3877ce68184a88729ffab64c973c7de5b43234e4
[cipher-tools.git] / hillclimbing-results / hillclimbing-results.ipynb
1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 2,
6 "metadata": {},
7 "outputs": [],
8 "source": [
9 "from datetime import datetime\n",
10 "import glob\n",
11 "import pandas as pd\n",
12 "import csv\n",
13 "import matplotlib as mpl\n",
14 "import matplotlib.pyplot as plt\n",
15 "%matplotlib inline"
16 ]
17 },
18 {
19 "cell_type": "code",
20 "execution_count": 2,
21 "metadata": {},
22 "outputs": [
23 {
24 "name": "stdout",
25 "output_type": "stream",
26 "text": [
27 "-5439.653663160256 -8354.182366165229 sa-random-unigram-uniform.csv\n",
28 "-5439.653663160256 -8259.44168109899 hillclimbing-random-unigram-uniform.csv\n"
29 ]
30 }
31 ],
32 "source": [
33 "for f in glob.glob(\"*unigram*.csv\"):\n",
34 " df = pd.read_csv(f)\n",
35 " print(df.fitness.max(), df.fitness.min(), f)"
36 ]
37 },
38 {
39 "cell_type": "code",
40 "execution_count": 3,
41 "metadata": {},
42 "outputs": [
43 {
44 "name": "stdout",
45 "output_type": "stream",
46 "text": [
47 "-14681.308607565503 -27211.09615617547 hillclimbing-random-trigram-uniform.csv\n",
48 "-14681.308607565503 -17464.568516864027 hillclimbing-given-trigram-uniform.csv\n",
49 "-14681.308607565503 -21515.898852481398 sa-given-trigram-gaussian.csv\n",
50 "-14681.308607565503 -17464.568516864027 hillclimbing-given-trigram-gaussian.csv\n",
51 "-14681.308607565503 -28346.7456787418 sa-random-trigram-uniform.csv\n",
52 "-14681.308607565503 -21065.204759662218 sa-given-trigram-uniform.csv\n"
53 ]
54 }
55 ],
56 "source": [
57 "for f in glob.glob(\"*trigram*.csv\"):\n",
58 " df = pd.read_csv(f)\n",
59 " print(df.fitness.max(), df.fitness.min(), f)"
60 ]
61 },
62 {
63 "cell_type": "code",
64 "execution_count": 6,
65 "metadata": {
66 "scrolled": true
67 },
68 "outputs": [
69 {
70 "data": {
71 "text/html": [
72 "<div>\n",
73 "<style scoped>\n",
74 " .dataframe tbody tr th:only-of-type {\n",
75 " vertical-align: middle;\n",
76 " }\n",
77 "\n",
78 " .dataframe tbody tr th {\n",
79 " vertical-align: top;\n",
80 " }\n",
81 "\n",
82 " .dataframe thead th {\n",
83 " text-align: right;\n",
84 " }\n",
85 "</style>\n",
86 "<table border=\"1\" class=\"dataframe\">\n",
87 " <thead>\n",
88 " <tr style=\"text-align: right;\">\n",
89 " <th></th>\n",
90 " <th></th>\n",
91 " <th>fitness</th>\n",
92 " </tr>\n",
93 " <tr>\n",
94 " <th>worker</th>\n",
95 " <th>iteration</th>\n",
96 " <th></th>\n",
97 " </tr>\n",
98 " </thead>\n",
99 " <tbody>\n",
100 " <tr>\n",
101 " <th rowspan=\"30\" valign=\"top\">0</th>\n",
102 " <th>0</th>\n",
103 " <td>-23391.198596</td>\n",
104 " </tr>\n",
105 " <tr>\n",
106 " <th>500</th>\n",
107 " <td>-16429.246383</td>\n",
108 " </tr>\n",
109 " <tr>\n",
110 " <th>1000</th>\n",
111 " <td>-15210.110480</td>\n",
112 " </tr>\n",
113 " <tr>\n",
114 " <th>1500</th>\n",
115 " <td>-14895.824563</td>\n",
116 " </tr>\n",
117 " <tr>\n",
118 " <th>2000</th>\n",
119 " <td>-14681.308608</td>\n",
120 " </tr>\n",
121 " <tr>\n",
122 " <th>2500</th>\n",
123 " <td>-14681.308608</td>\n",
124 " </tr>\n",
125 " <tr>\n",
126 " <th>3000</th>\n",
127 " <td>-14681.308608</td>\n",
128 " </tr>\n",
129 " <tr>\n",
130 " <th>3500</th>\n",
131 " <td>-14681.308608</td>\n",
132 " </tr>\n",
133 " <tr>\n",
134 " <th>4000</th>\n",
135 " <td>-14681.308608</td>\n",
136 " </tr>\n",
137 " <tr>\n",
138 " <th>4500</th>\n",
139 " <td>-14681.308608</td>\n",
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141 " <tr>\n",
142 " <th>5000</th>\n",
143 " <td>-14681.308608</td>\n",
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145 " <tr>\n",
146 " <th>5500</th>\n",
147 " <td>-14681.308608</td>\n",
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149 " <tr>\n",
150 " <th>6000</th>\n",
151 " <td>-14681.308608</td>\n",
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153 " <tr>\n",
154 " <th>6500</th>\n",
155 " <td>-14681.308608</td>\n",
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157 " <tr>\n",
158 " <th>7000</th>\n",
159 " <td>-14681.308608</td>\n",
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161 " <tr>\n",
162 " <th>7500</th>\n",
163 " <td>-14681.308608</td>\n",
164 " </tr>\n",
165 " <tr>\n",
166 " <th>8000</th>\n",
167 " <td>-14681.308608</td>\n",
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171 " <td>-14681.308608</td>\n",
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174 " <th>9000</th>\n",
175 " <td>-14681.308608</td>\n",
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177 " <tr>\n",
178 " <th>9500</th>\n",
179 " <td>-14681.308608</td>\n",
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183 " <td>-14681.308608</td>\n",
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186 " <th>10500</th>\n",
187 " <td>-14681.308608</td>\n",
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189 " <tr>\n",
190 " <th>11000</th>\n",
191 " <td>-14681.308608</td>\n",
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193 " <tr>\n",
194 " <th>11500</th>\n",
195 " <td>-14681.308608</td>\n",
196 " </tr>\n",
197 " <tr>\n",
198 " <th>12000</th>\n",
199 " <td>-14681.308608</td>\n",
200 " </tr>\n",
201 " <tr>\n",
202 " <th>12500</th>\n",
203 " <td>-14681.308608</td>\n",
204 " </tr>\n",
205 " <tr>\n",
206 " <th>13000</th>\n",
207 " <td>-14681.308608</td>\n",
208 " </tr>\n",
209 " <tr>\n",
210 " <th>13500</th>\n",
211 " <td>-14681.308608</td>\n",
212 " </tr>\n",
213 " <tr>\n",
214 " <th>14000</th>\n",
215 " <td>-14681.308608</td>\n",
216 " </tr>\n",
217 " <tr>\n",
218 " <th>14500</th>\n",
219 " <td>-14681.308608</td>\n",
220 " </tr>\n",
221 " <tr>\n",
222 " <th>...</th>\n",
223 " <th>...</th>\n",
224 " <td>...</td>\n",
225 " </tr>\n",
226 " <tr>\n",
227 " <th rowspan=\"30\" valign=\"top\">23</th>\n",
228 " <th>5000</th>\n",
229 " <td>-14681.308608</td>\n",
230 " </tr>\n",
231 " <tr>\n",
232 " <th>5500</th>\n",
233 " <td>-14681.308608</td>\n",
234 " </tr>\n",
235 " <tr>\n",
236 " <th>6000</th>\n",
237 " <td>-14681.308608</td>\n",
238 " </tr>\n",
239 " <tr>\n",
240 " <th>6500</th>\n",
241 " <td>-14681.308608</td>\n",
242 " </tr>\n",
243 " <tr>\n",
244 " <th>7000</th>\n",
245 " <td>-14681.308608</td>\n",
246 " </tr>\n",
247 " <tr>\n",
248 " <th>7500</th>\n",
249 " <td>-14681.308608</td>\n",
250 " </tr>\n",
251 " <tr>\n",
252 " <th>8000</th>\n",
253 " <td>-14681.308608</td>\n",
254 " </tr>\n",
255 " <tr>\n",
256 " <th>8500</th>\n",
257 " <td>-14681.308608</td>\n",
258 " </tr>\n",
259 " <tr>\n",
260 " <th>9000</th>\n",
261 " <td>-14681.308608</td>\n",
262 " </tr>\n",
263 " <tr>\n",
264 " <th>9500</th>\n",
265 " <td>-14681.308608</td>\n",
266 " </tr>\n",
267 " <tr>\n",
268 " <th>10000</th>\n",
269 " <td>-14681.308608</td>\n",
270 " </tr>\n",
271 " <tr>\n",
272 " <th>10500</th>\n",
273 " <td>-14681.308608</td>\n",
274 " </tr>\n",
275 " <tr>\n",
276 " <th>11000</th>\n",
277 " <td>-14681.308608</td>\n",
278 " </tr>\n",
279 " <tr>\n",
280 " <th>11500</th>\n",
281 " <td>-14681.308608</td>\n",
282 " </tr>\n",
283 " <tr>\n",
284 " <th>12000</th>\n",
285 " <td>-14681.308608</td>\n",
286 " </tr>\n",
287 " <tr>\n",
288 " <th>12500</th>\n",
289 " <td>-14681.308608</td>\n",
290 " </tr>\n",
291 " <tr>\n",
292 " <th>13000</th>\n",
293 " <td>-14681.308608</td>\n",
294 " </tr>\n",
295 " <tr>\n",
296 " <th>13500</th>\n",
297 " <td>-14681.308608</td>\n",
298 " </tr>\n",
299 " <tr>\n",
300 " <th>14000</th>\n",
301 " <td>-14681.308608</td>\n",
302 " </tr>\n",
303 " <tr>\n",
304 " <th>14500</th>\n",
305 " <td>-14681.308608</td>\n",
306 " </tr>\n",
307 " <tr>\n",
308 " <th>15000</th>\n",
309 " <td>-14681.308608</td>\n",
310 " </tr>\n",
311 " <tr>\n",
312 " <th>15500</th>\n",
313 " <td>-14681.308608</td>\n",
314 " </tr>\n",
315 " <tr>\n",
316 " <th>16000</th>\n",
317 " <td>-14681.308608</td>\n",
318 " </tr>\n",
319 " <tr>\n",
320 " <th>16500</th>\n",
321 " <td>-14681.308608</td>\n",
322 " </tr>\n",
323 " <tr>\n",
324 " <th>17000</th>\n",
325 " <td>-14681.308608</td>\n",
326 " </tr>\n",
327 " <tr>\n",
328 " <th>17500</th>\n",
329 " <td>-14681.308608</td>\n",
330 " </tr>\n",
331 " <tr>\n",
332 " <th>18000</th>\n",
333 " <td>-14681.308608</td>\n",
334 " </tr>\n",
335 " <tr>\n",
336 " <th>18500</th>\n",
337 " <td>-14681.308608</td>\n",
338 " </tr>\n",
339 " <tr>\n",
340 " <th>19000</th>\n",
341 " <td>-14681.308608</td>\n",
342 " </tr>\n",
343 " <tr>\n",
344 " <th>19500</th>\n",
345 " <td>-14681.308608</td>\n",
346 " </tr>\n",
347 " </tbody>\n",
348 "</table>\n",
349 "<p>960 rows × 1 columns</p>\n",
350 "</div>"
351 ],
352 "text/plain": [
353 " fitness\n",
354 "worker iteration \n",
355 "0 0 -23391.198596\n",
356 " 500 -16429.246383\n",
357 " 1000 -15210.110480\n",
358 " 1500 -14895.824563\n",
359 " 2000 -14681.308608\n",
360 " 2500 -14681.308608\n",
361 " 3000 -14681.308608\n",
362 " 3500 -14681.308608\n",
363 " 4000 -14681.308608\n",
364 " 4500 -14681.308608\n",
365 " 5000 -14681.308608\n",
366 " 5500 -14681.308608\n",
367 " 6000 -14681.308608\n",
368 " 6500 -14681.308608\n",
369 " 7000 -14681.308608\n",
370 " 7500 -14681.308608\n",
371 " 8000 -14681.308608\n",
372 " 8500 -14681.308608\n",
373 " 9000 -14681.308608\n",
374 " 9500 -14681.308608\n",
375 " 10000 -14681.308608\n",
376 " 10500 -14681.308608\n",
377 " 11000 -14681.308608\n",
378 " 11500 -14681.308608\n",
379 " 12000 -14681.308608\n",
380 " 12500 -14681.308608\n",
381 " 13000 -14681.308608\n",
382 " 13500 -14681.308608\n",
383 " 14000 -14681.308608\n",
384 " 14500 -14681.308608\n",
385 "... ...\n",
386 "23 5000 -14681.308608\n",
387 " 5500 -14681.308608\n",
388 " 6000 -14681.308608\n",
389 " 6500 -14681.308608\n",
390 " 7000 -14681.308608\n",
391 " 7500 -14681.308608\n",
392 " 8000 -14681.308608\n",
393 " 8500 -14681.308608\n",
394 " 9000 -14681.308608\n",
395 " 9500 -14681.308608\n",
396 " 10000 -14681.308608\n",
397 " 10500 -14681.308608\n",
398 " 11000 -14681.308608\n",
399 " 11500 -14681.308608\n",
400 " 12000 -14681.308608\n",
401 " 12500 -14681.308608\n",
402 " 13000 -14681.308608\n",
403 " 13500 -14681.308608\n",
404 " 14000 -14681.308608\n",
405 " 14500 -14681.308608\n",
406 " 15000 -14681.308608\n",
407 " 15500 -14681.308608\n",
408 " 16000 -14681.308608\n",
409 " 16500 -14681.308608\n",
410 " 17000 -14681.308608\n",
411 " 17500 -14681.308608\n",
412 " 18000 -14681.308608\n",
413 " 18500 -14681.308608\n",
414 " 19000 -14681.308608\n",
415 " 19500 -14681.308608\n",
416 "\n",
417 "[960 rows x 1 columns]"
418 ]
419 },
420 "execution_count": 6,
421 "metadata": {},
422 "output_type": "execute_result"
423 }
424 ],
425 "source": [
426 "trace = pd.read_csv('hillclimbing-random-trigram-uniform.csv').set_index(['worker', 'iteration']).sort_index()\n",
427 "workers = list(sorted(set(trace.index.get_level_values(0))))\n",
428 "trace"
429 ]
430 },
431 {
432 "cell_type": "code",
433 "execution_count": 11,
434 "metadata": {},
435 "outputs": [
436 {
437 "data": {
438 "image/png": 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\n",
439 "text/plain": [
440 "<Figure size 576x576 with 1 Axes>"
441 ]
442 },
443 "metadata": {
444 "needs_background": "light"
445 },
446 "output_type": "display_data"
447 }
448 ],
449 "source": [
450 "fig, ax = plt.subplots()\n",
451 "for w in workers:\n",
452 " trace.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-22000, -14000), figsize=(8,8))\n",
453 "fig.savefig('test.png')"
454 ]
455 },
456 {
457 "cell_type": "code",
458 "execution_count": 4,
459 "metadata": {},
460 "outputs": [
461 {
462 "data": {
463 "image/png": 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\n",
464 "text/plain": [
465 "<Figure size 576x432 with 1 Axes>"
466 ]
467 },
468 "metadata": {
469 "needs_background": "light"
470 },
471 "output_type": "display_data"
472 },
473 {
474 "data": {
475 "image/png": 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\n",
476 "text/plain": [
477 "<Figure size 576x432 with 1 Axes>"
478 ]
479 },
480 "metadata": {
481 "needs_background": "light"
482 },
483 "output_type": "display_data"
484 }
485 ],
486 "source": [
487 "for f in glob.glob(\"*unigram*.csv\"):\n",
488 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
489 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
490 " fig, ax = plt.subplots()\n",
491 " for w in workers:\n",
492 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-8400, -5400), figsize=(8,6))\n",
493 " fig.savefig(f + '.png')"
494 ]
495 },
496 {
497 "cell_type": "code",
498 "execution_count": 5,
499 "metadata": {},
500 "outputs": [
501 {
502 "data": {
503 "image/png": 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\n",
504 "text/plain": [
505 "<Figure size 576x432 with 1 Axes>"
506 ]
507 },
508 "metadata": {
509 "needs_background": "light"
510 },
511 "output_type": "display_data"
512 },
513 {
514 "data": {
515 "image/png": 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\n",
516 "text/plain": [
517 "<Figure size 576x432 with 1 Axes>"
518 ]
519 },
520 "metadata": {
521 "needs_background": "light"
522 },
523 "output_type": "display_data"
524 },
525 {
526 "data": {
527 "image/png": 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sNuPg4ECZDxUKBQzDYDAYkM1mcRyHZDLJgwcPMAyDYrFILBbDdV02NzfJ5XKMx2OuXr2q7tGyLFUGCAaDlMvlC9+L/1nmXEGAEOLXgN8DXgK+5Hne2yfH14E7wNbJqd/1PO/vnjz3ReD/AKLAnwP/ped5nhAiB/xLYB14BPxtz/P64rho9D8C/xEwBv4zz/PeOc99azSazy+WZTGfz0mlUvR6PVKpFIAyp0kkEozHY6Wc7/f71Ot1ZrMZsViM4XBIr9cjkUgogdtpjo6OcF2X6XQKoHbtd+/eJZlMUqvVlKGNDA6m0ymZTIZer0cgEMC2bbLZLOPxmO9973skk0lef/11BoMBOzs7bGxs0Ov18DyPZDLJ4eEh7XZb2euWSiVllTsajWg2m9TrdVVHHw6HSrxXKpVYWlpS4r5+v0+j0WA2m2GaJq+++ipra2sEAgGm0yn9fp9oNEo0GlUZgLW1NSV69Pl8XLlyhVqtpkyBpIYik8mQyWRwHAfHcbRy/6eA82YCPgB+FfgnZzy37Xne62cc/8fA3wG+x3EQ8AvAXwDfBL7led7vCyG+efL4d4BfBDZPvr588vovn/O+NRrN5xDP8xgMBsp4BzjTfS8WixGLxZhMJuzt7bG7u8vR0RGZTIZYLMbu7q4SCIbDYeVON5/P6ff7pNNpbNtmsViQz+fZ3t6m0Wgolf9gMGA6nTIajbAsi52dHa5du0YgEOD9999Xive7d++ysrLC+vo6nudRLBY5PDzk4cOHRKNRAoEAe3t7NJtNCoWCylKcngfQaDT44IMPWCwWvPHGGwSDQRqNBv1+n1qtRqVSYXV1lU6nw61bt5hMJuRyObLZLOVymevXrytRYqPRoFarkclk6Pf7JBIJ9Xg+n3P//n1CoRCrq6s0m01CoRCZTOZDn28wGNSp/58SzhUEeJ53B3juSE8IUQFSnud99+TxHwG/zHEQ8EvAv3ty6h8C/y/HQcAvAX/kHf8f/V0hREYIUfE87/A8967RaD6M53l0u11SqdRPpfGKzAKUSiUGgwHhcPiZrWTS2z4ej6vUv8/nYzgc8sEHH6i6PRz7vPd6Pfb29qhWq6ysrCCE4ObNmzQaDVZXV3n55Zfx+XxKIV8qlVhZWWFvb496vc7R0RG3bt1ieXkZv99PLpfjS1/6kvLbh+NWw729PeLxOF/4whewLIvl5WWuXr1Ks9nENE0MwyCTyRCJRDBNk9lsxqVLl1Qtfj6f4/f7qdVqlEol/H4/i8WCfr9PoVAgk8kQCASo1WoEAgE8z6PdbiuTona7TTAYpFKpqF1+MBjkpZdeAqDdbuO6LuVyWe/0f8r5NDUBG0KId4ER8N94nvf/ATXg4NQ5ByfHAMqnFvYjQIa6NWD/jNd8KAgQQvw28NtwnKLTaDQfD+nGNpvNqFarP/Z/4I+OjgiHw2em4Z8H2f8vBYHPuo7runQ6HVzXVb9vsVhU7XqDwUCJ4GTt//79+4zHY5XudxyHhw8fEgqFeP311wkGgwwGAzqdDrVajWKxiG3bSoD36NEjptMpnU6HV155hdXVVbrdLoZhkMvlGAwGCCGoVCq4rsvu7i6FQoHNzU1s2+bBgwfE43Hm87my9L158ybz+ZxyuUwqlWIymbC0tITf71dZkG63i+M4XL58mVqthuu6qs1Pflayji+EIJ1Ok8lkPvT3lwLE8XisWg81P918ZBAghPhrYOmMp37X87w/ecrLDoFVz/O6JxqA/0sI8crz3tSJRuBjj3zyPO8PgD8AePPNNz97I6M0ms840grWcRyGw+GZqd5Pguu6H9kWtlgsmE6nLBaLTxQEWJaF4ziUSiXG4zGAUuWfRb/fx3EcQqEQ3W6XL3zhC0QiEbVbjkajtFotHjx4QKVSwbZtotEo165dQwhBo9FACEG1WiWXy9Hv9wmFQuzt7alduGmaDAYDxuOxstAVQihxXzgcZn9/n+FwyJtvvkmz2aTRaChv/8PDQyXQe/fdd7Ftm9dee0157b/33nvcu3ePXC6Hz+ejXC4TDAYplUrM53M1BdB1XS5dusTKygp37twBjjsVRqMRDx8+xLIsQqEQpVKJQqHwVJ+E+XxOr9dTZQnNTz8fGQR4nveNj3tRz/NmwOzk55tCiG3gKlAHlk+dunxyDKAp0/wnZYPWyfE6sPKU12g0mheIbdtqAttwOFR2rudhMplwdHRErVZ75s5RCu0cx1Ge8B8HqQWIxWKqPe9phjNyF5xOp7lz5w4+n4/19XWlmpeDaSaTCYZhkM1m1RQ7OS5XXrtSqbC5ucnh4SG3b99mPB5TKpVot9tqPPDa2hrf/va3mUwmXL9+nWKxyHA4pF6v0+l08DwP0zSJxWJKQAiQy+VwHIdvfetbjMdj3nrrLSqVCoeHh9y8eZPd3V2Wlpa4du0aKysrKjARQqgWwdlsxsbGBsvLy0wmEzVxTw7pkZ0Sa2trZLPZp2Z/ZrMZnU4HgEKh8LH+NprPLp+KY4MQoiiE8J/8fIljUd/OSbp/JIT4yonq/zcAmU34U+A3T37+zSeO/4Y45ivAUOsBNJpPB9n/Lnes3W733NeUyvV2u/3M82QQACh/+OdFZgHS6bTKKDxtHO9isaDb7aqAYX9/n3Q6rX5n6afv9/vZ2Nggl8tx9+5d3nnnHVU+SKVSqmdeOuXJz6vX6zGZTJhOp6o232w22d7eplAo8Oqrr7K6uko6nVZOhovFgg8++ADLsojFYqo74Utf+hJHR0fqHuXQnZ2dHabTqTIcWl5eVk6Ctm2rqYUAGxsb1Go1pffI5XIUCgUePnxIu91maWmJN954g1wud2YAMJ/PabfbHB4eqrZH7eb3+eG8LYK/AvzPQBH4MyHEDzzP+w+BrwP/nRDCAVzg73qe1zt52d/jRy2Cf3HyBfD7wL8SQvwWsAv87ZPjf85xe+ADjlsE//Pz3LNGo3k6juMoMV02m1XDZ55lnPMsTu8e5Rjcp03ym06nyuL3WYv4WQwGA4LBIPF4XA2eedrr5UK+tLREo9FgNBrx0ksvsbe3h23bpFIpZb87Go1UL71hGHz961/n0qVL3Lp1iwcPHvDVr35VZU2k/a7UDMha+507d3j33XcBKBaLDAYDFosF+/v7HB4eks/nKZfLqnVP/i6JRIJHjx5RqVSIRqNKIzCdTpUbYjgcVsN5EokEN27cULbI2WwWz/NUcNPr9ZjP5ywtLWEYBr1ej0KhoIYbPYn0WxgOh8Bx+58MRDSfH87bHfDHwB+fcfxfA//6Ka95G3j1jONd4OfPOO4Bf/8896nRaD4a13UfG6Ajh+D0+/2nGud8FL1ej9lspha5ZrNJpVL5UFlADoyRwcbprMBHMR6PcRxHqfjH4zHBYFC9x+nSgpwqmM1mmU6n3L17F8Mw8DyPo6Ojxxbf6XSqxvuurq6yt7dHJpOh2+0ymUyIx+O0223u3Lmj6vjlcplMJqPKDYvFgr/5m7/BdV2+/OUvq+BAjheWmoQbN24wnU759re/zXQ6pVQqsbe3x3w+52d/9mdxHIcPPvhATRKUfgGXLl3i9ddf5+joSA1KqtfrpFIp8vm8+oykc18ymWQ2m2FZFuVyWXkDPGnmY1kW/X6f+XxOPB4nm83q3f/nFP1X1Wg0wI9EgacX6Hw+z+Hhodo1fhxkGjmRSLC0tKTq6TIQOL2oyEU/EomoXv/nERPC41kAaeIjRWvj8Zh2u60m2B0cHKjrtttt6vU62WyWVCrFzs4OpmniOA7dbleZ7AghGI/HJBIJ3nnnHTzPY319nbfeeoutrS3ee+894vE4pVJJBQ5yUt50OsXn8/GlL32Jr3zlK7TbbVKpFIPBgFwup3z1A4GAyjokk0n8fr8y95HTAEulkhLl+f1+otEoly9fJhKJqHG9h4eHyuVPIif5SU1Dv98nHo+rv22326VareLz+bBtm263y2w2IxQKsbS09NTMjebzgQ4CNBoNcLxbBB4TAoZCITX+NZFIfKwFQabIV1dX1bjeaDTKbDZTgYBc5OViGQqFcF0XOC4lfJTd7Hg8VtP65GPP84jFYioAmEwmNJtNBoMB8XicWq2mMgVS+Lizs4NlWar3Pp1OK53AZDJhPB6TTqfpdrsEg0HS6TShUIjhcEg2m+Ub3/gGk8mEH/7wh6oWb5qmMt9ZWVlRn12n01EL9WKxIBqNcvfuXcbjMbFYjE6nQywW46233iIUCvGtb32LVqtFOBymUCgQCASUq58cgrS6usp8Pufg4ADLsqhUKuozGo1G2Lat5hjIKYFwHOQdHR0pIaJpmvj9fgqFwicuAWl+utBBgEajAVCWsE+mfTOZDJZlqR3j89SEXdel3W4TCoXIZrP4fD7l5V8qlWg2m7RaLWU2M51OlbhOtqc9KwiQI3flLlq2Ao7HYwKBgHp/z/NU+n2xWFCr1VhfX6fdbmOaphIIhsNhrl+/TrVaVT3ztm0r8Z4cf5vP55Wqvt/vK1HgdDpFCIHjOGSzWSKRCO+//z4Ay8vLtFot/H4/k8mEdrvN8vIy4/GYTqdDOBxWNr6O47C6usrKygqLxQLTNAmFQsqzf2Njg+FwyGw2I5PJ4LquGoAExzqIbrfLaDRSI43l7wI8FgAAqtVPDiGSwY+e8ndx0EGARqMBjssBZ7UDCiHI5/M0m83n9g4wDAPDMMjn80qgJ1PfoVCIQqFAu92m0+moNji585QZgWfpAgaDgTLg2dzcRAiB53mq/77VahEMBpXpz9LSErlcDjjuVtjb22Nvb4/hcMjy8jKrq6u88sorRKNR9vf3CQaDatjQvXv31EIbj8cJh8NYlkU+n6dardJsNpXeYTQaceXKFZWd+PrXv06pVOLRo0dq+E+r1SIQCCjXPWnJK50Bv/a1r9Hr9Tg4OGA+n6se/0AgQDAYJJPJMBqN8Pv9RCIR9XsBKmCQAcZ8Pletnslk8jGdgES2P8ZiMW31ewHRQYBGowFQ7nhnIRfA5/EOkK1owGOLjlTRy7Y46cMv2wFPlxoikYgS7D2ZefA8D8uy1O5bLojBYFAFDslkkmKx+NhgoNXVVba3t5XP/nA4VO11m5ubKlhJJBKqQ0HW2K9evaqyDovFAsMwqFQqalrf7u4u29vbrK+v4/f7GY/HqgwQDoepVquMRiMlwgsEAsRiMZLJJKlUilQqRTqd5qtf/SrhcJhEIsHOzg7D4ZBgMKiyI9vb22qEcTQapVAoqM/H8zxlVSyEYDAYMBgMCAQCZLPZx4KF08gMgOZiooMAjUbDYrHAdd1nLu65XI7JZEK322Vp6SwT0WMsy2I0GpFKpR6rK8t0/2QyIRqNkk6nmc/n7O3tPabmh+MgQNayn3SvkzX6SCSiDH76/T6dTofJZMLGxgblchnTNNUs+3g8ztHREZ7nMZvNVC+/TL2fdihMJpM0Gg06nQ6WZbG0tMR8PldBjGyVsyxLzRk4PDxkNpuRSCTwPI9oNEqxWCQcDuN5Ho7jsLW1RSgUolwuYxgGyWSSa9eukclkqNfrShDY6/XY3d1lMpmwu7urRvFGo1HC4TCj0Qifz6euL7FtG8/zCIfDRCIRut0urusqR0ON5ix04Uej0aia8bMc/aR3gHTTexrD4RDbtsnlco+5/sl6/+k0v6yxy4W91WoxHA7V4nZWScCyLHq9HtPplHQ6TalUIplMsr+/z2QyIZFI4PP5GAwGaqSt7KufzWbKUS8cDpPL5QiHw49pDyzLUmUFn8+nauae5zGfzwkGg7z88sukUikajQbvvfeeKjnIQEqK9gzDoF6vYxiGar+UAc7KygrpdJqjoyM6nQ6DwYC9vT22trZUl0A2m2VtbU0NAlpbW1MBwJNlmdMGS41GQ7UQ6gBA8yx0EKDRaJ4rCIDjXXI4HKbX67FYLD70/HQ6VSr8021qkkgkgm3bqgNgsViodPjOzg57e3s0Gg08zyMYDH7IOVC2D47HY3w+H7PZjNlsRrfbpVgscuXKFQaDAY8ePaLdbqsyQTKZxLZtdnZ21HS+RCKhBHTy2nIxLhaL5HI5tbsejUY4jsPS0pISHkajUWXAI62WbdtWx/r9Pt1uV91DNBpVMwRkG2G9Xmd//3g+WiKRUI586+vrhMNhXnnlFfL5vDJcsiyLZDKpWhdPM5lMsCyQiz+0AAAgAElEQVSLVuvYcb1Sqbyw2Q+azy86CNBoNDiOg9/vfy5VeKFQwPM81Qp3Gtkfn06nz2wnlDtuucOXdf1yuYxlWRwdHdFsNun1eh/KGgBqcp40F5LnT6dTqtUqGxsbqu3t4ODgsYmAt2/fVil4v9+vxH7S6a/f72OaJplMRnUt+P1+6vU6rusSi8VYX18Hjk2Qbt26xWg04itf+Qq1Wk21Im5tbTEajZR3wHw+586dO0ynU6U1EEIoXUChUODq1asq8MnlcspvoFwuk8/nmU6njEYjRqORSvefZj6fs7+/r0oS1Wr1qUOANJrT6CBAo9GoPvLnIRgMkkqlME3zsUVatqNJb4GzCIVCShcAP0phW5ZFLpcjnU4zmUy4desWvV5PDfGRyIVQttu98847HB0dqZ25EIJIJKLS+IPBgIcPH7K3t0c8HufVV4/NSl3XxfM8NjY2EELQbDaVb79siQwGg8znczUWOJFIsFgsiMfjPHz4kEajwcbGBoVCQY0jzufzuK6ruh22t7d5++23sW2bzc1NJSSs1WqMx2OlPZB6hnQ6rUotiURCiQej0SiNRoPxePyhz9Y0Tfb29tQ45EKhoFv8NM+N/i9Fo7ngSOHax2kPy2QyBAIBZTIDx1kA6az3NKMZuUifzgTYtq366+PxuFpUe70evV6P7e1t5Vp4cHDAZDIhHA4TDofJZDLE43E1sle2/zmOw7Vr15jP50ynUxKJhOrpl+8bDocpFosUCgUsy6LZbBKJRHBdF8uylFjS7/dTqVQQQmCaJp7n0Ww2KRaLJJNJDg8PMQyDUqnEF77wBW7cuEEwGOQ73/kON2/exPM8rly5ojIbw+FQmSaZpql2++VyWX0usVhMlRjgOPsihY6yi0F6IcgphOVyWdf/NR8b3R2g0Vxw5vO5MtV5XoQQZDIZOp0Os9mMQCCAYRiq3ezJnejpICMSidDv97FtG9M0mc1mylBoPB6Tz+dVt4Druir1Xa/XuX//vnq/XC6nRt9WKhWy2SyGYfDDH/6QQCDAnTt3GAwGbGxsMJlMmM1mtNttNXAnm80qEaG05202m/h8PjVOWHYGSJtfKeKTqfpAIKAmCZZKJfr9PrVajU6nw507d4jFYly7do21tTUCgYDKNly+fJmtrS0WiwWrq6sqoJrNZmrIkLQHln8jOURIlgQ6nQ6LxYJsNqt8Bj7O31CjAZ0J0GguPM8rCnySeDyOz+fDMAxGoxGmaZ4pCJxOp0ohDz/SBQwGA2V/m8/nMQxDCehken2xWBAOh6lUKoTDYQKBAJlMhlAopAYFdbtdkskkuVxO9fFPp1O2t7fx+XxK0Q/QarU4ODjg8PCQRCKhxHVyMd/d3eUHP/gB3W6XQCCgsgdbW1u0Wi22trZoNBpKsS+HAC0vL+P3+zEMQ4n+/H4/r7zyCi+99JIKNiKRiMpcTCYTJpMJhmEoo6FkMkkoFMJxnMemIMrnZIBwdHSEEIKlpSXlaqg1AJpPgs4EaDQXHDk46OO6xclxu3Jxd12XRCLxoWBCBhly+E0oFMLn86m0vZwhIFP6srXQcRxc12UwGFAqldQOfHV1lUwmg23bGIahFPydTod33nmH8XjM6uoq1WqVSqVCo9EgFoupUcWyXU/eQywW49GjR8znc7rdLtvb29RqNfL5PLlcjmAwSKvVUhP/pJAvEAgo855isUij0VA+CoZhsLGxQSKRYDKZ4LourVZLlU9u3bqlxJidTkcFT7lcjtFoBPxoFLLc5afTaVKplJoYKLMnruti27buBNB8InQQoNFccGzbJhgMfqI58bImPp1OSSaTZ7YFOo6Dz+dDCEG73Vb19UajwZUrV4jH4ywWC+VuFwwGcRxH7X5HoxF7e3sMBgNisZha/JaWltTOXE4QtCxLpeblIBzXdUkmk+zu7uLz+Tg8PCSbzVKtVnFdl06nw61bt9R7u67L4eGhcurb2NhgNBrR7/fJZrMqiOn3+4zHY7LZrMpeyB1+IpHg2rVralaA53m0223i8TiJRALTNKlUKkQiEQqFwmNmRePxmFAopGY4SF9/aSZUq9Ue+3yluFJnAjSfBB0EaDQXnCdFgWdZ9T6NUCjEbDZjOBxSKpXOtB2W189kMqr9T/bdF4tF4DgQGQ6HFAoFqtUqfr+fbrdLu90mEomwtbXFeDxmbW2NeDyubIM7nY4afCQnHV6+fFmNwp3P5wCq9S6VSnHr1i1yuZyaY9DtdvH5fFSrVbWrf/ToEcvLy4TDYRzHUcLEr33ta+o1k8lEdUrMZjPG47EaYHT58mUKhQKO47BYLJSXgLT0rdfrpNNpgsEgk8lEBQGLxUJpJAAVWMRisQ8NdpLoIEBzHrQmQKO5wMjOAJnCdxyH/f19hsPhc71e1uU9zyMQCJwZPMggIBqNkkql1LjbTCajBISj0YjJZEKxWCQUCrG8vMz169exLIvd3V3u3bsHwNLSErZtMx6P1cjcK1eu0Gg0VK1ejteNxWIqCyEdAA3DIB6P8/rrr5PP5+n1ety9e5fZbEa5XGZ9fZ1UKkW5XFZje/1+P9VqleFwSKfTYTwes7e3h8/nIxqNEolEaLfb9Ho9VfeX2Y5QKEQ0GlWjkqPRqOpukIJE27ZVsDIej4EflQIMw8B13Wd6+8uAR7cFaj4J+r8ajeYC86QosNPpKOOcJ936zmI4HKqF7yxc12WxWKhMg6zNSyGbdB1st9tqpwzHeoO1tTU2NzfpdDrs7Oxg2zb5fJ7xeKwW2Hw+Tz6f5/bt2wSDQa5fv66elwusDAISiQTNZlPt9uHYCjkUCrGyskIkEmGxWKiRw7IU0Ww2lcd/NBpVToLT6RTHcQgEAuzv72Pbtqrrn86suK7LeDxWWRLTNMnlcsznc/W5Sy8EGVTJwMowDKWjeBpaFKg5DzoI0GguMKdFgXLKHRzvQB8+fMh0OsXzvDNfe9oW93TqW17XNE3l6Hd0dMR0OlX2vnISngw0ZL38yXLClStXVFrfcRx2d3fp9XrEYjHVPiezFqlUimAwyHg8JhqN4vP51OwAQLXV5fN5HMeh1+vR6XSIxWK89tprXL58GZ/Ph+d5XL9+XS3eiUSC+XxOOBxmMpmwtrbGyy+/rMYCf/DBB7TbbaLRqGpVPG1wNB6P8TyPRCKh3AllsCOzJOPxGNd1mU6nKgsgLYafZrwEKAvmpwVhGs1HoTUBGs0FxrZtNVBnMBgoPUAkElEueoVCQYnkQqGQ+rp16xbtdpvXX3+dRCJBq9VSu1sZDMg0eDAYZGdnh1gsxtLSklr0BoMBhUKBXq/H+vr6h8oJlmXh9/vJ5XLk83m2t7fxPI/19XUMw2A8HjMajXj55ZcJBAJ0Oh3m8zmZTEYFDvP5XE39G4/HrK+v02q1sG1bufTJmQDdbpdUKqXEiovFgmq1yoMHD0gmk3S7XUzTJJvNKo+DRqNBv98nEomQy+XwPO8xZz/TNNXn1+v11CyD0WjEeDwmFosxGo2wLAvP81QQIMcIn24VfBKtB9CcFx0EaDQXGLkT7Xa7yrve5/Oxvr5ONpul1Wrh8/nw+/1YlqXaAR3H4cGDB1iWRTab5dKlS8r9Tw6/CYfDauRvPB5XKn74kSVuo9Fge3sb13Upl8uP3Zvneeo1S0tLykwoHo+rACUcDhOLxVhbW6PVarG9vc3S0pKq0x8dHVEoFEilUjx69Ej5CAghVDp/fX1dqfdnsxmrq6v0+33C4TDlclm5A4ZCIW7evMnBwQHXrl3DMAxV8xdCqAmLshxRLBbxPI/pdEo2m1XDjqSrXzweZzAYkEwm1SwGv9+vnAVl+eNZzGYz/H7/U0WDGs1Hof/L0WguAI7jYFkWqVTqMQGZTCfbtq1U97LfPJ/PM5/P1WIUCATU44ODA1VvTyQSLC0tKaFdIpFQ6WmpGZjNZsokSC6Sq6urdDodbt++TSgU+pDlrWmaHB4ekslkuHTpEg8fPsR1XTY2NpTDYTQaZbFYqPT6Bx98oOYTSNe9tbU1ZrMZh4eHSuswHA558OCBSvk3Gg21847H43Q6HVKpFJFIhHfffZdoNMr169e5e/cuH3zwAaVSiV6vp4KKjY0NNjc3cV2XZrOpghsp6JMLvhBCWSrHYjGVfZH9/rLFUs5HeJr9skTaH2s0nxStCdBoLgCGYTAYDKjX62pAzWKxwLZttaMG8Pl8arcuhKBQKACoXnc5+U5OqyuXy8RiMaLRKMlkUjkISizLUqN1Nzc3le++dP8rFAo0m001AOg0R0dHyijopZdeUjt3y7KUAl+m+mXKvN1u02q1CAaDFAoFlTXY3t7m3r17LBYLNYzH5/OxtrZGuVymWCySSCRYXl6m3+8TCoWUHa+cJxCJRLh27RrD4ZDbt2/jeZ4yHapWq0SjUeLxOBsbGxSLRVVukAONLMtSzoGA8gKQVsKA6mgYj8ckk8lntmrK1kOtB9CcBx0EaDQXgMFgoMx4Op0OR0dHjMdjZW+byWSUCO50piAQCJDP59XuGY7T9K1WC7/fT6lUUmI3ucsdj8csFgtM06ReryuffVlrl2lv+FFXQiAQ+JCYrtFoIIRgeXmZaDSqDI1OW+7KtsTDw0MGgwGZTIZcLkcoFKLX6ykrYln2uHHjBvl8nlgsxvXr1ykUCmoGgN/vZzab4bouxWIRIQSj0YhyuUw4HKbf77O+vq4EfsFgkH6/r8SAEiGEmohYqVQoFotq8NCTZkqyW0IOXYpEIo+ZAz0LrQfQvAh0EKDRXAB6vR6e51EoFMjn89i2zdbWFs1mUy3yZy1SgHK5GwwGTKdTDMPAMAySySQrKyvK1haOHQRd12Vvb0/524fDYZrNJs1mUwkP5fmTyUSNy+12u6pfvt/v02q1KBQK5HI5BoMBiURCCeW63S5HR0cYhqHq4qlUis3NTYLBINvb26oTIBAIMBgMyGazVCoV6vW6cjeU/fqWZakMiWzxk+p8uaDLhb9UKhEKhZhMJkSjUTU34DSxWEyJI+VMASmsfPKz9TyPxWKh3A1N0ySRSHzomk8ynU5Vq6RG80nRQYBG8zlnNpsxnU7VkJxkMkmlUsGyLGazmbK2jUajBAIBZQN8Gjmcp9Pp0G63MU2TfD6vfP/7/T6A2j3X63WVEYDjFkSppJcliG63q9TxcgH8/ve/z87ODvV6HTg2BwLUcCIZkMj7jkQi1Go1tXBHo1Glug8Gg2SzWW7dusV4PKZUKjGZTLBtm1qthuM4KpUutQKJREIFQsPhUJU/0uk0gUAA0zSV4G82mymfgieRpY3JZKLKGGcFWOFwGL/fr0yCDMPA87xntgWe/ruGw+FPZPes0Ui0MFCj+ZwjF2g5nQ6OF5toNMrS0pLqd49EIiowkKp+ic/no1gscnR0xPb2NnAsHAyHw0QiEYbDIePxmKOjI2XpKxfPbDardtGBQIB0Oo1pmrzzzjsASoCXSCQ4ODhgd3eXYDBIJBKhXC6rCYWRSESJFROJBKVSifX1dWKxGL1ej8FgoBz8EokE9+/f57vf/S6mabJYLJS/QC6XIxKJqGvK3z+XyykNxJNKfpnib7Va6hqWZbG8vHzmZ+7z+VR3hHQtPMtSGY6zBqZp4rqu+rt81DAnz/Owbfu5ggWN5lnoTIBG8zlnMBgQCoWUg95sNlMz6aUgLpvN4rouOzs7KhB4knA4TDQa5fDwECEE6XQan89HOp3m8PBQ+QYUi0XK5TLRaJRYLKYCCjkkSLYUyrr/bDZT6fhIJMLBwQFbW1v4/X7lLjidTsnn8xSLRdXBUCqViEajzOdzdnZ21CyCeDzO1tYWh4eHWJbFxsaGUuLL+QSO4yg/hL29PVzXZXV19TEbY9n5IJECSDn9L5VKPaYFeBL5eUutxdN27LFYTE1BXCwWz7QIlsjJiVoPoDkvOgjQaD7HnFaaRyIRZrMZ3W4XQPWn27bNysoKlUqFxWJBv99X3QBnXU8uoNFoFNu2lfp+Mplw5coVLl26RK1WU6OBfT4fpVKJXC5HIpHAtm16vZ6y4c1kMliWxfvvv68c8kKhEJ7nUa/XuX//PqZpUq1W1cTDeDxOKpViMpkoZ8NsNku73ebg4IDRaMSNGzdYW1vD7/ezWCzIZDJKjW+aJuFwGMMw6Ha7KmiBH43ufVIkCcdlkWg0it/vp1gsPrM/X17vaVoLiewekNMDn0ftL8s1OgjQnBddDtBoPsdYloXjOGQyGYbD4WNiO9M0lbgskUjgeZ4aldvv99Wu/TSdTke1wm1tbbFYLBiPx1SrVZaXl1V9PJlMKhe9fD6Pz+fDtm2y2Szlcpl79+4pY51Lly5RLBap1+vKjXBpaemxAUOe5zEajWi1WuqcVqulghoZvABsbGwQj8epVCr0ej3a7Ta2bXP16lUKhQKLxYJ6vc7KyoryBqhUKup3lC2OZ6Xa5dTApz1/GtkCKGcBPA0558A0zefKAsBxuSIYDH6keFCj+Sh0EKDR/JhwXRfP836s/3CbpqmMaCaTiRLcycdSlCcV8gDr6+tYlkWj0VCKfNnyJyfuJZNJ9vf3KZVKvPnmmxwcHCgBXDAYfOz64XCYVqulpufJhXSxWNBqteh0Oir1v7y8jOM4ajHsdrtUq1WSyaSaITCfz+n3+7iui9/vZzKZqJ1+sVgklUop0WEqlVJDg1KplLIsbjQa7OzsEA6HWVpaUn36si4fj8efusvPZDLPZeQDUCqVnuvvnUqlVDDwPJw2X9JozoMOAjSaHxPSW79Wq/1YFN1S4CdrztJZr1arYRiG2tVLhz3p5BePxykWi3Q6Hba3t0mlUiqFbxgGuVyOTCZDOp0mlUqRTqfp9/v0ej218B4eHpJIJMhkMmrMr23bvPLKKyrYiMfjXLlyhdlsxve//33a7TYvv/yySsMHAgHC4TC2bZNOp3Ech42NDeUPIAcEAaytrbG2tkYoFMK2bWKxGJPJRCntZ7OZGjC0WCweM+o5rX+QAr1n7fKlDuKjcF2XVqulpiM+KxsgJyI+D3JQky4FaF4E59IECCF+TQhxWwjhCiHefOK5Lwgh/u3J8+8LISInx7948viBEOJ/Eif/GgohckKIvxJC3D/5nj05Lk7OeyCEuCWEeOM896zR/CSQo2dP99S/CKRxjhyWI4V/0+mUTqeDaZo4jkO9XsdxHMrlMvF4nGw2Sy6Xo1qtEo/HMQyD/f19ut0urVZLDbTpdDp0u12Vmo/FYkoQd/nyZYQQakyv53lMJhMGg4EqEUQiER48eMDh4SGdTgfDMDBNUxnzyD58KdLzPE+JCOfzudIBTCYTZrMZxWKRdDpNMplUosBcLselS5dUv7xs/ZNjgD3PI51Oq4Vb6h1WV1fJ5/N4nsfR0RHz+Vz187+IBVY6Jbquy+HhoWoDPC8yaNFOgZoXwXkzAR8Avwr8k9MHhRAB4J8B/6nnee8JIfKAc/L0Pwb+DvA94M+BXwD+Avgm8C3P835fCPHNk8e/A/wisHny9eWT13/5nPet0fxYMQwDIQSBQIDhcPhcqeTn4Yc//CE+n0+1tp2m0WhgWZaqla+urpJOp1V3QCAQUKlwqWKPRCJqQUyn0ywvL2NZFj6fj729PRzHIR6Ps7y8TDweV7t/aYTT7XaJRqOq/10IQb1eV497vR4A6XRaaQCWlpYol8tkMhnVWjgYDCiXy5TLZQzDoNVqkclkSCQSjEYjDg4OqNVqymnvdMpdeggYhkEkElG6BGnw0263lUtgJpMhn8/T7Xap1+t4nkexWDz332U8HmOaprpnaWcsWybPw2w2U5MZNZrzcq5MgOd5dzzP2zrjqf8AuOV53nsn53U9z1sIISpAyvO873rH0uM/An755DW/BPzhyc9/+MTxP/KO+S6QObmORvNTwWkXuGw2q/zvz4ucNBcMBsnn8xQKBUqlklpQZV07lUpx+fJlyuWyGnMr+9FlDVrWmKPRKKlUSlnjGobBYrHg/fff59GjR1QqFWWjK2vYUtUuxXq2bauU/mw2UzX+aDRKv99nd3eX/f19FouFmjiYTCYpFosYhoFt24RCITKZDI7jUCgUVN++4zgMh0OV5vf7/Y/V0eXkQdkRIYV/tVoN13U5ODhQXv/j8ViJHCuVCn6//yNH9z4Pi8WCbrdLKBRSJkNLS0skEgmGw6GalfBJkSZBGs2L4NNqEbwKeEKIvxRCvCOE+K9PjteAg1PnHZwcAyh7nnd48vMRUD71mv2nvOYxhBC/LYR4WwjxdrvdfhG/h0Zzbk77xsdiMYLBIIPB4IVcF1ALmRzPG4lEVClATvhbWlpCCIHneapF7vTUPinqm06npNNpNjY2VC3dNE1u3rxJs9mkWq2qCX5w3OPuuq6aRDibzZRl7ng8ZjKZkEql1I5YTh+UmYZUKsVgMCAYDLK2tqZeI614p9OpqsG7rsu9e/eIxWIqYJD3AMeLr7QSlvfuui61Wo1wOEy328U0TSWEdF1XGfjIQKFSqZxbr9Htdh+bPwA/GsaUz+eZTqdKI/G8eJ6HYRjqdboUoHlRfGQ5QAjx18DSGU/9rud5f/KM6/4s8DPAGPiWEOImMHyem/I8zxNCfLhJ+aNf9wfAHwC8+eabH/v1Gs2nwZO+8ZlMhna7jWVZT3WRex5M01Te8Y7jEA6Hmc/ntFotNRMgFAphWZaaee+6LoPBANd1H0tLG4aBZVkqiyAXLcuyCAQCJBIJFosFjUZDBR3xeJxYLKbG9krbXUC5BrquSzqdVvbBgUCAtbU1LMvCsiyEEPT7fTWRUL7X2toarVYLn8+H53kkEgm63S6O43DlyhXa7TaO46iefcdxaDabj7VDWpalxIKmaWJZlsowyBLHaYW9EOLcAYBpmozHY2Vj/CSyy6HVanF4eKgmHT6N+XyuHBNd11UCwhdVTtJoPjII8DzvG5/gugfAv/E8rwMghPhz4A2OdQKnfTaXgfrJz00hRMXzvMOTdH/r5HgdWHnKazSazzSTyUQ52UnkbPnhcHjuIEAGFrZts1gs6HQ6TCYT1Y8vx+qGw2HVa2+aJtlsVtXRbdum2+2STCYpFApqIZR2uqurqySTSV566SU1AEimvGWAsbu7q4IDaSCUz+exLItkMkkul8Pn86n3dF2XYDBIp9NhOByytraG67pcvnyZ1dVVNV3PcRyVbSiVSsznc3q9HqFQSOkHZrMZzWYTIQT5fJ79/X329/cpFApsbm6q7EIgECAejxMOhxkOhyqAeVHIe4tEIs/sLgiHw1SrVVqtlvIweFInMJlMGI1GTCYTVXaRhk8azYvk0yoH/CVwQwgROxEJ/jvAD0/S/SMhxFdOugJ+A5DZhD8FfvPk59984vhvnHQJfAUYniobaDSfaQzD+FDdGo6FcVKM90lYLBZqgZCLoFzwZU3f7/crzYDMRBiGocR9ksPDQ2azGZVKRe1ee72empInyw6bm5tq8p5U20+nU2Xtm81miUajdDodRqMRqVSK6XSqvPADgQDlcll1FEiDnH6/TyaTUW6B6XRatfr1ej11rUqlwtLSkipbyAX86OgIn8/H0tISnuexvb2N3+/npZdeUq6IPp9PufZ5nvdYKeBF0el0AM4UaT6J3+9naWlJ6Raazaba9dfrdZrNJrZtk8lkWF5eplgs6gBA86lw3hbBXxFCHABfBf5MCPGXAJ7n9YF/CHwf+AHwjud5f3bysr8H/O/AA2Cb484AgN8H/n0hxH3gGyeP4biDYOfk/P/t5PWan1Jc16Ver5/pTf95Yz6fP9U3Xor2Pqk2QArlptMpBwcH9Ho9UqkUpVIJ27aJx+M4jsN8Plc98dIm97SyfDab0Wq11OILxzXt0WiknAV3d3eJRCLK9lem5mWbn2EYJBIJlW3o9/ssFgslfovH4ywWCzzPU1MHpXHSaT2B4zgEAgFVtjAMg3a7TTabZWlpCb/fTyQSIZ1Oq1ZCKcCTAczdu3exLItLly6RSqUIh8MkEgmKxSK2bavSgc/ne6GL6mg0YjqdqmmLz4PMXEidgPw7ymFNy8vLyphIo/m0OFeLoOd5fwz88VOe+2ccp/+fPP428OoZx7vAz59x3AP+/nnuU/PZQf5jP51OX5jCWS5k1Wr1M/UPphSuneUbL4Qgk8mo9P3HdX8bj8eq5g7HmQU52c7zPOLxOP1+Xy2WcByUSCMdabTTarVYLBZUq1UAtainUilyuRwPHjyg2Wzy6quvqpkB1WqVfr/PcDhkMBgQi8XUNMLxeMx8PlfvLwMQqdaXHQiyu6DValEul9Xvk0wmH5tfEAqF2NjYeMzDP5PJMJlMVDZBCvCOjo5oNptK1yDfQ+7M2+22muz3rIE+Hxfbtun3+8RisU9Uq5c6Afn7yBKPRvPjQA8Q0vxYmc/nAMrp7UUgR8VOJpMXds3z4nkepmkSi8WeujM8TzbANE3VLy53i/P5HNM0CQQCRCIRpayXwZb0BpDWvdLAJpvNqnKFFBtmMhnguCwwm81YXl5WavZIJEKpVMJ1XTUiN5FIMJlM1GCecDhMu90mkUgoh7t4PK5aESORCK7rqvePx+OqV//evXvcvn0bn8/HxsaGEhVKpAOfnCoohMCyLHZ2dtR45Cd99eU9yAzEiyoFyOl/Pp/vuR3/ziIcDpPJZHQAoPmxo4MAzY8VGQTI7y8Cufh/lkoMlmWxWCyeOT1OjuOV5jbPi1w8pRe/XGhlfT4ejzOfz5lOp49Z706nU1KpFP8/e+/240iepYd9EcFL8H6/5LWyqqu2e3Z2tme9A3mFBfxgrWHpaSTBa0teWPsgeA3YepIfLP8HNtaAAAOCAdmCsQIMy4aAhRbQ2AtLtqCFARk7O5iZne7q7rplZZLJOxkMMhi8BcMPmd+pH5nMrKzKquzqmfiAQlcxSSYZzM5zfud8F13XMZ1OYVkWTNNENBoVtz4qFnjy5nhajd/lc5ZKJVSrVRmtD4fn4h/TNOE4DjqdDmazGZ4+fSq+BHRNLBaLEofLyF4qBUbpe/QAACAASURBVCzLQqPRkNe27XMNhUJIpVJCUvziiy8AnBsiAZfT9Zi6x+yGdzWFGg6HmM/nKBQKH9QUKkCAmyJoAgLcKd71JIB7b+DDagJGoxHC4fBrx/wk8LGA3gSz2QyO4whjno5/HP+ToT+bzRCJRBAOh9Hr9SQXQNM09Ho96LqOSCSCaDQqAUKr1UpG2vP5HLZto1AoyCpBPanysZZl4auvvkKn0xGSW7PZRL/fx/HxMVzXRT6fx3A4XEstXC6X0oC0Wi3Z4ZfLZZTLZeRyOUwmE9RqtWubxufPn8N1XRwdHUHX9bXpB+G6riQZvitVwGw2g2VZ4s8QIMA3EUETEOBOweJPothtQXY9c+rfxXPeFizA100BCE4DeIq/CWjgYxiGOACuVitxxyOzngWv2+2K776u6zLyV8fzANZWCQDE2a5arYpbn6p97/f7YjzUaDQkjyAajcrzFAoFfPe738XOzg4mk4k0H77vi5KBOn7btrG/vy978V/5lV9BuVwWxjydAoHzot5sNvHs2TM0Gg3s7e0hlUqJGmKT9DedTuH7/jtbBXANEAqF1kyXAgT4piFoAgLcKZbLpYya38U0wHVdRCIR+cX+IUwDbNuW0+5NkEqlYBjGjbkB0+kUtm3LvykRVH0H5vM5VqsVptMpJpMJCoXCmjogl8tJYTRNU9YHfM2+76Ner0ui4HQ6hed5a00AJw/FYhGpVAqffvqpTCHG4zEKhYLwBbiGoFHRYrGAYRgoFovwPA+6rqPX660x/rPZrEwFDMPAYDAQS+BerwfLsvCTn/xEVhi2bWO5XCIcDq+9Tl4LRg+/C1VAv98XS2OVtBggwDcNwU9vgDsD42xVtvptsFqt5CTL8e/X3QSsVis4jiPe+TeBOg2g1W2/399qK8uTP7MHKJ8bj8c4OzsTEuJ4PBazHabuDYdDjEYjVCoVmKYpp/toNCpeAGwCptMp+v0+CoUC0um0KB24DqDzIHfiPPkvFgs0Gg2EQiE8fPgQ0+lUCjKfm6FDmqbh3r17QvzjNGM4HIq5EqcKmUwGlcq5k/iTJ0/QaDRgWRaKxSI+/fRTseI9OzsT3gFBFcW7mgJMp1NRUATa/QDfdARNQIA7A38xc/x820kA8+JDoRA6nY7o1r9OqDkBbwJ1GmDbNk5PT1Gr1eS0TfCUPRwOkcvlRGeeTqfh+z4ajYYk5XEXn8vlxFc/FAphf39fGPVM+huPx4jFYtJEDAYDuK6LnZ0dRKNRuK4rLn8ApIEYj8cIh8PIZDLo9Xro9/syHYhEIuIFAJyvgBig1Ol0JJaYaYQkOPq+L0z7UCgkGQKxWEyag0ajgVqthkePHmF3dxcHBweixKDmvtVqwXEciVqmkuG2GAwGMAzj1mmAAQJ8CAiagAB3BjYBkUhEJG23Aclei8Xig1EI2LYN0zTfWOqlaRrS6TRc18XJyQkcx8FkMsFgMEC9Xpf3xxOv7/u4f/++FO1oNIpKpYLVaoUnT57g+PhYzIN830e73RZeAMmB0+kUhmFIkeRJfbVa4ezsTHb60WhUCJj8fqPRSBqDfD4P13VxdnYGwzBQKBSEoAdATvqqOqHX60lBZoSwYRjC+leLtaoQ6Pf78DwPxWIRR0dHsufnqH9nZwcPHjxANpvFfD6XZsjzPFE13AaO44g74ru0HA4Q4OvCrcyCAgR4E/DkHwqFEAqF3skkIBaLSYFkQ6AWq03Yti069ncNFtO3PSGmUim0Wi3UajUcHh6uGdq0Wi0kk0lMJhM0m02k02lUq+e5XozEBc5H7q1WC7Zti7MeiYGpVArJZBKRSASz2UxyAMbjMXRdF4b7ZDKBZVlIp9Niu7tcLtfibxmUk0qlhHfABEOeyF3XRTKZxGw2k70843oNw5Dn0zRNnPwymQwMw1iT25mmKfHH9XodkUhEnAOpiojFYpjNZjBNU5ocmgqNx2MxMLoNfN+XxMMgwCfAzwuCSUCAO8NyuZRf+OFw+FaTAAbmhMNhaSZYOK6aBvi+L1707wNX5QTcFGxiptMpyuUyisWixPYy+e7P/uzPYNs2qtWqFH5yELgOSKVS2NnZge/7+OKLL4SkR8IcbXnJ0p9MJlI4AUjiXrlchqZpcqJXmwDLshAKhbBardDr9SSxcDabidRvOBwilUphuVwKp4AeBaVSSaSRi8UCpmlC13W02+1L1492xJ999hkWiwWq1Sri8bhEEdu2LdyETSdAOhSGQqFby/jG4zEWi0WgBgjwc4WgCQhwZ1BP6KFQCMvl8q0lfZvBOyxUDNS56vu3Wi30+/23+p7XgTkBNLB5G4xGI1kLkKlPrfxqtZLAHToFLhYLsWFOp9OwLAuu6yKRSIh/QL/fF+dA13WlUWJzwUAhchjG4zHa7bZE1gLn4/xNI5xOpyN7dtM0sbu7i+FwiMlkgmKxiGQyCdu2pVEZjUbymc9mMxQKBWQyGViWBcdxsFgsJBJ5k2wXiURwenqKfr+Po6MjmeKYpolcLodIJIJGoyG8gU0wDvk20x8SIU3TfGOL5wABPmQE64AAdwbKtwDIf/nL/01BtzwS1EajEfL5vNjlbgOLzdsm910HnnTfdkzMImMYhkTmcjzueR4sy0K73UYikcDe3h5M08TZ2dnadaQs0XEczOfzNdvdJ0+eiD9Av9+HZVnCFTg8PEQkEoFlWWuNBNca/Ix0XZfXpeYLcL0yGo0wm82QSCQQDodRr9fFkGg+nyMajaLb7crKpFAo4OzsDKenp7BtG/fv30c0GhUCI5/Xtm0MBgMUi0VUq1W0221ZKQFAqVTC8+fP4TgOwuGwqCz4x/M8CUd6W9i2Dc/zUC6Xb/U8AQJ8aAiagAB3huVyKac8Fi+m3L0JPM/DbDZDJpOR0T5Daihn475bBQs1ZXjvSt/t+z5Go9G1OQGvg2VZ8DwP8Xgc8XgcnudhPB6LAU+n00Gj0YDnecjn83jw4AE8z4Nt21gsFkgmkxKz2+12xTuhXC5jsVig1WohGo2iWq2KeyANd9hMzWYz5PN5aJqGXC4np386BVJ90e12MZlMcHh4iHw+L9MJevPTBZB+ADTxIf+Akj+SCD///HNYlrXmEsjX02g0cHx8jNlsJl4BlmVJtsFiscBsNsNkMkG73caTJ09kXE/HRlorvy08zxMPhvfBJQkQ4OtE0AQEuBOwQKjrAODtZIIqEZDrBBINeRtJYiqohV8ul2/VfFwF2u2m0+m3ejxP1qlUCo7jIBaLYTQaiQrAcRzR+LdaLezt7QkZjk3A/v4+otEoPvvsMzQaDfzar/2ayOno1U8p4Ww2w9HREXq9HhzHEaUAE/bm8zn29/fXXp/qw8BVQLVaRTqdxng8FtkcAJEG0n9gZ2dHcgxs20YikZD9vGmaGI1G8DwP6XQaoVBIriNTCguFAvL5PGzbRq1WEx4B9f+cTuTzeRiGIbHI78rLnyZObDwCBPh5QtAEBLgTkATI4q/r+lvLBLnb9jxPbGJJcOPp/qomgI+bTqfvrAlgTsDbGsf0+32x8R2NRqJtHwwGCIfDkitQLBble2UyGcRiMUwmE1lx+L6Ps7MzAMDR0ZFMQugHQKb/dDpFPB4XJYWu6/j4448Rj8dxcnICTdPEmAd4tQ5gs9BqtRCLxZBOp2WiMxwOhdVP4mEmk5HGq1qtotVqYTKZYG9vTwo0pxJ7e3vodrvY3d2FpmmwbRv9fh+r1QpHR0eoVCqo1WrQNE34Cvy753lot9vY39+HYRhwHOfW43/1vXP1oboQBgjw84KAGBjgTrDZBPDvbzoJ8H1fpIHc7XMaQKOZcDh8iRxIP3+Oit9F7LDruqjX62g0Gm9NFnNdF67rIpvNYrlcwnVdzOdzVCoVKWqlUkkIcR9//DEqlYoUp+l0ikwmg36/j2fPnklegGr/S/mepmki1aO0LhqNIpPJSJQveRtqoBHXAZFIBIPBAN1uF/l8Xpj4HPPT3Y/PXyqVZFQPvNqr80Ttui76/T7i8TiOjo6wWCxgWRZGo5H4AaRSKeTzeYRCIYTDYYzHYyQSCZlsUH3ASUypVMJqtUK3273lp3uOwWAAXdffWVMRIMCHhqAJCHAn2NYEvI1MkPt8Ms0BrMXozmazrfGzPJHyBHmbJmA2m6HZbKLVaskY/W1UDpQshsNhWQUwla5QKCAUCqHZbK5p7ePxOA4PD7FcLvH48WNomiZeAEzx8zxPpgBUFqh2wLPZDPV6HdFoFPfu3YOu6xgMBphMJohGo1JsV6uVrHHC4TCi0aiEBu3s7KytdGj2w0RDugYC54UUALrdLkzTRDqdlkJNPgPzB4bDIXq9HsLhMEKhEBKJhDRYJAleNeFh8BDNi24rBWUDk06ng5jgAD+3CJqAAHeC5XIJwzDWyHhvIxN0XVcKHEfZLFI89UajUXiet9ZgUMOfSqWEQf6mmM/naLfbaDQaWCwWKBQK4sD3NooD7vNJxiMrnrv82WwGTdNgmqaw+Ukc5Hut1WpoNpvY3d3Fp59+ivF4jFqthhcvXsC2bdi2vRaaQ2tfz/Pw8ccfI5lMwnVdIQ7Spne1WmE8Hkt+QSQSQSgUQqvVgqZpayz5xWIhDUMul1uzTk4kErAsS075yWQSpmnKazBNU1QNuVxOyHz0M1A1+bqub5UrjsdjiUwGzk2X4vE4BoPBrRwk+/0+DMMIpgABfq4RNAEB7gTbXPxUhcBNQWkgSWGcCmw2AcC6aRDH1Swyb1Iclsslut2uhNPkcjns7+8jlUqtRSO/yXOScU4zm8FggNFohGq1inA4DNu2oeu68AAsy5LiSDvcg4MDNBoN/PjHP0ar1RI7Xd/38fTpUxwfH+OLL77AaDQSF0CGDJXLZeTzecRiMfT7fbHCnc/nSKVSIvnj++OKZTgcIhqNioeAatTkOA7y+bzEGIfDYWSzWYxGIwwGA8znc+TzeYlCzmQyQtAMhULQdR27u7vIZDKYTCbIZDJrPzNsFlXVxzazI+CcP2EYBjqdzprJ0U1BhUI2mw3sgQP8XCNoAgLcCRaLxaUm4E0VAsvlUvTmLLiz2QyRSETMbmiko5oGUUaWSCSg67o0Ea+D53no9Xqo1+tCNtvf30cmk5HCwH25pmlvNA1gMBCLYrvdRiwWQ6FQwHK5lFNzsVhEp9PBaDQSiRrJf2TnP3jwAKvVCs1mE6lUCqVSSUJ6GCb0ox/9CD/72c9gmiay2Szi8TjC4TA8z8NkMoFpmuLxT9LfYrGQZsQwDNi2LU0CG7jJZIJQKCQFOp/PCzdDPcmfnp7K9IQSRrogbjr59Xo9kRGq4MRHbRq5JtkMbNJ1HaVSCcvlEr1e78afC3DeWJCUGdgDB/h5R9AEBHjvYITwbScBqjSQ0bDAK2tYnlaXy+Vao8BIXf5CZ+Ttdd/XdV3UajWMx2Mkk0ns7+8jl8td8hagwx397W8CJgEyOZCn1VwuJw2K7/vIZrMyTh+Px2KROxqNsL+/LwTJBw8eoFqtCqnv4cOHuH//PuLxOAqFAj799FMcHR2tyTOTyaSM/LkGoIogGo0iHo/DMAz0+30x+yF/IZPJyOmalsXkAXB/z89GTUeMxWJi91wsFoVAqHr6c/rAFYkKBhBtTniA7SZN0WgUuVwOjuOg3W6LguJ1oD1wEBIU4BcBQRMQ4L3D8zyJ/FXBpLmbTgJc1xVFgaoESCQSiEQiohhgE8DCxMhhFijux6+bBlA/v7u7i0KhsJUYRlZ6JBIRyR136Neh1+vBMAxks1l0u11hwW+mK9I1z3EcWaecnp4ik8mgVCrBcRyYpolSqSSGPDRLou9ALBbDYrHA3t6eNBQ0JaK2v1QqYT6fYzQayTXSNA2pVEoMllTSYjabFadGFnGO/5nnwCZN13WkUinMZjPhgGQyGUQiEUynU3ktAMQZMRaLXZoOLBYL8RIgBwG4vgkAgEwmI6+33W5LPPNVP3MMCWIjFCDAzzuCJiDAeweL2jadtRoAdB1UaSCLOv9NVjh3/eQN0DTIcZw14hh/uV+nEODa4TptOAt+OBxeS+C7DmoULeOCKZkjl4EkSk3TZAVCG17P8/Dw4UO4riteCLFYDLlcDtPpFJVKBclkEicnJ5jNZtjf34fjOOh0OojFYlitVjJCH41G0kDQ8leVOpKAOJvNMBgM5CTO6+w4DoBz0iCbIV63UCgk16dQKGA+n8uUge+XBZyTAHVFsgk2bFwR8N/j8RixWOxa9n42m8X+/j7K5bIEG9XrdTSbTSExElRXBCFBAX5REDQBAd47tskDCVXqdx04Ig+FQjJZ8H1fCGGMwt0kB7K4qQWdX7uuCVgsFq81h1GZ8yxw1zUB3DVHIhGR27GJYXPQ6XRwenqKdrsN13VhWZa8v0ajgUqlIrt0JjLS9Ij/3dnZged5MkEg0Y7BPYZh4OTkRIh7iURCRuBqE8BTOlP6WKATiYTkD7AhoALBdV3xFGChpp1yKpVCsVhcky+Gw2G5L1ce2647HQf5eXMlwHXE66BpGuLxOMrlMg4ODpDL5eB5HrrdLk5PT9Hr9URWGI/HA3vgAL8wCJqAAO8dm1G/Kkj0et2ultJA7pE58k8kElitVuLtvlqtMJlMYBiG2NTS9pZFkhr0q9YBXDW8zlFwPp8jFArBsiwsl0vRyF/V1NDuNpFI4Pnz57AsC7PZDE+fPkWn05FGgE54nU4HrVZLXs9sNsPh4aHwHkhy1DRNxv/JZFIKZj6fx2Qygeu6SKVS8DwPlUpFNPrceZumKd9X5TzwtU6nU/R6PZm2LJdLNJtNxGIxlEoljMdjWcuMx2OYpolIJILJZILhcIiTkxMYhoGjo6O1a8oJDbkH28iAxHQ6FTkhI4u5klA5BTcBZX97e3sSSzwej9FqtYSbESDALwoC2+AA7x3cZ28jWankwOtO3q7rSkIgrW+LxaL47HO/zXhcetd3Oh05pasFjoVvG9QT/nUgyW04HIpNLk13tuUInJ2dyW7dcRxUKhUJ2imVSvjoo4+EE5BKpeC6Lp49ewbHcZBOp5FMJhGLxWQKoOu6TFdI8NvZ2cHjx48luKdcLqPT6cg+nXK8WCwm9sFk91MdoL4/0zSFVJfL5cSyORaLIZ/PQ9d1Gcmz8LP5aDQaiEajWK1W+M53vnPJW4DmR0w9LJVKaDQaAM6TAXn9yQcgl4PyRZoBvW1mAwAhdebzeTiOA13XA3vgAL9QCCYBAd47tnkEEDeRCZIIyBMg1wH85c+izRMwyYFk7JNAqOK6yGFVG38V1OAaADJ9YCHchO/74q9vmiY+/vhjPHr0COVyWVz0uOoAIHa+9Xodg8EApVIJ2WwW8/lcQobUVEaewLPZrFj3sjjv7OxIA+a6LuLxOA4ODmDbtlzPbY0AFRR8bLvdllwBegoAkCaF0cScagyHQ0QiETx69Aj7+/trTaCq4uBaQdM0KfiNRkOsi/k5qU0AVyu6rr+1ZbMKEhjfdKoQIMA3HUETEOC947pT/k1kgtzda5ompjxcBQCv9vckpjFUh5a6274/d9nbjGRIxLtOHsYpAM1uGEoUj8eF9a6CO3nf95HJZMRSl8/FU6/Kn+h0OvJa6arHxD3K7aLRqJyqaS+cyWSQSqVkvB0Oh7G7uyucCabyGYaBXq8nDH/f99fUDfRX4ORlOBxif39f9vokGE6nUyyXSzQaDQwGAzldp1IpFAqFrel7vH5cdTAlMBQKYW9vT9QLjUZD4ofZMLIZUG2OAwQI8HYImoAA7xVXeQQQN5EJuq4rKgKeTulqB7waW1NnPx6PMZlMxPd+2ySAj902DbgpKdBxHITDYRSLRRmLX6USoGwvHo+jVCqtmQ2tVqs1ZQCvy8uXL+H7Pj755BNh25M3wNUG/RDYBHAtcHBwIPHDfF7XdWWloOu6GBV1u10Ui0Vx+huPx3AcB4vFAr1eT4ptNpuV0KBIJALXddFoNNBoNOB5nnAGuH7Z3d298nN3XVcaJ050ptOp+AqUSiUxPXr58uXazwf5Hqr3Q4AAAd4OQRMQ4J1guVyKZEwFf3lfVQyA64OEVquVkMJc15URPMlbqlY/lUohl8uJuc5sNhPN+uZ+n8V6swnwfV9WD9eBqYSUJzI/gCfWzSbAtm2RLqoNBnkJm01At9tFr9dDIpHAwcGBBAq1Wq21x5mmKdc9Ho9LYuD+/j5830ej0YDv+yLHU6VvZNoPBgOk02l4nofj42P85Cc/wZdffomvvvoKL1++lNdA0iFwXohPT0/RaDRgmibu378vr0XTNOzs7CCTyWxtsnzfl7hk0zSRyWRg27ZMO9TXVyqVxJK43W6vrUuCJiBAgNsjaAICvBP0ej10Op1LyW3XyQOJ6yKFSQQ0DAOe54k3gLoKACDj+/39fQBAvV6X5oEsfhXqSFnFTUmBmyY1yWRyLbaX2QYET+XUphM81atrkeVyKWl9mUwG1WoV0WgUyWRSiIhckZimidFoJCsJz/OQSCTE1Gc4HMK2bUk73HQ8jMVi8DwP/X4fg8EAtVoNmqbBsiwcHx/L41zXFbe+6XSKwWAgp/9qtSqOgoz5DYVCQnrcNFBimBAAIQsyInhTQbJcLlEqlbCzswPXdXF2diY/A5QMBggQ4O0RNAEBbg2Omin1UicCN2kCrpMJuq4rNsGU36la8s2inclkkMlkxCwnHo8Ll8D3fWlUIpEIdF2/dFK9CSmQrnKcAABYs97l7p2F2vM8dDodLJdLTKdTPH78GCcnJ+h0OhgMBmvXhtfLsizM53Ps7u7CNE2RIJZKJYkC5uvkuH4+nwtRjpMRxhUzH2Dzc6NyQA0oYoCRaZr41V/9VcRiMXS7XZEGPnnyZC2yl+uDZDIp9sW8JsDlactkMkG/30cymUQmkxHDnm0sf0YUFwoF7OzswDAMtFotOI4j5j8BAgR4e9yqCdA07bc1TftM07SVpmnfU27/HU3Tfqz8WWma9t2Lr/26pml/rmnaU03T/nvtYjmqaVpe07T/S9O0Jxf/zV3crl3c76mmaT/VNO3fus1rDvDuwb3zzs4OTNNEt9uVAkg9+3WObiyC21YCqjRQ9Z0nqBen21w4HEa5XIZt2+j3+zBNU6KD2+02HMcRo5ttCoH5fA5N065tAhaLhZzS1ZM1Y3nD4TAMw5ApA+VskUgE9+7dkzH8ZDJBq9VCt9tFo9EQ6eBqtUKj0YCu6zg4OJAGabFY4P79++IISCIfTX6m06k8N0/ihmFgsVhgMBisrRy63S6Oj49hWRaOjo5wcHCAWCwmjnmapkHTNFlFFItFJBIJNBoNHB8fizqBJ/p0Oi1GQmzMuBrZvMbtdhur1QrValU8DlQfBxWc5gDnjR7XDPz5CkiBAQLcDredBPwMwF8H8K/VG33f/1983/+u7/vfBfCfAHjh+/6PL778PwD4TwE8uvjzly9u/3sA/qXv+48A/MuLfwPAX1Hu+3sXjw/wgYD7ZurNy+UywuEwOp2OnNw3pwCb4+GrFAJ8vMr651h8uVxiMBjg5cuXQrpj0c3n81itVnBdF9PpFLFYTMbIhUIByWRSTtqbroE3IQValrXV3pZTAU4DaG9Mx710Oi3FbrVaoVwuCwEOgLDhj4+P0e/3USgUkMvlsFgsMJ1ORcZGwyA2F5Tx0UGRiMfjwodgs9TtdlGr1eA4DkKhEKrVKg4ODlCpVAAAJycnYrHMaQmnMeFwGI8ePcLOzg6Gw6FkMxweHkqhZoYCsdlozWYzmQLwGi0Wi61TgE1/AOBcIZLL5VCtVpHP56+dMAUIEOD1uFUT4Pv+Y9/3v3zN3f4mgH8CAJqm7QBI+77/b/zz2e8/BvBXL+73fQB/cPH3P9i4/R/75/g3ALIXzxPgAwBZ+Ixy1XUdlUoFuq6j1WpJ6A+xXC5xdnYmGnDgaq8Anor5tfl8jlgshl6vh1qtBsuyYBgG9vb21k7elKTpuo5eryeTglwuJ9a1qVQKi8UC3W53bQ2hyvWuAkf4m/G14XBY1AkswIzyZZQy5XSnp6f48Y9/jOFwKKl+hUJB9u6+72Nvb08IcJPJBJFIBKZpCsOfpD5yAXj6J5LJpBTSWCwmk4Z0Oo39/X1JX6R5EIC1CU6hUMB4PEav15Nx/8cff4xKpYJMJoMHDx7gwYMHEl5E62bK/gBc4gV0u12sVivxM7BtG4ZhbA3r2fQHUEFvhQABAtwOd8EJ+I8A/K8Xf98DUFO+Vru4DQAqvu83Lv7eBFBRHnN6xWPWoGna72ma9kNN035IjXWA94vRaLRWRIBz5nilUhF2uqq3ZzGgqx/vvykT9H0fL168EFIbx+b0Cchms3IaZKgNT94swCwyw+EQ8Xh87ZRMrfx4PMbZ2RkASDHl5GGT5AicF0fbtpHJZLb6CHAczvfkOA5arZa47BWLRdy/fx+7u7tyunddF71eD41GAycnJ5hMJtjb20OhUICmaTLyT6VSIs/TNA2ZTEaMeUgIVEHSomVZ2NvbQy6Xw/7+vjj9cUrCz0XXdaTTaTSbTSwWC3z00UdotVqo1WpIpVI4ODiAYRhIpVKyeojH4wiHw9I8sYHi56wmNo5GI4lQ5v1oabztWpIPEIz8AwR4f3htE6Bp2r/QNO1nW/58/waP/bcBTHzf/9mbvKiLKcHrg78vP+4f+r7/Pd/3v8cRa4D3BxrFbJ6IAYh+nkx3nug58l8ul2vM/M0gIRL4JpMJnj59ina7jWg0igcPHmB/fx/ZbFbkYozypZyQOnLG5jIWdtMmmPG6vV4P3W53jRQ4HA7R7/cvrSjUrHlCVQKoK4FYLIbBYIB+vy9JgwynOTg4kNPs4eEh9vf3YZomdF0XPT7XDTwt87m5J/d9X8h/6tcJFuDRaCQkPHIz1IYJOFd36LqOBw8eoNvtSjohOQIk5QGQot3r9eSzYxPAgq1KQymZHAwG0sSQp8HI4m1Q+QABAgR4P3jtQs33/d+6xfP/DbyaAgBAHcC+8u/9i9sAoKVp2o7v+42LcX9beczBzkcbSgAAIABJREFUFY8J8DViNBpd0narMAwDxWIRq9UKnU4H5XJ5jSho27YUrnA4LEV6tVrh9PRUDGU4Ar9///5awaArIAsNyXbkEdTrdXz66aeoVCpot9tCbiNYhMPhMMbjsRAcw+GwjMV5UiWGw+FadDAZ89FoFOVyWU78juMgl8vhyy+/hOM4SCQSYijE4B66/nFyMBqNkE6nEY/HEYvF5LoOh0Nx4QMgkb/kY3Bnv7nGYBwx/QlU8DFcX4zHY1kzDIdDsfDlNEJthji+pwqEfAQWd04v1OusxgaPx2NxHKQ50Ca28QECBAjw7vHe1gGapukA/kNc8AEA4GLcb2ua9hsXqoC/BeCfXXz5jwD87sXff3fj9r91oRL4DQBDZW0Q4GvCarWS4nYV85/e9tVqFa7rymk7FArJ7puFX5UJUgJWLBbF7IejdBWqvS+LKpPraDDDsToA9Pv9tcczlY5ug5ZlCWGQJ3uVODidTsV7Xw23Ac4Lc7PZxHK5RCKRELIe5XlsGmzbRqvVkpChWCyGfr8v1yadTmMymSCZTIp/wmQyWWtEyLOIRCJSiDf1/wRH9ZufEVUX9OAHzgs0Q4bi8ThSqZQE+WwSKLmPp/wSeCXT5DpFvc58jO/7sgLRNO3Kvf51fIAAAQK8O9xWIvjXNE2rAfiLAP65pml/rHz53wFw6vv+842H/ecA/icATwE8A/B/XNz+3wD49zRNewLgty7+DQA/APD84v7/48XjA3zNIGnvqlEu8Gr0n81mkcvl4DgOut2uEOF0XReCIMmBruuiXq8jGo2KR71lWQiFQpc86DdJfPF4HMPhEGdnZyiVShLIk0wmkUql1hznCBrhZDIZKd4nJycAIA555C6Mx2N4nid7cOBVE1AqleB5HprNpjQmjuPAcRwsl0t5XCaTwWw2w8nJiaQH0h0wmUxKxsB0OsVsNpPro753Egd1XRdSJk/jm+CERF2FUHVBf36+tlAoJOTGo6MjmKaJxWKBfD4v70e9bvRG4ESG14QWz+rnks1mkUqlZBLE6cRVOv+ADxAgwN3gtuqAP/R9f9/3/ajv+xXf9/995Wv/yvf939jymB/6vv8rvu9/5Pv+37nY/8P3/Z7v+3/J9/1Hvu//lu/7/Yvbfd/3/4uL+3/H9/0f3uY1B3g3oEvddWYti8VCRtIMtRkMBnIKTKVSMr7nL/t6vY7ZbCZFlbGxHEsTq9UKnuetFYlwOIyzszPMZjN88sknsh4AgGq1itVqJba7BO2I+fdSqYTBYCAJfKvVSoKGmBUQCoXkZL1YLKDrOhKJBKrVqiTphUIhIdgZhoHZbIZ8Pi/yNtd1YVmWvEYWaU4NaALEqYa6cplOp5hOp5hMJmLpu834iCRHrjsIvl9d12UFQSnhYrHA0dERKpWKJAxmMhlRF6golUool8vSjPHzUd0L+X2y2aw0BpwSXMfun81mwRQgQIA7QOAY+AuI6XSKk5OTS6fim4KBNddNAYDLEcIsJqPRCLVaDePxGN1uF8+fP4dt2+h0OuJGx4Q+2upumwIAr0bQnueJ3C+bzQqpjk1AKpVCMpkUySBhmqbE2nKywZP1YDCAZVloNpsywl+tVtB1XU7d6nukhS5PzWdnZ6Kl931fyISRSETCjr744gtEo1GkUimcnJysEfy4q08kEmvXkRa/pmni008/xeHhIXRdv2SBTO5ANBpdO8XT0IgSy0QiIWFLAPDo0SNJWdQ0DbquS5gPn8f3fYxGIziOc2kiszkl2fzMHMdZc1