wuVypVCqXy6Fb0ikSiYTH4yGEFAqF2WzzejeoTCwWczgc9iGBnrV+/fr333+/8gG2bt26P//8s90DrJ8ICwtDCFEUZfV46w03btwYMWLEo0ePKjzO5/O/+uqrwYMH+6YZ7gsLC9NoNDBEyyk8Hk8ikSCEtFqtbzoD3GH5djgIAvwLIMBXplKp0tPTnz17ZnUrl8vdsWNHq1atvFT766+/vmPHDpYCR44cSU5OZn8RhkG/XyfX5grv5rPF+EgZPbKLtnuqnvj7XH3AgAEsI6hjYmIqp2tPYRimb9++p0+ftlVg8eLFI0eOtLX1ypUrnTt3Znn91q1b7969250WelbeHe6CTZLSMisxyah5fHf/UE3hP9Huxo0b3rt0EhUVxZIBCILIz89neXpiYmJpaamtrX369Fm1apVb7fNXhw8fHj58uK2RKfXq1Tty5Aifz7f19EmTJm3atMnWVqlUevPmTe+l6KZNm9o6xCGEOnfuzNI2N5WVlaWnpz99+tTqVi6Xu3379tatW3up9moDArxrIMC7zMcB/siRI8OGDbN1gK1bt+7Ro0dZDrD+w8cBXq1Wp6enP3nyxOpWDoezffv2l156yQctcR8EeBdU4wAPQ+iBHTk5OSyntiaTae7cud6r/ddff2UvMGDAALsvgmEoLcn47RTFx6+UxUbYPL0rkOP/2yp+6yvZwT94NIPu3LnDfv/z48ePN2zYYLd21+zZs4clvSOE5s6dW/lKfLk+ffqwv77j4/B9I7W+6dspiqZ1rVzSIkUxDfseCmv0RvkjPXv29FIz5s6dyx4AKIr673//a2vr119/zZLeEUK7du0qLi52vX1+7NNPP2W5r+Tu3btr1qyxtVWtVm/evJnlxS0jzN1qn23r1q1jOcQhhA4fPnz//n0v1Z6Tk2MrvSPvH2ABAAGB/QB779691atX+7A5AWPp0qW20jtCyGw2//vf//ZlewDwFAjwwA67Efr333/3UibZunWr3QERjl/ExTDUsYnh+3fks0aU1Q61GdKelBBfbJK8vUT22Xdn7L6m934y7e724uJiq+ONLdRqtd0qFixY4HSzvEkmpv87XhmF9iFU8U3HCX5cx2XxXX7AOQKEkPfS1IoVK+yWycnJsbXJ7gUdhmFYnh647t+/f/nyZfYyLENpli9fbvebvnXrVlda5gCWKwvlsrOzvVQ7+wgjhNDp06eLiorYywAAqrEHDx5cunSJvYzdI0nNZHe3nDlzpgpnLQXAZRDggR13795lL0DTtN0yrtm5c6fHXxPHUIfGhpxp8qwhZVEymzH+QSHxhDe1Uf+T4uiOLK/GcmXXTY7sUjfnuNq7d687T/cGHEePT39w57eBlFFVeWtog9GJ/Y6Tknjv3efiyOA0llFYjsw57z+zD3iQmx9Xu+EfIeS9EMvSAV7u+vXrXqr93r177AW8d4AFAAQEH5wPVFd2dx3DMHCABYEIAjxgQ9O0I9Ote+neOQdX+3Chdg6Buqcalk1XvN1HIxPb/ANFkWmJfY/Uz/iFH5xktYD37rd05I9yc7f75x2PRqNRcX/7jR3tDcpblbcKw1okDTwjqdXV9w1zhCNfloCY+cJZjvxRLF8WRz6K3lv3oQoPcQzDOHIM8c+vKgDAN9w8wNZYcIAF1RgEeMAGx/FatWrZLVanTh1v1N6+fXtHinE4bFPTseASTP803eos+cTemmDbMT44fkDK0Mv1um/kSSrO8so+Ibk7HNmlbu72li1buvN0L0lKSkII6UovX9vaUnHPyqhpDj+8Qe/f1h0Q0l7ohidJ0p0yMpnM7tO9Opt6VXHz4+rIPgkODnauTQ5zZNqY+Ph4b1SNYVjt2rXtFouNjfVG7QCAgOCD84FqCcOwmJgYu8XgAAsCEQR4YEePHj3YCyQlJXnpl2Py5Ml2ywgEAjdr4XGZAe10K9+Tj+qmFfFthEIMl9Ubmjz0SkybLzi8f+Y/d2QKPdfY3e0CgaBDhw62tjoSRL03K5g7yltFmcru7B/y9Nz/IabitRUMI9YdFM77MUhrwDxbe/fu3e2W6dWrl61NmZmZdp/+1ltvOdemQJCUlGT3PInlI/3mm2/araJbt25ON8sxffv2tVvm9ddf91Ltdr/pjRo1glNzAGoyRw4Cdo8kNZPd3ZKYmBgXF+ebxgDgQRDggR1TpkwRCoUsBeyuxO6Oxo0bsxdYsmSJRyoS8phRXbWrZ5QO66irsBp8OZwjiGw2s/HI+7Vf+i/BlYjF4nfeeccjtVc2dOhQ9mVdp0yZIhKJbG396quv2F8/KiqKy+W62DhvCg4OjoqK+vu/mGcX5t7a29tssDK1+8mr5NRvg+8XuDj+wqpVq1ZhGNtFAQzDli5damvr7NmzLWsy2dK8efP69eu73j5/hWHY+++/z1JAJpNNmDDB1tbo6Og2bdqwPJ0kyXnz5rnePlZZWVksXyWEUMOGDb03XIX9i4y8fIAFAPg/Rw6wEydO9Fl7AsjkyZPFYjFLATjAggAFAR7YUbt27RUrVthaXzQrK6t3797eq/3QoUMsB9+uXbt6tg9cImTGZ2pWTJf3aGHAbeQ4giuJav5B4+HXZ/3vLOO1bxBJkmvXrrU1RL9Pnz4zZsxgefrQoUNZljblcrl2p7StQnl5ec9fXFA92nttS6qmyMq6d09KiHeypb9d8OTit2vXrmXZ+vPPP7Ns5fP5GzZsIAjC6tawsLBt27a51Tg/NmLECFuDC8Ri8Zo1a0JCQqxutdi8eXNkZKTVTTiOr127lj3lugPH8V9++cXWnThSqXTXrl1eqhohVKtWLfYDrN0lIQEA1d4rr7xi6xqoWCxevXo1+wG2xoqOjl6xYoWtoZrvvfeeIyOwAPBDEOCBfd27d8/NzX355Zefj1Wpqak//fSTDy5e3rt3r3IWJQjio48+Yk9TLosIpmcMLvv+HXmHxgZb3bEcYa3NZxtNWCw7dpnnpTnRExMTDx8+/Nprrz0/AqJu3bqLFi1auXKlrZRYbteuXVOmTKncn1yvXj1Hpt2uQhwO5+nTp4mJieWPGNUPb+7oWHpzVeXCRjP25Rbxkm1ik4emocnMzDxx4kTlexB4PN7p06e7dOnC/vT09PSTJ08mJyc/v+c5HE7fvn0vXbrkvRTqD/7zn/+sXLkyJSWl/BGSJAcMGHDo0KG0tDT25/L5/IsXLw4cOLBCkE5MTDx+/HjXrt6dtjA1NfXcuXNNmzYtf9cwnEMQRGZm5uXLl713+71Ft27dcnNze/fuXeEA++OPP0LvEADAYt68eatWrXp+WGL5AbZdu3ZV2DA/17Vr18oH2ObNm69fv/6jjz6qwoYB4A7MewsyBaKSkhIf7BCCIGQymVKpDLj5qDUaze3bt41GY3x8fHh4uI9r379//86dO2Uy2ZgxY9iHl3vQtYeclb+JLt1jG22eFGt+PVPTON5b76bRaLx9+7ZarY6OjnbhbtgrV658++23SqUyIyNjzJgx3mih96xfv/7o0aMRERETJkyIiYnZfZb/3U7rWb1hbfOsEapImcfmKtdqtQsWLLh+/XqjRo1mzpzJfiNJZXq9/sCBA0VFRQkJCenp6Z5qVUDIz89XKBQcDqd27douzFJx6tSpGzduhIaGduvWzdnd7ia9Xn/o0KGCgoIrmqEcYa2xPTSJMb6boNhkMj19+tRoNNaqVat6X+vxOC6XK5VK5XI5zMXtFIlEYrnrR6FQwFzcThGLxRwOR6FQ+L7q/Pz8R48e8fn8hIQE96cB8jHLpKEURcnlch9XXX4GGxcX570ZiL0nLCxMo9E4stgtKMfj8SQSCUJIq9WyrAHsJxyZUrccBPgXQID3ZyKRyPJbpVKpjEajL6v+/Rq5ar/oQYHNTm8MQ+2SDeMztLXD/PH0USQS8Xi80lIrd5IHnFtPOPN+lBQorLwXUhH94bCy1ASPfa1CQ0MxDKNpunrsOl8KCQkxGAwajaaqG+KKZ6XEG/+TUTRCCKUmmHwW40mSDAoKQgjpdLoA3XVVBQK8ayDAu6wKA3xAq8IAH+ggwLugGgd4GEIPgH1tk4zfTZXPGlEWKbN+dsgw6MQV3luLZUu2ieVq+Fp5UYPa5iWTlM3rW0npSg3+rzXSnw4LvbZkOKgRfjwkpP7+COXd5k77LvijVdIbjz05XSIAAAAAgGsgaQDgEBxDHRoblr+reKOnRiK0PkyDotHus/zxi2TrDgp1Rg+vcAbKSUX0Z2OVo7pqK080SNFozX7he0uDn5bYmSMAAKuelRIH/6i4lADEeAAAAAD4CQjwADiBy2GGdNCtfK90WEcdaWO1OZ0RW3dAOGaBbONRgadmVgMV4Dga1U37r5EqIc/Ku3D9EWdqdvCBSjEMALue736vwBLj56wLYrmbBgAAAADAq4g5c+ZUdRv8iG/uLcFxXCAQGAwGGkb6OoMkScskogaDoWpvdORxUWqCqVuqQa3H7+dbz/EGE5Z3hzx2mRcaRMdGVPFtmSRJcjic6nfrVJ1wKr2x8eJdrkJT8VqkyYydvMp7UEik1jfxXF3wXigUYhjGMEz123XeJhAIKIoKxGk+YsIorRF/UMixNR3K42Ji9xnB/QKiYQwlFnhyzhSCICw3JJvN5kDcdVWIIAg+n6/X62FaH6fweDzLug96vR5OSJxCkiSO43q9vqobEmAs85IyDAO7zllCodBkMsFcFU7hcDiWX1WTyeT/v6pOzdoLAf4FEOD9mf8EeAsRn2mXbExvbFBq8IeF1gfWqrT40Uu8c7fI2mFUZHCVvd3VNcAjhIKETPdUQ7GKuJtv5S14WMg5epmfUMvs2s6HAO+ywA3wUhHTPtnYobGhTIc/LLR+eY5B6GEhZ9dpfpkWbxhD8bieCY0Q4F0GAd41EOBdBgHeNRDgXQYB3gUQ4GsKCPD+zN8CvEWwiOnYxJgSb3pYyCkts35PSrEKz83j38snEqKpIBv3z3tVNQ7wCCEOgdolG+MiqT/ukEZzxdviNXosN49fpsWa1zMRTt4zBAHeZYEb4C2kIia9sbFDYwNLbzzNYNcfcX89zdca8MQ6Zq7bd8dDgHcZBHjXQIB3GQR410CAdxkEeBdAgK8pIMD7M/8M8BbRIXSvVvr4SOr2U45aZz0mPiri7D4rKFbiDWPMAtKnZ5nVO8BbxEVQnZoabz3hFCmt3J984zH3/G2yaV2TUxdQIMC7LNADvIWlNz69saFMhz+y0RtvprArD7j7zvNJDlO/lhl3Y2IZCPAugwDvGgjwLoMA7xoI8C6DAO8CCPA1BQR4f+bPAR4hhGEoLoLq00YfJqVvPOborc1CTzPo1lPOrjN8rQFv5IkuOwfVhACPEBLzmR4tDBIB8+c9svJ3q0SF7zknUGqwlDhH9zwEeJdVjwBvESxiOjQ2pqcYSlTE42Lr09fpjdjZm+TRS7wIGR0T5uLRCQK8yyDAuwYCvMsgwLsGArzLIMC7AAJ8TQEB3p/5eYC3wHHUoLa5V2s9hmG3nnAo2kqMt3TZ5ebxRXymXpQZ8/56czUkwCOEMAw1qmNu1cB48T63TFuxM5Sm0Y3H3P0X+AIeU7+W/T0PAd5l1SnAWwSLmc5NDa0aGp+VEgVy6zFepcUPX+Rdus+tF02FSJw+vEOAdxkEeNdAgHcZBHjXQIB3GQR4F0CArykgwPuzgAjwFiQHpdY39Whp0BuxO/nWb6DVGbDfr5NHL/NkYibOy9PU15wAbxEaRGe0NCjU+J1nVrradUbs9HXy7E0yLtIcLmX7DkKAd1n1C/AWYVK6RwtDYh3z/QJCobY+XL5ATuw9yy9Q4IkxZoG1ZQ5tgQDvMgjwroEA7zII8K6BAO8yCPAuqMYBHoNfu+eVlJT4YIcQBCGTyZRKpf9/mJ735MmTXbt2Xbt2zWw2x8bGZmZmNm3a1JcNEIlEAoEAIaRSqYxGoy+rdse9fM6KvcJzt0iWMs3qmd7oqWlQ2/PH5W3btn3yySfFxcUMwwgEgt69ey9ZssTjtXjJ8uXLf/nll8LCQj6fn5ycnJWV1aBBA6de4cQVcvE2iUprs6u9TSPjpD7qSFnFM1ej0bh3794///xToVAEBwc3b948MzOTJNnexOfdvXt3+vTp165dM5lMQqGwS5cuX375peNPD2hnz57Nzc0tLi7mcrkNGjTo27dvREREVTfKIVqtdteuXefPn1er1aGhoe3bt+/WrRtBWO9sZxh0/Apv1W/CpyU214TncZn+afoRnbUOxniSJIOCghBCOp1Oo9G49lfUTFwuVyqVyuVyP7+2628kEonl7FahUARQMFCr1bt27bpw4YJGowkLC+vQoUOXLl1wd+afcJ5YLOZwOAqFwpeVVgNhYWEIIYqi5HK5L+t9+vTprl27rl69ajab69Spk5GR0bx5c182wH1hYWEajQa6E5zC4/EkEglCSKvVarXaqm6OHZZvh4MgwL8AArxVJpNp/vz533//fYUGZ2RkLF682KkPnDsCNMBb5N3hrtgruv3U5r3XGIbSUwyv99RGyTxzAqpWq5s1a6ZSqSpVhH3//feDBg3ySC1ecurUqZEjR6rV6gqP9+jRY926dU6dqBWr8P9tFZ+3fQGFTzJDO+iGdtSRf09SdujQoWnTpj179uz5YrVr1168eHGnTp3s1jhgwIATJ05UeBDDsNmzZ0+dOtXxlgecp0+fTp069ejRo88/SJLk9OnT33vvPR+fXjtrx44dM2fOLC0tff7B+vXrZ2dnt2jRwtazTGa055xg/UGBUmPzrwuT0uMzNF2aGezesgEB3mUQ4F0TiAF+48aNs2bNqpCcGzVqlJ2d3aRJE581AwK8a3wf4M1m83//+9/s7OwKZ7Ddu3dfsmRJeHi4b5rhPgjwLoAAX1NAgLdq0qRJmzZtsrqpUaNGu3btspx0eltAB3iEEM2gQ3/yfsgVFchtnutzOcyANP3wTlqxwN3PYUxMjMFgsLV148aNXbp0cbMKL8nLy+vVq5etE/HWrVvv3r3b2dc8cYVcvlf0rNRmZ2lEMD2wva5rM8PZU7+NHj3a6rksl8tdv349+37LyMjIy8uztXXevHkTJkxwquWBori4uGfPng8ePLC69Y033pg/f76Pm+S4jRs3TpkyxerBXygUbtu2LTU1leXpOiO25Zjg56MCU6VVDMs1jDG/3VudFMuWkSDAuwwCvGsCLsCvWbNm5vsfkZJ4flACL6h+4ZVvEfrrayuRSH799deUlBTftAQCvGt8H+CnTp26YcMGq5sSExN37dollUp90xI3QYB3AQT4mgICfGX79u0bNWoUS4GJEyfOnTvXBy0J9ABvYTKj/Xn8NfuFLF12EiEztIN2YHs9l3Dx0zh69Oi9e/eyFCBJ8smTJ669uLc1a9bs6dOnLAWys7OHDh3q7MuaKOyXE/yfDgt1Bpspi0Mw6sd7Hv+ZrXq0l2GsJIHatWv//vvvfD7f6tP3798/cuRIljbgOF5QUOBsywPCtGnTfvzxR5YC27dvb9eunc/a47iSkpKXXnqp8liVcklJSYcOHbI1lr5cgZxYsU947DLP1m8IjqHMVvqxPbRSkfWbjSHAuwwCvGv8PMCbKKxAjj8tISz/u/vUdOFKEVcUi+F/jWW7tL6OUfO4vHxqauq+ffswH0wMCwHeVT4O8Lm5uSNGjGAp8Oabb3722Wc+aIn7IMC7AAJ8TQEBvrKRI0fu37+fpUBQUNC1a9d8cH9v9QjwFmU6bNNR4S8n+SxddhHB9GvdNd2a2x95W1lUVJTdE9kTJ040bNjQ6Zf2slu3btmNeQ0bNqw8Rt1BcjW+ap8wN49Ps37RTdqnJTfXltxcpVfcqLBp5cqVffv2tfqsl1566d69e+wN+Ne//jVt2jRnmhwA1Gp1o0aNWEZ8IIQGDRqUk5PjsyY5btmyZR9//DF7mV9//bVt27aOvNqNx5ycXaKrD7m2CogFzLCO2oHtdJXXMoQA7zII8K7xkwDPMKi0DM+XE/mleL6cKP9HiQpnP1Df3Nml7Onh5x/Jzc1t1qyZNxv7FwjwrvFxgLfbmSGRSK5fvx4QM9RAgHdBNQ7wvlqHOkDY7WPxYC0EQQTE1ZOzZ8+yF1CpVHfu3PHBvWfl99DiOG6ZODdwySTord6Gfu1MK/bwD18krX4QChX4ws2SXWcEE/voU+KcO7Vy5Cx20aJFK1ascOplfWD79u12yzx48MDlD0B4MHp/uL5/e1P2DsGVBzZfhCusFdX8g6jmH6jzT5TcXCW/s5EylVk2nTt3buDAgVaf5cighl9//XXGjBmuNd5vXb16lT29I4TOnTvnn1/bc+fOOVImPT3dkVdLiUeLJ2mOXuIu2yPIL7Uyykatw1buE+2/IJjUT9e64QvXcMt/gKrBIc7HLLuOw+H4pve12ijfXb45+TFTqFiFFyrwQjleoMALFXihAs8vxfLlOMu1bBa8oIQKAf78+fMtW7b0SGvZ4TiOYRh8T13mm11n9wy2rKzs5s2bgTKhHfw0OKsa/6pWqz/GfVKp1Gc//2Kx2DcVuYOmaaVSabeY0WgMDg72QXssAmLXOSI4GC2YhK7eR19tQRduWi9z7SFnWra4ayqaMhDFRnqy9vz8fF++aw5y5Kq8yWRys+VtgtFLKWj/ObR4CypgrVAc1V4c1T42/TtN0Vn1s2Pq/KMqDWWrdkeum6hUKj/c7W6ym94RQqWlpf75h1eeK7EyrVbrVOP7d0Q909D6/WjVXqSztm8eFeEfrRB1bYHeG4qiQipu5fF4ln5R4BRLTwtwgQd3HU2jYhXKL0XFClQgR4UKVChH+aXoWSkqViLPrlXHC0qo8IizX1U3+ecxzf8RBOGDXccwjCNDJHx8BusOgUBgGYgKnMXn823d/BigIMC/wJGw6j6CICQSiVqt9sNbziqTSqV2j4AkSfpgIJlAILCc1AbKrnNQrWD0xevowi3OdzsF9/Ktd4MczENHL6KerYxjMnQysWcGbkRFRfnh8D+ZTGa3DJfL9UjLX2qAVs7AfjlBbj/JK1KyzZGO4VxxZDtxZDuEPriG6JFzqSbx5mb1zY3jzUHCf94OgiDsZvigoCA/3O1uciRthoSE+Ocf7sgFQaFQ6ELjB7VDnRrjy/bwD+RZH2Vz8AI6cYkZ3snwShc9yUFcLlckEiGEDAYDjJN0CofDEYvFZWVlMITeKUKh0DJ42NldJ1djCjVerMLlZVj5/xcrsSIFXqrGfbaiPE9aMcC79lV1gVAoJAiirKzMB3VVJ5aoTFGUb3ZdcHBwSUkJexnfnIjzJJEAACAASURBVMG6Lzg4WKfTOXK5HJQjSdKyuLper9fr9VXdHDucupAEAf4FFEX5YFi7pQqKogIihbZq1So3N5elQFBQUP369X3wt9B/nxTQNB0Qu84pTeuav52iP/gHb8VekVxtJUyaKbTzNHkgjzs4XTe8k47LYfugOpIkZ8yY4Ye7sX///p9//jl7mbi4OE+1nMDQkHTToPaavNvc3y7wj1/mULTdoaT4zcfo5mNiy3EehqG4CKphjKluFBUfaY6Jb3L35nn2J/ft29cPd7ubkpOTSZJkn5miVatW/vmHt2rVauvWrXbLuNZ4qRBlDTb2bMnN3im6+8zKD67BhP2Qyz/4B3dyX3Wb5L++s9XyEOdVlqFzZrMZArxTyk94KpyQqLSYQo0rtbi8DFdocIUaU6jxUjVuCe0KNW6umt3MGNWPDKrbBuVtveq2QXlbJ79coUTLli19892haRrHcfieusw3u65Vq1b79u1jKSCRSBo2bBgo7yP8NDirfAh99dt1EOCBHWPGjGEP8CNHjgyI+T/8H46h7qmG9snGjUcFW08IDCYrd3PojNi6g8L9F3jjMrWdmtic36579+7sP1okSfrhDHYIoQYNGkRHR1dYg70Cj08Ch2OoZQNTywamwh76fmOzyejBwjCH7qJkGHS/gLhf8NcvhKzzuaYv5etKL+lKL+pKL+lKL+nlV2nqn4u+OI5PmTLFs433B2KxePDgwT/99BNLmTFjxvisPU4ZOHDg/PnzWbqDkpKSWrdu7U4VjeNN30xWHPyDt3yPSGFt+YnHxcRHq6RpyeZZo62MqAfAUygaqbS4SoOptLhKi+vMhFqPlBpUWCpUqJFcjas0uEJTVfn8H1yCiZDR0TIqKoSODqFqhVK1QihkeNwhvQ3L4JTU1NSmTZv6sp3Az40ZM4b9XOiVV16BM1gQiGAW+hfALPRWwTrwvleiwtcfFO49z2cZi9iwtvnNXpomda1/imAdeNfk5uaOHj2aG5Qc1mh8SMKrHL4Tk4JawdAmXb6h7L6x7IFR/bBn12aD+rSLDKYiZLSArFbH3pq8DrzjynTYugPCnacFlI3vNZ9Er2Wg4Z11JgPMQu+EmjwLPUUjjR7T6HG1DlPrMa0eV+sxlRZT6/AyLabSYmo9XqbF1HpcpcVYFtGsEjiOQiR0lIyKlNHRMipSRkWH0FEyKiSIxq21dM2aNVlZWVZfSiKR7Ny5Mzk52bst/hvMQu8aWAfeZTALvQuq8Sz0EOBfAAHeKpPJ9Nlnn+Xk5FRocI8ePZYsWeLUB84dNSrAW9wv4CzfIzx3i+3ycHqKcVympnZoxdNWtVrdtGnTyv2KGIZ9++23Lqyj7ksnT5589dVXK88u1r179/Xr15evR+Alhw4deuedd/Lz8zGclMb2DqqTKYnuyA9O8mwtEiETKqEkQiZIyEgEtETIBAnpICEj5tNBIkYioPkk4nEZDsHwScQlPHxcYhik1mMIIYMRM9MYRSGtAUMIafQYwyCDCTNRmMmM9CaMYZBGjyGEtHqMZjCEkFqHIYSYv/9BM0hrwBFCer3+xo0bCoUCwzgE+decWBiGRUZGRkZ6YAJGksOQNlZnE5AMgVfcRRX2G44jIe+FMmLBPzH6+tVLO7ZvLF+8jTaVMbQ5MjLyjTfeSGlUt/zFeSTD/fseCyGfIXCEEMIwJOTRfzcS8bh23qx7+ZxvfxVdvm9zqbm6Ucykvqom8YHxA+EPqkeAL9NhRhNmNGNqHWYwYXojpjNiZTpMZ8B0BkxnxHSGv/5Ta8A0BlyjxzQ6TGf0r0xuFclhokPoMCkVEUxHBNMRUipCRkcE06ESiuPk/Pc///zzrFmzKsxYlJiYmJ2d7cvudwjwrvF9gDebzfPnz//uu+8qnMF27959yZIl4eHhvmmG+yDAuwACfE0BAZ7F48ePd+7cefXqVYqiYmNjMzMzfbzwRg0M8BZ5d7jL9li/gdaCQ6CMFvrXemiDRRX79bZu3frJJ59YPtgCgaBnz57Z2dlebq/H5OTkbNu2rbCwkMfjpaSkZGVlJSYm+qZqo9G4e/fuixcvFhUVhYeHN2vWLK1j75tPRRfvci7d5z4o4LCvTuwNfJLhEohHMhyc4ZNM5VXEK6BopNX/dWbP/J2xEUIGEzK6tGITcJaQV57wmfJrB+XvnVaPFSgIm2OVMRQXTjWvb+JxGS6HKb8oIOIzlhtnuATi/z2IQ8hjcIxBL16k4HH/ud4h5NHlt9uI+IzVvs2A5uMAX379y0xhBhNm+a4xCGl0GEJIa8BpBukMmJlGeiNmppBGj5sppDNgRjNmMCGdAaMYTK3DjGbMYEQaA24wVodvpYjPhEnpsCAqNIiOkNKhQXRoEB0RTIVKaInQk0fMsrKynTt35uXlKZXKyMjIDh06dOvWzdsXdiuAAO8a3wd4iydPnljOYM1mc506dTIzMz01rspnIMC7AAJ8TQEB3p/V2ACPEKJplJvHX5MrLFHZPEcRC5hXOmn7t9NX7q0ViUQ8Hq+0tNTLzaxuQkNDMQyjabrCrivTYVcecC/d416+z737jDBRAX/mDWomsYAp/+zynxvFQHJfGEcgIJnnlwmvPN5BIqh4zBHauEyAYUjE9/wc5QRB8Pl8nU5nmetUrbNynDSZ0fMTi5gopH+u79oy6gQhhP4O5wghowkzmBBCyExjBiOGENIZsSq/P7wKSYRMiIT+639iOiSIDhHToUF0sJgOC6L51eu2IHYQ4F1TVQG+GvBxgDdTiH10T0BcC67GAR4msQMgAOA4ymip79TUsP0Uf8NhodbafYxqHbZ8r2j7KcGYHppuzW3ObwfcJxEwbRsZ2zYyIoQoGj0pJu4XcO7mE/cLOPfyiQK5k0NCAagilpsgLMp01eCQASsku45DoCAhHSSkZRJGJqalQjpYTIdIGKmIDhbTIWJaKmY8fi8PAMA3VFpcqcHK/1+h+esf5bfnGE1Ia8D0RsxoxqyeZFpFchge969RZgSOxAJGLGDEfFokYCQCRsSnxQJGImCkIjpYRIdLaQEPjiGeAQEegIDB4zLDOup6tjKsPyj49bTA6vx2RUp84WbJr78LJvTWJMfCEA+vI3AUG0HFRlAdm/z1iNaAPSjg3Msn7hcQT0uJIgVRoMD1gXCfKgCg+uFymCAhIxYwEgEtETASAS0VM1IhLRUxkaG8MBk3WIwIWsnjwO8FAIFNqcGLlHiREi9UEEVKvEiBFyrxIgVRqsZZZkR2h9GMGc0IIUzlWPc2j8uESWmZmA4LomViOkxKR8qoWiF0dAgF2d4pEOABCDBBQvrtPpperQ3L9gjP25jf7sZjzoyl0s5NDeMyNBHB3jlsAxuEPCYp1pT04tUTlRYvVOAFcrxISeTL8SIlUaTElRp/nBfaBRiGxHzmxUcwhmEsk/C5+eJ6E0bZuEmBebEPGYCaAMeRiMeI+LSIz4gFjIjPiPi0mM+I+IzI8p88OkjISISMWEBLBAzLrIoSCZfHQwghhYKpXmskA1DN6YzYk2LiSTHxqIh4VExY/u3/U1oaTH81u/KmYBFdK5SOCqGiQ6joEComjIqLgFRvEwR4AAJSfKT5P2NVebe5y/aI7uZb+SIzDDr0J+/4Fd7LrXVv90eWszRQVSxjUxNqWdlkMiO1HldpsDIdXqbDynS4SoOp9bjB+Nd9uXojMlGYwYQZTZar3ZjB4SkgymdKRwjxScYy4TOPy3AJxhIDEEICHkPgiEMwlltYxQIGISQgGQ6BuByGx2EIAlkWvRPxGctEUSIejTCErN38bBESEmIwGMondfcxrQGrsE6bVv/CTdsV5gyzzL1vQTH/XFJhnrsdGj13sYBhkEb/1241Ucjw9zmT3oSZzH8X+HvWwOdvvdbq/2qYZfIzy4PVYuw6cI5EwOA4IyAZAY/hcZGAxwh5DMlhBCQj5DMkh+GTjJjPCHiMZZOAZMQCprxYVTcfAOBTJjO68QhdvM25/kD0oJDzuJgoVvp01kYfUGhwhQa/+vCFE9rIYCoukoqPpOIizfGRVGwEBTfyWECAByCApSaYvpms+O0C/4dcYWmZ9Xmbtp8SHLvMTOyH0hsh307TCxzC5SCZmJaJEUI1eHYsjxJWumYvEQTAvmUwHk8gQQiVlelX72V2nhaYbLQ6Mpju01YfJaPQc/nfTGH6v6/slK/5RzP/LEZgplH5tQma+ecux/KVAsufW3754/kLDajSxG/VDJeD+H93Vgv5DIYYhBCHQJYuIMuCjujvOf9xDIn4DEKIy2F4XETgjIDH4JjliX9dBRPyaBxDIgHDIZCQx3AJhuQygr+vowEAgC1qHXbnGefuM87dfM6dp8TDIo6ZQgjVuK6YAgVRoCDO3PjrP3Ec1QqhGsaYG9Y2N4wx14822123tbqCWehfALPQ+7OaPAu9XQYTtv0U/6fDQpbx2LER1Bs9NS8lwq5zlK1Z6IFdVdsDH6BIkgwKCkII6XQ6jUbzqIhYsk18ycZy8RwCDe+kHdFZW7VpsPLwAa0eY5CVo5BGj7HfhPn8tQZHiJ6bQp/D4YjFYpVKRT9XB8lheJXuMRKQDI6/MMF+TY7TEomEx+MhhBQKhRnG0DsDZqF3DcxCbwvNoEdFxPVH3CsPONcfcR8VET7LZ5Y1R0U8mkciksOI+S+sXUpyUOWQbBnmZhkbWL5yh9aAaXSYWo/7bKkOAkf/z96dx8dw/38A/8zM7s6e2d1k5RAiJCERQZxx30fTIo6i6OEqRVW/VKv6Rauq1brq9nWU0qIodbQoRR2hCCKuCiKOhCR7n7Oz8/tjv18/TWY3m032zPv5+D1+j293ZnfeNjvHaz6f+XzqhFvr17LWr2VtUMtaJ9xa6ngexKPQQ4D/Bwjw/gwCfLmK1PjGI6I/LpNOZilvWd8y9iV9THgANEj6HAR4t0GAd0OpAI8QYhh06CJ//W8iR93s60Vap72qqxdZ3aOXl+eBDxoQ4N0GAd49EOBfZLJg1x9wbjzg3sjn3MznemJIF5LLRMhtNaQ2udgmEdqkIkYutoUIbSFCJkRok4qYEGHVD5NksmA6I6YzYTojrjNhOiOm1OLFWrxEixdr/vv/X3yKrarweUxSjDUllkqpSyXWsnI5DAT46gICvD+DAO+ivx9x1v4qyr7H3nCHECJw9Epr4xvdDSI+7P7OQIB3GwR4N5QN8HYqHb5qv+hENnvnSQ6BXutsGNLJx03xvgUB3j0Q4N0GAd49EOApK7r5kHsll5uVy731kFtVjdUCkqmloGuG0eEyW40QOlxuC5faFFI6ROinl3k6I1asxZ+piMcl+JMS4r//V1xlwZ5LMA1qW1PjmbRGvJR6CNEQ4IMaBHh/BgG+QjJv8tYeFD0udnhRHyJkhnUx9G1jxIP2mdbKggDvNgjwbnAU4O1O55DL9opUevZxLOJrWqcN0sZGVNP4CgHePRDg3QYB3j3VM8DbbOjOE86VXO7lu9xr97kvDiziBhxDEXK6loKuXYOupaCjFXQtBR0WEiTzDRVr8CclxKNiIq+QuF/IyXtKFGsqO3pTv3Zo6qBgC/AwiB0AwSkt0dI83rLvnODHP4Ss/W81Bmz1AdGJbPKdV3T1o+HSDQC/1i7Z3CiWWv6L6M9rLE3xdx5z3l0pG9XLkNHGiMEtOQAA8DWtEbv0Ny/zJu/i3zyNwf3jMsllYiPo5Lqc2AhzrTBjvUjaPmVMUAoLsYWF2BrF/n8Dp9aA3X/K+W+eLyTuPOFUdPLdZvWruko/AC3w/wAt8P6s2rbAUxR1584dk8kUHh4eHR1d0bcXKS2bD2PHrkVYbex3MTEMdW1qHvuSXiaq+ju4WVlZhw8fFgqFffr0iY2Nrejb//jjj/Pnz8tksldffTU0NLTKy3OCYZji4mKtViuRSOxN8d7ceiUVFhaePXvWZDKlpaW58bVXHrTAu8FqtRYUFFAUFRUVxefzHa12MptcsU+kdtAUnxpPTR2oVQRLa4yLoAXePdAC7zZogXdPdWiBf/CUOHeLd/4W73oel3brSMzlMAk1rUkx1oRoa71Iay0FjeNIoVDo9Xqj0VjV9QYY+2h/tx9y/n7EvfWQc/cJQdHlXJ7Ney07pX4Yj1dmUFM/A13o3QcB3p9VwwBfVFT05Zdf7ty583kQqlev3qRJk0aMGOFKnrx37968efN+/fVXi8XClzWo1fpraZ0+jlaWCJjXu+lfbm0iqmiqucmTJ+/YsePF62mSJGfNmvX222+78vaBAwf++eefL+6PYrF41apVvXv3rpr6HDOZTEuXLv3uu++Kiorsr9SoUWPkyJGTJ0+2X+z6s3379n344YfPnj17/opYLJ42bdrEiRO9WQYE+Aq5ffv2/PnzDx8+bD+yYRiWmpr6wQcfdO/enXV9lR5fvld8Kof9ckQiZCb303VoZPZgxX4GArx7IMC7DQK8e4I1wNtsKPs+98x13rmbvAKlO+ORKEJsSTFUwxhrYm0qvqaVW6aHNAR4VlYa3S3g3H7IuZHPzb7HfaoqfQlr0T3I/qEOjuOtW7f+6KOP2rZt65M6XQEB3n0Q4P1ZdQvwt2/fHjBgQGFhYdlFffr0Wbt2LYfj7BGY06dPjxgxQqfTvfiipGbX2u2+FciTHb2rdg36nVd0zeIr+8ts1arVvXv3WBf17dt3/fr1Tt5L03T9+vU1Gg3r0mnTpn344YeVLM8JpVI5YMCAa9eulV3UuHHjXbt2yWQyz229kj799NPly5ezLurevfuPP/7otUogwLvu6NGjI0eOZL0sc/5rP36VXLlP7KhnZvdU84Q+OiFZLU7xEODdAwHebRDg3RNkAd5mQ1fvcf+8Rp7O4TkaoMSJ6DC6SRzVpC7VsA5VQ1pOYz0EeFcUqojse5z9xx9fvUvwQuIRQiV/b7n3x+v2pTiOz50718VmJO+DAO8+CPD+rFoFeIvF0r59e0cZGCH0wQcfTJ8+3dHS4uLi1q1bq9XqsoswnFuj4YR67RdQNoe9iVonWia8oouQu9kLd/z48bt27XKywn/+85+MjAxHSzt37pyTk+Pk7efOnatXr557tZVrxIgRhw4dcrQ0PT1906ZNHtp0JZ08eXLgwIFOVpg5c+aUKVO8UwwEeBc9fvy4bdu2Tr6ojRs3vvLKK46WKnX4kp/F526y78sRMnr6YF1yneA/0UCAdw8EeLdBgHdPcAT4yuT2sBBb0ziqaT2qaZyl3ND+IgjwLrp9+3bnzp0piuIKa0qiOlr0+bqC08+XYhi2Z88e/2yHhwDvPgjw/qxaBfgffvjhvffec7KCQCC4ceOGSCRiXTpv3rwlS5Y4eXvd+q0GvXfij6t8R793AY8Z3tXQv53RjR71ERERNpuz05JUKr1z5w7rIp1OV7duXeefn5CQcObMmQqX5YIrV6446rT83LFjx1JSUjyx9UpKS0vLzc11soJIJLp//753ioEA76KZM2euXbvWyQpJSUknT550sgLDoIN/8dceFLGObIzjaHAHw4huQT7JHAR490CAdxsEePcEeoC/8YB79DJ56lrFcjvJZVLjqebxlqZxVO0abh6jIMC76J133tm5c6eTFdq1a7dnzx6v1eM6GIUegIB3+PBh5ysYjcY///zT0QPh5b793u3zfRtfyGjbaMU+8a2HLMcBowVb95vo6GVycj99UkwF7jSdOnXKeXpHCLF2DbBbtGhRuZu4e/eu6/VUSLnfG0LoyJEj/hngnfTXsNPr9X///XdCQoJ36gGuKPcnd+PGjfz8/Nq1aztaAcPQy61MzROoBTvE1x9wSy212dC2E8JLubyPBmtrhkG4BQCACitS48eukIcu8h8VVeBWaITc1jzekhpPtahvEQTvuPH+5siRI85XyMzM1Gg09klbAxcEeAD8UX5+fmXWefjwoStv79EjcfE41cG/+Jt+F2nZnqS9V8CZulbau6VpVE+9WODS6efUqVOurKZSqVgfJmd9+LwUzzWyufK15+XleWjrlaHRaMq9b4IQysrKggDvPxiGefToUbmrPXjwwEmAt4uU0wvGqLceE24/KSz7Q7j9kPPuStnkDF2nlGo0sh0AAFSGwYydyiGPXCKv3ee62D0Xx1FiLapVA0vrRKpuJPRq8Ta1Wu2kiciOpulHjx5BgAcAVD3nA9TZEYTDO8GuvN2+Do6jV1qbOjU2bzkq3HdOUPbS38agg+f5Z67zxvTWd2tqLnfwey63dBtghSp08o96znMzurn+vfkbF6vy/2lUqhUMw3C8/H6YLv5xOQR6s4ehZQNqwQ5x2WGQ9SZs/jbJxb+5E17RB/EcwgAAUEkMgy7f5R65xD+dw2N9NKksHEeN61IdGpnbJVs8MSMvcJGrp0u/vJCrkCqaMAoAUKVcGaQtLi6uqt4uETDvvKJfPkHlaLwrlQ7/Zqdk+npp/rNyAnbPnj3L3TSGYWKxmHWRKyOLeO7I68r3Fh8f76GtV4ZQKHTla2ndurUXigGuK/cnh+N4hYZsbBhDrXpXld7SxLr08EX+pBWy3CcBf+0CAABVTmfEDv7FH79MPmOD9Nhlstz0jmOoYQw1/mX91g9LvhylfrmVCdK7b4lEooiICOfrkCRZq1Yt79TjORDgAfBHTsadtgsLC2vTpo3bb2/SpElMTEypF+tFWb8Zq/7XQF2IkP0MlH2PO2G57Ic/hBTt8KyWkpJSbiO8k8PrhAkTym1gb9q0qfMV3Jaenu68CwBBEOnp6R7aeiWV+2R+WFhYVFSUd4oBLurTp4/zFVq1alWjRo0KfaaAZCZn6D4ZpmV97OVhETFltfSXTAGMYAsAAHY5edwFP0lemx/67R5xXmE5DRU4hlLjqMn9dD/OKFk0Tp3R1igXQ273F+WeVbt3724fEjugQYAHwB+lp6c7byydNWuWk+7Qo0aNqlOnjqOlBEHMnj2bdRGGoZ7NTOv/pezXxoiz5WjKim3+XThuqezSHYcpferUqU4qRwht3brVSW0vvfSSk/diGLZt2zbnn++2evXqvfnmm05WcP7F+taqVauc98desGCB14oBLho/fnzNmjUdLeVyubNmzXLvk9snm1dMVDZkG4GSsmIr94k+3RKiMcA1AACg+tIZsV8yBeO+lU9dKz12mXTSOGFXJ5we1Uu/eXrJ/FHq9FYmKbS3+58pU6bI5XJHS/l8/owZM7xZj4fAyRsAf4Rh2KZNm1ibmjEM++CDD4YNG+bk7QKBYPv27axRk8fjLVq0qEOHDk7ebu9R/9UYdUw4+3Bxj4uJmd9JF+6SqNlmUpk6dWqvXr0cffisWbMaN27sZOubNm1KSkpiXYRh2ObNmz069MjcuXMd9V/IyMj49NNPPbfpSoqLi1u2bBlrhscwbPLkyX379vV+VcA5iUSybdu26Ojosov4fP7y5ctbtmzp9odHyG1fj1W/1tnAemMn8yZv4nJZ2YHrAQAg6D0qJlbsE49YELpyn6jcJvcQoa1vmvHbCao17ykHdzQqQiC3+6+IiIitW7eyTskmkUg2btzYoEED71dV5Yg5c+b4ugY/4p35FXEcFwgEZrPZlVGjwXM8Hs/eN9tsNleHyX6FQuHQoUNr1Kjx7NmzZ8+eMQwjFot79OixePHiwYMHl/v20NDQ1157TSAQPH36tLi42P5Knz59VqxY0aVLF1cKiJDZXmppChEy1/K4Vrbb0nefcA5d4IsFTHxNa6lu7wMGDIiNjT116pTZ/N9RrzEMq1mz5p49e1yJkSNHjiQI4uLFi8+nJsYwLCEh4fjx457rP29HEERGRkZiYmJRUVFhYSFN0yRJpqWlffbZZ9OmTXNljD0fSk5OHjBgQFZW1rNnz+yHFxzHExISNmzYMGLECG9WIhAIaJqmqApMQFht1ahRY+jQoTwe79mzZyUlJfZXMjIyVq5c2a5du0p+OI6hpnFUo1jqci7PYC69FxvM2O9ZfC6HaRhTehcOLARB8Pl8k8nEwIMBFUGSpH3sDJPJBBckFcLj8XAcN5nYB5sAjgiFQoQQwzA+/Oou53JXHxCv3i++9ZDDem3zHJeD2iRZRvXSv9tXl5ZEhfk0twuFQoqinl8UASeio6OHDh2KECosLLQPSh8VFTV48OBVq1alpqb6ujqH7HuHizA4272ouLjYC18IQRByuVytVsPVbYWIRCL7UysajcZisfi6HK+yWq1Go1Eikbj3di6Xi2GY219agZJYvld04W+HPfZT6lJT+uuiHcwy/ejRI4FAEBoa6t7W7969q1AofDLhR1hYmEqlkkql9lgVWHQ6ncVicftrr6TQ0FCz2azX632y9QDF4/FIkrRarTiOV/lXpzHgi3aJM2+y78Ut61s+eNXh4Bf+j8vlSqVSpVJZHe7tViGJREKSJEJIpVJBMKgQsVjM4XBUKpWvCwkw9nZRmqaVSqWXN03R2PErvJ9PC+4WlD+KZ4ScfqmFqXcLs8xvHm5XKBR6vd47DY1BgyRJLpdrvztpMBh8XU45WHsNOAIB/h8gwPuz6hzgK0kkEpEkWckUeuIqufqASKljf+6Gz2Pe7GHol2Z0YVasgBEWFoZhmM1mC8QA71sQ4N3A4/HsN6qMRqMnvjqGQfvOCf5zkH0QSoXUNmOI1tE8FH4OArx7IMC7DQK8e3wS4DUGfP85/r5MvqMLmOcIHLVqYHm5talZvIV1GCAfggDvBpIk7U1fBoMhyAI8zCUDAHBJp8bmFvUtm39nny7eZMHWHBAduUS+31+XEA0XggD4HQxDfdOMjepQ87ZJHhWVfhikSI1PXyd9o7t+cEdjQHenBwAAuyINvutPwa8X+CZLOQc1hdTWu4WpdwsTPN8OAgIEeACAq0R85p1X9F2amL/dI2bthHb3Cef9NbJBHQzDuxi5HOjdA4DfqRdlXT5BtXSP+PhVstQi2oY2HhZl3+dOD+Tu9AAA8KSE2HFS8HsWnyqvQSGlLtW/rTEt0RJM/QdB0IMADwComMTa1mUTVfsyBd8dIQzquAAAIABJREFUEZa9q22l0bbjwhNXyfcydE3jArI7LgDBTUAyHw3RNq5Hrd4vslhL78IXbvMmLJfNHKpNYpuCDgAA/Nn9Qs72E4IT2aTzYRm5HNQxxdy/rTG+JvQZBIEHAjwAoMIIHGW0NaYlWZbuEWexTQj/pISYsVHatal5fLpOIoSmeAD8TnpLU1Jt67wfJQ/ZutN/sE46upc+oy10pwcABIab+ZxtJ4TnbvKcD2YVIrSltzL1TTOFSqCfEQhUEOABAG6KlNNfvKU+dJG/7jeRzlj6Mp9h0NEs8nIud2IfXduGMOggAH6nbqR12QTVt3vFf1wp3Z3eSqM1B0U5edz3B2hFfLgHBwDwX38/4mz+XfjXbYdz5djFhNMZbY3dU808eMQPBDgI8AAA92EY6t3C1DrRsu430dGs0hkAIVSswT/bGtI60TK5n863c6gCAMoSkMyHg7XNEyzL9orNVOnbcKdyeH8/ls8cqqlfC3qZAgD8Tt5TYstR4akc0nmre70o64B2xq5NzPCgOwgOEOABAJUlF9s+GKTt2Mi8/BfxMzXL6fHcTd64PPmoXvr0libvlwcAcK57qjkuimbtTl+oxKf9Rzqxr75Xc9h5AQD+4lER8f1R4cls0uY0ujepRw3tZEiNhxE9QFCBAA8AqBqtEy2NYpXrD4l+/Ytf9l64zoh9u0eceYM3uZ9OIYWmeAD8S91I67KJqiU/i0+UGZ3eYsUW7xZfvcd9t6+Oz4OupwAAX3qqwrcdFx66yKedXkqkxlOvd9M3jIHeQyAIQYAHAFQZEZ+Z3E/Xral56R7xg6elm/IQQudv8d5eKn+ju6FvGyMOg2MB4E8EPGbGEG1yDPWf38Rl5146mkXmPib+PUwbraB9UR0AoLpT6/Gtx4S/XnA2ORyOow6NzEM7GetGQnQHQQueBQEAVLHkOtSKiaqhnQwclgiPDGZs9QHRjA3SJyVsiwEAPtW3jWnR26oIOUtKv1/ImbRS9uc1ltEuAADAcyxWbMdJwahF8l8yHaZ3DEOtEy3LJ6pmDNFCegfBDVrgAQhmZ86c2b17961bt2iajoyM7Nat26BBg0jS49ffXA7zVk9D5yaWRbvEtx+xHGeu3OWOWyob0c0wqL2RdVAZvV6/Y8eO48ePP3r0iM/np6SkDBo0qHnz5p6uHFRbubm5P/zww8WLF3U6nUKhaNOmzfDhwxUKhXe2fuLEiX379t2+fdtqtcbExHTu3HnAgAE8XjmDKlcJi8Wye/fuI0eO5OfnczicxMTEjIyMZRM6ff2TpOyozkYz9sU2yYB2nFG99ETgNwHk5ORs27bt8uXLRqMxMjKyffv2w4YNCwkJ8XVdALAwmUw7d+48evTow4cPeTxew4YNBw4cmJaW5uu6PMvGoKNZ/E2/C4vYRtixs0f3N7ob6kFuB9UDxjgft7GaKS4u9sIXQhCEXC5Xq9UUBYNqVIBIJBIIBAghjUZjscC0ZOXQ6/WTJk3av39/qddjYmI2bNjQpEkT75RB29CuU4LvjwopK3uP+aQY65QMbZ2IfzT3ZWZmjh07tqCgoNTKQ4YMWbhwoRduQNiFhYVhGGaz2UpKSryzxaARGhpqNpv1er2vC3EJwzBff/31okWLaPofv0OxWPzNN98MHDjQo1tXq9XvvPPOkSNHSr0eFxe3cePGpKQkj279+vXrI0eOvHv3bqnXe/XqtWLFyl8vR27+XWhje9A0JZaaMVTrJxMpc7lcqVSqVCpL/QWdsFqt//73v9evX1/qpB8aGrpixYru3bt7oEy/I5FI7IdTlUpltULyqQCxWMzhcFQqlde2ePny5VGjRuXn55d6vU+fPsuWLROJRF6rpDLst0RpmlYqla6sf/Fv7rrfRPcKnDU3Nk+wvNndEPQzZSgUCr1ebzQafV1IICFJUiKRIIQMBoPBYPB1OeWoUIMBBPh/gADvzyDAu45hmCFDhvzxxx+sS+Vy+aFDh+rWreu1eh4XE0t+Fl+9x2VdyiHQgHbG17vpuRyEEMrJyUlPT3d0qO3Xr9+6des8V+qLIMC7LbAC/Ndff71gwQLWRTiOb9y4MT093UObpmk6IyMjMzOTdalCoThy5EitWrU8tPX8/PwePXoUFxezLm3btu3u3buv5fHnb5eodCxtX3Kx7eOh2pS6vj+RuRHgp0+fvnHjRtZFPB5v165dQd+wiSDAV4KXA3xubm6vXr3UajXr0m7duv34448YFgDjyrge4O8VcNb9Jrr4N/tlg13jutSbPQzJdXx/CPICCPBuCOIAH/gd4AAAZezdu9dRekcIKZXK2bNne7OemmH0V6PVkzN0ArYhrK002nFS8O5Kmb2z/ccff+zkOLt3795jx455sFZQzeTl5S1ZssTRUpvN9tFHH3nujuH27dsdpXeEUFFR0eeff+6hTSOE5s6d6yi9I4TOnDnz008/NalHrZykSolluURW6vCPNkh3/ikIuIaArKys7777ztFSi8Uyffp0aN4A/mP27NmO0jtC6OjRo/v27fNmPR6lMeDf7hVPXCFzkt7ja1rnj1QvGKOuJukdgFIgwAMQhLZt2+Z8hSNHjni5VRnDUHpL0+r3VM0cTMd6v5Dz/mrZkp/ozHOXnH/U9u3bPVAgqKZ2797tPJ8/efLkxIkTHtp6ubvq/v37dTqdJzat1WoPHDjgfB17eaES25ej1YM7Gsu28NE2tO430adbQnTGAGj9e27Hjh3O8/mNGzeuXLnitXoAcKK4uPj33393vk65R5KAYGPQ71nkmMWyg+f5rE/uIIQUUtvkDN2376hgandQnUGAByAIXbt2zfkKVqv1+vXr3inmRREyet5b6in9dSI+y9UzbUO/XY5IGnhJFNHGyYdkZ2d7rEBQ7bjycyp3h3JbuZ9sNptv377tiU3fvn273J4Fz78cAkejeulnvqYRkix7buZN3nurZM6fU/UrrvxBPfdHB6BCrl+/Xu6zIUFwWsy+x524XPbNTonGwJ5NxAJmVC/9xn8p01uaWMe+BaD6gD0AgCDkSpOdh5r1yoVhqHcL07r3le2T2cMDX5aU2O90nQ5rcK6YdQWtVuvJAkH14sqO4KGfHMMwrgwT4KGtu/IP1+v1L7ZUt0+2LJuoYp2f6VExMXmV9NBFflWW6DGufKVwnAF+wofHKO8o0uBf75RMXy91dBOQQ6D0lqZ17ysHdzRyOfBsCwAQ4AEIRjVq1Ch3nfDwcC9U4ohcbPtkmOajIVqpiLWfHKZIervhwCuSml3KLouIiPB0eaD6cGVH8NDOgmGYK4PWeOgH78o/qkaNGqVGxooOo5eMV3drai67MmXFFu8WL/9FTNH+3p3eh390ACrKlZ9igJ4WKSu27bhwzGL50SyS9aEWDEMdGpnXvqecnKGTsV8tAFAdQYAHIAi1b9/e+QoymSwlJcU7xTjRubF53fvK9JYm1qVkSL36rxyN7bKZIOUvvl7uvw4A17nyc+rQoYOvth4eHl6/fn1PbLpBgwbl3uljLY/kMh+8qp02SMtjawrbf47//mppoZKomio9o9yvHcfxdu3aeacYAJxLSUkJCQlxvk4gnhaz73MnLJd9d0RosrDf8qtdg573lnrma9qaYa7OLgFANQEBHoAg9PbbbxOEswvoMWPGcLnOZmfxGomAmZyh++wNjULK3hQflvB68qs5stgM+3+TJDlq1ChvVgiCW9++fWvWrOlkhY4dOyYnJ3to6+PGjXM++dO4ceNwzzzuieP422+/7XyFcePGOVraPdX89Vh1uIxlt73zmPPuSumlO35xhGE1fPhwqVTqZIX+/ftHRkZ6rR4AnODxeKNHj3ayAofDGTt2rNfqqTy1Hi3cJZ6+Tpr/jP1CRSJkJvbRrZmsdDTqLQDVHDFnzhxf1+BHvDO/Io7jAoHAbDbbHA2yCdjweDx75jSbza5P9ls91ahRQyKROJpurW3btgsXLuRw/GjEqWgF3au5SWfE7zxhqYrgSkLjhgrkybonxxd+Pc9rLWNCoRDDMIZhYObVihIIBDRNU1QAXHtxudymTZvu3r2b9agSFRX1/fffOw97lREVFcXhcP7880/WpV26dJk/f77zm3GV0axZs0uXLt2/f5916cyZMzMyMpy8XRFi65ZqvlvAeVJSukIzhf1xlY/jqFEdyguzUxMEwefzTSaTi3O/CYXC+Pj4ffv2sa4fHx+/YcMGgUBQ1WX6HZIk7ScCk8kEFyQVwuPxcBw3mdi7j1W5li1bnj179uHDh6xL582b17NnT+9UUklCofDgOTR1FZ6Tx34FguMovaVp1nBN47rWQJjY3nuEQiFFUVYryxAkwBEOh0OSJEKIoij/vyARCoWurwwB/h8gwPszCPAV0qJFi8TExEuXLmk0mucvkiQ5duzYb7/9ls/3u7GmeBzUOtGSVJvKyePpTSznbYE8uW7Ld3t2TqkT7qW/PgR4twVQgEcI1a5du3v37tnZ2QUFBc9fxDDspZde2rRpU3R0tEe33qZNm9jY2EuXLr04VJVAIJg4ceLChQt5PJ7nNk0QREZGBkVRV69effG6MCoq6ptvvhk5cmS5n0BymS6NzQxC1/JKt7czDLpyl3vnMadFfQvp4cb4igZ4hFBCQkK7du2ysrKKiope/JxBgwZt2LAhNDTUM5X6FwjwbvNygOdwOAMGDNDr9dnZ2S9e/9SuXXvp0qVDhw71ThmVVKAkPv1esOUIMjmY/iK5DjV7hLZ3C5OnjxiBCAK8G4I4wGOun+2qg+LiYi98IQRByOVytVrt/z8mvyISiexNIhqNptzZj4AdRVHnzp27c+eOzWZTKBTt27f3/wtTM4VtPSbc+afA5mBfbJ1oebevzkGX+6oUFhaGYZjNZispKfH0toJMaGio2Wx2ZYh1v5KdnX3x4kWNRhMeHt6mTZs6dep4bdMWi+XChQv37t2jKCo6OrpFixZyubz8t1URpVJ56tSpBw8ecLncxMTEtLS0it44OH+L9/VPEi3bbPCRcvrfw7VxUR687uRyuVKpVKlUVvTeLsMwFy9evHLlil6vr1mzZtu2bZ0/TxFkJBKJ/epWpVJBMKgQsVjM4XBUKpWXt1tcXHzq1Kn8/Hwej5ecnNyqVSs/eRrOOSuNdp8WbD0mNFPsrephIbbRvfRdmpih1d0RhUKh1+uhOaFCSJKUSCQIIYPBYDAYfF1OOVwZ1PY5CPD/AAHen0GAd5tIJCJJMrBSaPZ97pLd4kfF7J2HxQJm7Ev6ns1MHj3ZQ4B3W4AGeN/i8Xj2oaqMRmMgfnWFSuKzrZJctqdguBxmUl99r+aeaq50O8BXcxDg3earAB+IHjwlvtwuuetgijgcQy+3No3sqReSkEecgQDvhiAO8DCIHQDAH6XEUqsmqwZ3NLIO4KUzYot3iz9YJ31U5NeDXQNQfUTI6SXvqFknlbDPMPf1Tomj9jcAQFA6c533/hqZo/QeG0F/87ZqYh8dpHcAKgQCPADAT/E4zKhe+sXjVLER7K1q1+5zJyyX7T4tgIc3AfAHXIKZnKGb0l/HZZth7mgW+a810gL/nmEOAFAlKCtauU/02dYQ1kFteBzmrZ6G5ROVDWOg6wcAFQYBHgDg1xrUsi6fqBzVS88lWCKBmcLWHhRNWim789iPBtUHoDrr3cK0eJw6Qs5y3y33CefdFbLMmx4cmQ8A4HNFavzD9bJfMtmncmjZgFk9WTW0k4EDd/MAcAsEeACAv+MQaHBH47KJqsTa7Lfq7z7hTFkt23BIRNHQQRcA34uvaV0+QdWqActgJVoj9umWkO8OC6HjDABBKesOd+IK2fUHLHfVZWI05y20bLKtZhgMVwGA+yDAAwACQ2wEvWicanKGTsBjaYq30mjHScH4pbLsewEwJC8AQU8iZD59XfNmD0PZYSwYBm07IZz5nVSlh4sQAIIHw6AfjwtnbpKq2XbtxnWpHbPRK20QDDUPQCXBuRMAEDBwDKW3NK2arEqNY5/B4VEx8eF66cp9IqMZLhAA8DEMQ691Nnw5Si0Ts7S2Z+Vyxy+VZeXCHTcAgoHBjH3+Y8imIyydazAM9Wtj/GKkOjTEF5UBEHQgwAMAAkyknJ4/Sj3zNW2IkKUp3sagXzIFoxfLT+WQ3q8NAFBK47rUsgmqJLahqlR6/JPvpDv/FMCEtgAEtAIl8e4K2ekcluEtxAJm1nDNO6/o4Yl3AKoKBHgAQEDq0Mi8erKyXTLLQ7YIoRIt/vkPkrk/hBRp4CgHgI/VkNq+Gasa3JFlBmPahtb9Jvp0S4jWCL1mAAhI9wuJaWulj4pZAnq9KOu376jaJLGfqQEA7oFLWwBAoAqV2P49TDPndY0ihH04rNM5vDGL5TtOwjxzAPgYgaNRvfQfDdGyjmGReZM3eaUs9wnMJQFAgLlylzt1rYz1XnnPZqYl49UwXh0AVQ4CPAAgsKUlWlZNVvZoZmIdF8dkwTYcEk39j+xeAWQDAHysc2Pzsomq2AiWC/onJcSUVdI9Z9jnnQIA+KEz13mfbGKZ6Z1LMONf1v9roI7HgcdjAKh6cEULAPAUs9l84cKFBw8eEARRv379xo0b42UHpK4KEgEzdaCuZ3Pzt3vE+c9YevHdeMCZtEL2SmvjWz0NrA2AZRUUFBw/frykpEShUDRo0CAiIqKqq/YUi8Wye/fu8+fP0zSdnJw8bNgwsVjs66ICQ35+/qVLl9RqdURERMuWLUNDQ31dURCqpaAXj1ct/Vl8/GrpUSooGlt9QHTnMWdSXx3ftf208v7444/Dhw9rtdrY2NghQ4bUrl3bO9sFIND9kslfvV9sK7OnhoXYPn1dE1+TfdpXAEDlYQwMHfOC4uJiL3whBEHI5XK1Wk1R7CNpA1YikUggECCENBqNxQLPU1WASCQiSbKkpMRrW7TZbGvWrFmyZMmLG61bt+6cOXPS09M9t13Kim0/Idh+QuBoQvhIOf1uP33zBGe/n8ePH3/88ce//vqr7X8973EcT09Pnz9/fmRkZNUXXaVmz569du1aq/X/r5xwHH/ppZc2bNjgobsnrEJDQ81ms16v99oWKyk3N/ejjz46fvz481e4XO7AgQM/++wzuVzunRp4PF5ISAhCyGg0BtBX57bfs8hv94gtVpZdtXYNeuZr2tgIVwMAl8uVSqVKpZKmK9BZd/fu3VOnTtXpdC++mJycvGPHjvDwcNc/J3BJJBKSJBFCKpXqxYMGKJdYLOZwOCqVyteF+MyOk4INh0RlX48Kpb8YqYkKZd8TFQoFQoimaaVS6dn6go5CodDr9UYjy0giwBGSJCUSCULIYDAYDAZfl1MO+97hIgjw/wAB3p9BgHeblwO8zWabMGHCrl27WJd++umnEyZM8GgB9wuJpXvENx44nJ6qW1Pz2+l6qYjlyfjc3Nw+ffo8e/as7KLw8PD9+/fXrVu3KmutUkOGDDl27BjrotjY2HPnznktwwdWgL98+fKAAQO0Wm3ZRbGxsQcOHPBOnKtuAR4hdPshZ96PkkIVS68ZkstM6qvv0czkyue4EeCXLVv22WefsS4SCARnz56Njo528aMCFwR4t1XnAG+zoWW/iH/9i192UWJt62dvaEKEDkedgQDvNgjwbgjiAA/PwAMAqtjWrVsdpXeE0Keffnr58mWPFhAbQS96Wz1tkFbCNs8cQujoZXL0YvmeM6UHt7PZbOPHj2dN7wihp0+fvvPOO35703PLli2O0jtC6P79+++//7436wkUFotlzJgxrOkdwffmYfVrWZdPVLVOZLkha6awhbvEC3dJTJaqH50+Pz9/7ty5jpYajcaBAwdW+UYBCAKUFZv7Qwhrem9R3/LlKLWT9A4AqCoQ4AEAVWzZsmVOltpsthUrVni6BgxD3VPNa99Tdks1s66gM2KrD4gmr5LdePD/Q4GcOnXK+c2Fixcvnj59uoprrSILFixwvsLOnTu9U0lg2bdvX15enpMVDh8+fOvWLa/VU91IhMycEZrxL7PPEX3kEvnuStn9wioer2fmzJnO78Tl5ubCHx2AUigam/uD5OwNlsneuzU1zxmh8drQFQBUcxDgAQBVKT8//969e87XOXnypHeKkYttHwzSznldU0PK3iZw5zFn6lrZsr1irQFzsbATJ05UcZVVpKCgwPkKFoslKyvLO8UEEFf+oF77xVZPGIYy2hq/GKkOlbDsp/nPiCmrpUculR7xrjL++uuvctfZvHlzFW4RgEBnsWKzNoecv8WS3gd1ME4bpGW9BwcA8AQI8ACAqlRujEQIlZSUmM3sDeOekJZoWfe+cnBHI+sD4DYGHTjPH7U4dM8ZwZOCwnI/zZV/oPeVlJS40rf/+vXrXigmsLjyB33y5IkXKqnmGtelVr2rasE2wKTJgi3cJfl6Z5V1py81cB2rBw8eVMm2AAgCZgqb/X1I1p3SI8tgGBrdSz+mt551GlcAgIdAgAcAVCWRiGVY2lK4XC6X63CEOU8gucyoXvol41VxUewDNWkN2OoDoichc4VhTZ1/lCv/QO9zcaI4mBetLFf+oP75Rw8+UpHtszc1b3Q3sN5rO5pFvreqarrTczjlf4h96CMAgJnCZm1mSe8cAk0bpH21IwyrBoC3QYAHAFSl2NhYPp9leJsXJSYmenNKs+fqR1uXTVRNG6QNcTC4nQGLTxpwsU6HNQRP6uhDGjZs6LEC3cfj8eyjSTvXpk0bLxQTWJKSkqpkHVAlcAwN62L4apQ6LISlO33eU+LdldI9ZwSVHErSlRHm09LSKrUNAIKCve39yt3S6Z3LQR8P1XRr6r3OdACA5yDAAwCqklAoLHem90GDBnmnmLJwDHVPNa95T9kt1cze5Q/DFUlvJw++GVb/DYRKr+HKv85X2rdv73yFOnXqyGQy7xQTQPr3708Qzp7dVCgUXbp08Vo9ACGUUpdaMVGVGs8y0yplxVYfEH3+Y4h93Ar3jB492vkKXC532LBhbn8+AMHBaME+2RRyOZclvc98TdO2IUzoC4BvQIAHAFSxTz75xElX7YYNG44ZM8ab9ZRlH9xuwWh1bAT7rNFcYWRs5031+/whCG384usff/xxhSbq9KbVq1c7aYTHcXzNmjXerCdQJCQkjBs3ztFSDMM+//xzgUDgzZIAQkgmtn3xlnpULz1rZ53TObwJy+XZ9918EmfkyJF16tRxssL06dNd6WYPQBAzWbA534dk32NL70M1aWyzPwIAvAMCPACgitWuXXv79u21a9cuu6hFixY7duzg8ViGsfW+lLrUiknK8S/rhSR7f1xJVKeGA7Niu2zmCMIJgpgxY4aTpOdzMpls3759QqGw7CIOh7Nq1armzZt7v6qAMHv27DFjxmBlumTweLyvvvoKpgT3FQxDgzsa549k707/TI1/tF669ZjQ5ta008ePH4+JiWHbKPb2229PmTLFnQ8FIFgYzdjM79h6zhPMrOGatCRI7wD4EubKwMXVR3FxsRe+EIIg5HK5Wq2mKJb+gcARkUhkbwfTaDQWC5w8KkAkEpEkWVJS4s2N6vX6H3744fDhw/fv3+dwOA0aNOjXr1/fvn2dd1f2iSINvvag6GS2w+ZrAhn6tigc3Vfi/9PkmEym2bNnHzhwQKlU2my2kJCQ9u3bf/XVV17uOBAaGmo2m/V6vTc3WklZWVnff//9xYsXdTqdQqFo27btyJEjWTOeh/B4vJCQEISQ0WgMrK/O09R6fOEuMev8VQihlLrUJ8NMcTESpVJJ0+x9ahxZu3btunXrHj9+TNM0n89v1KjR/PnzGzVqVBVVBwCJRGLvtqNSqaxW9gE+ASuxWMzhcFQqla8L8QijBfvku5CcvLJt78zs4doW9d2/ALOfiWiaViqVlSqx+lEoFHq93miEIQMrgCRJ+3CkBoPBYDD4upxyVOg6DQL8P0CA92cQ4N3mkwAfcK7e4674RZz31GFGjw6j3+pp6NAIxuwpXyAGeJ+DAO8Ew6A9ZwQbDgkpmuXR9xAh88kbWGpshQN8NQcB3m1BHOAtVuzfm1hHrWPmjNA2Z5vo0XUQ4N0GAd4NQRzgoQs9AAAghFDj//WoF/DY7+I9Kibm/SiZsVF6v9DvG+IBCC4Yhvq3My4er44OY4noGgM2fTX6ZqfQaIbZqAFwH0Vjn26RlE3vPA4zZ4SmkukdAFBVIMADAMB/cQiU0da4erLSSTN71h3upBXy1QdEWiNEBQC8Kr6mdfkkVfdU9t3z0AVywnLZjQcw+BwA7rDSaN6Pkot/l35Whcdh5ryuaZ4AnUYB8BcQ4AEA4B8i5LaZr2mXjFel1GNfwUqjPWcEoxaF7jkjoN0aQAsA4B4Bj5k2SPvBIK2AbezJJyXEtP/IthwVwo4JQIXYbOirHZLMG6XTO5fDfPq6phnbnI4AAF+BAA8AACwSa1vXfcDMHIFCJewraA3Y6gOiictll+64OZcVAMA93VLNyyeqEqJZHtumbWjLMeG0/8geF8OjLgC4xMaghbslf14rPZIrl4P+PUybCukdAD8DAR4AANjhGOrfAf081zaiq4FLsD8Yf7+Q8/FG6YyN0rsF0HEXAO+JDqOXjFeN6GpgnSj+xgPO+G9le84IvF4XAAGGYdDyX8RHs0qndxxHHwzStmoAz70D4HcgwAMAgDMCEo3oZljznqqcB+OXy77eKSnRwkEVAC8hcDSim2HBaHWEnKXHvMWKrT4gmrMlRKmDvRIAdgyDVh0QHzzPL/U6jqMPX9V2TIFZVwDwR3BWAwCA8tUMo2e+pv1ipLpOBPs8VTYGHc0iRy+Sbz0mNFlgfDsAvKRRLLXuX7oBHdiXZt7gjV0iP/hX6XwCAEAIbTws+uVs6b0Dw9C7fXWdGkN6B8BPQYAHAABXNYunVk5STs7QSUXsY2QZLdj3R4WjF8sP/sW3wTBaAHiFkGQ+HoFmvqYXC1geddEZsW/3iOf+IFHp4ZoHgP+36Yhwx8nSj5nY0/tLLU0+KQkA4Ao4mQEAQAUt+JNKAAAgAElEQVQQOEpvaVo3Rdk3zchxMEhWsQb/do940goY3w4A7+ncxLLqXWWTeuwDbp3OIcctlZ3KKf2gLwDV065Tgh+PC8u+PqqXPr0VpHcA/BoEeAAAqDCJkJnQR79msrJDIzPmoL/83QIY3w4Ar6ohtc0fpR7dW8866qRaj3/+g2T+donGAA+5gGpt1ynBf34VlX19ZE/9qx2M3q8HAFAhEOABAMBN0Qp65mvaBWPU9WuxTGdll3WHO2mFbOkecbEGjrcAeByOoVc7GJc5mGQOIXTiKjluqfzM9dLzXQNQTfxylr/uN5b0PqKrYUgnSO8ABAC4oAQAgEpJiaWWjlfNfE0bKXcwvp0N/foXf9Qi+YZDIp0Rmv781MGDB4cNG9agQYPIyMjGjRuPHz/+4sWLvi4KuCk2gl4yXjWql57L1v1FqcM/2xoya7Nk04+/DRo0KCEhoWbNmqmpqe+9996NGze8XiwA3nP4En/1ATFTpodK/3bGEd0MvqgIAFBhxJw5c3xdgx8xGr1x6xHHcYFAYDabbTDIVUXweDwul4sQMpvNNM2elAArHo/H4XC88/MOJkKhEMMwhmHK/eowDNUJp19uZRaQzO1HXMrKktJpG5aTx/31ggDHUEI0TQT17VOBQEDTNEWxP43sb8xm89ixYxcsWHD37l2j0cgwjE6nu3HjxtatWymK6tDBwfjmVY0gCJIkEUJWqzVQvjo/QRAEn883mUzMC7kEx1ByHWvbhuab+VzW+R0fFXOuPKxzL/dmSf4pmrZqNJrs7Ozvv/9eIpG0aNHCi+X7DEmSHA4HIWQymeCCpEJ4PB6O4yZTgD0rfjSLXLxbYiuT3vu1MY5/We+FAoRCIUKIYZiA++p8TigUUhRltTrs7gfK4nA49rMqRVH+f1a17x0uggD/DxDg/RkEeLdBgHeP6wHejsBRch1reksThmG3H3JsDEuMt1DYpTu8I1l8Po+pF2XFg7Q9PrAC/JQpU37++WfWRZmZmTKZrHnz5l4oAwK821gDvJ1MzPRoZsIwdP0Bt2yrI07wpbV7S2p1Nzw9ZzU9QwjZbLZjx44lJCQkJSV5p3gfggDvtkAM8Ceyya93sqT3l1uZJvTROxrMpWpBgHcbBHg3BHGAD+o2IAAA8DqJkBnVS796sqpDI4eT6Bap8W/3iMd/K//zGlk2VABvunr16o4dO5ys8OWXX2o0Gq/VA6ocl4Pe6G5YPlFVL4r92lcc0TZpYFZ0qy9x4r8TYs+aNQsulEEwOXOd9/VPkrJ3aXo0M0/sq/NOegcAVBUI8AAAUPXs49t9PVadFOMwBuQ/I+b9KPnXWum1+zDbnM/s3bu3bLPti7Ra7bFjx7xWD/CQupHWpe+oh3Zmn/0Rw7mRTT9MGnRFUrMLQqigoODcuXPeLhEAzzh/izd/e4i1TM/FLk3M7/fXBmtHMACCGAR4AADwlJRYavE41fyR6rqRDmP8jQfcaf+RztgovfsEZpvzgTt37pS7zu3bt71QCfA0LsG81UO/bIIK6a+xrsCX1q//ytG4nnsEoSnwRwfB4dxN3tytEqrMKahdsnnaIC0OOQCAAAQ7LgAAeFZqPLV8ompKf50ixOFTpvbZ5hb8JHlczNY+CDzGbHb4pMNzFovFC5UA76gbaaWuvZ5/ZjJNadmWY7LYfg0HXj79OP1REeyMILCduc77/McQii7dyJ6WaPlosDa4x1IFIIjBvgsAAB5H4Kh3C9PGqSWTM3RSEXuMtzHo2GVy7BL51zslBUpIDl4SHR1dJeuAABJdM+rptWXXdzRU3d/LvgaGPzQkv71Uvmi3uFAJV0ogIJ3KIb/YFlK27b15gmXmMC3rDIsAgIAApyUAAPASLgeltzSte1/5akcjj8P+3DVtQ0ezyLGLZSv3iZQ6OER7XNeuXZ2vgGFYt27dvFMM8A77H92if5h7OCP3yEDK8Jh1NdqGDl/kj1kSunK/GHZGEFhOXCXnb5OUfe69ST1q9ggtl4DRUwEIYHBCAgAAr5IImNG99BumKtNbmhz1YKRo7JdMwVvfyFftF6kgOXhS7969k5OTnazw6quvxsTEeK0e4AVDhw6tVauW/X+r7u3O2dHw2fWViGHvGkNZ0S9n+W99I1+2V3znMbRaggBw7DL51U8SuswvOjWO+uwNjaPbxwCAQAHXhQAA4AOKENvkDN2a95QdGpkdTeFjprC9ZwUjF8o3HBLpjDBSsEcQBLFx48bIyEjWpampqV999ZWXSwKexufzN23aJJPJ7P9JW9QPTk3M+amR8u5PCLFnGzOFHTjPn7RCNm6pfMdJgdYA+yPwU39cIRfuYpkxrnkC9ekbGpIL6R2AgEfMmTPH1zX4EaPR6IWt4DguEAjMZrOt7PEVOMbj8bhcLkLIbDbTdJluYcAxHo/H4XC88/MOJkKhEMMwhmE899WFCJmOKZYWCZZCFVFQwv7cu5XGcvK4v14QMAyKr0mzToLlbwQCAU3TFEX5uhCXyOXywYMHl5SU3L59+/mxRSqVTpw4cdmyZUKh0DtlEARBkiRCyGq1BspX5ycIguDz+SaTyfmMgC+KiIjo379/QUFBbm6u/VxsNRURmj9ebi8Nj055UuKwpV2tx7NyefvPCZ6UEHKxTSEN4PM4SZIcDgchZDKZ4IKkQng8Ho7jJpPJ14WUdugif9Euia3MftCyvmX2CK3P297th1OGYfzwq/NzQqGQoiir1eGMNqAsDodjP6tSFOX/Z9UKXWxgrp/tqoPi4mIvfCEEQcjlcrVa7f8/Jr8iEokEAgFCSKPRwKDQFSISiUiSLCkp8XUhASYsLAzDMJvN5p2vLvsed+Nh4fUHzuaEl4ltQzoZX25l8vl1mHOhoaFms1mv1/u6kIoxGAzXrl1Tq9UKhSIlJcWebbyGx+OFhIQghIxGY8B9db7F5XKlUqlSqXTj3q5Wq7127ZpOp4uKikpKSiIIAiF07T530xFh9n1nO6Nd3Uhr91Rz60RLLUXg3VaWSCT2q1uVSgXBoELEYjGHw1GpVL4u5B8OnOcv/0Vc9jI2Lcky8zW/eO5doVAghGiaViqVvq4lwCgUCr1eDy0xFUKSpEQiQQgZDAaDweDrcsph3ztcBAH+HyDA+zMI8G6DAO8eLwd4u6w73I1HRLcfOouOUpFtYHtjvzYmv+0MGaAB3rcgwLutMgHeCVd2xuci5HTzeKpVoqV5AuUPSckVEODd5ocBfs8ZwZqDorLXsK0TLZ8M84v0jiDAVwIEeDcEcYCH4VgAAMCPpMZTqfGqrDvcdb+Jcp+wH6LVenzDIdGuUwI/j/EABLTUeKppnOr8Ld6es4LLuVznt/cLlcTBv4iDf/EFJNM8nmrVwNKiviVUAv3SgcfZbGjFPvGB8/yyizo0Mn84WBsQD14BAFwHAR4AAPxOajy1bKLqdA753RHhoyL2iy+I8QB4Goah1omW1omWJyXEbxf4hy+S5c4nZzRjp3J4p3J4CKEIGZ0YY02sbW1Qi0qIpv2kFRQEEzOFzd8uybzBK7uoc2PzB69qHc11AgAIXBDgAQDAH+EY6tDI3C7ZfDqH3HBI+MTBEHcQ4wHwgqhQemRP/evd9Jk3eb9d4F/6m1d2nLCyClVEoYo4cZVECHE5KC7K2qAWlVjbWjeSjg6zcuESDFSOxoDP/j7kxgOWX1K3VPPUAVoc0jsAwQjOHgAA4L/sMT4t0fzrX/wdJ4VFGvbLMXuM331aMLij8eVWEOMB8AgOgdonW9onWwqV+OFL/MMX+c/UriYkyopu5nNu5nP2nkUIIQJHkaF0nXA6JpyuXcMaU4OuXYPm82DPBa4qUBIzvwth7aLVt41p/Ms6HOY6BCBIQYAHAAB/x+Wgvm1ML7U0//oX6STGq3T42oOiHScFgzsa01uaIAwA4CERctvr3QwjuhruFnDO3+Kdu8m7/ZDjSpv8c7QNPSoiHhURZ67/9xUMQ4oQW6Scjgy1RcjpSDkdKbdFhtJhEhsGSQz80+1HnFmbQ1RlHujAMDSyp35wRxjqDIBgBgEeAAACA5fD9G1jeqml6UgW/4c/hEUOmv7sMX7bcUHfNFO/tkaJAGI8AB6BYSguyhoXZX2ts0Glx/+6xT1/i3fpDk9vcidwMwx6psafqfHs+/94nUsw4XJbhMxWQ0qHy2wRcjpCZguX2cJCaBicrHq6cJs370eJ0VL6Z8bloPf7a7s2NfukKgCA10CABwCAQMLloPSWph6p5cR4jQHfcky467SgZzPTkE5GGA0bAI+SiWw9mpl7NDNbaXTtPvfyXe6tfO6thxyDubKt5xSN2dvqEfrHvPQ4hkIltgg5HRVqiwylo+R0VJgtUk7Dzh7EGAbtOSNY95uILvNHFpLMv4drUuNgfmIAgh8EeAAACDz/jfHN/tep3kGMN5qxvWcFhy7yX2ppGtTeGBYCV/YAeBaHQE3jqKZxFELIxqD8p8Sth9wb+ZwbDzgPnnFsVbcL2hhUpMGLNHhO3j9e53GYqFBbzTA6JpyOCbfGRtAxNWguB3riBLwSLb5wl+Ti39yyi8JCbHPf1NSLtHq/KgCA9wVAgL9///6ePXuys7NVKlVYWFhMTMzAgQOTkpJKrWYymbZs2ZKZmanRaOLi4po2bTpo0CCCgO5lAICgxSWYvmmml1qYTmSTW44KC5TsRzyTBfv5tGD/OUHHFPOwLoboMNrLdQJQPeEYqhNB14mgezZHCCGjGbv9iJP3lJNXSOQ/I/KeEmp91Y8SbrFieU+JvKfE2Rv/KwNHkXK6biRdW2GtG0nH1bTWUsBBIMBk3uAt/lnM+oOpE07PfVMdLoP7swBUF/4e4E+dOrVw4UKaphFC4eHhJSUlBQUFf/3115AhQ4YNG/Z8taKiorlz5967dw8hJJVKc3JycnJyrly5MmPGDIlE4rPqAQDA87gc1D3V3Kmx5be/yB0nhY6Gxaas6GgWefwK2aWJeUgnQ+0acAUPgFcJSKZJPapJvf/v5KwxYHlPOflPiQfPiIfPiAIlUajEKbqKx6yz2dDjYuJxMYHQf2cLDxHaGsZYmybgzRqghnWqdmugipkpbO1B0YHzfNalKbHUrBEaGOsEgGrFrwO8Wq1esmQJTdMdOnQYPXp0aGgoTdP79u3buHHj9u3bGzVq1LhxY/uaixcvvnfvXnJy8tSpUxUKxePHj+fNm3ft2rX169dPmTLFt/8KAKqtVatWrVy5Uq1WYxhWs2bNL774okuXLr4uKmhxCaZPmql3C9OxK/ztJwSPi9lb42kb+j2LPHaZbNvQPLSzMb4mdLn0CydOnPj4448fPXrEMIxUKh07duy7777r66KAx4UImZRYKiX2/yM9w6BiLV6oJJ6U4AVKolBJFCrxAiVRrMHLPvbsNo0Bz7zJy7yJ0D7EIVB8TUlibUtyHWtqnEXs91FQp9MtXbr07NmzOp1OoVD07dv3jTfeqNDbDx8+nJOTYzQao6Oju3btWrZTp/+4+4Tz5Q7Jg6fsx/POjc1TB+rg+QgAqhuMYfx3t9+5c+fmzZuTkpK++OKLFzvDb9iwYc+ePWlpaR9//DFC6ObNm9OnTxeLxWvWrHne3l5YWDh+/HibzbZu3boaNWq4uMXi4mIvfCEEQcjlcrVaTVEw1kgFiEQigUCAENJoNBaLxdflBBKRSESSZElJide2eO3atZ49e5b9hctksqysLLFY7LVKKiMsLAzDMJvN5s2vrkrYGHT+Fm/LUeGdx+XcpW0YQw3uZGzdwFK181SFhoaazWa9Xl+VHxqkTCZT06ZNi4uLS73O4XD279/fvHlzn1QVWLhcrlQqVSqV9v56QYm2oWIN/kxNFCjxZyriqQp/qsILVURBSVW22HMIlBJLtWload3AHCH3xy7ZX3zxxdKlS23/HEtALBavX7++a9eu5b5906ZNc+fOVavVL77Yq1evRYsWhYeHu16GWCzmcDgqlcr1t1QUw6DdpwXfHRay/n1JLvN2uv7lVibPFeAJCoUCIUTTtFKp9HUtAUahUOj1eqMRJgisAJIk7cHQYDAYDAZfl1MO+97hIr9ugb9z5w5CqHPnzqUeZW/btu2ePXvsSxFCZ86cQQi1aNHixd7yERERSUlJ165dy8zM7NOnjxerBqC6y8vL69q1K+u9MJVKVb9+/cePH3u/qmoFx1BaoqV1A8u5W7xtx4U38x0e6q8/4M75nlsv0jqgvbFLEzNR9Q/kgnLEx8ebzSzTPlmt1t69e58+fbp+/frerwr4GwJH4TJbuMyW/M8e7wyDijX4EyVRUEI8KcELlcTjEvxJCVF2hnBXWGmUlcvNyuWu3CeKi7K2SbK0aWiJi/KXfjoffvjhhg0byr6u0+mGDh26bds25xl+0aJF8+fPL/v6oUOH+vTpc/DgwbCwsCqrtXJy8rjrfhPeeMAyXh1CKC7K+uFgbUx40N6uAgA459cB3mq1KhSKWrVqlXqdy+UihJ7faM/NzUUINWvWrNRqzZo1u3btmn0pAMBrunXr5qQnC0VRffv2/eWXX7xZUvWEYSgt0ZKWaLn4N2/bcUH2ffZrQYTQ3QLONzslW48JB7Y39mxu5kGHTG8ZOnQoa3p/rlevXvbhXQBghWFIIbUppLYX++EjhLQGLO8pJ+8pkVfIyXtK3C+s8IB5uU84uU84W44Jw2W29snm9FYm3w59d+vWrY0bNzpayjDMmDFj7t6962iF69evL1iwwNHSu3fvzpkzZ9myZZWtstLuFXC+OyI8d5PHuhTH0ID2xjd7GLgEHKUBqL78OsB/8sknrK+fO3cOIRQXF2f/T3trXtmOB/ZXHj165MESAQD/ZDKZSvVOLCszM9M7xQC75gmW5gmW6w+4208Izt/iObq78qSEWP6L+Pujwj6tTf3aGCVCuED0uOPHjztfQafTqVQqmUzmlXJA8JAImUaxVKMXUr1aj98vJO485lx/wL2ex1G63ET/VIXvPi34+YygaRz1citjmySLT7rqzJ071/lDjlqtdt++fY46XW7atMn5Exa7du36/PPPpVJppaqshEIlsfl34R9XSJuDf2VYiG3aQG1qPDx9CUB159cBntWVK1d27dqFEOrfv7/9FftjlmVHm7c/Z8v6zMP169dnzJhR9vXvvvsuJCSkagsuC8MwhJBEIvHnAQj8EI7/95JBLBbDV1chOI5jGCaXy72wrS+//LLcdRiG8U4xlWTfVXEcD4hqy9VOjto1QTcf2Db+hp28gjm6RlTr8S3HhLvPCDPaMa91tYW79U/HcZzP5/N47I1I4DlXntlesWLFN99844ViApd9V5VKpXBqcEIuR7G1UOf/DqrAPFPR2ffwK7nYjTyUcx9Zy/slMgzKusPNusMNC0EvpzEDO9oiQz1e84uuXr1a7jq//vqrowHtzp8/7/y9FEXdunWrV69erhRjvyCpqlODSoe2/o5vO4ZZHD+s0KkJM3MEIxUFxggyztmHgvJ1FYFHKBTy+eyTEQBW2P9G9+Hz+SRJ+raYqhVIAd5sNm/fvn337t02m2348OEpKSn21+0DZdmHN3uRUCi0v4v1o1hb5nEc99rU8c/jKKgo+Orc453fdk5Ojiur5eXl1atXz9PFVBWvHRa8ILku+uYddL8AbT6Mfj2HKAfXiwYT+uEo9tMJoldLNLw7Sij9JFP5MAwLpu/NE6xWlx4tvnXrFnyTroBTQ4VEhqHIMNSjBUIIGUzo0t/oxBV08goq1pTzxmIN2nwY2/o70akpGtQJtWyAqnYITEdcGRTz6dOnjnaWsuNEsq5ToX2t8jtmsQZtO4a2H0MGx0/SCEj0/qtoQAcMoeA5DsAxzQ1wVnVb8J0dAibAnz59ev369UVFRXw+f/To0S/eIpVIJCqVquzAjPa2d5gHHgBvev5si3MBlN6DUmwkmvUGmpSBdp5APx5DWgeDs1JWtP8s2n8WNYlDb/ZGHVK8dKVeTXA4Lp2C69SBebqBZwn5qH0Kap+CZgxHOffQiSvoxBV074mzt9A2dOwSOnYJNYxFkwegFg08XqRAINBoyrm7EBrqsFeATCZ78sTpP6nqWtRdcfsh+vEoOnQeOWl1x3H0Shs0rg+KgOZqAMALAiDAazSaVatWnT59GiHUvn37t956q9RUH6GhoSqVSqfTlXqj/RXWw3FqauqFCxfKvl5cXFxUVFRlpTsA08i5B6aRc5s3p5F7/fXXP//8c+frYBjmhR2t8gJ3GjnXDWiDejbF9p/j7z0rcPJM7JVc9K8VqE4EPaCdsWtTc7njJ8E0ci7CsPIncx03blxA7C8+VB2mkfMEiURi71aqUqme9weJCkFDO6ChHdCjYuLsdd6Z6+T1B86uFa/fR+MXoRYJllG9DfUiPTheff369QsLC52v07FjR0c7S5MmTW7cuOHkvTiOx8XFubivuT2NHMOgv27zfj4tyMp1OKooQgjDULuGlje662PCaUSjoDkAwDRyboNp5NwA08j5zNOnTz/88MPi4uKYmJhJkyYlJiaWXcc+uk/ZK2z70cF/JgUBoDoIDQ3l8/kmk7PJaRMSErxWDyiXWMAM7Wwc2N54IpvcfkKY/8xhD728QmLxbvHGQ8JXWpv6tjGFCP1xmujA0rhx4ytXrjhZgcfjlZ2KBQAviA6jB3UwDupgvFfA2X+Of+wyabQ47IFz4W/epTu8Lk3Mb/QwRMg8chvlgw8++PPPP52sQJLk0KFDHS0dPnz4tm3bnLy9Z8+eNWrUcL++8lis2O+XyJ/PCJwcY+2axlEje+ob1PKX2fsAAP7Grx8JMBgMs2fPLi4u7t69++LFi1nTO0IoJiYGIXT58uVSr9uviurWrevpOgEAL9q+fbuTpTiOHz161GvFABdxOah7qnnNe8o5r2uSYpxdOKr0+JZjwuFfyr/eKcl7Cs/jVcpvv/3m/Nm8LVu2eK0YAFjVjbS+20+39aOSCX10dSIchnMbg45eJscskq05KNIYqv7ysk2bNs5HmPvqq6+cPJaSlpY2cuRIR0sVCsW8efMqVZ9jKh2++XfhiK/k3+4VO0/vCdHWL0aqvxylhvQOAHDCrwP877///ujRoxYtWkyePNk+9zurVq1aIYQuXLjw4nh1Go0mOzubx+N16tTJG7UCAP6nbdu2K1euxNieluZyuWfOnIFhVP0WjqG0RMvicar5o9QtEiz/x959h0dRrQ0AP1N2Znt2N72HFnoJ0kRpooCAgAUEFAWRq2AXQS8i5QOuBfQqqNeCYKEogiAdNBQRQpQaIoReQkjP9jI7OzPfHxsRku3JZneT9/f43Ic7c2bnzWx2M++cc97jYcY7y2HZx+mpS9XzvlPmXfY0FhR4QJLk0aNHXZbrxzDsgw8+GDBgQMNHBUBtUloY0cv2+YvaxVP0/ToxIjeZMsthGw9KJr2v/n6fxF2NzICtWrVq+PDhtbcTBPHOO+889thjng9/++23X3zxxdpJfrt27TZt2uTsDapf18qIDzfKJ7ynXrNX6vmhRkY8N2uscelUXVdYJQ4A4A0xb968UMfg1rJly/R6/bRp02JjYwVXnBlCXFzcsWPHrl+/XlJS0qtXLxzHGYZZtGhRSUnJgAED+vTp4/sZG2ZuCY7jEomEYRiehwGofqAoyvkch2EYmOjoF4qiSJJsyKlT7du3nzFjRl5eXlFREc/zOI7L5fJnnnlm8+bNHooMhRupVOqcotwEZ50lavh7ujADOjMYQpdLSI53ncoLCF2vIH45Jj50msJwlBbHkQRCCEkkEo7joMyHL5RK5fTp0zmOO336tMPhwDBMLBb37dv30KFDWVlZoY4uMhAE4Zy5A8vI+YWmaWc2a7PZfL8hiVfxfTrYB99hY1jscgnpckFK1oGduETlnqXap7MqeX2+KaNGjRo5cmRJSYnNZhOJRElJSQ8++OCGDRt69erl9Vgcx/v16zd69OjY2Fi1Wp2WltavX7/p06cvWLDA38HzFEXhOO5hstjJS6JPt8g/3y6/cIPkBbePQjEMdWtlf36k6ekh5ox4rtFXCXWuDyUIgud5dqA2qVTKsqyPa5cAJ5IknWU+WJYN/xsS56fDR97L54QKx3EPP/ywh78oiYmJn3/+ufPfxcXFM2fO1Ov1Uqk0LS3t0qVLdrs9KSlp8eLFflWhr6ysbIALAkXsAgNF7ALWkEXsGpOmUMTOFzozvvsovemQpMroZdCWXCIM7GJ7+G5rm+YqKGLnL4qilEolQshqtcKl8wsUsQuMyyJ2fimqIFbulh48Tbu7dRIRwhP3WR6+24o3rtTUXRE7B4cO5NMbfpdcuOGlyJSIFO7NYkb1tqbHNaFfWihiFzAoYhcAKGIXAuXl5b4/D05MTPzoo4/WrFlz9OjRCxcuaDSa3r17jx071q+HGQAAAGpTyfgxfa2jett+PUb/dFByvcLtHE6TFfs5R7LtD8mALOGhu/FmQSwIBQAIveQYbvZ449nr1q92ylxOpWE57KudstwCasYjpnh1Y85UBQH9lk+v3CUt0XqpDKKS8w/0tA3vaYuSwTBMAEAgwrcHPiSgBz6cQQ98wKAHPjDQA1+bIKATF0WbciR/nKW8flm2THIM7WG7L4sRkfCHxjvogQ8Y9MAHpu498Lf68xy1Ypf0conrniEJLTwz1DykWyMZOF2jB/6vq6Ivd8gKCr30imXEcw/dZR3gw0qcjRX0wAcMeuADAD3wAAAAAMIwlNWSzWrJXiomNxyU7M+jHe4zpgs3yKWb5N/+Kh3UlRnRyxoTBd1NADRa3TPtd7SyZx+nl++U6c01p9tYGezDjfKcM9TLD5rU8sbzVVBUQazYLTv4l4s6lLfKask+fLf1jpaeKoMCAICPIIEHAADgt+aJjhmPGCfdZ976h2T7H7SHAss6E77uN8nGg+K+newP9LS2SYUaPAA0TjiG7uvKdM9kP9woP1zgIqfNLaCe+Uj16kOmXm0jfhidzoQ+3Srf/ofYw0NMkkD9OjEP36sqtvkAACAASURBVGVtngjfewCAegMJPAAAgADFRPET7zM/do9lfx710++SS25Gz6K/l53LPk47x9Xf05kRU010ECkAjZtKzs+bYNh1VPzZNpmVqdnjbLDg/7daOWmweXSfSB0MzHLY6mzyu19Ik9XtN55MLAztYRsJI48AAEEACTwAAIA6ERHCvVnMvVlM3mXRzzmSnDOUhwqkznH1K3fLBnW1DethS4qGScsANEKD77B1ac4uWS8/daVmcTteQF/tlBVXEs+NMBFelrYIO9criEVrFe6m+iOExJTwSB/rw3dZJTQ8owQABAUk8AAAAOpHp2Zsp2ZspQHfl6/+YS8yWNxO9zRasA2/SzYelHRuwQ7tbuvdjom4+3gAgGfxau69p/U7jog/3yZj2JrfBtv/FBdridnjDDJxxCS6B/+iP/hJbra5/mbDMTSgCzN5sFmjgF53AEAQQQIPAACgPkUr+SnDhbH9mR25jvUHpFdK3S6qxAvo+AXR8QuiGKVsSDfbA71gXSUAGhUMQ0O729qlsYt/VFwsrnnPefyCaPoXUf/3hCFOFe4ffLsD+99W2Y4/xe4adMu0Pz3EnBEPQ4oAAEFHzJs3L9QxhJGGWZ4Bx3GJRMIwjO8L3QOEEEVRIpEIIcQwDKwV5BeKokiShNVH/CWVSjEMEwQBLp2/JBIJErjUaOuwHrb26ayFwW9UER6WnbMwWN5l0c854qJKUiUTwv9uPhgIgnCu6eVwOGCRUb8QBCEWi202G6yM6xeapkmSRAjZbLag3pCo5MKgrjadGb9wo2YOrzPj+0/RnZqx0crw/dRfryBmrVT+ec51qfnmiY6Zo42P3WNVyeHXzwupVIoQEgTBZmskCwo2GKlUyrJs3Zd7bFJIknT+VWVZNvz/qjo/HT6CHngAAADBgmGoa0u2a0u20oDv+FO8JVdce32pm1hHdaG7lBhu0B22Id1sSincEAPQGIhI9NIoU5KGW7lbxt/+sa4y4jOWR70xxhiepen3nKCX/Sy32l0Mm1fJ+MlDLAOzbDgsDgcAaEDQA38b6IEPZ9ADHzDogQ9Mk+2BN5lMOTk5xcXF0dHRzg+dvyQSCcdxtz7wltJCp+bsqDutzRM5kw0vqXI7rh4hZLDgxy9Smw5JLpeQComQqPHjq/L8+fN5eXkMw8TExAQQeQhZrdZdu3YdPnw4JibG2WkAfFTHHvjjx48XFBSQJBkVFeXvsc537ciRIyqVKoDDQ6vBeuBvap/uSI935BZQHH9byuvgsN/yaREptE/3tYOxuLi4rKwMx3Gx2O2w9jpiHdgX22UrdskcnIsEPauVsOhJXYcMFpZ29x30wAcMeuADAD3wAAAAGr8ff/xx3rx5ZWVlN7ekpqa+//77AwYMqJfXF5GoTwemTwfmwg1yy2Hxvjy6dmmrm1gOO5BPH8inM+IdQ3vYBnZhPBS7stvt06ZN27Fjh91e3YlHkuSAAQO+/PJLmUxWL8EHz9atW1988UWj0Xhzi0gkmjJlyvz580MYVaNXVFQ0efLk48eP38xdpVLphAkTFi5c6Mvhe/funTJlil6vv7mFJMnx48e///77QQm3sbi7vT1aoZ+/Sqm7fTAOz6MVu2QMi00YaPFwuMViWbp06Zo1a4qLixFCGIZ16NDh2WefHT16NFavmXSFAZ/zjdLl0pg4hp4Y5PjXcGQwQDcMACAEMJgwdqvKysoGuCAEQajVar1eH/5Pg8KKTCaTSCQIIYPBcPMeHfhCJpPRNF1VVRXqQCJMdHQ0hmE8zzeRS/fSSy+tWbPG5a7XXnvt9ddf9/2lNBoNwzBms9lzM7MN23+K/vmQ5GqZpw55JxEp9GpjH9rdltWy5jenTqfr0aOHVqutfZRMJjtw4EBqaqrvwTew2bNnf/755y53tWnT5sCBAw0cTyQSiURRUVFardb3wVm5ubmjRo1y2Z3VokWL33//3dk17c677767ZMkSl7vS0tKOHj3qYxihpVAonN1TOp2ugXv2SrXEW98qr7n64D812Dymr+tBTyUlJQ899ND58+dr7xo1atRnn31GEN6/SXyhN+Mzl0e5/F6KkvEzRpv6Z1EkSep0uno5XdPhHBjFcZzLr2vgQUxMjNlsbmrjAeuIpmmFQoEQslgsFounJ4PhwK9hg7BuDwAAALRq1Sp32TtCaMmSJb///nu9n1QmFoZ2t332onbRREOvtnbc418k1oEdyKf/vTJq2seqLYfFJus/vW1DhgxxdztoNpvvv//++g27Hh0+fNhd9o4QKigoeO655xoynibCZrM9/PDD7lLWixcvPv744x4OP336tLvsHSF07dq1xx57rK4hNnbxau79f+k6N3fRjbFyt2z7Hy5GxQuCMHHiRJfZO0Jo06ZN7777br3EZrRgb6xQuszeOzVj//eCrlsr6EIAAIQSJPAAAADQggULPDeYPn16kE6NYeiOVvZ5jxtWzax6arA5XuWlE/VSMfnJFvm4tzWL1iqOXxAdOPD7xYsXPbQvLS1du3ZtvYZcb55++mnPDdavX98wkTQpc+bMYRjGQ4M9e/Z4GHfzxBNPeH79X375JcDImhKFRPjPJP3QHjXnQgsCWrZZvvtozRx+165dnoc2fPrpp3XvErcw2JvfRF2uNXIew9DIO63/maSHNd4BACEHCTwAADR1ZWVlXqcJXL58OdhhaBT8mL7Wla9p356k79OBITx3yHPVHfLvbLs7ucc7lDzdQ+NVq1bVc6z15NZyAy7xPL9z586GCabp2L17t+cGgiAsX77c3d7CwkKvh69cuTKQyJoYAkcvjDA90qfmqGBBQB9tkh86fduybV4/CAzD7N27ty7x2OzY7K+V567XzN6VUv4/E/VTh5vJ+hmhDwAAdQIJPAAANHUnTpzw2kYQBK95S73AMZTVkn1znPHbGVVPDTbHq730d3FETEKX1zuOu9Rq2C/q5qMx3EXZ/Bs3bgQn2DrhOM6XqiswDb7e+TL/tqCgwN0uXwq25+bm+hdTU4VhaPJg87Ba/fAcj97+QXnklqXXr1696vXVfGnjDutAC9coTl+r+QUilwj/mWSoXXoDAABCBRJ4AABo6nDPs8/9bFZfopX8mL7WldOrfOmQRxiuTL63+b3rOo6/ltr7I4mm4207I3mhp4gOPnLV8bLDu+Y7DEPPjzANuqNmDs860II1ilNXRH83C+IldXBo4VrlkfNUje1SWvjPRH3LJFi7CwAQRiCBBwCApq5Lly5e2+A4npyc3ADB1Dzv3x3yK6Zrx/a3xCi9dH6KpAlxHV5s90he6xEHYto8TVBKhFBIIveKIAhfcpKBAwc2QDBNikaj8dqmffv27nb58iSrT58+/sXUtGEYenmUqU+HmoUJGBab+63yXBGJEMrIyPD6Os2bNw/g7DyPFv+oyC2omb3TImH+E4bMFMjeAQDhBRJ4AABo6mJiYryuX9KyZcuGCcadeBU38T7LtzOrO+S9TkaVJ9yd3vfLThNKm9+7bsCDc7mwrDyVkJDguQGO4wMGDGiYYJqOoUOHem6AYZiH+oJeM0kMw8aPHx9AYE0ZjqOZo43dMmsWeLcw2OyvlVfLCK/vmkQi6d+/v7/n5QW0ZINi/ym6xnYRid56zNgxA0bOAwDCDiTwAAAA0MKFCz3sxTDso48+arBgPLjZIb9qZtXkIeaUGC8l63FCrG4+evfFIROXaL7eLS2qCK8iVN98843nBk8++WTDRNKkzJ07VyqVemgwbNgwpVLpbq/XRQ1GjhwZYGRNm4hEs8cZ26XVzJkNFvzNr6O69ryvd+/eHg5/5ZVXPLxr7ny8Wb7nhKvsfbwBlosDAIQnYt68eaGOIYxYrTVLoQYDjuMSiYRhGF8K4YCbKIoSiUQIIYZhOM7LXTu4FUVRJEk2zK93YyKVSjEMEwShKVy6du3a6fV6l6s0YRg2b948v3ISiUTCcRzLBrHzSkwJ7dMdI+609Wxj5xyOC9dZDK85AvZWFgbLvyrafFiSe5ays1hSNE+LvBeQC7bExESe53NyclzuzcrK+vbbbxs4pEhEEIRYLLbZbL4UBXS2v+eee77//nuXf0o6dOiwYcMGD7Mb1Gq1XC7ft2+fy71t2rTZuHGjb4GHGE3TJEkihGw2W5jckJAE6tPRfvwCVWm8rYfJwmCnr4nendnvt9/2uVy74bHHHps7d66/8+S35opX76n5KMc5FuCudp6yd4qicBy32WrO2weeOR+cCYIAl85fUqmUZVmHAyZ0+IEkSZqmEUIsywb1hqReeH6sXAP0wAMAAEAIoUWLFq1atSo1NfXmTTCGYa1atdq6deu0adNCG5sHrZIdrz5i2zDPkmBfYa3402v780XkZ9tkj72rfucHxZHzVMjTljfeeGPjxo01ZmWLxeJZs2Z5Xe0MBKxz586nTp3q27evM4N1ioqKev311/fu3et1lvu0adN27twZFxd360aKol5++WVYNaCOpLSwcKIhPa7ms5Uz10Qb/0zduXPnnDlzWrRo4dxIkmTPnj2//vrrDz/80N8qm+euk59vk9XYiGPotYeN/TrWnI0PAADhA/PxcXUTUVlZ2QAXhCAItVqt1+vD/2lQWJHJZBKJBCFkMBjsdhjY5geZTEbTtNeFvkEN0dHRGIbxPN/ULp3NZjt37hxJkpmZmbemN77TaDQMw5jN5nqPzasTZ42bDginS9IMVp8i1yj4fp2Ye7OYFokh7tkgCCIvL89isWRlZQV22ZsskUgUFRWl1WoDG5x19erV8vLyzMzMAAZgI4QOHz5sNBq7d++uUqkCODyEFAqFs3tKp9OFW89epQGf/kVUibbmnJc3HjX278QghPR6vcFgiI2NFYvFAby+wYK98Km6VHtbzo9h6KVRpiHdvHcOy+VykiR1Ol0Ap27KnMVWOI7zZSlHcKuYmBiz2dwUxgPWI5qmFQoFQshisVgsllCH44XXUkS3ggT+NpDAhzNI4AMGCXxgmmwCX3chTOCdeB6dvCTa/qf4cAHN+paYpMVxfTsw93ZlEtShmaFDUZQzgbRarSG8dJGojgl8kxXOCTxCqLCcePF/Kitz26h4MSV8+Kw+I75O0fICeusb5dFai8ZNvM88tr9PCRIk8IGBBD5gkMAHoBEn8DCEHgAAQGOD49W17la/XjV1uNmXZZyvlRGr9kifel89Y3nUrqNisw3W8QYglFJjuZmjjTVmtdvs2P+tVpisdfp4rt4jrZ2992pjf7QfZEcAgAgACTwAAIBGSynlR95p/fg53Rcvacf0tarlXqa88wI6dVn035/kY/+jmfud8kC+rx34AIB6d2db++g+NZPqG5XE4vUKPtDhkscuiNbuq1ksKimam1HrYQEAAIQnmGUHAACg8UuL454abH7yPvORc9Qvx+jcAorlPN2tsxyWW0DlFlBKqbxvR6ZfJ6Z9OovD/T0ADWviIPPFYqJGh3luAfX9Pun4AX6PiS3T4e/8oKhRulJECm+OM8rEMKUUABAZIIEHAADQVBA46tnG3rON3WjB9p+is0/QBYUiz5VPDBZsa654a644Norv14np34nxZUA+AKBe4Bh6Y4zx+U9VpbcXtFuVLW2V7Oie6UdBHJbDFq5RGiw1B5++ONIc8hqWAADgOxhCDwAAoMlRSIXhPW3/fUa/crp2wkBLcoz34mflenz9Acnzn6ie/q961R7p9Yqa9bEBAMGgkApzHzNS5G1P2ngBvbdOUVzlx8fw0y2yc0U1O66G9bDd1xXWJAcARBJI4AEAADRdCWrusXssX72i/fxF7Zi+VpW3SfIIoesVxKps6dP/VT/zkXpVtrT2SlcAgPrVPNEx7YGaSzMYrdiCNQoL49PMll+OiXf8WXPBucwUx7PDYcUHAECEgSH0AAAAAEqP554abH7iXvPR89SeE3TOGcru8JIYXC0jru6RrtkrbZ/O9u/M9OnAKKUwjRaAoBjSzVZQSO48clsSfqmYfOYj9csPmu5o5XYsPcejn3MkX++uWbhOKRXeHGsQEfCZBQBEGEjgAQAAgGokUT1J3sJgv/9F7zlB510W8R575XkBnboiOnVF9L+t8qwW9v6dmd5t7RIasgIA6tlzI8yXSshz12+7dy3X429+rRx0h+1f95vlkpqfu/wroo83y66U1rzdxTE0c4wxXu19xA0AAIQbSOABAACAmqS0MKirbVBXm8GC/f4X/esx+oy3cncODv15jvrzHCUiha4t2T4dmD4d7LQIMnkA6oeIEGaPM7zwqUpvrjkDdPdR8bHz1IujTD1aV3fF60z48p2y7BO0y4/t+Hss3dx32gMAQDiDBB4AAABwSykVhna3De1uK64i9uXR+/Loq6VeJr2zjuol6D7bJvRuy/TvzHRpzuJQcwaAOotT8W88anzrmyhHrbqTFQZ8zrfKgVnMv+437z9FffurzGR1PQumW6Y9gCXoAAAgTEACDwAAoDHQ6XTr16/PycnR6/UKhaJ79+5jxoyJiYmpr9dP1HDj+lvG9bdcLiH35dH7TlKlOi+ZvMmK7T4m3n1MrJLzfTswAzrb26SymKuc4sSJE1u2bLlw4YLD4UhJSenfv//gwYPxBkn6eZ7fuXPnr7/+WlhYSJJkmzZtRo0a1blz5wY4NULIaDSuX7/+0KFDWq1WLpd37dr10UcfjY+Pb5izg0iU1YJ972n94h/lLkvQZx+n9+fRtdP7m1KiSo//9Hj7d05wHKdWqwcOHDh79myptOYM+WAQBGHfvn07d+68fPkyjuMtWrQYMWJEz549fTzcZDI9++yzOTk5VqsVwzCNRjN16tRp06YFNWYAQBjCBM8jApuYysrKBrggBEGo1Wq9Xs+ybLDP1ZjIZDKJRIIQMhgMdjuMfPODTCajabqqqirUgUSY6OhoDMN4nodL5y+NRsMwjNnccOWdf/7551dffdVgMNy6USKRLFq0aMKECUE66fki8tfj9G+naK3J10w7Norv3Y7p29HePr36+99isUyfPn39+vU1Wnbq1Gn58uXNmjWrz4hruXTp0uTJk/Pz82tsHzNmzJIlS5xfucGza9euF198scbni6bpuXPnTpkyxffXEYlEUVFRWq2W47wvBwhuUigUNE0jhHQ6ncMRYQuhMyy2crd0c46E9/muTSnlK/Pm5e1ZiNBtx4hEoo8//vihhx7y/exyuZwkSZ1O5/shxcXFzzzzTE5OTo3tgwcPXrZsmVqt9nz48uXLZ82aVfseValUHj58ODY21vdIQsj5RJXjOK1WG+pYIkxMTIzZbLZaraEOJJLQNK1QKBBCFovFYgn3QTd+9TdAAn8bSODDGSTwAYMEPjCQwAesgRP4rVu3Tp48mXdTa+6///3v448/Hryz8wI6c0302ylq70naYPE1k0+L4/p2YPp1sr32/Og9e/a4bJOcnLx79+64uLj6C/Y2JSUlgwYNKi4udrn33nvvXbNmDeZywEB92LNnz2OPPeYub1y4cOEzzzzj40tBAh+YiE7gnU5fI//7k6Kw3MtYGAxD93Rh1v/3rkvnjrppgP3www8DBgzw8bz+JvAGg2HIkCHnz593ufeOO+7YvHkzRVHuDt+8efPkyZPd7RWLxYWFhT5GElqQwAcMEvgANOIEHubkAQAAiGBWq/X11193l70jhObMmVNZWRm8AHAMtU9npw43r35d+9Z4Q58ODEV6fxB8rYxYtUc65UNNcdS78Z2mU7KU2m2KiooWLVoUhJCrLVq0yF32jhD69ddfN27cGKRT2+321157zUPSuHDhwhs3bgTp7KDRaJfm+OR53cN3Wz1MN2mV7PjwWZ2s7F132TtCSBCEqVOnBiVEhBBCS5cudZe9I4SOHj26YsUKD4c///zzHvbabDYP6T0AoPGBBB4AAEAEy87OLisr89DAaDRu3ry5ASIRkcJd7e1vjjOuf6vqzXHGnm3sIh/qzEhju6X0WtJx/NXWI36P6/CSSHLb9O+NGzcGqcvFYrFs2rTJc5u1a9cG49QIod9//91zn6HNZvvpp5+CdHbQmFCkMOV+8/tTdGlxNcdfyCXCs8PMHz2ra53i8JwhI4QqKyvz8vKCESHP814/SmvWrHG369SpU16/BHbt2hVIZACAyARF7AAAAESwEydO1EubekSRQp8OTJ8OjMGC/3aK2p9H/3VV5GWmLobLE+6SJ9yV0muJ8cYe7eUN+is/s9ZSq9V69uzZLl261HuQZ8+etdlsntsE77qdPHmyXtoA4NQ2zfHJc7rvsqUbfpdwPMIwdG+WbfIQi0pWPTbHw2CTm7Zt29apU6d6j624uNjzQ0aEUEFBAcMwzhkNNaxevdrrKRiGCTA4AEAEggQeAABABKtRuC7gNsGglPLDe9qG97SV6/HfTtH78+hzRV7+7GI4qUwZpEwZJNz9qbnkoPbyT4WlbP2n7z5fN0EQgjEN3pez6/X6ej8vaMREpPDUYPOIO61XSsjkGC5Rc1uHvC+T/IM018aX33ZBEAwGg8tadF6TfwBAUwMJPAAAgAgWHR3ttU3ISzTHRvEP3219+G5rUSWxP4/en0dfLfNadouQJ/aVJ/b99AD65ZLj7vbMXe3tydH1VqTNl3o5zjqO9XXGGq/stU3I3zUQiWKUfIzSRZlbiqK8DjlJSXFRiqIeQvLhs0aSpLtC9BkZGV4PD16xSQBAGII58AAAACJY796966VNw0iO5sYPsHz+kvbzF7WP32MhHd7rtAkCOnedXLFLNvkD9TMfqVfskv11VVT3SFq3bq3RaDy3Cd51i6x3DTQCLVq08Nrm0UcfDcapY2NjW7Zs6blN9+7dSdJ1p5ov1fXkcnkgkQEAIhMk8AAAACJY796927Vr56FBamrqkCFDGiweH6XHc48PtMwaebTg595l+UtZi/cJugihq2XEut8k07+IeuoD9Ve7ZGeukb4vgl0DSZKTJk3y0ADDML8WY/dLVlZWt27dPDSIi4sbOXJkkM4OmqBZs2Z5bpCZmZmYmBiks3v9KP3rX/9ytys2NtbraJQXXnghkLAAAJEJEngAAAARjCCITz/91LnWa200TX/66adisbiBo/JR7953Thp9R+Ghl06tTj23dWBFwZcOW7kvB96oJH78TfLK56oJ72k+3iw/dkHk8H9w/csvv9y9e3d3e1966aWePXv6/aK+wTBs6dKl7oYAiESijz/+GDoVQT0aNGjQ/fff724vTdMe6sDX3ZNPPjlo0CB3e8eNGzd8+HAPh2/duhV3v1Bes2bNXnnllTrFBwCIKMS8efNCHUMYCdJqPTXgOC6RSBiG8bBwMaiNoiiRSIQQYhiG4+ptImhTQFEUSZIN8+vdmEilUgzDBEGAS+cviUTCcRzLsg1zuri4uMGDB+fl5dUoNN22bdtvv/3WQ44aDvr166fRaP788w9DRYH+6payvA+MxXsFhzkqthWPJF4PtzLYuSIy+4R4y2HJ1TISCShezZNe5tdXI0ly1KhRlZWVp0+fvvXvkUqlmj9//osvvhjUibXR0dHDhg3Lz8+/fv36rdtbtWq1cuXKu+++2/eXIghCLBbbbDZBCHRAQpNE07Rz2LbNZmsKNyQPPvhgRUVFXl5ejd+T1NTUHTt2NGvWzPeXoigKx3Gvk+pvwnH8gQcesNvtJ06cuPUGRiaTzZgxY+7cuR7yc4SQWq0eMWLEunXr7Paa0/t79Oixb98+3yMPLalUihASBMH3SwecpFIpy7K+1GIEN5Ek6VzZgWXZBrshCZjz0+EjDP7a3aqysrIBLghBEGq1Wq/Xh/8vU1iRyWQSiQQhZDAYav8NAx7IZDKapquqqkIdSIRxVvDieR4unb80Gg3DMGazuYHPe+zYsdzc3IqKCpVK1aNHjx49ekRKbSeTyXTgwIGLFy86HI7k5OS77rorKSnpailxIJ/el0dfr/AtI0cIISQiha4t2Z5t7L3b2W+uoeVZUVHR3r17r127JhKJ2rZt279//4bs/c7Ly8vJySkrK1Mqld26dbvzzjs9JzO1iUSiqKgorVYLz3b9olAonHe3Op2u6SQGBoPhk08++eOPPxiGSU1NnTBhgl9Pi5zkcjlJkjqdzt8Dy8vLs7OzL1++jON4q1at7rnnHpVK5fvhmzdv/vTTT4uLi0mS7Nix46JFi5KTk/2NIYSc9fw4jtNqtaGOJcLExMSYzWboTvALTdPO0XkWi8VisYQ6HC98qXZ5EyTwt4EEPpxBAh8wSOADAwl8wEKVwEc0iqKUSiVCyGq11rh0l0rIg39Rv/9FXy31I5MnCdQxg72znb1nayZe3Zj7VyGBD0zTTODrRcAJfBMHCXzAIIEPQCNO4GEZOQAAACCsNU9wNE9wTBhouV5B/J5PHTpNn79Ben3a7ODQ8Yui4xdFn26RtUh03NnOfmdbe4tEyNMAAACACAYJPAAAABAZUmK4sf2tY/tby/V4zhn64F/UqSsiXyYvXywmLxaTq7Kl8Wq+Z2vmznb2jhmsj1PlAQAAABA+IIEHAAAAIkxsFD+il3VEL6vBgh8uoA79RR29IGId3if8l2rxzYclmw9LFBKhe2v7nW3t3VrZJTRMpgMAAAAiAyTwAAAAQKRSSvlBXW2DutrsDuzYBdGBfPrwGcps857JG63YnhP0nhM0gaPWKWyvtvY729pTY2EOOQAAABDWIIEHAAAAIh5FCr3a2Hu1sbMOdPIydegvKucMpTV5L+fO8ej0NdHpa6IVu2Tp8VzP1vZebe1tUlg/K8EDAAAAoCFAAg8AAAA0HiISdWtl79bK/vxIdLaQPFxA55yhrpX5NN/9ailxtVSy7jeJUsp3b832amPv2tIuE8MAewAAACBcQAIPAAAANEI4htqmOdqmOSYNMhdVEodOUzmnqYLrPhW9M1jw7ON09nHauRZdjzb2Hq3tydEwwB4AAAAIMUjgAQAAgEYuOZob3cc6uo/VYMH+OEvlFlBHzlFWu/ep8jfXovt8myxBzXVtyWa1ZKHu+/EaiwAAIABJREFUHQAAABAqkMADAAAATYVSKtybxdybxTAsdvS86HAB9cdZSufDVHmEUImW2P4nsf1PMUUKnZqx3Vuz3TKhWx4AAABoUJDAAwAAAE0OLRJ6t7P3bmfnBXS+iDx8hso9S10q9umuwO7AjpynjpynEJIlRXPdMtkemfZOzVmKhG55AAAAILgggQcAgMbm+++//+WXXziO6969+5QpUyiK8v1Ynud37Nhx7NgxgiB69ep1zz33BC/ORmb//v1r1641mUxt27Z94YUXlEqlX4evX79+9+7ddrs9Kytr8uTJfr1rdYFjqFmcJT/3h/jK/DhZXHTzkWVMmxOXfFpVHiF0o5LYnENszhFTpNCxGdu1Jdu1JZsR78B8Ojr0CgoKtm3bZjAYWrRo8dBDD8nlcr8Onz9//qZNm1iWbdWq1VdffaXRaIIUZ72z2WwbN248d+6cTCbr379/hw4dGvLsJpPp2LFjOp1OrVZnZWX5e9nrKDs7+4cffrBare3bt3/++ecb+Ox1YbfbN23adPr0aYlEMnDgwG7duoU6Ij9otdpjx47p9frY2NgWLVpIJJJQRxQZWJY9efKkyWTCcbx169bx8fGhjgiEHiYI8Lz8H5WVlQ1wQQiCUKvVer2eZdlgn6sxkclkzq97g8Fgt9tDHU4kkclkNE1XVVWFOpAIEx0djWEYz/MRdOlefvnltWvX8reXKevdu/fPP//sy+EzZ8787rvvHA7HzS00Tb/yyivTp0/3KwyNRsMwjNls9uuoyPXFF1/Mmzevxld6RkbG3r17fckN3nzzzeXLl9d417Kysnbs2EEQPlWPDxjP81OnTv3555857p+R8DKZbNbs+d37P324gDp4mq7Q+72gXJSM79SserZ8nMqHonl1IxKJoqKitFrtrT+FV3v37p02bVpFRcXNLRiG9ezZc+3atb68a8OHD8/Nza2xUSwWnzlzJswTQrvd/uSTT2ZnZ996wxMVFbVkyZJRo0YF++xVVVXz589fv379zb/jFEU98sgjc+fObYDHHx999NE777xz61ccQqhVq1bZ2dl+5ZNyuZwkSZ1OV98BuuVwOJ5++ukdO3bc+kUhl8sXLlz42GOPNVgYgSkuLp4zZ86WLVtufkIlEsmECRNmzZolk8lCG1s4czgcS5cu/eyzz7Ra7c2N/fv3X7BgQZs2bUIYWKSgaVqhUCCELBaLxWIJdThexMTE+N4YEvjbQAIfziCBDxgk8IGJuAT+3nvvPXnypMtdGo3m7Nmzng8fNGjQ8ePHXe4aOnToN99843skTSqBnzFjxtdff+1yl0gkys/P95yWjBw58tChQy53KRSK8+fPBy+H53m+V69ely9fdrn3ySefXLJkiSCgCzfIo+ep3LOis75VsK8hPZ7r2sLetRXbMYMVU0H5CxtAAv/tt9++9tprLv/iKxSKI0eOeH7X2rVrV15e7m7v2bNnw7Yr3mKxdOvWzV3wr7/++muvvRa8sxcVFT3wwAOFhYW1d6Wmpm7ZsiU5OTl4Z586der69etd7qIo6syZM76PmmngBN5ut/fo0aOoqMjl3ueee27evHkNE0kAzp49O3LkyMrKytq72rZtu2nTprD9sISW3W4fP378/v37a+8Si8Vr1qzp06dPw0cVWRpxAu/3Y3UAAABhaNmyZe6yd4RQVVXVo48+6uHwBQsWuMveEULbt29fvXp1neJrpE6dOuUue0cIsSzbr18/D4evWrXKXfaOEDIajQ888EBdwvPs+eefd5e9I4S++eab/fv3YxhqlewY29/y32f0P/y78t9jjfd1ZVRyP/L4q6XExkOSt75Rjl4UPXN51Pf7pGeuiRwhrXxXVlY2Y8YMd8/rjUbjgw8+6OHwBQsWeMjeEUKdOnWqU3zB9Pjjj3sI/r333isoKAje2Z999lmX2TtCqLCw8Nlnnw1eJ8qhQ4fcZe8IIbvdHs7ThZ5++ml32TtC6JNPPjly5EhDxuM7h8MxefJkl9k7QujMmTP+Du9qOt577z2X2TtCyGazPf300w05AASEG+iBvw30wIcz6IEPGPTAByayeuDT09M9P2DGMKysrMzd3oyMDM8d5vHx8fn5+T4G03R64Hv16nXx4kXPbY4dO5aamupyV4sWLQwGg4djPb9rdZSYmFhjLHENmZmZBw8erL297t3yYkpon852asZ2asZmpjiIuvUm+NsDP3ny5M2bN3tu8+eff2ZkZLjcFR8fz3v7mcOzE95sNjdr1szzfU6vXr22bNkSjLPn5uYOHz7cc5stW7b06tUrGGfv0qWLhxzYyfd3rSF74B0OR3JysudfuU6dOmVnZzdAMP7aunXrpEmTPLfJyclp2bJlw8QTKSwWS5s2baxWK0EppTHdZPG9qs6vtpuu3tpm9uzZL730UqgijAjQAw8AACCsef3jJAjC3r17Xe66cuWK12S7tLTUa9LSBF29etVrm3fffdfdLs/ZO0JIEITvv//e77B8sGfPHs/ZO0Lo0qVLLre77JbXKPz49bDZsaPnqZW7Za98rnpkQfTsb5Q//iYpKCS5