Newer
Older
{
"cells": [
{
"cell_type": "code",
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
"outputs": [
{
"data": {
"text/html": [
"<style>\n",
"\n",
" @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
"\n",
" @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
" @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
"\n",
" @import url('http://fonts.googleapis.com/css?family=Lato');\n",
" @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
"\n",
" @import url('http://fonts.googleapis.com/css?family=Lora');\n",
"\n",
"\n",
" body {\n",
" font-family: 'Lora', Consolas, sans-serif;\n",
"\n",
" -webkit-print-color-adjust: exact important !;\n",
"\n",
"\n",
"\n",
" }\n",
"\n",
" .alert-block {\n",
" width: 95%;\n",
" margin: auto;\n",
" }\n",
"\n",
" .rendered_html code\n",
" {\n",
" color: black;\n",
" background: #eaf0ff;\n",
" background: #f5f5f5;\n",
" padding: 1pt;\n",
" font-family: 'Source Code Pro', Consolas, monocco, monospace;\n",
" }\n",
"\n",
" p {\n",
" line-height: 140%;\n",
" }\n",
"\n",
" strong code {\n",
" background: red;\n",
" }\n",
"\n",
" .rendered_html strong code\n",
" {\n",
" background: #f5f5f5;\n",
" }\n",
"\n",
" .CodeMirror pre {\n",
" font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
" }\n",
"\n",
" .cm-s-ipython span.cm-keyword {\n",
" font-weight: normal;\n",
" }\n",
"\n",
" strong {\n",
" background: #f5f5f5;\n",
" margin-top: 4pt;\n",
" margin-bottom: 4pt;\n",
" padding: 2pt;\n",
" border: 0.5px solid #a0a0a0;\n",
" font-weight: bold;\n",
" color: darkred;\n",
" }\n",
"\n",
"\n",
" div #notebook {\n",
" # font-size: 10pt;\n",
" line-height: 145%;\n",
" }\n",
"\n",
" li {\n",
" line-height: 145%;\n",
" }\n",
"\n",
" div.output_area pre {\n",
" background: #fff9d8 !important;\n",
" padding: 5pt;\n",
"\n",
" -webkit-print-color-adjust: exact;\n",
"\n",
" }\n",
"\n",
"\n",
"\n",
" h1, h2, h3, h4 {\n",
" font-family: Kameron, arial;\n",
"\n",
" }\n",
"\n",
" div#maintoolbar {display: none !important;}\n",
" /*\n",
"\n",
" div#site {\n",
" border-top: 20px solid #1F407A;\n",
" border-right: 20px solid #1F407A;\n",
" margin-bottom: 0;\n",
" padding-bottom: 0;\n",
" }\n",
" div#toc-wrapper {\n",
" border-left: 20px solid #1F407A;\n",
" border-top: 20px solid #1F407A;\n",
"\n",
" }\n",
"\n",
" body {\n",
" margin-botton:10px;\n",
" }\n",
" */\n",
"\n",
"</style>\n",
" <script>\n",
"IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
" return false;\n",
"}\n",
" </script>\n",
"\n",
"\n",
"<footer id=\"attribution\" style=\"float:left; color:#1F407A; background:#fff; font-family: helvetica;\">\n",
" Copyright (C) 2019-2022 Scientific IT Services of ETH Zurich,\n",
" <p>\n",
" Contributing Authors:\n",
" Dr. Tarun Chadha,\n",
" Dr. Franziska Oschmann,\n",
" Dr. Mikolaj Rybinski,\n",
" Dr. Manuel Weberndorfer,\n",
" Dr. Uwe Schmitt.\n",
" </p<\n",
"</footer>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
"source": [
"# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning)\n",
"warnings.filterwarnings(\"ignore\", message=\"X does not have valid feature names, but [a-zA-Z]+ was fitted with feature names\", category=UserWarning)\n",
" \n",
"warnings.filterwarnings = lambda *a, **kw: None\n",
"from IPython.core.display import HTML\n",
"\n",
"HTML(open(\"custom.html\", \"r\").read())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 6: An overview of classifiers, Part 1\n",
"\n",
"<span style=\"font-size: 150%;\">Nearest Neighbors and linear-based methods</span>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This script gives a quick hands-on overview of **how different types of classifiers work, their advantages and their disadvantages**. This should give you an idea of a concept behind each classifier type as well as when and which classifier type to use.\n",
"\n",
"For the sake of visualisation we continue with 2 dimensional data examples. For different classifiers we'll be looking at their decision surfaces. Let's start with some helper functions for that:"
]
},
{
"cell_type": "code",
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"\n",
"def samples_color(ilabels, colors=[\"steelblue\", \"chocolate\"]):\n",
" \"\"\"Return colors list from labels list given as indices.\"\"\"\n",
" return [colors[int(i)] for i in ilabels]\n",
"\n",
"\n",
"def plot_decision_surface(\n",
" features_2d,\n",
" labels,\n",
" classifier,\n",
" preprocessing=None,\n",
" plt=plt,\n",
" marker=\".\",\n",
" N=100,\n",
" alpha=0.2,\n",
" colors=[\"steelblue\", \"chocolate\"],\n",
" title=None,\n",
" test_features_2d=None,\n",
" test_labels=None,\n",
" test_s=60,\n",
"):\n",
" \"\"\"Plot a 2D decision surface for a already trained classifier.\"\"\"\n",
"\n",
" # sanity check\n",
" assert len(features_2d.columns) == 2\n",
"\n",
" # pandas to numpy array; get min/max values\n",
" xy = np.array(features_2d)\n",
" min_x, min_y = xy.min(axis=0)\n",
" max_x, max_y = xy.max(axis=0)\n",
"\n",
" # create mesh of NxN points; tech: `N*1j` is spec for including max value\n",
" XX, YY = np.mgrid[min_x : max_x : N * 1j, min_y : max_y : N * 1j]\n",
" points = np.c_[XX.ravel(), YY.ravel()] # shape: (N*N)x2\n",
" # points = pd.DataFrame(points, columns=[\"x\", \"y\"])\n",
"\n",
" # apply scikit-learn API preprocessing\n",
" if preprocessing is not None:\n",
" points = preprocessing.transform(points)\n",
"\n",
" # classify grid points\n",
" classes = classifier.predict(points)\n",
"\n",
" # plot classes color mesh\n",
" ZZ = classes.reshape(XX.shape) # shape: NxN\n",
" plt.pcolormesh(\n",
" XX,\n",
" YY,\n",
" ZZ,\n",
" alpha=alpha,\n",
" cmap=matplotlib.colors.ListedColormap(colors),\n",
" shading=\"auto\",\n",
" )\n",
" # plot points\n",
" plt.scatter(\n",
" xy[:, 0],\n",
" xy[:, 1],\n",
" marker=marker,\n",
" color=samples_color(labels, colors=colors),\n",
" )\n",
" # set title\n",
" if title:\n",
" if hasattr(plt, \"set_title\"):\n",
" plt.set_title(title)\n",
" else:\n",
" plt.title(title)\n",
" # plot test points\n",
" if test_features_2d is not None:\n",
" assert test_labels is not None\n",
" assert len(test_features_2d.columns) == 2\n",
" test_xy = np.array(test_features_2d)\n",
" plt.scatter(\n",
" test_xy[:, 0],\n",
" test_xy[:, 1],\n",
" s=test_s,\n",
" facecolors=\"none\",\n",
" linewidths=2,\n",
" color=samples_color(test_labels),\n",
" );"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the latest version, `sklearn` offers its own method for visualizing decision boundaries: `DecisionBoundaryDisplay`. Documentation for this method can be found here: https://scikit-learn.org/stable/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.html."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nearest Neighbors\n",
"\n",
"The idea is very simple: to classify a sample $x$ look for **$N$ closest samples in the training data** (by default, using the Euclidean distance) and take **majority of their labels** as a result.\n",
"\n",
"This method does well where the fast linear classifiers would fail, such as with the XOR dataset:"
]
},
{
"cell_type": "code",
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.436266</td>\n",
" <td>-1.768324</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -1.539782 0.950822 True\n",
"1 0.436266 -1.768324 True"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"\n",
"df = pd.read_csv(\"data/xor.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 302,
"width": 324
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"features_2d = df.loc[:, (\"x\", \"y\")]\n",
"labelv = df[\"label\"]\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(features_2d.iloc[:, 0], features_2d.iloc[:, 1], color=samples_color(labelv));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You will find the Nearest Neighbors method in the `sklearn.neighbors` module."
]
},
{
"cell_type": "code",
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>324</th>\n",
" <td>-1.626442</td>\n",
" <td>0.916387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252</th>\n",
" <td>-0.215871</td>\n",
" <td>1.994580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>441</th>\n",
" <td>-1.223902</td>\n",
" <td>-0.047145</td>\n",
" </tr>\n",
" <tr>\n",
" <th>427</th>\n",
" <td>-0.721214</td>\n",
" <td>-0.288944</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>0.352416</td>\n",
" <td>-0.882718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>320</th>\n",
" <td>-0.040543</td>\n",
" <td>0.806787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>-1.115884</td>\n",
" <td>-0.559744</td>\n",
" </tr>\n",
" <tr>\n",
" <th>484</th>\n",
" <td>1.243760</td>\n",
" <td>0.912272</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>-0.662044</td>\n",
" <td>0.235050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>265</th>\n",
" <td>0.225206</td>\n",
" <td>0.693330</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>375 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" x y\n",
"324 -1.626442 0.916387\n",
"252 -0.215871 1.994580\n",
"441 -1.223902 -0.047145\n",
"427 -0.721214 -0.288944\n",
"70 0.352416 -0.882718\n",
".. ... ...\n",
"320 -0.040543 0.806787\n",
"15 -1.115884 -0.559744\n",
"484 1.243760 0.912272\n",
"125 -0.662044 0.235050\n",
"265 0.225206 0.693330\n",
"\n",
"[375 rows x 2 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" features_2d, labelv, random_state=10\n",
")\n",
"X_train"
]
},
{
"cell_type": "code",
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train score: 97.33%\n",
"test score: 93.60%\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAApcAAAJiCAYAAACSM+k7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOyddXhc55m37zM80oCYWbZlycxsx4khcZiTptxuecv9SrvbdtvdLnV32y2lTGmShtmJ7TiOIWa2ZNmSJYtZwzxzvj9kyTqaGTGM5HNfVy5F5z3wjjwz53ee93l+jyCKIjIyMjIyMjIyMjLjgWKqJyAjIyMjIyMjIzNzkMWljIyMjIyMjIzMuCGLSxkZGRkZGRkZmXFDFpcyMjIyMjIyMjLjhiwuZWRkZGRkZGRkxg1ZXMrIyMjIyMjIyIwbsriUkZGRkZGRkZEZN2RxKSMjIyMjIyMjM27I4lJGRkZGRkZGRmbckMWljIyMjIyMjIzMuCGLSxkZGRkZGRkZmXFDFpcyMjIyMjIyMjLjhiwuZWRkZGRkZGRkxg1ZXMrIyMjIyMjIyIwbMSEuBUFIFgTh44IgvCAIQpUgCG5BEKyCIBwQBOFjgiCMaJ6CIOQIgvA7QRCaBEHwCoJQKwjC/wqCkDhRr0FGRkZGRkZGRgYEURSneg4IgvAp4BdAM7AXqAPSgfsAM/Ac8KA4jMkKglAMHALSgJeAi8BKYDNQCawTRbFzAl6GjIyMjIyMjMwNT6yIy5uBeOA1URRD/bZnAEeBXOABURSfG8a53gS2AZ8XRfH/+m3/b+BLwOOiKH5qnF+CjIyMjIyMjIwMMSIuB0MQhG8B/wL8VBTFvx9i3yKgGqgFigcIVSM9kVEBSBNF0TnK+dQApmvXkJGRkZGRkZGJZQoAmyiKhZN1QdVkXWgM+K/9DAxj35uv/Xyrv7AEEEXRLgjCQXqimquBPaOcj0mv0yWVzCpMGuXxMlEQAz58nfUQ4YFHZUxGGS+nzM5UQj43AUszYig09M7XEFRq1IlZCEr1mK8fdNkI2NrCr6HWoknKAUEY8zX64xc043o+maHx+oM4PH6CIRG1UoFBr0atnPyygy6HF4fH3/e7SqkgPUGPQhBweQM4PX5CoohapcSoU6NRKXD7ArTbPJLzpJv1aNXKyZ6+zDSk+vIlPB73pF4zpsWlIAgq4IPXft05jENKrv28FGX8Mj3icg5DiEtBEE5EGdKVzCrk0GtPD2M6MiOh9bX/xX5ud8Qxhd5I4Wf/hKAau5CQiS08LVU0PvENRH96+KCgQKGNI+RxRDxWnZBM9gf+E1V8wqivH/J7qf3Zhwh5It+oU2/9KObFt476/JFoUOeN6/lkBmf32QZePFor2aYQBD5ycwlLClMmbR4ub4Bv//Uo/uD1h6i/21LKwvwk/rzvEker2iX7KxUCn9hayrzcJH61q5yzV7v6xpYVp/KRzSXIyAzFvds3ceHcmdrJvGZMVIsPwr8B84HXRVF8cxj7m6/9tEYZ792eMMZ5yUwA3paqqGMhtx1/hMiSzPRGDAZoefHfEP3SqIwudz4Z936L4q8+T9EXn6LwC0+StOmDqBMzJfv5Lc20v/nzMc3B01QZVbwCuK5Ee86UmQ60Wd28NEBYAoREkSfevYzHN5xFsfGhqsUqEZYJ8Rrm5yVR0WAJE5YAwZDIX/dXEQyF2FAqfe+X13eF7S8jEyvEbORSEITPA1+hp9r7A+N12ms/h0w0FUVxWZR5nQCWjtN8ZPqh1BsHHVdo4ydpJjKThfPyYQKWFsm25Js+TMKq+wERd0MFjnN7cFYfJei0AAJKQzJBx3XDB+el9/BbWlAnZIxqDkM7nY3vkrjM5HKiuj3qF77HH+R8fTfLi1MnZS52t1/y+5xMM0qFwIkr4cKyF6vLR3WLjZKsBMl2ty9IMBRCqYitGJEvEORMbSetVjeJ8VqWFqWg18Ss1JCZIGLyX1wQhM8CPwbKgVtEURzuI1pvZNIcZdw0YD+ZGMI4bzPuunMRx+KKlo1p6VMmNrGefF3yu6FsE4mrH8DbVkvLS/+Ov7N+wBFij7BUKCEU7NtmPfUGKZs/Mqo56LJKUMSZCbkify3Ez141qvPKxAauISKTbu/kRS6DIanMVV3L+fQFBs819gVCKBQCKoVAoN85giGRKUgbjUpDp4NfvFmO1eXr2/bi0Ro+vqU0TBzLzGxi6G3ZgyAIXwR+CpwHNoui2DL4ERIqr/2cE2V89rWf0XIyZaYQ44JbiC9ZF7ZdZUwhddunp2BGMhOJ39qGu+6sZFvi6gcJeV00Pf2PEYRlP/qEZQ/2c3sYrfOFoFKTsvmjEcd02aUYyzaO6rwysUFB6uArIgVpg4+PJ3FaaTynqcsFQHGGKdLuQE/eZX6qkTarWyIsVQphSgqSohEMhfjVrgqJsISeCOuvd1Xg9PijHCkzE4mpyKUgCF+nJ8/yNLBVFMWOEZ5i77Wf2wRBUESwIloHuIHD4zBdmXFGUCjJuOfrOC8dxnHxACG/B33ufEyLtqHUGaZ6ejLjjG+AeNSkFaFNK8B66nWCzu4RnSvoshDy2FHqo9+kB8O04BaUcWa6Dz+Lt6UKpd6Icf7NJK5+YFyq0WWmjkUFyWQk6GmxhFfLzstNJDdl8r5bBl6rtt3Os4eryUs2kGTQ0OXwhR2zaV4WRr2aPWcbws4ljLOLwVgor++my+GNOObxBzle3c6meVmTPCuZqSJmxKUgCP8I/DNwAtg22FK4IAhqoBjwi6JY3btdFMVqQRDeoqci/LPA//U77Hv0GLU/PlqPS5mJRxAUGErWYihZO9VTkZlgQl6X5PfenElvW82wjhdUGsTA9ZtxyOsatbgEiC9eTnzx8lEff6MRComUN3RT3+nAoFOzpDAFgy72hLhKqeBzt83nif2XqWiwAKAQYFlRKg+vK57UuaSb9czKMFHVYuvb9s75ZgDMcRqK001cabUhAnqNkpvmZXHbkjwsTi8HLkoX8dbNHV2O8UTRaY8sLPvGowhPmZlJTIhLQRA+RI+wDAL7gc9HeCKrFUXxD9f+PxuoAK7SYw7an8/Q0/7xJ4Ig3HJtv1X0tH+8BHx7/F+BjIzMSFGopF6PvRXbyriE4Z1gwDK4oNKOx7RkhoHF6eXnOy/Q1H39AeH5wzV8YNNslhZNTnHMSEiI1/LZW+fTZffQ7fSRatJhipsar9E1JekScdmL1eVDoRD450eW4w2ESDboUKsUdNg9/PLNcjz+66kgcVoVS4smz0JpOKSadYOPmwYfn0hCIRGFInaivDcCMSEugV7XeCXwxSj77AP+MNSJrkUvl9MjVm8FdtDTmecnwPdGUBx0wxL0OHCUv0vA3o46MRvD3PUoNFP3xSAzM1EZpTdHd2M5QZcV0/yb6T70NIjRixw06bPwtV63rhKU6iHdBmTGjiiKODx+frvnokRYAviDIf6w9xI5yQbSzPopmuHgJBl1JBmn9rvMH4yeG9zt8HKqppMlRSnUtNk4crmNE9XtklxLgM3zstCoYstAvTQ7kVSTLszsHSBOo5q0ivxeQiGRvecbebe8mU6Hl8R4LetLM9iyMAelLDQnnJgQl6Iofhf47gj2r2UQfxBRFOuB0ZWO3uC4ak7S/MIPEX3X85M69/2RrAe/izZjcpeQZGY2mvRCVAkZ162IggGsp98kae1DpG7/DO1v/mxAdFJAnZSNecltuK6ewdd6fSR+9moEZUx8nc1YLtR38fKxWhq7XFH3CYkihy62cM+qSesyN+3osoeLr/48f6SG549ETw2Zn5fE9sW54z2tMaNQCHxyWxm/fLOcjn6v0aBT83dbSifdjuipg1Ucqrz+JdHt9PLK8au0dLv4kGw+P+HI38YyfQTdNpqf/9cwQ+ugs5vm539A/id/Ld/AZcYNQVBgXrKDzr2/69vWfehp4goWYV58K/rcedjO7ibg6ESTkodp4VZU8YnYzu7GVXVUci7z0h2TPf0xkeOvi7g9Vjv3XKjv4pdvlUfqzBpGxxDi6UYnZQyR00X5yXxo85yYXeLNSIjjHx9cyvm6btqsbhINWhbmJ016lLW52yURlv05Vt3OzQuyJ7WQ60ZEVgoyfdgv7AsTlr0EbO24rpyQPf9kxhXTwi107X8CMdCT7C8GvDQ++S2S1r8P06LtEu9Kv7WN9l2PYz3xiuQcmpQ8dLnzJ3XeNxqvnqgblrCEsYmnG4GlRSm8eKwW1wj8NZMNWjbPz2ZjWWbMCstelAoFiwqSp3QO5Q2Du01cqO+WxeUEI4tLmT4C1shPer34rXL7RZnxRak3kXLLxyQtHEW/l869v6dr/1/R5y9EqTfht7biaSgPz8NUqki99XMxZcky0/D4AtR3RG+P2R+FILA2xqqYYw2dRsUntpbyq10VEoGpVSlIMenx+AP4AyH0GhUZiXGsmZNOWU5izIvKWGKov5T8dTHxyOJSpg91UvYQ47JHmcz4Y16yg4C9s6eIpx9iwIur+lj0AxVKMu78Kvqcsgme4Y2NQiEgCGHF+WFoVArev3FOzBbzxBKzMsz888PLOVXbSZfdQ6pJz+LC5Jgr0pmuzMtLGjxvNTdpEmdzYyKLS5k+DKUb6dz3J0Iee9iYOimHuILFkz8pmRuC5I0fQGVIomPPbxCDQ3fyUMaZSb/ra/J7coLo7XYkCAIalZJ5OYmcr4+81FiUbmTlrDSWFKYQH4M+lxOBLxDE6w9h0KlGHTXXaVSsmZM+zjOTgR4/0ZvmZfLOheawsbUl6WQnx0/BrG4sZHEp04dSF0/mg/9Ey/P/KumQok7MIvOBf0RQxM5TtSiK+DrqEP0eNCn5slXSDMC89Hbi56zFdvYtbKd3ErC1h+2jSSvCvHQHxrKbZuS/eaRCn8ks8mmxuHjtRB3n67oQESnLSeT2pfncs7KQmjY7zgF5gmlmPZ/YWhaT5unDJRAMcby6nXNXuwiJInNzElg9Ox2tOvz7zuL08sKRGk7VdBISRZKNWrYtymVtSbqcmhFj3L+6iPSEON4tb6bD5iHZqGV9aSYbyzKnemo3BMJo+/HeqAiCcGLx/NKlh157euidhyDkdRGwd6I0JKHUxc6TVCjgw1V1FL+1DU1yDnFFy2JKWHoaL9K286f42msBEDR6ElfdR+LahxGE2Om1KzN6xFAQT+NFAvYORL8XhTYOdWIWmrTCG+4mPlnistXq5kcvncHlkwpIjUrBl+9ciF6jYvfZBi42WlAqBBbmJ3PLguxpHa30BYL8bOcFqgeYmmckxPGF2xdg1F9/bW5fgH9/8TQdEXwc71tVyM0LBk8rkpGZKu7dvokL586cFEVx2WRdU45cTgEhn5uOPb/Gfn5vzxKgUoWx7CZSt3wChTZuqqeHQqXBMHf9VE8jIn5LC41P/6PEh1P0uena/wQISpLWPhTxOF9HHa6aU6BQEF+8oq/VoExsIiiU6HPnTfU0bih2nqwLE5YAvkCIV0/U8altZTy8btYUzGzi2H22MUxYQk8E9+VjtTy2cXbftkOVrRGFJcAbp+pYX5oh50zKyFxDDvNMMqIo0vLCD7Gdeet6blkwgP3cbpqf+z5yJHlwLMdflghLydjR5wn16zUNPRGw1td/TN1vPkPHnl/Tsetxrv7y7+h45w/y31pGph/n66M3Lyuv71kynmkcq4rugHHiSjuhfp1xLjVZou7r9gWHXVEvI3MjIEcuJxlP40VcNScjjrnrzuGuO0dc/sJJntX0wdNUGXUs5HHg72pEm3a9O0j3keewn901YE8Ry+Fn0STnYlpwywTNVEZmenGjpRsAYTmk/fEFQgRCITTXUoKGahmoVAwvVhMSRQLBEGqlYlr+zcvru3nzdD01bTZ019o67liaN63zbmXGH1lcTjKehguDj9dfkMXlIAyVNqDQXs9dFUUR64lXo+5rPfGqLC5lJpSg24bt7G4clQev549q4tAk52BccAuGkrUIyti4Kc/LTeRYVXgRVc9YEoppKISGIi/FwMVGS8SxjIQ4yTL3ooJkzl6NHN1NNGjJG8KU2xcI8sbJeg5WtuDyBkgyaNk8P4tN87Kmzd/25JV2fv92Jb3xXJc3wLvlzVxutvKVOxeim+QWjzKxi/xOmGQEtXbw8RlYATueGMtuwl1zKuKYLqcMtTmt73cx4CXoiL7U5+9uGvf5ycgABBzddL77Jxzl+xAHpGqEPA4CtjZcNSfpiEvAvOx2Elc/MOUi87YleVyo7w7rHKNVKbhjWf4UzWpi2booh8pGC5EW/LctypH8vrw4lSOX27jUZJVsVwgCD60pGtTkPCSK/GpXhUTIdjm8PHe4hi6Hl/tXF43lZUwKwZDIC0dqI/6tetstykVNMr3IOZeTjGHOWohWeS0IGErWTe6EphnGeTcRP2dN2HaF3kTq9s9ItgkqLcq4hKjnUplljzmZ8cfbfpWGP30Z+9ldYcJyIEGXha79T9D09HcIepyTNMPIpJn1fOWuRSwrTkWjUqBR9bTx+/Jdi2asL2BJVgIf3lyCqV9VeJxGxYNrilg5O02yr1Kh4NPb5nHPygKyk+JIjNeyuCCZL925gAX5g7c7vNhoiRohfedCE12O2O/H3tztpNvpjTo+WM6uzI2HHLmcZFTGZFI2f5SOPb8OG0ve9CFJ5E0mHEGhJOOeb+C4eABH+buEfG50OaWYl96OyiDtuiAIAqYlt9F98MmI5zIvuW0ypixzA+G3tND05LcJuiwjOs5dd5bmZ79H1iM/QKHSTMzkhkG6Wc9HNpdM2fWngmXFqSwuTKa2zYEoiuSlGqJWfatVCrYszGHLwpyI49GoGKTXtShCZZOVNXPkVSuZmYMsLqeAhBV3o0ktwHryNfyWZtTmdMxLbyeucMlUT21aICiUGMs2YSzbNOS+SWsfwtd+FeelQ5LtpiW3YVq8faKmeMMR8rkRQ0GUusHzzmYyohii+fl/DROWKlMq5iU7iJ+zuqdPuqUF+4V3sJ3bLXE+8DSU07n396Ru/eQkz1xGqVBQnGGauPMPkVM5HdqGZybGkxivjRq9lFsqyvRHFpdTRFzBIuIKFk31NGY8glJNxr3fxNtU2VOlLyiIn71KUlEuM3q8bbV07P1tXx6sJq2I5E0fIL54xRTPbPJxXTmJr+2KZJtp8a2kbv0UglJFwNFNwNGFJjmX1K2fJHHtQzQ/9wO8/RwQbGfeJGn9+1DqjZM9/WlDc7eTd8ubae52kRivZe3cDGZnmqd6WoOyID+J3ecaI44pFQJlOYljvobN5aPd5sbjD6JRKUmM15JiGr9oqFIhcO+qAklBTy+ZiXGsLZHTjKYKrz/IgYstnL3aSTAoMjc7gU3zMjHqp24VRBaXMjMeQRDQZc9Flz13qqcyo/B1N9H4xNcJea/nCvrartD8zD+T+eA/3XAC03ryNcnvcUXLSN3+GYKOLtp2/gxX9XFARFBrMS3aTspNHyHrwe9S95vP9LVbFQM+bGd3kbjqvil4BbHP6ZoOfvd2pcRz81h1O3cuz2f74twpnNngFKWbWFacyonq8Gr8HUvzRi0CQiGRCw3d7C9vpqKhO0z05aUY2FCWybKilHExeF9alIpOo+Kt0/VcabWj1yhZXpzKbUvz5ErxKcLtC/CT185R33n9e7i23c7hS6186c6FJBunJt1CfjfIyMiMCsvhZyXC8joinfv+RFzR8mnp4zcaAvaOa+LxOknr34cY8NP45D/g72ro2y76vViPv0zI4yT9ji+RsPwuOvf9sW/cduataS0um7udvHaijgv13QhCj8XRjqX5ZCaOrfuY1x/kif2XI5q5v3L8Kovyk8kY4zUmCkEQ+OCmORSkGjhU2YrF6SU9IY7N87JYVpw6qnPWdzj4/d5K2qyRm0oA1HU4eOLdy7x4pIZH189icWHKaF9CH2U5ieMSaZ1KztR2svtsAw2dTgw6Natmp7Ftcc607LC051yjRFj2YnH5ePFoDR+7pXQKZiWLSxmZSUcM+PFbmlFo41AZx/5lP1W4as9EHfO11RDy2FHqJy6PLZbwttVAv7iRJiUPbeYc7OfflgjL/tjPv03S+kcxLtwqEZf+rgZCfg8K9fQr8GjudvKjl8/i8Qf7tp2q6aSi0cJX71w0JvF3ob4bty8Ydfx4dTt3LI9dyySlQmDz/Gw2zx+7XU9lk4XH3yrHFwgNa3+nN8Bv91zkwbXFbCzLHPP1pzP7K5p5+mB13+/dTi87T9dT1WLl73fMH7YZfqwQKRrey5naLvzDfI+MN7K4lJGZJERRxHL0eboPP0fI3dPPWJc7n7Ttn0GTkjfFsxs5Q/kyCoob5+sl5JG2/tOk5iMIAp6G8kGOEvE0VmCctxllXIKkECjkcU5LcfnqiTqJsOzF4wvy+sk6PnrL6FNTPBH6nvcnUl/0mUhjl5Nf76qIKCzTzHqSDFocHj+NnU7JMrkI/O1QNUa9miXjEMEcSEgUsbv9aFWKmF0i9/qDvHS0NuJYVYuNUzWdLB9lJHm8cXr8XGm14fD4EUXQa1UUpBpJNEi9sr2DiMeQKBIIyeJSRmZG0334Gbr2/UmyzVN/noa/fpO8j/4UlWF6LTXFz1mN5fCzEcf0BYuH7KY0kxgotEP+noraoZoiKDRxiKJIKCCtwBWUk/vV7PEFsLn9mOM0aNXSpUG3L0Cb1Y1RpyZpkPwtURS5MIjX4Vh9EPPTBi9yKhxifKbw5P6qMAG/pDCFLQuzyU+9/jfosHnYV97EvgtN9GuRzl/3X6Y0O2FcBeChiy28ebqeTocXQYAFeUncv7poyvL9olHdaov48NPLhbquKReXtW129lc0c+JKO4GgNAVEAMpyE9lYlklpdiIKhUBxupFTNZ0Rz5WZGIdOPTVL/bK4lJnWiKKI++oZnJfeQwwG0BcsxjBnzaTfnIci5PdgOfxc5DGXFevJ10je+P5JntXYSFx1P85L7+HvklbBKjRxpGz+6BTNamoYaNbvqb9AyO/FWLoR67GXIh6j0BnRFyzG23xJYkmEQoVikiydPL4Azx+p4WhVG4GgiFqpYPWcNO5dVYhCEHjxaC0HL7bgD/ZEP+Zkmnl0wyxSTfpJmV9/spPiWZCXxLm6cJGabtaPSz5hrHO13U5tu12y7e4VBWxdlIMvEOTwpVZaul2Y4zUsL07j/tVFzM1O4PG3KvpyVd2+IMeq29lQOj7L4+9caOLZ9667JIginL3aRV2Hg2/cuyS2eo5Hai80/OEJxesP8pd3L0UVitAzvwv13Vyo7yY/1cDHt5SybVEuZ692EQyFz37H0rwpy3uPrTuwjMwIEENBWl/5LxwV+/u22c68iSWrhKyHvhdTnou+9qtRil96GKrnfCyi1BvJ+cB/0n3keZyVh66J+0Ukrn4ATdKN1QZOmzUHhd7Ul+4Q8jpxlO/DtGgb5hV3hwtMhZK0Wz+HQq3FeuJVyVBc4RKEfl28cvx1Ea/ZoB5bKoUoivxqd4WknaE/GGJ/RQtdDi/mOA2HKlslx1xqtvKT187zrfuXoB8Q+RIEgXm5SZypjXxzHA8fxA9vLuFvh6o5VtXeJ5bmZifw2MbZqJXTK1duNLxb3iz5vSTLzNZFOTR2Ofn5zgtYXdc7Qr187CofubmEhfnJ3Dw/S2KFtL+8mfVzM8YsPPyBEG+cjPz+tDh9HKho5tYlsZPyU5RuRKtSRF1KnqpCJY8vwE/fuBD24DAYV9sd/OilM3zhjgV85tZ5PPveFZq7XUBPr/s7l+VPSPrDcJHFpcy0xXrqdYmw7MXbVEnnvj+Stv2zUzCryCg0g0d6hGmYXweg1JtIuenDpNz04ameypSiUGkwLdyC5cjzfds63/0T+sIlpNz8cfS5C7CdfYugoxtNaj4Jy+5Em1GMq+Yk9gt7JecyL719UuZ8udka1ie7lwv13USTHd1OL0cvt7FpXlbY2B3L8qhstIQtPeo0SnYsHbvI0KqVfGDTHO5ZWUC7zYM5ThNzS68TRTAkcqqmQ7Jt8/xsQiGR3+yukAhL6HlQ+N3bF/nuQ8vZNC+LPecb6S20b+p20WJxkZk4traeTd1OnN7oua6XmqzcGkO9QXQaFXcsz+e5wzVhYwWpRpYWTb4YC4kiv3u7MqKwTDRomZVuQqkUqGt30HRNPPZicfn4+c4LfO3uxXzrviV02DwEQyJpZv2gve4nA1lcykxb7Gd3Rx87/zapWz4ZM8vj6uRcNKn5+NqvRhw3lm2c5BnJjDfmJTuwHHmB3sW1oNNC41/+H6nbPkP87JUY5qzu2zfk92A5/jKde38vOYfKnE5c0dJJmW9Vi23Q8cGWCK+02dk0L3x7ZmI8X7lrIa+frON8XY935/y8JHYszRtXmyCjXjOlBtFTgdPjlxTxaFQKynISqWyy0G6L3Js8EBQ5WtXGtkW5FKYaudJ2XcB0ObxjFpeqISqrVTEYTd48PxuDTs2ec400dDqJ16pYNTuNHUvzpmS+J690UD6gPWhGgp57VhZSlpPYJxJFUeRqu4NXjtdS2e+hsN3mYdeZBu5eWUCqefLTVaIRG3deGZlREHAO0q/X7yXkc8WMFY4gCKTe+jmanvpHRL/0RhA3ayWGUllcTnfUCRkkrLwHy9EX+rYFbO00P/s91ImZxM9ahSLORMDSiqPyYFiFOQikbvkEgjA5NziNavTX0Q9SJJCZGD9l3nozmYHV4fE6NQqFELUdYy/djp7xgWLc6x97FXFmUhypJl1Ucbu4MHnM15gIVsxKY8WsNEKiiGKKvXj3D0h1yE0x8Pkd89GqlVyo6+LMta47c7ITWF6Uymdvnc8f912SWBAdqmxhx9I81GP4TI83sriUmbZoUvNxOyJXoCqNyZNWFDFc9Nml5H7kx1iPv4yn8SIKXTzGspswzr9ZkmMnM31JvunD+K2tOCulvez93c1Yjr046LEpt3yc+NmrJnB2UhYXpvDS0dqIEUoBMOrV2Nz+iMcunxUbdi03EgOr+O1uH4FgiLQholW94wNFqE4z9u8chSDw8LpZ/OLNC2EFJbMzzayclTbma0wkUy0sGzudVLdKVxA+sHE2GpWC3+yu4OzV6/e3Y9XtvHO+kb/fsYBH1xVTXt/V5/vq9AY4VdPBytmx8/eWxWUMIooiot+LoFAiqGKo0i7GSFhxT19P67Cx5XdPWgRoJGiSsknd9umpnobMBCEolGTc/XXadz2O7dTrwztIqSJt+2cxLdw6sZMbQIpRx+3L8nn1RHiqxj2rCslKjOPxXeVhdiibyjKZlRHbvbxnIvFaFXqNsk9QBIIiZ692sqQwhZzkeBoidGnRa5SsmJVGq9VNXYc0Up4yTrmqc7MT+Opdi9hzrpGaNht6jYrlxalsLMuMyWXxWOLMVWnx2+xMM1lJ8bxzvkkiLHtp7HLx4tEa3r9xDqvnpLP3fFPf2OnaHnHZ22f8TG0nwVCIOVkJESvJJxpZXMYIIb8XR8V+bGd24mmuglBPkrRCG0dc4VJMS3agz1tww7TTGw7xRctI3f5ZOt7+7fWlZoWShBV3k7Dynimdm8yNi6BQkrb9Mxjnb8Z68jUcFw9AMLzoQVBrMS3YQsLKe1EnZEzBTOHWJbnkpsSzv7yZToeXFKOux0PvWtXsN+9dwr7yZho6nRj1albPTmN+3tirvmVGjkIhsGJWmqRifM+5RhYXpvCJLaX84q3yvmphAKNOzce3zMWgU/PKcekDREGacciI50jITTHw4c0l43a+GwXLgGjywvyez9bhy62Rdgd6OlE9vHYWC/KSJOLS6vLh8Pj56RvnJQ8aV9sdtFhckU41ocjicooRQ0G633sGy7EXI+RgQcjrwnHxAI6LB9Ck5JG8+aPEFy+fgpnGJuYlt2Es24Sr9jRiKIA+d8G0MyOXmZnos0vRZ5cSuPnjOKuO9ORaVuzHb+kRB6Lfi/XMm2hS8jEv3TFl85yXm8S8KDZB6QlxPLS2eJJnNHm0Wd2cqG7H7QtQkGZiUUFSTLf/21CaIRGXV9sdPH+4hvtWF/LN+5ZQ2WihxeIiIV7L/Nwk1CoFhy+1cvBii+Q8G8fJ41JmbPT6x/bSa+/liJKOAj0Ra48/SJxWKt/arG6++cSRPkeA/siRyxuMUMBH60v/gfPy4WHt7+uoo/mZ75Gy9RMkLLtzgmc3fVBo4zCUrJ3qacjIREQVn4B50Xba3vxZn7DsIxig/a2fo0nJRZ+3YFTnD4ZCODwBfP4gWrUSw7VCD5nB2XWmgZeP9c85bSIzMY7P3jqPhHjtIEdOHZmJ8ZRkJVDZZOnb9s6FJuo6HNyyIJv5eUmU5iQiiiJXWu28c6EpzL7IFKeZUv9DmesM9IrtLYzKTo7HMsBaqpeEeA3xOhVVLVIbsd50iVhBFpdThCiGaH3lR1GFpaBUIwYjPb2IdOx6HIUmDtOCWyZ2kjIyMuNCyOvCfm5P1HHLiVdHJC5FUaSmzcb+ihZOXemQREB0aiUrZqWyvjST7KSxWc3MVKparLx0rDZse3O3i7/ur+Izt0bwWYoR3rdhFv/10hnsnuv3hyutNq602tCplSRe6y1ujxD9UioEPnTTnJiqKp5onB4/711q5UqrDa1KybLiVOblJsZEillGgtSe61hVG7cvzeOWBdmU13dHLLa7ZUE2CkHgyOW2yZnkKJHF5RRhO/UGzsqDkm2CRo95yW2YFt+KJjELUQzhvnoO66nXwqpP23b+H/qcMtSJ8vKGjEysE7B3IgYiRyIA/N1NUccGUtvl42eHurjcWR9x3OMPsr+ihf0VLczJMvO+DbPHrXhjpjBwmbg/5Q3ddDk8JBli82+WbNTxmVvn8fOdFyQCE3r+7Zu7I+fXqRQCH9pcQklWwiTMMjZot7r58WvnJFHAY9XtrJyVyvs3zZnyavGlRSm8cKSm7+Gwy+HlxJV2VsxK4wOb5vDs4Su4rpnUq5UKblmYzU3zsmjscnIhQhvUWEIWl1OAKIbo7ueFB6BOziH74R+gMqUQdFlxVh1FUGnR55YRV7AIZ/VxWp7/l+vRzGAAy4lXSd3ydxM616Dbhq+9DoXeiCZl6vqUyshMZ5SGRFCo+gr1BqI2Dc9C5Eyzhx++3Y4nMLwcqktNVv7jhdN8YmspszInrsI7GBKpbbPR7fThDwTRaVSkmfVkJcbF5HdGr/djNCxOX8yKS+gpoPnKXYv4y7uXhjTDh57e649umHXDVfk/eaAq4vLy0ap2ynKTWF48tZZaBp2apUUpkijkUwerSTRoWTk7jcWFyVS12AgGQxSmmzDo1HTYPPx6V8WU9kEfDrK4nAJcNacIWPo9OStUZD3wHZTGJDr2/h7L8Zf6qkuV8Ymkbv8shjmrSb75Y3Ts+mXfYfZzu0ne+AEUmvH/EhSDfjr2/BbrmZ19c9GmF5N2+5fQphWM+/VkZGYySp0BY+mGsFaPvZiW3DbkOao6fVGFpU4lYNAq6HYFGeAchMsX4H9fO8eSgmS2Ls4lL2X8/F+tLh+HKls4WNES8SaemxzPhrJMlhenolHFjpdrekJcVFGmECDVFLvCspcUk44v3rGQ+g4H+yuaOV7dLjFaVwg93ZE2lGZSkp0w5VG6yabb6eVSc+T2pgBHL7dNubgE2Dw/i6NVbX2FOF5/kB+/eo7ls1LZUJpJaXYCgiDQanHx5ul6Dl5sCTPUH4zEeC3JRh325qH3HU9kcTkFDGxbaCzdgDoxk66DT2E58pxkLOjspuXFH5LzwR9hWrSNrgN/JeTu+VIMeZ04L7+Hcd7mcZ9j++5fh/n0eVuraXzq2+R//Oco426sJ2AZmbGSsvWT+C0teBorJNuTNjw2pANEMCTy3+92hAnLRZk67iwzUNXh49lztjBh2Z9TtZ2cqu1kbnYCH7qpBKN+bB6675xv4sWjNQQGqUSt73Ty1/1VvHL8Kh/ZXMKcGFmS3ViayXuVLUSa+rLi1GnVWjI3xcD7NszmobXFWF0+3L4AWrUSk14TZrx+I+H0RK+4BnB6Bx+fLHKSDdy3qlDS71wEjlW1c6yqHYUgoFQIYZXlvayYlUqHzU1Nm9RtRgAeWFPEhtJM7v/D5Eu9GyerN4bwdUg9x4zzb0YM+nsilpEIBbEcexGFSoNxQJtAX0fkvKuxEHB2YzvzZuSpuKxYT0cek5GRiY5SZyD7/f9O5kPfI3HNQyRt+iB5n/wVSeseHfLYE41ummzSJfUPLUvgO1tTOVDj4qkzNoYbzLjYaOFHr5yhyxG5Zd9weOloLc8evjKosOyP3e3nZzsvcKa2c+idJ4Hs5Hg+dFNJmPial5vIw9PUekmlVJBs1JGTbCDVpL+hhSX0dCbSDfI3GM8I/ljZPD+bO5blRxwLiWJUYbmsOJUtC7PDWnkadGo+ua2MTfOypsw5Qo5cTgEhrzThWp2YRcDWQchtj3qMr/XKtX2lBTwhb3hXhrHibb0Coei2Bt7mS+N+TZnpgyiKOC8fwXb6DQL2DtRJ2SQsu3PUVjo3EoKgIK5wKfFFy0Z03M5KaVRiXUEc98438eP9HbxzJbyAQ6UQyE0x0GJxRbQo6bB5+PnOcr5y18IwO5Sh2HehiV1nG8K2a1QK5mSaidOp6bJ7qG6xSfLCgiGRP+yt5Au3L6AgzTiia04Ey4pTKctN5HxdTxu9wjQjuTEkOGTGhkal5KZ5Wew8HR6AUSsVbJqXNQWzis6tS3JJT9Dz0tFaOuyDP/gZdCq2LMxh3dwM/uW5k1ic0pQUh8fP7rMNU1oVL4vLKUBQSZdcQl4nKnMaCAIRHVABhd7Ut6/0XOPvx6Ycoid3rPXslhk93varOCreJeR1ocuei2HO2iFbjna9+ye633um73df+1WclYdI3f5ZzMPIHZzphPxeLEdfwH5hLyGPA23mbBJW3Iu3tRrrydcIWFtRmdMxL72dhBV3D9lXvtsd5GSj9GZz73wT55rd7I0gLKGnovhLdy7kfF0Xv9pVEXGfFouLN07Wcd/qomG/NrvbxwtHayTbtGolO5bmsbYkXSJUO+we3j7XKDH99gdDPHWwiq/fszgmCn30GhUrYrz/9XSg0+7hvUutdNk9pJr1rJmTHhNeoTuW5uEPhth3oakvyp5s1PK+DbPDbIBigSWFKSwqSOZig4V3K5q51GTpy69UCAKFaUbWzc1gSWEKapWCQ5UtYcKyl6oWG3UdDvJTp+ZBThaXU4DSkCSxHnFWHSFp3aPEz1oV1ffStOCWnohR1VHJdpVh/FuxaTNno07Kxt/VGHHcOO+mcb+mzOTTdfBJuvY/0fe79cQrdKfkkfXw91EZkyMe422/KhGW/enY82sMc9ehvPYgdCMiBv00/e07eOrP921zVR/HVX1csl/A2krn3t/h66wnfccXBj1ns02aG5ZtUjErWcPXX49up9NqdfPEu5cw6DVoVIqoBQDvXWrl9mX5w15CPVTZKuk1rlEp+MLtC8hLMdDc7eLNU/VY3T6yEuNZPSeNh9YWk50Uz5MHqvqOaeh0UtNmpyj9xn2fzCRO1XTwh72Vki4wb51u4O+2llKWM7Xd0hQKgXtXFbJ1UQ71HQ50GiX5KcaYbjKgEATKchMpy+0xw/cHQ4RCIlq1MuyBLFI/+YHjUyUu5ZzLKWBgNxnr6Z2IQT+pWz8V0bdSl12K5fgrVP/7nXhbqvqNCMTPWT3u8xMEBWm3fxFBE9571rz0DvT5i8b9mjKTi6v2tERY9uLrqKNt5/9FPc5x8UDUMTHgw1l1bFzmN12xl78rEZZD7n92F9622kH3cfulqxkp8SqsniCXO6L7ZgIcudzOnrONYcJS309Iun1BTlS3D2uuoZDIgQH+kLctySMvxcD+8mb+9bmT7D7XyLGqdl46Vss/P3OCK6021s3NYF6uVGTsL5/k0lWZCcHu9vPHdyrD2gv6gyF+//ZFvP7Y6Bpj0KkpzUmkMM0U08JyIIIgoFEp0WlUESP9QzkwGHRjK9obC7K4nAKM829GUF9fMgjaO2nf/SuUxmRyP/ITUrd9BkPpBowLtmBachuexgp8bVfCzhNXtBR1QsaEzFGfXUrex35GwuoH0BcswVC2icyHvkfK1k/GxHKWzNiIVrAFPZG2gK0j4pgYGNwfUPSPvkhkJjDcVq79cV05Pui4ViX9vNm9QQ7XuSNWOg+HpQPsV44PU1zWdTgk/pBqpYK1Jem0Wt387b3qMN89ty/I769FtAbmt52u7SQ0Bf2OZcaXE9Xtkkh2f9y+YMwUcM1EOuwejlxqjTpu1Kkpy526yLG8LD4FKHUGjPM2Yzu9s2+b7dQbBO1dJG14DPPSHZiX7iDkc1Pzfx+Meh5Nct6EzlNtTiPlpg9P6DVkpoaAffAv/YCjE5UpvP+wPnc+liPPRz1Olxu7bfMmAzEY2SR9UIZ4WEuNl35N13T5qekaPGoZDYUAK2elSjrUdDkHf2DoxTJgv+IME/E6NW+fb4qWKk63w8ulJgtzsxNQKxV9Va/+YAiXLzClkRWZsWNzD/4+HGpcZvQ8f/hKWIemXpQKgQ/fXIJaOXXxQ1lcThFJ6x/riRDZr0eInFVHcFYdQZsxG216IX5LK6LfHfUcfnvk6JKMzFBoknPxNJRHHlSoorYVjStahjarBG9TZdiYYe56tKkF4zjL6Udc4VJc1SNLDYgvXjHoeLqxJ8eyqrPnRi0Cle3DE4QDmZ1pJnlAK8jhLl0OtEOJ0/bcPuxDCAi7249CENBrVfj7Ga37R2AEHev4gyHO13X1FbTMy01EqZj5C4ND9a6Xe9tPDF5/kHODtH9MNemmvM3nzH/3xygqQyKZD323rwq8P96Wy9jOvIX76plBzyHcAF9eMhODeentIER+/5jm3xy1KEdQKMl66Hs9xv2KHnEhqHWYl99F2h1fnrD5ThdMC7egTs4Z/v5LbkOTMvQKxG0lUoeG2i5pxKI0TcttJQYKEwePBG4qy6R7QARyMC/AwfbrvGaXkjUMgeH1B7EP6OCj08wMH8a6Dgffe/o4v91zkReO1vKrXRX88zMnovb4nkksLEiO2rc+OymekuyEyZ3QDYLXH4y6WgCx8eAmq5MpRJtaQM4H/2tYN5dIDBXxkJGJhja9iIy7/x8KjdSOI37OGlK2fGLQY5U6A+l3foXCzz9B3icep/Dv/0Lqlk+gUE2friYThUKjJ/t9/4ZxwZY+yzF1Ug6pO75IytZP9ghPpQp1cg4pWz9J6rZPD+u86wvjMGmvf10PvK+02gN8bGUiH1sZPcdKr1EyPz85rIAn1RReuBeJgdYtV9sdtHS7WDkrDWOU5e2SrASyk+M5Vt0umbM5TjNsURvLeP1BfvHmhbDWl512L7986wLB0NTf5CcStVLBZ2+dFxahLEgz8qntZTdcy8nJwqhXRxX1AAUx4MQgL4tPMZrELHI/8hOcVUexnnxtyGhlL7qcMgxz10/w7GRmMoa564krWoaz+jghrxNd9twRLWsrdfEodfKy10BU8Qmk3/5F0m79HGLAh6DR9xXBJSy7c1Tn1KoUfGZNEv/+TkeYsATocgf5+mstUfM3BeBjt8zF5Q1w+FKbZGzFrOH1V0416ylON1Hder0n966zDXxg0xw+e9s8fv92Ja3W62k8ZTmJfOimOfiDIfaek9qarZ6TPiMKA0/VdGB3R85767R7OV/XzaKCyLZeM4VUs55v3LuY2nY7nXYvaWY9ucnxM+LfN1YRBIHtS3J54t3LYWMqhcCWBdlTMKsB85jqCciAoFRhKFmLoWQt/u5mPC2XCXkcCAoVyjgzQY8D66nX8bZUo4wzYVpwC4lrHkZQ3nj/fCGvC9u53bjrL6BQ6zCUbiCuaBkhtw3r6Z24686jUGsxzF2HoXTjkAbVNzoKjR5j6YapnsaMRFCqxvUzujo/jk+sSuTxI90Rx6u7oiT3C/Dhm+dSkGrk8V0VePrlWBp0ahYXhhduRWNDWaZEXB653EZWYhy