vc9nOjxiQHCBDg/SFw2vgGgOYz10Xbvgm48+Yp9U0xGo3k9HsdmBev/jufz4uLH4lftOA9OTnBeDxGtVpFq9VCOp2WMJ/NzHi1CeAJf7FYiBc9iWo8ARuGgXw+j16vJw51AOS0z/stl0th5nP832q1oOu6jPVns5lMAFqtltj50nK3Wq2iXq+LdTF1+rxezDLIZrOyPqAa4f79+xKwQ5+BarUq79uyLHQ6HUSjUezt7UlzRD4E+Q/AeRNA/gXfHxUUtGIulUpyLdnQkHSouicmk0kMh0OZTNBGmNwHtQlQZYJqIedEZTqdolwuX/nzHPABAgS4OwRNwAeO2WyGTqeDUqn0zsJSNuV6b/pYGsdcRUYDzoswCyrB3TH39cD5rrvRaCAcDkv4zNHRETqdDvL5PIbD4dooWX0uwzBgGAbG4zHm8zkymYzEDdOhTz0ds7ipz8XmgsqAxWKBaDSKdDqNdDqNRCKBVqsF3/eRTCYxGo2Qy+VkX05i3GQyQSaTAXC+h6elMAt2LpeD53nQdV0IkYZh4N69ewCAn/zkJ3BdVzwBeFLndQHOZXwswpyqEGTrq7K62WwmGQIc5VNxQRJiIpFAp9ORz4tNBScYaoFPpVJ49uwZhsMhUqkUCoUCarWaqDEIfi6bzpDkOgC45LaoIuADBAhwdwjWAR84OLp+m4J9FbgGeJvnZNjL61YB/B6bboGapq1NH2ij+/LlS2iaJidZauY1TZP9tAoqAwDIyZbWtslkErZtI5vNCueA34uSOYIFkwQ8EuYI1do2mUzCNE3k83kJKioWixLeo2IymSCfz0v0MaOG+XoZ0FMsFqVQJxIJnJ6eyrh8OBxKPHG73cZoNBKXP1UyCEAcBPk9fN/HbDYTj4TFYoHZbAbXdYXPwUKs+hywaeOpncV4Op1iOBzK7Xt7e7I2oZuhik1yICV/juNceu2bCPwBAgS4OwRNwAcOFpe33d9vw22agOvCXlSoZjEEx82bY2DK1BKJhDj/RaNRDAYDhMNhGVlfZe/LYjedThEOh5FKpTAej8VQiKd8stmn06lcAxYb1aJYbQIosQMgwTqbO+94PL7WBNBV0DRNRCIRpNNp6LqORuNc2dput6FpGorFInzfx3A4RKFQwNHRETzPw/HxscgiLctCu92WpoLeArQQJnRdh2ma0gTwepmmKQ0bw5NWqxUymYwUak4GTNOUz4vFngE/zWYTuq7j4cOHSCQS0khFIpFL0xXerl4TZj+wgbzK8z/gAwQIcLcImoAPHDwBfwhNwHQ6Ffva12FbhDA9Ajbvx9E49/SMvR0Oh0gkEkgmk3Ky5fNw509uA5sAOt1RGghARuG0teXIHYCY7DiOI2N4dQxNTX4oFJLx+uZ7jMfja1HIHMtzJ3///n1ks1l0u12cnJzAsiwUi0WYpikafRIS9/b2MJ1OZUXSbrfx4sULyRXgyiCVSl1ax/B1zOdzuVYMXLJtGz/96U/x5MkTWaUwmIjXX13dcGXRarUwm82QTqexu7uLQqEgboz8fFXuBbHZHMxmM1FXXPfzE/ABAgS4WwRNwAcM9Zfou2wC3pYTcFNCIJ+bbn7qbZtNQL/fx3g8xs7ODmKxGGzblhP3dDpFJpOR5kBtAoB1l0Hq5LlG0HVddO8c9XMVMRqN1k6uDB9arVaXgmwYBkSpotoEkBxI0x0+JxsKPpYZB9FoFM+ePUMoFEKlUsF8PhcvfTYQsVgMu7u7a0ZAk8kEz549w9nZGRqNBsbjsXzP1Wolj+Vrp+SQUkYmDQ4GA+EC9Ho91Ot1PHnyRNwZ+R7m8zna7TZ6vR5CoZDkDdCUKZvNymtfrVZIp9NwHGdtUrM5LbFtG5qmrXksbEPABwgQ4G4REANvAKag3fXphONUmsK8K6iTAJK/bvIYOtfd5P6bBX+1WmG1Wq39cp9OpxiPxyJBm0wmeP78uRRI3/fF714t+KoygAWejQ2ja2OxGHRdv6RvZ5St6sLHxoCWv+pr5hh+NBqJtI7YnByQKEgJJeOAi8WiuPYNBgNUq1VEo1G0222RP9brdXl9xWJRbq9Wq7JCmU6naLfbcBwHtm1jsVig1+uhVCpJuA9XAlReUA1RKpXQ6XRw//59fPLJJ1Lsh8OhfDbMAphMJkJ0LJfLl7wgEokELMsSB8ZcLifXh42IqhCgKyInMVetAnzfFyfDAAEC3A2CJuAGcBwHvV4P+/v7d5pfzqJH+de7AE+PDOxhBO3rwNS/m6wCgMtNwDaOQL/fh+u6SCQSyOVyCIfDGI1GqFQqsG0b4XBYijKd/YB1u2CO6LknJytddcCbTCZyao9Go1itVuj3+6hUKvKaJpPJ2koCgJxuM5kMxuMxptPppXVANBpd88tncaWMsFwuo1AoSCPC603DH56wqdNns0ADIDrshUIhrFYrRKNRVKtV7O3tYTQaifsgi3U8Hke73ZbvBUASD+v1OtLp9FoSoWEY2N3dxcOHD6HrukwByuWyTBIWi4U0CvwDnEcq+74vExzXdcXa2fd9WJYlXgeTyQS7u7trnIpNUJJ505+xAAEC3B7BOuAG2PSJvyuwIHC/yl++twGfg8XupisBOujddEy7uf/n9+HjWVRpVkPzGJ4GyYTn/aPRqBgI8QQOvJLBqYxysvG572faoaqDV50DOWmhu6H6nnl6ZTGksoGSOjYATNJzHAe6ros9crFYXJMqkk1P0iOtdHmNaFpENz1OXvh+arWauC9Go1EwLZNWxyQp0qiIls2FQgH37t0ThQAAcR2k6oF+DMPhEJ1OB2dnZ+h0OqjX62g0Gmi1Wuh0Ouj1epJpQO6ApmkYDofCWWDzQkIgVRXqz4AKEiSj0WgwCQgQ4A4RTAJuAM/z0O/3kc1mL5nWvE/QLe/s7EwK1XXa/JtADXuhr/3rQJndddpuFmietDltINRJwGq1kv20aZqir18ul0ilUrBtG7FYDDs7O/J4Ni2U6yUSibWgH/IB+L3YuNGUaDQayffJZrM4OzuTpoBTAhWU1PE9U/s+m80k7IjPz+tJzsRsNpP43nw+D8MwZOoSiUTQ7XZl1K4m9C2XS4zHY+zu7iIej0sjRLJfJpNZUzFwZK9pGhqNBnZ2dpBIJNDtdjEYDPCd73xHdP+u66JcLiMcDqPT6aBarWI0GmG5XK7FIluWBcdxkM1msVqtUK1W13gWlG3quo7d3V257mw8stmsNDDxeFxyH6iQ4M/AJvizqJodBQgQ4P0jmATcAL7vy6npLr8nx7AsLO+CF8DneJNJwLZ9+SZ6vR6azaackIHL8kCetIfDofzbNE15LdPpFNlsVoJzWLSB8yJLr3v+m+sSEtJUgh6T8NiUsOABwP7+voT9UF3AEz3BuNvN6GH+DGyuNyKRCGzbFjtdugTmcjnhEiQSCclPYBwvrw0nHK7rrhVCrkSozDBNUxz7GPxzcHCAUCiE4+NjdDodUQ+wGHO6kkgkUKlUxOmw3W6LeoDvqVarIZFIoFQqIZ1OI5/Pi3STq49QKCSrFTZenJio9sTkcXDawGZr06WSq4NtzpABAgR4vwiagBvg93//9/E7v/M7+Pzzz+/se6radF3XRc99Hcbj8dov4W3gcxiGIbyA67BcLuG67rWEwOVyKRpwjt2B9bEvR+ee5wlTfDMZkAWQ4/tNFYJaZNgEGIYh0wHu0Pm94/G4xAVbliXjfO67GfBDxrzaVHD9YRiGNBaZTEZSBVWFAv/rui6WyyWGw6FwCaLRqDjsMQPA9/21QsgpwWAwQCgUEp9+9X0AQKvVQjKZRLlcRq1Ww2KxkFjjnZ0dHB8fo1arIZ/Po1gsrnkG0HeA7382m+Hly5dCvOTzj0Yj7O3tye7+Tayqk8mkcCHUz8vzPElo3LYK4BRgMx8iQIAA7x9BE3ADRKNRjMdj/OAHP3gne/mbgHGxLBgsFNdhOBzCtu1r78PXf9MmgCdvVUN+1X3IYL/OI4AFiasDniR5GmbhVycKhGmaQtYLhULCkj85OYHruphOp9I8hcNhkTMyupaa/3A4jHw+j263K5LEQqEgGnWaCfE9q6l3TBXkJIMe/CQEWpYlJMNcLien8HQ6jWQyKRbCqqSOKo1+vy+xx+qpORqNrvEM9vf3ZbfPnxEWa64hVDIpOQA8ZZOhz8+CzVu9Xkc2mxU1w+sMoTaRSCSgadpaXgOnIJqmbfWJAM5/bjm5CRAgwN0iaAJugN/8zd9EJBLB559/fimK9n1hPp+LXj4Sici4+DqwkF4HPicZ56+7P7Xu18m6VC09T8PcH/M+ZMWTKKbr+tq4XzWJ8X0fiURCmgsiGo3KRKTT6eD09FRS9qLR6NoplCfOdDqNcDgMx3HEglfTNJTLZSwWC7x48QKapiGfz8troGyRRVNtAmg7zILmeR5OT0/x/PlzdDodPHv2DPV6HbZtYzwe48svv0S9Xl+T6jFKmMWZ05bJZCK5Cir5ke+92+1K05TNZhEKhdDtdtFut7FarfDo0SMsFgsMBgPkcjmxA6YDo8p7YNhQOBxGv9+XVMmjoyN5TW/aBHBlRGtpx3HETEglUqqgp4L6sxAgQIC7Q9AE3ACmaWK1WqHZbOL09PS1p+13Adq2AhBS1aZ/vgrP86TYqqYt2+6nErRUp7tN8Pk2deIqOO5Np9NCEKNRDaEWZpUtrp786P/P11gsFtdO9ny93W4XjUYD/X4fiUQC1WoVhUJBWPEszjwZJxIJxONxjMdj4QWQ5GgYBk5OThCPx+X0TdY7T7V8/VQasNFhkabJUDgcRrFYFB5BJpPB3t4ewuEwdnd3kc/nkc1msbOzI3bGanLhYDAQvwR+T7VgGoYhtshUQuzu7uLk5ATtdhvFYhEHBweIRCLSXLAQM1JY/RkYDoc4ODgQj4Lnz59jZ2dHdvf8vN4UyWQSnueJBwTTL696zuFwuBaSFCBAgLtF0ATcECQv8WTHU+P7+l4kBXJkziJwFdQT/XVrA4bCAK/G9Vfd3/M8WJZ1KRxHxWg0QjgcFrteAHIC3HxtHOFrmiakNYKFjf4AuVwOuq7DsiysVitYloVarYbpdIpoNIpCoYBcLgdN0yRQh5MA9QRLZjoZ+/1+X4xr4vE4ut2uPJ4jeXrms0irYUWxWEzMgOgvwNUBC1k8Hkc+n5fRPottNpsVImQoFJKpCc152BitVit4nrdWMOlDQO5BPB4XZQCnLCoHgqsAGgCpTcBwOJQVCO2M6VnA9wvgjScB/D66rmMwGGA2m0l6IhtY9T1NJhNRPQQIEODrQdAE3AB7e3tIp9OYz+fo9Xro9/t4/PjxrRuBq07g6q7WNE2Ew+E3agKuG/FTDw+8agKuuj+tb6/6vtSIs6DTgGY8Hl/bBLBpUL++XC5Fo871QyqVQrPZxOPHj2FZlhjbZLNZeU4S3rgq4GlZRT6fx2w2k9O267qya18sFvK95/M5nj17hk6nA9u2hYGv7sdjsZh8H/UzoSzS930pbDyB8/Vwf8+JAk/ko9EI8/kciUQCiURi66mZ0kTyFZgTkMvlxCCIEwwqEqbTKSzLWosDBoButyvJhcwoePDgASzLkgaH66I3haZpSCaTEk9Msh+bEvU5KR8MpgABAnx9CJqAG6BQKKBUKmG5XIoVrOu6+OlPfwrLsq4dv1+Ffr8vVrGbYHGlZIq/xK9bB6h8gesmAZvrAODqJuC67wesZwmwYVDH1upro8/BfD6XkzDB8TVPx+l0Woop1weM7yXDXiXWxWIx4U2wWKrg/rzT6ci6hMWft/d6PbTbbTSbTRQKBTkV0x+fRZT/JQGShZ/TA/U9GoYhp9zVaoWzszOcnZ0hHA7L83Q6HbiuKxkEaiwx3wfti+PxuKyJGA9MvT4A1Go1xGIxJJNJWWUwoIj/ns1mklcAnJsMZTIZfPvb34ZhGGi325ecEd8U8XhcPh9OINg08WePpkLZbPaNFAgBAgR4twiagBsgHA7j4OAAvu/j5cuXWCwW+Pa3vw1d1/H8+XOcnZ290VRA1a1vK8B0XAuFQrKP5xj6qoaDZDz+/brvzUkA/3vV/dXd8iaYDc+C02630e120el0MBgM1lQUfC8s6ptKAxYIFlD15H54eIjd3V1YliVj8OVyKaQ3uvlFo9FLboIEiYPkERiGAcuycHZ2Bt/30ev1RNefyWRw79494WEwm2BzxcD0PfIfeMLne+GEgmuGVqslr48/KzQOmk6nCIVCMvWhSRTfh3r652eh7tnj8ThKpRLG4zFs2xbCH9cpalM4Ho/lGh8fH2O5XOKjjz6CYRioVCrSIN0mwIfeFsArkyXf99eeM5gCBAjwYSBoAm4AwzBw7949OSm1222Ew2E8fPgQ8Xgctm2j2WzKSfN1oJmMGvmqgsoA7ncBrBW5bSDz+rqwIZ5YWfyp1X/dJGBbE0AGOM1ver2e2MhaloWXL1+i3+9Lo0NS4HK5vCQFIx+Az5nNZuE4DtrttvjvA8DZ2dlaEwC82nUz4W7bJIAhP4yztSwLL168ED/7SqUip3B1DG6a5po5EcHrZ9u2yAPZsJFcGIlEZE3S6XQkGCiZTEoOg67r4pdPz3y+B5WMSYIkLaRVwiJP17FYTNwF+RmTK8BGhta8nJq0Wi1xGeR1oovhbax7R6ORRB2rDQWvKxsochoCBAjw9SFoAm6IR48eIRKJYDAYoFarodvtIpvNIp/PwzRNcZOr1+tygt4G3/dh2zZGo5GMgje/TgmdSuZSx6rbwEJ7XVFXjYKI6+4/nU7R6/UkaW7zPcRiMTH/4Q4/Ho9D13XYto1Op4NarYZ2uy1SQp54CUr+TNMU7/h4PI7hcCjmP2TeTyYTKcrU4qvXSNO0tVMowdMo7XXT6bQoAg4ODpDJZNBsNi9dm1gsBtd1pcEgwuEwVquVmB7x2qqGRdzvszmi8x7JjI7jiDkQG4lUKiV/32wCAAj/grHJaoFVHQqHwyEMw8B4PEahUIDjOBgOh5hMJnBdF7FYDM1mE5FIBAcHB2vXyjRNHB4evvUJ3fM8uK4r4UzMX+B1AyD8juu8JwIECHA3CJqAG+Kjjz6SmFpa5C4WCxSLRQmpoRNdp9O58sQ+mUyk2NHHXQWnA5vkOf59WxNADTZT317XBKhF8romgPI3muMQruuKCxwNbOLxOJLJJKrVKnZ3d2VMz2ag1Wrh9PQUwPqpmu+HcjueZrmXVvXl6XQai8VC0vN8318rlvQ/2PZ+aFFMDX04HJYRdTablUQ8nqB5zanS2LyOHLXT0Ie2wSRe5vN5If1lMhmZCvBrnufh7OxMpImqZbL6eTNZkEWfUxHaCKtBSsA5iZX8ETYfhmGgVqvJBMpxHLiui8PDw627/9uczqmoyGQyiMViQgQFIMTG6XQaTAECBPhAEDQBN8TOzg5SqRRms5nkupMYx1/Mg8EApVJJduTb3AUHgwEmk4lIxgaDwdr4ns/PVDfiukmAyr6ngc02qG6BxHVeAePxeE16R/Dkz+aABY5+Cjs7OyiVSqLfj0aj4kjH1QFfI/fhXI+kUim5rhwf042PrntULGye0Gl1u7liUdMK6/U6Wq2W6P6B8506XwcJibxOm+mNlO/Rt4EkyEgkInJBSjoty0IymVwL6AHOtfTkG1BtQAtgvnaVgAicN4c0OaICQyUsMskvGo2iXC6LVt/3fZTLZdi2LWTGwWCATCYjngTvEvyZCYfDSCaTWC6XIuOkhbJhGEFccIAAHwiCJuCGyGQyyGQyWK1Wwnyu1WpymiyVSmIbS+/3bre79hyz2QytVguJRAKFQgHlchmr1Wrtftybb/6SNAxDTlKbUJsAnmSvIvPxuYirvAI8zxNGOvCKJEhf/1AotJbMB7ziLdBoJxQKoVKpoFKpIJ/Pi4lPs9mU98yGh0mFhmHI92XjwyaAzn48dW8jH25rAti00C+g2WyKJz8LsGma0tjwGvN29dpQgaDr+lqmAB3/WPD6/T5isdiVqXj08ec0gZ8L2f/tdlsmItT9s7DSTwHA2iSAfIFQKCT3G4/HMnXiCkLXdRwcHFwK8rktOJ3gmJ+roel0ikqlIs6IXGkECBDg60fQBNwQLNyMwY1Go2g0GhJow30sbVDz+byM/olWq4XpdIqdnR1xSYvH42snY1rWqqsAFjVa425icxIAbJcJXrUOUJ+DYJQuf6HzfZLUxpVFNpuVpoCj+FgstmaGE4vFUCwWkcvlcO/ePWiahlarJaY1LGqRSEQKfiqVEpkdVQXhcFjCfrhvZyOwWCygadraaZqwbRvxeFzc62q1mjQBNOuh4yH35gBE6qfrukwHOLrntQyFQuLTz7RFXl9OhTZB++JqtYrhcIjpdCr8AzobTqdTOb1Ho1HYti1ku3g8vuZayM9DXY34vi9BQOSvLJdLjEYjVKvV92LQw59d8gnonsj4Y/I8gilAgAAfDoIm4IaIRCIolUoS48pf2mqWQCaTkVx5FqrBYCAnJAa0cDzMPfd8PpcYWtu2EY1G107BjUZDxqwc8argyJWTAN62CWrZ1SbgqvtzBcAkPP4ip8TM930pcixAajPC10rmPE+kh4eHKJVKmM1maDQaIq1zHEfCeEgaY3Y9T+s85Wuaht3dXSwWC+FUcF2RSqXk9QGvOBbJZBK+7yMej2MwGMBxnDUpIrkdjPPlY9nQqNOB0WgkJ95IJIJms4nBYCDqhlwuJ46H2zAcDhEKhbCzs4PlcgnLspDL5URiSX8Iy7JkhL9YLOTnhisEKgb4ftk4crVSKpWwu7sr6ZL8DNiIvUtwQqbaLQOQ685gJUovAwQI8GEg+L/xhgiFQtjd3UUoFJJfaKlUCqenp2snz2QyKSdX6rU7nQ6Oj4/hed6lX8DJZBKhUAi2bcN1XcxmM9GyA6+KM0+EZKGr4CicrxO4ehKwOQK+ahJAghcZ/ywiHHlns1mRmvE0v9kE0ORGdQqkU10ymUS/35ciR6If0wV5UmWTQXKguudOp9OwbRuDwUAKYiwWW4v65Z6edrbxeBye56Hb7QrRcDweo1QqIZVKwfM8sdqdz+eIx+Nraxh64i+XS1QqFWiahtPTU5ycnMgq6N69e1fyMugtwAhfdXpyenoKx3Gwv7+PXC4nxj4kJ/KabH5m6qQIWE8N3NnZQTqdRr/fx2AwkHyAdw2uyDafm6sI27ah6/olu+gAAQJ8vQiagBuCZiocxTabTezu7mI0Gom8DHgVp8qTbbkDX/V4AAAgAElEQVRcxnQ6xePHj1EoFC79koxEIlIwqSdXx6XqL3pK8ja9/NWI1usmAapbIKFp2lZFAUfbsVhMsuBpTZtMJqUgqQWIzxEOh2WSQVmg4ziyd+donk0PiX5cKRiGsVYsZrOZpB+qa4hkMolwOIzhcChBNCpRDnglJeT7XK1WME0TnU5nbZ+eSqWEjNnv9wFA7ILVCQzlnfF4HNVqFaenp/jqq6/w5ZdfwjAM3L9/H9lsFovFYisvgyPxZDIp151s/uFwiEQigVQqJe+DzVckElmT7VFauFqt5Nrxs6ctMjkCDx48gGmaEmD0PjAejxEOh7eGTfFnPpgCBAjw4SH4P/KG0DQN1WpVDGFqtRpKpRJM00S9Xl8j3TFOFXgli1IJUypooRuJRMTBTm0C+Lzq/nezCVAnAYzwvWodsI0Mtk0mOBqNZN8dj8cxmUzErIdpecCr9L9wOCxrCery6dMPQLzx+RrpaRCJRFCv18Vgh/4ILGBcB9AEhxMR7sfpBthqtSR0hzv85XIphZyRuqPRCNFoFOPxGJZlIRqNygSCDn+u68p6Rm3S5vM5Wq2WRPNS6VCv19HpdLC3tyfSOH5mKphQSGIcX+dqtRLSJD0IgPMG0fM8DAYDMTPi50gJJo13VA4JvQCIZDKJnZ0dWVO8a5A/ctWuP5VKIZ1OB1OAAAE+QARNwBsgm80KW77ZbML3fVQqFYzH40vTAJqmcB/LETHNbgjVFpijX/UXujpWZpFTFQI8Dape/FfJBLetA3j/besAntxjsRgGgwGGwyF2dnbWpIsqK12dSPB5OcrfbIJ4cqVxzWQyERIemwUWRjYBnIIkEgkhT3LtQt0+CzR18gBkHD0cDpFOp6W4np6eIpVKyf6dBkKUgAKvJjXAOcHwyZMn8lq73a5MLdiMqKf4zWaN5kIslpwszGYz3Lt3T1ZJXGEYhoFQKITBYCCZCQCkYSJhUI17prpAbQIAoFKpoFwu3yoT4CqMRiMhAW6DruvI5/PBFCBAgA8Qt/q/UtO039Y07TNN01aapn1PuT2sadofaJr255qmPdY07b9WvvaXNU37UtO0p5qm/T3l9vuapv1/F7f/b5qmRS5uj178++nF149u85pvg3Q6LSdQpsyxAPEUD2DNNa9er8MwDHzrW98S6ZjKIeAInNaxdIMjuAtXi6zqMqiO4ImrDINe1wTw+1KaxtXGcrkUgyOVVc7TMYukOpHg8wIQOZtaJGj04/s+XNeF67rSTLCAsciTDKhK8ADIVIYkv1gshna7Lc0CeQiUZoZCIfzSL/2S+D10u11ZXVCzz+dmU8cEx+VyiR/96Ec4OztDuVwWDkQul8Pu7i7y+bw0IGrzol4rEuf4GdDCmKuFVCol15qNHlcx6mdHJQQbFl4L4BUfYNP2NxaLvRdfAN/34TiOSB4DBAjwzcJtW/OfAfjrAP71xu2/DSDq+/53APw6gP9M07QjTdMMAP8AwF8B8MsA/qamab988Zj/FsDf933/IYABgL99cfvfBjC4uP3vX9zvawFHmiTynZ6einRwMpnI6ZGnorOzMwyHQxSLRQl5MQzjUsYATVSi0SgSiYQUTeDV6Z87dxY1joxVMh6xbRLAtLttp7FNMiHlZzy51+t1se5Vtfk86bIAXdUEcLXAwkRJW6FQEKY9JyFsoABIwhw9AUajkTDniXa7jefPn8OyrDUPgdFoJGS0ZrOJ6XSKUqkkUkXf92X3T2mg53niZGdZlrglUp3x/PlzaJqGhw8fSvMWj8ext7eHQqEg759jfXUSQHUFpwCLxUIajXK5jNlshmw2i3Q6jWazKSqMRCIh0x91EqBOFFTjIzot3lVBpntkIPsLEOCbiVs1Ab7vP/Z9/8ttXwKQ0DQtBCAGYA7ABvAXADz1ff+57/tzAP8EwPe18wXzvwvgn148/g8A/NWLv3//4t+4+Ppf0r4mpxES4sLhMDzPw4sXLxCPx5HNZmUaoLryDQYDLJdL5PN52QHTzY1568D5yLnX6yEUCqFUKq0Z4fAESGUACzxPmfyvWny3GQZtcwskNtnmLFjJZBK2bcOyLFFGqKsIlRS4bS3BsbRlWeKiB0D24IVCAcPhEMvlEoVCQQx21PeRSCREQkk9va7rEv9L5nylUoFlWUKsazQa6PV6sCxLyHdc58TjcaTTaUwmkzX/AcdxkMlkhMtAYyHP85BMJtFoNJBKpXDv3j3ouo5ut4tUKoV8Po9cLgfDMOQkzuckVOIcY4Wn0yny+byoHBKJBPb39+G6riQxapomu3RVpkiCJa8/rzev0V1BJZAGCBDgm4f3taT7pwAcAA0AJwD+O9/3+wD2AJwq96td3FYAYPm+v9y4HepjLr4+vLj/nSMWiyGbzcoveBYI7oIdx0G/35cRKU/x6ikpEolIwXv+/DkACFGNBi8Mp/F9X5oA0zTFpY4hM8CrCOFtBkCbfALgZk3AZDKB7/tIJBKo1WqIRCI4PDyUEzxBy1yViKiuJXjCHw6Ha8mB6qibhkGqJ74KhjNRlqlpGur1OiaTCXK5nDjylUolWbdkMhn4vo9nz55hPB6LqmJ3d1euH+WbTCrUdR2O4yCdTguHgdHCkUgEL1++xGq1wre+9S0kk0l8/vnnEjFNHkMqlZLpAuWTXJlQ1eC6rgRHca9PK+RoNIp8Po9kMonBYCBkULonckLE2w3DQC6Xu9Qk3FVBJu8lCAIKEOCbi9c2AZqm/QtN03625c/3r3nYXwDgAdgFcB/Af6lp2oN39Jqve62/p2naDzVN++FmMM+7AHfi/AXMk2YymRS9f6PREIOgTCYjfvQqEomEmAAxMc5xHESjUUQiEYknVk/5qvSKhQV4NYIfj8d49uwZzs7OtsoEt7kFEtuaAO7rR6ORJOCRjU6orPRtawm+ts01AZuH2WwmI+/lcolyuSxjcILui91uF8fHx6Ld39vbQzabFTvheDwuu3o6M1JN0el0EAqFhJxGvTzXEWx6aLqjWh6Px2MMh0OMx2NUq1UUCgX8+Z//OWzbxieffIJ0Og3HcRCJRFAul8Xtj80QzYXIUXj69KlY59KRkC6H0WgUmqbh3r17mEwm8jl4nicOlFQ98PlVNYLrutB1fatM732AJNegCQgQ4JuL1zYBvu//lu/7v7Llzz+75mH/MYD/0/f9he/7bQD/L4DvAagDULNL9y9u6wHIXqwP1NuhPubi65mL+297rf/Q9/3v+b7/vfdBggqFQmKSw8LbaDSEuc2s+Hq9Ls5xPOWpoHae2nCO9/nLO5vNij3xxfuWvS+1/mwQHMdBq9XCZ599hq+++gpPnz7d2gSo6wCeRnnbplcAT6WTyQSLxQKlUknY/BzlcwzP17y5lmDQDmV+fE2+78vIutfrQdd1sVve3d2V5kq9VovFAoPBALPZDAcHB/J6yDWgSyADdmiMc3BwgFgshrOzMwnX4edWLBaxv7+P+XwuaxuG63CFUavV5LqvViscHByg0+ngxYsX2N3dxeHhIdrttjgLVioVKfqqX8FwOITruhLpm0gkxGqYPzuqKiSXy+Ho6GjNorhQKEDTNPR6Pcmr2ITrujBN8058+V3XlQnPttcSIECAbwbe1zrgBOc7fmialgDwGwC+APCnAB5dKAEiAP4GgD/yz4/K/w+A/+Di8b8LgE3GH138Gxdf/7/9bS4sdwDuZ1lMZrMZTk5OZFzPkxx3tky9o+8+wT34cDiEZVlidMMiwGkAnfC4PyY5kCfyZrOJH//4x/jiiy9kp9zr9WRkv20dMJ/P0W634TjOJZUCCyGLyXA4FJMaNZeArnfAq300Hfs4aWBDQZ0+b3ddV5QBnU5HyJA0Q1Kd8vr9Pmq1GjRNQ6FQkCILnDcTlPypmQocme/s7Mhahq+L6wS6ErKZYOHWNA0vX74Um2IGFnW7XZimKXJGXdfxy7/8y2LuxNN8NpsVOSUbt16vh3a7LZwIvl9mFpBVv+nhQA4D1Q6MambTuFl4KaO8i1UAJZQkiwYIEOCbi9tKBP+apmk1AH8RwD/XNO2PL770DwAkNU37DOeF/3/2ff+nFzv9vwPgjwE8BvC/+77/2cVj/isAf1fTtKc43/n/o4vb/xGAwsXtfxeAyAq/DqTTacTjcYmZrdVqmM/n4l7HKQHvq9oIA+cnd3UMTP09Pep5Os9kMlgsFhK9Sime7/s4OzvDn/7pn+JP/uRPMBwOcXh4iF//9V/Hw4cPxVxm0zDI8zzMZjMhJHa73bXmhE0AI2pN04TjOEilUjIF4Htm0h5Nf4BXznyE2gSk02l4nifZAyx6w+FQyHpk6CeTSUSjUTx//lyCmkqlkkTyUk0wGo3geR6KxaKk743HYwwGA4TDYXz3u99FOBzGF198gXQ6jVKpBMdx0Gw2JUioWCzKyqbZbKJWq6FWqyGbzYr0k58PpzWcNrCI09sgGo2KXwCthUOhEF68eCHNI137ptOphCvR80BVE5Bxf3h4iMViAdu2YRgGMpkM5vO5kAxVqFbB7xNsIrkuCbT/AQJ8sxF6/V2uhu/7fwjgD7fcPsa5THDbY34A4Adbbn+Ocy7B5u3Tq57r6wDNZXiibbfbGI/HImfLZDJSiGKx/5+9d4uRJM/O+75/ZEZeIjPyfq1bX2Z6Zjm9JkHuwtCjYVIQaRha2pAM+cGiLUJ8sPxiwbBJCH4UYEMwZMiyZRCQ7SUgWCYEECJg0RJJCTAMYWkvFiJnxZmd6Znp6bpkZuU9MiMyMzIjww9V3+nIrKzq6a7qnp3Z/w9odHVU3qtR5/zP+c530liv1xgMBphOpyiVShiPx1L6tW1bBIAMRjwR03O90+mgXC5jOp1isVjg/fffR7/fR6FQwLvvvot8Po+3335bRuxoidtsNjcqAZ7nYTgc4ujoSJKN8/NzOcnR2pdJACsadJjjSJxSSkrUrFz4vo+TkxMEQYBGo7HRruAoIADZPZDP52UDIE/GTBDYX+ZWwWKxCM/zZIETS+IU7rEC43keptOp/AxyuRwKhYL0rRnwz87OZBtkOp2Gbds4OzvDYDAQU5vDw0P4vo/T01OsVit88sknGw6Hg8EAZ2dnsG1bZvobjYZUTehMOB6PMRgM8OjRI9mMSHc9Viz4fhOJhEwq9Pt9EZRyF4LjOPIco9Hoyv/L2Wy2Ua15HVAMaxgG6vW69gXQaL4G6DT+JWE/NxaLwTRNjEYj9Ho9sbvlaBl/ufO667oi7OKpmmNq/X5fAmVUFJfNZjGbzfCjH/0If/zHf4wPPvgAQRCg2Wzi537u5/Dw4UM5qQMXgSSXy2E4HIoVLgBpHSSTSdTrdSlhR42L+BhcB0ujnUKhsPF9KtxZzQAuBGKDwQDr9Vr6+WwtrFYrGbvr9XryOtnP5ym4UqlImXmxWKDRaIj2gAp0Lh9iO4OvjWN3DMJszyyXS3EBZFJRKBTw4MEDABdVmagnAgV3PHXT5pd6D04qjMdj6fX3ej2x7gUuTuKmaWIwGIhehKf2QqEgrQsmAXRlpDES9Qm0ZjYMA4VCQTQFbCtEdSZRncV1zOdzDIfDaxcbvYjVaoV2uw2lFOr1+mtNNjQazZtDJwEvSS6Xk1+27M23Wi0AzzcCUoRGstksgiBAp9NBGIaSANC5bjQaoVAoSCWAcEf98fExptMpDg4O8K1vfQuHh4fSRwc2AzQ343FEcT6fo9PpwDAMNBoNLJdLBEEgpVwa1kTd/RKJBKbTKTKZDBKJBMIw3FhQRFU/3yMnEjKZjBgh0befn1kymUS/35dEida3NFbKZrMYjUZot9vI5XJ48OCBCPUWiwWKxaJ8rrPZTExxgIvELJPJoF6vSzDkBAWnApLJJI6Pj+WEPZ1O8ezZM9i2jWq1imazKdUW+gRQiV+v13Hv3j3xA3jrrbfw8OFD5PN5PHr0SAI41/my3bJYLKT6w/8bTE44X8/TdC6Xw2g0kjXUnAqghwKFlPQsGI/HMnXCDYzXJQHj8Rjtdhvj8Rinp6dSffqiBEGwYZOthYAazdcHnQS8JKwEsDS8Wq1wdnYmoiyeVqMnLu5/Z8lZKSUaAgZqtgB835eEgWX/fD6PZrOJb3zjGzg8PBRrYZ5SqQangI6ldc/z0G63JRCapinjcHydjuPAdV0xIaJ4bj6fo1Ao4PT0FKPRSIIVExUmARyhiy7ZGY1GUvYGnpe8uWeAa2fX67XMwbPXTzEet+BNJhM5GQPAYDCQRIynYZosMcHh47GtkUgkcHBwgNVqhX6/L5MRyWQS9+/fl8+MmgcuEKIOg5oGz/NQLpdRq9XQbrc31iIzcaCOYL1eS6K2XC43qhbUbTA5TCQSsnI6Ho9LC4aVlFQqhUqlIiuQS6USgiAQTcdsNoNS6opVMFs+3D3QbDalAtRqta54MuxivV7LcqZ6vf5adg9oNJovD50EvCSpVEpOdTzJtVot+UX84MEDMZwhSikR5vHEFhXaKaUkKLmui+PjY8zncxG0NRoN1Gq1DZc4+vtvl2WTySRSqRQGgwG63a5sP+SYHpMAx3HkJD8YDBCLxWQkbT6fi/Utg010zI8JThiGaLVaIohcLpeIxWJwHAee50nbgQp8bs1jhSAMQ1kpPB6PUavVxA9/vV7L7ReLBSqVCsIwxHA4RLlcFu1F1MaYCUwqlRLxHFcTW5Ylxj/xeBxvvfUW8vk81us1LMuSakcymUSr1YJSCtVqVUyTRqMR4vE4Hj58iNVqhclkgnK5LIkCRZ7dbldaEBzHjLolUhTpOA4syxKzqel0Kq0TJnXcGcDPkCuK6YA4Ho8BQHYWREV6nCqZzWYolUqoVqvSDqrValiv12i32+h2uzv3TADPE4Dlcol6vf7G/Ac0Gs2bQycBLwl/4fMXIvu/FGsx6EQtYznDTvEdT8ZRS2D2p/lLuV6vI5PJyKmdav90Oi2iPZauozDI8Zc3e8vUCESNZjjfHgSBCBZXq5W429Gvn+OEDOYMUnTxi+of+L74eAx09JdnyT0avMfjMWzbxtHREQzDwHQ6lXI/fRHon88KRalUwnq93hDJeZ6HVColmwuj5XYmXPfv30ez2ZRePQMqkym2Jej2x2rCfD7H/v6+mBzx9M5EJ5fL4eTkBLPZTEYZ+TPbDp6sKjBwh2GI5XJ5xX8/Wgnge2CSxP9jNFeKtgLoXwEAjUbjygrfqNmS53k4PT3daC8AENHrYrGQldkajebrh04CXpJYLCaVANM0YZomXNdF1KGQwYVwBJCiOgZGiu/S6TSePHkic+N0tuNYXTKZlH0AwEV7gaY90WAKQII9y+C0HgYgJ/xoSZcnTbYFgOeOgaw08GTPky0rBFSx8/H4uqjWn0wmYpYUhqHsCmArg7qBbDYrZjiWZcF1XXktfL1sm/D5WIpnG4H9e7YC6NTIQMstidFgZlmWtBCY3FGzwYQMuEhustks6vW66Bo46sckYD6fy9QHKxjxeBz5fP6KT8R8PpcKkGEYmEwm4jMQFYb6vr+xHIhtBcuypJRPISanCHq9nvgasPy/C6UUCoUC9vf3xduAlQO6LM7nc1l+pdFovp7oJOAVoEuaYRgyX99utyUg88QMXJzmXNcVbwEG8+FwiFarJSdvriVuNpsSmLgXgCZETCwsy5IkIHp6WywWGAwGIpKjOJCvaz6fS++ebYPJZCIrfvv9vrgEck3veDyG4zgYj8eIx+OSIPB20aCay+WkOuH7vjjiTSYTGYmkqG8wGIjoLWo4Y9u2bPjj42cyGXQ6HSnr8z1zLHMwGMDzPADPpxey2ay831gsJqOC0QSIwY2aiGq1ilarJTbJHG+koI9CUPbGOSXguq5UCpiscFohuikx+nNiC2gymcAwDFQqFdGEECZh0e2B0VFJ/h+gGRK3HRYKhS88whePx1Gr1VCv1wEAnU5HdjNwj4FGo/n6opOAV8C2bfHWZ1A9Pz+X0xlPynS1Y3+dG+w4jz8cDuWXdi6Xk1PuYrGQEjoAaQFEkwCa10STgMFgIB72PIFSaEj1eiaTEce5UqmExWKB2WwmC5C4uIatCCYtg8FAAhyfl4uLmGSwh+44jvj20xSHPXLf99Fut+E4Dvb29q44zvHk6jiOlN2z2SzOz8+lp8+AylE+CvloOMSJA1ZdTNOU0ceosp1VAvbWbdvG6emprCs2TRONRkOsi09OTjCdTuE4Dvr9Pj744AN0Oh0sFgvYto39/X14nie6gFQqtfEZE1Y0ojoAVjf4cwIukoVoS4OLg+LxOCqVilgn00CKbSSKEF+GdDqNvb09FItFrNfrjcVEGo3m64tOAl4B9pPZ/6c9LE+bPLnROY7z/ul0WkbBzs7OpBf+9ttvwzRNccjjSthoWT/q7c8ydhiGVyoBDD485XI2nMr1dDotC30YfFg+VkrJnHosFhOnu0KhgHa7LcFsMpkgn89LpYKVA8uykEgkxLEwk8mINwBP8NPpFN1uF4VCAW+//fbOz9cwDCwWC6kkKKXgeR64DyJ6WmbyRPOf6XQqC3k4/59MJsXPv9/v4/T0FMfHx/j888/l5EtzH76+crmMQqEguxn4vWw2K9v7EokE8vk8jo6OUC6XZVrk/Pwc5XJZRKQAZLsg20AcmeR6agCSWDLJiVYCuIuBSQzbB5Zlyc9zb2/vVo6BNFo6OjqS16TRaL7e6CTgFbBtW/QAAGTVLRf+8DrXCrOHy22D1BDE43E0Gg0JnpzRByDlbQASCKKb+jhix2rBarXCp59+is8//1x2D8RiMTnBs0TOpIHTDaVSCcPhUJIUniyZyKTTaRweHspJeDgcyuueTCYijrMsC/F4XFbe+r6PSqUiLQmllEwBmKaJg4ODa/vVrDBw2Q7FcRyvjJbW2dt2XVc0ErZtw/M8BEGAdDoNy7JkWoF6AcuykMvlkMvlZOwvm83i/v37sG0bjx8/xre//W0J5M1mE48fP8b9+/dRr9exv78vFYPoEiWaQdm2LVMhFBvS1IfLl2j8RKElf/bUNzC4R4Wm0UoGT+scIdUGPhqN5mXRScArQPc6ztbTBe78/FwCKLcARk19aGrD5TicMliv18jlchKgqEYHIPPn0UpAtETMtoHneRgMBrKcCLhIVrjWOAgCCah8DABSjj87OxONAScIqICvVqsoFAp4+vQpxuOxrK+lboFTAMDFzgOu52U/n6dbLgMqlUoolUo7P1sGRyYk1C/kcjmxxo0mAfwMOMbHRUxMAlKplPgjeJ4Hy7JQr9dRLpdRLBaRyWSk779arXD//n1RxnORED3+o6djqvqj0NOgUCiIo+RsNkOxWMR8PhexJO2NaQpEWF1iEsD/WwB2JgHcY0BRpUaj0bwsOgl4BSzLQjqdlpNpKpWSMnDUcW65XCKfz4unP21yHceRwMn7UlTH0bjojnuO4lFnwCQgHo/D930sl0tJQGKxmIzN8bn7/b6I6qLVBOC5voF9+kwmIyOLHDXkkqJOpwPHcVAsFje2ElKVD0B68VTAV6tVJBIJdLtdnJycSFJBIdo2vF8qlZIEh+6KnufBNM0rSQCtmqfTqfSxPc+DYRjyuviZ0J45+tpLpZJUQIrFIsIwxAcffICTkxN8/PHHMt0RNYBaLBaiB2FbptPpIB6P4969e5Kw0O+BWonhcAjHcaQCEXWIBCCaECYBFF5yNFOf9jUazV2ik4BXgEtrWLbm11TXUxDHisBqtZLe8Hq9ll53JpMRm1luthuNRkgkElIJoPo7uh6YOgQGDG4HTKfTyGaz8DwP8/lc5s5PTk7EoGg7CaA3/XA4RKfTQbFYlOkD13UxGAykxcA2BEvr6XRa2hbsRVPhHvXqz+fz+Oyzz9DpdLC3t4ef+qmfunbsjNoFKvL5GNRBsB3AUzhL7Gw7sPLAWXrTNOE4DoIgkBM6oQlSpVKRMj5HF6l34D4GVjJarZaMTNLEh5/VaDRCqVRCrVYT9T7bNpyS+PzzzxGGISqVithGR6E4cNsjgOup9Ylfo9HcJToJeAUSiYSc7Hn65jz9aDSSci8XB3H+HYCYu+TzeYzHY1G2002w1+tJYGEQodkPg0O0ArFcLmXKoFgsol6vIwxDTCYTCczn5+eShERFf4S+9HwMJie0HHYcB+12W1znzs7OZBsggz2TCgZneh6wssAqwsHBwRVTnCiz2QyJREKc7qiC5+fHKkBUPMepBVZa2Jtnj304HMpuhihcyBOGoaj1B4MBqtUqarUaxuMxyuUy3n77bdy/f1+qBIPBAJ9++qmsBPY8T8x59vb2ZI8CvQmirZjhcCjVl0KhsDMJYKIFPE/WOBmg0Wg0d4muLb4CsVhMTtYMyPTE7/f7G9vsuIiHbnqdTge+70uQoeGMUgqLxQL9fh+GYeDs7Ez6wVSjc9yOpFIp2Q63Wq0kgFMNz8DIBTYARGwWhVMBAETolsvl8NlnnyGTycjCm729PazXa/R6PaTTaTSbTTx9+nRjlp2vb7FYiLKfq5Rt275Rdc7+O82WwjAUh8VEIrExR8+Z+dlsJhMBDKC+78t4IIWRBwcHV4x42L+njoLrfiuVing30GKXGwS5XZCTINPpFB9++CE8z8PR0ZGc3HO5nIwW8hTP1kEul0MsFtt4bn5+/JnTSIqJZrTlotFoNHeFrgS8IkwCuBCGS4J6vZ70mbmJLmq48uzZMywWC9y/fx8/+7M/i8PDQxwcHKBareLtt99GJpMRrQBL1+v1Wox6aCRkGIboCZh4UKvA4DscDmVsjQEwCIIrSQAtiGlJy/dGRT/nztfrNUqlEhzHES8A6hT4mLQEpsHRZDLB+fk5TNPEgwcPMJ1Or7gcEp5+uco4kUiIx/18PodlWSIcZCWAn0mhUJBSOnvq0Z4/S/p8blZoAOD09FQEgtQi7O/v4/Hjx1LyjxKGIWzbxoMHD3B0dCStgEajIbdh0sIkgK0Juj8yUeRnRkzTlKkCVpiYEOlKgEajuWt0EvCK5HI50QRwKVAYhmKlG7WL5elwMpngsweiB/gAACAASURBVM8+Q6VSkREzKsC5sIaBjn3wYrEo2wkBiMEMExA681FVTkFfJpOR548um9lVCTg/P0cQBCiXyxKwfN+X0zXNjGh6xDZFr9eDUkrsb/n6uCWR5fXz83NYloX33nsPQRDAcZydnylbAXRZTKfT2N/fRywWQ6fTkefiRAJNjCg2BCCfAZchMaFiC4IB13VdxGIxfPrpp1itVnj33XdRLpcleeDMfHTXAuFj0I8hHo8jl8td2crHEz89HxzHkcVINDFiBSgK/1+wwrJrMkCj0WjuAp0EvCJcH8tyLee5F4sFstms/HKPzn5/+OGHCIIA3/zmN0Xhz1M+DXdSqZSo+SmSo9ueaZpSPqYjH9f3cuPbxx9/DKXURoLAgLx9agcuAtrZ2Zm4GXLJDwNaMpmU0yt1ENQbOI4jhkak1+shFouh0Wjg7OwMvV4PYRhib28PhUIBmUxmY4yRrNdr8eEfDocIwxClUkk8CWimxJM131tUxxC1K6YRE9c+s5ROrQVP767r4v79+zJvz8eOag+2kyY6+dER0rZtvPfee3Bdd8PfgZUZrk52HEc+fwpBOV4ahdUl/h/RSYBGo3ld6CTgFWFgpm1u9GROc56oeK/T6aDX66FarcqplZa8LPky4FPpzl6wbdvyN62Ak8nkhpkOpxKWy6WctPlvjhwysEcV8ufn5xiNRhIw6XXvOA5msxnK5bKsvuVtuGSGCngAkoiw9N9oNHB8fIzpdCoLd5LJJIrFIgCIBoFwNNAwDAwGg43bMqngzgKaEZ2fnwMAarUagIsT9HQ6lZbM3t6ebAmkZTD9HFjFiP48uBiK453XleGp4Wi321BK4ad/+qext7cnjoRsOdALgFUTWhfTChl4Pk0R9RxgNSSRSMg0BP+vaTQazV2if6u8IizR07KWWwVnsxlarRaGw6HM5bfbbSkxcwQPeB6M+Td95Kl45x86/XFMjv14x3FQKpXkZMtxPwASjGhGBEAsfKMiPgbMfD4vlYDVaoVWqwXf97G/vy8By3EclMtlmKaJdrstfvej0QgfffQRfvCDH6Df76NcLovjX7S1wcoJWyXR8jmrHr7vYzqdolQqbRjpGIaBer2OYrGI6XSKTqeDVquFfD4vt0smkxgMBhgOhxsn++j3e70ejo+PxXsgm81uWPFS4Ek9AbB5AqftL9srrFJw1JAtCkLnwHa7LY+VTCZFD0Cr4Gg1IJPJwLZtuQ0TOY1Go7lrdBLwirCnC2BjQkAphV6vh06ng0wmg7OzMwngi8UCtVpNTnQM/