BvkVy8nJ8dpm5cqV7nb58kF45pln/IupQaxdu9ZrL8WpU6eCdHZ33z+32rNnT5DOXlxc7LXN+++/H6Sz18XPP//s9VcuqOMm6sKXN33fvn3BDyRi8Dy6XEJ+tqEsrsfH7Ubnd3lSmzk8O7n7IkVS/xotfbm2oLGCKvQAABDxvPYsOeXm5g4YMKD29tOnT/ty+JUrV5o3b+5fZI2dL12+7rrofewuPnr06NixY/0Lywe+3PE7HA6e53Hc07N+hVTo15Hp15FBCF0pJY5foI5eEOVfEdnsvpaht9qxI+eoI+cohJCEFjqks52as+3T2VZJDlFwblJMJpPXNh4mF/ji3LlzdTk8SLyOFkEIWa3WIJ39xo0b9dImML48dgnPNNiX36WwHdHpyxvq49+vRqzCgJ8tJAuuiwoKyQtFpNWOIdQtpvVtSwzI4npWnrutEk3wPiwg/EECDwAAES8qKsqXZmq12uV2H4tmq1QqP2ICf3NX3drH6nTOEYD1zpc3HcMwz9l7DRnxXEa89cG7rKwDnSkUHTsvOnaRunCD9H3ohpXB/jxH/XmOQghRpJCZ4uiQ4WibyrZLYxXSepvg5suVr+MaV2KxuC6HB4kvP5Rf77hffLkmwbtuGOZ90mh4VkT3JSosXJdtDO2bHrb0Zvz8DfJ8EXnuOnm+iKwweP/QyeJqTi1pgtcN3AQJPAAARDy5XO7L7enQoUNdbu/atavXw0mSDMM5vSEnFou99lh6qGOH47jXjsEgrex19913e20jlUoDe3ERiZzz2ycii9WOFVwjDxdQhwuoUq0fFfXtDiz/iij/igghCUIoQc21z3C0T2fbp7FpcVxdEpb4+HivnfA9evQI/AQIPfLII3U5PEjuvvvuZcuWeW7j7jFf3WVmZnptE7zFsUQikdfqOYMGDQrS2evCl2LjQXrMV3ehfdPDh4XBLpeQ54vI8zfIC0XktXLC34pbEk1HnJTxjn8mu7Vu3bqeowSRAxJ4AABoDFJTU69du+ahgUQicVdKTS6Xp6enX7lyxcPhWVlZdQmvsbr33ns9V/zCMOz55593tzczM9PzqF2KooJU0rx58+bR0dHuqkM7eS6h7yMJJWS1ZLNaslOHm0u0xMlLorxLopOXRf4uL1+iJUq0RPZxGiGkkvPt0x3t0tjMFEfLJIdI5F9IEyZM8LzsFkEQEyZMcLdXJpN5rRkxY8YM/2JqEPfcc49EIvH8yGnkyJFBOvuwYcPmzp3rIYumKMrdQ8a6u+uuuzzPGcZx/PHHHw/S2esiKytLoVAYjUYPbQYPHtxg8fhl1KhRH374oYfHlFFRUeFc/z9gRit28QZ54Qbp7Gm/UVnX1UAxnJTGdDGV/FNV9KGHHqrja4LIBQk8AAA0Bhs2bOjRo4eHXvQPPvjAw+GffPLJ8OHD3R1OkuTnn39e1xAboy+//DI1NdXDBNTx48d7GLD9008/tW/f3sO7Nn/+/LqG6N77778/ceJEd3tpmv7kk0/q94wJai7hDm7wHTaEUImWyL9Cnr4qOnqBKtX6l8zrTPjBv6iDf1EIIRxHabF8u2YoPYZumcRmJjtEpJe+reeee+6zzz4rKSnx0ICiKHd7//jjj/bt23t4fV9GN4TKnDlz/v3vf7vbq1QqFyxYEKRTJyYmvvLKKx5qOr7yyitJSUlBOvuqVavS0tI8FJ6YMmVKkE5dd//5z39eeOEFd3ulUml4lt9DCLVt23bixIkrVqxw1+Ctt94K2+EDfqk04NfKiKtlgfex1ybwLKM/byr53VR60FJ+1Kr9p1rNgAEDhgwZUtcTgIhFeH4I3dQEr3bLrXAcl0gkDMNASWe/UBQlEokQQgzD+Fj8CThRFEWSZMP8ejcmUqnUObA8Ii6dSqVq1qzZ9u3bXe597rnnpk2b5uHw5OTkpKSkX375pXYySVHUqlWrunTp4nswEomE47iwratUj3AcHz58+Hfffefy+7xPnz4eipkjhGQyWfv27Tdv3uwyh3/iiSc85Fp1l5mZKRaLDxw4UHuXRCLZvHlzenp68M4ulwjNE7mebewP9rYO6MxkJHASSjBYcKvP1e+cBAHpzNj56+jIOdHuo+L1v0sPF1CXSki9GSdxQSkVXA62HzNmzLp161yu3TBmzBgPSSZCSCaTKRQKd925KSkp4VwdumvXriaT6ejRo7V3KZXK7OzsoM6UufPOO41GY+2zYxg2derUWbNmBW8uN0EQAwcOXLNmjcvP2uDBgz/++GPfX42iKBzHbTZb/QXoSYcOHQRBcLl6gkwm27VrV0JCQsNEEoD+/fsXFRXVXoWUIIhZs2Y9++yzIYmqjngBFVUSxy9Q2SfE6w9IP98uW7tPmn1CfOQ8dbmE1JsDLySRHMP1yGTv72abMNCSwH73w8cPVV7aZK086bCV32zTv3//FStW0DRdHz9KY0aSpPMqsSwb/jckfs1Zg3XgbwPrwIczWAc+YLAOfGAiax14p5KSkscffzw/P9/5kAvH8bS0tK+++srHYdiFhYXTp0//448/LBYLhmFyubxfv35Llizx956+6awD72S32ydNmrRv3z7nVxOGYdHR0e++++6IESN8OVyn040bN+7EiRPOdd1wHE9KSvriiy+6d+8e3LgRQgidPXv2tddeO3nypM1mwzBMqVQOHjz43XffDVVBr8Jy4q+ror+ukqeviYoq6jruVEIJGQlcswRH8wRHswSuWYJDSlf/led5/u233167dm1FRQXP8xRFtWzZ8v/+7//69u3ryyvfuHGjT58+ty4ESBDEm2++6aGnNHwcPXp01qxZp0+fZhgGwzCNRjNq1Kj58+d7GHdQj44cObJy5crc3Fy9Xh8VFdWzZ89JkyZ169bN+5F1ZrVaJ0yYcOjQIecNGIZhcXFxS5Ys8bczsyHXgb8pPz9/5syZ+fn5zo+qSqUaOnTo22+/HRHFzH777bdvv/32xIkTBoMhNja2R48eU6ZMadeuXajj8pXRgl0qIa+UkpdLiEsl5NVSgmHr52GTSsa3Sna0TnG0SXW0TqlZrbOwsPCLL77Yv39/SUmJWCzu2LHj2LFjhw8fHrZlC8NKI14HHhL420ACH84ggQ8YJPCBicQEPkw0tQS+XlAUpVQqEUJWqxUunZPZhp27Tv51VfTXNVH+FZJ11MM9q0bBt0p2pMdxaXGOVkmO1DgOb6p3wgqFwtk9pdPpnA+PgI9CksA3As4UheM4rVYb6lg84Xh0vZy4Vk5eLSXO3yCvlhKlunoYEu8kpYWMeEerZEerZEerJIePJTljYmLMZnNEjAcMH404gYc58AAAAAAIRzJxdQE8hJDd4UzmydPXRKeviYyWANPuKiOeW0Dl/l060NlFnx5XndKnxXGxUTC7DYAmhONRSRVxuZS4Xk5eLiWulRGF5aSj/mZqSmmhVbIjM7k6aU/UwCRQUFeQwAMAAAAg3FGk0CGD7ZDBImQVBFRUSZy9Tp67Tp4rIi/eIO2Bds5b7diZa+SZa//cDsnEQloclxbrSIvjMuK5lBhHvBpSegAaCZ5HxVriSglRWE5eLiUKy4jCcoLl6nMcjkrGt0jiWiQ6WiQ5WiY6kqLrtOwlALVBAg8AAACASIJhKCWGS4nhBnZhEEI4IaowRf152lJQiJ+9Tl4tJbk6ZNxmW82UXkILabFcepwjJZZLjuZSYrkkDSeCGygAwp7Njl2vIK5XEIXlxPVyorCCKCyr53QdIRSv5lolcc0THc6kPUYJj/xAcMHfHwAAAABEMAJHmakoVs4MvoNDCNkd2MUb5Nnr5Pki8mIxeb2CqONoWCuDnb1Onr3+zy0TjqN4FZcSw6XGcikxXHIMlxLDRcNdOwAhVa7HnVn69QryejlxvYIo0wVeEN4dEYnSYh3NEv7O2BMdcgkUFAMNChJ4AAAAADQeFCm0TWPbplWXiWUd6Fo5eamYuFxCXi4lLxUTdVnkyYnnUXEVUVxF/Hnun41SWkiJ4RI1XGI0lxTNJ2q4RA0HfXEABIPOhBdVEkWVxI0K/EYVcaOSKKog/F2E0kdxKj4j3tEsgWue4MiId6TEckT9PxYAwA+QwAMAAACg0RKRyNlLhhDj3FJlxC+XkJeKCWc+f72ifgpWWRjsXBF5rui2OysRKST/ncwnaqoT+zgVR9Z1gTwAmgqtCS+qIG5UVefqzn9bmWBNK5fSQno81yzekRHvaJbIZcQ7FNDBDsIMJPAAAAAAaEI0Cl6jsN/Rqvr/OjhUVEkUlpNXS4mrZcS1MqKokmTraVU11oFdKSWulN6WrxM4ilFy8Wo+Qc0laPh4FZeg4ePVXLSCh2JXoMmy2rFSLVFchZdoiRLn/2qJkiq8vlZcd0lKC2lxXHpcddHKtDgHrEMBwh8k8AAAAABoukgCpcdx6XHc3e2rt3A8ulFJXCsjr5UTV4JQp5rjUamOKNUReZdFt24XEUKcmk9QV+f2cSo+TsXHRXEaBY/DkF3QWFgZdLWMKNcRZTq8TE8UV+HOvL3uc1u8ktJCaiyXEV+drqfGOuJUkK6DyAMJPAAAAADAPwgcpcZyqbHcXX9v4XlUpv+nlnVRJXG9nKgw1HO+wXJYUQVRVFFzeD1JoGglHxvFxav5WCUXp+JjVXxcFBen5iUUDO4F4UgQkNaEl+nwcj1RpsPLdHipjqgyodIqpDcTCKmDHQCOodgoLiWWc36WU6DSJGhEIIEHAAAAAPAEx1GCmktQc91a/bPRasduJvOFFYQz9w5GGS0Hh0q1eKkWz79Sc5dMLMRE8TFKLlrBx6r4aAUfraz+R5QMchUQXCyHVRrwSgNerserjHi5Dq804hV6vNJIVBnx+pqH4guZWEiK5pKjubQ4L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" width="672" /></p>
<p>Wykres 3</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=displ, y=hwy, color=drv)) +
geom_point() +
geom_smooth(se=FALSE)</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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" width="672" /></p>
<p>Wykres 4</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=displ, y=hwy)) +
geom_point(aes(color=drv)) +
geom_smooth(se=FALSE)</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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e0Wi2XmzJnLli1buXKlx+MpKCgYPnw4F88DAAAAAFoNjQX4gQMHzpw5M+0inU43cuTIkSNH5rYiAAAAAAByoTXcAw8AAAAAQKtHgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpgULoAqMj3/o1f+NaURqqdOtsgW+/R7qEWyaR0UQAAAAAAIQjwiNtRX/KXXY9/79+Y2FhkcD/U7YYL8k5VqioAAAAAQAMCPMSO+pJzNk+piHiS2isinut2POLrXvf7wrMUKQwAAAAA0IB74CGm7JmTmt7jZCHfVfz8vlBFjksCAAAAACQhwLd12+r3LvWtztAhEKt/o+rjnNUDAAAAAEiLAN/Wfeff0GSfbw+iDwAAAAAgqwjwbV1l2Ntkn4pwTQ4qAQAAAABkQIBv69wGe5N98g3OHFQCAAAAAMiAAN/WHW/v32SfIbZ+OagEAAAAAJABAb6tO8rSc4g9Uz43SoZxhaNyVg8AAAAAIC0CPMTsbhMdemtjS+/odHlvc5dc1gMAAAAASEWAhzja2uud3jN6mTsltVsk04yu193cYawiVQEAAAAAEhmULgCqMMTe76sBc/7j+XaZb01puNqhtw629bkof0SRwa10aQAAAAAAIQjwaGCUDOflnXJe3ilKFwIAAAAASINL6AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGmBQugCoy7bQ3s11e9oZ84fY++o4vgMAAAAAqkGAx8+m7JnzVuUnATkU/1+dkI6z95vb885OpkJlCwMAAAAACC6hhxAiFIuc8NN1r1R80JDehRAxIa/wbxry0x++829QsDYAAAAAQBwBHmLc9mm76venXRSRI2O2Tg3FIjkuCQAAAACQhADf1pVFar7wrc3QIRgLTd/3Us7qAQAAAACkRYBv614of08IOXOf/3i+zU0xAAAAAIDGEODbus3B4ib7VEV8OagEAAAAAJABAb6tk1qwFwAAAAAgawjwbd0Ac88m+xQZ3NkvBAAAAACQCQG+rbuu/blSUyfYz887JTfFAAAAAAAaQ4Bv6woMrt+4T8zQwaG3Tu0yPmf1AAAAAADSIsBDvHLEnQMtPdMuskimD/o9quN9AgAAAABKI5hB6ITu8wFP39Hp8jyDs6HRKBnOdJ2w/th5R1p6KFgbAAAAACDOoHQBUIvJHS+b3PEyb6xuW6C4s7Gog6lA6YoAAAAAAL8gwOMALp3tOHs/pasAAAAAACTjEnoAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYYlC4AalERqbm3+KXltet8sYBJMvS1dL298xWn2o9Rui4AAAAAgBAEeMQ9U7bw/r2vxESsoaWi1nPh5rtOdAx8r+8sHVdqAAAAAIDSCGYQr1V8OH3vy4npvcG3tevP2Xx77ksCAAAAACQhwLd1MRG7u/j5DB1W+Dct9nyds3oAAAAAAGkR4Nu6t6s+D8qhzH2e2v92booBAAAAADSGe+APYDKZsrp+g8FgNpuzOsShWla7psk+O0IlWSrbYDA0/ENtW0ZZer1ekiS2SSJJkuL/0Ol0bJlEOp1OCGE0GuP/QFzD1jCZTLFYmluE2qz4luGPKFHDl5Fer2fLJIpvGbPZLMuy0rWoSMP3Ee+WVOzRJUnc11W2ErQavJMO4HA4Gj6Us8FsNqvtQ61Wqm+yT30s5HQ6s1qGxWKxWCxZHUKLsr3ZNUqv17NlUtlsNqVLUCm73a50Caqj1+uNRqPSVaiRyWTK9qF8LXI4HEqXoEaSJPFllEqF+7oqYbValS4BrQQB/gDV1dXZO8ZcUFAQCAQCgUCW1t88BXLT38o2vaWysjIbo1ut1njqqK2tra9v+lBC22G3241GY01NjdKFqIgkSQUFBUKISCTi8XiULkdF9Hp9Xl6e1+sNh8NK16IiTqcznsRqamqi0ajS5aiI2+2ORqO1tbVKF6IiJpMpnsSCwaDf71e6HBUxm80Oh6Oqqooz8Iny8/N1Op0sy1VVVUrXoi6FhYV+vz8YDCpdiIrYbLZ4dFfhvm5hYaHSJaA5CPAHkGU5q19R2V5/M4wtOGNe5YeZ+wy29slS2YmrVduWUVZ8a7BN0lLh35GyGt4tbJa02DJJ+HhJ1bA1eLekxWZpDJslLTZLIj5e0OK4YbKtG+4Y2N6Qn6GDJKTpXa7OWT0AAAAAgLQI8BD/6HOvXmr0nXBD+wuOtPTIZT0AAAAAgFQEeIhB1j4f9p/dzuhOajdIhrs7XXl/l2sVqQoAAAAAkIh74CGEEIOsfX46ev5/Pd8vqPqkJFzp1NtPcw66rug8k453CAAAAACoAvEMvzjLPfQs91ClqwAAAAAApMEl9AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADTAoXQBUJCiHVvm3lEdqrDrTIFuf9oZ8pSsCAAAAAPyMAA8hhKiXww+XvP5y+WJ/LBhvkYQ0ynX8jK5/6G3uomxtAAAAAADBJfQQQvhjwQu23Pl06TsN6V0IIQv5Y+8Pozbe8oN/o4K1AQAAAADiCPAQ9+59aYV/U9pF/ljwmh0P1SUEewAAAACAIgjwbV1FxPN65X8zdCgJV75V9WnO6gEAAAAApEWAb+u+8K2JyrHMfT73rcpNMQAAAACAxhDg27qScGWTffaGKnJQCQAAAAAgAwJ8W2eWjE32serMOagEAAAAAJABAb6tO9Lao+k+lu45qAQAAAAAkAEBvq070X5UF1O7zH0uyh+Rm2IAAAAAAI0hwLd1Bkk/o8sfJCE11uHC/NOHOwbmsiQAAAAAQCoCPMS5eSc/2u3PJsmQZpH75L/1uDn3JQEAAAAAkqTJbGiDJhT95nTnoBfK//2l78f9kSqHzjrI2ueKotFnuk5QujQAAAAAgBAEeDToZe40q+v1SlcBAAAAAEiPS+gBAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMMSheARi31rZ5X8eHKus2+WF0HQ8Fwx8Bri357pLVHlobbVr/3xbL3v/KvLQlXOnW2QbY+lxWceZZ7aJaGAwAAAAAcEgK8GoXlyC27n15Q9WlDS02kdlNw9/zK/97dafzEDhe1+IivVHxwd/HzITny83Cidk+o7P2a5b/NG/73npMtkqnFRwQAAAAAHBIuoVejO/b8PTG9CyHMtV36fPWYqHfct2/u65Uftexw79V8dfueZxvSe6LFNV9P3PlEyw4HAAAAAGgGArzqrAvsmF/538QWW/WA/p8/7y45pc+XT+gi1vv3vVIXC7bUcBE5es/eF2UhN9ZhUc2Xy2vXtdRwAAAAAIDmIcCrzr+qv0iM086yE/otfdoYLBBC2KsGHPHtA9Vh/2feVS013Lf+n/aFKjL3ebd6aUsNBwAAAABoHgK86mwK7m74d/6eUX2/fEIfsTe0uEtO6b7y9s3BPS02XGB3031abjgAAAAAQPMQ4FUnKId++bd7R8yQfLV80Y7zN3wzJBvDNSYQq2+p4QAAAAAAzUOAV52OhoKGfwdc27cNv0PWhZP67P7+pPe+sbbIcJ2MhU326WIqapGxAAAAAADNRoBXnTNcB5xd97VbuWPY/ULEkrr9fbH9q/Xmwx/udOdgg6RvoiRni53wBwAAAAA0DwFedc51D+9t7iKEEP+byq6668e7j3s8qVssJh5a4Fi/y3iYwxUaXL8vPCtDh86moksKzjjMUQAAAAAAh4kArzomnXHuEXfmG5xCSA2N5b3fKe3/elLPcES69zXXjv2GwxxxepdrTrAfmXaRQ2+d2/NOm85ymEMAAAAAAA4TAV6NBlh6fNr/qXPdJ+ukX35Blce+WNh/bVJPf1C651VXWc1h/R7tOsu/+s66ucNYh/6X++olIZ3lHvpp/6eG2PsdzsoBAAAAAC3icE/eIku6mtrNPeLOqqh3lX+LPxYsNLiG2PoZjzFPmxdascWU2LPCq7vnNfdj19U4rXJja2uSWTJO7Tx+cqdxq/1byiI1Vp1psK1vO0PeYf8cAAAAAICWQYBXtQK9a5Tr+MSWqZf5przo3rrvgF/crlL9/fNds672Gg3Nz/BCCItkOskx8HDWAAAAAADIEi6h1xirWZ55lbdLUTSpfe1O48w3nbHkueoBAAAAAK0EAV573PbYjAnePEdyWP9mg+mZfzsUKQkAAAAAkG0EeE3qVBC9/0qvxZR8wfzi7yxvfG5TpCQAAAAAQFYR4LWqX9fItN97jSmTGLz6kW3R19Z0rwAAAAAAaBgBXsOO6x2+6QKfJCW3P7fE/uV6sxIVAQAAAACyhQCvbaOH1E8405/UGIuJhxc4k542BwAAAADQNAK85o0bGTj/pEBSYzgiZrzh3FzMYwIBAAAAoJUgwLcGfzrXP3pIMKkxUC9NfdW1u0yvSEkAAAAAgJZFgG8NJEnc/Lvaof1CSe3eOt1dr7hLq/ktAwAAAIDmEe1aCYNe3HOFb2CPcFJ7hUd311x3jZ9fNAAAAABoG/dIq1coGrq35OVl3jW1cqDQ4L44b8RfOlyUob/JIN8/3jvlBff2/Qf8WvdW6qe95nroWo815bnxUKG6WPAz76ptlftkvdQu6hrpHNzZVKR0UQAAAACUR4BXqbuLX3ih/N+y+Dlyl4Qq19Vtn1Hy2jM9br0of0Rjr7Jb5AcmeG97zl1ac8Ct75uKDffPd90/wWvUk+FV7ZWKD2aVzKuO+BpaDJL+8sLR93e51q6zKFgYAAAAAMVxZbUa3bDr0efL32tI7w0icvSPOx97s+qTDK8tdMUevMab54glta/aZnzoLWcsuRkqMnPfa1P2zElM70KIiBx9reI/Y7feE5ST5zgAAAAA0KYQ4FVnU3DXO1XLMnS4ZffTmdfQuTA662qvw5qc/79ab5rzvuNw60N2fO/f+FTp2xmWPrF/QS7rAQAAAKA2BHjVuXHXU5k7ROXoU2WNJr24IzpG7rncazQkZ/j3v7XM/9R2WPUhO15MuGMirbkVSyJyNGf1AAAAAFAbArzqbArubrLPO1VLm+wz6IjwXeN8+pTf8PxPbAuXW5tXG7Jnee26zB2qI74NwV25KQYAAACAChHgVSckR5rsUx32NdlHCDF8QGji+bWSlNz+whL7Z2vMzagN2VMZ8TbZpzxSk4NKAAAAAOgc0yQAACAASURBVKgTAV51DELfZB+H4WAnJD97aHDC6LqkxpgsHn3b+dV6MryKOPVN39rg0nH7AwAAANB2EeBVp9NBPPT7ZMexB7/CcSPqxpwaSGqMxcRDC5wrtpgOrThkzSBbn8wdzJJxgLVnTmoBAAAAoEYEeNWZ2ml85g6SENM6Tzikdf7hN/5Rx9UnNYYjYsY/nBt2Gw6tPmTHZQWjMne4IP80HgUPAAAAtGUEeNU5P/+UvuauGTpcWXS2S28/pHVKkph0ke/UgckZPhCSpr7q3lZChlfe7/JPG+0a2tjSTsbCew7xqA0AAACAVoYAr0bLj3q2nzV9hh9TcPrsbn9uxjp1OnHHJb4T+oaS2v1B6a65rj3lTd94j6yShPRSrzvGFpyRumigtde7fWZ2NBbkvioAAAAA6sGpV5X66shnP6r57u6SF/fVV0TlmFEy9Ld2e677lCOsnZu9TqNB3HOF7665rvW7jIntHr/uzrnu2dd7OuTxmHElWXXmOT1uu77deQurv9gSKg6JSFd90ZmuE852n6SXONYGAAAAtHUEePUanTdsdN6wll2n2SjfP957x0vurfsO+NVXeHR3vuyafb0n3xFr2RFxqAbb+g629bXb7SaTqbq6WulyAAAAAKgFp/XaHLtFnnmVt3v75JPt+yr1d77s8tWlPDUeAAAAAKACBPi2yG2PzboqzQXzO0sN97zmDoTI8AAAAACgOgT4NqrIHXvwGm+BM/mC+Y17DPfNd4UjZHgAAAAAClu+fPnSpUt37typdCFqQYBvuzoXRmdd7XXa5KT21duMM990RpjPDgAAAICiLrjggpEjR7700ktKF6IWBPg2rWeHyIwJHqs5OcN/s8H0+LvOWHIzAAAAAEAxBPi2rn/XyLQrvEZDclj/dLX5/95zyGR4AAAAAFAHAjzE4N7huy/zGfTJ7Uu+s/x9sV2JigAAAAAAyQjwEEKIk44MTb7Yp0uZum7R19aXPyTDAwAAAIDyDEoXALUYeWx9OCI9/m7yZfMLlllNBvn3o+oUqgsAAABA6xcKhbZv315TU9OpU6cePXo01m3ZsmWyLB977LH5+flCiIqKip9++snlcg0ePHj9+vUVFRVCiJNPPtloNKa+dtu2bcXFxUKI448/3uFwZO1HySLOwOMXo4cE//Abf2r7/E9tb35uzX09AAAAAFq9cDg8ZcqU9u3bDxgwYPjw4T179uzfv/+8efPSdh41atTIkSO/++67SCRy0003dezYccSIEd9++60Q4v333x85cuTIkSM//fTTtK+dMGHCyJEjL7jgAoNBq2eyCfA4wJhTA2kz/Csf2Rcsa/kMH5VjpaGq8lCNLFrndHlr6rY8t/9fa+q2HOoLKyOekvqKsBzJRlUAAACAShQXF59++umPPfaYx+NpaNy8efP48eP/+te/NvYqWZavuuqqp59+OhqNCiEkSRJCXHLJJfGlCxcuTH3J3r17ly9fLoS49NJLLRZLy/4UOaPVAw/InotPC/iD0huf25La5/7XbjHJ558UbJFRNgf3PFG64L+e771RvxCi0OD+bd7wWztc0tXUrkXWr6y6cN3xG/9YEa35+bhEiRBCFBnyVhz5nM2YvGETVUQ8T5X+c2H1F6XhKiGETWf5lWvILR3GDrL1yUHZAAAAQI5dccUV33zzjRBi2LBhkydPPvHEE/fu3fvee+898sgjDz/8cDyZp5o7d+6CBQvOOeecqVOn9unTp127dkKIXr16DR069Pvvv1+0aNGzzz6b9Nq3335blmUhxPjx47P/Y2ULZ+CRxoTRdZeOCCQ1yrJ49n3H4u9a4GDVopovf7Xx5rerPo+ndyFEZcTzWsV/Rm688QvfmsNfv7K2h0t6rL+0IlKTdFVBRaSmx7pLN4f3NPbCH+u2nb5h4t/LFsXTuxCiLhZ8v2b5bzZPnluxJKs1AwAAALm3ZMmSZcuWCSHOO++8pUuXjh07tnv37sOHD3/wwQfffPNNIYTcyHOtFyxYMHHixMWLFw8fPjye3uMuvfRSIcT+/fvjBwWSXiKE6N279ymnnJKlHycHCPBI7+qz/BeflibD/997jv/8cFgZfm1g+592zq6Xw6mLPFH/+B0zi0Plh7N+xQ1f/8cMNwSctu4vadtrIrXjtk0vj9SkLJEjcvSvxc997l3VYiUCAAAAKvDQQw8JIUwm0zPPPJN0WfvYsWNHjx7d2AudTue0adNS28eOHRs/8Z50FX1xcfHXX38tNH76XRDgkcG1v/afe2LyBfOyLP62yPHZGnOzV/tQyfwMt3bXRgNPlC5o9soVd/ful2KNHCaMiwl5cvEzqe3PlS9Kl96FEJIQIibHZpS81jIlAgAAAOrw448/CiHGjBnTrVu31KU33nhjYy88+eSTi4qKUtu7d+9+0kkniZQAH79+XpKkK6+88nCLVhQBHo2SJPGX82rPHpqc4WMx8ejbzqVrm5Ph62LBz32rM/dZUvN1M9asEq9X/6fJPgsqPk9tXFKTfJFPkjV1W7V+bQIAAADQoKysLD5x3cCBA9N2GDRoUGOvzfCcufhUdlu3bl2/fn1D4z//+U8hxGmnndarV69mF6wGBHhkIknixvNrfzW4Pqk9FhOP/tP5zUbToa5wb6giFEtz8XyiiojHF9XqY+cDcvK2SlUv0vTZGdrf5At31pc0pyYAAABAfXbu3Bn/R2OhukuXLnq9Pu2izp07N7ba1KvoG66fnzBhwmHUqwoEeDRBpxOTx/hGHJucOSNRMfMN1/ebDy3Dx0Ts4Lpp9qlycvp5MpvsE5Ob3jIa3iwAAADAgRomn0t8gFwinU7X2APbMzzIvUuXLvFp6v71r3/FW+LXz1ut1osvvviwKlYBAjyaptOJKRf7TjoylNQejogZ/3Cu2W48+FV1MbYzSOmPojUoMLjcevshV6kOZqnpIxomKc3HTQ9zxyZf2MvcqTk1AQAAAOrTvXv3eA7ftm1b2g579uypr2/6+tZU8bnoV6xYsXv3bvG/+ecvvPBCl8vV/HLVgQCPg2LQi7sv8w7rn5zh68PSva+5Vm072Azv0FtPczZ6K0vcWa6hzSlRHS7KH9FknwsK0jy44jfuEzO/6ihLz26m9s0sCwAAAFAZvV4fv5X9ww8/TPu4uPgT5pphzJgxOp1OCLFo0aI9e/bEHymn9fnn4wjwOFhGg5h6uW9w7+Q72OvD0vR5roM/D397x8v0UqNvPKvOPKnTuOZXqbQne0yURKar6CVJ+r/ut6W2/6n97woMjR4RlIR0d+fW8IkDAAAANBg7dqwQYt26dfFJ5hJFo9EZM2Y0b7WdOnU6/fTThRALFy6MXz/fqVOnM8888zCrVQMCPA6BySDfd6X3mF5pMvzBn4c/wX7k491uNKa7jNyqM7/Y846epqYvJlezD/rPFlKjGf6DfrPTthcaXPOOmJpncKQu0km6ezpPOMut4QsTAAAAgFRTpkxxu91CiGuvvbbhlnUhhM/n+93vfrdp06Zmrzk+F/2yZctefPFFIcTvf//7xubD0xYCPA6N2Sjfd6V3QPfkB7nHz8OvPrgMf3nhmUv6PXKWe6hZ93N/m95yYf7pn/Z/qhXE1ONtfTcOnOfU2ZLanTrbxqPnH2/r29gLh9kHfNb/b5cXnunQW+MtBkl/unPQwj4zb+wwJosVAwAAAEooKCiYNm2aEKK2tvaiiy4aPHjw9ddff+GFF/bq1ev999/v2rXriBFN36Ca1pgxY/R6fTQa/emnn0RruX5eCNHo3H1AY2xmecYEz9RX3Rt2H/D+qQ9L0+a5pv/ee1yfJh4UJ4QYbOv7+hH3CrOuQufTSVK7qCtan3xQQLsKje7tg94SQrxe/eH33i1DXX2vyP/1wbywq6ndU91vnt1tYqWhVtYLZ9Bs11myXCwAAACgmFtvvTUWi02dOjUYDK5Zs2bNmjXx9v79+7/77rsPPPBA81bbvn37kSNHfvLJJ0KIIUOGHH300S1WsaII8GgOu0WeeZXn7lfSZ/j7rjyoDC+EsOrMR9oLhBC1tbVR0XoCfIMr8n99kNE9kUHSH2HpbDKZqkPV2agKAAAAUI9JkyZdcsklb7755g8//FBTU9OuXbtRo0ZdeumlNpvtqKOOGjlyZOKD4keMGBGNRuOz32V2ww03RKNRIcS1116bxepzS0o73V+bVVlZmb0NUlhYWFdXFwgEsrT+3Kurl1IzvPjfrfIHk+GtVqvdbhdC1NbWBoPBrFSpTXa73WQyVVcT4H8hSVJhYaEQIhwON/aw0LZJr9fn5+d7PJ5w+KAOnLURLpfLZDIJIaqrq+Nf3ohzu92xWMzn8yldiIqYTKb4g4UCgYDf71e6HBWxWCwOhyOre0daVFBQoNPpZFmurKxUuhZ1KSoq8vv9rWlf9/DZbDabzSaE8Pl8zXscWvYUFRUpXQKag3vg0Xw2szzzKk/q/fChiDRtnmvV1kN4PjwAAAAAIDMCPA6LzSw/eLXnmJ7J5/3I8AAAAADQsgjwOFwWk/zABC8ZHgAAAACyigCPFkCGBwAAAIBsI8CjZfyc4XulyfD3vub6bpNJkaoAAAAAoNUgwKPFWEzyfVd6B3RPzvDhqDTjH84VWzgPDwAAAADNR4BHS7KZ5QevTn8efvp89/KfOA8PAAAAAM2U/ARvFVq5cuW///3v4uJij8fTsWPH/v37jxs3Lv446ETBYHD+/PnffPON1+vt3bv34MGDL774Yr1er0jNbZnFJN9/pfeuV1wbdh9wyj0cEQ++5brjEu+pA0NK1QYAAAAA2qX2M/CvvPLK9OnTV6xYUVlZmZeXt2fPng8//PCGG27YuHFjYreKioo77rjjvffeKysrM5vN69evf/311++55x6fz6dU5W2Z1Sw/eLX32JTz8OGImPWm65NVZkWqAgAAAABNU/UZ+M2bNy9cuFCv10+cOPH00083Go1+v/+ZZ5758ssvn3jiiTlz5jScYH/iiSd27NgxcODASZMmFRUV7du3b+bMmevWrXvppZduueUWZX8KrQjLkSWeb5Z6V5dHauw6y2Bb34sKTm9vyG/e2uL3w9/zmmvdzgPOw8diYva7zpgsRg+p/9b/08dlK3aFS3VC19vU+WzHiUdbe7XEj6IKpaGqB0pe/c6/wR8N2vWWofYj7+10VQdTgdJ1AQAAANAqVQf4jz76SJblcePGjRo1Kt5it9tvuummlStXlpSUFBcX9+jRQwixcePGtWvXOhyOu+66y+l0CiE6d+5877333nDDDZ999tkVV1zRrl07JX8MLVjh3/THnY/tCu1vaHmneumMfa/e1fnKP7e/sHnrtJrlmVd575vvWrk1OcM//q5zzt4Pvuz6RGL7I+L1MfkjHuv2F4fe2rwR1eO+fXOfKV0oC/nn/4+IHfUl/6z6/M8dfje98zWKlgYAAABAq1R9Cf3u3buFEIMGDUpstFgsXbt2FUIUFxfHW5YvXy6EOOGEE+LpPa5Dhw4DBgyQZfmbb77JXcXa9GPdtjFbpyam97h6OTxt78tPlC5o9prNRvm+8d6TBiTf9C7LIvDt2PZbLk1qf6d66ZU7ZkTkaLNHVIP79s39v9J3f0nv/yML+ZnShdP2vqRIVQAAAAC0TtUBfsyYMVOmTOnevXtioyzLJSUlQoi8vLx4y7Zt24QQQ4YMSXp5vCW+FBlM3vOMPxZsbOmjJW9sDe5t9sqNevnucd5TUieuk6Vua27ptPHqpOYvfT/Or/xvs4dTXFmkZk7pwgwd/l62qDRUlbN6AAAAALQaqg7ww4YNO+2002w2W0NLMBh89tlnfT5fjx49jjrqqHjjvn37hBBFRUVJL4+37N3b/PDZFqwP7FhVtyVDh7Aceav6k8MZwmgQd4/zjhpcn7qo87rru6z9c1LjvMoPD2c4ZT2xf0Es5dx7opiQHyt9M2f1AAAAAGg1VH0PfKKHH354x44dpaWl0Wj0uOOOu/HGGyVJii/y+/1CiMTr5+McDocQoq6uLnVtq1atuu6661LbP/nkE7fb3cKlJ7Db7Xa7PXvrb4bNe79qss/a0I7U4yOH6sE/ivtfE+9/ndzecdOVQoi9x8z5Zbi67e7CPKOkmTdnohVbNzXZZ1Vwy0Fuz8Pf7K2S0Whky6TK6meXpuXnN3MyztbNbOaBIGlYrVarVfPzsLS41Gf3QgghSRJfRqlUuK+rEk6nMzWtAM2g6jPwiWpra2tra6PRqBCiuro68bx6OBwWQqR+48ZP3dfXpznxiwY14dom+1SFvYc/kE4n7p0gTh2WZlUdN13Z9ccbhfzzERlZyNVhrT7/zxdNc8AoiSfqz0ElAAAAAFoZzZzkfOCBB4QQgUDggw8+ePXVV6dPnz5r1qwBAwYIIZxOZ01NTSAQSHpJ/Nx72mNdZrO5S5cuqe2xWCx+jCAb9Hq9LMuxWCxL62+eAkPTxwLbGfNaarPcNi7wbtV/2m+9JKm9w+bLdRHr7iGPCREzSHq3zp69X0RW5emb3p75ekeTP51Op5MkSaMbIXviT45U4d+RsiRJ0ul0sVhMljPdvtHWxP+IhBD8HSXR6XRCCP6IEsX/iAQfLyniW4Y/oiQNjzFmyyRR576ushq+jFT4Nd3wToa2aCbAx1mt1osuuqi8vHzx4sXvvfdePMAXFBTU1NTU1iafSY63pL148qijjlq0aFFqe2VlZXV1dRYKF0KIwsLCurq61AMNyjpG6tlkn+PN/Vpqs9iEXjf0zTJJTp2Cvt32CyWh2zXkkeNt/X01LXDOXxGn2o/+wbchc59T7Mc0uT3tdrvJZMreu1GLJEmKX8YZiUQ8Ho/S5aiIXq/Pz8/3+Xzxy5EQ53K5TCaTEMLr9bKTncjtdsdiMZ9Pqxc6ZYPJZHK5XEKIYDAYvy8PcRaLxeFw1NTUqC14KKugoECn08myzNd0kqKiIhXu6yrLZrPFLwr2+/1quy5YDfeAqOfLSEM3OKj3Enqfz7d8+fJVq1alLjr22GPF/+auE/+bjr6qKnlm7/inKjduZXaEufNI13EZOth0lnEFo1pwxGvan71n0JMlR72cuqho+wW9vp1+deF5LThcjt3c4RJDxrv3DZL+1o7JBy8AAAAAoEnqDfCBQOChhx568MEHUw/6xg9fxQ+WCyHiz5lbvXp1Urc1a9YIIXr16pX1WjXusW5/bmfIS7tIEtJD3f7Y2dSSx+f+UHTuqc5j9x31QslRaZ6IXrBn9I9LzglFpBYcMZccOsuMLtdm6PBAlz+4dLYMHQAAAAAgLfUG+Hbt2rlcrmAwGM/hib7//nuRkMyHDRsmhPjhhx8Sr0vxer1r1641mUwjRozIVcla1cPUcXG/R060H5XU3s6Q92KvOy4rOLNlhzPpjK8fcc/4ot+UDny5+Nj/S+3w7UbT3XNddfVazfDXtjt3dveJJl3yeXiTzjC728Q/tDtXkaoAAAAAaJ1++vTpSteQniRJfr//p59+Wr9+fe/evdu3by+ECIVCb7311pIlSywWy0033RR/UFz79u1XrlxZXFy8f//+k046SafT1dfXz5w5c//+/WecccZpp5128INm9aYdm80WDocjkUj2hmi2fIPz8sLRv3IN6WHu2NfS7XTn4Bs6XPBItz8PtPbMxnBGyfBr97BLC0Z17lnjN1TX7E4epaxGv3qb6dSB9WZjNsbPukG2Pje3v9iiM0VE1K6z9rN0nVB09hu97j3O3u8g12AymfR6fTAYzGqd2iJJUvwuslgspra7yJSl0+msVmt9fT3zBiUym83x6XmCwSC37yayWCyyLIdCIaULURG9Xh9/rl4kEmEuiUQGg8FkMnFLcxKr1Rqflowtk0TN+7pKMRqNRqNRCBEKhdQ2IUt8t0pZ6vky0tDTVSU179aEw+F77713/fr1QgibzeZ0OsvLy2OxmNlsvummmxKTeUlJye233+7xeGw2W/fu3bdv3x4KhTp37vzoo48e0oQElZWV2dsg6pzETllWq9Vuty/+Rtz/qoimRI/u7aOzrvYUudpiJmESu1QNk9iFw2EmsUsUn8TO4/EQPBI1TGJXXV2ttn0mZTGJXaqGSewCgQCT2CWKT2KX1b0jLWqYxK6yslLpWtSlqKjI7/ezr5uoYRI7n8+nttMPTGKXSEOT2Kn3DLwQQq/Xn3HGGS6XK/4Q+EAg0KNHj6FDh95xxx3x+ecbOJ3OkSNH1tXVlZeXl5SU5Ofnjx49etKkSfFT9AevzZ6BV4rRaDSZTP26ig55wa/WG2IH7h54/Lqv1ptOGhB2WtvcfgNn4FNxBr4xnIFPizPwjeEMfCrOwDeGM/BpcQa+MezrpuIMfGbq+TLS0Bl4tT9GTq/Xn3feeeed1/S05AUFBRMnTsxBSciGXw2OGHXeB153Jk1fV1qjn/S8e9bV3p4d+DIAAAAA0KapdxI7tDVD+4VmXu21mZNPlFX5dFNedG/co/aDTQAAAACQVQR4qMgxPcMPX+tx2ZIvA/bVSXe+7F69TZsz2gEAAABASyDAQ136dok8dp2nyJ2c4QMhado81w+bTYpUBQAAAACKI8BDdbq3j86+3tO5MHmej/qwdN/rrmVrNTPDBAAAAAC0IAI81KhDXvTRP3h6tE/O8OGIeGiB88MVFkWqAgAAAAAFEeChUoWu2GPX1wzonjz5fCwmnlzomP+J8s+9AAAAAIBcIsBDvZxWeeZVnmN6Jj+SV5bF/E9tzy2282hnAAAAAIorLi6+7777vvjii2wPRICHqtnM8qxrvCcfFUpdtHC59ZF/OiPJV9kDAAAAQO7EYrHx48dPnz592bJl2R6LZ2urWiBWvy6woy4WLDC4Blh6GCR9VoerjQQf3j9/S6jYrXPc3PGSoyzdszqcEOKCjXd+6/1JF4uNLjjp791uS9vHqJfvvNT72NvOpSnT1322xuyrk6Ze7rOYDupc/K760o+83wfk+v7m7me6j9dl+QBWKBZeF9jhi9U5dbajbUeYpIP9c/u+dtO/S78KS9HjDL0vKfhVVouE1oXlyI9122OyJAViR5q6myWetggAANqGWEz4vJIsyw6nMCgZbB977LHPPvssN2MR4FWqIuK5f+8r71R/HpJ/vgk83+C8tui3t3a89OBz4MGridSe+NMNVVFPQ8u71UsNQv9kt4mXFp3Z4sMJIbqsvigk/3Jt/DsVn71T+ZlL59h27BupnY0G8ddLfQWu2MKvrEmLfthiuv0l9wPjvW578pPnEn3sWXHTnifLwzUNLXpJd37eqX/vOSkbMb42GniwZP7rlf/1x4LxFrvOckXhWX/tdIVTn+nu/SdKFjxS+o+I/Mt1BRN3PXmq85h3+8xs8SKhdXWx4CMlb7xW+R9ftC7eYtWZLys8865OV7r1dmVrAwAAyB7J69Ev+1TauE4KBoUQwmCI9ewdPe0MuUu33BezatWqe+65J2fDcQm9Gm2v3zdy401vVH3ckN6FENUR32P737xgy5210UDLDlccqei39rLE9B4XEdGJe56atu+llh1OCNF+9fmJ6f1nsvBGa9uvOT/tSyRJ/PEc/zW/9qcu2lxsmPyCu6ym0Tfzs6X/umz7fYnpXQgRlWMLq5cdv/66UCx5nrzDVB6pOWvzbc+Xv9eQ3oUQ/ljw+fL3Rm+6rSxS3dgLJ2yfNWv/vMT0LoSQhfyF78d+ay9v2SKhdVUR7282TX6m7N2G9C6ECMTqXy5f/KuNN+8LVShYGwAAQPZIu3canv+bbvUPP6d3IYtIRLd1k/HV5/U/fJPjYgKBwBVXXGEymc4+++zcjEiAV52oHLtqx6zScFXapT/4N95Z/FzLjnjyuj9muAB9Tum/iiMtGQa6rR4jNz77nByTh6y/rrGll5weuG1MrT7lbbunXH/L3/N27E9zbcL2+n3T9r0sRPoRi0NlV+2YdVB1H7S/7HpiS7A47aJt9Xv/vPPxtIve9yxf4vm6sXVWR3znb7mzZepDq3DL7qc3BHelXbQ7VHrdzkfkRt7zAAAAGuavNSyY97/oHif9/N9YTP/h+9L2rbksZ/LkyRs2bHjqqad69+6dmxEJ8KrzgfebDYH0++VxC6o/Kw6Vt9RwX/l+DMhppohLdNHmu1tqOCFEUDQx3J7Q/gxLzxoSnHq512hIDidVPt3tL7rX70q+AXjynmcyJ5mPvT/UxYIZOhySlf7Nn3lXZuiw1Lf6e//G1PZJu57JvOZvatcfVmVoRTYEd33gyXSA+Tv/hi99P+asHgAAgNzQf/3Fgen9QLKs//yjnBWzZMmSOXPmXHDBBddcc03OBj2sAF9WVhaLZbrxGM3wseeHzB1icuxT74qWGm7avrlN9tldnylRH5Inyxc2fV5QEnWiLsPy4QNCM6/y2i3JK/IFpLvmur7bZEpsXOXfnHk0WchvVX3aVE0H6xNf07+aj71pfsXVUW/mV8lCnl+eu88jqFmTnxJCiI9b7lMCAABAJXSbNzTRoWSvqPXloJKysrJrrrmmQ4cOL7zwQg6Ga3BYAf7ZZ5/t1q3bpEmTVq1a1VIFYV+4ssk+LXgGviTU9HDRlrsW983y/zbdSRZP7nsnc5dje4Vn/z979x3YRNk/APy5kcteTTpooWXTMmQvUTZUEBEFRRQREQVBRBH3AkX9vcpwMEQFxfWiKAoyZMgG2YIUympLW6B0pEmanVu/P+qLpbkM2sto+/38pXdP8ny53uXue896wmLQVH9/5KGxOd9qfj8qu74laP8ChNBZd0HwqEJzJYQ/jWCZUA7xUWeQHyzQQFylg49quewtiUAkAAAAAACRw/OY1RK8jFl4MLK4HnvsseLi4hUrVsTHx0eguutq24X+6tWrCxcu7NKlS9u2bd955528vDxRwmrIJCGsFSfFRVspKpSl6TDxEngtWX0aeUFNFY2Dl0lkFz5hTTFUXwie49BHv6q+/eOfyd6xEE5yOU4FLRMiKoRFvITLYALbqlESIR09UO9JQliKQireWQ0AAAAAAWCQtwAAIABJREFUAKpatmzZhg0bpkyZcuedd0a46lol8IMHD87MzCRJEiGUnZ392muvNW/evE+fPkuXLi0rgzmQa6iVtHLxg0A5c2uZaAskZCjSgpYhxVu47uXGE0Mp9qBuQCjFEvXs/CeszRtVn0ae59G3OxTLNyk5HulCWE+rp6JtKNWFopUs+KsHwT8fzgfP4O/U965JTKDeqfFpBgAAAABQh2EYr9UHL6OPC2sUZ8+enT17dsuWLRcsWBDWigTVKoHv06fP77//XlRUtGzZsn79+uE4jhA6cODA9OnTk5OT77rrrtWrVzudgQYzA18jdX0QQgEaZDWEcoC6i1jVfdJkZtAyt6tuEau6/opbEBY0Uw2hMfp/9CpuwRPWLi19FqVD6Jf98nf+q8lU3Rb4G6S4ZJiuV+g1BjZM2ytw66gEI+/UCeThLeUpgb+ZRMStyva1Cg7UF5naHtKAfT0IDB+hvTVi8QAAAAAARAbXJsPfrsr2Tz65MVKpwxrDJ5984nQ627VrN3/+/Ln/c/jwYYTQjh075s6d+95774WvdhFmoTcajVOnTt21a1dhYeGiRYt69uyJEKJpesOGDePGjUtMTJwwYcKWLVtYtnpXZyCoi7L1mLj+AQq83Gi8Sryu1PESfeuArXk4hv3Qcq5Y1SGEuslaB8zQsacSR93UF8opfu6EitvaCYx133+aIra/oGYCjUt5IVHMJdYbU/HTEu4JUGBqwt1NqATf7T+3egcLeFyeazS2tsGB+iKB1D+TdH+AAo8ahreUBXklBAAAAABQ57C9buPlwqkQhhDCMGbA0HDHUDmP+7p16+ZUcT2BnzNnzrvvirxMdVVYgBW5aywvL++HH35YvXr1yZMnr29MTEx84IEHHnrooe7du4teo1hMJlM4Dkglg8HgdDpdLlfQkm7e+0TeB77LROEY/mzi/S81ekj02DJOjS9jrL7bMYTtaPVhe1VzcatrfmqsjRHumtFUnnQkvSYTOXIcWvKbauNhme8uY5znUM/HLMoc313jDUMXpc6oQXWBIuG52YVLvzFtEaxufpPpBCb84myteffUSwsEFr3D0F26W1c2bejrwGMYZjAYEEI0TVutAqdrg8Ij/pXCz74o2+C76/64gR+lPh3K9Bb1m0ajoSgKIWQ2m+ENclVarZbjOJstEjP01hUURWk0GoSQy+VyOBzRDieGyGQylUoV1qejuiguLg7HcZ7nTabgMwE3KEaj0eFwhPKs23AoFAqFQoEQstlsHo8n2uHcwGg0RjsEVLObEXa5gPzha8z3TMNxJnME17VnDb5Trb6JRvvDhw9fuHCh2sZVq1Zt27ZtzJgxo0aNIkly7Nhwtb2FJYG/Lisra/r06Xv27Km6sVWrVuPHj3/yyScjPF9fKGIkgUcI8YjfaPnz67Lf/3JdsDKORIn+VlX7J+JHdlW2CVN4r17+YmXpBgb7Z8p5DKF0edOtLT+QkQIpce3NLly6yrS5aq6KYdibyROmJ4ypzdd++4fi2x0K3+16NSsfvHSX5Fc75+QRIjGihTTlncaP91N3qk11Aey2nVhZtvGwPbuMsRpITU9V20nGO4NWd8VbOi73rXPuAo7nEEIYwgykZkHqjOHamvwS1TOQwPs6YM/6vOS3w47sEsZsILXdlG0eNQ4fpOka7bhiAiTw/kAC7wsSeH8ggRcECbw/kMD7ggQ+sJrfjCoqyH078ews5HIihJBEwjVryd0+gGtUwx6IN5XAC5oxY8bixYvnzZv36quv1vKrAgtLAu92u7dt2/bLL7+sX7/e30+bQqFYuHDhlClTRK+9NmIngW8g5HK5UqlECNntdrfbLcp3bjsu++hXFePzuC6j+FcesPVoE3xVuVigVCopijKbzdEOJIZAAu8PQRB6vd5qtdK0wGQQDRYk8P5AAu8LEnh/IIEXBAm8P5DA+4IEPrDa3ox4HtltGM/zShUiatX3sA4l8CKMgb+uoqJi9erV999/f3x8/MiRI7/88svK3zWDwTBp0qSNGzeWlZWtXLmyb9++CCGn0zl16tTNmzeLGAAACKEhXdxvT7AqpNUfNdxebM63mk1CfewBAAAAAAAAdQyGIbWG12hrmb3XLSIsD1ZaWrp+/fq1a9du377d6/23eTMxMfGee+4ZPXp0//79K5eaQwg9+uijjz766Pbt28eOHVteXv7hhx8OGzas9jEAUFXnlvTCKdbXVmnKrDe8ouI49PE61TUz8ehQR/C58AEAAAAAAAAgBMOHDzcajZVt1WFVqwR+586dc+fO3bt3b+VEfJUaN2587733jh49+rbbbqtcWM7X4MGDR40atXLlytzc3NoEAIA/TROZBU9YX1+lKSip/kLuxz1ysx2fOcpGNqBXdQAAAAAAAIBwGTZsWGRapmuVwO/Zs2f37t2V/92sWbPRo0ePHj26Z8+eWAiNmzKZDCHUoUOH2gQAQACJOnbBE5a3vtWculR9xextx6VlFfjrD1b49rQHAAAAAAAAgNhU2y70rVu3HjNmzOjRo7t06XJTH3zppZemTZtWOSUVAGGilvPvTqqY/5Nq99/Sarv+uiiZtVw775EKo5YT/CwAAAAAAAAAxJRaJfCzZ89+8803a/bZJk2a1KZqAEIkIfgX77fFqblf9sur7bpUTD73ue6th61piTBDNQAAAAAAACDW1WoW+soFwACIcTiGpgx3TL3TgfuM7Sg2488s1x0+R0UjLgAAAAAAAAC4CbVK4N9///3hw4d//PHH58+fFysgAMJk1K2uV8bZJGT1Qe8uDzb3W82mI7C8HAAAAAAAACCm1SqBd7lcmzdvnjlzZps2bZo3bz59+vTffvvNbreLFRwA4rqtnef9x6xaZfVB7yyHPv5VtWyDkoMp7QAAAAAAAACxqlYJfFJSUuVk8gihvLy8pUuXjhw50mAwDBo0aP78+VlZWWJECICYMlKZ+Y9bE/UCg97X/Sl/578aDw0LxAMAAAAAAABiUa0S+ClTplgslj179sybN2/IkCGVQ+K9Xu+OHTuef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" width="672" /></p>
<p>Wykres 5</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=displ, y=hwy)) +
geom_point(aes(color=drv)) +
geom_smooth(aes(linetype=drv), se=FALSE)</code></pre>
<pre><code>## `geom_smooth()` using method = 'loess' and formula 'y ~ x'</code></pre>
<p><img 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" width="672" /></p>
<p>Wykres 6</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=displ, y=hwy)) +
geom_point(aes(fill=drv), shape=21, stroke=2, color='white', size=2)</code></pre>