3LMzh2w8s5UqrDZvLR2ZiPJmJcfiDIf70jlR0CgKsm5s+7GvGMm3W6DnxAO22wcdnCoIgUJhmolD2o5801sxJJxAI8drJOhzXCnvSzXoeWlscE52mbjx1EuOoEzMjFlOYFtwyBbOJLfzWNhr/+k0C1uv2C/bze4ifvRp3UyUh5/WbrvPyYezl+8i87x9uSBEuMzO5ba4Rs17Jzw914fANveSapFfy2bWJXPb4+bcXToe1ldtQmjGiitLFBckkGbR09bMkeuFoLefqurhpXhYL8pNRKgTcvgD7ypvYe76JDpv0mksKU0gyRF/Sm04MLI4aSJJh6rvUyEgJBEP4AiG0asW0L7raUJbJ6pJ0WrpdqJQKMhL0MRMxlu+6MtOG9rd+LhGWvUTzFnRVH8d25i3MS3dM9NRkZMaEr7MB57Uq8/ii5WhScqPuuzY/jiVZOt694uSpM1a63ZFFpkkroFfDD/d2EAiFO0sUphnZumj4xUcAKqWCj948lx+/dk5SPV7VYqOqxYYA6LUqXN7IlkypJh0PrS0e0TVjmaVFKbx4tCZi/3aTXs2CvJm9JD5daLO6OVDRzPErHdj65ccmGrSsnJXGurnp0/aBR61UxESkciCyuJSZFgSclrAWesPBXv5OzIlLT/MlbKd34re1o0nMxrx0x6iLumSGJhTwEbR3otCbYi5HVBRDdOx6HOvJ1/q2db79W0yLbyV126ejpnXo1Qq2lxjZOjuen7/Xze6q8DZwNq+IzRvZZig3xcAnt5UN2eEjEgVpRj6xtZTf7AnvwCJCVGGZZtbz2VvnzShvS71Gxd9tKeXXuyskAtOgU/OJrWWoVdM7Mjbd6bB5+NuhasobIqeSdDu8vHm6nrfO1LO4IJkH1hRjjpMLE8cDWVzKTAtCbvvojvM4JL/7rW3YL7xD0GVBm1aEoXQ9CvXkPbFajr9Cx+7H+35315zCevoNMu76mlygNc6IwQCd+/+C7eTrhHwuUCgxzF1P6pZPoIwzT/X0ALCefF0iLHuxnd6JJimHhJX3DHq8QqHgc+uSKUnV8qeTFuzewZfKBQFWzurp+T3cfuKRKM1J5Mt3LORvh6olOZgR5yjAsqJU7l9TNKOEZS9zshL450dWcOJKR4/PpUnH0qLUMf19ZcbO1XY7v3izvC8fcTBEEU7VdFLb7uCz2+eRkRg35DEygyOLS5lpgSohHYU2npA3PEIzGNrMOX3/bzvzFm1v/gxC1yMMXQeeIOvh76MZgTfhaPFbWunY86vwgVCQ1tf+l7jCpSi08pfaeNH25s+wn911fUMoiKN8H76OenI/9CME5dQLnUjCshfLyVeHFJe9rCuIo80ZYE+VE5snyECbO5NezdqSDNbNzSBxnPIAs5Pj+dKdC2nodLC/ooWTV9ol0btkg5ZVc9JZW5JOQvzMzj3Ua1SsnzsxrXinG83dLg5faqXF4sLtC6JWKjDHa1hckMy83CSUk9Dbu9Xi4mc7L0SNouvUSklhWy/dDi8/3Xmer961aMa/ZyeamBCXgiA8AGwCFgOLACPwhCiK7x/heWqB/CjDraIoyp/+aYpCpcG8/C66Dz4ZPigoQAyP2AhKdd/N2ddRT9vO/2Og82zA1k7LS/9B7kd+POGJ0I6Kd8Ou34vo9+C8fATj/M0TOocbBb+lBfvZ3RHHfG1XcFw6HBNV8n5Lc9SxgKUFURSHfF+6/SG+/WYrNQOqxdVK+NyaJMoydLjNhRPmOZiTbODR9bN4ZF0x/mAIrz+ETqOc0tZzMpPP+bou9pxr5HKzNeL40cttJMZrWV+awU3zsiYssiuKIr/fWxkmLHOT49k8P5vFhcloVEo8vgDHr3Sw91yjxM3A4vTxl3cv87nb5k/I/G4UYkJcAv9Aj6h0AA3A3DGcywr8b4TtjgjbZKYRSeseQfR7sZx4Ga71cFYak0nd/jn87bV0v/dMz/InoE7MInX7Z/t8G21n34oq7HxtV/C2XEbXL8o5EQQ9g78Fg57RLf2PFVEU8TZfwtd+laDXiUKlQWlIIi5/0bSNpLrrLxBuNX4dT/35mBCXanM6/q7GiGMq8/C8IF+/aA8TlgD+ILx20cGmYgMNk1BBKggCGpVyVHmcMtOXkCjywpEa9p5vGnLfbqeXV45f5eSVDj69vWxCooOXmqw0dEpXuG5ZkM09KwsAqO900u3wkGrSs35uBmvmpPPUgSreu3S9WPRio4XGLqfcvnIMxIq4/BI9orKKngjm3jGcyyKK4nfHY1IysYWgUJJy80dJXH0/nuZLKNR6dDmlPUUPs1ZgXnYn3rYaFGotmrQChH7tDQND9GEP2DpggsWlLnP2oOMq0+SaxIW8Lmzn38Z26nV8HXVh44JGj3HeZsxLd0y7nuEK9eA3LSFGugmZl+ygY8+vo4zdNqxzHL4a3UvxUoePLlcAYiPFVGaGIYoizxyqZn9Fy4iOa+xy8r+vnuMrdy3EqB/fz+K7FdLVgLKcRO5ZWUCn3cvv3r5IXcf1h/xZGSY+cvNcHl0/i6ZuJ1fbr48dqGjm4XWzxnVuNxIxIS5FUewTk7Hi0SQTuyjjzBFbXyo0OvQ5pRGPUScNnlOpSY5u/TJexBWvAIVSkvPZH3f9eQxzVk/4PADcdedoefHfCLoiL2EBiD43tlOvYzv1Oubld5Ny80dHbEof8nuwnnwNR8UBQn4P+tx5JKy8F03SxHaQiCtciqDWIfo9EcdjpXjKvOwOfB1XsZ15S7LdOP9mElbeO6xz+EODNBmmJ4IZy3j9Qcobuum0e3r8B1UKUs16SrMT5WrrCcLh8XPuaicef5CidBP5qcZRnefAxZaIwrI4w8Sq2WmkmvQ4PX7O1XVx8kqHxL6qw+7hN7sv8oU7Foxbyobz2uvqz7ZFOQRCIj/beZ72AZ6rVS02Hn+rnK/dvYgtC3P47Z6LfWNHq9p5YE3RtPfCnCpiQlyOM1pBEN4P5AFO4CzwriiK4/oV664/j738XQLWVkJ+LwqNDnVCJsb5Nw8ZoZKZfMyLtmM58jxiwBs2pi9YMqiv4HgRsLVHFZbQs1Q7GTirjtL8wr/2pRYMB+vxlwg6Okm/62vDFpghv5fGJ7+Nt6myb5u/sx57+T6yH/3XUX9ORFHEffUM9nN7CLqsaDOKMS2+DbX5euRXoY0jddunaXvtfxm4PG5eeju6rJJRXXu8ERRK0m77POZld/b4XIoQX7wcbXrRsM+xIENHbXfkith0g4pUg5KhFywnn1aLi/0VzRy+1BaxuCJeq2JNSTobSjOHNCuXGT6HKlt45tAVidCbl5vIR2+eO6I8yGAoxBun6iXbTHo1H7tlLsUZZuo7HLx8rJaKRguCALMzzARDosRdoLrVRmWjhdKcxLG/MKDd5qH/s1ayQUtxhomTVzrChGUvdR0OLjVbWZifJCn08fqDdDt9g/bwlonOTBSXGcCfB2yrEQThI6Io7hvuSQRBOBFlaK6vs57GJ74RcdB64hW0mbNJWH4XhrJNkqVZmalDZUoh84F/pOWl/yDkvv7lpsspI+Our07KHIZaip2MpVpvSzUtL/57uLAUFMQVLkGdlE3I48RVc5KgU+oN57h4oCfH9Za/G9a1bKfekAjLXkSfm/ZdvyT3gz8a1Wvo3Pt7LEef7/vdVXMSy4lXyXroe+hzyvq2mxbcgjohA+uJV/B11KE0JGFatA3D3KnPtRyINq0QbVrhqI69q8zIvitObBFsiB5bYp6wQp7RIooib51p4NUTV6OlQQPg9AbYfbaRveebeGBNERtKwzuXyYyMmjYbT+6vCstGvlDfzbPvXeGxjcN/4Dt7tUtiSK5SCPz9jvlkJsaz81Qdr52o67uOKMKlZitqpUBOcrwkJ3J/RfO4iUu3T/q9lmzSIQgCDV2Du4w0dDopyUog0aCludvVt93jG/4D+GgIBENcarbS7fDiCwTRqpWkmvQUp5tQTEJV/UQy08Tl74H9wAXADhQBnwM+AbwhCMIaURTPjPUioj88+tUfb/NlWl/5Ec6qo6Td/iUUMZLfdaMTV7CYgs/8Hlf1cYIuK5r0QnRZcyctFUNtTkObORtv8+WI45OxVNu+59dh0VvzsjtJXH0/KuP1HtNiMICj8iAdb/+WoKOrb7v12EuYF20flum7o/Jg1DFvUyUBWwcq0/D7WkPPikF/Ydk3X5+btlf/h7xPPi55oNPnzkOfO29E15hupBpU/Mut6fz+eDenGj2IQI5ZxSOLzawviK2CBFEUeX6YxR+9BEMiTx+sxuUNsH3xxK8wzGTeLW+OWuZ2tKqNe1cVEqcdniw4MCC3cU1JOpmJ8ew528CrJ8JzuAH8QRHtgFSHc3VdWJzecSnuGZhG4b5WMW4cwl+1d3ygOJ0ox4Muh4cDFS28V9mKPYIPZ7JBy/rSTFbPSceon3rLtNEwo8SlKIrfG7DpPPApQRAcwFeA7wLDSmQSRXFZpO3XIppLh3MOR8V+Qj4Pmff/w4hz1WQmBoVai2Huuim7furWT9H45LfDcgF1OWWYFm2f0Gt722rDlt5Tt30a89LbCTi66Nz/BN6WKpRxZozzb8ZQuhFddikNf/6qVGCefJ3UbZ8a8npiwDfoeChCisJQ2M9Hr/XzW5rxNFZGzbudyeQmqPmnLWm4fCF8QRGzTiF5aMrxR77ZN6gntzPUvvLmEQnL/rxy/CpJBi0rZk1u4dtMos0avfgrGBLpcniI0w7dSlAUxTDz/PVzM3H7Arx2MvJ7rZfadjsZCXG0WFzXzgU1bXaWFI5dXCbESc/R0OWky+5hWXEqLx2rJRghP1mvUbKoIJn6DgcWp/Q7yzTO3XpEUeSdC028eDTyXHrpdHh56VgtO0/X89iG2SwtGtlDeCxwo6zZ/vLaz43jdkZBQfyctaTf9TWyHvkX0u74MnFFywBpFMxVfYzOfX8at8vKTG90WSXkfuTHmBbfijo5F23mbJI3f5Ssh78/ZIXzcBBDQfyWloiFOtZTr0vnkjMP89Lb8TRfou7Xn6b74JO4qo9hP7ebpie/Refe36E2p5Gy+aOS42zn9xDyuhgKXW50nziVKRV1wshtZ4eycwpNkZ1TrBCnUZCgV8ZkYaTLG+DlY7WSbUPl+A18Gc8drpHkCsqMjKRBDPQFAcxxw/sO8gVCBILXxZFKIZCdHM+VVhu+gQ7+A1AqFBSkSQWsM4rZ+UhJNmrJTrpunyaKsL+iBXOchvdvnM3AlWaVUuDDm0vQqpXsK5c+9MzNTkCvGd/428vHr/Lc4ZpBhWV/vP4gv3v7IvsrovvhxiozKnI5CG3Xfo7LGpFCrSP/k7/quzmKoSCCQolp/s1422tpefHf8XdeT3S2Hn+ZxFX3xUzLOZmpRZOUTdqtnxvXc4qiiPXkq3S/90xflFFfuITUrZ/qq8x2Xj4sOca87A5EUaT11f+J2PnIcvQF4metxDB3HR1v/4ag09JzLZ8bd9054mevGnROCSvuxn7+7YiCL2n9+0YVzddlzsYZbbldUIyoEEZmcjlyuVUiPDQqBQ+vLeZP+y5FPSY/1UBdu5PQteRMh8fP6ZoOOXo5Cpq7XZIOSgNZXJAy7CXYgaI/JDIsw3+ABfnJYbm24/UoJAgCG8qyeOpAVd+2vecbmZebyIpZaeSnGnmvspUuh4dUs561c9JJMuo4e7WTI5faJOca7xzf/RXN7DrTELZdp1ZSlpOIQa/G4vRS3tAtEe4AfztUTWK8lvl5SeM6p4nkRolcrrn288p4nEydlIXKmELXoaep/dmHqf6Pu6n95cexHHsJTUoe2Y/+i0RIikE/tnORu4XIyIwH1mMv0bHrccnytbvmFI1PfIOA04Iohgg6pAU68bNW4m25LHkQGojt/NsISjVxBUsk2wP9rhMNtTmN7Md+iD5/Yd82lTmdtB1fxLRw63BfmgTTom1RH9KMC26R5I3KxA6iKIZZ1mxdlMOy4hR0g0QvV81KZ0OpNML9bvn0i+JMNdUtNv7zpdNcbLREHM9LMfDwuuJhn0+tVEjyEUOiSF2Hg+J0E3pN9H9PrUrBjiW5XBmwpG7QjV+ca0VxqmQOPTZEF3jzdD3xWhV3ryzgIzfP5Y5l+aiUCl4+VstvdldIclHHW8i5vAFeOFIj2aZTK3lwTRH/8r6VfPSWuTy0tphPbC3jB4+u5PaleZJCPFGEpw9VExpmxDMWmHaRS0EQ1EAx4BdFsbrf9nlAsyiKXQP2zwd+eu3Xv4zPJBS0vvIjHBf3920KWFro2PNr/N1NpG77NAmr7qNz7+/7xq2n3iBh5X0xuVwlM70J+b10HXo64ljQ2Y315GskrXkIiSWPoEBQaQi6B19GDl0bH9ipZ6h8yl60qQVkP/qvBF1WQn4vKlPKmBwUlHoTWY/+C22v/S/elmvRCYUK08ItpG755KjPOxUEXVZCAR8qY/KMd5Vos3kk+X4KQWBdSQZWpy+iDVEv8/MSmZNlZl8/QVnTZsfh8WMYokhDpgdRFHnmveqoy9Xr5qbz8NpZI6pOFgSB2ZlmyhuuP7Dur2jm/RvncPfKQknksBeTXs0XdizA4vRJbIEUgkBhmmkEr2hwtGolD66RRsT9wRCvHL/KzlP1lGSZMeo1WFxeLjVZw5aoBQEeWV88rj3QI0XtP3/7AvJSDDR0OjhU2Uq3w0u6Wc+60gxuW5pHToqBX71V3vet3e3wcr6+i4X5yeM2r4kkJsSlIAj3APdc+7X3MXWNIAh/uPb/HaIo9vrFZAMVwFWgoN9pHgS+IQjCXqCGnmrxYuB2QAe8DvzXeMxX9HskwrI/1pOvYV5xN6YFW+h85499Pa8DlhaCji5UxunxxpCZPvg6rg6aa+ipP4+w4TEEpRoxeK0yUQwRsLb22N9E6c0OoM3o6VDhG9CiUKEdWYaJMs7MeJW0aVMLyPnQ/+DruErQZUObmj+tUk68rVdo3/2rvuIqdUImSRsewzjvpqmd2ATS37IGIDclHlOcJuIyYX8uNllZMyedZIOWTsf1AjC7WxaXw6XD7glrh9ifVot7VLY360szJOLy6OU2NpRmsn5uBia9mt1nG2nodGDUqVk5O42ti3oaWfxhQBrE4oLkcS+cWTk7DavLx0sDcnz9wRDn67sjH0TP8vyj62YxL3f8opYRo/YLc8hLMbC/opm/HazuE5DngL0Xmvj4llIW5CWxcnYaRy5fX67fX9Esi8sRshj40IBtRdf+gx4hOZQZ4V6gBFhCzzJ4PGABDtDje/lnURzMVW349BQzRE98dl05QcKyO1EnZeHvvP7lGXTbZXEpM+4IqsGT8EN+L84rJ1CZ0/F3XX8/2s7uJnnj+zEt3BLWIQZAoTNiWrwdv7UN99WzkjFNWsG4zH20CIIw7VpSAvi7m2n86zckBVF+SzNXXv0FzZ0GNFlzWZCpIzU+Vr6ax4fAgCIc7bX+4wOtXwbSayUzsPBn4PlkojPU32pgft9g1Hc4OHCxhU67hxSjFpNejc3d88AaEuFnOy/wgU1zWJCXFCaCuhwe/rzvMvUd0qK8DWUT41+6dVEOBp2Kvw0wjI+GRqXgQzfNYVHB+KXW2N0+Gjqd4VH7uRl02T08c6g6zBoqGBL50zuV/ODRlWyalyURlxcbLXj9wRGZ3U8VMfENdq0X+HeHuW8tEfJ/rxmkD9skfWK5Nr2B7xp5RVxmAtCk5KFJyYvYHxzA23yJ5r99J2y75eRrJKy4m9StnwaEnrzgax2ENKn5pN3+JVTxibS/9QtJZFOTVog2ffj5WTLX6T76fFil/TvxW9hpvJNAjRpquhAEuLPUyIeXJ8ScAfpoGeid2GJ1ExJFCtIGbztYkGbEHwjRYZdad+mH6cUYq3TaPVxqtuJw+xERidOoKEgzkpM8tA3QSEkz6zHFacKix73Mzhpe1P/QxRaePBBuwN4flzfA42+Vk5UYx8pr7R/dvgDn6ro4d7WTgSmDpTkJzMoYvyXxgawpyWB+XhLvXWrlQEULXY7o9mc6jZL5eeMT/GnscvLse1e43Bzu2pGXasAUp+HN0/Vhf49e3L4g5+q6WF6cilGvxn5NwItiT9ReFpczlJ4lwWhP3ALxxcsJOLvxd0utDZT6ifsQydx4hAI+HBX7cVS8SyhKD+3BED12Gv/6TbLf90PSbvt7kja8H197DQq9CW16MYIgYDn2EtaTr0mOMy+9Xc4dHgEBpwXryddwXz2Dt7VaMnZOt5hXTfdJtokivFxuJzlOyd3zZsZ3RppZj0op9EXJbC4fFxsszMtNCuvY0sucLDOFaUaOVbVL8tXitCoSx8Fwe7IJiSLl9d3sr2imvL47okgrSDWyoSyDpUWp42bgrVQouH1pHk9GyIM06tTcNC9ryHNYnF6ejhBlA1AIhImkpm4XLx6tHfScmYlxfGTzxDexMOo1bFuUy5YFOfzhnUpOXumIuJ/N5edS09hbUXbZPfz41XO4okTl467ZGzkjmKf3p3c8TqPqE5fAtLHiksXlKBDUWozzN2E/vydsLGHlvagTMnoKLPpFe9RJ2Sjjx/amDQV8OCsP4e9uQmVKwzB3HQqNfkznnCjEYABXzSkCjk40KXnosktlQTJOhLwuug8/g/X0m5JWlqPB115L7c8/SsKKuzAt2IK+YAmiz42jfB/Wk6/iabwo2V8Zn4ixbNOYrnkj4e9upuGJr0uq+PvzbvzNUY99pcLOXWXGGfG50WtULC1M4WhVe9+2nafrmZudwGe2z+Ov+y/35cIJAiwpTOGRdbMIBEV2nZXmZa6enTauxRaTgdPj57d7LnIpQiSrP7Xtdmr32XnzdAOf3FZGunl8vt/Xzc1AqRB441QdnXYvAlCak8j9a4owDyPf8VRNR1RvxpAIC/KSOFc3tINEL0VpRj6xrWzY3YDGA4VCGFKwj4ff5t4LTVGFJUCr1Y0oiuSmDB6lzks14A+EwqKtg1XjxxKyuBwNoSBpOz6PNr0I66k3CNjaUCdmYV5+J6aF2/Bb27AcfUFyiHnxbWO6SXhbr9D0zHclN6mOt39L5v3fRj+IWfVU4GmqpOWFHxKwX39C1GbOJvO+b8tWMWMkYO+g6Znv4WurGXrnawhqHdrM2QSd3ZIc4F5Ev5vuQ0/TfehpenI3It9EBKWajHu/FbMPNLFI++5fRRWWAK2q6EbyHc4gnoCIXj29hFQ0NpRlSsTllVYbf9l/mfetn8Wnts+j2+Gl2+klxajDFKfpM5Du3+sZYP006zFud/v58WtnabFE744zkDarm/9++QxfuH0BWUnj08Jz9Zx0Vs5Ow+byoVEpRyTsXEOIrqJ0E1sWZvP2uSbO1nVG7RmfmRjHxtJM1pSko5qg1oqDkZtikOQwRhofK5GWwvvTafdwpdU2aBHVrAwTBalGjla1SSKVcVoVJv30aCcti8tR4OtuwtfZQMKKu0lYcbdkzNNUScvL/0moXycRQaXFuHDLqK8nBv00P/f9sJtUyGOn+bkfUPDp34VZxUwVQY+Dpr99N6x62dt8meYXfkjOB/5rRkRipoKg20bjk9/GP6ByeyhEvwcx4CP3wz/G39VI13t/w3nxQLS9I24V1Doy7v3mjGqtKIoiot+LoNZMiBVQ0OPEVX180H3MQQsuReQbWrxGQKOcOZ+VglQjxRkmqluuR9uPXm7jcrOVjaWZLClKISc5nm6njwMn69hf0SxZDgRYVJBM2jhF8yaDYCjEr3aVRxSWOcnxzM40oxQE6jocYVFNpzfAz9+8wNfvWYxxnASFQhBG1cM7P3Xw3Nj8VAPFGWaKM8x0O7wcrWqjpduF2xdArVJijtOwuCCZ4gzTlH7/r5qdxltn6rG5wpekFxUkj0ukWKMaOrL4xql6atuirzrdu6qQYEhk91npd/3qOemjquyfCmRxOQpEv5f6334WfeESDHPXo4pLIGDvxF6+D0/DhbD9E1bei1I3+iciZ9UxArb2iGMhjwN7xbuYF9866vOPJ9E6sgB4myrxNF1Enz1zBMpk0vrKj8KEpUIbjy57Lq4rJ6Q7K1UQvB5t8DZV0vS3fyLrge+Qec836D72Ep17fj2s6+rzF5JyyyfQTnGF+HghiiEsR1/EeuIVArb2vqr4pHWPjksLzr7r+D1EE+sAKFWsVVTwHDkRh2+ZZZh2y7+DIQgCH9lcwn+9fEbSw7n7Wh/lgbYxA0k363nf+lkTPMvx5ejlNmrapN+HBWlGHlhdRH6qQSK02qxuXjley6mazr5tFqePN0838MCaqe08VZaTGDU3tjDNyOzM60VBiQYt2xfnTub0ho1eo+Lvb1vAH9+p7HstArC0KIVHx+m9taQwOcwkfiDRzOx7OV/Xxe6zjWFR+w1zR94yd6qQxeUYcNecwl1zatB94kvWkrThfWO6jt/aOvi4pWXQ8ckkWsVyL/6OellcjgJPS1WYgIwrXkH6nV+l+ZnvSrabluwgad2jPVHOzuv/Hp76C9T84mNkP/w9ElfcjafunLQlZK/fpaBAZUgifs4azEt2oEmJzRvFaOnY/WusJ17p+z3ksWM5/Cy+1itkPvTdcYtiKg2JqMzpBKJ8fo1zN/C+2z9K24FO9tdIbyILMrS8b/H08e4cLgnxWv5+xwJ+vvM8nfbolbsDyUyM4zO3ziN+GnlbiqIY1k1oVoaJz946H0GAw5fbOFPbSTAUoiQrgbUlGXz05rk8dbCagxevf6cfudzKncvzp7RCWKEQ+Mz2efzl3csSb8sFeUk8tnH2tFqNykyM4+v3LKaxy4nN5SczMY7EQXquj5R1czM4daWDKwMeKqInHIWz93xTWHOBhflJpE6jqL0sLicQ44ItpN36uTHfrHp7mEcdT4ydHKShciqVss/nqLCdel3yuza9mMx7v4W/uxlPY4VkTPR7QRTx28Jzi8S+VIrfkrDingHiUqDw80+h0MVPq5vFSPBbWrGeeDXimKvmJO6rZ4krWDwu1xIEBUnrHqHt9R+HjynVJKy6D6VC4Msbkrm1xMDROjdBERZn6ViSpZtRUcv+pJv1fOXORfx+byVVzdZBb7galYLVc9K5c3k+es30ul1dbXdQ3y/SJwCPbZyNiMjP3rhAVb/0gIoGCwcqWvjiHQu4f3UhZ2o7cVyrFnb7ghyvbmfdGKJWoihyudnK6dpOAsEQc7ISWFyQPKK8R1Ochs/cOo8Ou4cuu4cUo44ko27Uc5pKBEHosX2agNuRRqXkczvms7+8mZM1HfgCIYrTTSwqSOYPeyuHVTQ0UFimmnQ8un72+E92Aplen9YYQaEZ/AOlz1uAefldxM9ePS436fjiFahMaQQiiAWF3ohx7oYxX2O8MM6/ma6DT/b5JfZHZU4ftxv3jUTI58Z+QWrhmrjuUVAqaXn5P8L2t5/fg6/jKkSxJwo6unBWHSN+zhqUcQkEXZZrFwoS9NhQ6sffay9WcF89w2DxA9eVk+P6HjUt3IoY9NN14K8EnRagx5c0ddune7oj0XOjm5euY1769LxRjxRRFHn1xNWIhQ8KQUCvUZJi0rFyVhorZ6dNO1HZy8Dq6bLcRFJNet46Uy8Rlr102D28cKSGj9w8lzUl6ZLuRefqukYtLkMhkT/vu8Sx6uupVYcqW8lNMfD3t80fccV2ilFHyjQVlZOFRqXkloU53LJQmvLyudvm8/M3L4TlEg9GulnPZ26dh1E/faL2IIvLUaFOyiHnw/+Co3wfAVs7IZ8bhSYOdWIGxnmb0aTkjev1BKWKzAf+ieZnviupwFbEmcm8/x9ippgHQG1OI/2OL9P62v9Icv4UcWYy7v0mgmJ62CjEEr6OOsTA9SVEZXwC8bNW4Ko5ha+9NuIxfX23oxCwtSMIAsp483VxCYi+kftlTiuGWkVQjH9hj3nJDkwLt+LrqEdQqVEn5czYyPBwuNRk5VBllFQBvZp/fmQ5ygn4d5hsBpqWl13zTzxWFTl/HuB0bSf+QIh5OYkScWl3RzZAHw6HLrVKhGUv9R0OXjhSw2Mbp1dEbDqTm2Lga3ct4tnDVzh3tWvQqL1KIbCsOJV7VxVOy1ansrgcJbqMWegyJi+5XJtWQP4nf42z6gi+ribU5lTi56xBoY69J0hj2Sb0OfOwXXiboL0LTWoexrKbYkoETyeC/ZwHADQp+QgKJe66c6M+pzopC1EMEbB3SrbP9H+juKJloFBGjKwDxM9eNSHXFZRqtOlTW5QRK5y4El1cWV0+qltszMlKmLwJTRCB0ICWl9dyJt2DLIsGQyLeQHh7P39g9MbZ71VGz8k/Xt3OQ2uLUaumv5ifLiQZdXxiaxmddg8HL7ZwrKodi8uLKIJSIZBq0rFydhpr5qSPm0vAVCCLy2mEoFJjmLt+qqcxLFSmFJLWPDTV05gRDIz2isGeJRXFED3FBY0e0RdugaIypRFXuBRXzSmpZZZSjdKQNA4zjl1UhkSS1r+Prnf/HDZmnLcZXdbcKZjVjcXAfLKBeIcYny4MXM5vvWZHlJ9mxFLbGekQUk064rUqKvoVzcDY2l3aBlmC9QdD1+yCpq+Ima4kG3XctaKAu1YUIIoigaCISinMmFUN+XFlGuNtr6Vz/xN0vP07nFVHEaNEY2SmN8q4BMnv3pZqgh4n8SVrBzlIRcY930ARF15xnH7310FQYDnyvGS7Ye56FDfATSZp7cOk3/3/0GaVoNDGo0nNJ2XLJ0m7/Ysz5os9lilKj97SUiEIQ3oqTheyB5ifH61qIxgKsXVhTtSe8dsW5yIIAocvSfPrB55rJGQlRl+NMOrV03LJdaYhCAJqlWJGff/IkctpiCiKdL7zByxHnuvbZjn6PLrsuWQ++F2Jp6YYCsp5jtMcTUouSmMywWtL2GLAi/38HhKW30XC6gewHH427Jj4WauIL1qGad5mLMde7NuuzZiFLmsOXfv/cq245TrmpbdP6OuIJYylGzGWbpzqadyQrJqdxtvnGsPa2gGsL83ANIx2hNOBpUUpPHf4Sl9fdKvLx3uX2lg/N4O/21rKM4eq+/4GcVoVO5bmsWZOOldabVQ2WSTnWluSPup53Dw/mwv13RHHNs/PGrUptyiKXGqycuJKe19F9MrZaVNqmSQTO8jichrirDwkEZa9eBov0rHnN6Ru+xRdB5/CfnYXQZcVTUoeCSvvxbhgy4x6MrpREBRKzItvpWv/E33bug4+Rfzs1SRv+hDatGLaXv8fxMD1pH9n5UEa//ot3I3lknPpcubR9NQ/hAlLbeYctFklE/tCZKaMBvX4FhmOBb1GxedvX8BTB6r6zKS1KgUb52Vxx7L8qZ3cOKLXqFgxK03iWfnse9WY9WoW5CczLyeRhi4ngWCInOR4NColDZ0OfrNbai1WmGbssc0ZJSXZCTy2YRbPHq7pSzlQCAKb5mWyZWFkA/+hCIkiT+6v4r1L1wuzjle3s+dcI1+4fcG4+kbKTE9kcTkNsZ7ZGXXMfmFvj/dhv05Bvo462l7/MQF7J0nrHpmMKcqMM6ZF2+k6+FRfIUrIbaPxia+TeuvnMJSuR21OpfHJb0kEprvubNh5rMdfCtum0MaTfvuX5AcPmUkjxajjc7fNx+L04vD4STXpZ2TEa/P8LA5faiUY6qkLDgRFHt9VQVlOIutLM3raPyoErrY7OFTZwonqdkIDSohHKwD7s6YkgyWFKVQ2WQkEQxRnmEbVBrKXk1c6JMKylw67h6cOVvHp7fPGMl2ZGYAsLqcZYiiIv7s5+g6hYMQWlABdB/6KafF2VPGJEzQ7mYlCZUgicfUDdB96um9bwNZO89++gzo5F0PJOozzb8F29q2oldCRUOgMZD7wnRnXhUdmepAQrx2TyIl1MhLieHT9LP7y7mXJ9vKGbkmnm2jcPD+LRQXj4/St06jG7VxHLkfvGlde343d7ZvWlc4yY0cu6JlGOC4e4OrjnyAwWLvHwfIrxRCd+8KrZGWmB0kbHsNQGm6Y7++sp/vQU9hOvzEiYanNnEPO+/8TfY7cjlNGZqJYPSedh9cWM9KFgY1lmdyzqnBiJjVGBjMBFwGHZ+guNDLDRxRFbC4frVY3XXYPvkDsF+/KkctJwHHpMNYTr+DvbkJlTse85DYMpRtHtAzpvHKClhf/naG6k2qSc6MaawO4awfvhS4TuwiCgvQ7v4pSb8J68rXRnUPZY2dlXno72qwSeSlcRmaEBIIhbG4f8Vr1kEv5IVGkstGCxx/k5nlZVDZbaejXEjISKSYdty7OZdXstKifT4fHj8PtJ8moRaOa/HSC7KT4qK9Dp1aSbJy50ejJpMvu4cDFFt671CoR9IIAc7MT2FCayfzcpFEXZU0ksricYLre+xtd+/7U93vA1o6n/jze1mpSNn902OfpPvgUQwlLQ+kG4metpvWV/4y6T9Az+BebTGwjKJSYl95OwN6Js+ooiFHMlQUF8XPWYF5+FypDIqLPg0Ibh9KQdEPYDcnIjDfBUIjXT9bzbnkTbl8QlVJgWVEq960qJD6CnY/N5eMXb16Q9BfXqBTctSKfNqubyiYrDrcfURSJ06ooSDOyvjSTudkJUa2KLE4vfztU3dfdRatWsrEskzuW5U1qV6PN87M4Xt3el0van41lmVMieGcSLm+Apw9WcbKmAzHCbV8Ue/rRVzRYSDJoeXBNEQvyJ6BR+hiQxeUEErB10PXuXyKOWY48j2nB1mHluoliCE/jxeg7KFTkfuTHaFPzCYWCCK//b5/R9kDk3LrpiyiKdB98kq4DTzLUgwZiCGfVEeIKlxCXKyfX30jEUmX4TOLpg9WStpWBoMiRy220WFx8+c5FKAdEj/74TqVEWAL4AiFeO1HHP9y/lPdvnDOi6/sCQf7v9fO0Wq83RvD6g+w604DLG+DR9ZPXMS4n2cDHb5nLXw9U9UXUFILAhtIMbp9BFf9TgcXp5advXKDF4hrW/l0OL7/aVcEDa4vYVJY1wbMbPrK4nECcVUeiR5YAx6X3SBqW2BMQNLqI3VYAlDoD2tSeD7RCoSRx/aOSaGl/EpbdOYzrycQaoijSseuXI1sODwZo3/lTQm47iWsenLjJxSghnxsxFEKpG70BtYwMQIfNw3tR+qFfbXdw9monSwpT+ra1dLuobLJG3D8YEjlY2cI9K0eWT3miul0iLPtzqLKFW5fkkjiJxVEL8pP5fk4iVS02vP4gBWlGzDPEo3SqcPsC/OLNyMJSqRBINGjx+oLYPdLgkQg8c+gKcdfsr2IBWVxOIGIgetJzz7hv0PFeBEHAWLoR25k3I44PLPJIXHU/QXsn1pOv0xfhEhQkrXsEQ9kmyb5+axtiwIc6MVM2W49hLEdfiCgslfGJxM9ehTIugYC9A+el9wh5pdGSzn1/RJWQfsOYhntbqul45/e4a08DoM2cTfKmDxFXsHhK5yUzfalqsQ66VnC52SoRl+22yCLw+rhnFHOwRR0TRahptZFYlDri844FlVLB3OyESb3mTOaV41dp7JIKyzSznlsWZLO8OLUvx7euw8G+C00cvdwmeV8+eaCKkqyEmGhEIIvLCUSfv3DQ8biCRcM+V9LG9+OuO4e/u0myXZOSR9L6RyXbBIWS1G2fJmHFPbhqT/Xk3xWvQGW8npPhab5E+1u/xNt8CQClMZmkdY9iXnzrsOckMzkEXdawXtgKnZHULZ/AULoBQXn9Yxza9ilsZ3fRufcPiIHrHVA6dv8Kw5w1CMqZ3erN11FPw1+/IYnye5sv0/T0P5H18PdH9JmTkelFpRw8n1EzYDzZqBt0/+RRmIwPVTw0E31CbyRc3gCHB3iHzs9N5KO3zEWjUlLf4eBqu504rYp5uUl8YNMclhal8KtdFX25r75AiIOVLdy2ZOpTY2RxOYFo04swlG7AUbE/bCyucCm63PnDPpcqPpGcD/03tlNv4Kw+DoJA/KwVmBffhkIbuXesOjETc2Jm2HZfVyONT35bcgMO2jtp3/lTBEGBadG2Yc9LZuKxnd0lyaEVNHqyH/s3tKn5uOvOYz2zk4CtA01SFuYlt5Ow7E60qQU0PvntvrSMoNOC49J7Mz562f3e3yKnj4ghuvb/WRaXMqOiLCcRjUrR18pxIIv7RS0BspLiKc4wUR0h2qgQYO3cjBHPYWlRCu+WR/Y4jteqmJOZMOJzysQORy+3Sd5fJr2aj9w8l2BI5Oc7L0h8UfUaJR/YNIeF+cnsWJrHK8ev9o0drGhh26LcsBzgyUb2uZxg0u/4MgmrH0Ch7cn7EtQ6zMvuJOO+b43YBkapM5C45kFy3v/v5Dz2bySuuj+qsBwMy9EXouZvdh18EnEQr0S/pRXb+bexHH2R7qMvYDu3B9+AaKrM+CGKIayn3pBsS1rzENrUfLqPPEfjX7+B48I7eOrPYzvzFvV//CL2C3vR5y3ANCAK3ZMmMbNxXVsKj4Sn8SIh38iXI6cbOf66sP9kxkacVsX9q4sijm0ozaAgzRi2/cM3lZCRIP1+VikEPrBpTtj24VCcbmJ9BFGqEOCR9bNQq2bO7TwkioiRyqRnMEeq2iS/byzLRKtW8uSBqjDDfbcvyG/3XKTF4mJDaSaafv/2FpePSwN6008FcuRyghGUalJu+jDJGx4j6Laj1BkRVFO7NOlpKI86FrC1E7B1oE5I79smiiFc1SewnnoNV/UJIlUq6wsWY16yg/jZq+TczXHE11FHwNpvqUSpwrRoG77uJjr3/iH8AFGkbefPiCtegXnp7dhOXReUnvrzBD3OGV3g0j9FIHxQIb83ZUbNurkZpJp0vHOhieZuF+Y4DWtLMlgxK3KeY6JByzfvW8L5ui7qOx0YdGqWFaWMqHNNSBQ5fKmVgxdb6Hb6SDfruGVBFk3dLmwuP9lJcdw0P5u8lNH3Ho8latvsvHbyKpWNFpQKBQvzk7hjWT6pZv1UT23CaR9QrLV8VhoWp5dTNR0R9w+GRA5UtPDAmiLm5yVx8sr1/dptHqa6NYYsLicJQalGZUia6mkAIKgHz/dRaK7nCwWcFlpe+NdBBSmAu/Y07trTaDNmk3n/t1EZUwbdX2Z4BJ0Wye+6jNmgUGI7tZNodkSi34Pz8hFMC25BaUwmaO+8fj6XZUaLy/g5a7AefzniWFzRsil/sJOZ3szJSmBOVsKw91cqBBYVJI+67eLTB6s5ePF6Rzaby8flZhv3rCwYl57jscSVVhs/ee0cgWv5g6FgiBNXOqhssvK1uxcNmcc6nRFFEY9fumKYGK+lusUa0eeyl96q8qQBLgFu39R3SJLF5Q2IYe4GvM2XI47p8xeijDMDEHB00fjE1wfvZT4Ab8tlGv70VbIf+3dJ9HOs+C2tuOvOEnTbQBRR6AzosueiTS0Yt2tMJn5LC92Hn8V99SyCUkX8nLUkrLwHpU4agRjoV+rraqTmfx8Z8vwhb8+XjkKjp/9XVjT/05lC4poHcV4+Io320tNDPWXzR6ZoVjIyI6euwyERlv155fhVVs5Km9KqYFEUqW6x0djtxKzXMC83aUxL8y8dq+0Tlv1xePy8daZhUn08JxtBEMJyep0ePwlDWEv1Wk8NtCaKheIuWVzegJiX3o7z8uGwaKRCbyRlyycBCAV8ND/zvYjCUpNW1NOPWlDgaboYJlQD9g6anvkuuR/80ahyQnsZznK8LqcM85IdGOaumzaV0N72Whqf+AYhj6Nvm6+jDuelQ2S//z8kAlOhlYrNkDu6HUl/dNlzCfk8BCxSkaXUzozls2io4hPJ+eB/YTn8HI7LhyEUJK5gCQlrHkCTGDsGwzIyQ3E6ynIo9CyJXmjoZs2c8XuAHwkWZ49xd13H9e8wo07NR2+Zy+xM84jP5/UHIxY/9VJe3x11bKaQGK+V+Jiequ1gU1kWczLNXGqO7Jm6dm46/kCI83VdYeeaamRxeQOiUGvJeuQH2E7vxHHxAGLAhz53PuYVd6M29eQP2U69gbe1WnKcLqeMlJs/hi6rRLLd23qFjr2/l/Qt93fWYzn2UphN0nAJum00P/+veOrPD7qfp6EcT0M53e/9jcwH/gl1wsirMCebjrd/KxGWvfg66rAcfYHkjR/o26ZJyQWFCkLDX+aIK1qGLnM2tjNvSSKVyjgzSmNspGZMJKr4RFJu+Tgpt3x8qqciIzNqQhGieP0JBqM36JhIRFHkd29XSoQl9ETPHn+rnO88tGxEeaXDIvZaZ487y4pTef3k9eK7fRea2TA3k/dvms1P37hAWz/hKQD3rCqkMM3EocoWnN7r9we9RklpTsIkzjwysri8QVGoNCQsv4uE5XeFjYliKMywO65oGZn3/yOIIrYzb13ray0SV7wM4/ybyXrou7S89B84Kw/2HWM9/QaJax4cvMgiAgGnhcYnvoG/q2HYx/g66q4tx/8QTXLstrgMeV24a05FHXdUHpSIS6XOgGHuOhzl+4Y+uUKJsXQjqds+TcjvpfvIc5Jh48KtCMLMqSi9UZDbOd6YlGQnsPtcY/TxEeR+jid1HQ6utEaOMnr8QQ5famPropHlg2rVykEjdAvyZv5D8dqSdHaeqqP3maLN6ua5w1d4YE0R37xvCadrOrja7iBOq2J5cSppZj1NXU5ePForOc/qOekx0dtdFpcyYbhrz0jN2hUq0m77PGLAR+PT/4i3qbJvyFl1BOupN8h+9F9Ju/Vz1F45jujvMe8OOrpwXj6CYe66YV9bDPppfu77EYWlNr0YXe48BIUST/PlsKhm0GWh6W/fJffD/4NSbxrhq54cxCEikJG6OpmX7BhSXKbf8w30ufNRxScQ8rpoeeFf8Xf1vzEJmBffNpopy8jITAEl2QmUZJkjtpFcW5I+ZRXUbVFaUPbSah1eT+yB3L2ygP999Rz+ARFZU5x6xGJ1OpIQr2VxYYqk6ntfeTNtNjfbF+eyvDi1r7Wjw+Nn15kG3jxdLykEEgTYUBrubT0VyOJSJgzn5SOS3w0la1AZk+nc90eJsOzF11ZD1/6/kLrt0xjLbpK0qXRWjUxc2s7tCbuGLruUlFs+HrYc7+usp/OdP+K8fLhvW8DaSvd7z5Jy80eHfc3JRKEzokktwNdeG3E8UlcnXU4ZqoQMApbIyf3qpGziCpcStHfSeeIVbKd3EnRJb0iG0g3jWmAlIyMzsSgEgU9sLeOV41d571IrXn8Qo07NpnmZbF00daszQ+XzjTbfLz/VyFfuWsjrJ+u42GhBpeyxItqxNC8mcggng3tXFVLVYsPmut4auqLBQkWDhRSTjnSzHo8/SG2bva8rT39uX5pPWozYNsniUiaMgFOaHBxXvAIA+4V3oh5jv7CXlK2fIq54hURcBhzDT8QWRRHriVcl2/T5C8l68HsAPcvxl48ghgLEFSzBtGgbGfd9i7bXf4L93O6+Y2xnd5G04TEUQ1guTQWCIJC88QM0P/f98DGNnsRV90c8Jvuh73P1t5+GYHjk09/VSM3/PBT1mprUfFK3f3ZsE5eRkZl0tGolD6wp4t5VBbh9QeI0KhRT3HmlKMNEulkvKT7pRakQWDWGIqOcZAOf2Fo2lulNaxLjtXxmexk/feM8Do/0u77D5qFjkJ70m8oy2b44diK8cgKWTBgDl2YVmp6K76DbHvWYkNcFYiisOlwM+KIcEY6noVwa0RMUpN32BUQxSONT36btjZ/grDqC68oJOt7+DfV/+CJBp5XUrZ9C0a/COuSxR2y5GSvEz15Fxn3fRpNyPZdOn7eAnPf9G5rkyF8O6qRMcj7435LXORw0aUVkPfz9Ge1tKSMz01EqFBh06ikXltATUf34lrmYB9ggKa91H0qZwX6Uk0FOsoGv3LWInOThf2crFQK3LMgecde/iUSOXMqEoRggRHrzH7UZs6JWb2vTixEUyrBcyYHnGgxn1VHJ7/GzVqJOSKfr4JMRTdz93U10vvN70u/4MqYFW7Ace1FyLtPCLcO+9mRjmLOG+NmrCbosCAoVSn14+7iB6NKLyPu7X9K57484LrwzqGeloNFjWriN5A2PjckOSkZGRmYgmYnx/NODyzhZ00FTlxNznIblxalD+jLKDI9Uk57/d89iLjVZ2V/ezNm6zkHN1IMhkUOVrdyxPH/yJjkEsriUCUObkk9/kwnbuT0krLqfxDUP0hxFXCauebBvX8m5RmByHnQMWI4vWgaA/UL0YhZHxX7Sbvs8ccXLJeIy6Ix9XzRBEFDFJ47oGFV8Auk7vkDK5o9gO7sbR/k+/LZ2RL8HhSYOdWIGxvk3Yyy7SRaVMjMCty/ApSYroigyO9NMvG56+NnOdLRq5ZT5bN4IKASBudkJzM1OwO72c+Rya1hleH8aOsPt7aYSWVzKhGGcfzOd+/8CoZ4qNH9nPc5L72EoWUv6HV+hY+9v+9oSKnRGkjd9EMPc9bhqT4cV4xhHED0UB+QT9oqjSJ6Q14/xIwZ8KDTSJOaRLMdPR5R6E4mr7iNx1X1TPRUZmQnjnfNNvHy8tq9ziVqpYPviXLYvzompJcCZQkgUOVPbyfGqdjz+AIXpJjaUZoYtgctMDC5vgKOX27jUbMHh9iMCcVoVRekm8lMHT4kad2/RMSKLS5kwVMZkDHPW4Lh4oG9b2+v/izLOjHH+Zgyl6/E0XQJEtBmzUai1eJov0/LSf0jOE1e4dERdUQYuofs66gHQZs7GVX0s4jHqpBwEjR5f5+iX46c7Ia8Lx6X38Hc3E/K5UWh0qMxpGGav7mvlKSMz3ThV08Gzh69ItvmDIV49cRVzvEaOmo0zoZDIH96plFjhVDZZ2V/RzOd3LCA76cb5Tp1sOmwe3jpTz7Gq9jArJoAL9d0oBAG9RonbF4xwBlg9J22ipzkiZHEpE5GElfdKxGXI66Lxia9jmLse0+Lb0OeWAQKexotYz+zEUf4uiNIPRcIIo2qaAUvo9vNvk7T+URJXP4DrynEiJZ0krn0IQRAk1eI95yoc0bWnI972q1hPvor9/F5Ef3gVYcdbv8Qwdz3m5Xeiy5wzBTOUkRk5oZAIAuwZxEB8z9mGmBOXVpePY1VtWF0+MhLiWFaUgk4zfW6xJ2s6JMKyF6cnwJMHqvjqXYumYFYzn4uNFn6zu0LiVxmJkChGFZa3LsmlOCO2AgnT550vM6noskpI3vxROvf+TrLdcfGARHRGI3HtI8QVLB7RNY1lm+jc+7u+Je2ArQ37+b2YFm4h455v0rHn1wRs7UDPcnzShscwzb8Zd/0F3HXnJOcyLdo6omtPJ0RRxHLkOTr3/SlM0Ev2C/qxX9iL/cJeElbdR/JNH5Y79MjELLVtdl49cZXKJgsCAiLRKxhaLG6CIRFlDFRPQ0+U9Y97Kwn08x589cRVPnvrPHKSR+bwMFUcq2qLOlbbZqfd5ibVFBseijOFS00WfvHmhYielUNRmGYkN8XAqtlp5KcOXRA62cjiUiYqCSvvRQx46dr/xMiOW3UfSRseG/H1lHojhtKNkihk+1u/QGlIxFCylvjZq/C2ViMGg2gzilGoNHhbqml54YeS8+hy54+okGi60bnvj1gOPzuiYyxHnifospG24wtyrloMMJNbOvoCQU5Ut3O52drn1RevVVGUYWJ5cSr6CNG8mjYbP371XJ84G0xY9p5vMF0piiL+YAi1UjHh73eL0xsmLAHsbj+/3l3Bdx5cHhMWQkMRLSo23HGZkWFxevn17oowYZkYr2VRYTL17T1tNkV6rIYG7lfX4eDhdcUx+/Aii0uZqAiCQNK6R9Ek59G5/8/4Owfv9a1OyCRp/fswzt886msmrLwH+/m3+yJyYsBL89++Q1zxCsxLdqDPmw8KJd6mS9jOvIm9fF9Y9C5x5b2jvn6sYz3zZkRhqTQkYZi7HpUxhaDLguPiQQLWVsk+9nO7USdmkrT24cmarswNhMXpZc+5Rg5fao0oRI5Vt/Pi0VpWFKeyZWEOKabrfoivHL8aJs4GY/Wc9IiiMRgK8ebpBvZXNGN3+zHHadhYlsmWhTkTFuU8crkt6tw77V4uNlkoyxmZKwT0tPg7XtVOt9NLmlk/4cvsBamGqD3DdWol6THS+WWm8M75prDPyZ3L81k5K43/evkM1n5denqFpUKgr/d4MCTy1ukGPnrL3Emb80iQxaXMkBjmriO+ZC3uunPYTr2Ou+48QXfPl5BCZ0CfU4ZpyW3EFS4Z87KrNrWA1O2foX3nTyXbXdXHohb19Cdh1f3Ez141pjnEKiG/l869f5BsU2jjSdn6SYylGxGU1z/OyTd9GOflI7S/+XOJLVPXwScxL75VLvSZYEJ+L5bjL2E/v5eQx4E2czaJq+5Hnztvqqc2IVS3WHl8VwUub3gHqf54/UEOXGzhWHU7H7t5LmW5ifiDIS5F6J8djeIMEzuWhkd+RVHkj3svcbLmet6g1eXjleNXabO6+cCmick7tjgHd6awOLwjPueF+i5+u+diX5U89AjwT28vm7Al0I3zsjhY2dNmciCb52ehVSsn5Lo3Ir5AkEOXpA//ty3JZfviXJ7cXyURlv3RqqUFPadrO7G6fDFZzS+LS5lhIQgCcfkLibvW+1oURUCckBw+8+JbEf1eOvb8BoZYHpMct/wukm/60LjPJ1ZwVOwn5LneJUlQqsl65AfoMmfjrj+P9cSr+LqaUJtSMS25DcOcNWhS8mj445cJeZ09BwUD2M7uInH1A1P0KmY+YjBA8zPfleQBu6qO4qo+RsY938RQsnYKZzf+VLdY+ekbFyJWuUbD6w/yy7fK+eS2UkqyEhCI/kmP06hYXJiMKEJZbiIL85MjRiGvtjskwrI/Ry63ccuCbLImoOJ5qIheesLIIn4Ojz9MWPZu//WuCr778HJUyvH/3k0x6vj72+bzxP7LNHe7ANCqFGyen81tEcS8zOg5XdMpeRCL06rYuiiHVqubQ5daoh7n9gVJNmjpvPbAEhJF3qts5dYlU9drPhqyuJQZFT1LUhOXR5Sw4m7UyTl0vvNHfG1XBt1XnZBJ4rpHMC24ZcLmEwtYT70m+d287A50mbOxnnqd9jd/3rfd13YFZ9URktY/1lNtv/ZhSWGW9eTrJKy8F0ExfSMRYiiI5dhL2M68ScDegSY5j4Tld2GYd9Ok5ZSKAT/WU69jL3+HkNeFLquEhJX34W2tDisw6zlApH334zMqsm5xenl8V0WYsDToVKyenU5RhgkBqGmzc/hyG7Z+EZmQKPLbPRf5xr1LKM1JpLwhcuODJUUpPLp+1pBzudg4eOOEiobuCRGXK2al8vrJOly+8KhtboqBonTTiM53vKo9TFj2YnH5uFDfzaKC5FHNdSgK0ox8674lNHe7cPuCZCfFTauK9+nCwPSDlbNS0aiUvHm6ftBOPABLi1LZdfZ6ilpNW+RUhqlGftfEKP7uZoJeJ5qkHBSaG7NXa3zRMuIKl+JtqsR68jVcdWcJuqwgiih1RnTZc8dtOT7WCbpteJsvS7aZl+wg6LLSsfvXEY/pOvAEhrKNmBZuoevdP/e1iwzY2vB1NqBNjZ1WYSNBFEVaX/4vHBev94/3tlym9dUf4be2kLTu0YmfQzBA07Pfw117um+bv6sRR8V+tJmzox4XtHdS32FHkT3hU5wU9p5vClsK37Yoh9uW5KFWXf9MLshP5vZlebx9romXj9X2RSl9gRC7zjRw14p8qluseAeIKpNezfbFOcOay1APFWMtqgmGQuw938R7la10O70YdGpKshO4fWken9pexm/3XJQsZ+Ykx/OJLaUjftjpdg6+jD7U+FgRBGFCRLjMdQZ+ZnpTHSqiPGD1kpGgZ35eokRcOj2Dp6JMFbK4jDG8bbW07fy/vk43gkZPwvK7SVr/6LSONI0WQRDQZc9Flx2bScuTRW9HpF5U5nTUiZnYzrw1aI9xx8UDJK19GE16kaR7UtA1/By3WMNTf0EiLPvTdfBpTItvHXFbzZFiv/CORFj2Igb9eFsHj7QzyL/XdMIXCPLegLyxbYtyuGtFAW1WN6+drONCXRchUaQ0J5EdS/PYuigHQUDSxu54dTv3rirkq3cv4o2T9VQ09hhGL8xP5rYluSQZhvdwvSAviVeOX404JgDz85JG+1IRRZHfv13J6drOvm1dDi/vVbZyuLKVu1YU8L2Hl1Pe0I3F6SMjQc/sTPOoouhpQy2zy4U1058Bb4veaKViiPfLfasKCasdi1EjAllcxhABRzeNT36LkPt6mFv0uek+9BSIIZI3fXAKZyczlYS1xlRrAQhFME+XHHdtvHf/PkKx+bQ7HJxVR6MPhgK4rpyc8BQJR+XBqGORDO370BkRMssmYEaTT6S8sVuX5NJudfOjl8/g7Dd2praTs1c7KU43kW7WY9SpsXt6RLY/GOLI5VY2z88eU+VrVlI8G0oz2V/RHDZ284LsMXk0Xmq2SoRlf0TgpWO1ZCToWZg/9uXqZUUpvHL8Kg5P+ENIullPSVbCmK8Ri3h8ASwuHya9hjjtzJYmBp1a8ntVi5WVs9NYmJ/E/orIOZfF6SbKcpPYeapu0HPFCjN7LXGaYT31ukRY9sdy/GVCXtckz0gmVlDopF5mPa0ePehzBq8+1uWUIYaC+NqlX0gK7TRe9hrEOH5Y4+MxhcDgS5NKU2rE7aqNn0JQz4zI0+VmafR71ew0NColb5yulwjLXkQRqlpsHKxs7ROWvVS1jE/e2INri3hk/Syyk+LRa5TkJsfz2MbZ3LOyYEznPXe1a8h99pWHi9rRoNOo+PT2MhIGVACnm/V8alvZtPDMHAm+QJCnD1bzzSeO8oNnT/LNJ47wx3cqh3QemM7MyZS6dRyvbsftC7B9cW7Yvzv0WEE9tLaYUEjkYKV0tWB2Zmw6f8zsx4NphqfxYtQx0e/B21YzY61MZAZHZUpBGZdA0GUBrnXfKX8H8+JbiZ+1CmfVkbBjtFklxBUtw1V1rO84AEGlQZMyfas/44qWYTn2YuRBQUFcwZIJn4M+bwHuq2cjjil0RrLf92907/8L9ov7IRhASMpHue5jqBbfM+FzmyycXqlALEwzERJFTl1pH/G5bFGsV0aKQhBYPzeD9XMzxuV8vYSGqrIA2m3ucbtefqqR7z68nAv13XQ7vX0Ry5kmLLudXn7/9kWutF53wQiGRI5VtdNu8/DlOxbOuNcMUJRhxKBT90WnfYEQLx+7ysPrivnK3Yt481Q9Z+u6CIVESrMT2Dgvk9p2O8+8V013P2srlUJg9ezY6ineiywuYwiFdvCIhkIbN0kzkYk1BEGBadFWut97pm+b5fBzGMs2kX731+h4+3fYz+3uaZ2pUGIo3UDq1k9BKETXoack5zKUbUKhmb7RM33Boh7RfOVE2FjCintQmVImfA7mJTuwntpJ0BG+VJq09mE0Cemk3/kV0nZ8npDfi0Ib35N/5++JIM/MDj0iz753BX9w5K3sGjqduLyBmF0OLctJ5N0hIpPDzQ0dLiqlYsKqwqcat6+nX3mkXua91LbZqWjsZl7u6HNlR0JIFLnYYKG23Y5eo2RxYQqJ8dqhDxwmXn9P56p3K5pp6HSGje+vaMYXCPDAmmIeWT+LR4CGTgf7LjTzk9fOR7T6CoREnth/mU3zsmIuXSI2P8k3KMbSTTgrD0Uc06TkoRlhS8NQwIez8iDu+gt9pudKvQl97jziS9ahUMWe8apMdEyLb6P7vWfpdQT0W5ppfvb7ZNz7TdK2f4aUmz5MwN6B0pCEUmcg5HPT8vJ/hFeZL719CmY/fgiCgoz7vk33oaexnX6ToMuCOiET84q7MC+9Y1LmoIwzk/P+f6d91+O4qo8DIipjColrHsK05Lbrc1WqUSqnNieqw+7h0MUWWiwuEuK1rJmTTm7K2FvGxWulr+vgxRYqhzBDz0mKJy1Bz6maDonlij8Y4vd7L/KZ7fNisj1pWW4iJVnmQV/feEdLZzJ/2FvJhfrBK6OhJ11iMsSlw+PnF29e4Gq7o2/bC0dquX9NIZvKssZ0blEU2XehmddOXh2yheaRy+0cq2pnRXEq/qAY1be1P2evdnH2ahdr5qTzyPpilIrYyHaMCXEpCMIDwCZgMbAIMAJPiKL4/lGcKwf4Z+BWIBloBl4EvieK4tDv5ikkvmQNhrJNOMr3SbYLGj1pt31+2F+6AUdXjwfg2V0Rczhtp3ei2P1rTAu3krDiblSGyXkylBkbanMaxnk3Yb+wt2+bu+4sV3/5MYwLtmIs24jKmELA0oql8nmsp3eG/fvrC5agyxjaMzDWUag0JG/8AEkb3g+hoKQ70WShTsgg68HvEPQ4CHldqIzJMefoUF7fza92lxPoF018t7yZB9cWjfmmWZxhklSLD9VlR6NS8NjG2WQnxXOl1RbW2aaiwcKVVhvFGbGXQ6YQBD65rYxXjl/l3fLmsD7PWxZms7Ro4iPmM4HGLuewhCX0mLhPBk/ur5IIS+iJZD5z6Ap5KQYK00bmVdqLKIr87dCViEVm0QiJcKRq5Kkl711qxen187FbSies1elIiAlxCfwDPaLSATQAoyoZFAShGDgEpAEvAReBlcAXgFsFQVgnimLkkr8YQBAUpN/5FeJnrcR+4R1CXie6zDmYl92BOmF4T8Xu+gs0P/cDSSeXSITcNixHnsN25i0yH/hH9Dkzo4J1ppO6/TP4Ourwtlb3bQt5XViPv4T1+EuDHqtKyCD9zq9M9BQnFUEQYAqEZX+UOgNK3dgjgeONLxDkj+9USoRlL8++d4WynMQxVVAvLUrh+SM1fYUX/a+iVAjMyTRT1WIjGAqhUSnxBnq68mQkxEVtmfhuRUtMiksAjUrJ/auLuHdlARcbLVxptaNSKlhckExGopyyNFzqOhxD73SNJYUTL9gtTi9nr0aXBQcqWkYtLl85fjWqsEw2alEqFHTY3OH2QoOgUggsKUqhsdNJU7e0yPfs1S5eOlrDfauLRjXf8SRWxOWX6BGVVfREMPcOvntUfk6PsPy8KIr/17tREIT/vnaNfwE+NbapTiyCoMBYtglj2aYRH+uuP0/T0//Uk3c3TEIeO01P/QNZD39fLhaaBig0erIe/meanv1niW/lUGhS8sh88Luo4hMmbnIyMcWF+u6IVdvQU7l9vKp9TG39NColq2en8fb5prCx1XPSeXT9LPaca+CFI7V4rvWrtrp8UfsmA5yu6cC+ugijPjbtVQAUCgVluUmUTVIu4Ewjfph5tRqlgroOB+kJEyvcu53eQZsMd9oHt3uLxpVWG2+daZBs06gUbJqXxfq5GSQbe3J0Xd4A75Y3setsY8S+7r3oNUrWzEln8/xsEg1aRFHkcrOVJ/ZfptN+vchn7/kmNs3L6jv/VBETi/OiKO4VRfGyKA6jJC8KgiAUAduAWuBnA4a/AziBDwiCMI09WKITsHfQ/Ny/hAlLhTYe87I7Sb/ra6Tf9TXMy+4Ms6ERAz6an/sBAfvQ+R0yU48yzkz2o/9K4tpHUOgHf6JWaOMwr7ib7Pf/J2pzbFYVykwMzgg+if2J5KM4Um5ekI1eE54KcKqmg+cOX+GVY5FNzXvRqBQkxl/P/Q6GRGpjtJ2dzPhQmp2IQTe0wPQFQ/zpnUtUNlkmdD5JBh2DZZylmEYn0t65IH3oMujUfO3uRdy9ogC1UsGhyhbeLW/G5vZx65I8vvfwcpIM4QVEC/OTeP/G2Xx4cwkddg8/ef0cP3ntHCeudDA708yX7liIqd/DmEhP/vNUEyuRy/Hg5ms/3xJFqdGdKIp2QRAO0iM+VwN7JntyE033kefDlsITVj9A0rpHUKivfziMZZtIvulDdB18CsvhZ/u2hzx2uo+8QOqWv5u0OcuMHoVaS/LG95O09mEclQewnX+bgKWFkNeNoNGhNqViKNuEseymG7Z96I3OUEU741HUkxCv5cObS/jFm+WS7S5vgL0RIpoD+cjmEk5e6eBY9fUcM8cM9jeUAbVKwQc2zeHXuysipmz0RwR2n22Y0Epoc5yGJQUpEYtnBGBDaeaIz2lz+ThdI11qf2zDLDIT49l9toFXjl+V5O2ump3G+zbMwqBT0+WQeuiuL82ky+GVfMbabR4uNVupabXx4NpidizL56kDVX3jhypbuW1pHmrl1MUPZ5K4LLn281KU8cv0iMs5DENcCoIQ7nPSQ8z1IQz5PNjPSV9S4tqHSd74AfzdzbQffApn9TEA4otXkLTuEVJu+jCCoKD7vb/1HWM/t5vkjR+Qxcg0QlCpMc7bjHHe5qmeikyMkZdiiFrhnGzQjlsBSlH66PLR5mSZWZCfPKgdjczMZF5uEt++fyn7K1po6nJysdESdd/6EeRojpZH1s/C6vZR3c/MX6kQeHhdcV/f75Fw4kq7xBs13axnfl4S5+q6JK1PezlyuQ2jTh0xH/XQxZaoBVD7yptZNSedFcWpvHikpi/9xOHx09jppCBt5HMfL2aSuOzNAo9Wsti7PWHipzK5OCreJeS97puljDOTtPYRfF2NNPz5q4Tc1yOa9vN7cFYfJecD/0XiukckFcUhrxNHxbuYFm2b9NcgIyMzvgiCwMduKeXP+y5xru56h5n8VAMf3lyCRjU+le1atRKFIAzLaLw/G0ozCYkiNe3SFRdDjHpdyowvqSY9960qJBgS+eof34vo4wjhllcTQZxWxRdvX0B1i42ath6fy0UFKaPO/W23SfM0lxenIggC+y5Ej+YfqIy8lN3Q6Yz6t4GeFJS7VxRQkGaUiPSBXbAmmxvpU9ybVTGsb0BRFJdFPElPRHPpeE1qPHDVSTuFGBdsQVCp6dr/hERY9hJy2+k68Fcy7voapgVbsBx9vm/MXXdOFpfTDDEUxFV9HG/bFZTxiRjmro/J6mWZwRFFkfKGbo5X9bSCK0w3sbYkY0zFLXFaFZ/cVkaHzUOrtcfnMjtp8LRzp8fPmdpOXL4AeSkGZmeaB7VBUwgCszJMXOrXDnJ2phlznIa6Dgdt1vDONbMyTCzMT+ZSk5WOfjdipUKY0miLzOSjVAgsL06V2Fr1Z+UkdaARBIFZmWZmjUM7Rc+AwpyEa3nFrRE+C33HRPHA9AUG98b0B3qEp2rAEngoNPFtcAdjJonL3m+2aO8M04D9Zgwh1wAvw2u2QpFaAvbivNwzps+dJxGXwSi9zaHn5ueuO4ejfB8hrwtdVgnGhVtkITMEoiiCGJoQD0S/tY2mv30Hf2d937aOPb8h7fYvIQgCrpqTIAjEz1pFXNFSBCEmavhkBiCKIn/dXyW5wZ6v7+ad8018/vYFZI7R6ibFpBtWYcKxqjb+ur9KEikpSjNyz6pCyuu7+wTn0qIUSeRzfWmGRFzWtNr4f/csJispnuPV7ew+20BjlxOjXsPq2WmsnpPGrjP17LsgtWlZXJCMUS83d7jRuHtlAbXtdpoHWOuUZJm5eX72FM1q9GgHrAr0RhET47WS9o39USuFiN2ttGoluKNHIWdnmgmJIo0Duv7oNVMr72aSuOz1ZZkTZXz2tZ/RcjKnLeLAYGyvgBjsyaW35mlARGJALVS/7SIdux7HevLVvm2Oi/vpPvo82e/7IZqk6fcFMNH4rW10vftnHJUHEQN+dLnzSFr/PuLyF47L+UVRpOXFf5MIS+jpQ9/64g8l22yn3iBu1koy7/0mwhR3jLnRGE6rxzO1nREjN3aPn7/uv8xX7lo0EVOT0NTl5M/7LoV57l1ps/Pfr0hXR3aequdzO+aTcs3uZGF+Mia9Gtu1m2AgJPJ/b5znI5tLWF6cyvLi1L5jj1W18YNnT0b09ttYNvLiCZnpT28l9dHLbVxstKBQCCzMT2ZJYcqEG4LbXD7eOFXP6ZoO/MEQszLN3Lo4d0wR9IFV36dqOtm6MIf1czO40ho5gLN6Tjrn6rrCPGDbbR7yUgwR8zHzUw3Mz0viYoOFbqe053hO8tQGfWZSGKPXG3ObMCA8IwiCEVgHuIHDkz2xiUapk34IPNf8D+MKo6/e9455BnglKqNY27iqj0mEZS9BRxdtr/9kRPO9EQg4umj489ewX9h7zR5KxFN/nqan/gFnhJ7Yo8HbWo23efjPSq6qo1iODW60LjM1HK1qizpW02anfZDltPHiwMWWYZs5d9g9/Hnf9feeSqkI88y0u/385PXz/NdLZ9hX3kR5Q/f/Z++8o9pKr739nKOKBBK9FwPGGHDDvffu6X0mmSSTTNqk3fTcJDc3k3Lz3bSb3iaZySSTKZlePMW9944p7oDpTQiEUD3n+0OmHCRhjAGDrWetWWv0nvYKSzq/s9+9f5vtp6t5doe/gAWfLVFoSfzWRatWsTAvicdX5vHx5ROZmR037MLS5nDzy7dPsbu0lnaHG4fby+nKFv7vnVOcqx38ImdhZiy9Z365ycaF+jZmjY9jSYAHqAnJZu6cNa57ibsvlU025k2I77b9UokCc3Li+dzaSYDMu8cqldfPisVwg3OXx1zkUhAEDZANuGVZ7m5TIsvyBUEQNuGrCP8c8Ntehz0JGIE/y7Ls3zF+jKNPzcdWuqv7dVvRZqIXPkz0og9hrziJ7FYmFwsaPdELH0H2emg7tVl5rpS8gNdoK9oS9PqOqmLcllo0UaGoQxeth97AawvQ9UGWaN7xdwyZ06+7h7Kn9dq9zNpObSFq7n3Xdd0QQ08ws/Pe2+P63eP6CZQb2R8X6tqob7V3m1wvnJhITYvdryNJeWM75Y39dwwDcHkkLtW3D0nOW4gQA2FbUTVNAUzSvZLM6wcv8Y27pg3qvLEmPflpUYoq7+d2nuM/bpvM/fOzmZebwMnyZjxemQnJZnJTIrlQZ+33d0CnUfM/H5pDm91FuF6DTqPC4fLw9LYzft+vwdgnDTWjQlwKgnAXcNeVl119DucJgvD3K//fJMvy1678fwpQClQA4/qc6gl87R9/IwjCiiv7zQGW4VsO/87Qz/7GE1GwlOYdzyC7fWFxb3szrYffJGrOPaR86P/Rsuuf2C8dB8CQWUjM4o+gS8jCcvA1vLaeKlJBowtqaeO1929s7LVbQ+KyF/aLR4JuczVcwtthue6e7uoBtgTtjbej5eo73YJ4HR20n95Gx7n9eGwWZI8LUWdEF5dBxJRVhKVPvu6Hgf5Ijw1X2KD0RqsWSYgcfJvGgTKYjh6tdle3uBQEgfvnZ6FVi2wtqh7UHHov7YUIMdycrgz+e1jZZMNqd2E2DC4HeElBskJcNrU7+OkbJ1hXmM6s8XFsmJEB+ITsqfJmXjt4qd/zFVU0Mzk9muhwHdUtHd2pNPY+gjQnyUzmKFgBGBXiEpgGfLTPWNaV/8AnJL/GVbgSvZwJ/ABYC6wHaoHfAE/KsnxT3llV+nAi8pfSdvKD7rHmHX9HEFWYZ9xG8gNPInt9H0BBpUaWvLQeeoPmHc8oziNqwnBUl2DMnuV3DV1CFo7LpwNeX1Br0cSkDuE7ugm4qhC5fqGiS8hGl5x7bW0g48Zd93VvJjw2Cy17/uVLX3D7CxtXw0Xai7ejjU0ncvbdPieGYRCZS/KT2VdWhzPAstji/KQRSc5fODGRfWV1A7PTwPcRTzArRa8oCNw9J5PclEi2n66mtKr1muYw3K3+QgwNTW0OiqtaQMbXo948/A8/w8HVPuvX0TSQvJRI5uTEc/BcT8pLW6ebl/Zd4PVDl0iPDUclilS3dAyoW1azzclv3wt8D+4iJkLHx5fnDuuD8EAZFeJSluXvA98f4L7l9HNnlmX5MvDYUMxrLBE5917aS3b03CBliaatT9F65C1MU1ejT/Z5vztqymg7uQmP1b94wGtvpfblJ0m44+t+vc3NM26j7cT7AfuWm6atDVWM98E4fjauxsCt73RJOajDo677GoIgkHjnN6l9+fu4mnrl3IhqkAIvr0TOuuu6r3uz4Gy4RM3L38fbHiB9oQ+upkoa3v01nZWniV/3BQTV0P50xpr0PLG2gOd2nev2yFOLAovyk7h95rghvVYw0mLDeWjheP6974Kie0gwpmfGEmn0b1cHPsGRnxpFg7WTg+caqGu143B5EAWBs7XWgOfPio8gLeam7M570yDLvuXi7adrFMJsSX4S987LQhwFouZayE+N8qtQ7yIl2jDoqCX4fp8fXjgeu9Oj8JkFXwrI+SArFYMlMdLAE2vyR43bgnA9yvxWRBCEo9Mm5U3ft/GlGz0VPzrOH6L21R/1VIIPErUpjozP/NXPOsdefpKGd3+Fp+1KqzZBxDR1NXGrPh2qQO6D127l8rNf8RfxKjUpD/6QsPTJQ3atHp/LS6iMkRhzF2A98haWAy9DV8RaoyNm8UeInHXnkF13LONqrqLqn1/3a5k6EMLzl+C+59fDYuskyTKXm2x0urykxhgJ1w/v96qp3cF7xyopqmxBkmTyUqNYmJdITUsHHU4PGbHhyMC/dp1T5IMVpEXxsWW5g4qonq+18rdtZbT3slfJiAvnkyvzgorVEKOD3aW1vLT3QsBt983LYmlB8gjP6Pqw2l387I0TtNqVQRNRgM+sLiA/7fqDAF5J5s3D5Ww/Xc1A5FaEXqMwQBcF+i20M+jUzM9NYM20tKDfx7vXLKG46OSxYP7dw0FIXF4jo1lcgs+/su6tnwZc4rsW0h77DbqELL9xWfLiqCpFcnagSxyPOiLmuq5zM+OxWWjZ+wIdZ/YieVyEpU0iesFD6JNzr37wEOC1W+msLAJBJCxjKip9KCoEIHvdVP7tC7hbqhTjqvBozNPWYRg/C1FnwN1cTVvRFjrO7vd7YFOv/jrqOY+O5LSHnOZ2Bz9/86RfJw+dRsVXbptCSq8oosvjpbTKckVwRii2DQa3V6LkcgtWu5vkaAPZCaZRsZQXon9+9Mox6loDR/riTHr++4GZIzyj66el3cHbRys4cakZj1ciO9HE+unpTBjifuaWDid7y+rYV1bXbdnVhVYtMmt8PIvyEkmNCafOYqeqpYMIvYbsBBOl1RYOnmugsa0Th8uLVqMiyuhr4drXczYQIXE5Bhjt4hJ8URnLgVewle4KuIwN+BKm+vm3T/v4b9HFZw7TDK8dZ2M57ae347Vb0SVmE1GwPCSWQgyK9uId1L/9c8WYefoGYlc8jqDS4HV0IDk7UEfEIIgqnI0V1L76Q2V1fngsui9+MKYj9v/adS5oV5RJaVF8Zk3BCM8oxGjnS0/v7Tdl4refWDBmHxJkWUaWQRxm+yOvJFFrsdPe6UaSZYw6DUlRBp9Z+jBxI8TlqMi5DDG0aGNSSdjwH8Qu/zhtRVtxXC7u7ryjCjMRljYJye2gZfdzAY9XmxPQxl7d+HmksBx8jebtT3e/bi/agmX/yyQ/+EN0cRk3cGZjH9nrxnZ2P+3FO/C01iG5HIhaPWpzAhEFSwnPnT+mBVQgrMffVbw25s4ndtVn8LQ30bTlL77uVbKEyhhF5Jx7iJx1FykP/pDKv32u52HN1oR0Zjuq/LHbKrVvHlhviqsseCUJlXgzWSGHuF6iw3V+fbN7bxurwhJ8OZIjMX2VKN5wg/ORICQub2JUYSaiZt8Ns+/22ya5OrGV7cHVWN5ni0Ds8k8MS6vCweCoPacQll14bS3Uv/1z0h77zZj+QbtRSG4nrQdfxXr8XbwdrX7bXU2V2C8cpskQialwHVFz70XUXLtVzWjD1VSJo6pEMRaz+FFkVyfVz/+nIjrp7bDQvO1vyC4H0QsfxjRlFdZjG3u2H3tlTIvLfmtlQwtaIQKwcGIirx8qD7wt79qt0ULcvITE5S2KqA0j5ZGf0LL3RWylV3qFp0wkat4DGMZNu9HT66a9H/N2V8MlnPUX0CeOH8EZjS7s5SdoO/E+bms9mqhkzNM3dPeWD4bXbqXmlR8MyMLIa2/FsvcF7BePknTf91AbI4do5jcGR+05xWt9aj7amDRaD78Z1JS+Zc+/aD22EV1itnJDzSlS3T1V+gNp8ziayE+N4tD5xoDbclMiQ1HLEH4snZRCdUuH3+dmRnYcKyaH7OhC9BASl7cwqrAI4lZ+kriVn7zRUwmKx2bpd7v3KttvZiwHXqF5x9+7Xztrz2Er2Unc2s9jnrY24DGS0071i9/F1dC/YW9fnLVnqXnxu6R++KeIurHrRSg5lP15dfG+orXOyqL+j7O30tmnbafktCNL3lET5b9W1hSmc7rSgt2ltK3SqERunxlKNwnhj0oU+MjSXJYUJHcbkBekRY+5tp2SLNNg7aS9043HK2HQqUmMHN68x1uNkLgMMarRxmXQcXZfkK3CqMoNHUncrXU073g24LamzX8mfMI8VAb/NnoN7//WT1gK2jBMk1YQnrcIdUQMnvZmbGV7aCvaguzqaQnoaiyn4b3fknjXN4f2zYwkfaJxstdXtSmoB+ENJ4gDMMu/dlweL1tOVXPoXAMdTjfpseGsnJJKXur126L0JsEcxldun8I7RysoqmxBlmUmpkSxYUY6GXEDEwttdhfHLjb55hkXQUFq1LAXRIS48WTERQz4MzKasDncHDhbz56yOpr65I5qVCIzsmNZlJc0Jt/baCMkLkOMasxT19B66HW//ugAxtx5aCITbsCsbjy2sj0ES4zrKtLpG710tVRjK92tGAvLmEriXd9EFWZCcjvwdrSiS8wmLK2A6IUPU/fmT+ksP9HrurtxtXwYbXTKUL+lEUFliFS87qw8hSxLhOcuwFa669rOFWYacq9LryTxh/eLFQbLZ2qsnKmx8pElE5idEz+k10uMMvD4yjykK84R12KCvf9sPS/uOa+oHk6JNvLE2oLrMp8OEWKokWWZrUXVbDxaidsb2Afa7ZU4cLaBA2cbyE0289GluZhCn+NBE0qqCeGHq6Wa5p3PUv/2L7DsfxlPx41belabYkm+//uoI2IV48bxc0hY/x83ZlKjAKlXRHGg29uOv6d4rYlOJene/0JQa2nc9Ecu/eZDVPzpcS79+hEaN/0RQaUl6d7v+rX27FttPZYIS5/k62B0Bbells7ykxgnzMWYM/eazmXILBzq6XH0QlPQzh2vHbwU9MZ4vYiCcE3Csrq5g+d3n/Ozpalu6eCfO88O9fRChBg0sizz4t4LvHGofMDfnzM1Vn7x1kma2gNXxoe4OiFxGUJB28lNVD71GSz7X6a9eDvNO5+l8s+fpjNIX/GRICx9Ehmf+SvJD/6AhNu/SvrjfyTpvv8a07l/14s+Ja/f7X2LemSvh7Y+xVFR8x9A0Oioe+P/YT22sdt4X/a4sB7bSN0bP0FQ64ie96DiuPZTW7qXk8caamMU4bnzFWNNW59CdjtJvOtbxK15An3KRETd1T1UTdPXD/n8+rMHsjnclDdce0eh4WBPWV1Qm9yy6lYarf0//IQIMVJsPFbJ3jL/Yj2VKDAuLoIJSWYiwvzt1pptTv7wfjEdA+j7HcKf0LL4KEaWZZw1Z7CdO4C3vRnZ60bUGdDGjSMif0nAnLrrwd1aR8P7v/MzV5dcdure/CnjPvu3G+Z5KKjUGDKn35Brj0YMWdPRJecGrPg2ZE5HlzRBMeZurVUUswjaMMInLsRRU4b9wpGA17BfPIqjuhTjxAWIm/+I5PR15pCcHbgttWM239U8fb1iCdzVVEn18/9J/LovYi5cj7lwPe7Wei4/+x9InYHFnDY+C33yxCGfm3SVphZX2z5StNj6j+g025zEmcNGaDZjg6KKZrYWVVPV3EG4XsOcnHhWTEm5aneVEIOnqtnG+8cvK8b0GhWrpqYyPzexW1RKkkxxlYUPjl+mvLHnO99g7WTjsUoemN/HKSLEVQmJy1GI7PXQfnob1mMbcdYH7uPavP0ZwicuJHL23QHbNA6G9uLtQfuSe20t2C8dxzh+9pBcK8T1IQgiyfd/n8ZNf8BWttf37yaqiShYStzKT/l5f3r7VElrY1IR1Voclf1HpDsriwhLzUcTk6YQsn3PN5bQpxZgnDDP19bxCs76C1z++5fQp+RhyPa1fzRkzcBWugckZTU1gkjs8o8Pyl9VlmWa253IyMRG6P3OkZcaxcny5oDHhmlVjBslhQaxEf17nl5t+63G3rI6Xthzvvu1w+1l47FKztdZeWLtJFShIqhhYVdJreJ1uF7Nf2yYQmKUgca2TvafrcPh8pKVYKIgNYr81Eie3XGWYxebuo85cLae22dmBO3bHSIwob/WKMPb2Ubtqz/yM3rui+x10168nfaSncSu+CSRM2+//msHMNPuzY3MvQzhjyosgsQ7v4l3lRVPezNqczwqfeDOD33tcmTPwKqkRbXuyv7KNqJj1X4HfJ04Em77KtUvfBtnrTI/0FFdiqO6tN/j41Z/ZlBesCWXLbx28CJ1rb4l43hzGHfPHsfkjJjufWaPj2N3SQ3VLf79m9dPTx81VikL8xLZXVpLoE6ABWlRxJpuTnHp8Uocv9REWXUrKlFgcno0BenR/earOt1e3jgU2PrrTI2VUxXNFGbGBtweYvDYnR6OXFD6cd4/L5vEKAObT1bx1uFyRUlkRlw4n11TwIcX53Cu1kr7lf7fLo/EofMNLMlPHsHZj31COZejCK/DRvXz/3lVYalAlmja8mcs+1++7utrr9JLXBc37rqvEWLoURnM6BKyggpL3z6Riteupko8NgvGCfP6sdMRME6Yh6fDgqupUrFlqFMyRgJ3az2tR96iacffad75LGHpk9HGX0PUX6Um4bavYi689lzL83VW/rSpuFtYgm/J7S9bSimrbu0e06pVfHH9ZBZOTESn8f08J0UZ+MiSCSybNHoq9JOijHxkaS4alfIWkhEXzocXTwhy1MhT09LBe8creedIBWdrWpGvI63A7vTwf++c4tkdZzl4roF9Z+r58+ZS/rKpBE8/hSIX6tvodHmDbi+qCBypDnF9nK5sweXp+XeJNGqZlhnLmepW3uwjLAEqGm38e+8FtGoVCycquw0dDdJsIERwQpHLUYIsy9S9+b+4Giv6bBEwZM/EOH4Wos6Iq7mK9tPb8FjrFXs173wWTUwa4ROureK1NxF5i2nZ8zxem39RgT413y+PL8TA8NgstJ/e6uuiE5lIxKTlqI1D61l4NdSmODTRqbhbqnwDskTbyfeJXvAw0YsepWXXP/yOiV78YTSRCbTsfRGknpujJjoFtXlsWEDJsoz90jGsR9+5klvqLy4EjR6VPgJPe+AbiKgzEjF5JZEzbkMTlTSoebx//HLAKJ8sw/vHK5mYEtk9ZtRreGjheB5YkI3HKw06J6/N7mJXSS3n66zoNCoKM2OZNT5+yJZgZ2bHkZcSyYnyZuxOD+mx4UxINo+KdqyyLPPqgUvsKK7pHnv/xGXyU6N4fOXEQf1N3z5SQUWjfzrI6csWdhTXsHJK4A41VxO0gT4XIQZHp8vDofMNnCpvobqlQ7EtIy4CUfAVowXjRHkT7Z1upmfF8V6vXM2WDuewzflmJSQuRwmdFSfpvHRcMaZPm0TChv9AE6l8iope+DC2kl00fPB7hcl1886/Y8yZM+gfd1FnIPmBH1D35v/D3VzVPR6WMYWEO74xKm4aY42OC0eoe/0nyJ6eH6eWPS+QdM+3R7RASRAEzIXraNr6VPeY5eBrhE9cSPT8B9DFZ2I99g7u1no0kQmYp2/AOH42ruYqLAdfVZzLXLh+THwWJI+Lho3/5+ft2RfZ7cDjdoCoxpgzF5XRjOz1oNKHo4sbh3HCPETt1Zd5e7eC7E2VJp0LQeyFwBfZkmXZ728qCsKghWWdxc6vNxbR3qvStfiyheOXmvjUqrwha+1o1GtYMHH09ZQ+fL5RISy7KKmy8PaRCu6de2156pIkc+h8fdDtB87WBxWXWQkmtGpREUXrTf4Qm+PfirTZXbx3vJKD5xqC/p1Pljfz41eP4/YGjyJLMljtTiKNOsW40x38mBCBCYnLUYL1mNI7UJeYQ/IDT4Ig0LLv37Sf3oa3sw19Ug6Rc+4lomApqvBoal74dvcx7uYqOiuLMGRMGfQ8dPHjSH/8DziqSvHYmtHGpKG7ynJ5iMB4HR3Uvfm/CmEJPjFT98b/Mu6JZ0bUTili8gqad/2jx3LI1Un1v/6TuLWfx5gzG+P4WT1zlCU6zh2k4f3fKh5gBLWOiMkrRmzOg0X2uKl9+ft0Vpwa+EGSh44ze3z/r1Kji8v0mfQHKXK7FnQaMajH3nBUC7+074JCWHZRfNnC/rMNfst+Nxt7SmuDbtt/pp67Zo+7JoHt9ko43cE/B22dwe1qwrRq1k9P541D5X7bMuLCmZ4Vyre8HmpaOvjDB8W0driuum9dq38uc29UokCUUYelT6RSrwlJpWsl9BcbRjxtTXjsrWgiE/vNh/O0N9Fx7oBiLHb5JxBEFTX//p7iBmm/eBT7xWMk3PE1jOPnoE3IxtWrorzt+LvXJS7BV4kcllZwXecIAbYzexTCrDeSswPbmX2Ypqwcsfmo9OFEL3yE5u3PdI957a3UvfYjNFFJhE9chCo8Gm+HBVvpbtwW/8hP9MKH+/0sjxYaPvh9QGGpjc/CmDMHlc5IZ3Wp73snBYhKeD04687RWHeOpu3PYJ6+gZiFH0JQD86KqzAzjt1BBM/0zNghjQRb7S7O1VqDbj9y/uYXly224MuYDrcXu9NLRNjAxaVWLRIboQ9qqp0a3b8v6sopqYTrNWw5VU1dq50wrYo5OfFsmJGBWhUqfRgsDdZOfr2xiA6n5+o7D4BZ4+MwXvl36s3NWqA2nITE5TDgtjbQ8P5vu5e5BbUW05RVxC5/PODNqfNysSI6oo1NR59WgK1kZ5DIi0zj5j/TtPMfePvkXnacPxRwiS3EyONtD26IDeAJkNs63ETOvgd3Sw1tJz9QjLsttVj2/7vfY01TVhM5597hnN6Q4Ky/SHsfw3hNTCrxa7+APjUfR00Zzbuew1F5ys/TNRCyq5PWA6/grDlD4j3fRaW/usF6X9ZPT6Os2kJjn37GMRE6NswYWr9Qh6v/G63jFljiizOH0WoPHMky6tQYdNd26xMEgRWTU3hpX2BruBVTrl5sNXdCAnMnJODxSqhEIfQbfZ14vBJ/2VziJyxNBi0LchOYkGzmTx+U4AyyTN6X/NQo7p+XTafLw94zyrzM2ePjhmzetwohcTnESG4HNS9+B7elJ0rR1fFEctpJuP2rfsd47cp8LH1qPoIg0HHuYPDrdLZBp38el+xx0XHhCOG9ljhD3Bi0sWlX2T7yJuSCIBC39nOIYRG0HnhlwMdFzrmHmKUfGxM3ROuxjYrX6shEUj/8U0R9OPVv/eyae4h30VlZRN1rPyb5wSevuZlARJiWr985jV0lNd1dePJTo1hSkEy4fmgbE8RE6AnXa7AF6SySGT86vDKHkyX5SUGjt4vykwZV1LQwL5F2h5vNJ6u6Uxz0GhV3zcmkIC16wOcJRSqHhhPlzQr3BYCFExO5d14WGpVIp8tDYVYsB842dG8XUJb06TUq1hWmMT7JTEZcBC6Pl6e3lmHvJVjDtCpmZIfE5bUSEpdDjK1kl0JY9qa9eAfRiz7kV6DTN6ery0NQ7mvePEDai7aGxOUowJgzB7U5wa+yH0ATlYQxe+YNmJUv7SF26ccInzCP1qNvYyvbA94AnzVRTfjEBUTOuB19ytB3oxkOvI4O2kt2KMZil30cUR9B7Ws/xt4n/aQbQUSXOF7he6mJScPb0Yrk6OnY0Vl5ipa9LxKz+NFrnptBp2ZtYTprC4f3oUKtElk1NZXXD/p7K2rVIktHkaXRcDEtM5bbZmTw7rEKRTX2rPFxrCvs/6EvGIIgsH56Oovzk7hY34YoCOQkmUeN9+itRt80k6kZMTy4IBur3cUr+y9yqqLZrxK/7zqFw+0l0qgjKcrA/jN1bD5VTUOf1qULchNDXZQGQUhcDjGd/Rowyziqy/zEpSrMpHjtqD0HgCGzUNFFZKB4Q2bnowJBpSH5gSepe/1/FD6R2rgMEu/5DoLqxn799Mm5JCbn4ln+OB1n9uK21iM57Yg6AxpzAsbcBaiNkTd0jteKo6q4u2AJQBURgzFnDp3lx4MLSwBZImxcoUJcetqbGPeZv1Lz8pOKceuxjUTNux9RM7A8rEBV5FWa4RWYyyclI0kym05e7vZYTIoy8PDC8STcIm0Z1xamMXdCPEWVLXi9MrkpZpKirj2loS/heg1Tehnfhxh56lrtfg4Mt83MwOn28quNRTS19d+etDf/2n0OeRcBC+7SYsNZN31strm90YTE5RAjavuv/hV1/j9uupRcxWtn7Vmc9ReJmLQc69F3/AysARDEoFWsuvhxA55viOFFG5NK2id+R2flaTytdWiiktCnFSAIo2dpTG2MxDx9w42expDQt8tUWPpkBFHla+N4FdpOvKd4Lbs6QaUm+f7/puLPn0Jy+nzzJIcNW+luTFNWDdm8hxpBEFg1NZUlBUnUWuxo1SoSI8PGRFrDUBJp1LEob3DepCFGLxW9+n8DZMVHkBRlYMfpmmsSlkBQ66LkKAOfXZ0fikwPktFzh7tJiMhfHHSbGGYibNxUv3FtVDJhGcrx5p3PIqg0pDzyE0xTVne36dNEpxC//kuYpq0JchHxphEKNwuCIGLImIJp6mqf2BlFwvJmo28qiajyfW8k99VvOFKAHObmbU+jMpgxTVurGG87tfk6ZjlyaNUqMuJ8N95bTViGuHmx9yniSY31OVicrW3t9zj9AISiAMzIiuXLt0/BZOi/PW6I4IQil9eBt7MNj63FZ7isM6I2xaFPziVy9j20HnpNubOoIn7dFxGD9HI2T99AZ8XJ7tf2i0epf+eXxK/5HPHrv0jcmieQPS4ErS/6oI5MpL1oq7LnsyCQeNe3b0ihSIhbE8njwlFV4vseeFyIOgPa2PQb1ipU7GOT5Gz05R2GpU0aVCFPW9EWYpZ+FNPklbT2MpP376QVIgS4PF68kkyYNnRrHU769nLvar+puUpu5CdX5mHpcPDcrvN+28L1auZNSGRBXiKxESHroesl9A0YBJKjnarnvuHXA1zUGYgoWI6pcB1hGZNpO7UZr82CNi4D84zb+r3hGnPmoI3PwtVwsXvMVrIT+4UjRExegTF7FqLOgKulmvaiLQEtimJXfvq62j+GCDFQ3K11WE+8T9vJTQEjfrqkHMyFGwjLmoH1yJvYinfgdXagT84lau79GAJE8IcCXeJ4xWtn7TmcDZeImLSM5l3/VBTndCGodX5G991IXlyNFehT8pTDTntAyy9ZlnwpENYGNFGJ6FMLQhHDW4C6VjtvHLxEcZUFWYa0GCO3zcy4piryEAMnIkzpsHCu1ooky0wbF8PRC4HbuEYatIxPMnOmRlnWE6ZV8Z93FxJp1CEOUWvUECFxOSjcrfU4qvyXNiWnHeuxd7AeewdD9iwSNvwHKoN5QOcURBVJ936Xqn9+TdHbW3J2YD3yFtYjb/V7vKlwXWg5/BbBa7fSevQdOitOIogqjBPmYZq6esAFJteDLMtY9r7g6zfeT+caZ+05Gmp/BaJKYVLeWX6CzvKTJN71LcInLhjy+flSTKYoHr5adv+LxHu+g3nGBix7X+zZWVRhnnE7XltLv1FNMczUnW/ZhaDW+olGV3NVgOKtcSTd851B9yQPMfppbnfwf2+fUvgtXm7u4E8flPCp1flMTg8JzKEmJ8mMShTwXikHb2xzcKa6lakZMUxOj+62++pCFAQeWJCNShT8ujcVpEUTfQMjlV5JpvhyCwfO1lPf2kmn24tWJRJp1DItM5Y5OfFjMhI+9mY8RrBfOEzVP75G8kM/9Lce6oWj5gzWY+/ibq1DE5lA7IpP0rLrH0HtjAJhnnmHr6NPKEJy0+O2NlD93DfwtDd1j3VWFtFevJ2Uh348rO0kZVmm8f3f0nZy08APCtT9BpmmbX/FOGFut+3WUGIu3KAQlx3nDtC0+U9+0UeVMYrYZY/Rdnp7UHGpS8hGG5tOe9FWxbg6XCkYZK+bmn//t5/tlKuxnJqXnyT98d8Py3u9XiwdTnaeruFcnRWtWkVhZizzchPQhLwYB8zWouqAHWJk4K3D5UxKiwr9Ng8xEWE+4dU7SvnawUt89fYpPL5yInvL6jl0voEOh5v02HCWT04hIy6C05UtnKpQCs8bVfDllWR2nK5mR3GtX7tJgKZ2B+fr2njrcDmzx8ezYUY6EWFjJwc0JC6vE3VkIqLWgLu11q/Vn7u1lpp//zepj/4cVZi/cbH1xPs0vv+77teOqmLaT29DDI9CFRGL1GlF9gTvWatPySNy9t2E584fujcUYlTTvP1phbDswll7Dsuh14lZ9KFhu3bLnucDCktRZyQsYyqi3oi7peZKukj/nW88bY04Gy6h77OMPRQYc+agjU1XRBCtxzZiO7tfEUn1tjdR/eJ3cQSxDxMNZuI3fPnK8e8orzFhnuJ1x7mDAf1MAdwtVdgvHMGYM2fQ72k4qLV08Kt3lK3zztVaOXaxkc+tnYRGHRKYA6GsujXotlqLnfZOd6gwZBhYnJeoEJe1Fju/3ljEhxbnsDg/icX5PaLR45XYVVLLawcvKs6RHGUgK2Hkmwo43V6e3lZG8eWr2wa6PBJ7yuooqbLwxJoCEqOGL4AwlITE5WAQBMzTb8M8YwPaGJ8hr+x1YzuzD8uBV3A19JgXu1uqad7xDPHrvqg4hafDQuOmPwY8vWRTfuBEXTgqgwlBG4ZKZ0Qbl4Fpyip0CVlD/MZCjGYkj8snkIJgK909bOLSbanFsu8lxZiojyBm6UeJKFiqWJJ3W2qxHHjFr8WkH/0sq18PgkpN4j3foeqfX1fkg3oDtNt0VBb5jamMUZhmbCBy2jpUBjOW/S/jrFMWAJgL1yleO69S4ONqqhx14vLlfRcDRtzO17Wxp6yWZbeA2fpQcLVuP6E8vuEhK8HE1IwYTlY0d49dbu7g/71+guwEEwXpUYRp1DS0dXLkfCPtfTpWCQLcPSdzxKPKXkniqS2l/T6UBKLF5uTX7xbxtTumEjMGCo5C4nIQaKKSiVv9GbwOG20nN+F12NAnTSA8bzHhufOpf/uX2Mp2d+/fXryDmKUfU5iltx1/P8iSoT+S04bktGGauoa4NU+MyuW1EMOP7HH3+5mRXPZhu7b1+HsKMSiGmUj98E/RxqTiqD1H++lteDvb0CVkYZq8kvh1X8DTYcF+/lDA86mMUejiM4dtvtroFFIe/jE1L38fb3vz1Q+4gnHCPBJu/xqiRoe7tY7mnc/6RWsNWTP8cijVEf2baqvCR1feXZvdxdkg7REBjl5sConLATI1I4ZaS+DvXnaiacjbe44VJFnmbI2VfWV1XG62YXd6UKlETGEa8lOjWJiXSHT44EWSIAh8ZOkEfvNuERWNNsW2C/VtXKj3LzTszbi4CEqrWzHqNaTHhve771DyztFKP2GpUYnMzI5jdk48sRF6Opxuiipa2FNWh9Xe4wjT3unmqS2lfOPOaaP+oSUkLgeBqA2jvWQnDe/+RlFlqk/NJ+ne7xJ/25dxVJd2L1/KHhdtp7YQNecewNf5o/Xw69d83baTHyB73cRv+HIoh+cWpMvmJ6CpPvjlFA4Vktvp5+sYu/RjaGNSadn7Ii27n+set5XsxHLgVVIe+hGJt3+NS7/9sNIu6woxSz56zf25rxVdfCZpH/0/WnY/R3vxzuAV4VcQtGEIah3N25/G1XSZzsoi+i7vizoDscsf9zs2fOJCmrb+FTmAn6aoM4661JVgxtFdON0De/ANAcsmJXP8UhP1fdoGatUi98wZvgeo0Yosyxw4Wx+wlSL4HmyqmjvYfKqKSWnR3DFrHEmDXOrVaVR8Yd0knt52hpKqa+tMd6mhnUsN7WwrqmbV1FTunDVuUHO4FjpdHnYW1yjGUqKNfGZ1PlHhOtweiZYOJ1FGHeump7Nyair/3nuB/Wd7Um6qmjsorbaMeieCUFLNIJA9Lurf/oXfzcpRVULDu79BVGsxz7hNsa29eLvvWMlL7Wv/g+TsP8oUNe8BDAF6T7ef3nbVyvEQNyeCIBC14KHAG1VqoubeNyzX7bx8WmHhI+ojCM9fgqPmjEJYdiF1tlH/9s8RtGHErviUcqOoIvHub2OasnJY5toXdXg08eu+yLjPP0vsik+iTy1AbU6EAMJWdnViK9mB9dhGOitP0VdYCmodiXd/B22sf29qlT6cxDu/2d3soPsYjZ7Eu76FqB1dLRejwnVE9pMHmJ1gCrothBKjXsOXb5/CyikpxEboMRu0zBofx9fvnEpG3Mjn891IvJLMC3vO86/d5wMKy97IMhRVtvDzt05SMoDcw2DotWo+syafT6yYyISk4O4seo2KKGPgz/zmk1XXLE4Hw6HzDYoHO6NOzefXFWAyaHnrcDn/+a+D/PDlo3zrXwd5akspdqeHhxeNJz81SnGeXSUDL/i9UYQil4PAa7eCHPhJq+PcQdzWBsLzFtO84+/d4+7WOgDsl44p+hQHQpeUQ9SiDyGKKpx1F6h97Ud42noSly37X8ZcuB5BfWsut9zKROQtRna7aN79z+7lXk1MGnGrPo0+KWdYrtl3WdmQWYio0dHWp4K6N66mSpy1Z4mYvJzGD3qK1pC8NyT3UKUPJ3LWnUTOuhPwPeQ1bf0r1qNvD+z4iBiS7v42+uTcoPsYx88i4zN/pb1oK25rPZrIRCImr0BtjAp6zI1CJQqsLUzjxb0X/Lbp1CLLJ4eWxK+FcL2Gu2ZnctfsWy9S2YUsy7y09zz7zgQubAuG0+3lL5tL+Py6SYzvRxz2hygIFGbGUpgZS63FzqmKZtrsLtxeiTCtmqQoAxlx4fz41eNBz7H/TL2fiBtq9pXVKV4vKUgmIkzLS3vPs7u0Z5ssw8nyZuosdr559zTWT09XiN+SyxYsNidR4bphne/1EBKXg0D2Bq/gBhl3ax1haQXKUVcnsixjPfauYlxliMRrb+0ZEAScteeo/POniJpzD6bC9SQ/9CMuP/2F7uVFr70V29l9ROQvGaJ3dP3IsoSz9hxuSw2SqxNBo0djikefmndT5ojKsoyz9qyvwMbrIWzcVAxZM0aktaNpykoiJi3D1XQZQaVGE50yrGkSUp8Ivag3Aig/twHwdrQiqrUIaq1iaVz2uBG0N/YzIYgq4lZ9GtO0NbQdf4+209v83B7AZ0Vknr6B8PzFA/IRVYdHEzXv/uGY8pCzMC8JSYb3j1fS1un7TUuLDefB+dnEm0dXpDXE6OfA2Xo/YSkKUJgVx7wJCSRHGXB5JcqqW9ldUkN1S8/qnUeSeWpLKf91/4zrzlFNijIEXGYvb/BvoNCbNrt/+s5Q4vFKivcMMD83AUuHkz19RGcX9dZOjl5sYm5OPElRhu7cXhm43GwLicubjavlimnM8Xg7WpXHaPR42hqxXziiGE+6778QjZHUvPhdPJZa3yML4LHW07jpj3g724le8BCmqWsUURbr8fdGhbj0Omy0F23Fevxd3C3VftvVpjhM09ZimrIadfj1PRXazh6g9fAbuJsvo46IxTR1DaZpa0ZcvMqyRON7v6PtVE+hR+vhNwhLn0zSfd8bkSVQQVShix837NcBX85gb9wW3w+hLj6TjjP7ghwloI3PxGOz9GlRKiJoRs8Poi5uHHGrP0vMko/SWVmEp8NypY2lEV18Jtr4ka8mHQ5cHi9naqy4PV6yEkxEGn3/Bovzk1gwMYEGqwOtWhwTVaghRh+SLLPpZJViLMqo47Nr8kmONuLxSjRYO9FrVCycmMiC3AS2na7h9YM9ziodTg/7z9SzamrqsMwxzqRXGK/3ZbB5nwOl06V0ZjDo1EQadRy72NR12w/I+Vor8yYkkBptVBSO9e2vPtoIictB4Kv6DvwPG5ZZiCYykdbDbyrGNeb4K8vhPZ8ibdw4dEkTaC/a4hOWAbDs/zfmGbdhLlynEJeOmrKA7edGEtuZfTS8+2u/7iW98bQ10rLrn1j2vUTsyk9hnrZ2UNeyHHqd5m1/637ttVtp3PQHHDVlI17g1HZyk0JYdtFZWUTzzn8Qt+rTIzaXkaDLbquLzoqTeNqaME1dS+uh1wPmD4fnLURjjqdl/7+V54pNG5ViTdQZRp1V0FBx9EIjL+29gP3KzU0UfFHLe+dmoRIFVKI47DfWEDc3Z2usNLb1FLOJAjyxNp/ESAPbiqrZdLIK2xUroHHxETw4P5sVk1Nos7vYWtQTlNhTVsuKySnDUglt1GuYOyGBvQGihCpRYEnB8Jqpq0TlqpbbIyHLMtqr+MnqNL7gicurLMK7mgXWjSZU0DMIBI2OuDWf8xky90IbN46EDV9G9npo7ZPLFZ6/FK9DaZegS8pBEATs5SeCXkv2uHBUlaKNTVdGTL0eZHf/1a/DSdvJTdS9/pN+hWVvZI+Lxvd/52sbeI147VZadv4j4Lb209uCmmAPF20ngvs3tp3ajOwd3U+U14oucTzauIyeAVnCcvBV1OFRJD/wA9R9OlCFT1xI/Lov+tqhHlWaj0dMHplCntFElSbd77+R4lJDG3/fcaZbWAJIsq8g4L3jgV0HQoS4VvrmEhZmxZEUZWT76RpeO3ipW1iCb3n6N+8W0dLuYNXUVNSqHpHU3O7kTE3rsM3zvrlZzMyOU4yF69V8YsVEkqKMQY4aGvRaleK9ur0S5Y3tTEg2Y9AFj/MVZsbi9kpcqFNah432bj2hyOUgkN1OzIXrMI6fRXvpbiSHDV1iDsbxswBofP/3eFp7fdlENaapq+jo6/l3xbPwasu6gkqFLMvIfT0OxRvzbNBx8SgN7/8Ovy4sohrDuKmoI2Lwdlixl5/wq6hv2f2cb6l88ooBX89+6Vi/ea4dZw8Qlpp/LW/hugjUIacL2e1ActkVnqZjHUEQMBduoHHTH7rHrEffRhubjrlwHRmf/guOqhK8dp/PpSYyEcnVSe3rP1EYlwtqLaZbUFzeSHacrgm65LaruJY109JCrR5DXDeXm5WBk3kTEnB7JTadvBxw/06Xlx3FNdwzN4spGTEcu9jzm3q52UbeMBXWaNQiH1uWy4bp6VxqaCdMq2JiStSIdKMSBYGJyZGc7lUZv6uklo8uzeWhBeP5+/Yy+q7Yz89NYHyiiSMXGrE5eh4Q9RoVmfGj24kgJC4HgaulmuZd/8RcuI6o2XcDvjw8+8VjWPa/jKOqWLF/RN4i1MYoVGHKSrjOy8XIsoQxZy7tp7cFvJaoj0CfWuCLzvUysRY0ekT1yD+5yJKXxvd/r+yuIohEzbsf84zbFJWxXoeNthPv07LnBYXIbNz8J7Sx6WiiklDpr25eK3v799yTpZGNFGpj0ujsCGxboTJG+uUo3gxEFCylZc/ziiKexg9+j+3MXiJn3I4heyaCqMJrt2I5+CqtR97yqzKPmLwyYBvUwSB73Mhet8+bchQus0tOO86Gi3g7bXg1FxEMUQiJExHUI5tv2reAoDd2l4fWDidxplDxTojro2/+X3KUgUZrp0IQ9aXL5Dw5ysgxesRlp3P4PVbjzGHE3YCitUX5SQpxefh8I3NyEpieFUtMxFR2nK6huqUDk0HL3AkJzMiKpb3TzVuHlR3A5uTEdy+Xj1ZC4nIwyBKWfS9h2f8yuvhMBG0YbktNwPZyalMcMcs+DkBYah6o1HBl2dRjrcd+6TjGnDkYsmdhv3DY7/jYlZ9E1OiwHldWmYdlTBmGN3Z17BeO4Glr6DUikHj3fxI+YR5uawPNu57D3VKN2hyHacoqoubehz41n5oXvtMdfZRdnVQ9+2UQ1UTkLSJ21af7FZlhGVN8vbqChGAM4wqH8i1elchZd17xQfTHPOOOm7I6XtQZSLjzG9T8+3vdn1+AzvITdF5J6xC0YQErrsFXdR277LFBX1+WZRzVZViPb8R+/nBPOoYg+roCTV1NRP5SRN2NzR101J7z9TEv3eVvHq83oZp2F6oZDyBGj8zSuMmgoa418DZRAKMuZGcW4vrpm//nyw/sp0qFXrmEHqWYHO25hNdDXmoUsRF6mtp78lP/vKmEe+ZmMndCAh9d1mN1Jssy52qtPL/nPJYO5QrgorzhzQ8dCkLi8nqQJZz1/j5xXajCo305aVeqpFUGM+ETF2Ir3tG9T/P2Zwh79Gck3fNtWo+87WujZ29Fl5BN5Oy7MYybRuflYmzFOxXnNk/fMCxv6WpYj21UvI6YtJzwCfPouHCEutf+B9nbc0NtPfQG8eu/hGnyCiJn34Vl/8vKk0ke2ou3426tI+XD/xvUxkdjjsc8/baAnoT6tEkYsqZf/xu7Bow5c4hZ/gmadz7bS2gJmArXEjX33hGdy0hiyJhC0l3/Sd2b/xuw605/wjLpge8Puoq+s7KIxi1P4Wq46L9RlnDWnaex7jxN258hcsZtRC98ZNi7//TF67BR//bP/dwgFDja8B74B94D/0A1437Ua7417POcm5PA2ZrAbR6njovtN9crRIiBYjJou+2sAMqqW2lo7b9RyIwsX+5j3xzLiLCb94FHFATumZvJXzb31Am4vRIv7b3AxqOVVyKYeuxOD0UVzdQEaCu6cGIiiWOgAC/0yzJM6FPzSbjj62hMyuRhc+EGhbh0NZZT/cJ3SLjty0TNuae7RST4ltrbS3b65TeqIxMxZI5stA58S332S0oTWvPM25FcDurf/rlCWAIgSzS89xsM46aiSy0A+ojLKziqS30R3KwZQa8du/KTqCNifMutthZErYGIKSuJWfzoDYkURs2+G9Ok5XRcPOrzucyYgqZPYcvNiDFnDikf+l8aN/8JZ82ZfvcVVBoiJq8gdvknBi0s24q20vDeb/rtqd6F7Or0paXUniPp7m+PWBTTY7NQ/cK3cTcHzi8LhPfoy8gtl9E89NthXSqfOT6Oc7VWRfs4gMRIA/fPyxq2645mvJJMg9WOShSJM+lHZVrFWCM/NYqq5p7izl0lNVhswQtONSqBuRPiqWhs9+sLPtxG5jeaKRkx3D0nU2HDBGBzuK/aeSc/NYr754+N721IXA4CtSkucI9nlZqIiYswT9+ALjk34I+WPmUixpy5dJw70D3mrD1L5VOfJSyzEOP42ah04bgsNbQXb1cWBl0hdunHRsSsuy+eDgu9Ra4qPBp94njaS3Yi9amE70by0l6y66oC0HG5uF9xKQgiUXPvI3LOPUhOO6I27IYvP6sMZkyTlt/QOdwI9Ek5pH3kF74l4OPv0nFmn8I1QBOTimnKKkyTV6IyDK7jBlyxutr4K662vNaXzvIT1L7xE5Lv+28E1fD+xEluB7WvPBlYWIbHISblgeRBqi4Ch9LEWbp0APcb30Fz78+GTeCIgsAji8YzOyeeYxebcHu9jE80MyMrbkSKGEYbB87W886RClqvGGYnRflE9oTkyBs7sTHOwomJbD5Z1f1Nrekn17cLryTzUp8OUXmpkTckF3KkWTE5hTCNipf2XQjqu9mX2TnxPLJwvJ+l0WglJC4HgcpgJu0TvorwbtNlfTjaqOSrRksEQSDhtq9Q/cK3cdadV2zrvHSczkvB21MBRC/6EOETF173exgMfZdCu/Ik+xrG98Vrb0UT3X87OWEA3U/AJzIHUgQUYvjRJ+WgT/oSrP8Sksfl+x4Mkej32Fqof+eXDFRYCiqNwlGg89JxLAdfJXr+g9c9l/5oPfSG3/dYSJyIeskTiOMXdf8tZLcDqeQD3Dv/ANae6IRUugnpzHpUE4fvIUUQBHKSzOQMsrXezcKRC408t+ucYqzWYucP7xfz1TumkhYb+l0ZLNERegrSozld6V93EIh4Uxi/eqeIyiZlUGIs5BIOFfMnJjI+ycyukloOnqun0+W/OiMIMCU9hsX5SUxINo+pKHtIXA4SQRDQRCWhibr2L4OoM5D80I+pe/1/6Kw4OeDjYpc/TuTsu675ekOFX6eWtkZkrxtdQv9hel18FvqMqf3uEz5xwXXPL8SNQ1RrYQjdC9pOvI/s7kl676+gC8CQMxdPa61C6FmPvk3UnHuGLa9R9nr8Cu3E7AVoHvgViGqkC3uRLh0AUY1q4grEKXegG78I1z8+jtzUkz/qPfz8sIrLEL7iiPeOBfb19Egyf95cwgPzs5mcHj2mbuCjiTtnZXC2phWXR7rqvtUBcgknpkQyKT16OKY2aok3h3HfvCxun5nBqYpm6ls76XR50KpVmI1apmbEjOoWj/0xNuKrNyEqvZHkB39A/G1fQZuQPaBjbOcO0BGgorwLb2cb1uPv0rLnBTrOHfT3xbxO1BExisis7OrEdnY/+rRJ6JJzAx8TmUh47gI8Fv/WkF1EL3wE7VUimyFuHWSvB+uJ9xVj5sL+C9h0Cdkk3fc9RQTc29Hq6/0+THScP6R0iNCEobnrf0Dy4nruk7hf/Dzeg8/h3f93XM88iuft/wZDJJo7f6w4j1R+CKkxQLFSiCHD7vRQbw1ccAbQ2uHiL5tLeWHPeeT+evGFCEpSlJHHV+ShHkS1d2qMkU+smIh4kwn7pjYHu0pq2VlSQ2Nb8M+fTqNi1vh4bpuZwf3zs7lz9jiWFiSPWWEJocjlDcXXHzoLyR64mrMvjsunqb18mqh5DxC9+FHFE7atbA/17/xSsXStjU0n6f7vozHHD9l8IwqWKSrGWw+8SnjuApLu/S71b/2Mzooeix5dYg6Jd34DVGq/SnFBayAsfZLPjD571pDML8TNgf3ScaX5ukZPzJKP4Kg7F7SIyNPWgDo8GtPklViP9XQFaju1mYi8xcMyT1vpbsVr1eTbEAxRuD/4f8gV/lXj3pNvIKROQT39PoS0QuTLPSkwUukmxLjPDMs8Q/jMs0UBP5Pqvuw7U8/UcTEUpN1aEbShIj8tis+tm8RTW0oH3Pt6Ykokn1gxkTDtzSNHZFnm9YOX2H66pjuxRwCWFCRzz9zMm05EByIUubyBuJqrqH7+P/vt+BIIy/5/07zjme7XbkstdW/9zC8n0tVUSf1bPxuSuXZhKlyveO2sv0DDu79BpY8g5eH/If3xP5B4z3dI/divSP3oL1FHJtK84xnsF48qjku659sk3/e9kLAco8heD87GCjori+isPI2rqXLIIuWuZuXyZfiEeYg6A9rY4N6Q7ae3IjntRExWLi+7mwZewX0tVGnS6WhXPhSKE5cje914T7wZ9DjvsVcBUE1UdqiS2/wL90IMHVq1iskZMQPa9/D5xmGezcjh8UqcLG9ia1E1J8ub8UpXX7K+XnKSzHzv/hncOWsc0f1E3vJSI/nUqjyeWFsw5oVla4cTi83ZHfXeU1bHtl7CEnzZ4zuKa9hd2n9F+M3C2P4XHcNIbie1rzyJ1KeCVAwzYZq6GkPmdEStHlfTZdpObcZx+bRiv9aDr6FLyCYifwnWkx8EtWpxVJfirL941bzIgaKLy8CQNUMhFttPb8VRU0bkzDuJKFiKNjYdye2k/fQ2rEfe8vMC1caNu6oJvKupkrbT23C31CC57IgaPeqIWMLzFqJPLQjlRd0g3K31WE+8R9vJTUidbYptKmMUpqlrME9bi9oUO+hrSE5lPlZXXrO7uSroMbLbiaulGk1UsmLc26uKfcjpnRMKCIYocHaAK/g15fb6nn17jwfxCL3RSLJMZaONTpeH1JjwQXkQujxeZJkb3lHk7jmZVDS0d1eKB6PTNbIdv4aLqmYbf95cqrAEig7X8enV+aRED28XsXC9hlVTU1kxOYWymlYuN/k+Q2pRJDxMQ0Fq1E1RFX6+zsprBy51FyYlRoZxx6xx7CwOLiB3FdeyJD856PabhZC4vEHYSnbitig/gKbCdcQufxxRo0P2uJE8LnSJOZgmr6Czsoja13+iuKG37H2B8LzFeKz1fU+vwN1aN2TiEiB+3Rep+ufX8LT1POG7W6pp3PQHGjf9od9OLaI+gsS7vhXQSkmWZeznD9F6+M2gHXCsx95BGzcO84zbME1ZdcPtiG4VJI+Lps1/pu3kJoJVcHs7LFj2vYhl/78xT99A7PJPDMoKSOhTGOR1+MTa1WyNVAaznyWWOJztFvsUuMnWOoTEiRAeC7bAqxFibOaVfZXffUE3+iqVL9RZeW7XORrbfCJaJQosykvk7jlZA+qiUt3cwRuHL1FW1YoMZMZHcPvMjBtm+xMboeebd09j86lqthUFzwEfN8p7Ng8Et0fijx+UYO0jpFtsTv70QTHfe2DmiPSUF0WB/NSom9K78nKTjd+9expPr1yLutZOntpcSn+xjwZrJ7Is3/QBktCy+A1AlmW/TjfheYuIW/0EkqOdurd+xoVf3s+lXz1I5V+foL14B2Hpk0l+4Pv4Mjd8uJur6Kwsuqp592Aq2vtDHRFD8kM/Qm1OCLg9mLBUGcwkP/gk2phU/2MkL40f/J7aV38YVFh24Wosp/H931Hz0n91C48Qw4fk6qTmpe/RdvIDBmQNJEtYj75NzStPIrmDGykHQx2uXL60XziELEtETF4R5AgIS5+CxhxPx7mDinFV+PDlzonRGYrX3tMbEQQR9axHgh6jmv1hZFnGW6T8/gsj1A5yoDS1O/j9+8XdwhJ8voQ7imt563D5VY+va7Xzf++covSKsAS41NDO794r5myfjiwjSUSYlnvmZLJsUuDIkVGvZkHu2G+GcLKi2U9YdmHpcFFUMTDLoBDBef/EZYWw7EKGfnMqo8N1N72whFEmLgVBSBUE4WlBEGoEQXAKglAuCMKvBEEY8GPPlWPkIP+NisQmZ/2FPkvFAjFLPork7KDquW9iK9kJkm9pxt18mfq3f471xPvokyb4eVy2HX8P09Q1vp7lAdCn5qOLzxzy96CNTiH1Iz8nPG8RDMDQ3ZA1g9SP/AJ90gS/bbIs07DxV7T1qRC+Gp0Vp6h56btILsfVdw4xKGTJS90b/88vLQN8vcT1KXm+hgEa/whh56XjviIzOXCel8dmwdlY4SdADdkzQez5PLsttdgvHsWYM9cv5xdAHRFL/LovIMuS/0Nb7rwBvc/BoJp6h+K1VLYNqbkC1fzHUM18kN4Pgqi0qFd9HVXuMqRzu5Cbe3XnENWoJq0btnkOhl3FNUEtZXaX1l516XjTics43P6pOpIs886RiiGZ4/Vw1+xMlk9OUUTv0mPD+eK6yZgMQ2epNdw4XB6/3twAjf1UxoMvehbi+jhfG7wQN5Do7GJB3th/eBkIo2ZZXBCEbGAfEA+8CZQBs4EvAWsFQVggy3LzAE9nBX4VYDxIG5mRxVFdqngdNm4amshELPtfDrrE3bLrOUyTV2CatgZbWU+VqqOmDE1kIol3fMN3I++VB6aNG0fiHd8YnjcBqI1RJN75TTzLmrCe/ID209sU81eFRxORvwTTtLUgCLQVbcVrt6JLyCIif0l3S8DWg6/SXrzd7/z61AIiCpaiNscj2duwnd3ni0z1EivO2nM0vPdrEu/85rC9z1uZtqItfsVYalM8UQseJCJvCaLWZ/0jOe20F++gZd+LikrvjjN7sZXuJiJ/SfeYu7WOxg/+gP3SMcDnn2qecTvRCx9GEFWojZGET1zge8i6QuOmP5H66M+IW/1ZwicuxFayE8lpR58ykYjJKxF1Bpp3PovbUtMzUVHle/C6Dqo0wSOKQvoMhNhs5KYrD4qyF/fL/4H2w0+hWfcdVPM+hlR+CEHUII5fgGCIQqo/i/vt7ynOI+YuR4gYGkeHoaKvuXVvXB6J+tbOfpePy6pbg2672NCOy+NFq75xKS0qUeCeOZmsnZZGXasdg05NYuTo79fcRWmVhXeOVlDRaEPAV6V91+xMkq70nL6ahU1MxNi1uBlq3F6JLaeq2FdWT2uHk8QoA8snJTN3QkK/EUatWkVHkIp4lSgwbVwMRy8q02NmZMWyYrL/yt3NyKgRl8Af8AnLL8qy/NuuQUEQfgl8GfgxMFCvjlZZlr8/5DMcIqRO5Q+3PikHAHt58O48XnsrzoZydIk5yvFOX0FQeO58wjKmYCvb0y3gDJnTB5ST6Glrwl55CkFUYcicjirs2nKO1KZYYhZ9iJhFH0KWvEiuTkSNvjvfznrsXRo3/1Fhgt2y5wVSHvoRalMclv3/7nO+OBLu/AZhKXmK8YhJy3C31lH31s8UljS20t045z2ILn7cNc07RP/Isoz1yNuKMV1CNskP/QhVWASOuvPYLxwBQcCYPQvz9PUYc+dT88K3Fa1RrUff6RaXXkcH1c9/G09bQ/d2ydmBZd+LyG4HsSseB8A8/TaFuPRY66n6x1eJWfoxwnPnY+hVEOZqqqTxg9/5WQOF585HPYzL4oIgoJrzITwbf9A9JjdewPnne1HP+TCqafegnna37z22VOLZ+ze8R14CjzJSq57zoWGb42Ax6vov3DHq+r919NeiTgAERseyoEGnJivBdKOncU2UVFn44wfF3T+nMlB82cKl+na+ftdU4kxhFGbG8trBSwHtgML1GqaOG1jl/EDxShIVjTYkSSY9LvyGPjhcC7Is87etZYrOQrUWO//afZ5mm5PbZmQEPbYwM4Ztp2sCbpuSEcNjyyeyfHI7pytbkIFJadFkxIXfEkviMErEpSAIWcBqoBz4fZ/N/w18CnhUEISvyrI89pPs+ny4uixcBLH/fw5BVHUvl/eM9fyIq/ThmKetHfA0ZFmiaevfsB59q1v4CWotMUs+SuSsOwd8nr5z7N2e0dlYTuOmP9I3V89ra6buzf/FPP02RXWwoA0j5eH/QR2ZSNupzbQefhNXUyXqiFhMU1cTNfdeUh78IZef/Qrulp7qYevxd4lf88Sg5hwiMI6qElyN5T0DgkjCXd9E1Bmoe/vn2Ip3dG9q2fVPTFNXE7f28yTc8XUuP/2FnvP0cixoL9qiEJa9aT32DlHz7kdlMBOWmodp6uorBUQ+PG2N1L/1M5qMkYSlT0HU6nE2VgT0vlQZzMQs+dj1/gmuimra3Ujn9yKd2dozaLfg2f5bPNt/C+Zk33e2PfB7Vi14HDGtcNjnea3MzonnZEXghaLM+IirVvpOyYhmZ0ngitn8tKhbsq/5UPH2kYqAzarsLg+bT1bxyKIcdBoVn1qVx182lWLvlcJg1Kn51Kq8IRV/xy818fL+i7RdyfE0aNWsn5HO0oLRXxF9psYatGXlphNVLM5LCpomsXpaGsWXLX7m/KYwDXfOHgdARlwEGXFjv0BsMIyWb3iXOd0muU+ClizL7cBewADMHeD5dIIgfFgQhG8LgvAlQRCWCYJwTd8mQRCOBvoPmHgt5wlE36rXziv5bMYJwd+eOjIRbfw4OiuVuW9i2OCfulsPvYH1yJuKiKLscdG09Sm/wojB0nZqM8GKQFyN5bQefkMxFjnjdjRRSbTseZ6Gd3/tEzeyhKetgZbdz1H3+v9D0IYRs/jDiuPai7cjjVI7l7FKe6/IIYAxZw7aqGQsB19VCMsu2k5uwnp0I7r4TMLGTetzLt/+nVUlwS/o9eCoPdv9Mm71ExgC+KB6O1qxle6i7eSmgMJS1BlJuu97aCIDF5wNJYKoQnP3TxDHLwy8g7UmuLCc9TDqZV8IuO1GMyUjmvm5/n+/iDANjyzKCXCEktXT0gJ6HIZpVdw5a9xQTPGWxO70cLmflIUzvdIRxieaefKhmTy0cDyrpqbyyMLxPPngzCGN1J6taeXpbWXdwhJ8IveV/Rc5eK5/F5PRQPHl4IVNkixTWm0Juj1cr+Grd0xl/fR0UmOMpEQbWDE5hW/cNY3YCH3Q424VRkXkEujqHXg2yPZz+CKbE4CtQfbpTSLwzz5jlwRBeEyW5Z2BDhhJ+no8OmvO4Ky/SMTklbQVbfW/YYoq4lZ9GkEQsZ54T7HJcJWe3cGQZclP2PWm9fCbGHPmDOrcvfG291+V2Dv6CGCathaPzeK3VN5Fx/mDdFacwpgzF5UhEq+9FfBVqDvrLxCWNum653yr0hNB9z2H9c3/7Somazuu/Az2xnr8XSJn3k74xIV0lp/oHvdYfQJL1PT/o9uVhwsgqNQk3fMdmrY+5VeoEwxNVBKJ93wHXdy4Ae0/FAgaPZoHf4Nn++/wHnoePFcpMAszo176OVQzHhy1S2SCIPDwwvFMy4zlyIVGOp0eMhMimJ+bSLj+6l6XZoOWr90xlU0nqzhV0YwkyeSmRLJmWhrxN4G/4Y3iag5QYp8dwrRqFk4cvgKSLaeqA0ZRwRf5mz0+ftR+xocCg07N+unprJ9+/W4PXklGkuURsYgaCUaLuOwK5QUrv+oajxzAuZ4BdgPFQDuQBXwe39L6e4IgzJNl+eTVTiLL8oxA41eil9MHMI+gaKNTCMuYSmdFzzQat/yFlId+SMpDP6b10Ou0l+xAcnagT55I1Nz70KdMxHb2gOKGDT5vzMEgOe3Kvsh96J0zdz1oY9MGvK8qPBqNOZ6209uCmsIDdFw4hGHcVHRJOdh79Vr32tuCHhMiOM6Gcpp3/cOXPwkYMguJXvyoXxW+yhiFLHkV/qZ96RKkaqPS4KErqhyet4j204GfD9URsej75NkKKjVxqz+LqXA9bcffpe30toBWV/rUAszT1xOeOx9Bde1G39eLIKrRrPgP1PM/jvfkm3iPvYzcXK7cJ3kS6pkPIuavUfRAH60IwvV5FJoMWu6bl8V984bOY/dWR69Vk5ts5kxN4Fvl1AF2IRoqKpvag26rt3bi8kg33Dy/PwrSotkeJG9SJQrkpQy/P2ejtZO3jpRzsrwFSZbJSjCxYUY6uTfID3aoGC3i8mp0Pfpc1WRPluUn+wydBj4jCIIN+CrwfeDuIZ3dIDBP36AQl47Lp6l5+QfEr/sC0QsfJnrhw93b3NZ6qv71TRyXixXn0CXnok8cP6jri9qwfs3Oh8of0DR1NZaDrymq2LvQp0/GUVnkf1CwR+Hu7UMytRD4HiKqnvu64nNgv3iUzsoidAnZin29tmZfNbc5IairQZenqsemzNcTtb4qVkPWDCIKlvm7A6jUxK37QtACNF1cBnGrP0vMko/SWVWMt6MV2etG1Ieji88K6J16IxDCTKjnPop67qPIjjZkuxVEEcEQhaAdO9XIIUYvd83O5Fcbi3D2sXqKNelZMWVkvwdhWjU2R+CKaY1KRD3Ko3C5yWYmp0dTFCDvcvXU1GG3pbLYnPzy7VO0O9zdYxfr2/j9e6f5zJqCMW0+P1rEZddjWLAWHKY++w2GP+ETl4uv4xxDhjFnDvqUPIUtUWf5cSr+9DjG8bMxZE1H1IThqCnDevw9hf1OF6bJqwZ9fUFUYZq8EuvRtwNuN01dPehz90YdEUvSfd+j/q2f4e3oyV8Jy5hK/PovUfHHj3ePeW0tuK0NGDILQVQFjV4ax8/y9bauPacYVxnGVtXnaKBlzwsBHzBkjwtPu1IgtpfsIqJgGebpG2je/nTA85mn39a9b2/UV/IfBUEg/rYvY8iaQdvprUj2NnQJ2Zhn3TGgpWxRZxgz/egFvQlBH/pMhhha0mLD+fodU9l08jJnaqyoRYGp42JYNTVtUO05r4fZOfFsPBp4lWtmdtyAOjndSARB4BMrJrLlVBV7z9Rj7XCSGGlg2eQU5uYMvz3YllNVCmHZhSTDW4fLyUuJHLNpBaNFXHYlGfo7bPvoyiAPlpM5ELqy6oe3qeoAEUQVSfd+l6p/fk3ZBlKW6Dh3gI5zB656DtvZvZgLB14d3peYxY/irL+Io0oZEQ0vWIp5kMvtgTBkTGHcE09jv3gMr92KNiGrO+KqS8hWGMq3nfyAmMWPEjX3fiz7XvQ/V/YswjKm0nFmb3e+Jfjy3vpG2kJcHfulo0G39V3+tl84gqvpMpGz7sRtqfEzvTfPvBPTtLU4as/5ma5HFCzr/n9BEIkoWEpEwdLrfwMhQlwjsixT1dxBU7sDl8eLTq0i1qQnJdo4Zm7kiVEGPrI09+o7DjMrJqdwprqV83XKlCRfj+3gNj6jCbVKZG1hOmsLR75LVmk/frBVzR3YHG4iwsaOqX9vRou47FojWy0Igti7YlwQhAhgAdAJXF1xBaerVcfF6zjHkKIymEn50E+pfeUHOOvOXf2APnReOo7kdly1SCIYos5AyiP/g/3CEeyXjoNKRXjOPPRpBUP+IyuoNAELhEyF62h8/3fdr1uPvIVpyiqiF30IjTme1sNv4Gq6jDoiBtPUNUTNvQ/Z1Unz7ucU54mYtExRDBJigPTXXUkQ0cZn4Krv+srI1L3xE5If/jHxaz9P5Mw7fQbrgoAheyba6BQ8bU3Uv/VTxWn0aZPQxY2NG81opbGtk53FNVQ02jDo1MwaH8/0rNh+28yFUGJ3ejh4rp49pXV+9jEASVEGFuclMWt8HHrtaLk1jm60ahWfXzeJIxcaKapowSvL5KVEMndCwqjOtRwtXC2wO1YedgIxKr5BsixfEARhE76K8M8Bv+21+Ul80cY/d3lcCoKgAbIBtyzL3WEvQRAKgFpZlhUJFIIgZABdCkapSm4w6vAoUh/9KW2ntmA9tlHpKzgQrpafeBUEUYUxZ86QVIYPhoj8JTRvf7rb61J2dVL9/LdJvOubmKauxjR1NbIsd3/J3K311L/9M9zNyipzc+GGEZ/7zYBx/GzaT28LvO3K56Jh4/91j7maKrn89BeJmnsfEZNXEDn7LgC8diuWA69gOfgaUqcyihE5U9kmMcS1caGujd+/f1rRjrH4soWiyhY+unRCSGAOgKMXGnlhz/mALSm7qLXYeWnfBd4+WsGHF+cwZYSLY8YqapXI3AkJzJ0w/NZfNxuT02Ooa60KuC0rwTQgZ4bRyqgQl1d4Al/7x98IgrACKAXmAMvwLYd/p9e+KVe2VwDjeo3fD3xLEITtwCV81eLZwAZAD7wL/HxY38UgEFQazIXrfEuKVSV0XDiM12ZB9rpx1l/0s+vpQp+aP+ajdaI2jKi599O889nuMU9bA1X/+Cr6tElEFCxFY47H29X+8ewBv/zT8IkLQ915Bkn0wkfouHgUya5MZxZ1RmIWfxhNTCod5w7ScXZf9zZvh4WmrU/RtP0ZXyGNLOFqqQ6YIxtRsAzjhOHr7z1U9Nfm8UYiyzLP7z4XsM/30QuNTM+MYeq42EGfv9bSwd6yOi41tGN3ehAFgXC9htyUSObnJhBpHPttAncW1/Dy/oEvWNmdHp7aUsoji3KYFxJMIYaR5ZNTOH6piaZ2ZcGrRiUSb9bzv2+cAKAgLYqlBcljSmyOGnF5JXo5E/gBsBZYD9QCvwGe7BuNDMJ2fJ6ZhfiWwY1AK7AHn+/lP2X5OkN9w4ggCISlFRCWVtA95rbUcvnZLyM5+hjniipiFn9khGc4PETOvRdnY7mi3R/4Kuj75u71RZc4nvj1XxrO6d3UaCITSfvIL2jZ+yId5w+BLGPInkH0/Ie6K7ATbv8qta910nmpT3tSydNvpN2YM5f49V8c00s7N5qq5o6AS7hdHLnQNChxWVbdyvvHK/1y5cBnIXOhvo33j1cyJSOG9dPTSY4eFanq18yJK91j+iIKAjlJJkxhWlrtLi7UWZF63RlkGV7YfQ6zQTumK3ZDjG4iwjR85fYpfHDiMifKm3F7JbLiI6hq7uDA2Z7mC5ebbBw+38BXbp+KeZgr2IcKYRRrrVGJIAhHp03Km75v40sjdk1X82Wadzx75eYvoU+bRMziRxUidKwjS14aN/3Rr0ikP8LSJ5N4z3cU7SZDDA+y10PT9md8ZuZSYOuRblRqombfTfSiDw+ot/1oYLgjl7LLjnTxAHJbHbgdoDMixGQgZszq9290rtbKrzcGsOu6Qn5qFE+svbbfgS2nqnjjUPmA99eqRR5blsvkMbZM7PZI/NeLh7H1qsZViQIrp6SyJF/Z1s/S4WTn6Rq2nlaagkeF6/j+AzNHfdVziJuH53efY9+ZwFZv83MTBtQhqy93r1lCcdHJY8H8u4eDURO5DBEcbUwaSfd+19dBRZZuiEn0cCOIKuLWfA5D1gxaD7/Zb8RSG5uOecZtmKasRlCFPsIjgaBSE7fyk0TNu4+2k5tpO/GeXzW52pzgS++YssqvxemtitR0Ce/Rf+M9+RY4AxhOm5NQT78PVeE9CEZ/8ZYaY0SjEnF7/ZfFATITrq1v8dZrFJYALo/EU1tKx5zv3rFLjQphKQrw6dX55KdG0WJz8O6xSprbHcSZwpg7IZ675mQyLj6Cv24t6z7GYnNyurL5ulIPQoS4Fo5faup322DE5Y0gdGceQ/giHGMjEjQYBEEgfMI8wifMw9lYQfvpbbhbqpFcdl+LPVMc4RMXDUs1e4iBoTZGET3/AaLm3YenrQlvZxsCAmJYBGpTXOjf5QqyLOPd9Sc8u/8c0KO2G2stnu2/xbP3b2hu/wGqfKW/bJhWzbJJyWw66Z93HaHXXFNrv7M1rbweQFiOTzQxPzeR9NhwvLLM+Voru0vrqGu1d+8jyfD01jK+c+90ogL0DB+N7C6pU7xenJ9EfmoUJ8ubeGbbGTy91sE3nbzM4yvzmJYZy5yceA6e61mS3FVSN2hxWdVs48SlZiwdTlweCb1GRUJkGDOz426KfNYQQ0+g/OounO5+fktGGSFxGWJUoovLQLfssRs9jRBBEAQRjTkejXn4jYaHmmFfApdlPO/9CO/Rlwd+kMuO+9WvIzvbURfeq9h028wMVKLA9tM13dXO2QkmHlo4/po88D44oRSoeo2Kx5bnUpAWjSzLWO0u1CqRJQXJLM5PYmdJLa/uv9jdEMvh9rKzuIa75mQO/H3dICwdTsoblZHiJfnJ2Bxunt1xViEswXdDf2ZbGT96eDbLJiUrxOWZmlbsTg8G3cBul5Isc+xiE7tKarlYH7gl7VuHy5k6LoalBSlkJ4aM9kP0MD7RFLS95/iksfNZCYnLECFuISSnHZelBlWYaUwKw7GAd9/TAYWlTQynVDeJDtFIlLeFfMdpNPTuziHj2fhDBFMiquwF3aOiILBhRgYrp6TSYO3EoFMTE3Ft3rb1rXbO1LQqxj62zCcsT5Y389bh8u7CoewEE/fMzWRpQTIOl4d3enVg2Xe2nvUz0tGqR/cKisXmVLxOijIQZw5jZ0lN0MhQp8vLyfJmZufEEx2uo6XXOax254DEpdPt5ZntZzgdoJ1gbyQZjl9q5vilZtYWprFhenoo6h8CgHWF6ZyrLaLP8w+i4Ns2VgiJyxAhbgFkr4fmnf/Aenwjstt30wxLn0zcui+gjUq+wbO7eZBtTXh2/F45GGbmg6j72SZNxiv05EuHSXYWdOxgle1dVFwRPLKE5/2fID7xFkIfg3udRkVa7OCK1/oWCGTGRzApPZpTFc08taVUse1CfRu/2VjE1++cxvLJKWw7XYPd6Svisjs9nCxvZtb40f1g0jdH1XhFGLbb/Vvt9cZqd3Xv31tcDmQ50uXx8of3i7kQJFoZjPePX8bp9nLv3KxrOi7Ezcn4JDOfXp3PG4fKqbX4UlMSIw3cPWccOUljJ5c9JC5DhLgFaNr6lK/SuxedlUVUP/9t0j/xu1u+4l5uq8db/B5yy2VkVweCJgzBnISYvwYxZuDdhbzHX1NW0+si0H70WUp2W0mtO8Vs+z7MkpV6dRL7DYvYErGeWk0Kj1n+3DOXlkqkiwdQZc8fsvdX0WeJeH5uArIss/FoRcD9nR6JzaeqeHTJBGZmx7GrpKdFbUWjbdSLS32f7jDN7U5kWSY52tDvccnRBiRJprlP5DNsAFHLF/ecDygsc5PNTMmIwajX0Nzu4PD5RkU+K8D20zUkRBquKYc2xM1LQVr0lcIz3+cwOlw35iLbIXEZIsRNjsdmwRrE4snb3kR70VYiZ905wrMaHUiVR/Ec/BfSme0gB+jesuN3iFnzUM16GDFnSb8/8LLkwXNMuRyuXvwZxLgsNrh/wYTmnkYBE50lzO/YybNRn6I1eR5iUgVSSc+/kffIi0MqLrsij12kxoTT6fJS3WIPcgScrfXlffWNltqd/Uf/RgNxpjBEge6lRUuHk/N1bUzJiCE2Qu9nWg2+pfO8lCiKqyyKv5dGJRJ9leKbmpYODp1XuiekRBv5yNIJpPTxCF09NZXTly08t/MsHb2us/FIBXNy4tGo+mnJGuKWQRCEa05/GU2EPsUhQtzkOOvOBeye04WjujTotpsVWZZwb/klrmcfQyrbElhYXkG6uB/3S1/E/cZ/Intcwc9ZVwZtvZafNXpU0+5EarzAhLPP0tdRWIOHh6z/4O7pyahnP6K85vk9yN6hE3FiH59GjyShEgX6i4Vor4gcT58cxb7nGo0YdGq/9o2bT1ahEgU+t7bAT/BlxIXz2TX5IPh8QHszIzsWjbr/W+XuUmVleqxJz5c2TCYx0sCO0zX85LVjfOu5g/x6YxFFlS1MTo/mC+snoe71t2x3uDlZ3jyYtxsixKgjFLkMEWKYkCUvtpJd2Mr2ILkdhKVNwjx9/Yh7QIra/pcCr7b9ZkOWZTzv/gjvsVeu6Tjp9Lu4He1oHvhVQK9ZuV0ZuRJTpyHoTXj2/R0goJALl2xEOUsRJiwFXUSPF6bkgU4rhA+Nv2LftnFna6xkxpvIT4ui+LIl4DFTx/nEWVcEs4sI/djoELIoP4kTvcRaSZWFt49UcPvMDL519zQuNbR3+1xmxIUjA6/uv8iFPl2LFuUl9Xsdp9vLofMNirHbZ2QQplXxzPYzHLvY41t4rtbKuVor983NYumkZOZPTFSkHOwurWVmdtx1vOsQIUYHIXEZIsQwIHs91L72Y+wXDnePdVacxHriPVIe+Qna6JQRm4s+NQ+1Kc7P9LyL8PzFIzaX0YD30HMBhaUQl41q0nqEiARkewve0i3I1acU+0jnd+PZ8gs0a74V4MR9Io26K9ExR/8FHnKn1bfcrjMojNZljzNoZFFquoT3xBvI9WeQHW2g0iCEx6LKWYJYsAZBrVzGzUuJpKy6tfv13rI6Vk1J5e7Zmd19xXuTGGlg5ZRUrHaXXzRtYmpkv+9ntDAhyUxqjJGq5o7usU0nqzhT08qySSlMGxdDVoIJt0fi8PlGtp2uVuwLvsr5jLj+jeorGttxunsi3+F6DVPHxXCu1qoQlr1583A5s3PiWZyXpBCXF+vacHul0NJ4iDFPSFyGCDEMtJ3arBCWXXhtLTRu+hMpD/1wxOYiiCri132R2ld+4LfUapq2lrCMqSM2lxuN5HLg2fkn5aAxBs0dP0DMXqjIqVTP+xhS1Uncb34XuaWn8MV7+EXUcz+KYO4T0dIpcxPlpnIAhORJcPTfQeckJhcgO23QJ/Ip6P1Fjffifrz7nka6dNBvmwxIpZth889RTbsL9fyPIxgiAZgzIYF3jlZ2V1G32Jx8cOIy66an8827prG1qJoz1a2oVQJTMmJYNikFvVbFv7aeQ+rVDzHBHMaEMVKxKggCH1uWyy/fPqUQzxWNNv6+/QyCAEadhg6H2y9lAXx9nx9dOuGq1+noI8wz4yNQq0ROVQRf4nZ7JcqqLUzPisOgU3fPT8aXHztW+keHCBGMkLgMEWIYaC/eEXRbZ/lxPB2tqI2RIzYfQ2YhaR//Ddaj7+Csv4AqzEzE5BUYJ8wbc1WI10N76U5lG0aNHu2jf0OMy8Jbtg3voX8hNZcjmBJQTb8P1bS70H70GZxPPQi2K+JPlvAcewXNsi8ozi3GZeNb/PZJFbnpAod3bydh/EISIlOQW6v95iPmLEGMz8Fz+EVlJx9Tgm+Z/AqyLOPZ+Qe8u//sdw4/Olvx7v873pJNaB/+PWJcNuF6DdOzYhXm4BuPVdLp9rKuMI0H5mcrTmHpcPLcrrOcqlD6NS7MSxxTn5fESANPrCngjx8U+4lAWUbRHrI3pjANT6wtIHYABRWyrJSmXTmp3r5GhX3o2q7q8/fse74QIcYiIXEZIsQwIDk7rr59BMUl+HrUx63+7Ihec7TRduxdxWvVrA8hxmXh2fc0nq2/6h6XbY14ak4j1xajWf9fqBd/Bs+7PdFm7/FXUS/+jCL3UjAlII5fgHR+T8/Y/r/x07JPMyf969wf/ixUHb+yQUTMX4Nmw/eQ3Z14D/5DOa9pdytEnGf7b/Du/du1vVlrDa5/fBztY/9EjE5nXWE6pyqa6XT1LOFuK6pmT2kthZmxmA1ayhvbaWpzYLE5/aJ5CeYwFoxBq5xx8RF87Y6pvLj3gp+RfCAK0qJ4cH420QOs1DXolPmslU02JFlmYkqUX6FPF6IgkJNkxmJz0t5H4A60E1CIm5M2u4u9ZXVcamhHr1UxMzuOyenRY+qhDkLickjxOmy07Hme9uIdSM4O9Mm5RM17AGP2zBs9tRAjjD55Aq7G8oDbVMZINOaEkZ3QLUjfNo9yZxvO+guKMfWM+33G59t/F/Ac3qMvoyq8F9XkDXi2/AJcV6x7OlqQG84hJOUr9m8efwdRvcTlJOcpbmt/jY3cjZD7HR65XYNsa0SMGYcQEY/ssuN++SvIll4VyoJK0QLSW/xBQGEppE5DNe1OxNhsZJcd6eI+vCfeUOZ42i24X/wC2k+9TKxJzydX5vHHD0oUJuMuj6SIaAbCZNDy2bUFo74zTzDizGF8Yf0kai12dpfWcuRCo2KpPFyvYfb4OBbmJRFvDrumc6fFGFGLQndLSYvNSVl1K5PSo8lOMAX0vlw2KZlIo453jih9RlNjjGP2bxzi+qlp6eA3755WRNSPXWxi9vg4PrxkAuIYEpghcTlESC4H1f/6lkJQOKpKqH35+yTc8XUi8pdc1/mdDZdoO7UFb4cFbdw4TFNWoQ6Pus5ZhxguImfdTXvxjoDWNVFz7kNQDe6rJ8sS7ae20HZqE572FrSxaZhn3oExa8b1TvmmR7Yrl3iFyGSEyGQ8fY3P++At24Zm2ecRkwqQKnryaGV7q9++WzoyWKROItHTU6SxtGMrE50l7HMso3PSxzGkpyNba/Hu+hOeIy9BhzI3T5y0DsHke/iQZRnPrj8qLxIWieben6LKnOvbx92JoNKgyp6PeskTeD74X7wnXu+ZZ/MlpOL3UU29gwnJkXxh/ST+srkEmyP4e+5NYqSBz67JH9Oee10kRRl4YH4298/Lwun24vRI6DUqtGpx0JEho15DYVYsh3v5XL5zpIKc2818dk0+7xyt4MDZBhxuL1FGHcsmJbN0UjIWm5OdJTWKc4VM1K8Pj9f3oHT8UhMuj0R2ookl+UlEXsWndLTw/J7zAVM1Dp1vZHJGDIWZQ+MeMRKExOUQ0XZqc9BIVdO2vxGeu2DQgqL18Js0bX2qZ6B0F60HXiHpgScJS80b1DlDDC/a2DSSH3iShg9+j7vZF5USdUai5t6HeZCG5bIs0/je72g7tal7zNPWgP3iUeJWP4F5+vohmftNS99cNvHK97EfYQn0VIH3/f4G8Masb3PxbNSn+HzTzzHKPakRiZ5a7ml9Hn7/PE6/o3oQ4iegWfft7tdSxRHkpou990D78O8QU6bgLdmEZ/efkRvOgVrnW2Zf/iXUt30f2dHu8++8gufoS6im3gFAVoKJ79w7gz1ltewtraPVHty7E+Bjy3NvCmHZG0EQ0GvVDJWr0qK8JIW4rGyy8dTmUj6ydAL3zcvm7jlZuDxe9BoVgiBQa+ngL5tLFSkKeo1q1Hc+Gs24vRJ/+qCYMzU91lkX69vYf6aeL22YTFLU6LZca7R2Ut7QHnT74fMNIXF5KxKoMrgLr60FZ8NF9ElXrzzsi6upkqatf/Ubl1x26t/6KRmf+SuCGFpGGY2EpU8m/fE/4mosR3I70MVlImoHf5N21JQphGVvmrb9lfD8xbd8G8f+EMJMiteypRrZ3oo4bk6/x4lZc5G9bqS6sj7n86+ajjbqKFcn8FT05/mE5Q9ESMFvFn7zS5yI9qHfI/SqOvf26fgj5q1ETJmC58TreN7+754NHifSqbdwVZ1A+4nnUS//Eq5e4lKuLkKqK0NMnAj4KqHXFaazemoaP33jBNUtwXOE7UGKXkL0kBkfwcQ+dk8lVRa+9+JhZo2PZ0pGNOFX2j8eOt9IcWWLX07r8skp6DSh3/LBsq+sTiEsu7A53Ly8/wIfXZpLo7UTh9uLVi0SFa4jNkI/anIZ7a7+H3L7FqSNdkLicpTTdnobBDTKAE9bI50VpzBkFo7spMYQsizjuFyMq6kSVXgUxuyZCCoNktuJu7UOyWlHUGtQh8cMS5qBIAjo4jOH5FwdZ/YF3SZ7XNgvHr3u9IubGkM0Qu+qbdmL9+SbqOd9FFXhPb6+4H0QM+ciZs5BKtsK9l5m45owhLjxfvsvmJjIsUtNVGkz+E3MN7i9/VUmOU4iBvkO+86lRzXtHtTLvoCgU3aOkS6fULxWFd6L7HXj2fabgKeSWyrxHnsF9fyPI46bhVTe89ArVZ3oFpfd5xMFJiSbg4pLUYCEyNEd8RkN9LY9arB2do+7PBJ7y+rYWxa4sKeLqeNiWDstbbineVNzNIinKPiaBnzn+UN+42mx4SzOS2RGdtwNz3VNMIehVYu4+nTE6iIjdmwFDkLicogwZM/CfulYwG2q8Gh08VmDOq+3o7X/7QHyvkL48LQ3Ufvqj33tD68ghpnQJ+fSWXEK2aNcoNSnTMRcuAHjxAWI6tHnMyd7+o8gXW37rY4gCKim349n26+6xzwHnkU15XbU67+LYErCc+QF6GgBrRFV4d2ol30BPC48u5TemKoptyEE6GyUmxLJ7TMzeOdIBRZ1DP+I+hRmbwur5UPM9pxAaG8AjwO0RoTodFRT70Q15faAnpaAr0tPL8SUyb5l8I7gHorSxf0w/+MIyVOgl7jE7h/VAd+S7u6S2u6ClN7MyI4LeS4OkHC9hi9tmMwfPyj2M2Pvj5nZcXxocc6YaKs5mnFcJfIXiMtNNv61+zxvHCrn4YXjmXYDl531WjVLC5LZdLLKb5tOLbK4IPkGzGrwhMTlEGGasoq2kx8EzLuMXfbYoPMtdQlZtBcF364dpGi92ZFlmdrXf6IQlgBSZ1vQFAZHdRmO6jJU2/5K3OrPEj5x4UhMdcCEjZuK9dg7QbYKhKVPHtH5jEVU0+7Cs/P3PXmUtiZc//o0mvv/D/XiT6Na+Dg42kFnRFBpkDuacb/+nz5B1/s8Mx4Meo0109KYnhnL0YtNON1eMhPymJR2e7d4kGUJQRhgB5a+S3ayBFc7VrgSgZH73GyDLP/Fm8P45Ko8/rnznKKYYEpGNA8t8I/OhgiO2aDlK7dPYVtRDXtKa/vNZ02NMbJsUjKzx8ePmqXZsUxmgokai31Qx3Y4Pfxtaxn3z89mcX7/7T6Hk9tmZCDJMjuLa7sdHRIjw3hkUc6APFdHEyFxOUSIWj0pj/zEZ0VUshPJYUOfMpGoufdjHD9r0OeNmLQcy76X8AaIOhiyZ6KLy7iead+0OGvP4qw5M6hjvXYrdW/8P2KWf4Ko2XcP8cwGj3H8bPQpE3FUl/ltMxWuQxMZsje6GoIxGtXMB/EefK57TK4/g+sPdyBOXIlq0joEUyKyvQWpdDPeond9kcZeiBOWISb0nz8dZw5jbWHgZc4BC0tAMEQhu3pumFLFUcQJSxAik5FbawIeI+Yu8+1b2WclxRA87aMgLZofPjSL0moLdqeHjLiIUV8AMVrRqlWsLUxj1dRUTlc2c+xiE60dLpweL2FaNfHmMOZOiGdcXERIVA4hyyencPh8Q9BlZfAJtahwHbZON1XNHYpkFRn4974LRIRpbljhjCgK3DU7k9VT06hqthGmVZMaYxyTn5OQuBxCVGERxK36NHGrPj1059SHk/zgD6l762e4my93jxvGzybhtq8M2XVuNlxNl6+6jxhmQhOZiOTswN3i3z2ledvfUIWZME1eMRxTvGYEUUXS/U/SvP1p2ou3I3tciGEmImfcTtT8B2709MYM6hVfRm44p2yhKHmQSt5HKnm/32OFuPFo7vzRMM+wB3HcbIWtkPfYv1FNXI569Tdxv/wVv4p1IXkSqql3ItWVIVcX9TlX/w+5GrXIlIyYoZv8LY5KFJg6Lpap48ZOhe9YJsEcxufWFvC794oVPq4A07NiWTUllbReeYtN7Q52Ftews7iG3hkhL+w5T35q1A0trjLo1ExIjrxh1x8KQuJyDKBLyCL98T/grDmDx9aCNi4DbXTKjZ7WqEZt6v8HPTxvCQm3f6W70t7VUo316DtYj21UtOFr/OAPGLKmozaODk9Rld5I/LovELvq00gOGyqDecjdArwOG20n3qez4hSCSoMxdz4R+UsGndox2hBUGjQP/Br3a99AOrdr4MclT0L70G+D50cOA6oZDyjEpXRhH95zu1DlLkP4yN/w7Hsaqeokgj4CsWA96vmPgajCs+lnivOImXMQY8aN2LxDhLgRiKLgJyzvnpPJiskpON1e9p2po85iJ9KoY9b4OO6dm8XElEj+vKkU6YpVmd3p4fCFxpDn6HVyc9wtbgEEQUCfMvHqO4YAfDZAanM8HmvgziOejhbaS3fjsTagMpgIz11A3KpPY8yZQ+3LTyJfycmTPU7aTm4mepRFBkW1FjE8esjP67Y2UP2vb+Fp6/m7dZw/SHvxDpLv+x6CWtPP0WMHQWtA88Cv8R57Be+hfyE3lwff2ZSAesaDqOZ8GEEzsnlPYnIBQvIk5JrT3WPuV76KvO47qKbcjvYhZWchua0e92tPKszeof8c0RAhbhZ2l9QqXk9MiWTF5BSqmm384f1i2jp7corfPlLBY8tzmZIRw7JJyWwtqu51nhoW5CaMyeXo0UJIXIa4KRFEFYbM6bSdCLzM6agswlHZs2zYtOUvxG/4MhF5i4ha8DAtu3p6PbedeI+ouffeEn6iTVufUgjLLjrLj2M9tpHI2XeN/KSGCUFUoZ75IKoZDyCVH8J76m1ky2Vw2kBrQDAloSpYizhhMYJ4434q1cu+iPtfn6bbkszjxPP29/Ds+hOqKbcjxl1p/3hhL9KZ7X6m8ELKlO48zOtFdtnxFr+H9+RbPkHutIFGjxCRgCp/NarCexEi4obkWiFCXAteSeL4JaWLwvJJKXglmae2lCqEJfhM15/eVsaTD85iSUES205Xd/dZqG6xU9/aSWIo73jQhMRliJuWzvKTA95X9riof/vn6BKyME9fj2XfS91WRZ62RjovF2PImDJcUx0VSE47HecOBt3eXrLjphKXXQiCgCpzDqrM/s3UbxSqrLnIa7+F5/2fKDdYa/Du/jP+fYJ6ECJT0D7w6+t+MJLdnXh2/gnvsVfA2ccY3utGdrTj2Xkez+6/IE5ciWblVxDMoWXFECOHzeFRLInrNCompkZSVtVKc3vgvlger8yhcw2smppKRlyEokNOS4czJC6vg4GXLYYIMYaQZQm3tf7aDpK8tJ34AJU+3M+YPtjy+s2E5OpU5Jv2xeuwjeBsQvRGPeth1Lf9d4/N0AAQEiei/dizCOHXV6Qj2y24/vlJvPuf8ReWfblSGOV8+hGk2tLrum6IENeCy618zArXqREFAUtHfw1X6d5uClOm/Djd/T22hbgaochliKDIsjxmc05kj6tfoRQMd6svZ0cdobwhS67B+aeNJVThUahNcXjaGgNu1yfnjvCMQvRGXXgvYvJkvAefw1v8HngC3zSF2CxUMx9EVXgPglp3XdeUXXZcL3xOkfM5IK74h2of+8c1FRLJssy5Witl1a20d7qRZBmDTk1GXARTM2LQqG+OeEh7p4uL9e10ONzIgFGnZlx8BJHG6/v3upXpW93d1unGK0kkmMP6PS7+ynaLrU9TjVArzusiJC5DdCN5XNhKd9N2ajOuhktIzg4ElQaVMQpjzhzMhevRxo6NFmWCWuszm75Ggakx+7wiPbYWxbio7f8H6mZAEESi5t5P46Y/+G9UqYkcRZ6ftypiwgTEO36AetVX8Z5+F7muDNnRDmotQngsYs5ixIxZQ/ZQ6Nn8cz9h2SEYOWBYyHHDHNTRycxLD2Omtwj1iZeRWyp6duxsxf3yl9F+6pWrLsu7PF72nalnT2ktda2dAfcx6tTMy01gSUEyUWNQhMmyzIX6NnaX1HKivBlvn45IggCT06NZlJdEbkok4hh9sL9RhOs1hGlVdLp8EUe3V+JkeQuFmTGkxhgDdk0yaNXMHh9PncXO5T7b40w3/2/+cBISlyGQvR4s+1+m9ejbSJ1tfba58bQ1YD36NtajbxOWMYXY5Y+jSxjdnYEEQfRVi7f239NXeZCIadoavA4b9otKA2q1+dYwKDcVrkNyO7DsewnJ6fuxVZsTiFvzBPrEULeW0YIQtImd9wABAABJREFUZkY96+FhvYbc0YznxBv0ljgXtDn8PerTdIpXctHaJF4+3cHrYjazJv2MezpeRzj6Qs85Gi8gnd+DakLwnvfN7Q7++EEJda39rw50OD1sOVXNntI6Pr5iIvmpo8MebCB0ujw8s+0MJVWWoPvIMpyqaOFURQvZiSYeXzGRiLBQ682BIooCM7Pj2V3aUzG+raiaaZkxfGplHn/aVKLo4GMK0/D4yjwMOjVvHLqkOFd2golY09jqiDPaCInLWxzJ1Und6z8J2he9L50Vp6h67usk3vmt6+o8NBJE5C/Bsu+l7teizog2IRu10Yyj9jye1p4fIUGtJX79l9DGpGE58Iqi77g6IpawtIIRnfuNQhAEoubcg3n6epz1lxDUGnQJWdfUVeZWINVdOeB9qzTpwziT4aNxz4uYelWeW8Qono76DE7RP6LjkWT2n2viknkV/5FVhfri7u5t3qMvBRWXLe0Ofvn2Kaz9tEnsi8Pt5U8fFPPJlXlMHgOm7zaHm99sLLqm1oQX6tr4xVun+NJtk8dklDYQLo+XoxcaqWi0YdCpmZkdR3K0cUivsSgvUSEuyxvbee3AJe6Zm8m37inkXI2V2lY7kQYtBenRaFQi+8rq2HdGmZ+/6Aa2gLxZCInLWxjZ67kmYdl9nNtJ7es/JuXBH47qftamaWux7H+5e2lccnagjU4mbs0TIMvYLx7DWXcelcFM+MQFqAxm7BWnaNn9L7/z3Ao2RL0RNXrCUvNu9DRC3CBqLR3Ix15VjO0yLu8WlirZg1fwv33UWR08r13GR+gRl9L5vcjWOr/qcbdH4o+bSvyEpSgITMmIZkJyJGqVQFVzB4fPN3QvdwJIMjyz/Qxfu2NqUIHS3O6gsslGp9ODKApEhGnISjARph26254sy1xqaKeoogVJlslLjSI32dydluCVJJ7aXBpQWMaa9GQlmBCAisZ2v3SApnYHf/qgmK/cPvWGdosZCpraHPz2vSJF1famk1XcPjODNdOGLtUqOdpIbrKZMzU97ZJ3FNdQ2djOiikpTEqPITcl0peiUNfG9tM1nKxQ2hdFGrRMHTf6H1pGOyFxeQtjOfCyn7AUtGGYp60lYvJKtDGpSK5O7BeOYD22EUd1r+pPr4fa139CxqefQqUf2qfPoUJjisM4YR4dZ/Z2j7WdeB9X02Wi5t2HIWt6d/TVbamlZd+/sR57B6Sem5ig1mGaumbE5x4ixI1CkmT+sfkEX/I0KcZrUlfwoawo8t79GHrZSbsYztGwuewxLqVV1WPof8qVSKshjUh7VwtWGanhHKo+4vLguXpq+4iuqRkx3D8/y6+w5a7Z49hWVM3Go5Xd/aBdHol3j1Xy+MqehyCvJFN8uYVdJbWUVbf6vTetWmTW+HgW5SWSGhPut/1akCSZf+46y+HzPQVwW4uqiTRq+ejSCeQkRbL/TD0X6pWpRqkxRu6anakQobIsc7G+jbcOVyj2r26xs6O4ZkgEmMPlweb0IEm+IimjTj1iBZv/3Hk2oB3Q20cqGJ9oJjvRNGTXenhRDr948yTtjh5fy4sN7VzcUoZeo8Js0NLhdGNzePyOVYsCH1uWi0YVWqm5XkLi8hZF8rhoPfK2YkyXkE3S/d9HHR6Ft7OdjkvH8VobUEcmkvzgD2kr2kLT5j/1nKOzjfbTW4mcecdIT3/AxK38lK9tZnvPjdJRVUzty8WoDJFoohLxOjoUfdsVx6/+DOrwsZPbNVaRZRlPax2y14MmOvmWixSPJoqrLLRZlAVtTl0U/3HvArxF7+CRfSIhQrKxtGMLCzp28K+oj3NaP617/3Ipjmn0+k45+uRyy7Ji+RJgSkY0n1g5EYfLyztHKjh+qQm3VyInycyqKamsLUwnTKvm5f0Xu485VdFMa4eTSKOOpjYHT20pobol+PKzyyOxt6yOvWV1zJ0Qz4MLxg9aSOwqqVUIyy5aO1z8euNp7pyV4bc9O9HE59YWoBZFTpQ3U1TZgiz5Ip7Ts2L54oZJ/HVLGUWVPX//PaV1rJySikq8diHo9kqcuNTE7pJaLjYobaRiInQsmJjIvAkJw5rbWd9q9xPYvdl/tm5IxWVshJ4n1hbwh/eLFQITfCkVDmvggjG1SuCxZbmMTzIP2VxuZULi8halo2yvonhH0IaRdP/3URlMNG55CuvRtxWV1oJGT+yyxzDPuhPr4Te7x63H3sU84/ZRa1mkjogh6YEnqXnpv/D2qQD32lvx2luDHhuz7DFMU1YN8wxDdFYW0bj5z7gaywFQm+KIXvwopknLb+zEblF2l9Ti7XNr0MlOGq2d7DzZxO199tfg4cOWp/ll3LdpUCd2769ArRQvlxraFSJQEOD+edk43V7+751TiojmwXMNnLjUxBc3TGZxfhK7S+u6i38kGfaW1TE9K47fbCzyExP9ceBsAy02J59dXTAoi6O9Z/ovFnzzcIXfmE6t4lJ9O5tOVnGmprV7/PCFRnaW1PD5dZP40OIc/uuFw92G4JYOJ8WXW5hyjfml+8/U8ebhCmxB/ibN7U7eOlzBu0crmT8xkbvnZA5LxO5q+bTXkm8L0GZ3cb6uDbVKIDc5MmDKQFpsOF+9cyr/2nWOc7XWAGdRkhgZxiOLcshKGDqRe6sTEpcjiOx142quRtToUEcm3lBB1nZqk+K1aepq1OFRNG59CuuRN/32l90OGjf9EfWG74G4sbvFnLulisv1LYhpPabj11LsMBLo4jJIffTn1L/9cxxVJVfdXwwzEbfq00TkB69wDTE0OOsvUvPS97p7uYOvI1LDO79EUGmIyFs06HOPls9hoHmM1iKf1g4npVUWBNGABzVqriwduuy8/vqblHrGsUwIJ1xWGuqr8bDEtoWXIz+MVnKQ6bqg2C6Exype912ynpQWTVS4jveOVfotlQM4PRKvHbjEl2+fwsK8RF7pFb0sqbJw4FxDQGGZGmMkJdqIR5I5X2v1EzJna6z8c9dZHluWe82/x61XMecOREmVJWjFeEWjjY1HK7hvXjYzs+PYf7anyOTEpaYBi0tZlnnrcAWbT1UNaH+PJLOrpJaalg4+vTp/SHNSARIiDQgC3a0V+5IYObAuOJIs8+ahcrafrkG6crIwrYp752Yxd4K/m0dshJ4vbZjM5SYbu0trOXKhEZenJ2CiEmBWWhjrJkYwJVGHILSCu9XvPKP1uzraCYnLEUCWZazH3sGy96XuSJkucTxxqz97w4ypnQ3litemyavwOmy0HX+v3+O8x19DzF6AdG5n95hUf1YhLkcjGnM8KR/6X5y1Z7Eeexdb6S6FoAHQJU3APH0D4RMXImpujgrN0Y7lwMt+/w5dtOx5nvCJC0dtVPxmpK61ExmQBRVlunwmOU91b5vctJmiqI/zUuSjfNTyF9R9Gk/OKJzCq+UCMzoPoZcdPRuM0QjJkxT79o2mdS1FnihXFlf05kJ9G+2dbnL6LFs2WDsVxT4ABWlR3DYjg7TYnrxKryRTVNHM64cuKfL/jl1sYm5OAvlp15b+kmA2UN54lY5F18jBcw3cOzeLyRnRCnF5LdG9zaeqggpLs0GLWiXQYnP6ib3zdW38bWsZn12Tj0ocugim2aBlRlYcRy74pxCoRYFFeQOrzN56qpqtRdWKsU6Xl+d2nSMqXEducmTA49Jiw3lkUQ4PLsjGanfhcHnJoJ7IMBHdTWLKPxoJicsRoO34ezRt/rNizFl3nuoXvkPaY79GG50y4nPq8jDsQhuTgqPmjK+zTT/ItaWIcx+FXuISx9D+wA4XgiCgT85Fn5xL3OrP4m6t9RnFq7Wow6NRR8Re/SQhhhRHVfAWgefaNLy1ux6LSyQ9UsPa3AgSI0I/WcNJp6unyGGfcbFCXE53HOGEYyYl+in8MvbbzLfvItFTQ5toJnz2/UxZso5x/9jI2nZlLreq8F4ElbK1ntTHQLwrn9Ar9d/0wCtJqPvkHvYVlvNzE3ho4XjcV/Irz9da0ahFCjNjmTouhvFJZv7v7VPU98q921VSc83icumkZP6+/cw1HXM1Ol1ePJKMoU/00O0ZWDOIqmYbb/dZjleLAgvzkliUl0jClShhh8PNgXMNbCuqVgjXsupWtp+uYeWU1Ot8J0oeXjgel8fLqYqe1KRwvZpHl0zo7pDTH5Iks/10ddDt24uqg4rLLlSiSHS4z7sywR36HRluQn/hYUaWvLTsezHwNreD1sNvEL/mcyM8KxDUGmR3z9O75OpE1A+getIYBX2EKdfZYu5GIGr16OIzb/Q0bnkEbWCj4q3GNbxnuhMu+W58x6odvFtm4z+XxVKYEuqcMVz0zrk7p52IVZeA2dkTQfuI5Sk+iLiNfYbFvGF+sHv8k2k5eE6/x6OXf4JR7vl9kAUR9fT7/K5j0ClvPZebfMvsE5Ijg3boSTCHYTZoA0bAujAZtNw/P5s2u4vfvHuahl4Cct+ZemaPj+PDSybwyKIc/u+dHuFcfNlCc7uDmIiBG2fPyIqlqa2Td44GTr8QBV9O6LWQGBmGRiXS2Kb8G+gHuFS9o7iG3pcM06r4/LpJZMRF0OFwc+hcA26vxPgkMysmpzA3J54/fFBMRWNPmsPOklqWT0pBHEQBUTB0GhWfWpVPraWj2+cyLyVqwLmuNoebts7g+bTV1+AhGmJkCInLYcZjbfArJOlNf5Gb4URtjO7uow3Qcf4wEZOWo43PwtVwMehx4qQNeEs3K8b65lOFCDFQwicuwrL3BcVYrTrZJyyRoVd/GJdX5td7mnnqvhQ0qlt7qVyqPIa36B3kzjbE5AJU0+5GMERe93nNhp7CG1kQeTXifh5z/QHhSnGfGi8b2t9kpe19inVTaFHHECnYyX2rDE97AxF9zifOfxzB7L/smRmv3PP4pSbunZvFyskpHL3QSIfT3ybm9pkZCILA3rLghTQLJyaiUYm8vP+iQlh2ceh8I7kpkcweH09ajLG75Z+Mr/J82aSBryIJgsDawnSmZ8Xx9+1nqGzqEWjj4iMI16k5fTl4R55AdEUMD55rUIwnRl09L7HD4eboBaV91IMLxpMRF8Hu0lpeO3Cpu0gIYHZOPB9aNJ5PrszjyX8f7SkgsvkKiIbDoD4pykhS1LVb14Vp1ahVAh5vYLVuCtMEHA9x4wiJy2EmWGSmixvVs9qYM4fWw290v248vpm26Y/BHT+B5z7pZx0CIKRORUwuQDrwbM+gWoeYNU+x31AkQI+WYowQg2OgnwF5wRfRXTiMs+5899ixsK7OT/4CstUhcbLWwczUsR29DPb5Hsjfzb3l//Duf6b7tVS6Cc+BZ9F++CnE+JzrmkdShExCuIp6m2+puUSTT/Wkx0gt+ptiP53sZLrjcL/nLo+Zz4qFtyH0ukbX+8tPiybSqKW1wxeZdnkkPjhxmbvnZPLl26bw2sFLlFZZkIHkKAMbZmQwdVwMJVUWztcFt7WZkhFNh8PNqYrguZsHzzYwJyeByRkxin7S1o5rq1ruIt4cxjfumobF5qSu1U6kUUtSlJHm9k5Ov3Q04DHj4iOob7V3L+lr1SLrCtOZkxPPxfo2v/c4b0L8VedxvLxZIR6jw3VMz4zlTHUrL+294Lf/oXMNmA1a7pw1zq+A6NTZctYl+/fiDsRI/d4vyTSw9XzgOa3L1gzbPWMsFeSNJkLicphRG6MIS59MZ2VRwO3heYtHeEY+TIXrFOJSrjmN5+A/Uc95FN1nXsd95EXkszuQHTaEyGRUhfcgZszC/Y+PKc6jKlg7JBGTELcmgs5I8iP/j7YT72M7ux9Z8uANnwz9pPG2OweWf3Yz4r10UCEsu+lowf3md9E+/uJ1FUCpRIE1uRH842hr99ifWmfy4+Vm2P17RSpNf2w3rmTmuk8GbRuqEgUWTkxULClvLapGr1WxZmoaT6wtwOn24vZK3WbfxZdbeGabMsdRLQp4eq09h2nV2J2eoJXJQPfyat+8Rpf3+j5XUeE6osJ7UoRiIsIoSIuiuE/0clZ2HB9anINX8nWJkWSZ7ERf56A6i52/bS1T7D8+0TSgaF/fSO2M7DhEUWBHcU3QY/aU1rK+MJ2Z45XisrbNP3J8o/nYzEgutbi42KJcHl80zsCqnOszxA8x9ITE5QgQu+ozVD//LaRO5R0zLH0K5mlr/fb3OjqwHt9Ix7mDIEsYMqcTOfMOVIahM3fVRqcgZs1Hurive8yz6WfIlirU8z+OdtkXYNkXAF/eqHR2J+5/fAy5VflDpZr5ICFCXA+iVk/k7LuInH0XAAVnbezaHzyVZHzM8Bk+j3a8p94Kuk2uK0VuPI9wjdHLvqwcb+TFE1ZcV5YgHR6Z/zqfw0eX/5LCtj10FH0QMNXHJWg5GjabfYbFCDHj+ERK/0u5C/OS2FFco+iUsvFoJfvP1LNgYiITks1oVCJFFc3sP1PvZwIOvhzLFluP4G1qc5CVaMKgVWN3BRZIqTE+oeaX1zgMLRZXT03zE5dHLzaiUvmqpLuKiGpaOnirtIL9Z+v8ln6XTx7YUr3TrSxs6upJ3uUJGohOl5e2ThfRfToi2d2j7wEuQqfif9cnsq/CzqlaBxpRYF6GgSlJupCjxCgkJC5HAF1cBukf/y2tR96m8/JpRI2O8ImLME1Z6VdF6e1so/pf38LV1PNE76w9R/vpbaR8+KdoTHFDNi/1qq/ieuYEuHp+fLyHX8B75N+I2fMQYrPA2YH34j6w1vodr5p2N2Ifi5EQIa6XxZkGXjllpbHD67dtdloYaZG3cH5VR3DRDSBfZftAMOlVPDrdzN8Ot3aP2d0yfzwlYNAsZnrBCsbZS5Faq2lubceBFqsqkjLdJBxiGKIA/z03GvEqN/xwvYZPrsznt+8VKQRVi83J20f8Dcj7cuescVQ2tSvE5cHzDeSmRLJ0UjLvHvNfzhQFWDYpGbdX4uhFZX7iQP0Wr4XsRBMbZqSzsVeEVpJ9Bu4HzjagEgUEgaC5hEsLkpicHh1wW1+0fYpjuuyeoow6GtscgQ5BJQqE6zVUtyiXm/Wj1KJHoxJYkmVkSdbobDkcooeQuBwh1BGxxC577Kr7Wfb9WyEsu/C0NdKy8x8k3P7VIZuTGJ+D5r5f4H7pS+DtlW8ke5HO74Hze4IfO34h6vXfHbK5hAjRRZhG5Aer4/nVnmbONPo+l4LgW/767LyB3WhvVoTEPLiwN/BGUYUYP35IrnNbXgRNHV7eLFFGC+1umT2VLvaQDWRDn9VIUYDPzY9matLAqq6zE008saaAp7aU+lkK9ceds8axckoKJVUWjl/qya88dqGR9dPTWTstjU6Xh10ltXivLJuH6zU8tCDbV+BSUqvw2gzTqpg6bugLWADWTkvD5ZHYfNLfe9LbTzn5/NwE7pmTNeCoXFSf6OPJ8ibWFaYxf2IiZ4N0qZmZHYdOo/LzF401htqvhrg+QuJylNFetjvoNtuZ/8/eWYfHdZ55+z7DowExs2WRJTOzHTuO7cThNNykbcrtdkvfbrttt7TQdndTTpkDbbhNnNixY2a2RQbJsphhmM/3x1hwNDMCW+y5ryuXo/MeeGc0OvM7z/s8v+cQCXd9PmQe040gz1mJ8OSvcb38BbCGToKXHDP/fhRb/i0g6homzGiRbFTyva1J1Ha56bB7STMqiNWFb1eKhR/Ae+JFcAUWNsjn3oOgGx2BJAgCTy+KIjpCzp9PdREisCYhQinwuVWxLM0YWQQwLyWKf7l3Pu+cqeF0VZukKGUg+SlRbJqX1utpWJgaTaxB3WuK7vGJ/HJnGZ/eXMQDy2Zw+5w0qlvNKOUyZib7l9nL6zp57dhVyXmX5iYGbSM4GgiCwD2Ls0iOiuAfp67RaRk8b9WoVXLH/HTWFCaPaLl3XnYsrx+/2ptvWt9h41JjNwtnxFHdYmJvqXT1KSvBwAPLZmB3eTgyoJXlqqzRj+KGubUQxMEyn8MEIAjCqXnFhQsOv/3XMTl/1bMPBxic9yfny6/fkKgbqrpNdFrxXvgH3pN/RWwNrCxEoUZetAX5ooeRpRSN+PqjxUgqAkdS0TdWlYah5jBdquEnizNAsHlMl/d4IPa6Mprf+j88XdcFgSBgKN5A/B2fQqYY/XzUFouHnZcsvHfZQrcjUPglGxRsydezfqYOg3pwgTbU58XicHPsUjPl9V1YHG68PpEItYLMeAMr8xN7TcD7s7e0QdIOEvyRyNWFyawsSCLWoEEU/cUz+8sbOT1gOVwuE/jaAwuIH4aZ983i84mU1nZwoLyJy43dvUJaIROYkWhkVWESc7NiJR1yfI1leE/9DV/NaUS7PwIpaCORZS5CvuAhZMmFvfv+6r0yiVF5rF7N57fNIUqnprbNwpmrfvGemxxJcXoMya4a/nd/G0dr+vJPDWoZv3kwJdy9Zgow3PvvfXespfTCudOiKC4c4yn1EhaXI2SsxWXDy9/CVhnc4kOdkk/6B//3hs47bGsYUUSsP4+v5bLfjkihRtDFIZuxDEE7egVFN0pYXE4uwuJyYhBFH476Cnx2M+rEHBTGsfeadXtFSpoctNm8ONw+IlQyUoxK8uNVQ+ZX9jAWFi4+n8hvd1dwLoT9kFopx+3x9fajHsjja3JZHqQ39VgjimJvr2uVQhYQpfRWHsKz92eIDSWDnkdInYNi3WeQz1jGxfoufvKOdH+DVsmdCzJYPDOhNzrrE0XK6zrZdeoKl9ukFkz3FRt4auHIuhWFmRgms7gMrzNNMmJWPIzt6mnwDcw/EohZ+ciYX18QBL+fZdrcMb/WZMPVXoe55H081k7U8VkYim9Drh1oCx0mzNjisXRivrALV0c9CmM8xtkbUUZJxY8gyNCmzRrXeSnlwqTsjiSTCTy1Po/f7a4Ialo+sIq6BwG4f1n2qAhLr0+kusWE0+MjI06PXjP06pIgCCGX4j1H/ohn1/ACCWL9edzPfxxx05fJX/oEy/MSJbZCZrublw5V8sbxajLj9SjkMurbrXQF6VeeEaXkodkTH0QIM/UJi8tJhia1gJSHvknb7l/3FvYoo5OJXfchdDmLhzg6zI3SfWY7rTufoydhyQx0HP4rKQ9/G03S6BRJhAkzFLZr52l85duI7r7q3s4jfyNx2xcxTJAn7lRApZDz0dtn8e6ZGvaWNgxZHJQQqeW+pdnDrsQejLK6Tl48cIVOqz+XUiETWFeUwt2Ls26ohaLn+PPDFpZ9iHh2fh/kSh5Z9RBWp1uyPA7gcHu52BC8sAcgyaDg6xviiVCFl8PD3DxhcTkJicieT/pHfoanuxnR50UZnTyqRTxhpPhaq2jd8RwgXTbz2U00v/E9Mj72CwRZuHoyzNjicztpeuO/JcLSP+Cl5a1n0aYXo9Df2tXygyGXCdy5MJONc9I4VdnKoYtN1LRZegtcVAoZhanRrJmVTF5K5Kh4IzZ0WPnlzjJJ1bfHJ7LrQj0qpZytC0aWBuCrP49nx/cDtstyViKf/0DvipKv7ize06/gqzoi2c/z7n+hSp3NMxsKeeNENXtK6gc1lO9hdpKaL66JI0obvs+FGR3C4nKMuakco/hMYOzyDKciY/H6/MbUwe/A7q5G7LWlRGTOGfI8I5nbdM/FHCum8+fbVnkCnz14a0PR68Zcto/oJfeN86xGl/FopadWyllRkMSKgiR8oojD5UUuE4LmNd4se0oaQtoJ7Smp5/Y5aShHUBjjOfwHJPcipRblQ88iz1mB6PMitlcDArKCDcgLb8d7+QDuV78IPQ8kog/PkT+guv/73L80m3VFyRyqaOZwRRNmh7SzjVIGq7J1bMnXkxunChuRT0GG+32hFG+stenNMKnEpSAIacC3gc1ALNAIvAF8SxTFwGSaMT5PmFsD0dI26LjXGv7IhBl7PEG63vTHawl/DkeKTBCIUI/d11xtuyXkmN3lpc3sIDl6eLY+oqkZ38U9km3Ku7+DPGcF3vJdeHb9L2JXPQBCdDqK27+EPH893PnvuN/4Su8xvvJdiJY2BH0cMXoN2xZlsmV+Ou6WSrodPrw+Eb1KRmaMCn14CTzMGDFpxKUgCDnAYSABeBOoAJYAnwM2C4KwUhTFIY0YR+s8YaYXoihitruxuTzIBQG9Von2em9hWcJMBmt2proeQQ4TZixRxWcNMR7+HE42dOrBC3d0IxC23nNvgtiXKyrE5yArvB1v5WHcr3yR/hFNsbMW98ufh8d/gax4C8L+XyB2XO9q5PPgPf93FCs+3Lu/Qi4jK05qsn6rIooijroyXG3XkOti0OUsDHs2jwGTRlwCP8cvCP9JFMWf9GwUBOH/gM8D/wF8YhzPE2aC8PlELjd2025xkBCpJSfReMNLNiabi8MXmzh0sTnAvDgr3sDqWUnML94GB3/jt14agDZ7PuohvvTHEp/Lgen8e1ivHAdEImYsJHLuHcjUYZPj6YY2oxh1Yg7O5kCfWbkhDn3BqgmYVZjBWJqbwMWGrqBjs9KiMUaoEL1uxPoLiF43spRiBHXw1oW+pgrJz/J59yEIAp4DvyRo2o7ow3vw18izlyGfdx+e93/Yd67GisD9w+Axt9P42ndxNl7u3SbXx5B077+Ou/vCdGdSiEtBEGYAm4Bq4GcDhv8d+BjwpCAIXxRFMaTD+GidJ8zE0dhp5VfvlUt64abG6Pjo7YXEGYbXUg7A7fHx6tEqDl9sDulvV91qpnqfmdfUCrat/hGLT/wbYldD77hsxnKStn32xl/MTeJ1WKh/4au4WvoMou3VZzGd20Ha499DHhG2DJlOCIKM5Ae/TtMb/42jvk8cqOIySLr3K8iU4cjTZGPRzHjK6zo5Udkq2R6tV/OBlTl4K3bjfuc/wXJ9XBWBYtVHka/4cOAD84CHWyF+pt93uO58yOv7as/59x3Y9tMZPHf3VkYURZre+C+JsATwWjpofPmbZH781+F76igyKcQlcNv1f3eKoihZoRRF0SwIwiH8onEZsHsczhNmAnB5vPzs3VK6rNLk4/oOK7/YUcZX758/LGsPu8vDczvKqGoe3g3W6vTwUomH1iU/Z1t8M4K1AyEhF1liHvIJLLDpPPw3ibDswd1eR/v+P5Ow+TNDnsPu9uHyihjVo1/MEGb0URjiSH3iBzibruDuqENhjEeTNivsFjFJkQkCH1yXx8KceE5fbcPp9jIzyciyvETUzSW4XvmSZKkblw3P+z8CtR7FooelJxu4NOt2+P9mVRHglPZ476UnCjrQYUA2/Zd5RdGHx9SGoFCh0EUNub+z6bLkoa0/PqcN04XdRC+9f5RneesyWcRl/vV/L4UYv4xfFOYxuCgcrfMgCMKpEEMFbkE1rlWr07lCtj9nr7YHCMsemrpsVNR3MSt98M4RHq+PX+8qDyosZQLEGjR4vGKvJ11/dl9oIGJRJnfMW967bbw7v/S/nqMsdJ95U9kBnHd9L6RgbO228+qxq5TWdiCKkBipZcuCDBblxI/6nG+Wsfp8T9WKfEEQ0CTnoknOneipjAuhfh9T5b4nCALFGTEUD/DMdB35g1RY9sNz+HfIFz4kfWgY0BfeV3UYecFtyIs24z39ctDzyIs29+7bH32EmoRJ/jm/GUwXdtNx8AU83X6zeE1aEfG3fxx14oyQx7jaagc9p7ujblTneKszWcRlTyw6lMNrz/aocTpPmAmgscs25PhQ4nJPSQOXBhgFR+lUbJydxpLchN7K0ZZuOwfKGzlQ1oinn5XIWyevUZQeTVqs/gZfxSgSKloB4LKC6AMh0Jeu2+bi/946j9neZz3S3G3nD3su4vX5WJo7/q3uwoS51fA1loUe7G4EWxfo+gSpPHcNvvN/7/3Ze+EtFBv+GcW6T+GrPt5XsHMdITYbxZpPINpNeEu2S8YiZiwaldcwGTGVvE/L289KtjnqSql/4V9J/9CPUUYlBT1OYRz8wVphGPsWqrcSk0VcDkVPeOZmG6EP+zyhenBej2guAPD6fJy/1sHZq210WV24vD60SjmJUREsy0sgMz7cOnAkREWoBh2PHGLc6xPZV9og2ZYVb+BTm4uIUCto6rRxuqoVpUJGUXoMDyybweKZCfxk+4Xejh4isK+0kcfXTHzUSJY6B1/18aBjQkpxSGP3vaUNEmHZn7dO1rA4J+GGOoeECRNm+AjaKERTU/BBmcK/3N1/U/560MdBjzWay4b73f9Cefd3UX3kebynXsZ7eT8IAvLcNcgXPARqHe7XvyJZFlcY4tDlLh2rlzWhiKKPjgPPBx3zOW10HX+d+E2fDDquTS9CGZ2Cu7MhcFAmx1C8YTSnesszWcRlT6gpVDatccB+Y32eQfGJ8M6ZGg6WN9EdpD/rpcZuDpQ3kh6n57biFBblxIfz3YbBwpx43jxRjcsTaAyk0yiYkzl4d5KSmnZJv1ylXMbWhRnsKannXHU7DZ19kVGFTOD+ZTNYMyuZh1fO5A97LvaOnaxs5b6l2WPqjzcc5KuewVd9gmDPQopVHw153KUQ1asAnVYnrSY7iVHhavMwYcYS+Zy78LwXPMdPNmsTglJaoCjIlcjnP4D3wC97t/nO/wO3y4Zi4xdRrPwIipUf6RvrqMXz5tfwXZJ6Yxrn3TFtOop57SZM59/D2XgZmUaPNnNu71J4MOw1F0KOCTI5Sfd9hYa/fkPqXSxXkHjn51FGhVd0RpPJIi57vtnzQoz3hJFC5VKO9nkGpaXbxtunhs5nqW2z8Me9l6io7+Kx1TORy6ZHUn5tm4XGThuROhW5SZGjFgXTa5Q8vT6f371fgcfbJ6g0SjnPbChEpRj8hnn8srRiM0qn4ufvlgbd1+MT+dvhShKjtCzIjuPNE9W9VkVur4/TV9tYVRB8eWW8kGcvgwf/B/d7/+NfRgMwJKC87Z/95skhUAzxOZPLp8fnMEyYyYx80SP4qo7gqzwk2S7EZKLc+MWgxyiWPYnvwlu9ZukAvorduCreRzZjOUKav1OYWHcuoPWj/9wZRC26ZxRfxcThbK2m4cV/w2vriwWZzr476DGCYnBHBXVCNpkf/xXmsn24Wq+h0MdgKFqPwhheEh9tJou47Hn02iQIgqx/pbcgCAZgJWAHjo7TeQYlWGRtMI5dbsHt9fH0+nxkExDB9PpEbE43EWrFTQlcs93Fb3dXcKWpr1gm3qjhw7cVkB43OjmKczJj+dbDizl+uYV2s9/nckluAnrN0NWPLSa75Of+dkah2FfaQH5KFAuz49h1oe+G3jbgXP0Zz0IDeeHtyPJvQ2y+BIgICblDGv7OzYqlMkSlfFqsjlj9rW1pM95FWmFujPFoFTmWCAoVykd+gq98F96K3eB1I8teinzuPQiq4CsHgsaI8tGf4/rTh8Dav2OT6C/aGVC40x+5LorUh742LTxwRVGk5a1nJcJyOOgLVg65j0ylJXLe5hudWphhMinEpSiKlYIg7MRfyf1p4Cf9hr8F6IBf9nhTCoKgBHIAtyiKlTd6ntFApZCxeGYCczJj0KmVtJkdnLjSQlltp2Qx83RVG2mxOjbNTUcURaqaTVy41oFPFClMiyY/NWrUhafH62P7af/yvc3lQaOUsyI/kbsWZQ4ZBRyIKIr8ZncFlU1S0dJqcvCzd0v59w8s7O14c7NERqi4fW7aiI9zuDwjPqa5yy8iowcILocreJXnRCDI5AjJhcPef2VBEicrW6lpk7amU8gFHlw+I5yiESbMOCHIFMiLNvdWdQ8HWVw2qqf/jPulzyC2Xx3WMaq4DJIf/EbIYpaphqvtWtBmAr3I5OCT3qPVyXlELrhrjGcWZrhMCnF5nU/hb9v4Y0EQNgDlwFJgPf5l7H/rt2/q9fFrQNZNnOemKE6P5om1eeg1Snw+EZfHS2a8nkU58dS1W/jNrgrazH3Rs/fO1bG6MJm/HqrkZD/T3fdLGihMi+KjG4de+h0Jf953iVNVfX2zHW4v75c00Nxt5xObZo1IZNS0WQKEZQ8Wh5vjV1pYOyvlpud8I7g8Xt6/0EC3LXgRy2BE6fyi0uyQHqtWTt2cJbVSzufunM37JfWcrvJ77+UkGtk4J43U2ODdQW51PNZOOg6+gKX8AD63A23aLKJXPEJE5pyJnlqYWxBZTDqqj/0Nb8k7eE++hBii8twvqO7EULgGQTF9vC29tsE9ijWphajjM7HXXEBQqtHnryRywV3IVMNvtBFmbJk04vJ61HER8G1gM7AVaAR+DHxLFMWOwY4f7fMMRVaCgWc2FuL2+vjb4UqOXW7B6fYSq1dz2+xU1sxK5jNbi/mv187gdPufsOwuLy8dvCIRfD2U13Xxzpla7lmcNRrTo67dEvQ6AKW1nVQ1m8hJGn43gv7FMEHHOwYfHytMNhe/2FkWEKUbLisLkhBFkbNXpe3mo3VTe+lYrZSzZX4GW+ZPnWXEiUK0m6j/y//D3dnYu81+7Tz2mhKSH/g6upmLJ3B2YW41RFHEe+4NvEf/jNhWBfo4DHM2oYpJxee0+qvFtUY06UVokmYOfcIpiCouI2h0sgdt2ixi135wnGcVZiRMGnEJIIpiLfChYexXTZ+t0A2f52bYtigTQYCfv1vK1ZY+P8J2i5OXj1RhsrvZtiiT1YVJ7Drfl8t3/lpobXu4oom7F2WOyrLlxYbBc1UuNnSPSFxGam/OJmgssDk9/Hh7CU1D+GOGYl1xCvOzY6mo75KcQybAvOzYQY4MM11wuDwcfe9dSrkXc6wRryBH67OT6q5hif0wyj2/JSJnUTiVIMy44d3/Czz7n+vbYG7BfH4nETmLSH7wG7dEtyaFLgrj7I2Yzu0IGBNUWozhnMlJz6QSl1MFhVxGXnIkZ662S4Rlf3adr2NdUTKrCpIl4tLtDV0MZHV68HhFlIqb/yJTDFHBLR9hhXd+ahTROnXQzjYyAZbkJozofKPBn/ZevGFhCSAXBDqtTl44eEWyfU5mbO9yeZjpSbfNxbtnajl+pQWnOwU00pSOKnUuB/QbmOG8zMMX61laMPIc4DBhRopoacdz8NdBx2yVJ7FXnyUie8E4z2piiLv944g+L+aS3SD6KxgUUUkk3vUFlJHj/30TZmSExeUNoFL4+zRX1HeG3MfrE7nSZGJ+dhwRagU259DFJrF6NQr56ERIZmfG8MrRqp6/yQDmZo4sMieXCXx4Qz7PvVuGrV/hjEyAx1bnEmcY31yXmjYLJbXS978gNYrESC37yhol26N1arITDNR1WGjp7suB3VPawNFLzViD/G5sTs+E+1zeinh9/oevsbTtqm2z8NyOUkwhjOb7U6XO5b+O+XjI3sVj8yLDEcwJZrxar04UUVfeotkX+rvCeuXELSMuZQoViXf+M7Grn8DZXIlMa0CTWhA0cit63JjL92OrOgWCgG7mEvT5KxHk4Xv4RBF+52+CoaJ/PdXfPt/wGgutK04ZtS+vGL2GrfMzePt04M34ttmpJEWHtqsQRZHLjd2crW7H4/WRlxLFvKxYshOMfOMDCzl2uYWmThuRESqW5iUQb9SOypxHwoEBAjItVsfHb5+FzenmZGWrRDB2Wp10XnVi0CqRywS8138fPp8YVFierW6n1eTgi3fPGdUCqzCB+ESR8rpODpY3caWpu7dTkkYpJyfJyKqCJIrSY0bNS7Whw8qP+3VkGi4vnzfhE+HJBVGjMo8wYcIMD4UxblAfSq/DSsNfv4az8XLvNkvZPrrT3yHlA99EpgwX+UwEYXF5AzjdXrw+kdkZsRwoD97eS6WQkZcSSX2HFYe774tMJsDm+RnsOFvbK3IEAdYVpbC2aHSrrbcsyCApOoL9ZY20muzE6jWsKkxiUU7oHqs+n8hf9l/i+JW+avbDF5tJj9Pzmc1F6DVKNsxOHdV5jhSHyyOptgfYuiADuVzgj3svBRWMQMiWiMGo77By7FILq2cl39Rcw4TmxJUW3j5VI3FU6MHh9lJa20lpbScxejVbFmSwPO/mOmg43V5+sbMsQFgaNAqWWvaR13UUleiiSZnCce1yqtTSXgyvXjAxI0bFyqyp7yMYZnKizZrnbw0ZIno5GsVloijibLqCs7kSn8Pi7wykiyIiax7yiOHn4U8WOg4+LxGWPThqS+g8+iqxqx+fgFmFCYvLG8DrEymp6WBOZgxzMmOCFuncuyQbrUrBgbJqyfaZyZFsXZDBqoIkyuo6EUWR/NQoYvRj83Q1PzuO+dnD7z5w9FKzRFj2UNtm4fXjV3liTajmR+NHfYdNkrtq1CopTo+hoq6LS4031dlTQkltx7QSlz5R5FJDNyeutNBmduB0e1Er5MQa1CzKSaAgbfS9VoMhiiL/OHmNnefqhrV/h8XJ8/sv09Bh5f6l2Tcc3T9+pYUOizRneF1RCvcsyUJhn4ltrxtnxV5SnadYkuijqqiQP5aKmJ19n7W/ne9mRaY2vDweZkxQ6KKJWfEwHQcD+2dH5Cz2i88bxOdyYC7bS/fp7bhaqgJ3kCvQF6wicv6daNOG76s7kYiiiPnC7pDj5gu7w+JyggiLyxvk7yeqyUuJ5CMbCthb2sjRS82YbC5SYnTcNjuV2Rkx1LZZOHJJ2gd1daFfrBgjVCy7yUjMUPh8IqW1HRy51ExDpw2Hy4NCLiMyQsWczFhW5CdiGFAFPnC+/TlZ2coHVuRM+FKxzSmNQKbF6pHJBCoG6al9K+P1iRysaGRfaSMt3YGdhyqb4fiVVuKMGtbOSmZ1YTKKMWwRueNs7aDCUiBYN3XYU9KAUi7j7huw6xJFMSCVYmluAg8sy6bT4uT1462ca16HL2odiZFatizIYFFOPF9Lusy/bO/7m7jW6aa8xcmsxPBSW5ixIXrlIyiM8XSdeANXey0KfQzGOZuIXvbgDVeKO5qu0PTqd/GYg9vTAeD1YCndi6V0L/pZa0nY+jlkivF3ARkRos9vzxQCr330gg1hRkZYXN4gzd12fry9hKfW5rFhdqpkqVgURc5fa+cv+y/3Ln2DX1DOyYwZ87n5fCL7yhrYU9IQEKkB6LK6uNZqYfvpGhZkx7FtcWZv5NRkc4U8r8crYnN6JlxcDowa+a5XLQ2VA7tpbhrZiUb+sv8SVsfQBVbF6WP/uxpr7C4Pv3u/gvK6riH3bTM5ePXoVS5c6+CZjYVjUtBU2dTNW6ekecCCAItz4llVmExWggGAmlYLBysaOX65tff3C7DzXB25yZEUpkWP6LpXW8wSr1aZAHctysTq9PDsW+fptPZ97pu77fxhz0XcHi/L83OZm+nh3LU+H9TXr4jMGtvnwjATwGRpASoIAsY5GzHO2Tgq57PXltDwt28iuoduh9uDpWwfHnM7KR/4FjLl5HXOEGRyVPFZuFqrg46rE3PGd0Jhepn+hlljSG2bhe++epqfvlPC/rJGTlW2suNsLf/x6ml+9V55QIX4toUZY1oFC+D2+Pjt+xW8evRqUGHZH69P5ERlK99/4xzV1y2Vkgcp9DFolAGRzolgYJ/xa61mXB7voBXwcpnA+uIUkqMihiUs02J1LM2b2nYXbo+PX+woG5aw7M+lxm5+9m4JLs/ot8Dc3a9/O0CEWsEXt83lg+vySYvVcbmxm8sN3SRHR/DEmjy+fM/cgN/3+yXScwyH6gGWYYVp0UTr1Owva5QIy/68daoGr8/HigKpkgxlPxYmzGTD3dlI46vfDRSWggxt9nyiFt+Lcf4WlFGB6T+O2hJa3n4WMZTlyCQhetkDoceWhh4LM7aEI5ejQEV9FxX1XYPus2F2Ksvzx7bvq88n8vs9FYMatQfD4nDz03dK+MK2OayfnRpg8dPD2qKUEftjjgWpsTp0akVv4Y7d5eVUVRvL8xJZnpcYdGl/26JMDFoVu89Le/VmxOnZuiCDnefqqG4xE6FWsHhmPFvmZ0x4hPZmeeVoFZXN0jZqcpnAvOw4Fs6IIzJChcnm4vTVNs5UteHpF2W/1mrhpUOVfHDt6OXYdlqcXKiRfjafXJtHVoKBwxebeONYda/NlVYl565FmaydlcKH1ufzk3dKeo8pr+uitdtOfOTwXQoGPuhlxOkBuDjI3223zUVTp52MOMOg5woTZrLStvcP+BzS7mXGuZuIXvGIxCtSFH3Yrp6hbdevcXf0paxYKg5inLeZiJvI9RxrDEXr8Vq7aT/4PKLLn/Yj0+iJXfc0utylEzy7W5ewuLwBtKqRiY6tCzLYMj99jGbTx3vn6wKEpUIusDgngaW5CSREarG7PJTUdnKgvJE2U9/TrMPt5VfvlfNvDyzgsdUzefXo1d62lTIB1sxKZtPcyWEkrZTLWJ6XyK5+UbC3T12jOD2aR1fPJCvBwKGKJrqsThKjIlhfnMKczFgaO60BHpirZyVTnBFDccbUXwLvT6fVyZGLUieDjDg9z2woIMagwSeKON1e0mP1zM6M5e7FWfx+dwVV/aJyJy63sHV+BnHG0ckvPHa5ReK7mhoTQXF6NOevtfPCAamRvd3l5eXDVejVShbmxJMVb6C6tW9uRy41jyj3cmD9TY+OHuphSS4Xer03e5gEz1dhwgyJx9yO9dIRybaYVY8Rs+oxvLZuOg69hKO+HJkqAn3hanR5y0j74P9Q9+cv426v7T2m+/Tbk1pcAkQtuRfj3E04GioAAU1aYdiCaIIJi8sbIM6o5YNr89hf1ij5wuuPTBCYmxXL+uIUZiQax3xObo+P9wcsOSZFafnEHUXEGTS4PF7azQ4i1H4rofVFKfz9ZLWke1Cb2cGZq22syE9iQXYcFxu6cHtFZiYZJ13HmpWFSey+UN9b+NFldfHDty7wwXV5rCxIYmVBX5RYFP3V/X/Zf1lSZR6hVrBwxvAr6acShyua6G+vGq1X85ktxaiVMt4+dY0D5U1YHG50agUrC5LYsiCDT24u4ntvnO196BCBgxWN3Lske1Tm1NApTbxfkpuIIAjsGqS4573zdSzMiWdpboLkb61xiF73Axm4tH75uqvA3KzYkA4DSVFaEiO1AbZXOrUy6P5hwkwmTOd2gNh3v1PGphG98lFc7bXUv/AVvNau3jFLxQH0hWtI3PZFEu74FPUvfKV3zHr5GG5TK0pjaAu7yYBMHXHLGMxPBcLi8gYQ8Lc7XJKbQG2bhTNX2+iyOnF5fGhVChKjtCzKiR9XQXbmapvE31GtlPPpzcVERqh4+9Q19pY29Pr7FaRG8fDKHO5ZnEWX1SX58jxQ3siS3AQ0KgVzsyaf8HJ7fNS0mQGBFQVJHKroi841d9v5wZvnmJFgYG5WLAatig6Lk5OVLTR1BVZJb10w9Ze+g+HziRy6KE0N2DQnjQi1gj/uuciJfr9vq9PDznN1NHfbeWZDAXfMS+f5/X2ecUcuNrNtUeao5Ao7BvhLJlxf1q5tD13tWdduxSeKvfv2YHeNbGk6PyVK8nNVs4mGDivL8xM5caU14CFRLhN4cHkOgiBwsEIaAc5PlZ4rTJjJiPXyMcnPkQvuRBAEWt79mURY9mAp3+/vbDNrrbRIRvRhqzxJ5PwtYz/pMNOGsLi8SdLj9KRfz9+aSA4NWAJdkZ9ItF7NG8evSqKT4M8R/dHbF/jq/QvYsiBDIi6vtphp6LCSEqMbl3mPhCMXm3jzRDWW6wU5OrWC5OiIgChWVYtZsrwbjNWFyaydRh6W/emwOCVV/0q5jMUz46lrt0iEZX/OVbdzrdXCwhlxvHKkqjclwur00NJtJzn65j8PA1ubOlx9v8euEC4FEWoFMkEIEJNKxcjEblJ0BLnJkb0RS4BXjlTx6S1FfHZrMe9fqOdkZStOt5fsRCO3z00jI07PqcpWKpukeat+O7FBLF3ChJkEeCzSFCldzmLc3S04aktCHAHm0j0YitYRMWOhpALbaw3d6jhMmGCEq8WnCbVt0qTtlflJWB1u9pU2Bt2/y+riyMUmEiO15CRJl+1rBpxrMnCuup3nD1zpFZbgFz6NnbaA+Q/FprlpPLRixrQ1wrYO8AFNjNKiUSmGLDorr+9EpZAHOAaE6ng0UiIjpJH8kuvFPUtyQ1flL70+VlIr/aKMjBi5a0GPx2wPlxq7eW5HGVaHmy0LMvj6Qwv57mNL+MiGAlKiI9hb2sCf9l2SHDMzyTioo0KYMJMF0Su9D8hU2oDinoF4r4/L1NLPuM8T2qIuTJhghCOX0wCP14fL05dbIwh+QVFR3yXJMRxIZbOJDUBqjE4SnRlqydHu8nCmqo02s4P4SC0LsuNQK8d2eXnnudqQYz6vj4/dXsi+0gYuNgTPn5MJ/vy6dUUp5CRNvRZnI2Fgl50er9Uhi1euj/t8UusRgdER4XOzYjlQ3vewc7a6nS6rkzvmpXOlyUTVgMr2nkp+i8PNqUpppHAw26nBrj+wMKiivot//9tJitNjKEyLRqWQ0dhp4/iVloB2oTJBYNuirBFfN0yYiUCm1knEpKu9DnVSDjJVBD5X8JxlTVIuAO52aR60XD35VrLCTG7C4nIaIBMESVcTUfQLiqEEn/p6vuFAP8PB8uuuNHXzq53lvZYxAK8dreKTm4qYMcII4nARRXHQaGpNu5U5mbHMyYylucvG6attdFqcOD0+NEo58UbNuOfATiQ6jfTPurnLhtnuYnZmLK8dvRq0+w3AnMxYbE5PQOGNXjs6BSxJUVo0Knlv7qXXJ/Kr98r5/LY5/NPWYk5XtVFS04EIFKVHszAnHpkAv95VIXlIitarKboBg3u5TOBjtxfyf/84L+lnLopwoaYjwCZpII+tnjniKHmYMBOFOj4LT3df7rX5wm606UVELr6HzkMvBuwvKNRELtqG12HBcumwZEyVkDXW0w0zzQiLy0mGKIpUNploNdmJNWiYmRw5ZL9nmUxAr1FidvRFWirqu5iVFk2sXk17CDP1BTnx+Hz+ftP9MYQQEw6Xx28OPyCyaXd5efbt8zy1Lo9FOaNvPC4IAhEqRcjl2f6dZBKjItgyP2PU5zCViNapiTdqaL1e9e0T4fDFZu6Yl87tc9OCtl5cV5SMUi5jX2kDHq8YcK6bxepw88O3LwQU9dS0Wfjv187w2OqZLJ4Z37tELooi1a1m3jxezZUBOY+rCpKQ3aAfkDFCxee3zeEXO0oHLSTqj0Iu8OSaPBbmTO5q2TBh+mOcuwnrlb6iHnPpHqJXfICYVY+Cz0vXyTcR3f7vBmVMKglbPosqJpX2A8/3bgeQG2LDVdhhRkxYXI4zFfVd7C9roNXkIEavZlVhMrOveyy2mRz8elcZ9R19SxZJUVqe2VhIUtTgeV6z0qM5drml9+f9ZY0UZ8Tw6OpcfrGzVCIYABblxFOcHk1Jbaekk49CLpCbHHzZ+MzVtpAG0qIIf9xziagINTNDHH8zLMlNYE9JQ/CxmVO7k85oIwgCqwqTef1Yn2H87gv1LMyJZ9uiTJKjI9hX5vc5jTWoSYqK4OzVdvYGyc8tzojB5xORyW9uabznesFo7rbz7FsXSI6OIDvBgCAIVLeYJH8HPaTGRLCuKOWm5hIZoeILd8/l2KVm9pc1StpC9kejlLMkN4H1RSkBhu11ysAHmMnSPvBWRPR5Ed1OBJXmhvtvTzcichahMMbjMfmL+ESvm4aXv0nKB75N7NoPErX0AVwtVQgqLepEvzOC6cJuOg//VXKeyHmbEWTTz1UjzNgSFpfjyJ6Sel492veF39hpo7S2k60LMrhjXjrP7SiluVtqmdPUZee5d0v52kMLUcpD3zRXFyZLxGVZXSenq9pYMCOOf7l3PntLG6hpNaPTKFkyM4FFM+OxOT28drRKcp6FM+IDPAF7CBUB7UHE70s4FuJyy/wMLjd2Uzcg2pQRp2fzOBjUTzWW5Sbw1slrvcvJNqeHH719gQ+uzWNRTjyLrwvyA2WN/PVwZcjzHChv5OzVNpbnJ7KqMKm3B/1IKa0dumtUY6dtUP/KWIOaT9xRNCr5vUq5jFWFyawsSKKq2URpbSdmuxuPz28nlharY0F2HBpV+BY5WXF11NN9ZjuW8gN4eyujBZTRyRhmb8A4ZxMK/ch60E8nBJmcqMX30rb7173b3O111Pzmkxhn345x7iY0qYWIHhfWi4foOvVWQCW5oNJinLd5vKc+aXB3t2C9dATR60abMRt1ct60LQQdbcJ3znHCZHPxxvHqoGPbT9cQqVUGCMse2i1Ozle3D7oslxnvt0TqXzX+hz0VtJuzWDMrmUdXzezdLooilc0mXjp4pXfptIeBFbX9STAO3W7vWghT+ZslQq3gC9vmcPxKK6U1HQgCFKfHsHhmwohtaaYKoije8I1Mp1Fy+9w0tp/ui6Z1Wpz86O0LpMfpWTgjDoNWyevHrw5yFj9mh5ud5+p473wd64pSuHdJ9ri3AZ2RYOCZjYUYb6BKfDAEQSAnKXLaF3lNJ1wd9bS990tsV08HGRVxdzbQsf/PdBx8EcOsNcRteAa59tbMlY1ctA17XSnWi305lKLbSffpt+g+/dbgBwsyku75fyh0t6ZA7zj0Eh0Hn6d/WzFd7jIS7/4yMuWtkb9/M4TF5Thx7lp7b9VuMM5eax/0+MauwTuSCILAA0uz+fH2EnzX/xh8Irx5opodZ2uZnx3X2/6xtLYj6JLj4pnxZCUYArb3MC87lteOKSR2QAPRjmGkR6WQs6ogiVUFY9ujfSIx2928feoap6pacbi9ZCcY2Tw/nVlpI7/Bb56fTnOXjVNV0krr2jZLgHXVcBBF2FPiT+l4ZkMBikEi6QMpTo/hWmvwa6oVMlxen6Q1JPibFRSlR7N6VjKFadFD5h6HGRyfy4Hl4iHcnQ0oIxPRF6wKsJyZ7Njry2l8+dv4HMN4iPV5MJe8j6PhIikf+DbKqMSxn+AkQxBkJG77Es3iDwJaQQ6KTE7C1n9Gl7N47CY3ibFcOkrHgb8EbLdePkr7vj8Rv/GjEzCrqUVYXI4T/a2CgqEYogPKcHz9ZiZH8tjqmTy//7KkItjh9nLkUnPI48Dv3/fYqtxB91Ep5HxqczHP/uN8SIujcP7jjWN3efjhW+clEeyqZhPPvVvKh24rYMEIW1XKBIEPrstHq1IEdJkZDlqVHJ9Ir6F6DyU1Hbx48ApPrMkddmR1zaxkjl1pCci7lAnwodsKSI3VUdVkwur0ICKiUyuZkWi44WX4MFIcjZdofPlbeG19xXtte35P8gNfQ5teNIEzGz7O1moa//ZNfM7ghViCQo3oCUzdcXfU0/DXr5P25A+QR9x6EWqZQkXSvf9K1/HX6TrxRtDuPAH4vLTt/jUyhRJ9waoxn+Nko/v02yHHTOd3ErfuaQRFuA3sYITF5TgxcwgLk+X5iVQ2mQIqscEf2Vk4Y3iVqsvyElEr5fx536UhBW0PC7LjeGJt7rCWlzPi9Hz9oQX879/P0z2gq8qMRCMb5qQO65phAjlY3hQ0NUIE3jx+lXlZsSOukpbLBB5ZNZO5WbHsLW2grLYzpBXRQLYtymJpbgInKlvZfuoapn6+j8cut7AwJ37YEVWdRskX7prD9tM1nL7ahtPtJSfJyOZ56eRdb8041auxgxX5wMQX+vg8Lhpf/a5EWAL4HGYaX/0uWZ/87aSPYIo+L01vfC9AWKqTZhK16B50+SuQKdV47WbMJe/TdfLvEhsed2cDLTt+RvJ9Xx3vqfciij7s1Wdx1FfgtZtBkCGPiCQia+6Y5/IJMjnRyx4kavE9WC4exnRuB87mKnwOK4JcgaBQBby3PruJpje/R5ohDk1qwZjNbTLi6Qr9MC667Hht3SiMk6898mQiLC7Hicx4A7MzYoJ66c1MMlKcEcNHNhTwq/fKcPYThUq5jA/dViCx2xmK+dlxZCUYOFjexOGKJolFUQ+CALMzYlhdmExBatSIbmwxeg1ff3ABRy41U1HfhUwQmJMZw6KZCYMWHYUZnMGKXtotTpq6bDfclrMwLZrCtGjazA5OXG5h57la3N7QMlOlkHGhpp3k6AhWFSRRnB7ND9++IIk87i9tGNFyvTFCxSOrZvJIv/zfMGOP9fLRfgUvUnwOM5aKgxjnbhrnWY0MW9Up3O3SRgrRKx4mZvUTADibK/Ga21HGphG1+B4i52+l6R//g/Xiod79rReP4O5qQhk1vmk1XocF07kddJ/eLhG8PXTsB3ViDsYFWzEW3TamETFBrsQway2GWWsBf143Pi9Xf/rB4AeIIm3v/5bUJ75/SxWyKKIScXcF726HTE7di/+GTKFAl7ucqCX3ItdMfAvoyUZYXI4jH7otn9ePVXP0UjNurw+FTGDRzHgeWDYDmSCQnxrFNx9exLHLLbRet4lZmpt4Q63urA430ToVa4qSaem243R70WmUGLUqjBFKZmfE3NSSo0alYH1xKuuLw5HK8WI07u1xBg0JkVqJsFQpZMzLiuVifRfd16OTLo+P8rouyuu6mJ8dx4dvy+eJNbn88K0LvceV1nbSbnYQawgvXU9mPF2Dp8S4u1sGHZ8MDFym1OUtJ2b1E7g7G2h+8/s4m/scDyJyFpF41xdJuvtL1Pyupp8oFek++y5x654et3k7Gi/T+Mq3h+zN7WyupPWdn9B98u8kP/jvKCPHJ71IEATc5nZ8dlPIfRz15bTv/QNx6z80LnOaDETO34q9+mzwQZ8XT2c9AK7Wa1guHiTtiR8g14auV7gVCYvLcUSlkPPwyhzuXZJFl82FUasMKIAxaFVsnJN2Q+d3e32crmrlQFmTpMVdDwL+CNbqWcm3TLeaqURxRkyAYXgPsQY1iUN4nQ6XU1Wtkp+X5SVyx7x0vvbi8aD7n7naxrHLUSzNTSQ9VtdrPi4Cp6vauH3ujX1ew4wPyujBfUGV0aEdIiYDHnM7tippZXj08g8gepw0vPS1Xh/HHmyVJ2l6479IffQ/iV5yHy3v/Lh3zHx+F7FrPzguXpj2+nIaXvo6oju4v2swXK3XqPvzl0h78n/GTWDKtQYQZCCGTqPqOvYqhllrUSfOGJc5TTS6vOVEr3yUzkMvwRCJRO72OjqPvnJLie/hEBaXE4BaKScxcmhbn5HQ3G3nlzvLaAlhZwT+P5Gyuk7K6jqZmWTkmY2FIT0tw4w/KwuSOHqphaYBzgCCAPcvzR61aumBnxGDRsGRi40B1dr92XW+nmV5SczLjpN0tum0Du59Gmbi0eUukZhp90eQK7FcOoy95gKquHQMRetR6EfeWnMscbXX0v8LXhmbjiY5F9O5nUFfE4D92nkcjZfRz1pDy46fg8+fy+61deGzm8e8sMdtaqXxle8ECEtBrkSXvwJ10kzwebHXlmCrPEX/1+e1dND48jdJe+r/kCnHflVApo5An78CS8XBQfdr3/dH1Ml5iB4nMrUOVWw6upzF07KwRRAEYlc/jrH4NiyXjuBz2QcVmtaLh8PicgBhcTkNaOy08sO3LoRsjxiMK00mnv3Hef75rtkYtKPrHTgVMNlcONxeYg3qQXupjydalYJ/vms275yu8VsRubzMSDRyx7x08lOjRuUa5XWdNHVJxeXbp2uHfNjpKeYxDHgYGVhJHmbyIciVJD/4DRpe/hZes9SWSvS6sV3uaxHYvu9P6POWE7n4HrSpheM91aD4nNKHLdX1SKyzuSrY7r04myvRJOeiMMRKch29TuuYi8vOw38NWGqOXHAnMasfl3huRi97EHdXM627fontSt/KgautBtPZHUQtvmdM59lD3MaPY68tHXT53lZ1ClvVKck2eUQkhjm3Ezl/67hFWoMhet1Yr5zA3dmAIjIBXe4yZIqb/15TRicTvfR+fE5b0H7sPfiCuBTc6oTF5RTHbHfz83fLggrLvORIMuL0eEWRK43dAb2Um7vt/PK9cj5/1+xJI7DGmqYuG387XNnbT92oVbJpbjpri5InRcK6XqPkoRU5PLQiZ9TP7fWJPH/gctCxUAb+PcRdz6vsGBCp1Komri2c2+vjTFUbV5q6USlkzM+OY0aicVL8HodivCvLFcZ4VNHJ2AeIywB8XiwVB7FUHCRm9RNEr3h4wt9PYYBI8F6vah5KIMq1RkRRxOeQ+quOhugYDK/Dirl0j2Rb1LIHiVv3NB5zG23v/xZb9VkEmQJd3jKiFm4j+YGv0fT6f0m8KLvPvEPkorvH5f1X6KNJfuib1P3hcyM6zmvrpuvoK3Sf/DsJWz/XWyg0njhbr9H4yrclDxByXTTJD3wNTUr+qFxDpo5AnZgjye3tjzZzzqhcZzoRFpdTnJ3nagOWJudnx7JtURYJA6JR11rNvHqkiqqWvnzM6hYzRy+1sHIaG5P30G1z8aO3Lkiq5012N68crcIrimyYPb2Lk6qaTXRZXSHHBYGQS+NbF2TgE0VOVUqXIeOG0bVpLDDbXfxke4mkL/je0kZWFiTxyMqcCRdEkwmfy07Di/8W8osxFB0H/oLP7RjXAphgDFymdzRU4LV1YyheT8ehF4J+aGURkUTkLMJRXy612JHJkWvHNmppLnkf0d13T5YbYold/QSuzgbq//L/JD6TzqbLWMr3k/r494jf9EmsV46Dz78a4O6ow37tHBFZ88Z0vj1oknLQz1qLpWzfiI8VPS6a//4DfC47kePYLlL0egKEJYDX2knDy9/y22ypRuceFbPmCRpf/jYDl8YFpYboZQ+NyjWmE7dGuGqa4nR7OTrAHH1FfiIfvq0Ag1bJrvN1/PSdEp7bUcrhi02kxOj47J2zyRvQ+/tAeaPfkmIKY3N6uNZqpsMSOnl+f1ljUFsmgB1na3EP0xd0quII4qHan9ykSFRBrKQ2z0unOCOGC9faJe1C5TKBhSM0dh8tXj5SJRGWPRyqaOJkZfA8vFsRURRpfuv/gghLgYgZC4m/49Mk3vMvxKz9IMrY9IDju46+Qut7v7ye9zgxqBKyUEb1Kzryeug++y7KqCTiN30Sf6liH4JCTdLdX0amUNF98h+SsfHIEbRdlS4dR869A0GuoP393wU1MHe1XqPr2Gso9DHo85YPOFewFpdjR+LWf0YVnxV0TBmbRtTSB4hZ+0GMczYhUwfaorXu+Pm4ztlaeTKovRP4fTot5QdG7Vq6nMUkP/A1VHF9qw6atFmkPvafqOMzR+0604Vw5HIKc6qqFburL+dNr1Hw4PIZdNtcAZ6EpbWdHLvUwqe3FPHYmly+9deTvc9fde1WrraYmZE49frvur0+Xj92lcMVTXiut9fMT4nksdW5ARY5V5q6g50C8IvTxi4bGXHT168sI96ATBB624MOJC8lkk9tLuLwxSYqm0xE69WsL04lMkJFfbuVFw5ckew/PztuQvJ17S4PZ6+Gbpd65FIzi8OdogBwNl4KaPunTskn8a4voIqRRuqjlz2E7cpxmt9+VrKU3H3qH3Sf+gcR2QtI3PbFce9yIwgyjPO30L7nd73bOg6+gKu1Bl3eMtKefhZzyft4zG2oYjMwzt2EMjIBc/kBLBVScRG54M4xn6/XKr3PaDPn4nM7/VHJEFgqDhC79oNoM+dKCmsGnmuscXc14mqtlmxTRCaSsPkzaLPmSVYE4jZ+jO4z22nf96fegilEH227f0P6R342LqsH7s6GwcdDeVXeILrcpUTMXILX2okgk9+SHZ+GS1hcTmEuXJMaIy/PS0KlkPPCgSsBbfYAKptNvH+hgc3z0ylKj6akti95u6SmY0qKyxcPXuH4ZalP38WGbn68/QJfvX8BamVfTqBaMXh+oGoYHYqmMpERKlYWJHGgPPgNd39ZI0q5jGV5iayZ5S+aaDXZef3YVfaXNQa0/FxXNLjFzVhhcbhDCmTwF2uF8TPQH1IVn0nqI99FkCvoPPoKpgu78Fq7UCdkE7XkfnS5S0l64Gs0PP+vAeeyXT1N4+v/Repj/zXuaQfGORvpOPB8X3tHnxdL+T4s5ftQxqSR+uh/oDDEAuCxdNK29w90HXtNcg5ldArarLljPlfRJy1yExQqRK9nUKsf3/Vl9IH5paJv+EWao0H36e2SnxXGeNKe/B/kuiisFw9hurAbr83/eYlceDfRS+9HFZNK46vf6T3G1VaDo7YEbcbsMZ+vMnLwfvGKIcZvBEEQJp2jwmQkLC6nMCa79Et0Vnq0v8jhauik/ZOVLWyen86s9BiJuBzYynEq0H6920zwMScnK1sluaTzs2MpqwteDZkSHTHq9lCTkQeXZ6NUyDhQ1hDQocdkd/P68WreOFFNrEGD1yuGtBraPD+drISJMQ2OilCjVcklUfv+pETfWBejsSJU8c5w973RIh+v3RywLBi79mkEpZq6P30JZ+Ol3u32mgvYay4Qv/kzCLLQD2GO2hKcjZdGrVBiuMi1RozzNtN98s2AMXdHHbW//xy6vGV4TK3Yqs/25i32IpMTf8enx8XfcmC3FlfLVTTJuagSsnG1XA16jDa9GABni7QCfjw7v/hcdkwluyXbYtc9jVwXRevOn2M6807vdmfjZUwXdpN8/9fQ5S5Fl7cC66XDvePdp98eF3Gpm7kEuSEWrzlwJUOm1qEvWD3mc7gZ7DUXMJW8j89uRp00E+O8O1Doht/1bDIzvUM10xzPAHGgVspxe3x4faGjOrbrVeUapfQLxDPIMZOV6hbzoPa2Vc1SK5AluQkUBLH0USlkPLJq5i1RBCKXybh/aTb/9fhSPnfnbLKDCERRhDaTI6SwXFeUzJ0Lhi+YRhulQtYbWR2IIMC64omJqE42HPUViN6+HGOFMZ6IGQto3fmcRFj2p+393+FoCD7Ww1AWQGOF1x56idhr68J09l2/Vc5AYSnISNjyT0SMQ9QSQJ0sbW9qOr8TgJhVjwfdX1CoiF7+EKLHjblEWmWuTsodm0kGwV5Xhujqc42QR0Shz1+Bo7ZEIix78XlpeefHiF53QLqBtfLkuOTxCwolyQ98HfkAQSbT6El+4GvINZPrQbM/bXt+R/0LX8F8/j2sl4/SceAv1Pz6Uziargx98BQgHLmcwgy0gWnuspEeqyMhUhvSTL0n2jTQqDtiAi1lbpSB3Y2GGpfLZHxi0yyOXGzmZGUrdpeH7EQjtxWnjFr3m6mCRqUgNzmSf7pzNm8ev8rB8qYhHzAi1Aq2LcxkVWHShAvxrQsysDrcHLrY1FssrFXJ+cCKnCmZ3jEWeG1SMaZJm+WPTp3dEfIY0WXDN0RHmYnKM/OYhrBRCoJMrSNx2xfRzVwyBjMKjnHOJsmSvKO+AmvlCfR5y0i6919p3/dH3J3+1BR1Ui5xGz+KOiGbzmOvSbwx/ZG3VeM274HFRtqM2QhyJeZBqse91k7staVoM+dKuvyIbgeu9jrM59/D0XARuUaPvmgd+oKVox491iTNJPMTv8ZScajX59JQsBqZevLe023XzgekbQD4HGZa3n6W9A//dMLvsTdLWFxOYdJidZJ2gUevFzJsmpvGX/YH+hnKBNg4Jw2vTwzIU0yNmbxPeKHITYnEoFGGrABflBMfsE0hl7F6VjKrZ03ulnfjhVIu48HlOdwxL50jl5o5VN5Eu0UascyM17O6MJkFM+JQDZG3Ol7IZQKPrJrJpnlpVDWbUcplFKRGSXJswwywTBFk/kreQXL/ADRpRX47miD79Vj8DBevw4r18lHcXU2IbgeCUoMyKgld7tIRL/mqYtNw1JYMa19lTBqRC7ZiKL5tVJaWRZ8X0etBphy6ba4qNg1t1jxJb+rmv/+ApHu/gr5gFbr8FXi6WxHkchSGOERRxHRuJ+17/yA5j2H2BmSqse/Q08PA/E7h+msd6mHD57QhCAKCUi2JfNb98QuI7r6frVeOYb28lsRtXxx1gSlTajDO3jCq5xxLzCXvhxxztV7zNwBImhlyn6lAWFxOYZblJbK3tK8442JDN5VNJpblJeLy+Hj71LVec/UYvZqHrkd1DlU00dUvx1KlkLEwiBCb7CjlMh5fk8uvd5UHpAJsmJ06YTmBUxGDVsWmuencPicNi8ON1elBLgjoNEoi1JP3NhGj1xCjH78v4KmETCP9/DsaL6PJHGJpWJBhKFiJ19pJ58HnpWNyVa/Fz1A4W6rpPv0W5tI9Es/H3sso1RhmrSVywV3D7lcdueBOTOd2BhW9mpQC9EXrkKkjUEWnoE7JH5XIj9duon3fnzCX7kV0O1DFZRC97CEMxesHPS562UMScelz2mj469fRZs3DOHcTmuQ8fC4H3WffxXTmnQCrKEGpJmrR3Tc+b4eVrmOvYqk4gM/tRJtWRPTyhwZ9r+XqAbmi16vGtamzsJTuDX6QIEOTko/b1CoRloBEWPZgKduHPm8F+oKVI3o90w3vgO5NAxnY3WkqMnm/NcIMSVqsnhmJRklu4W92l/OpO4pYMyuZ5XmJ1HVYUMhkpMbokMkELtR08PIR6Y1s8cyEIZeYJwuNnVb2lzXR2GklUqdmRV4i/3rffPaXNVDfYcOoVbI8P5FZadMjKXq8EQQBg1Z1S7YEnW5oUvIkS5Xujrohe1XrC1Yi1xoCutrIDXGkP/k/KIyD+5qKokjn4b/SceB5QvVhBhDdTkzndmI69x7RKx8hZtVjQ4pBdUI2iXd/2Z/n10/IROQs9oveUV4G9bkd1L/wFVyt13q3udpqaH7rf/E6LEQt2hby2IisucSuezogGmmvPisRnUERZCRu+zLKqBtrbOFz2qh//l8klkKWigNYLx8l5eHvoM0oDnqcOknaFczZdAVncxWG4vV0Hn8NT1dTwDHGeZtRGGJp3/+XYc/PXLbvlheXmqSZknafEmRyVPHZ4zuhMWBqKIowIdk4J5VfvdcnLs12N99/8ywLZ8SzIj+RzHgDXp9ISW0HB8ubAqqlZYLA+gmylBkp56+189vdFZIo5anKVrbMT+fhlVN7CSFMmNFGoY9Bl7tMWsV76u8Y528JWqChiEwk4a4v4uqox3T2XclY3NqnhiUs23b/JmhF9yBH0XnoRXx2M3G3f3xIgWkoXI1uxkKslSfwOa1oUgqGHfkcKeYL70uEZX86DvwF49zbBxXrUUsfAFGkfd8fh31NQa4k4a4voM9bNuL59tB9ZnuAVyX4+2+37f41aU//MOj7rIxKQps5B/u1873bOg69SNJ9XyX10f+k9d2f9hqkC0oNkQu2Ervmg3isXQGWV4Mh6Zh0i2Kct5muE28GfS+MxRtQ6Kd+cCQsLqc4czJj2Tg7lV0X6nu3iSKcrGwdVqeSx1bPJCl68iY+9+DyeHl+/+WglfDvnKllXlYcqbFTL280TJixJHLBVom4dNSVIdPoiVr+AUznduCzdYNciaFoPXG3fQRXy1WaXv/PPj9JQKY1ohtGpKn79NtBhaVcH4O+YBUKfQweSyfWi4fwDOhx3n36LZTRyUQtvmfI68jUEePSw3qwTjM+pxVHwyUiBukpLQgC0csfQpU4g87Df8VRVzbI1QQichYRs/rxm861swwwze+Ps7kSj6kVZWTwJgOR8++UiEvrpSO07foVcRueIeXhb+OxdOC1daOMSkKm0uIxt9P4yrfxOfpaCgtKjb9S3BPcbUKTWnCDr2z6oNDHkPLId2h+6/9wt9f5NwoyDLM3ELfpExM7uVEiLC6nAXcvycIriuwpGbxbQX8EAR5ansOyvNE3mR0Lyuu6evNHg3GysjUsLsOEGYA2cy6atCIcdaW922xXjmO/dh7DrLVo0otRGOPwmttoeuO/sVefCThH9PKHhsyz9DltARE6mUZP/O2fQF+4WuKdGXfbh7FUHKT1vV9Kcsva9/8Zw+yNo2ofI4pi7xK6oNKOLA9TNnjRyWB+oP3RzViIbsZCnM1VdJ99F0d9hV+MCTLkEUa0mXOJnLcFZdQo3Yu9gxuvD2bMrstdijI2HXe/dp/dp/6B9cpxIhdsRZe7DIU+BmdrNeaS9wP6qANELrwLQZDReeRvAeeXaQ3j0iVpKqBJziPjGb8tmNdhQZ2QPa3M2cPichogEwQeWDaDtFgd756plfR/DkZmvJ5ti7KCej5OVuxD9MW2DTEeJsytiCAIJN33Fer+/CVJzpzodmA6twPTudC2RACG4tuIWnzvkNcxl+2V5EEKSjWpj/4n6sQZ2K6dp/v023i6mlBEJRI5fyuGWWtRxWdS96cvIV6vRhbdDsyl7xO10J/LKHrc2OtKET0uNCn5w7ZAEr0erJeP0n1mO/basr7WhHIF2vRiIudvRZe7dEhxqJu5FOvFw0HH5Loof07rCFAnziDhjk+N6JgbQZs9P0gveT+KqKRBczkFuYLk+/+Nuj9/WRKN9HQ3077n97Tv+f3g186aR+zqx/25voJA14k3e3+/6uRcEjZ/dloJqJtFEIRxb0gwXoTF5TRiaW4ii2cmcLG+iwPljVys78Lp8SfzCwKkx+p5aPkMsqegD+BQld/BzMDDhAkDCl0UaY/9Nw0vfzNoLl4ojPM2E7/pk0NG+0RRDGgbGLX4XtSJM+g6+Xfadv2qd7uzuRLrxcPErv8w0UvvJ2rJfXQeerF3vPv0diIX3IX14iFad/4Cr60L8OciRi25l5g1T4a0sRFFEdPZd+g4+CJea5BOXF5Pb0GN3BBL7KrHMc7dFPJ1GWatwXRupyTq60cg7rZnEOTKQd+XiSJq0d2YS97Ha+kIGIsd5P3rQRWbRuoj36Xh5W8Gfx9DEDFjIUn3/Evv+xK75kmilz2Iq70WmVoX0Ms+zPQm3KFnmiETBApSo/D5xF5hCf48zJo2C8dCtEuc7CRFRTA/O3hBQbxRw4IZgxcbhAkzValTZgT9byQojHGkPfkDYlY/jnyIyJEmtYCke//V3y5xGEu/XnO7VLQKMiLnbcFjbqft/d8GPaZ97x9wm1qJnLfZH+W6jru9FuulIzS9+f1eYQn+YpTOIy8HNZ4GEEUfrTufo3XHz4cliLzmdlre+TGtu34VspOMIFeS8vC3iFn1GIqoJGRqHdqseaQ88h0MReuGvMZEodDHkPbE99Hlreh9b1XxWSTd99Vh56qqk3JIf/pZDMW3gXzwGJRcH0Ps2qdIfuDrARX7MpUWTXJeWFjegoQjl9OQK00mSd/w/hysaGLD7FTip2Af7SfX5qJRyjl+paW3sCc/JYrH18ycNObeYW4enyhyqrKVY5dbsDjcZMTpWVeUQsoUNPqfTMhUWmJWPkr0soewXj6G5dJhPOZ2RI/TH1mKTccwe8OIC0o8/UQg+CNfCmMcncdeC2zF2IPow1pxiKgl96KKy5CI0+7Tb4c0eu86/gZRS+4LEL3te36P6cz2oMcICjUgInpcAWPdJ/+OTKUlds2TQY+VKTXErHqMmFWPBX8dkxRlVBLJ938Vn8eF6HHfUB6rwhBH4l1fIO62j2A6/x6Wi4fwWDoQ3dc/L3HpGGdvRJe7DGEIARqmD1d7HR5LB6q49GnTRzwY4U/ENKS8bvAn94r6rikpLlUKOY+vyeWeJVm0dNuJjFARawgbaE8nRFHkz3svcaKf00Fdu5Vjl1v4+KZZYf/SUUCQK9AXrBw9r8EBBSSi10Pt7z8XMu+vB991k21hQNcbV0dd6EvZuvCY2yXVztbKk3Qdf126o1xB5Nw7MM7bgjohC/D3RO8+sx3T+V19eZhA5+G/os2YM269x8cTmUIFwzC9Hwx5RCTRyx4ketmDozSrWxNXRz0tb/8QR325f4Mgw1C0nvhNnxzXTkzjRXhZfBoiGyJHSpBN7Z6leo2SGYnGsLCchpTVdUqEZQ9en8iLB67gG6L/eZjxRzagvaK7s2FIYQn+NpOi191nxdJ7vsFzwmUq6YPxQGEp10WT/vQPid/0SZSRCVivnMBaeQJlVBIJmz9D+lP/h0wrvUbXiTeGnG+YMDeKz2mj4cV/6xOWAKIPc8luWrb/aOImNoaExeU0ZHZm6JwqmQDF6bdm9MfnE3G4PPhC5FiFmXhOVbWFHOu0OrnaMvXbok03lNfzEUeCJr0YbcZsLJeOSIykBZUWbXrRoMfaay70/r+rvRb7tXOS8aR7/gV1fBadx1/n6k8/SOMr36Lx5W9x9WdP0XXqH6gTZ5B095ckx9gqT+Luah7RawgTZriYy/YGeLv2YKk4gKujPujYVCa8LD4NyYw3sDwvkSOXAm+Wd8xLJ0qnDnLU9KTVZOdgeROnqlrpsvpzrgQg1qhhycwEVuQn3lLvx2TH6Q6Ro9c7HjwXb7LQbXPh9fmI1qlHpbf1YLi9IkdrbFzrdBOllbM6O4JIzfjnHgtyBYbZG4fXmUemwDBrDXEbPw5eD52HpV6IxuINyA2DFxw5myvR568AwHRht2RMk1qINqMYc+ke2gcUE4kuO23v/RKFLgZd/grUiTn9Iqwi5pLdUy63MszUwNF4edBxZ+PlaVf0FBaX05RHV88kPU7PoYpGOixOEiMjWFuUzKKc+Ime2rjQZnbwyuFKSms7Azoci0CbycH20zW8e6aWBTPieGBZdrif9iQgJ9HIuer2oGMKmUBGvD7o2ERT1Wzi1aNVXGv19+ROjNRy9+JM5maNjYtBc7edf3+3hXZzn4H1H09189S6PO5Ks43JNQcjcv6WIcWlMjadtCd/gFyjx+e00fjGfwVYI0Uu2Iqj4eKg5+nvdzlwSd0wewNeu5n2A8+HPL7z2KvoC1ZiKL5Nsnzv6mccHibMaCLXDH7fkmmnn5VeWFxOU2SCwJpZyayZlTzRUxl3rrWaeW5HGRaHe8h9faLIycpWqlvMfHpz0ZQsdJpOLM9PZE9JA53WwNZx64pS0Gsmn7dgXbuFn2wvwe3ti6o2d9v5za4KPrZpFrMzRtc0WhRFfrurXCIsAdxeH7/fc5Gl9yUTrx/fW7sqNg1d3nKsg7Qe1M1cgqermc6KVzCd3SEx6faPL0UVl4FcH4Pw3i97zbf7I8iV6AtX9/7sdVgk4/aa87S+90vwhv7bd7ZUAaCMlt4bfc7xF+W3Kv7fmzCq3ZgmM4ZZ6wKLzq4j10UP2kZ0qhLOuQwzrWjusvGzd0tDCkulPPhHvs3s4KfvlGCyBdqVhBk/tCoFn7trNoVpUf22ydkyP527F2dN2LwGY+e5Oomw7EEEtp+6NurXq2o209AZXAh5fSK7r1iDjo01CVs/hyJEz2qArmOvUvuHz9F19JUAYamMSSPhzn8G/FGexLu+AAM9NgUZCVv+SWLfIhtQaW4p2z+osARQREQB4HNI3yfhJquqwwyN7dp5av/0Ra7+8BGu/vBh6v7y/3DUV0z0tMYcdVIO0SsfDdguyFUk3vX5SWvIfzNMmsilIAgrgK8BywANcAX4HfATURQHT8TqO0cWcHWQXf4qiuIjNznVMJMUnyjyu/cvYhvQgzw1Rsf64hTmZ8ehVsqxOT2cuNLCntIG2vq1ymy3OHn+wGU+ecfgBQVhxpY4g4ZPby7GZHNhdbqJNWgmtY/plcbukGO17Vacbi9q5ejNv8MyeHvXFsvEtEKVa/SkPfk/1L/wVdyD2AkNRBWfRcoHvom839KgPn8FGR99DtPZHbg7G1FGJmCcdweq2HTJsQpD7IjnaZi9EQDL5aPSc4XbEo4p9royGv76dYn3qaOujPoXvkrqk98fsb/qVCN29eNEZM7BdH4XHmsH6vgsIudvDYigTxcmhbgUBOEe4FXAAfwV6AC2Ac8CK4GHRnjKc8AbQbaX3Pgsw0x2LjV0U98hjUZsmJ3KPUuyEID6DiudFicJkVrWFqWwsiCJ5/dflljflNZ20tRpIyk6gjATizFChTFi8keTlIrQC0AyAWSjbP0Vbxw8dSPZOHG3dYU+hvSnn6Xj0EuYzu3AN2DZuj8ytQ7j3DuIWflIQGcXAFV0CnHrPzTo9XR5yzGd2zns+WkzZhO9/EHcplasA8SlLn+UfD/DBKXjwPNBTfVFr4vOQy+R/MDXJmBW44s2YzbajNkTPY1xYcLFpSAIRuDXgBdYJ4riyevbvw68DzwoCMIjoii+NILTnhVF8ZujPtkwk5oDZY2Sn2elRXPvkizazU7+sOci1a19S3EFqVE8tS6PJ9bm0thlo669T5QerGjkweU54zbvMFOb+dlx7Dof3EpkdkZsyFSMGyUzXk9mvL63eKg/arnAhpmDFw+IoojodiIoVUP2mb4RZCotces/RMyqR7GUH8Bcugd3VzM+lx2ZSosyMhFD0Tr0s9YgU96cV23EjIUoIhPxdA9uIySLiCJh0yfQ5S1H9HpoeetZidBRxqbdMl/6E4Ho80ospAZiG2AnFWbqM+HiEngQiAf+1CMsAURRdAiC8DVgN/BJYCTiMswthsXh5nyNtMr4jnlpeHwiP323RLL8Df4uRb96r5wvbJvDxjlp/GFPX4Xqscst3Ld0BvIpbjYfZny4fU4aJTWdNHVJ8yANGiX3Lska9esJgsAzGwr5zY6zXOvsyy/Uq2R8aW0sMRHBl+BFUaT71Ft0nXgDT3czMrUOw+wNxK55MsCYfDSQKTUY59yOcc7to37uHgRBRuSCO2nf87tB94tb+0F0+SuxXztH+94/4Gy6IhmPXHDnmFtH3dIIMgSZHDFIbjIwLXMOR4rP7cBjbkceETUtCp0mg7i87fq/7wYZ2w/YgBWCIKhFUQwsIQ1OiiAIHwdigXbgiCiK529+qmEmK81ddvp7o8cZNMxINHKqqi1AWPZwtcVMVbOJuVmxqBQyXB7/jc/u8tJtcxKjD3cAms74RJErjd20mhxE69UUpETd0BK2TqPkC9vmsK+0gXPX2vH6RApTo7htduqYeahG69U8uy2Jcw0OrnW6iY6QszRdi0YZOhLZsf9PdB55ufdnn9NK98m/42yqJPWx/wzo1z1ViFxwJ5by/QGCsQeFMQFbzXk6j76Mu7MxYFydkk/kvM1jPc1bGkEQ0OUtx1K+P+i4Pm/5OM9o8iB63bTv+xPdZ97xOyTIFBgKVxO38WOSPOSpxmQQl/nX/700cEAURY8gCFeBImAGUD5wnxDcfv2/XgRB2As8JYpizXBOIAjCqRBDBcOcQ5ibQBRFrraYOVnZSpvJ0VsUEWtQsygnnhmJRkmkweGWFjHEGTUIgkBdW+icL4DaNis5SZHE6NU0ddl7t9tdw6ohCzNFaTM5+PWuMuo7+qKNcUYNH91YSGrMyKMGEWoFWxZksGVBxmhOc1BkgsD8VC3zU4eOOnosnXQeey3omKOuFOvlY73G5FMNmVJN8oP/Tv0L/4o7SKcTj6kFS2lL0GNVcRmkPPiNcORsHIhd+0Hs187htUkL4BSGOGJWBVZS3yo0b/8RltK9fRt8Hsyle3B11JH25P/c0EOfKIp4upsRPW6UMSmjN9kRMBnEZY8jbqiSy57tUcM4lw34Dv5inqrr2+YA3wTWA7sFQZgniuLEeHWEGRKfT+T4lRb2ljZI8iD7c6C8idSYCNYWpbAsNxGZTAjIa7O7/GJTrx38S6Nn3DZATKpGOU8uzOTB5xP5xc5SycME+AXnc++W8o0PLJzU1ek3gr3mfNBiih5s1WeGFJc+txNb5Qk81k7U8Vlo0osnzVKyQh9N2pM/oOmN/8Z+bXiLVBHZC0i85/8NaXAdZnRQRiWR9tSzdB17FWvVKQQEInKXEL30gVu2Ut/VXisVlv1wNl7GeuUE+rxlIzqnvbaU1vd+ieu6n6vCEIfPbh7iqNFnVMSlIAjVQOYIDnleFMUnhnv66/8O2RBaFMUW4BsDNu8XBGETcBBYCjwDDNkpXhTFhUEn449oLhjq+DAjx+Xx8oc9Fzl/rWPIfes7bLxw4Arnqtv58G0FRA6oKq5ts9BldbIwJ56/n7gWtJ+4ViVndkYMNW0Wib+lABiGEKVhJgeiKFLZZKKy2YRKIWNedhzRQyxFl9d3BgjLHrpsLs5ebWdJbmi/xslCnTJ4lDTNHbg4M1T0Y6jCHtu18zS9+T18/aJO6uRckh/4+qQRBnKtkZRH/gN7zQW6T7/tN3QXB+T4yeTo81cSuWArmrSiSSOObxWUkQnEb/okt0afuKGx15YOMX5hROLS2VJNw1+/jujp+z7zmNtwD1HwNhaMVuSyEr+N0HBp6Pf/PXeryGA7AsYB+42Y68vrv8EvLtcwDHEZZnzxeH38cmc5Fxu6RnRcaW0nz+0o5VObi0iKiugtqvCJcLC8ibsWZfLo6pm8cOCyJCdTIRN4al0+aqWcfaUNknMWpEWhUU2GoH6YwXC4PPx6V4XkM/P6savcsySbDbND9+kNJSx7aOyafp1atFnzEBQqyZdOf3SD5Lx5LJ00vvLtgI45zsbLNL3x36Q98f1RnevNIAgCEZlziMicg8fSiaOhojdqI9Ma0aQWoNBFTewkw4S5jkwx+IPwSN0Uuo69GvJvfLwZlW9QURQ33MThF4FFQB4gyXMUBEEBZAMe+pa5b5QeM8OpX4Y1DXn92NUAYSkARRkxLJwRR5ROTbfNxemqVi7UdEiE4pUmE68evcrqWUm8fLjvY7LrQh2z0qNZnpdIVryBwxeben0uVxYkEWvQcP5aO8cuS/OxVhf2mdpaHG4E/EUbYSYXrx4N/Mz4RP9nKS1GR35qVNDjoobwzhxqfCoi1+iJXfc0bbt+FTCmy1+BNnNuyGNNF94L2ooR/CbYzqZK1EmTz7pLoY++pQtFbnXcnY10nXgDe20pMpUWfeFqjPM2I5tEnZgiZi4e9KFPP0LvVXtd2WhMa1SYDOGZ94HHgc3AiwPG1gARwP4RVIqHoie2fLMiNcwo02V1cqC8SbItJTqCD28oICnKb67s84nIZAKLcuJp6bbzu/crJDmZhy828ZX75qNRynG4/bllHq/IT98p4c4FGawoSOKBZTN69zfbXbx16ho7z9ZKrhutV1OcHsPFhi7ePF5NzfWCoKwEA/ctySInKVSAPcx4Ynd5OH4leJEGwP7yxpDicnZmDHqNMmiLUJVCxsKc6bloF7XobhTGeLqOv4Gr7RoKfQyGObcTtXDboMvD7vbgHp49tLz3C7ymVgSlBn3BKqKW3DctrFTCTF0cTVdoeOGr+Fx9qxCO+nIsFw+T+vB3EBSTI1gg1+iJ2/gxWt/9acBY1JL7UCfOCHJUaMbCUuxGmQzi8hXge8AjgiD8pJ+Jugb47vV9nut/gCAIkUAy0C2KYmO/7UuBM6Iougbsfxvw+es//mVMXkWYG+bIxWZJTmRkhIrPbp2NTq1g1/k69pc10mFxEq1Ts6owiY1z0vjslmL++42zdFr8zxyiCKer2nhgWTbPH+izJHF5fLx+vJq3T9dQkBqFQauiy+rkYn0XHp80D1MQ4JGVOVxtMfGzd0olc6puMfOT7SV8ftscMuOnrj3EdKHL6sLrC52G3W4OnaWjUsh5ZmMBv9hZhqNfIZdSLuNDtxWgn8AotcPlwWR3ExmhGtWWkT3o85aPOJqnMMYNOu6s7zPx6Dz8EtYrx0h7/HtBu+6ECTMetO74uURY9uCoLaH73A6iFt41AbMKTuS8zahi0ug69Xfc7XXIDbFEzt2M7gbcG/SFq+lorR79Sd4AEy4uRVE0CYLwUfwic68gCC/hb/94N36bolfwt4Tsz33A74E/Ak/32/49oOi67VBPc9s59Hlpfl0UxcNj8DLC3CA+UeRQhTRquWluGgatkuf3X+bIpb5E5E6rk3+cvEZTl42n1uVzx7x0XjrYJyQPXWziu48uodPqYvtpaVGDy