iync3EPBXkM3gxiVItzGoAl89VqJd74dLbj6GGxWBTdAoMTkwCONAZBIBa0XL97cnIiC3C4lMj3fQwGA+zt7eHs7Ayj0QhKKbRaLXzyySc4Pj5Gr9eT+XeeXpPJ5EYQy+fziMfj6Pf7cgKezWZIpVLSTsjn81e24CmlcHh4iEKhgE8++QTdbnfDdCgej4thU7Valc+Pz71er0VDUK/XxWKYGIYhiQMFh9HPC7jQdfR6PSQSCUkACHcJTKdTWRgUtXdm+4cuhtGfbTQJ4Hgpb6PHAzUazetCJwGvCAMby8wU+C2XS3Gwo/VsrVaD4zhSCSBMBvg3V+dyEoBBlHayq9VKSuKe58liIZrjcKkNe87cRshqBUvghmEgCAJMJhMp7TMJmE6nUlbnqt7FYoHDw0Ok02mcnZ2hVqthMpngBz/4AdLpNPL5PNbrtZgLRQ1yWNaOnuppHcyqBkvv8XhcWhPRFcVRlFK4f/8+HMeRfQGEWgYGWSYYrIbQlrlSqUgLZ3vsjj8fjlhGXfp838fx8TGUUrh3797OwFwoFGCaJnq9HoIgwPn5uWghHMeRtlG0CsQ2RRS2ibgKWicBGo3mdaCTgFckHo9vzPHzBM0JAW6+49a+0WgkvXHCQEDDIar+aY3LxTthGMq4HPv7FCByVTHbBrT8LRQKKJVKYj5EDQFL3Ay+dDas1WqIx+NSpqcHP4WHNLcZDocbhkaZTAaNRkNOr1wVXCqVUCwWxQRpe1kQhYjj8Xhj5p5z9C8KeolEAqVSSVb3DgYDSQD4fEwsqDMwDAOlUgmmaYqj4rYDH/38qYng6+D7Wi6XMtmxi2hb4MmTJ/B9HwcHBzJ6WCqVriQe2+LAqICTmgudBGg0mteBTgJeERoGRR39KPo6Pj5GNpvF4eGhBCn62kcDwLYPAOfYU6mUzNtz9p1JAPB8Fp9LdoIgkAoAkwDDMHDv3j0EQSBb/ri8hu2DIAjkddFSl+6FlUplYxphMpmg0+lIIlMqlZDNZvHs2TOkUikx2KH1bjqdhm3bG+LEbUqlEsIwxNnZmew8oCnPdUGWVQ/TNFEoFFAsFtHpdPCnf/qnaLfb4paYSqUkeeEUQaFQwP7+vpzso/4N0Z8JTXyYIDEB4NjgrvtF4chnt9uV90JL5/V6vTMJ4M9pPp9vrKTWkwEajeZ1opOAVyRqBcwATb97LgR6+PAhwjDE559/LlbBUaglYMmep//o+liWiqk34LiZbdvwfR/j8VhW+FIExzJ2rVaTSsR8PsdoNMKPfvQjnJyciBjNdV2xA+YUAOf8M5kMnj17hna7LfsP7t+/j2azKa0Ifu/g4ABBEIjYbjAYoFgsbszdAxcJz3g8lvdp27YsSFosFuK/cF3Q4xge/f7z+bzYOFO30Ov10O/30e12N8yUKFCkB8J1y3j42Fwq1G63YRgGyuWylPNvgnqOXC4n/gDFYhHZbFbEkJPJBMPhEOfn5+j3+zg5OcEnn3yCdruN0Wgkn8FyuYRhGFf0ERqNRnMXaNvgW0BRGcfKuEees/RUgX/yySdyityGY4L0rmfgj8fjMje/WCzkvmwrsH/f7/dFRNbpdEQLQEMd9rYHgwGWyyXG4zFyuRyy2Sw+/PBDaQWYpilGR3z+dDqNdruNXC4ne+85G1+tVjGfz9HtdkXD0O/3cXR0hL29PRwfH+Nb3/rWxhghe+R8feVyWU7NfO1sqexKAvjcQRDI8zPAv/vuuwiCAPV6HePxGKZpwnVdPH36FADw4MEDmf9nsnIdxWJR9AmWZSGXy6HRaIjY76YkYLVaodvtIplMotFooNPp4PT0FJVKBXt7e3j69Cn6/f7GVkA+B9ccm6Ypjo1aFKjRaF4nOgm4BTQMYp9+tVrh4cOHmEwm6Ha7ACCe8QB2lriZBHDZD0+KPNnTvY9Ct/F4LBvo2Au3LAuxWAwff/wxZrOZTAFQuMggzrJ4dKY/n88jk8kgCAIMh0OUy2W4rot8Pi+n91qtJmXpUqkk742l+Pl8LgH20aNHKJfLODs7k546DXh4Mk8mk2LyM5/PRa+glNrwTtiGin0mVycnJzg9PUU+n5f1zbRT5nIeriVeLBay5Mc0Tfm8d0HrZloXNxoNWQtMK99dhGG44V0Qj8dlhLLRaKDRaGA+n6PRaFxZaLRer6XFE2W5XN74WjUajeY26HbALWDwpeKe/e9SqQTXdTGZTKSfn81m4bruFac8KvV52qPFLPUGAEQrMJ1ORTw3m83w7NkzfPLJJ5hOpxiPx+j3+zKnXyqVpHTPoMglOk+ePBHzmmazCeCiwhAdmeNynmaziVqtJv1x9vk9z4NlWdjf34fjOOj1esjlcjg4OEAsFkOtVkOn0xEjpM8++0xO6uVyWXr3nudJ1YGGQdedfFkmj8fjosJn0O12u/J9pZSsFy6Xy3jrrbdweHiISqWCTCazMaFxHbVaDWEYol6vb+xFuKkK0Ov14Ps+qtWq3CfqH8E2Sy6Xu5JIUMMQNQ3iaKGuBGg0mteFTgJuAWf6o6N+VOYHQYCTkxMYhoHFYoF79+4BuHDoi/6i3z75UvRHfQFP4MfHxzg+PsZkMpETLi1ybdvGO++8gwcPHiCbzWJ/fx+WZWE+nyObzYoAkAH9yZMn+OijjxCPx6WsTmU9qwcUGFJBz8VCDMIUr73zzjuYTqcAIC2DWCyGBw8ewHEceJ6HXq+HxWKBRqOxIZTr9/uiaeDJeTgc7gx63AfAagqNdKh/CIJAWgWWZaHVasE0TVQqFfkZZbNZ2c/wIh4+fIj9/X2xAQ6CAKvV6trRxfF4DNd1ZdcDcBHEZ7MZDg8PN0yEdlUSdvkFaFGgRqN53egk4BZE59FZCaApTCqVwsnJidgBFwoFEZxFLXNpIEPxFysBqVRKqgF0J+RJe39/H81mUyx8G40GHj9+LGNoDHLcG8DgGovF8DM/8zPwfR+tVgvFYhGpVEo8CfiHQXOxWMjYH6cWuCuAnvq1Wk3eM0fjaBvMlgOFjNF2CDUN5+fn8r1yuQzHcRAEwZXPmn1+vsZ4PC4JByceFouFnKYdx0G1Wn3lAJrL5fDOO+9gNpvJumdgtx5gNpthOByKURNh1YbtG25/3GX/q5MAjUbzZaCTgFtgmubGZABNcriWt9friZgsm82KAIwnZOC5xwANYWgZbJqmWPjyBJ7P55HP56Xt0O/3xYY3m83KKZVeA7PZDJlMBslkUk7ujUYDtVoNruui2WxiMplIHx2AqNpp4JNKpeQ9MCGgARDHI9ljL5VK0lJgMpNMJjeMi0g6nRbTI9u2ZU0xg3q0WuJ5nkwCzGYzSX5YUZhOp+IPMBqNsFgsEI/Hv1DZ/yZYth8Oh7IvIJrIUKPR7XaRSCRQqVQ27k9xaCKRELHhdQE9utuARMWDGo1G8zrQScAtiHoFcP0rAOn/0tM/6hBXLBbFw57mQAAk8NMFLzpNQIU/g9J6vcbnn38O13VleY5hGKhWq+LEl0wmRShXKBRk9I/red955x25zvYFXwcFezSsmc/n0iagsLBSqcgin729PbEy5kKls7MzlEolfOMb38ByucRoNJJkAni+NTAa+JjQUC9ARqORrNWleM5xHKmWMKFKJpNotVpIpVI7JzFeFqWUCAwHg4GMaTL4n5ycYDgcIplMolarbRgPLRYLLJdL8RQwDAONRuNKohBl2zSI1ZZtQyONRqO5K26VBCil/qJS6l8rpdZKqW9HrieUUv+rUup9pdQfK6X+rcj3vnV5/YlS6u+oy99wSqmSUur3lVIfX/5dvLyuLm/3RCn1J0qpn7vNa75LmATwxEwr2uFwKILA8XiMbDYrpV1urgOAVquFXq+H4XCIfr+P+XwuZj18bAr0lFLIZDJIpVIYj8fS897f38d6vcZyuRSVPBX3PLUzqDOoMJng6F61WsVsNhOnunK5LALG5XIpbQEAMv5WrVbR7/cBAEdHR/B9X8rxo9FIXluz2RTHPiYBbIlwKRBHE9nKoHcAtzH6vo9CobCxBZE2yUoprNdr2bjo+z6y2axMV9wWLhjqdrtinsTgn0gk0Gw2N8SDhBUWahcA3FgJAJ6bBkXXGOtWgEajeZ3cthLwQwD/PoD/e+v6XwWAMAz/DQB/FsB/p5Tic/29y+8/uvzzi5fXfx3AH4Zh+AjAH17+GwB+KXLbX7u8/48FDNQANoKY7/twHEcCMlfDEvbSORPPsT5a8jI5GI1GcBwHrVYL6XRaRg3ZTshms6hUKiJIZHCnRz3Fg+VyGb7vSxCuVCrI5XIIgkBscrlDAHg++siTP3UJq9UK4/EYxWIRsVhM1PJsi9Akx7ZteS3lchmFQgGz2QzdbheO4+Ds7Azvv/8+1us1jo6OMB6PN8yROD3w2Wef4dNPP0U8Hkcmk5HkxvM82cNAV0VaIHNiI5PJSJJzW9LpNEajEZ4+fXol+O/SCHCPQiaTean1v1FdAFs+OgnQaDSvk1slAWEYfhCG4Y92fOs9AP/88jbnAEYAvq2UagLIhWH4vfAi4vwWgF++vM93AHz38uvvbl3/rfCC7wEoXD7OjwXsZ1Pgx6oAe+DRIBWFDneHh4fY29vD/v4+9vf3ZaVvuVyWXj8TCC7I4Z4Bjspx4Q9P4sfHxzg/P8doNMJoNBJhX7fblcDNvn4ulwOAjfE0TibwOZVSSCaTsp64UqmINTA3Hu7t7SGVSskIIJ/HsiwUi0WEYYjj42Nx3xuPxzJqSMtcBj1qDNrtNobDoegtmFBNp1NkMhmZrMhkMrK4qFarYbVawTTNWycBdDdst9sSmOv1+rXBn9DV8UX2wtuw5UIzJUCLAjUazevldSmO/hjAn1dK/e8ADgF86/LvNYCTyO1OAOxffl0Pw7B1+XUbAHfE7gM43nGfFrZQSv0aLqoFODo6upM38iIYjMh8PodlWUilUjg9PUUmkxGR3i6iS4QoMrQsC6VSSU6SrVYL0+kU7XYbmUwGYRjKXL5t2xLUO50OstmsqP9nsxmWyyVs28ZyucTp6SlOT09lkQ4TFCYsQRDIKt18Po/RaITJZCJb9/r9PizLkgpDrVbDcDhENpvFO++8g2QyKW2RaD+8UqkglUqh1WrJ+yqXyzg8PMRwOITrutI22d6twLYF+/401bFtW6yG+Znxs2APfbVayeTCy0I3RLZIHj16JALHF5n3cK3zi+yFd0FdgJ4M0Gg0b4IXVgKUUn+glPrhjj/fueFu/wsugvX3Afz3AP4lgKtzX9dwWSUIX3jDq/f7zTAMvx2G4bfZd3/dMGixfE5jn2azuSHymk6nO0ffgOdeAQxwSikZ0+Nc/fHxMVzXxdHREdbrtdgHU/0PXASfWq2GBw8eIJVK4ejoCPV6XcYKOV1QrVZRKBSklM9AynbGfD5HPp+XxUGWZYlWIbpumCN9nIZg9YDvm0p6JiZc59vtdmHbNvb391EsFlEqldDv9/H5559DKYXVagXP8/DWW2/h8ePHIjQ0DENO95PJBJ9++qn4F7z33nuSNLAPzw2Ir8JoNIJSCs1mUz6zTCYjXgTXwWrMTbbEN0EtBz9DnQRoNJrXyQsrAWEY/sLLPmgYhisA/zn/rZT6lwA+AjAEcBC56QGA08uvO0qpZhiGrcty//nl9VNcVBF23edLh9MBXF9L8xqOr1Etz5G5XadSJgHRk2ssFpN+MhX5LK8vl0sxzuHJ3DRNeJ4nPfWTk5ONef9CoSABcb1ei5rfsizRA7AyEIahjONxUdLp6anst1+tVqKapw9AtPfN50kmk1gulyImNAwD3W4XhUJBzIHCMMRbb72FVquFjz/+GJ1OB8PhEEoplEolmRj44IMPRG/BCkk8Hsf9+/clEeNnR60ARwtf1naXC5eofeBCKE4ijEYjlMvlnfdl+yQqCHwZmNC5ritrkDUajeZ18Vp+wyilLKVU5vLrPwtgFYbhn16W+x2l1J+5nAr4ywD+8eXdfhfAr1x+/Stb1//y5ZTAnwEwjrQNvnQ4B86ZeI69zWYz2VpHz/vo2FsUJgFcJTudTmXxTL/fh+/7KBaLItRjxYGtBq4Sppgsl8vJvL1hGCIiVErJ/gCa63D5EbfVUeVOE6R4PC5VDFYNUqmUiBpZAYnO9fMzCMMQT58+RafTkTZAsViEbdvIZDKyzIf6CAbW09NTeU5WKLrdLj755BOs12scHBxgb29vwwKYlsxKKeRyOaRSKdlp8LLQATGTyWyYBJmmiWw2i8lksnPy4FUFgVGYBFDXoNFoNK+TW2kClFL/HoD/AUAVwP+plPpXYRj+OQA1AP9UKbXGxan9P4rc7T8F8L8BSAP4vcs/APDfAPhtpdSvAvgcwH9wef2fAPh3ADwB4AH4T27zmu8augMGQSCVgFQqhcFggGQyiXq9jiAIMJlMZPkPWSwWMoPOtbWTyUTm4XliTiaTYoIzGAxgGAZWqxVs25YEgtUDluxt28bZ2Zmo6S3LwnQ6heM4krRQ7MaNg1xhbJomHMeRnj7V+xQD2rYtLQROBrAsz/dlGAZ++MMfYjKZoNlsSsLC9xldq8vPjYlBuVxGOp1Gq9WCUgqTyUQmDGq1mlQpAMhr4QbGbDaLRCIhAXQymeBlW0M0H+KkRdQkqFAowHVdDIdD8Wggnudt7F94FaIrhHUSoNFoXje3SgLCMPwdAL+z4/pTAO9ec5/vA/jmjut9AD+/43oI4K/d5nW+TrgKdjweyxw/y/pcD8sWwfn5OR4+fAillCj3AYjS3zRNlEolHBwcoFgsSjBcLBYiChwOh3ICZ9DmmGG5XBaXQAat1WqF2WyGYrGI8XiM0WgkY4Hs01PIVywWZWvdbDZDtVrFs2fPxNXP8zwcHj7vzDAR4SphvtZut4vxeIxkMolHjx6hVqtJoObIoWmaGI1GknTQC6DdbuPevXvY39/HeDyWyQullAgYfd+XBMKyLBnFpLiS5kxMnmjL/EVg26ZQKAB4vjSIYsNYLIZcLidJWVT8N5lMYJrmKwkCo7CNopMAjUbzutENx1vCSgDLt0op9Pt9BEGAUqkEpRRSqRSy2axs7gMuAkY6ncbh4SGOjo7ktpZlyUmd+gGayLDszhW33DcAQHrYNLSh138sFsNoNJKTLYMw2wc8US8WC0kceJJvNBriYEgDIBoJseSfTCaRTqdF4f/06VOZinj8+DHq9bqcpCna46ghqybAc4vc6DImigY5ucCNiP1+XwIwT85sHXDEkE6JnuddO5mxC9d15efAKYjtoM52S3QHBMV8t6kCEH4mOgnQaDSvG50E3JKodTCDMt3lLMuCaZpYrVaoVqtYrVY4PT2V/QDZbFbK+GwFJBIJSQIYEDkC6Ps+TNPEdDpFLpeD7/si1qNVME/z8/kcpmkilUphOp1u3I7rdrkNkGI/nkBZxTBNU2blh8OhGBNRv0A/gWQyicFgIHP9tm3j3Xff3bDuZbDO5XKyWIh6AFZOFouFtE/Yy+d4oGmayOfzKJVKmM/n6PV6Epz5GQPYGDFkG4Db+14EEyz29OmdsJ0EMMGYz+cyunhbQWAUjlBet7FQo9Fo7gqdBNwS7oinME4pJaI2ivEAiHtet9vF+fm5nDYBiAJ9NptJYI0mARwZ9DwPuVxOVvzOZjO5L4V79ChwXReLxQKVSgWr1UpO9ADEfZBOgzz5syzPkjdbBOPxGIPBQE65y+VSxuC4QIgz+7FYDPV6fad3fzKZlNP7+fnF8AfXJU+nU8RiMezv70MpBcdxAFzsYaA5kGVZ4svAfQLA8ySAVRfC3QLRE/tNsKdPLURUs7AN7YSHwyHW6zWm06m4Fd4WpdSdVBQ0Go3mRegk4A7gBjueGnnapqNePB6XU+56vcaTJ0/ke8DzdcLsqzOoRZcLARenYooQaaPLEysnBABIa4GVhVQqJcGKi3gYvFnGjq5Ctm17w/I4lUrBtm2Mx2P4vi8tDQb66XQqrQHTNFGv17c/IgCbvgGdTkf0AIvFApPJRFT9tm3DdV0EQQDHcWRkkWQyGSil4LougIukhlWF7YBdLBYxm82+UEuAFZOo3wF1F9twuRBHIG8rCNRoNJovA50E3AEMSmwJ8OSeSCRE1MaTaiaTke17hGp/et9zBJCVAJboGdgzmYwo6SmWU0pJsKIdsOd5cF0XxWIRjuOIVTB7zfF4HMvlUmbSXddFOp2WvQLUDyilcHBwgEQigXa7jX6/j0QiISfm0WiEUqmEYrGIfD6/sW43CgN0JpPBZDKREj5P6qVSCcBFz51rgQeDgWgqyGq1EmtiGhflcrmdLn2FQgHr9VoqC9fBZUXR59kW/u36uXPvQjR50Gg0mq8KOgm4A6KmQKwA8GRNsSAA6elzbI8z6FGfAPaj2XsHLoJeGIawLAv9fh+5XA7FYhGe50kJe3vdLI1uWq0WKpWKKOpN05QyOhMCbvSbz+eoVCqIxWJwXRe9Xg+FQgHpdFpK9QBwcnIi0wlBEMDzPJTLZViWJXsGdsHkgPbINCkaDAYysQA8n7jodrtwXRflcnnjNL5YLFCtVkWLwABO8WEUGiyNx+ONJU7bRL0B+JmzunAT9CnQVQCNRvNVRCcBd0AsFpMlQbZty4l2uVyK8I/iO4oEl8sler2enLT5vWgSQEMa9qaz2Sz6/T7y+Tzq9Trm87mUzbdH4AzDQLlcxnA4FPdBPmYikUC9XpeKQNRZj6fwZ8+eAQDeeustSUbi8biIGdkW4LKbbDa7oS3YBasjq9VKxhAdx8F8PpfPjES9AKLufBxrTKVSqFQqCMNQ1jBHRYEkmUzKRkEG+l1Mp1NpZ0Q/8xeN+6VSKezt7ckiJo1Go/kqoZOAOyAejyOdTsP3fVnTy9l5BhEK+7iFj0kDXQQZ8FKplEwZMAmggVA6ncZkMkE+nxcHwW63K4lGlCAIUC6XEQQBhsMh0um0WATPZjNJGjiVEIahnLh7vR7G47FsBgQgosLpdIpKpYJSqYReryeTENQ9vChoJhIJKKWQz+cRBAFOTk5gmuaVk3QikZCFRtHTeDQ4c2JgNBqJv8Gunw3bMnyf23BhTyaTged5aLfb6PV64t3wIvieNBqN5quGTgLuAI4J8sScyWQkKDI40PLX932Uy2UJLpzpZ2uArQTqBIDnngKcrS8Wi6ILaLVaojuIEgQB0um0jAiGYYhisYjVaoXxeCzPF4YhxuMxLMtCvV7fmASoVqsyJ79eryVhsCwLBwcHolHgKB2rDDfBJIHGRmwFbAdbz/NQKpXw4MGDjevz+VzEjcBFxYDv/brxPI5dsnWxjeM4cBwHw+EQ5+fnWK1WKBaLaDabOrhrNJqvNToJuANoGMSxueg8fVS1z4U8FBLSBIhBOXqNlQIK9KI2uzwZl0olERnSaphwEoCPBzxPTnq9nijf5/M5FosFstmsLBYyDENO4Dzdx+Nx6avzcVKplJTtO53Ozpn6baITAhRDckogCgV/24GduwsIP09OFVz3nEwcovsb5vM5zs/P8fHHH2O5XMoOg4ODA+Tz+TsZ99NoNJofZ3QScAewVE+BHg1xKJyLruuNx+MSSCkUdBwHruvCNE0ZF6Stb6fTwWKxQD6fh+d5GwGQgj/P8zaEhNwIyBFAy7JkWsCyLEwmE7G45by9bduy7Y8VBG4gzGazMAxDLHgzmQyCIMB8PsfR0RFs25Z++4uSgGQyKSJCBmbP8zYEfUwO6CxLIwAAIABJREFUokp94PmUxPZzhGGIw8PDa4M23RG5VGg0GuHs7EzMjSzLwqNHj1Cv13fqCjQajebrik4C7gBOBAAXtrP0DWBJ3zAMzGYzOe2y3Eyhnu/7GI1GG2X3RCKBfr+PXq8nSnXO0rOvzeA8n8+xXq+lfcBkgH77iUQCe3t7cF1XnoOCvn6/L0HcMAyUSiUR7vF2NOgZDodyqnZdV1oMhUIB+XxeRIMvwrZtWTiUSCSknUCYUGwnAduVEL7X6/QAhNUHTmpwZ0OlUkGhUEC5XNbqfo1G8xOJTgLuCAYhGv4AkH5ydAbd931x5aOv/mQykdNwNJBPJhNMp1NxB+SSHd6G5X4AMiUAPBfxcQ0vT9+caWerYTgciqp+vV6jXq9vaBO63S7CMJTKRnQMbzKZSNUAuLDrjW5IvAmuVubtmSSR6XSKdDp9ZdyPjoTR1sGuxGAbBv8gCFCv19FsNrG3t4d0Oi3bC3XvX6PR/CSik4A7gpaxXO7DsUB6/RuGgUwmgzAMRZyWSCTE3951XdkPQAMfBnPbttHv97FcLsV1cLlcincAT+ZMAvg3Pfdp1VupVDCbzWRsbjAYYD6fI5fLSUBmxYKLd0qlksz10xWRp+/oyf+mGfwoNAHiHgHqCHj6n81mMnK4zXw+v9IK4KTDTYJEjibScTGaOHGtsUaj0fwkopOAO4L9/OgIGx0APc8TN7v1ei12t8BF8hBdhzsajdDv92UEzvd9ZDIZjMdjBEEgwZpLiLgvgIkD8DwJcF0XlmWJlXGlUkE8HofjODAMA51OB0op3L9/X+b2ufZ4OBwik8nAtm0J/AykUYHj9iTDTXieh7OzM/i+L8I7+v3PZjMRQRqGcaU3Tx+F7RN/dBPhTfC1R6H48EUTDRqNRvN1RScBdwTn0enjz8DGDYCpVEqEg9tjavF4HKVSCev1Gu+//z5WqxVKpRKWy6Ws36VXAAPvYrEQR0IGzPF4DACyVpcneeD53oFSqSSCw9FohGKxiP39fVnKw2VDXBsMQFoVTBSizoZ8/Uw8duH7PtrttiwNqtVqomcAIBUStkWii5cI2xTRgM/E4CY9AGE1g8kK2zK6CqDRaH6S0UnAHRGLxeT0z6Dv+/7GdjsGbZahyWQyQbVaRSaTwbNnz6Tcz5FBVhNoXpNMJmVnAAMo/QCYALBSwGVCnESgx/5wOIRpmiiVSjJiNxqN5Hq1WpUg7bouYrGY7D0wDGNDSMdNhtusViv0ej2cnZ1huVyiXC5jb29PkhZOSxiGgWQyKWOG17UCtsv+X0QPQHg/VgNc172z1b8ajUbzVUUnAXcE/e7pPpdOpxGGIYbDIWzbRjweRxiGMgLIAAZAZuXp09/pdOC6LrLZLIIgkMBlmiZM05T1uxS1AZD1w/1+H/1+H51OB9PpVNoEnU4Hg8FA/AjoIFgoFOQx2+22tBwYNFlRyGQyME1TKhLR3nxU0Mj7DIdDnJ6ewnVd5PN57O/vy+phslwuYVmWnMhHo5H077e5Tg+wy2NgF3xMVlAoPtReABqN5icZnQTcEVHXQE4IrNdrjEYjlMtlSQIYMCmE4y56lsEfP36MyWSCk5MTpFIpKKUwnU5lPwGrAwzOqVRKeutcTMTRQq4n9n0f4/FYnAPn8zkmkwlGo5GI++jjb9v2xkmcS34sy9rQBkShUdF6vcZkMsHp6am4EO7v78s45Da06uUWRIodt6EQ8VX1AMCmOJBVEt0K0Gg0P+nEX3wTzReB7QDO09+7d09EdFx7S4OeIAjguq7Y8na7XbHtHQwGKBaLcp0nZLYFGPjoL1AqleR0WygUcHR0JN+r1+u4d+8eFosFBoMB9vf3UalUMJ1O0el0AEAEeZ1OB4lEYmNZD/C8FZBKpUQrsD26x4VCXDqUTCZRq9VuNA6izXAmk8F8PsdgMJA2AZcqkV16ABoHvcz63kQigdlsJuLDL6Il0Gg0mq8zuhJwRzAJ4Gmco37ceMey/bY4sN1uw/M8mVsfDoeo1+uo1Wro9/twXReO4yCbzSKZTEpvnEZALGnTeCgIAjiOA9M0ZaY/2g+nNsHzPNTrdQDARx99hNlshsPDww2fgm63KxUKCvcKhYIsNiLxeBzD4RDL5RK1Wg3NZvOFzoF8Hn4uo9FIxiW3hZOcWNilB3iZQB7dH6C9ATQajUYnAXcGxX+maWI4HOLjjz/GcDiUUr9pmhKoOdc/nU7R6/WQSqVQrVZlRK5araJUKsE0TXS7XTiOIwuDeCrm+mGOEoZhCN/3sVgspE2glJI2AgBJTDzPw3w+R7VaFeMfThJws+HZ2Rk8z0OhUEChUBCzolqtJqp8wse1bfsL2+4ykeD0RPT1bK/85f6CaNCezWYbi4S+CPwctDeARqPRXKDbAXcIF+rYti1z/bPZDGdnZ1BKod/vYzqdiof92dkZwjCEbdtIJBKi7udmvFQqJfP6nNmfzWZYr9cwDEN68fF4XCYAOCaYSqUkQHKO/+TkRKYJLMtCIpHAfD7H/v4+ut0uXNcVkyDa6TJwjsdjKKWknTCfzyWQ7hILvoio2JEVk2QyKe2PIAhERLlYLFAoFDbuT6fDlyFqH/wyr1Wj0Wi+ruhKwB1imiay2Szy+TzS6TRqtRr29/dRLpdRr9fRaDTkBD8YDEQdz3I++/30AeA2v2KxCMuyJOhS4R+dz6cVcNTaNx6PYzabod1uYzQawfM88QXg7dPptKwm5mKdVCqFRqMhQXO1WmEymSCTyciqY5bjXdfFcrlEsVi80StgG1ZEgiCQpCQ6t89qACsf0aDt+760WV4GwzCQy+WuJBQajUbzk4quBNwhsVhMfPhpv0uRWzabxdHREfr9vgTgXC6HXq8nwTp6/1arhWKxKPP4iURC+t8UtnEsEHg+pkfzHJr68HFrtRqCIEAul0M8Hke9XkcymUShUMDx8TGUUmg2m7JgJyrOY4UiukKYSQAtgKMri78Iy+VSRg7pprhYLJDL5cTzIJ/P70wCXkUPQGiepNFoNBpdCbhTWBLnVryobwAAKeu7riureXmqX61WsG0bsVhM5vn39vbQaDTEGIimOjwlcx0xDXfo+uc4Ds7Pz6GUQrlcxsHBASqViowbKqVQLBYRj8fR6XQwm82wt7eHhw8f4v79+/A8D61WS4L6dDqVqQAmAavVCo7jYLlcolAoXGsYdB2sBHBBUiKRkICfzWaxXC6xWCzEHyA6YsgES8/4azQaze3QScAdwqDEfj4V/Ox/JxIJWJa1sV54MplgtVohHo/Lybfb7SKdTqNcLkuA5ZY9JgHUEtBZ0DAMTCYTjMdjrNdrVKtVHB4eikFPPB6H7/s4OzvDarVCoVCQZKLZbKJWqwGAaAE4RsjFRlGhIScMOFZII6HlcgnHcV74Oa1WK/EcCIIAtm1LJQC42KfA7YoUBZIwDLFYLF66FaDRaDSaq+h2wB3CJCCZTMK2bUynU/EKYHm9UCjg2bNn4gQ4HA6RSCRQKBSglMJ4PEahUJBlP4lEAtlsVgRytCMOggDpdBrj8XijDUAjIeoOHMcRK+Hz83OxKLZtG7lcDoZhbPj4p1IppFIpWbPb7XbFrjeazMzncxEVAkA+n8dyucRgMMBsNkOlUrn2pM7KyHw+F5MlTi1QEJjJZCRJiQb8V9UDaDQajeYquhJwh1CNr5RCo9GQgDyZTCSARk/2YRhiMBiIZXC/38d6vYZt2xLkkskk7t+/j2w2i/F4LKV4ruBVSmG9XmMwGIhZ0Xg8ltl6ihVLpZJoDN59913s7+/LUqNobz3qz1+v10XPEASBvD+6Dq7Xa1HoG4aBWq2Gcrkskw+sXmxDPwOuDKbbIYCNlgDZpQfQSYBGo9HcHl0JuEOilYBisYh+vw/gYoRuuVzKCJxlWeh2uyIIpJBvMplI8IsGPtu2EQSBbPlj4KeBznA4xGKxwLvvvovVagXTNGHbNg4PDzdm69nTz2azUqHgdsAoyWQSrusilUrh8PAQhmGIjTEAsTFOpVJyco++1lQqhW63i06ng1wuh2KxuPE66GcQnXhgQsPr9FyIfq4AZPpB6wE0Go3m9uhKwB1CK1qW2fP5PBKJBDzPk145xXq0yuVSIU4N0KN/e46dvf1+vw/TNLFer+V2o9EIAGS9LzUA0cDLFgEDdxAEIrrbXsDDCoHv+zAMA2EYim4hDEOMx2PkcjlpGWxjmiaazSZyuRwcx0Gr1ZJKCAAR/UWfm1ULVgIAoFqtiosgoPUAGo1Gc9foJOCOqdfrYoVbLBaRSqXEu5/wOo1+WCkoFotYr9cAcCUJiMVisG0bo9EIsVhM/Pp5eubjce5+20nPdV3ZdMgVx4vFYqdzHp+bAZ5TArFYDNPpFKvVCrVaDUqpnUkAcBHUS6US6vU6giBAq9WSRIi9/ug6Yj5vNFlIJBIbVsHckaCTAI1Go7kbbpUEKKX+llLqQ6XUnyilfkcpVYh87zeUUk+UUj9SSv25yPVfvLz2RCn165HrD5RSf3R5/f9QSiUurycv//3k8vv3b/Oa3yQU9XF0j8G0UCjI9j+efqm+ByBq/21yuZxY9PJ+HJfjYiJWCLaTgOl0imw2KwK/6wIx8LxtwFM5R//4PrjMKOoXcB3pdBp7e3tIpVIYDAY4PT2V3Qbbjn/UUEQTgShaD6DRaDR3y20rAb8P4JthGP40gI8A/AYAKKXeA/CXADwG8IsA/ielVEwpFQPwPwL4JQDvAfgPL28LAP8tgL8dhuHbAIYAfvXy+q8CGF5e/9uXt/vKkM/nYVkWHMfZsPQtlUriFmhZlpTo1+v1tf1uTgusVivEYjE4jgPf91EoFKRkT9FgNAlgD962bZimCd/3pTJwXUDlsiLgeSWAGweLxaK8D4r8biIWi6Fer6NQKOD09BTz+RyVSuVKorMtDtxmNptd8QzQaDQazatzq9+mYRj+szAM6RDzPQAHl19/B8A/DMNwEYbhZwCeAPg3L/88CcPw0zAMfQD/EMB31MUR+N8G8I8u7/9dAL8ceazvXn79jwD8vPoKrX9Lp9OyeY9CQcMw0Gg0xLJ3f38fw+FQ/PnZ899FMplEPB7HcrmU8b1qtYrVaiVlfhoHEdd1oZRCJpPZqARwHn8X1A5EEwuKBZk48O/rgvY23AFweHh4ZWUxAFmytOvxWCHQVQCNRqO5O+7ySPVXAPze5df7AI4j3zu5vHbd9TKAUSSh4PWNx7r8/vjy9ldQSv2aUur7Sqnvd7vdW7+huyAWi8kugfPzczld5/N5JJNJ1Ot1NJtNeJ6H8/NzWQG863TNxUG2bcPzPEynU6TTaVH3c86ey4WACzEdb8eNgq7rXqsHIFFdwGq1gud5WK/XG777iUTiRl1AFPoHNJtNHB0dXREjRp93VxKg9QAajUZz97wwCVBK/YFS6oc7/nwncpu/AWAF4B+8zhf7IsIw/M0wDL8dhuG3o6ryLxMG3nK5DMdxRBzHFb1cI5zNZnF8fCxz+ruSAJrsVCoVzGYzGZdjdYDufrFYTJKA+XyOIAiQzWYRhiFmsxm63S7W67UIGHeRSCTkVO77PjzPQzqd3gjCnO9/URIwnU7hOA5yudxODUKUZDIpWwWj0PdAJwEajUZzd7zQJyAMw1+46ftKqf8YwL8L4OfDMAwvL58COIzc7ODyGq653gdQUErFL0/70dvzsU6UUnEA+cvbfyWIxWIIggDlchn9fh+9Xk/64WEYSrDd29vDH/3RH0mw29UOoGCOJ39OBnAp0HQ6RTKZlEU/wPOZ/lgshlarJcG8UChsKO93wQA/mUzE7XCbVCqF0WgkVYpt5vM5+v2+tD5eRFQXEPUvoB7gK9QJ0mg0mh97bjsd8IsA/ksAfz4MQy/yrd8F8Jculf0PADwC8P8C+P8APLqcBEjgQjz4u5fJw78A8Bcu7/8rAP5x5LF+5fLrvwDgn0eSjR972JvPZDKwLAvj8XhjTS6DHp0EHceRUb9tuCdgOp3KStzhcAilFNLptIz9maYpiQSrA+12G0EQoNlsolqtSmJwExT+DYdDZLPZK2OLvA2AndWA5XKJ8/NzxONxVKvVLxTAd4kDtR5Ao9FoXg+31QT8XQA2gN9XSv0rpdT/DABhGP5rAL8N4E8B/F8A/loYhsHlKf8/A/BPAXwA4LcvbwsA/xWAv66UeoKLnv/fv7z+9wGUL6//dQAyVvhVgIE2FouhVCqJh38YhvB9X07j8/kc1WoVhmGg3+/vTALoC+C6Lur1OnK5nLgIsrTv+74E0sFggE6ng+VyiUwmg/39fREHRl/bdUS9B3YJ+YDnTn/bSQDfJ3DhnfBFFf2GYVwxDdKjgRqNRvN6uJVt8OXY3nXf+5sA/uaO6/8EwD/Zcf1TXEwPbF+fA/iLt3mdXyYsy3NRDp0C6/U61uv1hgAvl8uJe+Dh4eGVx1oul5jNZkilUsjlcgCAbrcrJ3UA4uw3HA7x6aefwjAMHB4ebpTWuQDoRUkAtQmpVOrKTD/ZpQsIwxDdbher1Qr1ev2KZ8GLSCaT8LznhSW2SHZVIjQajUbz6uiB69cMA61hGDAMA6VSCcvlEq1WC8Dz8rfneYjH4zg6OoLv++j1ehuPQ5tf3/dh27YsHTJNE+fn5xLkufmv2+3CNE08evRo524AAC8Mzkop1Go1lEqlG2/LzYbUMXASoFwuv9LpnaZBFEIy8dF6AI1Go7lb9AKh1wyTgCAIpAxv27YE+WglIJFIyKa/wWAAz/PkBO77PiaTCTKZDPL5PICLIF2pVHB+fi4VAPr927YtK423yWQyMlHwIpi8vCgJAC76+KvVCpPJBPl8/sYRxJuI6gIMw8ByuXzlx9JoNBrN9ehKwBsgFovJdr/VaoVGo7GxI4CreansLxQKsm+AGsjZbAbP81AqlTbK+OVyWVYJN5tNNBoNHBwcYLVaiTfALr5oiZ5bC29qHVAXMB6P0e/3YVnWF5oEuI7oeKLWA2g0Gs3rQycBbwCOCbLHXiwW5bSbSCSwWCxEH2AYhoz8+b4vvgK9Xk/EhVHS6TRs28ZwOEQ+n5cEg94At4W+AzfBlcasZlQqlVs/Lz+X+Xwu3gkajUajuVt0EvAGiMfjG+2A1WqFo6Mj1Ot1mfWnAA+4WBRkmibCMMRoNMJ8Psd4PEaxWLwSkBOJBGzbhu/7spuAor9tLcCrEATBF6oaWJaFeDyOWq12J97+NA3SegCNRqN5fWhNwBsgFothsVhIEuD7Pur1Our1uvw7etpNp9Piow8AnU4Hvu9fqQIAF6dwy7LgeZ60DubzOWzbvlXgDMMQi8UCy+XyCyUT+XxetAp3Adskq9VKJiE0Go1Gc7foJOANwHYAe+tUvZPFYoF4PC5B3zAMWJYlgX80GsGyrGvH9FKplCjqV6uVrDB+WXzfx2w2w3w+x3w+l6Tiy+jHR8cBtR5Ao9FoXg86CXgDsIS/Xq9lix/hpr54PL5hLGRZFpbLJWKxmIwE3rR0h2uGp9MpEonEF+qhr1arjaBPgyLTNGHbtmwM/DJW93L/Aa2VNRqNRnP36CTgDcDgzlO64zgIw1D0AAA2KgG09DUMA67rwrZtEd3tgup8Liu6qQoQBAEmkwmm0ylWq5U8H5cD3TRR8KYpFAr4CjlEazQazVcOnQS8Aba9AsIwxHK5FAV8GIZXKgHARRl8sVhgMpnIPoBd0E1vMBjAsqyd2wE5aeC6LsIwRDqdRj6fRyqVurbC8GWjvQE0Go3m9aKTgDcA1fXRCQDuDfB9X6YHWAlQSolQcLlcIgiCF1rmJpNJjEajKxMEs9kM4/FYrHez2axMH2g0Go3mJxudBLwBGNw5bqeUEnEgt/5FkwDgohqwXq+RzWbhOM4L++JKKQRBgFgshjAMMZ1O4TgOlssl4vG4OBF+Gf19jUaj0fx4opOANwD79ZwQME0Tvu9juVxivV7L1rzoCd4wDARBgHw+D8dxXlgJYH9/sVjg+PhYzIeq1Sosy9Jz9hqNRqO5gk4C3hC0DgYuDH5ms9mGKBDAlUoAdQOHh4cvFOvN53MUCgVZK5zL5fTWPY1Go9HciE4C3hCsBACQUb7ZbAbDMK4IAvk1k4QXJQBc3HN4eIhsNvtjo+7XaDQazY83ukH8hogmARTleZ4n+wSAq5WAIAi+0Iic53lQSomfgEaj0Wg0XwSdBLwhOAEQNb8Jw1Cc/gzD2OjbRw2GXoTrul+aqY9Go9FovrroqPGGiAZ1mgEB2EgCdt2eVYLr8H1fdAAajUaj0bwMOgl4Q2wHdVYDksmkjPZFiY4V3oTrurJESKPRaDSal0ELA98Q29bBlmUhDEPxA3jVSoBuBWg0Go3mVdFJwBtiO6jbtg3btuUaxwS3b3+TJoCtgLtc4avRaDSanxz08fENcdPJnjqBKBQK3lQJcF0XAHQrQKPRaDSvhE4C3hBR18AoYRjubAcA2Hn7KJ7n/Vht/dNoNBrNVwudBLxBdgV1lvt3BfKbkgDaDusqgEaj0WheFZ0EvEGi1sFkl1EQ4f6AXXieB0C3AjQajUbz6ugk4A1yl5UATgXoVoBGo9FoXhWdBLxBbkoCrtME7JoOYCtAGwRpNBqN5jboJOANwjHAaCJwUzsgFouJcDCKbgVoNBqN5i7QScAbZNeY4IvaAdu3B3QrQKPRaDR3g04C3iC7gnoQBFBKbSwPuun2y+VSTwVoNBqN5k7QScAbJGodTHYZBZFd+wNoEKT1ABqNRqO5LToJeINcVwm4zvd/1+09z9OtAI1Go9HcCbdKApRSf0sp9aFS6k+UUr+jlCpcXi8rpf6FUmqqlPq7W/f5llLqfaXUE6XU31GXdXClVEkp9ftKqY8v/y5eXleXt3ty+Tw/d5vX/GWilLoy+39TJWB7f8ByuYTv+7oVoNFoNJo74baVgN8H8M0wDH8awEcAfuPy+hzAfw3gv9hxn78H4K8CeHT55xcvr/86gD8Mw/ARgD+8/DcA/FLktr92ef+vLPF4/AtXAoDNsUI9FaDRaDSau+RWSUAYhv8sDEM2uL8H4ODyuhuG4f+Di2RAUEo1AeTCMPxeGIYhgN8C8MuX3/4OgO9efv3dreu/FV7wPQCFy8f5SrLtFXBTJWD79q7rIplMXtk4qNFoNBrNq3CXmoC/AuD3XnCbfQAnkX+fXF4DgHoYhq3Lr9sA6pH7HF9znw2UUr+mlPq+Uur73W73ZV77GyMa1G9aHrR9e7YCtCBQo9FoNHfFC5MApdQfKKV+uOPPdyK3+RsAVgD+wV28qMsqQfgK9/vNMAy/HYbht6vV6l28lDsnmgTc5BZIqCHQrQCNRqPR3DUvrCuHYfgL/3979x4jV1nGcfz7o3Uri0Xa4qURtCBFA3ihAqkRiLFYSoOIYAA1aRGjoqCiMaRIYvzDP0CiiUYjQSVcgtxUpIkoFMJFMeVWlju1LWKklqKAXMRguz7+cZ6B03Uuu93ZOTM9v08y2bPvucz7zjsz55n3vOd9262XdDJwNLAoT97tbCQvGaQ9Mg1gs6S5EbEpm/ufKu2zZ4t9Bk5jFMDR0dG2AwWVtx8dHfWlADMz67rJ3h2wBDgTOCYiXuq0fTb3Py9pYd4VsAy4NlevBJbn8vIx6cvyLoGFwHOlywYDpzx0cLshgxsaQYPvCjAzs26b7M/KHwIzgFV5p9/qiDgVQNLjwK7AkKRjgcUR8TDwReAiYGeKPgSNfgTnAFdJ+gzwF+CETL8OWAqsB14CPj3JPFeqfO9/o+GkU0tAg/sDmJlZN00qCIiIfdqsm9ci/W7ggCbpTwOLmqQHcNr257K/NAsCOrUEAAwNDflSgJmZdZXPKj1WHjq4MV/AeFoC3ApgZmbd5iCgx8qjBu60004tJw9qGBoaYs6cOQ4CzMys6xwEVKDR4z8ixjUHwMyZM3uQKzMzqxsHARUoDx3crj+AmZnZVHIQUIFp06axZcsWwEGAmZlVx2egCjQuB3SaN8DMzGwqOQioQGMAoK1bt7olwMzMKuMzUAUav/7H2zHQzMxsKjgIqEB50B+3BJiZWVV8BqpA+de/WwLMzKwqDgIqUD7xuyXAzMyq4jNQBRqjBoJbAszMrDoOAirSOPm7JcDMzKriM1BFHASYmVnVfAaqyPTp07e5LGBmZtZrHja4IsPDww4AzMysUg4CKjI8PMzw8HDV2TAzsxrzT1EzM7OachBgZmZWUw4CzMzMaspBgJmZWU05CDAzM6spBwFmZmY15SDAzMysphwEmJmZ1ZSDADMzs5pyEGBmZlZTDgLMzMxqykGAmZlZTTkIMDMzqykHAWZmZjU1qSBA0nmSHpV0v6RrJO2W6R+WdI+kB/Lvh0r7vC/T10v6gSRl+mxJqySty7+zMl253fp8ngWTybOZmZkVJtsSsAo4ICLeDfwJOCvT/wF8JCLeBSwHLi3t82Pgs8D8fCzJ9BXATRExH7gp/wc4qrTt53J/MzMzm6RJBQERcUNEbM1/VwN7ZPq9EfG3TH8I2FnSDElzgV0jYnVEBHAJcGxu91Hg4ly+eEz6JVFYDeyWxzEzM7NJ6GafgFOA3zZJPx5YExEvA28BniiteyLTAN4UEZty+UngTbn8FuCvLfYxMzOz7TS90waSbgTe3GTV2RFxbW5zNrAVuGzMvvsD5wKLJ5KpiAhJMZF98vk+R3HJAOBFSWsneow2dqe4zLGjcHn6m8vT/3a0Mrk8/W085XnbRA/aMQiIiCParZd0MnA0sCib+BvpewDXAMsiYkMmbyQvGaQ9Mg1gs6S5EbEpm/ufKu2zZ4t9xub1AuCCTmXaHpLujoiDpuLYVXB5+pvL0/92tDK5PP1tqsoz2bsDlgBnAsdExEul9N2A3wArIuL2Rno29z8vaWHeFbAMuDZXr6ToREj+Lacvy7sEFgLPlS4bmJmZ2XaabJ+AHwIzgVWSRiSdn+mnA/sA38z0EUlvzHVfBH4KrAc28Go/gnOAD0taBxyR/wNcBzyW2/8k9zczM7NJ6njGCCqeAAAG+ElEQVQ5oJ2I2KdF+reBb7dYdzdwQJP0p4FFTdIDOG0y+eySKbnMUCGXp7+5PP1vRyuTy9PfpuZSd+kyvpmZmdWIhw02MzOrKQcB4yBpiaS1OXTxis57VEPSnpJulvSwpIckfSXTvyVpY6l/xtLSPmdludZKOrKU3hdllvR4DjM9IunuTJvwENOSluf26yQtb/V8U1yWd5TqYETS85LOGKT6kXShpKckPVhK61p9qMWw4j0uT6vh0OdJ+nepns4v7TOh4dB7XJ6uvb8k7SXpjky/UtJQBeW5slSWxyWNZPog1E+r7+jqPkMR4UebBzCNogPj3sAQcB+wX9X5apHXucCCXJ5JMZTzfsC3gK832X6/LM8MYK8s57R+KjPwOLD7mLTvUNx5AsXw0ufm8lKKjqYCFgJ3ZPpsis6ls4FZuTyrD95XT1Lc1zsw9QMcDiwAHpyK+gDuzG2V+x5VQXkWA9Nz+dxSeeaVtxtznKb5bvXa9Lg8XXt/AVcBJ+Xy+cAXel2eMeu/C3xzgOqn1Xd0ZZ8htwR0dgiwPiIei4j/AFdQDGXcdyJiU0SsyeUXgEdoP7riR4ErIuLliPgzxR0Yh9D/ZZ7oENNHAqsi4pmIeJZizoslYw/aY4uADRHxlzbb9F39RMRtwDNN8jnp+lD7YcV7Vp5oMRx6Kx3y3eq1mRIt6qeVCb2/8hflh4Bf5P6VlifzcwJwebtj9Fn9tPqOruwz5CCgs4EctljSPOBA4I5MOj2bky4sNXm1Kls/lTmAG1TMRtkYDXKiQ0z3U3kaTmLbL69BrR/oXn20G1a8KmOHQ99L0r2SbpV0WKZtz3DovdaN99cc4J+lAKnq+jkM2BwR60ppA1M/Y76jK/sMOQjYAUl6HfBL4IyIeJ5i5sW3A+8FNlE0oQ2KQyNiAcVskqdJOry8MqPdgbrFJa+jHgNcnUmDXD/bGMT6aEX/Pxz6JuCtEXEg8DXg55J2He/xKnxtdpj31xifYNtAemDqp8l3dCX5AAcB4zHuYYv7gaTXULy5LouIXwFExOaIGI2I/1IMuHRIbt6qbH1T5ojYmH+fohiG+hByiGl4pamv0xDTfVOedBTFpFqbYbDrJ3WrPtoNK95TenU49E/llzLZbP50Lt9Dcd18X8YxHHoes/za9EwX319PUzRHTx+T3nOZh+OAKxtpg1I/zb6j2+Rjyj9DDgI6uwuYn71ihyiacVdWnKem8hrZz4BHIuJ7pfTy1MsfAxo9bVcCJ6mY5nkvYD5Fp5K+KLOkXSTNbCxTdNh6kIkPMX09sFjSrGwKXZxpVdnmF8yg1k9JV+oj2g8r3jNqPRz6GyRNy+W9KerjsQ75bvXa9Ey33l8ZDN0MfDz3r6Q86Qjg0Yh4pel7EOqn1Xd0m3xM/WeoXa9BP17p0bmUohfnBorZEyvPU4t8HkrRjHQ/MJKPpcClwAOZvhKYW9rn7CzXWkq9SPuhzBS9k+/Lx0ONfFBcm7wJWAfcCMzOdAE/yjw/ABxUOtYpFB2f1gOfrrCOdqH4RfX6UtrA1A9F8LIJ2EJxvfEz3awP4CCKk9QGimHJVUF51lNcb218hs7PbY/P9+EIsAb4SKd8t3ptelyerr2/8jN5Z75GVwMzel2eTL8IOHXMtoNQP62+oyv7DHnEQDMzs5ry5QAzM7OachBgZmZWUw4CzMzMaspBgJmZWU05CDAzM6spBwFmNSfpj/l3nqRPdvnY32j2XGbWH3yLoJkBIOmDFLPNHT2BfabHq2PJN1v/YkS8rhv5M7Puc0uAWc1JejEXzwEOUzEX+1clTZN0nqS7cvKZz+f2H5T0e0krgYcz7dcqJnl6SDnRk6RzgJ3zeJeVnytHQDtP0oMq5j4/sXTsWyT9QtKjki7Lkc/MbApM77yJmdXECkotAXkyfy4iDpY0A7hd0g257QLggCimoAU4JSKekbQzcJekX0bECkmnR8R7mzzXcRQT2rwH2D33uS3XHQjsD/wNuB34APCH7hfXzNwSYGatLKYYt3yEYrrTORTjsQPcWQoAAL4s6T5gNcXEJvNp71Dg8igmttkM3AocXDr2E1FMeDMCzOtKaczs/7glwMxaEfCliNhmsqXsO/CvMf8fAbw/Il6SdAvw2kk878ul5VH8PWU2ZdwSYGYNLwAzS/9fD3whpz5F0r45m+NYrweezQDgncDC0rotjf3H+D1wYvY7eANwOMXENGbWQ46wzazhfmA0m/UvAr5P0RS/Jjvn/R04tsl+vwNOlfQIxWx0q0vrLgDul7QmIj5VSr8GeD/FDJEBnBkRT2YQYWY94lsEzczMasqXA8zMzGrKQYCZmVlNOQgwMzOrKQcBZmZmNeUgwMzMrKYcBJiZmdWUgwAzM7OachBgZmZWU/8DxUaZ7wPWEnoAAAAASUVORK5CYII=\n",
528 "text/plain": [
529 "<Figure size 576x432 with 1 Axes>"
530 ]
531 },
532 "metadata": {
533 "needs_background": "light"
534 },
535 "output_type": "display_data"
536 },
537 {
538 "data": {
539 "image/png": 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pqaneQ5Mk6bQMATUolUocPXqUlpYWpqamaGlpobGx0fkBJEmrgiGgBidOnJi7R8D09PTcTYQ8H0CStBoYAmowNDTE9PQ0LS0tzMzM0NjYSFtbG83NzfUemiRJizIE1GB4eJjp6Wk6Ojrmrgxobm6mpaWl3kOTJGlRhoAa7N+/n3K5zNq1a+cOB8yeFyBJ0kpnCKjBnj17SCmxdu1aUkq0tbV5aaAkadUwBNRgcHCQlNLc1QBNTU20t7fXeVSSJJ0ZQ0ANDh48CMCaNWvmpgpua2ur86gkSTozNYWAiHhvRDwfEeWI6Dtl3S9GxP/I65+NiDW5fn1+3h8Rn4uIyPX1EfFYRLySv/bkeuR2/RHxTERcV8uYl9Phw4fn/vhHBGvXrvWkQEnSqlHrnoDngHcD360uRkQT8J+AD6eUXg/8GjCdV38R+BCwPT9uzfV7gCdSStuBJ/JzgNuq2t6d+68IR44cobGxkaamJi8PlCStOjWFgJTSCymll+ZZdQvwTErpR7ndoZRSKSIuAbpSSk+mlBLwAHBH7nM7cH9evv+U+gOp4klgXX6duiqXyxw9epTm5mbK5TKtra2sWbPG6YIlSavGuTon4CogRcSjEfHDiPhErm8GBqraDeQawKaU0mBe3g9squqzZ4E+J4mIuyNiR0TsGBoaWo7tWFCpVOL48eO0tLRQKpVobW11umBJ0qqy6MfWiHgcuHieVfemlB4+zev+KvBLwHHgiYh4Chg9k0GllFJEpDNpe0q/+4D7APr6+pbcfykmJiaYmJiYuzywpaXFywMlSavKoiEgpXTzWbzuAPDdlNIwQER8E7iOynkCW6rabQH25uUDEXFJSmkw7+4/mOt7gcsW6FM3w8PDlEqlucMB7e3tXh4oSVpVztXhgEeBX4iI9nyS4P8M/Djv7h+LiBvzVQF3ArN7Ex4B7srLd51SvzNfJXAjMFp12KBuZu8bMDtlcFtbm5cHSpJWlVovEXxXRAwAbwa+ERGPAqSURoA/Bn4APA38MKX0jdztI8CfAf3Aq8C3cv1TwNsj4hXg5vwc4JvAztz+T3P/utu9e/fcuQCzlwd690BJ0mpS06nsKaWHgIcWWPefqOz+P7W+A7h2nvoh4KZ56gn4aC3jPBd++tOfAtDR0UFE0NnZ6ZUBkqRVxRkDz9LgYOWIxOxlgV1dXXUekSRJS2MIOEuzlyC2t7fT0tLC2rVr6zwiSZKWxhBwlkZHR2loaKChoYGOjg6vDJAkrTqGgLOQUmJkZISImDsp0CsDJEmrjSHgLJTLZY4dO0ZzczMR4RwBkqRVyRBwFkqlEhMTEzQ2NgLQ2dnpjYMkSauOIeAsjI2NMTU1RVNTExHB+vXryXdEliRp1TAEnIWRkRGmpqbmJgrq6emp95AkSVoyQ8BZGBgYmLtvQFNTE93d3fUekiRJS2YIOAs/+clPKJfLtLS0eHmgJGnVMgSchYGBAVJKtLa20tXVRUdHR72HJEnSkhkCzsKBAwcol8s0NzfT1dXFmjVr6j0kSZKWzBBwFg4fPjw3P0BPT8/cpYKSJK0mhoCzMDQ0REqJ9vZ21q9fX+/hSJJ0VgwBSzQ7W2BjYyPNzc1s3Lix3kOSJOmsGAKWqFQqcezYMRoaGmhqamLdunX1HpIkSWfFELBEpVKJ48eP09TURFtbm3MESJJWLUPAEo2NjXHixAkaGhpYu3atcwRIklYtQ8ASDQ4OUiqVaGpqoquryxsHSZJWLUPAEu3cuZOZmZm5kwK9PFCStFoZApZoz549lMtlWltbvTJAkrSqGQKWaHbK4Pb2dkOAJGlVMwQs0aFDhyiVSqxbt84QIEla1QwBSzQ8PExKie7ubnp7e+s9HEmSzpohYAlSSoyOjgLQ09NDW1tbnUckSdLZMwQsQblc5ujRozQ0NLB+/XovD5QkrWqGgCUolUqMj48TEd49UJK06hkClmB2yuDm5mYuvvjieg9HkqSaGAKWYHR0lBMnTtDU1MRFF11U7+FIklQTQ8ASzM4W2NLS4p4ASdKqZwhYgv7+fsrlMmvXrvXyQEnSqmcIWILZKYO7urq8hbAkadWrKQRExHsj4vmIKEdEX1X9dyLi6apHOSLekNddHxHPRkR/RHwuIiLX10fEYxHxSv7ak+uR2/VHxDMRcV0tY67F/v37KZfLbNy4kZaWlnoNQ5KkZVHrnoDngHcD360uppQeTCm9IaX0BuBfArtSSk/n1V8EPgRsz49bc/0e4ImU0nbgifwc4Laqtnfn/nUxODhIuVzmNa95DU1NTfUahiRJy6KmEJBSeiGl9NIizd4PfAUgIi4BulJKT6aUEvAAcEdudztwf16+/5T6A6niSWBdfp3zbnh4GIArrriiHt9ekqRldT7OCfgt4K/y8mZgoGrdQK4BbEopDebl/cCmqj57Fuhzkoi4OyJ2RMSOoaGh5Rj7nHK5zOHDh2lsbGTz5nm/vSRJq8qiISAiHo+I5+Z53H4Gfd8EHE8pPbeUQeW9BGkpfXK/+1JKfSmlvuW+w1+pVOLYsWM0NDQ4R4Ak6YKw6IHtlNLNNbz++/jZXgCAvcCWqudbcg3gQERcklIazLv7D1b1uWyBPufNbAhoaWlh06ZNi3eQJGmFO2eHAyKiAfhN8vkAAHl3/1hE3JivCrgTeDivfgS4Ky/fdUr9znyVwI3AaNVhg/OmVCoxOTlJS0sLy72XQZKkeqj1EsF3RcQA8GbgGxHxaNXqtwJ7Uko7T+n2EeDPgH7gVeBbuf4p4O0R8Qpwc34O8E1gZ27/p7n/eTc4OMj09DRr166ls7OzHkOQJGlZ1XSdW0rpIeChBdb9LXDjPPUdwLXz1A8BN81TT8BHaxnncnjhhRdIKdHZ2enlgZKkC4IzBp6hl19+mXK5zKZNm8jzG0mStKoZAs7Qzp07SSl54yBJ0gXDEHCGBgYq0xu87nWvq/NIJElaHoaAM3TwYOWKxeuuq9utCyRJWlaGgDMwMzPDyMgIjY2NXH755fUejiRJy8IQcAZOnDjB+Pg4jY2NXHrppfUejiRJy8IQcAYmJyc5ceIEra2trF27tt7DkSRpWRgCzkB7ezszMzO0tbV5eaAk6YJhCDgDMzMzTE9P09XVVe+hSJK0bAwBZ2DPnj2klOjp6an3UCRJWjaGgDPw1FNPAXj3QEnSBcUQcAZefPFFALZu3VrfgUiStIwMAWdg165dAFx99dV1HokkScvHEHAGtm7dyubNm/mVX/mVeg9FkqRlE5U79V54+vr60o4dO+o9DEmSzouIeCql1LeUPu4JkCSpoAwBkiQVlCFAkqSCMgRIklRQhgBJkgrKECBJUkEZAiRJKihDgCRJBWUIkCSpoAwBkiQVlCFAkqSCMgRIklRQhgBJkgrKECBJUkEZAiRJKihDgCRJBVVTCIiI90bE8xFRjoi+qnpzRNwfEc9GxAsR8cmqdbdGxEsR0R8R91TVt0XE93P9qxHRkuut+Xl/Xr+1ljFLkqSKWvcEPAe8G/juKfX3Aq0ppV8Argf+VURsjYhG4AvAbcA1wPsj4prc59PAZ1NKrwVGgA/m+geBkVz/bG4nSZJqVFMISCm9kFJ6ab5VQEdENAFtwBQwBtwA9KeUdqaUpoCvALdHRABvA76e+98P3JGXb8/Pyetvyu0lSVINztU5AV8HjgGDwG7g/0opHQY2A3uq2g3kWi9wJKU0c0qd6j55/WhuL0mSatC0WIOIeBy4eJ5V96aUHl6g2w1ACbgU6AH+Pr/OORURdwN3A1x++eXn+ttJkrSqLRoCUko3n8Xr/jbw31JK08DBiPge0EflE/1lVe22AHuBQ8C6iGjKn/Zn6+SvlwED+fBCd24/31jvA+4D6OvrS2cxbkmSCuNcHQ7YTeUYPxHRAdwIvAj8ANierwRoAd4HPJJSSsB3gPfk/ncBs3sZHsnPyev/JreXJEk1qPUSwXdFxADwZuAbEfFoXvUFYG1EPE/lD/9/TCk9kz/lfwx4FHgB+FpK6fnc5w+Aj0dEP5Vj/l/O9S8Dvbn+cWDuskJJknT24kL9UN3X15d27NhR72FIknReRMRTKaW+xVv+jDMGSpJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgqopBETEeyPi+YgoR0RfVb0lIv5jRDwbET+KiF+rWnd9rvdHxOciInJ9fUQ8FhGv5K89uR65XX9EPBMR19UyZkmSVFHrnoDngHcD3z2l/iGAlNIvAG8H/kNEzH6vL+b12/Pj1ly/B3gipbQdeCI/B7itqu3dub8kSapRTSEgpfRCSumleVZdA/xNbnMQOAL0RcQlQFdK6cmUUgIeAO7IfW4H7s/L959SfyBVPAmsy68jSZJqcK7OCfgR8M6IaIqIbcD1wGXAZmCgqt1ArgFsSikN5uX9wKa8vBnYs0Cfk0TE3RGxIyJ2DA0NLc+WSJJ0gWparEFEPA5cPM+qe1NKDy/Q7c+BfwbsAH4K/ANQOtNBpZRSRKQzbV/V7z7gPoC+vr4l95ckqUgWDQEppZuX+qIppRng384+j4h/AF4GRoAtVU23AHvz8oGIuCSlNJh39x/M9b1U9iLM10eSJJ2lc3I4ICLaI6IjL78dmEkp/Tjv7h+LiBvzVQF3ArN7Ex4B7srLd51SvzNfJXAjMFp12ECSJJ2lRfcEnE5EvAv4f4CNwDci4umU0q8DFwGPRkSZyqf2f1nV7SPAXwBtwLfyA+BTwNci4oNUDiH8Zq5/E3gH0A8cB36vljFLkqSKqJykf+Hp6+tLO3bsqPcwJEk6LyLiqZRS3+Itf8YZAyVJKihDgCRJBWUIkCSpoAwBkiQVlCFAkqSCMgRIklRQhgBJkgrKECBJUkEZAiRJKihDgCRJBWUIkCSpoAwBkiQVlCFAkqSCMgRIklRQhgBJkgrKECBJUkEZAiRJKihDgCRJBWUIkCSpoAwBkiQVlCFAkqSCMgRIklRQhgBJkgrKECBJUkEZAiRJKihDgCRJBWUIkCSpoAwBkiQVlCFAkqSCMgRIklRQhgBJkgrKECBJUkHVFAIi4jMR8WJEPBMRD0XEuqp1n4yI/oh4KSJ+vap+a671R8Q9VfVtEfH9XP9qRLTkemt+3p/Xb61lzJIkqaLWPQGPAdemlH4ReBn4JEBEXAO8D3g9cCvw/0ZEY0Q0Al8AbgOuAd6f2wJ8GvhsSum1wAjwwVz/IDCS65/N7SRJUo1qCgEppW+nlGby0yeBLXn5duArKaXJlNIuoB+4IT/6U0o7U0pTwFeA2yMigLcBX8/97wfuqHqt+/Py14GbcntJklSD5Twn4APAt/LyZmBP1bqBXFuo3gscqQoUs/WTXiuvH83tf05E3B0ROyJix9DQUM0bJEnShaxpsQYR8Thw8Tyr7k0pPZzb3AvMAA8u7/CWJqV0H3AfQF9fX6rnWCRJWukWDQEppZtPtz4ifhf4DeCmlNLsH969wGVVzbbkGgvUDwHrIqIpf9qvbj/7WgMR0QR05/aSJKkGtV4dcCvwCeCdKaXjVaseAd6Xz+zfBmwH/hH4AbA9XwnQQuXkwUdyePgO8J7c/y7g4arXuisvvwf4m6qwIUmSztKiewIW8XmgFXgsn6v3ZErpwyml5yPia8CPqRwm+GhKqQQQER8DHgUagT9PKT2fX+sPgK9ExB8B/wR8Ode/DPxlRPQDh6kEB0mSVKO4UD9U9/X1pR07dtR7GJIknRcR8VRKqW8pfZwxUJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSqaf1mTAAAME0lEQVQoQ4AkSQVlCJAkqaAMAZIkFVRNISAiPhMRL0bEMxHxUESsy/XeiPhORIxHxOdP6XN9RDwbEf0R8bmIiFxfHxGPRcQr+WtPrkdu15+/z3W1jFmSJFXUuifgMeDalNIvAi8Dn8z1E8D/Afz+PH2+CHwI2J4ft+b6PcATKaXtwBP5OcBtVW3vzv0lSVKNagoBKaVvp5Rm8tMngS25fiyl9N+phIE5EXEJ0JVSejKllIAHgDvy6tuB+/Py/afUH0gVTwLr8utIkqQaLOc5AR8AvrVIm83AQNXzgVwD2JRSGszL+4FNVX32LNDnJBFxd0TsiIgdQ0NDSxm7JEmFs2gIiIjHI+K5eR63V7W5F5gBHlyOQeW9BOks+t2XUupLKfVt3LhxOYYiSdIFq2mxBimlm0+3PiJ+F/gN4Kb8x/t09pIPGWRbcg3gQERcklIazLv7D1b1uWyBPpIk6SzVenXArcAngHemlI4v1j7v7h+LiBvzVQF3Ag/n1Y8Ad+Xlu06p35mvErgRGK06bCBJks7SonsCFvF5oBV4LF/p92RK6cMAEfEToAtoiYg7gFtSSj8GPgL8BdBG5RyC2fMIPgV8LSI+CPwU+M1c/ybwDqAfOA78Xo1jliRJ1BgCUkqvPc26rQvUdwDXzlM/BNw0Tz0BHz37UUqSpPk4Y6AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJB1RQCIuIzEfFiRDwTEQ9FxLpcf3tEPBURz+avb6vqc32u90fE5yIicn19RDwWEa/krz25Hrldf/4+19UyZkmSVFHrnoDHgGtTSr8IvAx8MteHgX+eUvoF4C7gL6v6fBH4ELA9P27N9XuAJ1JK24En8nOA26ra3p37S5KkGtUUAlJK304pzeSnTwJbcv2fUkr7cv15oC0iWiPiEqArpfRkSikBDwB35Ha3A/fn5ftPqT+QKp4E1uXXkSRJNVjOcwI+AHxrnvq/AH6YUpoENgMDVesGcg1gU0ppMC/vBzbl5c3AngX6SJKks9S0WIOIeBy4eJ5V96aUHs5t7gVmgAdP6ft64NPALUsZVEopRURaSp/8/e6mcsgAYDwiXlrqa5zGBiqHOS4Ubs/K5vasfBfaNrk9K9uZbM8VS33RRUNASunm062PiN8FfgO4Ke/in61vAR4C7kwpvZrLe8mHDLItuQZwICIuSSkN5t39B6v6XLZAn1PHeh9w32LbdDYiYkdKqe9cvHY9uD0rm9uz8l1o2+T2rGznantqvTrgVuATwDtTSser6uuAbwD3pJS+N1vPu/vHIuLGfFXAncDDefUjVE4iJH+trt+ZrxK4ERitOmwgSZLOUq3nBHwe6AQei4inI+JLuf4x4LXAv8v1pyPiorzuI8CfAf3Aq/zsPIJPAW+PiFeAm/NzgG8CO3P7P839JUlSjRY9HHA6KaXXLlD/I+CPFli3A7h2nvoh4KZ56gn4aC3jXCbn5DBDHbk9K5vbs/JdaNvk9qxs5+ZQd9VhfEmSVCBOGyxJUkEZAs5ARNwaES/lqYvvWbxHfUTEZRHxnYj4cUQ8HxH/W67/YUTsrTo/4x1VfT6Zt+uliPj1qvqK2OaI+EmeZvrpiNiRa0ueYjoi7srtX4mIuxb6fud4W15X9R48HRFjEfFvVtP7ExF/HhEHI+K5qtqyvR+xwLTi53l7FpoOfWtETFS9T1+q6rOk6dDP8/Ys289XRGyLiO/n+lcjoqUO2/PVqm35SUQ8neur4f1Z6Hd0/f4PpZR8nOYBNFI5gfE1QAvwI+Caeo9rgbFeAlyXlzupTOV8DfCHwO/P0/6avD2twLa8nY0raZuBnwAbTqn9eypXnkBleulP5+V3UDnRNIAbge/n+noqJ5euB3rycs8K+LnaT+W63lXz/gBvBa4DnjsX7wfwj7lt5L631WF7bgGa8vKnq7Zna3W7U15n3nEv9G9znrdn2X6+gK8B78vLXwL+9fnenlPW/wfg362i92eh39F1+z/knoDF3QD0p5R2ppSmgK9Qmcp4xUkpDaaUfpiXjwIvcPrZFW8HvpJSmkwp7aJyBcYNrPxtXuoU078OPJZSOpxSGqFyz4tbT33R8+wm4NWU0k9P02bFvT8ppe8Ch+cZZ83vR5x+WvHztj1pgenQF7LIuBf6tzknFnh/FrKkn6/8ifJtwNdz/7puTx7PbwJ/dbrXWGHvz0K/o+v2f8gQsLhVOW1xRGwF3gh8P5c+lncn/XnVLq+Ftm0lbXMCvh2Vu1HOzga51CmmV9L2zHofJ//yWq3vDyzf+3G6acXr5dTp0LdFxD9FxN9FxFty7WymQz/fluPnqxc4UhWQ6v3+vAU4kFJ6paq2at6fU35H1+3/kCHgAhQRa4G/Bv5NSmmMyp0XrwTeAAxS2YW2WvxqSuk6KneT/GhEvLV6ZU67q+oSl3wc9Z3Af86l1fz+nGQ1vh8LiZ+fDn0QuDyl9Ebg48D/FxFdZ/p6dfy3uWB+vk7xfk4O0qvm/Znnd3RdxgGGgDNxxtMWrwQR0Uzlh+vBlNJ/AUgpHUgplVJKZSoTLt2Qmy+0bStmm1NKe/PXg1Smob6BPMU0zO3qW2yK6RWzPdltVG6qdQBW9/uTLdf7cbppxc+r+Nl06L+TfymTd5sfystPUTlufhVnMB16fs3qf5vzZhl/vg5R2R3ddEr9vMtjeDfw1dnaanl/5vsdfZpxnPP/Q4aAxf0A2J7Pim2hshv3kTqPaV75GNmXgRdSSn9cVa++9fK7gNkzbR8B3heV2zxvA7ZTOalkRWxzRHREROfsMpUTtp5j6VNMPwrcEhE9eVfoLblWLyd9glmt70+VZXk/0umnFT9vYuHp0DdGRGNefg2V92PnIuNe6N/mvFmun68chr4DvCf3r8v2ZDcDL6aU5nZ9r4b3Z6Hf0acZx7n/P3S6swZ9zJ3R+Q4qZ3G+SuXuiXUf0wLj/FUqu5GeAZ7Oj3cAfwk8m+uPAJdU9bk3b9dLVJ1FuhK2mcrZyT/Kj+dnx0Hl2OQTwCvA48D6XA/gC3nMzwJ9Va/1ASonPvUDv1fH96iDyieq7qraqnl/qISXQWCayvHGDy7n+wH0Ufkj9SqVacmjDtvTT+V46+z/oS/ltv8i/xw+DfwQ+OeLjXuhf5vzvD3L9vOV/0/+Y/43+s9A6/nenlz/C+DDp7RdDe/PQr+j6/Z/yBkDJUkqKA8HSJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQVlCJAKLiL+IX/dGhG/vcyv/b/P970krQxeIigJgIj4NSp3m/uNJfRpSj+bS36+9eMppbXLMT5Jy889AVLBRcR4XvwU8Jao3Iv930ZEY0R8JiJ+kG8+869y+1+LiL+PiEeAH+faf43KTZ6ej3yjp4j4FNCWX+/B6u+VZ0D7TEQ8F5V7n/9W1Wv/bUR8PSJejIgH88xnks6BpsWbSCqIe6jaE5D/mI+mlH4pIlqB70XEt3Pb64BrU+UWtAAfSCkdjog24AcR8dcppXsi4mMppTfM873eTeWGNv8TsCH3+W5e90bg9cA+4HvArwD/ffk3V5J7AiQt5BYq85Y/TeV2p71U5mMH+MeqAADwv0bEj4AnqdzYZDun96vAX6XKjW0OAH8H/FLVaw+kyg1vnga2LsvWSPo57gmQtJAA/peU0kk3W8rnDhw75fnNwJtTSscj4m+BNTV838mq5RL+npLOGfcESJp1FOisev4o8K/zrU+JiKvy3RxP1Q2M5ABwNXBj1brp2f6n+Hvgt/J5BxuBt1K5MY2k88iELWnWM0Ap79b/C+D/prIr/of55Lwh4I55+v034MMR8QKVu9E9WbXuPuCZiPhhSul3quoPAW+mcofIBHwipbQ/hwhJ54mXCEqSVFAeDpAkqaAMAZIkFZQhQJKkgjIESJJUUIYASZIKyhAgSVJBGQIkSSooQ4AkSQX1/wN089P1nwPoGAAAAABJRU5ErkJggg==\n",
540 "text/plain": [
541 "<Figure size 576x432 with 1 Axes>"
542 ]
543 },
544 "metadata": {
545 "needs_background": "light"
546 },
547 "output_type": "display_data"
548 },
549 {
550 "data": {
551 "image/png": 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MJoPL5aJSqWDbNtlsllAo9JT/OgyPwxMFAUKInwF+BbgJvCalfOPk+CpwB7h7cuq3pJT/4OS5l4F/CwSBPwD+sZRSCiFSwG8Bq8Au8LNSyrY4bvT8l8DfAUbA35NSvvUk920wGL64SCm16v6jgoDRaARAKpViMBjQbDYpl8tYlkU6ndaCuUqlQqPRIBQKkUgksCyLTqejDXEWFha4dOkSvV6PQCBAPp/HcRwODg4IBAI4jkO5XNZCuPF4TCKR4PLly0gpdTmg0WjQaDSIRCLs7OxQrVYpFou8/PLLeL1e5vM5q6ur3L17l06nQ6PRYHt7m3feeYdCocDi4iJer5fNzU2EEIzHY2q1GslkkoWFBd1/HwgEsCyL/f19Dg8PuX37NrPZjJdffplEIkGr1dKtgkIIEomELk9Eo1EuXbpEMpmk0WiQSCRIJBIf+mxns5kWRg4GAyKRCPF4HL/fr70LZrOZ1g2o0obh+4snzQS8B/w08K/PeW5LSvnSOcf/FfD3gW9zHAR8FfhD4OvAf5JS/qoQ4usn3/8y8OPA1ZPH6yfXv/6E920wGL6gWJaFlJJoNKpV7qpt7kHG4zF+v1/34/f7fe7fv890OtWp/dFoxGAwwLZtvQtOJpMIIYhGo1qlrnby4XCYeDzOysoKpVKJo6Mj+v0+breb9fV1MpkMg8FAe+IDZLNZLMtiMBjwne98B9u2dR/+9evXicfjbG5u6g6Efr+v+/s7nY42BnK5XLRaLXq9HoeHh7TbbYLBINPplHK5TCgUIhaLcfPmTer1Ordv36bRaBCLxXj11VfJZDLUajVmsxmDwYA333yTxcVFbt26xcHBAW63m5WVFRYXFzk6OsLr9T5UvOfxeEilUsTjcbrdrg4GwuGwDhoqlQpSSvL5/CNNlQyfH08UBEgp78DHt0gUQhSAmJTyWyff/wbwkxwHAV8DfuTk1F8H/j+Og4CvAb8hj5tRvyWESAghClLK8pPcu8Fg+GJiWRZCCJLJJMPhUPfuP4gaLKMyBSrVnclkyGQydLtdNjc36Xa7TCYTnRlIJpPk83mCwSDtdhsppe7Tl1JqnwCv16s98qPR6Bm73GazSSgUYjqd6jY3pcoHdM+/Et3duXMHgFAohNvtJplM0mq1iEQirK2tEYlEODg4YGdnh9XVVZ2tSKVS5HI5XRbodDraz8C2bYQQXLp0icuXL5NIJOj1erTbbcLhsNYddLtdSqUSHo+HlZUVlpaWaLVazGYz8vn8R/7/7na7dTDQ6/W04ZCaGZDP559oiJHh6fI0NQFrQoi3gR7wP0kp/wIoAgenzjk4OQaQO7WwV4DcyddFYP+caz4UBAghfhH4RYBLly59Sm/DYDB8P2FZFj6fD5fLRTgcZjAY6DT4aVQpIBgMai8Ax3H0MJ1GowFAIpFgMBiQSqWYTqdsbW0xHo+Zz+fcv38f27ZZWVmh1+sBx4ueKgsojcDy8jLVapXt7W1CoZAeaFMulxFCEI/H2dvbo1wuawvc999/n9FoRKVSYWFhgeeffx4ppe4q6Ha7uFwuVldXtQf+9va21gO89NJLBAIBSqWStuB1HIdUKqUFhCsrK1q8p7IHsViMpaUl0uk0brebUqnE4eEhi4uLLC8v6zkA0Wj0sdL3KnhR/gkqsPoo4abh8+UjgwAhxB8D+XOe+mdSyt95yGVl4JKUsnmiAfh/hRC3Pu5NnWgEHtvPWEr5a8CvwbFt8ONebzAYvr9RegDVXqZKAqql7TTK897r9WqL21wux3A45N69eziOw+rqKo7j4HK59G6/Xq9rw5taraa7BJLJpDYUUi57xWJRiwKXl5e5d+8eH3zwgdYJBAIBptMpf/mXf8l4PGZpaQmfz6cd9ZaWlnTG4M0339RZCLWb9/l8CCG4cuUKkUgEr9fLbDbTAsdOp0MymdS7+eXlZRYWFrh69arONIRCITqdDrdv38br9XLlypUz7XmXLl0il8vp8xuNhl7QPwlPcq3hs+cjgwAp5Y897otKKSfA5OTrN4UQW8A14BBYOnXq0skxgKpK85+UDWonxw+B5YdcYzAYLhBKD6B2qD6fD5/Px2AwOBMESCmxLItoNEqr1dK7azXMxu/3c+vWLTweD5VKhWQySSgUIhgMYts2Pp+PQCBALpfTNXklDByNRrr+rRZO27axLItiscidO3cYj8dsbGyQSqV4//33qdVqxGIx3XVwcHCgRwcnEgl8Pp82GTo4OOD27dtEIhFee+013G43nU4HgBdeeIH5fK4HDQkhtH3xdDrF7XZrV0JAt/VtbW3h8/nY2Ng4d3ev6vXK3jibzT7Ut9/wbPFUygFCiAzQklI6QojLHIv6tqWULSFETwjxFY6FgT8H/O8nl/0u8PPAr578+zunjv+SEOLfcywI7Bo9gMFwMbEsC+CMyCwSiWgPfJV6Ho/HepqcquuriXcLCwusr6/j8XioVqu43W7dty6E0EN8lAteMBik0+lg2zZSSqrVKpZl6bS3culTC+/h4fEe5ejoiIODA8rlsu63f++998hmszorofr5i8Uiw+GQg4MD9vf3iUQivPDCC9qRsNVqcfXqVd3eWK1W9Tjcvb09er0eGxsbLC8v6zKCx+Oh3W5zdHREOBzm+vXrjxTnzWYzOp2OHsxjuBg8aYvgT3G8iGeA3xdCfEdK+beB/xz4X4QQNjAH/oGUsnVy2T/key2Cf3jygOPF/z8IIX4B2AN+9uT4H3DcHrjJcYvg//Ak92wwGL64KPHd6V1qOBym3W6faRdUi3i73abdbmtDm2KxyOLiIm63m+l0yng81p0Atm3jOA6hUEhP1PP7/UynU6SUvPvuu7RaLSqVih5bGwgEGA6HtFotBoMBk8mE2WzG8vIylUqFw8NDEomE7o8vFAp0Oh329vZ49dVXuX79ui4ZKIfARqNBOBxmaWlJ+w6USiWdpm82m8znc6LRqG4lVCN5PR4PBwcHHBwcaEfBeDzO0tLSR6rzm80mQgjtlGi4GDxpd8BvA799zvH/CPzHh1zzBrBxzvEm8KPnHJfAP3qS+zQYDF8MbNvG5XKdOyXuQT2AQvn5K/c/1T+vjHnUuNlYLKYNcAC9Y1ZlhFKpRKvVYmFhgc3NTWazGclkUk/J29zcxOVyadOhwWDAxsYG+Xye3d1dRqORnkNwcHBAJBLh+vXrXL16lXw+T71ex7Zt/uzP/gwpJRsbG9y4cYPt7W12dnZIp9N6eFEul9PahGAwyAsvvIBt29owKJvNsr29zdHREbFYjFAopBX5ypFPlTWSySThcPiRn/tgMGA8HpNOp83AnguG+W0bDIbvG1SaW1nrnuZBPYCUUrevRSIR7cSn1Pv9fl+Pxg2FQnrWPRynvpWXv8vlYjQaUS6XtQtfJBJhPB7rAMLtdmsjoEQiwY0bN7h//z7vvvsuN2/epNFosLu7ixCC4XDI0tISL7zwArdu3UJKydbWFq1Wi1arhZSSH/zBHyQej1OpVKhUKhwcHDAej7Esi0QigdfrZTgccvv2babTKdevX2d/f5/pdMrKygqbm5tsbm4Sj8f1RD9lxqPeY7/fZzabnWv0o1DdCK1WC7/f/yFxpeHZxwQBBoPh+4LJZMLR0RFut5tEIvGh9PVpPUC/36fT6ZDP5/F6vXrG/GAwQAhBrVbDsiw9y35hYeFMCaHb7SKEIBaLIaVkd3eXXq/H4uIi8/kcv9+v9QLFYlGbCKne+atXr2LbNt/61re4f/8+juPoHXe/3ycWizGZTLAsi4ODAyqVihYpRqNR1tfXKZfL7OzsMBqNWFhY0NoENZ5X9fm7XC49HEiZ/CjR4/r6OktLSywtLX0oe/KoBV0ZEvX7fRzHwePxPHSkr+HZxgQBBoPhc8eyLHZ2drh79y5+vx+3282tW7fO9JgrPYAQgk6ng+M41Ot1CoUCQgi9AKu59mtra6ytrX1IDe84jra5VTX2o6MjPTTn7bffxrZt3Rbo8/no9/vaRMdxHLa2trTr33g85uWXX2Y4HLK/v8/y8jI+n4+9vT298w8EAhweHrKzs4Pf76fdbhOLxchkMgghWFpawrIsHMfRPv2O43D16lWSyST37t1jOp3qaYW7u7t6qM9pp76PSuVblqVbKuHYQyEajRoh4AXGBAEGg+Fzpd/vU6lUuHPnjnbi29raQgjB+vq6nvCn9ACj0QjHcbRHgOqVj0Qi3L17l7fffpvFxUU2NjbweDz8xV/8hd69B4NBer0eUkpisRjj8VjPu19cXERKqdX3xWKRUChEOBzG5/PhdruZzWYcHR3h8/nIZrO89NJL1Ot14vE4o9FIDxdqNBrUajU6nQ6rq6vMZjP29/eRUnLlyhVeffVVAD1hUNX6V1ZWyGaz9Pt9gsEgyWSSXq9HNptlOBxiWRaTyYRUKsX6+jq2bROLxbQAMhAIEIlECIVCOvMxn88ZDAb0+32tuVATBo2Rj8EEAQaD4ROhdsuf1BNeSkmr1dL1dJ/Px6VLlwiHw9RqNRqNhq6vLyws6B11p9PB6/WSTqeB49R+IBCg3+9z9+5dLMtiY2MDy7K0w55t23ox7/V6ujxQr9ep1WraClgJA4fDoU7PVyoV3T8/Go0oFoskk0n8fj+rq6sEAgHu379PPp9nbW0NKSVutxspJaPRiMlkghCCQCDA2toaX/7yl4lGoxweHmqv/1arpWcTHB4eMhqNdDtgr9fD5/OxtLSEEILNzU0ymYwOErLZLLZtawvlRqOhWx3VyGApJX6/n4WFBcLh8Me2ejc8+5ggwGAwfCJqtRqO41AsFs9V8z8KZWLTarW0wl35z6tWPTUJr1QqsbOzowMBZUcLx9MBh8Mhd+7cYTAYMBgMiMfjOI6jZwwooZ3b7WY0GtFut/H5fDSbTXq9nnbgU+n4QCDAa6+9RqPR4Jvf/Ca2beud/sLCAsVi8cxQHzVpcDgc6myFMiL69re/zeHhIfF4HLfbTaFQIJvNao9/FWT4fD5efPFFbNtmd3eXbrerhxCpxdy2bWazGYuLi9rLQHVKeL1ePe1PzREYDodIKQmHw8RiMePfbzgXEwQYDIbHZjQaYds2cLwTf5ze8ul0Sq1W09a5kUiEjY0Nms0mPp8Pv9+vBX5ra2sMBgP+5m/+RvvRq1S2eq3xeMzW1pb2A8jn87o+Pp/PdQmg2WyysLDAysoKjuOwv79PrVbDtm3y+Tyj0YharaatgcfjMZVKhfl8js/n0wN2crkc8XicyWTCu+++SzQa5fr16/zJn/yJbs9LJBKsra0RCoUYDAbs7OzQ7/dJpVI0Gg39mTWbTQA9ZMftdhONRpnP5+zs7OghQSsrK9pdMBwOc3R0hN/vf6j7n9/v178Ts+s3PAoTBBgMhsdGqeVVGj4ajT60vqzEa2q33Wg0dNo6HA6zsbGB1+tFSqmDgGAwyHg8ptfrkc/nuXbtGrVajZ2dHRYXF0kkEnohV7V4l8vF+vo6KysrOp1vWZZeYD/44AOuXbvG9evXdcAhhCCbzeI4Dvfu3WM+n5PP51lZWWE+n+sBO2oHfvPmTUKhELZtUy6X9YJdKpVwu93EYjEcx+Hg4IBwOMzrr7/O9vY2nU4Hj8eD3+9na2sLx3HodDqEw2HW1tb0Z1er1fTD5XKxsrJCJBLRo4x9Ph/j8RjbtslkMo/8HZnF3/BxMEGAwWB4LJQ4LZ1Oa5OaTqfz0EWp0+nQ6/Uol8v4fD7tnx8KhdjY2CAYDGq1us/nw+v14vf79c9RY3cvXbqkpwfevn0bQNfUldOd2kkfHBwPKw0EAiwuLuL1erlz5w47OzvE43FarRaTyYRischzzz2nrX6TySTPP/88+Xxeu/3dvn2bxcVFPYlvMpnogCEcDjMej5lOp3ry32QyIRaL8aUvfQnLsuh2u0QiEXK5HIVCgVKphGVZWpnfbre1bqFUKlGv14lGo3z5y1+mUCgA0Ov16Ha7HB0daUtgo+g3fBqYIMBgMDwWapRtJBLRtrRK5f6gSFD50VerVV0HVyOAr1y5ghCCyWSiFf+qxU2Z9di2Tb1e15qDtbU1XC4X7733nhbmbW1t6T778XjM0dERlmUxm83IZDK6Z395eZn9/X3efvttgsEg2WyWbDYLHAcqwWCQK1eukMvl6PV6Z/pgF1P/AAAgAElEQVT0E4kE+XyeSqVCrVbTbXWTyURbCLvdbtrtNm+88QahUEin98vlMo7j6IyDqt/HYjFtPQzHRkmtVotCocCtW7fOlFhU+6IyQVLOiAbDk2LGRBkMF4DhcEi5XNYWuJ8UVYNXu2+AWCymF8AHabVaemKelJK9vT1qtRoLCwt0u10qlQrlcpm9vT3q9TqlUolyuawXVeUJMJlMALTALpPJEIlE+OCDD7TRjXIabDabjMdjZrMZsVgMj8eja/But5tKpaIdAEOhEIeHh5RKJUKhEKurq8BxoGNZFr1ej/X1dSzL0vMIbNsmFAoRj8e5evUqV65cIRAI6KAiGo0yGo14//33tbhPufK9++67zOdzFhYW8Pl82mr48PCQRqNBIpHg5s2b52osVDCyvLysNREGw5NiMgEGwwWg3+8zmUyYTCbnisk+Lg/67cP3Fqdms6m9+uE4YCiXy0wmEzqdDul0mldeeYV4PI7P5yOXyyGEYD6fM51O9Q5Z+QZMJhNcLheWZWHbNslkEo/HQ6/XI51Os7e3R7Va5Qd+4Ad0zRzQtfPZbMZ8Pmc8Huupgv1+n3g8zurqKkdHR7TbbabTKS6Xi+XlZSaTiQ5M1DjipaUl/vqv/1oLFQuFAtPpFNu2tWlRu90mnU6TTCZ5/fXXdSahUCjgcrn0e1xcXOTatWvM53Ns29YTCvf29nC73XzpS18yzn2GzxQTBBgMzzjz+Vxb7o7H408cBKhedOW3fxo1077dbhMMBhFCcHBwwHA4ZDQa0ev1SCaTvPjii3ocb7PZ1H7+atCN2+0mmUzqDoL9/X1tw6vS4Y7jMJlMmE6npFIp7f0vhKDX6+lz9/b2sCyLTqdDpVKhXq+TTqcRQvDee+8xn8/17j4ajeLxeGg0GpRKJSaTiV6o1dS+drutAxhlIZzNZpnNZtqxcDwes7y8TLlcplwun7H6zefzPP/88wSDwTO/Gyklt27dolAomB2+4TPHBAEGwzPOaDQC0DVzNW73cen1etpv/0GEECSTSWq1GoPBgPl8ztHREYFAQKfiL1++rBf+XC5HtVqlUqnoATdqEZZS6vMrlQrValW/D2WII6UkHo+TyWTodrvM53NtjJNOp4nH41SrVer1OltbW9Trda0DODo6otPp8NJLL+Hz+dje3iYUCrG2tkar1SIUCrG+vq6dAZPJJAsLC9y/f5/pdMrVq1cJBAI6U6EyEOPxmHA4TCqVYjKZ0Gg0aLfbNJtNkskkq6urZwIAQLcILi8vP1GGxmD4pBhNgMHwjKMm68ViMabTKY7jPPZrPOi3fx6hUAi/30+r1eLevXt6yp9lWSwvL5PL5ZhMJrTbbfx+P/l8nvl8zsHBgTYIUm2CrVaL0WhEMpkkFosRiUR46623+OCDD3QtPxgMksvlsG2bw8NDxuMxwWCQVCqFEEKP7/3ud7+L3+/n0qVLXL58matXr7K0tEQsFiOZTLK4uEg2m6VarbK/v080GtWCvnQ6TSqV0jt2r9dLMpmkUCgQDAZpNpt0Oh1tTJRMJrEsS2cZWq0WgUCApaWlD9X5laFPIpEwAYDhc8MEAQbDM4wyvQmFQrpWrzIDj4Py24/H4488L5lMavFfOBxmf39fD9pRfv29Xo/hcIjP5yOfzzOdTrWewOVy6bR4u92mVquRSCRYWlqiVqvptH+lUtGufcoKuN1uk0gkiEajTCYTEomE9vDPZrN6sVeq/N3dXY6OjrTQsVqtMp/PyWQy7OzsEAqFWFlZoVar0e/3WVtbY2FhQWciMpkMbrdblywcx9GjgR3HYWlpiWQySTqd1kOBFKrMEAgEHjnq12B42phygMHwDKN2paFQCK/Xq6fePc7ceGX283Gm1KnhO91uV9fw1YLr9Xp57rnndKrc5/Ph8/lIJBLYts3e3p72x1f+/Z1Oh2g0SqlUIhKJcOvWLQKBAPv7+9oDYDAYAMcCRVXqGI/H1Ot1RqMR+XyeWCyGy+XSpQDVemhZFtlsVpcWLMuiXq/jOA4rKys0m00ODw+5cuUKq6urVKtV3TWgMgZ7e3vaoU9lCkKhEIVCQQcpp0soUkrq9TpCiI80/DEYnjYmCDAYnmHUzlmlm5Uxj0rVfxx6vR7z+fyRWYDZbEalUuH27dt61r0aVOPz+YhEIhweHmrv/KOjI2q1mjbDyWaz7O/v0+v1yGQy+Hw+5vO5FuBVq1VefPFFfdzlcuE4Dn/+539OJBLRVsHD4RCPx0O9Xmd3dxe/388rr7zCtWvXcLvddDodFhYWCIVCWv2fyWTwer16VK+UkkQiwXQ6pdFoEI/HuXXrFnBsyau8DzqdDrVaDb/fT7FYJBwOk8vl9Gfi9Xq5fv06brf7jJBSdSTkcrnHnrlgMHzamHKAwfAMMxqNtFofjoOA+Xyu++4/CtVWFwwGzx1AMx6PqdVqbG9vs729zWg0YnV1lVdeeYV+v0+pVCKXy3H58mUAtra2dCrdtm2dggfIZDKEQiHK5TL9fl+n5PP5PMFgEMdxmM1m3Lt3j0gkwosvvqhHEEejURYXF+n3++zu7lKv1xmPx+RyOW7cuKFbBhuNBs1mU7dMqpr+ZDLB7XYTCAQIBAL0ej2m0ymAtvVVD7/fj8/nIxqN4nK5uHz5Mi+88ALT6ZRWq3Xm81E6idO/D9XB8KBI0GD4PDCZAIPhGWUymeA4zhl72UAggBDiY7cKqlr3eVmAVqulOwZUn38ymeTy5cvkcjl+7/d+j/F4zOuvv85sNtPT93Z3d1lfXyeZTHJ0dKSn+EUiES3Qe/vttymVSrzyyitEo1HtLFgul9nf3+fWrVvkcjm8Xq9+bjqd0u/32draYjqdEo1GSafTWp+gDIS8Xi/hcFh/nclkKBQKOrWvzIS8Xq+2+1WEw2E6nQ6Li4tYloVlWRSLRWKxGLPZTI/9Pa/VTwUhquPAYPh+wGQCDIbPCCml3vV+FigB4OkgwOVyEQgEPpY4UEpJr9fTu+MHGQwGeqfr9Xr1PIFCocD+/j6tVktPvwsEAoTDYRYWFmg2mzrN7vF4aLfb2kvf5XLhcrlot9t4PB4cx8FxHK5evUoikaBer+vBO0rJf+3aNXw+H9VqlZ2dHd12FwgEdGAgpWQ0GmkrYjUF0ePxUKlUtEjw4OBAW/kqz4LT7/20uLJWq+F2u7W5TzKZ1B0Dypfh9GfZaDSA44yHsfw1fL9gMgEGw2eEEpypOvjTRu32HzT2CQaDtFotZrPZI4V+w+GQ2WxGOp3+0HPKTGc6nTKdTmm32/h8Pq5cuUK32+Wdd94hFouxsbFBuVxmNpsxmUzIZDJnhIFq2I+aujcYDOj3+2QyGfL5PP1+HyEEy8vLSClxHIdIJMLm5iahUIjFxUVWV1exLItyuazHGzcaDR1U5PN5EomENgZSuoJwOIzP56Pf73Pv3j1isRg+n49UKkWr1dKtiKenI6oBR+12m8FgQDwe10GCEvqVy2Xq9TqFQkF/vsqGWOkPDIbvF0wmwGD4DFD2tSpt/bSZzWZMp9NzJ82pWvR4PH7ka6jpfefVrpUV72Qy0f74a2trSCnZ3Nyk2+2ytrbGlStXqNfrOlAYDAa6a2Bra4v79+/rkcHValXvwgOBANFoVM8IODo60mp/pScQQnDlyhV8Ph/1eh3btsnn80QiEWq1Gu12m3A4TCKRwOVy4ff7WVhYIJFI6DHIsVhMZyqKxSLPP/+8bt0LBoPnZkBCoRDz+RwhhHYaVLhcLrLZLFJKarWadmvsdDpEIhHC4fDj/ioNhqeKyQQYDJ8Byrse0D3yT5PzSgGKj9MqqNLlD2thU+59cNyGmEqlSKVS3L9/X3cHpNNpYrGYNgGaz+e8//77JBIJpJRMp1M6nQ6JREIv5ipNrkoBmUyGZDLJ3bt3tWPf0tISly5dYjqdkk6nuXfvHs1mk5deeonRaES1WqVQKDAej+l0OoRCIWq1Gt1uV79vpQdQmQvLsvSgoel0yqVLl7As69wgIBKJMBgMCAQCH5qaqD7fTCajHQuVXuK8oUAGw+eNyQQYDJ8Bo9EIt9utW/Q+i5+nPO7PIxgMnglMHkQtmOcFEfP5nFarheM4TKdTPB4Pi4uLHB4e6jG3Ukry+Ty9Xo9UKkUwGCSZTBKNRonH4wSDQW0KpEokavqecg9UA4VmsxnlcplAIEA8HteGPpFIhGq1ynA4JJ/Pk0ql6HQ6DAYDrl69SjQaxXEcSqUS29vbeu5AOBwmn8+zurpKNpvVKfrxeEy5XMbv9+sd+8MWeZXqP+959fmmUinG47G+3wfLMgbD9wMmE2AwPGWUKC0SiRAIBLRJzdOyilUp6Ef19YdCIfr9vhbkncayLC3yO0/AptrcvF4vtm2Ty+UYDofU63UymQzD4RCv10s8HtcDh1RpYjKZEAqFGA6H3L17F4/Hg8fjod/vUygUtKWx8hAYDoeUSiX6/T5f+cpXaLfbus1POQcWi0UikQj7+/vUajUuX76sg5tEIsHm5qZu5YtEIszncxzH0e87Go3S7XYZDAZMJhOKxaKeLPiwjI1qsXzU71AZBHk8nqee+TEYPikmNDUYnjJqx62se10u16eWDajVanQ6nTPHHlUKUJxuFXyQbreL2+1+6ES7RqOhjXyUyK1arRKJREilUvR6Pb2TVu2DKvDp9Xr0ej3i8TjNZlNP89ve3ua9997DcRzdWXBwcMD9+/fZ3t7G6/VqY51AIKDV/JlMRmsRjo6OdMueCmS63a4WC3o8Ht0RcPrzcbvdhEIhbeEbjUY/MkizLAuXy/WRIr9YLPbI34PB8HljggCD4SmjPPHVwqt2wg9LxX9cVIah0+mcWcxV6eFhqWpAuwg+GATMZjMtqDsvC6DGAAcCAS3O6/f7uFwuisWiHpurBumoOrvL5SISiWizIjXRbzabaVtjJTJU3gGA3kHncjl9TDn+FYtFrl69yng8ZjQa0e/36Xa79Ho94NjkJxKJIITQroO2bWsHv9O781gspj8zn8+HbduP/Pwmkwl+v9+0+hm+8JhygMHwFFEDfILBILZtMx6PcRyHfr9Po9HQi60aSaseql/+UahFUQhBo9FgcXERl8vFeDz+WHPpz2sVHAwGNBqNh4rYWq0Wtm2TTCYplUq43W5s22ZxcZFIJML29jaAHhikpulNp1Nu3ryph/0kEglCoRDZbJbpdMpoNNKfi8vl4vnnn+fy5cvcuXOHfD7PSy+9pEV+CwsLVCoVFhYWmE6n7O7uatc/27b1bt7v9+s2PpVhcBwHt9utDYgUavFXQQk8PNWvWiPN4B/Ds4AJAgxfeObzOb1eT7u8nU4df96cdu1rNpu6ltztdhmPx9po5kGEECwuLj4y3azS3Ol0WhvwxGIxXXr4KE63CqouAbVrP2/csJSSSqXCfD7Xk/Wi0Si5XI5MJsNoNNJthWq3rcx+/H6/Dk4mkwnBYJBgMMjGxoYWEo5GIyqVCoVCgfX1dQaDAZ1Oh+XlZW1G5PP5CAQCej5ApVLRWQ0lGlSDfSaTCSsrK7rTQEpJu93m/fff57XXXvvQ+8tkMsznc4bDoZ55cBoVpPT7/TOfn8HwRcYEAYYvPColfhqXy6Vr1qolTn39Waq01QAfv9/PZDIhHo/rOnGv1yOfzwPHC6x6KPW9Sqs/DBUEqGE4ahyv8sD/KNTnMRqNdBDQ7/f1vapds7q/SqXCzs4OsViMfr+vbX4zmQwej4fhcKjLC4FAAMdxdCo+HA7rVkI4Hko0mUxYXV1lPp/rKXzT6ZRgMIiUklKphMfjoVgs6rkB6j6DwaCeJHjp0iX6/T6tVkt3FwyHQzKZjBY3lstlisUiuVyOt956i1KphBCCVCqlsyAq4FI+ASpTYNs2vV5PjxAOBoPE4/FHlgsMhi8KJggwfOGZTqcIISgWi9i2zWw2w7ZtbNtmMpl8SIQXj8c/M+/20Wik7WvhePFyu93awc627XN79cfj8UcGAbPZTO+4o9Eo4/GYra0tLl269LFr1cFgUNvqOo7DeDzG5/Ppr8PhsK617+3t6dp/qVTSHvzhcFiXOmazmf7ZQgite1BlChWEKQvdZDKJbdt0Oh1SqZQOXj744AMqlQrXrl3Tvf2ANuFRI4IXFxfp9XrauCiXy+l5BoVCQQsTJ5MJqVSK0WjEjRs39PAiy7JIJBJayX861W9Zls7YCCGIRCLEYjHj+Gd4pniiIEAI8TPArwA3gdeklG+ceu4F4F8DMWAOvCqltIQQLwP/FggCfwD8YymlFEKkgN8CVoFd4GellG1x/D/KvwT+DjAC/p6U8q0nuW/Ds4Vt23q3f15fvJRSBwbD4ZBut/tQN7hPEzWaVi0oUkq9gCj72eFweG4QEA6HGY1Gj1Spn1a6A/p1hsOhHrerUBmGB8skwWCQXq+HZVnMZjNtrTsYDGg2mySTSbxeL7PZjFAoRCaTQUrJ/v4+xWJRlzcGgwGj0Ugvtsqet9fraQHh0dGRtupVtsEqi9Hr9SiVSiSTSbLZLN/85jf1MB7HcWg0GnrioMfj0d0Hg8GAarXKYDCg2+2ytLTE7u6u9iYAtPVwKBSi1WpRKBSwbZtut4vjODrrsrCwoP9G1OenAjZVYjAYnjWeNBPwHvDTHC/2GiGEB/h3wH8vpfyuECIN2CdP/yvg7wPf5jgI+Crwh8DXgf8kpfxVIcTXT77/ZeDHgasnj9dPrn/9Ce/b8AzxUUpuIYROfQeDQT1CdnFx8amqu1Wrnlpo1YK1uLgIHDvPtdvtcz38VSuhcqY7D9u2z9SlVbrd4/HQarW03mA4HHJ4eEij0WBhYUGPFlbvXY3dnU6nVKtVwuEwXq9X177T6TS2bevd/N7eHpZlsbKyguM4WJbFcDjUO26V7QgGg5TLZVwuF/F4nNFoRLlcxufzUavVuHHjhr4Pt9tNp9PRgYXX6+Xy5ctUq1X29vb0e81ms4TDYW0hrMyBDg4OdIA3HA7xeDyUSiX92Sgtgvp9xONxba0ci8V0V4LKesTjcRKJxEO7JAyGZ4UnKo5KKe9IKe+e89R/BbwjpfzuyXlNKaUjhCgAMSnlt+RxnvA3gJ88ueZrwK+ffP3rDxz/DXnMt4DEyesYDMznc2az2cc2YxFC6B1fu91+qvemSgFCCN0SqAbuAHo3e55ngNq5qp35gyjDm9Op6dFoRDweJ5VKaZW/8txX1rUqtR0IBHQ2QrkHqh5+lWrf2NhgbW2N0WjE/fv3+eCDD6jVarRaLa5fv876+joul4t6vc5sNqPf7+N2u/H5fPj9fubzuZ40mEgkWFpa0mY91WqVfr/PbDbTpQiVcbh//74WHSoPf9u2tc+/mgIYi8VIJpMsLi7i8/nI5/MUCgU9cTAYDOpUfyKRYDwe6xkCQgiy2Sxut5vBYEA+n9clgWKxqO/VBACGZ52npZC6BkghxDeEEG8JIf7pyfEicHDqvIOTYwA5KWX55OsKkDt1zf5DrjmDEOIXhRBvCCHeqNfrn8b7MHyfo8Rxj1OnVcNplDjtaXB6gI9lWYxGI734DAYDAD3ERn3/IGrBPG/sr2oPVO9baSDUaN9ut8vdu3eZTqdkMhm9MC8sLGjr3EwmQzabZWVlRae7/X4/+XyedDqNlJJ6vU6/3ycej5PP53XtPxaLMRqNCAaDNBoNptPpmbHDiUSCfr+v7ykcDusMQTKZJBwOM5/POTw8ZH9/n9lsRrFYZGtri+3tbZLJJKlUivX1dW7evEkymWQymXB0dES1WtUtlVJKLMtiMBhQKBS0UDGVSuFyuUgkEjo7olo1FW63m2w2y3w+16ONVcBgMFwUPjIIEEL8sRDivXMeX3vEZR7gPwP+u5N/f0oI8aMf96ZOsgSP7aQipfw1KeUrUspXHjb4xPBs8UmCADgWpHk8HhqNxhOb9pzHadc+ZWYTiUS0il6hdrYPThaUUuqZ9udlCk674AE6na9KDmqX7PP5mEwmeievRuPWajUttlMlkp2dHUKhEIVCgYODA3q9HvV6nWg0yvXr10mn04TDYe3zf/v2bba2thgOh7ozQS32p1vtlEJflTVUqWJpaYlgMMjBwQHtdptgMEiz2SQej/Pyyy/r35ES6qmhQXt7e/r1vV4v5XIZj8fDwsKCHkKkhJeq5386nZ6xClb4fD493rharerP3WC4KHxkECCl/DEp5cY5j995xGUHwJ9LKRtSyhHHtf8vA4fA0qnzlk6OAVRVmv/k39rJ8UNg+SHXGE7R6XTodruf9218pijR2cMG5TwMl8ula90Pthd+GqhJgR6Ph3a7jcfjYTKZaLMgtQCrmvPpbMBkMqFUKmHbNpFIRF9zmtPBz2w2Y39/X+sLkskkq6urrKysUK1W2dnZodfrMZ/P2draIpfLnQkEPB4Pg8GAer1OPp/XKfp0Oo3H4yGZTDKbzfQ9Ly8vk0qldJtjp9Ph6OgIx3FIpVIkk0kGg4FuN0yn04zHY/x+v25ljMViuhc/nU6TSqXY399nNBpx7dq1M+WdyWSix/aGQiGdIVH3pIyDFhcXdTClxIkqgDod8DxIKBQimUzqa03rn+Ei8bTKAd8AnhdChE5Egn8LuH2S7u8JIb5yovr/OUAFE78L/PzJ1z//wPGfE8d8BeieKhsYTjEcDrWY66KgFPKfpHYbDAaJRCJ6fOynheM4elCO4zi02238fr9Wm8P3dAAul0tPFlQZCTVrYDAYEA6HtZHOadT77na7lEol2u02uVyOpaUlPThI6Qm63S7z+ZxkMkm9XqfVapHP53UgoDoBpJR6N51IJHS63ev1UqlU9HsIBAL0ej0dTAwGA8rlMm63W6fhlUtgJBLRgkPVITEcDnUA1mg0SCaTrK2tIYTQ9f/TQY8yCVKL/srKCvl8nkgkwuHhIS6Xi5WVFfx+v9Y+BAIBfW/qs1AmRuehSgHhcNhM+zNcKJ7or10I8VNCiAPgB4DfF0J8A0BK2Qb+OfA3wHeAt6SUv39y2T8E/m9gE9jiuDMA4FeB/1IIcR/4sZPv4TiLsH1y/v91cr3hHJShikqBXgRs236iCW2pVAq32/2plgVOlwLUZDq1A1WdCqoNDdDjdC3LAtABiVq4fD7fh3QDs9kMl8ulF+9CoaBtg1Utfzgcsrq6qoV0a2truFwudnd3AfQi/v7772srX2VXHAwGabfbhEIhGo2GnjaoBIk+n08vnI7j6HkCKgugdt6pVEoHpur9TSYTrRmwLEvPGZjP59odUPkIKDGl0jkIIbTZkmVZNBoNCoWCruNPp1P996A6AtTjo1wUU6kUpoxouGg8aXfAb0spl6SUfillTkr5t0899++klLdOSgf/9NTxN06OrUspf+mk/q86CH5USnn1pATROjkupZT/6OT85097ERi+x3w+14uKShU/60gptUfAJ0WVBabT6adWShmNRnp8rFrM1M4Uvuerf7qF8PRkQZX+VmK/cDjMZDLRYkBA6wiq1SqNRkPX35XyfjQakU6ndY08EokgpdRjfw8PD/WkQOX0p86F7808WFhYoFQq4ff7dRtfLBYjm82e2V0rZ0BV2lBtfkpvAMdBgMpgzOdz/TNVUKTMflT5oNPpYNs2Ukqt4lcCxul0yubmpm4bVN0IpztF1PwE9TswNr8Gw4cxea9nhNPp008ztf39zCcVBT6IqjN/GmWB+XyOZVnaBKfVaumdvhIGKktjtegLIbQ50Gw2w3Ec3a42HA7PGOPA8e9atd+pnft8PqdUKvHuu+/S7XbJZDJEIhE6nQ5SSrLZLJVKRffvHxwcYFkWnU5HGwK53W5arZZeZP1+P5Zl6d26CgZyudyZ++92uywuLhKPx7l37x7j8Zj5fK5Fj6qe3+/3tTiv3W7rOQDK09/r9RKJRIhGo/relV7DsiyEELrUUS6XGQ6HFAoFgsGgLgXA9yYPqveqPA5Mrd9g+DAmCHhGOB0EXJRMwKcVBAC6lv2kZQFVzz9dClCLeDgc1r78Dwr+VMuc8i5QrX4qqxAIBPSiq6yR1Ux7JQScTCZndACVSkWP800mk4RCITqdDolEAsdx+O53v4uUEr/fTyKRIJ/PUy6XabVa2n2x1+sRDAYZjUZ6UmEoFNKtgmo2grLwPTg4oFar4fF4CIVCTKdTwuHwmVbJQCBAv99nYWFBBzOnOwvg2KBIKf9t28ayLCKRiK7pny4NKIHhg0EAfC8bYLIABsP5mCDgGUGlitUu7iLwaQYBp8sCah79J+H0AJ96va4nG6pOASVwU21oamFXk/FUEODz+QiHw9p6OBKJ6FkI0+lUp89Vv7wa6PPSSy9RLBaZz+fs7u7qLgM1oMfr9eqRvAcHBziOoxfm5557DoDd3V3tc6CGHu3t7eH1elldXQWOsxLqEY1GyefzRKNRXadXHQaAHuur2hjVYKF0Og2gpyvGYjG9yCszn8lkQrlcRkqpswCqwyAUCuF2u/F4PPrv3u12nxH/hUIhgsHgudbMBoPBDBB6ZlA7ykAgoEVZzzpKD/BpubopUxu1SD5ucKHq6OFwmNlsRrfb1elulQ1QKWm1Ax8MBjr1Hw6HKZfLJJNJ9vf3cblcuo0vHA5zdHSkdQu7u7sIIcjlcvT7fdLpNPl8Xu+CpZQkk0ndnaDa8lKpFJVKRSvulYAwFosRjUYRQlCpVPD5fGec/Hq9nnbRA7T4z7IscrkcyWRSt0Uq//0HbZpVUBEKhYhGo3pqoioFqM9IodL5rVbrjLVyv9+n1+tx6dKlM2n+06JAhfqMDAbD+ZhMwDOC4zj6P0Sl4H7WUe1gnyZPUhZQCvdQKES/39cLnrIAhu+lqlWZ4EEb4fF4zP3799nf39c7eDW8J51O43K5dGZBmekkk8kPBQDdbpdEIkEikaBYLOryRLfbpd/v0263uXTpEkdHRzSbTSKRCKPRSF/3/7P3ZjGSrNl52BeZkZmRkZH7XktX9V3nziWHA3MoUi9+sGlAeqIlmLYWWHwQTAO2X6wXy/CLH4o5XJUAACAASURBVO0nAYYFAbIFgwIMy4YAQgREm7BkGzIIjEFyQFL3zl369lZr7ktEZGREbuGHqu/0n9lZXVW9TVdPfMDF3JtVmRUVWZPn/Od8C9n/w+EQk8kEo9EIk8lE/lEbknK5jEqlIhOUfD4vGQPj8RiDwQDD4RCO46DT6SCbzSKXy0lcMVcOm+x9Tg1UySMAtFotzGYz7OzsSAwxSaKvohSJEOHnEVET8J6AsbL8EHzfVwJMBnzdTQC17kEQ3Hot4HmeNGKj0Uj8C8iAByBFnLty5goAF+9hu93GYDCQInx4eIhsNotCoYD9/X1ks1kEQSAKg3K5jN3d3bX7QAKeaZoIggDZbBaVSgXNZlNO3wz8cV0Xg8FAkgENw8CHH36IWq0mJMa9vT2RD56enuIP//AP8eWXXyIWi6FUKiGbzUrksKZpmE6nMmGIx+NoNpsoFoty6k8mk0in06IW8Dxv6+TF8zy4rov79+8jk8mg1+thPp/j+PgYmUxGphKpVEpUBFETECHC7RA1Ae8Jlsul7JyB978J4M75TWS7k8g2Go1uNVGhl76aFcDXU0FyIMfdruuKHS6JfEEQiE5ffe1YLIazszPx6d/b21tzS1ytVhKVzEaJpLhMJoPlconDw0N8/PHHGA6H6HQ66Pf74tbXaDRkejAej4V3YVmW/HwaDzWbTei6jmw2i36/j16vB8dxJLL4hz/8IQzDEDkjQ31c1xVfhNlsJmqJTfR6PcTjcZTLZdHvP3jwALZtY3d3F7PZ7IWkwAgRIlyPqAl4T8BJAF3p3neFwOskBW4DT6439Q7gaJurAGrmk8nkc2PuZDIpxk6UBj558gS9Xg+maaJSqQjZj8RCsvCXyyWOjo6QSCSwv7//XPHkFIDe+aqlMq9xZ2cHtVpNzIImkwmePHkip/RYLIYHDx4gFouh2WziT//0T6VYG4aBSqWCzz77DIeHh0gmk+j3+3j06BESiYQQBE3TxN7eHpLJJB4+fIjhcIh4PI4PP/xQzI/oIsiMBBWr1QqDwQCFQgGJRAK6rqNcLuP09BSe56FerwuvQdM0aQje1N9DhAjvK6Im4D0ACVz8sFdPRu8r+Pu9qQ99atZZVK8DzXoY16u+F5vXqBLZqM0fDAbwfR/5fF4Ib0EQwPd9ZDIZ0evTo79arT7HeFenACzuTC6k2RC9CgzDwGAwQCaTwf7+PlKpFFqtFtrtNr7++muMRiOJFWa4z7179+B5HoIgQLValYRBNjuffvopGo0GbNte8z3gvbEsC+VyGblcDvl8Hr1eD71eb6t8jzkItVpNHqPpEM2JVCLgNlJghAgRrkfUBLwHoFMgT1NkaL+JdLx3BXSee5M+7/l8HmEY3ogbQJkdCx939tusanl6HY/H6HQ6EifseR729vZQqVTgeZ6Q8UzTxGKxwJMnTzCbzYS8uJl2x5Ag2vDOZjMYhoFYLAbbtuG6LgqFAmazGXRdx6NHj5DL5fDxxx8jnU6LrNG2bZEgZjIZGIYhZjynp6cwDAOWZWE4HCKfz6NYLELTNLmuyWQCy7Lw8OFDhGGIzz77DNVqVaR6YRhKbgNXLrQUBiDRvvw5wMX7TRkkrYlJCgSiJiBChJdF1AS8B1A9AoCLUyz3wa8K3/ffSaXBq9oF3wSUrXHPfRWo5U+n03AcB7FYTBz3NvkAAGSsT+teRuhaliWMd03T0O120ev1EIvFMBwOMRqNkMlkpDlRpZGr1Qq2bcM0TSSTSfi+Lxa6vu/LpIEWwd1uF7PZTJj9uVwO7XYb4/EYh4eH2N/fx71795BKpUTmd3p6im63u+ZZkMvlMBgMkEqlRBXArABd1yVVsNlsIh6Py/RiMBigVCqJ53+n05EVj23bMhVhYedkIB6PY3d3Vx6nemK1WkVNQIQIL4GoCXgPwCKtjqCBVycHLpdLtFotDAaDV7vAN4C30QQAF9MAFthtYFgPDXC4liH7f9s1TqdTObUbhoHhcCgJdnQJbDQaCMMQ3377LZ48ebKWPVAoFJBKpURVAECSAllUp9Mp4vE4lsulOPhR9fD111/Dtm1UKhXx8W82m+h0OpjNZsjn86hWq7h//z5WqxWy2axc5/HxsaQXapqGeDwOx3GkuJ+cnCCRSIgDIWV9/FvkqkJtHBqNBnzfx/HxMRaLBWzbRjweF/WESrRcLpcoFouo1WrI5/OitAAiUmCECC+DqAl4D7BtEgC8ehNAr3pa4b4roDLgbXzok9jHor15Ha1WCycnJxgMBuIQyO/bNgWYTqfodDowTRO5XA7ffvstkskk7t+/j8ViITG6u7u72N3dxfHxMY6OjrCzs4PZbCZrh2w2u5YlwD08HQnJyB+NRtA0DZVKBaVSCcvlEuPxGJPJBPl8XqSCHL/v7+/D8zzxAYjFYtjZ2RHHv0QigZ/+9Kdot9swTVMikHVdx8OHD+H7Pj7//HMYhiHGVXQf5P1keBInLZlMBuVyGY7j4OzsTMb8HPXTxjgejyMMQ3EgLBaLABA1AREivAKiJuA9AE+hquVqIpF4ZYWA67qSTEdS1ruAN00K3EShUMBqtZIxNwAplCTu0dFvNBrJKXezCfA8D51OR5j9R0dH8DwPH330ESzLkgjdWCwmUwRd15HJZGQc7vs+EomEWBzP53PYto0wDNemAJw2JBIJlEol6LouuQH1eh1nZ2cwDAO2beP09BSO4+BHP/oRDg4OYNs2ksmkyBT580ejEfb29nB2doYvv/wSvu/DdV3R+8/nc9Trddy7dw8AhK9BCSQtfReLhYzwi8UigiBAsViUpENd15FIJMRRkfJCx3HWmgOCplGvyzkyQoSfJ0RNwHuA5XL5nMTqVRUCQRBgPp8L6etdsiJ+0/LATdDchtOAfr8vxbxSqcCyLNl9A8Dx8fGaWgO4aAC63S6SySQajYYQ8DjWZupet9uFYRhot9vIZrOoVqvQNE3c/DgWp9XweDyGbdvSRADAaDSSk329XpcGZrFYoNlsrhEenz59itVqhVqthr29PRweHkLXdViWBcuysLu7i/39faxWK6TTaTQaDUynUzx8+BCPHz/G8fGxpDBmMpm1tYbv++ILwPVNGIZrkdfFYhGr1UqkrUwj5H0fjUZIpVJIJpOYTqdIp9PPnfgjUmCECC+PqAl4D0DClAqOhV9EaHsROAWwLEv21O8K5vO5eCK8LRQKBfi+jwcPHsBxHNllc00SBIGM3HkqPT09lVM5G4B6vQ7XdXF0dIRqtYpKpSLvk2EYkgQ4n8/xySefoFgswrZtmSx0u10Az3z1N8N1uFtPJpOy87dtG0EQoFwuiz1wKpXCyckJptOpmPjkcjnU63UYhgHf9zGdTpHNZiVq+IMPPsAv//Iv4/DwEIVCQXwFPvnkE2iaJuTIZDIp5MFEIiF7/mQyKa6KXAuQ/c+/0+VyKZ4EVFqoagfLsp4jRJIAGSFChNsjagLeA2yeOoFnp+SXWQnQVjaTySAWi0l07OtQG7wOvA1SYBiGYq4DXJw2x+MxRqMRarWaTEg4BmdBs20b9Xodh4eH0DQNT58+xVdffYVYLIZ6vY7FYoGvv/4aqVQKn332GWazmcjjaCI0Ho/FcKfZbGI0GsFxHOzs7AC42JEvl0uk02mMx2MZn/u+j6OjIzH5IT9hMBhI9gBwwbQfDocIwxCffvqp8AJo3cui7jgOMpmM7ORLpRImkwmazSY+//xz/MIv/AIqlYoU90QigUQisUbqo4eF67pIJpNCZqR/Ac2Q1GaKq4PxeAzTNKUp4bRERcQHiBDh1RA1Ae8BrloHAC9HDvQ8D6vVSk5pqnXtu4C3ERQzHo9xfn6Op0+f4ic/+Qm++OILhGGIWCwmJjnT6RSTyQS+70sxc10XlmVJYh/lgyTvffXVV5jP5/jss89gmqY0XMDFqVbXdTmdA0C1WkUQBFKIG40G5vM5zs/PpUFhfG+r1cJisUC1WhWTok6nI+N+TdMwGo3Q6XQwGo1QrVbxq7/6q5jP5/L6ACSfgJ7+nU4H+Xwe2WxWGop0Oo1f/MVfRKPRwOPHj8XCmft6No+TyQSxWEwSB5knwOubz+dIp9PiXcC4YTZGdG7kJGEbHwCImoAIEV4WURNwx7FarcSrXQWNdF6mCXAcR1zl+Fp0wvtZg6PzNz0JIEufp9JarYb9/X3E43Gcnp6i1+uh3W6LrI1j9iAIUCqV4Ps+Op0OKpUKfvCDH8AwDPz4xz/GT37yE+ERsKDRS5+pg+l0GsPhEMBFNDRP2pxCbK4UdF3HN998I6sCwzDk9RgTbJomPM/DgwcPRBmws7MjK4ogCMQieblcyt/VYrGQKcRyuZQJEQmj1WpVTI00TVsr0pZlCak0nU6j1Wrh9PQUg8FAXAZpG0zfA9/3ZRqQzWZFAuj7/pWkQBIOI0SIcHs8n9oR4U5h0yNAxcsoBMhA50mUUGVyb3MXv4nXSQpcLpdX/nN6eorFYoFGo4H79+9L8cnn82i328jn88KVoA3u06dPJUWw3W5D13XU63XE43HU63UJ/RmPx+j1ehINPB6P5bUqlQocx8HR0ZFMYLLZrFgGf/rpp1I0e70edF0Xwl4qlcKTJ09EkkdZHR0kO50Oer2eEAu5t282m3BdVyKGdV2Xxq/dbkPTNNTrdRwdHQkTP5vNYjqdIpVKwTRNkS82Gg25vwwPcl0X3/ve9ySe2XVdGIYBx3Ewm82wv78PALISGI/HqFQqa2qH+XwuOQIqIlJghAivhqgJuOPY9AhQoe5gbwpqz7kKILh/nk6nW/XvN8VqtUKr1UKhUNhqqXsdXrUJ6Ha7L3RBVAOYisUidnZ21pqedDotRj0sgJVKRVz9yGjn6J7vC811Pv/8c6xWKzx8+BBBEGC1WgkRUNd1FItFTKfTtdN1LpeTkT2Z9+12G+VyWSY+BwcHUohjsRgePXokjP14PC5qD8dxkMvlUK1WpYEpFotiCDQejxGPx6W5OD8/x97enjjzcbqUz+eFJ1EsFjGZTDAYDNb+DskJYEMCXKw3LMtCPp+XtUQqlRJVBN9jNkjAxbpjmwVzGIayTogQIcLLIWoC7jhYzK5qAigN2zYp2Aae0ja/P5VKyW73VZoA7ny73a6cXm+D+Xwuhfq24DibZjscI6v/0PVvsxCpKBQKaLfbGI1GACCrEmrq4/H4WgMAAOfn59A0DYeHh0gkEnj8+DFOTk6EuJfNZrG/vy9SvzAM8fTpU1SrVZTLZfT7fQRBAE3TZNdeLpdx7949UUqMx2MppIVCAc1mEycnJ3AcRwqp53n4/PPPAVysfbibTyaTa46FfE3HcVCpVIT3wBH+3t4ehsMhgiBAoVBAPB6H67ro9XpoNBpyH3m9/X4fwEVjEIvFUCwWoeu6mP7wbwK4aEDpQBiGIabTqUxYNv8W3pZpVIQI7ysiTsAdx3XrAODmCgH6zW9OAYCLD+90Ov3KvADf96WIdzqdWysOXoUUSLIZPevJwE+lUtB1XaRnvF9XNU6UwXG3HY/H0Wq1MBwOUSqVnmsAgIsJhGmayGazSKfT+PDDD1EqldDtdvHgwQOJx12tVgjDUFL+jo6O1lYzQRDImicWiyGRSEijwveGwT4MI0qn07LbT6fTqNfrcorOZrOYz+cwTVMseRkmROmdmkjIqQLTCIGLor1cLlGr1RAEgTRHrusikUigWCxiPp/DMAzMZjOk02lomgbDMOT+7e/vo9ls4vDwUNQJfM8YhBSRAiNEeP2ImoA7Do5ot7ml3VYh4LquuNVtAwvFq7gHkuDFQtRut2/lZcCd9MuAJ8rrigYbkxf9nEKhgOl0KuTB7777DoZh4IMPPniuAZjNZhgOh2L8A1xMVg4ODlAsFtHr9URlMJ1OMRgMYFnWWuDPYrGAaZqiBNhMEKRNsOd5CMMQ1WpVSJSmaWJ3dxeJREL4C7yPHPPz5O37vqQWhmGIWq0m3v2maUoeQTweRz6fF3+C1WqFUqmEbDYrayPHcWAYhpgoJRIJLJdLGesnk0nEYjH5m4jH40KMJNgEXKUM0DTtxlOuCBEiPI+oCbjj2OYRQMRiMQmzuQ6r1WqN+b0N/HB+Wakgx+wMw6nValgsFuh0OjfKJiBr/WWbADLRr8N8Pl+zYd4GFjLa7rqui48++mjre9Hv9zGbzVCr1dYeZ6RwsViEYRjodDr45ptvJEGP9s+z2UxIhYvFAu12W3wKON3wfR+j0UiS+ljcec/CMITjOGg2m9K45PN5sfA1TRO6rsPzPPi+D9u2EYvFsL+/L+sE/m1w1E8jITaFqVQKpVIJyWQSJycnCIIA2WxW4n85sVCLPA2S2JypkcLAReNG1cHmaobNQWQXHCHCyyNqAu44trkFqiAz/DrwBLltFUAww/5lVwL8gJ/NZuKQVy6X4fu+7IxfhFchBbLY3aQJIIfiRcVluVwik8lgNBoJ0XGzyBPdbhe6rotZD8GI308++QSNRgOz2QwPHjyQZoVrAHU0TuMdNglsyMgZqFQq4llApQcAtNtthGGInZ0dDIdDpNNpWJYlPga6rsukYTweS9Gv1WrSGLAQbxZrchXolFitVmHbNkajEUzTRCwWk5hhnvgJKghofkSyJHDRmLKB3cYdiZQBESK8OqIm4I5jm1GQCu6PrztpO46zZvZyFSgHexn3QAbNuK4rqgXLslAoFOC6rujUrwKbgJf54GfRuukk4LoRM+8pC7RhGOLnr2K5XKLb7SKfzz/3s1utFoIgwEcffYRisSgjeNM08ejRI3kvnjx5Iids+hLQy38ymWCxWOD8/By5XE5O2Wz+fN9Ht9uF53nY29sTwx+e0Nn8qU1At9vFarVCuVwWkiJZ/slkUhz8iM0TOZtFRg4DENniJsOfv6M6pVGnG4vFYuvfJe9B1AREiPBqiJqAOwxasr6oYNGj/UXTgPl8LmSv68Ai8zLTADLMOU4mCoWCJNW9SNJIT/mXUQaQkHiTonETW2LK+JrNpujmt70PjuPA8zxJ8lN/xsnJCUzTxM7Ojkj7dnd3hW2fyWRgGAYePXqEXq8H0zTRarVg27YoAZbLJR4/fozlcom9vb01PgP5A57nIZPJoFqtinkPNfd8H8nUdxwH3W4XuVwOuVwOnueJLJIyR/oWAM/sldUiTbvhWq2G0WgkXAcAzzUBm7wATdPQ7/fFrbHdbkvTOBqNYNs2HMeRRMeoCYgQ4dUQNQF3GC+SBxL8kHxRE3CVN8A20B/+trwA8gG4193U6VcqFRiGgV6vdyXx8FUyA27KB1gul2KB+yLQROfw8BCGYVy5ChgMBnKqVjEajTAej9FsNmEYBkajEVarFfb391GtVlEoFPDRRx/hgw8+QK1WE6JgGIbwfR9//ud/juPjYwyHQ1lHkOlPGR7d+ehlUCwWMRgMAEAmC3xNkvZoH5zP55HJZDCZTGBZFtLpNAaDAZLJpGRJ8D0Nw3CtCXBdV1QIiUQC3W5XlAKb95X7ft/3oWkaSqXSmhyVEwSqDgaDAfr9vjQkbytJMkKE9xURrfYO40XyQIK77dlsdiXrnx/aNz1hp9NpOI5zK/dAnhxjsRhWq9VzTYCmaajVajg/P0en00Gz2Xzu93pZYxjyAchkfxGukwcCwGQygeM4KJfLkrS4zfhotVphOByuRf8CFzv04XCIWCyGcrmM4XAowTupVEoSC9UxPQvyarXC97//fbTbbTx+/FgsiulpQNZ/t9uVhEHGFWezWTx9+lRCeXhvaL375MkTaJomawMAkiS4Wq1wenqKarUqz1UDlthssnCXSiXEYjFUq1Wcn58jCIKt6xLgYpUyHA6FbJjNZrFYLDCdTsUzoNlsyj1lHDGbnQgRIrw8ov8H3WHcZBKgMsy3gTK3m0wBCAbfbDK5XwSO44ltnIJYLIZarbZVOsjG4WVOfrfhA1wnD1wul+j3+9A0TWKAge1Ng+d5cBxH3PgIrj2Y0uj7PqrVKqbTKQzDkGLf6XQQBIGM6vkasVgMv/RLvySFlioQ4KKJ8TwPg8FAJHqVSgWVSgWTyQRBECCfz8tqhDyEyWSC8/Nz7O7uolwuyyogDENZS9BSmft/yvfoVwBcrAIYcwxcNAelUgkArmxC1aZCfc/IuVCnDFwHJRKJSBoYIcJrQNQE3GG8yDJYxYsUAvQGuI2FL8e1t1kJ+L6PRCIhJ7irbHuvkg6+CilwOp1K4bgO18kDB4OBTBU4Qge2NwGO40jR5XWTaU+pI8N1LMsSEpznefL9JycnYtJUrVZRLBYll4ChPrZty+l4MBiIDbFt26hWq2g0GuL+F4ahTER0XcdqtcJ8Psfx8TESiQQODg6wu7srpEM2ILwnvD8c4at8gMViAc/zYFnWmrKCbohXkU7VpoKgEuImZNUIESK8PF6pCdA07Tc1TftS07SVpmk/Uh7/m5qm/anyz0rTtB9efu2XNU3715qmfadp2n+nXX5aaJpW0jTt/9Q07cHl/xYvH9cuv+87TdP+XNO0f+NVrvl9Am1Zr2sCKBfbNOWhb/3mh/Z1uK174GKxWOMDpFIp2b1vA0+vvu9Lmh4nGS87CbjJFAB4pgzYdj88z5MTPPfbVzViXAVQt08f/eFwKGsUsuorlYrcC+7Zqa1fLpdCrFMzAk5PT1EsFlEsFhGPx2HbNgaDAWzbRj6fR6/Xw3w+xyeffCJOfZ7nSSqhCpIHa7WanNaXy6WM44GLU3omkxHvAb6mKtMjt4SrBBXXTavYVBBs3IDt8sAIESK8HrzqJOALAH8VwL9SHwzD8H8Ow/CHYRj+EMB/COBxGIZ/evnlfwDgPwLw8eU/f+ny8b8L4F+GYfgxgH95+d8A8JeV7/3ty+dHwPUeAcRVzoGTyeRab4CrkE6nb+weqPIB+FwAL3QKzGQyyGQyMm3gCfS2I2AS2G7aBFyVs7BardDv95FMJtdG3XwPNpuG6XQqhSybzSIMQ9i2LbbHo9EIhmGgVCohHo/L/p+FNJ1OiwufpmnCIaDj33g8xmKxQCaTQblcxtHREU5OTmAYBjKZDI6OjlCpVCTVj9MB0zTl72G1WmE0GkkjqNoTU6XBpiAIAjEoYv4CkUqlxIwonU6/1JieTQUnE2qDG439I0R4c3ilJiAMw6/CMPzmmm/76wD+CQBomtYEkAvD8MfhxdHnHwP4dy+/7zcA/M7lv//OxuP/OLzAjwEULl/n5x7XeQQQVzUBDJB5mRE71wc3mQaQD8APdZ7mr/MaYJHl6fhN8wGAqxUIZPlXKpW1EKOrmgbP80SaN51OcXp6iuFwKA55nuehUChIA0bi5ng8lhjf6XQK0zRhWRbi8bgk7lmWhVQqhcFggFwuh/39ffT7fdi2jVKphIcPH2I2m+H+/ftr+RH8e+H7zWjfZDIJXdfXTvCTyURyA+gRkMlkkEwm4bqurAiAiyaA3JJtU4CbQOUF8G9qkw8QIUKE14+3wQn4DwD8L5f/vgvgRPnayeVjAFAPw/D88t9bAOrKc46veM4aNE37bU3T/ljTtD9mItn7jOs8Aggmwqm8AI5yX2YKADwzhLkJL4DjeI6Oec1X8QIItXl5lSZgs/G4ag1xlTxwOp2KSx/5Ferrbb4HYRii2+1iNBphNBphOp0K1yGXy6HVasEwDDmlz+dzrFYrWJYlp2nq79nk7e3tSXSvYRhCzqRKI5/PIwgCdLtdDIdDVCoV4S3wZ/B3o/yu3+8jk8lA13XR6/N34vhffS4bEJpFMXgpHo/DcRxRMrwM2FT4vi9N46b0MEKECK8f1zYBmqb9C03Tvtjyz2/c4Lm/CsALw/CL21zU5ZTgejP555/3D8Mw/FEYhj+qVqu3ffqdw03XAcBFQVUnAa7rQtO0V4oFTqfT17oHUp6XSqVkFM5rvq4JUN3kmGh3W/i+L+P75XKJs7MztNvtrd+7TR64Wq3Q6/WQTCaFUKc2AWojFoYhXNfFo0ePcHJygvl8jkqlgoODA9TrdTH78TwPjUZDCianFZx8JJNJBEEgzUoQBPj444/FUGk2m4mig6flzz//HO12G0+fPhX3QnU0r8buLhYLdLtdef8pTSS2rQL4fvAx13VRKpVEIaHyB14GmqaJb4GqJImagAgR3iyuPUaGYfjrr/D6fw3PpgAAcApgT/nvvcvHAKCtaVozDMPzy3F/R3nO/hXP+bkF9dI33ZdyjAtAJGG38QbYBtM0MRwORUu+DSxwuq7LSfSmTQClbyxKt50EbPIBeGpmQM6mbn2bPJD69VqtJqoGyuRUcuNgMIDrulitVjLGJyuerzebzdBqtUT7zsd54mfho2yQz6H3Pu2BXdeVVcTu7i5isRhc15X0wU8++QSj0UhO92zEWGg7nYv/axWLRTx9+vS50CjXdcX2V70+/jeVA0wHJHnzZVcBhGEYYjPMv5HIETBChDeLN7YO0DQtBuDfxyUfAAAux/22pmm/dqkK+FsA/tnll38PwG9d/vtvbTz+ty5VAr8GYKysDX5ucROPABWU5/HUdltvgKtek8lzV2HTH4Af6ixi1yGZTMrr37YJ4G7ZMAysVivYti1RtcPh8LmfvykPZBxuPp+XE6kaYkS+QqfTgW3b4pKXy+WEgKeeZE9PTyXmVy1utMxdLpcyMfF9H8lkUq45kUggk8nISoJrBv4OnU5HYqCn0+kagXE+n8v0wrZtzGYz8SUALtwDOSUKggDz+XxtQrRpC0w5I7X8rutKzPCrQOVtsGGJzIAiRHizeFWJ4F/RNO0EwF8E8M81TfsD5cv/JoDjMAwfbTztPwHwPwL4DsBDAP/75eP/DYB/R9O0BwB+/fK/AeD3ATy6/P7/4fL5P/e4qUcAoe7XadH6Mu57m2DozFV7dpUPADwr5LquXzsJ4HWr/va3ge/70HUduq7LFKBQKIjTX6/XW/t+VR5INUAikVhjzW82AbyXzWYTXEFxfG4YhhT1wWCAdrstGQN8P5bLpfAKFouFmPR0u13xYuAagol85XIZ45L7RwAAIABJREFUqVQKZ2dncF0Xo9EI5+fnaDabsCxLJhIs3LPZTOKA5/M5isUi0uk0xuOxrDm4LmCEMJsAsvXVpoXX4bouPM97JUKgCl4vVxbRKiBChDePV9LehGH4uwB+94qv/T8Afm3L438M4Be2PN4H8G9veTwE8J++ynW+j7iJZbAKdSSthrW8KtLpNGzblhG4Co6hc7mcmAUBz8bHN20CSJy77fX6vi8EOp7UWcxKpRJ6vZ44+vF6eT8pwWs2m2s/l8oArikYvMSCRSkeY3Cp1/c8D/F4HI1GA57nrfEdgGdySRIHKcMj6Q+A7O6XyyXq9TqOj4/x9ddfi+1uPp+H53no9/uIx+PY3b3gz3777bcYjUY4PDyEZVmyWnAcB7u7u3It0+kUnuchm83KCXxblK+maTBNU35XXddfS0NJCSQA2LYdrQIiRHgLiGZtdxS3nQSwcAVBgNlsdmPJ3HUwDEPY5ptQ5XlUBgRBgPF4jCAIbrwO4Jj+NqDm3DAMOI6D5XK5lh2ghuLwOjgyV0fcm6dRevMDz8fjLpdLtNtt8e1nw1Aul1Eul1Gv19c8BoCLqQG5Brquw7IsiQemJFB9r0zTlFNyoVBAq9VCu90Wfsh8PhcVwWQywdOnTzEajZDP58U+GHjWiBUKBbmWfr+PMAyfyzkAnifoWZYliYSvYwpAMNho28+MECHC60fkwnFHQc33bYojd8y6rr+2JkDTNJEKbiblUZ7HUXc2m5WiwpE7/eGvQjwel++7DdiApFIptNttGIbx3O9cLpdxdnaGXq+HarUqxMUXjbjVEKPpdCq/R6vVwng8lpS+fD6Pw8NDyUIYDocwTfM5r31OZSjJS6VScsJm+I867SEZk1kKpVIJOzs7MsXI5XLo9/vyGtVqFfl8HsViURqAMAzFrEhVEIxGI9Tr9bWfFwSByApVkDj4OrglmwiC4MaxzxEiRHg1RJOAO4qbGgWpSCaTwrR/nacs0zSxXC6fMyNigVP36GwCVJvcF4H76JdpAhKJhMgLtyUI6rqOYrEI3/eleOu6Dtu2kUgknmsaNkOM6LjISQPDcur1OiqVyprEbrVaSROgOvbxnq1WK6TTafFzoC8/DXsI2hXzuZwUpNNpSe+j4c5kMkGpVHoubGcymYhHhJoy6fv+c4qJTVKgilKpJI6HrxP8vSNEiPDmETUBdxS38QggWIQ1TXstfACCJ2NVJUA+AL0EgGdeBapd8E2aABa92zQCbEBIfrtqZ53NZpFOp9Hr9cRIiEX75ORkbWWh/h7AM68FXdflxM6mRx3je54nen4WbuDZqJ18B94rRuRSVrn5XpmmKQqPer2OfD4vccCmaaLX6yGVSqFWq8FxHADrygo+pkpEVTIjQfXDVQWZMsjXiTAM5f5FiBDhzSNqAu4obuoWqIKRwreRXd2k8JKwpvICNvkAtA32fR9nZ2fyvdfxAtgEcN99E7CIUxKpsvu3oVwuyw6eBTsWi2G5XKLb7T6XZMj0QK4DaN5Dv3s63bHAMriHvgIsqiop0DAMaJqGIAhEHkgS4CZIygMglsK8ltFoBE3TUK1WUa1WMRqN1syNgiCQ5EKuk/hecKJDbCMFvmnMZrPIKTBChLeIqAm4gwjD8KXWATyB37QJmE6nOD4+FhLZi5BOp9dc7lS7XhYhFjg1fe+6SQA961lsbwIWV/6s66xsdV1HJpPBbDZDu91GOp2W02gQBBiNRgCe6e2n0ymePHmCTqeDfr+P8XgsLoRsdlRfgcViAdM0nyPZ0YSHExPggpzHIk1Dok1wZcB7TgngZDLBarVCrVYTa+HlconxeCxNgOM4cn3qY/x+tdHi1OhtjuavIiJGiBDhzSBqAu4gbmsURLAo3qQJcBwH7XYbq9VKNPYvwmZIkRrfqyoDWOD4ejdZB6TT6Vs3AYxOvm4KQBiGISE9HL/n83nouo7j42M8efIEjx8/xnA4RL/fx2g0QjweR6VSgWmaGAwGMj1QbXh5YueoXx3zc2LBr08mE4kILpfLCMNQGj4VzBdgkmOr1cJwOJT4YRoV0TKZioHVaoXJZALLsmSSRPki0wrVe8zd/OtcHV2HIAgkjyBChAhvHlETcAdxW48Awvd9ZDIZuK6Lp0+fXlmAWejS6TRqtZoUjxdBDaohH8AwDCnGKh8gHo/LaPxFTQDJhkw6vEkTEIahkOpuE2ij7qEfPXqEbreLdrstRZLmPfV6HXt7e8jlcigWiyiVSshkMphMJjLOT6VSa00AQ5NUUiDH3pT2LZdLnJ6eIhaLYW9vT1YSJDcSq9VKfPuZSHh0dIR0Oo379+8L54AxzDQsGo1GcBwHYRgik8lgtVqJiZKmaSgUCojH42v3WOUvvA0weTGaAkSI8PYQNQF3ELf1CAAgJ0/LssRudnPHHoYhOp0OxuMxstksKpUKBoMBptMpbNu+9vXJOlftetU9OuWJqlvgizgBrVYL3W4XiUTixk0Af76macjn89eeYjkuPzs7k591dnaG5XKJYrGIRqOBH/7whxKUUygUxMmPccKqEROLOkf5QRBII6Lu5umyuFqtEIvF0Ol0sFwuUSgURLanhuoQHPnX63XheCyXSxweHsrKJR6PI5fLiQVwqVTCdDqVBEJOgpj+xxAh9R6zYXtbq4DhcIhOpyMKiwgRIrwdRE3AHcTLTAJYoLLZrBDm1ALMsTJHw+VyWVzz4vG4yNauwng8huu6IjVjcWRRIQGNTP2brAM8z1tj5PO6XwTf9+E4DkzT3Kpf56RgOBzi7OwMx8fHaLVaGAwGyGaz+OSTT7Czs4NsNiuGQoZhiMfBdDrFdDqV+0nVAgOaWLi3Ee7UospVwHK5hOM4iMVichpnQZ7P59K0EY7jIJlMiiyQpkEM85lOp+IXsFwuRSao6zpWqxWy2azcQzYilAXyZ4Zh+NZIgavVCu12WxrPRqMRrQIiRHiLiMyC7iDIQr8Ny58FnEVAjQCez+dot9uSlkc9u23bUsxpvXuVyRCd9NgAqHwA7p6DIEC1WpUpBJ3ytiEMQyl+nGCor3cVxuMxVquV7LjpakdS4jfffINsNivj9GKxiNlshnw+jw8++AC6rss+vtPpSPG0bRu2bePBgwdIpVI4P7/IsMpkMiiVSrAsC+PxGMVicU0ayKkAfxd1EjCfzzEcDrG7u4tGo4Hz83PZh3NCwIAmNm2z2UxMmUzTFEJiPp8X7wA2B7yHiUQCpVJJmiNOdbguYGPC93mxWIhhz21Dm26D2WwmE5Byufza5YYRIkS4HtEk4A7iZTwCSArkBz5399PpFOfn5wjDcC3jfjAYIB6PS4QuR+DbTuIMmUkkErISYCHk4yx68XgcruvKfvoq/T8bBTr4qSP3TbDYhWGIs7MzOcmenp7i6OgI7XZb5H+TyQSe52F/fx+NRgP5fF74DsViEdPpFKlUCs1mUwoif0a9XkehUIDrushkMiiXy9jb25PgHq4I1AKsrgKAZzLN+Xwu4+9Go7Gm+GCTo+u6NHqccMRiMWmIaBDEQk5dP++9uh4wTRP1eh2apkmRX61Wa+ZAKl/hRSZBrwOTyWTt7y5qACJE+NkgmgS841gulzg/P0e1WpUP5dt6BJAPQAc7FgL6yycSiTV7Wtd14fs+KpXKmpRsPp/DcRwZPRNqQqDjOGJLTOMXRveyKMViMZlEUC64eeJkk1IsFrFcLqWJ2dYEOI6Db7/9Fpqm4fj4GPfu3ROCWSaTkSLZ7Xal2DiOg0KhIBa6lmVJs5JOp2FZ1to6QdM0ZLNZ5PN5jEYjTCYTIQfy2smup2dCGIZrcb7kELiui1arhdVqhXv37skqAYA0AZqmyevGYjFMJhP4vo9sNis8BxZ3Fm82TvyZ6vum7vaZfpjJZNaIk6qXwGw2u7Gy4jbg/R6Px2JoFI3/I0T42SGaBLzjYLGkfhq4/SRADdMJwxCxWAy2baPT6cAwDDQaDWkAVqsVhsMhUqmUFEGG1jCMZ/PkzmtTfffpD0A/fsoMSVoDICfwbSsBjr+5J3dd90pyYL/fh+/7aLVaKBQK+MEPfoB79+7JyZ0n4/F4jNFoBNd1Rf44nU4RBAEKhYKQ7LatPMjsD8MQlmXB932R/J2enkozxfdmOp0iFos9NxEJwxDHx8eYTqdoNBpSaNkcscCrDoKGYaDX6wmnQ0U6nZb7SZ4CmwBOJTbDnTjR2bQIZuPB9+V1kwJXq9Ua8TTa/0eI8LNH1AS84+AYeZPEd5sPT9USlvn14/FYxv0qt2A0GkkwDZFOp4X8tk0uyD09Uwr5erx2kvFIjKvVahJmxN/nRddMchyNdTa/n5p9eudvswh2XReTyUSSAT3Pw3g8lqYmm81KsWTxHY/HANYzA3zfh2VZwtpvt9twHAf9fl9kj2EYwvM88TfgvdB1HZ1OR6YpnD4AF+N++gfw91ObABr+qBMTkg35GFUR6mQgm83C87y1xm00GiGRSGwlTqoGRa9zHTCbzXB2diYTpnK5/Fb9ByJEiLAdURPwjoPFn//LHfpt1gEsMNTnp1Ip7OzsPGdLO5/PYds2stnsWgFIpVKIxWJSxDflgtwfk/HPBoU++PP5HK7ryqlV13Upujx9b4Isd8brcrXA11V/NlcFqiXvJlzXlevMZDJYLBbi9qea6yQSCZHODYdDkdkBF5MONiOZTAa6ruPo6EieM5/Phe2/XC5l1M4mYjKZwHEcub9sVsip4HvKRookTnotbL7nvC7+zrxnKsEvl8sJOZKvzVXGNmIpX+t1GvbMZrO1/f/rTh2MECHCyyNqAt5xqAx+9b9v8wGtuvcxJIcjbXXC0O/3RaqmgqPp6XSKbDYrMkAAItsjMU0daVMxYNs2PM8T2V08HpfC7rruVrIhGxcWNTWNUG0CaIIzmUxQrVZlJaGCO+4wDMUeNxaLSfQvdfLkA6g/w7btNT8FnvZVgl4sFpPUQMdx0Gq1AGCND8B7T7WFGmrEAk1VAK2S2YjZto1kMvlc0VabE94zcgr4tVwuB03T5J7QAnoz9plgE/A6pwB0U2TjGSFChHcHURPwjmOz+N/WI0DlA/D5TIajbA+AEM+KxeLWBoNad9oOM4lO9Xpnpr2u62vs/l6vJ6E2TDCkNz5z71VwfcDXAi6Ccngidl0X4/EY5+fn+OlPf4rhcChEP9M0ZYxPOI4jyoRcLodCoSCywfl8LmFDm0Q+TdNETUAyJXDR+HieB9M0ce/ePUkSrNfrsCwLDx8+XGP2q8mJJGmqkwA2VPF4HJ7nSZPE98hxHJTL5ed8GlSyIV8nlUqtXSubDa4EyPe4KlXxdTcB0+kUvu8LtyNChAjvFqIm4B3HYrGQZDru84GbTwI2I2I5CeB/u66L1WqFwWCAZDJ5pVRLLViUw9HWF4BMAvi6nDLouo52u418Pr/22olEQkyD2FCovzPXFrFYTE7eo9EIx8fHEmrECcfOzo4Y4pRKJTH1ASAcBq4zyPBnUTQMQ077DNZhs0HiHJUN1NxPJhPZtzebTVEIZDIZ7O3tCd+ADRuVDtz5q6mBfI+4TmEhZwoh3R3L5TKWy+Vaw8RJCwD52ub0gdbJi8UCw+EQs9lMVjLbEI/HxSzpdWAwGFzJP4gQIcLPHlET8A5js2CrpLibNgGbJ2oaDVE25ziOFKyrRsQAhOnueR5yuRzCMITjOAiCQKJ1gYuJAU/rwEWT4XkednZ21ohgqVRKjHQ2T+6qm2Gn08HR0RG63a6cpllss9ksTNNccyDkrp7Jf5PJRJoIBvtwqjGdTlEoFDCfzzEajaTpYGNjmiYymYwQD9l0tFotGIYhhkR05+PvVCwWxQmP+34Wf65MWKzVyYDv+1gul1IwVf8FyjvVaYBqQ6zmNfBr8Xh87WfZtg1N064tyK8rNMh1XczncxQKhYgEGCHCO4qoCXiHwULID3E2AcyB30S320W/3197jCdL9TVp/pPJZDAejzEej2FZ1rUjYLLVgYsCySaApLp4PC7XypN4p9NBLBbD7u7u2muxcchkMiLTI3hyJunPsizU63V873vfEz+DxWIhjnw0twEgmQGcBtBgh6dvPpcnce7Qe73eWgHlNVqWJcRGkhMdx0G9Xl8jQIZhKETLbDYrzUWn05Gv87SujuPV51KxwYI/mUyEE8FGTuVicD0DQGKc1UkAv6Y6ODKX4E1DXT3w94kQIcK7h6gJeIfBJkCdBFzlEUBZ2uZJcVP3rq4TLMtCr9fDbDZ7zgBoG8h2VwmCjuMglUrJaJpM+clkguVyiX6/v6bVJ1iI+JrqNIDXzYJYLpclOtcwDEwmE7EHpq3ueDxGq9XCycmJNDkswLFYDIvFQgogJXqJRELUAWoTQsljLBZDLBZDMpnEaDTCarVCr9dDIpFAvV6X7+c9p4SQxMpKpYLpdCoTAbL0TdNcK958j23bhmVZcm9s2xaCIKWC/FmbpEBV3sivq3JCcgyYaPimYdu2hDBFiBDh3UXUBLzD4J6ahZWTgG0f4uppk9jkA1A2xpCaWCwmoT43WS/wREoNPNn91JZzkkCL4el0islkgp2dnedeiz9f0zRkMhnYti0jfU4VSLgjGHk7m83Q7/cRhqHkA5imiWw2C8dx0Ov14DgOHjx4gMFgID+PhX0ymYhB0nA4lKJM/wPVYW8+nyOTycD3fYzHY0ynU+RyuTWnPcYWc0pSKpXklE4pZL/fF4LgtueSpEgeAm2WuaJhE0AexjZlAL3+N/0DgIsmgPbEb7oJYDKjaZpXZk1EiBDh3UDUBLzDYMFmMVTXAZtQx8SbxVQljy2XSym+NM+5zb7WNE1Jn6ODH5sPFk42F71eD6lUautpkE3AYrFAJpPBcrkUHgFPtRyFq6DEsN1uS8GbzWaSllepVNBsNlGv1+F5HtrtNp48eSJOgeQIMLKXpMBarSajfvUUTbIdiXW0D1avizt9Mvs5CZhOp0in0zBNE4PBAMPhELlcbo2Zz3XNaDQSfgGAtWRB8hRU0iUbRBZ0khZVeeDmveMU6E2GAgHPQpyiKUCECO8+oibgHYZajHjSvK4JAJ7JCDf5ADwh6rouBbdWqz3nF/AicALACUIymRS2PA1mOCFgk5HP5597HU4j2DzQoAd4NsFQCY0EpyLj8VgKHuN9KftLpVIwDAP3799HsVgUjT0dAlOplCghptMpPM9DpVKRfAE18pdNDkmadOTjddEYiPa8pmlKFDDNkEhK5Dpjk+ORSqXgOA7S6bQ0NpPJBJZlyc9TXRnZBDBjgPeM8sDrmoA3OQlYLBZiiPSmm40IESK8OqIm4B0GCyuAtXHz5oc4GeaqXewmW5yPc1Lguq7I5ciUvwkMw5CT/nw+R7FYlORANgEsymEYXjkSZhOg6vNJwOMpV03UU0H7Yk4kuEoYDAbye3Pvz4K9t7eHvb09FItFGbHncjn5XsYK+74P13XXJgG2bQvrn00EvRL6/b5wDVarlRT4dDotTclwOES5XMbh4eFaABCbHUYEU9lAYx/K9NTMBPICNnf+aurf5pSAUGWDbwo0I3oT4UMRIkR4/YiagHcULNbqJOAqYiB3zWRhM3UPwFoB5jqAdr502FMd5a4DjX54Ai6VSpJFQLY+HeLoyb9t3cAmQNXNx2IxDIfD53gLm/eFp+lutwtN02QqMZ1O4bquWASTDBeLxcS2OJ/Pr1kLp1IpKfrpdFrCilT3vsFggGKxiEKhIA2Dbdvo9/swTVOmKbw3vO9hGOL8/FzWDdVqdS2TgXt8tcDH43GJ/+V7z+AiriY4KVDlgeq6YFsqIx/fdk9fF2hJnM/nI2OgCBHuCKIm4B3F5qlN13Up4psfsCz4bAIoryOzneBIezabiWMfyWQ8Vd8EtBCezWYSgtNqtTAajaQ48mS/mVRHqJMA4KK4W5YF27ZFabDtxMriVywW5eQfBAFqtZpo+Pv9/poMMpPJYDAYPPd65COwiPIeUllwdnaGdruNMAyxs7MjxXg4HGIwGMA0TXFB3AwMMgwDi8UCrVYLqVRq68mYxZ52xWp2gLrGUVcTfF3f9+VxThRUZcC2e6dOlt4EhsPhWkpkhAgR3n1ETcA7is39LZuAbR/kDL4h4Y+TgE3dP7kCHD3zdelkt2lLexVY4FmIKLGbzWZotVrCuKdm/ipQVUCbWwbm8CS+7TQ7mUyQTCZlDTEYDBCGIcrlMprNJiaTCU5OTuSadF1HtVrdyntwXReFQgGpVEpUBMDFmuD09BStVgvfffedkAE5tWi322sNAOOeVda/pmmSacC1hApOGXhNNBqazWbodDrodDoYDAaiMuDPIVGUJk3AujyQE4Nt9+6q5uB1gPJUEhkjRIhwNxD9v/UdxSa5S50EbH7IBkEAwzDQ7XYxHo9Fbra5i+cJUnWRYxNwm5UAJxEs4Dwh83GS7baF3oRhiH6/L6FDbExU4xtVHbDt+jOZDAzDwHw+R7/fl1TCZrMJTdNwenoKwzCEqJdOp2UlcHZ2JnHJvu8jn8/Dsiz0+31x9KNPf6fTkbCf8/NznJ6eAoAw/nnq531TWf8kS9I7YbMJ4Omd7xPJlo8fP5aUP9u2cXp6KiZCnFbw31VlAPBs+gA8TwqkguNNNAGcjkT2wBEi3D1ETcA7ClUeCECCdzb362pAENnmLEqbTQAd65jKBzxrLjjivym4zyepkM+3LAu5XE729ZsrhiAI5ITMyFteG6+HxXizkPH34sg+Ho/Ladl1XbH+nU6nGAwGosmnFa/v+3AcR8iHQRAgnU6jUqnAtm1RGDD10PM8FItFHB4eotfr4fHjx0gmk6hUKmt5B9PpVLz+AQhJkWx/Njyb94Erm3g8jvPzc4lobjQa2N/fx+7uLtLpNEajEfr9/po3QiwWk0aRE49EInGlMoDph2+Csc/7WSwWI3vgCBHuGF6pCdA07Tc1TftS07SVpmk/Uh5PaJr2O5qm/WtN077SNO2/VL72lzRN+0bTtO80Tfu7yuP3NU37/y4f/181TUtePp66/O/vLr9++CrXfFewrQjSGEeFSgBkIXUcR07om6/J/TM/rLkKYADQZqLfi66NZDwWwSAIxLaXFrosbARPsxxtExy1s9FhYVPhui5SqZTcl3Q6LbkHPI2SI/DNN9/IfeGqIRaLwbZtUQRQURGPx9HpdPBnf/ZnYr1MIiA9COLxOKrVKnK5HHzfR7fbFa9/ugASw+EQy+VSRuMs3CpoiUx+wWq1QqPRQC6XQyaTEZOoarWKZrMpvIajoyPJg+B7z/sPPD9BUt8zvt+vE2EYSvOl3oMIESLcDbzqJOALAH8VwL/aePw3AaTCMPxFAL8M4D/WNO1Q07Q4gL8P4C8D+D6Av65p2vcvn/PfAvh7YRh+BGAI4G9fPv63AQwvH/97l9935+F53toeehNX7W83T9YsCGwQqLenZpzgFEBVEQDPisLmKP5FmM1maxG10+lU1Ay0uM3lciiXyzg7O5PCz+fyf9kE8HcKgkB26wz14T2az+drXAY2C+QQ2LYtTYiu6/iTP/kTPHr0CJ7nSWiPZVki2fvqq6/QarUwmUywWq1E9lipVFCv13F4eIharYblcolWq4XFYoHDw0M0Gg3U63VxJKTdMVcBnHTkcjkhZoZhuPa+hWGIdruNs7MzaZoajYZYMW9OcFKpFPb29lCpVLBYLMQRkfeGwUa8T5wgsSHyPE98IV53E0B7YFX1ECFChLuDV/pECMPwKwDbRoAhgIymaTqANIAZABvAXwDwXRiGjy6f908A/IamaV8B+LcA/I3L5/8OgP8awD8A8BuX/w4A/xTAf69pmhbelMr+joLpettMVV60v+WInffc931J7uPX6VynglMAAFubAOCCqMeUwBdBPfFPJhN4nofRaCQ2tyzWBwcHaLVaaLfbaDQaSCQSa7twegGweSF5z7IshGGIXq+HXC6HUqkklr6ZTGbNvIcWuq7rIp/P46OPPkIymRR2/x/90R9huVwil8uhUqnIc/v9PvL5PO7duyfa+9PTU3kvEokEut0u8vk8arUaBoMBZrMZTNOUMKSTkxM8evQIuq7j4OBA+A50DXzy5InIDsnbmEwmaLfbaLfbsCwLH3/8sbyP9EzYFuSUTCZhGAay2aw0Gqenp2JwpGkaWq0Wzs7OJFxoE9vMl14Fqj3wdeFTESJEeDfxpvRC/xQXxfscgAngPw/DcKBp2i6AY+X7TgD8KoAygFEYhgvlccbOyXPCMFxomja+/P7eG7r2twIWw8lk8px8bNtIl9JAdV+u8gFUgp1KslOfTza/uiZQI4Zpo8uT8VWghC+TycBxHJyfn8NxHLHzJUkwn88LA77dbqNer0uKXhAEa78T7wmvA4AUGOriqaNXXfzorBeGISaTCT788EMAQK/Xw/3795FKpdDpdEQ6aJomKpUK2u02arWajLBLpRK++eYbOI4D0zTR7XYxHA7x+eef4/79+5hMJhgOhzJ1aTQaooYALlYwbEpqtZqw/zOZzNraZDweizSx2Wwim82KHTHf920FNRaLQdd1cWGs1+s4Pz/HaDTCZDJZaw4LhQKKxaLIMNV/Xicie+AIEe4+rm0CNE37FwAaW770X4Vh+M+ueNpfALAEsAOgCOD/vXydNwpN034bwG8DwL179970j3tpsFADF2uBzSZg2/6WkwG1CVD5ALPZTCJ1txkK0V43k8msfY1JeRzDj8djmS5chSAIhKHveR46nY5Y8Z6fn4uZj2EYoukfj8c4Pj5GGIYylqfSgZMPXjtPvZPJREKIVM8Bnv5t24amaSiXyxiNRsjn89Lo0CioUCjANE0kk0kcHx8jCAJ0Oh14nrc2wWJk8MOHD7G7u4vFYoFcLod79+5hNpuhXC5jPB5L0eXvD0DWIuQGmKYpPgqpVErsiekoaBgGer2evO98v9hcXVWsk8kkBoMBDMNALpeTxqPZbOLDDz9ELpdDEAQolUpvRavved5aImKECBHuHq7lBIRh+OthGP4bpI0GAAAgAElEQVTCln+uagCAi7H+/xGG4TwMww6APwTwIwCnAPaV79u7fKwPoHC5PlAfh/qcy6/nL79/27X+wzAMfxSG4Y+q1ep1v9rPDKoxjZoIR2yTebEJYMEGnrHCyfBvt9tyqtwkEDLal972KuhGSDvcF0kFySvgNGEwGMD3fVQqFWQyGQnCYVNA1Gq1tVAh5gawsaFEDrhYafDUzxM40wZ5/4bDoTQrJKd5nocHDx5gNBqhXC5LVsJoNEIul8Pe3h5yuRyePn2Kdrst94GphLZto9VqSaNycHAg9r/JZBLlclmmBJRAcmrSarWgaZrsxufzucj/MpmMKA/S6TSGw6E0Kup7u2kStAlOFPi3wdwGACKZ5Pv5prHNGyFChAh3D29KIniEix0/NE3LAPg1AF8D+CMAH18qAZIA/hqA37vc7//fAP69y+f/FgA2Gb93+d+4/Pr/ddf5AFwF8CTID3JiPp/LCZ3gaZEFG1gnhE0mE/R6PYxGI/maCjLcWehV8DVpe/siciAbGBrsqH4ElmWJdI7XTwMcnl4pn2NQTiwWE78B3gc2BoVCAfP5HL1eT7T+AKSZYAM0mUxQLpdRLBbhui4ePXoEAOh2u+IG6LouVqsVcrkclssl+v0+vvjiC3zxxRd49OiRGBTRZTCbzaJarSIWi0lx5qk7lUpJIzCfz3F0dISzszPkcjkpwGyW0uk00uk0ZrOZkDht20Yul1uz/eU05EVNQCqVku8FnilC2DRdpQx4E1ANiiJEiHB38aoSwb+iadoJgL8I4J9rmvYHl1/6+wAsTdO+xEXh/5/CMPzzy53/fwbgDwB8BeB/C8Pwy8vn/BcA/o6mad/hYuf/jy4f/0cAypeP/x0AIiu8q+DYN5FIyEhdxTZ5INcHqVRKTpnL5VIKsOM4klgHPN8EUF5HXboKtbGgN73K6FdBUuBsNltLi6OagadvGgGp2vV4PI56vS4BOJucAI7oOSUoFovSNKhkxlarhfl8jkwmI7/np59+ikqlgkajgWq1imQyiSAIcHx8jH6/j8ePH8NxHCQSCdRqNbEd/ulPfwrHcXB2diarCNoqF4vFNZdGSinr9Tp0XceXX34pHIfZbLbWPPG6yMFgM8LfnRMDchv4/m4LWyKSyaQQKvleqSFRVwUHvQkwryHKCIgQ4W7jVdUBvwvgd7c87uJCJrjtOb8P4Pe3PP4IF1yCzcf9q17rroK7YgCSNb+ZYb95IuQkgOYzLDI8odq2LeE2qVRqbbpAUiBHt9smAZT48WTHD/lt1x6LxTAYDGR3T+MgNjdsAlhUSTacz+coFAqwbVsmALw+XqNqf0yznXa7Ldc1Go0wnU5hGAZGo5FkDlSrVSyXSziOg/39fcznc+zt7UmgjW3b6HQ6Yi1cKpWws7ODRCKB6XQqXgKu6+LBgwdoNpsIgkAaFBY7NjrkX9RqNezs7KDT6aDX60l0MsOUeA8p2eNqg2Q69R4wx+EqsPhzEkAvBr6vm/HCbwpMcIySAiNEuPuIHAPfMniyZJHnCZdF+yp5IE/NPLX7vi9NwXQ6lQAgFk7q14GLgq5ODah9Z4Hjz2KjkUqlruQF0FEPgJzUOdqnaUwQBPIz6QrIaGF65G96BHC6ofod8BTNRmI+n6Pdbov2ns0AbXw5fcjn8+I1QPb6wcGBNBeU5vFkTQJjs9lEo9EQ6WO73cZ0OhWHPuCiCTo/P4fv+/jkk0+wt7cn5MREIoHhcIjhcCh8DTYBfO8Gg8Fayh4nMNsav02wUeT7xp28ykOIVgERIkS4DaIm4C2DY3a1OKgrgavsXdkY8NTued4aH4AyMY7nGawDXKwCYrGYEPImkwl835dpwmZBIhluU2s+n8+luSDxjvv+6XSKfv+Cr2nbNh48eICHDx+KJv7hw4cYDAZiLkQDH+601VwEXjdtf7PZLAaDAXq9HpbLpTQFnETwPoRhCNM04XkeSqUSEokEXNcVl0TDMKDrOizLkghf0zRxcHAgRX9/f19IjmEYYjweS3PBhERd11EsFpHNZrG3tyf3xrIsmKaJTqcjDRE5EclkUnwSVEndYrEQYqS6Cti2juHr8N7Q66Ber8ta4W01AWwWI0SIcLcRNQFvGZtNAHCxEqBK4CqGt0oMpO+9YRjSELAomqYJy7Kk2AIXTQALDIlu6rWokwDg2Qlvk1cwHo9h2zaKxaIoGyiLo2fBwcEBarUa4vE4LMuSUy9lfp7nwXEcnJycwHVduYbFYiGkt9VqBV3X5aRfLBZxdnYG13Ul7Ifje13XxSwpCAI0Gg3hG1QqFckAIH+ByYN04WPWACWI5CjwHo3HYyQSCZydnYkTYLPZlF18LBaTACCGD+m6jl6vJ80M3REZqKSO0ckV0HVdiupkMsHZ2dlWwij38P1+X+SA8Xhc7t3baAIYmxwhQoS7j6gJeMtgBKy6l1dXAtvkgWph5MmS4302AKvVCvl8fu31er2eNBcqKZCFl4VOtZkFIBMDdSWwWq1wfn6ORCKBRqOB1WolQUBMLgyCAM1mE+VyWZIKK5UKms2mSO4ODg5w7949IdMx1c/zPPk9aT/MFEBKD7kqGY1GclKnaRELZqVSQTKZxHg8Rr1eRyqVQq/Xk5S7RCKBbDaLe/fuoVarIQxDfPvtt9A0Db/yK78Cy7IwmUwkadC2bQwGA0wmE1SrVVQqFVnpqD4BvH/z+VwaH3ocMCioWCyiXC6vFVA+h5Ma/h0AFxkEqhBmPp/LmqPb7SKTych7fVV64OsGeRJRExAhwvuBqAl4y1BHugRXAjwtkyFPcCxPDkAQBFIAXdcVtz4WBI5qB4OBjN5VPgB37mwCgHWFAACRCjKf/unTpxKte3Z2hqOjI5ycnGA4HAohkKuIbDYrTQJwUZgmk4n83iyIu7u7UnRPT09l7w9AVgTkJ/AETB1/qVSSfX2lUpEmiQZBnKrQNOf4+Bir1QqHh4fY3d2FYRii03/8+DEymQwqlQoODg6QzWZxfn6OdruNTqeD1WqFcrksJ3g1upf3KplMwvd98eqvVqvIZrMi22QoElcRBNcByWRS+BAMBFosFmsBTPP5XFIFF4vFml//2/IIiPgAESK8X4iagLcIuv1tY91nMhlx9du2CgAgOnZVjtftdsU4Jp1Or6kOXNfFYDCQNQLwrFiwUKvFY7MJWK1WePz4Mb755hucnJzIPj6VSsGyLBSLRVSrVVSrVVlT6LoOwzCgaZoUMJ6SSYzrdrtwXVcMeDg5mEwmaLVaa2sCriTo39/v95HNZqWJicfjKJfL8jvzf+muZ1kWstksut2uFGHgojFho+G6LkqlkjRfBwcHSCaT6PV6SCaTqFara/dQJWXytVQZIJuWvb09xONxfPfdd9K8VCqV595b1R+AjVexWIRpmjKR4LqBX7csa61R5DThTUv2yEV5ka10hAgR7g6i/ye/RfDkvY1QxQJm2/aVHgFqoY7FYjIFyOVy4qhH05hsNov5fC5j8FgsJsEyNMRRr2lbE0BJ22KxwM7ODj7++GPcv38f1WpVrIqZdU/LX9d15USuxvwyXMe2bdn3s+hS1VAqlcQ57/T0VNYEhUIBhmHItZBwxwAmnvZVL4FCoSBRv7xfVFBQS9/r9ZBIJNYCmPg6nBZUq1Wx/GWBVU2a1PsVhiE8zxOpI+8pLYXL5fJz7z3DntRVACdDPOkPh0OZbDDgabNRfBvKABJBoylAhAjvD6Im4C1iGymQ4Ac/i6QKdRLAU2g8Hsf5+Tni8TiKxaIw3WkmRJMeFhme3MgPYGOgNgHcxwPPHP/Oz89hWRYqlYrE9w4GAzx+/BidTkdOpdyXh2EI13Ul4IhRvdyrF4tFuV6OtxkTzP3+wcEBUqmUjPir1aqQ+dhQUKueyWRQLBbFyY8wTVN+v8FggEqlgkQigZOTE8TjcclI4KSAUcsARHJYKBSQSCTgeZ6oMzZNmgimBfJ1dV2XYKX79+/j4OAAvV5vbQXDvAS+91wFsJnRdR25XA6u68J1XWnoyMlQm7a30QREq4AIEd4/vHlrsZ8zdDodGX1TD8//3SzIm1CtX1VQRsfTLPXt/X4fjUZDCHM8jbJg8rV835eiStIdANH0A+sKATYpHD+XSiWMx2P0ehfBjWwGqI2Px+MYDoeoVqsolUqwbVvc/6ib1zQNuVwO2WwWjuNA0zQ4jgPLsiT8iH4DiUQCuVwOhUJBUvao9+90OpjP50Jw5BifzQelhkwePD09xYMHD/Dxxx+LxS/vVyaTwWAwQK1Wk7UA0/c4IaAfAd9PNbRp871LpVLo9/sSJ5zNZlEoFBCLxVCv19FqtdDr9SSKmOsDqhImk4nIHIl8Pg/XdfHw4UPMZjOJZB6NRqIq4ITnTTcBmwZIESJEuPuImoDXDH5Q0tBHHTOfn5/LByh356pmnB/i6mkReOYRAEBOv8yN39nZQavVQjwelz0+R/40wmFxo1RNbQLouretCaDhzXg8RrfbFX28ZVk4PT2V4swT7OHhoUTntlot+L6Pb7/9FsDFiL3f78v9YNEtl8sSu0svfH5PJpNBEARwXReVSgWO4wgBj41RPp9Hu91ekzNyN059fxiGuHfvHvb29vDtt9+i2+2iUCggl8vh9PQUtVoNs9kM3W5X3g/6/WuahrOzMySTSfH9V/kA6s80TRM/+clPMJvN8P3vfx87Ozs4PT2V9UU+n0e/3xdy6GKxEIklsL4KUF/Xsiy0222Uy2WJTQYg05+3kRkQhqH87UWIEOH9QdQEvEbwwzmbzYpcj0WZo3EaygRBgPF4LFp3Pl89nRP0CKCW3jAMdLtd3L9/H+l0GpPJRIx3GAREVr9qS8xCqzYBwLMsA+AZ/4An4EqlgvT/z96bx0i6Xud9z1v7vndVrzPTw7uAl4tskiIYwDYCkZJIQRFlRzZkBCEVCSIcSUCcwJApCDH8hwxIERwHghIJsiWHFJRIihJCBCxBomghRhJc2dcSd/LOnbmz9vRa+76++aPqOfNWTVUvt7unu2fOD2hM9de1fF9VT7/nPec5zwmHkUwmkc/nkUwmRdHOHXe5XEYoFML6+rp0ELRaLXznO99BoVDA5uYmMpmMCN5Y8mDZgOdK4SHr7x6PB8ViUfwPHj58iFgsJgOEmMLnqF8OGWKmZTAYIJlMYmlpCeFwGKurqxgMBtjd3UUwGBQf/+XlZbRaLZTLZXFmZBaiWq3K9TITMy8dTidF+iisr6/Le8SgKhKJoFgsSqcEg0Qu7O12W4SLLp1OB8YYcUo0xkiXCIBnEgRoa6CiPJ+oJuAMmTfckH7wbOHL5/PIZrPgqGN36MxgMJCUvusY546a5WOGw6E8R6fTgcfjwf379/HWW2/JYgU8SVtTnOYOHGIQwLq06xXQarXQ6/Xw0ksvIZPJTI0G5rnRQbDX6yGVSuHg4ADFYhEHBwfweDxi3xuJRPDSSy8hHo+j1+vh3r17MoqWC2W/3xcXQWYwmKXI5XKih6CN8P3792WEcS6XE62EW2phWj6bzcquPpVKiaEQXRbD4TCWlpZESOl+bvF4XN5PlhtmSwHVahXb29vSdsgsxKwQlNka+gA0Gg15ffokzO60a7Uaut0uVldXJSvD53Q/B+B82wNZ3jlswJGiKFcPDQLOgXkDXGYXBBrXuIY8VPUbY6aOc3fKnWOj0RATHQBT9XcKyJrNpvSac5HhPHva39K4aF6HQKlUknT77LnTUnh/fx9er1fG4oZCIREnXrt2Da+99hpisRgePnwofff03a/X6xgMBuIlwLICJwjSipjtfgDElZCZgEQigc3NTbFNdjModAr0+/2yKy+VSlhaWsLa2hp6vZ5kGegt4Pf7sbe3N/W5BYNBES+WSiUA03oAZhAikQhu3LghmQ2WOLiDJ9FoVMoAbCUMBAKiF3Gf2+3uSKfTSCQS0nHBUgezP2x5PC/o3qitgYryfKH/o88QZgLm/TGmiMsd9dvtdqd0A0z10zgIeDJLgEFAu91Gu91GoVCQ1D3b0mi2UywWZaJgo9GYsvgNhUKo1+tSa58VB3J3Xq1WRWHPTIOrSygWi+j3+0in05Lp4Gv4/X5kMhnx7ecCGgqFJD3P+3KiIHezbGV0pxAC4wWx0WigWCzK66VSKYxGo6n3ihSLRRkYxM6B/f19AE/aHyuVigwP8ng8yGaz0oboEg6H4fP5RBfhlm9KpRL8fr9MMaTpDx0U+T2JRCIwxqDZbIr9LlsLXUEgMHZ8pKASGHslAOOWQTcwoj/DeUFXQy0FKMrzhwYBZ8hRQYC7I3z77bdx9+5d1Go1KQnwjzmNg9wZ9R6PB61WC81mU2bd02im3W6Lx/21a9fQarVwcHAgu2mOnHX98GnaQ0U+OxrYEdDr9RCLxbC3t4e9vT3JAlhrsb29LW58bNtrt9uoVCoAIF79VKy/9tpryGazUj5IJpPiIthoNEStz4DHfS+pEXj48KGILmneQzMd4pYymAXgDIOlpSU0Gg3JsLjOi/xcaCPMLgieRygUQjQalSCA1Go1ce4zxoh/gN/vl0Br1heAdsr1el2EdjQAcksBLANkMhkJEsPhsLQMuuLA824P5HumQYCiPH9oEHCGLAoC6MzHBaHf76NeryMcDstizHQ4B+IAEA977iar1SqstUgmk4jH4yIU3N/fx2AwwLVr17C0tAS/349arSYLP0VtdCTk4sKpfsCTToDhcIh6vS4isOFwKGlrANjd3RXDGrYdAhBRXDQahc/nw+rqKvL5vCzasVgMoVAIDx48wGAwQDqdljkAXLxpm8v5CHxPHz9+jGKxiGw2i2QyKWY88XgcOzs7YsXLTABteplBicfjslBzsA/T9EzDA5BrOjg4kMwDOy2SyaT4BQCQc49EIrI4MkBLJBLyOvOMoTjroNPpIBKJSFcA70uTJg6DYkskz8Pr9aJSqYhh0nkPDmq321K+UhTl+UKDgDNkURAwaxLEeng+n0c4HMbjx4/FYpe711AoJJ4D6XQa1WoV7XZbFhm/3y9K92aziWQyKeNtOdCGu1FrrQyo2dvbk0l2wWAQjx8/hrV2KgjgREJjjKTtA4EAisUiyuUykskkotGoCAmZCUilUtIJEI1G4fV6ReQHAJlMBr1eT8R37XYb9+/fl2Dk4OAA9XodtVpNBgvt7++Lo2A+n5/KenBXzD77wWCAZrOJXq+HaDSKVqslNf1QKIR4PI5GoyFpdgZSbhlhaWkJlUoFDx8+FN9/ACIQZNBEfYDr389giQEWsNgdst1uSxDAUgB/b9xxzcC0ERDnLnS7XRE38vfmPGBroGYBFOX5RIOAM8b1BSBuEDAajVAul6XOXCgU4PV6cffuXVmIgSftZFSP7+3twRiDWCwmu23X/IZGPKFQCIFAAIlEAvV6Xdre6E9fKpVkxsD169fRbrcl9czJd64tLmv1lUpFshd02KOIj+n8XC43tehxYXbr17QApgiwVqtJh0Gr1ZJFudFoAIA4ArK7gu8fgwCO/mUpg/VytgBGo1FR+vPx9FjgwCOKE4FxEFCv16XV0TUnisViqFQq6HQ6aDabT9n3ssafSCRksuO8Wj0zHqy1uwZBvHZ3NsBsuj8Wi0kW47wzASxVaBCgKM8nGgScIdZa7OzsiJ0u4eJOVzjuVLk40Z/enUFP05xgMCi1c06rC4VCMoyHbnbJZFLMdrjr5XyBarUq6X0q84vFIhKJhCxY5XJZXA1dgRs1AqVSCfF4HJFIZGoccb/fnxqV6y5GdBakIJE75Rs3buDatWu4ceMGMpmMLJyxWAwrKytYW1vD0tISrl+/jlwuJ7tdZh8qlQq8Xi+SySSSyaRMUWRPfyqVkutg3z2DqXg8LtkEdjbU63V535kN6XQ6Ir6kz8Lq6iq63S7u3bsnwkT3s+eOPpVKiQviot8TCi2r1So8Ho8EXbVaTYI69/dgdpHPZDLweDySVTqvwUGc8aCtgYryfKJBwBnC1rButzsVCLiiwFqtBmMMgsGgCAA5+Mfn82Fvbw+9Xg/1eh3JZBLD4VAm0DELAIxLCjTYGQ6HSKVSYkBDoxt2Gezu7kpAYa3F3t6etAguLy/D6/WiVCrJ9D7XcIddDD6fb6rfnq8LjHfAsVhMyhCcG0BnPbb6cdfLLADHAwNP/BI4XMgV7LGfnoN+6NoXiUSQy+UkRU/9BOvsNOIhvP5kMikZhUwmIxbDHHLEqYjdblc0CJVKBWtra2i1Wtjd3RWNAeGAH9bx2QY4D078CwaDqFarEtxw/HI0GpVFf5ERUCgUQiqVklkK5wVLUOfZfqgoysWhQcAZwlJAMBhEu93G7u6upHy5QFMgSNtgpnKHw6G46t2+fRv9fh8rKytoNpvSFhcIBERN3mw2RWDGqYBccLPZrAwZ8vv94t/PcgSzEZVKRYYD9ft93L59W/7Y0yKXCyVLAHQkpG0v0/fUKQDjBcudpMeFhIsfgyL63rttiBz644rqGo3GlKVwvV5HJBKR82KrHs8DgFgMu2ls7mYjkQiy2exUp4Bbltjc3ITX68XBwYFoChqNhtgRN5vNp9r53GwFAzvXCMqFtscMVniOFGTSbRI43A2QXRKNRgMPHjzA9vY29vf3UalU0Gg0xM/hnUIDJy0FKMrzi9oGnyH8g8td8f7+Ph49eiS7cO5gqUznTpe1c4/Hg6WlJTx69AixWAzXrl3D3t4eqtUq0uk0gsEgvF4vdnd3EQgEkMvl8MYbb0xND+RCyEE9gUAAzWZTVP/cKVtrUa/Xce3aNWmBOzg4QCQSkTT29vY2gsEgNjc3xdMAeFLTpqCQbXIkEAigVCrJa9Ed0OPxiEUwp+65g2+YheC4Wi6WzWYTqVRqSi+QSqUQi8UkVc0hSUzn01DJbcvkbZresMYfjUZl4Uyn08hms9jd3RUFPkWO9+/fl117tVqdKge4QQAzI+zemNUFMMhhCyd387VaTTQdhIHTPG2Bz+fD+973PvT7fdEYdLtdORfCxweDQaTT6WMb/mhroKI8/2gm4AxhJsAYg2g0KiIz9p23Wi1Eo1FZ+GhSQ3+AXq+HTqeDTCYjwkBrrajh3SE8S0tLshhRK8CdZywWmxKW0WVvb28PgUBAPAZoP0zveu7wq9UqisUiOp0OlpeXZWfqCug8Ho9MwWPrGmE5gAp8GhlRDMksAa+dwrh2uy3tlMDY8Ofx48eic+Bo5H6/j7W1NclaUCCYSCTEN4GDedwdNA2BUqmUzAygayM9/Vlr5y6bWZR8Po9qtSqtjjQeIu6EPbZgzr5nhCJMBiL0fxgOh1PvI3D0iOBYLCaBS6FQwPr6Oq5fv461tTUUCgVkMhn5XajX6+LxcBza7bZkbBRFeT7RIOAMYW2WO61oNCp1/Xv37mE0GkkJgLs9qrxp8VsqlZDL5bCysiItdFw0R6MRWq0W0uk0AoGAmAklEgkpNzDDwGE6LEfQIyAUCiGRSEhrGofWcKeeSCTw6NEj6QSgmh8Yp+Wpwqc4kM/pGt1w1DF3n2xlC4fDU+Y4fL86nQ6y2Sw8Hg/K5TJ6vZ4Y4tTrdSkfsDc/GAxK2h8Yp/c3NzflPWw0GhgMBiKOdInH43J+wWAQ+XwejUYDtVptqrOB2Rw+X7FYFBGjz+eb8jcAMOX41+v1pKPBNTMCnrjv0X+AZQnqGWZ33e5wp+NCXQYFl5lMBoVCAcvLyxgOh2LdfBij0UhbAxXlBUCDgDOEmQBXqe31erG8vCy+/iwZ8A87gwCK+Nhv7woAS6USDg4OZNfPBZCGQBzfy8WSJQeO4qWCnxoC7qq5wDEgcevznD3AYMLv90sQ4AoCaXXsBgFsX6TfAecdhMNhmQLIHb3H45F0fzwex/7+vtggM7Xumh3V63VZoF1oyczywWg0mgoUXJh9cMsxFABy587roS8/swCc+kg/A+BJZwDnAgyHQ/FrcN39AEj5hB0YDAJqtdpTWQAOVzqr9r9QKITV1VV4vV7s7OzMzVIQZpVmtQ+KojxfaBBwhjAI4O6T9W966QeDQTx8+FD+uNO7nwsyFzufzyf9/dxt3rlzB7u7u4jH4/Lc9XodHo9HFn4uLAxCOGmOyvd0Oi2lAabya7UaOp2OCOy2t7dRKBREgEeDIHfYEfUA3NFGo9GpXTRLC6zXU4xI/wJmIUqlkugKotEoCoUC6vU6tra2xNCIAcdoNJKySiqVklIARYEPHjxAs9mUrANT8/NwxXbFYlGmHNJDgOdPMyIA0kXg9/uRTCalvAJA5j9wRDQAadNkdwWhWI+ZCk4V7PV6Ty245zEi2OfzYWVlRcpNLDnN0m63pYNBUZTnFw0CzpDZIIACu263i3g8jmvXrqHZbOLtt9/GnTt3cOvWLVlIy+UyYrGYtI3t7++jXC4jFAohm80iFouJeU25XJa6t8fjQSQSkWCB/f0MDrjgp9NpNJtNxGIx6au31qLZbMoul0N1WG+n1361WhX7YS5gtCRmLd5tIeOwJJrMMLUMQKYfdjodbG1tYXt7Wxac5eVl8UuIxWKSMg8EAmg0GuIPwNfjc9RqNclU0IGQOol5UK/Q6XREg5HNZpHP51EqlVAsFuW9dEcqx+PxKV3A1tYW2u32lLFRt9uVdHwikRCdB2GHCDDWMnQ6Hfh8Ppk+6HIeQQAw/v3M5/PisbC7u/tUFwE7OhRFeb5Rxc8Z4goDAcgkOZ/Ph0QiIYthp9MRY6Dbt2+j0WigXq9jdXUVtVpNPAaowueiksvlEI1GUa1WZYHmQJrZBYOteazNx+NxtFotrKysSC2fRj6sWzOA4KQ8thzGYjGZW+AuoGx9ZHaCmQzWsd2dpDuOOJ/Pi4KeY48ZmJRKJTE5YvtjMBjE9va22BfH43GUy2UEg0H4/X4sLy9LC+Ht27exs7ODZDK5UAXf7/fFdIglCgBYX1/H3t4e7t69i1QqJcY9DEhyuZwETplMBvfu3cPu7q48byQSwf7+PoLBoJgTsf2QPf00EaIocG9vT4R7fGuCH8IAACAASURBVE9mz/O8hHnUlhwcHGB7exv5fF6EjWxhVBTl+UYzAWcIzWaYNncX20ajgd3dXQSDQXzXd30XOp0O9vf3cffuXXz9619HpVJBu93GV77yFdy6dQterxePHz/Gzs6OLKysqxcKBXHxY5BBcx5Xj7C9vS3je9nXz9Q/0/S0yLXWYmVlRdL+1WoVS0tLSCQSU8OH2u222P3S4yAWi6FUKuHRo0fSpsYWQAoaXUV6JBJBMpnEtWvXsLy8LB4DzEYAwKNHj1AsFhEMBmUMMAMiljii0ShWV1dFuMiaPXfVe3t7Urd3oRmTtVb8+YHxDvnmzZvo9Xp4+PAhHj9+jEgkgo2NDVQqFVhrJRBjwHTv3j1Uq1Vp3+z1ehL40N2RWhC2Bvb7fRkM1G63kcvlZKqiCwO48zTqiUajWF5ellIQxaIA1CVQUV4ANAg4Q0ajkdTZAYg9LZ344vE48vm8eM7n83ksLy+L+QzH7L7yyivI5/MYjUbY3NzEyy+/DGOM7HK9Xi+y2ayk3IvFIhqNxlTauN/vY3t7G0tLS7IQsUZNlb4xBqVSCXt7e0ilUlhZWZG2Q/biLy8vA4B49HNCHxfRQCAgJYbRaIRSqTRV3541FiI0HTLGIJfLSdsd7YJTqRQ8Ho+02tVqNRmIFIvFsLy8LD4BhNmPaDSK9fV1mdL4+PFjyUSMRiNUq1UMh0Ok0+mndtnpdBq5XE7KArlcDoVCAYPBAPV6Xc43m80iHo/L/eiH4Joc+f1+hEIhKQm4+oBYLCbukYlEQrom3LT8eY8IJsFgEKurqwgEAhI4MahRFOX5RoOAM4SLHVvZbt26hVarhUwmg7W1tamRs8FgEEtLS7LTffPNN9Fut/Hd3/3diEaj2NraQjKZxMsvv4xsNosbN25gNBpha2sLb7/9tpjN0C/g0aNHIgAEIIHBzZs3ZSfO3nQOIgKAnZ0dAEAulwMAGYPLtr1EIiHtfO4gI46/ZScA2x+pMWCQwbo+sxU8Pxrp8LXT6TR2d3elFEG1fyAQQLVaRalUEkvkjY2NKVMjwnS7tRbxeByFQgFLS0vSFscsDQ2C5nUPGGMkLT4cDrG8vCxTCFkSMcagUCggn88DgFyvW/Lgc8XjcfT7fezu7qJWq8k1s3OAbYzsRmAWyRWVPgvYxRKLxUTkqCjK848GAWcINQH1eh3f/OY3Ua1WsbGxgfX1dVkEuYv2+XxIpVLY29sTFb/f70ckEpE0f6FQkMFDKysrsvt/8OAB9vb2UK/Xkc1mJUXdbrexv78vVsOBQACrq6sysMZddIwxODg4wGg0QiaTQb/fR6/XQy6Xw8HBgQzi4ULfbrextLSEfr8vU/jofNjpdKStjxoDago6nY6UKbhIA08GDwFP2tCCwSBisZgEM71eD9vb2yKQdAcN0ZDIxe2m4HNGo1Gsra3JoKB79+7BWovV1dWFn2M8HhcTHgZL6XRaxiwD4wV+Y2MDuVwO8Xgco9EIxWJRMhzAk6Dk4OAAOzs7CAaD4gjY6XQkCwCMSwduSYDX8ayCAF5TLpeTEo2iKM8/pwoCjDF/1xjzTWPMyBjzIed4wBjzr40xXzfGfNUY8586P/vg5PhtY8yvmMlfTGNMxhjzJWPMW5N/05PjZnK/28aYrxljPnCacz5PmAFotVpoNBpS9ybsi+dwoHK5jEePHiGRSOADH/gAHj9+jHv37slCwXQ3J9YxRctd8v7+vtShk8kkstksms0mDg4OJC1OL/twOCwiP06v63Q6YmpDEWEqlRLvAC5mHLzDGvfjx4+nOgC63S78fr/U613/AfoS0KCHC/9gMJAAgW2SiUQCq6urMMaIoU2r1UIikUA+n5dxyO7zudAUCZi2umVZYXV1FT6fT0x/FuG2FzIICAaDUrJhsBeJRLC+vo58Pg9jDHZ2dlCpVPDgwQO89dZb+OpXv4rt7W3xbGCNnbMlOBKasGtiOByeW2fAcQiFQjowSFFeEE6bCfgGgL8D4N/NHP9JALDWvg/A9wL458YYvtavTX7+8uTr45PjnwXwZWvtywC+PPkeAD7h3Pczk8dfSij+WllZgcfjecqwptfryY671+vh0aNHiMfjWFpawubmpogF+UeYLn4cNhSPx9Hr9cSMhpP4Hj9+jFarJYp2jqflAkYhGtP6vM0pfByXC0DG/TJoACAK/VarhVwuh0qlIh4F7HiIxWJSOweeDMmh9SwFgty9UzsRiUQwHA4lGAiFQlhbW8PBwQGKxaJY4vI8KEb0+/1i+uO+v7zPPFFbIBBAKpVCOp0+8rNMJBLIZrNTi3AqlRJNAZ/P7/djZWUF165dw9LSEjKZjGhB6KEQCoWwu7uL+/fvi8c/DYpcWBKg3wFwMUGAoigvDqcKAqy137bWvjnnR68