<p><img 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evXX3DBBeXljz32mBX7m8Tn8/l8vua171x+v9/v97e6F22nu7u71V1oRy6Xi3emnPUbD+VCoVCru9CONE1rdRfakcfj8Xg8re5F2ykfI4EQQpIk/hiV47NuJXzWRaO09RT6eDz+3e9+NxAIXHLJJVVuMwxD2H0WUVVVCFEsFpvXQwAAAAAAxkZbj8DfeuutAwMDV111VfUHnF1dXX19falUaki5VWL72DgYDC5evLi83DTNQqEwii5Xo6qqruvW4wZYBmcT8c4MoSiKJEk8fhrCeipnmibvzBCqqhaLRea4llIUxZq4yDszhMvlMk1T1/VWd6SNSJLkcrmEEIZh8M6Usv5MN++jkUO5XC5rkQ7vzBB81i03+MeoDd8Z62MVHKd9A/yaNWtWrVq13377hUKhdevWWYXWjnSpVMoqmTt3rsfjiUQifX19yWRySAvWofGRSKS88blz595+++3l5f39/bFYrLFfyKCenp5sNms7pb9jeb1eazZRJpPJZrOt7k4b8fv9mqY177vRiSRJ6unpEUIUi0XemVKKonR3d6dSKT5KlgqFQtbMrEQiQSQrFQ6HDcOw/kTCommatdQil8uVjwd0Mo/HEwgE4vE4T8FKRSIRSZJM0+SP0RC9vb181h1icE1BOp3O5XKt7s6b9Pb2troLqEf7BnjrL+grr7zyxS9+ccilDRs2WIU333zz3LlzrTH2nTt3HnzwwaW3WdvX2QZ4AAAAAACcpX0D/OTJk08++eQhhbt27Vq7dm0kEjniiCPEv7Ym2m+//Z566qnVq1efcsoppTevXr1aCDEk1QMAAAAA4ETtG+DnzZs3b968IYUrV65cu3bt9OnTL7roosHC44477mc/+9mzzz67a9euSZMmWYWbNm3asGFDd3e37Vp3AAAAAACcpa13oa/RtGnT3vrWt+ZyuRtuuOGVV17J5/MvvPDC9ddfb5rmqaeeyomLAAAAAIBxoH1H4Efkwgsv3LVr1/r166+44gprWxEhxFve8pZly5a1umsAAAAAADSAwwJ8OBw+6KCDZs+ePaTc4/HccMMNjz/++Jo1a2KxWCQSOeaYY5g8DwAAAAAYNxwW4BcuXHjDDTfYXpJlecmSJUuWLBnbHgEAAAAAMBbGwxp4AAAAAADGPQI8AAAAAAAOQIAHAAAAAMABCPAAAAAAADgAAR4AAAAAAAcgwAMAAAAA4AAEeAAAAAAAHIAADwAAAACAAxDgAQAAAABwAAI8AAAAAAAOQIAHAAAAAMABCPAAAAAAADgAAR4AAAAAAAcgwAMAAAAA4AAEeAAAAAAAHIAADwAAAACAAxDgAQAAAABwAAI8AAAAAAAOQIAHAAAAAMABCPAAAAAAADgAAR4AAAAAAAcgwAMAAAAA4AAEeAAAAAAAHIAADwAAAACAAxDgAQAAAABwAAI8AAAAAAAOQIAHAAAAAMABCPAAAAAAADgAAR4AAAAAAAcgwAMAAAAA4AAEeAAAAAAAHIAADwAAAACAAxDgAQAAAABwAAI8AAAAAAAOQIAHAAAAAMABCPAAAAAAADgAAR4AAAAAAAcgwAMAAAAA4AAEeAAAAAAAHIAADwAAAACAAxDgAQAAAABwAAI8AAAAAAAOQIAHAAAAAMABCPAAAAAAADgAAR4AAAAAAAcgwAMAAAAA4AAEeAAAAAAAHIAADwAAAACAAxDgAQAAAABwAAI8AAAAAAAO4Gp1B9AuVFVVVVWSJFmWTdM0DEPX9Xw+b5pmq7sGAAAAACDAdzxFUbxer9vtliTJ9oZCoZDJZPL5/Bh3DAAAAABQigDfuSRJ8vl8Xq+3+m3WyHyhUEgmk7quj03fAAAAAABDsAa+Q8myHAqFhk3vg1RV7erq0jStqb0CAAAAAFRCgO9EsiyHw2FVVUdUS5KkUChEhgcAAACAliDAd6JgMKgoSt11XS5WXgAAAADAWCPAdxyfzzfSsfdSkiQFg8EG9gcAAAAAUAsCfGeRZbn6uve8UdiR25PUM1XuURTF4/E0umsAAAAAgGqYC91ZvF5vpePi1iU3XbPxzt/1/T1r5IUQhwb3u2LWOR+cfLLtzT6fL5vNNrGjAAAAAIA3YwS+s7jdbtvyh/Y8sXjVxx7c/VcrvQshnk28cs4L1378xa+Zwiy/X5ZlVsIDAAAAwFgiwHcQl8slyzb/4q+mt33ghWsyRq780l07Hv7u1vttW6v0LAAAAAAA0AwE+A5Saef5G7f8V1qvOB9++aa780ah9tYAAAAAAM1AgO8gtsPvQojf9z1ZpdbeQnxVbH3trQEAAAAAmoEM1kFsI7cpzF35vdUr7sz319gaAAAAAKBJyGAdxDRttqOThBRRQ9Ur9qrhGlsDAAAAADQJAb6DGIZhW35S5MgqtfyK9+jwgbW3BgAAAABoBgJ8BykWi7bln591rkuquCPd5TM/4FM8tbcGAAAAAGgGAnwHKRaLtsPmhwTn3b7gSkWy+WY4tffYq/f9qG1r+Xy+wf0DAAAAAFRGgO8slVL3BdNOf/Sw7x0ZWjBYMkmL3DTv0w8d8k1VcpXfbxhGoWBzthwAAAAAoElsshnGsUwm4/HYzIcXQrw1cvhTR939eq7vtewbXa7AfN8M2W5MfrCdpvURAAAAAGCDAN9ZdF3PZDJer7fSDVPdvVPdvcM2ks1mG901AAAAAEA1TKHvOOl0epT7zyWTSc6QAwAAAIAxRoDvOKZpJhKJug+BSyaTrH4HAAAAgLFHgO9Euq7HYjFd10dUyzTNZDLJ5HkAAAAAaAkCfIfSdT0ajeZyudrvj8VipHcAAAAAaBU2setc1lz6TCYTDAYVRalyWyqVIroDAAAAQGsxAt/RNE0LhUJV0rsQQpKkQCAQCATGrFcAAAAAgHKMwHeuYDDodrtrvNnj8WiaFo1G6979DgAAAAAwGozAd6iurq7a07tFluXu7u7qw/UAAAAAgCYhwHeiUCjkctUz+UKSpK6uLlnm2wYAAAAAxhpJrON4vV5N0+quLklSOBxuYH8AAAAAALUgwHccn883yhYURRnp9HsAAAAAwCixiV1nCQQCkiRVuvpo/1Mr9jy+Lbs77Aoc373og5NP9ite2zv9fn/tZ8gDAAAAAEaPAN9ZKo2c7y3Ez37hy4/2PzVYcu/O31278ce/PGj58d2HlN8vy7LL5SoWi83qKAAAAADgzZhC30FkWbYdfs8ZhXc9e3lperfszPX9x7OXPpd41bY1r9d+cB4AAAAA0AwE+A7i8Xhsy+/Y/sCTsXW2l9J69tMvfdP2kqqqDesZAAAAAGA4BPgOUunouJ++/tsqtVZGX3g1va28vMpaegAAAABAwxHgO0il89v/kdpSveK65KbyQgI8AAAAAIwlAjyEJIaJ4jJZHQAAAABajQDfQXRdty0/KDinesWDA3PLC03TbECfAAAAAAC1IcB3kEoB/mNTT6tS66TIEbO9U8vLCfAAAAAAMJYI8B0km83alp8/7bS3RY6wvRR2BW7b/0rbS4VCoWE9AwAAAAAMhwDfQQzDsB02d0nKikO+cfbkdwwp3883489H3DbfP8O2tXQ63fguAgAAAAAqsD9XDONVNpv1er3l5QHF+/ODrrt85gdW7Hnitcwb3Wrw+K5Fp088QZXsv0MMw6g0IR8AAAAA0AwE+M6SSqU8Hk+lE+COCC04IrSglnaSyWRD+wUAAAAAGAZT6DtOKpUaZQvFYjGfzzekMwAAAACAGhHgO042m83lcnVXN00zGo02sD8AAAAAgFoQ4DtRIpGobw950zQHBgYa3h8AAAAAwLAI8B0qFotlMpkRVdF1vb+/3zCMJnUJAAAAAFAFm9h1rlQqlcvlgsGgoijV7zRNM51OjzTwAwAAAAAaiBH4jlYsFnO5nO3h8KUKhcJols0DAAAAAEaPEfjO5XK5wuFwpSPlSmmaFolEUqkUg/AAAAAA0CqMwHcot9vd1dVVS3of5Pf7Q6FQ87oEAAAAAKiCAN+JNE0LBoP1VSTDAwAAAEBLEOA7jizLownhmqb5fL4G9gcAAAAAUAsCfMcJh8OjbMHn88ky3zkAAAAAMKbYxK6zaJpW/dC4F1Obt2d3B13+Q4P7eWSt0m3BYDAWizWhgwAAAAAAewT4zuL3+ytdenD3Xz//6m2vprdZ/xtQvBdNX/aVOR93y2r5zapqUwgAAAAAaB4mQneWSsPv337tv5eu/cJgehdCJPXMjVv+6+Q1l2SNvG0VVsIDAAAAwFgiwHcQr9drW/732LrPvXqbKczyS48PPHf1hh/a1nK73Y3sHAAAAACgKgJ8B3G57FdMfGvLzwzTqFTrtm2/ShTT5eXsYwcAAAAAY4k18G+iaRW3bWsIl8vVwoHrSvPn/zrwbJVaWSP/ZGzdO3oWDymXJGn0X8vgM4XWvjNtSFGUhrzD44kkSdZ/yLLMO1PKepqmqiqP1UoNvhuaphlGxWeUHch6Z/ghKjX4x0hRFN6ZUtY743a7TdNmml7HGvx7xHdLOT7RDVH6Wbe1PcG4IfEbuZRpmoO/lDuEKUz1j2/RK4/ACyF+efD1Z046acy6BAAAAAAox6OgNxkYGGjeE41IJJLJZDKZTJPaH1YoFCrfPV4S0lT3hG3ZXVUq7uOeWF5omubevXtH2SWv12tthpdMJnO53ChbG0/8fr+qqtFotNUdaSOSJEUiESFEsVjkFMNSiqJ0dXXF4/FCodDqvrSRYDBoTaqKRqO6rre6O20kHA7rup5MJlvdkTaiaVowGBRCZLPZVCrV6u60EbfbHQgE9u7dy3hPqe7ublmWG/JBaJzp6elJpVLZbLbVHWkjPp/P2oWqDT/r9vT0tLoLqAcB/k1M02zqn6hmt1+druu2x7+9u/e4H2x/oFKtSVpkcfiA8vKGfC2lLfDhoJT1bvCe2Grtz1EbGvxu4W2xxTszBL9eyg2+G3y32OJtqYS3xRZvSyl+vaDhWDDZQfJ5+wPhrpp9XtgVqFTr+rmfdEk2i+cZ0QIAAACAsUSA7yCVAvwMz6T/XfT1kMtffumKmed8fNp7bGsxPwoAAAAAxhIBvrMUi0Xb8pMiR6w9+t6PTn13RA0JIVTJ9bbIEb899OZv7ndRpababRkPAAAAAIxvrIHvLIlEoru72/bSLO+Uuxd+SYgvJfWMX/FIotpu/Ay/AwAAAMAYYwS+s+i6Xmki/aCA4q2e3k3TZPtiAAAAABhjBPiOE4/HDaPaqe+1tNCozgAAAAAAakSA70TRaLTucyxSqRRnTQMAAADA2CPAdyLDMAYGBuoYh0+lUplMphldAgAAAABUR4DvUIZh7N27t/axdMMwotEo6R0AAAAAWoVd6DtaLBZzuVyhUEiWKz7KMU0znU4T3QEAAACgtQjwHU3TNL/fXyW9CyEkSfL5fJIkZTKZulfOAwAAAABGiQDfufx+v9frreVOK8Nrmjb6HewBAAAAAPVhDXyHCoVCNab3QS6Xq6urS1GUJnUJAAAAAFAFAb4TBQIBTdPqqCjLcvUF8wAAAACAJiGJdRy32+3xeOqurihKIBBoYH8AAAAAALUgwHcWSZL8fv8oG9E0TVXVhvQHAAAAAFAjNrHrLB6Pp9IE+LSe/eH2Xz+054lt2V1Bl++E7kMvnr5srm8f25v9fn80Gm1mTwEAAAAAb0KA7yxut9u2/OXU1nc9e9nGzI7BkucSr96x/cE7Fnzuo1PfXX6/y+VSFEXX9WZ1FAAAAADwZkyh7yCyLLtcNo9sBgqJ/3j2s6Xp3ZI3Ch9/8eu/6/u7bWv1bYMHAAAAAKgPAb6DVFq4fvPWn2/J7LS9ZJjGZ1++xRRm7a0BAAAAAJqBAN9BKq1+v/+Nx6rUeiW9dW1iQ+2tAQAAAACagQzWQWwjtynMzZnXq1fckN5WY2sAAAAAgCYhg3UQ07SZCS8JyaMMs5rdp9icG2/bGgAAAACgSQjwHcQwDNvyo0ILq9RSJPmI0ILaWwMAAAAANAMBvoNUitwXzXh/lVpnTXr7RK27vJwz5AAAAABgLBHgO0ihULCd9376hBM+Pu09tlX29U67Zf6llVprZPxffXIAACAASURBVOcAAAAAAFUR4DuIaZqVUvcPF3z++rmf9Cve0sLTJrxl5eI7J2hdtk3l8/mm9BIAAAAAYMfV6g5gTGUyGU2z2bJOluQvzf7Ip/Y549H+p7bldoUU/4ndh833z6jUTi6XYxM7AAAAABhLBPjOUigU8vm8bYYXQkTU0FmT3z5sI6ZpptPpRncNAAAAAFANU+g7TiqVGuXgeSqVYgt6AAAAABhjBPiOo+t6PB6vu3o2m81msw3sDwAAAACgFgT4TlQoFOLxeB3j8NlsNplMNqNLAAAAAIDqCPAdKp/Px2Kx2s9yN00zmUyS3gEAAACgVdjErh3JsqxpmqZpiqLIsixJkmmahmEUi8V8Pp/P5xuyA3yxWBwYGPB4PD6fT5arPcrJ5XLpdLr2tA8AAAAAaDgCfHuRZdnn83k8niHlkiQpiqIoitvtNk0zm82m02kOcgMAAACAzkGAbyMej8fv90uSVP02SZK8Xq/b7U4kEoVCoe6Xc7lcwWBQUZRh73S73ZqmpdPpTCZT98sBAAAAAEaDNfDtwu/3BwKBYdP7IFmWQ6GQ2+2u7+U0TQuHw7Wkd4skSVYP63s5AAAAAMAoEeDbgt/v93q9I60lSVIwGNQ0baQVVVUNhUK1PywY5PF4yPAAAAAA0BIE+NZzu911pPdBNU6DH6QoSigUqvvlPB5P+RJ9AAAAAECzEeBbzJqaPsoWRjQqXssy+2FbqL5rPQAAAACg4djErsW8Xm+VMLwhvf0vA2sGComp7t6Te46aoHXZ3qaqqqZp+Xx+2Jez7qx0dW8h/v/6V23P7Q4p/uO7D1ngn2V7myRJPp+PM+EBAAAAYCwR4Fus0uT5vYX4J/9x0//u+rMp/nlWnFtWPzvj7OvnftIl2UyY93q9tQT4Si9nmMYNm++5ccu9aT07WPiu3uN+vPALk7We8vvdbncqleIcOwAAAAAYM0yEbiVVVW1ns8eKyROe+dSvdv1pML0LIXJG4aYt957zwrWlhcM2VUqSJFVVbS998h83XbPxR6XpXQjxSN/fjnvqk3vyUdum6tg8DwAAAABQNwJ8K1XKwFe9evv65CbbS/fveuzenb8fUWuDKoX8X+9+/Mc7HrKtsimz4zMv31ypteovBwAAAABoIAJ8K9nuHp/UM/e8/kiVWt/f+j+25cNuLFfphu9vs2/Qcv+ux3bnB8rLR7T1PQAAAABglAjwrWSbqJ9PbMga1Vazr068XDCLNbZWyw1PxV+sUks3jaftbmAjegAAAAAYS2SwtpMxctVvMEwjZxTKy2tZA19eaAozqw+z+11Gt+nSKM+iAwAAAACMCAG+lWx3cZ/jnVa91iQtElBsNpM3DKN6RdsbJCHt65taveJc3/Q6Xg4AAAAA0EAE+FbSdb28cJZ3ypGhBVVqnTnpJNvy+gK8EGJZhQYt8/0zFgXn1vFyAAAAAIAGIsC3UrFos5RdCHHz/M+oksv20mSt50v7fsT2UqFgM6++lhsun/nBWd4ptpdkSb5l/qWSsJktP+zLAQAAAAAaiADfSvm8/eLzt3Qt+tlBX/UpniHl0z2TfnfYdyZpkfIquq7bjueXMgzD9pFBlyvw+0NvmevbZ0i5W1Z/fMAX/qPn6BF1HgAAAADQDPbDvBgbhmEUCgXbA9WXTXrb0eGF3916/58HVkcLyWmeCe/qPfY/91kadPlsm8rlhtn6bvA2l8vmH32+f8bzx9z3w+2/XrH78a3ZXSGX74TuQy+ZcWalBfnFYnHY5wUAAAAAgAYiwLdYKpXq6uqyvTTdM+lb+11cSyOGYWQymVruzGazXq/X9gQ4r+z+7IyzPjvjrFraSaVStdwGAAAAAGgUptC3WLFYrHHwvIp0Om27oX050zRHn73z+TwL4AEAAABgjBHgWy+ZTFbaza4WuVwum8027/4hdF1PJpN1VwcAAAAA1IcA33qmacbj8fpOZSsUCnXE6WQyWd8WdIZh1N1VAAAAAMBoEODbgmEY0Wh0pPPSs9lsLBarcfL8EPF4vMZl84OKxWI0GmXvOgAAAABoCTaxaxeGYcRiMa/X6/P5JMnm3PVSuq6n0+lRLp5PpVKFQsHv9yuKUv1O0zQzmUwmk6nvYQFqJ0mSpmmyLKuqKsuyz+ezjirguQkAAAAAAnx7yWQysix7vd4q91gb0TXkGPZ8Pp/P5z0ej6ZpmqaV36DrurVmnmnzzeZ2uz0ez5AzBX2+f54aqOt6NpvNZrM8QwEAAAA6FgG+jaiqGgqFhh1+lyQpFAoZhrF3796GvK6VDCVJcrlcsizLsmz8CwO/Y8DlcgUCAZer2g+joih+v9/r9aZSqdEfWwAAAADAiQjw7cLr9fr9/trvl2W5t7c3Fos16kQ30zQ5HG7sud3uQCAw7FMbiyzLwWBQVVUOAgAAAAA6EJvYtQWfzzei9D4oHA4PmXQNB/F4PMFgsMb0XlorFAo1qUsAAAAA2hYBvvU0TRtc6lyHcDgsy/w7Oo+qqoFAoL66mqbV98QHAAAAgHMR/Fpv9KOpXV1dDekJxoy1kcFoWvB6vbb7DgIAAAAYrwjwLRYMBoe9J6kPc2C7LMtkOWcZ9rBA3TSyxjAHDYxm4gYAAAAAx2ETuxZzu92VLv1p7zM3bbnvLwNr8kYh7Aq8e8JxV8/+6P7+mbY3B4PB/v7+pnUTjSTLssfjsb2km8bdrz98x/YHn42/YgpzumfSBya/4/Ozzo2oNsP1LpfL7XazKT0AAADQIRiBb6Uq6f26TXe/ffUl/69/Vd4oCCFixeTPdv7h8FUfeWjPE7b3j3QjNLSQpmm2/145o/Ce5678xIs3rom/bApTCLEtu+sbW+47fNVHXklvtW2qyrcQAAAAgHGGAN9KlaZA//KNP1678UdWhCuV1rMfeOGal1Kv2dZiVzOnqLTe4dKXb/lt38ry8i2Zne957sqcYXPIn6qqPLsBAAAAOgQBvpVsd483hfmlDXdUqpLWs8s33W17iWXwTuFy2Sxd2ZLZeeeOX1eq8nJq6z2vP1JeLkmSoiiN7BwAAACAdkWAbyXbsdN/pLZszOyoUus3fX8rH5yv1BrakO2Dm9/1/103jSq1Ht7zf7W3BgAAAGD84aN/23k911f9hngxlSimy8sJ8I5Q6Z9p2H/3HbndtuUEeAAAAKBD8NG/7XS5AtVv0GQ1oHjLy03TZlge7abSP9Ow/+7ddhvRCyEMo9q4PQAAAIBxgwDfSrZZblFwXrda7XD447sWyZLd4nkCvEPYRu4l3YdVr1XpBgI8AAAA0CEI8K1kG7lVyXXZjA9UqiIJ6arZ59leKhaLDesZmknX9fLCw0P7vz1yZKUqXa7Ap/Y5o/bWAAAAAIw/BPhWymaztuVXzT7v1N5jbS99ed+PVop56bTNwni0oXw+b1v+0wOvme2dWl7ultX7DvrKBK2r/FKhUGDmBQAAANAhCPCtVClyuyRlxSHfuG7OBeGSddGzvFP++6DrvjrnAtsqpmkyEusUlQL8VHfvqsV3nTflnar073Pmju066Ikjf/iu3uNG1BQAAACA8cfmPGqMpWKxaHsquEtSvrzvxz4/69xnE68MFBPT3BMODOwriYr7zGcymWZ2E42k63oul3O73eWXJmhdPz3wmu/uf9nziQ0ZI7fAP2uGZ1KldgzDqDSJAwAAAMD4Q4BvsWg02tvbW+mqJqtHhRcO24hpmsyfd5Z0Om0b4C1drsAJ3YfU0gjz5wEAAIDOwRT61hv94HkikWhITzBmdF1PpVKjaaFQKDD8DgAAAHQUAnzrpVKpQqFQd/V0Os1CaCfKZDJ1J3Bd1+PxeGP7AwAAAKDNMYW+LcRisa6uLtvF8NVlMhkmzztXMpkUQng8nhHVKhaL8XicyfMAAAAY91auXFkoFGbOnDlr1qxW96UtMALfLqLR6Ejn0sfj8VFOw245SZKG/Mc44/V6Q6GQ1+utdEMymUwmk7Wn8Ww2G4vFDMNoUAcBAACA9nX66acvWbLkrrvuanVH2gUj8G0klUqlUqnu7m5FUarfmcvlnLvuXZIkt9utaZqqqoO53e/3+3y+/L84eng5FAppmlZaomma3++3/rtQKMRisdKr2Ww2n8/7fD63213lQUahUEilUsVisRl9BgAAAND+CPBtZ2BgQAjh9/utODeY6EzTNAxjNAunW06SJI/H4/P5bGOqFezdbre1qX42m3VcjA8EAsPOh1dVtbe3N5/Ply5iV1W19HFGpYput1vXdce9LQAAAAAaggDfpqzR+Fb3opEURQmFQsNOLhBCSJJkPb+Ix+MOmive09NT+0IATdN6enr6+/slSQqFQqqq1lLL6/Vabwvj8AAAAEAHYg08xoKqql1dXbWk90Eul6u+jf1aore3d6TL+CVJ6u3t7erqqjG9W2RZDofDVc6QBwAAADBeOSMdwdGssfc6tqmTZTkUCkWj0TYfh+/t7a277ogealgkSQoGg4ZhjOb0QQAAAKCt5PP5TZs2RaPRKVOmzJw5s9Jtjz/+uGmaBx98cHd3txCir6/vxRdfDIVChxxyyPr16/v6+oQQxx57rO0g2caNG7dv3y6EOPzwwwOBQNO+lCZiBB7NZU0Rr3uTeSvDN7ZLjRWJRFryusFgUJb5+QUAAIDjFQqFK6+8cuLEiQsWLDjmmGNmzZo1f/78e++91/bmk046acmSJU899VSxWLzkkksmT5584oknrlq1Sgjxm9/8ZsmSJUuWLPnTn/5kW/fDH/7wkiVLTj/9dKfM8y1HAEBzeb3eOgaZS7lcrpGelD5mVFVtVYqWZdnn87XkpQEAAIBG2b59+wknnPCtb32r9KimV1555bzzzrvqqqsq1TJN8yMf+citt96q67r416HUZ555pnX1wQcfLK+yY8eOlStXCiHOOuusts0Xw3Lqgwc4gizLVY5A357dff+ux9YlNymSfEhw3rJJJ03Uum3v9Pl8uVyuDXdfrzI7wBTmH/uf/kP/qj35gV6t6+Seo07uWSyJ4WcixIrJ+3c9tib+csbIzffNXDbpbXN9+9je6fF4MpmM9TsLAAAAcKJzzjnnySefFEIsXrz4iiuuOOqoo3bs2PHQQw994xvfuOmmmyrN5P3JT35y//33n3rqqVdfffXcuXMnTJgghJg9e/aRRx759NNPr1ix4gc/+MGQur/61a+sQHHeeec1/8tqFgI8mqjKweY3bbn32o0/yhn/XsV91au3f3f+ZR+b9u7ym2VZ1jQtl8s1q6P1qvTV7cjtOfP5L62MvjBYcvNrPz86fOD9B18/3TOpSoMP7v7rBS9+vb/w76eP12y88/KZH7xh7oWKZDPU7/F4xtlpBQAAAOgcv/3tbx9//HEhxGmnnXb//fdbA+MzZsw45phjDjvssDPPPLPSGN79999/0UUX3XrrrUPKzzrrrKeffvqNN9548sknjznmmCFVhBBz5sw57rjjmvLFjAmm0KOJNE2zLb9h8z1XvXp7aXoXQiT1zPkv3nDP64+MqKkWqjT8PlBIvPWZT5emd8uTsXVvfebTewtx21pCiEf6/rbs+S+WpnchRNHUb9py76Uv32JbpQ3fFgAAAKBGN954oxBC07TbbrttyLT2ZcuWveMd76hUMRgMXnvtteXly5Yts8bYhsyi3759+9///nfh8OF3QYBH80iSZLv346vpbV/Z+ONKtT778i1DEqylDZNqpePfvrLpx6+mt9le2pjZce3GH9leMk3zky/epJv2++1/f9uvnoytKy9XFGWUWwwAAAAArfL8888LIZYuXTp9+vTyqxdffHGliscee6ztUVAzZsw4+uijRVmAt+bPS5J07rnnjrbTLUWAR7NU2t3t3p2/L5oVl23Hislf7fpzebkkSXVvZd8ktv0pmMV7d/6uSq17d/4+b9gc/2YKc0duT6VapjDv3vEb20vsRQ8AAAAn2r17t7Vx3cKFC21vWLRoUaW6Vc6Zs7ay27Bhw/r16wcL/+d//kcIcfzxx8+ePbvuDrcDPvqjWSoFy+cTG6pXXJt4dUQNtpXt2d0DhUSVG2LF5GvZN8rLh308sTbp4LcFAAAAGGLLli3Wf1QK1dOmTas023Tq1KmVmi2fRT84f/7DH/7wKPrbFvjoj7FmimE2kx/2hnZm1NB5o67t9NtwE34AAACgbtbW8UKI0gPkSsmyXOnA9ioHuU+bNs3apu7Xv/61VWLNn/d6ve9///tH1eM2QIBHsxiG/XLuhYFhZq0sDOw7ogbbynT3xJDLX+WGgOKd5Z1SXj7sYwtHvy0AAADAEDNmzLBy+MaNG21v2LZtW30HUZ111llCiNWrV2/dulX8a//5973vfVUOgXYKAjyapVKwPGfyKbYnoln8infZpLeVl5um2W5D0Lb90WT1A5Mr7pYphPjA5JPdss3ud5IpTdS6q1T8yNR32ZYT4AEAAOBEiqJYS9n/8Ic/2H60tk6Yq8PSpUutdaYrVqzYtm2bdc680/eftxDg0SymaRaLxfLyhYF9r5z5oUq1bpz3n5O0SHl5oWCz8Vtr2X51Qojr5nyi0mHv+3gmLp/7CdtLkiTduv/lkrBfCf/Rqe8+sfvQ8nJd13W94o6AAAAAQDtbtmyZEGLdunXWJnOldF2//vrr62t2ypQpJ5xwghDiwQcftObPT5ky5e1vf/soe9sOCPBoonw+b1t+w9xPfnH2h13Sm3akcMvqd+Z/9qLp9utS6ps801SV1upM1Lr/fMRti4LzhpQfFJjzp8O/b/t4wnLmpJN+euCXA4q3tFAS0qf2OeOOBZ+zrVLpHQYAAADa35VXXhkOh4UQ559//uCSdSFEIpF473vf+/LLL9fdsrUX/eOPP/7jH/9YCPGhD31ofJy+XHHpPzB62WzW6/WW768uS/INcy88b8qpP3vjD+uSG12Sckhwv3OmnDLTM9m2HdM0nZVU53inrT7qngd3/+UP/at25fdO1LpP6Tn6fRNPHPLMoty5U955Ss/R/7Xzt6vjL2f03AL/rLMmv/2QsmcBg9rwuQYAAABQo0gkcu2111522WXJZPKMM844+OCDFy9evGfPnieeeKK/v3+fffaZM2fOX//61zpaXrp06cUXX6zr+osvvijGy/x5QYBHUxmGYWV426vz/TOum3NBLe2k0+l2WwBvicVi1iPDcookv3/S295vt56/uola9xUzz6nlzlwuV2kaPwAAAOAIl156qWEYV199dTabXbt27dq1a63y+fPnP/DAA8uXL6+v2YkTJy5ZsuSxxx4TQhx22GEHHnhgw3rcUgR4NFc6nXa73aM5q1zX9Ww228AuNVChUDBNc9gj3JvBNM1UKjX2rwsAAAA01uWXX37mmWf+4he/eOaZZ6LR6IQJE0466aSzzjrL5/MdcMABS5YsKT0o/sQTT9R13dr9rroLL7zQ2i7q/PPPb2Lvx5bUngObrdLf39+8N6SnpyedTmcymSa137ZcLlc4HK4v5ZqmGY1G23yftt7e3rF/0Xg87qxlBaMnSVJPT48QolAoVNqAoDMpitLd3R2Lxdpwr8cWCoVCmqYJIQYGBtr8d8gYC4fDhmEkEolWd6SNaJpmHSyUyWR4NlrK4/EEAoGmfjpyokgkIsuyaZr9/f2t7kt76e3tTaVSHfhZtwqfz+fz+YQQiUSi3VY+tuQTLEaPTezQdMViMZFI1PG33zTNeDze/p+8+/r66q5b3yFwyWSy09I7AAAAAAI8xkI+n4/FYiMKq7quR6NRp4wo9vX11fGEoq+vLxqNjmgdu2masVisbdcUAAAAAGge1sBDCCFkWdY0zeVyybIsy7JhGNYp7oVCoVHbpBWLxYGBAa/Xa7svfSnTNLPZbNtuXFdJf3//4JTdYQ1OAjcMIxqNejwen8837E4B1ttS36A9AAAAAKcjwHc6l8vl9/tVVS2/5Ha7hRC6rmcymYYM+VrJXFEUq+VK9+RyOceld0s8Hvf5fNWfUJimmclk0ul0aWE2m83lcm63W9M0VVWHVC8Wi/l8PpfLtf9qAgAAAADNQ4DvXJIkBQKBKlnaoihKIBDwer2JRGKUo/HDhlurVx6Px+12p1IpZ00UV1U1FAoNu1efJEnW+xCPx0sXCFhPN6wvWZZl66mKte7Aic8yAAAAADQca+A7lKIoXV1dw6b30vvD4bDH46nv5SRJCoVCPp+vxr3orYcLgUCgvpcbex6PZ0Q77UuSFA6HvV6v7VXDMKzcrus66R0AAACAhRH4TmSl8ZGezW6FaiFEHQPjoVDIdpZ+dR6PR5Kk9j/ryOv1+v3+OipatThtBQAAAEAtHBDg16xZ8/DDD2/fvj0Wi02ePHn+/Plnn322dRx0qWw2e9999z355JPxeHzOnDmHHHLI+9//fkVRWtLndiZJUjAYHGl6HxQIBHRdH9Hm8IFAoI70bnG73bquD1kx3lasTQTqru73+63NAhvYJQAAAADjUrsH+HvuueeBBx4QQrhcrt7e3m3btm3ZsuUvf/nL8uXL999//8Hb+vr6li9fvnnzZiFEOBxev379+vXr165d+4UvfCEYDLas923J7/e7XKP6dw8GgwMDAzVO7dY0re6J9xafz5fP5xu1GX7DhcPhUbYQCoX6+/sb0hkAAAAA41hbr4F/5ZVXHnzwQUVRPvOZz/zyl7+8884777vvvre85S25XO473/lO6Y7c3/nOdzZv3rxw4cK777773nvvveOOO6ZPn75u3bq77rqrhf1vQ4qiVI/Tr+f6noq9+I/UFsOseFaZLMu1Z/Lqo9PxYmp1/KXnEq+m9GrTyEczxN1Uw67q35TZ8VTsxY2ZHVXusba1a3TXAAAAAIw3bT0C/+ijj5qmefbZZ5900klWid/vv+SSS9asWbNz587t27fPnDlTCPHSSy+98MILgUDgi1/8ojXePnXq1GuuuebCCy/885//fM4550yYMKGVX0Y7qbRrmhDisb3PfOHV25+O/8P630la5NKZZ18+84MuyWYZgtfrrWXltqZplVYxbM68/rlXb1ux+/GCWRRCeGX32ZPf8fV5n5qkRcpvVlXV5XK14SB8lffzvp2//+qmuzakt1v/O8c77Zo555835Z2V2mnnZQIAAAAA2kFbj8Bv3bpVCLFo0aLSQo/Hs88++wghtm//ZzRauXKlEOKII44onS0/adKkBQsWmKb55JNPjl2P256mabblP9qx4uQ1nxlM70KIXfm9V716++nPfc4K2EPIslzLsvZKu9yvTbx65KqP/WrXnwYbzxi5n7z+m8WrPvZa9o0RNdVCLper0vD75a9879x1Xx1M70KIjZkdH1533WdfvsX2fkmSRrmuAQAAAMC419YBfunSpVdeeeWMGTNKC03T3LlzpxCiq6vLKtm4caMQ4rDDDhtS3SqxrkII4XK5bPeuezbxyn/+45u2c+Z/27fyuk1327ZW6VnAsPdkjfz71l7VX4iVX9qa3XXW81ebwmZ1fS0vN8YqDb//8o0/3vzaz20vfXfrL3/+xqMjag0AAAAALG0d4BcvXnz88ceXLg/OZrM/+MEPEonEzJkzDzjgAKvw9ddfF0L09vYOqW6V7NhRbflxR6k0xvuNLfcVTd32khDiO6/9Iq3bnBs37IixLMu2A9Q/f+P/bc68XqnWqtj6R/ufKi9vwwMFKnXpa5t/WqXWDZvvGVFrAAAAAGBxzKzdm266afPmzbt27dJ1/dBDD7344osHw2EqlRJClO82bx1abru0+Nlnn73gggvKyx977LHRbypehd/vb8P92B7b+3SVqyk982Rs3dsiRwwpV1W1/KFJLf60d/Vw/Xnm5J6jysvre7kxticffT65ocoN65Ob3sj3T9aGnoNonbMwpNARX/LYq/t7b3xr6u8uR+vu7m51F9pRG65Lagder5f5UOXKz+6FEEKSJP4YlWvPz7rtIBgMcjYWGqKtR+BLJZPJZDJp7Tw/MDBQOq5unaFd/hfXGrrP5XJj2E3nMYW5txCvfk+f3XT3utlOnn/zy0Ub+HJjbNivTgjRl2/k+wkAAACgQzhmBH758uVCiEwm87vf/e6nP/3pV77yla997WsLFiwQQgSDwWg0Wr4pujX2bvusy+12T5s2rbzcMIzS0+kaS1EU0zQNo+LxbM0mSVL5GnhJSJO0yOu5vioVp5QNFwshhv1abF9OCFE++Fz2cvbPs5v3T1Mf20nvk7SIJCTbZfwWSUiT3TY77Ys3f4HWAoR2+5JbznrPW/tz1IasnzXDMEyz4jdeBxpcxcPP0RDWb2Z+iEoN/sHi18sQ1jvDD9EQgx8AeGeGaPln3TY0+MeoDf9Ms37ToRwT4C1er/eMM87Ys2fPI4888tBDD1kBPhKJRKPRZDI55GarxHby5AEHHLBixYry8v7+/oGBgSZ0XAghenp60ul0LaevNYnb7bZ9nPHO3mPu2vFwpVoRNXRUeGF5eaFQiMerDd3LshyJ2CTVd/Ye85PXf1Ol4qm9x9qWN++fpj5dXV3lGwF0q8Gjwwv/HltXqdaR4QW9ald5ebFYjEb/PfXA7/drmtZuX3JrSZJkTeMsFouxGLMY/k1RlO7u7kQiYU1HgiUUClmbX8bjcT5klwqHw4ZhJBKJVnekjWiaFgqFhBDZbNZalweLx+MJBALRaLTdgkdrRSIRWZZN0+TP9BC9vb2t/azbhnw+nzUpOJVKtdu84HZYA9I+f4wctMChfafQJxKJlStXPvvss+WXDj74YPGvvevEv7aj37t375DbrN+qLNwaVOkj7FWzzvMpnkq1rtn3Y5psc2LcsB+IDcOwfQR7xsQlhwTnVap1au+xx3YdVF7ehofAV+rSV+dcIAn74+UkIS2f84kRtQYAAAAAlvYN8JlM5sYbb/z6179e/tDXenxlPSwXQljnzD333HNDblu7dq0QYvbs2U3vq0MUi0XbRD3Xt8/PD7rOK9tsaPTxae+5ZMaZtq3V8hAxn8+XFyqS/MCiG/f12ixhOCQ4t0U0oAAAIABJREFU76cHfrn2plrLdn9EIcQ7ehZ/e79LZMlmtcI39vu07f58VVoDAAAAAEv7BvgJEyaEQqFsNmvl8FJPP/20KEnmixcvFkI888wzpZEyHo+/8MILmqadeOKJY9VlB6iUut8z4finj7r7jIlLPPI/j1s/LDT/vw+67kcHfMF2MNkwjFpGjCu93Gzv1GeO+sllMz8wQfvnZPJ9PBOv2fdjfzvyTtvp5VWaaqFKUwyEEJfOPPtPh3//rZHDFUkWQiiSvKT7sD8e/r0rZp5jez8LxgAAAAAMq33XwEuSdMopp/x/9s47QIrybvzPM217uds97jg6CCiCoKiIgIANe8MSYuwaY9QUSxJjVExIjL7GRONrjRpjij2RqJhXIwgqKtKkK72Xu9tep/3+eH6uy+4zs7Mzu3d7u9/PX3cz85R95pmZ5/t82yuvvPLoo4/++Mc/PvzwwxFC2Wz21VdfXbRokd1uP+OMM8iVo0ePHjly5IYNGx555JFbbrmFZdlMJvPb3/5WFMWTTz4ZUlnkk0ql7HY7NT374e6hr429L6uI+7JdTbzXzerl0TGoLhZFURRFnqdY4Dfxnt+N+MGDI27el+1iENNH0MvzlMlkatOFNZlMkmyFxUxtOvL98Y+mlExHNhwU/FQDhxzgcgkAAAAAAAAAQElqV4BHCH3rW99au3btmjVr7rjjDqfT6fF4Dhw4oCiKzWa7+eab29raclfecsstP/nJTxYtWrR06dKBAwdu3rw5m822t7dfddVVPdj/GkRRlFQqRWJpUBEYfoC9Vb8SWZbT6bTBFpPJpE56aoxwyaD0qIbNy9PptNPppAbbJzgYW8nxVBTF+HgCAAAAAAAAANCw1LQAz/P8nDlz3n777Q8++GD37t2RSGTo0KHDhg275JJLCqIm9u3b9+GHH/773/++dOnSjRs3Njc3H3/88d/61rd0JNWGJZlM8jxP1YobQVVV/eDzBYiimEwmrdyIeDxem+p3QjgcpgbbNw4EVAcAAAAAAAAAwAg1LcAjhFiWPfvss88+++ySVzY3N990003d0KU6IBaL+Xw+c7kfY7FYueJ0MplkWdZm07Mh1yKVStW4dlpRlGg0mgupWC4mxhMAAAAAAAAAgMakdoPYAdVDUZRIJFJuymiiezcXDT4Wi5lICppKpXqFc3g2my3LKiFHLBarweB8AAAAAAAAAADUJrWugW9kMMYsyzIMgzEmUcplWS5OqmcOojd2Op1aMe0KEEXRoil7IpGQJMnlcul4jOeQZTmRSFQ2dRzLsjzPMwzDMIwsy7IsV7D+bDbb1dVl3K6B7KFQx1MQBJ7nBUFgGMbtdkuSVOM2CEAPQt4SHMchhDiOU1W1gm8JAAAAAACAWgZ/jaIojbP+AQG+5sAY2+12IsUVnFJVNZvNZrPZiqhtVVVNJBLpdNrn8+kI1aqqJpNJE/rzYjKZTDabbWpq0pfhZVkOhULWmyNwHOdyuTiOo+5TkIB8Ffl1iqKEQiGbzeZ2u3X2RFRVjcfjxXdQEAS3210wMna7HSHkdrtVVc1kMvF43Ho/gfrAZrPZbDae53OTLZdxQxTFTCaTyWQa50sGAAAAAECDgDHmOI7jOJZlC5bcsixLkiSKYn0vgUCAry3sdrtOVHOMMVm1OxyOZDJpXYHs9XoFQdC/BmPscrkcDkdXV5fF5nw+n5HgeSzLBoPBdDptUV5lGMbj8ei3yLKsy+VyOp1UobpcbDab0+nUt2jAGJOQfrnmWJbV30NBX2/r2Gw2sudisZ9Ar4ZMMx1bDxKl0ul0JhIJ8NEAAAAAAKBu4HneZrNpLbZZliWBt4gyo17FeBDgawWMscfjKSlOEziO83q9FkXc5uZmI9bsBIZhgsGgaR94hFAgEDBiq5+DmCGY3jXgOM7n8xlskQy+zWYz58qOvt7mIArzkrAsS+51PB4nGnvjrbjdbpvNBoHrGxa3221wmpENLDLN6vUDBgAAAABAg4AxdjgcBp1VeZ7nOC6VStVlrGgIYlcTMAzj9/sNSu857Ha76eDnwWDQuPSew+v1OhwOE82VK70TGIYJBEpniS/GZrP5/f5yWxQEwe/3m2gOY+zz+QyKVTlsNltTU5Nx6T0Hz/NNTU3llgJ6O6anmfGdLAAAAAAAgBqEYRiXy1VWCi1i9EriBNUZIMD3PBhjr9drLqkbcZwut5Q5qZhA/MnLbc60/IAxLjfLOsdxHo/HXHPEtKHcUh6Px9zbwcQeCoFY3ZsrC/RS3G63EQ+UYszNagAAAAAAgFqA6N7NSRPGlfbW2blz57333rto0aJqNwQCfM9jQiTOh7hGG7/eujquLDW1x+Ox2BzDMMRp3CAWJVtBEMpScjqdznJNJyoCz/PlKmOB3ovD4SjrMS+AuMRXsD8AAAAAAADdg8PhMK30IsW7wRRRUZTLL7989uzZCxcurHZbIMD3MBzHWRfDXC6X8XlpTolXgHGFnhWpI4dxu/2yhkKnEoNXMgxjzqegIhjvJ9CrKXcPi4p+3DsAAAAAAIAahOd5iwsYEgW8Uv3R4sEHH5w/f361WyHUoVdA70JnXd4hhp/Y8c8FoWVhKd5uC54ZnHRl+5k2hiJ+EzEymUyWbE7HHF1Upb/ueWfugUU70vu9nGuKf+z3+p/f1xakXmxQ56zvqj2/a+lf9sxbn9jGYDzGPeyafucc4z2MeiUJ3mYkYp+OOL0ptevJnf/8JLImLWeGONpntk6/sM90BlP2sIjPjJHx1Ik5H5dTT+3817udnx0Qw0Hed0rg2Ov6nevlSovca+Kbn9r1xtLoelGVDnH0n9V26lktk6hXGh8WoFejs3OckFPP7Pr3O52f7M+Gmnnvyc3HfLf/eX6O7lbjdDpjsVg1ewoAAAAAAFBJdIQONR5TVixVd+1UFRkHW9ix43GfVuqVPM9ns1lFUarUyeXLl991111VqrwYDNGJ8+ns7KzegAQCgYKE6gzDaEnU8zoWf3vV3WHpINlshHPg3HH/M9I1sPh6g7nTg0G6QL4tvfec5bd/Ed+Yf9DNOp47/BcXtp5ILZJIJEqmT9dqLqOI1679zV/3vJN/ECP8o0GXPDj8ZqpQrapqZ2enfnN2u10rIsDjO1//0YY/ZBUx/+CUpnGvHXFfi0DxCFAUxUgAfC33/iXRdeet+MnuTEf+wb624Otj7zvON1qnwl9v+fM9m56W1YPeL2cGJ/1jzC89HGWvx8iw1A0YYxK+QRTFhorDr5UwYnnsy3NX/GRHel/+wT5C02tj75vsH1t8vaqqXV1djfPOz6XJDIVCdRmE1jQ+n09RFNjNyUcQBGJZlkqlEolET3enhiAf1qqujnoj5LXcUJ9ggwSDQSPrw4bC6XQSdV0sFqu13K5aC/XuRP9jxHGclnJOXvqZ9MYrKH9IMWYnT+POOBfRVk3ZbFZ//E2H0EqlUuPHj9+xY8eUKVPmzZs3Z86cO++801xVBgET+p5Ea0vp8+i6C1b+rEB6Rwh9mdw+Y9kPu0RKqjOS9lC/OS3rkZiUPG3Zjwqkd4RQXE7NWnX3B6Hl1FJWTMe/v/6BAukdIaQi9ffbXpy9+RlqESOG8VrOCC/tfe/GdQ8WSO8IoUWhFeeuuF1SKSt7hmFKOtvwPE/t1ZbU7tOW/ahAekcI7cl0nLH8ls2pXVoV/u+OV3+x8ckC6R0h9FbHR7NW3U0tAtHF6x6e56lTcWd6/2nLflQgvSOE9mdDZy6/dUNie3ERjHFFPGgAAAAAAAC6Aa0wYcrKZdIrf0MFArmqyovmS/9+vayqrHPbbbetW7fu4YcfHjZsWJWaKAAE+J5Eayb9eMPDaYWebn1beu99W/5CPVVyaa4lcj+8/aX1iW3UU5Iq37z+d9RTJeVbLe+AzyJrn931plap+7e+sDW1R79mLahbGBlF/PGXD6uIrjpYHFn9l93zqKdKestoDfidG5+gbrIghEJi7I6vHtc69fONT2i19VbHR/8+8CH1FISyq2+03hL3bH56f5ZudBOVEj/56lHqKRDgAQAAAADoLdDVk5mM9MYrSMMsSF68SN1BkWsYhqmG3uvtt99+7LHHzj333KuvvrrilWthSYDfv39/9XwJGgGqDLwjve/D8EqdUv/Y+3/GazNywT/2vqtTalV80+r4Zv2aqWgJwC/u02suq4iv7adHgCgZx4v6WC4ILdtTpAzPp7LjmVIy/9qvF3xy7gF6bom3Oz6OSnp2m1r9rMv8lkAO6jSTVPnVfXqBUuZ1LI4UmfBo1QYAAAAAAFCDUNctyvo1qo6vk6rKn39qvDYr7N+//+qrr25tbX366acrW7M+ln7G448/PmDAgFtvvXX5crqVNaAPdRp9ldyhX2pX5kBCpjgXlZyUVPlWRerG1E79ghuSdP28Plr9KfkDqda/yGxA+42lmvsySW+upEuClmFzStFzsBnuHEA9XnpYzPYT6NVQp9neTKf+do+oSptTuw3WBgAAAAAAUGtoKcyVfSVsddW9lCWQToWmueaaa/bt2/fMM8+0tLRUtmZ9rC7mdu/e/dBDDx111FGjRo369a9/vWXLlop0q5GxMSUCvGOEeVwxpauR2mzYTJ5zrYA3Ai5hxEuNtK9ToT6CRm15zdF/nbnmSt6+sESP1VG6nxrjBoGFGpCS0wxpP0cAAAAAAAD1TLeEiHr88cfffPPN66+//swzz+yG5vKxJMCffPLJM2bMIBa869at+8UvfjF06NBJkyY99thjHR16RssAgeqAMMY9TF+WG+s5hHpByTDLWpLe0d5DdUphhI/yjtSvmYqWe8XRGrniSl5gJK9bMeM9er8OITRe4+eXHE/qD+xva2kVNHP1IYS0ohtodSOH1rBAeO36hjrNgoJvkL1Np5SPcx/i6F98HGYLAAAAAAC9Ai3JhWntq18Qt7WXVaEJ1q9ff9tttx1yyCG/+x09WFhVsSTAT5o06Z133tmzZ8/jjz8+depUYpz58ccf33jjje3t7WefffaLL75oTuhqEKiLaS/n+nbbqTqlbuh/AfV4yXgEWmv37/U/X6fU+X2mtmtkg9dH69Zf3n66k9WMu9YqNM9snU49lc3SRd8c1MfySO+ICb7DdUp9X2M8S4o61AsYzHy3/3k6pa7XGO2Tmo8e4aQkCCSwmLleo1pRLIyuD9QT1GmGEdaaSITr+p1L3eaDqCUAAAAAAPQWqOsW5rDDsVs75RvG7NETjNdmjj/+8Y/JZPLwww9/8MEH7/2azz77DCH0/vvv33vvvffdd1+l2iqmknngd+/e/fLLL7/44ouffvpN5AC3233++edfeumlJ598cu0763ZzHvhc4tkCOsTwhE+vpeYbOz048d/jHmRpmdK7urr05yXHcX4/Jee5itRZq+5+ae97xafabcHPJjzbz0bx65AkKRwO6zSHtNNLPrPr39etva84MjyLmTfGPXBmcBK1VEmzjlza5wLWJrYc/9l3qTG9fjTwkt+P/JG55liWbWpqKj6eUjJTl9ywJLqu+NR476ELj35ca/9icWT1iZ/fSFXR//qQ7/18yBXm+lk3NGYeeK1pllHEk5be9FH4i+JTY9zDPj72aTdLyToRDoclSap8L2sSyAOvBeSBLwbywGsBeeCpQB54LSAPfDGQB14f/Y+R3W6nJtBRVq0Q//YcNRA9O3kadzZFOacoiv7rvaw88DfccMMTT2hmj0IIud3u6n1n2dmzZ1eqLo/Hc9xxx1177bVXXHFFW1tbR0fHvn37stnsF1988de//vXJJ5/cuXNnIBDo169fpVqsOFV94zidTlEU81fPiqI4HI7igApO1n5x64mr4ps35cnwLGZuGHDBc4f/gmcoLuuiKKbTaf0OKIpCDeSOET6vz9SUnFkSXaegb7YApjSNe+vI3w2wt1Jri0ajJfexqL8OIXSUd+RI18CF4eVJ+Zs+D7C3vnTEnNODE6lVqapa8u4oikLNqdYiNJ3VMnlxZNXebFfuoJO1//KQ6351yHcxovRQluWS46mqqs1mK44KxmPukraTt6X3rIl/ExICI3xx60mvjv2Nh9OMpT/A3ufkwDEfhld2it9Ip17O9fuRP7pl0CxqEUVRGucziTEmE1hRlFr7BFYPrWnGYfbitpN3pfd/Ed+Uf/z8PlNfH/tbH+curqrkp6vOsNlsZNc4nU6D7JGP3W5XVbWkTVNDwbIsiZMqSRKYNeXDcZwgCI3zoTFIbnkDI1NA8VoX4HmeiKDZbLbWdpNLJnjqBkp+jKgCPG5tY4ItysYvUf5kYxh26knc6edQfeBFUdQf/7KiZffp02fatGkXHEwsFtu8efOFF17485///Lzzzhs9erTxCsuikhr4YlavXn3jjTcuXHhQVq3hw4d/5zvfueGGG7o5Xp8RulkDjxByuVxa6dkRQkuj6xeElnWKkf62PmcEjx/s0HT5MLirp6WjJuxM73+r4+Md6X1ezjW16Uh9y3Mjit/cpiOVuJx6u+PjtfEtDGbGeYafGphg1w7NZVDPTDbFqacUVfkgtPyTyJqkkh7qaD8rOLlFoNgjEAyOp8PhcLlcWmfXJba+2/nZnkxnX1vglMCxh7kGG/gFSFLl/3Z9viSyVlSl4c4BZwYnNfGaO4LRaLRxVuGNqYFHX2vAtM5+mdz+n85Pd6c7Wm3NJzcfM9o9VOvKZDLZUD5NoIHXAjTwxYAGXgvQwFMBDbwWoIEvBjTw+pT8GLlcLq21vZpIKCuWqru2q4rCBPswY4/CLX206kkkEvqqx7I08FRuvvnmRx99dM6cOXfeeafFqvSpSgbpdDr97rvv/vOf/5w7d27xq+2rr76655577r///oceeuj666+vRgd6Eclk0m63a2U1GO89tGRsM4SQJEkG3wjRaFTnWe1v76PlaF1APE4xRy8mmUxqKeERQm7WcXHrSYiu4D8I4+uGRCKh9fgxmJnePH568/iSlciybHA8U6mU3W7X8g05zDXYoNCeD4fZGYEJMwJ07518FEVpHOm9kUmn0w6HQ2uajXAO1ImekKOhjDUAAAAAAKgPstks1cAWIYRdLnbSCUYqEUWxnsIAVTIncDQaffHFFy+++OKWlpZzzjnnueeeI9J7IBC4+uqr33rrrY6OjmefffaEE05ACCWTye9973vz5s2rYAd6I6qqWtzsV1XVoDhNsK6CUxSlpHl5jopoSo3vcGcyGeuGW2UppnpQV9NQWugGp6xnXKsGUKABAAAAANC7KGn6XhJVVWvN9sEiFdDAHzhwYO7cua+//vp7772Xrw9sbW09//zzZ86cOW3aNJJqDiF01VVXXXXVVe+9994ll1zS1dX1hz/84fTTT7feh15NOp3mOE5rb6kk8Xi8LJE1mUzmvHHM0dXVVfqiryHWAWV5lRRQ7o5DOBzWMaQvSbnjmc1mE4mEjiF9lYjH42AV3DiIomhlmiWTSTDWAAAAAACgN5JKpZxOp+m1fSqV6h4dxhlnnBEMBomuuqpYEuDnz59/7733Llq0KN8moX///hdccMHMmTMnT56sNdAnn3zyeeed9+yzz27evNlKB+oGol4zIcMnEgkTW0qRSMS0iFuW9E6IxWI8z5trThRFEyYD4XC4qalJy3Rfh2Qyady4IEcqlcrFVyuLbDarE5JAh3Q6baKfQK/G9DRLpVIN5foOAAAAAEA9QUJZO51OE2v7VCrVbRqv008/vXs005YE+IULF37wwQfk7yFDhsycOXPmzJkTJkwwMrhEWB0zZoyVDtQTRKFqXMOmqmo0GjUdLLerq8vj8ZSlGFcUxYT0bro5ZCHmlqIonZ2dfr8/Z/phBCvBRZLJpCzLbrfb4JuFOD5kMhmWZf1+f1nvoxoMggJ0D8lkUpIkj8djfJolEgnY6wEAAAAAoFdDMunohAQqhoj9dWmvatWEfsSIERdeeOHMmTOPOuqosgr+7Gc/+/73v09iSgOEVCqVyWRcLldJQTedTieTSYvBGGKxWCqV8nq9RnTj1gPzxmKxWCwWCASMyB4ViewaDodtNpsRoTqbzcbjcYvjmclkRFF0OBw6aQVyV+YiYcqy3NnZqZ+MIIcsy6FQyEongerBMIwgCDzPsyzLMAzGWFEURVEkScpms5VKTJXNZru6upxOp07wS0ImkyH7ShVp1zQYY57nBUHgOI4Mi6qqsizLskyGBTzzAQAAAAAoiaqqxBHYZrMZWdtns9l6XWNYEuBvu+22e+65x1zZAQMGWGm6XiGpfZLJpCAIgiAQSSB3ikgC2Wy2UnEUJUnq6uriOM7j8VA3tEi8ugra32YyGSOeApVqMZPJEA98u93OcVzB007SiadSqUqNJ9kdTKVSgiCQHNT5t49ILJlMpri5dDrNsqy+Ob0sy5DcqDZhGIZI1AXHWZZlWZbneYfDIctyMpmslOlEyRlLhOSeDbiKMSb7WQXPHcaYYRie50k2cuK3Uq+fWAAAAAAAKogoipIkcRzHcRzLsgVrDFmWJUmqe/WAJQG++wN3NQiyLKdSqVzOJ4ZhqroQlyQpX6/L83w1lv5l2Yq7XC6n01mp9KpEjCd/E4m6quNJdj1ydsslb18uQag+LMt6vd5sNhuLxer7rdS7cDgcRpyyWJb1eDwOhyMajVqZfjzPezyeklYzxFvebrfH4/EeCV8nCILb7TbST2J+Eo1GreePAAAAAACg7lFVVRRFYtuIv0ZRlMZZHltKI/fAAw+cccYZjzzyyJdfflmpDgHFdLMarRqZEgVBKDeqHMY4GAwad3QxCLFqrmydJVvUOoUx9nq9ZYUlEwTB7/dXfFgAc7jdbpfLZXxicxzn9/tN54Cw2WwGfV4IDMN4vV4j3hmVxeFwlNtPn89nJVcFAAAAAAANiKqqxMq1caR3ZFEDn0ql5s2bR3K5Dxky5PTTTz/ttNOmT5/udrsr1D2gHiCqY3Nlm5qaQqFQj/vxVgmPx2MiCj3Lsj6fLxwO96yBNOB2u01kjiBCdSQSKVfhLAiCx+MptzmEkMvlUlW120LZ2e12E8ZZGGPy6yBAIwAAAAAAgA6WNPBtbW259euWLVsee+yxc845JxAInHTSSQ8++ODq1asr0UOg19PU1GSluN/vr1RPagqXy2Uuhxz6Wgg0kUsDqBQOh8OE9E4gwmpZt48EqjDXHELI7XabVvuXBc/zVjZw3W53WZkjAAAAAAAAGg1LAvz1118fDocXLlw4Z86cU045hWhdstns+++/f/vtt48ZM6Z///7XXnvta6+9Fg6HK9RhoJdhXfzOqebqCY7jLBo2W68BMA2JWmelBpZly1JTG89QqFODleLd0wrGGAy4AAAAAAAAdMAVdBiQJGnp0qUkOfyHH34YiURyp1iWnThx4l133XXqqadWqrlq0NnZWT0PikAgkEwmc6HpGgGWZXXU74qqLImuW5/YxmA8xn3IOM9wnao6Ojqq0MEew+fz6WhE1ye2fR5dJ6rSIY7+x/uPYDF9o01V1VAo1DiG9BhjknhSFMX810v3o288vy299+PwqqScHuRom+IfZ2M0b7RB9xCbzaazhxWR4gtDK/ZkOlqEphOaxgV4n9aV8Xi8qob0drtdR/zuFCMLQysOZEPttpYTmsZ5Oc39i1gsVhFDeq/XS4xc6tgNxxw+n49kPOnpjtQQgiAQVy/rOVPrDPJcV3V11Btpbm5mGKYiKW/rjGAwSNLx9HRHaohcrOJKfd0qSDAY7OkuoNr5GPUifWEljRU5jpswYcKECRNuv/12RVFWrly5cOHCV1555aOPPpJl+cMPP1y8eHGNC/BAZdF5Ej4ILb9h3QPrEltzR472Hvb0qDu0xHiPx1M7T7hFOI7Tkt6/Su747trfLggtyx0ZZG/746G3nt0yufhijLHdbq9gkj/ACAzDaEnv+7JdN6x74J/7P8gdaRH89w+/8ar2s6jXOxyOeDxeskUtUwtJlWdv+tND2/6RUv7/goDH3PcHzLx/+I3UXQOHw1FVAV6rn2kl+9Ov/vfxHa+L6v93+3cwtlsHf/ueoddwmBKO0eFw1NoSBwAAAAAAoEaoirfhjh07Fi1atHDhwoULF65bt64aTQC9Aq1g6W91fHT+ip/lVvOEz6PrJi+5/v3xjx7rG1VcxLS7eA2i9Vs2JLZPWvLdTvEg3fK29N7zVv70mVE/v7L9TGpVIMB3M1q3b1+2a+Jn121J7c4/eCAbvnrNr3dnOu4ccqXxqvJhGIbqFq6oyiVf/OL1/QvyD4qq9PD2l1bFN71z1O95XFiKZVmO46qUrY2kYy0+nlXEM5bfMr9raf7BlJKZs/m5dfGtLx8xhykyMOE4rtq5MwEAAAAAAHoplnzg89m0adNzzz135ZVXDh06dODAgZdeeumTTz5JpHeWZY8++ujbbrvtggsuqFRzQK+A6rUbEmOXrb63QHonJOTUrFV3ZxXRYFW9FKrYpiL1O6tnF0jvBEVVblj3wLb03uJTRNSpfBcBbbSsJ65fe3+B9J7jro1PLYlStjK1hPN8tIT8p3a9USC953i/6/MHtv6Veqp6oey0ar5/6wsF0nuO1/bPf3rXXOqpetqwAwAAAAAAqCCWNPA7dux48803idP7nj17DqqX48aPHz916tRp06ZNnjy5FzkVAJVCK6vz83veDomaxvCbU7vmHlh0YeuJVetXz0NVVH4YWvk5TcYjpJXsEzv+ed/wG4pPga6ym6Hevi2p3W8cWKhVREXqw9tf+uvo2dTa9FXiWmYsD29/SafUH7e/csfgy4uV21q1WYdas6wqj+54VafUH7a/eH3/8wzWBgAAAAAAAFgS4J999tnZs2fn/uV5/phjjpk6derUqVMnTZoEwYQbHC3V4uLwKv2CH4W/oArwgiBks9kK9KxHwRhTrQk+jpQalsgX1OOgge9mqAO+OFIia+ZHYZO3j3pBlxhdn9imU2pftuur5M6RroHlNmcaas0bkzv3Z0M6pdYntnWKkeLAezCrAQAAAAAAqFTBovFYAAAgAElEQVTMB/6UU0756U9/OmXKFDB9BAhaRu9xuURs0phMd+qu7zV9Qi4RXSwu0YelnpwLegXUAU+UmtVxiX5BydtnrjmEUJz2HFVvtljoZ6pYgIdZDQAAAAAAQMWSAO/3+3Pmu+++++67777rcDgmTJgwefLkKVOmTJw4ESznGxmtvE2DHX31Cw5xtFOPVyn4VjejlYlnkL1Nv6DWuIH9fDejKEqxgXfJ2zfE7O2jXtAqNDsYWy74fDEMZgY5KF2q3myh1jzQ0cpgRlE1G7UzQpsQMFgbAAAAAAAAYEml+cMf/rCrq2vevHl33nnnCSecYLfbU6nUggUL5syZM2PGjKampvHjx//whz989dVXCzzkgUZAFCmx6BBCF/SZplOKwcz5faZST9WHAI80hJMzW47XSRiOEJrZZ7rx2oDqQR3wE5qODPJ+nVIXtE4zXlvJCwSGP7Nlkk6pE/zjqP3pZgE+yPun+MfqlDqrZTJ12sOsBgAAAAAAoGLVJtnn85122mlz5sz54IMPIpHIxx9//MADD5x99tnNzc2yLC9btuyRRx656KKL2tvbhw8f/tJLelGXgDpDS94+qfnoM4Oassd1/c4Z5RpStU7VBNStjTYh8NPBl2kVmeA7/FttpxQfV1VVy9IBqBLUiW1nBGqIQcIwR7+bBlxkvLZ8tDbCfjXsuy6WnnddYPgHRtxkrjnTaNV8//AbBY2dKTfrmDPseuoprV8NAAAAAADQ4FTSqVgQhIkTJ95+++1z587t6OhYs2bNk08+OXnyZHJ248aN69evr2BzQO2jpUb725jZ05vHFx+f2Wf6wyNvoRapJzFVKxTfPUOvua7fucXHj/KO/OfY37JFEcV1qgKqh9aYX9vvnNnDrsWo0Hl7mKPfW0c+5KYJ26IollQ1i6JIdbs41DXo9bH3+bjCWKEOxva30bOP8R5WVueto1XzBN/hfx0928EU5qTwce7Xx/62OMweQkhVVRDgAQAAAAAAqFQsiF0+27Zt++CDD+bPnz9//vxt2/RCJQP1TTqddjqdxcd9nPvdox55Yc+853e/vS6xlcHMEe5h1/U/94I+04rlH0IikahyZ7uPbDarqmpxmC4GM0+N+tnM1umP7Xjt8+g6UZWGOwfMajv1u/3O1dJhZjKaXtBAlSBSNzWk4j1DrzktcNwftr/0UfiLpJwe4mi/oM+0mwdeRJXekeHbl8lk7HZ78fFTAxPWHv+PB7f97Z2OT/ZmO4O8/5TAsbcOmjXU0Y9aD5l4Rlo0gaqq2WyWGsT0otYTx3tHPrj17+91LekQw32F4GnB424d9O12W5BaFcxqAAAAAAAALXCl1nM7duxYsGDBggUL5s+fv2XLlvxTXq/3pJNOmjFjxrnnntvWViLUU8/S2dlZvQVuIBBIJpOpVOmwzPVEIBCwHlBaUZSurq6K9KdGcDqd1K2NspAkKRwOV6Q/vQKMcSAQQAiJohiJRHqwJzabzXqETlmWw+GwkRcOwzBNTU3Wn6NQKFRVSxaO4/x+vUAARlBVNRQKVcQH3uv1kg2Fav/wXofP51MUJRaL9XRHaghBELxeL0IolUrV036xdex2u9vtrurqqDfS3NzMMIyqqp2dnT3dl9oiGAwmEolGW+vqk1vyxWKxWtuhDgbpO+ndSe18jHpR8HVLGvgDBw783//93/z58xcsWLBp06b8Uxjj8ePHz5gxY8aMGRMnTtRKCQ7UPYlEwu0utPItl2g0WpHO1A6pVMput1tMjBePxyvVH6AsMpmMw+Gw+FpLJpMGF8SKoqTTaYeDrsY3SDqdrrYQK0lSOp2mGgsYJ5VKQQQ7AAAAAAAALSwtQB977LHZs2fnH2lrazv11FNnzJhx6qmn1sKmDtDjpNNpm83G83rx1fXJZDJ1E38+h6qq0WjU5/OZVqsmEon6G5ZeRCwW8/l8prdgUqlUWdvwiUSC4zjTz5EkSd2jVCT9NL21IYpiMklJXw8AAAAAAEAFY4wxbqjd/wooxgVBmDRpElG2jx071rqdJ1BnRCIRYmxmoqwkSbVjWlNZJEmKx+PmzHXS6TTYp/UssizHYjGv12vijZfNZk2I09Fo1O/3F6egL4miKNFotHvMX8nOlN/vN/G8y7Jcf7Y2AAAAAABUHO5r8pdhJDeTJEmSJNW3148lAf6EE06YO3fu9OnTrdtIA/VNV1eX3+8vVy+XyWTqVXonZDIZRVE8Hk9Z0k4ymQQtZS1AXPE9Hk9ZQnU6nTbn+6Cqajgc9ng81EBxWkiSFI1Gu3NbWlEU0s+y7AWy2WwsFqvvzy0AAAAAABbhOM5ms1FXzhhjItWTdDa1FnGgglgS4KdPn16pfgB1TzgcNh65TVXVRCKRTqcr1TrDMDabjeM4hmGImY0sy1U1znc6nTzPk+ZUVVUUhWoeTIRAp9NpsxXm2SqGGEJDhi3jYIzJXSAvekVRyI2olKAoSRK5fUYcv2VZTiaTVj4nRL/tcDicTmdJzb+qqqlUKpVKdb9UTHT+DofD4XAY6WcDRvcEAAAAAKAsMMZ2u92IOhBjLAgCx3H1GlinAib0oiguWrRoxYoVJZWl06ZNmzp1qvUWgV4KUR03NTXpaywrG1zdbrc7nU7qRp3D4SBbdPF4vFKPtyAIbre7uDmWZXmedzqdiqLE4/H8pNnEGJu8a3RqJkHLK9LJRsBms9ntdi0lsCiK6XS6IluzuRvqcrm0JjaZZpXSMKdSqWw263a7CyzH8iEOGj0YJYGI5bl+al1D+gkh4gEAAAAA0IFhGIfDUZbJKsMwTqcznU7XX9AoqwL8li1bLrrooqVLlxq5ePbs2SDANzIGNYccxwUCgXg8blG+4jjO6/XqP+pEbG5ubjZt2JyDZVkjUc0YhvF6vYqiRCIRIrfY7XaXy1VyWFiWDQaDde9WYB2e510ul/4GLc/zPM87HA7rUi7DMC6XS9+AgkyzpqamZDJp3a7E6XSW1GxzHOfz+dLptPFY95UFY0wME3T6Sewj/H5/KpUCrxAAAAAAAKhgjMuV3vMLJpPJ6qkK3nvvvRUrVgwaNOiiiy6qUhPFWBXgr7766pz0brPZ9BMdWUwvBPRqPB6PEStxAsaY+PqaFlZJ6tqyrud5PhQKmWuu3AzYJLN3NBq12WzGhwUhREL6d3V1ld/HhqCs+07uWjweNy1UG9kkysEwjNvt5nk+Ho+bE6oxxl6v16BvOflo8TzfzT7w6OtdKoMxL4ioz/N8LBarSzs3AAAAAACsYDH1st1ur5I+49prr33mmWcQQkcffXSvEeA/++yzBQsWIIQmTJjwpz/9adSoURbzWgP1iokIdgghm82GMTYRmNq4s30+LMs2NzebkI0FQfB6veWWQgiZK8UwTCAQ6OzsNFG2vnG5XCaSpROXBxMaYJ7nTUShJ5FXIpFIuc0xDOPz+cqNQk82KXLmHt2AQVOUAnie9/l8kUgEZHgAAAAAAHJYSU9LYBhGEISKx7Tbv3//M888Y7fbn3rqqbFjx1a2cn0sDceaNWsQQk6nc+7cuX369KlQl4B6w+PxmH7wBEFwOp1lCVekiLnmiGK8LD08y7Lm5HArYIzL7WfdU9ICSAen00mCGhovQu67uayZPM+73e6yXDaI7t1EDjn0tT48HA53gy096ae5nVwypJFIBGLRAwAAAABA0LFUjcupN/YvXBpbLynycNeAmX2mt9uC1CsFQRBFsbJKgj179iCEJkyYcNlll1WwWiNYEuD37t2LEJowYQJI74AW5ZqIF+N0OrPZrHFHZYviNMuyLpfLeJrusiznKwjLsuUKgXUMGQ0rNbjd7rLe7Kald4Ldbi8rwYnT6bSy/UzGpxuiJ7jdbnO7DASO45xOp/GnDwAAAACAOoZlWS2twFsdH1275r692W8sUn/y5aP3DLvmp4Mvw4iyQuN5voJK+Mcff/yLL75ACG3btu3ee+9tb2+/7rrrKlV5SSxZvIPcDpTE5XJZr8Tj8Ri8siLKcOOKXP0YXdUGgkrkMBIFUB+MsfG5arfbrYipBON9ZlnWtHFBDpJG0WIl+pDUrBYrcTgc1scWAAAAAIA6QGvpMq9j8bkrfpIvvSOE0kr2jq8ev3vT02VVZY7HHnvsiSeeQAht3bp19uzZTz31VAUrL4mlX3LiiScihD7//HNRFA3GVQIaCp2YE1lFfGLnP/+yZ97a+BYGM+M8w69uP/uK9jNYTLme5GArmf+cuLhonX274+M/bn/lk8jqpJIZ4uh7cevJtwya5efoaluPx2NEXakj8m1IbL9/6wv/6fxkfzbUR2g6JXDsTwdfdphrcIkaVVVZtUL+5CNl13YkyTjYwo49ip08DWn8LoP9rG84jtO676IqPb3zjT/vfmtNYgtGeIx72NX9zrqq/SwOU0REm81mME6pjo/Gu52fPbz95cWRVXE5NcjeNrPP9NsGfzvA+4qvZBjGbrcbyX+u09zG5M77t77wTucnezOdLULTSc1H/3TwZaPdQ7XqMRFRwjg6/Vwd33z/1hf+2/X5gWyozRY4LXDcTwdfdoizv1Y9MKsBAAAAAKBK3Sklc93a+2SVbjX5my3PX9x60hj3sILjDMNgjCvlpvfee++tXLlyxowZEydOfOWVV7pZELb6M6688srnn3/+pptu+uMf/1ipPvUgnZ2d1XO/DAQCyWTSyHq9btCKXdchhs9cfutnkbUFx2cEJrw+9rdOlqJYzmazJWUPrdh1KlJvWv+7x3a8VnB8kL1t3lG/pwrVqqqWjBLHsmxTUxP11Mv7/nvF6l+mlWz+QRvDP3f4XbPaTtGsUVHEF/+irFxWcBj3aeWv+T72U9oy0s+6AWMcCAQQQqIo5geB04pdF5biZy2/9aPwFwXHpzePf2PsAx6OMlWSyWTJgAsk3Br11K1fPvLQtn8UHOxna3n7qIeOcB9SfH3BD6GCMW5ubqbq6v+1f+Glq+9JygeF0BcY/qnDfnZF+xnU2qr3isvdnWL+vPut7679rage5AXjZO1/H3PvuS0nFF+vqmpXV5f1fnq9XrKzEwqFINV8Pj6fT1EU2CXJJxeLNJVKgRNHPiS1R1VXR72R5uZmhmEa6hNskGAwmEgkGmqtW5Lc6jQWi1U8jppFgkG6x3h3ov8xohrhvr5/wcyVd+iU+uHAS/4w8kfFx/X1NMYNfgkrV64cN27ctGnT5s+fX1ZB61gNGv/oo4+eeOKJjz766CWXXLJ2baE8BjQ4VOldReolX9xVLL0jhP7T+ekN6x6gVmVkZ0vLfPd/tv6tWHpHCG1L7z1r+W1xmfKZwRiXDMSlpW9cEl132ep7C6R3hFBGEa9Y/UvqDydI8+YWS+8IIXX/PvHPTyHaG8dIP+seLfX7pavuKZbeEULzu5Zes/bXZVVl5JpHtr9cLL0jhHZlDpy1/LaIRIlWwPN8ydvH8zxVev8ivnHWqrsKpHeEUFYRr137m0WhFWV13jpaNX8QWn7t2t8USO8IoaScnvXF3avim4qLkPzwle8iAAAAAAC9By1PwxWxr/QLLo9tKKvCXkcZJvQvvPDCX/7yl+LjxLD55ZdffvnllwOBwNChQ7XUU5dffnn3h+kDegotR9Z3Oj55v+tzrVIv7HnnlkGzxnqGFxw38shRZaGolPjV5me1imxO7Xpsx2s/Gfyd4lM2m01/C1lLxrhz4xNZhW7tL6rSzzc+/t54irmKGonIH32g1Za6Z5e8fAl79HEm+lnfYIypM21BaNnbHR9rlXpl3/ufRtZM8B1ecNyIfxT1mqScvkfD5wohtCO97+HtL9899Gpqbdls4V6PkS7dtfGp4k0igqTKd2x8/MNjnqTWVqXtf61+3vHVY1pGbiklc9fGp/417n5qbfrDAgAAAABAYyKrJazqtBYedUMZAvzmzZvfe+89/Ws6Ozt1rIkmT55svDmgt6O1oH/jwEKdUipS3ziwqFiARwixLKtvB0sV8v/b9TlVx57fH6oAXzKSFrW5mJTU2Z5ACC0KraQeV9avoerYv7lgzSqqAF/tyGQ1jpYG+439etMMIfTGgYXFAjypUD8WPbXFD0LLwzQde35zVAG+pAaeekFayf6n8xOdUh+HV5HgC+U2ZxpqzfuyXZ9E1uiUeqdzcVrJ2plC7T3YlQAAAABAg6PluXOoa5B+Qa2YU3XjClTG0n/EiBFnnXWWlcZGjBhhpTjQu9Bagu9I79cvuD29l3q8pACv0dw+/Qu2pejNmRMhdmc69Lf9qHsTCCE1UiKpuxruoh5vcFFH6+dvt3DfTQjw1Ztm1Av2Z0MZDSsPgorU7em9PS7A70zvV5HexzKjiHsznYMdfY3UBgAAAABAQ6EoSvGS4OyWKX7OraM4ubzv6dTjjSjAz5o1a9asWdXrClBnaD0k1OBh+Xg5emh34zm6jdSWw6cRiN7cQ+4t9es2pXdSj2NbiZxw2E5PJGZuWOoGrdtUvfuuqmqx8UVVmys+WLI5rRar9+nqLf0EAAAAAKC3IMtysQDv59wPjvjBtWt/Qy1yRfsZU5rGFR9XFKVu1syg5QCqhSQVhq0iTPGP1S84xU956nQq1Gdyyeaa6BeU1PZTZYy+tuAwRz+dUl6WLtLgIYXpLgxe0ODhtbXexVqzKMdkjfte8uVOvWCS/wiM9MI0aE0zc835ObdWrjhCu8Y8rN6ni1rzMEe/vja9CLej3UObeErQ17r5xAIAAAAAYBqtxf81/c5+5NBbbExhOKpr+p395GE/K6uq3ggI8EC10HpOLut7erFlb45DXYPObjEZK4G66D/E2Z+aqorAY+5HA79FPVXyOdeSMW4d/G2dUrcPupR6nBk4mBmsLZIJAnscfVhqLSVJN6MoCnUn5VttJ/eztWiVGuroN7PPdOO15UPdMRlgb7247SStIixmfqwxzUruv2hdcOsgvWl266BvM5jyeq/edg+1Zkb7hxNup4Wf0KoNAAAAAICGQpIkrYXZzQMu2jDp5buHXn1Wy6TTAsf9YODFi499+k+jfl4s1RNI2PX6AAR4oIpQRVwv5/rHmF8Wh61CCPk594tjfsVhSvQ4I9tmWk/mU6N+RtVGYoQfOfQWrUgYJYNgayUMv77feRe30mW5mX2mf6//+VoVcpdchj1eygmG4S+6FHvpyR1A1KHeKSdrf/GIX7lYit+Bh3O+eMSvqO93I5HPta557NDbqXMJI/y7ET+gxj5QFKXkxNZq7or2My7TcPE6q2XSDwdeUlZt1tGq+ZZBs84MTqKeurzv6Zf1Pa2s2gAAAAAAaCh0NFWD7G33Drvu3+MenHfU7x8e+ePjfKO1rhRFsZ6M+0CAB6qI1ir8xOajFx3zxLG+UfkHT2o++tMJz2jFeDOiZ9bKptZHaPpkwp8u7TsjXyc5zNHvjXEPaInTRvYLtH4dg5m/j/nlbw65Id8B2MM5fzXsuy8dMYeqFyXg5gB/823MqDEoz8Uat/blr7uROeJIahGQ3pH2jZjsH/vRMU8e7x+Tf3Bq05GfHPunY7yHlVWVkWuaee/Hxzx9ZfuZbN4tHmRve3Xsb7TEaSOzWlEU6s4URvj50Xf9z4ib/Hk+5C7WcffQq/859n5WQ/1eVQ08tXIWM/8ad/9dQ6/O30zxc+7/GXHTn0ffRfU7qLOvLAAAAAAAphFF0eLqRVXVOlMMYIgVlE9nZ2f1BiQQCCSTyYZK2c0wTHNzs84F6xJb1yW2spg5wn3IEEe71mWqquqkJ8ynqalJJ/3b/mzos8jalJIZ5uh3pHeEjtNyOBw2IsN7vV5BoJgSEFJK5pPw6gNiOMj7JvrHOBhbyQoJaiSi7t6BJAkH++C+msOCEAqFQo0jw2OMA4EAQkgUxUgkkn9K/75vSGxfm9iCER7jGaYToUCSpHA4bKQnbrfbbtcMOtghhj+NrEnI6aGO9qM8I3W2bAzePkEQvF6aaQZCCKG0kv0ksnp/NhTgfRN9o52sZsfi8Xg6nS7ZnGnsdrvbTY/VhxBKyumPI6u6xGir0Hycb7SWhRtCKBqNVuRDm3s8G+oxMYLP51MUJRaL9XRHaojcU5ZKpRKJRE93p4Ygz3VVV0e9kebmZoZhjC9OGodgMJhIJBpqrVsSp9PpdDoRQrFYrNbcHoNBvTg13YORjxHG2OVyUfM3GyGVShlZ1Xs8lKA8Ouzbt++JJ54YPHjwFVdcYa5jpgEB/iBAgK84+qKOQYx/DDiO8/v9FpszLsihHn33ybIcCpVIPldP6AjwNput3NduMcblRoZhmpqaTH9ICGXJCT6fj+c1JV4jdM9s0d9JMULxzTUNCPBagABfDAjwWoAATwUEeC1AgC8GBHh9DH6MWJZ1OBwmll7pdNqg97v1lWS3ASb0QHWJx+MWrWFlWTb+JZAkyeLLUVXVaDRq/PoeXOo1lPSuTyaTsXjf0+m0ca2voigW77ssy1oxFKjE43Erq2dVVbtHWovFYhb7GY9rpnUFAAAAAKAxIQunsmQKVVVTqVQ9xa7LAQI8UHXC4bDpNb2qquWKqbFYzIq2LRqNlvV2SKVSPbKfWiktZd0Qj8dNJwiRJKlcgTydTpvWMJBNorIeClmWrUjgVganLCRJsiKBW3x4AQAAAACoVxRFSSaTmUzGyApKFMVEIlFPqePyAQEeqDqKokQiERMyvKIo5pTMpi1mY7GYiY26WCxmzmVXFEVzWxvm+lnfEKnYxLAQm20TN8KclSB5HEzMz2w2W67Yj77WaXfnHlMmkzEhw5PbV2cxZgAAAAAAqCAkHF0ikchkMtSllKIo5IJ0Ol3Hjj9cT3cAqC0wxgzDGMmGXRaSJIVCIZ/PZ9w/1qIrbCgU8ng8NpvRuHGmxSpCNBrN+TgZJJlMEiPqstyGVVUNh8O1o6W02WwY46qGRjMOuYllhV2w6O9KNnfdbrdBpyxRFGOxmGmnkmw2G4lEPB6PwQkjy3I8HtfZ1OA4DiGkKEplo76n02lZlj0eD8MY2iMm9gX1uk0OAIBxqrQI6e1gjMlXBjJ0AAD6WozPZrM4D/LeaJBXBwjwAGIYRhAEm83GcVxODlFVlWxiZTKZiiysiTrdZrOVlHZIdCXrGuZYLJZKpUpKO8RDpiyHZCpEIDcijReEEwuFQoIgeDyekkJgjURXKg6olos9TiyoKyuJFYf653mehF1RVbU4MCSJte50OnUSBCCEyAat9a2QTCaTzWadTqfdbte5g5IkJZNJ6xpmshdmt9udTqeOeKwoSiqVom4/OxwOu91ePEtJvrpEIlGRBaIoirl+6gwLMYer4AYQeZsJgsDzfK7dpqYmWZbJxx5MVwCg1mBZljy2BYuQ3GPbmLt7GGObzVbwNkMIwdsMAHI0jsReAAjwDQ3GWEvwwBiTeI8Oh4N4CFfkU2EkCQTDMB6Pp6ury3pzPM+X1AFijAVBSKfT1uUWhmFEUTQiwLMsmy866gs5Oex2e89+s/1+P9HZakGyACiKEg6HrY+nfpY+9HVaEZfLVZAgzW636xdECAmCUKnQbqqqJhKJZDLJ87wgCCzLMgxDNoMVRSGBFStoNMEwDMdx+hObyLGiKOYvfB0Oh85MYxjGZrPZbDZJksqNBEGF5/mSAWMZhnE6nbIsW5/VGGPyvqK2WI23GQAAFiFvAKrNFMaY4ziO45xOZ337shaDMdbZ/cy9zUhMr1qLag4AQDcAAnzjYlDrixDiOM7n81lU/+rniC6AYZhgMBiJREyvsxmGMW6xz3Fcc3OzxfQexn8gUTUQmZPneZ/PZ7AJjLHP50un090fqbus/HwMwzQ3N1tMJFNWahNiNh8Oh8lcNWjQTpQbkUikIuvCnEGX9ap0sNvtBlOh8jzv9/vJXWAYxu/3GzRor8jjUHLzJQd5VC3Oap7nDVrskxnSIw8RAAD5GLHII5C3Wc7vrL7hOM7r9Rp5m7Es6/F4yHKiMZWQANCwgADfoJQlThMcDgfLsubSRJnLBu/z+cx9sFmW9fv95eaK9Hg8HMeZ26RwuVwOh6OsImRM9BXaVEgp45nqrVOuez/B5XJxHGdCxV3WpkYOjuMCgUC5Nx1j7Pf7azA1KxUT08zlcvE8X2CBaQTie2JuuWwiG7yVWW1cDMhvjmVZE0EBAQCoCCY+K06nkyxCqtSlWsC4ZiWHzWYjbzNwjweAxgGi0DciZL1roiD5tJRbivjcmmgOIVTSk5mKCemdQMzSyi3ldDpNlEJfhxAzV9Dr9Zora6ItE9I7wWazmRgZE9I7wdxNR1/v3Zgr222Ym5wIIUEQzI2MlmmrPn6/v1zpnWBuVptY7xJ4nu+2hwgAgHyIfbiJgjabzcQipLdALIlMvM3Iy9P0FxAAgF4HCPANB8dx5qR3giAIZX13OY5zuVymm0MIlbvIbmpqsvIZI3pj49eXOyCVgtjhd0NDxi3nqZQ7noFAwEpzpjG9a9A9CIJg8Tkyh9vtLuv2lXt9AeU+TcSC1HRzPM/3yKgCQCPD87yVRYjNZjOtEqhlSPQf06sX62stAAB6ESDANxwGHWh1IGZsBi+uiI6rqanJ4JXElsxic8b7jDG2shCxSDfoD42PvA7G+1ky5ln1wBjXsmKnB1dmxoeFYRjrC2v96PoFWH+bEc8gKzUAAFAW1t9mLpfL+Fuit2D9R9nt9oIEMQAA1Cu1bjUKVBaSj0TrrHpgv7JutRruQnYnM2Qoc8hIpLE4djqdRvzQ9IPAd4qRf+1fuCaxmUXsOM/wc1qmeDi68o1lWY7jjEQa0xOnZVnZsFbZsQ1lMrg5wBx+BG5qpl5IwnEbcYq22+06P3BJdN1/Oj7Znw21CP5TAxMm+A4vWSFCCImism61smsHkiTc0oc5/Ajs0RSAXS5X9RLLcRynI9vEpOTcA4tWxL6SkXy4a+i5faYEebqunkRENxLdTWdhp6jK+6GlC0MrwmJsgL317JbJh7oGGfkVITH2xoGFq+KbMMJjPYec0zLFx9Enic1mq1QStcqiL2Qui26Y17l4XzNO9ncAACAASURBVKYrKPhPbj7meP8YI3VmFPGtjo+WRNallMxwZ//z+kztZ2uhXkkyPBm5ffqi/kfhL/7b9XlHNtxqaz49MPEo70itK91udzQaLdkcifmvdbYjhpZtQx1xZOfRIX3Q6H5I60l1uVxGmgMAwDokYa3W2Z0h9MV2FE4ilw2N7ItG9kXUJQhJoFNPcSg5jrPZbFpnuxJo2TZ0IIoEDg1pQUcMQJzG28zpdEYikWr1EgCAmgFDCJ98Ojs7qzcggUCgOGd1N6MZGloSpTdek5csRnk/H7f34799FW7pQ63KyFg1NzdrybdP7vzX7V/9MSZ9EyIryPufGPWTmX2mU6+XJKlkgCtBELSUveqObeI//qJ2HvjmEMuyU6ZzM86irusLUrVrofUDO8Tw5at/Oa9jcf7BGYEJL4ye3SLoWaQrX22QXvmbGsn7pRzPnXIaO/Vkrc2Ujo6Okv00R3G+9xyv71/wvXX3H8h+008P57x/+I039L+Aer2iKCXzAurErvsyuf1bX9y1PPZl7giDmSvbz/jfQ2+3M3p+BM/tfvOWDQ+HpW/Wec2899FDb5vVdgr1+toMTq4VEy4kxq5c86u5BxblHzyx+ei/jZndJuh5IiwMrbh89b3b0ntzR2wMf8eQK+4eejWmLZiNPH1IO3HAnkzHpatnz+9amn/w3JYTnjv8F008XeY3Mqs9Hg91yaso6KXP0H/XofytmL5+dP00NFBjVEKhUAXz/NU+Pp9PUZT6DgZWLrnPh8V8K/UHCXlbqdWRVi7SjIj+/BH6bBPKb2NYH3T9dBSk7biqqtrV1dWDK1jy9VdVtbOz03ptWoF+VRX9azmatxJJeW+zoAddNxUNb6VXFQ6HezbfXjAYtJiDpv7IhWyswYi5ZWX8qRK18zGqZUvMAtjZs2f3dB9qiKq+cUgu0x58sRJ7b4rFqaqKLzyjrFxaeDwWU1YuY444EtNCZ8myXHLJq6VQfWT7yzetfzCrHJQiLqmkX9n3/uHuIaPcQ4qLMAxTMiC2y+Wiyjnq7p3ZJx9B8YNfEKqqbt2MYlFm1GhzzXEcRw0qFpOSUz+/4aPwFwXHN6V2vd25+LK+p9sYulSsbPpKfPZxVDAJFUXZ+CVSFOaQEdRS1Uuro/Uie33/gou+uDMhH9TPrCK+1fGxn/cc56OMJ8a4ZD+1Qg9uTe05fsl3N6V25R9Ukbo89uXy2Jez2k7RMqJ+etcb1669L60cpDpOKZnX9y8Y5ux3hOeQ4iIMw9TasoNlWapbeFJOn7j0pgWhZQXHt6R2//vAh5e1n661tfFxeNXJy27uFA/SOcuqsiC0LCYnZwQmFBcx8jg4HA7q5mBIjE1e8r2l0fUFxzckt73XteSy9tN5TFnNS5JU8vWi5S/6p4Xogw2oYGEfT6NPN6FxA5GXFgdQUZTGSTGNELLb7STrYU93pIZgWZbsB0mSZDp9aV3CcZwgCBV5MTIMQ10VyAp66D9o5Y7C46EE+nwrOm4Yshd9MzHGRt4S1SPn8FWRkdHKo/H3T9A7q5By8NssmUWfbkKj+6Em2gpLUZSencA9vtatQUguGIRQNputtc3iHoniVEDtfIx0DGFqjXpzIgJ00EolJS9boqxbTS2iJuLSv16mnioZQU3LTG5beu9PvnqU3hxSv7fugYhkUgVKVxerqvjK35HG20H+7GPlqw3UUyUfYy3t9Jwtz62Kb6KeWhPf/MvNz9Krk2Xp1b8jjTe7PP9ddfdO6ilzkclNE5US16+9X1HpduY//ep/t6R2U0+VjG2mZaxx84bf7c/SrSHe7vj4+T1vU0+JqvijDX+gnlKReuP6BztEikq5Bv0qtR60B7b+tVgqJnyZ3H7XxieppyRVvmrNnIxCX979ftuLn0Tor4KSz7vWBb/Y9OSXye3UU0uj6x/Y+lfqqZK+9FpvsxXb0eKN9CIpEf35Q83a9JsDAMA6Wg/a++vQhr3UMyiUQC99Sj/VPWFcuwGWZamfni/3ov+upRcRZfTsokLBngBvMwBoBGputQpUDy3hRPnsY51SyoZ1B1l0l6oth9ZX5Pndb2vJDwihTjHy2r4F1FMlJUDqgl7duV1L9CXIGj+/ZGgr6gWyqjy7602dUs/u/jf1uPLVerVL2xJPVeXPFlPPVGkRo3V/X9+/gCr6ErKK+PxuukRtrp+7Mx1vHdCbn0/tfIN6PK2ISTmtVSoqJV7a+x71VK3J8NT+qEj90665OqWe3/M21bT0g9ByLXGaVPv0Lvp4lnwcqP1MK9m/aMwHwtM731ARpacl74LWBR/Qt+P+P5v2o520vSCIYwcA3YDWg7ZQ97FdsgUlaEbHtfauNo3WsOi/zXaF0MZ9ZdQGAEA9USevP8AImgL8Lj35FqkqVQA2LcCvyPNkprIsRtcrmttXVnbv0r9A3VVkt4cQMiux7Mzs15FvEUJDHO30bpjtZ5UWMVoGCCtiX+kXXBajLzrMZRdbGfuKKuDlWB7bQL1AoBlm56PVz1pTX1Dv7/5saFfmQPHxHGk5S/UrKP30RenDYu5x2JTcGZf17Et3ZQ7sy1KCI5gW4LeX8p3fTtslqxtJAABqGeqDJilot27AGVlBu2gX1M1jq/k2K+Vcvw3eZgDQqMBz3kDQXYVVFWmYQ38Dza7bdPYmSS3h/yNqXGCyRaWUu5FG1HFzzYlKCb8vv0YI9JL9VCvaT9NIaokfqDUCJsezVHOyqmjEMSrRnFhyYtQwJR8iFtPf7SULal1g9vaVHmSpojdCLhXTSq65JAMA0NAoiu4eLUKoUR9bqoV8Po05LAAAIBDgGwp6fiyMteLMf3NJnzajteWhFcJkpLNE9q/DXIOpx81FucAtGqFaS11QMtAIdQQG2FtdrJ5T+sfhVWV1IwejcUGV0p5pRcEZWSp522HuwdTj5kLalMwVN8I5kKEJqyU3GrSmWa0FmKHe3zYhoLkTREohlWqYUPLpO9TssFC3UYY62gWNkI0EP+dus1FCw5ec1VoX9KXnMShxQQ3mDgSA+oP6oAkcCui9zBBGqC8teUvdPLZaP6St1Nusva6HBQAAHUCAbyC0XuvskUfrlML9BuA+FNGx5IJeS97+dt9TqamqCHZGuFA7k5x+i1QRghkyDPubdEoxR9F/vjkB3sbwF7bS+0+4sPVEejdGjkK6sUC1+lmleLNaoz2zz3QHoxneDyN8adsM6ilzqVNGOAce4z1M54LL2k+jHmcxq6WFRgjxmLuk7STqqVqLnUudZixmvqWRCY9wbssU6lN2auDYPoLe4/CdvvTbZ+5x8HKus4OTdUrNajuVwxTjfNMC/HGU3ALf0OpFQ2nblbDkBYBuQPOxHaZX6rB25Kd9G+vmsdX6IRN1h8XnRIfRHPLqZlgAANABBPgGQkvSY4+fivvSHbMRx3HnXVRWbTm0BKEjPSNuHDBTq9Q9w67pby9hEVBeiyzLnXuhVhJ1ZtgIdhxdMC6p8NcagTnDrm8VmqmnWgT/rw+5nl6d3c6deZ5WW8yYccwIuhzbzSmL223B2cOu1Tr7vf7nj/ceSj1lbv8FIfToobdpZUQb7R76gwEXU0/ZGeHHA2dptXXHkMuHOvoZ70MPojXNZg+7tp+thXqqmffeP/xG6ikna//DyB9r7aCd3TL53JYTqKdK7r9oPS/3j7hRK9l7P1uL1lwq2ZwkSdSbNWU4OkTDloXB6DvHI4b20yFtGAB0A1oP2hlHoD5eehEbh2YdV15tvQ6tt9n4IWhMf3oRjNClxyGeFpmkboYFAAAdIA/8QdR3HnhVVXmepwSjYlnm8CPUbVsKo807nfylVzPDhlNri8fjJaUdu91OdZ09NTChS4x8fnASLBYzdw+9+s6hV1KlC0VRjNwdaug13NKKA0Hly/UFzvzMoaP4S69CtKBliqKUTHytKEouE2w+Xs41I3jc/3V+GpIOyjw/1NHvrSN/N8I1UKtCpr0/drqUTV8WuOUz48bzF1+KNKKIVS8PvNbtO94/hsHMh+GV+a6LGOEb+l/w8KE/puq9VVUteftUVaVGqu9nbznWN2pex+KUcpBQN8F3+JtH/q6Z11j3IXRS89ExOflpZE3+QQYzPxty2S+HXUf9adlstnbykRIURaHeCDfrOD048b2uJZ1iJP/4QHvrm0f+bpR7iFaFY9zD2u3Bdzs/K3B3v6DPtL+OmU21eJdlOZ3WDOmfu4aa0bCZ957UfPR/Oj+JSAftNB3qGvT2kQ8NclDccxBCsViMejwf6tsMY3TkILStAx04uAI7j66disZpPHyJRKKh1FaQB74YyAOvRQXzwKuqarPZiqOs8SwaNwht2IsiBzfidaAfnIKG0DcqUTxuMuNsRahsHniO44rjvGKEjhyEdofR3oPe8Uhg0eWT0UQNa6NkMtmzb7MeX+vWIJAHXp/a+Rj1ojzwuAY1Tj1IZ2dn9QYkEAgkk8mq7hGUxG63u90a3maqqqxeqaxZpYa7kMPJDBnGHn2cllG3KIqRSIR6Kh+Hw+FyubTOfh5d95fd89YktrCYGecZfmX7maNcmlJHOBw28j0IBoNap9RoRFmyWNm+DWXSONiHGTOWGTlK6+JkMmlEMHa5XFpp2DOK+MKeef/p/HR/tquFb5oRnHBZ39O1NMkH9bOrU16yWN21E2UzuLUvM/YoZqimWXA2m41GoyXrNAfHcX4/zccOIYTQusTW53a/uTK2UVSl0a6h3+l72rE+q+Opc/tCYuzZ3f9eGFoRlmID7W3ntEyZ2Wca1fu9gOWxL5/f/fbq+CaM8FjP8Cvazxjj1jRMNDjNuhmdaZZVxL/t/c+8jsX7sl1B3n9K4NjL+57uZEskUUcIbU/ve2bX3M+j6+Ny8lDX4ItbTzqpWdOVJpFIGHlxNTU1aQWrT8rp5/e8/V7nkg4x3CYETgsed2nbDC33eEmSwmG9VA4Em83m8dB1+ypCX2xHn29FB2LIzqPhrWjKCOTViE1hsLl6wufzKYpiZJekcRAEwev1IoRSqVQ3mzXVOGTZUKnVkc6qQFHQZ1vQyh0olEBuGxrZF00ZgewaMTQymUzPTuDm5maGYVRV7ewsFSzeADzP+3yaLu9rdqHPt6A9EWTn0ZAWNGUEatZYWMmyHArpxvSvPsFg0OAno3FwOp1ETo7FYubcCauHzrqr26jIs4xxBURarUVFDQIC/EHUvQCPdBfZxjEu51Tk1aAoSlcXJddUMbm3pBWMf5IZhmlqaurmOPD5dHSUypplDbJGsV6PwX56PJ4e3P40uC3V/WCMm5ube2qaGX/69Hd8jNPV1WVQg+T3+82lJ8wnEok0msYVBPhiQIDXorICPMa4qanJ+mclFAr1rCazsgI8Qsjn81lPYloL8iEI8MWAAK+PuY8Ry7LEdAVjTBZIqqqqqirLsiRJ5pQxvUiABx/4hsP60iSdTht/MCqiHzZeSTKZtL7IMG6YZ8TSvnp0wweyIrfP+Ku5ZyWKmpVnVFXtQYnC+ONQEdvjTCZj3P7T+rBks9lGk94BoAepyNsslUrVmh2ydRKJhMXViyiKtSYcAkA1YFmW7IkIgsAwTE69gTFmGIbneYfD4Xa7re+I1TIgwDcc2WzWiswpSVJZX99sNmvxi5JMJsvaSLNoP5bJZMrqcCqV6pFPpizL3SDUSZJkcYei3AnQU8bMsVislr2g0+l0SS/0KrVblnNaJBKxMoyyLJe1jSKKopWnoNzmAACwTiaTsbL7bPGpr1kkSbLi1Q82NUCDYLfbnU5nSVNijDG5siJmpDVIff4qQJ9kMmlOGJBlORqNlrtJHIvFTG+Wm9huUBTFtN5YFEUTn8B4PG5OiWda1FFVtdv83JLJpOn4ImTClFXE4iLGHMlksvYVF4lEwtyNsPL0mbgX4XDYnB5JURQTLgypVMqcMEBeFOBEBgDdTyKRMPfKlSSpemFfepxMJmNux5y8zWp5DxoArIMxdjqdZenVia7euuNwDQICfIMSj8fLXZpns9lwOGzuCxEKhUx8rdPptLlPNelquUvzTCZjzgVaVdVIJFKuFJFOp7u6ukx8rWVZrpTTnUGi0aiJfmazWXO7DOl02sSNUFW1o6PDhMAZi8V60A/COKqqRqPRcqdZJpMJh8MmHgfTT5+iKCbcU2VZNu76XkAikSj3vouiGA6H688KFwB6C7FYrFxFOvlG1/emWzKZjMViZf1GEoazBsOvAkBlcTgcJkRxjLHD4ag/PbzV8D9A74W4srtcrpK7WcTT26IFbywWy2azBuNDEJHYygdJkqRQKOR2u6mZyQpQFCUej1vMY5FIJERRdLlcJd8vxPqdNJdMJkVR9Hq9BkOUGQznXnGIHt7n8xnsp8VILaIodnR0BAIBg83lovGTWe3xeIy85Ykyp3dpLcjMcblcJYO35U+zch+HWCxmxTOcyPAGI0qqqmo9uie578QjrmTfrL/NAKD74TiOpE4kK1FFURRFEUWx9wZxSKVSZBFi5G3WK+ykKkImkyHDUvJtRl6e6XS6vjc1AACZld4JRIavSJCs2gEE+IaGmCvrR3pQFMW0tVsBxL3c6XRS06fnmqvU8poYlTEMQ34gtUVZllOpVKVW8ySLuM1mEwRBEISCFkni5WKfcFEUQ6GQ3+8vuUHYs/FLiRDo9Xr1F1uyLFt0hM7R2dlpt9tdLpeOGK+qaoEqlYjlPp9PfzyJmNq7pHcCcQHVX/XKslzg2UEeB5ZlyZ4ddUglSapgTAeyOeXxeHRuBPFCr4juiNx3nufJA1jcKInwlMlk6ukTDtQ9ZOlpt9u1niNFUYjpdW+c2MQWRhAEm83G83zBb1RVVRRF8tHsjb/ONOQFrr/lqiiKaQciAOhdkGjzVmpgGEYQhHraBAQBvnHBGLtcLru9RMpohmE8Ho/D4YjH4xVZZ+d0yIIgOBwOsndAfN2rYQOWc4lnGIbjOJZlMcaKophOMlGSXBg8oiphGIaoSrTsdY0nj/F4PC6Xy2BOr4qjk408H5Zlm5ubrSeo5zjO7XaXfGWTpETpdDoXwtdgajGSArBmU8dpQTakSmpmWJb1+XzEiT1/kyIXlYA8DmSgZFkmaVcq20+Px1NyYrMs6/f7i/tpmpxCMr8D0WhUFMWGEgCA+sBms7lcLv29SIZhiISfSCR6qWkJ2dpGRR9NRVEa87HV13MQGIYhSzjTUXgAoLegk2BYVtD6PWhrB5IU1OZDR/RHDo31Ec/z2Wy2bl4pIMA3KAzDlFSl5sNxnM/nI2bwlepDNptlWTYnwFfbg0tRlAp23ghELtK/ptxE6wzDBIPB7nd4KzdFrSAIzc3NpoMmCILg8XiMZz632+0cx8VisZKK9wJ4ng8EAt0cU8A0HMcZ9A4gCILg9/up9vDkcajSE8FxnNfrNX4jSD+j0WgFZ3X+0l+W5br5ZgONg0EnFALGmNiaxePx3jvbjXw06xuMscfjMeLrRCB7tZB3Hahjcn5DxXy1Dz27EO3L0xa5bOiiY9AJIykXY4yJDF/Bvq1fv37fvn3HHHOM0+mMRCKrVq0aMGDAoEGDKtiEFvXm0w8YgWEYg1rKfDDGXq9XZxsMKJdAIGAuroaJ22eFpqYmE+k0yTQz0ZzNZjMeFCAHx3FNTU0mxhNjHAgEyi3V/fw/9u47QJKqThz4t3LoONOzmV02EHaJu0tUMpLUU1fFA1FOxXDe6Xke50/FgJyenuepKCY8ATELiqKiIqDLgeS4LLsusJnNOzOdQ8X3++Mtzez0q+rqqk4z/f38tVtdVf2mutL3he+jlWitjgGjVXXdnA1VkqRWq1EAgOf5VCrVzbMaoX4Wj8eDR+91iqIETDSD+hDHcalUKnj0XhewfxxCU5HXi8ELe+F//nhQ9A4AZQNu/iv86dnWdhXa5z//+bPPPnvLli0///nPFyxYcMYZZ2zYsKG9X+EFA/iBQ+Pw0PkYg/RqRkGk0+lWY9RJm7exMD6SyWToxCEhYnjacz7c14VG++F3+UtbQptlwp0wdNvuTKNCO66HLmeUWxNC0wbtEh9uW1mWY7FYe8uDuiORSIR+vwqS9A6hqYh5Udgu3PB/YHv01/nlY7CHNTiSjqJta+kAAFavXv32t7993rx5b33rW7vT/A4YwA8gXdejROA0GGhjeQaToijR60G6EMPTbHxR9iCKYkstA6HDv4gEQejnFox4PB4lAqcj59tYHi/+KeuaoqM621gehKYcmmkyyh7qyWXQFKKqasSnba+engh1FPOsXrcD9hc9N3FcuO859kedaCT42Mc+9ulPf/rZZ5/96U9/unTp0rbvnwkD+MHC83yTen3DIPv3kaJf+jFBEEI3DiCqSSUIISSXJaP7wHdIsCiKnW6ubBL1uS7JjpOx/eA7ajF4R1BVVf3D1D3m2HPl7QW7tdmDwXHI+BgZHwPfAfl9GzqKoug/dGXcKjxX3j5q5XzWkSSp0+0zsiz7hw3FGuzJQ9k3C2xb6rYQmrr8b0Q2cbZWd2+q7rSI39Ohb+9miInjOP8HpenAnjxky+CT3qDpThCacjiOYwbwW0ebbOi1QicquZYsWXL11Vd3uf8gvicNFp+8puTFbfaffu9uep4GOVxmhnDmOcIppwFrfV3Xp2i2237gV/1hWfbqu91HHiClIgCAJPFHHyde+HfcMHuQdjqd7lxSekVRPO9Htap9z53OE48AnZReVoTjVwoXvpZLJBvXpW8VQaav93r5IEC+t+M3X9720xcqLwKAwPFnD638z8P+8dTUMf47JKWic/cfnacfB3q6apqw8iTxvNeAxxfFYrFyucXagc7zeSe7c+zhazbd8Gh+PQECAMsTh39y0TsvnnWu1346msfRp5yPb4HfPQ0vjgMAcACLZsCqlXDMIZ77iTiFAUJTlCiKXhVtObv02c03/mDXH8atAgAkRP3SWed/9rD3zpYZTwe6ny7nbUWh+UwTuCcPtz0Oa1480Fs4rcO5y+Ci40Bkra6q6hSdUBChltjN8iNbXcyGuWrVqu53fsEW+MHi1Y7nrnnS/M7X3Bc21Jsoydh++9e3Wj/7AbCeBDzPYw+90DzjnFrVvP7rzp/vPBC9A4BluU8/YX7jf8iL25hbdLTCz6uigRQL5je/6ty/GuoxuWk4jz1kXfc/ZN9e5iZBch82TgJMucR9+9pr/vFv/02jdwBwiPvn8cfPfOyffrL7Tz47JONj1je+7Dz8V6hXNlWrzgP3md/8MsllQ5ezy2jeVOZHX9r649c8eeUj+XXkpVaZp4svvOWZT378hW8z1+9olw06Lx3zo1sfhW//5UD0DgAEYPN+uPZPcOda9q68pqlHaNrzit53G6OnPvrua7f9nEbvAFC0K9/b+ZsTH37Xc+XtLe0K9SGvH+u5PfDZ38ATW18e65urwK+egC//EUxWDwyO4/B3R9OJV23UTEZr0UFmp1rbYRRdG/c+EQbwA8Tr9Z3s3WPd+mNmL2h3zZPO/93D3Bs+JELzCqKs235OdrBexSoV64c3gMHuedy5/sZee7Z/9kOynxGok0Le+uENzBMpyPhtrzPqf7b95Kd77mpcbhH73es/v660mb0717V+eAMzUCdjo/ZPvu9VM9W0nF0myzIzmr177NGPv/BtwupQ+d9bf3Tr3j977a3N5Wu250c2sQN1AvCLR2H9LsZH+A6KBpbXmX/p2k8zA/Wdxv43P3MVszs9XkRThVeLSKkG37oHaqwp3p/fAz97mL23PqyGRigKZsi9fAEovi+/pyxuYW8RdS2r9ER997aKOscrHnPuvcdnrLW9+h6wGQ+Q7iS1Hhxk31537dOenxbyzqMPMj/qXD4CZtzobtnkbnreaxOyf6+z5knmR00rGphnlOFaX9zyQ69NDNf6r63sT8nunWT3Tq8N3e1b3ef/FrwYPeRVns9t+T4zeqeu2XQDc3n3q3t+63lSAwH47VPsj/rtV0CoO5jX0erxJ+7Lel5I60qbf7H3L43LeZ7vwxpJ1Mjrdvfn9VDyzhhy//MwzhrvhTdPNM3YrAglocKqEzw3WXkoe4weIcT1zYU0heAY+IN0+sbn08u0C7y+2n3Bd9LCWtXdvpVffPikxYIgRP9b6ge8t0emH7gvbGC2Cb+8wvN/E844p3G5KIqdOHReb35NzhZazpUnNS5v2hzEvPoeK6zP2SWfrf40+ghzOSmwphCZwH1+A3/kUY3LFUXpq4GjzB+37FQfyD3js9Xfylu31/YuUGdNWt6Wy5aJ+fONlWC3X2Y9eGEvGBYoDY1PbTmr6zVQoihin/yJaFqgAb/lTtIPDyOvu+5dY4/6b3jX2COXzb6gcbkkSY5vhtHgpRJFEUdWM0U/W7wGST3rWQUNAOASWL8TTj9i8vJ+eJvqhzL0lfql3blH8DRm2zbzGrnwGKia8LunJ787L18A7z3Lc1cdKGBv4Gl0kFQq1dH3PE3T+m6qKkJI2S9AAgAoMVYQBKGNnUZ0XR/w7KlNfwVSZM+YIYpiV3vvsE6Gg1dglzPcT7zPZA9Wrxuz8g5xBa7hxbdxycFIW8vZZaNW3iVNapH3meONAbwkSd08W4rNMl0SAkWDEcBHn79wIpz5kgm7WDMpitJvnZD3W01ug3sNdirTNp75qZTHiNLBxnFc5+6oTe+fhSpjYUeLFFA/vuv2hynxgtFvHMchhDCjs1Ur4YSFcO8G2D4GlgNz0nDqYjh+geeuLIs1ImVqwgD+IPl8k1a7KFKpVK1WMzxGMneBqqqM7tYcx+kxr2DmANZcYo7jFD1CyhBFqlQqfdXs2VHMhysXazJNN+fxKmbbdqlpUN06nueTSVaSkKbTicfZ5axWq/4nfyKRaGzFnSkP+X9bRkoxoncAaBbfch7l7LdTUdf1xkArI6V4jveP4WfKw40LLcvqUJr9WCzWWEeeaDa8g+MgwYqVTNMMMm1BwCIVi8Xo7ZDTSTwed103+hGeTiRJolOvGYZRrbICo87zuuvOkJrcBr3uk205zsWwvwAAIABJREFU82VZ1nU9n89jC/xEyWSS53lCSPT3RnqEG5cnVNjnOx1HghUjt6VIUaTT6aaP+0HTz++6Pa/uaYoQYpqmV73q/GG4/JWB9mPb9nR6E8AA/iC0mqdz+3ddt4f9N7y+mj9iqfPkY56bqSq/YGHjYsdxov8t9Wupt0emH/CHLwWO8+lFzx++lLnctu1uHjr+8KXOn/1yv3uV0zAM/3I6jtMYwJ+UPCotxn160V+QOZm5nEs2aS/yKWdf3eJt224M4OOC9srUsX/NrfHaamns0Mbmd2jTZcvkOE5jAJ+Jw+wU7PF+mTxsJqP5Hdp0Vtdv5tPssR0dIYQQMuC33EnqfVz78GF0QebkL3ok+3hphVOYyy3Lij7gk/b4tW0bA3im6GeLV8fPY+bBpn2eW/EcHDWXsbwfTuB+KENfqV+GnXsET2+maXpNVBQQIWSaVSphgpMB4nXXEM4+H7zH5Ihnnw8i4xUbX4jbi5s5iz92ueenyZRwymnMj2q1Zt3swmK+rvGLlvBLJidEqONmzBSWs/OKNH1oMc8ohZc+vugfvDaReekTi97BLsmcedyceV4b8gsW8kcuC16MHvIqz9WLr+DAc7zPNYvfw1zeuVcHrz2/foXnJhzAG1ayP+q3XwGh7mCe+ecMn3DGkOfT4ajYor+f/arG5a7rTpt0TdOb1+3uVUdBzHswx+lHQIbVHw5vnmhaqlarUeoQa7VaJ+6Hy5YtO/vss2fMmNH2PTeFAfwAsW2befpys2ZLb7kMWDmo+ONWCGcx3gwAoN96AU0hXjcR6U2XcvPmMz7QdPHyd4NH96Huh2TiW9/BzZjZuJxLJKXL38M8kYK8UnidUf/v0LddOvt8RjE44Yajrjo67jFVCM9Ll1/BpRk9S7nhjHjZO4GZY7//3ne9Dsv5mZO/cPj7mTH8Rw592yWzz2tpb9F57fnUJXDhsYzlHMCbT2K3INH+cm0tHUJTg1cb0c+P/dzhOuPpMFcZue34/5I4RhU8XkRTheu6zKG5cRU+8CpQWX2UDp8Fbz2Vvbdp1syIEOW6bugYvmkP0NA+8YlPrF69+swzz+zEzv0J11xzTfe/tW91dOSbruuWZfW284xXAkxu9lz+8GUwPkZyB3LhcMMZ8aLXia9+PbC6rLiu25aRtJIk0e7BpmkOTrciQgg7fZQkHcjfvm8P0Me5KPHHHC+9/Qp+NivQeemO1rmiMgcdcYoirDwJbJvs33tgAkJZFlacKL7tXVxmhLmfWq3WNHeI67qqqjZ2JuQ47s2zzp6jjKwvb83aRQDgOf6soRU/PvY/XjvC7pVwYEM9xq84EYwa2b/vwOz0qiac9Arxsnd4dbAPUs7uE0WRmeP99PTxJ6eOeq6yfZcxSpccG1/yzaUf+fChlzD3Y9t2584WelYze7gdMw/mDsHu3Ms5mRbNgHeeAad79OSwLKst76CKotDjVqvVsPfvRKqqYi3JJIIg0Nudbds9vAkQQpgzgyZE/fK5r6655nPlbTXXBICYoF0+96JbjvvPhdoc5q4qlUpbGmNFUZRluVd5AfqWpmn0adWWI8PzPPOtYCQBJyyEbBn2F8ElAAApDV5zHLzjdJBZ/SYJIZ3IidOSfnjX7TeSJNEhZqZp9lsXiX5IqhfwYURHfrU6rUxL73X9lsHUB4evNRONjY117oBkMplKpdLbpyDP80NDQ36nfrVK8lnQdC7ll9aiVCq1pee2pmk0b1C7djhVjIywA90DXJfksmBZ3PAwSH6ZosfHxzvaaDw8POw36Mh1yfgYuC43nPEZhUEIGRsbC/J1qqrGfZPk7TT2j1uFQ5SZQ1Ir2ZUdh4yPAnDccIbZQaBudHS0hd12S9OJBvabuT3m2Ex5aBYrcV1doVDoaMwmyzI78eFL8lUo1iCtQdw3uV0ul2vLy18ymaTvxNlstt/emXorlUq5rhs9C+l0Uj97q9VqhxI9BlQ/b5ksYm+t7naIu0ibq/Ds6ccAwLbtXM53CsfA6G25o29HUxF9OAZ/uvnjOG5oaMjnaWtYMFoCRYRMnNl77ICen70AMDIyUi6XscZnonry+WKx2G9dJJq8jnZFSw8jjuMCzlNj27ZhGC29JE+hOWswid1gcV23Vqv5Te+haVyzyT8cxxmoYLsTisWi322C57nhTNOdOI7T6S7fpVLJLyTjeW6k+cif4Mmu6cnJbG2m5ikz5imtjzUSBG4GI6PbJH2blJs+hHwqhmfI6Rlyk0SylmV1usXVNE3LsrzmNAaAlAapZlMLda6rG0JTQrlc9nk3lTiR2Ze+cSdtLRTqLEJIpVLxqb9WJJjXZC6CAztpc8kQ6jM0HR192RBFsbHaizbUW5Y1vSvuMYAfOJVKhZ704TYnhGC7TXSGYWiaFvpXoLLZJpMDR2eapmmaUeaLbrXbdrFYTKVSLfWPagvHcfr51adUKnl1pA+ia/0qi8ViOp0OnSq2XWNzEJq6HMcpl8u0b1o41Wq1D4cCIX+1Wi1gu6KXYrGIvSTQgHBd1zAMwzB4nuc4jr51uK5LCOnDZEadgEnsBg4hpFAohD6/S6USto+1RS6Xi/KsbVf3yKYKhULoWkzXdVstZ4emtfdHCOlCbUgUtOIs3AlDL/nuVEVH6Zgd8daE0LRRrVZDd3MzTRNrwaaoYrEY+v2qXC5jVgs0gFzXdRzHsiza5D44rxAYwA8iGla1+pygIUS/jd6Z0sbGxsLda9o1SDigbDYboj0nRPROGYZRKBRaDVZt285msyFC3HYNYuw027bz+XyrcbjruoVCoZvNcZZl5fP5Vk9s13Xz+TxWDiJElUqlEKOIDcPALnJTFyEkn8+HuF3jmHOEBg0G8AOKvi4Hr+OnwQNG7y0RBIGm2Zckyavz8/j4eEtPa9d1R0dH2xvnKIoSj8cTiUQsFvPqv9fS2QIApmlGSbBnmmZL4VytVqPB7djYWEsHx7Ks9kbvNJmwpmm6riuKEnGUxCT0MgzezGJZVi6X635n2la/1zTNttdJ0W519N+CIHR/UAZCEZXL5WKxGPAuSofJYCfqqY7G8MGny3Ich67f6YKh0Hierw8rm/hgQigKHAM/uOjzvlar6bouSZLXPYWOYcbQPThZlhVFkWV50iGl8zaZpjnpYObzeZ7ng4wcbm8PiFQq1TgbB01wSIs6qSWnVCpVKpVkMukflNL3iei9mGgWZVVVdV33OTKWZZXL5YmxXy6XEwQhlUr5H09ah9WujuU8z9PqD+Z15DhOlD6xE9EWdUmS6GXrtZplWZVKpYfjYOnhpXUZ3SynJEn06pv469NEjPWrDyMcNFUYhmGapqZpqqp63dDoWNBKpYIn9rRBW9RpLbDXu1kbHyuoE+jMlPXZTKlYLBaLxWhi2lYTpCM0EQbwg8627UKhQGdloOkc6cwodCRJH05Z2c9kWdZ13Su+5TiO3s11XZ84XI3jOOb858z9W5YV/Y7vP03RxKLWarX6iPQgUTFdbWhoqFgsRh+P1zR6BwBJkmKx2KQY3nGc8fFxAIjH45IkTdwDPavbO0Y0kUj4zx0qCEI8Htd1vVQqtWWYIu2mXr9sBUGg54Zt247jmKbZJ68FNGamvRIEQaC3F9d1Xde1bds0zTaGHIIg+HQhAQCaIErX9Uqlgm+9aKqgqcUrlQqdj73emkevIzrys9dlRO3num6pVCqXyzTrcL0bER3xi+9m/YzneV3XVdVzulRRFEVR1HW9Wq0G722B0EQYwCOAl2ZlwGb2KGKxmN/8fBMIgpBMJmlszPN80zbtOtq0GCU25nl+aGgoeA8uVVVlWR4fH286Q/tEHMfV/8Bw5eQ4LpFIBMzHK0lSOp1mDgLsdD68lo4n/a3bOEi1ftnSAL63Te4+6OyVHf0KOgwkyA/B83w8HlcUJXjnZIT6gW3bmCRi0NQ77vW6ICgoSZISiUSQqVg4jqOdLLqWZRZNJxjAIxQVjVd9+gkzqapa7/LQ6nfRsQ8tFvNA23irW/E8n8lkQozaUlVVEIR8Ph/iG1OpVKtTpsViMUEQupnBXpKkVCrV6la0Q13XJhEYBMHrzurob4evTQghhNpFUZREItHSJoIgpNPpLueaRdMAJrFDKCraTzvEhjSAD/eNIWaLTafTIb4LAELnXJEkKXi7ff27kslkuAnPaZf7EBuGQJvTw20rimKrz3jkRVXVVqN3inaEwXxCCCGEoqNt7yE2jPLagwYWBvAIRaJpmv/45w5JJBIt3e6Hh4d7EquoqtpS7UYsFouSuV3X9RBVGyGk0+kox1NRFJ8BciigEDVEEwmCgDUpCCGEIopSpw8vxfBtLA+a9rALPULh0VQlPflqOnoq4GhqRVHCNfW3RTKZDDhVmyiK0cPaWCzW6RGDmqZFP56xWAxTqUUUi8Ui7oHO8oh9FxFCCIWm63rENhJBEDRNG8wZAbEmPQQM4BEKT9M0r1u24Vo/2f2nu8cfHTVzGTl1/vDJb59zkcI3b4sm2XHn8YfJzh3gOFxmhF9+Ar9wMXNNRVGq1WqQtEY+rZRlp/rD3X/8y/gTOas4Sxl+deYVl8w+T+Sat+0/V95+867fP1Pa6BL3yNihb59z4YnJZcw1aU77ICkSfWpDcnbp5l2/vy/7VNGuzFNnvH7GGatmnMlzjChaEARVVTsaG/uUc7+Zu2nX7x7Mra26xqHq7DfOPOs1I69krkmrYCqVSseKOc0piuLTWeOZF+HJbTBWAkmAw2bBGUdAwqNqKBaLYUoChBBC4dC3Dq9Pt+yHhzbB3jxwHMwfhtOPgFkebe26rtdqNUxKj4Lg8ESZaGxsrHMHJJPJVCqVwaxd86JpGm1DC5eVreeGh4eZLbHrSptXrfnYxsqOiQuXaPN+vfy/j40v8dmh89D99h2/hoNjcn75idLFbwVWR/Qgmd59ctc9kl/35jVX7TT2T1x4bHzJr5f/9xJtns8+/3Pz9/9j8402eTkBGAfcP81/09eP/Ddm8O+6Lp3XzQfP88PDw8yP7h579LK1nxm1DoqyXpE65rbj/2uOMtK4Pp1D3v/rQvPJUnPbvtVXrPt8wT5ojroLMqf8/NjPDUmMTYIcliDoT5zP5weqJdlrNsSyAdevhnU7D1qoSXDFmXDCQvaucrncQOX3TqVSruu2azaE6UGWZdqFtVqttneayamOTkHS0bejqYg+/QkhAfuXDY6RkRHmpDDTmK7rzGp9x4UfPwT3bYCJV47AwxtXwmuOZ++qWCx2eUKokRHGSxTqfzgGHqGQJk0wXrfT2H/eEx+aFL0DwKbqzvOf+NCO2j6vHTpPPGrf/gtoCCTcpx+3fvET5iZBxnt7dTN+rrz9wic/PCl6B4C1pU3nP/GhrOX5cv/lbT/59Kb/nRi9AwAB8u0Xb/u3577G3CRIh3Ovv+Wxwt9e//T/mxS9A8BD+WcvevLfKg6j3id0dsAgvCra7x579JJnPjUpegeAu8YeecOaj046XFSrcxCgOo7jmLkVXBeuu3ty9A4AVQu+sxrW72LvrTt5ExBCCE0/XomQfvwQ/N/B0TsAOC788nG4Zx17V/gwQgHhuyNCIXnlZvvUxu/uMdlV8nvN8U9uvJ69O8Ow7/iV13e5a550n9/QuJzn+aap7LzK+e/PX5e32a33W6q7Pr/lZuZHu43Rqzd+z+u7vvXibU8WnmN+FLqcH9zw5ZrLHtP+TGnjN178RUt7i47Zbdsh7j9v+B+HsOcVvz/79A93/ZH5UU8yIE4DoigyR6/89QV4YS97E9eFHz0AzEbEzp0tCCGEpjGv17At++E+xlvbAbc9DgVWHwV8GKGAMIBHKCRm26nhWr/Y+xefrX65bzVzubthHfgOh3afeix4MZoatXJ3jj3ks4LXp7ftu7fqevbvIkB+sudPzI+aPpaYf8jzle2P5tf7bPWj3XcG31tbMOPGR/LrGvtcTPSj3ewAHmeOCcfr931oo99WewuweXKPE7+9IYQQQj48H0abJre9T2TY8OQ29t5wclMUBL61IBQS8679Ym1v2fEb+iVx7LRbZL9Hu+FL3H3sFZrGHsyHwcbKDq/mYmq2nGEu31De6v91f/NYoenkcMw/5Lnydv+tnitvc1l/SJdDsg1l1qN4Aq/DgqFjOF7HbXe+yYa7WLkR8FdACCEUgufDqFkeHq8V8HmEgsCzBKF2apq/nTkWGgCAb7Ih19Z7utCsnAZhp0MTPSogJqzQziZlgZVnftIK/VBd3bSc7T0syIvQ7Fzge3+yIIQQmia8kjsKzV7ZvN7pMFskCgIDeIRCcl1Gw+98ddaIlPbZSubZATA31y/rOwBwcw8JXoyJmA+DZbGFKu+XK6Vgs/vzL08c7v91yxNHMJc3zfLN/EOOTxzOgV/ItTxxBHOFpoclNObxbHpYViTZh6Vz5ZzevI7bfHbHkZctYK2AvwJCCKEQvB4fC9iT6jRfAZ9HKAgM4BEKyXEYbekCx79r3mt9trpi7uuYy/nDjuSGvO/3HCec/IrgxZiIGXDGBe3S2ef7bHWZx6dvnHlWRkp5bSXz0jvnvob5UdMZzpgPrXnKDK951Kn3zVvFXN70sITGPJ7HJw4/JXW0z1Ze5Ryo2cvayOsV56wj/bZaMhPmsy6yzp0tCCGEpjGvh9FpR/g1wic1WHloC3tDaBIM4BEKySsi/fSiK46JL2Z+dFRs0dWLr2DvThTFiy8Dj5Rmwlmv4ubNb1zuOE7T271pslO4//fhHzhUnc386NTUMR9ecCnzo5QYv37ZR71axb9w2PsXe0wg3zRG8irnN5ZeOUNmd2q4KHPqO8LWF4TmFXJ/76irEiJjJlgAuGz2Ba+bcTrzo1qNMQ0easqyLGZNyopD4ZQl7E1UCd7J/hE6eLYghBCaxgghzLeCWUl440r2JhwH7zgNFFZiX68XIYQmwQAeoZBs22YGzwlR/8sJ33r1yOQG8wsyp6w+8VtJkT0rOwDwhx0hvev9XOrgYFWUxIteJ17EbrcPcq8vldhzxc2Uh+4/6frT08dPWn7xrHPvXHmtwnsmjb941rm/PP4Lk4LquKB9a+lH/v3Qy5ibBGnh9PpbFmlz7z/xuysO7pnPAXfFvL/71fIvMgefe0V3bVGtspMUHhtfcu8J3z4ytmDiQoHjP7zgkpuP+TRzE6xrj8LrhHnPmXD+0ZOHF85OwcdfC/OGWtsVQggh5M8w2FPzvOZ4uOxUUA4eN5nU4F/OgxWs5nfAhxEKjMNkCRONjY117oBkMplKpeL19j+YNE2LxWIAUCqVpmJTZL38TA/nn71r7NE9xthsJXN+5uRXpI4JtFPLctevdXdsB8fmZszijz6OS3p2Wc9ms0Fi4+HhYZ+8pvdmn1w9/sR+MzdPnfGakVeu8BjEPknBLv9m/31PFZ93CTkqtvCNM8/2aicHgHw+H6SRM5FIeM2L7hL37vHH7ss+lbNLC9RZr5tx+lGxRZ5lKxQ6+hT0OZ42cf4w+uCDubUlp7JIm7tq5llLPLokAEC5XG7LDUEQhKGhoYAHedqQJCmV8rw09hXgqW2wvwSqCIfNguMO8cwYZJpmoVDoVCn7UiqVcl23WCz2uiB9RJblZDIJANVqtVwu97o4fURV1Xg83tG3o6mIPgUIIWNjY70uS38ZGRlp16NtquB5fmhoyCufbqEKT26DXTngOVg4AssXgOrRPuI4Ti6X6/KFNjIy0s2vQ+2CAfxBMIDvsqkewHMcNzQ01Ks5P2q1mlfr+iQ0wOt0ebw4jpPNZoOs6f8UDMi27Vyu2fwt0SiKkkgkIu7Edd3x8fG2lGcwA3gASCaTsuyXizGIXC43aJkIMIBvhAG8FwzgmTCA9zKAATwA6Lqu6+wxdMEVi0WvxvzOwQB+isIu9AiFRwjp1aue67qVCjtRfCPHcXoYogRv3nRdN+JTnxASsFIjCsMwoh9PDJ+iK5fLEYOKarU6aNE7Qgih9qpWqxGToVqW1f3oHU1dGMAjFIlhGMED6XYhhBQKhZZGUHe/XxZVLBZbeqpVKpUoz7BSqdSdeCzi8axUKoPWWt4JjuNEqQexLAvbWhFCCEVE38pCvxVEfJahAYQBPEJRVSqVcP3/DcMIUWVLCCkWiyHC1NB9IEPnWqvVaiGi8VKpFG4Ee7lc7mYFdjabDXc8e1LpM12Zphmuz4VlWYM29B0hhFCHOI4TLoanG2JSW9QSDOARaoNSqdRqFFEqlYrFYi6XaylYpTlOQmdoGxsba7XKwLKs8fHxEKPKi8ViuMiK1mS31Jc+xCbRua4b4niWy2WsaG+vWq2Wz+dbevuhm+CYXoQQQu1iWVYul2vprSDEJggBgNh8FYRQALVazTTNWCzmlUe9zjTNcrlM79c08pQkKRaLiaLf9UgIqVar1Wo1YtSRzWZVVY3FYk1zxdHx5LRN27bt0dHRgDnDHMdpNaBqRJvTY7GYJHlOaEfVarVKpdKr2uvgx9O27cGsZZckSZZlQRAEQeA4znVd13Udx2lLKgHKsqxsNqtpmqZp/j+EbdvlcrmN4xd4npdlWZIknudpPkv6B1qWZZrmNPi5RVFUFEUQBPoHEkIcx3EcxzRNHAaC2kUURVmWRVGsn2au69q2jacZmlpo1l5VVXVd989wTDMZTcX8zagfYACPUNvQxM6VSkVRFBqx1GMJ+tZrmiaz2zxNMucfwNu23a7pzWu1Wq1Wo9EO8wHjOA5zLDodMOwfw9NxxW2JW2zbzufzNH6gx7P+ESGEvtsZhtHzGKl+PBVFafwRCSGmaQ5gsjSO41RVbTzH6v/VNK2NbzD0lHAcx+c6IoRYltWuH0IQhFgs1ng50BOVVuRNrK2bcrzeQekfqGkaIYT+fNiXAYWmKIqu6xNv75QgCJIk0dOsLZXXCHUNHT8oy3K9erf+keu65kt6WEI01WEAj1Cb0eiXDnLmOI7nedd1fd48NE3Tdb1p+y2d9dowjFKp1Jb3GPpKRP8tiqIgCDT+8Vo/4CwpkiSl0+larRY9Qzhl2zZtNeU4LpPJAIBlWfl8Pvqe22vS8eQ4znGcnlcu9IokSYlEoukMizzPx+NxTdPCpXWYuJ9EItG0swbHcZqmqapa71oSWiwW0zSt6Wr0BW7KzUwmCEIymWyMqSbhOI4eh2KxiM2kqFWCICQSCf+aawDgOE7XdVVV8TRDUwghxDAM+qCpvz71ZKI4NC1hAI9QB9GGd69POY6Lx+NNu9xPRPuytpravSkaJHt9ynFcIpFoacJtVVVFURzMHuMAMGiN7ZMEHFNQJwhCKpUqFovhWiREUUwmk00rC+ro+SyKYrigmuO4ZDLZtLJgIk3T6OUwJZoQZVlOJBLBfz6e51OpVKlUwr6gKDhJkpLJZKun2QBOMI4QQo0wiR1CPdNq9E6JophKpYKHK9G1Gr1TtJzB38/Q9KAoSjweb/V3p1FxiNOMthWHuBw0TYvFYq1uBQCtRu8U7UHT/5dDq2FVXTweV1W1E0VC00/o0ywWi+FphhBCGMAj1Bu6roeI3inaYbi95fESj8dDhFUU7SHZ3vKgfiaKYjweD715IpFo2m17Ihr2h67MomkLWtokHo+HiN6piAenC2htSOjNoxwcNDjo8yt0ZRaeZgghhAE8Qj0gCEKQ8eQ+aHafdpXH51siNnfIshy6ngJNOVHey+GlQSXB12fmvmpJPB4PHv/LshzxcqDpGKPsoaNCdJ1o3EO7CoOmq5YuOq899H9nFoQQ6hwcA49QD/j33SWFPNn5IrgulxnhZs/1Wk3X9U7nf/Yv57banmeKG11wl+oLj4wt8NmJaZpTYvQvikJVVZ9wuuoaD+eeHbXys+XhU1JHyzy7DY3OORdkMLwgCD51WC5xnyo+v622RxfUk5LLMlKKuRrNj1UqlZp+HQD4V7qR8TGyZxcAcLNmc5kZXqvRyyHI13WZJEk+DZuOC5v3Q64CMQUOmwmyx7uDIAiqquJgeOSFXuBen7oubN4P2QrEFFgyAxSP85GeZjgYHiE0sDCAR6jbBEHweoMh+Zz9m1+669fCS+EuN3uO+IaL+cWHN65Mp+nq3EuMJEle+YFfqLz4wQ1fuWvskfqSk1NHfWvpR05MLmtcmU6UjZlXpz2vcNomzuc23/TVbT8rOQfO1SEp8clF77zy0LdywGhG0zQtSIjr0xj+q333/vvz122t7qb/FTnh8jmv/uqR/5oWGe3DqqoGmTGBTlLN/Ijs3W3f/kt38wv1JfzCxeKqv+fmMGrf6OXfhzG8V/UEAfjzOvjtU1B66QqWRTj/aFi1EgRWMyqtWOxYMdHU5lPptvpvcPuTUHzp3JEFOPcoeNMJILJqBTVNwwAeITSwsAs9Qt3mGb1nx61vfsVd9wxMiCXInt3W977lrn26pV21hdfOny1tPvXR90yM3gHg0fz6Mx57/1/GH2dugr3opz1BEJjN7w5x37Tm45/dfFM9egeArFX8yPPfePe6LzB3NWnWXC9eJ9V122+9eM0n6tE7ANjE+f6uO0579H1Zq8jcJMh15HnZ7thufvvaidE7ALhbN5vfvtbdtqWlkvcQx3Feze8/egB++vDL0TsAmDb8fg1cdzcwp5jgeb7pxGBoMPmcZj97GH704MvROwCYDty5Fr76J7A9TjMcCY8QGlgYwCPUbV6RgP3zH5ICa3pz17Vu/QnzI0mSOjcUkFlOh7iXPPOpcavQ+FHNNS9d++mCzZiaC9+0pj2vs/ra7T/73f6/Mj/6/q47frj7jy3trU4URWaQ/3TxhSuf/zoBRnP6+vKWf3nuK+G+znMd27Z+8n1gNjibhv3Tm4E1bXUfDoP3KtKjm+HeDexN1u6APzzT2t7QgPN6YD29He5ex95kw2743VPsj/A0QwgNLAzgEeo2ZkOlu32ru3Wz5zam4Tz8QPC9tQVzz38YfXB9md2uCAD7zdwPdv+hcTnHcZ0rJ+oH7LOauNdu+7nPVl/e+pPgewuywte2/9whrAY7AAD46e67dhpg8M8QAAAgAElEQVT7Q3wdx3HM+gL32TVkfMxrK5LLOmueDL63HvI6An961m+ru9aByxp5gBc7YvI6Me5c67fVPevAdhjL++0iQgihrsHbH0LdxnztIFs2+W9FtmwMvrfovHZ7f47dmb/uvix7BXzZmt6Yv++m6s5dxqjPVmtLm5jd2pueLZ7nZ3aNz1YEyF9ZK4T+Or9KN/qNHtd1v10OzPKYDmxlVHe8rFSDndmge0OIXQtGYOM+v62qFmwfZyzHeiKE0MDCpyxCXeXV450YTdI+kRo7YU+HutB77ZbZQ36ivM1O6I2z/kxvzN+36dkCHidM07Olvedn6K/zuiqbrtBvlwOzPDWTNRThYFVWMr5+++tQn2CeGKbNTqYwEZ5mCCE0EQbwCHWVV7JrLjXkvyGXHm5phxG5Hq9U89VZ/hsu8FjBa4doemD+voeoM5l55utkXpqtZALuLcgK89WZ/hsu0Ga38esCXLbsFfrtcmCWJ656ThdXl2HN+95vfx3qE8ynlSqB3mww+zBrPlM8zRBCAwsDeIS6jfnawS89Cnw7BPJHHRt8b9ERQpgvW6+fcYZ/SPaGGWcyl+PL1vTG/H1nycOnpI722erCzCkqz3h5Dx1Rv37GGT5bpcX4menlbfw6/mj2Vdl0hX67HNg3JQ6On++31YIMBvCoBY7DGssOsHyB31Zz0jAnzViOpxlCaGBhAI9Qt9m23biQS6WF087y2oSbM1dYeVLjckIIc29twdzzsfEll8+5yGuTs4ZW/N2M0xqXu66LL1vTm9d5+MXD/1ng2A8alZf/87B/bGlvTVf41wWXzFNmeG312cPepwuM2eODXETMdfgFC/ljjvfahF96NL/48MbljuN0qONMaF5HYNVKz0Z4joO3MO5JfntDA87rxHj9ClA9JirhAE8zhBCaDAN4hLrNMAzmcvGi1/HHrWhczs2YJb3jfcz2edNkDQ1sE6+df2fZRy/MnNK4/ITk0luP+zyzfb6j5UT9wOsnPmtoxf8uu0riJkeBuqD+9NjPHhc/rHETQojFmn1tItd1ma/vQ1LijhVfmauMNH70b4de+i/z39JS4YOsI73lbfxixl/BL1wsXXp56K/rMsuymHUKc9Lwz+eC0hBc8Txc/ko4eh57b334B6J+YNs2syZ3ZhI+8CrQGk8zDi491bN9Hk8zhNDAEq655ppel6GPVKtNMhJFoeu6ZVlYZzyRJEl0KlfTNAfnyLiuq2kaIwEPzwvHLudnzoZSkZTLwAE3c5Z42lnS31/GxRPMXVWrVa9OidERQjRNa1wu8eJbZ19wqDpnn5kds/I8xx8bX/L/Fr79+mUfS4msoYoA5XI5egs8x3G6rgOA67pelSCDied5TdMMw+htNwdRFJl5oVckj3jDzDPzdmmvOV5xanOVkbfMPvfHx1xzWvo45n5M0wzy+3Icx5wIeraSeefc1wLAHmOs4JQTon7O0AnfXPaRD8x/M3M/ruuWy82T7dHLlvGBKAorT+KSSVIqQqUCPM/NmSeee4H4hotBVpi7asvlEIWqqoSQSfGPIAiiyGhtn5WCUxeDaUOhCjUL4iosXwDvPtMzrLIsq1ZrkpKzDwmCoCgKANi23bT+aKCIoijLcrvejnielyRGa/vMJJy6BCwH8lUwLIgpcPwCuOIMOGEhez+2bXf0ha2p+kO8t8XoQ/iu20iSJHram6bZuXe2cOhrFZpyuH7ryNdbY2NjnTsgmUymUqngvX4iTdNisRgAlEqlqfjOF5qu69FvmrZt53K5tpTHSzweV1VGl+OWmKZZKBSiF4bjuEwmAwCWZeXz+eg7nDYEQRgaGsrn870NPERRTKdZY1VblM1mg7zicBw3NDQUfcay4DefRCJBY7woDMMoFhkz53VTKpVyXXdSMXieHxoaip7Zu+fnYTiyLCeTSQCoVqtBKnQGh6qq8Xi8XW9H0+Y0Gx4e5nmeEDI2NtbDYvShkZGRcrmM77oT1V/5isVivzU/jIwwOqyh/odd6BHqgWq1Gr0JrgtvmZVKJfpLW6VSaUthUJ+zbTv6q0nwTiWEkOiXgOM4wasOo18OhJC+vRxc141ei2oYxlSM3lHXuK4bPbQzTRNPM4TQIMMAHqEeIIQUi8UowUClUunCG0xjM12rSqUSdqUbHKVSKUr/QNu2W4pvDcOIEnMSQlrqG+I4TqnEmEY+uHK53G/9Jycql8tR7iqO42DbNWoq4sPLdd2IlyFCCE11GMAj1BuWZYV+2TUMo2vteKZphi5nrVYbqJERiIbE4XqXOI5TKBRardUKHXPSSrRWw+kol161Wu3/yyHEMaGi/PRo0BQKBTzNEEIoNAzgEeqZWq0WImKpVqtdHkNLv7HVclYqFWwnGUCO4+RyuVa7XdC8BiHey+kLfauBseu6hUIhXBbrcCd2uVyeEq3TruvmcrlW60Toj97PnQtQXyGE5HK5Vi/AcPcWhBCafjwmeEUIdYVpmrlcLh6PMxPzTkJ7qLZ37hxBEARB4Hme4zhCCJ2dqzGOMgzDcZxYLBawnKVSqb09/CdmOOd5XpZlrxmJektRlHpRCSF0iHUflrOjXNfN5/O6rrPTth+MEFKtVqP0KCGE0JEauq4HyWlnGEbEPPC1Ws227Xg8zkzbPolt2xG7pncZIaT+8wVJNkZ/PkyIi1pCq940TdN1PchpVqvVyuUynmYIIQQYwCPUc47j5PN5WZZVVZUkifkqY9t2e7uj04nHZFlmzvtFs5HVarWJb0u2bdNyaprmFcZblhVxWHKQcgqCQPNFM8vZE7Isx2Ix5sHUdZ1O2dXz3OPdRDPMGYbhH+Xath26z/YktVrNMAx6tjC/kf4K1Wq1LS14dA4IRVHoZctch06o1m85hwOqVCqmaSYSCeZZTdHRyDgdNwqtWq3WL1vmmea6Lr1ssX8HQgjVYQCPUF8wTdM0TY7jJEnieV5VVUEQKpWK67qWZbWxCZfjOE3T/NvWRFEURVHTtEqlMikan1hO2nQPAK7rdqKcuq6rqhqknDRWbNdXt4TWJvgEOQDAcZyiKIqiVCqVvk1C3l5BTjN4aea5ds2vSXO8VyoVOqW5ruv0d6FJs2zbbntFj2EYhmE0Xg6O41iW1fN6pSiCzJnH83wymbQsq1gsDlo3E9QuruvSASa07xLP83R6tvp11OsCIoRQ38EAHqE+QhsJAUAQBI7j2j6TKn3hDtLvl64cj8dlWW4cAF8vZ4cEiYrreJ5PJBKyLJdKpS6HTPW5owPSdV1RlGw227ki9QOO45LJZJDRFnRlOjQj4rwMEzmO4ziOoij0FKIDQNqyZ6ZOXw5dxvN8Op0OMhiBkiRpaGgon8/j4GQUhW3beAohhFAQmMQOoUEhCEI6nQ4YvdfJspxKpYKMUWwXURRTqVTA6L1OUZRkMtnNcmqa1lL0TgmCMDw83Iny9Aka/gWM3utkWU6n0938+RATz/NDQ0PBo3eK47gQPzpCCCGEQsAAHqGBwHFcIpFo9b2cEkUxkUi0vUhMUcopSVI8Hm97kZhEUYzFYuG2pSFue8vTJ2jbe6uVL1Q9tQHqoSjVKKlUKtyVixBCCKHg8FmL0EAImDHbiyzLuq63sTxe/JNmNUWTirWxPF5SqVSUzekI7XYVpn/EYrEop5kkSdPysEwV0SPwiNcFQgghhJrCAB6h6U8Uxab5qJrSNK3TzWuyLMuyHHEnAScliiIej0f/iukXqYqiGL32pAunGWISRTF6H3hBEKLfahBCCCHkA5PYITT9+cSKZGy/c99qd9MLUC5BMsUvPUo44xwuzugwT/OKl8vl3pRzz27nr6vdzZugVoVUWjj6WOG0s0BjrE9nnutosnefMPXR/PrrXrz1wdzaslM9VJ395lnnfHD+xTGBPR16IpGYTnPL+fx8W6q7vrrtZ38ef3yfmZ2jZC7KvOLKQy+do4w0rklnHyiVSp0sKWLwGX5SqMJdz8IzL0KuAgkNls6BC4+BmR7DHWKx2BSdOQ8hhBCaEjCAR2ia43neq1nbffoJ6xc/gXri30rZ2bPLffQh8R/ezS86rHF9RVE6F8DTqb+YHzkP3W//9jaoz1NVLtm7djiPPCi96x+5uYcwy9m5AF7T2NE4AHxu802f2XQDgQOp1PeZ2ccKf7th52//sOKrh+vzG9eP3t2gf3Ac5/Xn3LZv9eVr/6PqHgjqxqz8s6XNN+z8zS+O/8J5wyc1rq8oCgbw3ed19T2/B75xD5RfCslLBuzOwV+fhyvOgFOWMNbneV4QBJy1GyGEEOoQ7KmI0DTnGb1v2WTd8iNomLaHVMrWD75HxscaN+F5vnOJpj3LuX6t/ZtfQsMs06SQt266npQZkZ4gCFEG0vvz6iF8487fXb3pe/XovW5jZcdrnrqy7DBmBOQ4rnPl7DKvn+/R/PrL1n6mHr3X5ezSm9Z8/PnK9sZN6LTq7S8i8ubVqWR/Eb5+98vRe53lwA33wQt72XubfsNDEEIIof6BATxC05xns/Yfbm+Mig+oVp27/9jS3qJjx2yE2Hf8GjymByfFgnPvPcyPOldOZshtuNZVG7/ttcnGyo5vvvhL5kfTZsCw1wH/2AvfMl2L+VHRrnxq43eZH2EA32Ve9S+/eRKqHjPcOy7c+ij7o85dfQghhBDCAB6haY6ZEozkc+72bT5bOeufYYbNnUswxi7n7l1kbNRnK3ft08H31hbM9HX3ZZ/ab+Z8trpt72rm8mnTAs884KNW7r4c+wei7tj/gMEK7zGPXZexrz4CT/rdJGDTPsiyhqp0OoskQgghNMjwJQmhaY79ap4db7JZrcbsnd7lwJhkGT35D1ohl2X2I+hyBLi1ttt/hS1V9grTJlJl/iHbq3td4tHLAwAAqq6xx2QP1mhbyVAAzKuvZECN3XniZaOsJIwYwCOEEEKdgy9JCE1zhNWQzsnNe25zrN7dzL11UNM0b5IE7MbDrpbTK898XVxkr9Dt49kxzD+k6WEBgDhrnWlzWKY0OUBHeAU7yyOEEELdhQE8QtOcy2qg5mbNBtUvuOLmzgOJETwz99YWzD3zhywA307m/KGLg++tLZix5StSx/hv5bXCtEnWzTzgh+mHzJDTPlsdGVuQkVIB94Y6h3nAFRHmD/ttpckwd4ixHOtfEEIIoc7BAB6haY4dIgqCcOrpPlsJp5/Twt7agb1nTRdWnuyzlXD62czlXQ7gF2lzXz/jDK9NOOA+vOBS5kd2wywAUxTz5xM4/oPz3+KzlddhmTb1GlOF1wE//2i/rV51FIislwj8+RBCCKHOwQAeoWnONNlZpMXzL+IPXcT8iF9+grCSMUE3AFhWs0GxYXmW8+9WcbPmMD8STjuTX3pU43JCSOfK6bXn7x71sUPV2cyPrlnynpNTjHICgGE0zNA1NXkdlo8vvPysoRXMj94486z3zXsD8yOvkwF1SLXKmOYQAE47Ak5h93GBw2bB65azP6rVam0qF0IIIYQmwwAeoWnOtm12c7QoSe/9gHDq6QeNIZdk8fzXSJdcDqw0VJZlda5l27Isds9bVZP/6cPCipMOKpKqia97k/i6NzN3ZZpm5zrxeoU6s+XMw6fcsGrmmRMXjkjpm47+5NWLr2BuMp0aKm3bZv45Mi/dufJr/zL/LRL38mhpjVc+ueidtx73eZ5jPIM8z1jUMY7jsJNlALz3bFi18qDx8DwP5yyDj1wEksfolmlTLYUQQgj1IQ7Hqk00NjbWuQOSyWQqlYrX2/9g0jQtFosBQKlUwkabiWKxmCzL2Wy2LXurH2cmUiqSzRtJtcolk/yiw0BVvdYsFAodbRqNxWKa5jkyn+TzZOsmUqtx6TS/+DDmEH0qn893rgUeAIaGhnymf9tS3fVgbm3FrS3S5p6RXq7wnlOat+t4CoIwNDTU6b+6KVVV4/G416ejVu7e8SfHrcIsZfjsoZUp0XPNYrHYlggwmUzS6c2z2ex0qiuJLpVKua5bLB6UQV7XdV3XvTapWvDcbshXQFdg6RxIeN4kwDTNQqHQxtJ2hyzLyWQSAKrVarlc7nVx+gi9rjv6djQVDQ8P8zxPCBkbazJVyqAZGRkpl8v4rjtR/e7arqdbG42MjPS6CCgMTCCL0PRXq9U0TfOamouLJ7jj2J2cJ7Isq9MdmyuViqqqXnNQcakUd/zKpjsxDKPTcWyxWEynPXOzLdLmLtLmNt2J4zjTrKM4Pc28qjZGpPTFs85tuhPbtvvt/WZAVCoVTdO8rj5NguULAu2nVGJMP4kQQgihdsEu9AhNf4SQiG/V0ffQnW9xXbcLrWe2bUePvadiK2VTU+I0Q14mtcmHUC6XcfgDQggh1FEYwCM0EEzTjBLZFovF7nRCNgwjSte7YrHYnfihUChEOSBdO55dZllWlAi8VCpNm7T8U5FpmpVKJcrm2G8WIYQQ6jQM4BEaFOHGdhJCisViNzt7hxs+RwgpFArdHAQeemR1uVyexr3Ea7VauNOsVCpN48MyVVQqlXDpSKbo0HeEEEJoysEAHqEBUq1WC4VC8FxEjuPk8/nuh1XlcrlYLLZUzlwu1/0h5dlstqUvJYTkcrlp30pJT7PgXSFc1y0UCpjGsk+USqVW+9JXKhWM3hFCCKHuwCR2CA0W0zTHx8d1XfdJFwcAhBDaFterzMM0Fx0tp89qruuGbjNsi0KhIIpiIpHwyUtP1Wq1wRngbZpmNpvVNM0nLxr0wWmGmOjVF4/HaRp/H7Ztt1RZgxBCCKGIMIBHaOAQQsrlcqVSkWVZlmVBEHie5ziOEOK6Ls3Q5jkrexe5rlsqlcrlcr2coijS8tu2XS9nbwsJALZtZ7NZQRB0XZckieO4eshKCHEcJ+LA/imK4zh6XvmvIwgCPfe6VjAUBD11CSH+v6DjOP4rIIQQQqi9MIBHaEARQgzD6P9Rx/VychyXyWQAwLbtfD7f63JN5jhO9CTe04aqqrFYLEhop6qqoihdzrOA/MmynEgkgvx8iqLIslwul3EEBEIIIdQdOAYeIYRQO8VisXg8HrxhluO4ZDKpaVpHS4UC0jQtmUy29PPF4/F4PN7RUiGEEEKIwgAeIYRQ2+i6Hi4Uj8Vi/vkOUBcoihKLxUJsSPtctL08CCGEEJoEA3iEEELtIcuyruuhN4/H45IktbE8qCWSJCUSidCba5qmKEoby4MQQgihRhjAI4QQagPalTriTrAndg9Fb0IPmPgAIYQQQqFhEjuEEEJtoGkaz3tWCq8rbf7z+OOjVn6WPHRh5tTD9EOYqwmCoKoqZkTrPkVR6CwPTKNFWLsDclWIK7BsLhwyxF6N53lN0yqVSqdKiRBCCA08DOARQgi1gdcI9nGr8J71X/j1vv+rL+E5/vI5F31r6UdiAmO0vKZpGMB3n1fmAtOBnz4E9z8PE2f6O34BvPsMiLN+cAzgEUIIoY7CLvQIIYSiEkWR2fxetCvnPP6BidE7ALjE/cGuP7z6qStN12rcRBAEQRA6VVDEwvM8s/ndceG6u+C+5w6K3gFgzXb44u+hypr4j+M4TGSAEEIIdQ4G8AghhKKSZZm5/JrNNzxT2sj86P7s09du/znzI4wAu8zr5/vL32D9LvYmu3Jw2xOt7Q0hhBBC0WEAjxBCKCpm87vpWjfu/J3PVt958VfM5dgC32VeyQtW/81vqweeB9NpYW8IIYQQig6fsgghhKJixmwbqzvydslnq221PfvMbMC9oc5hHvCaBXvyflsZNuxi/Hr48yGEEEIdhE9ZhBBCUTEnDzNYQ9wb1mEMpMapyLqMecBtVut6kHXw50MIIYQ6BwN4hBBCUbmu27hwkTZX5Pw6wydEfbaSCbg31DnMAx5TIab4bcVxMDMZdG8IIYQQagsM4BFCCEXFjNnSYvyikVN9trp45rkSx0p+7gRo/EXtw/z5OICTF/tttWwOJFlzz2EAjxBCCHUOBvAIIYSisix2b/kvHf7BOGuydwCYIac/u+S9zI9s225byVAAXj/f61dASmdvIotwySmt7Q0hhBBC0WEAjxBCKCrLssikucIBAGBZbOEdK74yQ05PWj5fnXXniq8dos5s3MR1XYwAu8y2bWazeUqDf78IRhKTl8cU+ND5MH+YvTfTZE0QjxBCCKF2YPRdRAghhFpCCDFNU1EYY6bPGlrx3CtvvX7Hr+8Zf2zUzM1WMhdlTn3fIW+IebTMG4bR4cIiBsMwNI3xixwyBP/5JrjvOXhmB+QqEFfgqLlw9jKIewyPNwyDWZWDEEIIobbAAB4hhFAbVCoVWZaZGciHpMRVi/7hqkX/0HQnhJBqtdqB0qEmKpWKqqrMn08W4byj4byjg+6nzSVDCCGE0ATYhR4hhFAbOI5Tq9Ui7qRSqWAKtJ4ghJTL5Yg7qVarmIAQIYQQ6igM4BFCCLVHuVyOMnzdNE1sfu+hWq0WZfyCZVnY/I4QQgh1GgbwCCGE2qZQKITLIW9ZVrFYbHt5UEtKpVK4KhjHcYrFIo5+RwghhDoNA3iEEEJtQwjJ5/Ot5iE3DKNQKGD413P052u1H4RpmrlcDsc+IIQQQl2ASewQGlyiKMbjcZ7neZ4HAEIIIYS2pOG7OAqNEFIoFFRV1XWdnlo+HMepVCrtzTyfTCZFUax/dTqddl03dNvyAKJDIWKxmCAI/mu6rlupVKLnPkBNSZKkqurE27XjOIZhNK0skySJXg48zxNCXNd1HMc0TawvQwihKQoDeIQGUSKRaJzxi+M4juN4nh8eHgaASqWCI1pRaHRAtaIoiqJIkjTpU0KIZVmmabYx9lMUJZFomLIcgOM4QRBSqRQAWJaVz+fb9Y3TmGmadF5A+vM1Zqev/3wYB3ZaMplk/gSiKNLbuGmapVJpUq0rz/O6riuKwpxZAAAsy6pWq612lkEIIdRzGMAjNFi8gpxGuq7rup7L5cINaUaIEFKr1Wq1Gg2haRug67q0DbC9gV8mk/EKVCaSJGlkZAQrpwIyDMMwjC78fIiJ3oSbribL8vDwcK1WK5VKdEksFvOaFLBOkiRJkizLKpVKOHcAQghNIRjAIzRAYrGYpmktbZJOp8vlMuYGR1EQQjpXDSSKYjqdbmkTXdclScKm+IA6+vMhL8lkUpbl4OurqipJUi6Xoy32AbeSJCmdTheLRWyKRwihqQKT2CE0KBKJRKvROxUi7EeoO0JE75QkSUNDQ20vD0JtkU6nW4reKUEQMplM8Oid4jiu1coChBBCPTQFWuC3bt16++23r127NpfLZTKZBQsWvPnNb162bNmk1Wq12o9//OOHH364UCgsWbJk+fLlF198cdMEPAgNCDqWNfTmsVjMsixshUP9Jlz0TgmCEI/H672OEeoTiURCFLv9epZIJPL5PN7kEUKo//V7AP/Xv/71K1/5Ch2dNXPmzPHx8T179jz22GOXXHLJZZddVl9tdHT0c5/73JYtWwAglUqtW7du3bp1a9asueqqqwIO90Voeot+IaTT6dHR0bYUBqG2oNkWo1BVtVKp4JwLqH9IkhSlsjU0juMSiUQ2m+3+VyOEEGpJX3ehz+fzX/va1xzHOeOMM26++eYbbrjhlltuueKKKwDglltueeaZZ+prXnvttVu2bDn66KNvuummH/3oR9dff/38+fOfffbZG2+8sXfFR6hf0PzbfmyLlIrQLI9RkHRKCHXHxIni2FyXlIrQbGRvlDZ8hNquaWVr2YBS61M3uAQKVTB929cFQVBVteVdI4QQ6q6+boG/++67TdNctmzZlVdeSTvDC4KwatWq8fHx22+//Y477jjuuOMAYMOGDWvXro3H45/4xCfok2/u3LlXX331+9///tWrV7/tbW+bMWNGj/8ShHrKZ0ik+9x65y93udu2ACEgCPzhS8XzLuLmH8pcWdd1zN2N+kQymfT6iIyNOnf/0Vn3DJgGAHBz5gqnnS2ceAqwknLXk6t3sKwIBSPLsle1lGnDnWvh/udhrAQAkNTglYfB3y0HvdnQ9d05uP1JWPPigej90AxceCycuoS9sq7rbZzZESGEUCf0dQv8xo0bAeDss8+eNJT9la98Zf1TAHjwwQcB4MQTT5xYbz1r1qxly5YRQh5++OHulRih/uOTf86+6w/WTde7WzcDnRHKcdwN68xvX+s88ajXJk3aPBHqFq9T0d38gnndl5ynHqPROwCQ3bvsX/7U+tkPwCNKx5FWqE943a5LBnzhDrj9yQPROwAUqnDnWvjsb15ewrR2B3z2N/DYlpfb3reNwf/eC9+/H5jTAPI832oOPIQQQl3W1+/itm2PjIwccsghk5bTp0t92tJNmzYBwMqVKyetRpfQTxEaWF5vhO6aJ50/38n6wLVv+xnZsZ25FYY6qB94dfQlxYL1wxuB1YTornnS+cufmFthxIL6hFfuuu/dC9vHGMv3FeBbfwaXGYsDjJbg238Bg9Vt/v7n4a5n2VthOnqEEOpzfR3Af+pTn7rpppuOPfbYScsfeeQRAFiy5EAPsF27dgHAyMjIpNXokp07d3a8oAj1Ma+GSvuu33tu4zj2PazYHgBndkD9wCvLl3P/aqh6jvKw7/0zM7ZHqE9wrFEeL+yFtTs8N9k6Cts8sov+8RkwLM8Nf/cU2Ky0J91PgI8QQqglU+82vWbNmttuuw0A3vjGN9Il5XIZWA2D8XgcAJhDdtevX3/VVVc1Lr/55pt9xlVGxHGcruuYIWai+suKrus40/hEPM9zHNe5earJ2H4yut9nBfeFDeA40BCu8zzf89mzRVHseRn6Cr2OEokEIR4tcdOOZ//5Dev9NrNMd/ML/FGTK4UBYKDOKHr0BupPbqr+MFJVtd+aoH2id2q0BItYqX6eedFvq4oJG/fB0jmTl0+6wdIjg7keJ6EXUUcf01MXvutOUn9gxWIxTAaM2mIqBfCGYdxyyy2/+tWvXNd929veVm+ZtywLWP2E6UViGAZzV8yWeZ7nO9rAyHEcNmAy4chqps6dLaRQaLKGbZNqhXJB9gAAACAASURBVIszOsz3/BzG64gJLyIAgGKTE5t4rDCAZ9QA/slB9OHtJR82c2i+2mSFHGvPzCPQb8ekf+CRadSHF1GfwMc0apcpE8A/8MADN9544+joqKqq7373uy+88ML6R4lEIpfLVauTn1S07R2H7CLUiNNjTdbgeU7FPhFoqtFjUCn7fN78zEeoz8SazQrv1fMmrrBD9IkrIIQQmnKmQABfKBS+853vPPDAAwBw+umnv/Od75w5c+bEFYaHh3O5XKk0ORMrXcLs3bRixYrHH3+8cfnY2NjoqMdgssgymUylUmmsaBhkmqbFYjEAKJVKOHXNRLFYTJblbDYbfVeN6SEAgJs5i0umSCHvtRW/cDGwRkK6rjs+Ph69VCFwHJfJZADAsqx83rPkA0gQhKGhoXw+T7sjDYJUKsXMPMcfdoQzus9zM57nFh/G/KRzd/4+lEqlXNctFou9LkgfkWWZDqCrVqt0XF5PMG/XR82FO9f6bTXk0Sd32Vx4aKPnVrIAh81iLJ90g1VVNR6Pj42NDc4InSCGh4d5nieEjI2xsgsOsJGRkXK5jO+6E+m6TjsFF4tFZr/gHmLec1D/6/e+HPv27fvXf/3XBx54YMGCBV/60pc++tGPTore4aWhWY1BBQ1+6Bs/QgOLPcE1xwnnnO+5DccJ517A/KQ++wNCPeRVVSGceQ6IninlhVNO42LxjhUKoY44eh57iDs1MwmLJ78WHfDq40Dwfss77xhQWdcK3uQRQqjP9XUAX6lUPvOZz4yNjZ133nnXXnvt0qVLmastWLAAAJ5++ulJy9esWQMAixYt6nQ5EepnXl0bhFecIaw4ifmReN6r+cPZl1sP26YQqmNmJwUALjNDestlwBpnyC9cLL52FXMr22ZNtIVQ1zFPRY6DfzoHhliDP+IK/PO5nlH6IUNw+SuBZyS2h6PnwarJc+8e0G8thAghhCbp6wD+nnvu2blz54knnvihD33IZ57ek08+GQAef/zxiU+dQqGwdu1aWZbPOuusbpQVoX7lFeoAx4mXvF1c9RYulXp52YxZ0tuvEM67yGtvGOqgPuHVoZdffoL0jx/iD51QdatpwrkXSO/9IHg8RxpHYCHUE171rSMJ+Mwb4LTDQXwpNRjPwwkL4eo3wALfXoZnHgn/fhEsnNBJNq7AG0+AD18AIusFkBAyOCNxEEJoiurrMfB33XUXAKxatYrdB/ildI7HHHPMkUce+dxzz1133XVXXnmlIAiGYXzxi1+0LOu8886jQ6wRGmSO47BTwnKc8IozhFNPJ/v3kXKJS6W5Yb+XQcxTgPpHqVTyylHKL1zM//O/kUKejI9xisrNnNU4IWIdIQSrpVCfqNVqsViMORt8UoN3nwlvfwXsyoFLYG4atGCz3S2bC1e/AcbLMFqEmAJz0uw2ecqzwhchhFDf6N8A3nGcHTt2AMCnPvUp5gpz5sz57ne/S/995ZVXfvSjH73//vufeOKJBQsWbN682TTNuXPnvutd7+peiRHqV9ls1i9PCcdxM2dxwEpndDBsqET9wzCMeDzODHUoLpnikimvT+swISLqKz41UwCgSH7j4X0Mx2C4WXOG67pYS4sQQv2vf7vQ79+/36vhvdGcOXO+/vWvX3DBBZqmbdy4MZ1Or1q16qtf/SrOIYcQFb1dBXNWo34TPfa2LAub31FfMQyjV53Yi8UipppHCKH+178t8LNnz/7tb38bfP3h4eEPfvCDnSsPQlNapVKRJMknl4S/arWKmY1Qv7Ftu1gshq6odV0Xm99RH8rn83SWsm5+aalUwtHvCCE0JfRvCzxCqL1CzxNeq9Uw+TzqT4ZhhDs5XddtnHwUoT4xPj4eYjo3WicVYsNSqYSd5xFCaKro3xZ4hFDb5fP5WCymaVrwTYrFIra9dwHP8zzPi6JICHEcp2/7dfM8LwiCKIqu6/ZJOavVqmVZ6XQ6+CamaRYKhc4VafqhJ6cgCPRHDz7ATZZlQRAEQaCjFXCO8eCy2WwikVAUJeD6lmXRHiW5XC4ejwfc0HEcbHtHCKGpBQN4hAZLuVwul8tDQ0PsvPQT1F8HUeeIoqjruiRJjcnYXNe1LKtcLgcPljpHkiRd10VR7M9y2rY9Ojoaj8dVVfVf03XdXC7XD4d0StA0TVEUUWS8KjiOYxgGM7mGIAjxeHzS2VL/aRzHqVar2N4bRLFYrFQqiUSC+RPUOY5TLBbrtWmEkGKxWK1WY7GYz7Ap13UrlQr+EAghNOVgAI/QIMpmswCg67qqqpNGWuJbXXfwPJ9MJn3ey3meVxRFURTTNEulUq9iTkEQ/OOHieXsYbO2LMtBmhzpYc/lcl0o0pQmy3I8HvcZhi0Igq7rmqZVq9WJYXwymZRlv/nNaHgfi8VKpRL27vHHcRztwuC/Gr0GHceZmILOtu18Ps/zvCzLoijSPj6EENp3xjTNfug+gxBCKAQM4BEaXJVKBWf97QlFUYKnXpNleWhoKJ/Pd/+FW9O0WKzZ3FMvkWU5k8n0pJxNg8aJRFHMZDK5XA67c3sJfjw5jtN1XVGUbDYrCMLQ0FDAr+A4LpFIyLKM01t4EQQhmUw2jd4BgOM42leiUChMuvpwZjiEEJp+MIkdQgh1VSwWazVxOsdx6XQ6+GjYtkgkEsGjd4qWM3gs3RZDQ0OtfiPHcSG2GhAhjowgCJlMJnj0XqcoSoitBoEkSel0Okj0XsfzfCqVwrMaIYSmPQzgEUKoe1RVbSmJ4ERNh8K2EW1WDbdtwGbDtkilUqG/q5vlnCpaDRrrGpMjBETbmcNtO13RcSshDint19C1uwRCCKGewAAeIYS6RBTFeDweZQ+pVKpdhfFBU9ZF2UN3yknz/0XZQ0u566e9WCzWk9hPluWm2QcHB8dxyWQy9CTwdPPQ9SkIIYT6HwbwCCHUJa32nG9EW9jaUhgf0b+C5/n/z96dB0tS3feCP+fkUpm13o1eWRu6oYGGBoFAQuwIowVJRhvaLMn2s/3siJmImYj5YyImgpiI+e/ZM/aTny3ZltCuZywkCySQQAKBxL6vDQhomt7pe2/tVbmdM39kU11965zMqqyqW8v9fv6CqjyZ5+ZSnb+z/E6fTQDd6P8QlNJepwlMK8ZY4rEh/cNVaLEsq8+BIavz9AEAwKhgnBUAwGqIziYtDh8KnnlSHDlMGGObTmQXXERz8nHFqVRqqGu2pVKpiN4/sX9v8OzTYukI1XV64snsgotoWh56pdPpoaZIjG5l4G+9yV94ViwvUcOkp56m7byIKGYE2LZdq9WGU8dJEjU2RAj+ykt810uiWqG2zU7fxnbsJN0EmY168MyTYs9u4ft0bl7bsZOeeLJ0Q0ppNputVqtJqz8lwqSAqm9FcZk/8wQ/cIAIztatZzsvogsnSLe0LKvRaGC5RACAqYQAHgBgNSi7Nzn37/pZ8OB95N0loPjTT5B7fqHf+Entve+TlrAsa3ixsTJ+8H3/P28LHn+kVU/y1OPknl8Yn/wc27FTWiJcY2w41STKZF2u4932A/7c08c+eeqx4Jc/12/+E7btLGkJy7KQqVt1PkWp5H//m/ytN1ufBI89TO+5y/jSn9ENGyN2yF963rvt+6TtRg3uv1e78L36TZ8lsokPqVQKAbxpmqrR78Hv7vfvuoP4Xvi/nBDy619qV1+vf/BDpKMIpTSVSg3v6QMAgBHCEHoAgNWgml3s3/mT4IHfkLYFnAkhxHX9H/8wePIxaZGhpqNXDRPwbvt+8NjDK+vZaHjf/xbf9aK0yPDqqWmaPM4RwvvuN4+L3sOPa1Xv1q+3R6HtRjh0fEwoW0OaTe9fv9Z53sSRw943/rtYXlLtkL+2y/vuv5GOZqbgqce8H31HWgTTton6kQkeftC/4/ZW9H4U58Gv7/bv+UVPuwIAgEmHAB4AYOh0XZfGJ2LvnuChB1Sl/DtuJ7I+tOHlTlcFcvyVl/kzT8rLCOH/5N+JbO334dVTFXIHTz/BX31ZXiYI/Nt/tLIBghAyzHpOClWw599/jzh8SPqVqFX9n/9Uvjsh/Nv/J1GM3+YvPMtfel76FWZuS5MyikrZ/8V/qooE98mvkeo3BwAAJh0CeACAoVOFiMFTj0lDyqMa9UAR6gyJaphA8OSjEaVEcZn/4dXOz4cXP6jOJ4+u58EDYt/bw6nRZJOfTyG4YgxIiL/0vLSBSdRrYmkxoqDqdlrjLSmUUukjw59/hriushjnwdOPS79JnMoeAADGGX7cAQCGThWZiIMHowuKg/ulnw9puS9lPQ/F1fOQvJ5DCiFUu42tJ1eczzVO3tTSbIhyKapYEPB3ZP3zcbnTxIED0s/XeACf+K4WB+XnEwE8AMBUwo87AMDoxHZRj8kg2PhajEc9401KPcdBF1c92f2JiwAAAJAUAngAgKELgkD6Od2wKbog3SjfwJfNOe/fwOs5pIWsVLtVVaOFxW2wNgnpPA7bpjOzUcU0jZ6wXvJ5XMcv3bhZ+rnq9lsjEt/VqvOJZeQAAKYSAngAgKFTxdvaRZdE9LHTTEbbvmNolZJQ1vPiSyNK0bl5dvq2zs/lYeEgqCI97aLIem46kW46sfPz4dVzUqjOJ7vokohSbMcFxLI6P6fpDF1YF1FQdTut8QBeCCG9FdmOnSQipbymaRdeLP0GATwAwFRCAA8AMHRBEEhfzenGzdoV18rLUKp/4jPSAGl4cY6ryJXFTt+mjI0Z02+6mchmLw+vnqoFrtl5F7Dt58rLGIbxyZulzSWIc5rNpvRz/cprVd2/NJfXP/xx+e4o1T8pvyUIIWznRezMs6Vf1TuWnVtrpA8gzWT1G29SFdGvvYEunND5ued5aJkCAJhKCOABAFaDqnNb/9CN2nU3rIx2bNu4+UvsvAukRRzHGXj1WlRRt/7Jm7UPXLUiAKaZrPHlv2Bbz5QWUYWF/VM1iBBKjS98tXNcAy3MGH/21/TEk6V7Q9zoeZ78CzNl/PnfdF5funGT8Vf/Cy0UVDtkW84wvvKXNJc/vhjV3ne58ZkvSIsg2iTqFjTt4vfpn/ocMY/vh9d1/cMf0665vqddAQDApBtKHmMAAFihXq8XpAEPpfoHP6y95xL+3FPi0CGiMXriyey8C2g6o9rV8ALjsJ65XE7yBWP6jTdpl1zGn3taHHmHGAY9+RTtvAtVg3uFEEOtp+M4lmx4AjEM/dNf0C67KnjhGbG0SFMWPeU0bcdOIlthu7Wr4dVzUriua5pm5+c0mzP+/G/466/xXS+KcolmsuyMbeysc2InurNtZ5n/x/8VPPu0eHs3cT26sMB27KTrN6q2H+rdMilc1+WcS7PHaxe/j20/lz/7tNj/NhGCbtjEzrtAlaRACIG7GgBgWiGABwBYDZ7n+b6vWv6Nzs1rV32wm/00m82hDvl2HCeTyagWoKLr1mvX3dDNflSj3AelWq3KA3hCCCF002Z9kzyz1wrDruekKJfLCwsLqm/Z6VvZ6Vt73qmZ0i6+lEQmUAgJIWq1Ws/7nzpCiHq9ns1mpd/SbE677Ipu9tNoNDAxBABgWmEIPQDAKqlUKn3uQQhRrVYHUpkI/deTc74K49L7D/kQN7Yb4VSCVbirJ0Wz2exzjYkgCNAsBQAwxRDAAwCskiAI+oyNS6XSoCoTwfO8PsPaYrE4qMpEaDQafY4TXl5eHlRlpkC9XldOhh8mx3Ew3rtduVxO3H8uhCiXy0goAAAwxRDAAwCsHsdxEvdzlsvlIS3/3qnRaCSek1wqlVZt+G6lUkmc63416zkpSqVSsvOZOGL0fb//ER9ThnOeLIYPo/c1vhofAMDUQwAPALCq6vV6rxGLEKJYLK5yWulqtdprPzznfGlpaZV7cZeXl3vtvxVCLC8vj6S3efwlOJ++7y8uLi4vL/caxjebzdUZrDFxfN8vFos9NdgFQVAsFnFXAwBMPSSxAwBYbY7jeJ6XzWaleb9XcF23XC6vQq06hWPU8/m8KvdeO8dxRtWVWqlUGo1GPp9X5d5rN9jzSSk1TdMwDMZYeHTOOefc8zzXdYcxktkwDNM0NU2jlDLG2g83qAEFlUrFcZxsNht7PsOka+GM6yAIFhcX8/l8N3d12FeMaDMC57xYLFqWlU6noy9EuOJDvV7vvN90XU+n05qmtfYghOCcO44zjHnyqsfBdd3odelTqVT4Z9J3F4AUQrT+roHXEwBgoiGABwAYgXCUrK7rtm2bpkmPX7c83MB13Xq9Ptph3pzzarWazWYjYvhxeM8OR2Jns1lN01TbCCEajcag4hbGWDqdTqVSndeOEGJZlhDCdd1arTaQK0gptSzLtu0VsVz496ZSKUKI53mDmsfuuu7S0lIqlbJtO2wsWLGB7/vSIDBsHMnn84ZhSM9MEAS1Wg2rlHep2Ww6jpNKpcLAuP2UCiHChhtp241t2+l0uvMShO0+uq5nMhnXdavV6kDuT03TwsdB+m34OIQTiFYcLpfLSUtRSiml6XQ6nU6H4xH6ryQAwHRAAA8AMDLtE4B1Xdc0TQjh+/6YzM2mlGYymYjV2lqb2bZtWVa1Wh1JNjJKaTabVQUP7Zul0+mwnn0GkOl02rZtaYDafrgw7mo0Gn22bpim2U1/uGEYhULBdd1KpTKQzv/29HLh/ck5D4Ig9v5sjXHQNC0MO4MgQNCeTNhAFuakCPuoKaVhz7Z0e03TCoVCN6NRTNOcm5ur1Wp9tmqFYXb0NmELVCqVag3ZME0zn893s39d1xcWFhqNBtaMAAAgCOABAMaE7/urlqOuG4yxLgfPhyiluVxO1/VVfsnWNC2fz0d0vK8Q/l2Jg5YuGwvat0+n07quJw6qbdvOZDLdb2+a5szMzMCTmSW7P4MgQE61AYptOuk+Km7JZDKGYSSbVxI+9d1Mmmhtn8lkdF3nnNu23dOxbNvWdX11VuIAABhnSGIHAAArUUoLhUL30XuLbdvZbHYYVZJijBUKhe6j95ZMJhPbZyiVz+e7j95bEoRVoV6j91DYB5vgtMBEMwwj2W2W7P6klHaZ8mCFcGpGr6XIu2NMEhQEAJgmCOABAGClnvq0V7AsK3bU/UCE8UM3Q4WlIqbsqoR9lckOZxhGr00bpmkmiN5D4UCD6EH+ME3CK564uGmavTZp9fM4JGYYRuKHAgBgOiCABwCA49i23ed7eSaTSRxXdy8cmt7PHrLZbPchrmEYyboNWyzL6v7EhmP1+zlcmFesnz3ABCkUCn2218Smu29nmubqtNN16vMxBACYdJgDDwAAx4RztiM2EMtLYmmRaBrbtJmY8h7scKbrUFeVY4xFxw9i8YgoLhHDZBs3E0XYHP6xXU7aj+73E7WqOHyIEEFPWE+zuYiddJlPuzPh/HF8j+/fT1yHzszShRNUW1mW1Ww2MQt96hmGET1k5mCJLNWIZZCT5oih3jCXy3U5yTzmcahWxDuHCKF03QbafYe5EOLwIVEuUdumGzcT9V80MzODvPQAsGYhgAcAgGMsy1L14/G33gzu/Anfs/vo/+uGduHF+oc/RmxJwJ9KpQa1gppURBJ4/tor/s9/Kg7sO/r/hqldepl+/UeIbLKuZVnSBbRXMAxD1dsvlhb9O27nu14k4R9LKTvzbP1jN9F5SVyt67ppmrH52MPE/vLvPM+/5xfBw78j7tH88HT9Rv0jH2dnnq3aT7VajT4cTLqIwRrP7iH//jg58G60axnkmrPJJy4guiw6Dpdw7yZVnqq9QBw57N9xO3/lZRI+U4yxs8/VP3oTnZ2L3id/5kn/l3eKpcWj/2+n9Suu0a66jsiasfocegMAMNEwhB4AAI5RTQvnLz3vff0fjkXvhBDfCx57yP3H/1coerATZLfqnmrnwROPet/8p2PROyHEc4MH73O//g+tiLcdpbSbeqpOizh0wPvaf+MvPU9aMY8QfNeL7tf+VuzfJy3SzeFUi6gTz/X+5WvBb3/d/reIQwe8b309ePT3iQ8Hk04VTv/6JfIP9xyL3gkhTY/84lny3+4mnmJYRjcD45WPw7633a/9Ld/1Emm1iHHOX3jO+9rfincORewwuPcu74ffPha9E0Iadf+Xd3rf+VeiaE3A9BAAWLMQwAMAwFGMMWnXliiXvB9+h8hGYot3Dvn/8QPp3oYXOmqaJo1YxOFD/u0/kr7xi717/Dtul+6tm3rKt+Hc++435e0X9br3vW9Kz1jywxHi//w/+VtvSr4Qwv/pbeLA/s5vVNcUpoYqnH5rkfzwESIdW/LqQfLjJ3rbWzv5/el73nf/jchWZxTVive9bxHFOBf+2i7/3rvlX738QnD/vdKvRjUDHwBg5BDAAwDAUap+vOChB6Td1yH+0vPisKR7bXhxo7KeD/5GGjMf/faJR0VVMi0/Nt8+pVQ6HZ2/+FxEv6JYfCd47unOzxljscnG5FWq14PHHlKW4Tx44Nc97A2mhSoz4t3PEa6eGvKbl0nDk3wem8dOdQMHzzwllpdUpcTB/eLwQelXwf33qmJ7QoiveKixwgIArFkI4AEA4CjVu7t44w/RBfnrr3a/t/6p9sxfj6wn59I/pJuIRb6/uNMiXn9N+nlsRC1vL3jrjYjmCaK4Cqq9wdRQXd9dB6JK+QH5g6z1KTYwVv9KyO/2YxvUZLkYhOBvvh5VrF4/bkbMuxDAA8CahX/UAQDgKNU7sajXY0oqNhjSS7YyIm3E1FPINoitpPK0xB9Onh0gWYwkZIOTj9ugLt8AAfx0U13fWkyqRFJTjqqJon4cYu5PIi3oONHNUqSb3x8AgLUE/6gDAMBRquzTNF+IKVmQbCCEiM3unowyS3ZcPaV/SGwlE58WWpjpaYfRG3RxOPkGw1sLAMaB6vrOxGV5m5Wt7za8x0E+HT+VInGz7lU3NgDA2oQAHgAAjlK9mrPt50QV0zS2bXv3e+tfwnqmUuz0rd3vLf5wZ0UeTr1BsiOyU08jqrXlwg22n5vscDDRVNd350lRpbIpcvq6QR6OnSVZyLAdnZmVfUqjnyM6N0/Xbej8fEiNgwAA4w8BPAAAHBUEgfS1WLvksohlnLX3XyHtfPN9f5CV62LP2uVX04xyQWz9muuJKenr66aegWyUL9tyhrTl4ui3p2+Vfqs6yfFV0g392huUZdJp7cpre9gbTAvXlY+V/9B5JK1e8eATFxJd9g4ovdXbCSHkDUxnncNO3aIqxbafS+fmpV/p195AFHn4CCH6DTdKx96jWQoA1iwE8AAAcJQQwvNkmalN0/jKX0oHsrJzztM/9DHp3lRxRf8459KglGay+pf/C01LRgZrF12qXXmddG+OEz8VWLWN/rk/oZslHZ1042b981+RFunmtKi20T5wlXbpByRf2LbxpT+nuXznN0EQxIZkMNFUd8tshvzNtcSWhcbXnU2uUfSXN5vN2CPKHwdK9S/+Kd2wSfLNSacYn/miam90/Qbj5i9LYnhK9Q9+iJ1/obRUHRPjAWCt0m655ZZR12GMNGJTsPQhnU57noeekHaGYYTLybquizPTzjRNTdO6eZFaOyil6XSaEMI57ybiWjsYY7ZtO44zkC4pSql0kWeazbEL30uCgCwtEtcllNLNJ+l/9FH9QzcSacY1IapVWdLpAVHWc2aWXXARcR2xvEg8j1DKTj5V/8gntGuuV/Xj1aQLuR9PCCFdd5oapnbhe2kqJZaXwxR6dH5Bv/xq49Ofo7Z8CnKtVutmCL1lWZJsYZSy7eewjZtIqSjKJUIIsdPaBe8xPvcVtmmzdFfNZnNFo4xlWUKI4TWvTCJN08L1z33fl7dhjTfDMKRLG5yQI5dsIXWXLFaJFxBGydYN5POXkuvlky0IIaRcLrf/r67rpml2vh3JH4dUSnvPe6mui+JSuCA8XVinX3WtcdNnSSpq2Xa6br127k5Rr4nlRRIERNPYGdv0m27WLrpUVaRSkSwJuWps2w4fz6G+N04ivOt2MgwjXOvRdd1xa04NX6tg4lBMImq3uLg4vBMyPz9fr9fxW9/Otu1MJkMIqVarCFbbZTIZ0zSXl5dHXZExQimdn58nhHieVyqVRl2dMaJp2uzsbKlUGlTgMTs7G7POmesQTSeR29Tr9aF2kVFKZ2dnY/KrOw7RY+pZq9W6/FnO5/PSJoNjwvOvHgxMCHFdd0WApGJZVjarnA5ACCGcE9clsjiqRQixtLS04t+1QqHAOR9t/DNuTNPM5/OEkEaj0U2DzrhhjM3NKSe5hBoeSWnS1rZjHMdZcWOE92Hn21GhUFCtP3+U5xFKiB65jbyiDWJZ8pT16nqusrm5OcaYEGJxcXGE1RhDCwsL3f+orhHpdDqMkyuVyrh1PywsLIy6CpAEhtADAMBx4gNvMxUdFXPOh/0CJ4SIr2cqpp5BEHRfz/i4zjCio/eudvKuZrMZ01fDWHT0Tgip1+topl8LOOexQypsIyZ6F0J0HxV39TgkiN4JIbYdHb2TUXe/AwCMFgJ4AAA4juM4fY6IqVQqqxA3NpvNfnozegpXCCFBEPQ5KaBarfY0frJcLvdzGl3XRT/Y2lEul/ucRNPT4+D7/qiGKnQ5hgUAYFohgAcAgJWq1WriAfn9lE1wrMSTLSuVSq9lm81m4pC42Wz22iwSBEHinkbf99FLudYUi8XELT71er3XtAiNRmP15741Gg2kbwCANQ4BPAAASJTL5V7fzsM+7dV8pxdClEqlXl/ohRDlcjlZGFCr1RJ0PDYajWS9967rlkqlXntWw1IYPL/WcM6Xl5cT9MPXarVkGSuq1WqCx6FWqxWLxQSHq9frk5ihAABgsPRRVwAAYHqkUqkwHTSlNAgCznn8TOZ3C2qaFqaOC4LA9/2R9zKFaeR930+n0zG54gghhHieV6vVBpt82LKsVnrtcDm0zjAjjMZt206n05K07bJ69jqUfYVGo+H7fjabjUn1RwghJAiCWq3Wz9UMszaGiS1jNw5TAwx25DxjLJVKMcbCrF1BEHSZZTqbzRqGEd48YcGBvVZGaQAAIABJREFU3yEDYZpmmIKeEGIYRiqVGmqiKcaYpmmMMUppuKa67/uDam3hnC8tLcVnmGvbvlwu93NRGo1GEASZTKbLx6E1QmdpaWlmZqab3xby7mM+DgsEhJev9VNjGEb4Uz/aWo0cpTS8qwkhuq4bhsE5H7eM6wBTAwE8AEC/TNPMZrMr3kR1XSeE2LYdLq4unbdp27ZlWaoX3/5jv/6F88xt2w6bGKTbeJ432HGtlmVlMpkV0Xh4PtPptBDCcZwVHdrhaN6ZmZmIKEII0Wg0BpIb3/O85eXlbDabSqVUrQbhUm0DGcceBEG5XDYMw7ZtwzCkRwyXV2w0GoOKJRhjYauB9HDhXV2tVjsPl8lkbNte8SGllDE2MzND3g0yB1LJfpimmU6nw/uqRdf1XC6Xy+XC1rcBrqRAKbUsK5VKrThiyPO8/nNPtJRKJV3XC4VCdJPWoFLuu67rum74KyH96wghvu+vmEUS3gat/P+rUM9+hJfPNM32lhFKaaFQIIR4nue6brPZXIPDXlKpVNhy3brZwk8IIUEQhHc1GjgABgsBPABAcpqmFQqF6E6kcMXyhYWFZrPZCjtTqVQ2m41+vdY0LZ/PhxOhR9hvGXbq1ut1TdPCDtWwJzbsU3Vdd4DvrKZp5nK56NMSvklbltW+WFE2m5UuTL2iYDqdtiyrVCr12TVkGEYul4u97uF7baVSGUjPoed5nudRSsNRCWEXLuc87MId7B0Sez7Du3pubq59YbxugjFCCGNsYWHB9/1k46j7F0bp0T3GjLF0Om3bdrVa7b9DPnaESLhStG3b9Xq9/8PlcrnWmILoWqVSqf4fh1Cj0Wg0Gu2/EoSQsBvW8zxpCCdt65HWU9O0EeausywreiBS++VbO2viGoaRyWRUTTaEEE3TwocovDfWYOsGwJAggAcASCiVSuVyue63DztwlpaWunxtDWmaNjMzMw4r64aD2Ie3/55OS7i9aZqlUil+4fo2jLHZ2dlqtZr4Pdu27Uwm0/3hCoVC2AKS7HArhB37A9mVVFjh7s+naZrz8/PFYjEcTtL9gXRdn5+fX/1ltHt6bCmluVzONM3EIykopfl8vssB7ZqmhYerVquJo51wifIuNw4fh8QpITp1/yvR02Mb3malUmmVmzIppeFAm242Zoxls9nwbpn6YLX7n8Gw5TSVSpXLZQyqBxgIJLEDAEginU73FL2HGGPz8/M9hamhTCaTTqd7LTVBcrlcgtNiGMbCwkL3YUBLNptNdj5zuVz30XtLsrtl9YXhXK/nk1I6OzvbU/TeKriwsNBrqX4kuxCpVCocKd2rcNZAl9F7++Hy+Xw3CR06zc/Pdx+9t+Tz+QSXL7HwZzDBbTYzMxPR3ztw4Qj5LqP3FtM0u5/bP6ES/AyGo9VW8/IBTLFp/n0BABiScPZssrLJ3ssJIWEnRrKyYy4cyrvKB02n092khWvXTz1TqdT4N8HMzMwkvj8Tm5+fX50D9fPYhpMmeioS9r0naF0KD5fNZnstNTc3l/jyZbPZVQuuYifnR5ddtdg4l8slOyfhSIqB12dMZDKZZD+DjLF8Pj/dTRsAqwNPEQBAz7qZ6DsMsfOuJ5GmaQn6tAeip+vYfz07U6aNlVG9W4c9q8M+Shg89LOHVmquLkVPD+7mcD31ivd/+ZKNMuhVbPaBaK28ccOWoIGvXTg/fID1GROmaSYYKtXCGJvipg2AVTNtL4IAAMM2qug9NH1vP5NyPgdy5sf28jHG+glX+rQK7RoJOrQ7dR+S6bre/6D0zrUYIvR/+cL53n3uJFq4JGGfO9E0bdgDdhhj/YSpoTD33kDqMz76b5UwDGOEPzUA02F8uwIAAMZTxMuHOHwoeOgB/tabxHXp7Bzbcb520aUk9h1OCP7Cs8FTj4sjhwljbNNJ7JL3s1O3SLcNMzxPzao8mqZFvOPy3W/wRx/i+98mnNOFddqFF7NzzyexIU0QBE88wp9/ViwvEdNkp5ymvf8Kum69dNtUKtVNfjJd1yOCTP7qruCJR8TBA4QQun6D9p5L2FlnS7cMc3SPw3LWK0Q1ozSbwSMP8l0viXKZZtL09G3aZVfSXHyziziwP3j4Qb5nN/E9OjfPzrtAu/C9RNFLPDc3N7y15aKbJ/ie3fzR3/O9bxMe0PkTtAsuYuddIL3Nwrium3SSEWP1RakUPPQAf/1VUq/TfJ5tP0e79HIii0gppWFi89jDzc7Oqr7yAvLAK+Tpt8hSjVgG2bqeXHs2Wae4epZlrVigcbCiGrBcJ3j4d/zlF0S5TNJptmWrdtkVtCAfmpHJZPrP1R8hYsmAmkN+8xJ5YR8pNUjeJts3kevOJjlFW006nR7IQpJjImLRUxIEweMP8xeeFcvLxDTZqVu0919BT1gn3TaTyYx2eVSASUenPk9mTxYXF4d3Qubn5+v1+sjzSI+VVhbTfjJCT6Uwvfby8vKoKzJGKKXhXFnP80ql0qiqkU6nVa/mwe8f8O+8nRwfWtONm4yv/CWdUb5eE8fxvvdN/urLKz7WLrtSv/EmaRThOE77S6GmabOzs6VSaQzDwljKrFRC+Hf8OPj9Ays+ZmduN77wp9Jo52i54rJ369fFgf3HF2P6R2/SLrtCWqSbFPH5fF4eAQaBf9sPgqcfX1nP8y80PvNFoljxe4Q3MCGkUChwzlfEFapkcmLvHu/b/yLKx1c4lTI+92W2/dyIowT33eP/8k5y/D+p9MSTja/8hSr4P3LkSDf1T0C5wIEQ/i/+M3jwvhX1ZKdvM770Z0RWJAiC2F9mxtjc3Jz0K/7S894Pv0Pc44JPWpgxvvIXdNOJku0576ZdQ3X5DpfJ//crcvD4q6cz8qXLyOXb5Lta8c+xZVnZbHZQb0fK2+zAPu/Wb4ji8SfWNI3Pfomde760SLFYHF5G+vn5eWkA/9oh8rV7SeX4t5VMivzXa8jZmyT7EUIsLS1NzZt2oVCQZmQUy0verV8PWzCPYUz/+Ke0Sz8g3dVQL9+4ab02VCqVoTY8JbDKaURhUDCEHgCgB6phsfzZp/yf/Qfp6BgXB/Z73/pn4itDa++H3+6M3gkhwe9/G/z6bmmRXpNajzNVf45/792d0TshhL/ysvej7yh353neN/95ZfROCOHcv+PH/LmnpYW6GeqsOuf+Hbd3Ru8kvB9+epu0yBhOg1cNSBalovfNf14ZvZOw1elbYt/bqh0Gjz/s330H6YhbxN493q3fIIqlpIY3sFb1Bwa/vTd44Ded9eSvv+r94