+MbtFBIAB5ZOZOi9Bh+vP1C0AIgj0/knTO1fGLTrBt8tWFGiyidCrlMCCkwYw2D5yrNTIrkWx9YxPErLbSaHMTo1SyZmTBh7SYdLg+vHbvK8SsteLwiSrmMpbkJ3Lc0e0xE5kgwzt5I59FXBq0274+r5SrdZ7YTvezBMZ5ZmDCBuLtbcDYGOBv2Yqk4OKnEJYA2oxhtRvFNnydq0d1YLx8LeP2CXAEErtSMJRMuLgFEUXxDEIS1wL8BDwAa4ArwBeDHohjkmz44f8YvPBcDWwAl0Az8DfipKIoHRnvuY4koihy73MLhi810WZ0kRUWwriiFWenREz21UaPD7KSrX6W2Qi6wJDeBxk6rRFj258SVVm4rTmVxTjyvHa3qNT832920muxsXZCBQavk1aNVeLxDf3Q0SjlPrMllXnYcPlHkcmPo2rFLIyw4CjM2aFUKFs+M5+il4Evj/fNmQ6HTKFlfHLrwZ7wQRZFf7yrnYkPf587t9XGwoolOq5NPbJo1oVXNyuhkEu/8PM3bfwhez5D7A1guHQmLyzATgugePIMuVP7wdECm0pL62H9iOrsDy8XDiF4X2sy5qPa9Bc2hBfdYMCnEJYAoioeArcPc9w/AH4Js/y3w21Gd2ATy10OVHOwX1euwOCmr6+TB5TNYVzQxxqijjdUpfZpKiopAq1JweEA0cyBldZ2kx+lJjo6Q9Fi2OvxffqsLk5mdEcORi80crGii2xaYMB1v1LCqMJlluQm9BTsCoJDJcIdoUzbafaLD3DgPLptBp8UpEWUyAe5ZnEVBiHzLyciVJpPkNfSntLaT6lYz2QnGoOPjhaFoHdqM2ZjL9uK1dCLXRdO+9/ehDximCA0TZrRRRicj18fgtQRfqdKm33yEcDIjU2qIWnwPUYvv6dv4g3fGfR6TRlxOV7w+kZKadqqazWiUchbMiCMxauhcpGutZomw7M8bx66yKCd+QnPDxoreGPUwIzUDY9r9D4vSqdmyIINN89KobDLRYXHi9HjRKhXEGTVkJRiQDbiOIAjMzYrlZGUrwZibFTvclzKmOFweyuq66LQ4cHl8aFRy4o1aClKjUNwiAlijUvCZLcVUNpm40mRCrRyez+V4YnN62HW+jjNX23B7feQmRXL73DRS+nUBujJIpNw/bppwcQmgMMQSvfQBAETRR/eZ7XhC+Odps0JXn4cJM5YIcgUxKx6hdefPA8ZkGgORi+6egFndeoTF5Rhitrv42bulkqrmt0/XcNfCDDbPH7xN3Nnq9pBjHp9IWW3nlDB6HoqBArmpy4bV4aY4PZrXj10NedzsjBjsLg+NndKkbZ068CMtl8nIS4ka1ny6bS70GiUKmRBQ8BOtU7F1HNv7BaOx08b+skaOX2nB6Q7MgTNolazMT2JlYdKkElljhSAIzEyOZGby5Kvit7s8PPvWecln9ERlK+eutfPZrcW9glGpGPxhQDXE+EQgCDJi136Q5r//IGBMrosiatE9QY4KE2Z8iFywFQSBjsMv4TX7v0s16cXE3/4JlJFT/3tzKhAWl2PISwcrg7YwfOtUDVkJxkGX7jwhlmWHOz5ViNaridare6u+vT6Ro5ea2TAnjXVFyewtbQw4ZmVBEikxOvaWNkiWryMjVMQbb9yK4VqrmZ+9U4rNJV3Si1ApWJafyMbZqRNW8CGKIttP1/DumdpBW1WZ7W7ePVvL7gv1PLIqh6W5ieM2xzBS9pY2BDz8gL+47NWjV/nS3f7o3rzsON48Xh309yoTJk+0fCCGWWsRZAo6Dj6Pq60GBBm6mUuIve3DKAyTc85hguMxt2M6txPrleN4rB3g9SBT61AlZGOcu4mI7PlDdnGabETO34Jx7ibc3c3IlJpJ00nqViEsLscIk83F+Wuho4+HKhoHFZd5yZHsKWkIOZ47CSM1N4JMEFhVkMQ/Tl7r3fbe+XoW5sTzwLIZJEVFsK+skTaTg1iDhtWzklhdmIzJ5grwqFxVkIRMdmOFD6Io8ud9lwOEJYDN5aE4PXpCheXA/NuhcHt9/tfj9EyKopVbkXODrD5Ut5gx2VwYI1TEGTTctShT8jfQwz2Ls4iaxBFofcFKdPkr8DksCArliDuKhJlYXJ0NdOz7E5ZLRwLcALy2btydDVgvHkIZlUzU0vsxzts8pVpmCjI5qujpUZ8w1QiLyzGi2+YaNMLUaRm8RVNRegwzEo1UNZsCxpbnJRIfOXnMUm+WFfmJvHO6pncZ2uJw86O3L/Ch2wpYVZjMqgGVv3XtFn7//kVM9r5iIJkgsDz/xqN0NW2W3taRwTh+pWXYS+ujzXvn60YkLPvz6tGrxBo0zMkMR5LGm8F8OAE8vr6o+x3z0kmL1XGgrJF2i5M4g4Y1s5IpTJv8zhCCICDXhr1fpxr2mhIaX/0OPmfg6tpA3F2NtO74GY66MhK2/hOCfPrl+4cZXcLicoyINWgG9eFLiBpcHMpkAp+8YxZvHK/m+OUW3F4fEWoFa2clD5mvOdUwaFWsL07lvfN1vdtaTQ6+/8ZZZiYZWZgTT2SECpPNxemrbVwKUlm7tij5piI8Vufg1a09VejjjcnmYvupmqF3vM7czFhKazsk+aIvH66iKD0G+Q1Gdac6TrcXnyiiHed+8fkpUUGXxQESIrUBObFF6TEUpYeX7sKMPY7GSzS8/O9D2vYMxFy6B4CEu74wpSKYYcafsLgcIyLUCpbMTAjq1SgIsHbW0D58WpWCR1fN5MFlM7C5POg1CuSyqZX3MlzuWpRJU5eNCzVS+4gr1yuBB2NWWjT3Lsm+qeunxeiQCUJQ83SAjHj9TZ3/RjlyqVkiFIMVGvVndmYMqwqT+Pm7pb2R806rk9LajlsuelnfYeWN41cpr+sCID1Oz7ZFmcwap2jghtmpnKxsDdpmctuizJBfzr7GMrwVu/15bzOWIcteOuXy3cJMXnxOG42vfjdAWCpj0ohccCcRMxYgU2lxtdVivrALc/l+yZK5uXQP6pQ8ohZuG++ph5lChO9YY8iDy2cwO0MaiVApZDyxJndELQSVChmREappKywB5DKBjXNSRxxdWzAjjo9uLLzpqJwxQsWyvOBVhBFqBSvzk27q/DeCzycGLIcP5W8qAoVp0SzLk6YI7C8LLIyazrR023n2rfO9whKgts3CcztKKavrHJc5ROvVfH7bHIozYnotslJjIvjY7YXMzw5sqSiKPtxvfwfXbx7Be/DXeI/8HvfzH8f9/CcQ3fZxmXOY6Y+5dE+AB2TMqsfJ+OhzRC3ahkypxms3o02bReK2L5LxkZ+hiJLe/7qOvYY4zI5NYW5NwpHLMUStlPPxTbOoa7f0+lwWZ8QQEcQu51bHJ4r8Zf/lIfPUeshJNLK2KJn52XGjtjzz0IocBEGQ9DpPjo7gg2vzJqSYp77D2ltFD34D903z0rG5PBy+GNxf8LWjVSzIjmPNrGRJ1PxiQxcujxeVYmJbCY4X752rk/QN70EU4R8nqsctepkYqeUTm2bh8njxeMVB//a9Z9/Ae/rlgO2+q0fx7PkJyk3/byynGuYWQBRFuk+/LdlmnL+FmFWP4mqrpWXHz3DUlgAg0xqIXvoAUUsfIOUD36Lmt5/uNcf3mFqxVZ5El7t03F9DmKlBWOWMMj6fiMPtRamQ9XZzSYvVkxY7McuqU4WrzWZaTaHbcsXo1WQlGIjVa1iUE09qrC7kvjeKUi7j0VUzuXNBBvUdVvQaJWmxugnLLTLZpUVfWQkGItQKIgcRunaXl9LaDhbM8Jvs9yzJiiJY7G5iDLeGuLw4SJvO2nYrNqdnXB/yVAo5Q6V8ek+/Enrs7BsoNn4BQRa+ZYe5cRwNFX7bqB4EGTErHsZj7aT+hX/Fa+vLZ/fZzbTv/QOiz0vMiocxFt2G6fzO3vHus+/elLj0WDsxX9iNs+kKXocFQSZHrosmYsYC9HnLw0VDU5zwnWoUsDjcHLnYzNFLzTR39y1f6dQK5mbFsrowmfS4sLgcDItj8Or5rAQDH76tYFzmYoxQTZjtUH8G9kVXXzfTtgeJyPXHdn1co5RL8v3cw4wKTweGSpOYjLVNoil4NBoApwWcVtBODwuy/og+L16bCdHtQFBpkGuNCLJb4yFovHE2XZH8HDFjIQpDHO0HnpcIy/50HX2VqEX3YJh7u0RcDjzX8OdQSeexV7FcPAy+wEJJ84VdtOmiMM69g6jF94adCKYoYXF5EzhcHl4/Xs2xy80BQgD8FciHLzZz+GIz2QkGPrAiJywyQ9C/HV4w0sYgUjnZ0aqkX7BN3XZEUSQrwQCloY/LitfjcHnosEgT9iNUt84X9tysWHadrw86VpAahWacK8eHgyw2C58leNtRdDGgnl73DkfjJbpPb8dScRDR3bdqIVNHoC9cQ+SCO1En3FyhXhgpPodF8rM6IQsAR13oG4rPZcPVWo06Pku6fRgWRgPpPreD1nd/BuLgTUC81i46D/8Vc8n7pHzgW6jippdDyq3A9K0QGWNMNhc/fPsChyqaggrLgVxtMfPsW+cpGVANHcZPvFHL/Ozg1cwRagXL88a/oGaiSY7WSSJsbSYHlc0m5mbFkhjC57Q4PZq0WD0nKlslle/GCNW07EUfio1z0og3Bhp6a5Ry7l2SNf4TGgbyJY+FHFMsenTaRPOcrdeo/dMXqfvjFzBf2CURluCvZjadfZfa332W+he+grvz1ipGG0sGplX4rleMy5SDW+MJKk3vvr2M8PPYfWY7re/8ZEhh2R+PqZW6v/wLrva6oXcOM6kIi8sbwCeK/HxHadDWjuAv5AmGy+PjN7vKudIUfPnhVufx1bkBAjMhUsunNxdh0E5/YeTx+qjvsNJ2PffUoFUyO0P6frx7pha5TOAzW4slHZ5kAiyZGc/T6/NxebzsviCN2q3IS7ylfOn0GiVfvHsuG2enEmfUEK1TszQ3gS/fO2/S5j/LCzaguO2fYYAAkM+/H/mqj0zMpEYZe80F6v/yZZwNF4e9f+2fvoij8dIYz+zWQK6Lkvxsrz6LKIroC1eHPEYVl4EqLhN79VnJdsWAcw2GvaaE1p2/CNiujE4hdt3TJD/0TZLu+yqRC+5EUEmFrs9hpvHlb+Fzhc7Jn4z4nDYsl47SfWY7XSfexHR+F47Gy4gh7O6mG5NvbWgK0GV1BQjLqAgV64pTWJqbiEGrxOvzUVLTwb7SRi419olJj0/kd7sr+PcPLAopQm9VNCoFH9lQSJvJQX2HFYNWSVaCAdk0F0WiKLKvtJF3z9b25khmxOl5eGUOq2clc65fG9GK+i5ePlzJg8tz+MyWYtrNDrqsLuKNGowRKhwuD7/eVd4rUMHvq7qy4NaL/Oo1Su5dms29S6fO0qpi5YeRz70b75UD4HUjy1qKLDZzoqc1KjhbrtLwyrcRXYG2SoJSjVwbidfWheiR5l/77CYa/vZN0p78AaqYcCvTmyEiez4Ist7ooautBkdtCfrC1VgqDmK9fFSyv6DUEL/5swiCEFBlHjFj0bCv23HweUnEUlCoiN/8GQxF6yQervr8FcSufYq23b+R5He6uxoxl+wmcsGdI3q9E4GzpZruM29jLtkTEJUHUMVnEbngTgxF65Cppk+nvYGExeUNYHVKTZELUqP46MZC1Eo5bWYHVdUm9BolszNjmZsVx77SBl4+UtW7v8nu5lRlKytuwS/84RBn1BAXZElzurK/vJFXjlZJttW0Wfjx9hL+5d65pMfpqW3ry5U6UN5EeX0Xa2clMzcrlvQ4HZ0WJ/vLGzlY3hRg2r0oJ55o/eTtTx1GiqCPQzHvvomexqgiij6a//6DAGGpzZhD1JJ7iZixEEEmR/R6sF4+RteJ13HUV/Tu57ObaHn7WVKf+MGYR+BF0Ye9+iy2a+cR5Er0ectRJ84Y02uOFwpDHLrcZVgvHe7d1vreL0l74vsk3fcVzBd2Yy7bh89pRZOST+Siu1HFpGI6txNHfbnkXJELtg7rmq62Guw1FyTbEu/+Mvq85dhrLtBx6EXstaXIlBr0BSuJWf0E8Vs+i8/jxFK2r/eY7tNvY5y/9YZ//7Zr5zGdeQd3dxPK6BQiF9yJNm2WZB/R58XZdAWfy446aSZyzfBXOUSfl7bdv6H71D8G3c/VWk3rjp/RcfAFku77Ktq0wht6PZOdsLi8AfpHtaMiVHx0o//D8dvdFZy52tY7Fm/U8PT6fNYWpdDUZeNAeZ8h9v7yRpbnJ9JucXKooonLDd1YHG5ERCLUSnISDawsSCI5evIVsjjdXho7baiVcpKitLfUcutgeLw+yus66ba7SYmOIDvBMOR74/X52HGmNuiY0+1lb2kjH9lQwP++eQ5zP9HYZnLw6tGrvHr06qDnT42J4AMrckb+YsKEGUVsV89ILXCAmNVPEL3iYRB92Gsu4O5uRhWdgi5/Obr8FbTv+T1dx1/r3d9RX4Gz8RKalPwxm6fPZafxle9grznfu63z0ItELtxG3MaPTYt7XeSCrRJx6Wqtpu75fyFh82cwzt2Ece6m3jGvw0r7gefpPPSS5BzajDmoYtOHdb3uM+9IftakF6PPW4618iSNr3y7N6Lpc1oxnduJrfoc6U/9H3HrP4Sl/IA0ylpXija9eMSvufPYa7Tv+V3vz87Gy1jK9hF/x6eInO8Xybbqs7S88xM83X7XBkGhInLR3cSu/eCQHbJEn5emN74neV+HwmvtpOGlfyP5ga8Rkb1gxK9pshMWlzfJ2qIU1Ep5gLAEf3/sn71TytcfWsDGOWkcLG/qbclX127lh29doKrZxMAMjHazk9o2C3tLG5mZZGTLggzyU6LG4+UMik8U2XGmlvfO1+Hy+P/gBcHfOnHrwsyAbkS3ElXNJn67u4JuW9+SXla8gY/eXjioL2Wb2YnJHtgesP95P7Aih89sLea5d0vpsg1u2dSf9Fgdn7yjaNx7ak9GfD6RNrMD2/Ue8nqtkli9elqIhanAwCVVXe4yolc8jKuthqbX/gN3Z0PvmCo+i+QHvkbs+g/hbLosiXp1n357TMVl+94/SIRl73VP/QNNSh6GovVjdu3xQps51x+97LcE7mq5St2fvog6aSYRMxZeb/9Yg+Xi4YClXUGuJHb9h4Z9PXuttBI9ct4diKJI2/u/DVrc4+lupuvUW8SufhzdzCWSedprRy4u3d0ttO/9fdCx1l2/Qpe3HJ/dQuPL30L09t2LRY+LrqOvIFOoiVn16KDXaNv9m6DCUq6PISJrPjJ1BK72OuzXzkles+hx0fj6f5H2xA96K/enC+FvnZtkWV4ibWZHgLDsoaebyh3z0pmZHMnlfvmXlc2D98wGf2/tn24v4YFlM1hXPHjrv9Gmsqmb3RfqqWm1oNMoMGpVlNd3SfYRRb8p9S93lvHwCn+O4K2GxeHmuR2lAf6T1a1mfrurnM9vmxNSxPR4V4aiJy83NUbHl+6Zy5vHqzl9tW3QTkYapZzl+YnctTDzls/r7bT6VwYOVzQFiPgYvZpVhUksz0u6JQrGJgqv3YSt8qRkW9SyBxC9bhr/9u94zNJ7p6u1moaXv0nGR35G1NL7JeLSUn6A+Ds+jUw5+mkePo8L04VdIce7z7w7LcSlIAgkbvsi9S/+G84BhVLOpiuD+1cKMhK3fQlNcu6wr+dzmCU/a1IL8XS34G4PvmIDYKs8Qezqx9GkFkjEpdc+9HfmQCwVB6XLjf3xerBeOoqzuVIiLPvTdeINopbeH/Iz52yuClgKlxtiibvtI+jzViDI+2SWu7uFzqOvYDqzvXeb6LLT+t4vSL7/35CpI6aNK0RYXN4EKoUMg1bJ1WuDf+Drrxf/xBs1EnE5XETglaNVCII/UurziZTWdXKxvgu5TGBuVuywlmBHwpmrbfzu/Yrev8kum4t6bIMe88bxqyyaGX/LRcqOXW4JaWxe1WKmps0Sspd8lE7NzCQjV5qCf4YWzoiX7PvU+nzuW5rNkUvNnKpspdPqxOXxoVHKiY/UsjQ3gcU58ZPSx3E8cXt9vHKkiiMXmwilwzssTv5+4hrbT9Vw2+xU7lqYiWwyuqtPcdydjZJojdyYgLujgdZ3fhIgLHuPaa/DdvU0EdkLkGkMvQJF9LrxmNvGpLDH57AgDrTb6YfHFMKDdAoiU2lJffQ/aHrz+9gqTwzvGHUEiff8C7oZC8d4dqOLL0gB2cBxZ+Pl0ONOK+6uJtTxwQvruvsJRfALy/Qn/xe5IRb7tfOYS/fgc1hQJ83EOO8OEu74FApjPB37/th7jKO2hKs/ehRkcrSZc4icvxXdzCVTWmje2t9AN4nL48Pr8w3pH6i/HhXpsga/caXH6lhVmExOkhFBELjWYubwxaYAwfHKkSoSI7W8e7ZWMrb7Qj3L8hJ4bHXuqFRWe30+Xj5SFfJhLxROj4/Ljd3MyQzuVzldaeocXHQ3ddlCikvw9zT/0dsXepdse8hPiWRFfmLA/sYIFXfMS+eOecPLebrVcLq9PLejNKRgH4jHJ7LzXB3NXXY+dFs+CvnUcGhLc9cMvdMkYOCXu9fSTsvbzw55nKPhErqcxSiM8bj6Rb98zsH/3m4UudaITKMPMBrvQRk7vSrVZSotyQ9+A1vlSbrPvI2t8hQEJGn5l3Yj523BOG8zCn30yK+jMUA/Ye6oK0dftA5VXEZAHm4PETmLe/eVzEVrHPH1tWmFdA4yrkktxHb1zKDnCFXY43VYMZfukWyL3/BR5IZYf3HPyTd7t1svH6XzxBsYZ63FXLo3+IV8XuxXz2C/egaFIY7YdU9N2Wh5WFzeJBeudTAnK5aESC0t3cGfkJbmJuDyeLnYII1aCgI8tjqXZbkJfqsHmwufKLJ4ZjxLchO4UNPB79+v6M1vFIEXD16h3RIoUo9eaiErwciqUahAr24xYxpBbl9/BluuHdl5fOw6X8+hiiY6rU4SjFrWFaewqiBp0uXJRekGbxUZpRt8CS81RsdX7pvPvtIGrjSZUCllLMiOY1le4pQROpMFr0/kd+9XBBWWSrmMpCgtItDYaQv4rJ671s6LB6/wxJrcSfcZm8oIigGff9/g7Ut76D6zHcOstXjt0vumTDk2ThKCXEHkgjvpPPzXoONRC+8ek+tOJIIgoJu5GN3Mxbi7mrBeOYHX2onodSNT61AnziAie4FkaXekaNOLcLX0uWF0n30XQ/F6Ytd/WFLQ04MiKomoRdvwmNqwDoiq3kgxjzZrHprUAon7wMAxQ/F67NXBBaY2ax4KQ/CAib36rCTaLTfEostbjv3aOYmw7EF0WALyj0PhMbfR/I//xdVeT8zqx6fcPSksLm+SfWWNzMuO4+n1+fz0nZKA6NNdCzPJjDewp6Qh4MvsnsVZLM9LpLKpm9eOXeVaq/+JOSkqgnsWZzI7M5Yn1+bx2919fxTBhGUPrxypxGxzcdvs1JvKtfPcoECUywRmJt1872NRFPnDnkuSPNbmbjt/PVRJq8nB/ZPMt3BZXiI7z9UFFdbxRg25w3hPovXqKeXHOFk5crGJ0lppnCJap2bTvDRJuoDF4ebopWZ2na/D4uj7mz12uYV5WbHMvsWi72OJ7AZ7Q/ts3dT95f/hk+TZCcj1Y1c4GLPyUTzdLdJolExB7NoPopu5eMyuOxlQXhd1o03k/C2SnERHXSmWi4fR568g9dH/oOPQS9etiNToC1cTs+pxZBoDzTt/IBGeqrgMNAOsg4aDIMhIfuibtO58rq/6XKbAMGst8bd/HEEQMMxai63qlMT6CECujyX+jk+FPLfHIu24F5G9AEEmx3xh94jnGYrOwy8hU2uJXvrAqJ1zPAiLy5vkcmM3e0sbWFeUwtcfXMjRS83UtlswaJQsyU0gM95AU5eNf5yslhynUshYX5xCbZuFn7xTImkh2dRl41fvlfPJzUXMy4olLVYXshtQfzxekbdP11Be18ln75yN8gajXplxetQKGU7P8Nt0Adw+N21UCiOqms0hC6T2XKhn3axkYgyTxwcz1qDhiTW5/GX/ZYnANGiVfGRDQTiPb5wQRZG9pdJWgemxOj6zpRidRkldu4Xyui5kAhRnxrJxThoLc+L50VsXaDP3VcTuLW0Mi8tRpPvYa4Eb5QqiFm5DYYinbe/vIUQxhW9AAUdEzkLkmrGzZxPkChK3fZHo5R/AXuP3uYyYuRiFbuTLwWH8qOIy0GbMlhRmNf/jf/C5Po2heD2pj/6HZH+f00bL9h9hKd8v2R654M4bjt7JNXqS7v4y3o0fw2NuR2GMR97voUeQyUnc9kUMhWvoPv8ePrsZVUIWhqL1KA3xIc8reqUrfDJ1BDDMwiOlBgZU4qc99Syms+9gOr9LIqzb9/wBbeZcNEkzh/NyJwVhcXkDDIwKvnKkisZOG7fPTeP2uWm9210eLwfLG/n7yWu9S9s9LMlNQC6TseNsbdDe5CKw/XQNs9KiWZ6XKDFhH4qqFjPHL7fccFcWjUrB5vkZvHmiOmAszqChOCOas1fbMdld+ES/uNowO5XVhaNjCl9aG7r/ugiU1XWyqnDyVKXbXR5MNhfZCQbMdjeRESrmZsexdGa4sGY8udJkoqmrLx9PJsBHNhSiUSn4496LnLjSl/f1+vFq1hencP/SbJ5an8f//r3PfuZiQxfNXTYSoyLGdf7TEY+5HVNJkCiO14s2vRhNehHKuHQcNRfwOa0ojAk4mysDhEUPkfPHp0OLKi4dVVw4p3m0iFn1OPUvfrVXMIkeFy1vP0vn4ZcwzLkddUI2otuF7dpZzKV7A8z2lVHJGIo33PQ85BGRyCMCV5J8Lgfm8n2YTm/H2VwJ+COsptNvI6i0GIrWE7lgK+r4LMlxMrX0Qcfd4bfUUifNxFZ1KuQ8FFFJJGz5Jxpe/GrvNkGhQhWbRsKWf8I4ZxMNf/tGv/xike4Tb6LZ9sUbeNUTQ/ib7waI1qlRKWQSwdhjd5KTZCTeqMXu8nCxoStkFXHPUulgfcarW8y4Pb4b6oV8/lr7TbX82zgnFY1Kzq5zdbRbnMhlAgtmxHHfkmyMESoeXJ6Dzyfi9vpQKWRTLh9ktOi2ufjhW+dp7ddusbnbjtcnsjwvYQJndutx4kqL5Oe5WbHEGTW8e6ZGIix72FPSQEp0BMvzk5iRYKCqpa9o5GRlK3cunB5tFycS07mdIXIsRRpf/a4/8Vz0AQK6mUuIXvEIEblLsdeW4rW0S45QRCURMWP6mU3fCmgzionf9Elad/xMst3d2UjHvj8NeqxMYyD5oX9Hphqb1SrTuZ20vf9bfM7gq4Oiy47pzHZMZ7YTkbOIxDs/3ytQVQMqyG1XT+OxdPSmAoQqPkt58BsBD12ix0X1T58ibsMzGOduIn7zZ2h+8/u94+aKA8RteCaoOJ6MhKsFbgCVQsZHNhSgkEsFlYg/enLkUjNnq9tDCksAj88vTJXy0LmRcpmATCbg8UqjnsZhLD3fbGGNIAisLkzmmw8v4r+fWMr/fHA5T63Lx9jPEFwmE1Ar5aMuLIsHMWMXBJiVNnmWqN44flUiLHuobDbx/oX6CZjRrUu7Wfp7WDAjHlEU2d+vM9ZA9pc19u472LnCjBxRFCX9of30v1eI/Zb+RKxXjnHtFx+h9tefCBCWALHrPzylrVludSLnbyFhyz/5e5sPE4UxnrQnvocqNm3onW+A9v1/puWdH4cUlgOxVZ6k7k9fwt3l7+KjSSlA2X9uPi+dx15FYYgj5eHvSMeuo5u5FHlEJN0nA9tE+lw2Wt75Mbbqs+gLVqGI7OcW4vVgLgse0Z+MhMXlDVKUHsNnt8yWiK2R0FM5Pi87dG7XnMxY5DKBiw1dku3ZCUa+/uCCQQ24C1KjbmheAxEEAb1GiXIIs+/RJDvBwILsuKBjtxWnTpp8S4/Xx+mq4LmhQNBo2WRBFEWutpg4eqmZiw1d+Eapyn8icbqlD2GRESrcXt+gzgc9uZaRAyr+He7hVTSHCY3PbpJ6QwoyYjc8g1RgShE9oX9XI+nzHGZscDZX0bLjZ9T85lNc/ckTXP3Jk9T85lO07nwOZ0v1kMcb524i/ekfop+1FmShF07luiiiVzxC+od/giouYxRfQR9dJ94M4QwgoIxNR52cG7DsDeDuaqThb/+O125GEISAVI3uE2/SfWY7mpR8Mp55DtWApXRd3nIaXvn2oJ/1ruOvIwiyABsid0fdsF/fRBNeFr8JcpKMfPMDCzlV2cr+skZqgxTd6DUKluclERep4cUDfZ0PzlS1cf/SbO6Yl05pbWeAjZFRq+SexVm4vT6OXGyWjBWmRZEYFcG9S7P566HKgGvGGzU3tSQ+0QiCwFPr80iP03OwopFOi5OEyAjWFSVPqtfl9voGjRDbXJ6QYxNJp8XJb3aX97oTgP8z88zGQlJjJl8v++GiVkofgLqv58EatcqQLTZjrz+odA8QoJpbvLPRaOAdEA1SGOOJXnwP1stHcfQr7hguofwnw4w9tuqzdBx4Hkd9ecCY19qJq63G35ozbRYxq58gInNOyHOpE2eQdPeX8Wx4BnPJ+zibruB1WBBkCuQRkUTMWIA+bzmCfOy6Zrk7G2nr12sc/G0tIxfdTeT8rSij/BFD0evx+1Meebk3FxP8Iq99/59IuOPTGIpvo+PQi5Lis9YdP8dcuo/IhXchitIH1bZdv8LnGtyr1dlyFfBX8Pdn4N/UZCYsLm8SlULO8vwkluUl0tBho7HLhsPlQamQERmhJifRiFIhw+fz9+XuuG4l5Pb6jcqfXpfHl+6ey56Ses5f68AnihSmRnHb7FSidGpeP3YVs6Pvi1GjlLN4pj+Xb3VhMhqlnB1na2nqsvfmRd67JHvKd8mRy2QBBVKTDY1STmKkluYQ/qZZgxinTxQ+UeSX75UFuA+0mhz8/N1SvvHQwinbMtIvFPtymE9XtTE/O47Vs5J5+1Rws+Y11wvDBkagJ0t0fCojDIhM9fgBDscEXZ2Sj89pk7QIHEuxESY0XSfepG33bwhmsD4QR10ZDS99jbiNHyNq4V2D7qvQRU+YvU73me2SXGBBpSX1ke+iScnHY+2k+/TbeJ1WNCkF6PJXostdStPf/wfrxUO9x5gvvE/s2qf8lej3/isNf/0G+PoCCo66Uhx10r7qwJDCEvzvjc/jCujLLhvoGTuJmdoKZBIhCAKpsTpSY4NHfmQygVWFSfz9xLXebacqW/H5RO5fls2dCzMlBQQWh5uXDl7hYIU0X2xJboLky3/xzAQW5cTjcHtRymVh0+1h0mZ29LbPnJUWfUPpDYIgcMe8dP6071LAmExgUgrjK43dIW2tum0uTle1sjx/8kSHR8KinHgO94vyn6tup83sYNPcNJq77JyslKYprCtKZnl+ItUtZqqapdYhi3NC24+EGR7yCKM/v+56XqXX1oWzuUpiAROMmHUfImr+Fq7+9Enp+XRRYzXVMCHoOvUWbbt/PbKDRB9t7/3Cb0o/b/PYTOwm8LmdmM6/J9kWt/7DaFLy6T63g9adz4G3TyRqUgtJfvAbJN71Ba7Vl+O97m0pepyYL+wmavE9RGTOIfm+r9D05vcRPaG9qIeLOiWP6p89HWDFNVWKeSAsLseVNYXJHLnYLCkAOXO1jXPVbRRnxJCTaEQmE6huMXPuWnuARZFeo2RTEMEiCMKUj1SOFz6fyMtHqjhY3tj7HC6XCdy5MINNc0duPbIkNwGH28vbp65hvW6gH6NX8+DyGcxIHHmrsrGmcYhWlUONT2ZykyNJitLS1OWPJPtEkd/truAzW4p5en0+G2anUlbXiUwQmJ0ZQ1JUBF1WJ3/ce1FynvyUyLAN0SggU2r8/obXzvVu6z79NroZi7BXnw1+kEJF1KJtmM7ukHY+0cegTgg3GRhPHI2XaNv1q4Dt2qx5RM7bjDol379fXRmmszuw15yX7Ne64+doknJRJ+WMy3yHi63qlCTFQqYxYJi9AUfjJVrf+SkDI7SO+nJa3v0Jyfd9lcj5W+k48JfeMXPpXqIW3wOALncpqU98j7Zdvw4aseyPoNJinHM79tpSXM3S1LaIGQsxnXtPEgXtwRmiXeZkJKxIxhGNSsEn7yji2X+clyx1+0Q4f62D89dC+zuqFDI+sWnWkK0EwwzO7gv1HCiXGm17fSJ/P3GNaJ26N+VgJKyZlczyvETqOizIZTLSYnST1jh9qAht5A0WqE0GBEFgbVGKJA+5ps3Cf79+hk3z0lmcE096nL8oxOb0sPtCPe+dq8PikOZjri1KGdd5T2ciF9wpEZem8++R/MDXUcak4u4IdFOIv+0jeM3tdBx8QXqeeZtvqgVhmJHTdew1iZG3oFSTdO9X0OUsQhR9uDv991F94RoMs9ZivXxMGrkTfXSeeJ2kbV+aiOmHxN0lXQ3U5S1DplDRfXo7oZb+rReP4DG3o5+1RiIu3d3SeghN0kzSnvgezpZqus+8jfXyMbzWroAWl9rMOcTd9hEQfVguHsZWfRZBrkCftxzL5ePgC+6Raas8gcfaOSVM/cN/reNMQqSWL9w9h1/sKAuZqzeQyAgVn9g0q/eLMcyN4RNF3i8JbQ/0p32XuNpiZnVhMsnRI4tcKRUyshMmX6RyIMXpMRi0SsxBClwUMuGGxPVkYkV+EheudVBW19cCssPi5KWDV3jtaBXJ0RH4fCKNnbagbU6XzIxn9gArLJfHy9mr7dR3WDFGqFiUEz+lRfh4ostditwQi9d83VpI9NH0xn8TvfJhXK01WC8eQvS6UcamEb3sIWQqrb/lo6PPcxRBhnHupol5AbcoHnM7lktHJNsStn4OXc4iLJeO0r7nt73iUhmTStxtz6DLXUr85k/T8tb/9R5jqTiI57ZnUEyilAZxQFccxfV2ogNF54CjcJtaAqLnofIn1QlZJNzxabjj04iij/a9f6Tr2Ku947bLx6h/4avErnmyV5wDiD4vbe//NvQ0fF7cHfVhcRkmOPFGLf9y3zyOXWphf3ljyKXIWIOa1YXJrMhPIkId/lXdDKIosv1UTVBR1beP3/dwf1kjczNjeXxN7rR735XXPVp/sbMMRz8fVrlM4Kn1+TdsrTVZkMsEPnxbPs/tKKNyQB6ly+OTVMgPZHZGDI+tzpX4tjZ12fjZO6V0WvuWaP9xopon1uax6BbPyxQ9bux1pYgeF5rUAuTawIcrQSYnfsNHaXrjv/sd56Rj35+QaQzoi9ah0Mfic9roOPA8HlNLwDmiVzyMwhDcmizM2GAq2S0peFHGpqMvWI2t+ixNr/+H/2Z5HXdHPY2vfofUR/8DQ9E6Og+92Cs88Xowl7xP9NL7x/slhERQSov1evqDK6OScNSWhDoKpTEBr6VTslWmGjoIIQgyYlY8jPXKcUmBmqOulPoX/hVlTCrqpJng82KvK+vN6QyFXB/aB3oyMb2+OacQKoWc1bOSWVWYRGWzicsN3VgcbkRAp1YwI9FIfmoU/5+9sw6P6zzz9n2GWSNmSxZaMsjMGDuxY4ehwTLDFra7bb9tu81uu9ttu4UtpW0KKaRNmqRhMMSOY2aWZFuWZItZGubz/SELjmZGsmyxz31dueJ53znnPCONZn7nfZ/n9yhu0s43I0lIFHnmvYscuhj+xRWNU5fbaH7dzT/dPmvSC66B5KXE8MT7FnLoYjPNXW5ijRqW5CcTa5oaKRc6jYrP3T6L5w9c4sCFpv7fgxFRKgTWzUrjroXZknQGURT53TvlEmEJEAiJ/Hn3BbKTzCTcpFXljvK9NG97kpCruzpfUKqxLr6XuNWPIwwwyTbNWEn82g/R9u7TkvGQx459QGHFQMwz1xG38pERjV1maLyNFZLHljm3IggC7fueJeIflBiiff9zpD/8Hcyzb6X9vb6uOwPPNd4MtPdxXjxEKOAjZt7t2M/siHiMsWApKnM87fv/Lj1XTBLepkrs597F39lAyOdBodaiiknCXLwGbWoBgiCg0BpIe99/UPfM18JuoPztdRFTRCKhy5yFJnZypO3I4nKcEQSBvJQY8lImTxXYZOPlQ1XDEpY9NHS4eHJbKV/cMvua7Xk6nV4OVzTTbveSGKNnSX4SJt3Es1Ax6dSsn50+3mFcE3a3j+NVrbTaPHj9QTQqJfFmLXOnJxAbJQdZrVLw6Kp8Ns3LZF95E/vLGyV5zgCxJi0rZ6SwrCA54g1EZZMt6q5CMCRy8EITd1xni8gM/+RJzB+Iu7aMxle+JxEZYtBPx4G/o9CZIq5SxS59AIXORMu2X0UsVIiEdfG9xK/7cJhYlRl9BnqKapOyEUURT21p1GM8V21ztEnZ0nNNMG9GQ858FFpjb1whtw37uV3ElGwkceNnaNn+a8mqrTatkKRNnyMU8NF14g3JuYJuOzV/+HzE63QdfRVtSh4xC+7EPHMt6pgk0h/7H2r/8hWC9ujNN6KhikkmecsXh33ceCGLS5kpTWWTjZ1n6yVjCqG7iKo/i/MTKUqPZdupWomgqGl1sP107TWJiNOX2/j9znJJlf9bx6/wyduKyU+Vbx6GS3Wznd3n6jlR1RoxP/KlQ1XMzopnTXEqBWnWiOeIM+m4c2EWm+dPo9XmxukNIAhg0qqJt+gG3RnocEbvoAHdZvQ3I51HXoq8egV0Hv4H1kV3R2zTGDN3E4bsuXQdfwPb6e0RTdEFlQZT0WpiFtyBLiVvxGOXuTYGepSGrlbuKzS6qD6lgkYveW4vE6xlp0KtwzxnA11HXukda9v5O7RJOcTM24wxfymO8n2EvA50aTPQZ5dAKETT6z/syx2+SmBAQc9AvI0VNL/xYxzle0m5+6u07fr9kMJSUGsxz1yHPqsEb9MlQm47urRCTMWrUagnz06JLC5lpjS7z0mFpcWg4QtbZtFu9/auhiVadCzKSyIvxUJJdjy/2V5GeV1n7zF7yxrZODcT9SAeog6Pn6d3nQ+zj/L4g/z2nTK+/fAiNKqJ9SE7URFFkdePXWHryZpBnxcSu70sT1W3saoohQeW5aKMUqWvVAjDthdKitHf0PxkJehxEHR2oDLFo9CG/8y8TZXRj3V24qw4jDF/qSR3tQe1NYWEWz5K3KrHcV06gq+9npDP1b2VaE7sLgAawgdTZvQZ6Cnqrj6JqWAZphmrsJ3aGvEYc9Gq3uf2ZyIV8/QQM29zd2/vq1XcIa+Lume+inXR3Vjmbca68E6gu8DGeeFqh57Gi9d9PdelI9Q+89Uw26H+xK16HF1aAdrUQpS6br/snp/pZEQWl2OEKIrY3H7USsWUKxKZqNhcPk5WS+80H12ZR3KMgaMVLRw834QIXGzoYv/5JgrTrHzi1iI+vK6Qbz13tLe/tMPj52RV66CV1EcvteALhCLOOT0BTl9uv+kLQK4FUez2IX2vtGHoJ/djT1kjTk+AD91SOGJ5ypnxRnKSzFQ228PmtCoFywqSR+Q6E4Wgx0Hr9l9jL9sDoQCCSoNlzq3Er/sICnVf+oHSEENgkMraxn/8F9rkXFLu/bfeNnoDUai1mGasHPHXIDMyGHIXYj+7s/ex7Wx3N5q41Y/jvnwaf6f071Mdl07cykcJehzYS9+Vnitn4ViEPCw0cenEr/swbf0qs8WAj44Dz9Nx8EU0CZkoNPrum58BRuaR0GfNwVS8BpU5gaCzE0f5XlyXjtLf2mgwYQkgKFUYps+/7tc00ZBVzhhw9FILbxy73GuePiPdyv1Lp5MaO3n7OE8GTlS3Snp/J8fomZkZy+nLbbx1InxV7Hx9Jy8dquLhlXksLUji3XN9H6BHL7UMKi4H9qYe7vxEpt3u6TX1L0y3Mm0ULbF2n2uIKCwTLToW5CQSY9TgcPs5XtUalg95vKqVxGN67lx4fXmQAxEEgY+sn8Gvt5VS06+rkVGr4iPrZ0ypQi8xFKT+79/CW99nKC8GfHQdf4OAvY3U+7/RO26ZvZ6W+vORTtOLt+kSDS/8B5kf+VnELXKZiY2pYBmtRmu3RyMg+ty07PgNSZu/QMYHf0TX8TdwXjqCIAgYchcTM38zCq2R5td/JDW/N8djzF8yTq9icKyL7iHo6qLz4AvSCTGEr+Vy5IMGoI5NJfnur4alcFhmr8fXVkPjKz/A1xx9pV/CFPs7kcXlKHOkopk/vittD1he18mPXz/D1+6ZK/cwHkXa7NLcn7nTExAEIcxEvT+HLjZz75LpzJueKBGX7UPk16UOseU61PxE5c3jV3jrxJW+FLsjMDc7ng+uKxw0TeB68PqDvH5M+qFu0ql4ZGU+s7PiJCuSm+Zlcr6+i2f2XJTkPm4/Vcua4tQRE35Wo5av3DOXiw1d1Le7sBjUzJoWN6wUh8lQvOOqOi4Rlv1xXjyIt6kSbXIOAJaSjbiqT0n6LEfC13oFV9VxjLmLRjxemdFFUKqxlGykY/9zvWP2MzsQ/V7i132YuBUPE7fi4d45f2cjzW/+FOeF/ZLzxJRsmrA3F4IgkLD2Q6itKbTt+v019bzvj0JvIf2R76I0x9N1/E06j72Gv6MelSWRmHmbsS66m/RH/ouaP3whosXWQCaqCL9eZHE5ioREMezLsgeXN8DOs/U8sCxnjKO6efD5g5LHFkN31fZA0dkffzCE3ePvfW4P3gHnGsjc6fG8elRDZ4QikNRYAzPSrdcY9cThRFUrbx4PF0Ynq9tIOHaZexaPbDu+I5daelMRoLsr1ec3zyYtzsi5mnZ2n2ug2eYmzqhlZVEq86bH86Uts/neyyd7W2+GRJH955vYNG/4rTyjIQgCBWnWqEVDUwF3zeDt6tw153rFpaBQknLPV3FdOkbb7j/ha6mKepyv5bIsLicp1sX3Yj+7SyKMHOV7cJzfhyFnPrq0GUB3e0RX5XEGdrdRWVOIWXjXWIZ8XcTM3YS5eA32c+/SdfwNfC3VknlBrcVcvBZX5TEC/YpxYpfch8qSQMs7T0mKgwKdjbTt+j3e5kpS7vwX4lY8TPNbPx00BuuS+yaNxdC1IovLUaTd4R1UyFyo7xy7YG5CBtoHdV0VfokWHc1RuiNpVAosejVXWgdYcQxhRaRRKfnsppk8taNccu6MeCMf31A0YdtBDsaeQfIe95U3cseCLFQjuHo58HprZ6aRFmfkndO1vHS4une81ebhQkMXG+akc8/i6Wyal8mLB/sEzt7yBm4ryZiUP/PxYqgq1P45l9BtDG3MW0TA1kLLtl9GPW6yGD7LRCAUxLr0ftp3/1G6qieGcF06ejWnMDJKg5W09/1Hb2HKREeh0RMz73YsczcRsLUQdHYgBv0otCbUsamEPA5pIZOgwDLnVvwdDXQdeTXiOR3n3sWz8C5MxatpeecpRF/f94I6MYuQs7NbgM/fgnnmutF+iWOOLC5HkaG2DdUq2b9tNBlocH28qpU7FmaxujiVczUdEY9ZVpCMRqXk2CWpXUT8NaQvpMYa+cYD87lY30W7w0NijJ7cZEvEqtnJQIvdE3XO7Qvi8gZGbPvZ7vZT1y71w1tZlILN5eOVI5FX/3ecrmNJfjJL8pN59chl/MHugqpOp4+mLpec0zwMTDNWSnom90dQqqNu2ZmKVtK683d9/aT7odAaMRUsG9E4ZUaf3naFR1+B4FVPUkER1h87Gur4DNIefCLMrHwyIAgC6pgk1DHS/PrejkNXUceloTTEdBe/RelHDuCsOIIutQBtUg6e2r7dgcT1H8eQPXckQ59wyOpmFIkxaJieFN1WY2623NJsNJk7PQFVv9WrVpuHM5fbmZkZx92Lshm4sDV7Whx3L87G7vZz6KLUv2xx3rVVeisEgcJ0K8sKU8hLiZm0whIgfpCOPTq1ckRdDxweaTpBokVHnEnH6SvthAZpsXOquhWDVkVGvFRIDtbmUyYcTXwGsSsid8JJ2PBxlIbIPq1KvYXku/4VQSlNIxFUWlLu+SoKzdS0a5rKdBx4obsPdrCf2b0YAgTUsalRj9Mm55J4+z+R+aH/m5TCUmZkkVcuR5kHluXw0zfO4B1gU5MZb2R1cfQ/VJkbx6xXMy8ngSMVLb1jf9tbQVKMnltLMliUl8ipy234AyHyU2PISjTj9Qf5/c5yia2QRa+mJDv+mq7ZavPQYnMTZ9aRPMl9EFcXp1LRGNmGY3lh8ohuiQcHmKT3nDsQxd6ph57f08BdgoHnkxma+FWPoUstoOvEmwRsLajj0rEuuBP9tFmDHmcqWIruk09hO7MDf1cTmtg0zLPXo5K3xCcdYjBA55GXo82iSc4j6Y5/xlNzjqC726JLabCgz5zV2+pwKjLQe9XfXk/Q1YUxZwGDWaIbcxcS8nvwDqgYV+otoxDlxEIWl6NMVqKZr9wzlx2n66ho7EKjUjBvegJrZ6Zdc0tBmetn7cw0ibh0ePz84JWT3DI7nZUzUlhT3J1E7QsE2X++ke2nansto3pYVZyKUjG4kLK7/fzlvQuS7faCtBg+sKYAa5QWhROdedMTuK3EybZTtZLxWZmx3DFCdj89GLXSla+WLjceX4D8tME7GxWkWQmGQmFb6sYJ2HJzMmDMW4Qxb/gFOCpLgqR6WGZyErC3Durr6GuuQp9ehD69aAyjGn+UpjjU1tQ+f08xhO30dmKXPkDMgjvpOvZa2DGmq73F7Wd2SPItFXoLmoSRKzicqMjicgxIthp4bHX+eIdxU5KVaOa2kgyJQPIFQrx9ooatJ2pItupRKRU0d7kjmqDnJJmH7MHd6fTyg1dOhXlZXqjv4hdvn+Nr986L2jlmIiMIAnctymZpQTKnL7cRCIYoSLMyPck84isUMUYNFoMG29WfYSAkcriihdXFqczPSeB4Zfj6QEFqDIVpMZysbuutFofu4qsU6+ReNZaRGQ8UOtOg+ZXR0iOmOoIgYJl3O227ft871nHoH5hnriVhw8dRx6XTdew1/O31qGKSiJl3O9bF9xLyOGjf+zfJuSxzbg1LI5mKyOJSZspz58IsXN4Ae8ulXUVEoLEzctU4dKcufOK24kE9DRs6XPzw1ZN4/JE/jBs6XJyraWdO1rVtq09EkmL0bJiTMarXUAgCKwqTJeb220/XsjA3kfevKSDOqGVveSMefxCNSsGS/CTuWTwdfzDEWwPskhbnJcqtNmVkrgOlzoSxYCnO8/sjzltmrx/jiCYOljkbaH/vz4jB7nzukNtG3V//jZR7voZ1wR1YF9yBKIq9N96+9jqaXvn+AI9LgZh5t49D9GOPLC5lpjyCIPDQilySYvS8cfzKkJ6VArAwN5GHV+YNmbrw3L6KqMKyhystjkktLseKFTNS2Hqyhp50yQ6Hlye3nuNjG4q4Z8l0tizMwuH2Y9Sp0KiUOD1+/vjuBeoHdOpZWSTnMsvIXC+JGz6Jr+Uy/vY6ybipaDXmm1hcKvUWrIvvoePA871j/o56av7wefTZczEXrUZlSSDQv/3jgBVgy5xbb5piJ1lcytwUCILALbPTWVaYzJGKFvaUNYS1DzTpVCwrSGFFUUqYjVEkOp3eqAUv/ZF7yV8bVqOWpQXJ7D/fV6lf1WznieeOsjA3kYW5iViNGtpaPByvauXwxWaJ6Tp0V/ynx8kWRDIy14vKHE/mh/4P+7lduK+cQVBpMM1YiSFnwZQt2LlW4lY9jq/lCs6KQ5Jxd/VJ3NUnBz1WlzGThNs+NYrRTSzkbz2Zmwq9RsXq4lRWFaXQ5fLh8PgJhkQMGhVxZt2wciMHCptIKBUC83Nky6lr5YFlOTR0uKhqtveO+YMhDlxo4sCFpkGOhBSrgfevKRjtEIdNrXpa2NhkaAkpc/Oi0OiImXf7TbOFe610d6f6Gk1v/R+Oc+9e83GG3IWk3P1VFKqR8QWOhhjw47p8ipDXiTY1f1y7/oy7uBQEQQ18BpgLzAOKATXwcVEUf3ud51wOfANYCuiACuD3wM9EURxaEchMeQRBwGrU3lAld4JZh0mnxuGJ7qn48IrcSVstPh5oVEo+vXEmT+0o42JD1zUflxlv5NMbZ8qrxDIyMoPiri2j69hr+NpqUJkTiJm7CUPe4mtelRVUapLv+DLGvMV0HX0VT1151OdqknKwLrwT86xbRr3HurPyGM1v/Jigs7N3zFS8hqTbPz+q143GRPgkNgI/ufrvJqARuO46fUEQ7gZeBDzAc0A7cCfwY2AF8OANxCoj04tKqeDWkgxeOhTeW1khwMc3FDFbzrUcNgatis9umsmus/W8V9pAhzN6C1WzTs3KohQ2zMmQrb1kZMYIX1sNAUcHmrh0VObJ8xlnO72d5jd/Sk9XHV9zFa5LR7AufYCEtR+65vMIgoC5aDXmotV4myqxn92Jv7ORkM+FQq1HFZOEuXgN2rTCMUkl8LXX0fjid3qLjXpwlO4Oa906VkwEcekCNgMnRVFsEAThCeBb13MiQRAswFNAEFgriuLRq+PfBHYCDwiC8LAois+OSOQyNz23zEojFBLZfqoWl6/bDic9zsBDK/LISZ76RrmjRY9wv2V2Oudq2jl8sZlWuwePP4hWpSTWpGVhbiJzs+NH1MxdRkYmOv6OBppe/xGeurLuAUHAVLSapE2fm/DdmIIeBy3bf0Wkdo2dB1/AXLwWbVL2sM+rTc5Bm5xz4wHeAF3H3wgTlj3YzuyE0NhLvXEXl6Io+oC3Ruh0DwCJwJ96hOXVa3gEQfgG8A7waUAWlzIjgiAI3FqSwZqZqTR2utGqFCTF6G/6xPeRQqkQmJMVL1fby8iMMyGfh7pnv0Ggq1/usyjiKN2N6PeSev83xi+4a8B16QiiP/ouiKN8z3WJy4mAr6U6+mQogBgc+45lU+2W/5ar/387wtx7dK+SLhcEQU6CkxlRNCol0xJMJFsNsrCUkZGZctjLdkuFZT+cFw/ia53YRWqhQYQldIvnyYrSGDv4E0Y53zMS475yOcIUXv3/hYEToigGBEGoAmYCOUDZYCcSBOFYlKkZPf/ocHo5dqkFpzfAtAQTc7LihmwTKCMjIxOpghymRhW5GAwQsLei0JlQ6kzjHY7MCOFtuDjovKfhIpqEyO/riYA+o3jw+cyZYxTJyGOZcyuO0t0R53SZsxCU4XUBo81UE5c9vamilZn2jFtv9EL7zzfy7N5LhMS+5eYUq57PbppFrEleGJWRkbm5EMUQnYf+Qcfhlwi5ukAQMOYtIeHWT6K2JI53eDI3iGKIG4WJfiOhSZiGqWgVjrI9YXPa5FyM+UvGIaqRwZA9l9jlD9Gx/znJuMqSRPKWL8JfvzDmMY2IuBQEoRrIGsYhz4ii+PhIXHuY9OxXDpmAIIrigognEIRjvkBo/t/2VISdpLHTzR/fPc8X75hzo3HKyMjITCra9zwj/XITRZwXD+JtrmLaR36GQmsYv+AiIIoi7suncFUeA0GBMX8JuvQiOa0lCuaZa+k8+ELEOYUhBsP0+WMc0fBJ2vIllAYrttPbuvMvFUpMhctJvPVTo24VNNrEr34/xoJl2M/tIuRxoksrxDxz7bgVWo3UyuUluq1/rpX6EbruQHpWJmOizFsGPO+6cHr9UdVpRaONxk4XKdaJ9UEqIyMjM1oEPQ46D78UcS7Q1YTt9Hasi+4e46iiEwr4aPzHf3ULy6t0HnoRU/Eaku/450kvNEYDbWI2cWs+QPvuP0nGBaW6+2emUo9TZNeOQqUh8dZPEr/mAwRsrSiNVpR683iHNWLoUvLQpeSNdxjACIlLURQnSsPR88BCoACQ5EwKgqACpgMBoPJGLhIYovKq3eGVxaXMdXOl1cHWEzVUNHahUSmZl5PAxpIMjLqJ/+Etc3PibbiIGPBFnXfXnJ1Q4rJj398kwrIHR+ludKkFEyrWiUTcsvehz5yF7dQ2go52NAnTsMzfPK6dYK4HhUaPJuG67bRlroGplnO5E3gM2AT8bcDcasAAvCeK4uBlY0OgVg6+bZJoGbovtYxMJC42dPGLt84SCHXfwDi9AXaeqaO0pp1/vrNE7kAjMyERhmhrJ4yikbMoingbL+JtqkRpsGLMWTDoKpooinSd3Bp1vuvk27K4HAR9RvGQxTEyUsRQEPeVM4Q8DrTJuahjU8c7pFFnUn5TCYIQA6QCXaIoNvSbegH4HvCwIAg/62eirgO+c/U5T97o9Y06NUqFQDAUvoI5MzOWRMvENpOVmZiIosiLByt7hWV/GjvdvFdaz6Z5E7caU+bmRZc+A6U5nqC9LeK8qXDFqFw36LbR+NJ3cV850zumNFpJvusrGLIi576LQT8hty3qOQP21hGPU+bmxX3lDE2v/4iAraV3zFS0iqTNX0ChnroLURPCN0cQhK8JgvC0IAhPA/dcHf5wz5ggCB8bcMi9dFsJfbf/oCiKNuDjgBJ4VxCE3wqC8H3gJLCMbvEpLae6DtRKBR9eVxjWbi4nycz71xTc6OllblI6nT5q25xR509fbh/DaGRkrh1BoSRp42cj+ukZC5ePWiVu02s/lAhLgKCzk4YX/jOqSBSUalQxyVHPqYkfn+3SkM+Do3wvtlPb8LXWjEsMMiOLv6uZ+uf/QyIsARxle2jZesPrXBOaibJyuQlYM2Bs+dX/evjttZxIFMWXBUFYA3wduB/QARXAPwM/FUVxRKzq505PoDDdyunLbTg8AbISTOSmWORKQ5nrJjjEWzM0Mm9dGZlRwZi3mIwP/JCuI6/gabyIUm/BPHs9ltkbEISRX8fwtdVEzJsEEP0ebKe2E7fykbA5QRCwLryL1neeinjseGyJO8r30vzWzwh5+24ujYUrSL7jS+O6uiUGA6BQyt9r10nXiTcR/ZFrne3ndhG/9oOoTHFjHNXYMCHEpSiKa4f5/KeBpweZ30d3v/JRRa9RsSQ/+h3wWCKKImeutLO/vJEut5+0WANrZ6aRmTCxvcdk+ogzaUm06GixRf4wKkofogvDTUxIFOly+tCqlZM2L1UM+vHUnwe6ffcE5eR7HbqUPHR3fnlMrjXU6p6vLbohfczCO/Hbmuk6+ir03LQpVMSteBhT0eqRDHNIvE2VNL7yfRBDknHn+X206s0kbfrcmMYjiiJdx9+g68gr+DsbUBpisJRsJHbFwyiGyK2VkTJoW0YxhK/1iiwuZSY2Lx2qYufZPoenmlYHRyqa+dC6GczPSRjHyGSuFYUgcM/ibH67ozzM6irGoGHdrMlVkTlW7Ctv5O2TNXQ4vAhAcWYsDyzNITFm8uQ+B0+9gv+dH1Pr7E59UJriSFj3Ecwz145vYBMYlXnwfvMqU/R5QVCQuP7jWBfejbv6JAgKDDkLUJnG/gau6/jrYcKyB9uZHcSv+eCY2uW0vfs0nYde7H0cdHXRceDveJsukfrgt/B3NuKuPomgUGHIXThlxdFIoDRYB583Dj4/mZHF5RSgutkuEZY9hER4dm8Fs6bFolHJvm2TgZLsBD61sZg3j1/hcosDpUKgJDueuxdlYzHIqwYD2V1az/P7+5zFROBcTQc1baf52j3zJsXPLHh+F/5Xvykdc7TT9Nr/otCbMeZE7Odw06NNLUCTNB1fc6TWdgKWktuGPIc6Jgn1NTxvNBm0J3cwgL+zcczEZcDWGtWv1FV5jIYX/hPXpaN9gwolcSsfI275+8YkvsmGZc4G7Gd2RJzTpuSjSRhO75nJhSwupwDHK1uizrl8AcpqOynJHvwuX2biMDMzjpmZcfgCQZQKQe5XHwV/MMRbxyNvjdpcfvaUNbBlwcT/8A7sjZz7B9Bx4HlZXEZBEARS7v4Kdc9+k2D/4h1BQeLGz0zoPtf9UZkH31kay9VUV/XJqKuogFRYAoSCtL/3JzRxaZhmrBzd4CYh+sxZxK54hI59UmdEpSmu23h+CueyyuJyCuANRP8wAPD6g2MUicxIIq82D05jhwuHxx91/kJDF1vGMJ7rQRRFxPpzUee9V3MwZSKjic8k6+O/wl62G99Vn0vzrHWorSnjHdo1Yym5DUf53ohzhtyFQ4rPEeU6xU7n0VdlcRmF+FWPYcxb3N2W0W1Hm5qPedZ6lDrjeIc2qsjicgqQk2xmX3lj1HmrUUtdmxONWkGMQSOLFpkpgVo5+IruUPMTAUEQQGcCjz3ivEInF+QNhUKjI6Zk43iHcd0Yps8ndvnDdOx/VjKujs8c82IefVYJCIpBVy8j4W+vG/a1vC2X6Tjw9+6cV6UKU/4yYpe/b0rmcOpS89Gl5o93GGOKLC6nAPOnJ7L9VC2Nne6wOUGAn77Zz2BYIVCSFc+q4lTypoB1kiiKVDXbudxiR69RMScrftJWC8sMj2SrntRYAw0drojz86ZHXvFxePzUtTkxaFVkxBvH/W9AOWsLwaPPRpyTC3puDuJXP45pxgocZe8R8rrQpc/AVLhyTPt1h/xeml//YXRhqVBCKPIu2HBXVz2NFdQ98zWJTU/X8ddxVhwm44M/RGWUnTEmO/K38ChQ2+bg0MVm7G4/GfFGlhYkYxrFvtBqlYJ/2jyb5/ZVhBltD7RGDIZEjle1cryqlfQ4A4+tLmDaJLUrcnkDPLWjjIsNXb1jGtUlHl2Vz8LcxHGMTGYsEASBh5bn8vO3zxIISt/o+akxLM5PkowFQyH+cbCKveWNvd21UqwGHl+dT3bS2FXjDkS19rOErhxDbL4oGdcm5xK7/OFxikpmrNEmTUebNH3crt955JUwQ/oetMm56KbNpuvIyxHnLfNuH9a12nb9PqL/Y8DWTOfBF0lYP7BvisxkY+LvG00ydpyu5X9eOsmus/UcvdTCy4er+fbzx6hpdYzqdWMMGtbPTkenvvYt77p2Fz95/TSltR2jGNno8dc9FyXCEsAXCPGnd89T3x69043M1CEvNYav3D2XJflJJFp0TEswce+S6Xxm48ywbfGXDlWxu7RB0ra1sdPFz98+S4fTO9ah9yLoY9B8+M+oNv0bhtyFGHIXkbjxM6Q//v0pn5clM3Gwn9sVdc7XeoW4FQ+jnz4vbM5Scts1Veb3EPK6cF8+HXXecfHgNZ9LZuIir1yOIDWtDl4+XB027vQG+MOu83zjgfkoRmkLrqHDya+2leKJULyjVSlQKhR4A8Gwfui+QIintpfxxTtmk5U4fqs3w6XT6eVUdeQ+xiER9pY38r7luWMc1dji9Pg5cqmF2jYHbm8QpVLAolczMzOOwnTrqL3XJhppccYh2646PX72lkXOS/b4guwpbeCuRdmjEN21IWgMqBY9TNrc5UM/WUZmFAh5oi+AiMHuwrm09/0n7suncFWdQFCqMOYvHXYu4ZBN8kLDy/eUmZjI4nIEOXSxOepcc5ebqiY7uSmWEb+uKIr8afdF3D6psEwwa/H6Q9g9fiD6H6w/GOLpXef55gMLUCgmhyBptXnCjMb709wVnn86Vahvd7LzbB3HLrXiD4b/Xt8910CiRceqolRWFqXIBVxAfYeLQCj6O+bKKO8syMhMdLSp+bgqDkecU8emodB25ycbsudiyJ573ddR6oxoUwvwNlyIOG+