B+LeT++wBqAD4kDFmBUDCWvu6Hf/1/jyAH5485pMAPje5/bmZ45+3Y14HkJo8z6WDffaVSgWj0Uim9gGQ0btU129vb2M4HOKVV14BMF58X375ZQCQLgJO1uPun/Vl2gtHIhFRs+/v74sTH3fbNLuhcx9V/qlUCpFIBOl0emoKH9vf6MjH1sFer4dMJoNWqzU17Ijpb070C4VCiEQiCIVC6Ha7qNVq0tbnjlUGIJ0GPK9QKCTiw0KhIBkTetdz/HK320UwGJTn5GLJ3TPFhosWT3es81HQIphwiiOdGgHIzANOXOz3+4jH43j3u9+ND37wg3jPe96D1dVVJJNJ+P1+xONxNJtN6WJw4aRImgcx46MoinJenNdfmK8C+CFjjM8YswnggwA2AKwBeOTc79HkGAAUrLXbk9s7AAqT22sAHi54zBTGmM8YY94wxrwxO+DlWUBf+L29PckC0EiGqXC2hVWrVdy4cUP0ALR0pa0uOwpGo9GUAyBHzXJMcaFQQDqdRjQaRalUklG3g8FAjnG3nUql0Gq1pJYfiURkoiB9B5rNJpaWlhCJRKQNkF74DGK4w6WDXzablZkI4XBYdrj9fh+lUkl27swE8D2g2RCtiRk0MXtCT4FOp4PBYIBkMik2xVzIGVTQkIdB07x0NkcRH2d3zYzGrEKe/f7MBtAM6eHDhzL+eW1tTXb1nMcQj8dFzDgajRZmIygw5LwIRVGU8+TIIMAY82fGmG/M+frkIQ/7LYwX6zcA/E8A/j8Axx5sPskSPO1levTjfsNa+yFr7YeWlpZO+vBTw/71nZ0dMVuhP3uv1xPl9+PHj0XkVq/Xsb6+Lr7+8Xgcq6ur2NnZEW9+LkRcvKng52uwLY1pdc6VPzg4wJ07d0QwSM/4Bw8eiIKeSvxqtYparYZ2u42VlRXZdXOxY12bizeNhnw+nyxoTM/Tlrbf70/5CbgzBxqNhpQRstnsU6OAuYhztgCV9pwPwOwAMwE8JwALd/oMGI6TCeDMgNlggn4G9Xodg8EA4XAYkUgE4XAY169ff8o9ka/HLEepVBKR4zwYPJzlzABFUZRFHBkEWGs/Zq1975yvPzzkMQNr7X9rrf1r1tpPAkgBuAVgC8C6c9f1yTEA2GWaf/Lv3uT4FsZZhHmPuVRwl8sWPO6i2+229IrXajU0Gg3k83nxDrh27Rp8Pp+4CL73ve+F3+/Hw4cPxQcfgCjyaTfLwTWVSgXVahXpdFoW4Hg8jmw2C2stMpkMvF6vqNi3tramghOm3mu1GrxeL3K5nLgQsiTAIIAZjVKphHg8LjVwAFNq/6WlJfj9fgkkuGgPBgM0m02ZWbC0tCRDdJjmp6iQ8xE4ppeteq41r5sJYABBweK8zwc4XhBAo555pFIpAOPWQLYUUs8wD14X2yIP0yRw8iKgegBFUc6fcykHGGMixpjo5Pb3AhhYa781SffXjDEfmXQFfAoAg4kvAvj05PanZ45/atIl8BEAVadscKmg4M/v94sHAMfUVqtVeL1ePHjwAOFwGGtra5IqjkQi8Hq9Yvjj9/tx/fp19Pt93Lt3TzIBvV4PsVhsajbBrVu3MBwOkclkREGfTCbFUjcajSKfzyOTyWBlZQWrq6vo9/vIZDKyQO/u7mJ7exsPHjzAaDSaUq0zCHBbAuv1urQ/rqysoFQqYTgcSkBBIWM0GpUBOVy4OQ754OBAetNZV6fLYL1eRzQanSpTsFUyHA5PLeZMr/MY9Q+zXvjAk4X9OHX2w3r0qc+o1+vSkTAajRYO23HtmN22wEUwG6BBgKIo581pWwT/tjHmEYD/BMC/Mcb8yeRHeQB/aYz5NoB/DOC/dB72UwD+FYDbAO4A+OPJ8V8E8L3GmLcAfGzyPQD8EYC3J/f/l5PHX0qGwyGstbJY0WinXC6jWCxKMPDKK69MLURccN3FfWlpCWtra3j06BGq1aoIAlOpFCqVylQrHk1eqMjnIsKedg686Xa7aLVaGA6HSCQSuH79OrLZLFKp1FSmguWDcrks9+egI5/Ph0ajgcFggJWVFayvr4uwcFZ0Fw6Hkc/nJaPAuj3bGGOxmLQ+coFmkMFMSqVSkRZHYLxA0vyIJQZ3uiGDANedkDBAO4rBYCAljEUkk0mZPzBrEjQL5ygwO3PULIB4PC4uioqiKOfJqSaTWGu/AOALc47fA/Dqgse8AeC9c44XAXx0znEL4KdPc57PCndaHE14Wq0W7ty5g3q9LkNvXn31VVQqFWlnY6sdhXs0jHnttddw7949fOtb38L73vc+AOOF9Wtf+xr6/T42Njam6tas33OADdP0Pp8PkUgE29vb8Hg8KBQKIjyjOp+LTqFQwMrKChqNhggcOXaYLZAsY4TDYQSDQaRSKTE4ooseMC4PbGxswBiD3d1dWQg5J2FzcxN+v1+6DejG1+/3p1T3bPmz1sosA7Ye8rqZZWCnwWwQwE6C40zGO45RD6cZshXQ4/Ecen9OdGRG4DBcR0dFUZTzRPuPzhCmpH0+n6TPC4UC+v0+3nzzTTSbTVy/fn3KVtbn84lD3sbGhix8TKnfvHkTtVoNt27dQrPZlPR4NBrFq6++KosyADQajSlBHUcNs92w3W6jUCggGo1KFsEYg1arhXA4LEK/VCqFtbU1JJNJvPTSS/D5fGi1WhiNRtjZ2UE0GkU8HpeUOxdmdicAT1oik8kkcrkcAoEASqUSWq0WSqWSvDdcOOkoyPeFZZF6vY5erycdBBwRTD8DYJzxCIfDMheB2gAX7u6Pqwfg53gYnFRIUeNhULh5nOdVFEV5VmgQcIYwZR6JRKQnn73ldNm7efPm1ALl8/lkYEuhUIAxBvv7+5Lq5mS/t956C7u7u0gmk6ILSKfTCIVC6HQ6UncHIDtrjoXtdrtS66flbiKRQKvVklG+yWRSRI3Ak7q0z+fDYDCQ+1UqFVy/fl2CF+CJR/5oNJKduysSjEQiKBQKsNbi8ePHqFariMfjMkiJbXtcqLlbpz7AHcpDIyPa7g6HQ1n8+a/H43kqE8BA6TjlgOOO8KWmg+d1GO7PNQhQFOWyoEHAGUKBGK15O52OtMn5/X6pV7uLLRXj7jhd+v4Ph0Mx7gkGg8hkMrLD5m45nU7DGINyuYzBYIDRaCQ/D4VCKJfLsNZieXlZFiIq1FOpFHZ3d8XGmJoGegwAkLR7qVTC1tYWrLUoFAqiI3DNkHK5nBgmueI9ehIsLS1hf38fxhhks1kxAur3+4hGo9ISmUgkJDBg26MxRrIanAvg6hUYDIVCobmZAM5tOG4QcFxRHicAHpW+dzMFGgQoinJZ0CDgDOGum2r/TqeDSqWCu3fvYnNzE+l0Gnt7e2KSMxqNxEGQCxvb/xgcxGIxJBIJrK+v413vepeI6tgeF4/HkUwmxTGQtW93mFE+nxd7YELxIQBR9rMkwHY7N+2+v7+PWq0mnQfJZFJa+LrdLprNJgqFgtTJy+Wy6BX8fr8ED2wTpLMgz4WeCfQvAMYLZzgcFt0Ej3GGgjt6l8ELOwzmZQLm9f3P4yRBgMfjkXbIw2BXAoc3KYqiXAY0CDhD6ITn7kzv3LmDRqOBV155BWtra6K857AdDs6ZTcPXajVRu1PsxtQ6BXrtdhvBYBArKytot9solUoyLZDp+Hg8Lj3sDAzccw2HwyLWY1+/m8qnDXGtVhPrXk77i0QiKJfLogVIJpPIZDIIBoMiBATG2QCPx4Ner4fl5WXk83mx0WX2IpFIyHhijiFmSp5ug2w/5Lk1m00ZKkRdxSJNwHEXdgYT59Ge5zodKoqiXAY0CDhDmALnzrVSqeDWrVtIJpNYXV2VGn6xWMT29jbu3r0rJQDCrAD96d2pgJxCGI1G4ff7sbW1Bb/fj0wmA7/fL4ED2/Wy2Syy2axkG1wFfrfbFVOeTCYj6XbOHwDGC22328Xbb78tToU8h2AwiHQ6jWKxiEqlglQqJbvcTCYjg3bYakfhYDqdxrvf/W65Br5nsVgM/X5fBglRsMiyRq/XkxkKPDdmAkKhkLRDMhPA0gYA6XA4rlMgcD4p+1wuh4twslQURVmEBgFnCNP8Pp8PvV4Pd+/eRalUws2bN8VTn+Nit7a2UKvVEI1Gp/zpuStmTz/T6sPhEDs7O2g2mwgEAlhfX0e1WkWpVEIgEEAymUSn05GdOafgJRIJtNttMdvh2N9GoyGeAtx9cxTx/v6+CBwHgwH29/exsrKCUCgkzxWJRBCLxaQ10A1kaF5kjJkqXXS7XdEwcFfvmvzQ95/tdrxWChy9Xq+8V/Q94KAmnpff75cFnAv6SZ0CgfMx6uH1KYqiXBY0CDhDuFCFQiFUKhXcv38fgUAAuVxOdvBc0JjephaA9Pt9JJNJjEYjUeNnMhmk02mUSiWZT88FvtvtYmtrS9Lw9+7dg8fjwfr6uqTt2ePPdD/b8Vx3PZ/Ph83NTYTDYTx8+BDValXmEjSbTWxubkoPPxdp9sfP9uVzIFKhUECz2USz2RQPBbYncsFmrb7f70+J5+ivn06nRavgZgKMMZJxYVmBcxB4H5YETrKw6whfRVFeJDQIOCPYFsfRuXfu3EGn05HFejgcSm283W4jkUigUCg89TxUyvt8PpTLZbTbbUkjBwIB7O7uotfrIRgMIhqNIp1OyzCe5eVlAGNve86xp/0uF1tXFxAKhWRXbq1FNBrF+vo6Op0OHj16JIFKLBYTEyCKBb1er4zNDYVCMosAgLwHHFm8vb0tBkBM1bMzgOfV6XSk4wCADDBikMFSgeuqyOcAIM/pZgvcTICrJzgMDmzSEb6KorwI6F+6M4KqfFrdss2PNrcAxBLXGINIJIKNjQ0R4QFPDG2YMSiXy+h2u9JOxyCi3++j0WggFAohFAohkUiImI3HOJueQjmWAVgbp1/AaDSSUoExRgKIfr+Pg4MDVCoVaYOj+r7dbkvrYCqVkvICr9O1D87lcmi1WhI4GGOwvLwsToWDwUDq98lkEr1eT2r5fA1mHejBz5/xWofDoYwYBvBUJmDWzvgwTtIZoCiKctXRIOCM4ELk8XhkEM+1a9cwGo0kFT4ajVCv10XI5/V6ZecLYEokRxMc7m7d1HksFhMhHD33V1ZWRBPALgL22geDQVHhW2sxGo2kpx+AmPFwIWaZABj34qfTaelkSKVS0hLI4CQYDEr5gos6U/v0HEgkEjI5kOUHpt75vqVSKcla8DrYfsfSA2FnA3ULo9FISivMbvD6TrKwHzY9UFEU5XlDg4AzYjQayeJ4//59+P1+rKyswFororVKpYJWq4WlpSWp59P8B3hSj+bkPe7MqeJnuYETCjmWt16vS1qeGQIGAcwGcNIe6/oARHHv9q4nk0lJ+XMKIGcJ0Min1Wqh3+8jl8tJ6j0QCKBWq0lmw/X1D4VCeNe73iXiRtbvGfQMh0OEw2FpDdzf38dgMMC1a9ckK8LSBN9rugOyxDA7cIdtggwQjpMJoNGSZgIURXlR0CDgjOBku1arhXq9Lulpr9crUwCbzSZ8Ph+i0ajsxF2LXXfUbb1eh8fjwfLyMur1utgLt9ttqZVba/Hmm2/i61//Ovb396UPvdPpiJ8AhXKs4TP7wNdlLz7H3DLFTq+B973vfbh+/boEJfQuoGiQ43xTqRT6/T52d3cBjIMABimxWAzZbBbxeBwHBweS0WAQBIxb/mj9W6vVZPIhrZddLQMHIzHjATyZw0BoGHRZOgMURVEuIxoEnBHcaff7fWQyGRHkseWuWq2K6Ix+AUzxc6Hi4mitRa1WQyQSQSqVQrlcxt27d7Gzs4NSqSRCwHw+L6Y5qVQK73nPe7CxsSG6AXcHTAX/aDQSp0IODGLdHXjSndDtdlGv18Vlj9bH9XodiURCMhTBYFC6ARKJBIrFotgW02CIA4by+bw4BjITwPuGw2H4/X7xFkgmk/LeUtTnagXoVcBBQ8B0bz8zASdZ2I8zPVBRFOV5QoOAM4LlgNFohHA4jJdeegnhcBiZTAZbW1u4f/++LPbpdBrBYFB28zzO2jVT75lMBvV6HcPhUBbkZDKJfD6PtbU1bG5u4tVXX0U0GpU+/GAwiHg8jnK5PBUEBINBEQgCQLPZlKDDXUjpYDgajcSjYDAYoNVqwVorwUcsFkO9Xpfn7/V6SKfTACCT/+r1unQ6AONAJB6PT81QYMbE4/Hg4OBAxJSutS4NgbhIUw9AmA2YFwQw0DmO2v+40wMVRVGeFzQIOCO4mHMXy3a3a9euIRQKodls4uHDh+LY5/a8d7tdKQ34/X7s7u6KPW+5XMb6+roo5xuNhqT1aYxDY569vT14PB6srq5KOp+LOy1/OfSn1WrJDt4tBzAT4PF4ZCfPQT0sQ6RSKRk4xHQ+U/vpdBqBQAB3794V4yPCEgJd8zhIKRKJoFqtotPpyLTB2feW7Yy0CnaDAA5ZclP+1Cq4I4ePguUY9fZXFOVFQYOAM4JDeKy1yOVyiEajqNfraDQaWF5eRjwel7r1o0ePJL1urZVOAGCcit7b25vqjc9ms0in0zJjYHt7W0bp0mY3lUoBGO/4s9ksgPH8AfbND4dDxONxUe+zU4Cpdqb9OZTI6/VK21+j0ZBuhFQqBa/Xi3g8LuOEmWHo9Xrw+XxYXl5GsVgUvwBC4R7v2263xVK4UqmIVoLnx8WYiz71FQCmggC/349CoTC122f5wA2EjkLbAxVFedHQIOCMGAwGsrNlCnwwGKBYLGJjY0NS/jdv3pTRvNVqFR6PB8PhEI1GAwAkjQ6M3fU4Ua/X6yESiYgiv9vtYnt7G81mU3r4l5eXkcvlxAeAGQYGAdyVU4fABZhZBdcRkC591lpUq1W0Wi1x8WMGIh6Po9PpyHAgV2gYiUQki0C4cLfbbbk/3RUZ7IRCoakSCQWNnBxYq9Xk9mHwccedGcDPUIMARVFeJDQIOCP6/b7shNkVwDG7y8vLEhSEw2EsLy8jk8lIFqDX68kEvWKxiFKphGg0io2NDTHSYW2bPv9ra2vo9XrY2dmRTMJgMJDsABdhZgM4C4AjjrlDZn3ebb9jDd4Yg0ajgd3dXbkuLvJerxexWEyyB4PBQHb29Xpd2iAPDg6mBHd8fSr8u92utBvSRpmuipFIRMyWqGloNBpTWYBF0IeAJkNHweyDBgGKorxIaBBwRvT7fUnfs9Wt0+nIosIdPdP+8Xgc4XBYBHetVgt+vx93796F1+vF6uoqEomE+Ay4A3Q4oGdpaUlGD29vb6NcLosrH1+DCvzhcCjn1uv1pI3QFea5lrzBYBDhcBjVahXFYhGpVErG+zJrwGCDTol8LZoKsfa/t7cnWggO+6nVarJIp1IpKRUwgOp2u9I2yB062zCPEwSwnZGOiMf5/AAVBSqK8mKhQcAZ4S60oVAI+/v7iEQi8Pv9aLfbyGaz8Hq9sugbYxCPx2XRbDQaKJVKKJVKWF1dRTweF9c9dgtwF86MAoV4N2/ehDFG/AR4Pqzbc2IgMBbRsSWQo4HZHcDgodPpSJdBsVgEMO5ooHDRTcXzNZj273Q6Ug7w+XzI5XLo9XoolUoAxiWBRqMhWZJ4PD7VDsiMA50FuUMPBoOSFTnuQk2DoeMI/dQjQFGUFxENAs4IZgK4QNVqNWQyGTGsicfj4hLI+n88Hpd5Aq1WCw8fPkQoFMLa2pp0D3g8HrRaLbHWpUUv++wp0rt27RqCwaDU/XkfdhW47YvtdltMf2j44/P5ZNHkCN9UKoXBYDAVkLhT+gCIQRFfw1orAkZg3BGQSCRQr9fRbDbFiGhnZwfxeBxLS0tTi7TP55MuBjr+0YaYZQrXavkwXJfB43x+s4ZDiqIozzsaBJwRNAoCIK557AhgGpwGQlS4+3w+pFIp1Go17O3toV6vY319XYR3AGTx5ULJ52JwwXp3OByWLwCSlaDSf3d3Fzs7O9jd3RWPAC6QzAQw7c5d/dLSEuLxOGKxGIAngcWsKI+ljmq1KhkEF/oiFItFcSzs9Xq4fv363EWXngAU9vF6mCU4ThDAzMdx2/1UFKgoyouIBgFnRLPZlEmC9+/fF10ASwJU93MB50KbyWRQLpdRKpUQCoWQzWZllw5M290yoAiFQiKocx0BXQtizjHY29tDs9nE7u4uSqUS4vE4VlZWsLy8jEqlAgBTQQfFgH6/X9oO3SzBvCAgFoshmUzK1+zCa4wRfQDnDqRSKeRyubnvJa+FXQQMHDjW+DhBAPUZzHYc5/6aBVAU5UVDg4Azot1ui9Kfpj69Xk9a+lqtluzK3X53iuO4eKdSqakggJmA2WPtdltq9ABEuV+pVLC1tYWtrS3UajWMRiNsbGwgl8shEokgn88jkUggEong4OBAJu65pkIUITKVTxththLOBgEejweJREIcAedBfQAX8vX19YW79HA4LAENDYrYJnjcTACDB2Y4DsNaq5kARVFeSDQIOCNcIRvd9mq1GgqFAoBxkBCPx6UG3+12cXBwgEajgaWlJeka4M7eXfAp2rPWwlqLWCyGZrM5dX83Q8AywMbGBlZXV5HP55HNZmXULwAxDmJGgrtgti3SYTCRSIhnAHUK83bMmUxGtAyLiEQiq2Q/4wAAIABJREFU4gWQyWQW3i8cDsMYI5kAzhtgJoVzEQ6DpRJ2UxyG69aoKIryIqH5zzOCYjvuWrm7ZzmAtyuVigj+2POeSqWkY4CLNBdar9eLQqGAcrksDn8MAhKJxNTClc/n5Xk6nc5UgJBIJFCtVkWU6NoIc8F0xwwD4x1+Op0WDwS69s1b6N0Ww8PIZrN4//vfL62N86A4sF6vi+mPz+eTjggAYnm8iH6/j1AoJOLCw9DOAEVRXlQ0E3BGdDodGdhDF71UKoVSqSQLJ1PaHL0bCoWQTqfR6XRE1c8dvrvQMqjg9L14PC5pcjelztQ+d8nuc1CYSBV/p9MR1T/b9xisUHsAAMlkUvr2WZo4yq3vMNgaeVjAwCCA9sJM1QcCgamBRYdBDQaAY2UCAA0CFEV58dAg4IxotVqinueQm83NTRHoBQIBsd7tdruIxWJYXl5Gv99Hq9WSssH+/j6A6YV2MBhMLVThcFgMeubBRc9daGkUFAgEUKvVZBwvSxGtVkv6/cPh8FS6nel3LpKnCQKOA4MAdgiMRiNZ0BlQHRYE8L2hvfBxMgHHzWQoiqI8T+hfvTOC5QDWsgGgUCggEomgWCxKfz530xQCVioV9Ho9bGxsIBQKTYn1yGAwEPc77ohZt5/HvEwAVfKcbsj5BOl0Gn6/H+VyGT6fT+x63UWWegV2Bpz3lD0OReJMBZoPEfoSLMJN7x83CNAsgKIoLyIaBJwRFNixrh8IBKbMe2h6w1Q7F9ZisQiPxyMBQ7PZnKrLA5gSwnE63mG7VmYCZoMAuggyG8ABQplMBv1+X16bhkR8nlarNTUz4FkQi8UkCAgEAlP1f4oDF2VCGCDQBOmocoAGAYqivKhoEHBGsGWPtrZMW49GI6TTaQQCATQaDckGsKVwf38f8XgcqVRKduDUBRDXNCcQCEhGYNGOfFE5gOeXSqWk3g48MRqqVCpi0cvXBcZBAK/nWQUBkUhEAhEOFSKBQEA8GebBCYmcb3BYJoCvoUGAoigvIqcKAowxv2yM+Y4x5mvGmC8YY1LOz37OGHPbGPOmMeb7neMfnxy7bYz5rHN80xjzF5Pjv2eMCUyOByff3578/MZpzvm8oOreWiujfblQRSIRpNNp9Ho9VCoV6XVvNBpoNBpIp9OIRqMyPKfRaEwtcCwvAOOWQe7WF+1wF5UDAMi8Aarv+dy0OG40GhIE9Ho9Me2hl8CzMtRhex+nFbrMllRmcXf2NDpalDWY7cZQFEV5kThtJuBLAN5rrX0/gFsAfg4AjDGvAfhRAO8B8HEA/4sxxmuM8QL4nwF8AsBrAP7+5L4A8EsA/oW19iUAZQA/MTn+EwDKk+P/YnK/SwdV9Wzho+kOnetyuRyi0Sj29/el539nZwej0QjZbHZK+W6tlZo9uwJoFsR6eCQSEZObWWgZ7OIGAT6fD9lsFpFIBPv7+7JzjkajkqFwWx05VZA762cBLZVTqdRTBkRssZynC2DgNeu3sCgboO2BiqK8yJwqCLDW/qm1ln9dXwewPrn9SQC/a63tWmvvArgN4MOTr9vW2rettT0Avwvgk2ac1/4eAH8wefznAPyw81yfm9z+AwAfNeetTHsHsMYPjF3//H6/ePRzV7u2toZ+v49isYiDgwPcunULg8FArHbZq8/SAV3zuOPn8/T7femzn7cQchF3cYMAagHW19fh8Xiwu7srkwkjkQj29vbg9/ulDOGORH6WQUAwGEQgEJg7OniRONDVA/B5gMVtghoEKIryInOWmoAfB/DHk9trAB46P3s0ObboeBZAxQkoeHzquSY/r07u/xTGmM8YY94wxrzBVrtnRafTEdFfLBaD3+9HvV6fSk3H43HE43F8+9vfnqrzV6tVtNttWbBCoRBGoxEajYY4ERpj4Pf7Ya2dapmbtxC6FsPEXQwjkQhWVlYQCoVQKBQkK9Hr9ZDP56XFkZP8+v2+LMTPMghIJBLIZDJzX3NREDC7qPO6D8sE+Hy+c+94UBRFuYwcGQQYY/7MGPONOV+fdO7z8wAGAH7nPE/2KKy1v2Gt/ZC19kMcWPOs4IJkjEE4HEY0GkW1Wp2yox0MBmK8E41GkclkcOPGDZnyVy6X5Tl8Ph/q9To6nQ6stVIf5442FArB5/PNFcfNywSwVOFaAgPjxbJQKKDVaqFYLMqgn0ajIa6HLAcAz652zkwAe/1nWSQOpM3wbOZiURCgMwMURXmROfIvurX2Y4f93BjzYwB+EMBH7RP11RaADedu65NjWHC8CCBljPFNdvvu/flcj4wxPgDJyf0vDdw1E9eJjy15/X4fOzs7CIfDeOmll2CMkYE+q6urqNVquH//Pmq1GsrlMvL5PBqNBgaDgSzgbrsbNQTHzQQAmAoiXILBIJLJJPb29mTQ0XA4lMmINN7hczwL6Ecw65lAmO7vdrtTi7g7XhmA6BgOKwccZmGsKIryPHPa7oCPA/hZAD9krW05P/oigB+dKPs3AbwM4N8D+A8AXp50AgQwFg9+cRI8/DmAH5k8/tMA/tB5rk9Pbv8IgH/rBBuXAjrb0XUuGo0iGo2i0+lIj//29jYAYGNjA9lsVvr9KSJMJpNYW1tDPB5HpVKR4UKNRkNMiPx+/1R7IOv2s2/HPGEgsDgIAMY7bw716XQ6CIfDqNVqqFarMjiIz/GsmDex0P2ZMeapIGg2CACwsE1wOBxOOSEqiqK8aJw2t/urAIIAvjSpqb5urf0H1tpvGmN+H8C3MC4T/LS1dggAxpifAfAnALwAfsta+83Jc/1jAL9rjPkFAH8F4Dcnx38TwG8bY24DKGEcOFwquNgz9R8MBhGLxdDpdNBoNLC/vw+Px4Pl5WVxv2Od3V2AjDFYW1uTaX/lchnNZhNLS0vwer3weDxT6Wsudq4afp5HAGEpYh7dbhfZbBYejwcHBwdIp9Ow1uLg4ECCgGddN2cHxDwooHSDgEWLus/nmxsEqChQUZQXnVMFAZO2vUU/+2cA/tmc438E4I/mHH8b4+6B2eMdAH/3NOd53nQ6HUnbc4Y9B+Ds7u5iZWUFhUJBdrWRSATVahXA9AI0HA7Ftz+VGlsu1Ot19Ho9JJNJEQVywedj3SBgnkcAWZQJYG2dEw0fPXqEer0Ov9+PXq8n44OfdRDA92ARgUBgylhptjOAeL3eqe4NooODFEV50VHHwDOAw4Mo6OM0Pi70y8vLU4uyK3ZzFywGAYFAAPV6HfF4HC+99JJ0FfR6PfEKAOanxOdZBhO6BrrDgYAnA3fYopjL5aZ68Z+1HuC40D2Ri/miIGCRYVC/35fPTFEU5UVEg4AzwM0EeDweUdpHIhEkk8mnFl1gnA2YteFlrz6DgH6/j5WVFRnnS+MhLnLUBcwLAhaVA9z7kNnFMxAIIJVKSYteLpeTzobLxOxYYb4/s9e+qE2Q7YGKoigvKhoEnAFU0RNa7y4vL4tz4CyZTAarq6tTx4bDIQKBAKLRqHQGpFIp5PN5hEIhGRzkLlwUB5LDygGLjHO63a7YAvN+g8EAq6urCIfDiMViCzsOLhK3QwCYLwoEFrcJ6uAgRVFedDQIOAM6nY6UA4bDIRKJBFKpFKLR6MIgYNaCl+lqr9eLSCQifv3A9DCd2UUrEAiIrTDwzjMB7uLJ9HkwGEQ+n5cWusu2a3bFgbN2wS6Lgh/1CFAU5UVHg4AzgEEAMF5wYrEYBoOBGPosUuS7uLV8CvDcRWs4HEqmwMUVBwLjYMLj8cwV8R03COBzstvhItoDjwuDAA5smreoz8sEHHZ/RVGUFwUNAs4ANwjgotnr9aQFsNVqLWx1I1ygKN7z+/1TO3w64c0GAbN18UUeAQAkOHCDAFcUSLjo9/t9rK2tiUXxZQ0ChsOhTEOclwmYZxjEoOmyZTcURVGeJRoEnJLRaIRutwtrrSjNKeKjyK/f78+193XhAsVUPHvkubh3u11pP3Ship/PP88y2GXWOIdZCnYAAE8yAbyfe26XDS76HOW8aGc/e93qEaAoiqJBwKkZDodPZQIAyELOIOCokoBbDmi328hkMuj3+zLEh+K9eTtdt0PgKAHf7I6YGQZ3gefO2Q0sFtn3XjRuJoQtk/NwLZcBiMPjZcxuKIqiPCsu31/1KwYXaKb7/X6/LDbMBHAk8FHPwx09zYJGo5EEGP1+H8FgcKGP/nHKAcD8IID+AC4sRwC4lO2BxO2WmBcgkVnXQO0MUBRF0SDg1AwGg6kJglTrA+OF1O/3w+PxHBkEcKGls10qlYLP55NpfhQazoMzBWibe1Q5YF4QMIs7ofCowOKiYSnjsCDA6/ViNBpJxkY7AxRFUTQIODUUpXHiXTAYlF09jX2MMbLDP+x5WArw+/1SSmg2m+j1euj3+wuDAC5+7tjhRbjueTwnVw9AmNGw1mI4HF5KPQCZtVGeh9smaK3FYDC41NekKIryLNAg4JS4Y4TdTAAXJE7CY9ngsOfhgJ9QKASv14twOIxer4darQZgXF6YB1+LWYSjygGz531Yb32/37/0mYBIJIJgMLgwSAKm2wRVFKgoijJGg4BTwsWU3QHBYHDKtMbv90tgcFQQwHQ+FzPOC2AQsGiRo/0wg4CjygHuedN6eBYGAb1e71K6Bbr4/X6srKwcet1uJkCDAEVRlDEaBJwSLirWWlhrpRzgZgK4OLke/7PP4bYDcsfPNsFmsymT/Bbh2gefJBOwSFHP82fgcpmDgOPgZgKo2dBygKIoLzoaBJyS2UwAF3zXh5/HF2UCKNQbDAYIBALyHMFgEIFAAN1uF8Fg8NBRvm5K/ziZAGYm5ukB+Bwej0eyC1d9wXQNgxYNGlIURXnR0L+Cp4TiOqry3QwAYTaAKv9ZXLGam/IPBAKyuB9W7+Z9yXEyAUzzH6aoP2524arANkFtD1QURRmjQcAp4MLNHT7r6/Mm/XEXPy8bwGyCx+OZEv8ZY2R4zyJRoPsaABbODXBhFwJwdG+9+5irDl0DNQhQFEUZo0HAKaCQz93d0xvA5ThBQKfTgc/neyo9n0wmEQqFEIvFDj0XLubHSXG7XgFHZQIAXFq3wJPCTMBoNNIgQFEUBRoEnAouKAwGKN6bN+73MF0ADYfmOQKGQiHkcrmFtXvizi04Ctdh77CsAe931fUAhMOZAO0MUBRFAYDn46/7BcG2PnYHGGNkfLCLu6N2RYSEuoJ5Kf9wOCymQ0eRTCaPLAUAT1L7Rz0nz/t5KAUA08HM8xLYKIqinAb9S3gKGAC4QcC83TwXHGOMtAK6O/tmswmPxzNX/Of1erGxsXGs84nH48e633GDAJ738xIE8DpmByYpiqK8qGg54BS4Bj8AZCGfDQJcwSDwtC6g1WrN1QOcF8cNAmhC9Lykzt3yxnEyJoqiKM87uh06BQwA2EbHcsAi8x32p8+aBrVaLaRSqWe2MEUiEZlKeBRra2vPzYLJ4Od5CWoURVFOi2YCTgGDACrtWbufp6TnaF6a/xAOB2Ir4LPA6/Uik8kca3E/TsvhVcEYg3A4fGS7paIoyouCZgJOwWyLIFP6i4IATvhrt9tiLtRsNgHgmQYBLzKFQuGiT0FRFOXSoJmAU0AHQI7mpWPgoiAAwFO6gGazKTtURVEURXmWaBDwDrHWTrUIAhCfgMOCgFnToGaziWAwqGp1RVEU5ZmjQcA7hB0B1lq5TTX9vBo6rYSHw6HoAtwhPs9LG56iKIpyddAg4B1CHYDbGcAswCKLXXYIMAjodDoYDoeIRCLPjfhOURRFuTpoEPAOYUdAv98XgaDf7z90R88gIBgMYjQaoV6vAzh6OJCiKIqinAcaBLxDGAR0Oh3xo6cmYBF+vx+j0UgChW63e2y/f0VRFEU5azQIeIfMZgKstQgEAkdmAoBx6YDpfw0CFEVRlIviVEGAMeaXjTHfMcZ8zRjzBWNManI8a4z5c2NMwxjzqzOP+aAx5uvGmNvGmF8xk9XQGJMxxnzJGPPW5N/05LiZ3O/25HU+cJpzPiuGwyGMMaIJoPDvsJG7DAJctz6/36+dAYqiKMqFcNpMwJcAvNda+34AtwD83OR4B8B/D+AfzXnMrwH4SQAvT74+Pjn+WQBftta+DODLk+8B4BPOfT8zefyFwyCA5QBjzEK3QOL1euHxeMQhkAGAZgIURVGUi+BUQYC19k+ttYPJt68DWJ8cb1pr/x+MgwHBGLMCIGGtfd2OC+mfB/DDkx9/EsDnJrc/N3P883bM6wBSk+e5UBgEdLtdWGthrV1oFORCcWA8HsfS0hKA52dKn6IoinK1OEtNwI8D+OMj7rMG4JHz/aPJMQAoWGu3J7d3ABScxzxc8JgpjDGfMca8YYx5Y39//yTnfmLccgBvz5sgOAuDAOBJm6EGAYqiKMpFcGQQYIz5M2PMN+Z8fdK5z88DGAD4nbM4qUmWwL6Dx/2GtfZD1toPcZd9XrhBwGg0OlY5ABiP750dPKSaAEVRFOUiOHL1sdZ+7LCfG2N+DMAPAvioZa/cYrYwKRlMWJ8cA4BdY8yKtXZ7ku7fcx6zseAxFwK7Aay16PV60iIYDAaPNP1xxYEMAo4KHBRFURTlPDhtd8DHAfwsgB+y1raOuv8k3V8zxnxk0hXwKQB/OPnxFwF8enL70zPHPzXpEvgIgKpTNrgQuHgzCOD3x8kEMAjg4xbZDCuKoijKeXPaPPSvAggC+NJkIXvdWvsPAMAYcw9AAkDAGPPDAL7PWvstAD8F4H8FEMZYQ0AdwS8C+H1jzE8AuA/g702O/xGAHwBwG0ALwH91ynM+NW4QwEFAXq/3WEGAz+eTMsJgMFA9gKIoinJhnCoIsNa+dMjPbiw4/gaA9845XgTw0TnHLYCffudnefYwCAAgY4SNMcfqDgCeiAOZCVAURVGUi0CL0e+A2XKAtRYejwfBYPDEQYCKAhVFUZSLQoOAd8BwOITH48FoNJJMADBe3I9T3/f7/RgMBpoJUBRFUS4UDQLeAVy83bkBPp/vWJoA4Ik4EFCPAEVRFOXi0CDgHcAgoNfrYTAYiCbgqNkBJBAIyG0NAhRFUZSLQoOAdwCDAJYCRqMRPB7PsYWBrg5ANQGKoijKRaFBwDvAzQRQGOj1eo9lFgRAOgkAzQQoiqIoF4cGASeEYkCv14vBYCCWwfQJOC4aBCiKoigXjeaiTwjbA5kJoDCQLYLHJRKJqFOgoiiKcqFoEHBCGAS4EwQZBIRCoWM/TywWQywWO6/TVBRFUZQj0XLACXGDgG63K+OAKQxUFEVRlKuCBgEnxJ381+12p8YBn0QToCiKoigXjQYBJ2Q4HEotfzgcYjQaAcCJhYGKoiiKctFoEHBC2B5orUWn05nqDtBygKIoinKV0CDghDAIGA6HGAwGGAwG4haoQYCiKIpyldAg4IQwCOAAILoGaiZAURRFuWpoEHBCBoOBBAH9fl+Mg3w+n1oAK4qiKFcKDQJOAOcEuEEA0SBAURRFuWpoEHACXLfA4XAoZkHUBKgFsKIoinKV0CDgBLhBwGAwENtgDgTSIEBRFEW5SmgQcAJmMwH83lp77DHCiqIoinJZ0FXrBLjugIPBAN1uV37m8/k0CFAURVGuFLpqnQDXMng4HKLX68FaCwAIhUI6FVBRFEW5UmgQcALoEWCMEbMgfh8IBDQToCiKolwpdNU6AQwCADwlDAwEApoJUBRFUa4UGgScADcI6Pf7YhkMjMsBiqIoinKV0CDgBDD9PxqNpDvAWguPx4NgMHjRp6coiqIoJ0KDgBNAt0AGAYPBAMC4RVAzAYqiKMpVQ4OAY8Jd/7wgwOPxIBAIXPAZKoqiKMrJ0CDgmLhGQaPRCP1+X9oDjTFaDlAURVGuHBoEHBM3CLDWSmcANQE6RlhRFEW5amgQcExct0A3E8BuAS0HKIqiKFeNUwUBxphfNsZ8xxjzNWPMF4wxqcnx7zXG/EdjzNcn/36P85gPTo7fNsb8ipn02BljMsaYLxlj3pr8m54cN5P73Z68zgdOc87vlHlzA9giqJoARVEU5Spy2kzAlwC811r7fgC3APzc5PgBgP/MWvs+AJ8G8NvOY34NwE8CeHny9fHJ8c8C+LK19mUAX558DwCfcO77mcnjnznD4RAejwfGGAwGA8kEWGtVE6AoiqJcSU4VBFhr/9RaO5h8+zqA9cnxv7LWPp4c/yaAsDEmaIxZAZCw1r5ux6q6zwP44cn9Pgngc5Pbn5s5/nk75nUAqcnzPFNm3QKHwyFGo5FmAhRFUZQry1lqAn4cwB/POf6fA/hLa20XwBqAR87PHk2OAUDBWrs9ub0DoDC5vQbg4YLHPDNmgwB+MRDQIEBRFEW5aviOuoMx5s8ALM/50c9ba/9wcp+fBzAA8Dszj30PgF8C8H0nOSlrrTXG2JM8ZvJ6n8G4ZAAADWPMmyd9jkPIYVzmmMuHP/zhM3ypZ8Kh13MF0eu53Dxv1wM8f9ek13O5Oc71XD/pkx4ZBFhrP3bYz40xPwbgBwF81LJxfnx8HcAXAHzKWntncngLk5LBhPXJMQDYNcasWGu3J+n+PecxGwseM3uuvwHgN466pneCMeYNa+2HzuO5LwK9nsuNXs/l53m7Jr2ey815Xc9puwM+DuBnAfyQtbblHE8B+DcAPmut/X95fJLurxljPjLpCvgUgD+c/PiLGIsIMfnXPf6pSZfARwBUnbKBoiiKoijvkNNqAn4VQBzAl4wxXzHG/Prk+M8AeAnAP5kc/4oxJj/52U8B+FcAbgO4gyc6gl8E8L3GmLcAfGzyPQD8EYC3J/f/l5PHK4qiKIpySo4sBxyGtfalBcd/AcAvLPjZGwDeO+d4EcBH5xy3AH76NOd5RpxLmeEC0eu53Oj1XH6et2vS67ncnE+p2ynjK4qiKIryAqG2wYqiKIrygqJBwDEwxnzcGPPmxLr4s0c/4mIwxmwYY/7cGPMtY8w3jTH/zeT4PzXGbDn6jB9wHvNzk+t60xjz/c7xS3HNxph7E5vprxhj3pgcO7HFtDHm05P7v2WM+fSi1zvna3nV+Qy+YoypGWP+4VX6fIwxv2WM2TPGfMM5dmafh1lgK/6Mr2eRHfoNY0zb+Zx+3XnMiezQn/H1nNnvlzFm0xjzF5Pjv2eMOVeDlAXX83vOtdwzxnxlcvwqfD6L/kZf3P8hWt/q1/wvAF6MBYw3AQQAfBXAaxd9XgvOdQXABya34xhbOb8G4J8C+Edz7v/a5HqCADYn1+m9TNcM4B6A3Myx/wHjzhNgbC/9S5PbP4Cx0NQA+AiAv5gcz2AsLs0ASE9upy/B79UOxn29V+bzAfC3AHwAwDfO4/MA8O8n9zWTx37iAq7n+wD4Jrd/ybmeG+79Zp5n7nkvem+e8fWc2e8XgN8H8KOT278O4L9+1tcz8/N/DuCfXKHPZ9Hf6Av7P6SZgKP5MIDb1tq3rbU9AL+LsZXxpcNau22t/cvJ7TqAb+Nwd8VPAvhda23XWnsX4w6MD+PyX/NJLaa/H8CXrLUla20Z45kXH5990mfMRwHcsdbeP+Q+l+7zsdb+OwClOed56s/DHG4r/syuxy6wQ1/EEee96L05FxZ8Pos40e/XZEf5PQD+YPL4C72eyfn8PQD/+2HPcck+n0V/oy/s/5AGAUdzKWyLT4ox5gaAvw7gLyaHfmaSTvotJ+W16Nou0zVbAH9qxtMo6QZ5Uovpy3Q95Ecx/cfrqn4+wNl9HofZil8Us3bom8aYvzLG/N/GmL85OfZO7NCfNWfx+5UFUHECpIv+fP4mgF1r7VvOsSvz+cz8jb6w/0MaBDyHGGNiAP5PAP/QWlvDePLiuwD8NQDbGKfQrgp/w1r7AYynSf60MeZvuT+cRLtXqsVlUkf9IQD/x+TQVf58priKn8cizNN26NsArllr/zqA/w7A/2aMSRz3+S7wvXlufr9m+PuYDqSvzOcz52/0hZwHoEHAcTi2bfFlwBjjx/iX63estf8XAFhrd621Q2vtCGPDJQ46WHRtl+aarbVbk3/3MLah/jAmFtOApPqOspi+NNcz4RMYD9XaBa725zPhrD6Pw2zFnynmiR36fzH5o4xJ2rw4uf0fMa6bv4Jj2KFPntN9b54ZZ/j7VcQ4He2bOf7MmZzD3wHwezx2VT6feX+jDzmPc/8/pEHA0fwHAC9PVLEBjNO4X7zgc5rLpEb2mwC+ba39H53j7ujlvw2AStsvAvhRMx7zvAngZYxFJZfimo0xUWNMnLcxFmx9Aye3mP4TAN9njElPUqHfNzl2UUztYK7q5+NwJp+HPdxW/JlhFtuhLxljvJPbNzH+PN4+4rwXvTfPjLP6/ZoEQ38O4Ecmj7+Q65nwMQDfsdZK6vsqfD6L/kYfch7n/3/oMNWgfomi8wcwVnHewXh64oWf04Lz/BsYp5G+BuArk68fAPDbAL4+Of5FACv/f3v38yplFcdx/P1BwSTjguneTREU9AOFLlncRbgqiFoIteq20CADNyH6DwiuXATiyo20qChcVRRoZsgVLlfLH5HtQosgiUwIkePinKGn272JON6rnPcLhpl5nvP8OPPMM/Od85w538Eye1q9fmDQi/ReqDO1d/Lpdjs72g/qtcmvgB+BL4G1bXqA99s+fwdsHKxrmtrx6SLw5jIeowepv6gmBtPum+NDDV4uA9ep1xvfGufxADZSv6R+og5LnmWoz0Xq9dbROXSglX2tvQ/ngFng5Vvt92KvzRLXZ2zvr3ZOzrTX6ENg1VLXp00/BGyfV/Z+OD6LfUYv2znkiIGSJHXKywGSJHXKIECSpE4ZBEiS1CmDAEmSOmUQIElSpwwCpM4l+bbdb0jy+pjXvXuhbUm6N/gXQUkAJJmiZpt76TaWWVn+GUt+oflXSylrxrF/ksbPlgCpc0mutod7gedTc7HvTLIiyb4kp1rymW2t/FSS40mOAOfatE9TkzydTUv0lGQvsLqt7/BwW20EtH1Jvk/Nfb51sO6jST5KciHJ4TbymaS7YOWti0jqxC7h+ZiUAAABXklEQVQGLQHty/yPUsqmJKuAE0m+aGWfAZ4oNQUtwHQp5fckq4FTST4upexK8k4p5akFtvUqNaHNk8C6tszXbd7TwOPAJeAE8BzwzfirK8mWAEmL2UIdt3yOmu70Yep47AAzgwAA4N0kp4GT1MQmj/D/NgMflJrY5lfgGLBpsO6fS014MwdsGEttJP2HLQGSFhNgRynlX8mWWt+Bv+Y9fxGYLKVcS3IUeOAOtvv34PEN/JyS7hpbAiSN/Ak8NHj+OfB2S31KkkdbNsf5JoArLQB4DHh2MO/6aPl5jgNbW7+D9cAL1MQ0kpaQEbakkTPAjdasfwjYT22Kn22d834DXllguc+A7UnOU7PRnRzMOwicSTJbSnljMP0TYJKaIbIA75VSfmlBhKQl4l8EJUnqlJcDJEnqlEGAJEmdMgiQJKlTBgGSJHXKIECSpE4ZBEiS1CmDAEmSOmUQIElSp24CDEvD91WbftEAAAAASUVORK5CYII=\n",
552 "text/plain": [
553 "<Figure size 576x432 with 1 Axes>"
554 ]
555 },
556 "metadata": {
557 "needs_background": "light"
558 },
559 "output_type": "display_data"
560 },
561 {
562 "data": {
563 "image/png": 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\n",
564 "text/plain": [
565 "<Figure size 576x432 with 1 Axes>"
566 ]
567 },
568 "metadata": {
569 "needs_background": "light"
570 },
571 "output_type": "display_data"
572 }
573 ],
574 "source": [
575 "for f in glob.glob(\"*trigram*.csv\"):\n",
576 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
577 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
578 " fig, ax = plt.subplots()\n",
579 " for w in workers:\n",
580 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-22000, -14000), figsize=(8,6))\n",
581 " fig.savefig(f + '.png')"
582 ]
583 },
584 {
585 "cell_type": "code",
586 "execution_count": null,
587 "metadata": {},
588 "outputs": [],
589 "source": []
590 }
591 ],
592 "metadata": {
593 "kernelspec": {
594 "display_name": "Python 3",
595 "language": "python",
596 "name": "python3"
597 },
598 "language_info": {
599 "codemirror_mode": {
600 "name": "ipython",
601 "version": 3
602 },
603 "file_extension": ".py",
604 "mimetype": "text/x-python",
605 "name": "python",
606 "nbconvert_exporter": "python",
607 "pygments_lexer": "ipython3",
608 "version": "3.6.7"
609 }
610 },
611 "nbformat": 4,
612 "nbformat_minor": 2
613 }