FudnxP1HdtO9YfwPbu9731zRfROwvP8b/8kKpJ1zhljsTeM6nANj/zdL1dG74QQn5Nbf0eeU1y9/oeOqyhvs0rZ+7d/Whm9E0Jc1/vBrfytN6WlhldPwzCk0fvhMvn7X62M3gkhNYf893vIPlmrDqV0an6ulX+L53rf/KeV0TshhHP/p7fxF56V7g2j6AH6gQAeAKAH8jRRQeDf+RNVEXHwQPDic9Kv+Ksv85dfUBX077tHyLpqpymPnfRFWZRKwf33qIrwl56XhJSEEEKCR34nDnW8Rx7dqfDvvF0aOnZzPuX1PHQgeOR3qiLBE49IQ1xK6bhdQWV8e+9doqYYUO17ynvec4Nf/Ex1LLF3T/DkY9KvhpelX3rCRbXi3ytvIyOE8Fd3qZ7N2JBMFXIHd/5E1XghqpVAUZnYAF7VAnXvC+SwpE2AEEKEID94hEj7hYd3c6pituC+X0kbLwghJAiCO2+XfjO8hjDV9f3Jk6SuGPft+OQ2STte1N4mjuoPCR56UBw+JC8jhH/HylFp0XsDgG6M1zsEAMAk4rtfV4WURy0tygsq+oSP8n3+kjzyH7cIcLD4S8+R6NGVivmT0edTlEp89xsJ6qMKFfjzz0g7ad89ngiee0b6zbiltpLfTkIEz8vrH+Jvvi7//LVXRL0WVVBxmVb5ruYvv0giZ50Ez8rrGRs6ytsLSkVVZ/LR+jz/dLI+f9UGj0UdjRwuk7dkUxaGt46g6vpyxXk++u2et8SyZBLB8O4W6Z79gDz9VlSpF/aRhuxnaWp+q1V/SBD9q1tclt72U3NaAEYCzw8AQL/Eojw+P8ZUjB1djJn0K468I/18Ot5+VD1ysaeFKHpv4s/novx8RlMFSIkPN26j6OXjC+o1Ep20RXVaFM1VxzZQnJYhhY7Ky7eU8PLFRtTyAD72cLUaaUpOeOzDrjpv7yh6tVsOxW0wWPI/xHVENSbNm+pncEik9SzWiSsfPHEU5+SIbLTKdPxWE/UfkuxncGpOC8BI4PkBAOibERePqfqTY4cRTvVEQWUu/djTkrhgonGbyhxUeszeqOJwE7GIgKryx6ju6tjmidUdPau6fDSunokvn/SINO5uIUR+ZmJToKk2iP1ZMld3IIi8npoev67EGNwwsSeTEGLIzufUZLBTPkdxV4cakn/Fpua0AIwEAngAgH6xk06J20L+hkrjCqr2PB35e1V/Rfz5VEwk7uJ8nhpfrQ6qetKTYw6nqk+gqP+oyCNSM0XXb4gqphhXEnv5VBsMqV1DtdvYuyXx5ZMekW7YSGSRzLENNm6WNgklay8ghGw5IaoUJeS0yA0GTv6HaJo0/f4xusE2be78eHgRoLSeeZvMZ6NKZS354nwT0VrXjcE+R1NzWgBGAgE8AEAP5H1rC+vY1rMiSlHFou7axe+L6MWl8yewM+XLiU83dubZdG5e+bVhkKx8NWnt/ZdH7nY7XZCELLGRgOpdU9txAc2oX+rTae2Ci6TfjFv7i/IPfF/U+dQueb/0c7r5JHbKacpilGrvl6/nN7zTIr3E7Iwz6QnrlWU0TbvkMuk3sfWUn0/D1C66JKKU6rTEtheo6nPN9qhSF51GZmRJA4cXGKv+kOjHVrvoEmlT0fAiQGk9adz5vGa7vJ123FrrEkv2K8G2nyv9MZ+a0wIwEgjgAQB6oHrt0D95s2p1a+2Ka1Qdv3RmVv/4p+QjSA1D/+wXpdOMxy3864eqU06/+U/k42Yp1T/+KapIu822bNUuv1r6Fc3l9Ztuln7VzaukvJ6WpX/mi0Q6mZMx41OfJ7YkQhrDrqeGYq67dsll7KxzpF/RjZv16z+s2qH+mS8QRUp57dob6OaTpF+tWJp+gOSXmDHj5i+pZqnoN95E5yUrJAshYm8YV5FkUb/hRrpho/QrdvYO7eJLpV95kZn2CCH1el36+fknkyvPlBeZz5LPv0/+VezhElPeZu+5RLXYO12/Qf/QjdKvhreetuoMXH8uOUt+9cjp68hH5H/BEM/nKvM8T94QtvVM7bIrpUVovqD/8WdUextk5QDWGO2WW24ZdR3GiOpfl4FIp9Oe503Tm3f/DMMIs1i5rosz0840TU3Tms2OBWfXMEppuMoU53x4r26xOOfSNbeobbMdO8X+fcclTE6l9A99TL/2hohJnmzzSWzdBrH7jfbVoemGjeaX/ws7+VRpkUaj0f68MMZs23YcZwwjw1iapkkzutGZWW3bdr7nTVI9lhiK5vLGp7+gXXBxxA7Z1rOoZfO33mwfZs+2bDW++pd0dk5apFqtxoZkjDHpukd04QR22hax+w3SOBZE0dk54/NfYdvloa/jOKoAb3VYliWEaK8D59y2bUkuNEq18y4griv2vX0sQTqlbOd7zC/+KVE0oxBCaDqjnXue2Pe2KBWPfWrb+o036VdeqyqlCkQHQpoxkeYL2lln8z27SVseNZrNGZ+8WbtYHuD6vh/7+6M8n7qu7XyPWFo8btktTdMuv9q46WZpS5DnebH/EAgh5Icj5PyTiM7I6++QoO234dwTyf/6QXn3OyGkXC63x2m6rpumOZC3I2U9KdV27CS+L/a+1Z6Hn+3YaX7pz6WtYGE9+6+Sqp6pVKozyxqj5OItpNokexaPrcBHKfnANvJXVxFTNkk+CIKh3tWrTNd16c8127admin+1u7jfnVP32Z89S/pzKx0V9Vqde1MgzcMI/znw3XdcRt6MLzFO2Go6Np5frqxuLg4vBMyPz9fr9eH2kYwcWzbzmQyhJBqtYpgtV0mkzFNc3l5edQVGSOU0vn5eUKI53kl2eroq2Z+fj4iXbbYv5e/9SZxXTo7x7aeRWy7q536Hn/tFXHkHUIp3XwSO3WLKuYXQiwen/Re07TZ2dlSqTShfRoLC5J+zqOE4LtfF/v2EiHoCevYGdti88Yd1Wjw13aJ5SVimuyULVQ2h/bdI6w8n1KMsbk5efxPCCFBwN/4gzh0gAhB129kp29VZWgnhCwtLY22qaVQKHDOV3R3ZzIZW32vikqZv7qLVMoknWanb5N2TcuKCbHvbf7WbhL4dG6ebT2LKBacJ4Q0m81qVbHm/CBEPbZC8LfeFPveJkFAT1jHzjgzImtasVjsprk5nU5HvBmLxXf4H14jjTopFNgZZ6oG7xBCKpVKN+2V0Zev5pAX9pGlKrEMsm0D2SwPqQiRPQ6WZWWz2UG9HcWclmqFv7aLlErETrPTt0onvIR83y8Wi6pv+xf+1apvl2rk5f2k1CA5i5y9KWpufK1Wm6a3Pl3XZ2ZmlF836vy1V47+6p66hW5U/uo6jjO84TZjqHXbd/k4r6aof39hjCGAPw4C+FWGAF4FAXyn8QngU6lULiefg70KOt8IJz2Az2azlrovd9i6f6MaSD3H4c1VGsCTuJapYTtyJG7twP60/rnpR/c/PpTS2dnZPtfK6ilMHcjlK5fLK4aHDDaAJwOq5yq0gs3OzsauFxgtCIJisThlr9m5XE46Bq17Qojl5eVJHC+WGAJ4GDjMgQcA6I3jOKMaBRcEwfQ1Ao5wLGUQBN2/TlWr1T5fOoUQI4/eIwy1Azza8IZDtzQajT4f254unxCiVqv1ebierkj/l8/3/VWY3NF/PZvN5iqEf/3XcypHiddqtT5Pfr1eX1PRO8AwIIAHAOjZ8vLy6r+ZCSFGO/RgeIY6GlYl7AjqqUif/Wkj+TO75zjOSJqHXNddnaQAfT625XK5p8DDcZx+5j9Xq9WeUsM4jtPPQDYhxOrcn32eFt/3V6elyfO8fg5Uq9UmdEhUtHDwTuLnaFQ/MgBTBgE8AEASiWO5ZG91YfQ+rR0XQRAkbptIlv8yWbjCOV+R4qt7pVJp3NIXdarVaslGeCb+04IgWIXu95bEMXylUknw5CaeN1etVhNciGSlSNeZIAalXq8nq+ewp76v0Gw2kw2jmO75kp7nJYvhHccZ4TAfgGmCAB4AIIkgCBYXF3uNW6rVaqlU6jX4D4JgeXl5uldq8DxvaWmp15fC8GT2+lKY7NqFPM/rdQIn53xpaWlSuuMqlUqvQUuz2VxeXk4wiT0s2GupfnDOe730YVtP4pmrtVqtp2iHc14qlRL3pSe4fOHjkOxwiSWop+M4qz+GpdFo9NRmF86zmKbM81Ku6xaLxZ6eo3q93k/XPQC0k616AQAA3VleXrYsK5PJxKZlCjuZw8DP9/3FxcXohMwhIcR0d+a0C4Orbk4LOT6dWLPZbDabMzMz0iWOVug/ZWYYkNu2nU6nY697o9Hocy706ms0Go7jZLNZ6dJr7YIgqFQqraalI0eOdJnjapW7fFdYXl5OpVLZbDb28g0k6aDjOJ7n2bYdkSieECKEaDab9Xq9zyCn0Wg0Go1uHodwmv2osmp1f5uFI19G1YLpuu7S0lI6nbYsK/qGCS/ftI6TWiFsVrYsK51ORydrdF23VquN//gjgAmCAB4AoC9h9JhKpdLpdGfW4nDB7Xq93vn6Uq/X6/W6bdupVErTtPZXQyGE7/vNZnPcMtaugtZpsSyr83xyzl3XlXa5F4tFTdPS6bRpmp3v2eGCzAM8n2GYlEqlLMvSdX3F5QuCILwxBnW4SeE4jmEYsdnXV2fSewTHcRzHibh8g52sSyk11EvTtW9D6WCWB2o2m91EVqMd1xNG5oyx8GdwRW05557nNRqNkQ8+ClMS1ut10zRN09R1vfXTFARBEARhHoc1Erq3C/+RMgzDNM3wwQ8fJc5567QgdAcYOATwAAADEMYDrf/VNK3Lt5YwDhxavSZVstMSdgiH/53P58OeveXl5eG9Qa647tOh+xXXNE2bmZlpjTIoFAqxYWoolUqZplkul0c7s6B1+UzTzOfzZDgjJrpfgFDX9bm5uT4XD9d1PZfLdbMEWngVRj7Gh3Neq9Vap50xNp6RsBCidcPMzc0xxhIkwpw+YSN1q0luYWGhzxsYAGIhgAcAGDz0OcCESrDOs23bYedbT8ueU0oLhcLUv+t3ObOjXSaT0XU92dB90zRzuVz3C61TSjOZjKZp45NdbDyjdwCA8YEkdgAAAEAIIZlMptfoPaTrek/Re/9HnAiFQqHX6D2USqW6HATRzjCMnqL3Fsuystlsr6UAAGAkEMADAAAASaVS0VnWhiSXyyUL/sdcJpPpckKBVDgtvPvtGWPJoveQZVldjvMHAIDRmsJ/MgEAAKBXI+yDDeefT5MwMVufO+npimSz2T7bQTKZzFS2pAAATBnMgQcAAFjropdCFLWqeG2XKJdJJsu2nEFn57rcrdi/j7+9m3genZtnW88khnzBMF3XDcMYbUK7wcrlchHfiuUl/sYfSK1K8wW69SyqGC1PKU2n090sKq7resRibA2XvLiPLNZI2iRb15MNBflm4eHGZzI8AABIIYAHAABY65TDp4PAv/uO4Pe/Ja28jJRqOy/SP/FpEjniWiy+49/2A/7m68c+Sqf1D31Me+/7pdtnMplisZio7uNIOXi+2fB+cht/9knSWitO17UPXKX/0UeJrPfbtu1uAnhVb78g5K7nyB3PEKetbeS8k8hXLycFWQnLsmq12kDWsQMAgCHBWCkAAIA1bcVC6McI4X3/W8EDvyHtqyoIETz9uPuN/0485VruYvGI949/d1z0Tgip1/0f/yj4za9UdUhU93GkHDzvOu7X/4E/8wRpj5B9P7j/Xu8HtxJZ2Ewp7WZBOFX3+/cfJv/x+HHROyHkubfJ/3MHqTR72xUAAIwJBPAAAABrmqr7PXjsIf7ic9KvxL63/V/9QrVD/9+/JxSrqfu/+rnYv1f61dSEjqrkc/7dd4r9+6Rf8eefCZ58VPpV7Fx6wzCk7S/P7yW/eUle5EiFfP9h+VdTcxUAAKYVAngAAIA1TdXHG/z+gYhSwWMPEd+XfRHw3W8oiwkRPPSg9Jup6YSXp4LzvOBxRdBMCFGf7dgeeNUG974YVerxN0mpIfkceewAAMYcfqYBAADWNHnM5jri0IGoYs2mOHxQ9kXMDGq+503p592MFZ8I0v5wcegAcZWTDggh4sA+4kvS+MVG1KoN3ngnqpQQ5E3ZBgjgAQDGHH6mAQAAYCXRRU54IY1IY5ciV8Sxidcwnwjyc3XcFoK4SfLwq86bJxse0c6RbTDdVwEAYAoggAcAAFjTpFnHaTpDrMjZ15TS+QXJ5zymB15eipCgPVXeJJOfz7n5mGLpNJFNd4/NCc85l35+Qj7mgOtkS92p9gYAAGMCATwAAMCaJo/ZKNXOPT+iFDt1C83JYkRNI3Y6quB5F0o/n/IAfmaWnXxqRCltxwXSwQuxEbVqg4uijkZOyJFTpc0vCOABAMYbAngAAIA1zVWM7tY++CGazsjLaJr+kU/Iv6JU/9CNqmPRzSdpF13SUzUmji/N7UeI9tE/Jop5/jST1a67QfqV4zjRh/MUkx2uP5csyPrYCSGUkM9dKp/roNobAACMCQTwAAAAa1qzKV8TnM7M6l/9K0k3u2kaX/gqPekU1Q61Sy7TP/jhzgCRbj7J+MpfSINYzvnU9P3W63Xp5+yU04zPfZkYK9dpo/mC8ad/RfMFaanYAJ5zLm0ysE3yv/0RWddx9TRGvnQZ2XmyfG9T04wCADCtpmTJFgAAAEjM933pKm7s5FPM//3/DH7/AH/lRVGpEDvNztimfeAqWpiJ3qF23Q1s+znBQw/yt3cT16UL69iO87WLLlV1QceGqRMkCALOuTSdO9ux0zzplOB39/PXXyWNBs0X2Jlna++/Qjr7nag781dwHEd6+TYUyP/9x+T+XeSpt8hildgG2baBXHcO2SBvKyC+70/NRAYAgGmFAB4AAGCtq1Qqs7Oz8u/stHbdDaoB3hHo5pP0T3++my2FELVardf9j7NarZbLycev05lZ/aN/3OV+yuVyN5s1Gg3LsqTr8Jk6uf5ccv25XR1ONXYAAADGB4bQAwAArHVBEIxw7PT0xY2O4/Tfle26bvfTCvo/h67rYvw8AMD4QwAPAAAApFwuj2QWuuu6jUZj9Y87bKVSKXYFuAic8y6730OO46hyGXQjCIJqtZq4OAAArBoE8AAAAEAIIcVisZ+YM4EgCHoKUycI57xUKiUrK4QoFou9lqpWq8m60MPGgqlJIggAMN0QwAMAAAAhhHDOl5eXex37HUablUql18N5nre8vNxrqQni+/7S0lKvbSLhVUgWTpfL5V6HM/i+XyqVkLsOAGBSIIkdAABMFU3TDMNoJfRKpVK+73uet8p9yxMqjB5zuVwqlepme9d1wy708CQXCgVpKrUVhBD1en0qR86vwDlfXFzM5/OmuXL1OKlmsykdys4YMwyDMRYmtw9X3fM8rzPOr9VqnudlMpnYCyGEaDQajUZjHB4NXdd1XQ//QCFEuDbe8BalNwwjlUppmkYpJYRwzoMgaDQaGIYAAOMPATwAAEwDSqlt2+FLefvn6XSaECKE8Dyv0WgMLySYJpVKpdFo5PN56VpoIc55pVJpP59h8G/bdjqdph2LwLd4nlcul8chaFw15XI59rQIIcrlcuf9mUqlLMsyDENayvf9ZrO5Yva767q+72ezWcMwVEcMgqBWq408ax1jLHxspXeaECJMkdDlcnrdHC7itNi2LYRoNptTtiYCAEwZBPAAADDxYqMjSqlpmqZpuq5bq9UwYDgCpTSdTluWFXE+CSGMsUKhEEY7YTSuaVoYHUXv3zDoFoBqAAAgAElEQVSM2dnZer3eT9K1CaJpWj6fj+0Pp5QWCgXf91vT0Q3DyGQy0gXeW3Rdz2aztm23R+Oxj0OrVq7rVqvVUXU7p9Np27ajH9tUKpVKpRzHqdVqfdYzk8nYth29TdgOaFlWtVp1HKefwwEADAkCeAAAmGCU0mw22+V4b0KIaZqGYUi7OoEQwhjL5XKxQXhL2DlcLpc1TcvlctFBY/tRwlC/Wq1Od1e8aZr5fL777XVdn52dLZVKYWTeZakwGm80GvV6PZfLdTlcP6zezMzMipEUq4BSms/nu7/NUqlUeJsl7oqfmZmJbgpZUb3wNCbI7AAAMGwI4AEAYFKFnZbdv5e3lyqXyyMfPzxuGGMzMzMRw+alNE2bmZnpMnRvFw6cTpyqffylUqlcLtdrKUrpzMxMgsNFjEWPwBjL5/Or2aQVjt3oJldCZ6lSqZQghp+bm+v1tBBCUqkUpXRaV0kAgMmFLPQAADCpstlsr9F7Sy6XS1x2KoWdogninLBssoMahtF9P/Nk0XU9QfTep8SXr5tB/oOSy+WSHSvZLVooFJKdFkKIaZphEg0AgPGBAB4AACaSZVndj5zvFI6SHWB9Jl06nR5Ji0af13FsFQqFUVehB6v2OGQyme5HzncKp3h0v71t2/0cjhCSTqdXrWkDAKAbCOABAGDyhInWYjbyY4YEa5pmWdbA6jTJNE2Lze8Vez4TF5y+Ts7o3GxHJTqfXJAgWSq3uMPpuj7slhTGWPwTF1dPwzC6n+Qff2sFAYnLwoCWPgAYKxg9CAAAk8eyLNWwWFEuBffdw59/RlTKRNPYyadqH7iKnXu+dON0Or1GcqFHi4jexeFD/q9/yV95kTQaxDTZ6du0q65jp26J2aMQ/Nmngoce4Hv3kCCgM7Nsx07t6g/SjGTAfNiSMk0XIiJu5G++Htx/L3/9NeK5xE5rZ52jXXs9PWF99A59Tu57mTz4Ktm3TIQgGwrk/VvJ9ecQM+49ThSXg9/8kr/4vKhWiK6zU7ZoV1zDzjpbVe2hpl6PyI0vjhwOfv2rYNcLpF4nhsG2bNWuuo5tOUO1n24SWESl4m82/Afu4888IRaPEMboxs3aJZdpF19KZL8q4Rr1g1rKDgCgT9ott9wy6jqMkUajMbydp9Npz/PwD0C7Vjt6uGjtqKszRkzT1DRtml5n+9fqceWcY3WfduFCyo7jjGotqJHIZrPyhaPffsv757/nb7xGXIcQQoQQxWX+3NOkUmJnnUM63uYppZ7nralTZ1lWuLx2+4eqBPL8+We8f/snsX8vCX+ig0AcOcyffJSmLHbKacpjcO79z+8F994lSsWj3ZvNptizmz/9BNt6FpX1Z1JKR/hca5oWdj77vt9/Ljdd11UNIsFv7/V/9F1x5DDhASGE+J44uD94/BG2fiNdp4zhGx75u7vJb18h5XdfUqoOeXk/eeZtcuGpxFKPEOdv/sH7+j+I3W+S8HJzLpYX+TNPEKfJtm3v3J4x5rpu++Og67ppmoN6O8pms/Lb7OUXvH/5R7FvDwlPPudi8R3+1GOUaey006X1dBwndv0C5a/E8pL3z3/PX3yONOqEECIEqZT5yy+IvW9pO3YSJhkwTyltf2RaIyyG+t44ifCu28kwjHAeh+u647aC6fSNflojMIQeAAAmDGNMOltb1Grerd8QtWrnV8GjDwUP3ifd21ROwO6JYRjSsEoc2Of96LuSIc1C+D//Kd/1omqH/r138WeekOywXPJu/TqRBeqqOkwi1Tsxf+E5/647JAO2Pc/74bfFoYOqHX7zAfLaIcnne5fI//g1UUWxolTyvv2vRBZhBg/eFzz6e2mp4T0OhmHIw+l3Dnnfv5V4HT3qQvi/vJM//4x0b92MopfPXQ8C79ZviCPvdH7DX3nZ/88fJz4cAMDqQAAPAAATRpVrLfjdfaKqXLfZ//XdRDbsFhmqVOfTv/cu5YRkIfy7fib/pl4Lfvsb1bFEcTl4+MGeqjFxVHeUf/fPlNOtPc+/9y7pN3WHPLlbeazXDpE9R+RfBQ/8+mgPs/TbX/6cyDoDh/c4qG+zX0qi99a3d93R095aVCF38MyT4uB+Vang8Yelsf3UtC4BwBSYkn8sB2XYP9CUUvwb0K79bODMtAvPBs5Ju9bZwHO0QutuWTunRRVj8JdfiCrWbPI3/tA5+1fTtLVz6ojs50V+Pjnnu16O2I84eIAI0TkrQbz2SnQeMv7yC9pV13V+rmnaqEbeDvbnRd7PfOQd8c7hiFJ814vS8+nGDbk9XCGnLMh2+NLzEaVErcr37O4coC59HAbygKiSVvBdUY+tWHxHHDpI12/o3Ft0rVQRfsyvhBB814vaB67q/IYx1jlof039dHQPp6Ud3l5g4BDAH2d2dnaoj1Y6ncZsE6lsNjutSwH3Y35+ftRVGEe6ruPMdMrn86OuwhgolaK/F6Xlzg8ZY2vtjuom37io12LygTPWGW0SQkQ59ioUpZ+Pwz8ElmUNaWECUZb/1ce4rmjUaTqz4mMt6VjJ2AtBZI+Dpmmdj8Pc3FzCSsRyHBKX7UWUip0BvGEYCR/b2PuzKDktRHYSKKVr7aejG5lMJpNZeRsDGY+fOJgOCOCPU61KZk4OSjabdV23m7ypa4dpmuFLZLPZ7D9v0DRJpVK6rtdqtVFXZIxQSsN/+YIgqNeV40LXIMZYJpOp1+vjlh1neFo/HSvZNqlHPTXUljShCiGG+uM/btLpNOe8PUemZVmda2VTyyKURq2wxbm0x5hYccvRKRK8jfAfglbaOdd1+8+lJ03VRq245nvGaErSdhC7aBxXXCJq2REzSgghRPY4cM7b/+kxDMOyrGq1GpsxLlYqlZIMazdNomnSwfwtVNbzEfsPgfxwJP7+lP5KEEJqtVorvV94idfaT0c3crmc4zh4123XuhUbjca4pffDEokTCgH8cVzX7f+fKJVsNuv7PrJnt2OMtRL/4sy003Vd0zSck3atAB5Z6FfQNC2TyXiet6ZawaQBPNtyRrComBBMCGGMyjJaB0Gwpu4oy7JWPESapnUG8EQ32Mmn8rfeVO2HZnPSHni25fToyJ9t2Sr93HGcUd3DQogwgB/IzZDJZCQB/IaNNJ0R6gYmdsppRDaXIbYHvqAISOmWM8RzTyuLaRo7WbKOwIozEP4h3aR8j8UYk0TUlLJTt/DXX1MWs226cXPnx928NkgDeLblDP7KSxGl6Ony+7M94XzrEq+pn45u5HI5vNGtoGlaeCuO4ZlBAD+hkMQOAAAmjKoTQ7v8aukyzke/fc97aU4y0WDtjFxQUZ0B7cprI0qpvqXzJ7Bzz1cW0w3pBOOIakwc+R/CmHb51RGltKs+KP08myKbZ5WlZjPk9HXyr/Qrr5W2sBw93Psulw6FGN5VUN9mkoQILfrlV0vbNWLrqWoM0t77fqKezMhO3cJO3dL5+fB6dwAAeoUAHgAAJkwQBNLXd7p+o/6Jz0iDFrpps/7Rm6R7w2hP1Rlg55ynijnZ2TtUcTghRL/ps/QE2armjOmf+hydlUyo9n2/ffnxidZUTOrWrrqOnXWO/Ksrr+tMrxiilPz1NSQnm5hvGeS/Xk0MRdp4euLJ+kc+IR8lccpp+g03SksN73HwPE8aBrMzt2vXXC8tws7crl0t/yq2npxzedSdThuf+wrRO4acEEILM/rNfyLd27iNfAaAtUy75ZZbRl2HMdKQLZc6KOl02vM8/BvQzjCMcFiR67o4M+1M09Q0TfUWuDZRSsMckBhCvwJjzLZtx3GmJv7phnzUNyHsxJPYSaeK/XtJazV43dAuucz4/JeJbILxGpzFalmWEGJF/BNO2+ncmG3bTmdmxN63jy3ebtv6tTfoH/9UxGAHapjaBReTel0c3N8aS083bjY+/2Xt7B3SIqPNhKJpWms+V//VCIJAnrCWUu38C6nG+L695N1/8mhhRv/YJ/XIwQ45i1y8hRypkkPlYx+evYn89bXkVFn++RZ2ymls42ax9+1j68kZpvaBK43PfJHIHh8hxIrcK7qum6Y5qLcjwzDkt9kZ2+j8gtj39rGEdpalXfVB46bPSm+zFRP1VXRdl+aip/ML2llni4MHjuVTZIydd4HxpT+jhRnprlYkGbFtOxxCP9T3xkmEd91OhmGE/1q5rjtu44yQWntCUQwKare4uDi8EzI/P1+v1/Fb38627TBVabVaRbDaLpPJmKa5vCzPhbs2tfL9ep5Xiks2vqZomjY7O1sqldbUHHjGWPS6IeLQQbF0hFgW23wSMZUZ1xuNxlrLFlkoFDjnlcpx6c0MwygUCsoyQoj9e0W5RNIZduLJ0iHNcs0G37+POE16wjq6oBjqTYgQYnl5eYQtUKZphus4DOp+yOVyUXn+fZ/ve5vUa7QwQzdujhjovkK5Qd5eIlyQE+fIbPcv3kKIQwfE8hKx02zzicSQL5BOCKnX6ysyw1mWlc1mB/V2pOv6zIw8Qj5azwP7RKlI0hm2+SSiXum9Vqt18zbFGIvOny+Wl8Shg0TX6abNnfn/WzjnS0tL7Z/Mzc2Fq8otLi7GVmNNWVhY6PLqrB2tJagqlcq4dT8sLEQ2AcK4QhI7AACYPGEedVuRz5wQQtdv6Fx6agUhBFY0CHme57quPGs3IYRSuvkkuvmknvdr2WzLGbFbNRqNKRs/UqlUogJ4XWenSBLIxcrb5BxJQrc4lNINm+iGTdFbcc6HHXeFSbyUZ4ZSuulEuunE6J0EQdBlPcPhWhEXgs7OSSd0rLDWBukAwJjDHHgAAJhI9Xq9z4GaA1kca2pUq9WRRNG+709lf93ERX2r8zi0L8aWTE8ntlKp9Hm4sG2rnz0AAAwWAngAAJhIQohyuZz47bxer4/baMbRCsfVr3KLBue8XC5PZTNKs9mcoKlhtVptdcLUPq94tVrtda5QsVhMfDjOOWZsAcC4QQAPAACTKny9TpAWqHOuLxBCPM9LEFwJISqVSoJe9CAISqXSlA2eb1etVpM1EiVrXQrzgyQ4n6s8adn3/WRNb8nS5YS/Egli+CAIisVi/HYAAKsLATwAAEyw8CW7+87DsAMQ0buK53nFYrH7uQlhEO44Tq1W66kD33GcYrE4bjmZB65SqfQ05FsIUSqV6vV6pVKp1+vdn89GoxFmsiwWi933UYePw+pPYQjbGrqvZ3ibJR7R4Pv+8vJyTzeb67oDT6xIKdU0TdO0iOybAACxkMQOAAAmWziW3jCMTCYjXTWqtVmj0Wg0GlM5YHuAwjaRVCqVTqeli36FOOf1er09pnIcx3XddDptWVZEiOJ5Xq1WWzsLTYVj6fP5vDJH4LtW5MAPT2+4KEnE+XQcp32Rs7DD2TTNdDo9zo9DGJN3c5uF9ezzcJzz5eXlVCqVyWSYegXEsGKVSmWA96dpmqlUyjCM9uMKIcKUfq7rTvEgFAAYBgTwAAAwDcK+R03TTNMMF68OY55wUWLXddfUMnv9cxzHcZzwTGqaxhgL183inAdB4DiONMIJFxKv1+uGYZimGZailHLOOedhPrC1Ga6Uy2VCiGVZlmWF54RSKoQQQoRp1aWjSEzTNAwjusPWNM1wD+2huOu6ruu2HocVl298HofwNlu1erbuatu2w8O1roIQwnGcZrM5wPszonmCUhouDy6EaDabPY22AIA1DgE8AABMj9YSU60Oz2q1OvXjtIfH9/0EXZFCiDCAHEaVJlr3me0YY/l8PqILvYVSmk6nU6lUuVxecat3v+LaaK1yPX3fr1QqQz0EpTSXy8WOuQi3tG07vHxrZ1gKAPQDc+ABAAAAxoiu6zMzM91E7y2aps3MzBiGMbxaQZfCa9FN9N7CGCsUChFL1gMAtCCABwAAABgXYd979DxtKUppPp+PmE8OqyDxVQg77dEEAwCxEMADAAAAjItk0XsojB6R5HyEcrlcP20ouVwu8dUHgDUCvxEAAAAAY8GyrJ5GznfSNM227UHVB3pimmZPI+c7McbS6fSg6gMAUwlJ7AAAAABGL0xHp/pW1Gv8uafFwQOEc7p+A9uxk+YL0i1t2x5sNnXoUlTs7TrB88+KvXuI79GFdezc8+n8gnRDy7IajQZSbwKACgJ4AAAAgNELF96TfhU8+Zj/s/8g7Rns7/qZ/kcf1S6/unNjSmkqlZqI/PPTxDAM1egJvusl/7bvi2pb6vu779CuuEb/o48S2RW3LKtWqw2pngAw6TCEHgAAAGD0VKOvgycf8//9e2TF+nOe59/5k+D+e3vaFQyP6pzz13Z53/7GcdE7IYTz4P57/Z/9uKddAQAQBPAAAAAA40Aatol6zf/Zf6iK+L/6uVg80vm5YRhIZbfK5Ankg8D/8Y+IYjpD8PCDfPcbnZ9rmobVBABABQE8AAAAwIhRSqUhN3/u6ZV97+2CIHjqcek3SGa+yqQhN3/tFbG8FFGKP/GI9HNcPgBQwa8DAAAAwIipAjZx8EB0QXFgX087h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" width="672" /></p>
</div>
</div>
<div id="section-4" class="section level1">
<h1>3.7.1</h1>
<pre class="r"><code># Zadanie 1
?stat_summary</code></pre>
<p>Funcja stat_summary jest związana w funcją geom_pointrange()</p>
<pre class="r"><code>diamonds %&gt;%
ggplot() +
geom_pointrange(aes(x = cut, y = depth), stat='summary')</code></pre>
<pre><code>## No summary function supplied, defaulting to `mean_se()`</code></pre>
<p><img 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vBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykbB3S9ko15/nzVZyhRnm+p+ggl2pznz1Z9hvIw5UqVF9D+4n5rABBQYEDXrBbyTOPznqrPUKI876v6CCVqfAr/VNVnKI/XlNc0PoWv+gwdygso94FWR+2Oo2JxH2hcxveBEtDqqK2uWAQ0LgKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8pRA9q/9Kpv3D14++4bvnrLkwRUiNrqikVA4woa0Ltmp4Yjn2refvjg5u3eszYRUBlqqysWAY0rZkDvnZgWXn3FrHR4f55v2jvNvejGcyemswmoDLXVFYuAxhUzoIemCxv/+8yMtCTPr0gHbWxcLO/pWUdAVaitrlgENK6QAb0/7d3ffLpo/nV5fky6pfXMOWkpAVWhtrpiEdC4Qgb09PSVrRcLP/Rw6+ncgZASUAFqqysWAY0rZEDnpcX583fe3fGo0cM9vasJqAq11RWLgMYVMqB7pOUnjU1p7OkbB55x+3cvmJy+OnDx1KK2NeuFNE76fNVnKFGeb6n6CCXanOfPVn2G8jDlSr0SAZ2Q5qT553x613TglvYz5qaUzusf+NXbxrSte9HXB4AIugpoT+r9cePJir3S19rPuOWac/ZMRwx8PEpAAXjoKqCT0hdaT7+ZDh563sYPpYvbtx77XNua54RsyvMXqj5DiRqf91R9hBL1NeZX9RnKw5Qr9UoEdPrAA+4PpV37h575jXRo50vxIFJ11O55LxYPIsUV8kGk+QMBfTRNzR+ZO7/9zFvT/gRUhdrqikVA4woZ0OvSF1tPb0hH5Bt6UvuBqa+mkwioCrXVFYuAxhUyoBsnj7u38WTdjHR9nh+Wzmg+b920tIiAqlBbXbEIaFwhA5pfksafuejCPdOh/Xl+V2864qobvjQ1ze/vfCECWh211RWLgMYVM6D9F4xtfgu7z7e+cOlHezZvjz3z2REvRECro7a6YhHQuGIGNM/XLLr85icGbvctufrKH438jQloldRWVywCGlfUgL4EBLQ6aqsrFgGNi4Bq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8p1zSgV7zvDdlWCwhozaitrlgENK56BvQzWQcCWjdqqysWAY2rlgFd/evZdhOO/syQ/yCgNaO2umIR0LhqGdCrsuyCrppJQEWora5YBDSuWgb0pOxPf/V+EtAKqa2uWAQ0rloG9JQsEdBaU1tdsQhoXLUM6LXZ2wloramtrlgENK5aBvSFt273IwJaZ2qrKxYBjauWAc2/tePvLSOgNaa2umIR0LhqFtCHb247Itt+0qnXDlzc/DABrRm11RWLgMZVs4AuyLaFL6SvG7XVFYuAxkVANXitjoAG5jXlmgX08R9vy+MEtGbUVlcsAhpXzQL6SiKg1VFbXbEIaFy1DOgTS58YdnXf0qcJaM2ora5YBDSuWgZ0Qce9nr3ZlwhozaitrlgENK4AAf3n7HgCWjNqqysWAY2rdgE9euLEie/M3jlxyN9vl51BQGtGbXXFIqBx1S6gHxj9VUw73EdAa0ZtdcUioHHVLqDzdtlll52znXfZqvcbXfWTgFZIbXXFIqBx1S6gTQu6/NJ5AqpCbXXFIqBx1TKgp/3ZaQS01tRWVywCGlctAzpoAwGtKbXVFYuAxlXbgP5wz79+U/b6d0/+NgGtIbXVFYuAxlXTgP7sX4ceg3//XQS0dtRWVywCGlc9A3r3b2fZDn874xP7/L9XZdkfrCWgdaO2umIR0LjqGdC/y7KJ97Ru3b9blv0rAa0btdUVi4DGVcuALs+ysVsGbvePy7I7CGjNqK2uWAQ0rloG9AtZtvWneDyaZWcR0JpRW12xCGhctQzowux3h13tnB1LQGtGbXXFIqBx1TKgH83eOOzqzdkXCGjNqK2uWAQ0rloG9LNZ9tOhi2VZ1t0XMhHQ6qitrlgENK5aBvTx38j+fN3A7fXvynq66icBrZDa6opFQOOqZUDzq1+b/cEZzR/k8fQX/ih7xxPbfBkCKkxtdcUioHHVMqDXzd2l+W+Q3vgXb2o++eO/altKQGtDbXXFIqBx1TKg2/7p8DcT0NpQW12xCGhctQzopRO35eU+lERAq6O2umIR0LhqGdBXBgGtjtrqikVA4yKgGrxWR0AD85pybQP60DmzPvi3Z+c/6fIheAJaKbXVFYuAxlXTgD570KuajxstyOfvuEe335eegFZHbXXFIqBx1TOgm/6xUc/tX98MaJb9r3XbfBkCKkxtdcUioHHVM6CHNrJ548bmD+dcs3+WHUZA60ZtdcUioHHVMqDrfyP7hy2DP934kOx1awhozaitrlgENK5aBvTaLHswHwzoutdmNxDQmlFbXbEIaFy1DOjnsp3zoYDmf5mdSUBrRm11xSKgcdUyoCdkfzosoH+SHU9Aa0ZtdcUioHHVMqAXZ9utHQro6iz7MgGtGbXVFYuAxlXLgK7ZMZsxFNDDh/+AJAJaD2qrKxYBjauWAc33zbKZa9oBPSPLpnXVTwJaIbXVFYuAxlXPgD797ix73d+/J/u/+/5llv3+0wS0btRWVywCGlc9A5o/deBOg98G9O+6+6nwBLRKaqsrFgGNq6YBzfOHPvIPO2//6neOu6zLfBLQKqmtrlgENK7aBrTp+b6u60lAK6W2umIR0LhqHdBfDQGtjtrqikVA46pZQO//9rbcT0BrRm11xSKgcdUsoNv+cXILCGjNqK2uWAQ0rvoHdPu3vOVEAlozaqsrFgGNq2YBfXJ5y7KJWfa2oy/+4bfP+McsO7y/q34S0Aqpra5YBDSumgV0wInZDudtad/81muz7j4AJaAVUltdsQhoXLUM6Ppfyz43dHF+9pqnCGjNqK2uWAQ0rloG9LJsx2eHLp7fKft3AlozaqsrFgGNq5YBPSF727Crd/D9QGtHbXXFIqBx1TKgJ2c7bv1Zxs+9atjn8wS0HtRWVywCGlctA3ptln1x6OKcLPsmAa0ZtdUVi4DGVcuAPv/mbKdFA7dveE322y8Q0JpRW12xCGhctQxo/u3ts+yDlyxZseSSf8my7Nyu+klAK6S2umIR0LjqGdD85B2G/iXSjkd1108CWiG11RWLgMZV04DmPxs/8A85p9zTZT8JaIXUVlcsAhpXXQOa56t+cP7xFy1e020+CWiV1FZXLAIaV30D+isjoNVRW12xCGhcBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU3ZOKCb+4RsyfMtVZ+hRHneX/URStSf51UfoURMuVLlBXTDc0IaH6S8UPUZStR4G6v6CCVqjHpj1WcoD1OuVHkB5VP46qh93lMsPoWPy/hTeAJaHbXVFYuAxkVANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9U9+vMlDz5e9SHKQ0DjIqAajFa38oy/f3WWZW8Y+7WqT1IWAhoXAdXgs7rvvzMb9M93V32YchDQuAioBpvVXfmGbKs/WFL1cUpBQOMioBpcVvfD38iGe8cDVR+oDAQ0LgKqwWV1f5N12q/qA5WBgMZFQDWYrO7SEf3Mdlpe9ZFKQEDjIqAaTFa328iAZidUfaQSENC4CKgGk9X97qiA/v+qj1QCAhoXAdXgsbondhgV0HdXfaYSENC4CKgGj9U9NKqf2durPlMJCGhcBFSDyepePyqgf1v1kUpAQOMioBpMVveeUQHdp+ojlYCAxkVANZis7uOjAnpl1UcqAQGNi4BqMFndz94wop/vWln1kUpAQOMioBpcVregs587WHxHJgIaFwHV4LK6J8d2BPTIqs9TCgIaFwHVYLO6x/bYms8dj6n6NOUgoHERUA1Gqzv/bQP93GVR1UcpCQGNi4BqcFrdyusP+bexMxb+sOpzlIaAxkVANXitjh8qF5jXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGsV71wAABztSURBVGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUowb0Ox+bPO3Iu9q3HzhlxvhZR91JQHWora5YBDSumAHtOzalqZNSz7ebF9/vTWnmhNTzFQIqQ211xSKgccUM6IVp5r39/VeniY3fbt2EdMKavO/Knp6fElAVaqsrFgGNK2RAn5/Su6L59Lh0VZ5flg7pa16ck44hoCrUVlcsAhpXyIBeP9DKNXc+muefSte1Lu5K0wmoCrXVFYuAxhUyoAvTDVsvjpp+e+vpfWkaAVWhtrpiEdC4QgZ0Vrr9gS/NP/KCFcOf+ZW0kICqUFtdsQhoXCEDOjldNjE1TPrO1uctHZ/aH4nmd/S0re0TsiXPt1R9hhLleX/VRyhRf55XfYQSMeVKvRIB7U3p0Duee/SMNO6Rgec8f8HYdPHA7dvGtK3r5rcGgNroKqDj0txWiE9Mx7efcfP0NOn6wV8loAA8dBXQKQMPvC9Ps5pPnj4upeNXjnop7gOtjtodR8XiPtC4Qt4HekC6rfX0ydTbn+cr90r73bWNlyKg1VFbXbEIaFwhA3rqwEegd6R9G3+Zc9JnX9jWSxHQ6qitrlgENK6QAb0vHbCl+fSz6ZQ8v2rkly8R0Oqpra5YBDSukAHND0nHPZ2/cFHPxCfyfL/00y0DCKgKtdUVi4DGFTOgj0xNPTN608Tv5nnf2DRoNgFVoba6YhHQuGIGNF9z+owJ+53S/JdIKxIB1aO2umIR0LiCBvSlIKDVUVtdsQhoXARUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXquzCuhjl5142CdPv73qY5TGa8oEVIPX6owCet8Bv541bffea6s+Skm8pkxANXitzieg33xLNmTfJ6o+TSm8pkxANXitziag17wmG2bCk1WfpwxeUyagGrxW5xLQZW/KOnyi6gOVwWvKBFSD1+pcArp7Zz+zX1tW9YlK4DVlAqrBa3UmAb1jhxEBzQ6o+kgl8JoyAdXgtTqTgJ48sp/Zn1R9pBJ4TZmAavBanUlAp40KaPZA1WcqnteUCagGr9WZBPSfRgf0lqrPVDyvKRNQDV6rMwnov44O6K1Vn6l4XlMmoBq8VmcS0L1H9XO7R6o+U/G8pkxANXitziSgZ48K6Jiqj1QCrykTUA1eqzMJ6P2vGxnQI6s+Ugm8pkxANXitziSgqw4a0c83P1j1iUrgNWUCqsFrdS4BffAdnfeAnlf1gcrgNWUCqsFrdS4BXbXkrcMDekTVxymF15QJqAav1dkEdNXyvx7K5+tPr/ow5fCaMgHV4LU6n4CuevLs92zfuvtzn7uqPkpJvKZMQDV4rc4ooA13Lrro6zevrPoUpfGaMgHV4LU6r4DyQ+UCI6AavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY05Rv+ej/ePMOb33fUULf54CAOiCgcflM+b6pOwx+p60jnqj6MIMIqAMCGpfNlH/8tmHf6/X9Kj9sgIA6IKBxuUz53j/u+HED/yLy/bYIqAMCGpfLlCeM+IFXx1V9oDYC6oCAxmUy5e9sNyKgb9L4JJ6AOiCgcZlMefbIH1mdnV31kVoIqAMCGpfJlP9oVEB3q/pILQTUAQGNy2PKK181KqD/u+oztRBQBwQ0Lo8p3z+qn9nbqz5TCwF1QEDj8pjyk68eFdD3Vn2mFgLqgIDGZTLlt48K6B5VH6mFgDogoHGZTHnuqIBeUPWRWgioAwIal8mUf7DjiH7+7qNVH6mFgDogoHG5TPnfRgT0tKoP1EZAHRDQuFym/NC7BL8KlIB6IKBx2Ux5+f8c1s9dH6v6OAMIqAMCGpfPlB/Z/zUD+XzzKVWfZQgBdUBA43Ka8rJj3/+O33lX7+ka30ekhYA6IKBxeU2Zn4mkwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85qycUCfUbIxzzdVfYYS5fmWqo9Qos2NpFR9hvIw5UqVF9D+4n5rABDAp/AhqX3eUyw+hY/L+FN4AlodtdUVi4DGRUA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQEN7M5bbl6+supDlIaAaiCggRkFdNk+v5c1vGna4qpPUhICqoGABuYT0KNfmw141Uc8PgoloBoIaGA2Ad0rG+YDK6o+ThkIqAYCGphLQOdnHWZWfZ4yEFANBDQwk4AuflVnQLNrqj5RCQioBgIamElAJ43oZ/Z/qj5RCQioBgIamEdAH3v9yIBuv7zqMxWPgGogoIF5BPSakf3MsrOqPlPxCKgGAhqYR0C/ODqgR1Z9puIRUA0ENDCPgJ46OqAfq/pMxSOgGghoYB4BvXR0QE+p+kzFI6AaCGhgHgFdvv2ogC6q+kzFI6AaCGhgHgFd9Vcj+/nWJ6s+UvEIqAYCGphJQM8dGdCjqz5RCQioBgIamElAn9yls59vf6zqE5WAgGogoIGZBHTVz3Ye3s/f+lHV5ykDAdVAQANzCeiqZe/e2s8/vqXq05SCgGogoIHZBHTVY0e/sZ3P1x/8YNVnKQcB1UBAA/MJ6KpVj19+2N57HfaVR6s+R1kIqAYCGphTQN2mTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85oyAdXgtToCGpjXlAmoBq/VEdDAvKZMQDV4rY6ABuY1ZQKqwWt1BDQwrykTUA1eqyOggXlNmYBq8FodAQ3Ma8oEVIPX6ghoYF5TJqAavFZHQAPzmjIB1eC1OgIamNeUCagGr9UR0MC8pkxANXitjoAG5jVlAqrBa3UENDCvKRNQDV6rI6CBeU2ZgGrwWh0BDcxrygRUg9fqCGhgXlMmoBq8VkdAA/OaMgHV4LU6AhqY15QJqAav1RHQwLymTEA1eK2OgAbmNWUCqsFrdQQ0MK8pE1ANXqsjoIF5TZmAavBaHQENzGvKBFSD1+oIaGBeUyagGrxWR0AD85qycUDXrhayZt26p6o+Q4nWrVtX9RFKtHbdujVVn6E8jSlLvWkVTO0Nt7yASrluzJgvVn2G8rwwZsxuVZ+hRAeOGfNQ1Wcoz7VjxpxT9RnKs2nMmClVn+EXIaAREdDACKgSAhoRAQ2MgCohoBER0MAIqBICGhEBDYyAKiGgERHQwAioEgIaEQENjIAqcQno6sWLH6v6DOXZsnjx7VWfoUR3L168seozlGeV25SXVX2GX8QloADwiiOgANAlAgoAXSKgANAlAgoAXYoa0OlpyJmdv3JlurCaIxVj5VmHT5809+ib+l/iy9+UTi30PL+iWenywZure9J9L+M1N166cJ8Js4+8/LmX+PJPpdkv72hFuqE91Z6ZH7/55b3ipLSlmBNV4IR07rCrXzLUbySNL0uMG9BJuw04r/NXQgW079zxjbe7cY3/m/Pzl/Ya4gH9Svrw4M2r05yX8YqL9hz4DzH1xpf2CmIBHduc6oTG+Y97Wa9IQCsWN6BLXuRX7r58eaknKVLfMSmdtnR9/5pFc9KeK17Sq4gH9LGUHh64+bF00Ut/vStSOuyHK/P1S+ansYtf0muIBfSA5pP+lWek9N2X84pXXv5SP/XQR0CFvHhAh3m2+HMU66K0263tWxsOTp94Sa8iHtB83uAnCGt70qPb+PVntvlay1IaLMmZafKml/L/SDGgDUenBYPP3LCNNm7qeym/3Ut7KTUEVMiIgC45as6EGUe2PjS5uvkW+q10zYaTJl1QzdleMasnpG8M3n4w9bS+WfYDJ+03ad4Za9vP7Lj47sI9Zp98v3pAr0mzBm8c2PjfvsvmT5l2ZOu9xIp0XP8lex60Mk1p52G/9JOh1/pwOmHwZt+0dFPz6fqzDtp130/f035mx8U9n561x9G3iAZ0UZrZ+N/pu+f/Mafnhcatm46Zvtu865q38tm7rV04tufDZ23ov/7jU/c6sfXDJXZrfgrfO6H1qita/8W29VL1MBjQjqGuO2vepFmnPNh+iWFvxgS0WJ0BbXxitMeHJqd0TT4U0K8dnKZ8rarTvUKuSh/e+kHK7Uuaofz2hNS7d0/ao/XP34Zf9J+W0rjd0+TPiwf06d50d+vGYenKxruIeSnNbPzFnZW3Anpumnh8fmBa2vz1h9KeQ3f//TxN2BqKB5Y07wS4Z3rqmTk+9X49H3mxaFzqmZZ6ztUM6DfTXnkzoIvH9u69Oe/7XGO501I6dEPjmbMnHdCz7wE96fDPp1kf7U37N9+PbCOg23ipemgHtHOod0xLvbPGpXGt94nD34wJaLE6AnpPmtC46vt6mp4PBXTmnLsrO9wrZX4a+TH0ynE9F23Knz0hzdw84uJ7qfe6Tfm9M5N4QPNPtt8ynurpaTTx2LRgdd5/y5T0nWYfZky+ofErl6Uzmi9wYauqbZekg0f8Llv2TUc9nW/+ak/PwyMuVo5Lp63P134iaQZ0QeuumOkTdz+/eUfE1Wmfxkzvn5s+27iYnXZtvOv4QUo9jf8MP2u/o9lGQLfxUvXQDmjHUDftlRr/HTZf3DP+sRFvxgS0WNPT5N3brm28V590euuZe6TnhgKa7q34hK+A2c2udPhM+lzzSf/+6drOi/7ZqfXx9qM96gH9fprW/LD6unRYnt+VZrfuz7yx+YD8itT8mLTxR0j/1nyB2cPScGorMMPdkOa0Pj49q/modsfFZ9NRzdt9MwUD+sKDJ6d0Y96c7yeb18/tPq71kNrjE5r3z8xOVzQv5rT/sAtaL7itgI5+qXpoBbRzqJemk1q/dGo6bcSbMQEt1tavA71y6Hlrx6cNQwH9SIWHe6VMTu0vKLio/Sf9TJ7PSO3v67aomYrhFysHH1pZqB7QTZNT8ztJHd68e/fL6bLW87aMT2ubAd3Qutqvmc77hvfvqPTvrafL2v8hZub5Ka3P85pR2X3Excx0V+viq1oBHdLq3vTUuqNv6eAjg/PT95ppbN0VeET6QfPJaan54fi2Ajr6peqhFdDOoR4y8Jd1x7AvaWu/GRPQYo14EKn/we9f9pm90rCAvrwvt9M0beDDi8ubX0M4qRHQF3p62/cL3tN4B9FxsXTwk9yL1APa+BCxccJ1Y3vX5/nx6cjTWyY33pBa+Wv6Sjo/z89LX9n6Kp9uf6yd39n8DzG5GdCDB9635BMbf+fDLzb39LTfQJdpBbT1daC7zTiylb3GfFvv+65Lc9t//g8135PMTq2HCeenO5pPTn/RgI5+qXpoBbRzqHukz7b+/Celcc3nDXszJqDF6gzoVc2vsp5y9ORhAT2jsqO9cuY1SzLopkZAV6Zp7YtVaY/OixvTp9oXi+QDenuasrnx9rEwb2ZwyNJGH/Ztv8ADjQ9H+mcM/yKn89K8rRdPNQM6c/CXZ6WHOy5Wp6nt2yu0AnpAx/X0tK755IKtf/4vD0vjnc0nvzSgw16qHloB7Rjq5q1//tTX+WZMQIvVEdAr0uQLfvp0861qa0DPfPHXrY1GN/qHXQz7CPS+NLfzYvngO/ar5APa3/z8dX7rg+tPtR9wb1vR+GO0zU4P39WKxaAfp4nrhi5u7fgIdNe0vuNiS2/rq4Oaj9xLB3R988k1zW4O+WUBfShCQDuHOrVn89Zf73gzJqDF6gjo9IGvGJweLKArJqRFg7c3zm7eBzrwqV/jDfLYzotVabf2Z66flQ9ofn769NO9Eze2brXvvOxftnx4QM9Ll5yVhn8NWt++6ZShi083A3rywGs+maaMuJg18ODTd2oQ0CWDH479fNmGXxTQ8a0X+mGEgHYOdV77Dt382WUPjHgzJqDF6gjo+NT69ysreoIFNP/3NHXg+230ndR6EOmUgTx+JF3dedG/b/M5eb52gn5AH0qTrmp/Yfxtad/WW9Mt6fDhAb07HTCtZ+3wV1mWhkJxXetBpEVpTuuD87Ob70k6Lk5PxzRv9x9Qg4Cu33Vc66d3rJkwaeMvCOj49if8x0QIaOdQL2iOOm9+/cRFI96MCWixOgJ6QOsrO5bundLKWAF9YW4ae+ZdG/JVN++bjmxu7YlxPZduzjecmGa+MOLi+2nc9ZvzR+bKfxlT3vz72rX9KHR+ePpY46/s9qnNf1y0NaCNT/LT/M5XOS2lT9y2Nl+/bEE6fFwjoFs+lI59Nu/72tixD424WDUunbEhX3986tEPaOM95LQ7+/MVB6bmF/C8aED3T5/ry/svSxEC2jnUZ6emLzyTb7mmZ+ITI96MCWixOgL6HynNOWJGOuKjaZ8bQwU0f2Zh8/71CSlNuu75cc131t+akMbvMzbt2brTb/hF/+cbLzct9VxRg4BemdJu7fu+Hts3pRl7Df5LpMGANj4g2XrfRVv/+b3t/xA9n9/8seY/hrx7r0YhJ6Te1ifvHReLxqee6T3pzJk1COjzR6c0ZfbYdFDzA/EXDeiNKe11+B5p7oQIAe0c6q27pZ45U9LY5nf563gzJqDF6nwU/ieHT5228Ftbbj9wwuWxAtr4o52894TJ+3+58UZzxfea1/eftN+kA894qv2LHRffXbjn5COWraxBQNeOHfiypEZBvnzo5L0+0fq7HBbQ29P4DSNf6ZGz95s8YdZp9zY+4b+4eb3+rHmTPvTpgX8u0XFxzwmzJ+x/fV6HgOb59QumTT3o2ta/x3zRgOY/PHhySoesnhQhoCOGuvLUAybuc2L7O3QNfzMmoEC3rh98cAWD1tXou4ZEQkBRP4ekW6o+AtBEQFEzW/pvTLu/UPUpgCYCipq5ZMLwb3AAVImAomZumDr98l/+UkAZCCgAdImAAkCXCCgAdImAAkCXCCgAdImAAkCXCCgAdImAAkCXCCgAdImAIpqffOADD1Z9BpggoIjm21m2vOozwAQBRTQEFKUhoIiGgKI0BBR1tP6KE0++cuDHXpy24Lr2jecXLFiaL18wLcv2XXBxdWeDEQKK+tk0/zVZw06HNX94fP5n2cAPS1qXZefnF2ctvVWeDzYIKGpn8wcahfzDP90xyz7Y/OGdnQHlI1CUiICids7Msn9+PM8f+WCWnZOPDCj3gaJEBBR189xbs11aPzb+mZ2zv8kJKCpEQFE352XZwKNGH3vNb20hoKgQAUXdHJK9vn/4NQFFZQgo6mZc9ucd1wQUlSGgqJt3Z+/vuCagqAwBRd18IHt3x/VQQFcTUJSMgKJuPpz95sCtJ6+55ulhAb2VgKJkBBR1c2qWfb9969hsh/XNgM5oX36egKJkBBR18+SvZ+9vPQz/3Nuy9zSejMn+e+v5z/0eAUXJCChq55gs63myEdLeLDuvcTkzyz65Jc8fe182FNCbKj4hXBBQ1M5z/9RI5dv+YqcsG9+8vK1x4w/H/tWrs9/+nVZAl2bZ7++6sOIzwgMBRf30H7tj8zsuve7YTa3Lr/231jdg+s0f/EUroH3v47sxoSQEFHW0+pITPv+dNYNXG68/9cPp4Efy0xcsbV5u/upxp/2gurPBCAEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC4RUADoEgEFgC79JyDc9sHZnzs7AAAAAElFTkSuQmCC" width="672" /></p>
<div id="zadanie-2-3" class="section level2">
<h2>Zadanie 2</h2>
<p>funkcja geom_bar służy do wykresów słupkowych/kolumnowych i jej domyslna statystyka do ‘count’, funcja geom_col, ma domyślną statystykę ‘identity’ ## Zadanie 3</p>
<p>geom_bar : stat_count geom_col : identity geom_histogram: stat_bin geom_line : identity geom_path : identity geom_step : identity geom_segment : identity geom_curve : identity geom_spoke : identity geom_polygon : identity geom_ribbot : identity geom_area : identity geom_freqpoly : stat_bin</p>
</div>
<div id="zadanie-4" class="section level2">
<h2>Zadanie 4</h2>
<p>?geom_smmoth : stat_smooth y - predicted value ymin - lower pointwise confidence interval around the mean yman - upper pointwise confidence interval around the mean se = standard error</p>
</div>
<div id="zadanie-5-1" class="section level2">
<h2>Zadanie 5</h2>
<p>każdy “słupek” jest taki sam</p>
<pre class="r"><code>ggplot(data = diamonds) +
geom_bar(mapping = aes(x = cut, y = ..prop..))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>ggplot(data = diamonds) +
geom_bar(mapping = aes(x = cut, fill = color, y = ..prop..))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code># uzyliśmy group=1, aby nadpisać domysle grupowanie funcji geom_bar, które grupuje po x, czyli po cut,
# dlatego każdy słupek wyglądał identycznie, ponieważ powinniśmy w tym przypadku zgrupować po całym zbiorze, usunąć grupy.