IsDoqM/mQt8VHELvbd0Pz10tlky1s292oVdFq914VlkPTYvNMqu1xq0k76HzcEPPjTTAk0tjhos3uGfpOvh8HLjTxPy+d5OCF5ojCsocWm4d/HKriB6+cosMxflu+EwXjEEVeQ83LyEx1YpfcF9WKKHbZ+0a08C1+zQe7C4QGoNCZiV324IhdR2b8kD9RR5D0eCPHKlujz8eNTv7UewO2+1QKAac3MOzzvHK4mlnTJocNRIJZx4x0K+V1nRHnlxdOXJ+7veWNvHn8CjZX981GZoKJ9y3PYXrS4Kvae8oaeG7fpWFdq6HDxY9eO82X75qD1TixBfdokhprICPeSG1b5FzcgcU/o02Gf5CuLDIy44A+cxYp9/w/Wnb8mqC9O+VIoTMRt/JRLHM2jOi1DNklpD30bdr3/AVPbSkICox5i4lf+8FJ5VEqEx1ZXI4gywqS2XGqDpcvXNiVZMWPSq9jXyDIySqpoB1s+28wGjpdnL7cxpysydHN5/HV+fzy7XPU97OiUQhw/9Kcca3+HYwD5xt5dm+FZKym1cHP3jzLV+6ZS4rVEPG4C/Wd/H1/uLCMM2lZkp9EaqwRXyBIWV0nJ6taJbm1HU4vv95Wyr/cXXLTdvsRBIHHV+fzszfPht14rSpKoThDtj65GRDFEJ6ac3hbqgl5XQhKNSpzPIbp88e0f/dExVS4HGP+ErwNFxFDAbQpeSjUulG5liFrDoas7xMK+BAEBYJSliNTCfm3OYKY9Ro+e/tMnt51nhZbn81CSVY8j68ZHQPVDoc3rEjnRnjr+JVJIy6tRi1fvXceZ6+0Ud3iwKBRsSA3gTjT6HwY3ighUeTNE5HbFfoCIXaeqePRVZHfJ68dvSyxlVIrFbxveQ5L8pMlebJLC5KxLZnOswNsqWranJyoarupLZoy4k18/f757CtvpLrFjkGrYlFeEkXp1nH3upQZXYJuO7bT27GdeAt/Z0PYvKDSYCpaTcz8LRPC7NrbXI2jfC8Beyui34tCq0cdl4G5eA0q8+h+PgsKJbr0GaN6jf4oVJoxu5bM2CGLyxEmK9HMNx9cQGWjDbvHT3qckaRRWLHsIVJ1+I1Q0+akocNFamzkFbSJhlIhUJKdQEn2GLZIu046nd5B8x8vNdoijte0OqhqlnZw+fAthczJiudSo41tp2qobLKh06hYmJPIbXMz+Oj6Ip7cek6SNrCntGHCicseE/yaNgdmnYZZ02JHtQDJYtBw+/zJ0XNaZmRwVZ+k8eXvEYrSBQlADPiwn9mB/cwOLHM3kXjrp8Z8JU0UQzjK99J17PXureIItL37NMaCZVgX3Y0+o3hM45ORGQ6yuBwFFIJAXmrMmFxLOwpfxHvLGnhwitv4jAdDiSZtFI/SvQNaexamxTAnK55zNe38elspPQvXbl+Q7adrKavr4Et3zOGBpTl858XjvcddarJR3+4kbZRyf4eL3e3ntzvKuNTUJ6qNWhUfXFcob1PLjAiO8/tpfOV7UTvLRMJ28m0CjnZS7/23MROYIZ+Hpld/gLPi0OBPFEM4z+/DeX4fscsfJm7VY/Kqu8yE5OZMwJpCWI2aiAV+M9KtmPXX1xVooDH5RKC+3cnf91/i52+d5W97K0bdlH40MOnUFKZZo87Pz4m8+jrw97GyKJWQKPLCgUoiZUTUtjnZf76RlFgDeQOsry5MoN/tn3aflwhL6PaEfWp7Ge2O8O4dMjLDwdNwkabX/jdcWF71Z7QufQDLvNtRWcKLuVwVh2nZ8ZsxiTMU8FH//BNDC8sBdOx/ltZ3fjtKUcnI3BjyyuUkR6dRMSszjjNXpG0f81IsbFkwjR+/djqiABkMx3VUmo8mRy+18Kd3z0tex/7yRh5akcvKotTxC+w6eHBZDj9+4zROj/RnnJNsYXVx5NfiGGAnlZtsoanTLcnrHciZy+2sm5VObkoMFf22253XaE012jR2uiir7Yw45w+G2F/exB0Ls8Y2KJkpRes7TyEGpPZv1iX3Y118LyqjtXdMDAVxXTpKy/ZfEbC19I7bTrxJzNxNaJNzRjXOlq2/xFNzNmxcP20OxoJlKPVm/F3N2M/twt8mzdnuOvoKmvgMYobZflHm2hFFEU9dGa7KY91V7flL0KXkjXdYEx5ZXE4BVhWnhonLy60ONs2bRkaciSttw1zlG4bv4mjj8gb4656LYQJZBP6+v5JZ0+ImlcVOSqyB/3fvPN49V8/Fhi7USgXzpiewvDAFtSryRsJAH0xBEAgN8TsKXp0f6Im/r7yRfeWN+IMhdGoVyVY9SwuSKcmOD2uXOJoMZXLfNIVN8GVGH29TZVjeYtLtn8dSchv+rmZa330ab8NFlHoL5lm3YMhbTEZqPrV/+rJEYHadeJOkTZ8btTh9rVewn9khGdMkZpN855fD+ozHLnsQ16UjNL3xE0LuvhvG9j1/wTJ7A4Lq+naqZKIjBv00vvJ9nBcO9I517Psb5jm3krDhE9hPbcNx4QBi0I8hey4xC+5AZZRTekAWl1OCGelWTDoVjn6rYWcut/On3RfITDQOW1wadRPnQ+pUdSu+QGSz8JAocqyylfWz08c4qhvDatRyz+LpQz/xKkatWtJ96XKLnaKMWKxGDZ3OyMb8RendH3AXG6Xb4DZ338ql2xekw+mlvK4Ts07N6uJUbi3JQDUGIjN2iBuCWKNcQSpz/XSdeFPyWD9tDpaS23DXlVH/3L8j+vpuXhzle7DM20zibZ8m4ZaP0vjy//TO2c/tIn7th0etx3vXcWmcamsq6Y/9DwqNns5jr2E7tZ2gow1NQhbWRXdjzF9C+sPfofZPX+5tyRh0deE4vw/zzLWjEuPNTPv+v0uEZQ/209txV5+U3Ih4689jO72djMe/L3t1IudcTgkUgsCWBeFbiIcvNrOvvAnlMBO+c5JHvkXl9eIaYot+qPmpQM6AvMn95xtRKgTuWpgd8fkJZh2rilI4d6WdiobIFegDsXv8vHH8Cr98+xzuCD6tI01GvJHMBFPEOUGAZYXJox6DzNTFOaCNYcz8LYhiiOY3fiIRlj3YTryJu/pk9zZ0P6sf0e/FffnUqMQY8nmwnX1HMha3+nEUWiNNr/+I1u2/xtdcSdDVhfvKaRpe/DadR19Fm5yDZe4myXEDxbTMjSOKIraTb0Wd7y8sewg62mnd+fvRDGvSIIvLKcLKGSlRV4OCg2yhRpKdK2dMnLuurMTBjY2zEiMLlKnEwN/H6cvtVDR0sTg/iY9vKCIzvntVRa1UsDg/iS/eMRuHx89vdpQN+1oXGrr49bbSQVtLjgSCIPCRdYXED2jTqRAEHlmRR2ps9JUirz9Iu91DYJRjlJmciGKIoLNTMmbIXYi34SL+9rqox9nPvYugUGLIlva2HniukcLbeFEidJWGGEyFy3FfOYOjdHfEY9refZqgx0HM/M2ScU9tGaHA6LQXvmkJBq7rd++8eJCQXy5IlLfFpwiCIHBrSUbELi7R0GtUBIIhiZDITjJHXVEaD3JTLOQmW8KqigHSYg3MzJwc7SpvhOlJZtLjjNS197Uu/PX2Uj60rpCS7HhKsuPxB0IoFQIKhYDbG+C/XzwRZq5v1Kq4tSSDOVnxGLQq2uwejlQ0c+BCM95+fqkVjTZePVLN/UtHt5AhMUbP1x+Yz8mqtm6fS72ahbmJUU3wnR4/Lx6s5Fhldwcig0bF6uJUbp8/DeXA5FKZm5dQCMR+Nx6CAkGlIeSN3Pqz9zBPd/qQQiP1JR5YFDRSBF3SzzRtWiGCUo3z4sGox4gBH66q45iLVqPQW/rlXoqE3HYUo2ywflOhVKGyJEZcoRwUMYQY8MModTaC7lSIruNv4Kw8hqBQYsxdRMz8LSi0E8efWhaXU4gl+UnsPFNHq33wu6Z4s5aQSERD780TzGBaEAQ+fmsRf91zkTOX2+mRSzPSrbx/TcFNISoEQWDz/Gk81W8l0u0L8uTWUrISTSwrSCY11og3EKS8toO95Y1heao6tZInHlqIXqPqNXNPitHzwLJcNs7N5Nfbyqhu6TOZ3lvWyO3zpmHQju5HhEalZHF+0pC9vYOhED9/6yw1/XqDu3wB3j5Zg93j55GVcvWmTDeCUoWg0iIGrn6+iSH8HfVoknJAoYJQ5LQPbVohAL4BFdmKUcq3hAGFeoqrPrdDeXIGg1efP2DjcQIVYk4FBEEgZsGdtO0a3ja3Oj4ThW70FmgC9lZq//JVAl1NvWOe2lLs53aR/tj3JkwbU1lcTiG0aiWfuq2YH71+etBcxDZ75C4x9yzOnpDm1Sadmk/cWky7w0OrzUOcSUeCZWK2eBwtSrLj2Tx/Gm8evyIZv9zi4HLL4AVbSoXAv9xdgscX5A87z1Na2wF0b6OvmJHC3Yuz+fTGYr7z4nHsVwt+/MEQBy80ccsEKZY6Vd0uEZb92V/eyG0lGcSbb673xEjirjmL/exOgi5bd05fycZRbzM4mmiSsvHWn+99bDu9nYS1HyJm7ka6jr8R9nyF3tJdSd7ZhLtammOpSbr24rvhMFCAeBsrEMUQ+uy5EWMEQFCgz5pNwNYatmWr0E+cHaepgnXR3fg7G7Cd6Jd7KQiYZ2/Ace7d3qKq/sStfGRUje3bdv9ZIix78LVeoWP/cySs/9ioXXs4yDmXU4yUWANf2DIb6zCqbQXg/qXT2TAnY/QCGwHiTDoK0qw3nbDs4fZ5mdx5Hd6PH1xbQJxJy0/fPNMrLKFbQL57rp5n91Zg1KlZOzNNctz+840DTzVuDGbsLxK9dabM0LS992fqnvkatlPbcF48SPvev3Llt5/G00+cTTZiSjZKHttOvEXA2UnC+o8Ts/AuBGWfI4Y2JZ/0R/4bldFKx4G/039FUZucizZ5dLqVaZNzoV8HoICtBVfVCYx5i9FFae1oXXQ3KnMCXae2SsY1idkoRnEb9mZFUChJ2vhZpn3i1yTc+kkSb/sMWZ/6Hcmbv0Dq+/4DTWLf57HKnEDSli9hLlo9avF0twjdE3XeXvbeqF17uMgrl1OQ9DgjX7t3HjtO1XLgQhPOKKuYggCzp8WxfnYGuSkTp0JcJjKCILBxbibTk8zsOF0nEYrRSLEamJ+TyP7zjVFN1w9fbGbz/GksK0jmtaOXe8cbO934g6Ex9b+Mhlo5+EpANI9QmcFx15bRsf+5sPGQ10XTaz9k2id+hSBMvp+tqWg1rTt/15tnGfI6aXj+CVIf/BaJGz5B3IpH8LVeQam3oI7vvqnuOPA8tgGizTLv9lFbhVLqzZhnrMJ+blfvWPt7f8EwbQ5pDz5B23t/xnZmB6LPjcqcQMzCu7AuvoeArZWuo69KziWbqI8umrh0NHHSXRxD1hwyP/Jz/J0NEAygjkvvS20YLUKhQXOAxQlUSCSLyymKSafmniXT2bIgi+NVLZTWdGB3+wmGRPQaJZkJJpYVJkctnpgIdDq9dDp9+AJB9BoV8WbdqOcATgYK0qwUpFlp6XJz4EITtW1OXL4AKoWAPxDicr/WmBlXK8mrmuzRTocIVDfbWZCbGOaX6vYGUBvG33Ny7vQEdp6tjzinVSmYkW4d24CmCPZzO6PO+Tvq8dSfR59eNIYRjQwKjY6YBXdIhLO3sYLLv/4ElpLbsMzegC61gKDXif30drqOv4G3SVoMqTTFYS5eO6pxWuZvlohLb+NFGv7xHZLv+GcSb/0kCes/RsjnQaE1IAgCvtYrNPzjvyTFSYJGj3nmulGNUyYygiCgiU0b+okjdT2lCm1qAd6GCxHno614jwfyN/UUR61SsCQ/mSX5k8M30B8McbKqlT2lDVQ2SwWRQujOPVxVlEp+asyo5rVMBhJj9Ny1KFsydvRSC0/v6tvO9AW6k/+16sHvqHUaJaIo4vVLC4GiGar7gyHOXG6jrt2FWa9mQU4CZv3oidCcZAsrZqSwrzx8q/6BZTnoNfJH2fUwsGJ5IKEh5icycSsexlNXLvGpFH1uuo68QteRVwY9VlBpSb3v6yg0o3vzrUubgT57Hu7qE71jrspjVD/5Ecwz111t/2gh0NWE/ewunJeOSCvhAeuieyZUlbDM6BK38hEanv9PBhaEoVASu+yhcYkpEvInssyE4czlNv66t6K3qGQgIRFOVLVxoqqNjHgjH1pbSEps5A9VfyCE2xfApFOjuAkqynuw6KXdlSoabfgCQRbkJvDuucgrfyadioI0K5VNdoktlUopoIsgSlu63Pxi6zla+22zv3y4ig+sKWR+TsIIvZJwHl6RS26yhf3nG+ly+UiNNbBuVjr5qTGjds2pji4lD+f5fZEnBQHNKPfVHk0EpZrU+75Ow0v/jbv65DAOVGCZuwlNwug7ZwiCQMrd/0rtn7+Cv722d1z0e7GdfBvbybcHPd6Yv5S4FQ+PdpgyEwhj7iJS7vkqre8+TaCz+2ZbHZ9BwvqPo8+YOLsMsriUmRDsLW/kub0VA+/FolLb5uSHr53i0xtnSjoKOT1+Xj5czdFLLfiDISx6NetmpbN+TjqKm2ClMzvJjEGr6nULcHkDHK9sZWlBMutmpbFrwNayUiHw6Kp81EoF75VK54ozYsOEuSiK/G5nuURYAgSCIn989zzTEk0kjFLVtiAI12RbNJXxtdXga60h5HMjqDSozAno0gquO9fLUnIbHYf/QcgdnjZhLl6L2pJ4oyGPKwqtgbQHn6DjwN/pPPa6pCd3VMQQXUdfwX5mO9ZF9xK7/H2jmkun1FtIf/S/aXj+P8K25gfDVLSa5C1fGv08P5kJgxgKIgYDmGasxFi4HH97PQgC6ti0CbeTJ4tLmXHnVHVrVGGZYtVj1Kppc3jC+mi7fUF+ta2UL99VQnKMnkAwxM/fPkdNv5xDm9vPK0eqsXv83LdkdCxFJhIalZKlBcnsPNPXieTVI9UUplu5b8l0ClJjOHChCZvLT1qcgTUz00iPM3Kupp1jla2Sc60qSg07/+UWB7VRLIGCIZGD55u44zoq2mWiEwr4cJTtoevEmxJ7nR5UlkQsczdhmXMbKtPwrMSUhhjSH/oOTa//EF/rVZsrQcA88xYSN35mJMIfdwSliriVjxKz5H6aXvoursqj13RcyOuife8zeJurSLnrXxFU6qEPuk5UpjjSH/8enYdfpuvEmwQd7VGfq0nMxrr4Xsyz1k3KYiuZ4RNwdtD27h9xlL2HGPChScwmdvlDmItWjXdoUZHFpcy44vYF+Mt7FyXCUhBg5YxU1sxMJcXave0tiiIVjTa2n6qVVEm7vAGe3VvBF7bM5mR1m0RY9ufds/Wsn51OzAQoThltVs1IYdeZut6fqc3t50evnuZ9y3OYOS2O2Vl9/oVef5B3ztTx2pFqyTkSLToKIxTJtA1h0N/umDjVilMBd20pja98j6C9LepzArYW2t/7Mx37niV+3UewLrxzWNfQpuSS+dFf4G26RNDVhTYxC5V59NIbxouuIy9HFZYKrREUyogrm84L+2l68yck3/nlURVzCrWOuBUPE7v0AZwVh3GU7yFgb+st6NHEpWOevQFd+owJt0olM3qEvC7qnvmapHWpr6Waple+R8jnCrPdmijI4lJmXDlS0YLb19eRQiHAxzcUMTsrHpc3wN6yhqv5dUbmZMXx6Y3FvHb0MttO9eUnXWzooq7NyYX6zqjXCYkilxq7mJ8zubf5roXEGD3rZqVJqqs7nF5+vb2MBLOO2VlxGLUqWu0eTla14fFLO4IIdBfJREojSIrRh41Jrm0ZfF7m2nFWHKHxpf+OaNQcCTHop3XHrwnYW0lY9+FhXUsQBHQpU7fLkaf+PO3v/Vk6qFBiKbmNmHlb0CZlA+DvasZ2aitdx14j5HX1PtVRuhvD9PlYZq8f9VgFpQpT4XJMhctH/VoyE5+uU1slwrI/7bv/jGXmLaO6qn69yOJSZtwQRZE9ZQ2SsVtmpzM7K54zV9p5emc53n5tDOPNWj6zaRZ3LsyioqFLUk2+p6wB5cB2aAMYan4qcc/i6bQ5vJyqlq54tdo9YXmXA3lweW7Unu0Z8UamJ5mpag7P0VMrFSwtnByuBBMdT2MFjS//T0RhqUsvQmVNJuS2475ytq/N4VU6D72Iypww7BXMqUznAF9Ihc5E2kPfRpeaT8jrwnF+P2IogD5zNvGr349l7ibq//Z1/B19fyudh1/CPOsWedVQZkxxVR2POhd0deJtrkR3tXXpREIWlzLjRn27i4aOvtUBhQBrZqbR6fTyu3fKCASlWZhtdi+/3VHGv903j3Wz06l8p7x37lhlCx+9ZUaYWO1Bq1beVF6ICoXAR26ZwV/3XOTQxeZrOkatVPDoqjwW5UUvmBEEgY+sn8GvtpZS196Xe6nXKPnQukJijdobjl0GWrb+Mkw0Wko2Yl16v8RXL+hxYDu1jfa9f5UYKLft+j2mGSuHnYM5FQk4O3CUSyvik27/PLrUfLpOvEXrzt/1/ewUSqyL7iZ+7YdIvf8bXPnd53qtf3wt1XjqytBPIC9BmanPkKkYE7SgSxaXMuNG24D8vJxkC7FGLVtP1oQJyx4aOlxcarIxJysOpUIgGOp+ntsXJCPByILcRI5dagk77oGl04f0epxqeHwBKhqjt03swaRTs7wwmVVFqcSahhaHsUYtX713LufrOqlrd2LRayjJjr/pfr6jhafhQphJcsKtn8K64A6Cbhsdh/6Br+UySlMsllnriV1yH/qsOdQ987VekSQG/dhObyNu+cTxvRsvHKXvQaivMYA6Lh1jwVKclcdo2foL6ZNDQToP/QOlMZbYxfdizFuM8+LB3mn7mR2yuJQZU4z5S3FVHos4p7Ikok2amIWqsriUGTe8A3L9LFeLbYYqGmmze8hLicGkU9Pl6qsg9wVCfHBNAXkpFg72q4heNyv9plq17GFPWQNtdm/EOZ1ayYY5GaTGGijOjB12i0eFIFCUEUtRhrwyNlycHj+vX7BT1e7D6QuhUghY9UoWZuiYk6qj6/ibkufrs+diXXAHnoaL1D/374Q8fSkJnQdfJPG2TxMzfzNxKx+hbdcfeudsJ98mdukDN71Vja+tRvLYXLwWQVDQefjlqMd0HnkZ66K7Mc+6RSIufW2Rc99kZEYL8+z12M7sCHeKEAQS1n98wv59y+JSZtwYuNLVddVqaKiikARzt+2QwyPNR9OpVSgUAquKUiPa6NxslNV2Rp3z+IPMyYojLc44dgFNElpsblptHuLNuiELmIZDXbuTnWfqOF7ZKjGr7+H1MjupZhWLGpUsQ42a7ve3deFdiKEgja98TyIsuxFp2fYk+qzZWEo20r7nr73b6QFbC56GC5OyfeNIEvK5JY9V1u68YF9LddRjgvY2Qh4n6hhpDnH/tosyMmOBQqUh/aFv03HoRezn3iXkdaJLKyR26YPop80a7/CiIotLmXFjoNl2ZbONdoeHJflJvHXiCr5A+BdwRryRnGQzxytbe7fEAQxaFTrNxLyDGy+Gqju4GUzlh4Pd7ePPuy9KrK5mpFt5/5qCG7aw2n++kWf3VhAaoktAgz3Aq8a7OaJZyEfbf4kVO4acBbhrzvV24whHxHbmHRLWfgj9tFmSLbTBLIxuFhQqaapHj2G80hhL0NkR6RAEtRaFRk9wgJgX1HJO8VgjhoK4qo7jrjmHQq3FVLgSTULmeIc1pii0BuJXv5/41e8f71CumZunfFZmwmF3+9D3E4Si2O1HaTFo+PiGIskcQHKMno+tL0IEdp6Vbk8tzE2UxdIA+vtZDiQpRk+SVbYN6iEkijy5tVQiLAHK6zr55dvnCA2lCgfhvdIG/rpnaGHZnwZ1Oj+P/2fsumQEhTKqCOoh6OieV+jNkvGQP3JaxFTG39lE81s/o+oXH6T6Fx/C01wpmXdcOACApeTWqOcwz7oFQanCefW5PUxF/8+JTNDjoPYvX6Hh+f+g8+ALtO95hiu//TRtA22lZCYc8sqlzLiw62wdLx6sChvfebae6ckW5k1P4NsPL+JkdRs2t49Uq4HizDgUArx0qIrLLVKzdHkbPJyVM1I4fLFZUtUN3SuW9y+dPmJi3B8Mcaq6jdpWBya9mgW5iZOuavx8XSdXohjw17U7Ka3tYNa0yPZMg563vpPnD4S39Is3aVlSkEyK1YAvEKSstoOT1W2S1fhOVTy/0z/Oj9xONImDdz3SXPVpHLi6qdAahh3zZMbXUU/tn/+VkKtfIZtd2nnKU3MWb1MlMfM246kpxVG+RzKvTSskfs2Huivxz+6UzJlmrLimOMRQEE9dOWLAiza1AKXOdH0vaJDzOysO4yjdjb+rCdHvRVDrUMemYp65FkPOginRvad1+68jdqXq2P8cutQCjPlLxiEqmWtBFpcyY06n08tLh6qjzv/unXKWFiSxdmYaSwu6c55Cokh5bSc7TtdyoUFaAV2YZiU19ub6Er0WtGolX9gym22najhW2YrXH2R6kpnbSjLJTbEMfYJroNXu4RdvnaWlX6/xV49c5uGVuSwvTBmRa4wF0YRl//nrEZevHb2M2G/FUq1U8NCKXBbnJUn6ti8tSMbm8vHSe6c5Utv3s6zVZPHugRPcdstKDNPnR/S8U+jNWGavx9deh6euXDKnic8YdsyTmfb3/iIVllFoeuPHpD/6XZLv/gqWuRtxXjiAGAxgmD4PY/5SgG6f0X75mkpjLKaCZUOe21lxhJatvyBwVdQKKg3WxfcSt+qxGxZ8oYCPziMvYzv+Zu/5++NtuICjdDeqmGSsC+4kZsEdCMrJ+TUf9Diwl+2JOt918m1ZXE5gJue7TmZSc7K6jZA4+B7hwQvNHLzQTLxJi1Gnpt3hDSvggW4bnUdWTt3OIjeKQavinsXTuWfxyNtViKLI07vOS4QldN8I/G1vBdmJ5klTMGTUDd7hwqgd/kdlTauD6gFm8x+5pZDZWfFcauxi26laKpts6DQqFuYmcltJBl9bl8g3XzhNqbuvCn/rZZFbA36S7/pXml79gURgqq2pJN/9FZR6C23v/lFyLW1aIZr4myc3TRRFSWX3YPiaq6j945eIX/NBjPlLMWTP7T2H+/Ip2vf8JUyoW+ZuQlAO/j7xNl6i4R/fgVCfE4YY8NGx/zkUGj2xSx8Y3ovqR9DVRcOL3w6LKxKBriZad/4WZ+VRUu/9t0m5gh10dkospAYSsIVbzslMHGRxKTPmDLQgGow2h5c2R+S8MZNOxac3FpNg0UWclxld6ttdYeKpB1GEAxeauH9pzhhHdX3MzY7nxQOVEau4lQqBedOHn2s30NB/Rrq1t/vUU9tLe3Mw3b4g20/VUlbbwZfumMM9q6F0a599ziVFFsdffor593yctIf+E29LdbfPpTEWfeZMBIWSzmOvYTu1VXK9mPlbhh3zZEcMDfLZIih6DdEB/B0NNL78PyiNVnTpRQgKFZ7GixELpzSJ2cQuuW/I63ceeVkiLPvTcfglrIvuua6VxJDXRd2z38Q3IH90KNzVJ6l//gnSHv4OCtWNFaWNNSpzPIJKgxjwRZxXx6VFHB9NRDFEwNaKoNKgMlrH/PqDIQYD+DsarhahCSgNFtTWlHGzKpLFpcyYMxJbstmJZj64toDEEbSKkRke7c7Bi0Xao9wUTERMOjWPrsrjz7svSApvBAEeWZnX68E6HC4OSN9YOSOFkCjy4sHKiMU9tW1ODpxvYu2sLKarTlIV6CvIOlvvIOF3n8G66B7MM9ehTczurqK9dJTOo6/ivnxKci6lOR7TjJXDjnkyIwgChuy5UQ2nDTkLCHmdeGpLJeNBZ2dY4U5/VNYUUh/8FgrN0J81nsaKqHMhVxcBWwvq2OHnhze/9dMwYSmotJhnrsU0YyVKo5WAvQ1H2XvYy96DYN+Kn6e2lNYdvyFp0+eGfd3xRKHRY5lzG13HX484b10wtu1NbWd30r7nGQJdTQDoMmeRuOETaJPH9wba39lE18m3sJ3aRshtk8ypzAlY5m6KesMzmsjiUmbMyU22UJgWw/n68NyovBQLa2emsaeskfP1nZI5lUJgXk4Cq4tTyU40yz1+x5mhPCBH0iNyLFiUl0RGvIl95Q20XPW5XDEjhfTr3NofmMaRmxJDY4eLVlv0JgGnr7SxdlYaeQWFVJX25dQ5FSb8HQ20bHuSlm1PotBbuj0XI3xpCEo1KXf9K7ZT27CfeYegqxNNYjbWxfdiyJpzXa9lshC36jHcl0+H9WQXVBriVz2OOiGTlrd+hv3crms6ny5zFin3fO2aV6mUegvhyTs9QQgorqOwx9dag6N8r2RMP202yXd/BZUxFjEYIOhxoEmYhjF3IXGr30/jS9+VdHmyndpG3IqHJ121e/y6DxNwtOO8sL93TFCqSdjwcfTTZo9ZHLazO2l+/UeSMU/NWer++jUyP/xT1Naxzy8P+b20bP8V9tM7gMhpZgF7K+17/oK3JZqN2eghi0uZMUcQBD6+oYgXDlZypKKFYEhEqRBYmJvIA8ty0GtUzJ2egMPjp8vlwxcIoleriDNr0ahkL8uJQnKMnqIMa0SzdpVCYMUkKujpITXWwAPLckfkXAPTigWBIXONeyyPlANWyUSkN1IDVyh6r6HWknz31+g8+hrO8339tAO2FlyXjpJ0x5ewzLrlWl8CIZ8HT8MFBEGBLr1wyJzD8UaXWkD6o9+lbfefcF85DXR3OIpf8wG0Kd2/1+Q7v4x1yf10nXgT+7ldkqIdABRKTIUriJm3GV3mzGHdxJpn34Kn9lzEOWPeEpQDrKKuha4T0o5N6vhMUh/4FggCLe88hf3UdkI+FwqdmZh5txO38hHSHvpPan7/T315iWKIrpNbiV/12LCvP54o1FpS7/s3vE2VuGvPoVDrMOYtRmmIGbMYRDFE+55nIs6FvC46D79E4m2fHvU4fK01dBz4O67qk6BQQCg0pEVZL0N87owGsriUGRd0GhWPry7gviU5dDq9WI1aDAOKJkw6NaYhCi1uRkIhkbM17Zy90g7AzMw4Zk+Lk1QfjxUfWFPIU9tLqeyXe6nXKPnA2sKbPhfWqFPh6ZdffLnFzoz0WKwGDZ2uyHlkPe00q1ukuawG0TXk9bRphSTe9unubd5+wrIPkdbtv8ZUuByFeujfTefRV2nf80xvVxqlwUrC+o9hnrl2yGPHE136DNIf/W9CV/usR3qt2qRskjZ+hoS1H8LTcIGg2wahEAq9GV1K3nWLF8vsDbgqj4f9/FUxySRs+MSwzxcK+LCffUcyFrfiYQS1lobnn5CkAIQ8djoO/B1/VxMpd/0rsUsfoGXbk73zHfuf7bbwSSskdtn7MOYtGnY8o4m3qbLbgzQURJ89F/202b3CXpucM27bz4Gult6t8Ei4a86Oegzepkpqn/lq+I3QAAS1rtu2LBTC11IdtoI/lsjiUmZcMWhVYaJSJjq+QJBfbyuTpAzsP99EQVoMn7qteMxXds16NV+6cw6VTTZqWp2Y9GpmT4sLa+15M5KTbKHN3lfRuq+8kZmZcdy1KJs/7b4Q9vwEi45VRam02jycr+uUzC2/+/3EXk7BfmaHpEpW0OgxzVjZvcqWmg905+dFI+R14r5yBmPu4MLCdnYnrTt+IxkLujppeu2HKI3W3urqicy1CGiF1jCir0VQKEm556s4Lx7GUb4HMeBDnzkLy5xbr6ti299WS8jbd2Oh0JkwFSzHU3Muam6po3Q33qUPYJ65jtZ3ftsnMEQREPHUldHwwn+QfMeXMc9adz0vc0QRxRAt236Frd8KbceBv2PIWUDKvf+GYpy7IgnqwfOthTEolGrd9YdBhaUqJpm45Q9hKlqNQtP9vg96HNjPvEPHgb8DDVGPHS3kb3UZmUnEtlO1YbmoABfqu9h6spY7Fw5utj0aCIJAbkoMuSljt1U1GVg5I4UjFX1C8PTldi41drE4PwmtWsFbJ2qobXOiViqYn5PAXYuy0WuU/G1vhSSDKi9eQ+G0JJj2GPGrHiPk9xLyulCotQgafdi2rRiMbt9yLfMAHQeej3Y0Ta/+L3GrHsM8c+01FbncbAiCAlPBUkwFS2/4XEGP1H9Vk5CFoFLjGlDANRD35dNoF92NQm8m6GiP+JzWXb/HVLRy3FMd7Kd3SIRlD67KY7TvfYaEdR8Zh6j6UBlj0WUUhxWC9XA9hXNBj5NAVxNKU9yQ+bwhnwd39YnoT1Cqyfzw/6HUmfA0XMRVdQJBocCYtwTrorsxzViB8MwdED0beFSQxaWMzCTi4IXo2zMHLjSNi7iUiUxOsoX0OAN17X0rT7/aVsqH182gJDuBkuwE/IEQSoWAQiHg9Qf5294KTlRJzbFvL5QWgSjU2kFXc/RZJdgHdJbpRalCn1E8aNwhvwd/W03U+aCrk5atv6B11++xzFpP7NIHUFkmV6HIZCHsxuGq7+NQgrDH7qj/qudAgs4OvI2X0KXPuMEob4yuE29FnbOd3Er8mg/22umEfB48dWUgCOjSZ1zT6vRIkLjhk9T97f+F/Ty1qQXEzLt2y6+Q30vrzt9hP7PjqsWSgDF/CYmbPovKGBv5IDHcHq0/Sr0ZhVpH4yvfw9HPdL7t3aeJWXAnCRs+gTomGRrDO+KNJuMuLgVBUAOfAeYC84BiQA18XBTF3w7zXNnAYD/B50RRfPj6IpWRGX9sruh3n3aXD1EUb+oqeofHz5UWB05v98/JqFWTlWga0iR9NBAEgc3zp/HUjj7Ta7cvyC+3niMr0cTSgmTSYg14/SHK6jo4eKEJt09a/Z0Uo2dVzvCq1U1Fq+g88jK+5vCPwtjF9w6ZT+goj5SvGY7oc9N1/HXsZe+Rev83hhStMsNn4O/K11xF0OPAVLCU9vf+FPkgQcCQt5iAvQ3RH92ZYKIwmBl6yOsk5HOj1JnoPPY67bv/RMjXLfAUWiPxaz9EzLzbRz1GbUoumR/6PzqPvIz7yhkElRbTjBXEzL+jdxv6Wmh+4ycD2o12G//7OxvJ/NCPI940KLQGtKkFkur//hhzFtK+/zmJsOyh69hraJKyEcZIhPdn3MUlYAR+cvXfTUAjcKNtJU4BL0cYH/3MWxmZYeD1B9lb3siZy22EQiKF6VbWzEyLWsiUHmegps0ZcS4pRo8/GLrpKupFUaSq2c6esgZOVLYSGGAiqVIKzM9JZHVRKlmJpjEV3yXZCdw+L5O3TkhXAi+3OLjcMnjLSaNW1Z1HqxxeJxKFSkP6w9+hddcfcJTuRgz6UZrisC6+F+uiewY91nZ2J81v/HhY1wu5bdQ/+03SH/mvcV8Fm2qo49JRmRN6Wz2KAR/2M+9gXXQ31kX3dJu2DyBu5aOoLYm0Ralw7kFpjO2toB9P1HFpBF2dEeeURisKrQF72R5at/9KMhfyOmnZ+guUhhhMhctHP87Y1BuqCu+2lIrcztLXUo3jwkHMRasizsev+QD1z/172CqmoNJiXXo/dc98Nep1bcfDUw7GgokgLl3AZuCkKIoNgiA8AXzrBs95UhTFJ240MJmbD1EU8QdDKBUKlKNcfe32Bfi/N85Q208sVjbbOXihmX++cw6xpvCtz1tmp/PHdyPfwTZ1ufnqnw+xOD+Jexdno9NMhD/v0cXlDfDHd89zria6JUcgKHL4YjOHLzYza1ocH1xbgH4Mfzab509DpVTw2tHL13xMnEnLpzfO7PYKvY5UKaUhhuQtXyRx42cIeV0oDZYh+1p7GitofvP/Bn2OOjEL4/T52M/t6m7PdxUx4KXhxW8z7WO/HFObmKmOoFBimbtRYoXTvv85jIXLib/lo2iTc+k6+RaBrmbUsanEzL8D04wV+NrrIgrP/sSv+/C451sCWBfeRWOUfMaY+XcgCAo6D74Q9fiOQy+Oibi8UTx1ZYPP15ZGFZeG7LmkPfRtGl78tmQ1Omnz51GZ4yV/iwPxR+g4NRaM+7ePKIo+IHrShYzMKOP1BzlS0cz+803UtTsJXl35MmpVzJoWx+riVLISh+9PNxTbT9VKhGUPHU4vLx+u4sO3hK8CLcpLosvl441jVyK2KvQHQ+wrb6Sp08Xnt8xGMYW3yO1uPz998wwNHUPb9PRw9ko7P3n9DJ/fPGvEtsrFqx5y0VZEBUFg49xMpieZ2XG6jtLa6ELYqFWxrDCZDXMyRsSGS6HSXHPbv479z0lN2ZUqTDNWEfK5ERRKjHmLMRWtQqHSEL/mA7Tv67a26SHo6qLz2OuTzktxomMp2Uj7vmd7fzcht426Z75G8pYvYpq5VlLxLYoizspjNL/xE2l1sUKJoDEgep1XrYgexJi3eKxfSkRMM1YSt+ox2vf+TbIyZ55zK7HLHkQURbxN0dteehsvjWg8Ia8Ld805QESXMROl7trSUnytV3BVn0JQKjHmLg7LQxaG2D4fyk3AkF2CLrWg178VQFCoEFRalMbYqJ6X3R2h5GrxkSJNEIRPAvFAG3BAFMXTQxwjc5MRCIZ48/gV3ittkPgR9uD0Bjh0sZlDF5uZlmDigWU55CTfeOvKHo5XtkadO1ndRjDUvYI6kA1zMlhemMKhi028eDByinFFo43yuk6KM6IkiU9y/MEQv9leGlFYxpm0ZF+9GahqttMxoE1lXbuT32wv4/NbZkX8+V4rDR1OXj92hdKaDkREZmbGsWX+NNKidPQpSLNSkGalpcvNgQtN1LY5cfkCqBQCFr2GWdPimDc9AbXq+mO6XgK2VpwXD0nGkjb9E5bZ63HXltK+5y80v/ETmt/6GaaCpcStfj/xq9+P6PdKVshsp7YSt/yh6+qfLRMZ1dWUhv6rd4GuJur++v/QJudebf8YS8DeiqPsPXytV8LOEb/6/cQufWAswx4WcSsewTLnVpwVRxBDAQzZc9HE92XHKQ0Wgq7wjm49cyNF59HXaNv9x97VQUGtI27VY8QuvjfqMWIwQPNbP5UU0bUIvyJu5aPEregr8TDmLETQ6KNaCplmRF617I/amiIRl47yPVdzPzdHNXqPmb8Fnh9W+cqIMFU/AW69+l8vgiC8C3xQFMXwv7wICIIQ2UQM5KSiKYDHF+CpHWURW1BG4kqrg5++cYbH1xSwMDdxRGLwRhC0PQRDIoGgiDKKzjBoVUOapl+s75qy4nJvWQNVzVKj8Yx4I3ctymZGurV3xTYUEimr6+DVI9WSqu1LTTb2lzexqnj4fZ4BGjpc/PDV05KbklPVbZyv6+TLd80hNTb6akdijJ67FmVf13VHi65TWyWrRprEbMyzbsF95Sx1z369b0UzFMBRvhfX5dNkfvDHxK18lK5TW3u/MIOOdpwVhyfFNuVkIn71+/F31OM8v18y7m26hLdp8JU78+wNWJfcP5rhjQgqc0LU4hzzrFvoPPxSxDnL7PUjcn1H+V5ad/xaMib6PbTt/B0qY2zU5gHt+58Ld2cQQ7Tv+Qua+ExMM1YA3SuTSRs/S9PrPwzrmBO77H1ok7KHjNE0cy2209v6Yr5wAH9nI7FLH8TfXh/W1tS6+F7Mszcg+n8+5LlHmrG/RR5dXMC3gQVA7NX/1gC7gLXAO4IgXF+jYJkpQzAU4qkd5VGFpSqKaAuERP707nnO1UT2jRsu05Ojb7WnxxmGNCJXR1OePfPjsAI2FoREkfdKpds8Bakx/POdc5iRZuXslXb+treCv+2t4FxNO0XpsXz5rhJyU6QrHLtLG3q3tIfLm8cvR1zt9viDvHn8mu5fJxQDPfwsczciCAJtu/8YsX95yG2j4+DzKLQGzEWrJXPuKO0PZa4fQaEk5a6vYCm5bVjHWRfdQ9Lmz096B4m4FY+gTSsMG9dlFBO77H0jco2OQy8OMvePiONiKEjX8TeiHtd57DXJY/PMtWR84IeYZ92CNjUfY/5SUh/8FvFrPnBNMeqnzUYdn9E3EArS+NJ3CfncJN/5ZTI//FPi132Y+Fs+yrRP/oaEWz5KwNaCvzO6hd1oMSIrl4IgVAPDMdh7RhTFx0fi2v0RRbEZ+PcBw+8JgnAbsBdYAnwMGDxrvftcCyKNX13RnH+DocqMI9tOhhuRG7QqVhelsqwwmXizjmAoRGltJ3tKGyQ5ciER/rDzPN9630LM+hvLibutJJNzNR29OZ792TRv2pDHz54Wh1IhRDweoCQ7/obim6hcqO+ixdaX1K5UCHxgbQEAP3/7LBf63TTsK29kRrqVT95azAfXFPDE34/S8+Nq7HRR0WgjP3X4BShnr0TPmxxsbqISdEtXgXVphYS8rkGLEHo6xOjSCrGd2to7HhpwromMv7MRd805FGothunzr6uLzlghKFUk3f55TDNW0nn0NVyXjgIR/vYFBcb8pVgX3ol+2uwxj3M0UGgNZDz2P9jL9uC6dAQQMOYtwjRj5EzgvRGsu3rwNVdFtHkLeZ2E3Laox/k76sPGdKkF6O745+uKURAErAvvomXrL3vHvE2XqPnD54ld+iDmmWuJvbpKHXR10XHwBToO/WNc2kCO1Lb4JWA4hlrhP/FRRBTFgCAIv6VbXK7mGsSlzNTEHwixu1T69stMMPGZjTMx69XYXD7O1bSjU6uYmRHL7GlxHL7YzJ/fu9C7k+HxB9l/vpGNc2/MMSs7ycynbivmhQOVNHV1byvGGrXcuTCLedOHNqU26zXcszg7Yt7lLbPTSY+S+zfZGWgyPjc7HqtRy6tHqiXCsofyuk62naphy4IsZmfFc6q6TXKu6xGXk3whKIywlS1RHPpFXq0+F8NMnif+D0cMBWnZ+ktsp7bRI9AEtY7EWz+JZc6tgx88zhimz8cwfT7+zkYcZXvw25oRfR4EjR61NQVz0eopaWovKNVYZt2CZdYto3J+lcHaa/k0EKUhJuLqr0JjQKE1EvJGtodTWUYmhao/lpKNOCsOX7256CZga6Fl2y9p3flbNPGZiKEgvraaiLsOY8WIiEtRFEcm6WF06TGLm5rfuDLXxImqVhyevvZ3OrWST99WjEGr5Ll9FewrbyJ0VUXGm7U8vrqAxflJNNvcvN3Pq3BveSO3zskYMu9xKIoyYvnGA/NptnkIhUSSYvTDskBaNyud5BgDu0vraepyE2fUsmJGCvNzpt6XSw+dAwp05mR1r9AO1r3o4IVmtizIomSAuBx4rmtlZmZcmMjtYda0uOs653ii0EtTBty1pejSCtFPmyMpIOiPMX8JAJ5a6ermSBZYjBbte/8qWW2F7vy65jf/D7U1Ff20WeMU2bWjtqYQu+zB8Q5jymCevV7ifjBwLhKCUoVlzq1RbZ9i5m0eqfD6rqlQknL3V6l//j/w1Eitu8WAb8gc3LFiaiZlRaan0Wt0TwOZKc9AAbKsMBmLQcNLh6rZU9bYKywB2uxentx6jhabm3Uz0yQ5jh0Ob8Qe39eDIAgkx+hJjTVcl7dmcWYsn944kyfet5DPb5nNgtzESZ9jNRj+gHSlzKBVIYoiNnf0rR+b2weAUSe9n/YFBm+tFo0t86eh04TnxOo0SrbMHzqlYaIxcPvUdvJtRFEkft2HEFThfqtKcwKxS+4n6LaHGUNP9K1YMeCn69jrUec7j74yhtHITBRilz0Y8b2ryyiWVH0PJG71+zHkhGfRxSy4E/MorbIqNHrSH/o2lnm39+4gDMo4fB9MympxQRBigFSgSxTFhn7jS4ATV70z+z//FuBLVx/+5Uav39Tl5it/PojHF0CtUhJj0FCSFc+KohQSzGPfZknm2hloXbMkPwmXN8C+8shGs75AiPdKG7h/aQ6zp8VxvN9qVWOni6IpWo09kRko6tocXgRBIC3WQH0Uz8u02O5culabNHvnes3UU2IN/MudJbx5/ApnrxZ4zcqMY/P8aaTETty8vWhY5txK+96/wtXe1f72OrqOv4F1wR1kvP8HtO9/Fnf1KQSlCmPBMuKWP4zSFEfL2z+/2iO5G5UlMeIX7UQi4GiPuo0JRLTykRkeoigS8roIeZ0IShVKnRlBNf6G7YOhUOtIe/g7OC8cwFlxBBAx5C7CVLBsUGsthVpL6oNP4Kk5i6v6ZPffSP6ya6r+vhEElZqkjZ8lbtlDdJ3aiu3k22Fel6qYZGLmb0a7+2/QErn5xmgxIcSlIAhfo8/iZ+7V/39YEISVV/+9d0Cf8XuBPwB/BD7Ub/x7wMyrtkO1V8fmAD23D98URVHq5XAdeP1BXN5A77+bu9xsP13LjtO1zMyM5d4l00m2Tr4vmJsBtz8geZxo0VPf4YxoSN5DTWt3m77EGL30XL7xy2e5mUm2GuByX8X+kYvNrJyRwvo56fx598WIx6yf011hebiiWXquAb/T4ZASa+Aj66eGM5nKFIupcDmOsvd6x1p3/AYx4MO68E5S7/03yfNDXhct254M21q2zLsdQTGx248q9WZQqHqF9EBUpsmX1jBRCDg7sZ3ehu3UNgL9O8MICgzT5xEzbzOG3IUT9j0iKJSYZqzENGPl0E/uf5wgoJ82e1xW7VWWBOJXPUbciocJdDUTdNtAUKDUW1DFJHXvYin+PvZxjfkVI7OJbsug/iy/+l8P1+IC+me6heci4HZATXe/8r8DPxdFMXJjzxFCBM7WdHCpycYnbi2+rkKBqUZTpwu7x0+K1YDD4+diQxdOjx+R7u3M3GQLGfGmMYtHrVQQCPaJQrcvgEk7+B11T1W42yf9MhrKCkhmdFiSl8T2U7W9jy812bjUaGNxXhKdTh9vn6jpvVlQKxVsWTCNhbmJXKjvDOvnvSQ/aUxjn8jELn8I58WDfSuRYoi2Xb+n8/BLmGevR5dagBgK4L5yBvu5d8PMoJXm+FHJMRtpuu2TVoV5AvYwXLsfGQj5PbTu/B22U9sji3YxhKvyGK7KY6gsSSRs+DimgmVjH+gURlAoUcemXu3IM/5MCHEpiuLaYT7/aeDpCOO/A343IkHdAG5fkCe3nuOLd8xhWsLYCaeJRFOni7+8dzHM6DoS2UlmVhWlMD8ncdQFW4xBi9vXt3V69ko7K4tSyUkyUxkl1trWwOkAAEVoSURBVMV5SYREMczfMsZwbW31ZEaWlFgDBakxXGjoqwz/w85yPrd5FhvnZrJyRgoXGroQ6O6KY9CqaOhw8vSu85LzFGVYw1ajJyK16sg5nBn+kd2+1SZmkXzXv9L40nclhupBZ8egvZ2hW7ClPfgESt3k+LxL2PAJfG01eBsrJOOWeZsxFa8dn6AmKUG3nfrnn8Bbf37oJwMBWzON//gv4m/56KCdb2QmNxNCXE42LHoN/3bfPBJj9Hh8Ac5cbmd3ab2kA4gvEOKp7WV888H5aFQTcwtgtHD7AvzszbN0unxDPxmobrZT3Wxn+6laPnlbMYmW0fvCL8mOp/Fk3+9pd2kDK2ak8OjqfH765hlsLmlRyKqiVGZNi+PslXba7H2VxSqlQHHmteVbXm6xs/VkDRWNNjQqBfOmJ7BxbuaI9I6+WVk3O10iLjtdPr730klWFqWwsii118qpsdPFm8cvs7e8kUBQ6gm4blb6mMY8GTAVLCP1vq/T+Or3Ef3XVkmvNMWR9uATaJOmj3J0I4dSbybj/f+L8+JB3FfOIKg0mGasRBfBqFsmOqGAj4YXvx1VWCrN8Yg+T8Qc17adv0OpNcorxVMU4Xo7VNysCIJwbObskvl/fmUHjZ0uTDo1KVYDoiiy9WQNrx+TriY8vjqfpQXJ4xTt+PDu2XpeOHh9RfkmnZov3jGblFHKWW13ePjWc0cl3bdun5fJlgVZOD1+DlxoorrZjl6jYmFeIgWpMXS5fPzotdO0O/q+bBfnJ/GBNQVDXu9CfSe/ePtcmNF5coyeL99VgkEr399dD6Io8uLBSt491xBxXn+16CdaXuwts9K4b2nOqMU3Foz0ymV//J2NdB5+CdvZnVF7ISuNViwlm7AuugulfuLbD8mMPG17nqFj398kY0pzPNZF92CZvaE7vxXwNFyk6/gb2M+8g8T4Xaki6+O/Rm29ub4jx5rlWx7i5Nmy49Gaw4wG8jfbddDh9PL1vx7uFQxZiSYeX13ApnnTaLF5OHSxr2hgT1nDTScuq5qidywAmJ0VR4rVwOVmu2T1CcDh8fPk1nN89Z55oyK84kw6Zk+L43S/gpC3TtTQ5vBy+9xMNszpa60VDIU4UdXKPw5V0emUrsKuLho6r6VHAEXqoNPU5ea90vpr6sQjE44gCNy3JAevP8SBCP6WgxVbrZiRwj1LJs8q23igtqaQeNuniV/zQexl7+GpK+/uvKNQoDTEoM8qwVSwdMS6o8hMPkIBX1jrQ11GMakPfAulzoivvQ5nxWEUGj2G6fNJ3vJFzDPX0vDCf/bl9QYDdJ18i4S1HxqVGAOOdvwdDajMCbKAHWNkcXkd2N1+iWC43OLgp2+e4ev3z2fT3EyJuLzc4qCu3Tllu6VEomOI7fC1M9MoTLMC0Nzl5pXD1Zy63Gds3Wb3suN0LXctyh6V+O5dPJ2KRltvxT/A4YvNHL7YTF6KhRSrAa8/yPn6zojeiStmpJCdFL0veA8dTq8kVWIgpy+3y+LyBlAoBB5dlUdanIG3T9Tg9Eau/u3BpFNz+7xMVhenTmkf0JFEoTUQM3cTMXM3jXcoMhMMZ/k+SetDhdZA6v3fQFCpaXz1BzhKd/ebM5J0+z9hmrGS+LUfonXHb3rnbKe2EbfyURSqkcthD3ldNG/9Rbf7wdVtKv30eSRv/gIq89RtMDGRkMtdRwi728/BC00kxujJS5FuEdW3R/dUm2qERJF2R/ROoHqNkm0na/jZm2fYcboWs17NxzbMCKva3X++aVB7oBshMUbPJ28tQqsOz4WtaLSxt7yRI5daIgrLWdPieN/ya9tOjdLyu9+8nJJyowiCwLpZ6XznkcV8YE0BOUlmSfNBQYDcZAsfXFvAtx9ZxJqZabKwlJEZAWxn35E8Ns+5FaXeQtvO30mEJXT34G585ft4myqxlNyGQtu32BJy2yStDEeCxpf/pzuGfp+x7qoT1D/37+PSZ/tmRF65HEGqr1YbJ1sNVDT23dG5fIOvqEwlLtR3hW0h9yDQvV15/mr/5/P1Xew/38QXt8zmfctzOX25rXc70+Hxc7KqlUV5o2MVk5sSwxe3zOapHWWSXMrBWFWUygPLcq65i068SUtSjJ7mrsg5a7IB+8ihVilYnJ/E4vwkgqEQLm/3+8igVaJUjM09dCgkcqKqlVPVbQRCIQrSrCzNT0J3nUbtMjITGX97neSxeeY6gh4nttPbIx8ghug89hrJm7+AqXAFttPbop7rRvA0XMRVdTzinK/1Cs6Lh4btYykzfORPvRGkJ0fQ65fme91Mfohnr7RJHseZtCRa9Hj8gTCPQejeFn/t6GUeW53PkvwkSYHG68cus/VkDTqNikW5iayYkYJqBH+WmQkmvvnAAo5XtbCntJHqlnArIq1ayeK8RFYWpQ47tUEQBO5elM1vd5QxcI3SatCwbmbaDUQvEw2lQoFZP7Z/c4FgiN9sL6O0tq9DxunL7ew+V88X75gj21bJTDlCXmnKjzomiUBno6Rj00B6uh+pYqSLBsFBOiYNF2/D4J1oPPXnZXE5BsjicgRZmJtIIBjifF2nZNyiv3m+WAZa+WyeP42lBcl889kjUY85eqmFR1blUZQRKxGX/a1/qpvtnLnSzqc3Fo/oSpRapWBJfjJL8pOpb3dS2+bE7QugUiqw6NXkpcZcd4tA6LY++vTGmbx5/ArVLXaUCoG50xO4e2EWFllwTBneK22QCMseWmwe/nGoig+vky1uZKYWgloL/URh0G1HaYqle48qcspPT/ejoFta9KlQj1zb5P5b7tczDxD0OHCU7sbf2YTamoKpeLXEw1UM+nGU78N95TSCUo2xcAX6abPllJt+yOLyOlBEeAOtnZlGfmoMxypbsXv6BJZOrQzLwZzKBELSPMmevEbPIKkB/mCIYEiMmAPZn/K6To5UtIxa9X1anJG0USi8Ks6MpTgzlkAwhEIQUFzjtrrM5GFgW8n+nKxqxbcq76bzu5WZOgTddsRQAKXB2iugVOYEgo4+1w3nhQPELn0AQ+5CXJciLyZYSm5DDAVxXjwkGR/JIhtj3mIEjT6KhZaAqXj1oMe7r5yh4cXvSLw523b/kdQHvok+c1a3afyz38DbdKl3vuv4G5hnriNpyxcnbGvLsebm2a8dQVJiDWyYnU5hWgwLchL4zMaZ3L90Ol0uHy8dqpI8d/FNlnM1cJWvsaN762Sw6uqMeCNqpYKGjuiV1T2cqGq9sQDHEZVSIQvLKcpglerBkIhH7kMvMwnxNFyk9i9fper/HqH6Z++n5vf/hLOiWzgO3FruOv4GYtBP0qbPoY7PDDuXdekDGHIW4qw4TKCrzz5MUGkw5i8esZgVWgNJt38eIoi8+HUfRhMbPR0p5HPT8I//DjN9D3mdNPzjvwj5uttc9heWPdjP7cJ2ZseNv4Apws2jekYQQUDikxcMiZyqbuOFg5V0DbDhWXUNfohTiYx4I4cu9j0+eLGJjfMyua0kk/K6TiIVSG+a2/1BdDCCX+FARquCXGZq0u7wcOhCMzVtDlzeAEpFd7pDcWYsc6cnjFg+9LQEEx1RCsNiTVpM+uv3gxxNs3QZmWj4Wq9Q99f/h+jvc//wtVTT8MJ/kvrgt7DM2UD7nr/05lgGbC20bPsViZs+y7QP/xTH+b24a8tQaPSYi1ajTcnF39lEy7YnJdcxFa0ecRN+c9EqNAmZdB1/E397LSpzIpa5m9BnFA16nKN8HyFP5DbAIbcde9nusEr4/thPbyemZOMNxT5VkMXldVDf7uSp7WUkxuhw+4KU1nTQ4Qz/Ylk7M5XU2NHpNDNRWZSXxCtHqntb7bXZvRytaGFxfhIfW1/Eiwcre6uzLQYNdy3MYu70BEprOyIW/AwkPyVmVOOXmRpUNtnYcbqWM1faI97QHLnUwosHq1hemMz62ekYb7AV5/rZ6Zy53BbRfmrDnPSIqTQyMhOZjgPPS4RlHyLte/5C5od+gql4DfZ+1eG2U1vxdzUTt+JhTMVrMc9cB3QX/3Qdf5O2PX+ReGMCxMzfMirxaxOzSdr4mWEdE7C3DDrvb68b1Moo4OjLuw75vYQ89u5UAuXNJ7Vuvlc8AogiEtPvSJRkxXPvksndXu56MOnUzM9J5HA/I/m/7a3AqFNRkh3P7Glx1Hc4CYmQHmdAqVBQ2WTj6V2Re9P2x2JQs/ImWwmWGT67ztbxj4NVUUoK+nB4/Gw7VcvRSy18euPMG7oRzEm28NH1M/j7/r7dC61KwW1zM6+pm5OMzETDdflU1DlvYwUhr4v41R/AXX2SgK1PlLmrT1BXfQJ1bBqaxGxEvwd3XVnEHMiYhXejS80flfivB3Vc+qDz2pQ8FIYYQq6uiPOaxCxCXhetu36P/exOxIAPhc5MzPzNxK145KYSmTfPKx1DVhencv/Sa/dDnGrcMiuNIxXNvStG/mCIJ7eWUpwRy8qiFHKTLSgUAufru9hX3sip6nChvqY4lZPVbb1f1MUZsTy4LAfzDWwvykx9tp+q5ZUj1cM6pt3h5Sevn+bLd5WQFKO/7muXZCcwa1oc1c12AiGRrATTTZVvLTO1EAbrmCMoQKFEZYol9cEnqH/26wSdnZKn+Dvq8XfURz2FqXgNCbd8ZISiHRlM+ctoMycQsIfn9qssiZgKluHvaKT9vT9FPN664E7qn38CT21p71jIY6dj/3MEHO0kb/7CqMU+0ZA/+UYItVLBwtxEVhenkplgGvqASYw/0N1z+0RVKx1OL/5ACJ1GSVKMniX5yRSkxfDQ8lye3SdNei6t7Yho1zKQLQumcfu8ady3NIcOpxedWonpBrctZaY+52raIwrL9DgDywpSSI0z4AuEOF/XwaGLzZL+405vgCe3nuP/3Tfvhqq6lQoFuXLqxqQn6HEAAkrdzdO2dyCmwuV0HvpHxDlDzgIUai0A2sQsMt7/Qxpf+u+IhS5hCApilz5A3OrHEYSJVVMsqNSkPvgEDS9+W1J0pLKmkHr/NxGUamKX3k/Q1UXXsddA7K4BUGgMJGz4OGLQLxGW/bGf3k7s0gfQDLE6ej0EXV04yvcRdHWiScrBmLdo3KvWBVFuQTcsBEE4ljtj1vyv/fzveHxB1EoFFoOG4ozYXhP1qYrbF2D7qVr2n2/E4YleHZsUo2fdzDT8wRAvHRp6e7I/m+ZmsmXBNNkvTGbY/OCVk5K8Xa1ayQfW5DMnKx5BEAiFRASh29ze6w/ywoFKDgwoIntkZR4rZqSMdei9yMU744ur+iRtu/+It6G7KlGXOYuEdR9Gl3bz+ZQG3TZq//wV/O21knGF3kzGY99HkyCtCBfFEO7qU3QdfwNnxeFe4dWD0mjFUrIRy9xNqC2Jox7/jSCGgrgqj+HvbERtTcGQsyBMrAXsbbhrzyEo1Riy56LQ6Gl55ym6jrwS9byJmz5HzNxNIxqro3wvTa//SGJer0mYRuqDT6C+ala/fMtDnDxbdlwUxQUjevFBmNpqaJTQqZWsKb65uqu0Ozw8ubX0muyCmrvcPLf/EnOy4vjErUW8daKGK62DF+ukxhrYPH8a86aPnN+ZzM3D5RZ7WEHYx9bPoCgjlnM17bx9ooaqZjsalYIFOYncuTCLR1fl4fUHOd7P3mpPWQPLC5Plm5ubEPeVM9T//VsQ6lvR9tScpe6v/0bGB/4XbdL0QY6eeij1FjLe/wM6j7yM88IBxGAAw/R5WBffh9oa7jUsCAoM0+dhmD6PgLMDX3N1t6WPQoXKaEWbkougnBw7UIJCiTFvcHsklTkec5HUM3Oo1zdoqsF14O9ooPHVH0jes9Bd6d/06vfJeP//juj1hoMsLmWGxOby8X9vnJF0zLkWTl9uJxAU+fJdJdS2OdhT1sDFhi4cngCiKGLUqclJtrBqRgq5KRb5C13mutlX3ih5XJwRS1FGLCeqWvn9O+W9q+e+QIgDF5q42NDFv95dwj2LszlR1do7X9vm5HKLY1BfVpkbJ+i2EXR1gSii0JlQGmPH/e+/7b2/hH1JA4gBLx37nyPlnq+NQ1Tji1JvJn71+4lf/f5hHacyxqKaHjtKUU1cTIUr6Dz4QsQ5QanGmLtwRK/XdWprxPcsgKeuHG9TJdrk8SkslsWlzKCIosgfdp0PE5Z6jZKlBcmUZMVj1Klod3g5XNHCicpWQv1SLUprO3j92GXuXpRNVqL8hS0zNMGQyLmadi412nB4/AgCmLTdrTiLM2IjGtFfapTam6yYkUxIFHn5cOS0jFa7hz1ljWyal0lRRqwkF/hSY5csLkeBkM+NvXQ3XcffxNdcKZlTWZKwzN2EpeRWVMaxFyXduXLnos67qqNXTsvI9KBLzSdm/ha6jr8RNhd/y0dG3M+zf15oJPydjbK4lJmYXGqycbFBartQkhXP42vy0WtU+AJB3L4gSTEGZmbGcceCafxme5lk+3z3uXpunZMx5XNSZW4Mh8fPnrIG9pU10jmgGQHAjjN1xJm0rCxKYeWMVMn7yemVes9lJ1lo7nIPutpeWtvBpnmZTE8yS8TlYN12ZIaPKIp0HX2V9r3PEPJGTqsJ2Jppf+9PtO/9KzHzbifhlo+M7Rbq1ernaKtAN5OFjMyNkXDrp9CmFWI7uZWAvRVNfAYxC+/CmDPy6Y5q6+D54erY8bNBk/9iZAZlT2mD5PH0JDMfWV+I1x/ir3sucqSiBX8whEmnYu3MNG4ryeSfbp/Ff714vPdL2hcIcfhiM2tn3Vx5qjLXzuUWO7/aVordHd2gGLptg149cpn3Shv49G0zSY/vqeaVrmaKoshQm6w98yG5qHHUEMUQLduexHbirWs7IBSg69hr+Fouk3r/N1Box6YJhaBQYsxfgvP8/ojzpsLlYxKHzORHEAQss27BMuuWUb+WpWQjHYdfgmD4DbEuo3hc84Qnlg+AzITC4fFzcoAH5ZYFWYDAL94+y/7zTb3tGB2eAK8fu8LzByqxGDRhQnLvgJw4GZkeqpvt/N8bZ4YUlv3pdPr48eunqW3rLuIx6aT3yZVNdhJj9CRadFHPMWtaHABVzdJ2bzfaredGqFVPC/tvMtO2+09RhaUqJrnbtDqCZYr7ymkaX/keYpSVxNEgfs0HUUTYtlRZkohd/tCYxSEjc62orSmk3PUVBLX0c06TmE3KXV8Zp6i6kVcuZaJS2+Yk2K+fXbxJS0FaDKeq26K2atxb3sCtJeksL0zhjWN9tiqNnS68/iBa9fh6b8lMLLpcPn61rRRfQGpbolEpmJ+TwPQkC6IoUtlk40RVm6S3vMcf5Mmtpfy/++aRlxJDY2dfB5C95Q3Mz0ng/qU5/GZ7aVhbxhSrgZVFKbTY3JTXdUrmClJln8qRwF1zLqy4QVBrsS68u9uO5qpNStDjwH7mHToOvUjQ0d77XFflMbqOv4l14Z1jEq8mLp3MD/2EjoMv4Ko6jiAIGPOXYl1y37jkgcrIXAumwuXos+bgOL+PoLMLTVI2CpUWd10pWl82moTxuUGVxaVMVFwD8tgy4k0oBIEL9ZFbX0F3a8yKBhuL85OwGDTY+uXOOb1+WVzKSNhxuhaHR/o+W1OcypYFWZKcypVFqdy/1M8rR6rZf74vib3L5WPnmTpWFqVIVscv1Hdx+nIbc7Li+fzm2bx9sobKJhs6tZIFuYlsnJuJVq3kj+9ekFw7K9E05ZsgjBWdR1+VPFYarKQ/+l00CZkEHO3dla7BAPqsOVgX3Y151jrqn/2mxIi769irxCzYMmZm2+qYpGH3o5aRGW+UOhMxJRvxNFbQ9Mr38Hf0pbMZchZAKDTI0aODLC5lojLQGiR49Q2qUg6ezaZSdn8RBIPSN7RCthqS6YfXH+TgABPz9bPTuXfJdDocXl4/dpnS2g4EurewN8zJ4JGVeSgVAnvK+oTkgfNNbJ4/jZxkC5VNfVXjf9h5nodW5LI4P4nP3T5Lch2Hx8/TO89z9kq7ZHyV3Ad8RAjY23BeOCAZS9ryBTQJmXQcfIG29/4sKZ4xz95A0qbPkXLvv3H5N5+EUHcOmb+jAXf1SQzT549Z7KIo4mu9QsDWguj3otDqUcemDVk8ISMzngTdduqf+yYhtzTNx1V5DH+XLcpRo4csLmWiMrCPd2WzHX8wxNzseHadjdwzVqNSUJRhpaHDKam6FQQwaieHga7M2HC8skXSgtGkU3HHgixabR5++NopSQ7mrrP1nKhq5ct3lXDP4ukcqWjB4+8+1n41N/iOBdP42VtnJT3t//LeRd4+UcOSgiTSYo34AkHK6zo5Xtkq2WKHbiP/BbkTu3PIZMFe9p6kQ4s6PhNDzkIcFw7S9u7T4c8/swOVJZH4VY9hmrECR+nu3jnb2Z1jIi5DXhf2c7voOvEmvpbLYfO6jJnEzN+MqXD5pDEDl7l5sJ95J0xY9hDyOsc4GllcygzCtAQTeo2yVwC4vAFOVLayKC+RpQVJHLzQHHbMfUumo9eoePWI9MM5N9mCWiXXj8n0MTDXcWlBMmqVgtePXY5Y3NPp9PHW8Ss8uiqfxflJvNfPyeB8XSePrc7nwWW5/H2/tL9xq90jyf+NhMWg4dO3FaNWTrz3aLSinoncKrL/thyAuXgNgiDQdezVKEdA1/E3iFvxMObitRJxOfBco4G97D1a3v7FoF/CntpzeGrP0WZJJPmuf0WfUTzqccnIXCvelurxDkHCxPsklZkwaFTdRun9ee3YZRyeAI+uyuexVXlMTzITZ9IyMzOWz90+i5VFqVxusbP/vLQ6fHWxvN0oI2VgrmV+agyiKHJqgENBf3rcC/JSpEU3PedaXZzKoyvziOCzHpWkGD3/fMcc4szRK8tlhofoc0seq8zdbV397ZF3PABCbhshjwOVRdoCduC5RprOI6/Q9Mr3r3l1J2Brof5vX8d58dCoxiUjMxyURut4hyBBXrmUGZSVRamSLfAOh5efvH6ax9fks6wwhWWFfXlIoZDI8coW/ra3QlJlbtarmZMVP6Zxy4w8wVCI/eVNHK5oxuUNkJVo4pbZ6WTEX18BzMAKboUgINKX2xuJQDBy3m9/r8rlM1KYlmhi55k6jle2Ehh4oavEmbSsmJHCmuJUdJqp91EoiiL+tlr8tmZEn6c7d9CaOibGyoJaK3kcdHUCoLIkELC3RjgCBI0ehdZIsEnavWegzcpIYi/bQ+s7T0UIRoEurRClIYaArUVSZATdHX0aX/ke6Y9+F11a4ajFJyNzrVhmrR+09SRcu9XbSDD1PlFlotLY6eJ8fScOtx8RMGhUTE82k51ojtrXNzlGz4oZKZLezU1dbn746mmyEk2UZMdj0qppc3g5eqk5YkeUuxdl9xb5yExOQiGRp7aXcbamr5NNU5ebY5WtfPK2Yoozhm/VMrBjU02bg6KMWPJTrZyv74x4zIx0KwBXBlhhDTxXRryJD6wt5N4lORyuaKa2zYHbG0CpVGDWqSnOjGVWZlzEVpKTnb42i2/ga64Km9elzyBm3haMM1agUGlGJQbVVZuhHhzn9xG79AEsc2/HU1ce8RjL7A0IShWO8/uk57KMTh5syOui5e2fSwcVKqyL78E6/w7JCqqv9Qodh1/Cfnp775gY8NH81s/I/MjPxr0vuoyMr/UyCr05LO9SoTOjtqpgwE3baCOLyylOKCRy6nIbe0obuNAQ2UIoPc7AyqJUFuclRbQKenBZDm12T1iO3OUWR1S/yx5uLckI21qXGXncvgDbT9VyvKoVnz9IbkoMt5VkjJitzomqVomw7CEYEnlubwXfet/CYQu16UlmyRb4gfNNbJiTwZYF06ho7JKsfkP3auWmedMIhkQODKgyj9YL3KxXs352+rDimsw4zu+n+a2fEfJETuwH8NSV46krR/nuH0i+818wZM0Z8TjMM1bRvvtPvY+9DRdx15ZhnnUL3oaLdB1/XfJ8ffZc4td8kKCrC/u5XdJzFa8Z8fgA7KXvSrfCFUrSHvwWhunzCNhb6Tj4AgFbC+r4TMwz15K8+QvoUvJp2fbL3kN8LdV4as6hnzYrwhUGRwwG6Dr+BrbT2wk6O9AkZmFddC/GvEUj8fJGHDEYwH3lDCGvE21KPmqr/Lk+GL62WrpOvIW/rQaVJQFLycZRW+V2XjpK48vfAwbu0ggk3/ElhO0/HJXrDoYsLqcwdreP32wvC+tAMpC6dhfP7bvEjlO1fPK2YtLijJJ5lVLBJ28t5s/vXeB4ZeQtrYEIwJ2Lsrh1Tsb1hi9zjXh8AX7y+hnq2vu+KE9UtXLmchuf2TSTgjTroMd7/UHaHV48/gAapRKrURPWpeZkdfTfe5vDS02bg6zEyAIvGkvyk3jt6OVeEdli83DwQhPLC1P43O2zeOVINdVX37u5yRbuXpyNxxfgP547Slc//1S1UsGi3KSI15jKDCz0CRx7nsCb3yX8CyYyQUc79c/9Oyl3/QumGStHNDZ1bCqGnAW4Ko/1jjW//iPSH/sfEm/7FJaS23BcOIAY9GPInos+qwQx4KPx1R8g+vt2P5SmOIz5S0Y0Nrja7/z4m5Ix66J7MEyfh6N8H02v/S9isG8bsX3vM6Q9+AQx8zfjvHQE16UjvXNdJ94YtrgURZHGV76P80Jfu0n35dO4L58m8bbPEDN/83W+stHBVXWcpjd+0s/kXsA8ax2Jmz43aqvfkxnHhYM0vvI/kraMtlPbSFj/cayL7h7x67Xv+xuR/+5Fuo6/MeLXuxZkcTlFsbl8/Oj107TaPNd8TJvDy49fP83nN88OW/FSqxR8eF0hi/KSeK+0nrLazojnUCkFFuQksnZmmmxGPUbsKWuUCMseAiGRFw9W8rV754Vt24miSFWznT2lDZyoCs9LLEyLYXVxKrOmxaNUCGEddAYy1HwkzHoN86YncPRSS+/Yc/suoVQILM5L4l/uKsF11c7KoFVxsaFTYjXUQzAUot3hwaCd2u+3UNMFQhV7EZ1t3T6QOguK1GIUeSsJVewl8OZ3CPuCERTo0gpQGqwE7G14Gy8OOGmAxtf+l3RjLPrMmSMab8yCOyTi0t/ZQM3TXyRuxSOYZ64lftVjQPeKmPP8Ptr3/S3MAihm/haECO0hrxUxFMRVdQJvcyUhjxNBqUJpjEUTl46vf3WtoCBmwR0E7G1hwhIg5LbT+NJ3yfrUb7EuulsiLh0XDiAG/Aiqa7cnclUdlwjL/rTu+j3mmWvHrK/6UPja62h44dsDfiYi9rM7EdRakjZ+dtxim4iEfB6a3/hxxH7fre/8FkPeIjSxaRGOvD7EUBBv/fmo8+7aUsajdlsWl1OQQDDEr7aVRhSWOckW8lIsKBUCV1odlNZ2SL6s3b4gT249x1fvnUeMQXpHKggCs6fFMXtaHC1dbk5Ut9Lp9OH1B9FrVCTF6Jmfk4BpHHsz34ycvhy9urqu3UWbw0tCv0ro5i43f3z3/KApDefruzhf30WsScujK/PIT43hXIRtcQCtSkFmvDHi3FDcOieDE1WtvauXwZDIn3dfZOeZelbMSGF6khkRqLxo49Wj1WHCEroLg94+UcPHNhRdVwwTGTEUJFS6lcDR5xBrToTNBwFMCeBxIBGWggLronuIWXBHb5tF6BYKnYdfwnby7X4nCdD81k+Z9vEnR7QTjiFnIeZZ67GffafvUs4OWrb9ktZdv0ebnIugVOFtriLkDjd51qYWYF10z3VdO+DsxHbybWwn345aQCS9Vj5qSyIdB18IE5a957S34qo8hiFvMQqtsW9LPRgg6OoKq3IfjMEqzUW/B1f1SUyFy6/5fKNJ17HXo/5MbKe3E7/6/Sgj9GS/WXFeOjyI84CIo3Q3cSseGbkLCgoEtVay4t8fhUYPRJ4bTWRxOQU5eLGZK61S4ZCXYuHB5bmkD9jy7nB4ee1oNYcr+laPbG4/b5+o4aEVuVGvkRij57aSzJENXOa6GJibONj85RY7v3z7nMTgfjA6HF6e3HqOB5flEmvU0uEM/5C6tSTjuqut0+ONPL46P6wNY127M8yvcjCiFQBNZkRXB76/fzGiqJTgGCCeBAWp938DY95iAo6OvtzB2DTMs24hadPn0KXNoPnNn/Qe4m+vw1V1AmPOghGLXxAEkm7/HCGPA2eFVEyJfg+e2nNRj9UkZpH6wL+jGFB1fi24qo7T+PL3hmUcrdR1r3oH7NFv1AACjjYEQUCpt0jOH/Jf+w5R9wGD//2J/boXjTe+wfwTgwF8bXXoM2Rx2UPIM3gdQtA9+PxwEQQB04xV2M/siDhvKloFb0WeG03kEt4phiiK7CmVesnNSLfyT5tnkWjRsbu0np+9eZafvH6at45fQa1S8P41BaydKV2mP1zRjMd3bQJEZnzpqaCORLxZS+LVVcsWm5snt0YWlmadmmkJJuLN4V/mIRH+fuASm+dnMntaHD0b7Ba9mvuWTGfj3PCbDF8gyJGKZradquFkVWuvhVAkFuUl8YE1BTfUHlSlmFofZaKrE98fPzy0sIyAIWcBxrzFOC8e4vKvPkrbu0/TdfwNWt95isu/+hjumnNY5mwIy7O0DchBHAkEpZqU+/6tewXyGldFjflLSX/s+6iuw7fPceEA9X9/YtgdSdxXzhDyudEkDH7DrInPRAz6CTikbUOHu4U9aMchheq6CoRGi6H8E6/n9zSV0aYWDDqvS80f8WvGr/kAqgjtSTUJ04hb/vCIX+9akFcupxhVzXbq2l29jwUBHl2ZRyAo8rO3zvYWSABUNNrYf76RL90xh7sXZ3OssqW3M4rXH+RwRYtsfj4JWDszjUMXmyVFLj3cuTC7t4r7b3srcHikwrIwLYYNczIoTLf2irvaNgfvnquXdGASRXjlSDX/8dAigiERty+A1ahFGaFC/FKjjad2lElM0uNMWj69sZjU2Mjb54vzk0i26tl6soYzV9ojbn8PRkn21PFRFUNBfM9/CbE13DpEkb0IxfSloNYhNlcQPPc2+KUm4+7Lp3BfOUPjK99HDEjfEyGvszt38DO/J2bh3TjK9/bOOS8dIeRzX91GGzkEhZKE9R8jZtHd2E5uxXZqK0GnNMVC0Ogxz1xHzLzNaJOyr+s6nsYKml79gaTtJICg0mIsXIYmfhqi342r8ni4b2XAR8ML3yblvq/TtucZQq5wZw1tci66zFk4yvciBvpW8BVaA0pDTNjzB8OYvxRtWmHEXLnYJfeiMg7f2mu0MM/egKNsT8Q5XeasMfFNnUzoUvLQT5+Huyr8xlAdm4apcMWIX1NliiPzgz+m6/jruCqPgyBgzFtMzLzN45a7K4vLKcbZK9I76lmZccSZdbx14opEWPbQ4fTx0uEqPrq+iBWFKbx9sqZ37lxNuywuJwEWg4Yv3TmHVw5Xcaq6nZAokh5nYPP8aZRkd+eB1bc7uVAv/cLcMDuduxdnExK73zcNHS5iDBrmZsfz+OoCijPi+MOu8l6h5/AEOFbZwvLClDBfyR7cvgC/3l7aW4jTQ7vDy6+3lfHNBxdEFKQAWYlmPnFrMe0OD/vLm7jUZMPp8ff2pU+NNXDkUkvYuZUKgRNVrTR0uFg7K4150689920iEip/B/HKMcmYkDkP9ZZ/R5EoTVVRFG3A/zdpQYUY8NG87UmJAOpP0NWJq+IwxsIVKI1Wgs7OqweGCDja0cSNjnWT2pJI/OrHiVvxML7WKwTdNsRQEKXejCZhGoobNEtve/fpAWJaIHb5+7Auvrd32xsgbvUH8NSXU//sNxH7bWe7r5zG23iRtPf9B43/+G8Ctr6bK21yLin3fwMQ6Tz8D8l1zTPXDbvoSFCqSH/o27Tt/iO2szsRfW5UliSsi+8hZsGdwzrXaGOYPh/rkvvoPCR93SpzAsmbvzBOUU1sUu7+Gi1v/wxH+T56cqF1mbNIvuOfh1X4NRyUejNxKx4Z2XzOG0AWl1OMgT2ZZ2RYATjWryJ3IKeq2/AFghRlWCXiMlJ/Z5mJSYJZx0fXF+EPhggEQ+gH5EDuKZO248xOMnP34mxa7R6e3FpKc1ff6teLByv5yC0zmJ+TQGVTGu+e60uzeK+0gWUFyVFNo49VtoaJvx5a7R5Ka9qZPUS3pjiTjjsWZgHgD4S40NCJxxdkepKZW2ans+N0LaU1HTi8Abz+IMGQiNMb4FKTjUtNNu5cmBVxq36yEDz2nOSxkDkPzeNPASKBQ38hWLoVvE4U0+YjpEbub+1vHbzveMDW2p07aIjpE5cQtShgJBGUKrTJOSN6Tl9bLe7qk5KxxE2fJWbuJvwdDbTveQZPfTkKrRFz8dpuG53bPkPzGz+SHNP6zu+Y9tGfkfWpp3BVnSBgb0UTn4EuYyYg0rr913gbpBX3lnm3X1fMCq2BxNs+TcKGTyD6vQga/YQ0YxcEgYR1H8FUsBx76W5CHge69BmYZ66bMBXtEw2lzkjKPV/Db2vB316PypIwajdtExVZXE4xAgNa52lV3XfUHl/0BPGQ2G0lo1FJ774Hy5OTmZiolQrUA7ohhUSRo5eaJWO3zOr+oPvtjjKJsIRux4CndpTxxPsWsm5WGrvP1ffWIde2OWnsdJMaG/lLpdU2eB/oVvu1Fz6cvtzGX/dc7N3KF4AlBUk8vCKPpQVOfvDKqYjHvXHsCksLksPcDiYDoZZKQtVHJGPq278O/7+9O4+Oq7oTPP79VZVUpdJu7bJsS5Z3Y7yCzWIbsy+BENaEEEIaGNLJCenMpDsZsjRMz8zpWbqThkwnzEAgHUJCCO0m7UAgwYAJxiwG7NjGu2QbW7KszdpVqqo7f7yyrFKV9qfa9PucU6dQvVdP915fVL+6797fBXy/+HLYiGbg1EFwjW+0L61wBiYYwN8WvhgoWYOF0x++FPazu3w+ucuupuf4Xo7/6rvhI5S1H9F5YBslN/w1Ta8/GXaL3neqhuPPPEj+Bbfgnb0CEQcm0EfH3jdpfXdjRGCZUbkMd1HlhMouDieSBO3umb4Az/QF8S5GUknLKSJtknaYSnQaXKaYwSNWdS3W/Muqkhw+rImekqM4N4NMt4s9g1LNDHXrUyWXrl4/3QO+XLgcwtLKaRw62RY2P3cgnz/IOwcauGJpBVXF2RweMKWiqb1nyOCyIGv4YKcge3TB0PGmTh7/496wPcMNsG1/A540V9SdpM4IGsPuY81cOD9ygnuiCx4O3/pQZizHUTIP/3u/irhVDoB/mGDd4YQoq47TC2firVxG16H3wxa+iMuNKys55652HX4/7Oe8FZ/CGEPD738UFlie0XlgG53736b0Mw9y/Om/YWAap+6jO+k+uhNJz8CZkUOgsyVi7iqAMzOf4msesL0u8eLvaMYE/LhyCm1NSRVPJhig++ifCXS2kl5chbtoVryLNGVo9JBiBucbfPdgA9evmsUVSyvYeaQpatqaa5bPQEQittSrGGfuQpVYfH3hAUZWRhpOh2PEBPtnRhlzM8NHAHv6hh4FX1ldxG/frw0LZs/Iz3KzeMboFiq8sedEWGA50Ft767l4wfCB40jpmRKV6Ry0CrnyfADrVvgYOT3ZONIz6Gut638tvaiSspu/C+KgZdAcuqxF60acD2ZMkM59W2nf/TqBng48ZfMicmnGw8Bb+wAZVcvoazo2bBqd9o+3UH7L9/HOXU3XgW0Rx42vG78v+ki8M2sa5bc9HPd626HnxD5O/fH/9i8uSssvY9q6u8heuDbOJZuYnuN7qX/hf4bNnfVWr6Lk+m+GzcFVk0ODyxSzvKqQ57fV9AcA7d19vLW3nvWLy/nLqxbz3NZDnAzdBs3JSONTK2dx3pxiDtSd5sCgvccvSMKRHxUpfdAoX0dPH4FgcMRRxDNpidq6wufeDjdq6HW7uO/yhTz+x710DUhlletN5/4rFuIcZcqgE0OMqAL0BYIU5w2/onnBCFteJqxBI43iCqWGGmseRQAMM//DT+iq/Qh/2ynSp03HM+McwNC0+YmIPJO5K64b/mrG0LDpB2F7f/cc28Xpj15i+u1/F9dbpmbQbigOlxu/r2GIs0PvCQWO7sKZUYPLoWRULqf4mq+lRGDpazzK8V9+J2x0t6+ljpMv/A9EHGQtsH9lcyz4O1s58eu/jUhJ1XXofU5u+kfKb/l+nEo2dWhwmWI86S7On1vMlj1nRyv+9Z0asjPSWDG7iO/esoKTrd34g0HK8r04HQ5qG9p54tWPw65TXZoTkXBdJSdvugtPmrP/C4c/YPjzkWbOrSygLN/bP3VioDSng9VzS2ju6OFwQ/juKQVZwye2nleex3/57Co+rGmkuaOX4twMllYWRMzpHU6Od/gRtCUz8tlZkRd1G9KLFpRSlGtvOp1YEU94MurgSSu5vGPWSgJ1QyQdzyxE3JmY5vCtE4O+HrpqPsBbtQJxOPu3WWx5d2NEChxPxSI8pXOGLVvngW1hgeUZxtdNw0uPMOOe/xO3BSkOTyaBjrOLkXpPHcFdXIUj3UvQF/2LiqdiUejc2rDX3aVz8DUeDbsV7nBnWqmSVlxLemH4nu7JrGXbb6JOGwBrP/XM+Rcm5CKjkbTtfGXIXKddB9/F13x8yi2wiTUNLlPQhsXlbN1Xjz9wdku9n27ex5Y9daxdWMbcslwcDmHf8dNs3VfPjtqmiC3vff4gT27ey/SCTM6fU0xe5th3ylCJweEQVlYX8dbesyvGN+86wdLKAu69bAH//PJumtrPfjC7XQ6+dOkCcr3p/Os7NWE5J6dP8w4533IgT7prQiPfa+aVsPNIc9RjiyryycvycN/lC9m0/Shv76un2xcgJyON9YvLueLcinH/3niT8vD9vYP7NmO6WnCdfyeBHS9Ad2T+Rdf6L+MoPwffE3eE5Xg0/l7qnnsYSfP0rwqPlp7I6c2l5LpvjFi2jj1bhjzmazyKr6HG9lXgo+UuqaZrQGLz9p1/IOPaB8hbczPNW34ecb4jI4fcFdfhb28K2/8coPCy+/CUzyPQ1Uawr8fKY5mRM6E9zhNV99FdQx7zNR4l2NOelFs7Dt6jPuJ4Q60Gl5NMg8sUVJSbwZ3r5vHUa+GjEwfr2zhYH7mHbzTHGjs41tjB9sONbHr/CEsrC7h0yXSqipPvD42CtQtLw4LLwyfb+N32o1y3cibfu2UlO480U9fSSW6mmxVVhXjdLnYeaeL1XccHXacsJiMZS2ZOY8M55by2K3y3qaIcD5+72BphS3c5uWl1FTeeV0mvP4A7zTmhXX4SgaPyfCRvOqY11O4BH/4/PU7alX9N+l0/xf/7vyd4JLSaPKcE19r7ca24hWDdHobKPG/6evCfjj465fTmUnbbw6NKhD3SrjfB3qGnMky23GVX03Xo7Cr7tt2byVtzM/kX3IY4nLRse55gj7UozVOxiKKrvoIraxqnXvlx2FSEtIIZeCoWISK4spNzcdNYyLDbawrinJycjJNtpF2FnFmJk6Q+VWlwmaJWVRfhDwR55s2DQy6MGK2ggQ9rmviwponPnF/JpUumJ+WtkqmsoiCLOaU5YV8ufv/RMY41dXD5uRUsrypgxWwr+Xh9Sxe/fa+Wt/bVh8UrXreL8+bEZp6ZiHDzmtmsmF3I9kOn6OkLMLskh1XVRRG31x0OiciSkKzE4cS58lb8r/6w/7XAOz9HvHk4L7qX9LuewHQ0Yfq6kdwyxOEkeGI3vme/BhH3H4aXMetciq95gLQo28ZF4y6fT1fNB9HL7UonfZw769jBW70KV04R/rZQPt+AnxO//lvKb32I/DW3kLvqBvqaT+Bwe0nLLcYYQ/PWX3P6g9+FXSd3xbVT6m9b1oKLaXnrl1GPeatX2r5bU6zkLLmC0++9EPVYWkGFplSKgdT4i6yiWjOvhKIcD799/wiHRjliOZKN79bSFzBcvTy5klTvPNLEqzuP80lzJ9kZaayZW8xlSypIc6VGyo3R+NzFc/iHf98ZluR897EWdh9rIS8znYIsDx09ff0LvgYS4PNr5w67mGcyVBXnTLnRcufym/G//TPoOpsazP/aowR2/jvOlbf1b/8YPLCFwEcbCe5/g8GB5bSLP09fa33UrQqzFl0yrm0Wc5dfy+kPNhHsjtzpK3fl9XFdgSsOJ3mrb6LxD4/1v+ZvrefoE18le+E6spdcTnrRTIK+blq3b6LtwxfxDUo078zMJ+ecy2Jd9LjKO+9GOve/HbGq3pGRQ+Gl98SnUDZwF1dSeNl9NL76OAP/33B4cym94W9SJtVSIhMzwVGtqUZEti9esnTFxpffiHdRxuREcydvflzP/hOttHX76OkLDLl/c0a6kzvWzqWpvYdt+xuob4283XXf5Qv6txZMdG/uqePZrYciXl8wPY+vXLW4f+/tqeDwyTZ+/PLuqKmChiICn7toDheOkP5H2Sd47CN8T98HQ2zhOBzn+Z8n7apvAWACfdB9mpKugzjSvTgzsic0d7C3oYaGlx7pTyYuaR7yVl3PtLV3xn1OojGGk5v+gY7dr4/5veJyM/2O/46nfL79BUtwwd4uWrdvonP/VkzAT8aspeSd9+mUWQ3ftmszgc5W3MVVZC+5bEqmIbrwutv5aNfHHxhjVsbqd2pwOUbJGlwOtKO2if/3x4+HPecL6+eyem4Jxhh21Dbx9JYDYfkNS/O8fOfm5Ql/C6m3L8CDz7xL7xC5GZMpSLZLXUsXT722j+PNw8+hAytd1R1r53LOzGkxKFl8BI3hjd0n2LKnjqb2HgqyPaxbVMb6ReVx/eIRqHmHvue+Ab0do36Pc/WduK74ZsTITEXf8NtBjpWv+TjBng7SC2Yk1K4+JtBHw4uPRF3VPhSHO5PSm76Dd9a5k1gypSwm0EdfSx2OdC+unNh89sQjuNTb4hPU5w+y40hT/4fS0lkFCX+r9c2P60Y85xdbDvL2vpNcuXQGy6oKyfSk8U+/+3P/8frWLg7WtzG3LHcyizphB+tPDxlYAuw80jzlgsuyfC/f/swyDtSd5s2P69hR28TgnOPVpTmsXVjGssoCXM7E7s8T9exbh8IWO51q6+H5bTXUtXRxx9q5cSuXs2o1cs8v8b/+I4J7X4Vg9D3bAaRkPq6L7sG5+OqYlC1RV9qKM43iT/1HPBULaX1nY1gC+ciTHWTOW0PB+i8mbH1U6jDGcPq9F2je9hzBLivrw5nFZRPdQjQRaXA5AUdOtfPYH/aEJZnO8aZx/xWLmFWUHceSDe3U6W72Hm8d8bygMaHV5bv54iXzOG9OMUsrC9hR29R/zpsf1yV8cBkcYaeWqTpuLyLMK89jXnkeXb1+mtp76Pb5cac5yct027Ivd7fPT29fgBxvesKu4q5r6QwLLAfauu8k6xeXxzXfq6NgFuk3/y9MRyOBD54ncOhP0NmECfgRTzaOskU4V9yCTD834e8ixIqIkLv8WnKWXU1XzYe07XgZ38kaAr2diNOFKzMf75zzyV12Fa7sqfXFUsVP67sbaXrtp2Gv9Xyyh+PP/Gdm/sWjKdcXNbgcJ58/wGOv7KGtO3z3krauPh57ZQ8P3b5qTEmjY+XgybEv7Nn4Tg0rZhdy8YLSsODyYF1kzr1EU12aS5rTQV8gGPX4wul5sS1QAvK6XXjd9s1DOtXWzfNvH2b3sRYM1k4/Vy+fyQXzSmz7HXbZfaxlhOPNCbGZgGQV4lp3P65198e7KElDxEHm7JVkzo7ZnUClogr6fbS8/Vz0Y93ttG7fROEld8e2UJMste93TaIdtU0RgeUZbd19YUFYIunsCS+zyznyaEdbdx9HGzuoLg1ftdvZ6yfR5+x63a4hV7ZXFmf3p99R9mjv9vGDTTvZFQosAZrae/nFlgOjmo6hlFKppq/xWH+e1Wh6PtkTw9LEhgaX49TUPvxev40jHI+XwbHgBfNKuP3C6v59pId7nyARryWDK5dW8Pm1cygN7Uedke7kksXlfPXqxaPe61qNzpY9dRF7kZ/x4gdH8Q8xghwvi2cMn0x58YzUXciklIoNSfcMe9yRNvzxZKS3xcepIHv4zlA4wvF4yfSE/5N/0tTJ7RfNIYjhua2Ho74ny5PGjMIsDg+6pZ7pcSXFPC8R4YL5pVwwvxR/IIjTIUlR7mS0/8TQUyXau/uob+2ioiBxUoGU5Wdy0YLSqPMuL5hXkhC3xJVSyS0tvxx3STW9JyNT4gFkLVwX4xJNPh22GaellQVkZ0TfGis7I42llYm5dVh1Sfit7ZqGdo43d7JmbgnTp0VPKfLp82aR5nREfAAPvlYycDkdGlhOopFWlifiyvPbL6rm5jVVFOV4ELG2mLxpdVX/NpNKKTURIkLRVV9Boux45J29kuzFl8S+UJNMRy7HKd3l5P4rFvHYK3toHzCPMdtjrRZPxMU8ACV5XuaV5bJ/wGKcf3u3hr+8cjEPXLuE331wlPcONtDtCzCrKIsrl1awtLKQwyfb+PBwY9i11i4ceT9iNbUsqypg34nWqMfK8r2U5CbednIOETacM50N52g6GqXU5PCUz2fmlx6h9f3f0vPJHhzuTLIWrSNnyeWIM/VCMU2iPkYi0uTxZEyrnjsPsOYddvn8+ANBXE4H3nQXiT4w1uXz09gWPifU63YxLcvdnzLGQP8My25fgKaOnrC0PmlOB2X5iZM8WSUGY6ChrTsit6g1IpiBJ8bbRypLmvHFuwhKqTjZd7CG7p6eZmNMzG6panA5RiJSA8wAeoG9cS5OolkQetZ2OUvbJJK2SXTaLpG0TSJpm0Sn7RLpTJv0AG3GmKpY/WINLsdBRLYDxHIrpWSg7RJJ2ySStkl02i6RtE0iaZtEp+0SKZ5tkniz65VSSimlVNLS4FIppZRSStlGg0ullFJKKWUbDS6VUkoppZRtNLhUSimllFK20dXiSimllFLKNjpyqZRSSimlbKPBpVJKKaWUso0Gl0oppZRSyjYaXCqllFJKKdtocKmUUkoppWyjwaVSSimllLKNBpdKKaWUUso2GlwOQ0Tmisi3RGSziBwTEZ+InBSRF0RkwziveaGIvCgizSLSJSI7ReSvRMRpd/kni4ikicjXReRJEfko1C5GRO4dx7UqQ+8d6vGryaiD3exskwHXTPq+AvbUIxn7iYhUiMhPReSEiPSKSK2I/FBE8uNxnURgR11C7xmqH9RPZvkng4jcIiKPisibItIWqsfT47xWSvQVu9okVfqKiBSIyL0islFEDopIt4icFpE/icg9IjKmWC4W/cRl14VS1N8BtwN7gBeBZmA+cANwg4h83RjzyGgvJiKfBp4HeoBnQ9e7HvgBcBFwq62lnzyZwA9D/30SqAdmTPCaO4B/i/L6rgleN1ZsbZNU6SuTUI+k6CciUg1sBYqBF4C9wPnA14GrReQiY0xTrK6TCGyuy2nO/v82UIcNRY217wJLscr+CbBgPBdJpb6CTW0Skgp95Vbgx0Ad8BpwFCgBbgIeB64RkVvNKHbFiVk/McboY4gHcDewPMrr6wEf0AuUjfJaOUBD6D2rBrzuCf1DG+Cz8a7zKOuSDlxzpu7AQ6Hy3zuOa1WG3vtUvOuVQG2SEn3FznokWz8BXg6V92uDXv/H0Os/ieV1EuFhY5vUArXxro+N7bIBmAsIcEmoLZ6OV/smwsPGNkmJvgJcivWl3DHo9VKsQNMANydSP4l7oyXrA3hljP+gfxE6/2dDdBwDvBHveo2zLSYSSCVV0BCjNkmJvmJnPZKpnwCzQ2WtifJhkI01YtIJZMbiOonwsLMuqRIwDFG3cQVSqdRX7GqTVO8rA+r4YKh9Hk2kfqJzLsevL/TsH+X5l4aefx/l2BagC7hQRNwTLViSKheR+0XkwdDzufEuUBylSl+ZjHokQz85U+9XjDHBgQeMMe3AW4AXWBOj6yQCu+viFpE7Q/3g6yKyIdnmItsslfqK3VK9r4wlFolZP9HgchxEZBZwGdaH45ZRvm1+6Hn/4APGGD/WNwkX1jeLqegK4CfAfws97xCR10RkZnyLFRep0lcmox7J0E+GrHfIgdDzvBhdJxHYXZdS4OdY/eCHwGbggIisH28Bk1wq9RW7pWxfEREXcFfox2hf4geLWT/R4HKMQqMsvwDcwEPGmJZRvjU39Hx6iONnXs8bf+mSUhfWwqmVQH7osR5r0vIlwKsikhm30sVHqvQVO+uRTP3ErnqnSj8Ae+vyJNaX+1KshXRLgMewpk68JCJLx13K5JVKfcVOqd5X/h44B3jRGPPyKM6PWT9J+eByhFQE0R5DpjsIDaX/HGuV67PA/7azqKHnEVd72fLLbGyXiTDGNBhjvm+M+cAY0xp6bAGuBN4B5gDjTuczFonSJqMpauh50vvKJLfJqOuRSP3EBnb9+8X0b8YkG0tfeNgYs9kYc9IY02WM2WWM+TLWgoQMrPnOKlwq9ZVRS+W+IiIPAP8Ja7X3F+y6bOh5wv1kKqQiOoSVBmW0TkR7MRRYPo2VEuDXwJ0mNAt2lM58I8gd4njOoPMmmy3tMlmMMX4ReRxYDawD/ikGvzZR2iSR+spE2mTS6xGnfjISu+qdSP1gomJRl59gfdium8A1klUq9ZVYSOq+IiJfxfpbtwe4zBjTPMq3xqyfpHxwaYy5bKLXCM1reAYrsHwGuMsYExjjZfYBq7DmMmyPcv0qrAm5hyda3tGwo11i4FToOSa3OxOoTRKmr0ywTWJVj5j2k1HYF3oeat7S3NDzUPOe7L5OIohFXRpCz4nSD2IplfpKLCRtXxGRv8LKE7wLK7BsGP4dYWLWT1L+tvhEiUg68BuswPJfgC+MI7AEaxIxwNVRjq3DWqG11RjTO66CpqYzK9ZiEnAnkFTpK7GqR6L1k9dCz1cO3jlDRLKxptV0A9tidJ1EEIu6XBB6TpR+EEup1FdiISn7ioh8Cyuw/AjYMMbAEmLYTzS4HEZo8c5G4NPAE8CXBi/fj/KeXBFZICJlgw79BmgEPisiqwac7wH+a+jHH9tW+AQzVLuIyOpQAD/4/EuBb4R+jNfcxkk1BfrKmOuRCv3EGHMIKw9uJfDVQYcfxhot+RdjTCf0bx26QKydM8Z9nURmV5uIyGIRmTb4+qEMHj8K/ZgQ/WAyTIW+MlZTpa+IyPewFvBsxxqxbBzm3Lj3ExnbtMGpRUSexNqlpxH4Z6JPcn3dGPP6gPfcjbVC7WfGmLsHXe9GrA/cHuBXWFvh3YCVHuA3wG1jnMcZNyLybc5uybUMa6uurZxNZfAnY8zjA86/myjtIiKvA4uB17G2+QI4l7P5uL5njDkTiCQ0u9okdOxGUqCvjLUeqdJPJHKLtY+x5oVuwLrldKEJbbEmIpVYaZmOGGMqx3udRGdHm4jIQ8C3sUZgaoB2oBq4DmvnpxeBzxhjfLGokx1C/4/cGPqxFLgKa0TtzdBrjcaYb4bOrWRq9JUbmWCbpFJfEZEvAk8BAeBRos+JrDXGPBU6v5J495OJZmFP5QfWB5kZ4fHQoPfczTA7iWANO78ItGANP/8Za+TFGe/62tw2Tw06P2q7APcAm7B2UujA2irwKNZq/LXxrmc82iQF+8qo65FK/QRrb/knsfYD9gFHsCbhTxt0XmWozrUTuU4yPCbaJljpp36JtUK2FSuB9CngD1j5/iTedRxHmzw0wt+N2gHnTom+YkebpFJfGUV7GKyBroTpJzpyqZRSSimlbKNzLpVSSimllG00uFRKKaWUUrbR4FIppZRSStlGg0ullFJKKWUbDS6VUkoppZRtNLhUSimllFK20eBSKaWUUkrZRoNLpZRSSillGw0ulVJKKaWUbTS4VEoppZRSttHgUimllFJK2UaDS6WUUkopZRsNLpVSSimllG00uFRKKaWUUrbR4FIppZRSStlGg0ullFJKKWUbDS6VUkoppZRt/j8mC6SFbED2HAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 305,
"width": 331
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
"source": [
"# Let's use 5 neighbors to learn\n",
"classifier = KNeighborsClassifier(n_neighbors=5)\n",
"classifier.fit(X_train, y_train)\n",
"\n",
"print(\"train score: {:.2f}%\".format(100 * classifier.score(X_train, y_train)))\n",
"print(\"test score: {:.2f}%\".format(100 * classifier.score(X_test, y_test)))\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plot_decision_surface(\n",
" features_2d,\n",
" labelv,\n",
" classifier,\n",
" test_features_2d=X_test,\n",
" test_labels=y_test,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"About the plot: **the points surrounded with a circle are from the test data set** (not used for learning), all other points belong to the training data.\n",
"\n",
"We can query directly for the closest neighbors of a point. Let's check neighborhood of the origin:"
]
},
{
"cell_type": "code",
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" <th>dist</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>496</th>\n",
" <td>0.028310</td>\n",
" <td>0.042214</td>\n",
" <td>True</td>\n",
" <td>0.050828</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>0.091190</td>\n",
" <td>0.109028</td>\n",
" <td>True</td>\n",
" <td>0.142137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>-0.219754</td>\n",
" <td>-0.073249</td>\n",
" <td>True</td>\n",
" <td>0.231641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>194</th>\n",
" <td>0.186789</td>\n",
" <td>-0.246576</td>\n",
" <td>True</td>\n",
" <td>0.309338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>216</th>\n",
" <td>-0.082451</td>\n",
" <td>0.314070</td>\n",
" <td>False</td>\n",
" <td>0.324712</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label dist\n",
"496 0.028310 0.042214 True 0.050828\n",
"137 0.091190 0.109028 True 0.142137\n",
"51 -0.219754 -0.073249 True 0.231641\n",
"194 0.186789 -0.246576 True 0.309338\n",
"216 -0.082451 0.314070 False 0.324712"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# distances and row indices of neighbours around (0, 0):\n",
"dist_nn, ind_nn = classifier.kneighbors([[0, 0]])\n",
"\n",
"# tech: simplify dimensions\n",
"ind_nn = ind_nn.squeeze()\n",
"dist_nn = dist_nn.squeeze()\n",
"\n",
"# build data frame with neighbours\n",
"df = X_train.iloc[ind_nn, :].copy()\n",
"df[\"label\"] = y_train.iloc[ind_nn]\n",
"df[\"dist\"] = dist_nn\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise section\n",
"\n",
"Load the beers dataset and experiment with a number of neighbors (`n_neighbors`) as well as with the Manhattan distance norm `p = 1` (`2` is Euclidian distance)."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"\n",
"df = pd.read_csv(\"data/beers.csv\")\n",
"features = df.iloc[:, :-1]\n",
"labelv = df.iloc[:, -1]\n",
"\n",
"n_neighbors_values = [2, 3, 5, 10, 20]\n",
"p_values = [1, 2]\n",
"# ..."
]
},
{
"cell_type": "code",
"metadata": {
"tags": [
"solution"
]
},
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#### Norm L1\n",
"n_neighbors = 2\n",
" train score: 97.02%\n",
" test score: 92.98%\n",
"n_neighbors = 3\n",
" train score: 95.24%\n",
" test score: 87.72%\n",
"n_neighbors = 5\n",
" train score: 95.24%\n",
" test score: 92.98%\n",
"n_neighbors = 10\n",
" train score: 95.24%\n",
" test score: 94.74%\n",
"n_neighbors = 20\n",
" train score: 94.05%\n",
" test score: 89.47%\n",
"\n",
"#### Norm L2\n",
"n_neighbors = 2\n",
" train score: 98.81%\n",
" test score: 89.47%\n",
"n_neighbors = 3\n",
" train score: 94.64%\n",
" test score: 89.47%\n",
"n_neighbors = 5\n",
" train score: 94.64%\n",
" test score: 91.23%\n",
"n_neighbors = 10\n",
" train score: 95.24%\n",
" test score: 92.98%\n",
"n_neighbors = 20\n",
" train score: 94.64%\n",
" test score: 91.23%\n",
"\n"
]
}
],
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
"source": [
"# SOLUTION\n",
"import pandas as pd\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"\n",
"df = pd.read_csv(\"data/beers.csv\")\n",
"features = df.iloc[:, :-1]\n",
"labelv = df.iloc[:, -1]\n",
"\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features, labelv, random_state=10)\n",
"\n",
"p_values = [1, 2]\n",
"n_neighbors_values = [2, 3, 5, 10, 20]\n",
"\n",
"for p in p_values:\n",
" print(f\"#### Norm L{p}\")\n",
" for n_neighbors in n_neighbors_values:\n",
"\n",
" print(\"n_neighbors =\", n_neighbors)\n",
"\n",
" pipeline = make_pipeline(\n",
" StandardScaler(), KNeighborsClassifier(p=p, n_neighbors=n_neighbors)\n",
" )\n",
" pipeline.fit(X_train, y_train)\n",
"\n",
" print(f\" train score: {100 * pipeline.score(X_train, y_train):.2f}%\")\n",
" print(f\" test score: {100 * pipeline.score(X_test, y_test):.2f}%\")\n",
"\n",
" print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Optional exercise\n",
"\n",
"\n",
"Instead of choosing a number of neighbors you can also specify a radius within which samples make decision, or center of a closest class. Compare decision surface for these methods, as represented by [`RadiusNeighborsClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html#sklearn.neighbors.RadiusNeighborsClassifier) and [`NearestCentroid`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html#sklearn.neighbors.NearestCentroid) classifiers in the scikit-learn library.\n",
"\n",
"<div class=\"alert alert-block alert-info\">\n",
"<i class=\"fa fa-info-circle\"></i>\n",
" Choice of an specific querying algorithm (<code>algorithm</code> parameter) becomes important with larger datasets; see: <a href=\"https://scikit-learn.org/stable/modules/neighbors.html#choice-of-nearest-neighbors-algorithm\"><em>Choice of Nearest Neighbors Algorithm</em>.</a>.\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Few words about optimization and regularization in ML\n",
"\n",
"Many machine learning algorithms adapt internal weights (or similar parameters) to match predictions on the training data as good as possible.\n",
"\n",
"Finding these weights can be formulated as an optimzation problem which **minimizes a cost function**. Solution is usually computed in iterative improvements.\n",
"\n",
"<table>\n",
" <tr><td><img src=\"./images/cost_minimization_iterative.png\" width=400px></td></tr>\n",
" <tr><td><center><sub>Source: <a href=\"https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220\">https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220</a></sub></center></td></tr>\n",
"</table>\n",
"\n",
"\n",
"As the optimization only considers training data, taking only classification error/loss as a cost function introduces overfitting. We've seen this before in the overfitting chapter. To compensate for overfitting we can add penalty for more complex models.\n",
"\n",
"### The cost function\n",
"\n",
"<div class=\"alert alert-block alert-warning\">\n",
"<i class=\"fa fa-info-circle\"></i> The cost function to minimize consists of an term measuring a <strong>classification loss</strong> and an additional <strong>regularization penalty</strong>:\n",
"\n",
"$$\\text{cost} = \\text{classification_loss} + \\lambda \\cdot \\text{regularization_penalty}$$\n",
"\n",
"</div>\n",
"\n",
"\n",
"The **regularization weight $\\lambda$** allows to balance out both terms and must be chosen depending on the actual algorithm and the data. In general:\n",
"\n",
"\n",
"* $\\lambda$ close to `0`, $$\\text{cost} \\approx \\text{classification_loss},$$ implies more focus on training data, thus, more complex models and possible overfitting,\n",
"\n",
"\n",
"* $\\lambda$ very large, $$\\text{cost} \\approx \\lambda\\cdot\\text{regularization_penalty},$$ implies less focus on training data, thus, simpler models and possible underfitting.\n",
"\n",
"\n",
"Weighting-in regularization penalty relates to [Occam's razor](https://en.wikipedia.org/wiki/Occam%27s_razor) which states **_\"simpler solutions are more likely to be correct than complex ones.\"_**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression\n",
"\n",
"The name is misleading: a) despite \"logistic\" the method is linear, b) despite \"regression\" (as in unsupervised learning), it's a classification method.\n",
"\n",
"The method learns weights $w_1,\\cdots,w_n$ for sum of features and the threshold $b$, i.e. to learn a spearation hyper-plane:\n",
"\n",
"$$\n",
"\\text{class}~0:\\quad w_1 \\cdot \\text{feature}_1 + \\ldots + w_n \\cdot \\text{feature}_n \\geq b\n",
"$$\n",
"$$\n",
"\\text{class}~1:\\quad w_1 \\cdot \\text{feature}_1 + \\ldots + w_n \\cdot \\text{feature}_n \\lt b\n",
"$$\n",
"\n",
"Then, to classify, transform the weighting result to a probability of belonging to one of the two classes using the **logistic function**:\n",
"\n",
"\n",
"$$\n",
"p\\left(x_1,\\cdots,x_n\\right)=\\frac{1}{1+\\exp\\left(b - \\sum_{i=1}^{n} w_i \\cdot x_i\\right)}.\n",
"$$\n",
"\n",
"which looks like that:"
]
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 261,
"width": 385
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# classification threshold\n",
"threshold = 3\n",
"# results of weighted sum (around the threshold)\n",
"weighted_sum = np.linspace(-10 + threshold, 10 + threshold, 100)\n",
"# logistic function\n",
"plt.plot(weighted_sum, 1 / (1 + np.exp(threshold - weighted_sum)))\n",
"plt.axvline(x=threshold, linestyle=\"--\")\n",
"\n",
"plt.ylabel(\"probability that sample's class is 0\")\n",
"plt.xlabel(\"weighted sum of features values\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Demonstration\n",
"\n",
"Let's use a (almost) line-separable dataset:"
]
},
{
"cell_type": "code",
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-3.252709</td>\n",
" <td>-0.821378</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-3.816946</td>\n",
" <td>-0.906188</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -3.252709 -0.821378 0\n",
"1 -3.816946 -0.906188 0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"data/line_separable_2d.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"