# równie dobrze będzie działać group=2, albo group='abc'
ggplot(data = diamonds) +
geom_bar(mapping = aes(x = cut, fill = color, y = ..prop.., group=1))</code></pre>
<p><img 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" width="672" /></p>
</div>
</div>
<div id="section-5" class="section level1">
<h1>3.8.1</h1>
<div id="zadanie-1-4" class="section level2">
<h2>Zadanie 1</h2>
<pre class="r"><code>ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
geom_point()</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="zadanie-2-4" class="section level2">
<h2>Zadanie 2</h2>
<p>nakładają się na siebie punkty i nie widać dobrze zagęszczenia mozna poprawić przez dodanie posiiton=‘jitter’</p>
<pre class="r"><code> ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
geom_point(position='jitter')</code></pre>
<p><img 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AgoSARUEQHFiIBiREBBIqDSCChGBBQkAqqIgGJEQDEioCARUGkEFCMCChIBVURAMSKgGBFQkAioNAKKEQEFiYAqIqAYEVCMCChIBFQaAcWIgIJEQBURUIwIKEYEFCQCKo2AYkRAQSKgiggoRgQUIwIKEgGVRkAxIqAgEVBFBBQjAooRAQWJgEojoBgRUJAIqCICihEBxYiAgkRApRFQjAgoSARUEQHFiIBiREBBIqDSCChGBBQkAqqIgGJEQDEioCARUGkEFCMCChIBVURAMSKgGBFQkAioNAKKEQEFiYAqIqAYEVCMCChIBFQaAcWIgIJEQBURUIwIKEYZBHT71A8/25eOHRNQRQQUIwKKUcYAXX9rGY/Hc0yXPc7vmoAqIqAYEVCMMgXoihqeUKdvc3zfBFQRAcWIgGKUIUCLGnsitXR85wRUEQHFiIBilCFAx3mMlju9cwKqiIBiREAxyhCg9wuAvuj0zgmoIgKKEQHFKEOA3igA+nend05AFRFQjAgoRhkC9BYB0Ied3jkBVURAMSKgGGUI0McEQEc5vXMCqoiAYkRAMcoQoMtzdT+r7HJ65wRUEQHFiIBilKnzQLvogA51fN8EVBEBxYiAYpQpQAs7hvgs09/5fRNQRQQUIwKKUeauhZ95a4NqJ9/9TRr2TEAVEVCMCChGvBsTSARUGgHFiICCREAVEVCMCChGBBQkAiqNgGJEQEEioIoIKEYEFCMCChIBlUZAMSKgIBFQRQQUIwKKEQEFiYBKI6AYEVCQCKgiAooRAcWIgIJEQKURUIwIKEgEVBEBxYiAYkRAQSKg0ggoRkczoAVvt7noss5zMz0bZyKgiggoRgQUoxCgX58YujfSrfsyPR8nIqCKCChGBBSjIKArj43cnPP6kkxPyIEIqCICihEBzZZKptx/1bVdPpOsDQJ6s/F8jQ9dnVt6IqCKCChGBDRLWndpSMbrtlmuDgC6Lc8A9AaXp5eOCKgiAooRAc2Odp0aofGCAqv1AUA/E57wVtvtCaYhAqqIgGJEQLOj3oaNz1mtDwA6QQC0gtsTTEMEVBEBxYiAZkXFtQwbz7AaEAD0SwHQhm7PMA0RUEUEFCMCmhWtE2z0HLAYEAC0oIox5h7Xp+h8BFQRAcWIgGZFy0RAN1kMCB6F76sPKbPU9Sk6HwFVREAxIqBZ0RbBzzKFFgOCgB5oEhnzvOszTEMEVBEBxYiAZkenG4BebrU+dCXS/s75gRF133d5dumJgCoioBgR0OzoVQPQsVbrIzcT2TxqwPPTLE90wouAKiKgGBHQ7KhIv8robsv1vBsTSARUGgHFCBJQraBPuQCflQYWW64moCARUGkEFCNMQDVt6zuPPT56p2QlAQWJgEojoBihAqqMgIJEQKURUIwIKEgEVBEBxYiAYkRAQSKg0ggoRgQUJAKqiIBiREAxIqAgEVBpBBQjAgoSAVVEQDEioBgRUJAIqDQCihEBBYmAKiKgGBFQjAgoSARUGgHFiICCREAVEVCMCChGBBQkAiqNgGJEQEEioIoIKEYEFCObgK6aOmND+Md57U+qdupdC9M4p1QjoIrcA/SPv1zK/15uvZV7HZ2/09H4S9kYM+3MwB3xrlji//GPPjnBu4vm9P8z3TNLvqPxvydb/0XZ2Y1rgP76X5fy/05uvZV7/flHpmfgeL/5/0c103NwvN98v8cd83jkoUrv/ve/T+g3uH/ehdkl1/98vv9leg6O97vvN0f24x6g/BM+lfgnPEY2/oQfr5uZt/THfP3FMZvdmF8y8U94RQQUIwKKkQ1ALzAeq3T7C8JTPl93Y37JREAVEVCMCChG8QHdmmOYWfUeAdCurkwwiQioIgKKEQHFKD6giwQzPbcKP9/jygSTiIAqIqAYEVCM4gO6XDAzp4fw4glXJphEBFQRAcWIgGIUH9D95QwzG84QAP3ClQkmEQFVREAxIqAY2TiI5DXM7Ftykf7zVW5ML6kIqCICihEBxcgGoN9XjJhZd6e2pk745xPWuzG9pCKgiggoRgQUIzuXcs6sHjLzxOX+F5vb5fl/zL9rW/rnlmwEVBEBxYiAYmTrWvjNfRuVK3/+M3tDr3Z88v7UXemdVWoRUEUEFCMCihHvxgQSAZVGQDEioCARUEUEFCMCihEBBYmASiOgGBFQkAioIgKKEQHFiICCREClEVCMCChIBFQRAcWIgGJEQEEioNIIKEYENNhPfc6tffItU9IyG2cioIoIKEYEFKOEAX2vQuiypJb70zMhByKgiggoRgQUo0QBnVomcmF8q/RMyIEIqCICihEBxShBQEtOMW7NNC1NU0o5AqqIgGJEQDFKENCvhPuBdkjXnFKNgCoioBgRUIwSBHS4AOj56ZpTqhFQRQQUIwKKUYKADhUAPT1dc0o1AqqIgGJEQDFKENDxAqDXpmtOqUZAFRFQjAgoRgkCujPfAPTZdM0p1QioIgKKEQHFKNHTmLroflbfkaYppRwBVURAMSKgGCUK6P4mYT/LzUzTjFKPgCoioBgRUIwSvhLpYO/gM+auXJKe+TgRAVVEQDEioBglcTORfdOHj12bjrk4FQFVREAxIqAY8W5MIBFQaQQUIwIKEgFVREAxIqAYEVCQCKg0AooRAU25XR8+3u/tDel+FwKqiIBiREAxchPQkhcqBw7g53c5kN73IaCKCChGBBQjNwHVT8JvWpDW9yGgiggoRgQUIxcBnWZcBTowrW9EQBURUIwIKEYuAtrCALROSTrfiIAqIqAYEVCMXAS0snAnpx/S+UYEVBEBxYiAYuQeoAcFPz2fp/OdCKgiAooRAcXIxU+g5QRAl6bzjQioIgKKEQHFyEVALzH8rJzWw/AEVBEBxYiAYuQioG8agD6Q1jcioIoIKEYEFCMXAS26KuLnCdvS+kYEVBEBxYiAYuTmifS724T8vHBNet+HgCoioBgRUIzcvRb+y+7Nr/rbxOI0vwsBVURAMSKgGPFuTCARUGkEFCNIQAsn9b2v76RC6XoCChIBlUZAMUIEdE7D4LeOJ86SDSCgIBFQaQQUI0BAZ0Ye454/QzKCgIJEQKURUIzwAD3YQD/zsr7kHpwEFCQCKo2AYoQH6EfCxZNjrIcQUJAIqDQCihEeoD0EQLtZDyGgIBFQaQQUIzxAOwiA3mE9hICCREClEVCM8ADtLgDaxXoIAQWJgEojoBjhATpaAPQ96yEEFCQCKo2AYoQH6L7aup+19loPIaAgEVBpBBQjPEC1j8uE/SwzQTKCgIJEQKURUIwAAdU+rhn0s8ZE2QACChIBlUZAMUIEVNs/4r42947YL11PQEEioNIIKEaQgMaLgIJEQKURUIwIKEgEVBEBxYiAYuQHdP3zd7bpPjnddzl2MQKqiIBiREAx+sdfA0J3bDr720xPxbEIqCICihEBxegf/SJnitZYnem5OBUBVURAMSKgGW3/y5dUq3jmw5vjDlyYo59rf4ML83IlAqqIgGJEQDPZytNDJlafHm/k34yLPXPWuzE1FyKgiggoRgQ0g+09MYJiheVxhp4tXC7/kSuTS38EVBEBxYiAOtyhMQ+06TBkm62xTxko3hhnaAMB0DdTn2VWREAVEVCMCKizfdkwaFz5IXYGNzZQLLtLPfRcAdDxTkw0CyKgiggoRgTU0RZWjCj3nOX6ogWjx+rnIZXkCyouUO+4mzGyzBZHp5y5CKgiAooRAXWykvN05vLXWKx+rU5gVeOpoZeHcgRAP1fveXmePvJW5+edmQioIgKKEQF1soWCiI/FrC25N3IcPfwHfm1h+I/qPf/j5cjABhvTMPGMREAVEVCMCKiTvSKI2Dxm7Qjjr/DFwQXCs5BOj7Pnf/iGVQkOvOanNMw7MxFQRQQUIwLqZAMEQC+MWXu6sbJtcMG3ZfUFkid56P3D9/Pukd3vHxDnq1KoCKgiAooRAXWy1wRAYy4Y+klYWT20aHjkTvRd4+2Zd2MCiYBKI6AYZRDQZYKRA6NXfiGs9BwILZtzceDFiSPj7pmAgkRApRFQjDJ5GtPlupAVN0SvWyL4mVcUWbp28oSlJfF3TEBBIqDSCChGmQT0++phIXOGx6zbW84AtHGiOyagIBFQaQQUo4xeibTiwiCQNcdYrGtjADog0f0SUJAIqDQCilHSgH7zRIe7nrM4/z2BJtxUI7/Kqe0/PGC1clWViJ+nyZ8eJ4mAgkRApRFQjJIEdHvr0CmaXQuSfucCb8jH3Ces188Lnzl/9tqEd01AQSKg0ggoRgkC+v3nSw75/7FPv11HKxvHdKxrr/+J/or1gJ0DmtSs02xYEkQTUJAIqDQCilEigBY9XzdwxLzzNu0R4wvKeCe1yxLuGl91b5L7kEVAQSKg0ggoRgkAevDaMHj1VtYyAL08yTfuJZynNDbJfcgioCARUGkEFKMEAO2ig3eagF9+kn/D3yjso39yu5BGQEEioNIIKEbxAf2823XNO08r0bbkeSyLc3NjWdcKu3g4uV1II6AgEVBpBBSjeIBuD39SvGLDSGs/k/0Eepewj9eS24U0AgoSAZVGQDGKA2jBRRHkThcOHHmMGyN5rkjyjT80dpGT+IlK6ggoSARUGgHFyAD0xxfuav/oV1GrXzSYu1IAtLLx46gk37iwkb6L9qn8AlYRUJAIqDQCilEE0EO9Qp8qr99sWi08ya2q+Ie7/n1o66TPA11RM7yL83en+DvEREBBIqDSCChGEUDviIjYaKewtkB8EFFF4WdP+ZCj3ZK/Eknb2C5gduW+B1P8FWIjoCARUGkEFKMwoBMNGrsJa7eIZopnbvpfPdGhY4rXwmt7PvvoixQElkZAQSKg0ggoRmFAbxC+3xRIKxRPXdrUU/w82jRjU44fAQWJgEojoBiFAT1WoHGRsNq457HnVE3rJ4xqkKkZ24iAgkRApRFQjEKAloifLacLq8cYi4dq2mgCmrEIqCICitFRC6j0E6jxMOEWRZq2QBh1bYYmbCcCChIBlUZAMQoD2sKQsYrpsE7RkxUCC/N7BZYW1zd9IBUrWTT89U/2uDdvZQQUJAIqjYBiFAb0Y0PG7lEjtr/b75Hh4bND3zO+ETUfPZ9+RmBhxb7pOKaeeAQUJAIqjYBiFDkPVP9TvbHy5iBPhr8sPWGVafHw3PDWV2WFoAQUJAIqjYBiFAG0sE9+UMCbtqjHz76unMfT4BGzsmvy9U+m/dI20wQioCARUGkEFCPjWvh1L9/b4YlF6tGBCtZvj17U3fgCoHI2fAQloCARUGkEFCNHHmssXDHv+dyBSaUaAQWJgEojoBg5Amh1AdAPHJhUqhFQkAioNAKKkSOANhAAnezApFKNgIJEQKURUIwcAVR4vlHOTw5MKtUIKEgEVBoBxcgRQIVLPK90YE4pR0BBIqDSCChGjgBack3EzwrfODCnlCOgIBFQaQQUI0cA1XaHb4dXY2bq+4q0c+WGZDcloCARUGkEFCNnANVKJt9xxklXP7sz/kibvX9+jsdz/MPJXV1PQEEioNIIKEYOAepwxZErS09O6pgUAQUpuwBdM6hLu4dG/CP04rfRnds9OeUPAupkBNSl+usHpc4tSmJzAgpSVgE61uu9reut3ju2BF5ovb3ee7ze/j8TUAcjoO60t0JqJ+YTUJCyCdBtbW5d+D/fL0O93QIfO5/yPqn5Cnp4hxFQByOg7jReODG/bRLbE1CQsgnQEd4pgX/81t671+fb4u0Y+OxZdGubEgLqXAQ02KEx993U9vmN6ZhOqBcEQC9OYnsCClI2Afq4N/i3u6+fd7nP96H39eCL/t7ZBNS5CGigBScFZct/piQtM/L3ogBokyS2J6AgZROgPyz9NfCPv+7ybgz8Bb84uHBa9N/wBDSVCKi/JZUjtj2WnimZnlLvuTOJ7QkoSNkEaKjfRnp7/eXz3e/dEHy52PsoAXUuAuqviW5b3vL0zEnbV8kAdGwS2xNQkLIN0CEP3up9JrC3doEvQv2t8vYIrdnUJtQ//3Ap/3u69Vbu9ddfmZ6B8/n/aElo/Hrh02G/4JK9j55VpVaz939zcFJD9Le49H/JbO/708HJZEd/+o7KX8qZ/TgF6MC7vd6HfvL/cKu3OOSmt3NozdqLQv1fsrtmLNhYAdCrAws+rRI+2nPIuTf5K3KP+7MKndspKy2l8Cf8f2e0uXWzz3ev/gm0b2g5AWWJt+z5ngNm/W5eNkwA9Gz/6+/05yGd/z8H33rWVXkezykv/dfBXbLSUkqXcr7nHeLz9QkcSfIFvgN9zryW34GmUun6DnT5+UEX65pvkfyOAOhV/teXGC9fc3RmB9bGPHvJbvwOFKQs+g7052/Xhn5Y4e3t8z3rXRp8MdM7goA6V6kCdFm1sIu5H4qL1wiAPqppP+UYL7PiXqCBCChIWQRosbfdX8EfFnsHBs4DfTv44lnvXALqXKUJ0JKLdRirbRNX3KAvP2atpk0TPK3hyoxtREBByiJA/7rb+2Pwh1e8H/p8G7z3Hfb//O/b2/5CQJ2rNAG6UJBxsLhi7fGRxW9o5lM2K7sxYTsRUJCyCFDfeG/njf7/Z/jY2y5w4PJR7yt/+A73974VNYqAplJpAvQlQcY2pjVrrgh93hwdeLFIGHZG+qdrLwIKUjYB+r8nvd72XW7x3hH89vPQPd72j7X1Psi7MTlZaQL0EUHG6C83vxrQuc+YA8Efi2sZw3qkea62I6AgZROgvj9m9+vY7uER4Z39v+H339b5w1+jBxHQVCpNgD4nANpasYOX9VEV1qVniolHQEHKKkBtRUBTqTQBOkcA9GmtZHL7889q/dbWeZ+ujBpX3DY8KH98+mdrMwIKEgGVRkBTbf8b3oubdv86kU32vdul40NTihPZRApoUSPdz/x128KP3Qycs9TwLfPAkqHBo0pXLkzkbdMbAQWJgEojoCk2r17IrHsKbG/yQfXgFo0SoUx+Hui8crqgPS/0iHWIIrp40bjJST9BMx0RUJAIqDQCmlpL9BsS3WF3k+GRc9orJfCxVXEl0ugcj6SX7O8/IxFQkAioNAKaWlcaXE23t8Vm4x5w59j/K14BaGeZn56qyTzpzcUIKEgEVBoBTam1Alc2P4KKz5Shd4oAACAASURBVMH4wvYbKQA9QQpoAvvPSAQUJAIqjYCm1DhBq0b2NvEKmzxn+42kgH7eTfoXfNb/DU9AQSKg0ghoSo0QtKpjb5OrhE362n4jCaDbW8j19Nd766ptFltlSwQUJAIqjYCm1FRBq/PsbeLkJ9CCC6PJNBe4h/Jpg7P2m1ACCpKbgBb/SUAznXuA7s43tLJ5heTzAnDzbL+RNaDPRYtpWdN9tt/G3QgoSG4COqjuI2sJaGZz8Sh8J52p/NX2tthUUd/krFSPwjey8jK2ZJ6Y6UYEFCRXAfX/C9v4xd0ENIO5COius8JI5bxpd5O3Ikd9KiZwJr0loPvt+enJSddjOVOMgILkJqDLb8wL/Dt7xcjo0QTUtdy8EmlXx+B/3w0m2N/k3dA95E+dn8DbWAK6IdbKupaCDkzgnVyMgILk7kEk7d1rcv3/0pZtPTnmJksE1JXcvZnIuhH9X/i0MJEt9gzvdFv3CQkd27EEtCA3WsqTrT+C3ivb7Zz7m5zX8tVMfUdKQEFy/Sh8wbBLA//eVrr3y+hHIRNQFyo1d2NqYnayWr/7rQG9z3qn+28Nf2y1fzDL0QgoSJk4jWn34PMC/27W7rOSgLpdqQF0lNnJ5eKVpWLPWO9UP4m08rL0zl4SAQUpQ+eBbrg6+G/nac+VEFBXKzWAlrQVmczfr11g6WfudxZ73PNZL2PEtWn/BawioCBlAtDfZnc6LvKvZ4X3CKibHcWAzrrv4nNvNr60LHy0jKFgC01raQno3bH729YxXxyRs969X8WIgILkOqD/ntwueM+d4x6Y+48xgc+h8wioi2UOUOOmoNtGPvLw2xsd23EI0H1tQt7VM760XKTfDjR/saYNsfLzkh0xu1tbL2rMZPlbb+h7TvU617+bhuuZCChI7gJa8kHL4P+61+6+4EhwwYLqnhYE1MUyBOjHzSt4yl8zNvBj0ePlg6Z1P+jQvoOAllwf8a7yt/qaqZVDi8p94H+xt3YMnzn+abSK+o5TeJh8uPel7zy+SpjhrQ79KkYEFCQ3AV0UPIfJU7/3EuOazgc8pxJQF8sIoEUdwha1KdBK2kVgui6h85vkBQEda4DXzFi15q5jPZ5KbUOkfl7e5GKF8IlO5caZ9jYjhtlZsjeep/+pf7Hjn0EJKEhuX4l00qPf/SUu6+G5jYC6WEYANQ7JdNI+NGQa7Mzeg4DebOw2V/x2oHjjet3pZVfH4BgU1PSQuV7RqysckL2xcKbUcGd+FSMCCpKrgJ7+1JroZfs3FhJQF8sEoD+VNXD77jJDnVOc2X0Q0AYCeVOlQxcbVyMZl917OopDbo8GtJdsZ+Ido5vJBiUbAQXJTUB/SZBKAup8mQB0sCBNf+HQuGeTI7sPAlpd2O0Y+dhd94beP6eVcKVSdXFExyg/m+yX7WuyMKquI7+JEAEFifcDlUZAHaqLIM2tIk5LHNl9ENAzhN3OVY3e8W676+98dtkScR57hPXPmvjM7yL1U/za1WywExFQkNwEdOjNb20joJktE4DeL0hzm/iUjR8d2X0QUAHpSnaeorxMZFJEcrXxfUPZxz5QHV7/UtjDWan9CrERUJBcP4jUY/Z/CGjmygSgAwVp+p5p/Fzb/j0/VQUB/d44+d3Ww0D2GE5G/f39kL48zo2aCoWvDR5KevaSCChIbgL63jGhP4uav7qBgGaoTAAq/rk89yUB02R3uO69wcONSzBDJ9K/Gvloe6n0qLmpG4x5dDWtKL4/tDSnV0mcXTyt76Gi41crEVCQXP0O9PDSF28IHf2s13n6vwhoBsrIaUytdWmaaYf0k38a74m/Zbidb3Zq12tq+APrJm/wAFDVNhNCC8KXck44MbC03IP2/NQW6x9Zj40+ljXr1vqVGtz5ZdxdFLUK76HseNu/id0IKEiuH0Q68v0rraoG/q0r03Q+AXW9jAC645ywNI22+l+EL0q/yv7FnG+Erig6a2ngxVrjVKQLgo8KiVwLX/T54OfG2H/S5tjwefXVk79hXdFzwXs6XPpV0nuQRkBByshR+D/Xvhm4udggAup6mbmU80C/wPeF1XqH7vQx7+/XX9dlhv2tX9A/K67wvxLPhm8QOMgjfS58nL7v6J9UnQdTOpeqcP6HE9amsgNZBBSkTAC6/+MHG3sIaEbK1M1Eipd9ujTJ6x1XG8eHrvD/6e0R66QlD6i/7fa/RXA5AgqS24DuHPO3k4L/6pe5+NH1BNT1AG9n108Ac0XU44orF6QEaPZGQEFyE9D973SoE/zXPu/Sx+f9nJSeBDTFAAG9RgDzLa2nCVDPMgIKEwFVZAfQQcEjllf0/zKlM0EJaCoBAnqu4OWz2uNmQOcSUJgIqCK7gN6w8PdU9CSgKQYIqPkT6EdmQFcSUJgIqCI7gL4ZPH+v/LUD5yf99zsBTTFAQB81fQe6v4boZ90SAgoTAVVkB1Df/30x4Org1UhlLuw97RABzUCAgK4xjsJf6X85Srya/lmNgMJEQBXZAjTQ7yte8YYuIj51CgF1PUBANf3qz+rB6zeHHaP7ecIqjYDCREAV2QY00F+bRjX18DzQTIQIqDYs9Oyhc8KPL1r3SMPI3TzLDyegMBFQRYkAunfc/cHrlgmo+2UG0PX9Ljvp/E4L5QM2Pnf7jfd+cEi2etdbD9zx0DTh5h53RD6D5o4noCgRUEV2Ad0//oHQifRVbnsv0Yd5ENDUywigI0KXned0kV2L9Gzoa86G8W/gEepL43vQ+oUEFCQCqsgOoCUTO58S+v+kiwcsPZKUngQ0xTIB6Ef64zO6WQ/Qz+2stNjeHrsKx5E+JaAgEVBFdgAdFPwX/vj7Po4eTUBdKwOAFhi3T8pdajVgRZ4+4EJ7u7xKAHQwAQWJgCqyB2h+syE//mW1ioC6VAYAnSpo18dqQG9hgL3HJF0kbDGAgIJEQBXZAXRRqk/zIKAplwFABwnaXW81oKkw4G5bu2wlbDGSgIJEQBXZAdSZCGgqZQBQ8er1y6wGnCMMON7WLocaG+SuJ6AgEVBF9gD939evDzL6hoC6XgYAfV3w8VarAeItkj077Oxyb219fHuexoQSAVVkC9Dd4ndXPA80E2UA0JXCf+XDrAaY7lC33NY+54Sfx+E5aycBRYmAKrIF6LX+f+PLVdMbQkBdLxOnMRnfWNbdZ7X+OxHQdfb2uSzwTBhPfpe9vBIJJgKqyA6gP3g8l274Myk1CahDuQvoskdb3dhl6uaTwjiWn2s97DjDzzI/2N336g+GTd4Z+IGAgkRAFdkBdIynQnGqfBLQ1HIT0IP3hi4YarK4ffBMz8sszwL194TwCfSUg4m+DQEFiYAqsgPoy55mqftJQFPKRUBLWkZQbLBl85ghI7+TjtzXSBD05UTfh4CCREAV2QH0AwKa8VwEdIyB4j3R6wrWmR7gPlsA9PLwskOzXxk8aa/1rpd0u/iMpk+GH0gcAfTAvE++XNj3hmvvGZvk4z+zKQIKkpuA7vZU/h8BzWwuAtrcQLH8ftOaWc3zPZ66vY0zlj4WAK0VWvRevcCLyv0LY3dc3CP01UDFd4MvQ4DufMC4TWhjW4fy9323Snr7p4xHQEFy9Sj83zy9CGhmcxHQYwUVvxJX9A/fS6n+isiSccLQ6qExkZetYz9O6qc95Y4PvAwCuu5EYReemmvjzm5e87J+gtutTPGXTFcEFCRXAf1Pc8+dmwhoJnMP0JIygmhThRXv60tPPBBetFgYen5gwRfG/eoGR+/4W2PH9Qq0MKCXeUx5481uSHgnlabGG5mZCChI7gA6/vpQgbvoHNck/OL68QTU9Vz8BFpTAG2RsbjkBGPxS5Fl9YxljwcWtDFeN4je7yNRMAcAnWX205O3XT23T3WgK/7k1O/raAQUJHcAHeSxilciuZ+LgLY2/puuJnzZKH7avDKy8E190XFB+sQ//1dF7fdGYd0l20KA9on+d2umem6XGiMfcOr3dTQCCpI7gE5qbdUkAup6LgL6qYGUeBe7sQJzdfWlkVskV5kXeFUgWvh51H7Fmzd56nwXBPQOT1RjlVPblmuMrKscmakIKEi8G5M0Appi3SJGXSBewSmc3eSpIyw+2/+63B2hoz8l+cKgb6J2e7tJypMLAoB2jAZUcs1TuIXCyJwCZ35bZyOgIBFQaQQ0xUoGVQoIlXvnLnGpiNflhd8v3RlZsemLJZGDStoFxpioU6A0bZiZytcDgD4T5WeFA5qqrwloBiKgiggoRu5eC7/jnYceHLzKvKxYOGB0gV/Y3CZTYjccbIy5M3rdvjomK1sEAF2VZ1rmeVA1q+K924UzBGIOUmVFBBQkAiqNgKanEbpdkW8i+8aMKTg/MqZm8PZMq19/ZMDkyEfF2cYp8/7OCJ7G1N3k5zl7pO9+aPB5uZ5Kwu1LlNZmLAIKEgGVRkATqGBsj3t7jrd3ZU/kkLlxJOfdmDFbrgytOTnwkKTttweH1h4dXrm4oYBl4yCghR2MJbl37ozZX6RtwpcDwY7dnMRvm/4IKEgEVBoBtd/00N/lDT6zNfqTy/x/QlcX7q59QolpfcmOAq14wh1nnXHjsMCnzh1nRMZFbjQinvbZKnwt/NSba3hq3fzkY31fWy1/55KoE+491ecl9fumPQIKEgGVRkBtN6Vs2KP8OOdfRtrz7Y/F4mdB8UZ30687xpNz1kvGsZ379GFlw3d0KhRO0n8nkbsxjTe2y6/k8dTovMHuli5HQEEioNIIqN32G4d1Gti/nWd1AdAJxuIe4UXnRe7XtFs4p6lbeJlx4v25RYkAeqfwnlM2bimJv0WGIqAgEVBpBNRuowWWPrK9VQ1hq4/1pS/ryy4P8yY+V/7syLC+4WsxT1+f0P1ALxb2FXORfTZFQEEioNIIqN26Ciz1tL1VE2Er/WbLB6oaCyeGFr0jjKutb/1p83IezykD9id2Q+XzhX29aHumGYiAgkRApRFQu4kXUnawvdUgY6NG+sJJsbuaKCw6Tdi+cFPodsuJACpcn+8Zb3umGYiAgkRApRFQu3URWOphe6t9DSLb5Bh/wb8k7KpJaNE649Z2nnYW+0kE0LeNXR0jP1c0CyKgIBFQaQTUbu8J6qnv4mFqefiapDIvGcueF3Z1UXhZM2OR1UH+RAAtOEXf1aP2J5qBCChIBFQaAbXb3lo6S/UkF6HvDdxP5MfBXbsOFm4Wv6Ov/0NohVbi7erFezVdGD6TaYX+vWhHq10n9FC5FbXDu2pt8ayQLIqAgkRApRFQ202MXFte1vIG72s7+YU9vlPH4AXreQ+Ixu7aZIZsl3iZ5gkLQwsXNgz9pd/F8kqnxJ7KueX+iv5dnfR69p7BFIyAgkRApRFQ+00KfQatY+nn1CoeU81UH/76iSPzZ4QWFrxz5+XX9VlmvUWijzU+tHTe2jldrr7irnHFiWzmbgQUJAIqjYCqMzF44N3Obbq8b3FnuA0DmuZ6ohqq2qvXNPSyRYqxoRJ/LvzOm0M7P09x0WeGI6AgEVBpBFTRinuO9+Sd/cy+eOOGlIvW098Zqi1K3qxoGnxPvDuUJAxoof5AjwZbE9rQxQgoSARUWikG9ED0TYyjGxl28dRV6nFDLfj0t0O5UX3z4HhnliYM6GvGvjsltKGLEVCQCKi00gropu5+wWrfrx8t37xwWfSHwM/0GxKfrLz1+2bzh0m96q2mKbaqGjV6lnq+CQMq3AaqSlbejl4joDARUGmlFNBp1UK2VAqd3T7qTP/PFe5abxpzoUHQC6p9DbH2M9BdRdKtTosaannyklGigJoeuCQ5MJXxCChIBFRaaQS0+FVDr3J+XErujXxm/FoYtVYQqM7X0p1p2l1yQBWXLN0fNfJs6chgiQK6X9x3lt4OlICiRECllUJAF50t4tJKvDdSnb3GsGkm3+6UH0lq7ZGXJz0EvqyMeeSJ6l8p4T/hKwn7XpXQlu5FQEEioNJKHaBTGpvhKnegUHh20PPGwMnmcc2l51N2UgDqGSSdyEvmgU3Uv1LCgLYwdl0/W8+nJ6AgEVBppQ3Ql3M8UX33ufCiqTFyadS4kbJdjvYoai+f5cOmgbHPnDOVMKDTjV0/l9CGLkZAQSKg0koZoAtjznf3LHtXeCE8/rekgXnclZpWPOH2xqc2eynqDkcHowaayrlghPTz3ysi5g3nKH6hHZ9OWftHgifSPxjZczN7T8HLQAQUJAIqrZQB2iZGuDK73xcZE8a+bR5YQdt+TeinulEHZT4/xqPqJulZRHPFDa2vsA+0smXg+9Jag+WH9K0qeTl4pkF+D/vPH3E7AgoSAZVWygCtEsPbVVo34dV14uAu5pH79bvLV/nOvNeF5ygFlZ7IXlJHHFZbcu/OeZXDA5oneD7nno/6PzZyS2LbuBoBBYmASitdgO6NwS13zofiyzdNw0efJKyq9pbx841R+y35YkB5OaA5N3X90NK+teZxb1vOeY9xG70435PCRUBBIqDSShegh6K/As0dXHKi8PLMqK8Li4WHat7c1Pg5b1vMrj+MOTplqt50i+l8bR5jfTmncLT+mL2WI2AjoCARUGmlC1DtVPNHwyvnaIuE1xV+ih7/hLFyhviE4tmxu35aCain7LTYTaI+gda6902Lv+KFW9ULz/U8KiKgIBFQaaUM0MdFsM7d4F/ygbCgQcz4g5dE1nXTxFsuTY7d9Y48taD19YM5h966+rjKjXv+pBXXjh5U7b2Y/Z4hrH4lyf9AsjQCChIBlVbKAN1j/MF+0uDgvT5HicbFbrD33qCLlZ8v0U4QRi622Pf1akD1ByltDt/no9JY7dGYQTnDo3d7rrD2reT+88jWCChIBFRaKQNUW9UoRFHNKeEF8wSfrrDa4sfXez8yapf/h3uMgTWszihaqjiOFKhnaFjheZEFZefuOzdmVOXou3e2FVZm60XtSUZAQSKg0koboNrBV5rWOu7iATsjr4tqGD7Jr7sMtMz4G/1pywHTYk+SEgvfb0k4mH+htq1lzLDBUXsdb6xqkMWP50gmAgoSAZVW6gCNybgdct04B7mHRg603yC5tudZJaA9Q4OuFRat1rQFt+abh90RtdOSqyNrcsYl8GshREBBIqDSCGhJ5GYg1eM+mWjiyYFxlR6TXRv5lBLQMH91hUWTAgv2vHq7eHv65tF73XlFaEX+UXYIiYDCREClEVBN+yBwf7sKd2+IP7J4/ltDPpF/TpU82yNUg/BRePFsqDHhDQcIy9rF7LZo5NXVyjbsti6hXwohAgoSAZVGQANtjX2gRzItVPiZPzM8SLwb6fzwslnCstcsd534UzkBIqAgEVBpBFT76t7GJ5zX/QfVkGLlQ5H0SoyD6vknR33+/DQyqLexsHrkoclFxk1Kq1s/iy4K0P3DO7bs8NouW7PK3ggoSARUWqkHtPjB0KGhsi/KRux/+swcT/U7l9rY2df68+Wer2k42fzO7mP1D7jLhhkn5Bs36lwQ2TB3rOWOowCdEtp71djT7qEioCARUGn4gG4a2unuJxeaFiUC6EM6Z29aD1gbfoBS2Vdt7O3L0O1HKr46W/j02dpYP1m8rugW4aykBaHzU4+XXaxpAvSTyAlVOe/YmFP2RkBBIqDS0AEtejx0FtB1m4SFCQC60ji581jL28kVnB5ZnzPFan1UhWM7ezsM3Sae7elprK8V74dfa7DprM7iqX3v6zlGesM6EdCDxkH7atttzClrI6AgEVBp6IDeH6HkVIGSBAAVzzwabTVAOLJ+RgLzekPYb6PIwq+Nm0F1+zqx2yOLgE4U9v16QnvJsggoSARUGjigMw1KhNsWJwDobQJGj1gNuEoY8K39iYnP9GwRWXirBao2EwEVH6Z0d4L7yaoIKEgEVBo4oLcYlJTfry+1Cejil3oPuFjAqLvVIPG89/HW+9kxf/7O6GUFwmWd+olJxwr7Mp/VuWfUQ12eXaKYqwhoZ2E3rZS/YZZHQEEioNLAARV5M+60YQvQNVd6orJ8emUtYcAYqwHzmvr/MM+9Kvo+H4P0rU6OfLF5QHyzL8XBr1UNLrtho3S2IqCPCbu5z8ZvmrURUJAIqDRwQMWnsk3Ul9oBdGUNT3TfWI27SBiwwGL9G2VC68q8YV5e3DG80fErIosKxZvWi2dF9Y8sPEn6BCMRUOGJxR7ow/AEFCQCKg0c0OOT/gQa8/kz9iJ0Tdv77EXCrT7y18aO+KpMZG2Zr6JWvXeWf2mVLsbTP+YLb1bW+MJBW6rvQ/4YeRHQwkb6+OOhH/JBQEEioNLAAT1NIGmfvtQGoEtj/Dwx9u/n5Q3NQ46PFfRGY22LmJVbF30vHmt/TtiVePP7B4Rfwvo6pKjzQL+qEBkufRQyRAQUJAIqDRvQEuHOHMcai20AOiSKz7wOsc+J21EnapCnWfSQAuE5H/nxnjosXMTpuVRYfqawXHauqflKpIWhSz8bfhb398zqCChIeID+x63+dPG9nG+bqFuJvviPI3G37C9seNHEt6futRjTL9pPj2dt1JAt4spNcd5T/AR60f8zlotOj5Js+6vPJ/5S/57zVOcnpv8r3m+Z5f3i+y3TU3C8wz7f4UzPwfF+8/3iyH7cA/Sv9O36aGqj6Neh8MJv7jm95jm9tqi3FE9090rGRN0PJOhb1JBD4sqDcWa7QBx8/h59ufgJdHacfTB21MQ/4TOd+AEwN/QXdOHdoZdlX1BuOUfY8gnrIQUWT3p/MmpMUVVjXZV41xYdOknc1Sn6d7YdjYW5myTb8nZ2IPFPeEUENNsSnvPeJLTEOCLztmrDImPL/NXWQ/bE+hnzwCKtg7GuQ9zZfmp6ekf/yOK5htQ3yTYloCARUEUENNsabHg0KrhgqXG5efV9qi1n65hZPyHOn8Uz4mIei7m2cmRVZYuTnKKbKtzkznOavli/tKimdB8EFCQCqoiAZluF10XsaVsSXCBeJ/6RctMwZvnyR3EKl66HOyP2sZifhq/PPNbWEfFFws5y9KP2RX1D94Q6S36xPQEFiYAqIqBZ18FuZQP0HPNI+Obu4mOCo7+wjGrfG3dc03LAevmAb8p4zJWbazFqw4P1PZ76D9p4opK/r8XdCTeUXzvwths7T1Q8tZiAgkRAFRHQLGz9sJ4PDdcvgWwmANUn1V2/Efk+IPTP2jMk4w4etLvHTcL0KiUyFQIKEgFVRECzPuGItmdIynv77MLgl5Vj1/a/sentb+yPv0HcjIcfJXYjJQIKEgFVRECzvvcFQL93YH8/fjLpOwd2o/eO8RXol/FHGxFQkAioIgKa9RWcogvVOv5o9yu5NzK9ZxPajoCCREAVEdDsb0m1MFCNYi9uz4ZKXgneYfTkcYltRkBBIqCKCChAa28OnJee33l3pici69DcEe8sUhxwt4yAgkRAFRFQiDZ9Omaq5RM2gSOgIBFQRQQUo0SeC+98hd9MX3TI6Z0SUJAIqCICilEmAT3QN3B/kUrdHP4GgYCCREAVEVCMHAU0sS8Dtp8dPoZ1svwBcclEQEEioIoIKEaOAVr0VpM8T4UWsiuQLGqln0V1hUNzCEVAQSKgighoNrf1628LtYJxve7rM/tXZ/a4p2kYw252r9UUH7Xk6PM2CChIBFQRAc3eRgf+dq54XegxnafG3HYuqW4yNDyu7SI7WzwjANrLkTmEI6AgEVBFBDRbK/mbx1S5OQ7sdI5pl3nqW9yH6ixscKEDU9AjoCARUEUENFsb7InqpHiPyLRRV/Muc8bE36S7MD53RepT0COgIBFQRQQ0Sys8LhpQzyS72654+/l3rG4Ev2vo8VG7bBD/8qFXxfEdE/kV4kRAQSKgigholjY3xk9P33jbzOty5SVt311yefDD5U3rolePrhq7T/3+SROuP9ZTyzs7dqcbxKce1U711xIioCARUEUENEt7Nxa7e9Vb7A0/ryNyy+RaUU+W+yA3dpeekaF1W68Jv+5WErNf8X6kOQ5ej0RAQSKgigholvZ+LHbq29GXNIsef6kJwz2x3wn4eyuwavlNxkM0n4rZsfjs9/xYX5OOgIJEQBUR0CxtQSx245UbWIj7hbje4iOtv8AJ9VPLCwuO2Rq9411ljbVnOvgbElCQCKgiApqllTSItq6B+tT3mA+gHs8AcX03Kz+rFGjaxkqmRW/F7LmFZI8pRkBBIqCKCGi29kGUdWWnq8fXiOWxi7i+gxWgz/hX9DQvij1ZflmFyLqTlc+lTzACChIBVURAs7anwwd9Qk8irjstzvBysTyaDtv3sPDz/MBZTI3My7rG7npa+EHxjVbHrks+AgoSAVVEQLO3L1pV9HhOH7Bl+H1tOo3/d7zR9WN9/EBcP94C0OB59BXNy5632PfmvmdWqHrJ4AMO/WKhCChIBFQRAc3qdkTMin83pvYxPFY33bauoGHMgLzgM5aqmRd+m4ZfwzICChIBVURAMYoP6ILo0zxz3jEPmHtMNKB/Cy4/x7SsTVqmbxUBBYmAKiKgGNm4H2h/Xc7g/y33evSA+WcEV9TPC487L/QJtbXo5zk7nZ+7JAIKEgFVREAxsnND5eE1AwTmd17co8npl/eLuZJT04o/fbLbk58Wz78gOK5L+JB6L8HPhs5+zamMgIJEQBURUIxs3ZH+4OSnnxi5ycbAZSNenbgj8qKfAOjNyc8w4QgoSARUEQHFSAHomtcffXpqCre6GykA6ugdk+NEQEEioIoIaFZWvOid4bNEFKWAbr89ePCo7tik32ubcHBpftJ7STwCChIBVURAs7GPTw1oVv05426dMkC366fBv5r0u+lHnzy3Jb2PJCKgIBFQRQQ0C3s5cnOk23RBZYDereOXvzLZtyvpFN5Fs/3J7iKZCChIBFQRAc2+vimjq/hKZJkE0J3CnZJ6JP+OU68r78m7dGT829M7GQEFiYAqIqDZ150Gig0iyySAThYOAJ1vWnNwjZ3D8Ua7k5hoahFQkAioIgKafdUWVPwhvEwC6HBhaD1h+dSmeR5P7V47LDfKg1aLUQAAIABJREFUkggoSARUEQHNuorEazI/Cy+UADpWGNrYWNwn/CVq/S+2uvtneSIRUJAIqCICmn2J16x/FV5mAnTfN4vCny3XCkNv6XdZw3PuDTwl7i1habUO37s8fbsRUJAIqCICmn1dYPCXH/lqUgB0WcuyHk/upTOCL5oaY8Pu3ldYbH54cfmPMvA72IiAgkRAFRHQ7OslAz9vZJkB6IQwlDlPB14tqxwZqj8X7v4vPebyl2bit4gbAQWJgCoioNlXwdn639+rIst0QNfof+DnfBJ4/WXo2Uk5xoONcp6KAtTTMplZFM947G99Jzr4GOPoCChIBFQRAc3CNjYJwVfXeKymDujfDBcvDC44+PZtlzR7SPza87poQMslcY+lrxsHN60/1YHfxzoCChIBVURAs7Gi91ueUv/qF4Q7yuuA1jFczNlsrH9Z8PICT3Q/aIm2IPKgjzITUvtV5BFQkAioIgKKUQTQghzBxS+N9QOExReaDyL5+y7RtytqrG9bY5dTv0NUBBQkAqqIgGIUAbRQPEl0obFePKO+9dtRfpZN+Br3z4St33Tqd4iKgIJEQBURUIz0P+FPMmTLEy40+lH4ZDpU62MG9LqE366/sHUHZ36DmAgoSARUEQHFSAf0IUO2ZuKA2/TFtfeEL+XUof3KYofqHhQAvcGJ+VtEQEEioIoIKEY6oNtqRGDLXygO2HZ6ePExs4OvD6x+s1z4D/jhib/d4wKgd6Y6d0kEFCQCqoiAYmScSL8wfK+R8mPMI3bdHby13aVL9CXLvMf4mb1xoZZ4nwiADkl2znEioCARUEUEFCPhUs5tvU/weGrcHXv/5G3jXn3HfLz94Ipvk7tHcsGJup9Vtia1h/gRUJAIqCICipH5bkwH9qb7/Wbmh/3MSeILAHsRUJAIqCICipGtxxo72bTQyaRV3knbOxBQkAioIgKKkQuArnz1kaenGde+Hxx5z80dXk3XWfQaAYWJgCoioFlawZhu7bqO1p9sHAXo7Mfu6/bOnpiNUmhL6+CZpPUnOrlTZQQUJAKqiIBmZzPrBf+CPn5K+LUJ0B8uCq6s+rbFhjtWJ3XQZ/NJaf/OMzoCChIBVURAs7JpkWM4ZcKfCEVAV+mngr4UtVnJsDP9Sxs+W6Al2u36UffyPyU/7YQioCARUEUENBs72ED3rFbogLsIaDN9Zf4q02YFLcLLz0/0aXKbhUvs+6U2d9sRUJAIqCICmo2NE85jfze4RAB0jbCyr2mzLvry6xN8wzHCPi9PdfY2I6AgEVBFBDQbEy549zwQXCIA+q6w8gpxq5+E698/T+wNhwr7PDX1+duKgIJEQBUR0GzsHsGzW4NLBEBfkmH3qrCiZ2JvKKJ8YcrTtxcBBYmAKiKg2ZjyE+hIYWUd2VatEnvDb2PeMP0RUJAIqCICmo0pvwOdIaysFlhwcM2GksA/RUBbJ/iOF+tb5sx36JeIFwEFiYAqIqDZmHAUvnbMUfiZgpNlS7TPmuV7PMd12axprwkreiX4josqRLbs6uDvoYyAgkRAFRHQrGxG5DzQvMmhBQKgcwQny2sDwreir7lYWyccRJqX6Dt+HjpzP7dXkWO/RJwIKEgEVBEBzc5mhj6D1vkk/FoAdJPw9I5zxuo/Hr9buI/8TYm/44G3brvsuoe/d2b6diKgIBFQRQQ0SysY++AdXT+wvBb+MgPQAacKP2uHWoV/bJLGe4A4FgEFiYAqIqAYiYDOKxsx84SFwp/zF2hayYhzcz2e0148JN9R9kRAQSKgiggoRqabiYwuHyKz4XeTBECrB9ftXb0zMzNMOAIKEgFVREAxMt/ObuV9dTy5jQfs0WIBxYmAgkRAFRFQjGJuqFxQHPi/KwRAbVxBtHPyG+//kIbZJRUBBYmAKiKgGMnuSG86iBSnvZ2DJ0ddstjpySUXAQWJgCoioBjJADVOY6oT7wb1u84Ojyw3w/HpJRMBBYmAKiKgGEmfiTQwfCfPWt/E28VdurXHZcVxJgIKEgFVREAxkj9UbnbgUs4a3bbE28OWMsZf+y86O7nkIqAgEVBFBBQj1VM5C9aGbiaibrRwvCnR+y2nJQIKEgFVREAxSv2xxi8IgJ7txJRSjYCCREAVEVCMUgf0dQHQS5yYUqoRUJAIqCICilHqgM4TAO3kxJRSjYCCREAVEVCMUge0uKEBaIJPTEpPBBQkAqqIgGKUOqDaJ/ph+PYOTCj1CChIBFQRAcXIAUC19yqG/GxXEH+sCxFQkAioIgKKkROAausfbtKgUYdZDuzJiQgoSARUEQHFyBFAsysCChIBVURAMSKgGBFQkAioNAKKEQEFiYAqIqAYEVCMCChIBFTaUQpoYaan4HQEFCQCqoiAQrT6wfqeMo2f2p3peTgZAQWJgCoioAiNrRA6g7PaLZ1f2ZjpyTgVAQWJgCoioADNzxeuY89/tCjT83EmAgoSAVVEQAG6ymPqnkzPx5kIKEgEVBEBzf625ZoB9XyS6Rk5EgEFiYAqIqDZ3xdRfnpuzvSMHImAgkRAFRHQ7G9ONKDVMz0jRyKgIBFQRQQ0+1sbDWiujUcgZX8EFCQCqoiAAtSYn0BRIqAgEVBpRx+gY6IAbZHpCTkSAQWJgCoioAj1NQM6MdPzcSQCChIBVURAIRp/nuDnnZmejTMRUJAIqCICitGRXXMmNg3ymdfzUKYn40wEFCQCqoiAZnkbFv5QrIVvZzevb9v2Pd6auj7Tc3ImAgoSAVVEQLO54qEnBQ6699wduR/oiBMDH0IvmZfheTkSAQWJgCoioFlcQYvwt54NfwoB2jn8Ou/dTE/NgQgoSARUEQHN4v6uHzeqPe3f/tcj9df532d6bqlHQEEioIoIaPa2VbyLXZ0Jmnaq8fIouCMTAQWJgCoioNnbO+brN99fI7yqm+nJpR4BBYmAKnII0KIF0xbtjLz418KZ634joCnX33z6fJWJIqf4j0gioCARUEWOAPrLUG+gpw8FXy1u6/+5/WoCmmoDoq7g7C78nI9/PxECChIBVeQIoAO97UcsnNLJ2y3wuXOu9/a3577W5pYVBFRS8fTHOvWbEv/BHB9GAXpjnvHz2S7MM80RUJAIqCInAP3R226L/x+//t37kc/3c3vvYv+L6d5OfxDQ2Nb0uaTOMaFTk2bHG7u7ohnQy683fh4YGTSrS9MrOo4rTu+s0xIBBYmAKnIC0Le9Hwb/uczbz+ebH/g/Pt9ff/OuIaAxDREOrOdPjzf6aTOgLZeWj/x48v7QiB03hl6fvzrdM3c+AgoSAVXkBKBPe5cH/7nP297nG+qdEnwxIqwqARUabgKx7v44w0s6m8YP1KZWC/3UKOxlYZPIugbb0j55pyOgIBFQRU4A+t1X/wz+83tvT5+vpzd0+OhL7yACGtWe6uaPlKPibvHJNTn66GN+0rRNfRuXr3LJ4APh1UONfXVO79TTEAEFiYAqcgLQcEf6eSf5fHd5twVffevtE4ZzRqj/9x+X+tP/33d2Ns7sp6erjW0WHBMZ/XrsyouMfVV17T9fp/rV/69MpufgeL/4fsv0FBzvsM93ONNzcLzffL84sh/nAP3XM95uv/h8t3lDJzOt93YLLV97Uaj/S37XR0sDowA99pgyJ/fcHWejpcH7h3gqjYpd9WdZYWebhRV/fP5Y10emHnZy7oyxuCUN6J9zOngfLPT/0E4H9MHQGgKqF3Vj+VAVp8bZ6vfJ3W65d8Q/LNb8R9zPd8byFacFl9SZ4+TkGWPxShbQXb29t7wX/MTT1bs9uORbb//QquKPQv3zF5fy/wnv1lsl2AtWgHpyOu2Kv+mfR6yWiuc5bdKXLowcrC8zybGpp6H/+j8pZ3oOjver73Cmp+B4v/v/RzzTc3C8w75fHdmPM4BOu9X79N7Qj0+ET1+a733FPIYHkbSFloB6PBVGxN00fD/QqIQTQxvoCwtP0xdWnzX9ywNWG2ZDPIgEEg8iKXIE0Gne9osjP7/inRH85yjvGAIaXVOJoDlj4m1pDehUYxcv6gunm/dd7r4sPcOJgIJEQBU5AehWb8c9+ot53ieD/+zq3UpAo/uxrkTQ2vE+J1oDqnWN7OA64+Yij0fvvN4aB38F5yKgIBFQRU4A+pp3tvHi3+3a/Oj/x2Jvr6hRBNTfpja5AdKOb9q+rBm58XE2lABa8lLw1PpyvQqMZV2jAfWcm5VXehJQkAioIicAbe8dMTHUZ/5XM7x3TV/78e3hq5MIaFQbRg95d5X/n6eZjXs8zmYSQDVt70f9H39nq7jksdgPuFn5IHkCChIBVeQAoD979YKnfo5v4//p9rnRwwioqe5m4nrEGS4FNLapsYB2Sm2u6YmAgkRAFTkA6P9N0gudeKjNn/Z17FmfBNTUOvOtlp6LMzwBQA81jAH0+tTmmp4IKEgEVJEDgNqsdAC6snPD/KpXvHHIeu26OfP0Q+IflxOJWxRnvzsmvTl5p805TI4BtJXNLV2NgIJEQBURUGdaMaTvU1MKtHfCV65fsNlizMRz/Gtyr1kQfrnkWkO4q9R7//bqwKD8TrttzaUkPxrQvgn9Li5FQEEioIoIqBNtCt2Ws+4TZSJkXRB7w/nIwZ2yoyNLPol8CK2zVrn7eRXC487Ybms6N0T5mRPv821GIqAgEVBFBDTl5j/VoUrMH82e4dHDjEfC5T4W+Tt+SfB+njktNyjfYL9x9ujttmb0WdRcOib8O7kRAQWJgCoioCm29opYPAM1jx54vrCywpDI0qXDnhkZ7zz3YcJnSfVH1UgPm6bSuiD+FhmIgIJEQBUR0NT6sY61n8K16aE255hWP5vAe3iF7d6yt8nw4LQqn1XTU7X5Rwm8lZsRUJAIqCICmlo3S/z01IoauMC8On+l3Xf4/PpcYbsnbG5VMPuVwVPjPTIksxFQkAioIgKaUuvMnyuFLowa+U3U+kdsvsPAXNNmzzv9G2QuAgoSAVVEQFNqtMxPz2NRI3dHXfx+jb03GBO122lO/waZi4CCREAVEdCUGuqRVC3mHnItzAPOsfcGJ5u3qpOdx4OSioCCREAVEdCUek/iZ/mZMUOXHmMacYWt/S8z7zZnrNO/QAYjoCARUEUENKVWRctZ5nj//8m9YbnF2EmVzR8m+yguzSxeMvajZSWaNsG0SblhaftFMhABBYmAKiKgqRV9j/mbS5Z+/KnkFvA/dTV/CG3wg2yvo4JP4jxtnDZeGJ7XK3AS6KFvPpduhhUBBYmAKiKgqfVtNZOJVb5Xjv6humn0yZJvNPtEBgxYIoxu4l+zrVPgJk71Xoy9UBQvAgoSAVVEQFNs8emCccfPjTN6xQUmQV+xHDRJX58z6wRj8EBNWxm5qLPZUXAwiYCCREAVEdBUKxrX+eY7Br3W8uR6Vw6ycbekWXcLgDazHHKpMaC5cZSqzh6tsLH+6kGHf4sMREBBIqCKCKjbiQfuG1oN2COcOp9f+Ej4VP2ai01nnZbdarUpVAQUJAKqiIC63bsCoCdaDfhe/CN/gzb18jIeT7Xu+/xr7hRWvOvytJ2PgIJEQBURULebJyh4rdWAn0RAd/gX7Fm+tijwSI+VpwgrnnJ52s5HQEEioIoIqNsV1TIUHGI1oFA4sF8nsvDI4Y03m667f8a9GacpAgoSAVVEQF2viY7gCQctB9xnMKk/rPPI7gYeU+Ncm2+6IqAgEVBFBNTthKcOt7AesbFGZEBd/REeR1qb/ayyz635pi0CChIBVURA3a6NoWC+5GLOReFPm6d8qy/abvbTM9il2aYxAgoSAVVEQO1V8Nlbw79w5Pof8U/xTyVj9jx3Sc1aVwwWboj8gYnPnN5OzCTDEVCQCKgiAmqnkpeOC7jV4H0H9iXeUsT+zZVeErbKbTnHgXlkPAIKEgFVREBtVNIhYteTqe/sRIFC+xAOF7ayeS/mbI+AgkRAFRFQG71u/O38eco7a29IWN7+Q4uWC4A+lPIcsiICChIBVURA47btXuEEzJtS3t0Xxt4esL/V72foW5VZmvIcsiICChIBVURA47W2vnj4pkKJ3e32jnmk1+DvLFb0juzrjB3Sjde9+/TQL8S3OrIwP7JZnwQmn80RUJAIqCICGqeSi03Hvz2K28ibGnZs8E/+1rE3/Sh5oVJwT62k9wPZdkfwfiKNZhmLjhyeclzo82df24RneQQUJAKqiIDGaZrZzxybN+IcENng9O2xK3eM+HvnZ+V/iG89NfLH+kf6siOHtd2DW150bd+j5Hb0GgGFiYAqIqBx+rsZ0Eb2tlpSRt/i3oTfsq2+bZUtkWWBm4kcZRFQkAioIgIap1vMgA4ILT04eeDjb6+LHrt0cO/+U4IfUe83tsi3cZdlbctjF9aq32JU8Ez9jcL9QAdGBhBQjAgoSARUmrOA3mnys1HoxKORNQMv8u7ZI45c1zw4pN4E/89nCNtMj/8mnxwbGnpJ4BPn+8K2+v3uCChGBBQkAirNWUAHCJx5Lgx96Hw68vr8vcbAdfUiX5OO0LQawkbvxX2Pr8tFxl5QqGkvCts2jgwhoBgRUJAIqDRnAf3e+DazzGuFwUXCF5w9jIE36wsrrNfEWx9PifsewrORh2nam8K2l0SGEFCMCChIBFSaw+eBdtU1C3//qd1rAFdRv6PnWuFs+ye1O4wXZbZIdqy3Qdj0Kv/nUQHQLpExBBQjAgoSAZXmMKCF4Qvhc3pETsAUP17ql3a+Iyy8RptpvLg57jvMEDatoWklxrM3c76KjCGgGBFQkAioNMevhZ/asmbe8bfN019XEcDT76f0grCwsabpDy+usSbu/icKm1b0v/5cv+jIuNaTgGJEQEEioNLSfkNl8drOGZGFbwkLL/d/bu0eOhmp8bL4+xP/Zj8tsGBK9dDnzy7GDUgJKEYEFCQCKi3tgLY0vCuzLbJwiaDg3wMLvn+8ZfP7PrJzD+Yi4Zh91+CSXS/eeN5l3ZcIYwgoRgQUJAIqzWFAD6zeEPjyc8vTLS647omfAksmGN61NMadbyzNOf62LxJ5i+f0LcvJ/uAnoBgRUJAIqDRHAZ16ZZ7HU/Pv20ZWDAKX/2Jgof6At+qrjZELKwifQT05fRN4k6JWkQ+00lveE1CMCChIBFSak4D2Cct2rH6m0cv+pQfCB+ZP/UYc+7npvnfBgXYrejb4ref58ts1E1CMCChIBFSag4C+7YmpwsbAioV/v+bSO947ZB59cHiHC42Ble1cA69XMPedsd8r1hNQjAgoSARUmnOAFteJBVT9ybKnMPBDh2YRjIBiREBBIqDSnAN0voWfng6qLVoIAx14AJ0RAcWIgIJEQKU5B+j7VoC2Um3RTBj4sEOzCEZAMSKgIBFQac4BOtoK0E6qLe4WBr6h3Pf2ye9N2qYcYYqAYkRAQSKg0pIBdNujZ1aoeP7AqOM+X1kB+oHV9pt6n5aXd+yZnR4SBp7T9v1C2fttbZ/nH1Hm9k12J0hAMSKgIBFQaUkAOrdmyLwGS0yLi+vG+nniQYvtP6seWZ1vGlxlwAGrt9s+6rjwgNqrbM4wAOi6QW1bPjDOzrVNEBFQkAioIgLqb41+e5Ba5r+qR+gURh6zUX6exfYrK1l9VA0JOSHmU+ja1sIzOy4otjfFI4dL+odwPv2b+KMhIqAgEVBFBFQzPbbj7+Y1D4dPoK83LXTT4wsWW21vPAXOovJ3mB8O/3U10+pp+oqSiW0bn9Z88F7NqiOH9W8Hqq1I8NfL0ggoSARUEQHVtIKKhmd1otZNuyrP/7m01w5NWzr08ZcXWG6/MU8FqJ/QCcLggw3MK3tFVmy/Nmy15WX0R34wPrZeldivl60RUJAIqCICqmmrRdBirh86uGajevPvaqn99HjKCdcYvRW17vbw8qImkSVVrK5IOtJD2Ga1xQC8CChIBFQRAdW0b0XQ4j6AI7rV9Txxa2cMbxO16m5N2zu8020PdjYW3WTxLkeaCNuMSnSOWRkBBYmAKiKgmrZbOKhTPnJQp2T8rac3bPr0DvWmxUNOis+nx1PZOFTUJGrVi9roY6MW5W2PfaMjpwkDhib2+2VpBBQkAqqIgPq71LCpVXjRzvA1RTVmqDYsuMEOnx7xc21T84qyP43IiRk9J/adjlwmrHf0KvuMRUBBIqCKSjGgBcOuO6HBtYP3a9pUnabc8GGi4ssjS8pbHncP93ebfgqAPmBekTu4SuxoiwchH+lnrM7ZkMB/GtkbAQWJgCoqvYCuCj/8suESTXsiwtkr4ZXvGlw1le9iq/m0eXlVjD/hZ0etyrUYbnGm55GNxnu1TuQ/jeyNgIJEQBWVKkALR15ft+aFj28N/LzrhIhHNTdq2vigphfMjIy8Tvi8t176TgKz6u4UNoo+ihRbTYuT648cfjGyup58QlARUJAIqKLSBOimi0MCVZ/qf/GwAdZ9gZUrp3zyozFUvIZzqvSdnlIxKHw6Lb9S2Gj/jfEAfcbirY4c1oaHrhe9+keL1YgRUJAIqKJSBOihc3TQ/H8jn2CAVXXrB088PnKrOFa8Wmis5d4CDYym7z7h5xdntg+fYF9xsmmrknEtqkdvKFZmj8VbBa6F3/t+rwcGWJ/LjxgBBYmAKipFgL5qGHWNtk8kK/g4uHK9C4yxZwhr5Q/YHBtt32rjFvaV/SAvv62i/4f2K2M2XKsC1LPU4q14NyaMCChIBFSaDNDLDaJyN2+1gOtG40ZH3Yyl1Q5Z7i3Q7ormHVTfXlX/+aLgiMKf1lndPalAeIJn7FlMj1psEQC06Iu335xpdTMozAgoSARUUSkCVPy7+bNiqwPoxgnqq8vpC/sr3uoZ8/bdBgsuKr+qvN0Y2DTmOHzNoLnfPnDGsSfcMi28gR/QD4PfOlR/zub9m7I+AgoSAVVUigAtLxg1WTzOrneqMXhkhLXm8g+gmlbSRdy8wbabhVfDY0Yf3Lw/8uNK47NrvedrRs8j8HTjF8uGfm4b+mLhyOEBkbVtjxJBCShIBFRRKQL0ZIGoJdosC0A9wg3iZ54ZWFD5cZWf/j5ppn9WbfyDdpGwrwFRI8dclufJOXNw+Pag040/9qt//363M03TeFu8E2nH4Pgjy4w/9dXPCoGJgIJEQBWVIkA7GkIdX2ycPC8mnsFesmTkm9P3xX+74h0HRrdp3LjVSD+1Vwv7GmwaVRS552iTXaEFjxoj22lRn4ff0A7W0F/kBI+7HxH+6D85qf9Ysi4CChIBVVSKAL3GICh4puUHJwYtFQ/irE3xrbsL+zJf0N5XX94itOAcY2T5/dolJkCna5OEVz0Cw4+IdxxJdZrZEQEFiYAqKj2ArhIEeim4pGjBOyPmFTY2FltdApRQXxsaNzQdfRcv+gzKWlJWmM4SrbXoZ9UC7VnhZfPA+J/FAVaPFcGLgIJEQBWVHkDfFARqKSx/wVjcy2q7hNJvFZJnvn5puPDm3QMLDppBHCK+HKRpjwsvLw+M/128673ViaJ4EVCQCKii0gOoeN3lxcLyAv3Iz2m7Un7vwrCglaPuOCfcS8lzY3CJ+U/yXccZrzoUm7W/IzD8yHnGgvKWj/qEi4CCREAVlR5AXxZMaiau2HZ9aOGl6yJL1j/S5MTGHWYl9e4LO11w6pVPRd/XXrjy3nN9cIlwT5GT/C+nRv6kLxs8+PSj8M3siMCCI8Jn1Du1oyICChIBVVR6ABXvI9fbvGpWl2uuvH9KSeTlqPBJmu0KoveRdMOEN+8SXDI/6rSkL4JnMuW22BzaoJ2+tmFwFkf+Tz/T6bifHJtWRiOgIBFQRaUH0CLj4RtllF8iTinj/Ee9DcJXmNNCi56OvA6fGF/y1dCnh+vH13eeHV5bNXRq1ZHDG8IPAzlRdYdnpAgoSARUUekBVJumI6Y8WFQsPOVobiLve3D1+hLpyq76Pq+MLBoTPI1Kdmnmvu6BK6dyW4ZJPXJYKxrd+vRTmg/dbzkcMAIKEgFVVIoA1T4KXf2T00t5ttI84a/t++2/68xryvr/uu4qe6hnQfiLVk9jY0TRl28Pmyk/ILT/s9GT9cG8GxNGBBQkAipNfkf6bc9ed+7lPZapN39dAPQS22/6RPgrzVoWj+MIVvxq4Lmaxz+W5BF0AooRAQWJgEpL/KmcpoTzQj1n291otL5JHavbIYfatDj5m8kTUIwIKEgEVFqKgI4WAL3B//rg99/F/9QofG86MJU3l0ZAMSKgIBFQaSkCuqWMgeGL2tLW5TyecjfHOfK9VED3YvXQJCOgGBFQkAiotBQB1e7SLayx64Pwzery31VuMkEAtEZKby6LgGJEQEEioNKSA3RWr9bNO4wKnCO0K3IKZrlPl+n3ACm7SLXxRAKaeAQUJAKqiIAGW980pF+Zjls1bW+X4OfOS7/RbjFcvFm1+TIB0CZJT1wVAcWIgIJEQKUlAeh24271dVb5X++c/MaoHzStSHj2WznldZ3CQSSrp7qnHgHFiICCREClJQGo+Gijs40beW4UFnvWqHYwRh9W9kPVuKQjoBgRUJAIqLTEAS2oIko5Xl++WVysvg38U8a9QVSP8Uw6AooRAQWJgEqTAvr9w82atH51b+yKJSKUnr/py4sFWCvEuTXTG4agU9Ujk4qAYkRAQSKg0iSAFvcNPam45vSYVeYndDY3VtxpLL0lzrsKD+W4NJXZSyKgGBFQkAioNAmgPfXDQTGPFBIPopuOt6/UnyV/zAr1m5YIx5tyU7+zfUwEFCMCChIBlWYN6JJcHbjG0XedK6ouAtpHWPNJpdCyihPjvOk2cQ9xbleSTAQUIwIKEgGVZg1oTwG4BdErxSdu5Hwtrllztx/XYzuuiveme0VAVyY/eVkEFCMCChIBlWYN6FUCcK9Hr9x3gbGyQ9S64i2b7TztuI6xh3jHm5KJgGJEQEEioNKsARWeamlxrvvOtpF1rZPUr7ux+7bJ7UEZAcWIgIJEQKVZA3q9AOgIi/XfdT25oqfadeOSfdetNSN7r7I62X0oIqAYEVCQCKg0a0Bs2mZyAAARJklEQVSfEb7lVJ8Tn2SL64f2ftzsdOydgGJEQEEioNKsAd1inBTfOj3vu7P/2eXyG/XdmpadE1CMCChIBFSa5DzQsZEbJZ+w0a2ZOBgBxYiAgkRApcku5ZwevOVSTqtNbk3EyQgoRgQUJAIqTXotfPGs5/q9loZzNN2IgGJEQEEioNJSfaRHVkZAMSKgIBFQafYAnf/iY4NDj4ornNijY7fRB9M7qVQjoBgRUJAIqDQ7gC4OnVd/6XeaNq9h8Mda8a52z2wEFCMCChIBlWYD0HmRuyxVXfr5MeEfc8e6MblkI6AYEVCQCKi0+IAWNNTPCT3rVP3H6jtdmV5yEVCMCChIBFRafEDHeiwb5sr0kouAYkRAQSKg0uID2sUa0Cv6D5ywz5UpJh4BxYiAgkRApakAndf9umYPfHKLNaCBqg2OvttydkRAMSKgIBFQaXJAd4UfXFRLDqjH09mteSYUAcWIgIJEQKXJAN3zUjUVnHpZeT4TAcWIgIKEB+gff7mU/72sFi+rZ6VlzVNiFjV0a6KJZP07YSf5Lwq7o/BXOir/5XPqvyj3AP3Frf60fK/VlSw/bta5Pz9mWZFrU7Xfn0cyPQPH+6//f1QzPQfH+9V3ONNTcLzf/X8qZHoOjnfY96sj+3EP0Az/Cd/cjKTB5rExgI5xa6YJxD/hMeKf8CDh/QmfWUA355qRnHKH5QfSYG+4NdMEIqAYEVCQCKg0S0BnRCG59mQ5oC+7NdMEIqAYEVCQCKg0S0DHmY1ssFTup+esLDwVlIBiREBBIqDSLAH90mzkC+LVnHnRgk53a6r2I6AYEVCQCKg0S0APVRWFbHboQ+FVrZujAO3l1lTtR0AxIqAgEVBp1kfhHzV8LPvgQe0rwctLtKWDyomA3ubWVO1HQDEioCARUGnWgBY0jfDYPvBUzuLahpcDNe2g6RNoR7emaj8CihEBBYmASpNcynmwV/Auyid9HHr5us5l7d1+T03fgz7n1lTtR0AxIqAgEVBp0puJ7PjopVfnFUVeRe5pV31B4FVjwc+8te5MNJEIKEYEFCQCKs3uUznHnOvHskLHdcEXAwRAH07n7JKMgGJEQEEioNKUgM65v8l5rV/fH3qx9etlBeHl+0/T/exQnPYpJh4BxYiAgkRApSkA3Re+lXL9L2JWrT0ntKr862mdXLIRUIwIKEgEVJoc0JIbIp8yq6yIWVnwVvN6x186aHd6J5dsBBQjAgoSAZUmB1S4/Ki5W7NxKAKKEQEFiYBKkwMqXHGUu8mt6TgTAcWIgIJEQKXJAW0gHGqf6tZ0nImAYkRAQSKg0uSAivdODt01ec3rjz477ZBbM0shAooRAQWJgEqTA3q6AOjn/tfbbgveZrn+eLemlnwEFCMCChIBlSYH9AHDz0oFfj8j537mDHNrbklHQDEioCARUGlyQFeU1QHt43/ZQX9VLgsv3jRHQDEioCARUGmKE+mHRsS85ID/A6hwA5E+bk0u2QgoRgQUJAIqTXUp57jggfj8roFrOScI34he7Nbkko2AYkRAQSKg0pTXwhfOfnnQB1uDPw4TAD3BpbklHQHFiICCRECl2b0b0wcCoGeneU4pR0AxIqAgEVBpdgFdKQB6d5rnlHIEFCMCChIBlWYXUO1S81mhWR0BxYiAgkRApdkG9JuKET/vS++MHIiAYkRAQSKg0mwDqs2tFzqPvkthWifkRAQUIwIKEgGVZh9Q7cCbtzS59qFl6ZyNQxFQjAgoSARUWgKA4kRAMSKgIBFQaQQUIwIKEgFVREAxIqAYEVCQCKg0AooRAQWJgCoioBgRUIwIKEgEVBoBxYiAgkRAFRFQjP5/e3cfI0V9x3H8p/WprZoGE21MU2NabK1NGkuMsakaGx+w6fdYHo5DnioggihYQFROgmdTQVFrVFBSRVoTBUJ9iEXSRvRa6kPPilLBKrUYFBW8BT0QOTiOm+7s7h17sDO9TMj95rP7fv0z85tl4tds9s3OPkFANRBQEQQ0EgHVQEBFENAYBFQDAdVAQEUQ0EgEVAMBFUFAYxBQDQRUAwEVQUAjEVANBFQEAY1BQDUQUA0EVAQBjURANRBQEQQ0BgHVQEA1EFARBDQSAdVAQEUQ0BgEVAMB1UBARRDQSARUAwEVQUBjEFANBFQDARVBQCMRUA0EVAQBjUFANRBQDQRUBAGNREA1EFARBDQGAdVAQDUQUBEENBIB1UBARRDQGARUAwHVQEBFENBIBFQDARVBQGMQUA0EVAMBFUFAIxFQDQRUBAGNIRHQDx6bOeOBdZ2rDa+/F/unCagGAiqCgMZIfUC3rF55Ux+Xc/SYD8LlnL65/e/fuTX6DAKqgYCKIKAxUh7QjRNOdF3O3ZzddF5x/4IPI88hoBoIqAgCGiPdAV17mis1I5vp2h8WeRIB1UBARRDQGKkOaPOPu/XT9Wk8omv/iFeiziKgGgioCAIaI9UBfcIdZGzJ/uyoswioBgIqgoDGSHVAaw4O6EUl+6OjziKgGgioCAIaI80B/firBwf00pL9oVGnEVANBFQEAY2R5oAuPLifx04vWZzQFHEaAdVAQEUQ0BhpDuiwgwNat/qIktWZW8qfRkA1EFARBDRGmgN60UH9/Oa67ODS9aLypxFQDQRUBAGNkeaAXt69nz94NZv94LslByI+CkpANRBQEQQ0RpoDOrUklt8b9mj+25szSo6dX/40AqqBgIogoDHSHNDVR3a18qTOb27eUhLQn5U/jYBqIKAiCGiMNAc0e1VXKx/sPLS4JKATyp9FQDUQUBEENEaqA7pldKGUx8ztOrSp5MdFVpY/i4BqIKAiCGiMVAc0m31uWN+Tz5rwWsmRuV39zEScQ0A1EFARBDRGygNaxtTiZ0EvifpBOwKqgYCKIKAx9AKaXZk52Z1w4SPNUbcTUA0EVAQBjSEY0P+HgGogoCIIaAwCqoGAaiCgIghoJAKqgYCKIKAxCKgGAqqBgIogoJEIqAYCKoKAxiCgGgioBgIqgoBGIqAaCKgIAhqDgGogoBoIqAgCGomAaiCgIghoDAKqgYBqIKAiCGgkAqqBgIogoDEIqAYCqoGAiiCgkQioBgIqgoDGIKAaCKgGAiqCgEYioBoIqAgCGoOAaiCgGgioCAIaiYBqIKAiCGgMAqqBgGogoCIIaCQCqoGAiiCgMQioBgKqgYCKIKCRCKgGAiqCgMYgoBoIqAYCKoKARiKgGgioCAIag4BqIKAaCKgIAhqJgGogoCIIaAwCqoGAaiCgIghoJAKqgYCKIKAxCKgGAqqBgIogoJEIqAYCKoKAxiCgGgioBgIqgoBGIqAaCKgIAhqDgGogoBoIqAi9gH62rZd83tLSW/+p3tPW6nuCw6+l5XPfIxx22zt2+h7hsNve0rLd9wyH3c6Ow/P/1HsB7TUD+53jewT0wOZ+/a73PQN6YFm/fst8z6CCgKK3EFARBLTnCCh6CwEVQUB7joCitxBQEQS05wgoegsBFUFAe46AorcQUBEEtOcIKHoLARVBQHuuEgL6r6Ym3yOgB/Y0NW3wPQN6YGtT01bfM6iohIACgBcEFAASIqAAkBABBYCECCgAJKQd0I5r7u/cfbN+6Li7eZM3jXYsvmbI6PrnOwqrFZOHTHnoM78Toaw1DVfVTp5f/L2h1ofH1d68tN3vROmnHdC1dk9x75kBVjvYBv3V6zgo56ORZqOGmc0KH4xtd5kNr7ExG31PhUMsNhs4PmND3gkX2SlmuTtu5k7fU6WcdEDfHdsZ0HVW09i+9xnLfOR3Ihxqql27KQheH2mP5xZLbNR/gh132dX7fI+Fg2yoyaxqC3bdaVeHf9PV283Z4ONJdq/vsVJON6C75ow36wzo7PyjM7jP7o87BR68Y3X5C/YmuyL3BLTO3srtt02yRr9T4RDzbWm4aa2zTeG9dkX43HNrpqbZ81gppxvQz0aMGFFbDOiujH0Sbt+y4R1eh8IhVtid+e3+wbYleM3G5BdP2O0+Z0IZN1r+2j2Ybi8FwaLiI2umPetzpvTTDWhoRfFuXmfj89v2WuM7aCmzfMzyws5Q+ygXzsIlwrs21uNIKKdp9ZfhpmO4rQ+v4BvzB5dzDR+vMgL6F6svHBhvazyOgxhv2bD24B57Ir/IWs1ez/OgrNYFdl3uKu5KW5dfNtoNngdKucoI6NM2p3BgWnj5gRTKjgvb+Wv7U361x6zF80Ao444JGZsd/sOTteELoTn/tEl+J0q7ygjoss4LjVn2gsdxEKXjheE2uz28f1YVDgywT/1OhHJmjTCbvDa3kyneP2/bOL8TpV1lBHSlzS0cmGb8sl0KbZxhNb8Lr9nn2Yr8gdwz0N1+R0J5u5+syfw7CEZ1PQP9leeBUq4yAvqPztdAr7b3PI6DstqXZGzq2/ndh21JfrvNan1OhBgL7Y4guD58JykIXwO9zfM4KVcZAd1gE/PbjqG23ec8KKPtFhu+qvjpsj/agvz2PZvgcSKUsfPlNwo7r9iUILjVVucXT9l8jzMJqIyAfjHAwle+g3dtNJ8DTZu7bGrXV9+bip83Wx4+y0GafGq1hcdOo80KPwda+LzZrfacz6HSrzICGtTb0+FmkT3mcxyUsdF+uatr0Vpr/81tOqbZm/4mQjkdI4r3yTxbFH6yevSe3P6OQYN3xZ9W7SokoGts8Ibc85sBA/gcfdostMf3F+VWf7CJO4KO39t4rhTS5jEbtz4I9j5utVtyqxtsXnuwZ6bd53uslKuQgAaPmF033vjeWfrcbF225R6fMywzfXjxF3+QJm25e6ruqgE2JP/q5ycjrW7GYJvArzHFq5SABo3Ta+vqX/c5DMoa0y2gQduSiYNGztvseyocqv3Z6VfUTp2fLay2P3DlwHGLvvQ7UvppBxQAPCKgAJAQAQWAhAgoACREQAEgIQIKAAkRUABIiIACQEIEFAASIqAAkBABBYCECCgAJERAASAhAgoACRFQqHuzf/9NvmdAlSKgULfKufW+Z0CVIqBQR0DhDQGFOgIKbwgoFO188u7fPp3/93rWN4x2blLD0mBXQ8OLxVtfamj41ONwqB4EFHr2zjrO5Rw7szUIlrq8TBCc4S4s3n6ZO3W/z/lQNQgo5Ozrnyvm6Wcc5dzl+w48Aw3q3ZHN+duzR7lpnkdElSCgkLPQucs+CYLNlzu3KDjwGuga5x7J3/6Qc2/4nA/Vg4BCze5T3U/3hTtffNudF5S8iXS6+3l+e6E709twqC4EFGoWO7eysHfTcX32lwT0BnfMjtzm4yPdb/xNh6pCQKHmRnd8R+m6K6CvOrckt7nXufd9zIUqREChZqA7q9u6K6Ad33K1uc257icepkJVIqBQc7a7uNv6wAfpp7jjW4P3nVvgYSpUJQIKNf3d2d3WBwL6N+eeDea6o7MepkJVIqBQM9l9o7jXvGLFjtKA7j/FjQl+5H7hbTRUGwIKNQ849/fC3hz3lZ3dvgs/0Z20rvBOEtAbCCjUNJ/oLs6/Db+7rzsn6BbQ5527wB3/pb/ZUGUIKOTc7lxNcy6kGecWB/mAri7esu8k59woj6OhyhBQyNl9aS6TfX94rHODwuVa504belvhprG5W/7sczZUFwIKPR1zjgp/genrc/aGq/bzC7/GFHrOuVPafY6G6kJAoWjbsnkLXtxeXOx76o75LxePO3e9t6FQfQgoKsmjzr3mewZUEQKKSnKB6+t7BFQTAooK8rxzt/meAdWEgKJSfHjt2D7ua82+x0A1IaCoFOvDd+YX+p4CVYWAolJsyXznkpW+h0B1IaAAkBABBYCECCgAJERAASAhAgoACRFQAEiIgAJAQgQUABIioACQEAEFgIQIKAAkREABICECCgAJEVAASIiAAkBC/wPeMYUpH/FiMAAAAABJRU5ErkJggg==" width="672" /></p>
</div>
<div id="zadanie-3-1" class="section level2">
<h2>Zadanie 3</h2>
<pre class="r"><code> ?geom_jitter</code></pre>
<p>paremtry width i height</p>
<pre class="r"><code> ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
geom_jitter(position='jitter')</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code> ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
geom_count(position='jitter')</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code> #' obie funcje pokazują zagęszczenie, geom jitter, rozsuwa je aby było widać kazdy punkt.
#' geom count pokazuje zagęszczenie przez parametr size.</code></pre>
<p>Zadanie 4</p>
<pre class="r"><code>?geom_boxplot</code></pre>
<p>domyślne dopasowanie dla geom_boxplot to ’dodge2</p>
<pre class="r"><code>mpg %&gt;%
ggplot(aes(x=cty, y=factor(cyl))) +
geom_boxplot()</code></pre>
<p><img 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