Summary of my astronomy observations with statistics and sky maps
statistics
astronomy
astrophotography
1{
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 1,
6 "id": "7e251f72",
7 "metadata": {},
8 "outputs": [],
9 "source": [
10 "from tqdm import tqdm\n",
11 "import numpy as np\n",
12 "import pandas as pd\n",
13 "import matplotlib.pyplot as plt\n",
14 "from matplotlib.patches import Polygon\n",
15 "from astropy.io import fits\n",
16 "from astropy.wcs import WCS\n",
17 "from astropy.coordinates import SkyCoord\n",
18 "from astropy import units as u"
19 ]
20 },
21 {
22 "cell_type": "code",
23 "execution_count": 5,
24 "id": "4e580faa",
25 "metadata": {},
26 "outputs": [],
27 "source": [
28 "# Load database\n",
29 "# df = pd.read_csv(\"data/astro_footprint_database.csv\")\n",
30 "df = pd.read_csv(\"data/database.csv\")"
31 ]
32 },
33 {
34 "cell_type": "markdown",
35 "id": "973c1895",
36 "metadata": {},
37 "source": [
38 "## Basic statistics"
39 ]
40 },
41 {
42 "cell_type": "code",
43 "execution_count": 6,
44 "id": "a61301a6",
45 "metadata": {},
46 "outputs": [
47 {
48 "name": "stdout",
49 "output_type": "stream",
50 "text": [
51 "Total number of observations: 5575\n",
52 "Total exposure time: 307825s = 85h 30m 25s\n"
53 ]
54 }
55 ],
56 "source": [
57 "print(f\"Total number of observations: {df.count()['EXPTIME']}\")\n",
58 "total_time = df['EXPTIME'].sum()\n",
59 "hours = total_time // 3600\n",
60 "minutes = (total_time % 3600) // 60\n",
61 "seconds = total_time % 60\n",
62 "print(f\"Total exposure time: {total_time:.0f}s = {hours:.0f}h {minutes:.0f}m {seconds:.0f}s\")"
63 ]
64 },
65 {
66 "cell_type": "code",
67 "execution_count": 7,
68 "id": "d8639118",
69 "metadata": {},
70 "outputs": [
71 {
72 "data": {
73 "text/html": [
74 "<div>\n",
75 "<style scoped>\n",
76 " .dataframe tbody tr th:only-of-type {\n",
77 " vertical-align: middle;\n",
78 " }\n",
79 "\n",
80 " .dataframe tbody tr th {\n",
81 " vertical-align: top;\n",
82 " }\n",
83 "\n",
84 " .dataframe thead tr th {\n",
85 " text-align: left;\n",
86 " }\n",
87 "\n",
88 " .dataframe thead tr:last-of-type th {\n",
89 " text-align: right;\n",
90 " }\n",
91 "</style>\n",
92 "<table border=\"1\" class=\"dataframe\">\n",
93 " <thead>\n",
94 " <tr>\n",
95 " <th></th>\n",
96 " <th colspan=\"2\" halign=\"left\">EXPTIME</th>\n",
97 " <th colspan=\"2\" halign=\"left\">RA</th>\n",
98 " <th colspan=\"2\" halign=\"left\">DEC</th>\n",
99 " <th>First</th>\n",
100 " <th>Last</th>\n",
101 " </tr>\n",
102 " <tr>\n",
103 " <th></th>\n",
104 " <th>sum</th>\n",
105 " <th>count</th>\n",
106 " <th>mean</th>\n",
107 " <th>std</th>\n",
108 " <th>mean</th>\n",
109 " <th>std</th>\n",
110 " <th></th>\n",
111 " <th></th>\n",
112 " </tr>\n",
113 " <tr>\n",
114 " <th>TARGET</th>\n",
115 " <th></th>\n",
116 " <th></th>\n",
117 " <th></th>\n",
118 " <th></th>\n",
119 " <th></th>\n",
120 " <th></th>\n",
121 " <th></th>\n",
122 " <th></th>\n",
123 " </tr>\n",
124 " </thead>\n",
125 " <tbody>\n",
126 " <tr>\n",
127 " <th>29/Amphitrite</th>\n",
128 " <td>4710.0</td>\n",
129 " <td>157</td>\n",
130 " <td>141.001428</td>\n",
131 " <td>0.002492</td>\n",
132 " <td>19.160669</td>\n",
133 " <td>0.004910</td>\n",
134 " <td>2025-03-18</td>\n",
135 " <td>2025-03-18</td>\n",
136 " </tr>\n",
137 " <tr>\n",
138 " <th>3I-ATLAS</th>\n",
139 " <td>2580.0</td>\n",
140 " <td>16</td>\n",
141 " <td>257.741852</td>\n",
142 " <td>0.000445</td>\n",
143 " <td>-17.974584</td>\n",
144 " <td>0.000583</td>\n",
145 " <td>2025-07-24</td>\n",
146 " <td>2025-07-24</td>\n",
147 " </tr>\n",
148 " <tr>\n",
149 " <th>Coma Cluster</th>\n",
150 " <td>15600.0</td>\n",
151 " <td>201</td>\n",
152 " <td>194.992092</td>\n",
153 " <td>0.003111</td>\n",
154 " <td>27.992676</td>\n",
155 " <td>0.003159</td>\n",
156 " <td>2025-04-30</td>\n",
157 " <td>2025-05-01</td>\n",
158 " </tr>\n",
159 " <tr>\n",
160 " <th>HAT-P-18 b</th>\n",
161 " <td>12960.0</td>\n",
162 " <td>72</td>\n",
163 " <td>256.349532</td>\n",
164 " <td>0.002627</td>\n",
165 " <td>33.010830</td>\n",
166 " <td>0.001807</td>\n",
167 " <td>2025-05-16</td>\n",
168 " <td>2025-05-16</td>\n",
169 " </tr>\n",
170 " <tr>\n",
171 " <th>HAT-P-20b</th>\n",
172 " <td>7080.0</td>\n",
173 " <td>59</td>\n",
174 " <td>111.916106</td>\n",
175 " <td>0.003925</td>\n",
176 " <td>24.337611</td>\n",
177 " <td>0.003294</td>\n",
178 " <td>2025-03-07</td>\n",
179 " <td>2025-03-08</td>\n",
180 " </tr>\n",
181 " <tr>\n",
182 " <th>Horsehead Nebula</th>\n",
183 " <td>17780.0</td>\n",
184 " <td>711</td>\n",
185 " <td>85.270806</td>\n",
186 " <td>0.027677</td>\n",
187 " <td>-2.471756</td>\n",
188 " <td>0.010017</td>\n",
189 " <td>2025-01-11</td>\n",
190 " <td>2025-01-12</td>\n",
191 " </tr>\n",
192 " <tr>\n",
193 " <th>M 1</th>\n",
194 " <td>7200.0</td>\n",
195 " <td>260</td>\n",
196 " <td>83.632718</td>\n",
197 " <td>0.005628</td>\n",
198 " <td>22.013808</td>\n",
199 " <td>0.003753</td>\n",
200 " <td>2025-03-02</td>\n",
201 " <td>2025-03-02</td>\n",
202 " </tr>\n",
203 " <tr>\n",
204 " <th>M 100</th>\n",
205 " <td>6000.0</td>\n",
206 " <td>70</td>\n",
207 " <td>185.564808</td>\n",
208 " <td>0.001740</td>\n",
209 " <td>15.719816</td>\n",
210 " <td>0.001490</td>\n",
211 " <td>2025-05-14</td>\n",
212 " <td>2025-05-14</td>\n",
213 " </tr>\n",
214 " <tr>\n",
215 " <th>M 104</th>\n",
216 " <td>10500.0</td>\n",
217 " <td>246</td>\n",
218 " <td>189.998774</td>\n",
219 " <td>0.002196</td>\n",
220 " <td>-11.623271</td>\n",
221 " <td>0.003964</td>\n",
222 " <td>2025-05-01</td>\n",
223 " <td>2025-05-01</td>\n",
224 " </tr>\n",
225 " <tr>\n",
226 " <th>M 11</th>\n",
227 " <td>1800.0</td>\n",
228 " <td>30</td>\n",
229 " <td>282.779163</td>\n",
230 " <td>0.000439</td>\n",
231 " <td>-6.270417</td>\n",
232 " <td>0.000413</td>\n",
233 " <td>2025-08-24</td>\n",
234 " <td>2025-08-24</td>\n",
235 " </tr>\n",
236 " <tr>\n",
237 " <th>M 12</th>\n",
238 " <td>4710.0</td>\n",
239 " <td>107</td>\n",
240 " <td>251.816589</td>\n",
241 " <td>0.001971</td>\n",
242 " <td>-1.927651</td>\n",
243 " <td>0.004769</td>\n",
244 " <td>2025-08-11</td>\n",
245 " <td>2025-08-11</td>\n",
246 " </tr>\n",
247 " <tr>\n",
248 " <th>M 27</th>\n",
249 " <td>17070.0</td>\n",
250 " <td>433</td>\n",
251 " <td>299.900746</td>\n",
252 " <td>0.004368</td>\n",
253 " <td>22.720208</td>\n",
254 " <td>0.003076</td>\n",
255 " <td>2025-07-09</td>\n",
256 " <td>2025-07-10</td>\n",
257 " </tr>\n",
258 " <tr>\n",
259 " <th>M 3</th>\n",
260 " <td>13485.0</td>\n",
261 " <td>459</td>\n",
262 " <td>205.548879</td>\n",
263 " <td>0.016714</td>\n",
264 " <td>28.375097</td>\n",
265 " <td>0.019616</td>\n",
266 " <td>2024-03-06</td>\n",
267 " <td>2025-04-11</td>\n",
268 " </tr>\n",
269 " <tr>\n",
270 " <th>M 51</th>\n",
271 " <td>22530.0</td>\n",
272 " <td>276</td>\n",
273 " <td>202.474466</td>\n",
274 " <td>0.004260</td>\n",
275 " <td>47.196874</td>\n",
276 " <td>0.004914</td>\n",
277 " <td>2025-04-04</td>\n",
278 " <td>2025-08-22</td>\n",
279 " </tr>\n",
280 " <tr>\n",
281 " <th>M 63</th>\n",
282 " <td>16980.0</td>\n",
283 " <td>181</td>\n",
284 " <td>198.953536</td>\n",
285 " <td>0.006125</td>\n",
286 " <td>42.027436</td>\n",
287 " <td>0.002494</td>\n",
288 " <td>2025-05-14</td>\n",
289 " <td>2025-05-15</td>\n",
290 " </tr>\n",
291 " <tr>\n",
292 " <th>M 8</th>\n",
293 " <td>510.0</td>\n",
294 " <td>17</td>\n",
295 " <td>270.997793</td>\n",
296 " <td>0.000374</td>\n",
297 " <td>-24.363486</td>\n",
298 " <td>0.000209</td>\n",
299 " <td>2025-08-24</td>\n",
300 " <td>2025-08-24</td>\n",
301 " </tr>\n",
302 " <tr>\n",
303 " <th>M 81</th>\n",
304 " <td>7740.0</td>\n",
305 " <td>69</td>\n",
306 " <td>148.892783</td>\n",
307 " <td>0.007024</td>\n",
308 " <td>69.066432</td>\n",
309 " <td>0.001888</td>\n",
310 " <td>2025-04-07</td>\n",
311 " <td>2025-04-07</td>\n",
312 " </tr>\n",
313 " <tr>\n",
314 " <th>M 82</th>\n",
315 " <td>9000.0</td>\n",
316 " <td>105</td>\n",
317 " <td>148.866637</td>\n",
318 " <td>0.009330</td>\n",
319 " <td>69.661785</td>\n",
320 " <td>0.003611</td>\n",
321 " <td>2025-04-11</td>\n",
322 " <td>2025-04-11</td>\n",
323 " </tr>\n",
324 " <tr>\n",
325 " <th>NGC 3842</th>\n",
326 " <td>27930.0</td>\n",
327 " <td>667</td>\n",
328 " <td>175.991423</td>\n",
329 " <td>0.003807</td>\n",
330 " <td>19.949320</td>\n",
331 " <td>0.003467</td>\n",
332 " <td>2025-04-02</td>\n",
333 " <td>2025-04-03</td>\n",
334 " </tr>\n",
335 " <tr>\n",
336 " <th>NGC 474</th>\n",
337 " <td>4440.0</td>\n",
338 " <td>82</td>\n",
339 " <td>19.921502</td>\n",
340 " <td>0.003858</td>\n",
341 " <td>3.388467</td>\n",
342 " <td>0.004353</td>\n",
343 " <td>2024-11-09</td>\n",
344 " <td>2024-11-15</td>\n",
345 " </tr>\n",
346 " <tr>\n",
347 " <th>NGC 5957</th>\n",
348 " <td>31920.0</td>\n",
349 " <td>368</td>\n",
350 " <td>233.835589</td>\n",
351 " <td>0.003838</td>\n",
352 " <td>11.971021</td>\n",
353 " <td>0.012903</td>\n",
354 " <td>2025-04-11</td>\n",
355 " <td>2025-05-14</td>\n",
356 " </tr>\n",
357 " <tr>\n",
358 " <th>NGC 7023</th>\n",
359 " <td>15000.0</td>\n",
360 " <td>97</td>\n",
361 " <td>315.407863</td>\n",
362 " <td>0.012532</td>\n",
363 " <td>68.164567</td>\n",
364 " <td>0.001907</td>\n",
365 " <td>2025-07-21</td>\n",
366 " <td>2025-07-22</td>\n",
367 " </tr>\n",
368 " <tr>\n",
369 " <th>NGC 7331</th>\n",
370 " <td>24860.0</td>\n",
371 " <td>716</td>\n",
372 " <td>339.208511</td>\n",
373 " <td>0.049055</td>\n",
374 " <td>34.291719</td>\n",
375 " <td>0.098726</td>\n",
376 " <td>2024-10-11</td>\n",
377 " <td>2025-07-25</td>\n",
378 " </tr>\n",
379 " <tr>\n",
380 " <th>TIC 272758199.01</th>\n",
381 " <td>12960.0</td>\n",
382 " <td>72</td>\n",
383 " <td>237.316982</td>\n",
384 " <td>0.009771</td>\n",
385 " <td>71.443202</td>\n",
386 " <td>0.003316</td>\n",
387 " <td>2025-03-18</td>\n",
388 " <td>2025-03-19</td>\n",
389 " </tr>\n",
390 " <tr>\n",
391 " <th>TOI-2154b</th>\n",
392 " <td>12480.0</td>\n",
393 " <td>104</td>\n",
394 " <td>71.001980</td>\n",
395 " <td>0.021346</td>\n",
396 " <td>84.364972</td>\n",
397 " <td>0.003373</td>\n",
398 " <td>2025-03-27</td>\n",
399 " <td>2025-03-27</td>\n",
400 " </tr>\n",
401 " </tbody>\n",
402 "</table>\n",
403 "</div>"
404 ],
405 "text/plain": [
406 " EXPTIME RA DEC \\\n",
407 " sum count mean std mean std \n",
408 "TARGET \n",
409 "29/Amphitrite 4710.0 157 141.001428 0.002492 19.160669 0.004910 \n",
410 "3I-ATLAS 2580.0 16 257.741852 0.000445 -17.974584 0.000583 \n",
411 "Coma Cluster 15600.0 201 194.992092 0.003111 27.992676 0.003159 \n",
412 "HAT-P-18 b 12960.0 72 256.349532 0.002627 33.010830 0.001807 \n",
413 "HAT-P-20b 7080.0 59 111.916106 0.003925 24.337611 0.003294 \n",
414 "Horsehead Nebula 17780.0 711 85.270806 0.027677 -2.471756 0.010017 \n",
415 "M 1 7200.0 260 83.632718 0.005628 22.013808 0.003753 \n",
416 "M 100 6000.0 70 185.564808 0.001740 15.719816 0.001490 \n",
417 "M 104 10500.0 246 189.998774 0.002196 -11.623271 0.003964 \n",
418 "M 11 1800.0 30 282.779163 0.000439 -6.270417 0.000413 \n",
419 "M 12 4710.0 107 251.816589 0.001971 -1.927651 0.004769 \n",
420 "M 27 17070.0 433 299.900746 0.004368 22.720208 0.003076 \n",
421 "M 3 13485.0 459 205.548879 0.016714 28.375097 0.019616 \n",
422 "M 51 22530.0 276 202.474466 0.004260 47.196874 0.004914 \n",
423 "M 63 16980.0 181 198.953536 0.006125 42.027436 0.002494 \n",
424 "M 8 510.0 17 270.997793 0.000374 -24.363486 0.000209 \n",
425 "M 81 7740.0 69 148.892783 0.007024 69.066432 0.001888 \n",
426 "M 82 9000.0 105 148.866637 0.009330 69.661785 0.003611 \n",
427 "NGC 3842 27930.0 667 175.991423 0.003807 19.949320 0.003467 \n",
428 "NGC 474 4440.0 82 19.921502 0.003858 3.388467 0.004353 \n",
429 "NGC 5957 31920.0 368 233.835589 0.003838 11.971021 0.012903 \n",
430 "NGC 7023 15000.0 97 315.407863 0.012532 68.164567 0.001907 \n",
431 "NGC 7331 24860.0 716 339.208511 0.049055 34.291719 0.098726 \n",
432 "TIC 272758199.01 12960.0 72 237.316982 0.009771 71.443202 0.003316 \n",
433 "TOI-2154b 12480.0 104 71.001980 0.021346 84.364972 0.003373 \n",
434 "\n",
435 " First Last \n",
436 " \n",
437 "TARGET \n",
438 "29/Amphitrite 2025-03-18 2025-03-18 \n",
439 "3I-ATLAS 2025-07-24 2025-07-24 \n",
440 "Coma Cluster 2025-04-30 2025-05-01 \n",
441 "HAT-P-18 b 2025-05-16 2025-05-16 \n",
442 "HAT-P-20b 2025-03-07 2025-03-08 \n",
443 "Horsehead Nebula 2025-01-11 2025-01-12 \n",
444 "M 1 2025-03-02 2025-03-02 \n",
445 "M 100 2025-05-14 2025-05-14 \n",
446 "M 104 2025-05-01 2025-05-01 \n",
447 "M 11 2025-08-24 2025-08-24 \n",
448 "M 12 2025-08-11 2025-08-11 \n",
449 "M 27 2025-07-09 2025-07-10 \n",
450 "M 3 2024-03-06 2025-04-11 \n",
451 "M 51 2025-04-04 2025-08-22 \n",
452 "M 63 2025-05-14 2025-05-15 \n",
453 "M 8 2025-08-24 2025-08-24 \n",
454 "M 81 2025-04-07 2025-04-07 \n",
455 "M 82 2025-04-11 2025-04-11 \n",
456 "NGC 3842 2025-04-02 2025-04-03 \n",
457 "NGC 474 2024-11-09 2024-11-15 \n",
458 "NGC 5957 2025-04-11 2025-05-14 \n",
459 "NGC 7023 2025-07-21 2025-07-22 \n",
460 "NGC 7331 2024-10-11 2025-07-25 \n",
461 "TIC 272758199.01 2025-03-18 2025-03-19 \n",
462 "TOI-2154b 2025-03-27 2025-03-27 "
463 ]
464 },
465 "execution_count": 7,
466 "metadata": {},
467 "output_type": "execute_result"
468 }
469 ],
470 "source": [
471 "df['TARGET'] = df['TARGET'].str.split(' Panel', expand=True)[0]\n",
472 "df_stats = df.groupby(['TARGET']).agg({'EXPTIME': ['sum', 'count'],'RA': ['mean', 'std'],'DEC': ['mean', 'std']})\n",
473 "df_stats['First'] = df.groupby('TARGET').first()['DATE'].str.split('T', expand=True)[0]\n",
474 "df_stats['Last'] = df.groupby('TARGET').last()['DATE'].str.split('T', expand=True)[0]\n",
475 "df_stats"
476 ]
477 },
478 {
479 "cell_type": "code",
480 "execution_count": 8,
481 "id": "a2b404e9",
482 "metadata": {},
483 "outputs": [],
484 "source": [
485 "# Update table in README.md\n",
486 "df_md = pd.DataFrame({'Target': df_stats.index.values, \n",
487 " 'Total time (s)': df_stats['EXPTIME']['sum'].values, \n",
488 " 'Observations': df_stats['EXPTIME']['count'].values, \n",
489 " 'RA (deg)': df_stats['RA']['mean'].values, \n",
490 " 'DEC (deg)': df_stats['DEC']['mean'].values, \n",
491 " 'First': df_stats['First'].values, \n",
492 " 'Last': df_stats['Last'].values}, index=None)\n",
493 "str_md = df_md.to_markdown(index=False, floatfmt=\".2f\", colalign=(\"left\", \"right\", \"right\", \"right\", \"right\", \"left\", \"left\"), tablefmt=\"github\")\n",
494 "\n",
495 "with open(\"README.md\", \"r\") as f:\n",
496 " text = f.read()\n",
497 " start = text.find(\"## Observations statistics\")\n",
498 " # end = text.find(\"## Observations locations\", start + 1)\n",
499 " end = len(text)\n",
500 "\n",
501 "with open(\"README.md\", \"w\") as f:\n",
502 " f.write(text[:start])\n",
503 " f.write(\"## Observations statistics\\n\\n\")\n",
504 " f.write(f\"* Total number of observations: {df.count()['EXPTIME']}\\n\")\n",
505 " f.write(f\"* Total exposure time: {total_time:.0f}s = {hours:.0f}h {minutes:.0f}m {seconds:.0f}s\\n\\n\")\n",
506 " f.write(str_md)\n",
507 " f.write(\"\\n\\n\")\n",
508 " f.write(text[end:])"
509 ]
510 },
511 {
512 "cell_type": "code",
513 "execution_count": 9,
514 "id": "b916a131",
515 "metadata": {},
516 "outputs": [],
517 "source": [
518 "def frame2icrs(a, b, f_in='galactic'):\n",
519 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n",
520 " coord_out = coord.transform_to('icrs')\n",
521 " return coord_out.ra.wrap_at('180d').radian, coord_out.dec.radian\n",
522 "\n",
523 "def frame2gal(a, b, f_in='icrs'):\n",
524 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n",
525 " coord_out = coord.transform_to('galactic')\n",
526 " return coord_out.l.wrap_at('180d').radian, coord_out.b.radian"
527 ]
528 },
529 {
530 "cell_type": "code",
531 "execution_count": 10,
532 "id": "b8ac19bc",
533 "metadata": {},
534 "outputs": [],
535 "source": [
536 "ra_gal, dec_gal = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n",
537 "ra_cel, dec_cel = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n",
538 "ra_ecl, dec_ecl = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')\n",
539 "\n",
540 "l_gal, b_gal = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n",
541 "l_cel, b_cel = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n",
542 "l_ecl, b_ecl = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')"
543 ]
544 },
545 {
546 "cell_type": "code",
547 "execution_count": 11,
548 "id": "1e619707",
549 "metadata": {},
550 "outputs": [
551 {
552 "data": {
553 "image/png": 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KIIq0e++9l6CgIMaPH4+/vz9tbW1kZWXxxx9/oFKpeOihhxg1alRfnS4gxmLNnTuXb775hoSEBC677DIaGhrYunUrVlZWJCQkGGT36wveffddsrKyWLJkCV9++SUTJkzA09OT0tJS0tLSOHLkCF9//XWHpC0SEhIXxzPPiC5499wDGzeeOzEDiPFBgiBaU9qzZo3odtdb+15xBXz5JWRkiAkwOkNXzvmsZSCKEVNTMXnG2LHn374zvvpKdJfUsWGDKLDONWiwTCZauNrn9pHLxXO7UK6+Gn77TYw1c3a+8HIGEklcSUhIGB0//vgjtbW1nVqtCgoKuOWWW5g7dy5hYWHIZDJ27drFW2+9RUxMTI8sXf9ElixZwg033MD777/Pjh07+PTTT1EoFLi6upKQkMBTTz2lTyneXZ555hk+/vhj3nnnHR555BE8PT1ZuXIlEydO5K+//uLgwYP88MMPqNVqPD09ufrqq1m4cCGzZ8/uo7M0ZO3atYSEhPDtt9/y3nvv4e7uzjXXXMOLL77InDlz+vz4Dg4O7Nq1i48++oj169fz/fffo1Ao8PT0JDw8nDfffJOZPYk8l5CQ6Bbjx8N774nZ64YPF1Ofx8SImejKyuD778XtHBzOfE6aBK+/LlpQgoLEGJ+1a8HJ6dzH6sm+L74oir5Jk8RsgXFxUF8vpin/z3/EFOWhoaJb41dfibFZdnZiHNJZo14A4rGefVbMFiiXi+nfHR3FbH/V1WIa8/OxaZMolGbOPJMtcOhQwyQbZ3PVVfC//4nukHffLVq6Vq3qKDB7wosvijFk48aJCUAiI0GhEDMF/vYbrF7duy6VfcJADK4lISEhcS5mzpwp2NraCo2NjR3W1dbWCtddd50QFBQkWFtbCxYWFkJ4eLjw5JNPCvX19QNQWwkJCQkJY+bkSUFYuFAQgoMFwdJSEKysBCEsTBDmzxeEbdsMty0uFoQ5cwTB2VkQ7O0FYdYsQUhOFoTAQEFYsODMdp0NItzdfQVBEIqKBGHRIkHw8hIEc3NB8PERhBtvFISKijPbfP21IERFietBEJYuFZcvXSrOn80XXwhCYqJ4fnZ2gjBs2PkHIdaVdeyYONiynZ1Y95tvNqyLIHQ+iPAnnwhCZKR4XUNCBOGVVwRh7VqxzLy8M9sFBgrCVVd1PH5nZVZVCcJDD4m/l7m5ILi4CMKIEYLw3HOC0Nx87vMxBmSC0MfRxBISEhISEhISEhISRseyZaJlq6rq3GN4SXQfKfJbQkJCQkJCQkJCQkKiF5DElYSEhISEhISEhISERC8guQVKSEhISEhISEhISEj0ApLlSkJCQkJCQkJCQkJCoheQxJWEhISEhISEhISEhEQvII1zJSEhISHRJRqNhqamJpqbm2lqatJ/b2lpoa2tDaVSiVKpNPh+9vz5vqtUKrRaLYIgIAiCwff2E4BMJut0MjEx0X83NzfH0tISCwsLLCwsevy9/byNjQ329vb6yc7ODnt7e8zMpNenhISEhERHpJgrCQkJiUsQjUZDfX09NTU1+qmurk4vkM4WTJ0JqKamJuRyebeOJ5PJzitculpvbm5uII7ONZ1LfOnWqdVqA/F2PnHX/rO7r0QrKyu90DpbeJ39XTfv7OyMq6urfnJxccHU1PRifmYJCYmL4LOTn7Hwp4Vdrt+xYAdTgqZ0u7wpn4nb7rx9p36ZbLmMpZOXsmzKsh7Xb/3p9VS2VPLImEc6rLuYci+Unfk7mfr51B5fl38aUtebhISEhJGjUCgMRFJnU3V1dQch1ZlQMDMz61IAuLu7n1co6L7b2toaiCZTU1NkMtkAXJ3eRRg6VBRqSiUm2dkoIyLQarW0+Ppy9IknUBcUEP3JJ7jm5KARBOrVan4ICyPJzo7m5mZGpaUxoqyMh318DISqUqkkFnjv7+OUAz8ALzg64uDujqurK6sKCohpaMBZLue155/HwcdHL8Qm3nYbMhsbTG1sMDExgWeegZtuMqz855/D7bfDL7/A1VeLy6ZMgccfPzMvISHRgU+v/ZQot6gOy6Pdoy+67AN3HMDPwe+C9l1/ej3JlcmdiquLKVeib5HElYTEOdi7dy8vv/wyBw4cQKFQ4Ofnx/z583nhhRf02xw/fpwnn3ySgwcPYmZmxrRp01i1ahUhISEGZaWkpLBo0SJOnz7N5MmTWbt2LT4+Pv19ShJGgiAINDY2UlZWRmlpKaWlpfrv7ZeVl5fT0tLSYX8TExO9JcTNzQ1XV1eioqIMLCO6Sbfe2dkZS0vLS0IE9RWyU6eQAeTnw8iRWKamAmANzGppgQcfhDvvhKeeAsBl2zYeu+km2L4d4uPhs89g82ZOb9xoUG5bWxtNx49TX1ZGqZsbNZWVzHjtNSJdXfk1Pp6amhr+NDHhVbWazUeOsHr1aorq6tBoNADkAVcDKYC1tTVezzyDz//9H97e3vj4+BBpa8v1332HxZAhNBQU4FBXh5OTE9IvLSFxfmI9YhnpM7JPyh7jN2ZQlStx8UjiSkKiC9avX89tt93GjTfeyBdffIGdnR05OTmUlpbqt0lPT2fKlCkkJCSwYcMGFAoFS5YsYeLEiZw8eRJ3d3f9tjfccANXXnklK1euZM2aNdx9991s3rx5IE5Noo9pamqipKTknKKprKyM1tZWg/0cHBz0jWV/f39Gjx6Nl5cXbm5ueoGkm5ycnEQLhkT/8fXX4OysF1YATJ8OixbB66/Dl192uaulpSWWY8fiBoTpFubnE5KezuSVKw03lsnIy8tDa2NDY2MjNTU1eE+YwPsvvECBvT3V1dWUl5fr76fU1FSuzsxktlrNa8CqBx7g1wcewMrKih1A4d13E6NS4aFSkRsfT8Ydd+Dj64u3tze+vr44OTn16mWSkLgU0Qpa3jv8HmtPrCWjJgNLU0ui3KJ4duKzXBN5TZf7ne2+p3NF/HPen6xPXs9P6T/RpmljWvA03p71NiHOYsfslM+msKtgl74MHcJSodNyAUoaS1i+azlbsrdQ0VyBm40b4/zH8d6V7+Fp53nOOt6feD9xHnG8ceANChoKCHUOZcnkJcyNnXvO63K09Cir9q/iYPFBKloq8LT1ZKz/WF6d/iqBToH67XTnvX3+djakbOC71O8QEJgcOJl3r3wXH3vDzuZvk7/lrUNvkVSRhAwZ4wPG8+r0VxnmPeyc9TEGJHElIdEJJSUl3H333SxevJj3339fv3zq1KkG2y1ZsgRLS0s2b96Mg4MDACNGjCA8PJxVq1bx2muvAegbQ6tWrQJg2LBh+Pr69tPZSPQ2zc3N5Ofn66e8vDyD+draWoPt24umgIAARo8ejY+Pj36Z7rutre0AnZFEtzh+HMaO7bh87Fh4/vmeldXSAmvWwN/PiM4wMTHByclJFD+Wlkz68EPQamH0aHjlFdB13nzwAeTmMuHFF2HqVF677joWhIRQWlqK+xtvYKtW85+4OKrLylizfz+b9+zhu3bHcXR0JCgoiKCgIIKDg/XfdZOjo2PPzk1CYpCh0WpQa9UGy2TIMDU5ExN5+4+3sy5pHXcMu4MXp76IhakFx8uOk1+ff0HHvOPnO5gZMpP1c9ZT1FDE8zueZ8pnU0i6NwknKyfev+p97v7lbnLqcvjhph/OW15JYwmJHyei0qp4dsKzxHvGUyOv4Y/sP6hT1J1TXAH8nPEzO/J38OLUF7E1t+X9o+9z8/c3Y2ZixvXR13e5X359PpGukcyNnYuLtQtlTWV8cPQDEj9OJPX+VNxs3Ay2v/OXO7kq/Cr9eT+x9QnmbZrH9gXb9du8vOdlnt/+PAsTFvL8xOdRapS8vv91Jn46kcN3He4Vd82+RBJXEhKdsGbNGlpaWniqfQ/1WajVajZv3sz8+fP1wgogMDCQqVOn8sMPP+jFlYuLCzKZjHXr1nHNNdfw/vvvExkZ2efnIXFhtLS0GIils0VUTU2NflsLCwsCAwMJCgpixIgRzJkzh8DAQPz9/SXRdCnSmUtlT/NCqVRivNRll8G113Zvn927ISBA3Pf552HBAvjtN8jLg48/hn37sLa2BisrYmJiiNHFWP3wA9x1F3/ceqs4/9ZbrE9K4tXnn6e0tJTi4mIKCgr09/iWLVvIz8+nra1Nf2hnZ+cOgqu9ELO3t+/Z+UtIGBlj1nZ0sTOVmaJeIgquPQV7+DLpS56b+Bwrpq3QbzMrbNYFH3Okz0jWXrtWPx/jEcP4T8bz3uH3eG7Sc0S7R+Nk5YSlqWW3XACX7FhCdWs1p+45xRD3IfrlN8bc2K36VLdWc+SuI3oRdmX4lcR+EMsz2545p7i6Pvp6g/UarYarI67Gc5Un60+v56HRDxlsPyt0Fu9c8Y5+vlZey5N/PUl5czledl4UNRSxdOdSHhj1gMF2M0NnEv5/4SzftZxvr/+2W+c0UEjiSkKiE3bv3o2Liwvp6elce+21JCcn4+Liwr///W9WrlyJg4MDOTk5yOVy4uPjO+wfHx/P1q1bUSgUWFlZYWJiwpo1a5g/fz633XYbPj4+/PTTTwNwZhI6WltbyczMJCMjQz9lZWWRn59PVVWVfjtzc3O9eBo2bBjXXXedQQPT29tbcs8bbCiVUFMD3t5nlpWVgasrWFh0vd/w4fDRRx2XHzworjubhx4SRRGILoNxcaI4uvFG8dhvv939OgcEiJ/m5vDIIxARIc4fOAClpTDk78ZUeTnccQesWAF33dVpUWbm5oSEhHSIC9Wh1WqprKzstIPh119/paCgwEB8ubi4EBQURHh4OJGRkfopIiJCEl4Sg4Iv/vWFgSAB0XKlY0v2FgDuT7y/1455a9ytBvPj/McR6BjIjvwdPDfpuR6XtyV7C1ODp3Y4j+4yPWS6gXXL1MSUm2JuYvmu5RQ3FneZPKNZ2cx/d/2X79O+J78+H42g0a9Lq0rrsP3ZLpTxnmIbqqC+AC87L/7I+QO1Vs38ofMNrIlWZlZMDpzMjvwdF3R+/YkkriQkOqGkpITW1lZuuOEGnnnmGd566y2OHDnC0qVLSU5OZs+ePXrrhYuLS4f9XVxcEASBuro6vP9uwF133XWUl5dTVFRESEgIFudqxEn0ClqtlsLCQjIyMjoIqaKiIv12bm5uREZGEhsbyzXXXENQUBAODg7U19fz73//Gzs7uwE8C4leRamEG26A5GTYsUMULYWFMHUqxMbCd991LbBuvll0x3vttTNxV9u3w9q14ufZvPOO4bxaDXPngouLKNK6m1ikpUUUZbrYqK+/hmF/xx3ccos46egsO+CXX4qWMpUK1q+HJ5445+FMTEzw8vLCy8uLMWM69pi3tbWxadMmrKysUCgU5Ofnk5ubS1ZWFrt27aK8vFy/rbe3t4Hg0k1BQUFSGnoJo2GI+5BzJrSoaqnCVGaKl51Xrx2zs7K87Lyokdd0svX5qWqtws/+wrMHetl2Xh+AmtaaLsXVLd/fwra8bbww6QUSfRJxsHRAJpNx5VdXIld3HMrD1cbVYN7SzBJAv21FcwUAiR8ndno8E5nxd2ZK4kpCohO0Wi0KhYKlS5fy9NNPAzBlyhQsLCx45JFH2LZtGzY2NgDnzLx29jpbW1uiojqme5W4OBoaGgyEU3tLlEKhAET3PV3P+rx58/Q965GRkZ0KZBAzQZ48eZJx48ZJ1qlLhZoaUVjl5oqC6osvYP58cV63vr1Fqz22trBzJzz2GAQHg5kZeHnBTz/B0KHnP/a338KmTWJWQZ04Gj8e3vs7Qfs114hxXQCRkRAeLh6vogLmzAGNRnRBDAkR691dhg+HGTOgpAT+9S+4vmsXn/MhCAKnTp0iKCiIMWPGdPr8a2ho6NCZceDAAb744gv9uGkWFhaEhYUZ/A91k6ura4cyJSQGEndbdzSChvLmcrztu3g+9JDy5vJOl4W5hHWy9flxt3GnuKn4wuvT0nl9oKMg0tGgaGBz5maWTl7K0xOe1i9vU7dRK6/tdJ/zoYvR2njDRoOEGIMJSVxJSHSCq6srWVlZXH755QbLr7jiCh555BGOHz/OtX/HSrSPv9FRW1uLTCaTsnD1MiqVioyMDJKSkkhKSuL06dMkJSVRXHzmheLj40NkZCTjx49n0aJF+gZbYGBgj3vK4+Pj2bNnD6dOnSIhIUFKYX4p4O0tWqymThUF1YQJ4vKQEHG5TlgFBUF1dcf9/f1hw4auy7/9dnHqjFtvFaeu+PnnzpeHhMCJE13v156dO889f5GkpqbS0NDApEmTuvw/ODo6kpiYSGKiYc+zVqulqKiog/D6+uuvKSws1G/n5eVFXFwc8fHx+mnIkCFYWlr26rlISHSXK8Ku4JW9r/DB0Q94ceqLvVLmV6e/Yk70HP38/qL9FDQUcOfwO/XLLM0sO7X+dFXHL5O+JKM6g0i3nsd0b8vdRkVzhd41UKPV8G3Kt4Q6h3ZptZLJZAgIeuuTjjXH1xi4B/aEy8Mux8zEjJy6HIPrM5iQxJWERCfEx8dz8ODBDst1g7KamJgQGhqKtbU1p0+f7rDd6dOnCQsLw8rKqs/reikiCALl5eUGAiopKYnU1FRUKhUA/v7+xMfHc9tttxEbG0tUVBTh4eG9GuNhZmbGmDFj2Lt3L0lJScTHx0sC61IgIEC0/OiEFYjzurgmiQ4IgkB6ejqFhYVMnDjxgoSOiYkJgYGBBAYGMnPmTIN1ra2tZGVlkZGRQXJyMklJSWzatIk33ngDAFNTU6KiooiPjzcQXn5+ftJ/UuKiSa5M7pAtECDUORR3W3cmBk7ktvjbWLF7BRXNFVwdcTWWZpacKDuBjbkND45+sMfHPFp6lDt/vpMbom+gqLGI57Y/h6+9L/cl3qffJs4jjk1pm/jgyAeM8BmBicykS/fFF6e+yJbsLUz6bBLPTniWOM846hX1/J79O/8Z+59OB0luj5uNG9O+mMYLk17QZwtMr07nmznfdLmPg6UDkwIn8fr+13GzcSPIKYhd+btYe2ItTlZOPb4mAEFOQbw45UWe2/4cuXW5zAqbhbOVMxUtFRwuOYytuS3Lpy6/oLL7C0lcSUh0wpw5c/joo4/YsmULw4adGVPht99+A2DMmDGYmZkxe/ZsNm3axMqVK/WN+sLCQnbs2MGjjz46IHUfbMjlclJSUgxEVFJSEtV/Ww1sbW2Ji4tj1KhR3HnnnfrGlbOzc7/Uz9ramvHjx7N//36OHTvGsGHDpFiRwU5hoegK2J7588/EYEkYoNVqOX36NGVlZYwfP75PYhBtbGwYOnQoQ4cO5cYbz2Q3a2xs1IstXWfLr7/+SmNjIwBOTk56oaUTXbGxsVKcpESPWPjTwk6Xfzz7Y70l6bN/fcZw7+GsPbGWz059hrWZNdHu0Tw78dkLOubaa9byZdKXzP1+Lm3qNqYGT+XtWW/jYn3GTf3h0Q+TUpXCs9ufpUHRgICgH+fqbHwdfDl812GW7ljKq/tepaa1BndbdyYETDAosyuuibyGGPcYnt/+PIUNhYS6hPLVv7/iptibzrnf+n+v5+HfH+bJrU+i1qoZHzCerbdt5ar1V/XsgrTjmYnPEO0ezduH3ubr5K9pU7fhZedFom8i94y454LL7S9kgtDTHLISEv8MrrnmGv7880+ef/55xowZw9GjR1m+fDkzZszgl19+AcRBhBMTExk+fDhPP/20fhDh2traDoMIS4hC6sSJExw5coQjR45w9OhRsrKy0Gq1yGQyQkNDDVyB4uPjCQ4ONop4p7a2Ng4dOoQgCCQmJupj7iQGGWVlosUqN/dM7JIu5iokBPbu7Trm6h+IQqHg2LFjtLW1MWbMGKO47wVBoLCw0KAzJikpiczMTLRaLQChoaGMGDFC7544YsQISXBJGAW6wXSP3HXknEk0+hPdIMLvXvnuQFflkkCyXElIdMG3337L8uXL+eijj1i+fDk+Pj48+uijLF26VL9NVFQUO3fu5KmnnuL666/HzMyMadOmsWrVqn+8sFKpVCQnJ+uF1JEjR0hOTkaj0WBhYUFCQgLTp0/n8ccfJy4ujpiYGKNu/FhaWjJu3DhOnTrF9u3bCQwMJC4ubqCrJdFTXF3FrIBwxlKli8GKjRXXSwCQkZFBdnY2Li4uTJw4EXNz84GtUFAQtLYiKynRuxfOtrUVx/167DHkx4+TlpZGUlISJ0+e5OjRo5T89BPj29rIAhwsLDgaF0f1woVip9jGjZj98ouYHdLSEl59FaZNG9hzlJCQGPRIlisJCYmLRqvVkpmZaSCkTp48iUKhwMTEhJiYGH0PcmJiInFxcYMiFb0gCDQ2NlJTU0NtbS01NTW0tbVhY2ODQqHA09OT2NhYcfBWicHDhY5z9Q9BqVSSkpJCcXEx1tbWtLa2YmFhgYuLC66urri4uODo6Nj/FuWgIHBzg2eeETM2traKWRCzsmDyZLjySpg+XVy3ahUAQkICBYsWsc3WloYff+ShzZvJ+ru4gzIZaxISiB89mrtKSxm2eTMAsrffhgce6N9zk/jHIFmuLn0kcSUhIdFjSkpKOHDggF5IHTt2TB8DER4erhdRI0eOZNiwYdja2g5wjbuHRqOhrq5OL6Rqa2sRBEHfqHR1dcXJyQkzMzMUCgXJyclUVFQQGRlJcHCwFIslMajRjQuXlpaGs7Mz8fHx2NjYoNFoqK+vN/hfaLVanJ2d9f8LZ2dnzMz62BkmKAiefBJ+/RVSUsDZWRw0+c47QS4Xv2dkiELrb3HFsGHw6KOi62dMDFRUoDh6lOTMTKLnzOG/06bxU1YWlmlp7AG2mppSEBRE0bXXkpiYyOjRowkKCpKSZkhISHQbSVxJSEicE12WsD179rB371727NlDfn4+AH5+fgYWqREjRvRbooneQKPRUFtbS3V1NdXV1dTX12Nubq7vnXd1dcXBweGcPfRVVVUkJyejVqsZMmQIvr6+UkNMYlChy86ZlpaGVqslJiYGLy+vLu9jQRBoamoysOgqFAocHR1xc3PDzc0NV1fX3hdbQUGwebM4CHRTE0ycCIcPw223iZbILVvEgZ7l8jPi6uRJuPZacXyw4mK46y748EMoKoKxY+HoUfDyQv7uu6jffpsCR0cOabWsqKvTP+d8fX2ZMGECEydOZMKECcTGxkodKRISEl0iiSsJCQkDVCoVx48f14upvXv3UlNTg6mpKcOGDdM3MsaOHYv3IAv812q11NXVUVVVRXV1NXV1dVhYWOgbhG5ubtjY2JxbHCUkiJ9KJWRmQmwsAtDq58exG29kzIMPUpmSgo+PDyZaLbz8MqxfD6am4iCwkybBypVw9hhozz4LP/zQefzHQw/B7t1ntk1PF8t46CFxYNpXXwWVCmQyuPtuePDvtMBffAH/+9+Z/YqLxeNv2gT5+RAWdib+COD77yE0VPy+bp14DBMTsdyXX4YrrjhTn59/hoICOH3asIwjR+CRR8TGr4mJeHzdeWRlwX33QWUlqNWwZAnc1EUmqkOHYPFi0fXL31+sj+5+O9fxJbqNTlRlZGSgUCgIDw+/4AQyra2t1NTU6Dsq5HI5Tk5OuLu74+bmhouLy8ULEp24+vlneP118PMT749rrxXvg5Ejxf9Oc/MZcXXrreL6G28U9/3Xv8DdHerr4aOPRGG2bRssXAhbt8Irr4jlPPAAVVVVHDx4UN+pdPToUVQqFY6OjowbN04vthITE6VhNyQkJPRI4kpC4h9OU1MTBw8e1IupgwcPIpfLsbGxYcyYMXoxNXr06F4dQ6o/0Gq11NfX6xt8tbW1mJmZGYgpW1vbC7M05eeLjbB2A81qc3MRRo5k+7ffIggCY1evxratDZN160QXJq1WFDAjRoiZ6dqzZQtMmQLW1nDqlPi9rAzObrSVl0NwMOTlgZcX7NsnCiIvL2hoEMv+/HMYP75jnePiYNkymDOn0/rrqa0VG7IZGaKg2bsX/v1vURSBKPRCQsSse5s3nxE3giAKoS+/FBNEpKfDzJmiCLW2Fut0113iILsVFZCYCAcOgK+v4fEFAcLDYc0a8TqsWgXHjsHXX5/7+BLdQq1WU1xcTE5ODmq1mtDQUIKCgnrV0tTa2kp1dbW+I0OpVOLs7Iybmxvu7u44Ozt3FHHni4XTiSsXF/E+S0gQ7+Vt20Q3wT174Kuvzoir6moxYUlrq1jWrbdCTo4o2idPFu+tl16C556DX36BoUPFe/NvcXU2crmcw4cP68XW/v37aWpqwsLCgsTERL3YGj9+vDSAvITEPxgpW6CExD+Mqqoqdu/erW8gnDx5Eo1Gg5ubGxMmTOC///0vEydOZNiwYQOfHewCaGlpobKyksrKSqqrq5HJZLi5ueHl5UVsbCz29vZ95rZnYmICJibMmDGDin37sPntN7auXYtXYSF+f8eomNxwQ+c766xCIIogjUZsHPr5GW73xRdw+eWimAJDEeXoCFFRovA6W1wdPiwKmmuuOf+JaLWiwGluFufr6w3rMWlS5/vV1IjCbOpUcT4qSrTQbdkiirNTp8SkAwCenmJj9ttv4T//MSzn6FHRAjFliji/eDF4eIjWOXPzro8v0SWCIFBXV0dpaSmFhYVYW1sTFhaGv79/nySmsLGxISAggICAAARBoKWlRd/JkZ+fj1qtxtXVFQ8PD9zd3bG3tER2442QnCxmb/TyEu+XuXNF8fzdd+J/QqUCHx+xs+LRR0Wr6Msvi/dZeLhhJZydxc6JXbvEeKtNm8SEGLGxojgPCRGtrH/9Jd6L58Ha2prJkyczefJkQHQrTkpK0j9LP/vsM1599VVkMhlxcXH6jqlJkybh4+PT69dYQkLCOJHElYTEJU5rayt79uzhr7/+YuvWrZw6dQqA4OBgJk6cyOLFi5k4cSKRkZGDMlZIpVJRXV2tF1RyuVzfaIuMjMTR0bHfz0smk+FVWooQGUlwYiL5+fnk5+djZ2dHcHAwvr6+WFpadl3Ap5+K1qizhRXAJ5+ILlGdkZoqWoI++qjjurVrRReo9oK5sVG0Hmk0orvUc8+J7otubrB6NQwfLloJ5HKxAXo+3NxE0fT996JF4dAh0Wr1d+wKiYmie99//iNaEPbvF61wZ1NYCIGBZ+bt7cWprEwa5LeHqFQqSktLycvLo6GhAUtLS4KDgwkNDe23jJ0ymQw7Ozvs7OwICgrSx2xVVVVRWVlJamoq9s3NjD1+HMviYoQpU5D5+Ij3j1otFnLqlGi1/c9/4I8/wM5OtFz5+IgZAjtLmmNqChs2iPuo1aJl7F//Eu/D6mrR6uvgILoE6mh/350Hnav0sGHDePDBBxEEgdzcXL3Y2rZtG++//z4AQ4YMYcaMGcycOZPJkyfj4OBw4Rf0EqU5qZniN4up31lPW1kbMjMZNhE2eMz1wPtOb8xdetbZl7csj4LlBUwRpvRJfUveL8HExgTv2w3d4+X5cg4FHyLy08gO687HxexrjFSsr0BZqcT/Ef+Brkq/IokrCYlLDI1Gw7Fjx/jrr7/466+/2LdvH0qlEh8fH2bOnMnjjz/O1KlT8T3bFWuQIAgCDQ0NejFVW1uLjY0NHh4exMXF4ebm1vdZy85VP6CyooKW3FzcGhspLCwkICAALy8v6uvrKSoqIjk5GQ8PD3x8fPD29ja0EG7bBsuXi/EfZ7NvnyiIdNaf9hQXi7Elq1eLDc72tLaKFqL9+88s8/YW9/HwEK1NN90Eb7whZmNrbIT33xctSJGRosvU9deL4u181/ann+Cpp0R3q7g40XVPd36ffQaPPy42ikNCxDTaXVlHzxbEkgd7t1Gr1VRUVFBSUkJFRQUODg74+/uTkJBAVVUVxcXFZGdn4+Xlha+vL56env2aoEEmk+Hg4ICDgwOhoaFoNBpqamrI/+QTAhYswDovT7S+AoKZGcJrr2Eyd64okAoLRQtpe376qeuDzZghupSC2EHw1FOilUqlEl0HH35YXLduHTz9tBgXuHu3GMf4yy9itsEenFdoaCihoaEsWLAAgMrKSnbt2sXWrVv55Zdf+L//+z9MTU0ZPXo0M2fOZMaMGYwePXpQegn0JqUfl5J1XxbWkdb4P+GPTbQNgkqg6WgTpatLaTzQSOwPxuX+W/J+CeZu5h1EkKW3JcMODMM6VBqio2J9BS3JLf84cSXFXElIDHIEQSAnJ4etW7fy119/sX37durr67G3t2fq1KnMmDGDGTNmEBUVNSgtUyD2vldWVlJeXk5lZSVarRY3Nzc8PDzw8PDo/VTv3RkHqV3MkiAI1NbWUnHoEGE338yODRsI0WoJmzMHCguRubkZFN/S0kJJSQmlpaU0Njbi7u6Ol5cXPllZWN5555n4j7NZtEi0DL3yiuHy0lLRPeqZZ+DvRp0BX3wBH3wgWrW64uuvxcQbv/wCGzeKFrLffjuz3t1ddC1sb2nSxcCcK+ZpyBB4913RunA2s2aJmd/uuMNw+ZEjYuxLSoo439QkHr+pyVCMdef4/xDa2tooLy/X/0dsbGzw9fXF19e301jJxsZGSkpKKC4u1ne++Pr64ubm1v/jV7Vn3z5RkHeCOiAA7bZtWISF9XOleo/c3Fz9s3rbtm3U1dVhZ2fHlClT9M/q6OjoQfusvhAaDjRwYuIJXGa6EPtjLCaWhvefVqml9vda3K5x66KEzulry9Xh2MOYu5kzbGf3Bfj5uNQsV0lXJ9GS3MLY/LG9VqYgCGgVWkytjTdjp2S5kpAYhFRVVbF9+3b9S7qgoAAzMzPGjBnDo48+yowZM0hMTBzUvaEtLS36xmJNTQ12dnZ4enoyatSozoPhewulUmzw62I/AgLE3vKpU8/EfvwtsLSCQHpqKsXFxWg0GgIBMzMzLrvsMrFxNGeOOAbPZ5+JMSGCAF9+ie348URERBAREUFLSwtlZWU0/formuXLOfryy9iYm+NRXY2Li8uZ82xuFkWPrhdeR1mZKFyeeqpzYQWiUDpbwFRWijEp5ubQ1ibGo+h66UNC4PhxcRsPD1GUabUdE090Rnn5mXiwjz8W3bV02QIrKsTyZDLRtSs1FW65pWMZI0aAQgE7d4pxVx9+KLpzDeL7ubfRJWuprKykoqKChoYGHB0d8fb2ZsiQIed1O9NZjqKioqivr6e4uJjjx48DYurxgIAAHB0d++NUzlBYKI5H1QVJjz9OcWoqzmVleHl54enp2acxlH1BSEgIixcvZvHixWg0Gk6cOKF32X7yySdRKpV4e3vrhdaMGTMu+XitwpcLkclkRHwU0UFYAZhYmHQQVpXfVlL8VjHNSc0gA8fxjoS8GoL9sPMnXerOvvJcObnP5tKwuwFVjQozJzNsY20JfSMU+wR7DgQdoK2gDYCdsp0AWAZaMjZ/bKcCqTW7lcKXCmnY20BbSRtmzmbYD7cn+OVg7OLsLui6qRvV5L+YT/X31bSVtGHubo77De6EvBSCqa2pwXY5j+VQtakKbZsWxwmOhL8TzuHIwwQuDSR4mdhhlnZ7GvU76zsIoc5Easl7JVR+W0lreiuaFg3WIdZ43uaJ36N+mJiLv+GJKSdo2NVgcI0AfTmqWhV5z+dR/VM1qioVln6WeNzsQdCSIIP7YKdsJz73+2Aba0vJ2yXIc+SEvROG7z3G630jiSsJiUGARqPh8OHD/PLLL2zZsoWTJ08CEBMTw7/+9S9mzpzJpEmTBl02v/ZotVrR+lNRQXl5OS0tLbi5ueHt7U1CQkL/DURcUyMKq9xcUVB98YXY4MvNBUBZVkaJVkvl4cMMU6loaWkhPj4eDw8PTAoLReGga+x98gmsWAGjR4vudIIgJmNol1TC1taWsLAwePttBBMT4t96C/WqVajVavY8+igWI0bg5uaGz5YtWCckYHJ20P6SJWKj9O23xQlEVyddHElOjijIfvnFcL+9e8V9TU1Fd6tp08SYKxBjrZ55RhQ25ubitGHDGavd/feLrljl5aLblZ0dZGeL6z78UMzYJgii1eqHH85cj19+Ed2tzMxEq+Bvv4lZBEF0ZywthRdfFFO4r1sH99wjxnv5+orzOs51/EsUtVptkBRCl6zF3d2d4OBgPDw8LigduEwmw9nZGWdnZ2JjY6murqaoqIg9e/Zga2uLv78/fn5+fZ9qvKxM/L/l5orifuVKMZmFLuYKGP7WW0Rv2UK5hQXl5eWkp6djZWWlF1oDbnXrIaampowcOZKRI0fy9NNP09rayr59+/SdZl9++SUA0dHRzJo1i9mzZzN+/PhB3Wl2NoJGoG57HXYj7LDy7949VvByAXnP5+G10IvA5wPRKrUUvV7EiYknGHF4BLbRXb8rurtv0pVJoIGQlSFYBVihqlbRsL8Bdb14P8b+EEvK9SmYOZoR/r74TO5MGOpQlioxczUj5NUQzN3NUdWqqPi8guOjjzPyxEhsIm26e8kA0LRqODn5JG3FbQQ8G4BdvB0tKS3kLcmj5XQLQ/8aikwmQxAEkv+VTMP+BoKWBGGfaE/DvgaSrkjq0fHORp4jx+MWD6yDrZFZyGg+1UzhS4W0prcS9UkUABHvR5BxdwaKHAUxP8QY1l+h4eTUk8hz5AQvD8Y23paGPQ0UvlJI88lm4n+NN9i++sdqGvY0ELgkEAsvCyw8+ide9EKR3AIlJIyUxsZG/vzzTzZv3szmzZupqanBzc2NWbNmcdlllzF9+vRB36OpVquprKykrKyMiooKZDIZnp6eeHl54e7uPnCNCJ2l6m9BBaAODCTl//6PQsDR0ZGAgAB8fHz6LClA+6D/8vJyamtr9e6QukGOnZ2dL6mGlsQZVCoV9fX11NbWUltbS2VlJTKZDBcXFzw9PXF3d+/TZC1qtZrS0lKKioqoqanBw8ODgICAvovPam8x/uYbUVjl5opCfMwYKCkR47BCQsSOAW9v1Go11dXV+g4ZtVqNu7s73t7eeHl5Dfr/RnsPhd9++42ysjKcnJyYNWsWV199NVdccQUuLi4DXc2LQlmhZL/XfjzmehD9dfR5t1cUKTgUcgife30If+dMR5O6Wc3h8MM4TnIk5luxIX+2xaW7+6pqVOxz20fYW2H4PdxJUqG/6cotsDuufYJGQNAKHIk5guvVroT9L6zb+wIUvFpA3nN5DD80HIeRZ6zUVd9XkXJ9CnG/xeF6hSs1v9dw+orThL0dht9DZ86l4GVx/wu1XBmci1Y8l8qvK0lfmM74qvGYO4v/va7cAks/LCXznkyiN0TjcYOHfnnhykJyn8ol/s94XGaK9/ZO2U5MHU0ZkzdGX66xI1muJCSMiNzcXDZv3swvv/zCrl27UKlUxMTEcOWVVzJy5EgWLFjQ/646vYxSqaSiooLS0lJ9bIi3tzdjxozB2dnZOFx8AgJEi1W72I9jDz2EfWgoU/z9+8VCKJPJsLCwoKWlhdraWry9vfH19UWhUFBbW0tRURGtra3Y2tri7OyMk5MTjo6OODo6DvpG5T8NtVpNY2Mj9fX1+qmpqQkrKyt95svg4GDKysooLi7G1tYWX1/fPv2vmJmZ6VOpt7a2UlRURGpqKidPntS7DTo5OfVeHSwsRJfbmhoxtlEXR/fNN2L8YXn5GddcV1d9Hb28vPDy8iI+Pp6GhgYqKirIzs7mxIkTuLu74+Pjg5eX17mzcxop7u7u3HTTTdx00020tLTw1VdfceDAAZKSkpg3bx4mJiaMHz+e2bNnc/XVVw/quNruUvtHLYJawHO+J1q1Vr/cxMoEx8mO1O+ov+h9zVzMsAq1ovD1QgSNgNNUJ+yG2iEzufBrq1VrKVpZRMW6CuTZcgTVGbtGa1prj8ur2VyDbawtdgl2BufifLkzyKB+Zz2uV7jqz8nzVk+D/T1u8SDvubwLOxmg6UQT+UvzadjXgLpWbbBOninHfPS530F12+swsTXB/Xp3g+Vet3uR+1Quddvq9OIKwHma86ARViCJKwmJAUWtVnPw4EF++eUXNm/eTGpqKhYWFkyZMoX//e9/XHXVVQQHByMIAqmpqezbt4/hw4fjpYtpGSQoFArKy8spLS2luroaBwcHvL29iY6ONjpXRrVaTfnhw7jeeCPtcz2Neu89ZNdfL6YE72Pa2trIzs4mLy8PDw+PDqmbg/9OKtHW1kZ9fT11dXVUVVWRnZ2NQqHAxsZGH1Pj4OCAvb09dnZ2g8pl6lJEq9XS0tJCU1MTTU1NNDY20tDQQEtLC5aWljg6OuLk5IS3tzdOTk5YWxtmG/Py8iI8PJyMjAy2bdtGQEAAERERHbbrbWxsbIiMjCQiIkIv7Pfv34+NjQ2BgYH4+/v3jqC3sDiTREYntHTzAQGixap9Upl2yGQynJyccHJyIjIyUh/LWFBQwKlTp3BxccHb2xsfH58+v169TU1NDUeOHCExMZE77rgDU1NTSkpK+O233/jll19YunQpTz75JKGhoVx99dXMnj2biRMn9luq/YvB3M0cExsT5Hnybm2vqlABcDzxeOcbnOMR1919ZTIZCdsSyH8xn8KVheQ8loOZixmet3oS/FIwZvY9bzrn/CeHkvdKCHgqAKfJTpg5m4EJZNyZgUau6XF5qgoV8mw5u813d76+WjxXVY0KmZkMc1fD/6eF14XfG4pCBScmnsAm0oawt8OwCrLCxMqEpsNNZN2f1a3zUdWosPCy6NAZYOFhgcxMhrrGULBZeBv/vdweSVxJSPQzDQ0N/P7772zevJnffvuN2tpaPDw8uOqqq/jvf//LzJkzOwgOmUxGTEwMjo6OHDt2jICAAKKjo/s1fXJPkcvllJaWUlZWRm1tLc7Oznh7ezN06ND+i5/qAfX19RQUFFCVlMT4p57CuqwMITgY2Zdfwvz5yHQxWH+7JPUFKpWK7OxscnJycHV1ZcKECTg5OXW5vaWlJZ6ennh6numVbGtro6GhgcbGRhobG6moqKC5uRmtVouNjY1eaJmZmWFtbY2bmxvW1taXfI93fyEIgt662NjYqBdUzc3NNDc368d8cnBwwMnJSZ84orsxTXZ2dowYMcJAZAUFBREeHt7n1hmZTIarqyuurq7ExsZSUlJCQUEBqamp+Pj4EBQU1HvW5/ZCS0cP/ne6WMawsDDkcjllZWWUlZWRkpKiT/zh4+ODnd2FJRPoD7RaLZmZmWRnZxMdHU1wcLD+2vr6+nLXXXdx1113IZfL2b59O5s3b2bjxo28/fbbODg4cPnllzN79myuuOIK3Nx6lmmvv5CZynCe7kztlloUxQqs/M79PzB3E0VCzMYYLAN7dr/3ZF+rQCui1oqxQ62ZrVRuqCR/WT5apZbI1ZE9Oi5AxboKvOZ7EfJyiMFyVbWYLKOnmLuZY2JtQuQnnddFd67mruYIagFVjcpAYCnLlR32MbEyQWjrGCmkE2o6qn+sRtuiJXZTLFaBZ36v5pPN3a+/qzlNh5oQBMHgeaGsVCKoBX399Qyy15MkriQk+oGqqip++OEHvvvuO3bu3IlarSY+Pp57772X2bNnk5iY2C2rgp+fH05OThw7dozdu3czYsQIoxqMUqFQUFpaSklJCXV1dbi6uuLr68vIkSP7PiD+AlCpVJSUlJCfn09zczO+vr4MnzkTq40bITkZmS5b4I4dHVySehONRkN+fj4ZGRk4OjoyduxYXC/wOJaWlvoU9ToEQUAul9PU1ERzc7N+8FYzMzPUfycMsLGxwcbGBmtra/2ntbU1VlZWWFtbD+jYYcaEWq1GoVAgl8v1n62trfrP1tZWtFot5ubmqFQq3N3d9fFK9vb22NjY9Ir4cHBwIDExkYaGBtLS0ti6dSvh4eGEhob2y29lZmZGYGAggYGBNDQ0UFBQwIEDB7C2ttZbs4zFcmJtbU1ISAghISH6lPVlZWVkZGRgb2+Pn58fvr6+RmXRam1t5dixYyiVSiZOnHhOd3Bra2uuuuoqrrrqKt5//31Onjypdy+fP3++3n3whhtuYM6cOUYXqxvwTAA1v9WQeVcmsT/FYmJxVip21d+p2Ge74Xy5MzIzGfIcOe5z3LsosXMudF+bCBuCng+i+vtqmo+fERAmliZo5dpz7NkOGcgsDf/3Nb/WoCxRYh3W8/vO9WpXCl4uwNzVHOvgrvd3muokuiN+VWEQc1W5vrLDtlZBVigrlSgrlFh4/p0RV6ml7o+6DucChucjCAJlH5d1KLOra+Q83ZmqDVVU/1iN+3VnfovyL8rFek936vKcBgPS21JCoo9oL6h27NiBIAhMmTKFt99+m6uvvpqAgIALKtfOzo6JEyeSnp7O7t27CQ8PJzw8fMBcvpRKJWVlZZSUlFD9d/pwPz8/Ro0aZbRxDg0NDeTl5VFcXIydnR1BQUH4+vqecW3qoUvShSIIAiUlJaSlpWFmZsaIESPw8PDodSuSTCbTC6bm5maqq6tJSEggICAArVaLXC6npaVFLxB028jlcuRyOVqtFlNTU6ysrLCyssLS0lI/WVhYYGFhgbm5ORYWFmg0GhwcHDAzMzN6a5ggCPp4JzMzM5RKpcHU1tam/1QoFCgUCtRqNSYmJnrRaWVlhY2Njd6Nz9bWFmtra0xNTSkrK+P48eP6JBR9cT0cHR0ZM2YMNTU1pKSkkJeXR1RUFAEBAf32THB0dCQ+Pp7o6GhKS0sNrFnBwcHGE0uJ2PmgE4Xtn12pqak4Ozvj6+uLj4/PgHUGCYJAbm4uaWlp+Pv7ExMT0yOxLJPJGDZsGMOGDeOFF16gvLycX3/9lU2bNvHYY4/x8MMPM2HCBKMSWo5jHYn4IIKs+7I4NuIYPvf6YBtji1alpflEM2UflWEba4vbbDesg6wJejGIvOfykOfKcZnlgrmzOcoKJY2HGzG1NSV4eXCnx+nuvs1JzWQ9kIX7De5Yh1tjYmFC3fY6mpOaCXj6zHvbNs6Wym8qqfy2EqsQ0TWuq7Tqrle7Uv5ZOTZRNtjF29F0rImi14uw9Luwd6TfI35UfV/FyUkn8XvUD9t4W9CKLnt1f9bh/5g/DqMdcLnMBcdJjuQ8mYOmRYP9SDFbYMWXFR3K9LjJg/wl+aTOTcX/CX+0Ci3F7xQjaAytWc4znZFZyEi7OQ3/J8XtSj8oRV2n7lCmbZwt1ZuqKfmgBPsR9mACDiMd8JzvScl7JaQvSEeRr8A2zpaGvQ0UvlyIy5UuuMwY3IlapGyBEhK9SHV1NT/88AMbNmwwEFQ33ngj1113nYE1oTeoq6vj5MmTCIJAQkJCv2WOUqvVlJeXU1xcTGVlJY6OjvoBS42p97c9Wq2WsrIycnNzaWhowM/Pj6CgoHO63fUlVVVVpKSkoFQqiYqKwt/fv08boFqtllOnTlFRUcGoUaO6fa8IgoBKpdKLi7a2NoPpbDGibpc629zcHDMzM/1kampq8GliYoKpqSkmJib6SSaT6T9110P3qdFo9OsEQTCYtFqtwaTRaPSfarVa/9l+UqnOuLuYmZlhaWmpF4kWFhZYWVlhYWGBpaWlgbC0sOgYK9AVjY2NHDp0CEdHR4YPH96nViVBECgrKyM1NRWZTEZ0dDReXl4DImwaGxvJz8+nqKgIW1tbQkJC8PX1NVpX5ra2Nr3Vvba2Fjc3N3x9ffH29u43C1xjYyMnT55EqVSSkJDQ6658dXV1/PTTT3z33Xds3boVtVptVEKr+VQzRW8WUb+jHmW5Epm5DJsIG1xnu+L7gC8W7md+h+qfqil+u5imY01o27RYeFngkOiAzz0+OE93BrrOcne+fZWVSnKfyqXxYCOKIgUymQyrECu8Fnrh96AfMlPx/6QoUJBxdwaNBxrRNGnOOc6Vql5FzuM51PxSg6ZZI45x9Uowec+LSSV0GQd7MoiwpkVD4auFVH5XiSJPgYm1CVYBVjjPcCbgqQC99UndoCb7P9lUb6pGq9TiON6R8P8L53CU4ThXADVbash7No/WjFYsvC3w/48/yiplh+tYvbmavOfzkGfIMXM1w/MWT5ymOXH6itMM3TEU5ynib6CqU5F5dyZ1f9WhblCDcNY4V8+dGefKwtcCz1s8CVra+ThXEe9GdOs+MgYkcSUhcZH0t6A6G61WS3Z2NpmZmfj4+BAdHd0nva5arZbKykqKioqoqKjAxsYGX19f/Pz8jDKGSodCoSA/P5/8/HxMTU0JDg4mICBgwFyWGhoaSE1Npa6ujvDwcEJCQvq8wdnW1sbhw4fRaDSMHj26TwSwIAgcPHgQGxsboqOjUalUqFSqDoKmvdhpL4J0k04otRdOIN5/NTU1uLq6Gogv3dReoLUXbaampgairr3gMzc3x9zcnJycHMrLy5k8eXKfCJG2tjaOHj2KUqlk9OjR2Nj0bEybnqLVaikoKCAjIwNbW1tiYmIGLGW3SqWiuLiYvLw82traCAgIIDg4uM+vwcUgl8spKSmhpKSExsZGPDw88Pf377M09EqlkoyMDPLz8wkJCSEqKqrPnwnGLrQk+p6dsp0dxJVE7yCJKwmJC0AnqL777ju2b9/e74KqM1pbW0lJSaGyspKIiIheabQLgkBjYyNFRUUUFxcjk8n0g4oaU6zX2QiCQG1tLXl5eZSVleHm5kZISEifuNx1l7a2NtLS0igqKiI4OJiIiIh+EXhNTU0cPHgQJycnhg0b1meWk7KyMk6ePMn06dP75LxUKhW//fYbV155Za+nmtdoNGzfvp3w8HCCgoJ6tWwdWq2W06dPU1ZWxujRo3F2du6T47RHpVKRk5NDdnY2Xl5exMTEDJhlWRAEampqyM3NpaKiQp9e3t3d3WhcBjujubmZkpISioqKUCqV+Pr64u/v3yuujlqtlsLCQtLS0nByciI2NnZAsqd2JbRuvPFG5syZg3cfJfCRGFgkcdV3SOJKQqKbNDU18f3337N+/XqjEVSdUV1dzenTp1GpVERGRuLv79/j2AuFQkFxcTFFRUW0tLTg4+ODv78/bm5uRt0Q0mq1lJSUkJOTQ2trKwEBAQQFBQ1oRjCtVktubi4ZGRm4ubkRExPTb/WpqqriyJEjBAcH9+kYOP0hTvpSXEHfi0MwjKcZPnx4v1kH5HI5qamplJWV6TPoDWSCErlcrrcmW1hYEBoair+/v9G6DIL429XV1VFUVERJSQkWFhb4+/vj7+/fYyuczn0zLS0NQRCIjY3ts5i8ntKV0Lr55pu56aabBv2gxRJnkMRV3yGJKwmJc6DRaNixYweff/45mzZtQi6XM2XKFG666SajElRn0z5RgomJCUOGDMHb2/ucL2+NRkNZWRlFRUVUVVXh5uaGv78/3t7eRp8pTqlUUlBQQG5uLqampoSEhBAQEDCg9RYEgYqKCpKTkzExMSEuLg53955lt7oYCgsLSUpKIi4ujsDAwD49VmZmJqWlpX3mVgd9L64EQeDAgQPY29sTFxfX6+W3p6ysjGPHjjFkyBBCQkL6rVFdW1tLcnIycrmcmJiYPh+I+HxoNBp9Z4hCoSA4OJjg4GCjTYSjQ6PRUF5eTlFREZWVlbi6uuLn54ePj885701BEKisrCQtLY22tjYiIyP7NfFIT9EJrQ0bNvDnn39iamrKNddcw/z585k1a5Y0WLmERBdI4uofwpo1a7jrrruwtbWluflMKtHbb7+dzz//vMP2kZGRpKenGyxLSUlh0aJFnD59msmTJ7N27dpL1i87PT2dzz//nHXr1lFcXExERAQLFixg3rx5F5zlbyDQxV5kZmZibm5OeHg4vr6+Bi9z3fhOxcXFWFlZ6XtjjTUxRXtaWlrIzc2loKAAJycnQkNDByyAvz2NjY0kJyfT0NBAVFQUgYGB/daAEgSBjIwMcnJySExM7FkHQFAQWFlBcjLohOnIkbBqFUyZIs5v3Qr//S8UF4OLC1ogecwYfJcvF9PHq9Xw8suwfj2YmoJGA5MmwcqVcHbykOuvh+zsM/NJSfDjj3DNNaDVwsMPw2+/gUyG5uGH2RwQIIqrTZvg1VdBpQKZDO6+Gx58UCzjwAG4917xu0oFEybAO+9ANxrsjY2N7Nq1iylTpvS5e1ZdXR2HDh3Cx8eH2NjYfr0/iouLSU1Nxdramri4uH5xUTxfnaqqqsjJyaG6uho/Pz9CQ0ON2vVYR1tbm97KrxvOITAw0MBtUBAEysvLycjIQC6XExYW1i+xlr1JeXk5X3/9NZ9//jmnTp3Cw8ODW265hfnz55OQkDDgz1wJCWNCElf/AEpKSoiJicHW1paGhoYO4mrDhg1s377dYB9ra2uGDh1qsCw6Oporr7yS2bNns2bNGurq6ti8eXO/nEN/UFNTwzfffMMXX3zB4cOHcXZ2Zu7cuSxYsIBRo0YN6peHRqOhqKiIrKwsZDKZfjDKwsLCLhsExkxtbS3Z2dlUVFTg7e1NaGjogDcQQcyimJGRQV5eHoGBgURGRvZr4gytVsvJkyeprq5mzJgxPW+cBgWJYuXpp2HxYnFZe3H1559w++2wcSOMGwdAym+/4fL113h/+aW4/YIFUFsLX3wBzs6iSPr+exgxAkJCOjuqyNGjMGsWlJSIQuiLL+Dzz8VjNjQgDB/O9ieeYNLdd2N++DCEhoKXFzQ0iGV//jmMHw+trWBuLk5arSjgpkyBhx7q1iU4deoUCoWC0aNH9+zaXQCtra0cPHgQW1tbRo4c2a+NbbVaTVZWFjk5Ofj7+zNkyBCjGJeqsbGRnJwciouLcXNzIzQ01OjjsnToxvsqKirC2toaf39/zMzMyMvLQ6lUEh4eTmBgoNF7ApyPU6dO8fnnn/PVV19RWVlJXFwcCxYs4NZbb8XLy2ugqychMeBI4uofwOzZs5HJZLi4uLBx48YO4ursZZ1RXV1NREQEtbW1gPgC9PX1pampqU/r3teoVCq2bNnC559/zi+//IJWq+XKK69kwYIFXH311UbvntITdEke0tLSqKmpQSaT4e7uTlxc3IDGJHUXnUtNVlYWDQ0NBAYGEhISYhRZxwRBoLS0lOTkZGxtbYmPj+/3Xne1Ws3Ro0eRy+WMGTPmwiyPQUHw4ovw7LOQmQk2NobiasIEmDcP7rkHEBuTu3fvZtq0aWLGyOxsiI+HwkLoaRrp++4TxxB76y1x/qqrRCF3ww0AaB57jKySEkK//LKjO9LVV8PcuWLd2qNQwHXXiWU98EC3qtHW1sZff/3FqFGj+sWNU6lUcujQIQBGjx7d7wKnpaWFpKQk6uvriY6OJiAgwCiEjC7LZ15eHtbW1kRERJzXtdlYkMvlJCcnU1ZWhiAIODk5ERUVNaAJdfoCtVrNH3/8weeff85PP/2ERqPh8ssvZ/78+Vx77bVGOXC8hER/YJyOvhK9xrp169i1axfvv//+RZXj4uKCTCZj3bp1NDY28v777xMZGdlLtexfBEHg+PHjPPzww/j4+HDttdeSl5fHypUrKS0t5eeff2bOnDmXjLBSKpXk5OSwY8cODh48iL29PZMnT2bs2LHIZDJ27NjBsWPHqK2txRj7WnTxY7t27eL48eN4eHhw2WWXERsbaxTCqrm5mQMHDnD69GmGDBnC+PHj+11YKZVK9u/frw8+vyiXzuHDRTe+N9/suO74cfjboiMIAikpKQQHB59JxX/8OISH91xYKRTw9ddwxx1nlhUWQvtYsaAgrKurO+6bmiq6Ak6bdmZZfj4kJIj1cHAQ3Qa7iaWlJRERESQnJ/fL/8HCwoJx48ZhYWHB3r17kcvlfX7M9tja2jJmzBgSEhLIyMhgz549NDQ09GsdOsPKyoqoqChmzpyJv78/p0+fZvv27RQUFKDVage6ep1SX1/PyZMn2bZtG0qlklGjRjF16lRcXV05fvw427ZtIzMzE4VCMdBV7RXMzMy46qqr2LBhA+Xl5bz33nvU1dUxd+5cvLy8WLx4Mfv27TPK94qERF8yuG3TEueksrKSRx55hFdffRU/P78ut5PL5Xh5eVFVVYW3tzf/+te/ePHFFw2yApmYmLBmzRrmz5/Pbbfdho+PDz/99FN/nEav0dTUxLp161i9ejVJSUl4enqyYMECFixY0OcB7ANBfX09eXl5lJSU4OjoSFhYGD4+PgYuKe7u7jQ1NZGfn8+BAwewsbEhKCgIPz+/AQ9W1mq1eldGrVZLWFjYgCepaI9GoyEzM5OcnBwCAgJITEwckGvW2tqqT8QwYsSI3nEtW7FCFFF/W6gM+LvnvaqqisDnnsO7thYqKiA398KP9/33oig7+3/Yvpe/swZacTFcey2sXg3t4z+DguDkSWhuFq1ZmzaJlq1uEhISQl5eHsXFxfj7+/foVC4EU1NTEhMTSUpKYs+ePYwdO7ZfU3LLZDK8vb1xd3cnMzOTPXv2EBAQwJAhQwb8OWBmZkZoaCjBwcH650FGRgahoaFG4WKnS8qRn59PY2Mjfn5+TJw4EUdHR/02sbGxDBkyhPLycv34Y97e3oSEhAwaV+zz4ezszOLFi1m8eDGZmZl88cUXfPnll3z00UeEh4ezePFibr/9djEuU0LiEkdyC7yEuf766ykrK2Pv3r3IZLJOXQDf/Lt3OjY2FoBdu3bx5ptvEhAQwJEjRzq4i7W0tFBUVERISIhR+Od3h6SkJD744APWrVtHa2sr11xzDXfddReXXXbZgL+YexutVktpaSl5eXk0NDTg5+dHcHCwwYu+K9Rqtb6R0NTUhLe3NwEBAf2efl2tVlNQUEB2djZmZmaEh4fj5+dnVBm1qqqqOHXqFObm5gwdOhSnsxM19BNNTU3s378fLy8v4uPjz/87KZVQUwPtx60pKwNXV9ElLygINm+G2FgxRsnUFPbsOeMWOH48zJ+PcPfd7Nq1Cz8/P8LCwkQR1NQE5eWiW2BRkVhmd5k2DW666UycF5zfLbC0VNzvmWfEOK+u+OYb+Oor+OWX7tcHKCoqIi0tjenTp/dbLJQgCKSnp5OXl8fYsWMHLI6wqamJpKQkmpubiY+PN6pxjnRpzDMzM5HL5YSEhBASEtKvIlCXlr2wsJCSkhKsra0JCgrC39+/W/Vobm4mLy+PwsJCbG1tCQ4OxtfX95J8H+3cuZM1a9awceNGTExMuOmmm7j33nsZPXr0JSEqJSQ6QxJXlyjff/89t9xyCydOnCA6OhrofnzV999/z/XXX8///vc/Hn300f6obq+jUCj47rvv+OCDDzhw4ADe3t7cdddd3HXXXee04g1WdOPGFBQUYGZmRnBwMAEBARfc4GhoaKCoqIiioiLMzMzw9/fH19e3T3vT1Wo1+fn5ZGdnY2VlZZQxFkqlkpSUFEpKSvo9jfbZNDQ0sH//fgIDAxkyZEj3hNUNN4iZAHfsgIAA0fVu6lRRTH33HUREnBFXVVUQHS0mhli/XhRXv/8Od9xB5QcfcNLKShQebW1gayuKKzs7uO028ftnn4nZAQUBvvxSFGahoR3rlZcnWqxKS0UXPh2ffQbr1sEff4gJLYYNExNaLF6MeXW1KKyefBIWLjQsLydHPDdzc/Gc580TrWIvvdSj6ysIAjt37iQgIIDQzurdh+Tk5JCens7o0aNx66mLZS8hCAJFRUUkJyfj5uZGXFycUWUQ1WUYzMzMpLGxkdDQ0D4XWa2trfrMgAqFAj8/PwICAnBycrqg54Baraa4uJi8vDzkcjkBAQGGbraXEJWVlXzyySd8+OGH5Ofnk5CQwL333sstt9wyKGJ+JSR6giSuLkGam5sJCwtj3rx5PP/88/rl9913Hz///DPFxcWYm5t3+QDXarU4ODhw1VVX8e233/ZXtXuF7OxsPvzwQz799FNqamqYMWMG9957L7Nnzx5w95beRhAEampqyMvLo7y8HHd3d0JCQno1s5ZWq6WiooKioiIqKiqwt7fHz88PX1/fXmto6SxVWVlZ+jgLYxlQU4cu7is5ORknJyfi4+MHNN6rtraWgwcPEhYWRkRERPd2KisTE1Lk5opZ+774AubPPzO/dy+MHXtGXIGYcn3JElGM/Z2KXfvbbzQ89RR2jY2Ye3uLFq+bbhLTn5uYiOnPV6wQLUZmZqK4mjRJTJ3emYXvhRdEkXf2kBAajWg9+/13cfahh9gcFCSmYr/vPlHwhYef2f7hh0WhtXatGC9maiqmhZ82DV5/XUwx30MqKio4fvw4M2bM6PfnR0FBAadPnyYxMRFPT89+PXZ72traSE5Opry8nJiYGAIDA43uv1ldXU1GRkafiCyFQkFpaSklJSXU1dXh7u6uH/+vtyyaumRDubm5+md5cHDwJZcAA8R3yh9//MEHH3zAr7/+iq2tLfPnz+eee+7Re9BISAx2JHF1CZKfn09w8LlH3L722mv58ccfO12n1Wqxt7fnmmuu4euvv+6DGvYuarWazZs388EHH/Dnn3/i7OzMwoULWbx4cfcbnoMIrVarH3iztbWVwMBAgoKC+ry3U6VS6RsZ1dXVODs74+3tjY+PzwUJDY1GQ35+vl5URUZGGsUYVWcjl8s5deoU9fX1xMXF4ePjM6B1rKqq4vDhw3rLWY/QWarax0eFhJyxZHWDvLw88vLymDp1ar9eh74eRLgzBEFg3759uLm5ERUV1S/HbE9JSQknTpxg+PDhAz6mYEVFBadOncLGxoahQ4f2a0xYd9CJrPT0dJqami5KZCkUCsrKyigtLaWmpgYXFxd8fX3x8fHp80RHcrmcgoIC8vPzMTc3JzQ0FH9//0E1JlZ3KSws5KOPPmLNmjVUVFQwYcIE7r333ksqoZTEPxNJXF2CKBQKDh482GH5q6++yq5du9iyZQtubm5d9hJt2LCBm266ibfeeouHH364r6t7wZSWlvLxxx/z8ccfU1JSwpgxY7jnnnu48cYbjcp9pbdQqVTk5+eTm5uLqakpISEhA5bgQdf4KCsro7q6GgcHB3x8fPDy8sLe3v6cje7BIqoEQaCwsJDk5GR8fHyIiYkZ8DjDiooKjhw5Qnx8/IUPZr1vn2jB0rF3r+iy1w00Gg1bt24lPj6+3xv7AyGuQBz/7uDBg8ycOXNAfv/y8nKOHj3K0KFD+yW5xrlQq9WkpaVRUFBAVFQUoaGhRvm/PVtkhYaGnvc52dzcTEVFBaWlpdTV1eHi4qLvPBqI94kuUUZ2djZtbW0EBwcTHBx8SYoOpVLJjz/+yOrVq9mxYwfu7u4sWrSIxYsXn7ejWELCGJHE1T+Is2OuCgoKuOWWW5g7dy5hYWHIZDJ27drFW2+9RWhoKIcOHTJK3+8jR47wxhtvsHHjRqysrLj11lu55557GDZs2EBXrU9oaWkhNzeXgoICnJycCA0NNSoxolQqKS8vp6ysjKqqKiwtLfHy8sLT0xM3Nzd9Igpd9r+MjAzMzc2JiooyqvNoj1wu5+TJkzQ2NpKQkDCgblk6dI3sYcOG4evre2GFXKTlKicnh6KiIiZPntzvv9tAiSuAAwcO4ODgQExMTL8eV0dlZSWHDx82CoEFouA8ceIElpaWDBs2zChjZnQxWenp6bS0tBAZGUlgYKDeAqTVaqmrq6O8vJzy8nJaW1txc3PD29sbLy8voxmjSXce2dnZ1NTU4O/vT2hoqNFZDnuL9PR0Vq9ezWeffUZjYyNXXXUVjz/+OJMmTTLKd4WERGdI4uofxNniqq6ujjvuuIMTJ05QUVGBRqMhMDCQ6667jmeffbZbGeb6C61Wy6+//sqqVavYvXs3oaGhPPLII9x2221GVc/epLa2lpycHMrLy/H29iY0NHTAsod1F41GQ1VVFeXl5VRUVKBSqXB3d8fS0pKqqioAhgwZgq+vr1G+KNtbq7y9vYmLizOKWD2dsLoo97DuxFydIyucWq1m69atDBs2DC8vrws8kwtnIMVVXV0d+/btY8aMGQPW6K6qquLQoUMXZ7XsRdpbsQY6ucu5EASB8vJy0tLSUKlUeHh4oFarqaqqQiaT4enpiZeXF+7u7kbxXz8XjY2N5OTkUFxcjJubG2FhYf2ezbW/aG1t5ZtvvuHNN98kOTmZkSNH8vjjjzNnzpxLLquixKWHJK4kjBqFQsGXX37JG2+8QUZGBuPGjePxxx/nmmuuuSR90NtnwGpoaCAwMJCQkBCjGCy3pwiCQH5+PpmZmbS1tSEIAra2tnh4eODm5oabm9uAu9m1p31sVUJCwoAIiM7oFWEF3csWeI7fIzMzk/LyciZOnDggjbmBFFcAhw4dwsbGZkDHxDM2gQXGbcVSqVTU1NRQXV1NZWUlTU1NmJiYYGZmRlhYGKGhoUY1xEN3USgU+thHW1tbwsPDjS6zam8hCAJ//vknq1at4q+//iIwMJBHHnmEO+6445K13kkMfiRxJWGUVFdX88EHH/Duu+9SVVXFddddx2OPPca4ceMGump9QmdjtwQHBxuV+OgJ9fX1pKamUldXR3h4OCEhIfpYiKqqKqqqqmhubsbR0RF3d3fc3NxwcXEZsJ7j0tJSTp48iaenJ3FxcUZz3XtNWOk43zhXXaCzWo0YMQIPD4+Lr8cFMNDiqr6+nr179w6o9QrEZ+PBgweJi4sjMDBwwOrRHrVaTWpqKoWFhcTFxREQEDAgDX21Wk1dXZ3+OVNfX4+NjQ1ubm64u7vj7u6OqampfiBfW1tboqOjByzd/cXSfkxAc3NzwsPD8fX1HZSCsTucPHmSN954g2+++QZbW1vuueceHnzwwQt3k5aQ6CMkcSVhVGRlZfHmm2/y2WefAbBw4UIeffRRcaDSSxBd5r/MzEzUajVhYWEEBgYOWrcHuVxOWloapaWlBAcHEx4e3qVQUSgU+kZQdXU1ra2tODo66oWWq6trnwdvq1QqTp8+TXl5OUOHDjWql7QuzsYYMsVlZ2dTUlIyoHEPAy2uQLRe2dnZDVjslQ6dwEpISDCqcfsqKys5fvw4zs7OJCQk9Mv/t6amRj/V19djaWmpt4y7u7t3afVXqVTk5uaSnZ2Nu7s70dHRRmV16wkajYaioiKysrIACAsLIyAg4JL07gAoLi7mnXfe4cMPP0Qul3PLLbfw2GOPDahVWUKiPZK4kjAK9u/fz6pVq/jxxx9xc3PjwQcf5N577x20PYrnQ6PRUFhYSHZ2NjKZjLCwsEGdbletVpOdnU12djZeXl5ER0f32JVRLpcbNJSampqwtbXFxcVFP50vE2FPqK2t5dixY9jY2DB8+HCjyjBpTI1ntVrNX3/9NeCuksYgrnSxVzNnzhzwrG3GJL7b09bWxqlTp6itrWXYsGG9lgxGEASam5upra2lrq6O2tpa/TPC1dUVV1dX3NzcsLa27tEzQqFQkJ6eTlFREcHBwURERBiN5bqnaLVaSktLyczMRKlU6jvrjD2W7EJpbGxkzZo1vPXWWxQVFXH55Zfz+OOPM3369EvSRVJi8CCJK4kBQ6vV8vPPP7Ny5UoOHDhAVFQUjz32GPPmzTOaTE29jUajoaCggMzMTCwsLIiIiMDHx2fQunHoEkCkpaVhY2NDbGwsLi4uvVK2UqnUN6J0DSqZTIaTkxPOzs76Tysrqx69SLVaLRkZGeTk5BhlOuna2loOHDhAbGysUbh9DWSGwPYYg7gCMXOgo6Mj0dHRA1YHHWVlZRw7dmzABxo+G91z4fTp0wQEBBATE9PjjiOFQkF9fT11dXX6T41Gg5OTk0GHS2+J3MbGRpKTk6mvrycyMpLg4OBB/VwuLy8nMzOTlpYWwsLCCAkJGbQeEedDpVLx3XffsWrVKk6cOEF8fDxPPPEEc+fOvWTPWcK4kcSVRL+j1Wr5/vvv+e9//8vp06eZNGkSTzzxBFdeeeWgfZmdD52lSieqIiMjB30AclVVFSkpKahUKqKjo/t8cF2tVktjYyP19fX6xlZjYyOWlpY4OTnh6Oio/+yq97q1tZWjR4+iVqsZMWKE0WWarK+vZ//+/URFRfV8gOA+QKPR8Ndff+kHTx5IjEVc6cTvZZddZhQWAd1Aw6NHj8bd3X2gq2NAS0sLx44dQ61Wk5iY2GkCAkEQUCgUNDQ00NDQQH19PQ0NDcjlcuzs7Aw6UhwdHfv0HSEIApWVlaSkpKDVaomJiTHa4SK6w9np6MPCwggODr5kBYcgCOzYsYNVq1axZcsWQkNDee6555g3b55R/Fcl/jlI4kqi39BoNHz77be89NJLpKamctlll/HCCy8wof2ApgNJUBC0tkJJCegexNu3w/Tp8NhjsGpVx32mTBEzrjk4iPMLFsCjj4rfP/kE4c03IS2N9MWLKZszh6ioqEEvqlpbW0lOTqaqqoqIiAhCQkIGzJ1RrVYbNMgaGhpoamrC3NwcBwcHHB0d9Z/Nzc2cOnUKX19fYmNjjc4Fs7m5mT179hAWFkZ4ePhAVwdAHyw/bdq0Ab9njUVcAezduxcPDw8iIiIGtB46dFaicePGGd1wDVqtlvT0dHJzc4mLi8PZ2ZmGhgYaGxtpbGykoaGBtrY27Ozs9J0juo6SgfqdtVotBQUFpKen4+joSFxc3KDOTKcTjenp6cjlcsLDwwkKCjK6Z2BvcuLECf773//yww8/EBwczLPPPsv8+fMHrcunxOBCElcSfY5arWb9+vW89NJLZGZmcuWVV/LCCy8wZsyYga6aIUFB4OYGzzwDc+aIy+bNg4wMmDy5a3H1+ONw9dUGi7VaLeV//EF+aSnB33yD1eTJOD333IA3UC8GjUZDdnY2WVlZ+Pj4EB0dbZTumxqNRt9o0zXi6urqEAQBKysrXF1dsbe310+2trYDbjGVy+Xs2bMHX1/fAU+WoEMQBLZt20ZERIRRpP02JnFVUVHBiRMnmDlzptE0UHX/zYkTJw54YgZBEGhtbaWxsZGmpiaampqora2ltbUVmUymF1DtOz+M0ZqiUqn0Y3mFhIQQEREx4PfexSAIAhUVFaSnp6NQKIiIiDAYWPlSJCkpiRUrVrBx40b8/f155plnWLhw4YDHTEpc2hjf00zikkGj0fD111+zfPlysrOzufzyy1m3bh2JiYkDXbWuWbQIPvlEFFcNDXDwINx8M8jl3dpdEARKSkpIT08Hc3MiL7sMrz17kDk5wSAWVuXl5SQnJ2NmZsa4ceN6La6qLzA1NcXZ2RlnZ2daWlo4cuQI9vb2xMbGolar9Y29srIympqaALCzs8POzg57e3v9dzs7u35p8CmVSg4cOKDPWGYslJWVodVqBzyhhjHi4eGBpaWlvtFtDISFhdHW1sb+/fuZOHFivyRo0Wg0NDc366empib9d61Wi52dHQ4ODtjb2+Pt7Y2lpSVpaWm0tbURHBxsdG65Z2Nubk58fDyBgYGcPn2a7du3ExMTY7SDoJ8PmUyGl5cXnp6elJWVkZGRQVZWFpGRkQQEBAx4J1NfEB8fz4YNG0hOTmbp0qXcd999rFixgueff55FixZJliyJPkGyXEn0OhqNhu+++45ly5aRkZHB7NmzWbRoEZaWllhbWxMeHt7n8TkXRFAQbN4sDrT611/wyy9QUACWltDc3LXlqqICzMxQhIRw8qabaHB1JSoqCn9/f/FldfvtMHIkPPBAP5/QxdPS0sLp06epra0lOjqawMBA4/vduqC0tJQTJ04QEBBAdHR0p72zgiDQ0tKibxS2bxyqVCqsrKyws7PD1tZWP9nZ2WFjY9MrwkutVnPgwAEsLCxITEw0msaNIAjs3r0bPz8/QkNDB7o6QPcsV6tXw3PPgUJx9r6gVoOZ2RmP3/NhZQUvvQT33NP5+uLiYtLS0pgxY4bR/CcEQeDkyZPU1dUxYcKEXmk4ajQaWltbaWlpobm52eBTLpdjZmZm0CFxPouwIAhkZmaSlZVlVGN1nQ9dx1lycjJ2dnbEx8fjoHMHH6QIgkBpaSlpaWnIZDKGDBky6N3Wz0bnEpmZmUljYyMAX375JRs2bCAgIIDnn3+eBQsWDGqLpITxIYkriV5Dq9WyadMmli1bRkpKCldddRXLli1j5MiRgNiQ1KUfNzExITw8HD8/v/5zSTjfAKo6cfXzz+K6H3+Er74Sp67EVVER9fb2pKak4LhuHeFbt2KakWF4ToNQXLV3AfT392fIkCGDpodPq9WSlpZGfn4+w4YNu6BEDIIgoFQq9UKrpaXFoFGp0WiwtLTE1tYWGxsb/aeNjQ3W1tZYW1ufVygJgsDhw4dRqVSMHTvWqFxzampqOHjwoNEkbQBRXD30UCrffhtPW1vnjT+FArTa3jumTAZdG4AETE1VPPtsK08/7dR7B71ItFotR44cQalUMm7cuPPeV4IgIJfLkcvltLa26oWU7lOhUGBiYqLvWGj/aWtr2+NsnTqqqqo4evQo3t7exMXFGdX9fy5UKhWZmZnk5uYSHBxMVFSUUbo09gRdjFlGRgY2NjbExMTg6uo60NW6KLRaLWVlZWRlZSGXywkNDSU4OFj/PEtNTWX58uVs2LCBkJAQlixZwq233jrof0sJ40ASVxIXjSAI/Pbbbzz77LMkJSVx+eWXs3z5ckaPHt3p9lqtlqKiIrKzs1GpVAQFBREUFNS38TtKpWiRSk6GHTsgIEBMRDF1KsTGwnffQUSEKK5cXGD4cHF+925YtqxTcdXS0kJ6ejplZWVnBsx1cBATYrR/MQ0ycVVdXc2pU6cwNTVl6NChRhcgfy7a2to4evQobW1tXWYnu1h0wqt9A1T3qWukCoKgF1k6wWVlZaVfZmVlRXp6OrW1tb1mYehNjGGw3PZWKNHyJCC+rc7dkO9MEF2I5aq7Qk0mE7C2NqzT+axefY1Go2Hfvn1YWVkxdOhQFAqF/t6Uy+UoFApaW1s7vV/P7jCwtbXF0tKyT6wZcrmcw4cPIwgCo0aN6vHYeANJY2Mjp06dQi6XEx8fP6BjwPUWarWanJwcsrOzcXNzY8iQIYPOOqdUKikoKCAvLw+ZTEZoaCgBAQFdiqbTp0+zbNkyNm3aRHh4OC+++CI33XTTJWW9k+h/JHElcVEcP36cxx9/nB07djB58mRWrFjR7ex/ujSxOTk5VFdX4+vrS2hoaN/44ZeVwYQJkJsLISHwxRcwf/6Z+b17YexYUVzFxsKnn0JUlLjsLHHV1tZGZmYmBTk5BNrZETZ+vBjf8P338J//iK6E7Rkk4kqpVJKSkkJJSYk+FbixuKl1h9raWo4cOYKLiwvDhg0bsB5IrVarb8zqLAFnN25VKhUAVlZW2NjYYGVlZTBZWlpiaWmJlZUVFhYW/fqib25uZseOHcyYMaPfBlbuzJ2vK3HTmZjR0ZuipisXw/YoFAJabed1OVvk9WbddAK/ra0NhUJBW1ub/rtu0t1/AGZmZnrx1H7SWVutrKwG7L+u0WhITk6mtLSUESNG4OHhMSD1uBAEQaCgoIDU1FTc3d2Ji4szyiQ/PUX3jsvPz8fPz4+oqCijGmS9M5qamsjNzaWoqAgnJydCQkJ65OJ44sQJlixZwubNmxk1ahSrVq1i4sSJfVxriUsVSVxJXBCFhYU899xzrFu3jiFDhvD6669z5ZVXXnAjsP2D0dHRkaCgIHx8fHrXVURnqcrNPbMsJOSMJUvnFhgba7jf3+JKu3Ilubm5ZGRk4OrqSnRgIA6zZ0NbG5iYiJkG//c/GDpU3G/dOnj6aairE90ObW3FOK5hw3rvnHqB9rEETk5OxMfHD6oeZID8/HySk5MZMmQIISEhRt3rqBuXaPjw4VhYWBg0iHWTrqGsVqsB9GLL0tISCwuLDp9nTxfTUD516pR+HLC+4mzh0rWQEgWKznJlYaHhjTdk3H+/cbiQrV4NTz2lRqmUYWJypk7nOx8wFFtarRalUolSqUSlUumFU1efbW1tCIKAmZmZgRA/e9JqtRw7dsxoxk07F4WFhSQlJREREUF4eLhR/4fPRqFQkJycTEVFBdHR0QQFBQ2q+ndFS0sLaWlplJeXExYWRlhYmFG5zWm1WsrLy8nPz6empgZfX19CQkJwcnK64DJ37drF448/ztGjR/nXv/7Fq6++SmRkZO9VWuIfgSSuJHpEfX09r7zyCm+//TZOTk4sX76cO+64o9ceuEqlkqKiIvLz82lra8Pf35+goKDec+/at0+0YOnYuxfGjz/nLrr0tcnJyZiYmBAXF2d0g3VeKK2trZw6dYqGhgb9QLGDqVGg1WpJTk6mpKSExMRE3NzcBrpK56S2tpb9+/eTmJiIp6fnebfXaDQG1olzNbqVSiUajQYQMybqhJa5uXmnk5mZWYdPgB07djBhwoRedwfVCaqmJlEsnc35LD3GlIq9PS0tLfz1119MmjQJc3Nz1Go1a9aY8dJL1rS1ydC9YcXvhv8tmUyLhYWowszNtcyfn86115brf7vOxHT7qTvPXd09N3LkSKN3Xauvr+fw4cO4uLiQkJBgVA357lBRUUFSUhJWVlYkJCQM6rGx2lNbW8vp06dpa2sjOjp6wLMltrS0UFBQQGFhIaampgQGBhIQENBrVkOtVss333zDs88+S3FxMYsXL2bp0qWDyqoqMbBI4kqiWyiVSlavXs2LL76IXC7n8ccf5/HHH++zl4cgCNTW1pKfn09paSnOzs4EBATg7e194Q2r81muOqGpqYnk5GTq6uoYMmQIgYGBg8pVrit07iwpKSn4+PgQGxtrVA3W7qBUKvWB+6NHjzZ6a1trayu7d+/WD7zcF2g0Gr3lQ2cFOXtSKpWo1WrUajUqlcrgU9vO3GJqaoqZmZl+MjU17XIyMTHp8GliYsJXX9nx2msOtLXJUCjOFhcCNjYCIMPSEpYuVXLnnWpkMpm+4da+AadWq9m2bRvTp0/XN7p1ry9BEDp8FwQBrVbbYf5ck0aj0X+2/65Wq/XL2s/rrqMOmUzWpXD94QdP3n3Xi7Y2E2QyOrkeZwRmb8dslZSUcPLkSSZOnGj0MTRtbW0cPnwYjUbD6NGjjd4d7WzUajXp6enk5+cTGRlJWFjYoOqw6gpBECguLiY1NRUbGxtiY2P7NR5Xo9FQVlZGUVER1dXVeHp6EhQUhLu7e59dX4VCwbvvvsuKFSvQarU8/fTTPPLII0b/rpEYeCRxJXFOBEFg06ZNPP300+Tk5LBo0SJefPHFC8rAdsF1CApC29TEnm++obmtDW9vb0Ly83G+/np47LHOs/gJAixfDuvXiy55Dg5iyvTcXHByEpNWFBeLiS48PODkSYMsgkqlkoyMDPLz8wkKCiIyMtLokg5cKK2trZw8eZLm5mYSEhIGZW9cY2Mjhw4dwtHRkeHDhxt9D7darWbPnj24uLgwVOc2amQIgsDWrVuJjIzE3d1dLxzOFhbtBcbZgkSr1fLdd658+KE/SqUJbW0mBgJCJtNiaiqg0ZgwaVIpTz55Si+AdHW40FfS2aLMxMREv0w36URf+0kmk51TJOpE5tmCsr3wbGho4Pjx41x++eXdvhfP5xrZ20IrPT2doqIiJk2aZPQDqGo0GpKSkqioqGDUqFFGPa5eV9TW1nLixAnMzc0ZNmzYJWPFUqvVZGVlkZOTg6+vL0OGDOmzODNdJ2tRURElJSVYWVnh7+/fq1aq7lBTU8OKFSt477338PDwYMWKFdx2222DJsOlRP8jiSuJLjlw4ACPP/44+/fvZ9asWaxcuZK4uLj+r0hQkBjP9MwzNMyYQVFRES4PPYRtcTHq8eMxf/tt7O3tDXuv3n5bzPT39deiuCoogIceErMF/vgjxMWJlqyJE6G0VBRanp4IgkB+fj5paWk4OzsTGxt7ybwUdeeWmpqKr68vMTExg85aBeKAxseOHSM0NJTIyEij7xXWpVxXq9WMHTvWaC2f5eXlnDp1ipkzZ/a4ju2FQm+IhPZiS4dKpeL3339n1qxZ+vu2MwvXQCAIAjt37iQkJOSCx23q7WvYWR2PHj2KQqHoVor2gUYQBPLy8khNTSU+Pp6ALrwLjBmNRkN6ejp5eXlERkYSGhpqtP//ntLa2kpKSgqVlZVERET06rk1NzdTUlJCUVERSqUSX19f/P39cXZ2HtD/ek5ODs888wzfffcdQ4cO5fXXX2fmzJkDVh8J40USVxIdyM/P54knnmDjxo3G8QAJCoInn4RffxWnhgaEESNomT2b5qoqjs6di42NDb6+vvj6+mJnZwd+frBzJ4SFnSmns3Gu9uyBq6+G3FzqTU05deoUSqWSuLg4PD09B7zR1lu0trZy4sQJWlpaBq21CsSXW1paGsOHD+9X6+nFkJqaSmlpKZMmTTJq6+eBAwdwcXHpUfC2ThDU1UH7N0lfuLcZa8yVjvz8fPLz85k8efJFPzf6Smip1Wr27duHg4MDCQkJg+L5VllZydGjR/VjSg2GOp+NzoplZmbGsGHDjN41sydUV1eTlJQEQHx8/AXHvba2tlJSUkJJSQlNTU14eHjg7++Pp6en0XUEtO94vvzyy3nzzTcZMmTIQFdLwoi4NLpQJHoFpVLJK6+8QnR0NPv37+ezzz7j2LFjxtEzM2mS6NJXUgJff43shhuwc3TEy8uLWbNmERERQX19PTt27GDPr7+irayk7ZtvYMwYcfr2W9GCpRNW77wDkZEwaxbq998nqaSEvXv34uHhwbRp0/Dy8hqUL/GzEQSBwsJCduzYga2tLVOnTh2UwkoQBE6fPk1WVhbjx48fNMKqpKSEvLw8Ro8ebdTCqqWlherq6m5ZXVavFodxs7WF+++H2tozwkomEz1u338fWlrEvoyBGuupv/Hz86OlpYW6urqLLuuee8Rr19IC770nXlMbGzEpqSBAa6t43R94AG65Rfw9XF3F3+ZcmJmZMWrUKCoqKsjPz7/oevYHHh4eTJgwgaKiIo4fP65P2jKYcHFxYcqUKbi5ubF7925ycnIu2P3V2HBzc2PKlCkEBARw8OBBjh8/TltbW7f2lcvl5OTksHv3bv766y+qq6sJCQlh1qxZjB49uvczBvcSY8eOZe/evWzcuJHs7GyGDh3KM888Q0tLy0BXTcJIkCxXEoCYIey+++4jKyuLRx55hKVLlxqPO5wuRfrPP4vzP/4IX30lTmcN7qtSqahITcUvIYH0W26h7M478RcEQubNQ/bHH8jauTUKgkDl1q3YLF5M6nvvET1xovGccy+gVCo5deoUNTU1JCQkGH2msK5Qq9UcO3aM5uZmxowZg62t7UBXqVs0Njaye/duRowYgXd7a6kRkpKSQmtrK4mJiZ2u72uXte5g7JYrgKSkJNRqNcOHD++T8jv7HUxNQac3uvtb1NTUcODAAcaOHYtr+wHPjRiFQsGhQ4cwNTVl1KhRRt1ZcS5qamo4duwYdnZ2DBs2bNAl7DgXcrmc06dPU11dTXR0NIGBgR06KZuamigrK6OsrIyGhgZcXV3x9fXF29vb6GMBO0OhUPDaa6/xyiuv4OXlxTvvvMM111wz0NWSGGAky9U/nPLycubNm8e0adNwcXHh+PHjrFq1qn9FhlIpDvLbnrIycXl7br9dtDhZWUF4eKdFmZub4zd0KNjZEbpkCeHh4dTZ21MeEkLKF1+QnJxMdXU1DQ0N7N+/nxNaLeaBgYxqbb2khFVVVRU7duxAq9UyderUQSusFAoF+/btQ61WM3HixEEjrFQqFYcPHyYsLMzohZVGo6GwsJCgoKAO63RWKp2FqrVVbNDLZKIl5Z9qpeqKoKAgSkpKUJ797OolzrZoBQbCjTeKv8PZVq377uvamuXq6kpMTAxHjhxBLpf3SV17GysrK8aPH4+5uTl79uwZtFYCV1dXpk6diqWlJTt37qS0tHSgq9RrWFtbM2rUKIYPH05WVha7d++mrq6O2tpaUlNT2bZtGzt37qSuro7g4GBmzZrF+PHjCQoKGpTCCsT7cunSpSQnJxMVFcW1117LNddcM2gswxJ9gySu/qFoNBreffddIiMj+f333/nkk0/Ys2cP8fHx/VsRpRJuuEEce6qwUFxWWCjO33CDocDy8YFXXoHXXjt/uTffjPm2bfj5+ZEYFoZ3cTFeM2eiVCpJ/u47du7ciVwuJ9baGsu0NGQxMX1zfv2MRqMhOTmZQ4cOERkZyahRowbtS6u5uZk9e/ZgZ2fH2LFjB01PtSAI+p7pwTD4ZFlZGebm5gaxEqtXi25/994rNtQlQdU9HBwccHJyoqioqM+Pdc89kJ8vJkStqencfVAnsmxtOwqtoKAgPDw8OHLkyKBxtdO5NXp4eLBnzx7q6+sHukoXhLm5OSNGjCA+Pp6TJ09y4sQJVJ0N/jZIcXV1JSoqCq1Wy+7du9m3bx8tLS0MGTKEK664gtGjRxMQEDBonundISwsjC1btrBx40aOHz9OdHQ0L7/8crddJCUuLSRx9Q/k8OHDjBo1igcffJCbbrqJjIwMFi5cODBZjGpqxAx+ubniGFT79p0Ziyo5WVzfnoULYezY85f78suwZQvExsLEicieeQazUaNoaGggZt06rnjiCSY88ACOd9/N0dtvZ091NZmZmdTX1w9aX/impiZ2795NTU0NU6ZMISgoaNDGjdXX17Nnzx58fHwYPnz4oMqwlZmZSXNzMyNGjBgU17+goEDvvtPeUtXaemYbSVB1n8DAQAoKCvr9OdJZnNa5rFkymYyhQ4ei1WpJSUnp17peDDKZjLi4OMLCwti3bx9VVVUDXaULxtfXl6lTp9La2qq36AxGBEGgsbGR7Oxs9u3bx5YtW8jKysLDw0OfwKOhoQELCwujHzbjYpDJZMyZM4e0tDTuu+8+lixZwtChQ9m+fftAV02in5Firv5B1NXV8eyzz/Lhhx8ydOhQPvjgA8aMGTPQ1bqgwX17gkajISMjg9zcXMLCwoiIiDBorMvlcioqKqioqKC6uhoTExPc3d3x8PDA3d19UPjEFxYWkpSURHBwMEOGDBlUYuRsKisrOXLkiH4AzsFEVVUVhw4dYsKECTg5OQ10dc5LS0sL27dvJz9/FsuWmVNfbxhPZWICN90kWkcGmsEQcwVijOAff/zB2LFjB3x8pq5i5drHZi1Z0kZY2F8kJCTg6+s7oPXtKbrn3mDKHtoZgiCQnZ1NRkYGQ4YMISQkxOg7Ztra2qiqqqKyspLKykrUajVubm54eHjg6elp4MItCAK5ubmkpaXh7+9PdHS0Uf+He4vTp09z7733sm/fPm655RZWrVpl9G7iEr2DJK7+AQiCwBdffMETTzyBQqFgxYoV3HfffcbVg7Rvn+gKqGPvXhg//qKLrampMRjI8XwpcLVaLXV1dfqXRn19PXZ2dri7u+Pm5oabm5tRvRTUarV+sM3hw4fj6ek50FW6KEpKSjhx4gRDhw7F399/oKvTIxQKBTt37iQqKqrT+CVjY/VqePppNW1tMpRKU4OGt7Nz3yanuBAGi7gCOHVKHBx52LBhA10VPTqhdbaAlsnA0VHLLbek8NprweJQFoOI8vJyjh49SkxMDMHBwQNdnYuitraWo0eP4ujoyLBhw4zKbU6tVlNTU0N1dTVVVVU0NDTg6Oio74R0cXE5b2a/lpYWTp48SUtLC0OHDh3076vuoNVq9e0vpVKpb38ZYxZEid5DEleXOEVFRdxxxx1s3bqVuXPn8r///c/4ek76wHKlVqtJTU2lsLCQqKgoQkJCLsiao1Qq9S+T6upqmpubcXJy0gstV1fXAROpjY2NHDlyBEtLS0aMGDEoLGznIi8vj5SUFBITEwfdS1cQBPbv34+VlRXDhw83+l7nW26Br78WgDP1NFZRpWMwiav6+nr27t3LrFmzjKsTi3NZswTs7NS8+qop9903uCzftbW1HDx4kNDQUCIiIoz+/3culEolJ06coKGhgZEjRw6Y9VOj0VBbW0t1dTXV1dXU1dVhbW2Nm5sb7u7uuLu7X1A8ryAIFBQUkJKSgre3N7GxsUYlIvuKmpoann32WT766CNGjx7N559/PihiciUuDElcXaIIgsCnn37Ko48+ir29PWvWrGHWrFkDXa2OlJWJFqvcXFFQffEFzJ9/Zn7vXsNBf7tBbW0tx44dw9ramoSEhF7tiZXL5fqXTXV1NXK5HEdHR1xdXfVTX78odGNXnT59mtDQUCIjIwe1GyCgd4kZM2bMoEkN3Z709HRKSkqYPHmy0TWm26NrWNfW6pYI2NiAlZXMaEWVjsEkrkAc3iI0NJSAXnBt7is6s2bJZALOzsZ/P5xNY2Mj+/fv17udDWaB1d6NLioqitDQ0D4/H5VKRW1tLTU1NdTU1FBfX4+FhYW+I9Hd3R0bG5teO55cLufUqVPU19czfPjwQTn+4oWwb98+br/9doqLi3n55Zd5+OGHB/37W6Ijkri6BCktLeXuu+/m119/ZcGCBbz11lvGG/+hyxaYnHzGUqWzZMXGwnffiYP/dgOtVktGRgY5OTn99kJqbW3Vv4xqampobm7G3t5eL7ScnZ2xsbHptXpoNBoDN8BL4YWk+83GjRtnvPfpOdCNGTRx4kQcHR0Hujqd0rlLmMCVVzbw669OA1exHjDYxFVOTg7l5eWM7wX35r5Gd3/U1QkIgvisMnZLZmc0Nzezb98+vL29iYuLG9QCC8Q46SNHjuDk5MSwYcN69b6Xy+V6MVVbW0tDQwO2tra4uLjo31+2trZ9eg11HYXJycl6UWzMnVO9RWtrK8888wzvvPMOEydO5NNPPyU0NHSgqyXRi0ji6hJCEATWr1/Pgw8+iIWFBR999NHgGMxOqRTTXLW3UJWViWmtuimsmpqaOHbsGIIgMGLEiPPGVvUVbW1t+pdVTU2NPkOSs7MzLi4uuLi44OTkdEH+1q2trRw5cgSZTEZiYuKgdwMUBIG0tDQKCwsZO3as0QqTc6FUKtm5cyehoaFG93I8VzIDJyeBuXNP89prwYNmfLfBJq7a2tr4448/mD59+qAZn231anjmGQ0NDSYGIqs/BonuLVpaWti/fz/u7u4MHTp00AsspVLJ0aNHkcvljBo16oL+rxqNhoaGBv2YU7W1tSgUChwdHfViysXFZcDeKS0tLRw/fhylUsnw4cNxdnYekHr0Nzt37mThwoVUVlby+uuvc88990hWrEsESVxdIlRWVnLPPffwww8/MHfuXN59991B6V7VU9q7TwQHBxMVFWVUgaIajYb6+npqa2v1LzalUomjoyNOTk44OTnh7OyMvb39ORsBVVVVHD16FB8fH2JjY43qHC8EQRBITk6mtLSUcePGDZoGfnsEQeDo0aNoNBpGjx5tVI04MabKcFl7S8SsWfkUFBQwefLkgangBTDYxBXAoUOHcHR0JCoqaqCr0iOefbaQd9/1pqXFDK128MTl6ZDL5ezbtw9nZ2eGDRs26Busuo6ovLw8hg0bds7MiIIg0NzcTH19PfX19dTV1dHQ0ICZmZm+k8/Z2RlnZ2ejshIJgkBWVhaZmZmEh4cTHh4+6H+37tDU1MQTTzzBhx9+yPTp0/nkk0+M2pVYontI4uoSYOPGjdx7770AfPDBB1x//fUDXKP+QS6Xc+LECZqbmxk+fLjBIKjGiiAItLa2UldXZ/DiAwzElqOjo763Oycnh/T0dOLi4ggMDBzI6vcKOmFVVlbG+PHjB02v/tkUFBSQlpbG1KlTjWag5o4xVfwdU2XYIN6zZw++vr6EhIQMTEUvgMEorkpLS0lNTWX69OlGJb7Ph1qtZufOnezbF8c773h2av00dpGlUCjYv38/Dg4Og2bMufNRWlrKiRMn9ENugPgebC+k6uvr0Wq1+g48nZDqaxe/3qK+vp7jx49jZmbG8OHDB132ygvlzz//5I477qChoYE333yTRYsWDYrfS6JzLnlxdfLkSZ577jlOnz5NVVUV1tbWREZGcv/99zNv3jyDbY8fP86TTz7JwYMHMTMzY9q0aaxatapDAyQlJYVFixZx+vRpJk+ezNq1awdkjI2amhoeeOABvvnmG6677jpWr159ScTgdIeKigqOHz+Op6cncXFxg6ax1RlarZbm5mYDwdXU1ISJiQkmJiZoNBrCwsLw8fHBzs5uUPfmCYJASkoKpaWlg1pYtbS0sHPnTkaOHGkUmQ27SrN9880dx6hqbW3lr7/+4vLL/5+9845r4v7/+OuyIOwtoCgC7j1xotZVR/0522pra1vbqrX9di/baof9WruX5duhrXW1aqt11qo4QBEQBzhAZCp7BhKyP78/Pr2QhAQChEyePO6Ru8vl8rkjd/d5fd5rus2IQlOwR3GlUqlw9OhRjBkzxu5cnaqqqpCQkKCJJTT0G+NygfvvB86dA15/3faEllQqRUJCAnx8fOwii2dTsBap4uJi3Lp1S7NeqVTC09NTI6R8fHzg5eVl188JlUqlyfY7aNAgdOnSxdpNsgjV1dV44YUX8PPPP2PmzJn44Ycf7Lp+mzPj8OLq1KlT2LVrF8aNG4fOnTtDLBZj+/bt2LVrF95//3289dZbAGi2r5EjR2Lw4MF4/fXXIZVK8c4776CqqgqXL19GYGCgZp99+/bFzJkzcd999+HHH39EVVUVDh48aNHjOnz4MJ544glIpVJ88803WLJkiV0/OExFrVbjxo0byM3NxcCBA+2uFpKpiMViJCYmghACf39/1NXVoaamBoQQeHp6wtvbG15eXppXe0hlSwjB9evXcefOHYwbN85uhRUhBAkJCfD09MSgQYOs2hbD2d6atipkZmaisrLSNgqItwB7FFcAcOnSJfB4PAwYMMDaTWkxN2/eRFFREWJiYjSuyPq/OS4XUKls15rFCizWRdAenpMKhQIikQgikQg1NTWaeUIIvLy84OXlhaqqKiiVSkRHR9tlvKopFBcXIzU1VZOgxJbcGNuTgwcP4sknn4RUKsW3336LJUuWWLtJHbQQhxdXxhg1ahQKCwuRn58PALj//vsRFxeH27dva5Ih5OXloUePHnjhhRfw0UcfAQDKy8vRs2dPVP7rdyMSidC5c2fU1tZapN0KhQJvvvkmPvnkE8yYMQM//vij04xsSCQSTYzL8OHD7TJOxxSqq6tx4cIFTUA226lhRy71H7j19fVwdXWFt7c3PD094eXlBU9PT3h6etpMbBYbM1BQUICxY8fatavH7du3kZ2djUmTJln1Ya8fV2VK55YQgri4OPTs2dPuRoPtVVyVlZXh4sWLmDZtmt1ZE9RqNc6cOYOgoCD07dtX573YWGDDBmDMGOD336nAAmxTZLExWP7+/hg8eLDNCCyVSgWxWAyRSITa2lrNPV0ikcDFxaXRIJq25wI7WJWXl4eRI0fahVt8a6ivr0dKSgoUCgWGDx9utWRVlqayshKrV6/Gzp078cQTT+Crr74yayr8DtoXpxVXs2fPxvXr15GdnQ2lUgkvLy888sgjiI2N1dlu+vTpyMnJQWZmJgD6sAkMDMSXX36JOXPmYNOmTdizZw9SUlLavc35+fl44IEHkJKSgo8++ggvvPCCzTwk2pvCwkJcvnwZnTt3doiEDsYoLCxEamoqevXqhaioKJP+v3K5XPNQ1n5IK5VKuLu76wguDw8PeHh4WFwU3Lx5E7m5uRg7dqxdi2KRSIQzZ85g9OjRVksYYyiuys/PtM4s235bLG7bHPYqrggh+Pvvv+22dAL7mxkzZozRgratsaBaGlZgBQYGYuDAgRZ9drIiqra2VjOJRCKIxWJwOBzN/Zm1Snl5eZnsspuXl4e0tDSHick1hHaZlQEDBqBr165O0fchhODnn3/GM888g8jISOzevdvukuM4K/b1dG0DarUaarUaVVVV2L17N/7++2988803AOhIdH19PQYOHNjocwMHDsQ///wDqVQKV1dXcDgc/Pjjj3jkkUewdOlShIaGYv/+/e3e/oMHD+KRRx6Bp6cnzp49a3cuPa1FpVLh2rVrKCgoaDZLkj1DCEFmZiaysrIwbNgwhLSgcLJ2oUft/UmlUp3R0LKyMtTW1kKpVMLNzQ0eHh4aweXp6Ql3d3e4uLiY/aF1+/Zt5OTk2L2wIoRogsmtIaxaEldljDt37iA4ONjuhJU9wzAMQkNDUVhYaJfiysvLC71790ZqaiomTZpkcGBrxQo66f9GKyuBVavoOmuLLKFQiDFjxiA+Ph43btxoZIkzB3K5HHV1daitrdV5FYvF4HK5mnutj48PwsLC4OXlBaFQ2KZ7brdu3eDu7o7k5GTU1taiX79+Dic8OBwO+vTpA39/f6SmpqK8vByDBg1y+PsYwzB47LHHMGLECCxatAjDhw9HbGxso3wBHdgejv3L1GLVqlX43//+B4B2Rr/66is8/fTTAGhiCAAGR+X8/PxACEFVVZWmwztv3jwUFxejoKAAERER7Rrvou0GeN999+Hnn382OnroaNTX1yM5ORlqtRoTJ0602xid5lCr1bh8+TLKy8sxbtw4s/jPMwwDoVAIoVCo06EjhEAmk2lGT+vq6nD37l3U1dVBKpWCx+NprFvu7u46r62xFuTl5eHmzZsYM2aM3btzZGdnQ6FQWGXkMDYWWL26ba5XhBAUFha2S6eyg6bp3LkzLly4gIEDB9qdayAAREZG4u7du7h58yb69etndLumRNbq1Q3bWAs3NzeMHj0a8fHx4PP56NGjR4v3oVAoIJFIUFdXp5nEYjHq6uqgUCjg4uKiEVGBgYGIiIiAp6cnXF1d2030BAQEICYmBomJiRCLxRg2bJhDCo+goCBMnDgRFy9exJkzZzBy5Ei7djE3lf79+yM5ORmrVq3C0qVLcerUqQ43QRvH8a4+I7z55ptYvnw5SktLceDAAaxevRpisRgvv/yyZpumbnz677m7u7d7J0vbDfDTTz91KjfAiooKJCcno1OnThg4cKDDugEqFAqkpKRAJpMhJiYGrq6u7fp9DMPA1dUVrq6uOklaAJp1iu0ksB2G0tJSTadBIBDA3d1dM7HWLzc3N4MWr8LCQqSlpWHUqFF2lylNH7FYjBs3bmDUqFEW/y1qx1a1xdWqpqYGMpnMJrIbOht+fn7gcrkoKyuzy/PPMAyGDBmCM2fOoHPnzvDx8Wlye0MiS6WyDSuWp6cnRo8ejYSEBPD5fISHh+u8TwiBXC6HWCyGWCzWCCmJRAKxWAyZTNZoEKpTp06aeWu5rLq7u2P8+PFISkrCuXPnEB0dbVfZQE3F1dUVo0ePxvXr13H69GkMGzYMwcHB1m5Wu+Ph4YFffvkFkyZNwjPPPIMLFy50uAnaME4bc7Vy5Ur8+OOPKCwsRGVlJXr37o1vv/0Wq1at0tnulVdewaeffgqJRNLuHV9ttN0Af/vtN6dxAySEICcnB9evX0e/fv0QHh7usIJSKpUiMTERAoEAI0aMsOk4Eu3OhnanQywWQyqVgsvlQigUakSXWq1GQUEB+vbti7CwMPD5fLv9PxJCcO7cOXh4eFg0O6Ch2Krvvmt9p/TatWuQSqUYNmyYeRpoYew15oolPT0dCoUCQ4YMsXZTWg2bPXDChAktssCZw/JqThQKBYqKinDlyhV07twZfD5fcz+TSCRQqVRwcXFpNIjEDiwJBAKbvZ+pVCqkpqaipqYGo0ePdliPD4C6OV++fBlRUVHo1auXzf5PzE16ejoWLVqEgoKCDjdBG8VpLFf6jBw5ErGxscjOzsawYcMgFAqRlpbWaLu0tDRERUVZTFg5sxugSqXC5cuXUVZW1mTwtCNQV1eH8+fPw8/PD0OGDLF5VyGBQACBQGDQAqVSqSCRSDSdk6qqKty9exeurq7IyMhAeno6uFwu3Nzc4ObmpnFX1J5n4xltkfz8fNTV1WHkyJEW+b6mYqta2xElhKCoqKjDJdCKhISE4MKFCxg0aJDN/tabo2fPnigsLERWVhZ69uxp8ufY360l4rHYeNP6+nrU19dDIpHozEskEiiVSvB4PLi6uqKgoAAhISEICAhAt27dNPcpe3Wr43K5GD58ONLT0zXx2c1ZGu2VLl26wNPTE0lJSaipqcHQoUPtcuClpbBugs8880yHm6CNYp93DzMQFxcHDoeDiIgI8Hg83Hffffjjjz+wceNGTdB9fn4+4uLi8MILL1ikTXfv3sWiRYuQnJzsdG6AEokESUlJ4HK5mDhxokWthJamsrISFy5cQLdu3dCnTx+7/x9zuVxN6neJRILMzEz06dNHE8+gUCh0OjkSiQQikQjFxcWor6+HVCoFAI27Iiu4WNHFvrq6ulrcJU8mk+HatWsYMmRIuz+02zPjWm1tLaRSqV0mVHAU/Pz8wOFwUF5ebrf/Bw6Hg8GDB+PcuXPo3Llzi6wiTcVjrVwJnDnTfGIWlUoFmUymEU/aIopdlkqlIITAxcVFZxAnMDBQZ5m1pufl5SE9PR29e/e2+7hQFoZh0L9/fwiFQiQkJGDEiBF2+5trDm9vb0yYMAEXL17E6dOnMXLkSIf5PzaFtpvgqlWrcOHCBfzxxx+tiiPswPw4vFvgU089BS8vL4wcORKdOnVCeXk5du/ejd9++w2vvPIKNm7cCIC6O4wYMQJDhw7VKSJcWVnZqIhwe5CSkoI5c+aAy+Vi9+7dTuMGCFCxkZSUpCkUaK+juqZQVlaGCxcuoG/fvoiIiLB2c8yKXC7H2bNnERAQ0KJUx2q1WtMp0u4oaXeW2A4Tn8/XEWEuLi6aZRcXF82yuUadU1NToVAoEB0dbZb9GSM2FnjmmfZLY33z5k2IRCKLWd/aA3t3CwSAK1euAIDVi0+3lcuXL6O+vh6jRo1q9eBQY7dXAl9fgldfFeGBB6p0rn12ksvlYBhGc51rD8DoD8q05DmSkZGB3NxcxMTEQCgUtup4bBXWdW7o0KEOm20XoBbLmzdvIjs726HFpCGuXbuGBQsWoLS0FHv27ME999xj7SY5PQ4vrrZs2YItW7bgxo0bqK6u1sRNLF++vJGf6sWLF/Haa6/h/Pnz4PF4uOeee/DJJ58gMjKyXdv4+++/Y9myZRg4cCD27dvnFMGZLOyN3xHFhj7FxcVISUnBoEGDEBYWZu3mmBWVSoXz58+Dz+dj5MiRZrfGsUHm+oJLKpVqRrLZV0IIuFyujuAyNAkEAri4uBiNBysvL0diYiLuueeednW30I9H4XCAb781byxKXFwcevToYXeFg7VxBHHFFhSePn26XVus5XI5Tpw4gUGDBhnssBNCoFQqIZPJdCa5XK4RSey6997rjTNnQgHQ88HhELz0Ug6WLBHpDJ6woqk9ykUQQnD58mVUV1dj3Lhxdvv7Mgb77Bk4cCC6du1q7ea0KwUFBbhy5Qr69euH7t27W7s5FqO6uhoPPPAATp48iW+++UaTDbsD6+Dw4sqWIYTg/fffx9q1a7F48WL89NNPDjdqZgztuk7Dhw+3ywxaLcGRRw8JIbh48SIkEgnGjBlj1VgFQggUCoXOSLd+B097UqvVYBhGE1PGii4+n4/CwkL4+/sjNDRUs47dzhwJOvTdo9oryF8sFuPEiROYMWOGXXcaHUFcqdVqHD16FKNGjbKbmFJWKMnlcp2ptLQURUVF6NKlCxQKhWY9K6IIIRorU1OTq6srtm4VYu1aHqqrmXa9FppCrVbjwoULIIRg1KhRDudBUVZWhqSkJPTp08fhBzIrKiqQlJSELl26oH///nY9kNESlEolXnjhBXzzzTd47rnn8Omnn9pt7KC90yGurER9fT0ef/xx7Nq1C++//z7WrFnjNDcANnFFRUUFoqOjzVLXyZbJzc1Feno6Ro4c6ZCuChkZGcjLy8OECRPsKvWvoU4j2zEsKSlBTU0N/P39dTqObKcRgEZksZOxZR6Pp1nHzi9dytWkVwcALhf45pv26Ujevn0bJSUlGDNmjPl3bkEcQVwB1ENCKBRaNLmIWq2GQqHQmZRKpc6yXC43uswKJf1BhqqqKgiFQs0AhLZFWCAQgMfjtei5Zu2sggqFAvHx8fDz87N7101DVFZWIjExEVFRUS1KSGKPiMViJCYmwt3dHcOGDbPre0ZL+e677/Dss89iypQp+O233xy+j2WLdIgrK1BUVIT/+7//Q3p6OrZu3YqFCxdau0kWQyaTISkpCWq1GtHR0Q6duAKgHdubN29i1KhR8Pf3t3ZzzM7du3dx+fJljB8/3mGCiKVSKU6cOIGRI0c2irVkBZm24NLvtBrqqLKfOXy4K7Zt64O6Oj6oGxSBp6cSTz2Vh0WLKsDj8QxOXC7X4DKXywWXywWHwzHaiU1ISEBISIjdj1Y7iri6e/cuMjIymoyLUKvVUKlUUCqVmlf9+aYm9jen/TmAJqTQFvk8Hs+kQQJjQqmmpgZnz57FxIkTzVbMtT0Tu5iCRCLB6dOn0bt3b4d0K6upqcH58+fRtWtXh0io1BQKhQLJycmQyWSIjo52qmx6x48fx6JFixASEoIDBw60e3hLB7p0iCsLc+nSJcyZMwdqtRp//fWX3dacaQ1isRjnz5+Ht7c3hg4d6rCFgVlu376NjIwMjB492u6L6BqiqqoKCQkJGD58uEPFCV66dAkKhcLsyR/oqDyBSsV2ZgjmzZPh22+rDHaIFQpFkx1stsMM0OxgrNDSFl4Mw6CyshJBQUEQCATgcDg623E4HM3ELuuv154Yhmm0zK5j59urs9be4op9FKrVahBCdF7ZSX9Ze1KpVAaXVSqVzrxCoUBJSYnmnsC+z/5PVSoVtB/LHA7HqNBm51mhpD1pr2OFUnvcc69cuaJJbmFODIms9rTwalNRUYHz5887rLdBXV0dEhISEBYW5vACS61W4+rVqygpKcHo0aMdZhDQFDIyMnDfffehoqICf/zxByZMmGDtJjkNHeLKgvzxxx9YunQpIiIisHPnTvTt29fh/LqNwY6WhYaGYsCAAQ59MwccX1jV19fjzJkziIyMRFRUlLWbYzZYwWjuJBZLlkDjBmiuUXhCSKNOuf5yeXk5iouLERUV1aiTrz1vTBQYExdNPTYMiS32eje2rqlX7eMViUTw8vLSeY9tS1Ov2pOhdS05Jn1xqS1Gm5rXFrR5eXnw9vZGSEiIQVGsvWzr90q5XI7jx49j6NCh7TLIYqnYRH3y8/ORnp6OmJgYs1nlbIna2lokJCQ4hQWLjfG+ffs2oqOjHdKLxBBqtRo5OTlYunQpkpOTERsbiyeeeMLazXIKOsSVBSCEYMOGDXjzzTcxe/ZsvP7666itrYVSqURgYCACAwMRFBTkkDdwgI4CXrhwAZGRkejZs6dD38QBxxdWarUa8fHx8PDwwJAhQxzm/0kIwdmzZxEUFITevXubZZ+N000D331nuSD99orv0RYkxua11zUlbNh1hl61USqVSE1NxdChQxsFaTcl0JoTePrCSV8cNuVy2VocJQ6OJScnB7dv38Y999zTbgOG1ojHunbtGoqLixETE2PXrqjGYAVWt27d0Lt3b4e5lxsjJycH165dczhvC20kEglKS0tRWlqK8vJyMAwDX19ffPvtt9i2bRtefPFFfPzxx04zsG8tOtKItDNqtRovvPACvvrqK7zzzjtYt24dGIbRjMKyGZeuXbsGV1dXBAUFITAwEAEBARAIBNZufpspKirCxYsX0b9/f4SHh1u7Oe1OdnY2bt68iTFjxjiksAKAtLQ0qNVqDBo0yKEexkVFRZBIJGaxxBlyaQKAxYstJ6wIISgtLW2X2lasxcaSKBQKAEBwcLDdd3Q7deqE69evQ6lUOkQ2r27duiE7Oxu5ubntFtvHXjf6BYhXr9Z935z06dMH1dXVuHz5MoYPH+5Q9zsA8PT0xNixY5GQkACGYcw2qGSrdO/eHS4uLg6Vll6hUKC8vBzl5eUoLS2FWCyGr68vgoKC0KNHD/j4+IBhGERHR2PkyJF4/vnnUVJSgi1bttj9fdSWsf+7ug2jVCqxfPlybN26Fd999x1WaN39GYaBt7c3vL290aNHDyiVSpSXl6OsrAw3b95EbW0tvL29ERAQgICAAPj7+9vdhZCXl4e0tDSHTD9uiNzcXNy4ccNhLVYAdZW5e/cuJk6c6FAxc2q1GtevX0efPn3a3Nm1dsYzlqqqKhBCHPa3aM94eHhAKBSirKwMISEh1m5Om+FwOOjXrx8uXbqEsLCwdntWrVhBJ+3BC5UKWLWKLpv7GuNwOBg+fDhOnz6NrKws9OjRw3w7txH0BVavXr2s3aR2JTQ0FHw+H0lJSZDJZHb3P1UqlaisrNT0F6urq+Hu7o7AwED06dMHgYGBBq8/hmHw7LPPIjg4GA899BBEIhF+//13h08qZi063ALbCZlMhsWLF+Ovv/7C1q1bsWTJkhZ9XiqVoqKiAmVlZSgvL4dEIoGPj49GbPn6+hp/gCmVwIcfAjt20AhglQqIiQE2bgR8fNp+cCbAZsmLjo5GQF4effJlZgJuboCnJ/Daa8DcucDEicDLLwOzZ7fui37+GRgzBrByWtm7d+/i0qVLGD16tMP6c1dXVyM+Pt4hg7xv376NvLw8TJo0qU2j07GxwDPPWDY2xBg3b95EXV0dhg8fbvkvbwccJVsgi7YF2BEghCAhIQF+fn4WSzNvqYEMNhYzOjq6UQZRR0EkEiE+Ph69e/e2+8yiplBdXY3ExESbjzlTKpWoqqpCRUUFysvLUVVVBRcXFwQEBGi8nFpaH/Xo0aOYP38+Ro0ahf3798PT07OdWu+8dFiu2gGxWIx58+bhzJkz+PPPP3Hfffe1eB+urq7o3LkzOnfuDID60bKm3ytXrkAikcDb2xv+/v6aSVNj6IknqL/E+fP0SaNWA3v30nUWEFe3bt3CrVu3MHbsWPjcvQtMnw5s2QKw5+HuXeD4cfN82c8/AwEBLRdXrK+WGfyOS0pKcOnSJYwYMcJhhRWb0rZnz54OJ6wUCgUyMjIwbNiwVj9gDbkB+voCFRXma2dLKS0tRbdu3azXgA6aJCgoCFevXtXUkLJ3GIZBv379kJCQgO7du7e4w9caLOUq6OvriwEDBiAlJQUTJ060yLFZGi8vL4waNQrnz58Hn89HWFiYtZvUrvj4+GDcuHFISEiAWq1Gv379bOI6lMvlqKysREVFBSoqKlBdXQ0XFxf4+/ujS5cuGDx4MNzd3dvU1nvvvRfHjh3DrFmzMHnyZBw5csRh+y7WosNyZWaqqqowa9YspKWl4cCBA5g4cWK7fE99fb3m4quoqEBtbS08PDwQIhaj9wMPQHLjBty7dTN8AW7cCPzyCxUWAwcCmzYB3t7AunVARgZQWwvcvAkMHQq88Qbw0ktAbi61NH32Gd3HZ5/R9GdKJcDnA19/DURHIyMjA9nZ2RgzZgwtXLd0KRASQr/TENqWq2XLgOHDG56ML78MeHjQdh04QJ+gHA79zvXrgbIy4PnngaAgwMuLWutmzgQ++QT4/Xe6XXAw8L//AWFhdD+3bwNiMZCVBRw5AvwrXlsLm7J3yJAhGiHsaBBCkJycrKlNZgsPIHNy48YNVFZWYsyYMa0+Nn//hqQV1rZYAfQBffToUUydOtVhOoKOZrlSKpU4cuQIJk2a5FDJjFJSUsDj8TB48GCLfi87wFFVBRBCHxXffmvea/DSpUsQi8UYM2aMwyYEKC0tRVJSkkMnfdBGLBZragH279/fos83QggkEgkqKys11imRSAR3d3edgXM3N7d2aVdqairuvfdeBAUF4dixY04RvmEpHPPuYCWKi4sxceJEZGRk4OTJk+0mrABAKBSiS5cuGDRoEO655x7MmDEDffv2heetW5B07oy4tDQcPXoUiYmJyMzMRFlZGZRKJRUUW7YACQlAWhrg7g68+WbDjlNSgO3bqcjKyKAud+npQGoqsG0bde07eZIKrgkTgEuXgK++AnniCdy8eRPZ2dmYvH07vMePBwYPBvbsod/RVt56iz49L18Grl6l3718ORVjX31F18+cSV0hMzOp1S41lWYQYMUaAMTF0f1cvdpmYVVTU4PExET079/fYYUVQGPJqqqqHCozIItMJsPt27db7RYSG0uFVVUVXeZw6FhFRYX1hBUAlJeXa+J6OrBNeDwe/Pz8UFpaau2mmJXevXujoKAAdXV1Fv3eFSvodceGGKrVNBbL359ep+ZgwIABkMlkyMzMNM8ObZCgoCAMHToUKSkpKC8vt3Zz2h13d3eMHTsWxcXFGktye6FSqVBRUYFbt27hwoUL+Pvvv3HixAlkZ2dr4t2mT5+OKVOmYMiQIejatWubrVRNMXToUJw9exY1NTUYP348cnJy2uV7nJEOcWUm8vLyMH78eJSVleHMmTMYMWKERb9fIBAgJCQEYWFh8HB3x6xZszT+4TU1NUhNTcXhw4dRsGULiiZPRl5NDUQiEciKFbouetOnUysWl0utWkIh0LUrcOIE0KsXkJ0NbN5M3fB++w3o35/u4/p15P3rCij45hsqXi5fplarTz+lQ4ltYfJkaqXauJHu25h747599HiGDaPibuNGIC+v4f3Zs6mlq41IJBKcP38ePXr0sE4WxPBwKnq1mTgROHhQd90jj1CrnkRCl2fOpOdl8GBqYhk4kM6PH9/4OxgGqn794Dd5Mia/+CJc/vrLcFsOHaIi18WFWhu1kUqpRXLAAKB/f2DOHMDYA9vQMbUzt27dQkBAAPz8/Fr0OVZUPfMMtVgRQi8Zc4+Ut5bS0lKHc990RIKCglBWVmbtZpgVDw8PdOnSBRkZGVb5/vXrAT8/OtBBSIOboDkEFo/Hw4gRI5CVleVw/zdt2HqUFy5cgEgksnZz2h1WYJWWluLKlStmEViEENTW1iI/Px9Xr17F6dOncejQISQnJ6OyshJ+fn4YMWIEZs2ahQkTJmDAgAEIDQ21eIKJXr16IT4+HlwuF2PHjsW1a9cs+v2OSoe4MgM3b97EuHHjNPV/+vXr175fKJcDRUW664qK6PqhQ4Fbt8CpqoKfnx8iIyMxYsQITJ8+HVOnToWvjw84HA4KCgpw5swZnD17FhKpFOnp6RCJRFBwuQ03Fi6XdsAff5wKKi4XqKmhVqGcHGDiRJC0NNz83//AEIIxw4fT6ufawicykrrnmQKP1xCZDNCOOctnn1GLm5sb8Oijxt0MCaFWrsuX6ZSWRl9ZzOB+I5fLNQWRbTrTkEhE3SkHDAB276brDh9uODcAcO4cnT971uAuzmzYgOIjR8Dbto2ed0PCqEcP4KefgFdeafze//4H1NVRQZyeDnTqZPx/Z2Hq6+uRm5uLPn36tPizbO0qNnGFnx/wzTe2IawAoKyszGED7x2JwMBAlJeXQ62dr98B6NWrFwoLC63SMWctWN9+2yCy2IyC5rBieXl5oX///rh48SJkMpl5Gm2DdOvWDVFRUTh//jzq6+ut3Zx2x83NDePGjUN5eTkuX77cIoFFCEF9fT0KCwtx7do1JCQk4PDhwzh16hRyc3PBMAwiIiIwefJkTJ8+HdHR0ejRowf8/f1tIutut27dNDUeY2JikJycbO0m2T0d4qqNZGRkYMKECfD29kZ8fHz7Z9mRy4FFi4Bx44D8fLouP58uL1pErUwLFtCkFtXV9H1CgK1bISwshMe8eegUF4dxgwZh1qxZGHX1KpQTJ0KlUqGyshJ5+fk4cuQIEhISUFVdDZVaDcnw4SDZ2YBMBpw5A/zf/9FepacnMjMzwd20CQB0M868/joVVklJNCbr8OGG9+7cAb7/vvGxRUYCFy7Q+YoK3c/cvAn060eHIFeuBBIT6XovLyr4WObMoX5ZbACMQkFdF82ESqVCcnIyPDw8MGDAANt2k9uxA5gyhbpw/vRTq3bh6uqKnj17AkOGUGGam9t4o549gUGDqDg2hERC/w9KJRVaXboY/8Lt22lmy6iohvi+diIzMxOdOnWisYEmYqtugNpIJBLU19d3BCjbAd7e3mAYBtXsvdpBcHNzQ7du3XDz5k2rtUFbZHG5DVYsc4isbt26wd/fH5cuXWpXNzJrwyYwSkxM1NSZc2SEQiHGjRuHiooKpKWlGfzfEkIgFotRWFiI69ev4/z58zh69CiOHTuGjIwMKBQKdO7cGePGjcOsWbMQExODAQMGICwsrF1d/NpKp06dEBcXh169emHy5MlISUmxdpPsmo5sgW0gLy8PU6ZMQUBAAE6dOoWAgID2/9KKCmoByM4GJk0Ctm6lrl/Z2Q3vb94MfPABEB1NO7yE0A7rnDnAjBnUmjN6NBiGgaB/fwjWrcOgXr2A8HCoRSIEdO+Oai4XRK2GWqVCUlISgkeORPg//4ApLETF1q0IvHQJnF9/ReCZM3B78MHG7dywgU7HjwPPPQd8/jnw7LM0/srLi6Zi1+fpp4GFC6mlJTKStp/ljTdoLJVAQK1X331H1z/1FBUPH39ME1osXUrPwcSJ1KSgVFKhOWRIm089IQSXL1+GUqm0jcQOCxcC2i4EWVm67//0E/Dee1RgrVxJz5+JWRWLiooQAmDw4MH0OI8fp+K6pZa6p5+mls6gINrDiY7WjYHTp6SECvjycuraOXas7u/ATNTX1yM/Px8TJkww+TNLltAcLixcrm1Zq1jKysrg6+vrEMVpHR2GYRAQEIDy8vIWu6baOj169MDx48chEomoR4OVaI+MggzDYNCgQYiLi0NeXp51XMMtAHuciYmJSElJQXR0tMMm8mBxdXXFmDFjcPbsWXC5XISFhUEkEqGmpgbV1dWoqamBUqmEl5cXvL29ERwcjF69esHLy8vu77m+vr44duwYpk2bhunTp+P06dPo37+/tZtll3RkC2wlRUVFGD9+PAghOHv2rGWzrOTnU2HFCioAiIigyRpaUnGctYKlpzd8lt13//7UlaxnT6j/+gt1AgHcY2JQHxaGS198gaBNm8Ctr0fu6tXw9fWFt7c3vLy84OXl1dhnuHdvapEYNsw8x28lbty4gYKCAsTExFi/8F54OI2v0r7xaWdeTEujQjovj6qAl1+mQnvDhobtGYZmhtRzlZRKpYiLi8OMmTOp0OVwaJT42rX0O4yxbh21TH3yScO6gwfp/37LFrqfZcuowFu3zvAxbd9OBRXQkAlSO+GKmUhLS4NUKjU5NjI2lupTFj8/62YDbIqLFy/C3d0dvXv3tnZTzIqjZQtkyc7ORlFREcayv3sH4sqVK1AoFDZTa83cGQXZzHoTJ050qIyP+igUCsTHx8PX1xeDBg2y/sBiOyCXy1Hzbyx6TU0NqqqqUFdXB4Zh4OPjA29vb3h7e8PHxweenp424c7XXlRXV2PSpEkoLi7G2bNnERUVZe0m2R32LbOtREVFBaZNmwapVGp5YQVQEbR1K3UFZNm6tWXCCjDNCgZapd6rd2/go4/g0bs3Irp2RR2oGdm9Xz/U1NSgsrISubm5kIhE8KmqAq9PH3h6eiIgOxudSkqgCguDPXeHCgoKkJOTg3HjxllGWMnl9PyHhDSsKyqi/iwCQfOf//FHKnQiI+myQkGHbD/4wLD73oYNwK5dIAByH3sMgWxH79w5XfFVXd0gsLp3B/78s+l2xMbS3xR7zh56iMZcGRJXhmiHh7hUKtUkoGkO7fpVLIsXU49LW4QQgvLy8o76VnZEQEAArl+/DrVa7XBWgR49euDEiROora21iUKlK1bQiS2doFa3zYIVFBSErl27IjU1FePGjXO4/x8Ln8/HqFGjcObMGdy+fduuO9tKpRK1tbWaSSQSQSQSQSqVQigUagaKg4ODwTAMUlNT0aVLF6corMzi4+ODv//+GzExMZgyZQri4+PRpSl3/g4a0SGuWohIJMKMGTNQXFyMM2fOoHv37pZvRH4+7bBq88gjLbdchYTQz7BWMFassVYw7Y49ADz2GIqLi3EpJQUTO3eGBwDPkBCEaG2nqKsDJk8Gqa6GCoBCIEDKa6+h6Px5CIVCeHl5wdPTE15eXvDw8ICnp6fNm9Krqqpw5coVjBgxwjLuLaZYFJtCJqMWoMREajVkGT6cxrHNmdP4M6+/Drz+OvLz8pB38yYmDRxoeN8+ProJQpojIgL4+296PEBja5s+W7ZQy1VlJc38+Pvvpn+XiWRlZSEwMLDZWKvYWNrxYnOs2KoboDZisRhyuRy+bD7qDmwedhS8qqrK4eLk3NzcEBYWhszMTAyzIc+F9esbBk3YZBdr1rTOGt23b1+cPn0at27dQq9evdqlvbaAUCjEyJEjkZCQAC8vL5vPRqpSqVBXV6cjomprayEWi8Hn8zV9keDgYPTo0QPe3t4GLeKjR4/G+fPnwePx0LWlA9h2TFBQEP755x+MHz8eU6ZMwZkzZ2z+f25L2Hav1saQSCS47777kJmZibi4uFZlGWszRUUNYigiQtfaNGkSEB/fWBQ1RXNWMK0EBpWVlUhJScHQoUPhMXu2wd3xPTwaklIAEAIYCVpPiL25iUQi5Obmora2FgqFAkKhUCO0PD09NfMuLi6mH0c7IZVKkZSUhF69eqFTp06W+VITLYpG2bcP6NZNV1gBNB7txx8NiyvQOKT09HQMHz4cAlOsYyynTgEPP0yzExIC7NpFszzMmUMtVE89RZORMAzQty/NIGiMbt1oWviiIhqrN3Kk6e0wAblcjtzc3GZdsGJjaZp1NhugtYsCm0pFRQV8fX3N77ISHk6tj+npDZbP4cOpCyhryfznH+D992nCGjZN2/Ll9P8P0PjHDz+kZj8ul/ZqY2KoJVO/tMLChboxhFevgtmzB+BywfnuO+CHHxr28eST9LcCUEvq2rX0uxUKWvj8gw/oPzE3l7qlXrpEYwdtJGCbYRj4+/ujoqLC4cQVQK1XJ0+eRJ8+feDm5mbt5gBosGBpD6C0Ng6Lx+Nh6NChmkK01owva298fX0xcOBApKSkYMKECXA3Rw3LNiKXy3VEFDsvkUjA4/E0/YqAgAB0794dXl5ecHFxMdm10c/PDyNHjsSFCxfg4uJiuX6ADRAWFobjx49j/PjxmDZtGuLi4joG7kykI+bKRORyOebOnYvTp0/j2LFj1vOPN8Wq0ZKOsYnxW2KxGGfOnEHPnj0RybqatRFCCORyeaObYm1tLaRSKfh8Pjw8PBpN7u7uFvF3VqvVSEhIgJubG4YOHWpZP3NzxdWZCCEEFy5cgEAgwNChQ82+f1uBLajd1PWrn7jCz695PWsrXLx4EW5ubuYf+AkPpwLl9ddpkhJAV1wdO0aFy549tPA4QOP9vv22IfX+o4/SHuzWrVStqtXA3r00FrMpl5uUFODee6HIzcXhEycwc+xY8NnkQSIRve8dPEhrttXW0qQ5HA69V44bR0szzJlDv/v6dZpddO1amxFXAI27Ki4uxhj23DkYycnJcHV1xYABA6zdlEZou/62ZTDl2rVrqKiowPjx4x0yJkmb9PR0lJaWYvz48RaJf1SpVJBIJKirq2s0yeVyuLi46AzMsvOurq5m+1/cuXMHV65cwbhx41qUYdYRSE9Px4QJE9CrVy8cO3bMoeMLzUWH5coElEolHnroIZw4cQIHDx60buCxQEAFlHY8Tteu1GJlajwOi4lWMLauU1hYmNmEFUBHbF1cXODi4tIo06JCoYBYLNbcQEUiEQoLC1FXVweVSqWxdrm7u2te3d3d4ebmZjbhdfXqVahUqoaMeZbEXHF1JnL37l1UV1fjnnvuaZf92wIqlQrZ2dkY0kTmyNjYxsJq/XoLNM5MVFRUICwsrH12/u67NLnI0qU0Y6c2770HvPNOg7ACqBWSFVZZWfS+lZ9Pe64AFUCsu2hTbN5MLaOsJVu7YyORUIsYe31qx/VIpdRFlo2D8fOj19OpUyYfsqXw9/d32LgrgFqv4uPj0atXr5ZZxS2AMSvWmjUtE1e9evXCqVOnkJ2dbdbnpC3St29fiEQipKamYuTIkWZ5PqrVakgkEs1zXywWa+YlEgm4XK7mee/h4YGAgAC4u7vD09PTIgKvS5cukEgkOH/+PGJiYmzGCmsJ+vfvj6NHj2Ly5MmYO3cuDh48aP2kXjZOh7hqBkIInn76afz555/Ys2cPpk6dau0mUQGl7/rXEldAFn//hvgX1iLCxmD17w/4+0OlUuHChQvw8vJq/+LIWvD5fPj4+MBHz12IEAKpVKpz8y0vL0deXh7EYjHUajWEQqHmJuzm5qYRXe7u7ibfhPPy8lBUVIQJEyZYJyuQueLqTEAmkyEtLQ2DBg2yuY6POSkoKICLi4tBv3F7S1xhiPr6etTX17ef28bQodSN7/PP6cnSJjUV+Ppr459NTaWueC0tVyGVUrV75ozu+j17qPUpK4smY9G2iJw7R3vFmZk0mGbWrJZ9pxXw8vICwzAQiUSN7nmOgI+PD3x9fZGdnW2zWSxZIcW6A1dV0UekqRYsHo+HwYMHIzExEcHBwTbhMtdecDgcDB8+XBNr1tPEEh8KhQISiUQzaT/H6+vrwTAM3NzcNAOmnTp1QmRkJDw8PCAUCq1uEezRowfq6+uRmJhoMaudrTBixAgcPHgQ06dPxwMPPIC9e/fafLy8Nek4M83w0UcfYfPmzdi6dSvmzp1r7eaYl2asYITPR2pKCgghGDZsmNVvbAC1dgmFQgiFQgQGBuq8xwov9mYtFotRXV2Nu3fvQiKRQKFQgM/na8SWtvByc3ODUCgEl8uFSCRCWloaRo4caZ3RKXPH1TVDeno6/P39LZ/10oIQQpCVlYVevXoZ/B2vWdNQd9oeElcYorKy0mhQdrOYmp2SrZ9n6ORon9eHHgKuXQOKi3VdW1vK3r1UlA0YQGOoWBYupFNuLjBvHjBzJsAmExgzBrh6FSgrA+bPB86epaLQhmEYBn5+fqisrHRIcQXQjunFixfRo0cPm01jzf6stS1YLUl2ERAQgLCwMFy5cgWj/60l6agIBAKMGDEC8fHx8Pf3h7+/P9RqNerr6zXiSSwW68zL5XLweDzNM9fDwwOhoaEazxNbEFBNwTAMBgwYgKSkJCQlJWH06NEOaWk2RkxMDP744w/cd999eOWVV/D5559bu0k2S4e4aoL9+/fjzTffxNtvv42lS5dauzntQxNWsBvXr6Ompgbjx4+32YehNtrCy1BBZ7lc3uimX1hYCIlEgvr6eqjVari4uEChUMDd3R3l5eWQSCQa4SUUCi0zUmOCRdFclJeXo6ioCJMnTzbbPm2R0tJSKJXKRgJSu+4NQD3I7FFYAVRctaoQbUuyU0ZEUJPeBx/o7mPIEJrIZvBgurx9O31lGGoGGDoUuHWLCriW/H5/+okWATdGeDgVewcPNogrlsBAarXavdvmxRUAjbhy1JTPgYGBEAgEuHv3rk1nXWtr0eG+ffvixIkTKCwsROfOndu1rZZGpVJpxBP76unpiYSEBLi4uEAqlWqew+zgpZeXF0JCQnS8R2xZQDUHa7WLj4/HlStXrBM2YEVmzJiBL7/8EqtXr0a/fv2wfPlyazfJJukQV0a4evUqHnroIcybNw/rTK3J40DcvXsXOTk5iImJsYmsfeZAIBBAIBAYHBlmrV6XLl2CVCrV+FfX1NRoXBbUajX4fL6O2NKfXF1d2z6SZc64uiZQq9W4cuUKevfuDaFQaJZ92irZ2dkIDw/XGSSwx1TrTVFZWdm6WI+WZqd8+22a9VHbQvb221QEDRoEjBpF10kkDe9HRQELFtBtfv6ZZgckBPj1V5p631C7c3KApCSa/VKbGzdo8gqAWqdOnKD7BoCMDGrp4nBocouDB2kiDTvAz88PuVrZWR0NhmEQERGB7OxshIWF2XSHVDsOix18UamoyyD7vjH4fD769euH9PR0BAUF2Y3rGPsMZN2L2YkVUvX19ZDL5eBwOBrxJBQKERwcrNnH+PHjbd76ZA54PB6io6Nx+vRp5OTkOOyAiDFWrVqF9PR0rFq1Cj179kSMHQxeWZoOcWWAsrIyzJkzBz169MDWrVudyuwLADU1Nbh06RKGDx9uE4UfLQHDMCgpKYFIJMLEiRMbBWuymQ21HzhSqRTV1dUoKipCfX09pFIpAMDFxUUjtLRFF/vq6uravAXMXHF1TXD79m1Nh8eRqa2tRXl5uU4iC3tNtW4MlUqFmpqa1lmuWlrvLjCQpj5/552GdffeS61Mr7wCFBbSbQQCqlZZ19rNmxvcCnk8Kq5iYoyWBsDmzVQ06aW25mzaRF39+Hy6jxdeANhY2N27aaAcn097wwsX0nTwAE1uERlJX2tqgC5daHKO//635eesHfDx8dF0bh11sCMsLAw3btxARUWFQe8CW6O1RYe7dOmCvLw8ZGRkoH9Tdf0shEqlglQq1RFP7Lz2K9Dw/GIFVEBAgM4AoqE05hERETh9+jQKCgocutaXNmzdr3PnzsHLy8sufs/mgmEYfPXVV7h58yYWLFiApKQk69R8tWE6UrHrIZfLMXnyZNy6dQtJSUk27b7QHsjlcpw+fRpdu3Z1mpskQDvgp0+fRnR0dKNYLlNRq9WQyWQ6Dyz9eZlMBrVaDR6PpxFa2hP78HJ1dYWLi0u7uSFKJBKcPHkSo0ePdsjaOtpcvXoVSqVSk2Je32JlT6nWjVFRUYHk5GRMnz699aPGCQm62Snj46lVyUZQKBQ4fPgwZs6caTfWgJYSFxeHXr16OXT847Vr1yAWizHSzDXs2pPWpGsXiUQ4ffo0YmJi2i11t0qlgkwm0wgnY5NCoQDDMDrPGf1Bv7Z6XtTU1ODs2bMYM2ZM6wZ57JTc3FzcuHEDEyZMcKoMggB97rCx6efOnXOawXhT6LBcaUEIwcqVK5GUlIRTp045nbBSq9VITk6Gt7e3ydl/HAG1Wo2LFy+ie/furRZWADTuEk2NOrMWMEMPwPLycs28TCYDIQQ8Hk9HbLGv+vMuLi4teihev34doaGhDi+slEolCgoKNPWDjFms7J2qqir4+vq2XlhZMDtlB8bx9fVFVVWVQ4ur8PBwnDx50q4sdK0pOuzl5YWIiAikp6djzJgxJl+b7CCdoYl9NrDPCaVSCQCa5wErktzd3eHv768zcCcQCNrVXc/b2xu9e/dGamoqJk6c6DSZ5MLDw1FTU4OkpCS7iU83F/7+/jhw4ABGjRqFhx56CH/++Sc9fksXnV+zBvjrL7odALzxBvDAA3S+ooK6o2dn06RII0fSC1n73lNWRuOLx4+nmWgB4ORJup/aWtq2//u/hoL0JuAcv34T+fLLL7F582b88ssvGD16tLWbY3GuX78OmUxmtroV9kJGRgYIIRZJEaxd26up0UxWhOk/UGUyGUQikc4DVy6XA6C+/tpiy8XFBQKBQGdeIBCgvr4eRUVFmDJlSrsfr7W5c+cO3N3dsWuXD956q2HkGaDCyt4tViysuGoVFs5O2YFxfH19UVBQYO1mtCvu7u4ICAhAfn6+3XlHaCe7MCUOq2fPnvjnn39w584d+Pj4aO7p7H1b+5W9vyv+zYqpfz93dXWFl5eXRiyx69pbNLWEyMhIlJSUID09HYPZ5DZOwIABA5CQkIDLly9j6NChNvP/sAR9+/bFrl27MHv2bLz11lv4L+tmLZNRV3G26Lw2TRWdZ3niCTqCcf68btH5ysrG4uqVVxpGSQsLgd69gWnT6Oc++IA+1/btoxfsrFnAli00DSjLqlU042xtbcM6X19aBiQigpYEmTKFLi9ZYtJ56RBX/3L06FG89NJLePXVV/GI/giuE1BUVIS8vDxMmDDBYV1uDFFZWYnbt28jJibGpkactEWYl17MiT5qtVrnoa09SSQSVFdX6zzEVf/6w506dUpHdDU32VuWJ0IIcnNzER4ejgULGE2qdUeyWLFUV1cjPDy8dR+2YHbKDprG19cXaWlpIITY1bXWUsLDw5GWloaePXva1XESQvDEE0osXSpHWJgQVVWcf+OwCIqKijF/fqlGILH3XIVCgdTUVHA4nEaDXgKBAN7e3o0GxVrqiWArMAyDIUOGIC4uDp06dUKIkwzKcDgcjBgxAqdOnUJ+fj66detm7SZZlJkzZ+Ljjz/Gyy+/jH79+uFhwLJF57XFVm1tQ5Za7XVqNc2MK5HQeFuW7duBTp2oZe3gwYb1WjHacHWlmXBbUFakQ1wByMrKwgMPPICZM2fiww8/tHZzLE59fT0uXbqEQYMGwcPDw9rNsRhKpRIXL15E7969mxUwtgyHw9GMZjbHnTt3NG4qKpUKcrm80cTWI2E7B3K5HGxoJiuytAWX9jw76S9bQ7hWV1dj924/7NzZTVMcmMOhg2P2mrjCEKyIbnVch4WyU3bQPOz9t7a21q7vSc3RqVMnXL16FSUlJTrZ5iyFWq2GQqHQiB92Ype1X/XXscL3oYci8csvPVBXx4dKxeD994Px5ZeBePHFSixbJtWIJz6fjwsXLiA8PLx12TztDDc3NwwcOBCXL1+Gr6+vSc8lR8DV1RVDhw5FUlISfH19Hfr6NcSLL76Ia9euYfny5Vjk5wcXSxed/+or+nC/c4cmQ2IHBd9+myZGCg4G6uup5YlNolRYCHz2GXD6dIM7oCGKi+n7hw+b3BynF1cKhQJLlixBUFAQtm/fblPWC0ugVquRkpKCkJAQdNFW807A9evXIRQKneKBB9Dg5+vXr6Nfv34tuvETQqBUKg12Nth5sVjcqIOiUCg0VjIul6sjttiJx+MZXaf9yuPxWjzCnZ+fj23b+kEkYv5tg32nWjdGTU0N3N3dIWiLCLJAdsoOmofD4cDb2xvV1dUO3TnjcDjo2rUr8vLyWiyuCCFQqVRQKBSa+xL7qj9vbGLvSxwOx+BgkEAggLu7O3x9fQ0OJvF4PMyZw+Drr7XjsBjU1PDw5ZdBOok0Aeo2lpKSgrCwsLZdp7ZKeDgd9f/XAt6lSxd4z52L/IceQs8XX6TbPPIIdc0qLqaWjJkzaecWAK5coYXCORzA05NmA9WGYRreV6tph9mQFeOrr4Dvv6fbcTi6sTcAdRHbsoXOL1lCY34AWh7i4MGmO9gmEBQUhIiICKSkpCAmJsZp4s4AarX87rvvkJaWhrLLl+EnkcDNkkXnn3uOTleuAA8/TN34/P3pwOHAgcDx49RqNWcO/X8vWwY8+SS1ljVlVBCJgPvuA159ldZrNBHn+c8bYe3atbh06ZImnaazkZGRAblcjgEDBli7KRalsrIS+fn5mDhxol25pbSF3NxcCASCFotohmE0nY6WZkNiO0HNTRKJRGeZ7SCxnSAARkWXoWnnTm/89799UFfH/fcYCD77TIEnnmCgVnPt0uXGGFVVVQZrt3Vgn/j4+KC6utqhEiqxAzTspFKp4OHhgczMTOTk5IBhGM177PWvP2nfF1i4XG6j+4L25OrqanAghxVK5hhMZfuNbKKc6moquLT7k0FBQfDx8UFWVhb69u3b5u+0dRiGgYe7O0QiEYqKihDi7g4cOEAF0u7dtPacthWAYYBz55ru5LLvX7pEs5hOmtTYstGvH8166u0NFBTQzvCoUdTl7MwZGjNz9SpNsjB2LM2OOn26WY+9d+/eqKiocOy4M7lc19MBAIqK4OLvj+3bt0PVuzc2bNiA9/74w7JF5wFaa7FzZ+DUKWqx+vprasnicqlwX7iQur0vW0bjudgi9XV11LI1fTrw9990XW0tLTMyZw7ADhKYiFOLq1OnTmHDhg348MMPMWLECGs3x+KUlZVp4o2caYRFpVLh0qVL6NWrl9O4QSoUCmRmZlo82JbL5YLL5bbaNUTbamboVXuSyWQaC9qGDV1QV0djBzkcNVasSEe3bjma5zmHw9EIMbaNpswbWtafOBwOOByOxc5zTU1N65NZdGBz+Pj4WLSYMCFEYw0ydWIFEvtqbL32+yz611FWVhY8PDx0BkeEQmGjARNDAyu2MkjCCik2k+CqVdQTSjtVe58+fZCQkICIiAincJXjcDjo2q0bLl29iqCsLHCnTKEd7S++aFth7yFDqMjKzW0sriZPbpgPC6OxNAUFVFz99hvtULu70/cff5yKLVZc1dTQzvjt21Sc/fprqzKlcjgcDBs2DKdOnUJgYCA6d+7cqsO0WeRyajVMT2+I0c3P18To9ty9G7V+fvjjzz8xYPduLLJE0fkbN4A+fej87dtUgLODGBERwJEjNEugQgEcPUrdFQFoArGBxtbLujoqrKZPp+1tIc7To9ajsrISDz/8MCZMmIBXXnnF2s2xOHK5HBcvXkT//v2dzmJ369YtcLlcp3EHBIDs7Gx4eHggKCjI2k1pEdpWM1Ng69HU1tIYMRpjxcGKFQNByACdTp/2KLqxDiEr2gx1IPUn/ZKB2mJLX3xpizBD6wwtG5uqqqoQFBSEuro6jajTfp9hGM3UgfVhxQwhBGq1WjOxy1wuF9XV1aisrNSIHu3tjE3a27Hz+uvYSX9ZG4Zhmhw80BdHAoGg0TrtV/157d9hfn4+bt++jVGjRtn971NfYFVW0nsRu97X1xdBQUHIzMzEwIEDrdfQ9mLhQhr4z5KVhcCXXoKnpydkmzbB7ZNPqKvWypVAZibQ2nIvx4/TTHQ9ejS/XVUVMGwYXc7PByZMaHg/PFzXDTA+Hrh8GejVi7qKrVjRohgbbdzc3DBkyBCkpqbC19fXsepfVVRQYcVmk9XOLvvv+x4eHpg+bBieeuopRF+5gq7tXXT+9ddpEgw+n277zTcNYuvLL+n/sn9/ahUbO5a6DzbHl18CSUmAWAz8+Sddt2hR4/gxIzhlEWFCCBYuXIi4uDhcvXrV6WKNAODixYtQKBSIjo62+4daSxCJRDhz5gzGjRvnNK5Ucrkc//zzD6Kjox2+iry/f8NgFJdL8M03jMVirLQ7rMbmTe0AN9WB1u9wy2Qy8Hg8TQfd2C2dFV3ar8bW6b+nP7H7Mzax7+u/6q/Tb5+hee3zm5WVhaioqEYWC+1jNnT87Drt82PoVX8ytl5bHDW1Tls0ab8agxXESqVSI1pMFdymCHdDYl9/nSWFuFKpxNGjRx3qfmyslt6KFQ2Fhe+55x64sxYUW8eIC5hOshu9mCsAtJ7Ryy9DEhgIZtYsiK9dQ0CnTsDLL9MO8IYNDdsyDHXBMuZJoh1z5esLrF3bUC/JEGlpNKZr586Gwuj33UdFABurdegQ8OmntJ7Rzz9T17R//qHvVVfT45VITK5rZIhLly6hvr4eo0ePdqx+Fmup0o6PiojQqYtYVVWFQYMGoXv37jh58qTT5TNwSsvVTz/9hD/++AN79+51SmFVVFSEkpISTJo0ybEu+GYghODKlSvo3r27wzzITSErKwu+vr4OLaxYi1VVFV1mGMsKK6ChY2zJUgbl5eVITU3FtGnTNOsMWUS01xkTAKaIBVOEh/Z6dl5/W22aW2ZR/5taVyaTGXQH07+XGVpmBaP2+80JRmPrTRGj+sLV0KshN9JTp06hR48ejudSpAePx0NISAju3r3rMPdkQxashmLDXujcuTMyMzMxRDvVs63SjAsYdu9uNpuo244dUMnlwKBBIK6uYBQKqjw/+KChwKw2GzYAu3bR+Y8+anDb04/Jqq5uEFjduzdYF65fB2bPppYPVlgBtO3a7rZ5ee1eIL1///44efIk8vLyWl8qwxbp2pVarLTP79atOufT19cX27Ztw8SJE7FhwwasMdHi4zAQJ+PmzZvEzc2NLF++3NpNsQoymYwcOXKE5OfnW7spFic/P58cPXqUKBQKazfFYshkMnLw4EFSUVFh7aa0K35+hFC/AUI4HDVZv96xj5clKyuLJCYmWrsZFkEul5N9+/YRuVxu7aa0O6mpqeTatWvWboZFKC4uJkePHiVqtdraTTEr331H70scTsO9afFiQmpra8lff/1FxGKxtZvYPIWFhERE0MZHRBASH6+7XFhIt+vWjZC0NN3PTphAyL59hPj7E9W1a+TEiRMkKyuLvjdsGCH79zdsCxBSW2u8Hc29z3L9Om3L0aON34uLI6RfP0Lq6giRSmkbjhyh723ZQohQSEhGBl3++GNCZs5s/vtMoKSkhBw8eNA+/t+mkpfX8Dtgp4gIul6PNWvWEC6X6zTPKRazRYPW1tbi1VdfxbRp0xAYGAiGYbBu3bpG2y1btszgKGDv3r0bbXvt2jVER0fDzc0NM2bMQCGbtrOVyOVyLFmyBF26dMEXX3zRpn3ZK1evXoWvr6/TWewUCgWuXbuGfv36OVXyjuzsbPj4+MDPz8/aTWkXYmOpd4q2xerpp9Pwyiue1m2YhRCJRE4XM+kMeHl5QSQSWbsZFiEwMBBqtRoVFRXWbopZWbGCetN9+23Dup07gW3bPBASEoJbt25Zr3GmEhJCLVYREdQFbNw4+sq6gDVXrqG6GujWDZy+fTFgwADcvHkTUqmUFpb98Ufzt/e552hiitdeo5noBg9uyPw2cSJw//3UvbBPH2DaNBr7wzJhArBuHf3MgQPApk1maVJQUBA6d+6MS5cuNekSbDcUFTW4BEZE0Fg19vcxaRJ9X4u1a9di+PDhWLJkCWpra63UaMtjNnFVUVGB77//HjKZDHPnzm1yW6FQiPPnz+tMv/32W6PtFi1ahPHjx+PIkSMICAjAU0891aY2vvvuu0hLS8POnTvtx9/ZjBQWFqK0tBSDBg1yKndAAMjMzISHh4fDu9loo1AokJ2djZ6tDRy2A9asoW43hNBMq++8U4Jly6QWdc2zJh3iyjFxJnHF4XAQGhqKu3fvWrsp7cKKFTRJHsvKlcBHHw1Efn4+6uvrrdcwU2FdwLTRcwFDbq5uvBVAU2E/+ihw8SIAKqIDAwNx/fp14D//Af76q2FbQppOw97c+yz//ENH2i5fbpi0U62/8w4VAdnZwIcfNqxftoxmlNuxg37m9GmaYdBUpFJg7lyapGPwYCraWBfE5GQMXLUKA5cuhbxfPxrjpU1pqe65Y2PPli83/ftbwrJlNOGDIWJjadFfgJ6H339vvI2/P21vRATw5pu0dllcHM3O6OHRKHU6n8/H9u3bUVpaihdeeMGcR2LbmMsEplarNWb9srIyAoCsXbu20XaPPvoocXd3b3Z/ZWVlxNfXV7NcU1NDPDw8Wt2+69evEz6fT9atW9fqfdgzcrncad0Ba2tryYEDB0h1dbW1m2JRMjIyyJkzZxzO3YaQBpcbhmFdAem648ePkzt37li7eRZBrVaTAwcOkJqaGms3xSI4k1ugVCp1mmMlhD7vDx8+7JD3KpbvviMkB91ICQIJD3Ly2mvZ5OrVq4ScOEFvYi+9ZPiD69cT0rMnvdkdOGDZRhPSIhew5hCLxeTAgQOO56ZeX0/IoUOEsL/fr78mZOpUuty5MyEnT5KSkhIS9913RN25MyESScNnv/+ekNdf110eP54QHx/TXCFbyqOP0vY1x5YthCxYYPg9mYwQ/b7knj2EDB1qdHexsbEEAImPjze5qfaM2SxX5s4w5OfnB4ZhsG3bNohEImzatAm9evVq1b4IIXjmmWfQtWtXvPbaa6Z/MDwcCAqiufFZTp6k2WNeftnwZz78kKby5HBo9hxtJBI6hBUVRUc4/vij4T21Gnj2WZq/PyrKbCZployMDHh6ejqdOyBA3UvDwsLg7e1t7aZYDJVKhezsbPTo0cMhrZT6FqtvvwUeeqgWEokEnTp1ohu15vp9/HF6/Q4eTNO+Xr7c8N7ChQ2uJoMH02tce/TVwojFYhBCnKZWmzPh4uICFxcXp7Fe+fv7g2EYh3MN1GbFClpiKR9dMQd/4ZNPwhEbS6D68Udg+HDjH5w8maYEZ2vzWJIWuoA1h5ubG6KiopCenu4YLnIsrq40OyH7rB01ip6jigr6oJo0CUFBQXAfNgxSV1dqJWPZtw+YN69h+aefqFvj+PG6lqOff6aujA8+CPTuDdxzD3DtGjBrFu1PPvgg7UcC1Dr15JP0t9O7N12WyRr2df06TYvfsycwfz5NXAJQt8iXX6bWtHfeoensBw9uyNLCMDTD4rRpwFdf0TYtXEjfW7OG1psaPLghXfqtW7R9I0bgqU2bsKFbN6xcuRJKpbLt59zGsUoFvvr6egQHB4PL5aJLly5YvXo1KrWLeYG6Cvz4449YuXIlvL298fXXXyM2NrZV37dz507ExcXhm2++aXnxvq5ddTtQmze3/kb4ySeAiwvNx//337TSIBsssm0b/cFnZtLc+hs3AjdvtqytRhCJRMjNzcWAAQMcsqPdFBUVFSgrK2u1MLdX7t69Cz6f3yA0HAT9GCsOh3o4rFhB3V6DgoJ0Y+paev3OnUsfWJcvA6++Sn30WfbsaXA1+fFHwM9P1+XEwtTW1sLDw8NmCql2YF68vLycJkaBYRgEBwe3Oa7a1gkMAOoffBxPYDNUKgbbNnVFyf5E3dgffaKjGxdNtRTaLmBxcbRGEBuD1b9/IxcwU4iKioJEIkFxcXE7NNhG+Oormvo9IIAWMt67FwAwQCKBIC8Pddeu0e1qa2k/b8QIunztGi16fO+9tIDuTz/p7jc5mfYjb96k9aCWLKGujNev0+n48YZtL1wA9u+n+6yspHWbWC5fpnFlN24AJSWa9mkICgLee48KsMuX6YOXRSajLp8ff6z7mdhYWrj38mX6zFWpaPs+/RRITgZz/jye5fPBT0vD119/3coTaz9YPLJ/0KBBGDRoEPr/62N6+vRpfP755zhx4gSSk5N1RmHnzZuH4uJiFBQUICIiAoJmUn4aoqamBi+99BIWLlyIe5u6gRnj8cdph2zBAhoomZhIrU/GfKWjo43v67ffqNIHaOrQmBj641+2jL63YgUdhvfzo526XbvoSEIbIITg6tWr6N69u9PFZhBCcP36dURFRbVcVNsxhBDcvn0bkZGRDiemWYsVQC8VVlgBtMRAo8LQLb1+tQsUjhpF0/Wq1VTFabN5M/Dww3SwxErU1tbC09M5Enc4I56enk4jrgAgNDQUly5dcvhBwPFrYlB16muEFt/FfTiAXyT3Y0oqByP6GN4+NiUWa06swR95Vfhkx2n8fYkPPpcPhUoBpVoJHodn0jKARutcea5Yf896rBhupGaFQEDTrWvXueralVqwtOtctQAej4devXrh+vXr6NSpk30MDplS64vlww+pxYYVJPv3U0vU+vVwHTAAkhEjUFhaiii1GpwjR6iQYn/vP/1Ea3FxudTis2IFFUBsQdyxYwHW+2jIEOqdwXrkDBqkW3fqgQca4tQef5x6Q736Kl2ePx8QCun8yJHA7dumn4vHHzdtu4wMKuwefFCzyk2pxHNTpmD1O+/g/vvvd+gYeIuLK/2AtqlTp2LIkCFYuHAhfvjhh0bvu7u7G8wkaCrvvPMOamtr8TkbpNdSYmKAr78G7t6lSn/RIvrDbw35+bpBkuHhdJ2x91JSWvc9Wty5cwdisRijRo1q877sjZKSEtTV1TndsZeVlUEqlSIsLMzaTTErsbGGLVYAIJFIIBKJEBwcrPuhtly/X35JXT30H/5SKU37deZM2w6ojXSIK8fG09PT4S052gQEBEClUqGqqsqhspuy4kiqkuJajQT3bRqAuf04eKxPd8zJUOKheQSyqxycTgBeefcz8PXEEQAQEBrsBEChVkChbnB1bumy9jqJQoKVh1biuSPPGRVgxkSaSq3CA/0fwI4FO1p8Trp164bbt2+joKAA3VqSOMIatKTW1yef0HCP48epZQkABg7UcQMU9ukDcbduyM7ORtSffzaIFYWCejDx+fT5AtBQks2bG6xE2oPEXG7j5abc7bQHLFryOX1MdUMnhFrutF3rAfxfdTVe7dULL730Enax9cwcEJvIST1v3jy4u7sjMTHRrPu9dOkSvvnmG3z00UdtizVauhT45RfqG7t9O51ai/YPXN/nuKn3WgGbfnzAgAFOlX4caLBa9ezZ02kyx7FkZ2cjPDzcoSqix8YCzzxDLwsOh8ZYaRcILi4uhr+/v+H/dWuu323bqL/72bON39u7F+jRg6b0tSK1tbWNxWQHDoOHh4dTWa44HA6CgoJQUlJiN+KKFU618lowcgU6yXgo9mQ0YiRMzMMdfj3k7OP3X4H00yA1Uv+nRqY/kBUIgKMG/n38GxJDDBgwDMCAgM8xn+VKopAY/U5TRNrO9J3Yn7G/YRsD3wmgkYWMw+GgT58+SE9PR5cuXWz7WVVRQYUVG2e2dSu1LrFWItai9dlnVBQdPw5oF8QuLgbY+/QPP4Bxd0fYo4/iQnw8Is6dA4fNxLh/P3W31O4Hp6fTUBPtzIamsns38PzzVEht2UJd/FqClxf19mjt9r16UYHJni8AyMqCj58fPvnkEzzyyCNYvnw5prS0XXaCzfS4CSFmNQ+r1WqsWrUKffr0wX/+8x/DG5lq6l22DBg6lAb/9ejR+kaxFcIDA+lyXh4dGdd+j/W9NUP18KysLHh4eCA0NLRN+7FH7ty5A6VS6VhV0U1ALBajrKwMgwYNsnZTzEZsLLB6dUOsro/Pv8JK6/otKSmhQsMc1+9vvwHvvgucOEF9z/X56SfqD29FCCGoq6vrsFw5MJ6enpBKpVAoFE4zQBQcHIysrCz06WPER87CaFudDIkXVmzwlcDvu4H+pUpMehQo8AGCKxU49osC6UHU8KHkMQBDwAAo9+Fj3XQG1/xUANSAmqGqS03A5fDgwm8QR0K+EJ9O+xQT4nZhwpKXgdmzzXZ8S/Yuwa70XU0KMGMijT12VqBpoy/EJAoJVh1ahZeOvaTzHVyGC/dUd2yYusG4a6K1YWt9sYk9xo2j67Vrfd25A7z0El03aRJ938WFxj397390QI8Q6t73558ICAxEVEEBqvv3hx97bf/0E/DQQ7rf3b8/EBpKvS5aSkwMjSEuKKAu7s8+27LPT55MLXGDBgGjR+vGXRli4EAqqNgYvb/+ou1+4QW6H5WK9n23b8fDDz+MH3/8Ec888wyuXr0KFyu617cXNiGu9uzZA4lEYlb3rc2bNyMxMRGnT582/GAyxdTLEhoK/Pe/NOtKW1i0iA65//wzkJNDaymwP9hFi+hFOH8+Vf+//QYcPdrqr5JKpbh9+zbGjBnj0P7rhiCEIDMzEz179rTtEbF2IC8vD506dYKQ9ae2c1iLlVpNDbu+vsD69dC5fhXHjqG8vBwDfXxoFqO2XL+//w689RYdfTQ0uJGTQxPO7NtnpiNsHVKpFCqVyinr9TkLAoEAfD4fYrEYPtoj4Q5MUFAQUlNTUV9fb9F7mDERpVQrQaDrRWLIghMs46F/qRKRVUDcL8Cj84Bf/gQiq2iyjijijedm/RfhWzYgbdXBRjWhTp54EZcSGSDxU6gA/N9imqcAAL13zf0AKCujA0WursClSw2DtG1gx4IdrXLrA3TPGYshIVavqKdujSCNhJiSKFEjr9EIrxbHhFkKttYXK6wA3VpfXboY9zZau5ZOekRcuYIrAwaAz7p3a2cQ1ObSpYb5Zcsa5vXj8dl4fpaePWliDX30t/vkE8P79PYGzp3T3Vb/GJcta2gTj9c4Q3aPHo3XgRppN23ahMGDB+OTTz7BmjVrGrfTzjGruDpy5AjEYrHGleH69evYs2cPAGDmzJkoKyvDkiVL8OCDDyIqKgoMw+D06dP44osv0K9fPyw3U9G06upqvPbaa3jkkUcQYyx9qSmmXm0ee8y0L//vf6mAMnQjfOUV6l8bFdXg28S6PyxdSjPBsAVfX3mlIYixFWRkZCAoKMhu3CvMSVFREZRKpcPFHDWHWq1Gfn4+hg4dau2mmAV9i5Wvr9ZlWdRw/TKTJyPkhRfg/vzzbb9+H3qIunD83/81rDtxoiErFpscw8rJYerq6uDm5uZ0gwfOBMMw8PDwcCpxJRAI4Ofnh+LiYnTv3t3s+2+piGJhwGi207bo6MQdraaDs5HZ2Yjf/O8HIyIQEReH62wnPNewSBh2YC32vpkHbCIAGOzcSQ0PK1YAeOMNOtkYK4avMEn0NCfC2HOvLby0Y8JWHVqF5448Z13RlZ/f4NrG8sgjDQPzrYD/00/gX7mCGzduYOTIkWZopH3Rr18/vPDCC/jggw/wyCOPOFx/jSFmLDYQHh6OvLw8g+/l5OTA29sbTzzxBC5duoSSkhKoVCp069YN8+bNw5tvvmm2OkTr1q3DRx99hOzsbIRou/zpw1qqtDOssKbeNrrkWZPa2lqcOnUKEydOdDq3IUIITp8+jbCwsMaZ4xycu3fv4saNG5g8ebLdWyuNWay046wc9fo1hdzcXBQWFmLMmDHWborFUCgUOHz4MGbOnOk0bnIXL16Eh4eHU5WSyMzMRFVVFaKbyrxrAtrxUE2JKG0MiagWdeQTEnStG/HxNMObCZw5cwaffDIEBw40PLMXa1uwHJQNxzfgw8QPoWJUUKh1LVdShRRqqA1+Tv9/5eni2T6Cq6iI/k/ZWl/aA/Fs7a+m+plNIJVKcfz4cYwZM8YpB8Jra2vRvXt3LFy4sNWllmwVs4orW6Cqqgrh4eGYNGkSVq9eDXd3d7i5ucHNzU1nns/n0w5oG26GtkpSUhJcXFwcKu7GVIqLi3H58mVMnTrV6Ub1ExISEBQUhB5tiQu0Efz9G1Ku+/k1NkSxkPh4MOPHN6xwgOvXFNLT06FWqzFw4EBrN8ViOKO4ysjIQF1dHYYNG2btpliM6upqJCQkYMaMGS2Kw9aOHwLQyHVPmzaLKEO0cbAnPz8fWVlZyMiYhFWrGgbHvvtOb1DJwSCE4MSJE+jRo0ejzIGGBHJToosBAyFf2CherU2CqyXZAlvBzZs3UVZWhnHjxtn9oKgxFAoFJBIJxGIxJBKJZhKLxfj111+xY8cO3Lp1y/YzR7YAm4i5Mieff/45FAoFPvvsM41LhUQiQXV1NQoLCyEWi6FQKMDj8eBXV4chL70E7QpIqocfhvLYMQj+dVu0N6qrq1FaWuqwGVia49atW4iMjHQ6YSWRSFBRUeEQnbAlSxqEFYfzb4yVIfLzQR55BDpXaRtdNewFsViMgIAAazejg3bG3d0dJSUl1m6GRfH29gaHw0F1dbXR0XxDnW5WTOmLKj6H3/4uZUVFDcJK37oxaZJJ1o3Q0FBcvXoVixfX4OxZH0027tWr6aujCiyGYdCzZ09kZmaia9euOv0uY66Hhv7/KrUKaqh13Av1E2kAjTMXNks71PrSJjIyEjk5OSgtLUWnTp3atC9rQAjRiKf6+nqdV3Zi+9zaBo6goCC4u7vjv//9Lw4dOoT//ve/DmW9cihxVVlZiS+//BKrVq1CRESE0e0UCgXqs7PhNn06eHfvQt6lC7LeeQfd162DMDcX0vHjcWbjRnA6d4abmxuEQqHByRY78JmZmejWrZtTFc1lqaqqQk1NjdPVtQJodsTAwEC7/7/HxjaU+AAap1zX8G9nhpOTg/rQUAh//73FnRl7RiwWO9QoXweGcXd3h1gstnYzLArDMAgMDERpaalGXMWmxOKlv19CvbLeoHuftqDic6hVsy11mFqMv39Dkgp2cIfNMNe/f0PMZhPweDyEhoaioKAAO3b4ICYGWLWKJll75hm6jaMKrC5duuD69esNWV+bwZDoMhRPB6BRPJe+4DJJbAkEjZ8nZnq+8Pl8REZGIjMz0ybFlUqlglQqRX19faOJFU8qlQp8Pl/TX3Zzc4Ofnx+6dOmiEVOCJkToq6++ijVr1uCNN95wmOeaQ7kFvv322/j000+Rk5PT/I+0CVOvul8/iLdsgUSp1FHi2j8wtVoNgUCgEVqurq4GXy1ZX4qNtZoyZYrDZItrCRcvXgSfz3cqVymAjhydPHkSvXr1als9NyvDJrBQqehyk/EG/16/0osXUbhtGyImTjSrq4YtQwjBoUOHMGHCBKeKqXRGt0C5XI4jR4441TEDwPq/1+OjlI8gVUt1OsmGYF382i3mxlRMLe3SBGVlZbh48SKmTZsGDoej4x7N5eoWTnc0MjIyUFFRYdY4Uv1kGmzmQkNY83ekUChw7NgxjBo1Cv4mCHFzoVQqIZVKNX1bfREllUohk8nAMIyOYcHV1VVHSAmFwjbdn8RiMbp37465c+fi+++/N+MRWg+HEVeVlZUIDw/H008/jY/ZatbN0cqbISEEcrncoJLX/pGq1WrweDzNj1FbeLm6usLFxQVCoRAuLi5mqfGVmpoKDoeDwYMHt3lf9oZUKsU///yDSZMmwcPUCuIOQlVVFc6dO4fp06fbbbFo7QQWhooEG4LIZIjbsweDZ8xocB9qYWfGHpFKpfj7778xe/Zsm7SetxfOKK4IITh8+DDGjh3r8BkD2ZgphmGgJk0nMbCpNN1mhBCCf/75BwMHDkRwcDBiY4E1a4CqKpoFu6n4U3tHJpPh2LFjmDBhArzaKRurocyFhuK32NgtoBVuhK3kxo0bqK6uxujRo9u8L7VaDZlMphFOrEjS76MqFApwOBxNn5Tto+pPLi4u7R4m88knn+CNN97ArVu3HKI+qcOIqzVr1uCLL75ATk4OggwV/rQwrB+q/o9Zf5LJZABoClrtHzgrvthXdt5Y51kikeDEiRNOKS4AemNyVpfAtLQ0KBQKu07BbmoCC21EIhHOnDmDmTNnmrUAua1TWVmJ5ORkTJ8+3dpNsSjOKK4A4NSpU+jZs6fDFYPXd/UzlICCjZcyS2ICO+H69euQSCQYPny4Zh17fzSaOdVBsMYAsf7vkI3d0sYSYksmk+Gff/7BuHHjjA6kKJVKyGQyjXDSfzWlX6k/2C8QCGwiv4BYLEZERATmzJmDH374wdrNaTP2OcytR0VFBb766is888wzNiGsAOo3LhAIIBAImkwxrz/CoD0vEok062QyGdRqNbhcbiPR5eLigrKyMvj4+GguKhcXF/B4PJu4aNobtVqNvLw8uxYXrYUQgsLCQru1VmqPzALNJLDQo6KiAr6+vk4lrAA6kOLm5mbtZnRgIYRCIerr663djDajn4QAaHD10xZWHIYDEGBq6FR8Mf4L9Dal+LcDERoaivj4eKhUKo1lev36Bpfpykp6z3REcRUZGYmzZ8+ib9++TcbomBP9+C1t65ahAsjatbfaGtdHCIFSqYRcLodMJkNAQAAuX76MkJAQTb9PW0AplUowDKMz4M6+ent7Nxqct6dno7u7O1599VW8/vrrePPNN9ulzp0lcQhx9dlnn4EQgldeecXaTWkxHA5HY3ptCtYSpn2hsfN1dXWorKyEh4cHUlJSIJfLoVarweFwNBehQCDQmWeXtddzuVy7FGPFxcXgcrkINEPFenujqqoKKpXKbo99zZrWxxRUVFQ4ZcY8iUTilDGVzoqbmxskEknzG9og2unRjdWYMhbrkpubizt37li6yVbH29sbLi4uKC0t1dTpZO+JrOt0VRW1ZjmaBcvb2xuenp64e/eu1TrX2mKrKTdCdkBgZ/pO7M/YD4Batd6b8B4eG/AYZDKZRjTpv7KTXC6HSqXSCCY+n4/a2lpN6SBfX99GIkpTRsgBWblyJT7++GOsX78eP/74o7Wb0ybsXlzJZDL873//w5NPPmm3HUxT0LaE6Qex3759G/X19Rj/b70fdjRE+yLWvrCrq6t1Lna5XA5CiEaMsd+jP7EXP7sNn8+3CUGWn5/fKIWrs1BUVITg4GC7GqFi0U+53tJg7YqKCofJLNQSOixXzoWbmxvKy8ut3QyTMObqp+/yx7pZNeXq5+fnp6nnZo/3t9bCMAxCQ0NRWFioEVdAw73R0S1Y3bp1Q15enk1YLp4c8iQe7feopp8kl8uxJW0LPkn9BGKlGEpCLbDaVq3VR1dj9dHVcOG4YGXESiwMX6jpQwmFQo141p60BVNSUhLc3d3Rr18/qx23tXBzc8Pzzz+PdevWYePGjXZdWNnuxdUff/yBiooKPP3009ZuilUghCAnJ0fHdYJhGPD5fPD5fJPir7StYto3EXaqr69HTU2NzvsKBX1YcjgczY2Dz+c3Oa/9ai5RVl9fj9LSUqcsmMy6BA4YMMDaTWkxJqdcNwIbw+jr62v+xtk49fX1Tboad+BYuLm52bRboLa7n7aI0k+P3tIkFJ6enmAYBiKRyOGTeegTGhqKc+fO6bgGAo0tWNXV9F7qSAKrc+fOSE9PR01NjVnuc4QQqFQqKBQKKBQKTf9F+1V/nl1W/Zu6lsfjaQaVp/hMwcx7Z0IgEGBv3l58cfULyNQ0HEOqlGqsszK1DF9mfYnv82j2O1N/+927d0dKSgp69+7tVAmLWB5//HG88847+PXXX/Gf//zH2s1pNXYvrr7//nvExMQ4nV82S1lZGZRKZZuCnbWtYqbCZkw0dENi59nicdo3MlaUsd/JikDteT6fj6ipUwEXF5TFxYH/b5pPz3vugfqjj8CbMoUKs3/+AXnzTUwrLIRrSAg1fyxfDjz1FG2kUgl8+CHN583l0uG+mBhg40ZA/2G9bBlw/DjAuplNnQqwWSdLSoCVK4GsLJphcsUK4Pnn6Xs//0zn2ew2vr40tT9AC0l+9lnDd9y5Q7//jz9MPs9NIRKJIJPJ7NJiu2ZNw/zixS3vHFRVVcHLy8tusyO2hfr6+g63QCfC1dXV5sSVMUHFYo601gzDwNfXF1VVVU4nrnx8fMDj8VBRUdEojpy9V65aRQWWo9XA4vP5CA0NRX5+vmbgkPXGMdSfMDZpb6NW0wQVPB6vUb+DnTw8PIwODhuznPbv3x9rZ63VLGtbbgE0itVaeWglXjr2UpMW24CAAAgEAhQWFiIsLMxs59VeCAoK0qRkf+655+zWI8mueyYZGRk4deoUtm/fbu2mWI2cnBx069bN4m4T2kGVLYG1khkaQWInNnkHqa9H3ZdfIn/GDCgUCowWiZB+4QIqJBJ0unIFg7/8EhdffRWyYcPg4eEBt7IyBO/di/Jx48Dj8RDyxhvg1dRAtG8fuAEB4HO5cDl4EJziYvC8vBqfs9dfpz4X+rz4IjBgABVFdXXAmDHA2LHAiBH0/SlTgD17Gn/ukUfoxDJgAPDQQy06X01RUlKCwMBAuxvd0nYH9PNropZVE1RWVtq1y0Bb6BBXzoVQKNTEZljzWm8uforP4Zu9cK+fnx8qKyttwkXMkjAMg06dOqGkpMRgkq4VKxriVdXqhseWLQostVoNpVKpEUfGXrXn6+vrUVtbi8LCQs1nWbQHYfUHZ9mYJP31AoEAPB6v3ftJTcVr6SfEMFbEmGEYdO/eHTk5OU4prgDg6aefxpQpU5CQkIBx48ZZuzmtwq7F1Q8//AA/Pz/Mnz/f2k2xCqxLnD0VzdW2krm7uxvfUCAA3nsPPd98Ez3ffx9wcwPx8cHo0aMhHzMG/A0bUPPii6ju2xeDevakZn8/P5S/+iodqcrMhNuhQ0jeswf1RUVQFhTQm7e3N0hGBpCRAS6XCx6PBx6Ph/7FxRBnZ6P8wgXNOnbqnpyMivvvByksBI/Hg2d0NDg//ghl374QKBTgEQIQ0vQIS1IStYDNmWO2c1lSUmJ3N199d0BTMwPqU1VV5ZTxVmwHpENcOQ9sjRmpVNr0PbMd0BZUxuKnOOCYVVBp4+vr65RJLQCgU6dOuHbtmlG37/XrGzKtqlTmjb9SqVRQqVQaYdPUxN6TjK1jXesAKox4PJ7RV7YYLY/HQ3p6OiIiItCpUyfNOnvKgKyfhZC9loDmLVphYWG4fv06qqurnc5qCwCTJk1CZGQkvv/++w5xZWlkMhl+/vlnPProo3B1dbV2c6xCQUEBAgMDHbejNXQodaP7/HNgzRowALhcLj3eK1dQ/dJLCA0NRdeuXRt/NiMD6NULo2bP1lnN+l/rPwDcvbwQsGcPuhw+DEVICEpWr0ZdVBSkUilqevYE2b4dt7y8wFRUYNiRIxB17ozE48cRlpaGfsePQxoZCZWrKwoWLED5xIk64ozL5SJ840aQGTNQnpWlWceKu6ZeORyOwYeJXC5HVVWVTi0UW4ctFMzSGndAgP4Pa2pqnPKhI5VKweVynarOk7PDMIwmHbslxJW2a5OhVOmtiZ9qLd7e3hCLxVAoFE73mw8MDER9fT3q6uoMxk4//TTBk0+qERjIQVUVg8pKgoULFYiNFWmecc29agsg7WXt8qf6g42GJtZiZOg91orU0jjrmpoa1NbWokePHmY5n9Zmx4Id2LFgh8kWLR54eE71HN7/v/et1mZrweFw8OSTT2Lt2rX44osv7NJLxW7FFZvI4ik2vsbJIITgzp076Nmzp7Wb0r588AEQHd2oF04AlJaXI3zsWLrioYeAa9eA4mIgO9vo7hiG0XkgaPj8cyAkBDwOBy5//gmPVauAW7cADw8aO/Xyywh94QUgOBiYPRvuZWWYM2cO1KNGQfnuu+AJBOBcu4b+8+ahZvRoSPv00Tyo1HV18D12DLe3boVMJoNYLG7yoac90gdAR4yxwkupVILL5SI9PV3j7qAtyNjtDM2zE/sZDodjVMSZi9hY6rryr+t7q90BAaCurg6EEKcsli2VSuHq6mo3o7cdmAdXV1dIpdLmN2wlhmJFtOFz+G2Kn2otbM2empoauym7QAiBWq2GWq3W3M/ZydC6piYej4fExEQIBAIdaxI7TwjBAw+EIzZ2IAAGe/fyERpairlzi40O2rFlV/QHALVftddb614TGhqK8+fPO1y2SFMtWgDwweUP8Nm1z5ymgLY2jz32GN5++227TWxht+LK2RNZiEQiSCQSBAcHW7sprUMuByoqAK1UsygqosU7tBNrRERQE8cHH+h8XDVgADzS0xH05JN0BRt3xzC0Bz90KBVHFRV0n83RuXPD/Lx5NP4qIwMYNowqgc2bG95fsQLo2xcMw4DbqRO4AFwAYORIYPZs+N24Acyc2bD91q1Av37oOXeuCSemwbpm6GHKLufk5MDV1RW+vr4677MZjpRKpeZBzs5rr2MfzNpoiy79+abWseKsqXVvvukPlYoDgMDXF1i7VgGZjGi2a4m4Y7NIOdID11RYcdWBc+Hi4mJ2cWVKUorm0qVbAh8fnxaJK21xoy1yjC0bmtdfp7++qXX6g2MMwxi8tzY1CQQCcLlcqFQqSCQSREZGNvJ2YKdZs3iorgZ27QIABps29UXfvn1tMv6qJfj6+oLP56O0tNR++zkm0BKLliWsxbaCvSe2sEtxxSay2LZtm7WbYjXu3LmDkJAQ+8yWJpcDixYB6ek0s17XrkB+PjBpEtC/P7B7t+72b78N9O0LaLmF3H38cfR6+21wH34YGDWKrtQutBkVBSxYADzxBM3o5+MDEAL8+itNRhEZqfsdd+4AXbrQ+cREKsqiouhyRQXg5UW/PzUV2LcPuHTp34bcbRBmJSXAyZPAAw/o7nvzZtoOE9G2rhnjxo0bGDBgADp16mTyfvUx1jFoqvOg/x6bicnYdmq1Gh980AdVVfTG6OmpwC+//A21Wo2jRxsfN9v5YDsk+q8cDgcSiQSEECQnJ2tEmb5I017WX9fcvCmv2vOWRCqVtjiJTAf2j7ksVy0VVIQQTaY2VrS09FV/vrn39NfX1dWhqqoKxcXFBrczNOmjfz8wNBhkaFCIw+FoEiWYMtBkbICqtVRXVyMhIQGhoaFN3mt27gQmTKAZBFUqx8ggqF3vy5HFFYsxixb590+ikGjis5459Ey7xTnaEk899RSmTp1ql4kt7LBnDuzYsQPe3t5YsGCBtZtiFViXwMGDB1u7Ka2jooIKq+xsKqi2bqVZ9Vh3vooK3e0DA4HnngPeeUezKisqCh6ffw7/V14BCgvpNgIBrUTLFljdvLnBrZDHo+IqJsZwUolly6g44nIBoZAKPLbGRlIS8OyzVFx5egK//95gcfv2W2D/fvqeWg288AJwzz0N+719G7h4EThwwDznDrSIrEQiabMfMtt5aE9iYxsy0wPAxo0C3HfffUY7VKxFTX+kWXvKysqCp6cn/Pz8mtyHKZ05Q/OGXpvCmPgytNzc+uamqqoqAEBaWppmHdsG/Ul/vbFl7fXG1umv135tzbyhZUPnVRs2Y1h1dbXOwENz/x/997WXjc1rLxt7ZecNvW9snbFt9Cf99Wzhd1bkaG/H/kaNTfvu7MP3t7+HXC3X1OPRhgceVFAhxi8Gr0S8Qj9XRLB///4mz6spgw/NDXBoD56wgoRNfc1OPB4PZWVlCAsLMyiSjImm1ljFbQ1vb28wDIPq6upma/rpZxB0hALDISEhSEpKAmkuYZQDsmPBDmyavAlr/lyDnaU7IVPJIFVIof73b2f6TuzP2O/Q1qx77rkH3bt3x7Zt2+xOXDGkuSeTDTJ06FD07t0bO1obtGHnlJeXIzk5GdOnT7df1yjWUqUdHxUR0WDJagKJRILjx49jxowZThfkDAD5+fnIzc1FTEyMtZvSJGwCC3YgefHi1sdZafP3339j+PDh8DfF3dMMsJ1U7U6sKfOmLut/B2C8w1xcXAw+nw9fX98mO+PNdeqbEg5NiQRjn9HfRn9bU943Zb1MJjNouTPW8TK0vinBp73OFDFpSLga+6wxIay/ztA2IpEIdXV16NKlS7MCnBUTz51+DgdyDjSKn9IcAxjM6zEP30//vknLbFPzlqCurg5xcXGYNWuW/T7v2sCFCxfg5+dnUmIH7Xsuh9Py4uy2BvVwOIrRo0c7ZcF4QghOnjyJ3r17o3PnzprYSIlS0mjb9szaaU1eeOEF7N69GwUFBXYlsO3OcnX37l1cunQJL7/8srWbYjVKSkrQqVMn+37QdO1KLVbaoxFbtzYrrAB6/H5+fk4prACgoqLCLoK716wxTwILbeRyOaRSKTw9Pdu+MxPR7lRam+rqanTu3Nlp09AfPnwYkydPdrprv7i4GDdu3EDfvn2b3E47bkM7MB5ocPmzt5FuNkOiWCy26HVvKwQEBKCsrMwkceVoBYY5HA4CAwNRUlLilOKKYRgEBwejuLgYnTt31rgOal/njm7Nmj17Nr744gtcvnwZQ4YMsXZzTMb6vYUWcvDgQXC5XNx7773WborVKC4utn8f5Px83QK7AF3Oz2/2o6WlpW2KNbJ37KGAbmwsrb8C0BHU1taz0qe2thaurq4QaCc9cSKMWW46cGxcXFwgkzV26WNZsncJOO9ysPLQSlRKK3WEFZ/Dh5/QD5tmbYL4TTEqXq2wq04XwzDw9PREbW2ttZtiFXx9fVFVVdWs+yvLihUAq0NY90B7hi2m7KwEBwejtLRU5/+/YvgKVLxWAfGbYnw761u48dw070kUElTWV2LloZXgvsvFkr1LrNFsszF+/Hh4eXnh4MGD1m5Ki7BLcTV27Fib71y2F2KxGGKxGIGBgdZuSuspKmpwCYyIAOLj6Ssbg1VUZPSjKpUKZWVlTiuuFAoF6urqbHoUj3VNIcT8rim1tbVOOXrNIpPJnFZYOjOsuNLuYLGCSvC+ADvTd+q4/zFg4Cf0w3ezvoP8bbndCSp9nFlceXt7Q6lUQiwWm/yZ9evpvRcAqqvpPdleCQoKQnV1dZODC44M6wLOxtvqs2L4CojXiPHdrO/g5+oHN74bOP927VlrlvuH7vDf6I/YFPv7IQgEAkyfPh0HzBi3bgnsSlyxsTb33XeftZtiNUpKSuDv72/fbjH+/jQrIBtjNXYsfY2IoOubiKVhg9mdtYNdVVUFNzc3m7ZeaLsD+viY1yXFWEFNZ4AQArlcbtP/+w7aB1ZQy+VyjahiBZV+gV/WSmXvgkobDw8P1NXVWbsZVoHL5cLb29to59oQK1bQQS0ul96LV64EltipAcPV1RVeXl6o0E905SRwOByTrHeObM2aPXs2kpOTUVxcbO2mmIxdiauTJ09CKpVi9uzZ1m6K1SgpKbF/l0CBgGbji49viLHq2pUu796tW+dKj4qKCvj7+9tVYKM5qaqqsmmr1ZIlNFsVYF53QBaxWKyJwXA22ExxHZYr52PpvqWYd3kePDd6NrJSsYLKUaxUhnB3d2+R5cbRYF0DW8KKFTR5LsvOnfZrwfL393dacQW03DXS0axZM2fOBMMwOHTokLWbYjJ2Ja4OHjyIqKgo9OrVy9pNsQoqlQrl5eUICgqydlPajkCgW0AYoMvNdBwrKiqc1iUUgEkpea1FbCx9gLO0R6YqZ7ZcyeVyMAxjn7XtOmgxsSmxcF/vDs67HOy6tquRlcqN7+bQgkobZ7ZcAa0TVwC9/y5e3LBsr/FXzi6ugoKCUFNT0+Jad6ZYs1YdWmXzIisgIACjR4+2q7gruxFXhBAcPHgQs2fPdlqrRXV1Nfh8vtN2LgkhqKystFgKblukpqYGXl5e1m6GQbQf3IsXm19YEUIgkUic1nIll8shEAic9v7nLLBuf6sOrYJEKTFqpRK/KXZoQaWNu7s7FAoF5HK5tZtiFby8vFBbW2tyUgttduyg2VoB+42/8vPzQ01NDRSKxoWvnQGBQAAvLy9Usm4hrcCYNYuA2IXIuu+++3Ds2DGzFFO3BHYjrq5evYq7d+86tUugs7vE1dTUAKABvs6IQqFAfX29TR6/tjugudKu6yOVSqFWq+Hm5tb8xg6IXC6371jLDoyibaVi3f5YUcWAgRvfDS/3fhlZj2Y5vJXKEHw+HwKBABJJ4/o+zoCHhwcIIa12jVy/HmCYhvTs9iawhEIh3Nzc2iQu7B0/Pz+zWO/0rVmsuyArsmw1Lmv27NmQSCQ4c+aMtZtiEnYjri5cuAAul4sxY8ZYuylWwx5ScLcnbLyRs4pLkUhks2nIf/utYd7ccVYsEokErq6uNlFvyhooFIoOceVgNGWlYt3+1GvVEL8pxsLwhU47cg/QDraziisOhwNPT0+IRKJWfd4R0rP7+fm1yjXSUWgP18gVw1fg21nfGo3LsiVLVr9+/eDr64sLFy5YuykmYTe9lIsXL6Jv374QCoXWbopVIIRoLFfOSk1NjU1abSyFrboExsY2ZAd0c2u/gpUSicRprVZAh7hyFEyxUhly++Pz+U4trtzc3FBfX2/tZlgNLy8vjfdGa7D39Ow+Pj5tOn57x9/fHyKRyOz3gKbislh3QVtIfsEwDIYOHYqLFy9arQ0twa7E1bBhw6zdDKshEolACLHJzrWlcHZxVVtba3P/f7amFUAf3J9+2n7fVV9f79TiSqlUdogrO6YlVipDbn98Ph9KpdKSTbYpnNlyBbS91hebnt1e3QPbKi7tHaFQCFdX13a13unHZbExWWzyi2cOPWNVgTVs2DCkpqZa7ftbgl2IK7lcjrS0NAwdOtTaTbEabJY4Z3WJUqvVEIlETi2ubDENeXvWtNKnvr4erq6u7fcFNk6H5co+0a9LZYqVyhAdlivntlx5eHi0OR29PbsHent7BXXFjgAA7IlJREFUo76+3mmTmgCWc41krVmsyyADGoqhhtqqlqxhw4ahoKAAZWVlFv3e1mAXPfX09HTI5XKntlzZqkuYpairqwPDME6bKRGwPXHV3jWt9JFKpU4vrjrSsNsHrKASvC9oVJfKFCuVIZxdXLm4uNhNprD2gK311ZqMgdrYq3ugQCCAUCh0ausVmzXSUrAia9OsTTZhyWI1gD24BtqFuEpNTQWHw8HgwYOt3ZRW89Zbb2H27Nno3LkzGIbBsmXLDG63bt06MAzTaBoxYoRBcbVr1y4MHjwYrq6uCA0NxfPPP2+wHsgff/yB7t27w9vbG6tXr7b4Q9rU4//xxx8xd+5chIeHQygUIioqCitXrsStW7fg5eXVKJmFvRy/MTIzM7FgwQL4+vrCzc0N0dHR+Ouvvxptp1KpkJ2djeXLl8PHxwceHh6YOnWqQRP5nTt3MG3aNLi5uWHs2LG4ceOG2dtt7ppW6enpWLRoEQIDA+Hi4oLw8HCsWrVKZxupVIqSkhLMnz/fJs6BOSgoKMC8efMQEREBd3d3eHt7Y8iQIfjmm28auYCpVCoUFRU51PEboq6uDs8//zxCQ0Ph6uqKwYMHY9euXTrbyOVyrFixAl5eXoiMjDR4zVgDfSuVobpUrKC6fPkyZs2aha5du0IoFMLPzw+jR4/Gtm3bGu03NTUVjz76KCZOnAgfHx/Mnz8f2dnZjba7du0aoqOj4ebmhhkzZqCwsLBdj9dcxMfHY+bMmfD19YVQKESPHj3w/vvv62yTkZGB//znP/Dw8HCoc5CUlITp06fD09MTHh4emDRpEhISEhpt5+7ujszMTEyePLlN58Ca7oG1tbV49dVXMW3aNAQGBoJhGKxbt05nG5VKhc8++wz33nsvunTpAjc3N/Tp0wevv/46OByOwaQeX3/9NXr37g0XFxd0794d7777rsFn/HfffYfg4GAEBATg3Xffba/DbBJTzgEALFu2rFE/sFevXpg/f77B/bbnObAVS1ZERAS8vb3tQlyB2AErVqwg/fr1s3Yz2oSbmxsZNWoUWbFiBREIBOTRRx81uN3atWsJAHL06FFy/vx5cv78eXLu3Dny+eefk8rKSp1tt23bRgCQ5cuXk5MnT5LY2Fji7e1Npk6dqrNdXl4e8fb2Jt9//z05duwYGTp0KPn444/b61ANYurxh4aGkoceeohs376dnDp1ivzvf/8jXbp0IYGBgeTYsWM629rT8RsiJyeH+Pn5kX79+pFdu3aRgwcPklmzZhGGYciePXt0ts3OztZsu3fvXnLo0CEybtw44unpSW7evKmz7b333ksefvhhcurUKfLiiy+2y7Xj50cIQKfFi9u2r5MnTxKhUEimTZtG9uzZQ06dOkW2bt1KXnjhBZ3tfvvtNxIcHGwz58Ac3LhxgzzyyCNk8+bN5Pjx4+Tw4cNk9erVBAB54okndLY9evQo6dSpk0MdvyGmTp1KfHx8SGxsLDl58iRZvnw5AUB++eUXsm/fPiKXy8mGDRvIsGHDyLFjx8j3339PfHx8SH5+vlXau3jPYsKsYwj/PT7BOuhM/Pf4xO8jP/Jd8neNPhcXF0eefvpp8uuvv5KTJ0+SAwcOkAcffJAAIO+//75muxs3bhBPT08ycuRI8tFHH5G9e/eSfv36kdDQUFJaWqqzzz59+pCXXnqJnDp1ijz88MNk1qxZ7X78bWX79u2Ew+GQBx98kPz111/k5MmT5IcffiDvvvuuZhv2HPTt25ccPHjQYc5BUlIScXFxIePHjyd//vkn+eOPP8ioUaOIi4sLOXfunM62N27c0DxHDx061OZzoH0P9/Nr18PUkJOTQ7y9vUlMTIzmul67dq3ONrW1tcTT05M89dRTZPfu3SQuLo58+umnxNfXl0RGRpLExESd7T/44APCMAx54403SFxcHNm4cSMRCATkySef1NkuMTGRBAQEkF27dpG//vqLdO/enezevbu9D7kRppwDQgh59NFHiVAo1PQDz58/T+Li4sgXX3xBlEqlzraWPgffJX9H/Db4Ec46js79jrOOY/BeZ04mTZpE5s2b167fYQ7sQlyNGDGCLF261NrNaBMqlUoz7+7u3qy4Kisr06yrr68n+/btIwqFQrNOqVSSkJAQMm3aNJ3Pb9++nQAghw8f1qzbvXu3zo9x//79ZPbs2W09pBZh6vGXlJQ0WpecnEwAkP/85z+adfZ2/IZ4+umniaurK7lz545mnVKpJH369CFhYWE65+yZZ54hPB6P5ObmatbV1NSQgIAAcv/99+vs193dndTU1GiWfX19SXl5udnavXix+R7KYrGYhISEkFmzZhG1Wm10O7VaTebNm0f4fL5NnIP25v777yc8Ho9IpVLNuiVLljj88R86dIgAIDt27NBZP3XqVBIaGkr27t1L5HI5mTVrFtm/f7/m/Xnz5jUakGhvWFGlL6iwDsRtvVurOxnR0dEkLCxMs7xo0SISEBBAMjMzycmTJwkhhOTm5hI+n09effVVzXZlZWXE19dXs1xTU0M8PDxaeXSW4c6dO8Td3Z2sXLmyye3Yc7Bjxw4ik8kIIY5xDqZPn046depExGKxZp1IJCIBAQFkzJgxOtsuWrSIeHt7k/T0dM26tpyD774jhGHofdzNzZxHZRy1Wq25z5eVlRkUFkql0uC9avfu3QQAeeeddzTrysvLiaurK3nqqad0tl2/fj1hGIZcu3ZNs+7jjz/WGbD78ssvyerVq81xWC3ClHNACBVX7u7ujT578OBBUl1drVlnzXPAiiz9+yBnHYcs3tPGUVcjvPzyy6Rbt27tsm9zYvNugQqFAlevXrX7eKu2JKIQiURwd3fXibdITExEUVERHnvsMZ1tFy1aBA8PD/z555+adZGRkYiPj0dycjLKysrwyy+/oFevXq1uT2sw9fiDgoIarRs2bBi4XC7Ky8s16+zt+A2RkJCAQYMGoXPnzpp1XC4XM2bMQEFBAZKSkjTrDx06hKFDh6Jbt26adV5eXpg/fz4OHDig40IWGRmJTZs2QSQSYdu2beDz+Watj2bOmla7d+9GUVERXnnllSbrlymVSiQmJmLSpEk2cQ7am8DAQHA4HHC5XM2606dPY8yYMQ59/H/++Sc8PDywaNEinfWPPfYYCgsLcevWLQD0+H755ReUlZUhOTkZ8fHx6Nmzp0XaqO/6x8Ln8OEn9Gs6QUV4ONC7N6Dt8jl8OHDqlGZxCiHYU1oKRESADBuGV/fswed9+sDX15f+j5VKdPvlF9zm87H8iy/o/p56Cn4cDhiGwbZt2yASibBp06aG+9ypUwCXC3zzTcP3PvccMHhww+TqCnz1lW57y8qATp2AhQvbdM6M8eOPP0IsFuO1114zuo1SqcTBgwcxf/58eHh4aBIadOvWDZMmTdK51/v5+Rk/BzZIQkICJk6cqJMF1dPTEzExMTh37hyKiooANJyDyZMn6yS1acs50E5uIZVaxjWQdW9rCi6Xa7DkzMiRIwFQV2qWo0ePQiqVNuoHPPbYYyCEYN++fZp1kZGROHToEDIyMlBQUIDff//dKr8NU85BU5/18vLScY205jkwFJMFtG+drGHDhiEvL8/sNb/Mjc2Lq5ycHMhkMgwYMMDaTbEoAwYMAJfLRadOnfD00083iiNKT08HAAwcOFBnPZ/PR+/evTXvA8CQIUOwfPlyREdHIygoCIWFhVhjR2mCTp8+DZVKhf79+2vWOcLxy+VyuLi4NFrPrrt69SoAmiUvLy8PvXv3brTtwIEDUV9fr+N3v2nTJnz++efw9vbGs88+i59//tlshZfNXdOKrbauUqkwbtw4CAQC+Pr6YvHixTpxAjU1NSguLm70/wYsfw7aA0IIlEolqqqq8Ntvv+Hnn3/GSy+9pBlQqa+vR2FhIfr27dvos45w/Czp6eno06dPo8Qd7P89Ly8PALBmzRrk5OQgKCgIo0aNwnPPPdeuzwhTElTI35aj4tWK5hNUyGTATz9pFgno77+srAwHnn0Wq5KSUPjcc0B2NjJ37MACQtDPxQUcDgcqlQp44gkgORk/PP44eikUkKamAlOnglNdjR9//BErV66Et7c3vv76a8TGxgK1tcBrrwEzZui246uvgMuX6XT0KA3Cuf9+3W1WrQJmzmzTuWuKM2fOwM/PDzdv3sTgwYPB4/EQFBSEFStWaDqQt2/fRn19PQYNGgSBQKCTLW7gwIHIysrSJLrgcDiGz4GN0twzIC0tDUDDOejbt2+jjIltOQfr19tPavaTJ08CAEJCQqD+9yHEPuf1r/2QkBAEBATo9APmzp2L6Oho9O7dG127doWfnx+eeuopC7W+ddTX1yM4OBhcLhddunTB6tWroVKpdLJG2sI50I7JMlQny5wii30WXL9+3Sz7ay9sXlyxHawuXbpYuSWWITIyEuvXr8fmzZtx/PhxvPjii4iLi8Py5ctx9+5dzXasajc0Gu3n59dI1X/44YcoLS1FVlYWzp07B192yMrGqa2txcqVKxEQEKBzE3CE4+/bty+uXr3aSDjHx8cDaDjGqqoqEEKMHqv2tgAwduxY5Ofn48aNGygsLMQM/U5VK2mPmlbsb3rBggUYO3Ys/v77b2zYsAH//PMPJkyYoKlrU1paCkKIwRFNS56D9uKjjz7SWJcWL16M559/Hh9++KHmfVv5DbQ3FRUVTR4jmykrKCgIKSkpuHXrFsrKyvDWW2+1S3takqDCZN59F3j/feDf33Z+Xh4mT5mCoKAg+H37LW49+CDmbtwIgJ6PfAAZTzwBHo8Hl4ICYPduYMsWCENDQQhBVU0NsGgREBGBefPmobi4GDdu3EBOTg6GDx8OvPgi8MorQECA8TZt3QpMnw4EBzes276dWq0mTGjJKWsRd+/ehUQiwaJFi/DAAw/g+PHjeOWVV7B161bMnDkThBCdez2fz9cRV35+fvQcaKWnNngObJS+ffsiMTFRIxYAaqW6cOECgIZrmn0NCAholDGxLefAXlKz3717F6+//jqGDx+OkSNHap4LFRUVcHFxMZhFV78fwDAMtm7dirt37yIvLw9//fUXBAKBxY6hpQwaNAiffPIJfv31Vxw9ehTLli3Dli1b8MQTT+h48djSOTBWJ8ucIov19GGturaKzef1ZU9gSEiIlVtiGvoZvrhcbotGjJcuXaqzPGnSJAQHB+Pxxx/Hxo0b8eWXX+q8b2zfhtYHBAQgoKkHrBlo6/FrI5VKMX/+fOTn5+O9994zKIhs7fiNYei8rF69Gvv378cjjzyCTz75BO7u7vjmm29w7tw5AI1dKZu6Ceofr4uLi0FLV1toa00rQ+eA7VQ88MAD+OijjwA0/Obnzp2LHTt2YPny5ZrPNvVbssQ5aAtNXRvLli3DlClTUFlZiZMnT+Ljjz9GTU0Nvv7660afMYatH7+pmPo/5nA4iIqKMvv3x6bEYs2JNZCqpJAodIvW8jl8eLp4Yv0961smqLQZOhSIiQE+/xxYswbBISH43wcf4HZYGEb83/9h9G+/YfGwYXj55Zc1H2EYBhwOB55ZWUCPHjpCSf98ubu7N/zfjxyh+bYXLgQOHjTeps2bgY8/blguLAQ++ww4fRrYs6d1x2kCarUaUqkUa9euxeuvvw4AmDhxIgQCAZ5//nmcOHFC4zLHMAwEAoHBDGhNngMb5tlnn8UTTzyB1atXY82aNVCr1Xj33Xc1FlpDzwBjtb5aew7Wr6eDZmp1Q2r29qxX2FIqKys1Qvu3337D7du3IZVKNWVZWvJMAIDQ0NB2a6s5eeGFF3SWp06diiFDhmDhwoX4/fffMW7cOM17tnYOVgxfgRXDVyA2JRbPHHoGaqg1ImvloZU4k3cGOxbsaNW+vby8IBQKbT4LqF1Yrtzd3eHp6WntpjRLbm4u+Hy+znT69Ok27zciIgIRERFITEzUrGNH8A35nVZWVlolvsKcxy+TyTBv3jzEx8dj69atGDhwoM5NwhaP3xjGzsvkyZOxZcsWnDlzBpGRkQgODsYff/yhSUHMjtD4+vqCYRiDKWgr/y00ZYnjZQdMGablsVbGzgH7f5w+fbrO9tOnTwfDMJo040KhEAzDGP1/A5Y5B62luWsjODgYw4cPx7Rp07Bhwwa89957+Oabb3Dp0iUADb8BQwUk7eH4TcXf37/J/3F71rljrVQrD61EpbRSR1iZ7PonlwP6I6pFRXS9Nh98AHzxBVBRAReBAL169cLMmTMh4PMxf8ECvPHGGygrK0P///4XlwDc9+ST4MpkIGq1xiGxsrISDMPAx8fHcFuqq4HXX6d5t5siIQEQiXTd/558Eti4EWjnuoLGrn/W0pqamqpzr9e3XDV7Dmycxx9/HBs2bMCvv/6KLl26oGvXrrh+/bpGWLPPAPYc1NbWNiqi29ZzwKZmB6jAeuml1h1Le1BVVYWpU6fi7t27+OeffxAREaFT78zf3x9SqVRjydLG1voB5mDevHlwc3PThAwAtn0OVgxfoUnf7sZvcBdsSzwWwzAICQmxecuVzYuroqIiuxlpCA0NRXJyss5kjkQc7EWjPYrF+teyPtksSqUSN2/e1IlPshTmOn6ZTIa5c+ciLi4O+/btQ3R0dKPisbZ4/MZo6rw8+uijKC4uxvXr13Hr1i1cu3YNAL2BjB8/HgAVFqGhocjMzGy077S0NAiFQkRERLTrMSxZovFigq9vy0c2jZ0DQzFU2rC/eT6fjy5dujT6fwOWOwdtoaXXBhu8zf7PhUIhQkJCDNarsofjN5UBAwbgxo0bjax87P9dO5mHOYhNiYX/R/5w/9C9USwVA6b5BBXayOXUPW/cOCA/n67Lz6fLixbpCqyICGDxYiqytBkyBJPc3KBUKpGdnQ23P//EGKEQbrW14DIMaiIjgVu3gIoKpKWlISoqynhh7fR0KuxGjqSJNPbsAdaupZM2P/0EPPooTXjBcv48je0KDwdefplawPQEkDkwdv2TfwvlcjgcREZGQigUIi0tDTweT+e30ew5sANee+01lJeXIy0tDbm5uTh37hyqqqrg7u6uuUew5yAjI6OR5c4c52DFiobCwhKJbcReVVVVYcqUKcjJycE///yj+a24urpCJpMBMN4PKC4uRnl5uU31A8yJWq3WXCO2fg7YeCzxm2Is7r9Ys561Yi3Zu6TF+wwNDbV5cWXzqdiXLFlCYmJirN0Ms9JUKnJ9VCoV+eijjwiHwyHPP/+8Zj2bivzee+/V2X7nzp0EADly5Ig5m2xWmjp+qVRKZsyYQQQCATl48CAhhJBbt26RCxcu6Gxnz8ffFNXV1SQ8PJzMnTtXZ/2CBQuIQCDQqeUjEolIYGAgeeCBB9q1Td9915B6HaDL5uLGjRuEYZhG9Tj++OMPAoD8+uuvhBD6G1i6dKnVzoGlefvttwkAkpKSolk3f/58hz/+w4cPEwBk165dOuvvvfdenVTsbcVYCuHmalM1SWEhIRER9CKJiCAkPl53ubCQkG7dCElLo9uXlhISEEBISAghcXF03ZEjpEIoJKMZRlO76OH58wkBSEVeHtm3bx9RLVlCxNOmkUA+n7z22muEqNWE/PILIVlZTbfv0UcJ+fpr3XW1tYR4ehKSmWn8c1u2ELJgQcvOhYn8/fffBABZv369zvrPPvuMACBnz54lhNDSBEFBQSQhIUGTijwvL48IBAJ6DhwIti6j9vOekIZzsHPnTk2ZDnOeA3OW2DCFptKQV1ZWkqFDhxIfHx+SnJys897ly5c1v4GKigri6upKVqxYobPNf//730ZpyG2Rps6BIX777TdNDcT6+npCiP2dA/beq1+6oiX33EWLFpHJkye3c0vbhs3HXBUWFtqN5aopTp8+jbKyMgA0M1ReXh72/OvLPmHCBAQGBgKgQYwPP/ww+vTpA1dXV5w7dw4bN25EcHAwXn31Vc3+uFwuNm7ciKVLl+Lpp5/G4sWLcevWLbz66quYOnUq7r33XssfZBOYevwLFy7EkSNHsGbNGvj7+yMxMRHZ2dlQq9Xw8PDQZEuzt+M3RGlpKT799FOMHTsWnp6euHnzJjZu3AgOh4NvtVx5CCGYM2cOEhISMGvWLLz33ntwcXHBhg0bIJVKDVZ3NyfabiKLF5vXH79379545plnsGnTJnh6emLGjBnIzMzEW2+9hSFDhuD+f7OXqVQqPProozh+/LhVzkF7sXbtWpSUlCAmJgadO3dGdXU1jh49ih9++AGLFi3SjFwTQvB///d/OHfunEMdvz4zZszA1KlTsXLlSohEIkRFRWHnzp04evQofv755yZjzkyBjaeqklY1slL5Cn3bFksVEgLExQGTJgHZ2dRiBVArVVwcfV+Lp9aswfyePXHvuXO4fPkybldUYPfu3aiur8f2zp0ROGoUEBiI/ymVeFEgwMWHHsKESZMgnzUL5c8/j/NqNbrt2wf89ReN4Zozp+Vt/u03YMgQGsdlBaZNm4b77rsP7733HtRqNUaNGoWUlBS8++67mD17tiau5N1338WIESPwn//8B4899hgyMzPxzjvvICAgAC/Zkh9bC0lPT8fevXsxfPhwuLi44MqVK9iwYQN69OihcQ9nYc/BBx98AKFQCLVabdZzsGMH8PffQGVl+8ZeHTlyBGKxWJOc5vr165q+wMyZM8EwDKZPn45Lly7hiy++0JThYKmtrdW4Sfr5+eGtt97C22+/DT8/P0ybNg3JyclYt24dli9fbjC7qi3Q3DkoKyvDkiVL8OCDDyIqKgoMw+D06dP44osv0K9fP8yYMQNyuRyurq52dw7YeKwle5dgZ/pOAIBEIYFEIcEzh57RbNMUoaGhGi8fm8Xa6q45evXqpVP0zF6ZMGECAc2622iKY0ctCSEPPvggiYqKIu7u7oTP55OuXbuSe++9l9y9e9fgfnfs2EEGDhxIBAIBCQ4OJs899xypra210FGZjqnHb2wbAGTChAmN9msvx2+IiooKMm3aNBIYGKj5Xz/77LM6BaQJIUQmk5F9+/aRmzdvkrlz5xIvLy/i5uZGJk+eTC5evNiubdS2WjFM+3yHUqkkGzZsIFFRUYTP55OQkBCycuVKUlVVpdkmPT2dXLlyhWRlZVn8HLQnf/31F5kyZQrp1KkT4fF4xMPDg4wcOZJ89dVXOkXDVSoV2bdvH7l27ZpDHb8hamtryXPPPUeCg4OJQCAgAwcOJDt37iRyuZzs27evxZYrdqSU/x6/kZWKWce0zkrVFPHxuqbe+HiDm23evJmMHz+eBAQEEB6PR3x8fMiECRM01lptUlJSyOTJk4mLiwvx8vIic+fOJVnNWarsBIlEQl577TUSFhZGeDwe6dq1K3njjTd0CmgTQs/B6NGjiaurq8Ocg4yMDBITE0P8/PyIQCAgUVFR5K233iJ1dXUGt09JSSGDBg0ibm5u7XIOtAsLczjm9VJg6datm9FnfE5ODsnJyWmyHzB//nySmJios88vv/yS9OzZkwgEAtK1a1eydu1as1i424vmzkFlZSWZN28eCQ8PJ0KhkAgEAtKjRw/y6quvkurqanL06NFGhZbt7RwQYtiDwJR78oYNG4iPj48FW9py2iyuamtryX/+8x8SEhJCXFxcyKBBg8jOnTt1tpHJZOTpp58mnp6eJCIiguzfv9/k/Xt5eZGPP/64rc20W6qqqsjhw4et3QyrkpycTDKbcltxcCQSCdm3b5+mqrsl8fNr6CMubp+C6yZx5coVjSuIM6JQKMi+ffuITCazdlOsRkvFVVOufy11QzGZvLwGV0B2ioig683A/v37jXa8nYFbt26RpKQkazfDqhw+fFhn4MncaN/zLeEe2FJyc3NJvJEBC2fhxIkTpLi42NrNMBvsvZqzjqO5R3PWcYzen7du3UoAEIlEYuGWmk6bE1rMnz8fv/zyC9auXYsjR45gxIgRWLx4MXbsaEiz+PnnnyMlJQV79+7F66+/jkcffVSnyrYxJBIJRCKR3aRhbw8UCoVORXZnRKVStdkdyJ5RqVTgcDgWLwK7ZAl1EQEAPz/qNmIt1Gq1XRTBbS/Iv8HLznwOTCU2JRbu6901Wf+03f844GBx/8UQvyk2reBvSygqanAJjIgA4uPpa3Y2XW+GAGyGYTS/BWeEYRidmlDOCJfLpcWk2wm2sDDQkCHWltBPauKM8Pl8gyUJ7BXtIsScf/PsqaE2WhuL1QS2nNSiTTFXhw8fxj///IMdO3Zg8WKaBWTSpEnIy8vDK6+8ggceeABcLhdnz57FO++8g6lTpwKg/qZJSUkICwtrcv9sFer2TL9r6ygUCvB4Nh8a164olUqnPgesuLI0v/3WMN/S1OvmRq1WO7XA7hBXzRObEouX/n4JEqVuSmI3vhtcea5ti6cyBX9/gM3MFRcHdO3aEIPVvz99v404u7jicrlOffwAzaDYnuJqxQpa07CykoorW6t7xePx2vX47QEej+dQ4oqFvT+vObEG1dJqqKFGZX1lo1gsVhMYSj9vK7Spx/bnn3/Cw8MDixYt0ln/2GOPobCwUFNlPDIyEr/88gvKysqQnJyM+Ph49OzZs9n9s6MTztyxViqVTm+5sqq4Cg8HgoIA7RvZyZN0aE+ryKcOH34I9OpFc9vqF+58802gTx9g0CCaIvnkyWabYA3LXWxsQ8FgNzfrP1wJIU4tLDrElWFYKxXnXQ5WHVqlI6za1UplCIEA2L2bWqy6dqXrunaly7t30/fNgDOLiw7LVftbroCGwTRbq3sFdFiuAGq5ctRzYMyKtfLQSnDf5WLJ3iWa/qAtn4M2iav09HT06dOnUceXrUeQnp4OAFizZg1ycnIQFBSEUaNG4bnnntPk5m+KDnHV0akEqNXCGpYbDV270oxcLJs3A8OHG99+8mTg8GGawUuf8eOB1FTgyhXghx+ABQua9b0ghFj8+NkHKsMAn35q0a82iNV/Ax3YFNqufxKlBOTfP6BBVKnWqrBjgYV9WQWCRlkBERJiNmHl7JYrDofjfOIqPJzWLPsXDocDv/nzGw/cmRHtulffSpbh7IPftNt3AWh0jBpOnaIPIa16cLybNzF+6dLm95mbCwQEtK49DAPU1bXusxbAGe4D2gWItUXWzvSdmLxtMgAHFlcVFRUGqz+z6yoqKgAAQUFBSElJwa1bt1BWVoa33nrLpP2zZk9nt9x0YGUef5wKKgCoqQESE4GmUr1HRwORkYbfmzEDEArp/IABgEoFlJebt71tJDa2oWAwYH2rVQcNOPtAy6e5n8LlQ5dGVioGDNz4bvhu1nfWEVUWwtn//x204TfQwo7oAw80zB880LqvNAshIcCXX9rcc7KD9kfbiuXGc9OsFylEAGDTrpFtNgk1daFrv8fhcBAVFdWifbOqdPaPs8H7m4flp5djbtpcEAUBURIwPLp/dp7hMxZ9zxLfrZarASVwmn/abtps9vNMgJvKm8jgZ1j8u6OVMqT9R4i+ynRc5e+Bv/ocXNTRIB8WgMuRIvur00bP8yBFNQri01Dl4mVw/yGcw+is7oSLEbdBlFnG26Ug4PP4OM2ctsj/P5IwOAwGXBDwCcFpgQ1cZwoCMV+MQn6hzfwuLX2deRJPnFGeAcO3rXZZ4ly+d997ONn/JMCATgCgpqJqUvokvHPgHbqPdQSnlKdsos3tsX+hQohL/Evg8Dl202Zztgs8ei84pbL+/9hS5zJaIUXakGRImP9n77zj26jPP/45TUu25b3jeMZ2Ejux4yR2dgKEDT9GQyGFllEgpIXSsgops00pUAqUNgl7tCW0FMqGJJC9veKROI53vIcka4+T7n5/iJNlWd6S7jTeft1LNzQeWXf3/X6+z/N9HjloCw3wAQNlwLlraiGnwiDiK5Fj/QtC6C4QoNEluh499FWgLTRK6RvRw7sSkVQFzEQs2sW3Idf0LPi0HgANOW8FWuk7wONbkU69hUiqCjyQ0PPTsJn4NX6OMOSiFxfqv4OCeAch6Ieen4EzxBOgrAKXrztH/BoWaxgSeN8jhfoYBE2CAI1W8V1QUCWgLTQiebXItr4ECmJoeHmIoW3fUWcdHPF/iOSdQhYtgwr5QNzdaBbeByndgnwLgQMiW58ojKxHJvE6BIQeoCi04yeQC9dCTPeg2EKil/9jRKAWfMqARtwLlbD4h2N346jwc9v91KzDKsvlOCDcDwBYA+BQ1CHQolBkGLchgjoFHiywEGFooB+EUZjK6rVE82loLBp0W7s5ec66+9hcci6+snyFz5d+jpcveRk0YfPacdlzNSNxFRMTY/dOOaL4IcWYK6/WVGDmmRhEBkAKvHzJy4AVuLrcViyRJofdokwn1HHb08fY/OxAspkAMeP3GOsYSDMEpBpmxNiPiSAHCRloUgiABixAH9YjwfItYnEE9diCBOo7gBoORRrz/a0ApadGHYtEBdKs76EaL9j3jWczYSFGfJYnf38haAjBnd/fDglQ5Oj/JVt2efs6Y0IjuGaXp479/rrfY1/+PvApPix8y7CoogExKcbm3ZuH2wJww2ZPvz8BwmPXgadsdqddcBioZtsub/4v51ueBIUfQkstgARd9mPZlr9Ch9mow+8hhBLF5ruhQRY0mAsAEFN9qMZfAJpAtvFVyFGC87gZACCgbB6AWZadsEKCSmwHAKRZ30c63kET7gUfQBiaUI0XQUGAIuuvEIsD6MeF475Obl2MPlwAgEAIelFk+iWO40MQoDDX+gzqsQVDKEQctQ8p+BSwjP4/wAoANNpxC5bgZ+gkfwTAdiugSRoCaJGDv6CWfhZmOgZCqFCMu6EmbdNOhFBDS2WgGfdAhjPIx+9wnPzXqP8zHy4+2wJQFgrncRNI2MI34um9yMbfUUs+y+q15InrwNM2u+PY1SeuBqzAawtegx56Tie5mpG4KigowM6dO0clHKitrQUA5DOZk6ZrHPOezEXHo/Hy5S/jzQvfxM+//zn+r/r/bPv9YHRqrGOM54oQ+o7N7j5G0RQICzGjEXtXx0CaMZ94GqFoRTX/JRit8Qjh92Oh5dfQIR1nBE8DVgLgA72WS7EYd0FPpMKAWba7O4+wxT6P8X8GCYAP8MQjR5kjqFPIsz6POsEfYRKlg5jIZpIGLaDBI3ge//2tJA0LCFhBQMyjwaPZ//2BH264QnhkxN5X7g1W2gqehef3nqvfX/977Ju3zzY6SQAWHtMA2B4uqLsAj3/yuO09hNyw2Vv/Z4qkQAiJgPdcwQrW7XLH/5InsEBAqmCyRtuPCclBWAQRgEhk70ifFjwNPZEJ2kIDfKCQut/WBlFAFF2JZsFmwApYBNGQ06sRRVVBQ88FaKCXfxlAESAEBNREITLM28GHESp+IZREMWAFYnEEAlqHONi8QQRhgRHJAAArDfRiFSwQA3wCGmIeJFQ3QI//OgmvFxnUVojpAdDgQwgVQgR94FmMsEIMlbAIsNAYFFwAC/kXW2/U6XcFDwBNwMKPRBd5PTKIt3GevxH0D32iCOo0JNZuLMAjtnlSNA2AhpTfASORAMoiRL/gEvBEPGjI+TCT0Qjnt8BExNj7VYSQAMwY0c8CCUAA8EQ8RJvKkWz9BALYvH0C6Ca8B3v6/KL5tK1f7MbrgKvXkvOx/6v+P8wvn4+f4+fczscwkyJZX3/9NQ2A/vDDD0fsv/TSS+nk5GTaYrHM5O3prq4uGgD9i5d/MaUCY/5EsGAeTe/bt4/u6upy/xt3dw8X/MzMpOnDh0dud3fTdFoaTdfW2p7/9ts0ffSobf3JJ2n6gQfGf/81a2j6iy9G7jtwgKZTU2m6snLSZsrlcvrbb7+d9POny/btw8UjpVKPf9yUCPRC0kajkf70009nfE/lMjf99yaXBX+Fzwjp6Oei6b8d/9uUigj7I19++SWtUqnYNoM12tvb/ac9NJlo+uqrRxaZZopQX3217ThNj2yDaFt7aFy2bLhtiY6m6c7O4fe97z6afvZZl6+ladrWrr33Hk1fdRVNX3aZbd/ixTT9/fcuzdyf8TP6F3iVBlNU+IEHbO3fBK+js7Jo+n//G96OirLZcuoUTWdnj3xuRMRoO21flqaLi23rOh1NJyfTmm3baH18vG3fl1/S9KpVrj+/tZWmRSKatlqH9y1caGvDOzpoOjJyeP/AgK3hYwBoWqOx/R4xMTTd3GzbX11t22aZ8vJyuqGhgW0zWKO8vJwGQFdOoR/lbWaU0OKyyy7D+vXrcc899+CNN97Avn37cNddd+Hbb7/F888/P2OXHaNKL864eMzUjBs/3jijz+A6wZoOHvwfJCXZ6tAwhT5XrhwuALpv3+isX7fdBixbNvH7PvssMGsWcOwYcOuttvWBAduxO+4ATCbbexUW2pYfPL1j4em6JgxcyxDoSEBmCXOAmb9K+1mGqB3lOxDzXAxC/xiKnXU7RxT8ZRJUmB83Q/6wHHctuotFS7kBHeDZY/0qa6hcbsuQxxSZPnJkuAh1XZ3tuAusVuvIc+Cii4DXX7etDwwA//sfcMEFrj+zsdFWWuSnPwWef96WnAkArr4a+MtfhjMZ6fXA6dMAgDWrAdEPOcWUSuBUtcP7jfM6KJW2LIAA8M9/2rYBIC8PMBiAgwdt2//9ry1R1ERIpcDjj0Py7LPDVY6XL7d9J8eSJqdOAWazbd1sBv71QxjgyZNAby+wYAGQmGhL8NHQYDv2/vuuP1OlsmX6TEy0jTv+zcNZEydJoNf+9IVM4jO27JNPPsGWLVvwxBNPQKFQIC8vDzt37sSNN944Y+PEYjEAwGAwABhZYExhtM3r2lm3E7uad3m+QCRL+Fsl7ung0boWs2fbbqwrVw7ve//94To1bW2uX/fUU2O/56OP2hZXNDZO2UQ+n+9xYcH1DIFBceVf4mrjxxvxYd2HI8QUg1QoxYsXv+iX9/OZEhRXfiSumME9RlAxbdBYg3s/YLVaMeIM+OtfbTfsBQtsham2bLHVUHTFRx/ZxIZIZBMLO3bY9v/2t8DTT9sy3TLn1yOPAPPnAwCEQgCk7SWHDwOFKzDx6155Bbj2WiAlxTYoybSpYjGwcyewebMtc+7atcPHJuLnPwf9wgsgGPEUFQV88QXw0EPAr39tq0c5ezbw6ae24zExQFOTzT6tFvjgAyA0dPj/dtlltsHPyy5z/XkFBcCGDbbvM3s2sH795Oz0MCRJBnQWbeMP5WsYjcBJ2HWcjQ9FUbRYLKZfeeWVUcdu+u9No8JHpFulfhcqKJfL6W+++YZtM1jl5MmTdGNjo2fenAnDYOLhmJBAJkyDA+h0OvrTTz+lKYry2GdERw9//ZtuGueJaWk0HRdH046hWd9/b3vhWGGSW7fSdE4OTRPE6DDJt96i6fx8mubzafrVV8f82Orqarqurm7S38ffIEmS/vTTT2kTEyrkg2wv205H/ymalm6Vjrp3E08RdPRz0ePev81mc8CHBX722We0Vqtl2wzWaGxspE+ePMm2Ge7l8OGR7c8EYY/ffPMNrVAovGScje3bbbdvLoSMnz9/nj506BC7RrDM3r176e7ubrbNYI0PP/yQBkAPDQ2xbcqYcHoIiCAIJCUloaenZ9SxD67/ANuv2I7okOGMhHpSj81fbUbM8zHYUb7Dm6Z6DH+uxD1ZPOa56ukZHjXMzLQNyTEhguvW2Y5zACa81pOeG43G9igU2gb3xsWdRZWLi4H//AfYOH54b9Bz9UNCAx/8HzChf5u/2gyFUQE9OewiFfKEiJZEY9sV2yB/WB70Vo0DTdNBz5U/ea4A4Px5W4ieIz/9qW3/GFitVq9nSdu0abg8I9sEekgcYPsfBLLnqqenBxKJBDKZjG1TxoTzd6mxxBUwXGDspvybQPzwR4OGwqDAL776hV8ILKFQCKvV6pOdKnchEAg8ExoZEwPk5w+HYaxYMTwHKz/fdpwDMDdRT4WH7thhi6YAJlln0p1FlRcuBObOBSboMHk0NNQHYDqUtA+FBTqLKiYEkACBaEn0iPlUQVE1Mcxv71fiYor4Vcd6GoN7FEWx1rEOCbE96vUTjoV5FJIk/eccmCaBHhbY09OD5ORkTg80cf4unZycjO7u7nGf88H1H4B6ksK2K7aNSHjhD14s5gIyMzHGAYhYLPbM9xeJbDHohw8Px3zPnm3b/ugj23EOwOPxwOfzPXYObNkyvD6pqZKrV9s6AF1dttj5DRsAD4+k8vn8gBZXBGFL+8/1QRZGUIl+L8I9X93jUlQFvVTTg/ntg+LKTzrW0xjcYwbYRCy0TVu3Dq9/+KHXP96OyWTi9lwbD0PTdMB7rrq7u5E0xpxErsD5u/R4nitnNi3ehL9f8XdEh0SDB55feLH4fD5EIpF9Al8gIhaLPff9RaLRE4eTkjgjrBhEIpFHPFc7dgwncZJKJxESyHDLLcB779k8WLff7na7nAlmzeR2aKSzl4qkhs9VqVAaFFVuICiubOKKy4VDp8Q0BvdIkrQPtnmbTZtsbQTDDpa6VCaTCSGMGy0AMRqNoGk6oP8HjOeKy3D+Lp2UlDSh58oRJlTQVdp2/tN8n0zdLpFIoHdM5RZghISEBLS4BGziyhOeqy1bfqi7iB/CPszm0eEoPT3DqW0Zbr3Vlm0pJASYM8ftdjkT6GGBADfF1Y7yHQjdGjrKSwUAPPBwU/5N0D2mC4oqNxAUV7b5Rn7juQKmPLhnNptZ8VoxvPjicK1ex4gHbxLoniuDwYCQkJCAvg8EPVduIDk5GQqFAiaTaUqvc/ZiATaRtbNup8+FCkokEns6+kAkJCRkyr+/vyEUCj0irhjNShDAs0+bbSF+K1cOT6g+f962vWHDSIGVnGyr5/Xcc263yRXBkgQ2LzYXvHfOoX96y/DAD+Ol2n7FdliftOKD6yfrCg0yEUx9o0DuVAX6XBO2xZVjYgulkh3vldFoDGivjV6vh9TRhRiA9PT0BMXVTGH+gZMNDXTE0YslFQyfjAqDwqfmY0ml0oAWV2KxGCRJcqJjyRae8N5t3Dhc2yoqCrjr+ikWtXRHUeV//tO2/dFHwOOP29arqka9hac8d74E2+LK2UvlGPoX9FJ5HjayxHENtsUF23BBWDAfz4b3iqZpGI3GgPdcSbiSupEFDAYDhoaGgmGBM4URV1MJDXRm0+JN0G3R2VO3O87H8gWRFehhgWKxGHw+Hzqdjm1TWMMT3st//3t4fetWDBe1ZDJWrVw5nMmKKWrZ1mabbO3MU08Bf/6z6w969FGgsxMwmYDBQdt6XJzt2M0327Z1OttQaGcnUFQ06i085bnzJdgSV46iytFLJeQJ7aIq6KXyPEFxFRRXTEgYm2zdOlwv2NvR+iRJwmKxBLTnRq/XB7S4YhwtQc/VDMnIyABBEGhoaJjxe7maj8WIrHu+uoez87GkUmlACwuCIBAaGhrQ/wOJROJ2zxXTTxMKbeEeAGwTqt9/f+QT339/eMI1S4hEInsa4kCFx+N5TVwxgor3NA+bv9o8QlQxgsr8uDkoqryI39V4mgZmszmgwwKNRiPrHWs2a15ptVqIxeKAPgd0Ol1Ai8uzZ88CALLGKu/CETh/pw4PD0dOTg4qKirc9p6O87GkwuGTlKvzsWQyGbRaLecms3uTQBdXISEhbvVcbdw4XNsqPNzhwDSKWnqDYEkC72RMdPZS0T/8AQh6qVjGr9KQTwOr1Qqr1Rr0XHFgvhFjgtHo3XlXOp0OoaGh3vtADqJWqzldPNfTVFRUICoqCunp6WybMi6cF1cAUFxc7FZxBQx7sXSP6XBT/k32/YwXi0uZBUNDQ0EQRECLi0AXV+4OCxwVEghMq6ilt+DxeBCLxQGd2MSTGRM3frzRpZeKAAGpUBpMUMEBAl1cMdd+cL4N+yFhTJtBUcADD3jvcwNdXJnNZphMpoAXV8XFxZwuIAz4kLiqrq72WMfig+s/GDEfC+BWZkGCIBAeHg61Ws2qHWwSFhYGrVbLthmsERoaCpIk3eK52bHD1igCtrol9pDAaRS19CYerXfmA7hbXDmG/u2s2+nSS0U9SUH3mC6YoIID+FWNp2nAJDLgeqfKU9A0Db1ezwlxsWnT8Lwrb+baCnRxpVarIZFIAjossqKiAosWLWLbjAnxCXG1aNEiGAwGe6ylJxgvsyAXPFkymSygxVV4eDg0Gg1omp74yX6IUCiEWCx2i8BkRhoJwla3xM40ilp6k0BPye8uceXspXKsTRX0UnGXQPdccSFTHpvo9XrQNM2Z+TbMqejNUzLQQ+IC/fv39/ejs7MTxcXFbJsyIT4hrop+yB7m7tBAV7jKLAiw78kKdHElk8lgMpkC2nPhrtBIx5HGTc4OiSkWtfQmQc/VzMQVI6qcvVSOoX9BLxV3CXRxZTKZAlpcMYkMuJLUhJmra7V6Z96V1WqFRqNBRESE5z+Mo6jVaoSPmCQdWFRWVgJAUFy5i4iICMyZM8cr4oqBa56siIgIKJXKgPXcCAQChIWFBbTAdIe42rHDVp8EYC/j03QJ9GLaAoFgyoWUXYX+MTCCKhj65xtYLJaADgfiSjIHttBqtZwKifP2vCuNRgOBQMCJOWdsoVQqERkZybYZrFFRUYGIiAhkZmaybcqE+IS4AmxKlVGt3mQiT1boH0O94s2KioqC2WwO6HpXERERGBoaYtsM1mBCI2fCmCGBPoBUKg3o818oFE7aczWZ0L+goPItSJIMaHGl1+s5ExLHBlqtFmFhYWybYcfb865UKhUiIiICds4dSZJQq9WIjo5m2xTWYOZb+cI54FPiqqqqipUimsDYniw9qfdKnSw+n4/IyEjI5XKPfQbXiYiIgEqlYtsM1nBHaOi4IYEcJ9A9V0KhcFzP1XgJKoKhf75PoIsrrmTKYwu1Ws25kDjHn8PToYFDQ0Oc+/7eRKFQQCqVBvQ1wGQK9AV8RlwtXrwYer0edXV1rNrh7MlyrpPlSU9WTEwMFAqF29/XV4iMjAzo0Eim3tl05934ckggYPNcGQyGgP39xxJXk/FSBUP/fJ9AF1eB7LmiaZqTyQxefNHmvaJpYMsWz35WoIfEKRQKxLCcsZdNenp6cP78eSxevJhtUyaFz4irZcuWISwsDF999RXbpgAYu06WoyfL3fOyYmJiAtpzFRUVBZPJFLChYSEhIRAKhdMODWQaPx7P90ICAZvniqKogE1qIRKJ7Kn4g16qwMNsNgesuLJarTAajQErrgwGA0iS5Fwyg02bhrMFzjBifVxIkoRKpQpocSGXywP6+3/11Vfg8Xi48MIL2TZlUviMuBKLxbj44ovx5Zdfsm3KKBzrZEmFUo9lGIyOjoZWqw3YdNQCgQCRkZEB670jCAIRERHTDg1kGj8+3/dCAgFbaKxEIgnYYtLvn3kf/3fi/4JeqgDFbDZDxIGsnWyg1+vB5/MDNqGFWq1GWFgYJ+ucMYEUHipDCsDmtQrkkDir1QqlUhnQ862+/PJLLFu2DLGxsWybMil8RlwBwJVXXonjx4+jv7+fbVNG4ejJ8lSGQZFIhIiICE5+f28R6N67mST18EYj6GkCsZg046X69fe/hok2Bb1UAUogiysmU54vTGT3BENDQ5wNifNGvSu5XB7QwkIul0MkEnEqoYk3MRqN2LNnD6666iq2TZk0PiWuLr/8cgDAN998w7Il4+PJDIMJCQno6+tzt8k+Q3R0dECLq6ioKCiVyim/ztfnWzG4q9YX13EM+2O8VI4EvVSBBUVRsFqtASuudDodp9KQexulUomoqCi2zXCJN+pdBXpIXF9fHxISEgJ2cGHfvn3Q6/W48sor2TZl0viUuEpISMDSpUvxxRdfeP/D09OB+HjAcUL53r222ZwPPujyJZt2KyB/OxaWp2lc1yS279eTehhUCkTcdg+aogn0JMuATz4Z/QYNDYBUOuL9ExMT0d/fD4qi3PXNfIqYmBjodLqAzRoXHR0NtVo95aQWvpyC3RF/9lztKN+BmOdiIPq9CPd8dY897I/xUvHAw5roNVD+ShkUVAEGEwoeqOKKa2nIvQlN05wWV56ud2WxWKBUKn0mHMzd0DSN3t5eJCYmsm0Ka3z55ZfIyMjAvHnz2DZl0viUuAJsoYG7du2yT+z2KrNnA59/Prz99tvAeJlLLrwQ+PprEKtX4+Mf/3fEvKyHjhIw8YE5vwKW36BB38+uR+ZTUcPeLKsVuPtu4JprRrxlZGQkeDxewM47EolEiIyMDNjQyJCQEIhEoimHBvpyCnZHwsLCZlzri2swXqp7vroHCqMCJDU8gOMY9md90orH5z3Ozr0vCKswySx4PJ9rst1CIIsrrVYLq9XK2TTknq53NTg4iJCQkID1XGq1WhiNxoAWl1988QWuvPJKn/Lc+dyd+qqrroJWq8WBAwe8/+G3324TVACgUgHHjwOXXjr280tKgKws+6bjvKxftSfirWU2b1ZbFHBgNrD61BA2f7UZoX8MxdYrwnFsYQyQkzPiLQmCQHx8fECHBgZyaCRBEIiOjp5yaKA34uK9gUwmg06nY63enbtw5aViEPKE4IGHm/JvGhX2JxaLAzahTSBjMpkgFosnfqIfwtU05N6CSUHOZWHtyfYl0EPi+vr6EBsbC4GvN97TpLa2Fh0dHT413woAfO7XWrBgAVJTU/Hll19i/fr13v3w1auBV18FurqAL74ANmywpV6bBtEDGhx6+jx2nP8EW77fgq4YNdJUVtCgkdWhx6p6YFXJJ9h65GtckrAShQ6vTUxMRH19PebNmxeQN5yEhAQ0NTWBoihONzieIiYmBv39/ZgzZ86knr9x43A0K8cy+U6ZkJAQCAQCaLVazo7kOkPTNGiaxo7yHfjdvt9Ba9aO8E4xECBwfe71eOvyt+yvYeq6MQswPLmZ2XY87vi8yWw77nfeN9axsZ7nfMzV9lg1yiZTu4wJha6urp7wuh/rvui439VzmH1jPTrvG+/5Y+0b6zljHScIAoODg+DxeBgcHBz13IkWHo835jFfwGg0giTJgPVcDQ4Ocn6+kVBoa2PcXSmApmn09/djwYIF7n1jH6K3txfJyclsm8EaX3zxBcLCwrB69Wq2TZkSPieuCILAlVdeic8//xwvv/yy9xuIW24B3nsP+PRT4F//si3ThSCwafEm26j04EMoU5/FDuERvPGFErf9H2DlAQbSiO9bvsOKP4YiRBCCrRdsxc8Lf47KykqoVCrOZhDyJBEREeDz+VAoFAHpKo+NjUV9ff2kxeW//z28zsTH+wpM556iKPsSGhqK/v5+EAQxYj9FUaOe67zP+Tiz7fwc5/3jPY63/vXA1/hn1z9B0iRM9GiPkwACWGHFyqiVeCjjIRAEgUOHDo3ZGTabzVCr1VAoFGN2zMfqoDtuu1p3fpxIWIz1/LFe47zuyGTu44y3UiqVTpiSejIibjKCkHlkhN1EAnOifZMRvq72m0wmWK1WVFVVuXzuWK8fj/FE2Hjrro45Pk60b6ztsfYplUpIJBKQJAmKokAQBPh8vk8JxJkwODiIwsJCts0Yl5AQQK8HjEZbUgt3hZ4zIXFcF5eewmAwQKFQ+EzhXE/wxRdf4JJLLvE5z73PiSsA2LBhA7Zv346DBw9izZo17nlTsxmQy4GkpOF9PT1ATAzgOIn41luBRYts4XqT9By4ZPZsoK0NiIuzbbe3Y8nl16Pvgr/D8Pw8fPuBATRoRBhoEAAijXr8/P/02PzVZmzZuwV3Zd+F9M70gBRXTGhkb29vQIormUwGPp+PoaGhSaWn5fNtk42Fwsk3ekwHzWq12jOVOa6P9zjZdVfbrhZXqNVqnDt3blqdNeeOH9NRc3VsMo+u1u/4+g583PDxiDpUjvDAww3zb8AH138wpQ5iQ0MDtFotiouLJ/0af4EkSTQ2NmLOnDkBV0y3rq4OFEVNaQTfUWg5Cv6x9k00WDDeoMJYgxVWq3Xc5000MOL4Hrt37x71HZnrjs/nj7rOmWt7vP2Ox12tOz6Otc+TIk+n08FoNHI+DfnWrcA99wwntXCXuGLa+EANievs7ERsbGzA1nerr6/HiRMncP/997NtypTxyTN27dq1yM7Oxuuvv+4ecWU220L86uqAfftswuf8eWDdOiA/H/joo+HnJicDzz4L5OXN7DM3bAD+/nfg3XeB1lbgwAHbkE90NCRDWsz+4Wnld12J42e/x30XmoAfMocpDAo8V/scXqp7CaFfhWLrhVsDLnNYcnIyampqMH/+/IAYvWRgOhuRkZHo7u4Gn8+3Cx9Xy7/+FQaSTABAgM+3oqLi1Cih5Lg47nPGVedivEdmnZmIP5nOzmSW9vZ29PT0YPny5d7/AcZh48cb8WHdhxDwBKPC/ggQkAgldu/zdK/XkJAQDA4OusPcID6EyWRC+BRjeh07/VwsPjtZKioqEBYWhjlz5kw4EONKmI23zXjDJhokcr4/OuMsuFxtOx8TCAQjnicQCEas8/l89PX1ISIiwm4PV711mzYBmzfbyn24M6lFd3c30tPT3feGPkZnZyeyHObtBxpvvPEGYmNjce2117JtypTxSXFFEATuuusu/O53v8Nf//rXmbuM5XKbsGppsQmq998HfvpT2zZz3JHbbpvc+z77rE1ADQzYPF4hIUBVlc1b9dBDtgQZ2dkAj2d7novRqcXJi7FYlgfBFdnY8v0WGK1GGEkjKFAw0SaYjCbc89U9uO+b+xAuDp9Rx82XiIuLA0mSnKxaTtM0LBYLrFYrLBbLqHWLxYK4m28Gf2AANABraCg6H34Y2uxszLnzTnTddBMGSkrsDTrzeqvVCpqisP6uu5CdlISjzzyDvqoqLHnqKQgB8I1GiOVyGFJTQRAENMXFOPn5z1GGK7EE5RCLaYSHh49s0A0GJC5aBNM110D/178OdwAoCqJHHwV//357QD3x858Dv/kNu/9c2DJm1tfXg6Zp1jsargSVo7AS8oRuvS5DQkKCCS0CEKPRiDgmyiHAGBoaQkpKin1whW0cvfpjia+xBqyYbYvFYg/1ZLZdDY6RP0yWZWp7Ml46RwHmuO24j1l3fBxrnWkTZoJAYJt35S4nk06ng0qlQpJjNFEAoVarodVqA/b7G41GvPfee7j99tt9LiQQ8FFxBQC33nortmzZgvfeew+/mWmHLynJ5rFat84mqFautO3PzLTtT0qyhfC54qmnxn7fRx+1La4IDR05GWYsfnj/TYC9c7ajfAe2fL8FerMeRsoIwNahUxgU2PzVZjyw+4EZj5BzHT6fj6SkJHR3d89YXDENpcViAUmSI0SQ4z5ngeRqcfb6OI5QOjZoA08+CURGQiAQIOrAAaQ9/TTOf/ophEIhYmJiEJ6Z6bKhFO7fD2FiIkI6OxHa34/Vt94K4S232D5s/37gwQcRVl4OAAgFYA3ZD8CWKvdPfxIgxyn7JN54AyguhuTrryF57TWAmTT+4ovA4CBQU2NrLY1GoLl5Rv9ndyGTyWCxWGAwGCCVSr3++TvKd+CBXQ/AYDHYw/48KagcEYvFMBqNbn3PINzHaDQGZGiQxWKBVqvlVPi7Y/ivJ8NTaZrGN998g5KSEshkslHCy7G9cWyfmEdGvDkP8Dm/loFpq5wXx7bL1SIUCn94jARJEhAKadD05OZRjkd3dzfi4uICtrZbZ2cnEhMTAy4EmuHjjz+GQqHAnXfeybYp08JnxVVcXByuu+46vP766/j1r3898xHs2bNtHitGWAG27dmzx34NSzBJMJRKJa75xzU4pDwEAU8AK2UFBQp6Ug89qfd7j1ZKSgpOnTqFOXPm2EUQsziKookeHQvyMg3meI2JRCKZVCM06dHA6mpAKrUJH4kEkvh4YNYs18/9xz+Au+8G0dCArIMHMXDFFeNmEmK+mkAwRhz8W28Bjz8OvPYa8J//2LypgC0sNjFxeBgyJASYP3/i7+IF+Hw+wsPDMTQ05DVx5SioAIyaS+VJQeUIM7HfYrEE7DyEQIOmaRgMhoAUVyqVCmKxOCC/u1KpBEHYSm8QBOGRTjYTZTHZwUOz2QyDweByENJsXg+AD7OZwueffzlKgA2LsJGPro4LhcKADomjKAqdnZ0BnSXx9ddfx7p160YPCPsIPt0633XXXbjwwgtx6NChmadpPH/eFgroyE9/OjwHi4NERkbi6QVPIz09Henp6XaPltFqhJ601c3hukeLpukRoshsNttv4o77nRdGHFmtVnz77bf2xmesG7hYLEZoaOi4N3gm5t1rMOcXAHz77cTPVyhsz9u+HTh/HrMuuQSnf/3rccUVMzDpoB+HOX0a6Oiw1WqzWIDnnx8WV3fdZdv//ffA8uW2gtgzKD3gbiIjI6FUKj2WotbxWiKt5Jip0yVCCV68+EWvXU8ikQg8Hg9GozFgU1MHGkzHVyKRsG2K1xkaGuKU18qb9Pb2Ij4+3qOhz47t5kwZbmt4WL9+/ajID+dHnU43aj+z7lh24cyZM3Ybp7pwIYx0OjB1PBMSEli2hB3Onj2LgwcPYufOnWybMm18WlytW7cO2dnZeO2112Ymrnp6hkMCMzNHzrlatw44fHhkFkGOQBAEMjIy0NLSgrS0tOG07hg5F8QbHi2KomA2m0csjFhyFE7O+5iYcsebvFAohEgkGrEtlUpHbDPC6Ny5cwCARYsWsT7/Zsq8/77t8b33bHPwvv56/Of/85/AZZcBUVG2JTER1m++AV1U5PK779gBu3/FZb/srbds5zmfD1xxhc21VV8PzJ1r81I1N9vO/aNHgSeftHnNvvpqRl/ZXURHR6Ojo8Pt78tcN2Nl+WNDUI34fIKARCKBwWAIiqsAwWAw2O93gYZCoeDcnFpv0dfXN+lahlxAIrGlYycIAu+/L51RxsC6ujpotVrMnz9/VFSK46LX613uZ8QZc90w/QnHfoXjPmZhttlOANPa2or09HTf69O4iddff91nE1kw+LS4cltii5gYW1ZAYNhTxczBys+3HecoKSkpqKurg0KhGPH9P7j+A3xw/QcAMCmPFoARdbRIkoTJZBolmMZamNhtPp/v8mYlFArtniNXNzsmpe1UycrKwuHDh2G1WrkTJjXZtP4MP/uZTdg4Jk4ZGgLWrrWtZ2QA//sf8PbbQG8v8EP2JIFGg+RvvsHQ5s2Iiooa9bYPPAAs+WH9xRedDpKkTawJhQAzOqTX2z7jhRds2yIRcMEFtuXnP7d9H4XCZeIVbxMVFYXa2toZF5J2DPcbK8sfM0Dx4/wf268pNgkJCYHBnSm5gnCaQA0JBGyhcYGYLU6v10Oj0SA+Pp5tUybNiy8OZwzcsmX66diZkLiioqIpZ8gEhudQjzeoy4Q3Og8EM1MEmH6Ms/hyXMRi8Yjt6fZhnNFqtZDL5QFZbgPw/UQWDBzpjU4ftyS2EIls6dYdO8SzZ9tG7cfqEHMEgUCA2bNno7W11aW4pGkadyy8Azfn3Qyz2Yw7vr4DnzV/BgEhgIW2gAZtF1yMV+v+r++HkCfEz1J/hmtnXTvqphIREeFSQDEhS94kIiICoaGh6OrqQlpamlc/2yWTSetvNAJarS2tP2ATTjExI0VLZCRw6tTwdnm5Letkd7ctuyQAQqFAfGoqGuvqELVq1ShTHPvfoxq6zz6zeWmPHx/eV1dnC//74x+BY8dsddyY66GiwmYfR0J0wsPDQRAE1Gr1lMOGxpo/5a2kFDOF8VwFCQzYStzCNgaDAQaDISDDAru7uxEbG+tTyRw2bQLuu882bqfRTP99mALx0xWWBEGMmB89FZj0/K4icMxmM0wmEzQajX2d2Q/Y5ms7iq7xHsViMQQCgUsx1traiuTkZJ8WFjPhk08+8elEFgw+L67i4uKwYcMGvPLKK/jlL385/ZuRSDQ69I+DoYCATTAxF7fJZIJEIkFraytqampgtVrt+5mFqY8hFotxX8p9eCjzIYhEInzW9RlePf0qzJQZButwZ81Em2CymrCtbRteP/86p0btnSEIAmlpaTh//jw3xNVk0vpbLMD119vUD49nS83/5Ze2lH5j8dZbwI032oUVACA6GuTq1SD++U/QK1fC+dUCAQASWICakQkyli2zibuf/GTkC/LzbYLviy9sXqz777cJQZHIlkXws89Gfj6LEASBqKgoKBSKCTtfk50/JeAJOCuoHJFKpdDr9WybEcRL6PX6gJxvpVAoIJPJAjIcsru7G7M5Otd7PJi5vS7n+E6S8+fPY/bs2ayExPF4PLv4mSzMvHFHAebYP9NoNCP2mc1me8SFo9gSi8UQCoVoa2vDnDlz0N/fb0/mIhKJAiJEkKZp/PnPf8aFF17os4ksGAiapl1PLvAhTp8+jYKCAuzYsQN33XUX2+ZMG6vVCqPRaF+Yi5NZd9xH07Q9UYNYLIZOp0NISAgSExNHXKwikQghISFjjpIwOHZAAdhraTkiFdpGT7mWFMNsNmPXrl1Yu3bttMII3A7jqWIEFTCc1t/NDabVasU333yDlStXjhIZoaE2jSSVAjqdWz+WEzQ0NECtVmPJkiWjjjnOObRQFpdzqNiePzVd2tvb0dnZiRUrVrBtilchSRJff/01Lr/88oDqcJeXl0Mmk/l8Z2Oq1NTUAEDAZUwzGAzYs2cPLrnkEp/zXohENs+VUGgL4pgqRqMRu3fvxgUXXOC3c0qZDI3Og+Bmsxn9/f1Qq9WQyWT2/RaLBQRB2PtyTN+OWXd8ZPp6vspnn32Ga665Bvv378eaNWvYNmdG+IW4AoAbb7wRx44dQ2NjI+dc6RRFwWg0wmAwjBBPzkKKJEm7h4m5UBwvHud1x4tILpfj+PHjuPjii93S8WDElsascTnSD3BrtL+yshJ8Ph8LFy5kzYYRHDkyMq3/4cOAhzrD5eXlkEqlmDdv3oj9M23ouI5cLkdZWRkuueQSvFbxmv18HU9McW3+1HQYGBhAdXU1LrroIrZN8SqBKq4OHjyIzMxMzBqrPIOfsnfvXuTl5XksIyhXaW5uRm9vr08Onsx0QO/s2bNQKpVYtmyZ+43jOBRFYc+ePSgoKBhxzjPRSOMNuDP9SGbQnek/OvcjJRKJfR/bSTucoWkaixYtQlRUFPbu3cu2OTPGdyWuE0888QTy8/Px9ttvY9NM0tRMEaaYKbMwJ7njuslkAoBRJ3xYWBhiY2NH7Juu+zcmJgYymQytra1uGeF0zDw4lleLBu0yMQbgfe9WZmYmDh8+jLlz57Ivrr2c1j8lJQW1tbWYO3eu/dzZscMmrICZhWhwFcYzxQcfRBkx5gCAkCeEkC/knLd1JjBhgTRNB0SoSKCj1+sDbs4VE0417SRVPkxnZyc3Qty9jNVqRVtbG4qKitg2hRU6OjogEAiQ5DQdhc/nQyqVTngPYMITXQ3eKxSKEds0Tds9YY6Ci1mXSCSQSCReHcT69NNPcerUKRw4cMBrn+lJ/EZczZs3DzfeeCO2bt2K2267zS3udIqiRggnVwtJkuDxePaTkTkxw8PDR524nu4I5eTkoLKyEpmZmW51DTsKLWB0hjXHVO8MelLvMhOhpzq3kZGRiIyMRHt7O7vpa1lI65+QkIBTp05BLpcjNjYWgC1bE8ONN7r141jB0ZPq6JmywALH6FUhTwgLZfHJcL/Jwsy/CdREB4EEEz4UaL+zXC5HeHi4z4XFzRSNRgO1Wo2UlBS2TZkWzIAe6Xqsa1y6urogFAp9KkOiu6BpGo2NjcjJyZl2P5EJHRSJRJDJZON+FuPtYpwABoMBer0eCoXC3rdlMjAzfduxFnd4wCiKwlNPPYULLrhg5jVrOYLfiCsAePzxxzF//ny8/fbbuOeeeyZ8vsVigV6vt59Yzo9Go9FeV8ZRPMXHx4/Yx5XJhoxd7e3tHq1s7kpsOXq2DKQB9A9/zpkIN3+12WOhhJmZmairq0NWVhZ7xQNZSOvP4/GQkpKCjo4Ou7hisjUJhcAHPhj95jhnCsDYnilCCBo0KJry6VC/qcAM5uh0uoDrdAcaer0efD4/4ETG4OCg/V4WSHR0dCAxMdFnw16nm9CCpmm0tLQgMzOTE30pb9Pd3Q2KorwS+ksQhH3Af6xkUIwXzNmZoNVqMTg4aN+mKApisRhSqRQSiWTEI7M+mXP5008/RU1NDQ4dOuTmb8sebptz9bvf/Q6nTp1CVVUVuru78bOf/QzvvvvuqOc99dRTePrpp0ftF4vFMBqNI/Z1dnbi9ttvx+HDh1FUVIQ333wTc+fOHdeOn/zkJzh48CCampogFAphMBig0+mg1+vtC7NtNpvB5/NHnQyOj97wOLmT7u5u1NbW4qKLLmItptZZbAGuE2QwCQVIK+mWeTA0TWPPnj2YP38+uyN/U61z5QaUSiWOHj2KSy65BAKBADyerd4IQQAUNfHr2cI5k5+FsrisN8Xg7Jm6IfMGHD9+HJdddplPXacz5ejRo0hOTg6oGkCBOOeqp6cHZ8+exbp169g2xat89913yM/PR2JiItumeA2aprF7924sXLjQZ7/3dOf5Dg4O4uTJk7j44ot9OiHDdKBpGvv370d6ejoyMjLYNmfSMB4wR4eE87rVaoVQKIRUKkVoaKi9n82sSyQSEASBwsJCJCQkYM+ePWx/LbfhtrP4pZdewoIFC3D11Vfj7bffnvD53377LSIiIuzbrjwNd955JxISEvDNN9/g888/x4YNG1BXVzfu+z7xxBOYN28eHnjgAaxfvx4EQdh/UKlUCplMhqSkJPs2V7xO7iIpKQkNDQ1obW1FdnY2KzY4e7aAyYUS7qzbic8aPrNvT1V0EQSB7OxsNDY2Ijk5mb3flYW0/pGRkQgJCUFPTw9SU1MhENgauTHbqfR028zjri5bSwgAe/fa6lw98ADw5z+Pfk15OXDvvbb07EYjcNttwMMPT8lO5/PAVfIJ53pTAMY8D5ixIaVSiWgOFDf2FqGhodD5YwrIICPQ6XQIDQ1l2wyvwnTMAm2+1eDgIGia9umwOKFwWFxNhXPnziE9PT3ghBVgcyKQJOlzqfcdPWCuYLxfzk6N3t5e+z6KolBWVoba2lps377dy9/As7jtTNZoNHaB9I9//GPC5xcXF0/o9j906BC6u7shk8mwZs0avPPOO5DL5ePedHNzc7Fx40Z88skneOaZZxAVFeVX4mkiCILAvHnzUFFRgbS0NM6M8I4XSuhYe8hRbDE4iy5g7DlcaWlpOHfuHPr6+nx29G86MPW+2tvbkZqaOrkXzZ4NfP65reYWALz9NrB48djPv/NO4OmngauvBhQKIC8PuPJKwClLITBaRAGAhbLFirgq2stk8mM8V5MNGyUIAnFxcRgYGAg4caVQKNg2I4iHCURx1d/fj+joaM60Xd6ira0Nqamp7IW0u4HpzLlSKpVQKBQoLi72jFEcxmq14uzZs8jLy+Nc9r6Z4jgHzFX4IU3T0Ov1ePTRR3HRRRf5ZHbM8XCbuPLEDSErKwvbtm3D5s2b8fnnn0MoFE6qA/X4449j586deOONN/DII4+43S6uEx8fj4iICDQ2No5Kz80VJpq3BWBc0eWcMIN5vpWy4vK0y/HQuYeQkJAQUMI6NTUV9fX1UKvVsFhsE1rHjX2//XaboLr+ekClAo4fB266yVbceCyGhmyPOh0gEuG9819g8/+WTFpEMTBiyh2Z/OLi4tDR0YHc3Nxpvd4XCQsLw/nz59k2I4iH0Wq1AZeCvb+/H3FxcWyb4VWMRiN6e3txwQUXsG3KjJjOnKtz584hIyMj4OYVAjZBLRAIJj8g6kcQBIGPPvoI9fX1ePPNN9k2x+2wNkRSUFAAPp+PhIQE/PSnP3XZUdi2bRteeuklRERE4N5778W77747qc5yTk4O7rvvPjzzzDMB2QFhvFctLS0wjNdR5hCbFm+C/BE5dI/p7Iv5cTO2X7Ed0SHRkAql9oWA7RxgEmYwC0mRoEDhy/YvcfH+ixH6x1CIfi8C72keRL8XIeb5GOwo38HyN/UcYrEYycnJeOEFDZiZlD8klnPN6tW2LIZdXcDOncCGDYCL0bMd5TsQ81wMliyrQ/t9P8P5SAKGzNn46dIu3HbiUegtentafpIi7clMAJuIEvKEEPKEIEBAKpRi+xXbQT1Jwfy4GbrHdJA/LJ9RYpOEhAQolUqY/bGY1xiEhYVBp9PBT8oUBhkDrVbrt8VUXWG1WtHf34+EhAS2TfEq58+fR0xMjM97KZmovslG96lUKgwMDHg0ARdXIUkS586dw7x58wJqEJhBoVDg4YcfxsaNG7F8+XK2zXE7Xg9wzcrKwtatW1FUVISQkBCcPHkSzz//PHbv3o2KiooRiQhWrFiB8+fPo7W1FWlpafYUxJPhqaeewocffoj7778fn3zyiSe+CqeJiopCQkICGhoaUFhYyLY502as+VvOXi5gpKfLRJsAh9Ez53pcjskThHyh/fW+XmA2PT0dL7wQASHMiIUcT7w4QVKNW27Bvx+6HBkHanDrBgF+chKQGCk8+PRfRmXq++th4KH1wEf5QIYC2P8ucCKFxrnYYU8UAK+nQpdIJJDJZOjr6wuYEUCpVGoPq/D1DlkQ11gsFhiNxoASV3K5HEKhcMR8bH+Hpmm0tbUhn8ky68NMdc7VuXPnMHv27DHn7fgzjY2NkMlkPj3HbiZs2bIFJpMJf3Y1v9sPmLK4sjj5e/l8/pRU9y233DJie926dVi3bh2WLVuG559/Hq+88sqI42KxGHl5eVM1EzKZDC+99BJuvPFGe4apQGPu3LnYt28fMjIy/KqxciW4GOzCy2KE1WoFRVB2EeUqiQbjbXHEcY7XWCLMeR9XitT+p+U/oH65BR99rkb+gBUXNAD3/V6I1CEau9+x4EwCgVtuCsEplQFXbSuAOlSAE59bcC4GqI+ygLQCYhqgMTKcL0YHXHsWuOV6AkKeAJ2xwIlZJNZ1i/Drn73C+vdOTEwMKHHF4/EQGhoKrVYbFFd+ilarhVAoZL8ouhdh5soG0kh+X18faJoOqDnCADA0NIS+vj5ceOGFbJvidfR6PVpaWrBixYqAOtcZysrK8Nprr+Hll18eVTTZX5iSuGpraxuVKnLfvn1Yu3btjIxYunQpcnJycPz48Rm9jzM33HAD3nzzTdx7771Yt27dlDxf/kBYWBgyMzNRU1ODlStXBsRF7Ci8mpqa0NHRgbVr14IgiDHTfjuKprHmeLkSYY77mDpe931z35gibKrbzu8BYMLXkxSJRAD5g0DWELD3PeCn15J4/39AlhIAaEjUBuAHAXU+zIJHLwLOxtoy8wn5NHgEBQK0/TOtlBWXLN4AadhuUGv/B6xZAwwOAq8XYcNvPwEWL3Hzrzh1EhIS0NzcDIqifHpC+FQIDw+HRqMJuBCqQEGj0SA8PDwg7tuAzYPT29uLgoICtk3xKs3NzcjIyPCL+9ZUElqcOXMGGRkZAdcvA4Da2lqkpKQgKiqKbVO8jtVqxT333IOFCxdi8+bNbJvjMaYkrpKTk1FWVjZin7smkdM07fabC0EQ+Nvf/oaCggL86U9/cllfy9/Jzc3F3r170dHR4XOpPmdKRkYGWlpa0NnZidTU1HE9XgzOIYeT9VwxYmwiETadbWbfZJ/fGwas2xiCff8yIksJHPmhMkJzFHDxbQKoo0UAoQcBm6D6fLktM9+xxZsA61OAVovfPOnCVR/9HfCb39hmK5Mk8OCDwBL2hRVgS0UvEAgwODgYMGEWjLgK4p8w4ipQUKvVMJlMAZXMYmhoCEqlEks4ch+dKZNNaNHf34+hoSEsHi87rZ/S19cHuVwekB47AHjttddQUVGBo0eP+nXq/Sl9M5FI5JGL4fjx42hsbMR9993n9vfOzc3Fww8/jOeeew4333wz5syZ4/bP4DICgQD5+fmorq5GYmJiQIWY8Pl85OXl4ezZs0hOTp5UqtPJCDBXbPx4Iz6s+3BcEeYNz5WVsoKq/TE6PvkAP8VhHMEqu41ZXxxGM5Pu9DGg1tUXeeqpsb/kRRcBFRVT/t94A4IgkJSUhO7u7oARV2FhYRgYGGDbjCAeQqPRTFiuxJ/o7u5GQkKC36WkHo/m5makpqb6Tbs8YX1F2AbSz5w5gzlz5vjN954sVqsVNTU1mDt3bkBmR+zr68Njjz2Gn//851i2bBnb5ngUt8nGAwcO2Bt6q9WK9vZ2/Pe//wUArFmzxj4atXDhQtx8882YO3euPaHFCy+8gMTERDw8xYKkk+Wxxx7DP//5T9x777345ptvAibMgiEpKQnt7e2or6/HwoUL2TbHq6SmpqKpqQltbW0ezUj0wfUfcCYJhkgEJOI83sfPRh746U+Bffts9a38kOTkZJSXl4Om6YC4xhnPVaB830BDo9GMCsP3Z3p6egKqnILBYEB3dzfWrVvHtiluYzIJLbq6umAymZCZmek9wzhCY2MjRCIR0tPT2TaFFR5++GHw+Xw8++yzbJvicdwWh/fkk09iw4YN2LBhA4xGI/bv32/fPn36tP158+bNw+uvv44bb7wRl19+uX29vLzcYxPbpFIpXn31VezatQsff/yxRz6DyxAEgYKCAnR0dECpVLJtjlchCALz589HQ0MDTCYT2+Z4hUS6B/uwDllogSklBTh8GMjMtKVdX7fOljXQD4mJiQFN05DL5Wyb4hXCw8NhtVp9ptxCkMljsVig0+kCJixQo9FAp9MFjNcZsHmt4uPj/Sob5ERzriwWC86cOYO5c+cGlIcSsBUEb2pqwoIFCwJyMOzgwYN4//338dxzzwWER95tnqv9+/dP6nk7d+5010dOiauuugpXX3017r33XqxduzYgflxHwsLCkJ2djVOnTmHNmjV+MXl2siQkJCAmJgb19fU+nZZ+svRZYlAHW1rf1me2YFlhIUL37bMJq/x8Wzp2P4QJDezq6gqI65vP5yM0NBRqtRpSqZRtc4K4EY1GA6FQGDApqplwXuFkc3j7OCaTCW1tbVjBhGn7CRPNuWpsbERISEjAZHVloGkaVVVVSE1NDcgkFjqdDnfeeSdKS0tx++23s22OVwicHjaA7du3gyRJ3HHHHQFZfDMnJwcEQaChoYFtU7xOfn4+Ojs7MTQ0xLYpHocWirABH2Gd4DCiFi5EY2OjLRTw8GHgo49G1rnyM2bNmoXu7m5QFMW2KV5BJpNBrVazbUYQN6NWqyGTyQJihJumaXR2dmLWrFlsm+I1WlpaEBMT43cd7fGKCOt0OjQ3Nwek56a1tRUGgwHz5s1j2xRW+PWvf43Ozk68++67ATOwHxjf8geSk5Px9ttv4/PPP8eOHTvYNsfr8Hg8FBUVobm5OSBEhiOhoaHIyspCTU2N3wtroRAgIYJclIScnBx0dHRAr9cDSUl+LawAW2ggj8fD4OAg26Z4BZlMFswY6Icw4ioQUKlUMBgMAVNSgCRJtLS0ICcnh21T3A7jeHTlgKyrq8OsWbMQGRnpVZvYRqfT4cyZMygsLAwYz6wjH3/8Md544w288sorATWn0n/zII7B1VdfjXvuuQe/+c1vsGbNmoAbSYiIiMCcOXNQWVmJNWvWBFTc85w5c9DR0eH3aekd497Dw8ORmJiIxsbGgEhmQhAEUlJS0NnZGRDzNyIiItDV1eWW96Jp2r5QFDVi23Gf83MdF8djrtZdPTqvu9oGbImSAFviA+f7lvNIuKttZp/j43jrY+3j8XijnuO8f6ao1eqA8eR0dXUhKSnJr9MyO9LS0oKIiAjE+Gl4tisCNf24YzhgIJUYYOjs7MSdd96J6667DnfccQfb5niVwLibOfHnP/8ZBw4cwMaNG3H8+PGAiWtnmDNnDnp6etDQ0BBQ4tIxLX1CQoLfpkJ1jnvPzc3FgQMHMGfOnICYmzNr1iwcPnwYCxYs4EyHjREnFEXBarW6fHRed7XtvJAkCY1GgxMnTgDAqOOOomiix8nAhHS4EhfO+5ltx/2O+5zXJzrG2Nja2jri2HgizXHfRILPlSgca99EOIot50dm3XG/40IQBORyOfh8PpRKJQiCAJ/PH/U8x4U57vg8532Ox7gSlsWEBAbCXFgAMJvNaGpqQklJCdumuJ0dOwBXuXUsFkvAph9vaWmBwWBAaWkp26Z4HavViltuuQVSqRRvvPEGZ+453oIbPQ8vI5VKsXPnTixZsgSPPvooXnrpJbZN8io8Hg+LFi3CwYMHkZiYiOjoaLZN8hrJycno7OxEXV0diouL2TbHIzjXGpHJZEhOTsbZs2exaNEido3zAhEREZBKpejp6ZnUxGlGxFgsFlit1hHrjvtcLa6OM+/nvO7MeB1h5/2uOtNMwgM+nw+pVIrQ0FCXHfXJPo7lmXEUVGxCkiS+/vprLF++nNXwGkZcjefdcyVeHQW283HHxWQyoaenB5GRkSOOkyQ5psgeT6iPd+7x+Xz74rztahEIBGNuM+vM42TmVgwMDICm6YAZ1W9sbERUVJRfJtzZsgVgxh0cx6vPnj2LkJCQgEs/rtFoUF9fj9LSUs4M8nmTF154AQcOHMDevXsDqo/JEHi/+A8sWLAAzz33HH7961/jkksuwaWXXsq2SV5FJpMhLy8P5eXlWLt2bUAV8ysoKMDevXvR19cXMHH+eXl52Lt3L+bMmePz6Z0pioLFYoHFYgFJkvZ1xyUkJAT19fVQKBQj9jOCyHHdMfmFYwfTubPovDDixrEz6fwcx32O6+4KHwMAhUKB8PDwgOu8sAXzu3kqpLqnp8d+f3YHjLBzFvvjDQQ4LyRJwmAwjDmwwKw7XksEQUAgENgX5lpyXAYHBxEaGoqWlhYIBAIIhcJRz2H2+/pEeKPRiNbWVr/LEMhgNNoeCQLYutW2rlQq0dbWhjVr1rA+OONNrFYrysvLkZGR4ZdCeiLKysrw+OOP45FHHsHatWvZNocVCNrfZ/ePA0VRuOKKK1BVVYWampqAmKPhCE3TOHHiBHg8HpYsWRJQN7+2tjacO3cO69at87tJpjyebQSRIADHpHnV1dUwm81YsmQJa7YxwogkyTEXR9Hk/Mh04hjG6pARBIHu7m6kp6dDIpG47NhNd7Sda5w+fRokSfp9aBXjubr88sv97pp1pL6+HgaDwSe9zI4CbazBDGYxm81obm5GYmIieDzemAMlTBeFx+ONuNaZdcdHx8XVPjav75qaGhiNRixdupQ1GzxJaCig1wNSKaDT2c6FAwcOIDk5OaASGQC2tlalUmHlypU+2abMBK1Wi6KiIkRFReHIkSN+fa8ej4D1XAG2m/W7776LgoIC3H777fjiiy8CSmAQBIGioiLs27cPbW1tyMjIYNskr5GWloauri7U19djwYIFbJvjVghiWFw5kpOTg++//x4KhWJGbnqapkGSJMxms/2RWWeWsbYZYUQQxKiOj2OHKDQ0dNxOFCOGxrtejx8/DrFY7JdZuRyJjIy0pdsP4hcMDQ35rEedCUedTIeqtbUVkZGR484/Yjxuzp5qV4MuJpMJWq3W5UAN41FjPM5CoRAikcjlPUgkEtmPOa7PpG+g1WrR3t6ONWvWTPs9uI5zAWHmnjRnzhyWLGKH7u5udHZ2Yu3atQEnrADgvvvuQ09PD7755puAFVZAgIsrwFZg9t1338UVV1yBP/7xj9iyZQvbJnkVsViM4uJinDhxAtHR0YiIiGDbJK9AEAQWLlyI/fv3IzEx0a+8loy3yrnUk0QiQXZ2Nk6fPo2VK1eCIAhQFGUXR64Wk8k0SkCZzWYAtv+hc0eE6aBIpVKXHRhm2xuT6mfPno26ujrk5ub69aBJZGQk1Go1rFZrQGX/9EdomsbQ0FBAjPSfP39+wqytjqGFM4EJbRxvAEiv1484xhxnhJnj/Yu57zkuYrF41D6mc3369GnMnj3br9PrOyZSGhoaQmNjI1asWBFQAkOv1+PUqVMoLCxEaGgo2+Z4nTfeeAPvvPMO3nnnHWRnZ7NtDqsEvLgCgMsvvxxPP/00fve732HevHm49tpr2TbJq8TFxSE7Oxvl5eVYs2ZNwEy+DAsLQ35+PqqqqrBu3Tq/mHdm6wgQPyw0Oju7YDKZ7ELJaDRCqVRi165d9knygG1E11XnICwsbMyRXCb8jqskJiaitrYW/f39PusJmAxSqRQCgQBqtdrvipIGGgaDASRJ+v0gl1KphEaj8Vq6eWau41QzAzOeM0fB5TzQpNVqRx2z/KA0GGFoNBoRHx+PqqoqiMVi+73W8VEsFvu0EBlOpESjoqICc+bMCaj7EUVRKC8vR0pKClJSUtg2x+scOHAAmzdvxubNm3HrrbeybQ7rBEYvehI8/vjjOH36NG6++WYcOXLE7+cvOJOTk4PBwUFUVVVh8eLFnO40u5O0tDT09vaipqYGixcvZtscl9A0DZPJZBdHRqPRvu28mM1mCARXwmLhQyCg0NraOqLxDg8PR0hICHp6elBaWgqJRAKRSOSXHg8ej4e0tDS0tbX5tbgiCAKRkZEYGhoKqM6MPzI0NITw8HC/vB4daW9vR2pqKufDhhw9ZxKJZNKvY7I+mkwme4c7Ojrafo9mBBnzHGaQixm8CgkJsd+zHRfH/VwTYkKhTVzx+RSEQmHAhQPW1dXBarUiPz+fbVO8TktLC66//nqsXr0aL7/8MtvmcIKguPoBgiDwzjvvYNWqVbj66qtRVlbm1x0yZ5ikFgcOHEBTU1PA3BgJgkBhYSH27duHzs5OrxbuZBpgg8FgF02McHJ+BGDPTufY2MpkslGNL0EwqbP5WLVq1ajPZUKPBgcH/X4+UlpaGvbs2QO9Xu/XNb6ioqKgVCoDat6kP6JUKv1eIJMkic7OTqxcuZJtUzwGj8eDRCJBf38/aJpGUVHRuILZUYw5LxqNBoODg/a2gAnLdiW6QkJCIJFIEBISYt/nDaG+caMtmQUACARWLFq0iHPiz5O0t7ejs7MTa9as8fuBEWfUajWuvvpqREZG4qOPPuL8gIm3CIorB6RSKT777DMsWbIE1113Hfbu3RtQRe/EYjGWLl2Kw4cPQyaTBYy4DAkJQWFhISorKxEdHT3jTjhN07BYLHbR5PzoKKIA2BtFZpFIJIiKihrVcE72pu1cRNgZgiBQUFCAY8eOITU1dUojsr6GRCJBQkIC2tvbMXfuXLbN8RjR0dGora1l24wgM0ShUEw4D8nX6ejoQHh4OCIjI9k2xaOYzWacOXMGCxcunPDezYixydyLGSHmaiCOEWHMAsDuCXNsX5hHZn2mCTs+/JBZo/Hb32oQFhYz7ffyNZRKJWpra7F06dKAm2dltVrxk5/8BB0dHTh+/HhA1rMai6C4cmLWrFn49NNPsWbNGtx999145513AiZEDrBNjl+4cCEqKiqwevVqhIWFsW2SV0hKSkJKSgrKy8snTJ/KCCdm0ev19nVGRDHJBRwbspCQEERERIxo6DwR3uFcRNgVMTExSE5OtjcK/kxGRgYqKiqQk5Pjt6OKkZGR0Ol0MJvNfjF3MBChKAoqlcqvPVc0TaOlpSUgEnbU19cjMjISSUlJbn3fyQoxJpzcUWwx7ZRCobBvWywW+3w0pp2SSqX2z2CW8TwSAgENkiQgENB47LHA6WAbjUacPHkSeXl5fpUUa7I89thj+Prrr/Hll1/69eDldAiKKxeUlJTgrbfews0334z8/Hw8+OCDbJvkVVJTU6FSqXDy5EmsWrUqYNy8BQUFOHDgAGpra5GWlga9Xm9fHIUUSZL2xohphKRSKWJiYkaIKa4nfJg3b15AFFOOi4uDSCRCV1eX33oFxGIxQkNDoVQq/fq39GfUajUIgvD5It/j0d/fD4vFguTkZLZN8ShKpRIdHR1Yu3Yta20AQRD2QbzxIElyVISFwWDA0NCQve2zWq0QCoUjxJZUKrUvfL4MJMmHSOS+4uhch6IolJWVITY2FllZWWyb43Xef/99PP/88/jLX/6Cyy67jG1zOEdQXI3BT37yE5w+fRoPP/ww5s6diyuuuIJtk7zKvHnzoFKpUFlZiaVLl/rVDZNJu6vT6eyPjHDS6/XQaDTo7OxEaGiovfGIjY0dMZonEok4+z+ZKCyQISQkBHPnzkVtbS1iY2P91qtDEASysrLQ0tKC1NRUzv5uMyU6OhoKhSIornwUpv6cv56fANDc3IyMjAy/vdcANo9RTU0NsrOzfSLygymTMZaoZ+oaOkdqDA0Nobu7GzqdDjR9MQDAaqVw7NjJEcJLKpUiNDR0xqGHXIKmaVRXV8NqtWLhwoV+870my7Fjx3DnnXfi9ttvx/3338+2OZwkKK7G4Q9/+APOnDmDm266CUeOHEFBQQHbJnkNJsHFoUOHUFtbi4KCAp+5gdA0DYPBAJ1OZ18Y4aTT6UCSpL0WEyOgEhIS7OJpaGgIdXV1WLp0qU8mQZhMWCBDeno62tvb0djYiLy8PM8bxxKzZs3CmTNnIJfLERsby7Y5HiE6OhpdXV1smxFkmsy0uDfX0Wg0kMvlWLRoEdumeJS2tjaYzWa/SQrlWM/QuUSAyWTCpZfKYTLZxLJEQiApKQk6nQ4qlQrd3d3Q6/U/ZLEV2Ntbx8fQ0FBIJBKfSoBx7tw59Pf3Y/Xq1QFTuoahvb0d1157LZYuXYpt27b5TL/Q2wTWWTFFeDwe/vGPf2DVqlW4+OKLcejQoYAqjCYSiVBaWopDhw4hNDSUU65vmqbtYslx0Wq10Ov1oChqxM07MjISKSkp9pG08ealyGQyKJVKlJWVYeXKlX49yspkSzx8+DCSk5P9tsilQCBAeno6mpub/Vpc1dXVgaIon+qoBLEhl8uRlpbGthkeo7m5GSkpKVOuNeVL6PV6nDlzBkuWLPHrdgOwtcGVlZU4cKAUtrqKwLPP8pCenj7qua6iRXp7e+3bgC2hWFhYmL3NZhapVMqp+1lHRweampqwcuVKv04G5Yre3l5cdNFFCA0NxSeffBJQCd+mSlBcTUB4eDh27dqF1atX46KLLsLhw4e9mq6bbUJDQ1FSUoIjR45AIpF4NVaepml7TRDHhRFSNE2PEFCxsbFIT093yw05Pz8fhw8fRk1NDQoLC31qdGayYYEMkZGRyMzMRFVVFVatWsWphsydZGZmYs+ePVCr1X4pIsPDw8Hj8fw+KYI/otfrYTKZ/PZ3MxqN6OjowJo1a9g2xWMwoWLJyckBkdygvr4eOp3OHikhFAKbNrl+rlAoREREhMvi2BRFjYg00Wq16O/vtwsvmqYRGhqKsLAwu/hi1sVisVfb5oGBAVRXV2Pp0qV+X+jbGYVCgfXr10Ov1+Pw4cOIi4tj2yROExRXkyAhIQHfffcdVq5ciYsuuggHDx4MiJsnQ1RUFBYvXozy8nKEhIS4PXSF8UJpNBpoNBpotVr7I0mSCAkJsd9MY2JikJaWhrCwMI+OaPH5fCxduhQHDhxAa2srMjMzPfI5nmAqYYEMubm56O7uRktLi996Z0NCQpCamorm5mYUFRWxbY7bIQgC0dHRkMvlfttJ91fkcjkiIiL8NsSoubkZ8fHxfjmowdDZ2QmVSoXi4mK2TfE4XV1daG1txerVqyEUEnZxNR14PJ59gNQZpm/gOLja3d0NrVYLg8EAgUBg7xuEh4fbF0/0DdRqNcrKylBQUBBQ/T/AFtJ76aWXore3FwcPHgzWU5wE/nkn9wCpqan4/vvv7SGC+/btC6gOTGJiIubPn48TJ05g1apV05qoS1EUdDqdXUQ5iimapkfcJOPi4uyjVGxlK5RIJFi6dCmOHj1qt8lf4fP5KCoqwrFjx5CYmOgTE7GnQ1ZWFvbv34+8vDy/DOmIiYmBXC73W4Hsr/jzXECSJNHW1obS0lK2TfEYRqMRtbW1KCws9PtSCCqVClVVVVi8eDH+9a9wGAye+yyCIOzCyzlRj8VisXu6NBoN1Go1urq6oNVqAdiibsLDwxEWFgaZTGZfn47oMhgMOH78ODIzM/06dNcVBoMBV111Fc6dO4d9+/YFU65PkqC4mgLZ2dnYs2cP1qxZgyuuuAK7d+/2206oKzIyMmAwGHD06FGsXLlyzGQPTEIJtVoNtVptv/ExNz1mdEkmkyElJcUuorgYjhYdHY2CggKUl5dj9erVPlEkcKphgQwxMTGYPXs2qqqqsHLlSp8KhZws4eHhSEhIQHNzM/Lz89k2x+3ExsaisbERNE375e/nrwwODvrl+QjYEjzIZDLExPhnYVkmHDAuLs7vU8ybTCacOHECOTk5SExMxJYtAE3bjnl7Kp1AIHAZaugcCaPRaNDf3w+NRgOKokaILeYxNDR0zPulyWTC0aNHERcXFxD12Rwxm8340Y9+hLKyMuzevdsvIz48RVBcTZH8/Hx8++23uOCCC3DNNdfgyy+/9OsJus7MnTsXJEnaBRafz4dGo4FKpYJarbY/Ot/EkpKSIJPJxr2JcZW0tDR73a+VK1dyvu7XdMICGebNm4f9+/ejqanJb7JdOZOTk4PDhw9jzpw5fjchNyIiAhRFQa1WB9ycAF/FaDRCp9P5pfiwWCxoamry6wyB58+fh1KpxLp169g2xaNYrVaUlZUhKirK3jYYjbZjBAFs3cqicQ44ersSExPt+x1FFzPoy4QYMvXlIiIiIJPJIJPJ7PfPY8eOQSaT+dzc65litVpxyy234LvvvsOXX36JFStWsG2STxEUV9NgyZIl+PLLL3HppZfixhtvxEcffcT5DvdMoWkaRqMRKpUKYrEYFEVh9+7doGkaYrHYfjPKyMiwCyoueqKmS35+Po4fP47y8nKUlJT41XdzRCAQoLi4GEeOHEF8fLxfdtAjIyMRGxuLpqYmzJ8/n21z3AqPx0NMTAwGBwf98rfzR5jfyh/bkLa2NkilUr+do6LT6VBXV4fFixf73UCNIzRN49SpU7BYLCgtLR0lMiSSsZNZcIWxRBczXYEZGO7v70djYyOMRiN4PB6EQiHi4+PR09ODyMhISCQSvxdZFEXhrrvuwscff4z//ve/WL9+Pdsm+RxBcTVN1qxZg08++QT/93//h1tvvRX/+Mc//KbDzYzwqFQqDA0NQaVSQaVSwWQy2Ud3MjIy0NvbC4vF4hPenJnC1P1iMghyuXAgEw5IksCOHVNv9KKiopCdnY2KigqsWbPGL1MK5+Tk4OjRo8jOzva7TlFsbCwGBwc5VTohyNgMDg765Xwrq9WKpqYmvx3xZ1KRz5o1y+8Ld589exZyuXxEXaeNG4Efsqh7PSTQnfB4PPtUBQar1Ypjx46BJEnMmjULGo0GDQ0N0Gg09nDEyMhIREZGIiIiwicjcsaCpmn85je/wTvvvIP3338f11xzDdsm+SRBcTUDLrvsMvzrX//CjTfeCKFQiDfffNPnsj0xHimlUomhoSEolUqoVCpYLBa7NyohIQG5ubmQyWQjvl9mZiZOnDiBEydOoLS01Oe++1QRCoUoLS3FgQMHIJVKkZOTw7ZJLrnxRmDnTtv6li3TG1HMyclBX18fzpw545fFs6OjoxETE4Pm5mbMmzePbXPcSlxcHM6dOxesd+UjDAwMYMGCBWyb4Xba2toQEhLit8KjqakJJpPJ77zfzrS3t6O1tRUrV64cMQXiww+Hn8OVkEB3QFEUysvLYbVaRw0cW61W+/QHlUqFpqYmqNVq8Hg8u+CKiopCZGQkpFKpzwkumqbx8MMP45VXXsH27dtx8803s22Sz+LfvWEvsGHDBlgsFtxyyy1Qq9XYuXMnp0fCzWazXUQxjyaTCTKZzF5od/78+QgPD5/QY8GkKz9+/DhOnjyJpUuX+r3AkkgkKC0txZEjRyCVSjlZ8+yDD4D//tfmudJopvcePB4PxcXF2L9/P+Li4kaEUfgLubm5OHr0KLKysjh9zU6ViIgIEASBoaEht5dNCOJedDodDAaD3823slgsaGxs5LSHfyYoFAo0NDRgxYoVft3m9ff3o7a2FiUlJaPS6E+mvpWvQVEUKioqoNfrsWLFilEROXw+H1FRUSMyRVMUBY1Gg6GhIQwNDaGxsRFqtRpCoXCE2IqKiuJ0O2O1WrFp0ya8+eabePXVV7HJX35UlvDfu4IXuemmmxAWFoYNGzbgqquuwv/+9z9OZJWjaRoajQYKhQJKpRIKhQJarRZSqRRRUVGIiYlBdnb2jOqrCAQClJaW4vjx4zhx4gRKSkr8urEBbHN2Fi9ejLKyMoSEhHAypGe6GQMdCQsLw8KFC1FVVYW1a9f6Xery6Ohoe3Y9f8rURhCEPTQwKK64zeDgIKKiovzuntnS0gKJROKXgzJmsxnl5eXIy8vz63IsKpUKZWVlWLhw4agyJDt2AFarbd0hms6nYTxWOp0Oy5cvn3RKfcZrFRERYU/TbrVa7dMqlEqlPUW8VCpFdHQ0oqOjERUVBZlMxonoArPZjFtuuQUff/wx3nvvPfz0pz9l2ySfh6BpJpFmkJmyf/9+XHXVVSgoKMBXX33l9RsvSZJ2EcU80jRtH2lhLmhPjJ5YLBacOHECFEWhtLTU7+dgAbZwibq6OixfvpxzjaxINDyqaDbP7L2qqqrsDQ4XGgJ3olKpcOjQIVx44YV+JR7b2trQ2dmJlStXsm2K2yBJEl9//TUuv/xyv7m/lJWVQSaT+VWKZ5IksWfPHixevNjvElnQNI2ysjJQFIWSkhK/9MoBgFarxaFDh5Cdne0ya2xo6PB8q+3bfd9zZbVaUV5eDoPBMCVhNRUc+2dMH43pnzF9s+joaK/XSdPr9fjRj36E77//Hv/+97+Dc6zcRFBcuZmysjJceumlmDVrFnbv3u3ReHOTyQS5XA6FQoHBwUGo1WpIJJIRF6o3R0YsFgtOnjwJi8WCZcuW+U0HaDyamprQ2NiIlStXjpgQyzbuFFcWiwUHDhxAcnKyXxYQLC8vh0AgQGFhIdumuA2dTofvv/8el112md9ch/4mrmiaxjfffIPS0lK/8jDW19dDoVBg+fLlfic+Wlpa0NjYiLVr13I6xGsmGAwGHDp0yD5FwBU8nq2+FUEAFOVlA92M1WrFyZMnYTabsWzZMq+JG8fIImbR6XT2mnDM4slSPyqVCldddRUqKyvx6aef4qKLLvLYZwUa/hWLwAGWLFmCgwcPYv369Vi5ciW+++47t1X0NhgMGBwchFwuh1wuh1arRXh4uD28LyYmhtXRd4FAgJKSEpw8eRJHjx716o2KLbKzs+11v1atWjVmYWVv446wQAaBQGA/r2NiYvxuNDovLw/79u1DVlYWpwTyTAgNDYVUKsXg4CCSkpLYNieIC5RKJQBwzus9E4xGI5qbm/1SWCmVSpw5cwalpaV+K6yYgrnx8fFjJvrZsWN43ded/Y4DwsuXL/fqoA1BEPaaWunp6QBs149CoYBcLkdjYyPKy8sRGhqKmJgYexi7u6acDAwM4JJLLkFrayv27NmDZcuWueV9g9gIeq48REtLCy666CJ7iEReXt6U34PxTA0MDGBgYAA6nQ6RkZEjRjW4KF4cXeylpaV+X2SZpmnU1NRgYGAAq1at4kTD607PFcP58+dRV1eHtWvXckZEuovq6moYjUaUlJSwbYrbqKmpAU3TWLhwIdumuAV/81w1NDRArVZjyZIlbJviNk6dOgWz2YylS5eybYpbMZlMOHDgADIyMvy2uDpJkjhy5AhCQ0OxePHiMcVxTAygUNi8Vtu2+W5IIEmSOHnyJGiaRklJCSfvKSRJ2sWWXC6HUqmERCJBbGws4uLiEBsbO63+VWdnJ9avXw+lUondu3f7ZbZStgmKKw/S3d2Niy++GH19fdi1a9eEVepJkoRcLsfg4CAGBgagVqshk8nsF1JMTAwnbwCuoCgKlZWVGBoawrJlyziR4MOT0DSNiooKaDQarFixgnXRyzSAAHDTTbYMgu6guroaSqUSq1at8qv6VyaTCd999x1KS0v9JnNbb28vamtrcdFFF/mFF8HfxNXBgweRlpbmtsgGtlGr1Thw4ADWrVuHsLAwts1xGxRF4dixYxCJROOKDl/GYrHg+PHj4PF4KC0tHXcqgScG7ryN0WjE8ePHIRaLsWTJEp9JKGOxWEb0EVUqFcLCwuxCKzY2dsK+R2NjI9avXw+apvHdd9/57WAB2wTFlYeRy+W47LLL0NDQgE8//RTr1q2zH6NpGiqVCv39/RgYGIBcLodUKh1xoXDBCzJdaJpGXV0durq6sGzZMkRERLBtkkdhsg3p9XqPTYqdLDt2APfcY1vn8YYzO80UiqJw+PBhhIeH+11x0IaGBvT29mL16tV+8b0sFgu++eYbrF271i/CHf1JXJlMJuzatQvr16/3m0Qqx48fh1Qq9btR8NOnT9vvC75+3rmCEVYEQUyY7ddT7Yo30el0OHr0KKKjo1FUVOTTSZrMZrPL6Kb4+HjEx8cjKipqRFtWWVmJyy+/HJGRkdizZw9SU1NZtN6/CYorL6DRaHDddddh//79+Otf/4orr7zSLqisVitiY2PtF4O/eXhomkZjYyMaGxtRUlLCybTl7oRLAovPt002dncjaDAYcODAAeTm5iIjI8N9b8wyFosF33//PebPn8/J+mXT4dixY4iLi0N2djbbpowJ0wSN9chgsViwa9cuXHLJJSM6gEznYaxHLtLR0YHm5masXbuWbVPcwsDAAE6ePImLLrrIpwcEnenu7kZVVRVWr17tFwMUzjBZfgFMqoyKpyIivMXQ0BCOHz+OWbNmYf78+Zy+R0wHg8GA/v5+e/8SsBWVj4+Px9GjR3HHHXdg/vz5+Prrr0el1w/iXoLiykuQJIn77rsPO3bswI9+9CM88cQTSEpKQnR0tE+PnEyW9vZ21NbWYtGiRUhOTmbbHI9CURTKyso8mtZ1Mngyo9Pg4CCOHz+O0tJSvxLMHR0dOHPmDC688EKfCRVxBUVRsFqtaGlpQV9fHwoLC2G1Wu37Hdcpihq1zmzTND1in+PCHKNpesS6476JFm9AEMSYC2CrU8NsM+uuHh0X5318Pn/MbT6fb1+Y7TNnziA0NBS5ubkQCAQj7PE1KIrC/v37MXv2bE6L+KnClGkoLi72y6QwjLCiaRqlpaUT3u927AA2b7a1KVIpoNN5yVA3wQwA5OTkIDs722evt8lC0zSUSiX6+vrwl7/8BW+++SZuuOEGvPPOO343Z5qLBMWVl/nb3/6GX/3qV7jkkkvw4Ycfjqp67s/09PSgoqIC+fn59uw4/goXBJanY+Pb29tx+vRprFmzxm88rjRN49ChQ4iLi/NK2nmapmG1WmGxWOwLSZIjth2POz+XEUrMfmbd+bbu2MF37uhPRiCMJzAcH53XJ1qA8T1OjuskSeK7777DRRddZA/Pcvye43nAJrOMJxTHEpauhKmrdWdBa3FK40kQxIjfRiAQjFoXCAT2xXnbcREKhfbneKMD2dLSgpaWFlxwwQV+M1BoNBpx8OBBpKenIycnh21z3I7VasXx48cnLayAkV6r6GhALvewkW6kq6sLVVVVKCgo8Js5jpPBaDTijjvuwAcffICnnnoKTzzxhN+LSq4QFFcssHv3btxwww1ISUnBF198gczMTLZN8hpyuRwnTpzA7Nmz/dIt74ijwFq2bJnXw2WYQo+ezOpUV1eHvr4+v5qPoFQqceTIEaxbt25C0UjTNCwWC8xmM0iSHLGYzWa7WGIEk+NxRiAxt2AejzeiczxWR9q5wz1Wp5xZ9u/fj9zcXKSkpHjj3+cx/GXO1eDgIMrLy7F+/Xq7CBtPKE8ksJ0Xq0MMMHM+MeeUq3XHRSQSjdie6P5sMpnw/fffo7i42KM1Hb2J1Wq1Z81btGiR37VRJEnaQwEnK6wA77Qn7sZxWkJxcTESExPZNslr9Pb24pprrkF1dTXeffdd/PjHP2bbpIDC78VVR0cH7rvvPlRXV6Ovrw8CgQCZmZm44447sGnTplE3lpaWFjz44IPYu3evvRjuc889NyrTX2dnJ26//XYcPnwYRUVFePPNN6c00n327FlceeWVUKlU+OSTT7Bq1Sq3fF9fQKvV4vjx4wgPD0dxcbFPh19NBJM1UaVSYfny5V6dvO6NkUaapu2hJSUlJT49ck1RFEwmE8xmM86cOQOTyYS0tDSYzWb7wogmx20GV53TsTqzjiKKefTU/+7MmTMwGAwoLi72yPt7C38RV7W1tbBarR4rWs2INUcvqCuB77juPDjAdAscRRezOG739PTAYrGgsLDQvs+Xs4jSNI3KykrodDqsWLHCp7+LK8xmM44dOwahUIilS5dOuu3dsQP4xS9s4eW+4rWyWq2orq7GwMAASktL/T6hliPV1dW46qqrYLFY8Nlnn/lVuQdfwe/F1dmzZ/Hss89i7dq1mD17NsxmM77++mv87W9/wx133IE333zT/tyBgQEUFhYiKioKzzzzDEJCQvDss8+iuroaZWVlyM3NtT/3sssuQ2xsLH7+85/j888/x65du1BXVzcl2+RyOX70ox/hyJEjeP3113Hrrbe662tzHrPZjLKyMpAkiZKSEr/JmOUKmqZx6tQpDA4OYvny5V4LofNWjDxJkjh06BBiY2NRUFDAmZFemqZhNpthMplcLswx5pEJ1RIIBBCJRDAYDIiIiEB4ePioDqZjJ5MRR1z53s4olUocO3YMl156qU+LX38QV0z644KCAs6OojPeWGfh5TioYDabodPpoFAoIJVK7c8Fhq8fkUgEsVg8YnHeJxKJOHVONjQ0oK2tDWvWrPG7+oxGoxFHjx5FWFgYiouLpyQcGa8VAGzfzn2vldlsthcHDoRam4589tln+MlPfoLc3Fx8/vnnPh+x4Kv4vbgaix//+Mf45JNPoNVq7eFaDz/8MF5++WU0Njba43LVajWysrJwwQUX4N///rf99WFhYeju7rbPmYqOjkZjY+OUa+SYzWb88pe/xBtvvIGHHnoIzz77rN+Nlo0FRVGorq5Gf38/SkpKEBkZybZJHsMxLf3y5cu9NtfOWzVJ9Ho9Dh48iKysLI/XzbBarTAajTAajTCZTCPWHbfNZjNomoZAIBjRmQsJCRnRyXPsCDp29lpbW9HU1IQLLrjAp69Jmqaxa9cuFBcX+3SGKH8QV2q1GgcPHsRll13m8+fUgQMHkJiYiLy8PAC2+7mj+HIcuHC1MIMZzHUYEhIy6tFx8fT/6/z586itrcWqVav8bi60Xq/H0aNHERUVNeX0476Wfl2j0eDEiROQyWRYtGiRX0fGOELTNJ5//nk8+uijuP766/Huu+/6zVxoXyQwzjoXxMXF2SdtM/zvf//DBRdcMGLCo0wmw3XXXYd//OMfsFgs9gs1KysL27Ztw+bNm/H5559DKBQiOjp6ynaIRCK89tprmD9/Pn7zm9/g7Nmz+Mc//hEQLmwej4fCwkI0NTXh8OHDfp1JkCAI5OfnQygU4siRIygtLUVUVJTHP5eZN+80f97tSKVSlJaW4siRI5BIJNNKZU7TNEiShNFohMFgsC+MWHIUTQRBjOiAicViSCQSREZGjuqkTbdTlp6ejo6ODpw7d84ryS08BUEQSEpKQnd3t0+LK3+gu7sb8fHxPi2sANvAg8ViGTGQwuPx7NfjZLBarSMGRBwfNRrNiIESmqYhFApHCS6JRGJfmEGT6XiQ+/v7UVNTg5KSEr8TVhqNBseOHUNCQgIWLFgw5f/Pli3D61yftjMwMICysjKkpaVh3rx5nI0mcDcGgwGbNm3C+++/j8cffxxPPfUUpzzCgUjAiCsmK5dGo8Hu3bvx7rvv4oEHHrCLJYPBgObmZlx77bWjXrtgwQIYDAa0tLTYMwdt27YN1113HR599FFERkbigw8+mPaFTBAEfvWrXyEnJwc33XQTFi1ahP/85z8+P0diMhAEgTlz5iAsLAyVlZUYGhrC3Llz/fKmSBAE8vLyIBAIcPToUSxevNjjk8AlEls4B00DGzd6ti5JZGQkFi9ejLKyMojF4lEdeavVahdMer3e/ugopqxWKwQCwYgOU0hICCIjI0dsi8Vij58jBEFg4cKFOHToEGbNmuXTdW6SkpJQWVk5rc5VEPfR09Pj8+nKDQYD6uvrsWTJkhmJRD6fD6lUOmFaaCa8l7lPOA60qFQq+36SJMHj8UbcO6RSKSQSyYhHZ5tVKhXKyspQWFjod4MPCoUCJ06cQFpa2rTbVaPR9iiVcreuFU3TaG5uxtmzZwMuI+DZs2dxww03oKmpCf/617+wceNGtk0KggASV8899xweffRRALZO02OPPYY//OEP9uNKpRI0Tbv0PjH75A6zOFesWIHz58+jtbUVaWlpbpkzdNlll6Gqqgo33HADli9fjhdffBG/+MUvAqIzlJSUhFWrVuHkyZNQqVQoLi5mtQCvJ8nOzkZISAjKysqwYMECzJ4922Of9eKLwyEd//63ZxtHq9WK0NBQpKWl2Qs1WiwWu4gymUwjOj9MxyomJsbeGZJIJJwK+YqIiEB6ejqqq6uxYsUKn70WY2NjQVEUlErltDzsQWaOVquFVqvl7FyryVJXV4eEhATEx8d75fMYL7VYLB43ooO51zACjFlXKpX2wRyKoiASiexiSyQSoaurC0lJSYiIiIDVavV5ryIDU/pk3rx5085IvHHj8Fwrrk5bslgsOHXqFORyOVasWOGViBCu8K9//Qt33303UlNTcfLkSeTn57NtUpAf8Ctx5Vw7xLHOx6233oqLLroICoUCe/fuxQsvvACVSoVXX311xGvG6zw5HxOLxfZ4c3eRkZGBw4cP45FHHsG9996L/fv346233gqIMEGZTIY1a9agsrISBw4cwNKlS/32e8+aNQtisRgnT56EwWBATk6ORzrumzYB991nm3c10z4DE7an0+lGLYwHylE8dXZ2IjMzE8nJyXYx5Q2Pk7vJy8vD3r170dbWhoyMDLbNmRY8Hg+JiYno7u4OiiuW6OnpQVxcHKcGD6ZKd3c3BgYGcOGFF7JtyigEAgHCw8PH9DAzHjBGaKnVajQ3N0MoFEKpVOLAgQOwWq0Qi8WQSqUIDQ0dtUw37NDbtLW1oa6ubsah9h9+OLy+dasbDHMzOp0OJ0+ehFAoxNq1a71e7oQtDAYD7rvvPrz55pu45ZZbsG3bNoSFhbFtVhAH/EZcuer47Nu3D2vXrgUAJCYm2kcML774YkRFReG3v/0tbr/9dhQVFSEqKgoEQYzwTjEofshn7a1OiVgsxssvv4w1a9bgtttuw6JFi/Dvf/8bixcv9srnswmTIvbcuXM4dOgQCgsLpzV/xxeIi4vDypUrcfz4cRiNRs6EbJEkaR9l12q10Ol00Gq10Ov1IEkSIpFoRIcjLi7O7oUKCQkBQRD2BB7d3d3IzMz06WyQAoEAhYWFKCsrQ2Jios9+l+TkZNTU1Ph9fTmu0tXV5bPiHLAlX6qpqUFBQYFPdmIdPWBhYWFoaGhAYmKivZYVTdMwmUzQ6/XQ6/X2gaOBgQHodDqYTCYIBIIR976wsDD7woVIC5qmcfbsWbS2tmLZsmVTTrDlyI4dw+tSKfcyBPb19aGiogKpqamYP39+wMwxcgwDfPvtt3HrrbcG7+ccxG/EVXJyMsrKykbsc0yd7szSpUsBAOfOnUNRUREkEgmys7NRW1s76rm1tbWQSCReL/Z77bXXorCwcESY4C9/+Uu/v5AIgkBubi4iIyNRUVEBpVLptzfPiIgIrFq1CseOHcPJkyc9UveLceiSpK3B3LTJltlLr9dDo9GMEFJarRZmsxkikcjeaZDJZEhOTraP5k5m5J1J4EGSJI4dO4aVK1dyovMxXeLj45GUlIRTp06htLTUJ6/B+Ph4WCyWYGggC2i1Wmg0GiQlJbFtyrQ5ffo0IiMjfX6wy2Kx4Pjx45BKpSgqKrJfywRB2Od0uro+LBbLKI/9+fPnodVqYTKZIBQKR4itsLAwhIeHIzQ01CttF1PXaXBwEKtWrZrxHNEHHrDN1QVs4eVcgaZpnDt3Do2NjVi4cCFSU1PZNslrBMMAfYeATcX+xBNP4Pe//z3Ky8vtiSMeeeQRvPzyy2hqarJfsBqNxp6K/UNHH7kXMZlMeOSRR/DKK6/guuuuw1tvveXXacsd0Wq1KCsrA5/Px+LFiyec/OyrMHW/zGYzSkpK3PY9rVYrbrzRiv/+VwiAQEiIFV99dQC6H4pehYaGIjw8fESHgAl/cQcURaG8vBwGgwHLly/36ZAos9mMvXv3Yv78+T7boFdVVUEgEKCgoIBtU6aML6dib2hogFKpRGlpKdumTIv+/n6UlZXhggsu8FnPLWC7H544cQIURWHZsmVum1/FhEs7D1RptVpQFGX3cjFhi8zirs83mUw4efIkKIpCSUnJjOs6cTX9utFoRGVlJfR6PZYsWeK30wac0ev1uO+++/DWW28FwwB9BL8XV08++ST6+vqwevVqpKSkYGhoCN9++y3eeOMNXHfddfjPf/5jf+7AwAAWLlyI2NhYPPPMMxCLxfjTn/6EqqoqnDx50u3zq6bK//73P9x2222Ijo7Gf/7zn4AIEwRsDSJTI6qwsNBv07VTFIXa2lr09PRg6dKlU/Iu0DRtHx1Xq9X2R51OBx6Ph6uuugIAAYBGT08fwsLCIJVKvTaieuLECdA0jZKSEp+uO9LT04OqqiqsW7fOJzuZ/f39qKysxCWXXOJz3jdfFlf79u1Ddna2T4pykiSxd+9e5ObmIj09nW1zpg0z0KPX67FixQqvnEM0TUOv19vvzY73aIvFYh/ckslkkMlk9oGuqdyX1Wo1Tpw4gcjISCxatMgtgi0mBvhhNgRuuokbWQIHBgZQUVGB2NhYLFy40OfuAdPl7Nmz2LBhA5qbm/H3v/89GAboI/i9uPriiy/w17/+FbW1tZDL5QgJCcG8efNw880345577hnV0WtubsaDDz6IvXv3wmKxYNmyZXj++eexaNEilr7BSFpbW3HDDTeguroazz33HH71q1/5ZbicK7q6unDq1Cl7jLW/ZHVyhKZptLa24syZM2PONzObzVCr1VCpVFCr1fYFgH1ElGmoZTIZJBIJxGLCK8WEx4IJxSEIAqWlpT7921VWVsJkMvlkeCBFUdi1axeWLFmC2NhYts2ZEr4qrtRqNQ4cOIBLL73Up+xmqKiogNls9snznYGiKFRUVECr1WLFihWshyjTNA2j0ThqMEyj0YCm6RGCSyaTISIiwuU8t76+PpSXlyMrKwu5ublu+X02bgR27rStR0cDLqahexWaptHQ0ICmpibk5+cjLS3NZ8/DqUDTNN577z388pe/RGpqKj766KNgGKAP4ffiyh8xmUz47W9/i5dffhmrV6/GO++84/X5YGyh0+lQXl4OmqaxePFiv3WN9/X1oaysDLNnz0ZcXBxUKhVUKhWGhoZgNBohkUhGNLwymQxhYWFjNjpcGIm0WCw4duwY+Hw+SkpKfFZgMSP5OTk5PpmgoKamBhRFobCwkG1TpoSviqszZ85Ap9NhyZIlbJsyZbq7u3Hq1Cmf9dQCNmFVWVkJjUaD5cuXczoZB03T0Ol09gEzZgBNr9fbU9FHRkZCJpNBrVajqakJRUVFbp0Hx+MNz7Xavp3dRBYGgwEVFRUwmUxYsmSJ3xV4Houenh7cdddd+PLLL3Hrrbfi1Vdf9du+jr8SFFc+zL59+3D77bdjYGAAf/7zn3H33XcHxIgORVE4ffo0zp8/j4ULF/r8BGtgeCRTqVRiaGgIKpUKSqUSJElCIBAgPj4e0dHRdiE11ZFXrsTQMwkumKyQviqw+vv7cfLkSaxbtw6hoaFsmzMlFAoFjh07hksvvdSn/v++KK5omsZ3332H/Px8n0tmYTKZsHfvXhQUFPjsPZamaVRWVkKlUmHFihWcFlbjQZKkXWwNDQ2ht7fX3jZERkaOWKRS6bT7ATt2AJs328SVVAr8MDWXFfr6+lBZWYmEhAQsWLDAp8PJJwtN0/jwww/xi1/8AiKRCK+//jquvvpqts0KMg2C4srH0Wg0ePDBB/H6669j/fr1eOutt3wyrn869PT04NSpU4iLi8OCBQtYD/WYCmazGUNDQ3YxpVQqYTabER4ebm8kIyIiIJFIcOrUKeh0OixdunRGI3d8PkBR7E9QZgSWSCTCkiVLfKqD70hNTQ2GhoawcuVKnwrNpWka33//PebNm+dT8xd9UVzJ5XKcOHECl156qc+dIydOnLAnEvLFQTuaplFVVQWlUokVK1bMOMkDF9Dr9Th58iT4fD6KiopAkqQ9qkGpVEKtVkMoFNrbkKioKERGRk76uzMRDgQBbNvGjtfKYrHg9OnT6OzsREFBAWbPnu19I1hgYGAA99xzDz7++GP8+Mc/xt/+9jefC90OMkxQXPkJu3btwh133AGNRoOXXnoJt912m082iFPFaDTi1KlTUKlUKCoqQnx8PNsmjYKiKGg0GigUCigUCiiVSuh0OoSGho5oACMiIlyOzjG1S5qbm1FUVISUlJRp2cGlcA9GYAkEAixdutQnRyWtVisOHDiApKQkzJ07l21zpsTZs2ehUqlQUlLCtimTxhfFVXV1NQBg4cKFLFsyNVpaWtDU1IS1a9f61KAVAxMKyHis/EFY9ff3o6KiAsnJySgoKHAp1q1Wq927xQzaabVaSCQSREdHIyoqyh4B4fx6Lsy1UigUqKysREhICBYtWuS32YGd+eSTT7Bp0yZQFIXt27djw4YNbJsUZIYExZUfMTQ0hPvvvx/vvfcerrjiCrzxxhs+F4oyHWiaRnt7O+rq6pCWloZ58+ax6g0hSRIKhQJyuRxKpRJKpRIEQSAqKsreuEVFRU2509LT04PKykqkp6dj7ty5Ux4Jd2w82Q75AGz/pxMnTgAASkpKfKbD7IharcbBgwdRWlrqU6OMWq0W+/btw8UXX+wzoVK+Jq6sVit27dqF0tJSn6orxpzTMy1CyxZWq9WeFZDrc6wmA03TaGpqQkNDAxYsWDBlTw5JkvZ2iBncs1qtiIyMRHR0NKKjoxETE4OQEBFrg28URaGhoQHNzc3Izc1FdnZ2QAwOKxQK3Hvvvfjggw9wzTXXYMeOHUhISGDbrCBuICiu/JDPP/8cd911F8xmM/72t7/hpptuCogblVarRWVlJUiSRHFxsddqgRmNRigUCgwODkKhUEClUiE0NNTecEVHRyM8PNwtv4FGo8HJkycREhKCxYsXT7njwHivCMIWIsg2FosFJ0+etGfm9IVOszMtLS1obGzEunXrfGqU/9ChQ0hJSfGZZDi+Jq66urpQX1+PCy+80Gfuv77sjQVs9xOmXuCyZct86np0BUmSqKqqwtDQEJYuXeqWNo0p28EILblcjv/+NxY7diwAQEAioSCXm7yWwESj0aCiogI0TWPRokUBU7vqq6++wp133gmDwYBXX30VP/nJT3zmPhFkYoLiyk+Ry+X45S9/iQ8//BDXXXcdtm/fzsmQOXdDURQaGxvR2NiIOXPmYM6cOW6f62A0GjE4OGhfdDodZDIZYmJiEBMTg+joaI82TCRJorq6GoODg1i8ePGUPCYiEVhNye4Kq9WKsrIyGI1GLFu2zOdGmmmaxsmTJ0EQBJYsWeIzDWR7eztaW1uxdu1atk2ZFL4mro4dO4aYmBjk5OSwbcqkqa6uhkql8rl5hIBNWDEFgktLS33iHBmPoaEhlJWVISwsDIsWLfLYfdGWxIIGTRMgCBr339+INWvqIZVKERMTg7i4OMTGxrq9TaNpGi0tLaivr0dGRgby8vJ8dv7tVFCpVPj1r3+Nd955B5dddhneeOONaYf6B+EuQXHl5/z3v//FPffcA5qm8cILL+BnP/uZzzWa02FoaAhVVVUAgKKiohmN+JnN5hFiSqPRICIiArGxsYiNjUV0dLTXR0gdQyGzs7MnXeOECynZXcHUoVGr1Vi2bJnPxdqbTCbs378f2dnZyMrKYtucSUGSJHbt2oVVq1b5xGixL4krg8GAPXv2YP369T6TwryzsxM1NTVYu3atT15/x48fh0Ag8PlC5Y61DnNycjBnzhyPDtg4tgnMXCsmlHBwcBADAwNQqVSQSqV2oRUbGzsjsafRaHDq1CmYTCYUFhb6VEj1dKFpGp988gl+9atfQa1W46WXXsLtt9/uM4NxQaZGUFwFAP39/XjggQfwz3/+EytXrsS2bdtQUFDAtlkeh6IonDt3Dk1NTVMaGaMoCkqlEv39/ejv78fQ0BDCw8PtjUpsbCxnwk1UKhXKysogkUhQXFw84cRtrqRkdwVN06iurkZfXx+WL1+O8PBwtk2aEgqFAkePHsXy5ct9Zo5NRUUFRCKRT9wPfElcnTt3DoODg1i+fDnbpkwKjUaDgwcPori4GImJiWybMyX0ej2OHTsGmUyGRYsW+bT3w2w249SpU1AqlVi8eLHH57zt2AH84hfDWWT//nfXc61IkoRcLrcPMKpUKkRERCAuLs5eJmSybWtTUxPOnTuH9PR05OXl+bQQnizNzc345S9/iW+//RZXXXUVXn31VaSlpbFtVhAPEhRXAcS+ffuwefNmNDY24v7778eTTz7pcx3Y6aBWq1FVVQWSJFFUVOSywdLr9ejr60N/fz8GBwfB4/EQHx+PuLg4xMXFcXr02WKxoLq6GgMDA1i0aNGE4Z9cScnuCiYzYmtrq88lAgCApqYmtLS0+EyWNSZV+CWXXML5TqmviCumttX8+fN9ItW9xWLBoUOHEB8fj/nz57NtzpRQq9U4duwYEhMTsWDBAp/2AigUClRUVCA8PByLFi3yyv0jNBTQ623rU0liYTKZMDAwgP7+fgwMDIAkScTGxiIuLg4JCQkuC96qVCpUVVXZC5j72r19OhiNRjz//PP44x//iISEBLz66qvBulUBQlBcBRhmsxl/+ctf8MwzzyA6OhqvvPIKrrvuOp9ulCYDRVFoaWnB2bNnMXv2bOTl5UGj0aC3txd9fX3QarX2+PL4+HhERET41P+EpmmcP38etbW1E3rpuJSSfSxaWlpw5swZLFmyxKeyJzHzr2iaRklJCefPIZqmsXfvXuTm5nK+UKyviKuBgQGUl5fjkksu4XwINk3TOHXqFLRaLVasWMF5ex1RKBQ4fvw4MjMzJx0WzUVomkZjYyPOnTuHvLw8ZGVleeW7uCuKgaZpaDQae6SHXC6HRCJBQkICEhISEBUVhaamJjQ3NyMrKws5OTmcH8hxB7t378YvfvELtLe348EHH8SWLVt8ruB8kOkTFFcBSltbG371q1/h888/x6WXXopXX30V2dnZbJvlUUiSRHt7OxobG2E2myEQCJCUlISEhATEx8dzusM2WZjMSwCwaNEil0WHuZaSfSy6urpQVVU1rfTDbGI2m3HgwAHMnj0bubm5bJszIU1NTejr68OKFSvYNmVcfEVclZeXQyKR+IQXqK2tDWfPnsWaNWs47Z13pre3F+Xl5Zg/fz4yMjLYNmfa6PV6VFRUwGQyobi4GFFRUV75XMdwQMC9828tFgsGBgbQ19eHnp4ee1ublZWFjIwMn0tYNFW6urrwm9/8Bv/5z3+wdu1abNu2zSczbwaZGb4zTBXEraSnp+Ozzz7DZ599hvr6euTn5+Ppp5+G0Whk2zS3YjQa0dbWhmPHjuGbb75BR0cH0tPTMWfOHAC2DltUVBSnO2tTITw8HKtXr0Z8fDwOHjyIlpYWOI+ffPCBLRU7ABgMLBg5SVJSUlBSUoLa2lqcPXt21PfgKiKRCEuXLkVjYyN6e3vZNmdCUlNToVAooNVq2TbF5zGZTOjp6fGJwQCFQoG6ujosXrzYp4RVS0sLysvLsWjRIp8VVjRNo6OjA/v27YNMJsPatWu9JqwAYMuWYWEVHe3exEYCgQBRUVGwWq2wWCzIzMxEVlYW+vr6sGvXLhw5cgQtLS0wcLnxmQYWiwUvvfQS8vLycODAAfzzn//E3r17g8IqQAl6roJAr9dj69ateOGFFzB79mz8/e9/xyWXXMK2WdPGYDCgu7sbPT09UCgUiIyMRHJyMpKSkka45U0mE86cOYOuri7k5uYiKyvLp8JiJmJwcBCVlZUIDw9HUVHRiGQXjrH2XMoa6Aq1Wo3jx48jJiYGRUVFPvMbdXZ2orq6GmvWrHE5B4FLlJeXIyQkBPn5+WybMia+4LlqbGxEf38/572ARqMR+/fvx5w5c3wmuyVN06irq0NnZydKSkp8ds6O2WxGTU0NBgYGUFRU5PUEIpNNYjEdaJpGW1sb6uvrERsbi4KCghHC3WAwoKenBz09PZDL5YiIiEBSUhJSUlJ8OmTuyJEj2Lx5M+rq6rB582b8/ve/91qdzSDcJCiugtg5e/YsNm/ejH379uFHP/oRnn/+eZ8ZGTQajeju7kZ3dzcUCgViYmLsgmqiDHpyuRzV1dUAgAULFvhVWliSJFFTU4P+/n4sXLjQPsGey1kDXWE0GnH8+HEIhUIsWbLEJ5JFAEBdXR36+/uxatUqzgoCwDcSW3BdXPlKIguKonDkyBFIpVIsWrTIJ+YqWSwWVFRUQKPRYNmyZT7bEe/v70dVVRUiIiJQWFg4YdvkbhyFFUEA27a5T1gNDQ2huroaZrMZCxYsmHCurMlkQm9vL3p6etDf34+IiAikpKQgJSXFZzypPT09+N3vfoe3334bS5Yswfbt21FcXMy2WUE4QFBcBRkBTdPYuXMnHnzwQcjlctx7773YsmWLV0MWJgtJkuju7kZXVxcGBwcRHR2N5ORkJCcnT7nRckx4kZycjPnz5/tVbHhXVxdqamoQFxeHgoICiMViTmcNdAXTwdJqtSgtLfWJDhZFUTh27BgEAgGWLl3K2Y4sTdPYt28fsrOzORvSxnVx1dfXh6qqKlx88cWc9a4y5Q6GhoawcuVKn0iDbTQaceLECfD5fCxdutRnBlYcIUkSp0+fRldXF+bPn4+0tDRW7gWualrNFJIkUV9fj/Pnz087YYXZbEZPT4+9LY+KirILLS62w1qtFi+++CJeeOEFiMVi/OEPf8Bdd93F2YGpIN4nKK6CuESn0+Evf/kLnnvuOYhEIjz++OPYvHkz6zc6iqIwMDCAjo4O9PT0IDw8HLNmzXLbaJfBYEBtbS0GBgaQm5uLzMxMznaUporRaERNTQ3kcjkWLlyIWbOSOZ810BnH0KAlS5b4hJfRbDbj4MGDSE5Oxrx589g2Z0xaWlrQ0dGB1atXc1IEcl1cHT9+HBEREZyeY9Hc3IzGxkafSWAxNDSEEydOIDY2FoWFhT7Zee3v78epU6cQGhqKoqIi1go0uzsckClkX19fD5lMhgULFriltIvRaERPTw86OzuhVCqRkJCA1NRUJCYmst4WWywWvPPOO3jiiSegVCpx33334bHHHguGAAYZRVBcBRmX3t5ePPXUU3jjjTeQlpaGP/3pT9iwYYPXO19qtRodHR3o6OgAQRCYNWsWUlNTXWbDcwcDAwOora0FRVHIz89HQkICJzucU4WmaXR3d6OmpgYvv7wUu3dHAyA4nTXQFe3t7aitrfWZbGFMkdYFCxYgNTWVbXNcQpIkdu/ejWXLlo2Yz0LTNCiKgtVqtU9SZ9atVuuIY8w6RVEjFuY9HNdpmna5MJ/p3DRRFAWFQoHo6OgRnSzmuiQIYsyFx+PZH53XmYXP5496HG9xvB9otVrs27cPF110EWdFS19fH8rKynymyDWTLTQ3NxfZ2dk+d//lireKYbo1rVwxODiI2tpaWCwW5OfnIzEx0SPfTafT2dt9i8WClJQUpKamIjIy0qv/S5qm8c033+Dhhx/G6dOn8ZOf/ARbt24NFgIOMiZBcRVkUpw5cwaPPPIIvvzyS5SUlODPf/4zVq5c6dHPtFqt6OrqQltbG1QqFZKSkjB79mzExcV55cZKURTa29tx9uxZREZGYv78+R4Tc96G8WKVlCwBQIAgaFCUb3Ve5HI5Tp48ieTkZBQUFLA+qjkR/f39OHnypFc7t1arFWazGSRJjlosFov9kVlXqVSwWq0QiUR2EWWxWEa8pyuh4ShKnNcJgrCLEcd94y0ARl3jVqsVNTU1WLBgwQgPhrMgG2txJfQcF2dx6CggmcX5/yAQCCAQCECSJAAgKioKAoEAQqHQfoxZFwqFEIlEEAqF9sVZpHkKtVqNQ4cO/eCx5nY9M6aQeEtLC4qLi72e8MEdMN6qsLAwFBYWsuatYnDXHFu9Xo/Tp0+jv78fOTk5yMzM9Io3kaZpyOVydHR0oKurC2FhYUhLS8OsWbM87sWuqqrCQw89hO+//x5r167FCy+8gMWLF3v0M4P4PkFxFWRK7N+/Hw8++CAqKipwzTXX4LnnnkNOTo5bP0OtVqO9vR0dHR0ICQlBWloaUlNTWYu1N5vNaGhoQFtbG9LT05Gbm+uTcf/O0DSN0FAaBgMPAI0NG6z4z3+4PwfDEb1ejxMnTkAkEmHx4sWsh61OREtLC86dO4dVq1ZNec6Y1WqFyWSC2WyGyWQasU6SJMxm84iFJElQP+Rb5vP5ozr2rjr/FosF9fX1WLRoEaRSqf05Y3lsvAnbYYGMKHMUnRaLBSaTCeXl5ZgzZw7EYvEI0er46CxsAYDH49lFF/P7MOsikQhisRhisdi+LhKJpjxPymQy4eDBg5g1axanQxaBkYkrli5d6nODWSaTCXV1dejt7eWEtwpwT00ri8WCc+fOoaWlBSkpKZg7d67Xk3E42tLZ2Ym2tjZotVrMmjUL6enpbg/NO3/+PH73u9/hn//8J3Jzc/H888/jyiuvZP33DOIbBMVVkClDURR27tyJxx57DN3d3bj77rvx5JNPIi4ubtrvSdM0enp60NLSAqVSieTkZKSnpyM6OpozNzONRoO6ujoolUrk5uYiIyOD896SibCNaNIACAA0mppakJmZyZn/+WSwWCyorKzE0NAQli5dyun4d2bOmGMGQbPZDKPROGJhxJPJZLJvMx1yx46346OrzjkjpKZynnJ17hDb4mosmpub0dnZOaW5aoxIY0SwszB2XBxFNGATyiEhIXbhJRaL7dshISGQSCQICQmBSCSC1WrFkSNHEBoaiuLiYk5f1xqNBmVlZRCLxT6VERSwXdfnz5/H6dOnXaYgZ5OZJLFgvld9fT1CQ0NRUFDAqfvr0NAQ2tra0NnZifDwcGRmZiIlJWVG7bJKpcKf/vQnvPTSS4iIiMAzzzyDO+64wyeSvwThDkFxFWTaGI1GvPrqq9i6dSsoisJvf/tb3HfffVOq6UOSJNrb29Ha2gqappGRkYG0tDRON6x9fX04ffo0rFYr5s6di5SUFE53WiZi2HQae/Z8D4FAgMLCQk41ohNB0zSamprQ0NCAgoICTsTC0zQNk8kEg8FgX4xGI/R6PQYGBuxhZhRFQSAQICQkZMTiqvMsEok8fq4NDAygvLwc69ev51SHgoviikm/PnfuXI+H29E0PcJr6Sy+HcU5SZIj5pvFxcVBKpXahZdEIrGvc+He1d3djaqqKqSnp2Pu3Lk+NWil0WhQXV0NnU6HBQsWICkpiW2T7Ew3iQVN0+jr68OZM2dgtVoxb948JCcnc+JccQVJkujo6EBLSwssFgsyMjKQnp4+pUgGk8mE1157Db///e+h0+nw4IMP4qGHHnJLko4ggUdQXAWZMYODg/jDH/6Abdu2ITIyEo888gjuueeecePMdTodmpubcf78eURERCAzMxNJSUk+06jSNI2Ojg7U19dDLBZj3rx5iI+PZ9usaeE40fnGGyk88UQDmpubkZ6ejry8PE51sCeCEQZJSUkoKCjw6HwAprOr0+mg1+uh0+lgMBig1+uh1+thMBhAURREIpG9M8t0aMViMZqamuweBa6IBcD2vfbv34/09HROJQvhorjq7u5GbW0t1q9fz6l7l8ViQXV1NeRyOXJyckCSJIxG4wihbzKZwOPx7OelVCq1L6GhoZBKpRCLxR7tUFMUhfr6erS1taGoqIjT9cGcsVqtaGxsRFNTE9LS0pCXl8eZ8xKYfk0rhUKBM2fOQKPRIDc3F+np6Zw6t8eDEYUtLS2Qy+WYNWsWsrOzxxVIZrMZb7/9NrZu3Yru7m7ceuuteOaZZ5CSkuJFy4P4G0FxFcRttLe3Y+vWrXjnnXcQExODRx99FHffffeI2Gy1Wo3GxkZ0d3cjKSkJWVlZnKyhNVmsVitaWlrQ2NiIyMhIzJs3z6c8PoDryc5qtRrV1dUwGAzIz89HUlISZ0ctnTEYDDh58iRomsbSpUtnNJmcpmkYjUZotVrodDrodDpotVq7mLJarRCLxfYOqWMnlem0jiVOmbkwTF01LtHR0YGGhgZceOGFnPnduSiumN8vOzubbVNG0NTUhKampnHn9lmtVvtggOOgALMYjUbw+Xz7ue24hIWFQSKRzOjcYOaqmUwmLFmyxKc8BP39/aitrQWfz8fChQs52YZNNRxQo9Ggvr4e/f39yM7ORlZWFmeus+mgVqvtIbsJCQnIyckZ0TaTJIn3338fv//973H+/HncdNNNeOKJJ5Cbm8ue0UH8hqC4CuJ2Wlpa8Ic//AHvv/8+EhISsGXLFlx//fVob29HX18fUlNTkZ2dPaXwQa5jNpvR2NiI1tZWJCUlIS8vzyeK3DKIRMAPCc/saXqZePszZ84gIiICBQUFPtMBslqtqKurQ1dXFxYtWjRhxjGLxQKtVmtfNBqNXVBZrdYRHcywsLARo/sz8exptVocOnQIc+bM4VQHnaIo7Nmzh1NhTlwTVwqFAseOHcPFF1/MCXsYzp8/j9raWqxYsWJGAz1Wq9U+iOC86PV6EARhvx7Cw8MRFhZmXyb6f8jlcpSXlyMmJgaFhYU+4x3X6/Woq6vDwMAA8vLyODvvduNGYOdO2/pE4YBGoxFnz55FR0cHZs+ejdzcXNaSVXgCg8GApqYmtLe3IyYmBpmZmfj222/xzDPPoKWlBRs2bMBTTz3F6RqEQXyPoLgK4jEaGxvxzDPP4IMPPkBMTAzuvPNOPPjgg5wc5XMXBoMB9fX16OrqQmpqKnJyclhPwzsZHEc5nWtekSSJs2fPor29HRkZGcjJyeFUZ3I8Ojo6UFNTg7S0NMybNw8URUGj0YxY1Go1DAYDhEKhvXPo2FmUSqUeDS8cGhrCkSNHUFBQgNmzZ3vsc6ZKU1MTuru7sWrVKk54r7gmrk6cOIHQ0FDk5+ezbYqd3t5elJeXo6SkZEYJhiaCoijo9XqXAxJmsxkhISEIDw+HTCZDeHi4fREIBDh37hwaGxsxb948ZGRkcOLcmgir1YqmpiY0Njayni1vIhwjEYCxa1oZjUY0NTWhra0N8fHxmDdvnl8NeDqj1Wrx17/+Fdu2bUNXVxeuvfZaPPXUU1iwYAHbpgXxQ4LiKojHOXv2LLZu3YoPPvgACQkJeOSRR3DnnXf6hOiYLhqNBg0NDejp6cHs2bORk5PDmexRrnBskAliOG2vIyqVCrW1tdBqtcjPz+d0Ig+apqHX66FWqzEwMICOjg57PSOhUDiq0xceHu7x+SXjMTAwgBMnTmDx4sWcqetDkiT27NmDpUuXIjY2lm1zOCWu1Go1Dhw4wKmiwXK5HMeOHcOiRYtYnbtkNpvtgxaOgxjMHC+CIJCSkoKEhATIZDKEhoZy9j4C2ARrbW0thEIhFixYwOkCzJNJu24ymdDU1ITW1lbExcUhNzfX50LZp4LZbMb777+PP/7xj2htbcU111yDxx9/HIsWLWLbtCB+TFBcBfEajY2N+OMf/4h//OMfiI2NxYMPPoh77rnHp8LnpoparUZDQwN6e3uRlpaGnJwczo54ugoNdIamaXR1deH06dP2UXu2G2aapqHVajE0NASVSgWVSoWhoSFYrdYRo+cKhQKDg4MoKiri5GTl7u5uVFZWorS0lBNiBgDq6+sxNDSEZcuWsW0Kp8RVZWUleDweCgsLWbWDQaVS4ciRI5g3bx7S09PZNmcU/f39qKioQHh4OOLj46HVau3iiyAIREREIDIy0v4YFhbGeridRqPB6dOnoVAoMG/ePE7UrJqI8eZZmc1mNDU1oaWlBTExMcjLy/PrKBKTyYR33nkHzz77LDo6OvCjH/0Iv/vd74KeqiBeISiugnidlpYWPPvss3j33XcRGRmJ+++/H5s2bUJMTAzbpnkMlUqFhoYG9Pf3Iz09HdnZ2ZwTWeOFBjpDkiQaGxvR0tKC5ORkzJ071ysj+DRNw2AwQKlUYmhoyP4IADKZbEQnLTw8fFQ4H5PyedasWZg/fz7n5nq0t7ejrq4Oy5cv50THx2QyYc+ePVi5ciXrIpor4kqv1+P777/HunXrOBFGpdFocPjwYWRlZbm9oPtMoSgKZ8+eRUtLiz3s1VGgUBQ1YmCEeaRpGhEREYiKikJUVBQiIyO95uEymUxoaGhAe3s7Zs+ejblz53K6NAjDWPOszGYzmpub0dLSgqioKOTl5XHa+zZTNBoN3nrrLfz5z39GT08PfvzjH2PLli2cSxoUxL8JiqsgrNHe3o7nnnsO77zzDng8Hm6//Xbcf//9yMrKYts0jzE0NISGhgYMDAwgPT0dWVlZnAkrmkxooDN6vR5nzpxBb28vsrOzkZ2d7VbBYrFYMDQ0BIVCAaVSCYVCAZIkIZPJ7J2uqKioKY1063Q6VFZWwmw2o7i4mHXR4ExzczMaGhqwYsUKREREsG0OamtrYTQasWTJElbt4Iq4qqmpsWe4YxudTofDhw8jNTWVcxPyNRoNKioqQNM0iouLIZPJJvU6R0+0UqmEUqmEWq0Gn89HVFQUoqOj7aLLneeB1WpFa2srGhoaEBMTg/nz5/tMAh9X86xuu82ElpYWtLS0IDIyEnl5eX49gNnV1YW//vWveO2116DT6bBx40Y89thjwex/QVghKK6CsM7AwAC2bduGv/3tb1AoFLjuuuvw4IMPoqSkhG3TPIZSqURjYyPnsidOJjTQFQqFAnV1ddDr9Zg7d+6oEerJYjKZIJfLIZfLoVAooFKpIBKJEB0dbV8iIiJmnGCCoig0NjaisbEROTk5mDNnDqdCfs6dO4fm5masWLFi0p1ST2EwGPDdd99hzZo1rNrCBXHFlf8FY8uhQ4eQlJSE/Px8zpy/NE2jra0Np0+fthcFdsf1qlKp7AMsCoUCBoMBMpkM0dHRiI2NRXR09LQGqmiaRk9PD06fPg2BQID58+f7VM1C53lWGzZY8Pjj9Whvb0d0dDRycnI4E2bsCWpqavDiiy/igw8+gFQqxaZNm3Dvvfd6vKh3kCDjERRXQTiDwWDA+++/jxdffBGNjY1YsWIFHnzwQVx11VUezdbGJo51v5KTkzFnzhxWO21TCQ10hqZpdHd348yZMxAKhZMqrGwymTAwMAC5XI7Bwf9v786jmzrP/IF/ve+bJGuzZVvebbxgwCwBQhKchSUzadqkJWVgpqVpSNNO26TtdDqnp9tMmzRtkvYcSNJMGiBNk9KTZiCktBhCwubYOAbbYBsvkq3VWm3t672/P/zTrQWY1ZZkeD7n3CNbvpaubC3v977v+7wmOBwOZGVlgc/ng8/ncw2muWo4Wq1WdHZ2IjU1FYsWLYqpIit9fVMNpFWrVkU9eJ89exZ+vx9LliyJ2jHEQrjq6emB2+3G0qVLo3L/IR6PB8ePH0d+fj4aGhpiJlh5vV50dXVhcnISixYtmtOKhaHhwaGTMZOTk8jIyODeO/Lz868atiwWC86dOwen03lTJ4Wiafp7dnZ2AG+++VeIRCJUVFTExNDiucCyLFpbW/H888/j73//O2QyGb71rW/hy1/+ctRPehACULi6LbS2tuLee+8FMNVLNP0s1o9+9CP8+Mc/vuR3UlJS4PF4wq5Tq9X40pe+hOPHj6OpqQmvvfYaampqZv14GYbB/v378fzzz+P48eOoqKjAt7/9bWzdujVmhtDNNqfTiaGhIYyNjUEoFKKioiIq4+IvHl5yI+8O0xdWzsnJQW1tLfch7/f7YTabYTQaYTQaYbfbkZOTA4FAwDWKIj2/IRAIcGtiNTQ0oLCwMCYaWCzL4vz581Cr1Vi5cmVUA1ZontFdd90VtaFS0Q5XHo8Hra2tWL16dVSHa3o8Hpw4cQJ5eXloamqKiecqMFVV78yZM+Dz+WhsbIz469jv93NFa8xmMyYmJpCeno78/Hzk5+dDIBBwx2Sz2dDX1wej0YiysjKUl5dHvUjKjZiaZ8UCiENcHIvvfW8M3/9+3i0bMHw+H9555x08//zz6O7uRlNTE77zne/gc5/73Lz8/5FbF4WrW5zD4UB9fT18Ph+0Wu2M4ergwYNhDYb4+PhLzs6uW7cOAoEA27Ztw759+/C3v/0Nvb29c3r8bW1t+NWvfoV3330XPB4PX/va1/Dkk0/Oq2Eb18Pj8WB4eBgKhQJ5eXkoLy+HUCiMaANq+l3dzLtDaGHlkZERZGRkICEhAZOTkzM2eKJNp9Ph7NmzyMvLQ2NjY0wUHGFZFufOnYNGo4l6wDpz5gyCwSAWL14clfuPdrjq7e2F0+mM6nDlWAxWPp8PPT090Ov1qK+vh0wmi4nj8vv9MJlMMJlMMBqNcDgcyM7OBsuysNvtKC4unrcL5rIsi1/9yonvfCcDQBwAFi++6MO//3tKtA9tTkxMTODVV1/FSy+9BK1Wi/Xr1+OZZ57BXXfdFRPPNUIuRuHqFvfUU0/h5MmT2LBhA372s5/NGK4uvv5yMjMzodVqubNiPB4Pg4ODEZkkOzw8jBdffBGvv/46GIbBli1b8K1vfQvV1dVzft/R4PP5oFAooFAokJycjLKyMhQWFkZkeGRGBuByTX19uXVSrsbv98NoNEKv12N8fBwMwyA5ORlut5ubHxKrPZBerxc9PT0wGAxoaGiIibW8YqUHK9R7Fa35RtEMV263G4cPH45q1US3240TJ06Ax+PFTLDS6/U4e/YssrOzsXDhwph+XZ8/fx4qlQqpqakIBAIAAKFQCLFYDKFQGDMnea6EYRhotVr8+tcuvPhiBVh2Klht2hR33e/T84FSqcRvfvMb/O53v4PP58PmzZvx7W9/myr/kZhH4eoWduzYMaxduxZtbW3Yt2/fZUPU9YSrxsZGbNq0CU8++ST27duHp59+Gnq9PqIf8haLBS+//DJ+85vfYHx8HPfccw+2b9+Of/7nf74lhwUEg0Go1WoMDw/D5/NBLpejpKQEKSlzd4byRqoGut1u6HQ66PV6mEwmZGRkQCwWQyQSgcfjIT4+Hg6HA/39/dDr9SgpKUFFRcWcPo6bodVqcfbsWfD5fDQ0NET97HYoYKlUqqjOwTp79ix8Pl9UKuVFM1x1d3fD4/FEba5VKFjx+XwsXLgw6sHK7/ejt7cXWq0WdXV1MTtXye/3Y3h4GMPDw+Dz+aipqUFOTg5YloXVasX4+DjGx8dhs9nA4/EgFoshkUhibu1Fv9+P0dFRjIyMIC4uDo8+eg8mJqZOtF28ntV8FwwGcfDgQezcuRMffPABcnNzsX37djz11FOQSCTRPjxCrgmFq1uU2+1GY2MjHnroITz33HMzhqjQ9WKxGAaDAQKBAPfffz9+9rOfoaioKOw2T5w4gYcffhgGgwG5ubl46623sG7dukg/NABTZyL//Oc/Y8eOHTh58iTEYjG2bduGxx9/HDKZLCrHNJdYloXBYMDw8DAsFgtkMhlKS0vnbP7LtQwNdDqd0Gq10Ol0mJiYAJ/Ph1gshlgsvmLjZGJiAv39/TCZTJDL5SgvL4/JkOX1etHd3Q2TyYT6+vqo92KxLIu+vj6MjY3hjjvuiErvUagHJxrzjqIVrqLdY+dyuXDy5MmYCVbj4+M4c+ZMTPdW+f1+jIyMYHh4GNnZ2aipqbniCAu32w29Xg+9Xg+j0Yjs7GxIJBJIJJKozl9yuVwYGRnB6OgosrOzUVZWhqefluDtt6eeA9PXs5rvxsfH8frrr+OVV17B6OgompqasH37djz22GMxF3YJuRoKV7eoZ555Bn/5y1/Q29uLtLS0GcPVnj17oFKp0NTUhNTUVLS3t+O5555DUlISOjs7UVBQEHa7Xq8XCoUCxcXFMfOh2t3djZdffhl79uyBy+XCxo0bsX37dtx3333XvPbRfDI5OYnh4WFoNBrk5+ejtLQU+fn5s9romilcud1uqNVqaDQa2Gw25OfnQyqVQiwWX3dAslqtGBgYiPmQpdFo0NPTg9zcXDQ0NES1oiDLsrhw4QJGRkawfPnyqFQD6+3thcPhwPLlyyN6v9EKV11dXWAYJipzzRwOB06cOAGJRIL6+vqoBqvQkNnx8fGY7a26OFRVV1dfdxlyv98PvV4PrVYLg8GA9PR0FBYWoqCgICI9xizLwmKxYGRkBHq9HmKxGGVlZeDxeGELBQPXt1xGLGJZFh9//DF27tyJd999FwkJCfj85z+P7du3Y+nSpTH3/CLkWlG4mudCY8dDEhIS0NHRgTvuuAMHDx5ES0sLgOsb/tfe3o4VK1bgqaeewksvvTRnxz7b7HY7/vCHP2Dnzp3o7u5GaWkpvvrVr+Lf/u3f5rQkcLS43W4oFAqMjo4iOTkZcrkcMplsVhqe0z/TPv/5IH7+8zFoNBpYLBYIBAIUFhZCIpHMyn1ZrVb09/fDbDajtLQUZWVlMReyfD4fV1iipqYGpaWlUf3gHxoawsDAAJYvXx7xhUG9Xi8OHTqEFStWRPS+oxGu7HY7jh49irvvvjviQzEnJydx6tQpFBUVoaamJmrPN5ZloVKp0NvbC4FAEBPDZC92caiqqqqCQCC46b9ZIBCAXq+HRqOBwWBAdnY2F7Rm+28QCASg0WgwMjICl8uFoqIilJaWhvXaxMf/42TXjcyHjRWTk5PYvXs3Xn75ZZw/fx6VlZV44oknsHXr1qhUySVktlG4mseUSiXkcnnYdR9++CGeeuop1NbW4tVXX+Wu/8UvfoFnn30Ww8PDyM/Pv+pwspqaGmRnZ+OTTz6Zk2OfSyzL4tSpU9i5cyf27t0LlmXxyCOP4IknnsDKlStvubNhwWAQWq0WCoUCNpsNMpkMcrn8poazbNrE/P+hJ1Mlfo8ePYbCwkJIpdI5a1hZLBYMDAzAbDbHbE+W0WjE2bNnkZSUhIULF0a1JLdSqURvby+WLl0a8eqZ/f39MBqNWLVqVcReT9EIV+3t7UhJSUFjY2NE7i/EYrGgra0N5eXlqKysjOh9T+dwOHD27Fk4HA40NDTE3JyX6aEqKyuL66mai+ekz+eDTqeDWq2G2WyGSCSCTCaDWCy+qRESDocDSqUSY2NjSEtLg1wuR2FhIRITE8P2m95rdb1rEMaKTz/9FDt37sRbb70Fr9eLhx56CNu3b8c999xzy30uk9sbhat5zOfzobu7O+y6qqqqqzaqGxsbcebMmSvuU11djby8PJw6depmDzOqTCYTfv/73+OVV17B8PAw6uvr8cQTT2Dz5s235FogVqsVCoUCGo0GeXl5KC0tva4Pf5fLBaVSCZVKhfXr7wXDxCM+nkUwGNmiJaGQVVRUhPLy8pha3DcYDGJgYAAjIyMoLS1FZWXlJQ2hSFGr1Thz5gyampouGcI7l/x+Pw4fPozGxsaINbgjHa4sFgtOnjyJlpaWiPbUGAwGdHR0cD2k0cAwDIaHhzEwMACZTIba2tqYKhgUWrJCqVQiJydn1nqqrpXL5YJKpcLY2BgCgQBkMhmKi4uveQ4sy7IYHx+HQqGAyWSCRCKBXC4Hj8e77GO4eP3B+TQc0OVy4Z133sHOnTvR0dGBgoICPP7449i2bRukUmm0D4+QOUHh6hZ09OjRS6574403sGvXLrz33nsoKCjAkiVLZvz9trY2rFy5Et/4xjfwwgsvzOGRRg7DMGhtbcXOnTuxb98+pKSk4DOf+Qy2bNmClpaWiJQ4jySv14uxsTEoFAqwLIvi4uIZ58mFPuiVSiUMBgNEIhFKSkogFgsxtYbKza13daMmJiYwODgIvV6PgoICVFRURG0B28uZnJzE2bNn4fF4UF9fH7Wz+nq9HqdPn0ZtbW1EG+MjIyNQKpW4++67I9KojWS4YlmWq843FwulzyQUlhsbG6NWmMdoNKK7uxtxcXFYuHBhTA3Tmr7Yen5+PiorK6N6fCzLwmw2Q6lUQqfTgcfjoaSkBBKJ5LIntELvy0qlEsFgECUlJVedv/zyy8DXvvaPqq3zYTggwzA4duwYdu/ejb1798Jut+O+++7D9u3bsXHjxqidjCIkUihc3SZmmnPV2NiIzZs3o6amhito8ctf/hLp6ek4ffp0zA0DmQ1qtRpvvvkmdu3ahf7+fkilUmzevBlbtmy55dbPuDg4CYVCFBcXQyQSIRgMYmxsDCMjI2AY5pIANluLCd8sh8OBoaEhqFQqiEQiVFRURKWQw+WwLIuxsTGcP38eeXl5qK+vj0plq9AwMrlcjurq6oiEHYZhcOTIEZSXl6OkpGTO7y+S4Uqv16OrqwstLS0R67EZHh5GX18fmpubIRKJInKf03k8HvT29mJ8fBxVVVUoLS2NmYJANpsNg4OD0Gq1kEgkqKioiOqQ3MuZHpwYhuGWzUhKSoLRaIRSqcT4+PhVA9h0FwerWC+7PjQ0hD179mD37t1QKpUoKSnBli1bsGXLFpSVlUX78AiJGApXt4mZwtWmTZtw+vRp6HQ6+Hw+SKVSrFu3Dj/84Q9vyWA1HcuyOH36NHbt2oU//vGPsFgsWLx4MbZu3YpNmzZdd5WpWOd2u7nerEAgAJZlkZmZicrKyst+0MdKuApxu93cUKC8vDxUVFTMepXEG+Xz+biFfisqKlBeXh7x3lCbzYZTp05BJBKhoaEhIg1jrVaL7u5urF27ds5DSKTCVSg0lpWVXTKndS6ESuyPjo5i2bJlEe+JYRgGCoUC/f39EIlEWLBgQUxUgg1VzRsaGoLBYOCGCMd6We7QCa0LFy5gYmIC8fHxiI+PR0lJCYqKiq6rMAqfD1gsU1/Hatn1yclJ/OlPf8KuXbtw4sQJZGVl4dFHH8WWLVuwatWqmAnohEQShStCMHXW8cCBA9i9ezcOHDiAuLg4bNiwAVu2bMGGDRuQnJwc7UO8aQ6HA4ODg1Cr1cjNzUVcXBzMZjMEAgGKi4shkUjCAkGshasQn8+HkZERKBQKpKSkoKysDIWFhTExtNNisaC7uxuBQAD19fUR74Fwu904deoUMjIysHjx4jkffhPJ4XORClehAH/33XfPecOQYRicOXMGJpMJK1asiPiwV7PZjO7ubjAMg4aGhpioqsowDLRaLYaHh+FwOFBSUoLS0tKYCHxXwzAMxsfHMTo6yq0HGR8fD6vVColEgsrKymue6/vyy8CTT06998bFATt2xE6wCgQCOHToEHbv3o333nsPPp8P9957L7Zs2YKHHnoopubIEhINFK4IuYjRaMTbb7+NXbt2obOzE3w+H5s2bcKWLVuwZMmSmOgpuR52ux0XLlyAVqu9ZO6Sx+OBSqXC6Ogo/H4/CgsLIZPJkJOTg/j4fzzOWHyXCAaDUKvVGBoagt/v54bhRLvCIMuyUCqV6OvrQ15eHurq6iLaaPb5fGhvb0cwGMSyZcvmvBiD1WrFiRMncM8998xpoyoS4crn86G1tRWLFy+e82Ds9/vR3t4Ov9+PZcuWRTQ8uFwunDt3DuPj46isrER5eXnUexj8fj9GR0cxMjKCuLg4lJaWoqioKKYKaczEZrNBpVJBpVIhPj4eRUVFKCoq4l4PLpcLg4ODGBsbg1AoRFVVFXJzc2e8vVgdDtjT04Pdu3fjzTffhF6vR21tLbZu3YovfvGLES2oQ0iso3BFyBWcO3eO+zDRarWoqanBv/zLv+DRRx+N+THkbrcb/f39UKvVkMlkqKiomHFITWhi9tjYGLRaLdLT07F27d2IZkGLa8WyLAwGA4aHh2GxWCCTyVBaWhr14hc+nw/9/f0YHR1FSUkJqqqqItYDGgwGcebMGZjNZixfvnzOK2N2dnaCZdkrFsq5WZEIVz09PbDb7VixYsWcnkRxuVxcD+OSJUsiNsE/EAhgcHAQw8PDkEqlqKmpiXqPkMvlwsjICEZHR5GVlYXy8nJIJJKYP4nl9XqhVquhUqlgt9shkUggk8kgFApnPPbpQ5vFYjGqq6svO0wwIwNwuaa+jvZwQLVajb1792LPnj3o6uoCn8/HY489hq1bt2LRokUx/38iJBooXBFyDYLBIFpbW7Fr1y783//9H1wuFxYtWoRHH30UjzzySNRKJl+O3+/HwMDAVT/AZxIIBPDcczb84Ad5mApXLMbG1JBIJDFf5WlychLDw8PQaDTIz8+HXC6/YmMnEmw2G86dOwer1Yrq6mqUlJREpJeAZVkMDAxgeHgYzc3Nc7oWltvtxuHDh+d0YeG5Dlc2mw0fffQR1qxZM6dh1Gq14pNPPoFUKkVdXV3EngsqlQp9fX1IT09HXV1dVIvChE7mKBQK6PV6iMVilJWVxVRlwssJBoMYHx+HSqXiilPIZDJIpdLrek663W4MDAxApVKhqKgIVVVVXA9zLJRdV6vV+POf/4y9e/fi5MmTSE5OxoYNG7B161asW7fulhgmT8hconBFyHVyOp344IMPsHfvXrz//vtwu90xEbRYlsXo6Cj6+vqQk5OD2traKw49uZLpZ04BFocPfwiXy4WCggLIZDLw+fyYPmPp8XigVCqhVCqRmJgIuVwe1SFGoUnuvb29iI+PR11dXcSKcYyNjaG7uxv19fUoLi6es/sJzee766675uRxzWW4YlkWJ0+eRE5ODurq6mb1tqfTarX49NNPuTWsIvH/N5vN6O3thdfrRW1tLQoKCqL22g0EAlCr1RgZGYHH40FxcTFKSkpiukgFy7KwWq1QqVTQaDRISkqCTCaDTCa76eO22+3o6+uD0WhEVVUV/v73Unz96/FRKbt+uUB1//3349FHH8WDDz4Yc9UZCYllFK4IuQmxErRChRT8fj/q6uogFotvqgE1/Vc3bQL+8AcWk5OTUKlUUKvViI+PR0FBAQoKCrjiGLEoNDleoVBgcnIShYWFkMvlUWsohCqzDQwMICcnBwsWLLjhAHw9TCYTOjo6UFhYiAULFsxJb0kwGMSHH3542Sp7DMMgEAggGAxyl6GNYRjukmEYsCzLXQJTjdvQdf39/aiurkZCQgL3nIuLi0N8fDx3GR8fj4SEBO5y+paYmIjExMRLHv9cVz0M9SIODQ1h8eLFEanEarfbcf78eRiNRlRUVKCsrCxqPc8OhwMKhQJjY2PIyMiAXC5HQUFBTPeE22w2qNVqaDQa+Hw+7sTSTAv93gyj0Yienh6sX38nvN6pv0kk5llRoCJkblC4ImSWhILWn/70Jxw4cCAiQSsQCHBlnGerBPhjjwF//OM/vr/4HYJhGBiNRmg0Guh0OqSkpHBBa67n9tyMiYkJKBQKaDQa5ObmQi6XX9NaM3PB5/NhcHAQCoUCEokE1dXVc3723ul04pNPPkFqaiqWLFlyQ0N7WJaF1+vlNp/Px136fD7YbDZYrVZkZ2cjEAhwWzAY5G5jetiZHoQu3oCp4BTaGIaBTqfj5uNMD1/Tg9n0oDY9xE0/hvj4eCQmJiIpKQmJiYmw2+3Izs5Gbm4ukpOTuS0lJQUpKSnc1zfyXAkEAujq6oLVasWyZcvmvMHq8XgwMDCAsbGxS4acRVKot1ahUMBkMkEqlUIulyMvLy9mT8Y4HA5oNBpoNBq4XC6IxWIUFBRAKBTOeTXSTZsYvP12HEJDsX/72yCeemr2w+dMgeqRRx7BP/3TP1GgImQWULgiZA5cKWh99rOfRXl5+U3fh9FoxJkzZ5CamoqFCxfOSgGHi8f7p6cDTufM+weDQRgMBmg0Guj1eqSnp3NB63rmeUWSz+fj1vsKBoMoKipCcXFxVIYmuVwu9Pf3Q6PRQC6Xo7Kyck7nM/j9fnz66aew2+1YtmxZ2HOGYRh4PB64XC643W5u83g83KXP5wPLskhMTAwLHtM3h8MBgUCAlJQULrxM3260Yc2yLAKBwA3fRih4hQKf3+9HIBCA1+uF0WhEZmYm/H4/FxRDwdHr9cLv9wMAUlJSkJqaitTUVKSlpXGXaWlpSE9PR1paWlgAc7lcaG9vR2JiIpqbm+e0kqXf78fw8DCGhoYgFApRW1sblddgaD290dFRsCyLkpISFBcXRyXgXQuXywWtVgu1Wg273Q6hUIiCggKIxeKI9ayFv++yuPdeE7797U40NDRAKpXe9O2PjY3h3XffpUBFSIRQuCJkjjmdThw4cAB79+7lglZVVRUefPBBbNy4EStXrryuD3GGYdDX1weFQoHa2lrI5fJZOxMcPtfq+iZTBwIB6PV6aDQaGAwGZGVloaCgABKJJCaDFsuyMBqNGB0dhV6vB4/HQ0lJCcRiccTXzJqcnMT58+dhsVhQUVGB0tLSOWnYBYNBOJ1O9Pf3Y3x8HAKBAAzDcIGKZdmwoDA9RIS2lJSUmFhTLJIYhoHX64XH4+G26QE0tIX+fhkZGUhISIDJZAKPx0NtbS2ysrLm5O8WDAYxOjqKCxcuICMjAwsWLIjKQsTT13cSCoUoLi6GSCSKeon3y3G73dBqtdBqtbBarRAIBCgoKLjuwhSzZfr7bno64HCwUKvV6Onp4QqfXO9nRHt7O95//33s378f3d3dFKgIiSAKV4REkNPpRGtrK/bv34/3338f4+PjyM3Nxbp16/Dggw/igQceuGIVL4fDwZW9Xrx48ayWG29uBk6f/sf3NzOZ2ufzQafTQafTcb0CEokEUqkUWVlZMTcs6OL1vmQyGYqLiyNezt1oNKKvrw8ulwsVFRUoKSm5oQY5wzBwOByw2Wyw2Wyw2+2w2+1wOp1ISEhARkYG4uPjkZqaCrFYjPT0dGRkZCA1NTUmG8PzAcuy8Hg8cDqdcDqdMJlMsNvtAKZet8FgEOnp6cjKyuK2nJwcZGZm3vD/WKVSYWBgAElJSaiurr7puZbXy+VyYXR0FGNjYwCA4uJiFBcXR728++U4HA5otVrodDpMTk6Cz+dDKpVCKpVGdW28K1UHdLlc6OzshM/nw5IlS64YiOx2Ow4dOoT9+/fjgw8+gMFgAI/Hw/r16/Hggw/i/vvvp0BFSIRQuCIkShiGQWdnJxe0urq6kJCQgFWrVnG9WlVVVdz+BoMBp0+fhkwmQ21t7ayeBZ/NYHUxv9+P8fFxaLVaGAwGpKamckEr1ophsCwLk8mE0dFR6HQ65OXloaioCFKpNGJDhEJzVfr7++H1elFZWYni4uIZQ08wGMTk5CQmJiYwOTmJyclJ2Gw2xMfHIzs7G1lZWdxlZmYm0tLSYupvfjsIBS+Hw8EF3VDwDQaDyMzMRE5ODnJzc7nLmZ5vLDvVqzEwMAAAqKmpgVQqjdj/NBgMQq/XY2xsDEajESKRCCUlJVFf8uBiLMvCZrNBp9NBq9XC6XQiPz8fEokEYrE46ouNh1zca3XxMGyGYXDhwgUMDQ1h4cKFKCws5H6mVCq53qmjR4/C5/OhtraW+/xYsWLFbdfLTEgsoHBFSIxQq9U4cOAA9u/fj8OHD8Pj8aCiogIbN25EU1MTsrKysHjxYshkslm7z4uLVwDAkiVAR8es3UWYQCAAo9EIrVYLvV6PxMRELmjxeLyY6jXxer1QqVRQqVRwOp2QSqWQyWQQCAQRaUSyLAudToe+vj4wDIOqqioUFBTA7XbDYrHAarXCarXCZrMhOTmZa5iHtvT09Jhq7JJLsSwLt9vNheJQSPZ4PMjKykJeXh54PB54PB4yMjKg0+nQ39/PPR8KCwsjtk7W9HLkycnJkMlkKCoqiqleqtBxhgKV1+uFSCSCRCKBSCSK2lIMM7meNa30ej3a29tht9vR29uL999/H729vUhKSsKaNWu4QBVLay4ScruicEVIDHK5XDh8+DDXq6XT6ZCTk4MHHngAGzduREtLC8Ri8Q3f/ssvA08/HT6/CpjbYHUxhmFgMpm4oMUwDIRCIcRiMYRCYcwsVMmy4WXoExISuIblXBfBCJ19Hxoagk6nA8MwiIuLQ05ODtfozs3Npd6oW4zb7cbExASsVissFgsmJia4/71IJEJFRUVEen3dbjd3gsHj8aCgoABFRUUxVfHP7/fDaDRCr9djfHwcLMtCLBZDIpFEpMrfzbharxUwtU7Z4cOHceDAAXzwwQcwmUwQCATYsGEDNm7ciPvuuy+mq7QScjuicEVIjGMYBl1dXdzwj87OTgBAXV0d7r33XrS0tODOO++8pqIRjz0GvP32peXV4+KAL3whcgtWXix0xnl8fBx6vR52ux08Hg9isRgikQiZmZkx0ZgLTdxXqVTcfLnQsMHZOivu9XphMBhgMBhgNBoRCAS4IJWSkoKioqKYbjCS2ReaX+X1emGxWGA2mxEfHw+BQAChUAihUDhrPUiBQAA6nQ4qlQomkwn5+fmQyWSQSCQx87xzOp1cmDKZTMjIyODeK2KtB/xKpr+lhXqt3G43Tpw4gdbWVhw6dAhdXV1gWRZ1dXVc79SyZcti5n9BCLkUhStC5pnx8XEcOXIEhw4dQmtrK1QqFZKSkrBixQq0tLSgpaUFzc3N3JyNUC+V231pqAJmd37VbHG73VzjyWg0Ii0tDSKRCGKxGHw+PyYaT16vFxqNBmNjY7Db7RCJRCgsLIRIJLquhk+od0qv10Ov12NiYgI5OTkQiUTIz89HXl4eNaRIGIZhMDExAaPRiPHxcUxMTCArKwtisRhisfi6e7UYhuGWVNDpdEhPT4dMJkNhYWFMDPtjGAZWq5V7T3A4HODz+WEnX+ajqX8RA6ALv/hFK1pbW3H8+HF4PB6IRCK0tLTg3nvvxdq1a8PmWhFCYhuFK0LmMZZlMTg4yJ3l/PDDDzE5OYns7GzI5XdjcLAFbncLWLYKU4tTTklKArKygP/+72svtR4toXlaoV6tYDAYdsY+GutTXcxut0Oj0UCtVsPr9UIikaCwsBACgeCyQZBlWUxMTHDloL1eb9iQyFhdE4jEJp/PB4PBwIWPxMRErhIej8e7bNBiWRZmsxkajQZarRYJCQkoKChAYWEhsrOzo95T7Ha7w3pwQ0MiRSIRhEJhzM2fuh4jIyP4whda0dHRCuAwAAsyMjKwZs0aLlAtWLAg6v8DQsiNoXBFyC0kEAigs7MThw4dwt/+1oqTJ0+CYfwACgG0IDm5BT/9aQu++11RtA/1hoTmP4UaXGazGenp6cjPz4dQKIRAIIhqoysUmjQaDTQaDViWhVQqRWFhIfLy8uByuaBWq7khXmKxGFKpNObnhpD5IzSXMdQLlZiYiMLCQshkMmRmZmJychJqtRoajQYMw3DPz5lCWKQEg0GYzWYuUDkcDuTl5UEoFHI9uPM1bJjNZhw5cgStrVO9UyMjI4iLS0B19VJ87nNTow2WL18eM/NMCSE3h8IVIbcwp9OJjz/+mPtQ7+7uBgDU1tZi1apVWL16NVatWoXi4uJ52XDx+/1hDTKXywUej8f1auXk5ETtcYXKuocasizLgmVZbvhgNBYrJreX0HA/lUoFvV4PYOp5KZFIUFRUhPz8/KgNsWVZFna7nXvtms1mpKSkcK/d/Pz8eds7pdVqcezYMRw/fhzHjh1Dd3c3WJZFVVUVN0/2rrvuonWnCLlFUbgi5Dai1+tx5MgRfPTRRzh+/DjOnz8PACgsLAwLW3V1dTExr+l6OZ1OrrFmMpm4Sf+hLZKFMTweDxQKBUZHR5GYmAgej4fKysp5Oz+EzG8ejwd9fX2wWq3weDwoKipCaWkp0tPTI3YMocWVQ5vf74dAIOB6nmOlcM31YFkWAwMDYWFKoVAAAMrLy7F69WqsXr0aLS0ts7qMBiEkdlG4IuQ2ZjKZcPLkSa5hcPr0aQQCAeTm5uKOO+7gwlZzc3PMLLp5rUKT4EMNOYvFguTk5LCwNRfztRwOB4aGhqBSqZCfn4/S0lLk5+fPu0YjuTWxLAuLxYKRkRHo9XpIpVKUl5fPSS+K2+3mXn9GoxEejwd5eXnc64/H48273lu/34+uri7uPfP48ePciZyFCxdy75mrVq26qeUyCCHzF4UrQgjH5XKhvb2dazicPHkSDocDKSkpaG5u5hoOd9xxB3Jzc6N9uNclGAzCYrFwjT2r1YrU1FTk5+dzjb2bqYzmdDoxMDAAjUaDgoIClJeX0/ozJKY5nU7uRIBQKER1dfVNPWe9Xm9YmHI6ncjNzeV6p3g8HlfFdL5wOBw4deoUF6Ta2trgcrmQlpaGZcuWce+JK1asQFZWVrQPlxASAyhcEUJmFAgE0N3dHTbkZXx8HHFxcViwYAGam5u5raGhYV5NyA4EArBYLDAajTCZTJiYmEB6ejr4fD54PB74fP41DVPy+Xy4cOECFAoFCgoKUFVVFRMVDAm5Vm63G4ODgxgdHYVMJkN1dfVVK1ayLAuXywWz2Qyz2QyLxQKHw4Hs7GwuTPH5/Hk1byoQCKC3txcdHR3c1tPTg2AwCD6fz/VIrV69Gk1NTfPq/Y4QEjkUrgiZQW9vL3784x/j6NGjsNlskEgkWL9+PXbs2BG238jICJ555hkcOXIEgUAAK1aswLPPPotFixaF7adWq/GlL30Jx48fR1NTE1577TXU1NRE8iHdNJZlMTw8jGPHjqGtrY1rfAQCASQnJ6OxsTEscFVXV8+bYT9+vx8Wi4VbpNVqtXJzpUKBKzc3l5uLxrIsVCoVzp07h9zcXCxYsIB6qsi85nQ6cf78eRgMBlRXV0Mul3PPd4ZhYLPZuCBlNpvh8/mQm5sLPp/PvUbmS+BgGAZDQ0Po6OhAe3s7Ojo60NXVBY/Hg/j4eO7kUah3qqqqal7OQyWERB6FK0Iu48MPP8SGDRuwevVqPP744xAIBBgbG0NXVxd+/etfc/sZjUYsXLgQeXl5+MlPfoLU1FT8/Oc/x9mzZ9HR0YGqqipu33Xr1kEgEGDbtm3Yt28f/va3v6G3tzcaD29Wud1u7vGGtoGBAbAsi8zMTCxatCgscMnl8nkx/yi0UOv0xiTDMMjLy0NWVhZXGKC+vh4SiWRePCZCroXBYEB3dzdXEMbhcMBisSAuLi7sZMN8WeCaZVmo1eqw96jTp09jcnISAFBWVobm5mYsXboUzc3NaGpqot5nQsgNo3BFyEVcLhfKy8uxaNEi7N+//4qN5u9+97t48cUXMTg4iOLiYgCAzWZDWVkZ7rnnHrzzzjvcvpmZmdBqtVzvBo/Hw+DgIPh8/tw+oCiw2Wzo7OwMa8yMjo4CAPh8PpYsWcKFrYULF0Imk8V8OGFZFg6HAyMjIxgdHUV2djZWrlw5r4Y9EXKtgsEgTp06BYvFElb0Yj68TrVaLbq7u8Pef8bHxwEAUqk07GTPkiVLwOPxonzUhJBbCYUrQi6ya9cu/Ou//iuOHj2KNWvWXHHfiooKlJWV4eDBg2HXf/WrX8WePXtgs9m4CdyNjY3YtGkTnnzySezbtw9PP/009Hp9zDdWZovBYMDp06fDGjwGgwEAkJOTg/r6ejQ0NHBbXV1dTE0QZ1kWfX19UCgUaGpqglQqjfYhETLnDAYDOjs7IZFI0NDQEFND41wuF86dO4fu7u6wzWKxAADy8vLCglRzczO9bgkhc25+le0hJAI+/vhjAFNnbletWoX29nZkZGTggQcewK9+9Svuw9ntdmN4eBif+cxnLrmNhoYGuN1ujIyMoLKyEgCwY8cOPPzww/j+97+P3NxcvPXWW7dNsAIAoVCI9evXY/369QD+MVSnu7sbPT096O7uxkcffYRXXnkFwWAQACCXy8MCV0NDA8rKyiI+FIlhGHR2dmJychJ33nlnTIU+QuaSUCjEXXfdhba2NrS1tWHp0qURr/jHMAyUSuUlIWpoaAgsyyI+Ph4VFRWor6/HN7/5Te69oqSk5LZ6jyWExAYKV4RcRKPRAAA++9nP4vHHH8dPf/pTXLhwAT/4wQ+wZs0anD17Funp6bBarWBZ9rJDSkLXmc1m7rqVK1dibGwMCoUCxcXFN1X2+1YQFxcHmUwGmUyGDRs2cNd7vV709fWFNaJ+97vfQa/XAwDS0tKwYMGCS3q58vPz5+Q4GYZBR0cH3G43Vq9ePe/W+yLkZqWlpXEnmtra2rB8+fI5C1hWqxW9vb1hr/+enh44nU4AU8OKGxoasH79eu71X1tbG9HFkAkh5EooXJHbWiAQCPs+ISEBDMMAAD7/+c/j2WefBQDcfffdEIvFeOihh/DWW29h27Zt3O9c6czoxT9LSUlBdXX1bB3+LSklJQULFy7EwoULw643GAxcD1d3dzfOnDmDP/zhD/B6vQCmAm1VVRUqKytRVVXFbeXl5TcciFiWxZkzZ+B2u2l+FbmtJSUlYdmyZWhra8Pp06exdOnSGx4i6Pf7MTIygoGBgUs2o9HI3V9NTQ0aGhrw8MMPc0FKLBZTbxQhJKZRuCK3LaVSCblcHnbdhx9+yBWYuP/++8N+dv/99yMuLg6ffvopgKnx/HFxcWG9UyGhMf80UXr2CIVCrF27FmvXruWuCwQCGBoaQm9vL9c46+vrw3vvvcdVAouPj0dJSUlY4AptV6vyp1AoYDQaceedd1KwIre9xMRELFu2DB9//DEGBgauuJQEy7IwGAyXhKcLFy5gZGSEO7GVmZnJnRBpaWlBVVUV6urqUFlZOW/KuhNCyHQUrshtSyqVoqOjI+y6qqoqNDQ04O23357x90Jna9PS0lBeXo6enp5L9unp6UFaWhpKS0tn96BJmMTERFRXV1/SG3i5ht2FCxfwwQcf4Le//S03p2t6wy60yeVylJSUID09HefPn8eKFStu+yGchIQkJSWhubkZH3/8MYRCIViWhVKphEKhwIULF8Jec5c7wbF+/frrOsFBCCHzDVULJOQi/f39qK2txbZt2/Dqq69y1//lL3/Bww8/jD179mDz5s0AgO9973t48cUXMTQ0BJlMBgCw2+1cKfYrhTQSHdcyJAkAUlNTUVBQgMrKSpSUlIRtcrkcAoGAGoXklsayLCwWC5RKZdgWClJqtRput5vbPzQ0N7SFTlzczNBcQgiZbyhcEXIZX//617Fjxw5885vfxLp163DhwgX813/9F0pKStDW1sYNVzEajWhsbIRAIMBPfvITpKSk4Be/+AW6urrQ3t5O86vmmcnJybAG5MUNSpvNxu2bnp5+SeCa/j2fz6fwRWIay7KYmJiY8TmvVCpht9u5/TMyMsKe5xc/52kYNCGEULgi5LKCwSCef/55vPbaaxgdHYVAIMBDDz2E//mf/0Fubm7YvsPDw3jmmWdw5MgRBAIBrFixAs899xwWLVoUnYMnc8ZqtV7S+Aw1ShUKBRwOB7dvSkoKpFIpJBJJ2OXF14Xm7hEyW1iWhc1mg1arhVarhU6nC7uc/vX0nqf09PRLAtP0IMXj8ei5SgghV0HhihBCZgHLslz4UigU0Gg0l23UWq3WsN+bKYRNv+Tz+eDz+TTB/zbn9/thsVhgNpuh0+muOTQBUwt1Xy7kFxQUcAGKhroSQsjNo3BFCCER5PF4rtow1ul0XMXJ6bKysrigdS2bQCBAZmYmNZhjDMuycDqdMJvNV91MJhP39fRhqSEzhaaLL2kdKEIIiQwKV4QQEoNCIUyv14c1sK/UCPf5fJfcTlJSEhe28vLykJWVFbZlZmZe0/eZmZlztnDsfBEMBuFwOOBwOGC327ntWr+3Wq3c//Jq/6uZwnLoa7FYTKGJEEJiEIUrQgi5BVxLb4jVar1iCAiVqJ9JWloaF7YyMjKQkpKC5ORk7vJav77c93Fxcde0sSwLhmHAsuyMm9/vh8/ng9frhc/nu+LXV9vP6XRyfyuXy3XFv098fPwVQ2peXt4VQxP1MhJCyPxH4YoQQghYloXX672m3phQ783lAsq1BJrp+86lawl7V/t5enr6jD17Fweo1NRUCkeEEHKbo3BFCCEkKliWRSAQgM/nu2JP1PQtPj7+qr1bycnJSExMpKBDCCEk4ihcEUIIIYQQQsgsiI/2ARBCCCGEEELIrYDCFSGEEEIIIYTMAgpXhJCY8KMf/eiK82jefvvtq+6bmpp6ye2q1Wrcd999SE9Px8qVK9HX1xfJh0UIIYSQ28jtvWgJISRmbNu2DQ888MAl13/lK1/B8PDwZX928OBB5OTkcN/Hx196vugrX/kKRCIR/vrXv2Lfvn145JFH0NvbO7sHTwghhBACCleEkBhRWFiIwsLCsOuUSiXOnTuHL37xi8jNzb3kdxYvXgyBQHDF2z127Bi0Wi2ys7OxZs0a/P73v4fZbAafz5/NwyeEEEIIoWGBhJDY9frrr4NlWWzbtu2Gb6OsrAw7duyAzWbDm2++iaSkJPB4vFk8SkIIIYSQKRSuCCExiWEYvPHGGygvL8eaNWsuu099fT0SEhIgEomwZcsWjI2NXbLPjh078MILLyAnJwdf//rX8cYbb9D6R4QQQgiZE7TOFSEkJh08eBDr1q3Dz3/+c/zHf/xH2M/27NkDlUqFpqYmpKamor29Hc899xySkpLQ2dmJgoKCsP29Xi8UCgWKi4uRlpYWyYdBCCGEkNsIhStCSMQFAoGw7xMSEi7pTXrkkUfw3nvvQaVSQSwWX/U229vbsWLFCjz11FN46aWXZvV4CSGEEEKuBQ0LJIRElFKpRFJSUtj20Ucfhe1jMpmwb98+bNiw4ZqCFQAsXboUlZWVaGtrm4vDJoQQQgi5KqoWSAiJKKlUio6OjrDrqqqqwr7fs2cPfD7fdReyYFn2suXYCSGEEEIigYYFEkJiTl1dHaxWK8bGxpCQkHBNv9PW1oaVK1fiG9/4Bl544YU5PkJCCCGEkEtRzxUhJKZ88sknOHfuHP7zP/9zxmDV2NiIzZs3o6amhito8ctf/hJisRjf/e53I3zEhBBCCCFTKFwRQmLK//7v/yIuLg5f/vKXZ9yntrYWr776KnQ6HXw+H6RSKb7whS/ghz/8ISQSSQSPlhBCCCHkH2hYICGEEEIIIYTMApr5TQghhBBCCCGzgMIVIYQQQgghhMwCCleEEEIIIYQQMgsoXBFCCCGEEELILKBwRQghhBBCCCGzgMIVIYQQQgghhMwCCleEEEIIIYQQMgsoXBFCCCGEEELILKBwRQghhBBCCCGzgMIVIYQQQgghhMwCCleEEEIIIYQQMgsoXBFCCCGEEELILPh/dAYso6Z3p7wAAAAASUVORK5CYII=",
554 "text/plain": [
555 "<Figure size 1000x600 with 1 Axes>"
556 ]
557 },
558 "metadata": {},
559 "output_type": "display_data"
560 }
561 ],
562 "source": [
563 "# Plot the footprint of the images\n",
564 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n",
565 "ax.grid(True)\n",
566 "ax.set_axisbelow(True)\n",
567 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n",
568 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
569 "ax.scatter(ra_cel, dec_cel, color='m', alpha=1, s=1, label='Celestial equator')\n",
570 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
571 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n",
572 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
573 "\n",
574 "for target in df_stats.index:\n",
575 " data = df_stats.loc[target]\n",
576 " ra = data['RA']['mean']\n",
577 " dec = data['DEC']['mean']\n",
578 " ra = np.deg2rad(ra)\n",
579 " dec = np.deg2rad(dec)\n",
580 " ra = ra-2*np.pi if ra>np.pi else ra\n",
581 " name = target\n",
582 " ax.scatter(ra, dec, color='r', marker='x', alpha=1, s=20, label='Footprint')\n",
583 " ax.annotate(name, xy=(ra, dec), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n",
584 "\n",
585 "ax.set_title('ICRS frame')\n",
586 "fig.savefig(\"images/astro_target-ICRS_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n",
587 "plt.show()"
588 ]
589 },
590 {
591 "cell_type": "code",
592 "execution_count": 12,
593 "id": "88120ab7",
594 "metadata": {},
595 "outputs": [
596 {
597 "data": {
598 "image/png": 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",
599 "text/plain": [
600 "<Figure size 1000x600 with 1 Axes>"
601 ]
602 },
603 "metadata": {},
604 "output_type": "display_data"
605 }
606 ],
607 "source": [
608 "# Plot the footprint of the images\n",
609 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n",
610 "ax.grid(True)\n",
611 "ax.set_axisbelow(True)\n",
612 "ax.scatter(l_gal, b_gal, color='b', alpha=1, s=1, label='Galactic plane')\n",
613 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
614 "ax.scatter(l_cel, b_cel, color='m', alpha=1, s=1, label='Celestial equator')\n",
615 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
616 "ax.scatter(l_ecl, b_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n",
617 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
618 "\n",
619 "for target in df_stats.index:\n",
620 " data = df_stats.loc[target]\n",
621 " ra = data['RA']['mean']\n",
622 " dec = data['DEC']['mean']\n",
623 " ra = np.deg2rad(ra)\n",
624 " dec = np.deg2rad(dec)\n",
625 " ra = ra-2*np.pi if ra>np.pi else ra\n",
626 " l, b = frame2gal(ra, dec, f_in='icrs')\n",
627 " name = target\n",
628 " ax.scatter(l, b, color='r', marker='x', alpha=1, s=20, label='Footprint')\n",
629 " ax.annotate(name, xy=(l, b), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n",
630 "\n",
631 "ax.set_title('Galactic frame')\n",
632 "fig.savefig(\"images/astro_target-GAL_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n",
633 "plt.show()"
634 ]
635 },
636 {
637 "cell_type": "markdown",
638 "id": "d899f176",
639 "metadata": {},
640 "source": [
641 "## Footprint of images"
642 ]
643 },
644 {
645 "cell_type": "code",
646 "execution_count": null,
647 "id": "29e166d1",
648 "metadata": {},
649 "outputs": [
650 {
651 "name": "stderr",
652 "output_type": "stream",
653 "text": [
654 "100%|██████████| 3687/3687 [00:09<00:00, 374.20it/s]\n"
655 ]
656 },
657 {
658 "data": {
659 "image/png": 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+YcQ4wjnJ5/DcBc+REmz2Aln3+jp2N+8W92FBeESYcL8A7cp2Htv9GJ/XfU73cDdhPmGsiF/BXzb9hUi/ySdYZI/JuDP/TnIjcnn6wNM0DzaTGpzKw2sf5qr5V035uxR1FLHl2y0cbDtIt6qbSN9Ilscv5w/n/oHEoERxO8txf33917x37D3er3ofAYG1iWt5YdMLxPiP9Wz5V+W/ePbQs5R3lyNDxsqElfzh3D+wKHrRlO0ZjSRyJCQmYOvWrahUKn79619Puo3BYGDbtm1cf/31osABSExMZP369Xz88ceiyAkJCUEmk/HWW29xySWX8OKLL5KRkTHnxyFxeqhUqjGiZbyY6e/vF7f18PAgMTGRpKQklixZwmWXXUZiYiLx8fGSeJGwKt7e3qSkpJzkKjue0WKora2N5uZm8Rz//PPPaWpqYmRkRNw+ODj4JOEzWhD5+/vP9aFJSMwpRpMRg8kw5jUZMlxdvksM8uN//5i3yt/ipkU38fj6x/Fw9aC4s5gmRdNpfedN/7mJjSkbefuyt2kdbOXBXQ+y7vV1lN9eTpBXEC9e9CK3fHoL9QP1fHzlx6fcX7uynfy/5aM36bl/1f3kRebRr+nny7ovGdAOTClyAP5T+x92Ne3i8fWP4+vuy4tFL/KjD3+Em4sbP8z+4aSfa1I0kRGawVXzryLEO4TOoU5eKnqJ/L/lU3VnFWE+YWO2v/nTm7ko/SLxuO/dfi/XfnQtX9/wtbjN7/b+jge/fpCfLPwJD65+EJ1Rx5++/ROrX1vN4Z8enrYboSRyJCQmYM+ePYSEhFBTU8P3vvc9KisrCQkJ4Qc/+AFPPfUUAQEB1NfXo9FoyMvLO+nzeXl5bN++Ha1Wi5eXFy4uLmzdupXrr7+e6667jpiYGD755BMbHJmEBbVazfHjx6mtrRWXEydO0NTURG9vr7idu7u7KGIWLVrEpZdeOmagFx0dLbmNOQIvvgh33nny62dh7p1TiSGTyURPT8+EQv+///0vzc3NY0RQSEgISUlJpKenk5GRIS7z5s2TBJCEQ7Ds1ZNdv1xlrhgeNgufvc17+Uf5P3hg9QM8ec6T4jYXpF1w2t+5NGYpr37vVfF5TkQOK/++kr8c/gsPrHmA7PBsgryC8HT1nJZr2sO7HqZP3UfZbWVkhWeJr1+Rc8W02tOn7uPIT4+IYmhT+ibmvzSf3+z8zZQi54fZPxzzvtFk5OJ5FxO5JZK3K97mfwr/Z8z2F6RewPMXPi8+l2vk/GrHr+ga7iLKL4rWwVYe+eYR7iq4a8x2G1M3kv7/0nls92P864f/mtYxSSJHQmIC2tvbUavVXH755fzmN7/h2Wef5ciRIzzyyCNUVlayd+9ecTY/JCTkpM+HhIQgCAIDAwNER0cDcOmll9LV1UVrayspKSl4eHhY9ZjORkwmEy0tLdTW1p4kaFpbW8XtwsLCyMjIYP78+VxyySUkJSUREBCAQqHgBz/4AX5+fjY8ConTYroB95btXnkFbrll7trjQLi4uBAVFUVUVBTLlp08uBoZGeGjjz7Cy8sLrVZLU1MTDQ0NnDhxgt27d9PV1SVuGx0dPUb4WJakpCQpfbaE3fDm998cIwzAbMmx8Hnd5wDcmT/BRMlpck3uNWOer4hfQWJgIruadvHAmgdmvL/P6z5nffL6k45jupybcu4Ya4+riytX5lzJY7sfo03ZNmmSg2HdME/sfoIPqz+kSdGEUfguWUp1b/VJ24937cuLNE8UNyuaifKL4sv6LzGYDFy/4Pox1jUvNy/WJq5lV9OuaR+TJHIkJCbAZDKh1Wp55JFHuO+++wBYt24dHh4e/OIXv2Dnzp1i9qWpsheNf8/X15fMzJMzuEicGYODg2MEzGjLjFarBcxuZZaZ5muvvVacac7IyJhQqII5c15paSkrVqyQrDXOzq23mpez0LIzEwRBoKysjKSkJJYtWzbh/W9wcPCkSYUDBw7w5ptvinWXPDw8SEtLG3MdWpbQ0FBrH5bEWU5WeNaUiQd6Vb24ylyJ8ouate+caF9RflH0a/on2PrU9Kp7ifM//WxrUb4TtwegX90/qci5+sOr2dm4k4fWPER+TD4BngHIZDI2/XMTGsPJddZCfcZe355ungDitt3D3QDk/y1/wu9zkU2/L5ZEjoTEBISGhnLixAnOP//8Ma9feOGF/OIXv6C4uJjvfe97AGPiMyzI5XJkMpmUtWiW0ev11NbWUl5eTnl5ORUVFZSXl9PW1iZuExMTQ0ZGBitXruTGG28UB06JiYkznjnOy8tj7969lJWVsXDhQikdryNhESsz/c8s20tiZ0KqqqoYHBxkzZo1k14PgYGB5Ofnk58/dpBiMplobW09SQC98847tLS0iNtFRUWRm5tLXl6euGRlZeHp6TmnxyYhMRnhvuEYBSNdw11E+0fPyj67hrsmfC0tJO209hfuE07bUNupN5ysPaqJ2wMnCxMLg9pBth3fxiNrH+G+VfeJr48YRpBr5BN+5lRYYng+uPyDMYkLTgdJ5EhITEBeXh4HDx486XVLcUUXFxdSU1Px9vamoqLipO0qKipIS0vDy8trztvqjAiCQFdX1xghU15eTlVVFXq9HoD4+Hjy8vK47rrrmD9/PpmZmaSnp89qDICbmxvLli1j3759lJeXk5eXJwkdR0MSO7OCIAjU1NTQ0tLC6tWrT0twuLi4kJiYSGJiIhs3bhzznlqt5sSJE9TW1lJZWUl5eTkfffQRTz/9NACurq5kZmaSl5c3RgDFxcVJ16TEnHNh2oX8ft/veanoJR5f//is7POfFf/ksuzLxOfftn5L82AzNy++WXzN081zQmvIZG38R/k/qO2rJSNs5omNdjbspHu4W3RZM5qM/OvYv0gNTp3UiiOTyRAQRGuMha3FW8e4rc2E89POx83FjfqB+jG/z+kgiRwJiQm47LLL+Otf/8rnn3/OokXfpSv87LPPAFi2bBlubm5s3ryZjz76iKeeekocXLe0tLBr1y7uvvtum7Td0dBoNBw7dmyMmCkvL6evrw8wu/jl5uZSUFDAzTffLA5ygoODrdI+b29vVq5cybfffsvRo0dZtGiRFEvgiJyJ2HnpJbjtttlvk4NgMpmoqKigs7OTlStXzkmMmo+PDwsWLGDBggVcccV3gdJKpVIUPZZJj//+978olUoAgoKCRMFjET/z58+X4ugkZkRlT+VJ2dUAUoNTCfcNZ3Xiaq7Lu44n9zxJ93A3F8+7GE83T0o6S/Bx9+FnhT+b8XcWdRRx839u5vLsy2lVtvLA1w8Q6x/LHfl3iNvkRuTyUfVHvHTkJZbELMFF5jKpW93j6x/n87rPWfP6Gu5fdT+5kbkotAq+qPuC/13+vxMWOx1NmE8Y57x5Dg+teUjMrlbTV8O7l7076WcCPANYk7iGP337J8J8wkgKSmJ3025eLXmVIK+gGf8mAElBSTy+7nEe+PoBGgYauCDtAoK9gulWdXO4/TC+7r48tv6xae1LEjkSEhNw3nnnsXnzZh5//HFMJhPLli2jqKiIxx57jIsvvphVq1YB8Nhjj5Gfn8/FF1/MfffdJxYDDQsL45e//KWNj8L+0Gg0lJSUcOTIEY4cOUJRUREnTpzAZDIhk8lITU0lLy+Pu+66Sxy4JCcn2zwexsfHh9WrV3Po0CH27dtHfn6+GJMl4WAIAuzbB6tXT/8zt99uXs5Cq45Wq+Xo0aOMjIywZs0aq5/3AQEBrFixghUrVoivCYJAS0vLmEmRHTt28OKLL2IymQBITU1lyZIlotvckiVLJOEjMSk/+eQnE77+t81/Ey0rr3//dRZHL+bVkld5vex1vN28yQ7P5v7V95/Wd756yav8o/wfXPXhVYwYRlifvJ7nLniOEO/vYkR/XvhzjvUe4/6v72dQO4iAINbJGU9sQCyHf3qYR3Y9wh/2/4F+dT/hvuGsSlg1Zp+TcUnGJeSE5/Dg1w/SMthCakgq//zBP7ly/pVTfu7tH7zNz7/4Ob/a/isMJgMrE1ay/brtXPT2RTP7QUbxm9W/ITs8m+cOPcc7le8wYhghyi+K/Nh8blsy/QknmSCchXdtCYlpoNFoeOyxx3j77bfp7OwkJiaGa665hkceeWSMq8bRo0f59a9/zYEDB3Bzc+Occ85hy5Yt0yre58zo9XoqKytFQXPkyBEqKysxGo14eHiwcOFCli5dyqJFi8jNzSUnJ8fuByEGg4GysjI6OztJTEwkNzfX1k2SOBM+/RQumbyI30mcZd1lbW0tdXV1hISEsHTpUtzd3W3dpCnRaDRUV1dTXl5OaWkpRUVFFBcXo9FokMlkZGVliaInPz+fBQsWSHE+ElbHUhTzyE+PTJnswJpYioG+sOkFWzdlVpFEjoSExBljMpk4fvz4GEFTWlqKVqvFxcWFnJycMYOL3Nxch0ihLQgCSqWS/v5+5HI5/f39jIyM4OPjg1arJTIykvnz5+Pt7W3rpkqcKePd2M7irlGn03Hs2DHa2trw9vZGrVbj4eFBSEgIoaGhhISEEBgYaHML63QwGAxUVVWNuTeVl5djMBhwd3cnLy9PvC8VFBSQlZUluaNKzCmSyLEekruahITEjGlvb+fAgQPioOHo0aOij3x6ejr5+flceeWVoqXG19fXxi2eHkajkYGBAVHQyOVyBEEQB3dJSUkEBQXh5uaGVqulsrKSr7/+moyMDJKTk6XBkSNzFosaC5a6UtXV1QQHB3Puuefi4+OD0WhEoVAgl8vp7e2ltrYWk8lEcHAwoaGhhIaGEhwcjJub/Q0p3NzcRNfXm266CTC74JWVlYn3r927d/PKK68gCAK+vr4sXrxYFD6FhYUkJSVJyQ0kJBwQyZIjISExJZasSnv37mXfvn3s3buXpqYmAOLi4sZYaJYsWWK1hACzgdFoRC6X09fXR19fHwqFAnd3d3G2OjQ0lICAgClnrHt7e6msrMRgMJCVlUVsbKw0IJJwKCzZDKurqzGZTOTk5BAVFTXpeSwIAkNDQ2MsnFqtlsDAQMLCwggLCyM0NNQuRc9kKJVKiouLx1h8LPe52NhYVq1axerVq1m1ahXz58+XJjQkJBwASeRISEiMQa/XU1xcLIqaffv20d/fj6urK4sWLRI7++XLlxMdPTv1AqyFyWRiYGCA3t5e+vr6GBgYwMPDQxyYhYWF4ePjM2ORYgmErq2txdXVlYyMDGJiYhzCnUfi7MUibmpra9FqtaSnp592og+1Wk1/f784YaDRaAgKCiI8PJywsDBCQkIcThj09vZy8OBBcXKnqKgIvV5PYGAgK1asEEVPfn6+VC5AQsIOkUSOhMRZztDQEAcPHhRFzcGDB9FoNPj4+LBs2TJR1BQWFs5qDRprYDKZUCgU4sBLLpfj5uY2RtT4+vrOmuXF4u5z4sQJBEEgNTWVhIQEuw/Ylji7MBgMtLW1UV9fj8FgIDU1laSkpFm1vKjVavr6+sQJBZ1OR3BwMMtXr8YiocSr7vvfh48/nrXvnis0Gg2HDx8WRc+3337L0NAQHh4e5Ofni6Jn5cqVUiFoCQk7QBI5EhJnGb29vezZs0fsqEtLSzEajYSFhbFq1SpR1CxatMghB+cqlYqenh56enro6+tDJpONETX+/v5z7k4mCAIdHR3U19ejVCqJj48nLi6O4OBgybojYRMEQWBgYICOjg5aWlrw9vYmJSWF+Pj4OT8nBUFA6+KCF6OEzej3/28t++4Dc9qe2cJoNFJeXi7eS/fu3UtXVxcymYzc3FzxXrpmzRpiYmJs3VwJibMOSeRISDg5arWavXv3smPHDrZv305ZWRkAycnJ4szj6tWrycjIcMhYEr1eT19fnyhsNBoNoaGhREREEB4eTmBgoM2Oy2g0Ul9fT1NTExqNBj8/P5KTk4mNjZVS10pYBb1eT0dHB42NjQwODuLp6UliYiKpqanWy3A4U/dPxokhBxmmCIJAQ0ODKHr27dtHbW0tAFlZWWzYsIGNGzeydu1aAgICbNxaCQnnRxI5EhJOhtFo5OjRo+zYsYMdO3awf/9+dDodMTExbNy4kQ0bNrB+/XpiY2Nt3dTTQhAEBgcHRVEjl8vx8fEhIiKCiIgIwsLCrBPwbBm4jbuFmkwment7aWtro7OzEy8vL+Li4oiKikKhUNDa2srAwAARERHExMQQHR3tkBYzCfvFYDDQ3d1Ne3s73d3dBAQEEBcXR2hoqHhuDg8PExUVRWxsLJGRkdaJlzmNyQZHtfJY6OnpYffu3Wzfvp3t27fT1NSEq6srhYWF4v24sLBQugdISMwBksiRkHBwBEGgvr6e7du3s2PHDr7++msUCgX+/v6sX7+eDRs2sGHDBjIzMx3SUgPm2eienh66urro6enBZDIRFhYmChurpaieLNvUf/+LvLCQtrY2Ojo6cHFxIS4ujtjY2AktSSqVivb2djo6OlAqlYSHhxMVFUVUVJRUc0fitBgZGaGrq0u8Rnx8fIiNjSU2NnbCWDqlUkl7ezttbW3iJEhsbCxhYWHWc6k8TdHjaLE8o2loaBDv1Tt37mRgYAA/Pz/WrVsn3quzs7Md9l4tIWFPSCJHQsIB6e3t5euvvxY7y+bmZtzc3Fi2bJk4O5ifn+/Qs4MqlUoctPX39+Pn50dkZCRRUVHWjW2ZxmBDAIzAsdJSYmNjCQ0NnfYgRaVS0dnZSVdXF3K5nICAAFG8hYSESDE8EhNiSarR09NDd3c3g4ODBAYGEh0dTVRU1LTdoQRBQKFQ0NbWRnt7O2BOmZyQkEBgYOBcHsJY3NzAaJzRR8ZYecLDoadntls1pxiNRkpKSkRX4n379qHT6YiOjhYFz4YNG6R4HgmJ00QSORISDoDRaOTw4cN8+umnfP7555SWlgKQk5Mj+nmvWbPG4bKfjcZkMiGXy+nu7qarqwuVSkVYWBhRUVFERkZat6DoDGZRhVFrlwUL4P/+m9NBp9OJg9be3l4MBgOhoaFi0gQ/Pz+HFq4Sp4/BYEClUomZAi1JNcLDw4mMjCQiIuKM0xgLgkBfXx+tra10dHTg6+srJs2weork04jjgf8TPF99BRs3znaL5hy1Ws3+/fvFyauSkhIAsrOzueCCC9i8eTMrV66U7gESEtNEEjkSEnaKUqnkq6++Ytu2bWzbto3+/n7CwsK44IILOO+88zj33HMdfobPYDDQ09NDZ2cn3d3dyGQy0VoTHh5u3c78dIUNzEmcgKXgYm9vr2jlsbjpWYqVBgcHSwMeJ0Wv16NQKJDL5cjlcnp6epDJZISEhBAZGTnnSTUMBgMdHR20trbS399PREQECQkJ1ovfGc00j1EADEBXSwtRUVEOf22Mtth/9tlndHZ2EhQUxAUXXMDFF1/MhRdeSEhIiK2bKSFht0giR0LCjmhoaGDbtm18+umn7N69G71eT05ODosXL2bp0qXccMMN1nUhmQN0Oh3d3d10dHSIsQMWF5vg4GDr+qLn5kJl5bQ3F5hbYTMerVbL8ePHaW5uJjo6mtjYWLRarTjwVavV+Pr6EhwcTFBQEIGBgQQGBjr84O5sw2AwoFQqUSgU4jI0NISXlxehoaEEBwfj6+tLZ2cnbW1txMXFkZGRgY+Pj1Xap1araW1tpbW1FZ1OJ7qzBQUF2SZ2ZILvFIDBb76hOyqKjo4OhoaGCA8PJyYmhqioKIfPZqhSqfjnP//JgQMHKC8vp7i4GBcXF1auXMnmzZu5+OKLHTruUkJiLpBEjoSEDTEYDBw8eJBPP/2Ubdu2UVVVhYeHB+vWrWPz5s1cdNFFJCcnIwgCVVVVNDc3s3jxYqKiomzd9Bmh1Wrp6uqio6ODvr4+AgICiI6OJiYmxvoudl98ARdeOO3NLcJGBsisdLscGRmhrq6OxsZGIiIiyMzMnDDGYmRkBIVCwcDAAAqFgsHBQbRaLT4+PgQEBIiLv78/fn5+UnyPjTGZTKhUKoaGhhgaGkKpVDI4OIhKpcLT05PAwECCgoLEZaIkFMPDw9TW1tLR0UFCQgLz5s2zWrIKQRCQy+W0trbS3t6Oj48PiYmJxMfH205Yy2Tw+9/DffeNedkS69bR0YFCoSAkJES85zhaco/+/n6OHDlCZGQkeXl5uLq60t7ezmeffcann37Kjh070Gg0pKamcvHFF7N582ZWr15tvRThEhJ2iiRyJCSszODgIF988QXbtm3js88+Qy6XExERwUUXXcTFF1/Mxo0bJx34t7W1UVZWRkJCAtnZ2dZ3G5kBGo2Gjo4OOjs7kcvlBAcHEx0dTXR0tHXja8azfz+sWjXlJpaboh7wsOItUq/XU1dXR319PaGhoWRlZc24cvrIyAiDg4MolUpxGR4exmQy4ePjIwoeNzc3vL29CQsLw9vbW5oBniUEQRCtbUqlUhQ2w8PDDA8PI5PJ8PPzGyNCAwMDZxzzolQqqa2tpbu7m6SkJNLT061qrTAYDLS3t9Pc3IxSqSQmJoakpCTrW2OngUajobOzk87OTvr7+8UEDTExMfj5+dm6eZNiMpk4fvw4dXV1ZGdnk5ycPOFvq9Fo+Prrr0UvgPb2dgICAjj//PPZvHkzF154IWFhYTY4AgkJ2yKJHAkJK9Db28vHH3/M+++/zzfffIPBYCAvL4/NmzezefNm8vPzpz3LPjw8zNGjRzGZTCxZssSuispptVo6Ojpob29nYGCA0NBQsRaM1QOXT8Vf/4rx1ltxwWylsdwIjYDrZ58hm4G150wxGo00NTVRW1tLYGAgmZmZhIaGztr+BUFAo9EwNDTE8PAwvb299PT04ObmhsFgAMDHxwcfHx+8vb3Ftbe3N15eXnh7e1un9pADYDAY0Gq1aDQaca1Wq8W1Wq3GZDLh7u6OXq8nPDyciIgI/Pz88Pf3x8fHZ1ZFwODgINXV1fT19ZGenk5qaqrV/6vBwUGam5tpbW3F29tbtO7YoyXBkmq7s7OT3t5e/P39xXTv9mThUavVHD16FJ1Ox9KlS6ftpiwIAqWlpaLgOXLkiOjWdvnll3PZZZc5fCynhMR0kUSOhMQcMVrY7Nq1C0EQWLduHZdddhkXX3wxCQkJp71vk8lETU0NDQ0NpKenk56ebjNXJJ1OR2dnJ+3t7fT19RESEkJsbCwxMTF26wc/ODhIY2MjbW1t+JWXs/KBB+Cii3Dfts2q7RAEgfb2dqqrq3FzcyM7O5uIiIg5mwm3VGSvrq4mLy+PhIQETCYTGo0GlUo1ZqBuGcBrNBpMJhOurq54eXnh5eWFp6enuHh4eODh4YG7uzseHh4YjUYCAgJwc3Ozuxn98QiCIMbDuLm5odPpxiwjIyPiWqvVotVqMRgMuLi4iOLPy8trjED09fXF29sbV1dXOjs7KS4uJjU1lYyMjDn9Pfr7+zl27BhqtZrMzEwSEhKsfk+wJCtobm5GoVAQExNDcnKyXVp34OR7V3BwsHjvstWkzOhrND4+npycnDMSrV1dXfz3v//lo48+Yvv27RgMBlatWiUJHomzAknkSEjMIn19fXz88ce89957Y4TNFVdcwaWXXkpERMSsft/AwAClpaUIgsDChQutlmnHYDDQ1dVFW1sbPT09BAYGioUH7Wk2dDQmk4nOzk4aGhoYHBwkLi6OpKSkGbuDzRa9vb0cO3YMnU5HZmYm8fHxczoQNJlMlJWV0d3dTUFBwbTPFUEQ0Ov14iB/ZGRkzDJeFFgsQwDu7u64ubmJi6ur65i1i4sLrq6uuLi4iItMJhPXlt/DsjYajeJ7giCMWUwm05jFaDSKa4PBIK5HL3q9Xmyrm5sbnp6eoljz8PDAy8sLDw8PPD09xwg8Dw+Paf9XSqWSQ4cOERgYyOLFi+fUyiIIAp2dnVRVVSGTycjOziYqKsomAkOpVNLU1ERrayu+vr6kpKQQGxtrty62IyMjohVaLpcTFhZGbGws0dHRVrNIKZVKSktL0el0LFy4cNZdzAYGBvjkk094//33JcEjcVYgiRwJiTPE2sJmPCaTibq6Oo4fP05MTAzZ2dlzMgtpMpno6emhtbWV7u5usaJ6XFycbWNsToFWq6WpqYmmpiZcXV1JTk4mISHBZq40g4ODVFVVMTAwQHp6OikpKXM+8BsZGeHw4cMYjUYKCwvnRIgKgsDBgwfx8fEhOzsbvV6PXq8/SViMFh2jxYhlsQiW0QIGzOdff38/oaGhY0SQZRktlEaLJ1dX1zHiarTwcnd3x93dnfr6erq6uli7du2cCIKRkRGKiorQ6XQUFhbOeVY0k8lEc3MztbW1+Pr6kpOTY7NUw3q9nra2NhobGxkZGSEhIYHk5GSrZYY7HTQaDe3t7bS3t6NUKomIiCA+Pn7O0mfrdDpqa2tpamoiJSWFzMzMOb8nSIJH4mxAEjkSEqeBRdi8//77fP3111YXNhOhVqs5duwYPT09zJs3b1YGz4IgoFQqaW1tpa2tDZlMJhYHtKdYoPFYskA1NjbS2dlJWFgYKSkpc+oKdipGRkaorq6mtbWV5ORk5s2bZxWhNTQ0xMGDBwkKCmLRokVzZkno7OyktLSUc889d06OS6/X89lnn7Fp06ZZz+RlNBr5+uuvSU9PJykpaVb3bcFkMlFRUUFnZyeFhYUEBwfPyfeMRq/XU19fT11dHVFRUeTk5NjM0ioIAv39/TQ0NNDd3U1ERATJycmEh4fbpSubheHhYdrb28ekz46Pj58VFzyTyURLSwvV1dUEBQUxf/58mxR0nkzwXHHFFVx22WVER0dbvU0SErOBJHIkJKbJ0NAQH374IW+//bbdCJuJ6Ovro6KiAr1eT0ZGBvHx8TP2zddqtbS1tdHa2opKpSImJob4+HjCwsLsekBiMplob2+nvr4etVpNQkICSUlJNs2gZDKZaGhooLa2lrCwMHJycqzWnt7eXo4cOUJycvKc1tCwhkiYS5EDcy/SYGy8xeLFi602W67RaKiqqqKzs5O0tDTS0tJsmkhCo9GI1lUPDw9SU1OJj4+3W1c2MP93AwMDYvpsDw8P4uPjiY+Pn7FVyuJWWF1djSAIzJ8/n8jISLu4t04meH70ox9x5ZVXSsVHJRwKSeRISEyB0Whk165dvPHGG3z00UdoNBrWrVvHlVdeaVfCZjyjA9pdXFzIysoiOjp6yk7UaDTS2dlJa2srvb29hIWFER8fT3R0tN1n1tLpdDQ3N9PQ0ICrqyspKSkkJCTYtN2CINDd3U1lZSUuLi7k5uYSHh5ute9vaWmhvLyc3NxcEhMT5/S7jh8/TkdHx5y5e8HcixxBEDhw4AD+/v7k5ubO+v5H09nZydGjR8nKyiIlJcVqg1u5XE5lZSUajYacnBxiY2NtOrA2Go3ipIRWqyU5OZnk5GS7TVhiwWg00tXVRWtrKz09PYSGhhIXF0dMTMyU56YgCPT09FBdXc3IyAgZGRk2SRAxXSyC57333uOrr77C1dWVSy65hOuvv54LLrhAKjosYfdIIucsYevWrfz0pz/F19eX4eFh8fUf//jHvPHGGydtn5GRQU1NzZjXjh07xo033khFRQVr167l1VdfdVq/3ZqaGt544w3eeust2tramDdvHjfccAPXXnvtGWVFszYW3/zjx4/j7u5Oeno6sbGxYzpVhUJBc3MzbW1teHl5ibOT9ppAYDQqlYqGhgaam5sJCgoiNTXVZoHWo1EqlVRWVjI4OEhmZiaJiYlWG8gIgkBtbS319fXk5+fPuRDXarXs2LGD5cuXz2ra6/HMtcgB8/+2e/du1q1bN+duQwMDAxw6dIiYmBjmz59v1fOjra2NqqoqvL29yc3NtYrr3Kna1NvbS319PX19fcTFxZGammrXLrEWRkZGRKv38PAwsbGxJCYmjnFnEwSBrq4uamtr0Wg0pKWlWSUWbzbp6urinXfe4Y033qCsrIyIiAiuvvpqrr/+ehYuXGjze66ExERIIucsoL29nZycHHx9fRkcHDxJ5Lz33nt8/fXXYz7j7e3NggULxryWnZ3Npk2b2Lx5M1u3bmVgYIBtVk65O5f09/fz7rvv8uabb3L48GGCg4O56qqruOGGGygoKHDom7jRaKS1tZUTJ04gk8nEonItLS2Tdsz2jFwup66uju7ubqKjo0lNTbX5QA3MWedqa2tpbGwkMTGRjIwMqyY4MJlMlJaW0tfXx7Jly6wySLRkgyooKJjT77GGyAEoKytDq9VSWFg4Z99hQa1Wc/DgQXx9fVm6dKlVB70Gg4ETJ05QX19PfHw8WVlZdlHXRqlUUl9fT1tbG2FhYaSmptp93I6F8fWC4uPjcXNzo7GxEZ1OR3p6OomJiXZvGT8VZWVlvPHGG/zzn/+kp6eH3NxcbrjhBq655hqioqJs3TwJCRFJ5JwFbN68GZlMRkhICB988MFJImf8axPR19fHvHnzkMvlgLkjio2NZWhoaE7bPtfo9Xo+//xz3njjDT799FNMJhObNm3ihhtu4OKLL7Z7t4mZYAnGr66upr+/H5lMRnh4OLm5uXZd9duCxdXjxIkTDA4OkpiYSEpKil1kaRIEgY6ODiorK/H19SUvL8/qs9AGg4GioiI0Gg3Lli2ziiVucHCQPXv2cM4558x5hj1riZyRkRF27NhBQUGBVdwLdTodhw4dAqCwsNDqQkOlUlFeXo5CoSA7O5uEhAS7EBSWrIiNjY14e3szb968U7rc2gsajYbKyko6OzsRBIGgoCAyMzNtmvhkLjAYDHz55Ze88cYbfPLJJxiNRs4//3yuv/56vve979lfAWiJsw5J5Dg5b731FnfccQdVVVU8+OCDpy1yTCYT4eHhPPfcc1xyySW8+OKLfPDBBxQVFc31Icw6giBQUlLCG2+8wdtvv01fXx+LFi3i+uuv5+qrr7bbOJvTRafT0draSnNzMxqNhri4OBITE8XMS729vXZdtM8iIE6cOIFGoyE1NZXk5GS78QcfHh6mvLwcpVJJdnb2nNe7mQidTsfBgwdxcXGhsLDQKr+NJYYlICCA+fPnz/n3WUvkAJw4cYK2tjbWrVtnlf/SaDRSVFSESqVi+fLlVncVtbhTVVRU4OXlxYIFCwgMDLRqGybDYDDQ3NxMXV0dbm5upKWlnVYyFWugUChoamqira2N4OBgUlNT8fHxoaWlhdbWVtzd3UlISCAhIcHpBMDAwADvvfceb7zxBgcOHCAwMJArr7yS66+/nhUrVthdvyJxdiCJHCemp6eH7OxsHn/8ce64444JBc2Pf/xj/vGPfxAeHk5vby/R0dF8//vf5/HHHz8pi8rHH3/M9ddfz/DwMDExMXzyyScsXbrU2od12gwNDfHWW2/x8ssvU15eTmRkJNdeey033HDDnAca2wKFQkFjYyPt7e0EBgaSmJhITEzMSa4SQ0NDNDU10dLSgo+PD0lJScTFxdlcRJhMJtHFzmQykZaWZvNkAqMxGo0cP36c+vp6EhISyMrKsslvplarxYD5JUuWWM3lqaenh6KiIjZs2GAV64M1RY7RaGTnzp1kZWURHx8/p99lwWQyUV5eTk9PD8uXL7dJKmGDwcDx48dpaGiw6Tk9EePvB6mpqXbh+mVJntDU1IRSqSQuLo7k5OSTRKIlWUFzczP9/f1ER0eTkpJilxNLZ8rx48d58803+cc//kFLSwvp6enceuut/PjHP57TuD0JifFIIseJ+eEPf0hnZyf79u1DJpNNKHKeeeYZAHEmdvfu3TzzzDMkJCRw5MiRk9yYVCoVra2tpKSk2IX/9nQoLy/npZde4q233kKtVnPJJZfw05/+lPPOO8/mHeRsYzKZ6OjooLGxkcHBwUk73IkwGAxiZz00NER0dDQJCQlWTxs9fuY2PT2duLg4u5q57e3tpaysDHd3dxYsWEBQUJBN2jE0NMS3335LVFQUeXl5VvufBEFg9+7dxMXFkZaWZpXvtKbIAWhtbaW6uppzzz3XasJREARqampobGxk+fLlNoszGxoaory8nOHhYfLy8uyqTool/fLx48fRaDSkpKSQkpJiVTFmSSfd0tJCe3s73t7eJCUlER8fP612DA8P09jYSEtLC76+viQnJxMbG+uU/dE333zD1q1b+eCDD3BxceHKK6/k9ttvp7Cw0OnEnYT9IYkcJ+XDDz/k6quvpqSkhOzsbGD6rmkffvghP/zhD/nzn//M3XffbY3mzjparZb333+fl156iQMHDhAdHc1Pf/pTfvrTnxIXF2fr5s06lroTzc3NuLm5kZycTEJCwml3/IODg7S2ttLa2oqbmxvx8fHExsbO6eyywWCgqamJuro6vLy87NIHX6fTcezYMdrb262e/nc8g4ODfPvttyQmJpKVlWXVdliyc1lTAFhb5AiCwDfffENCQgKpqalz/n2jqa+vp6amhsLCQsLCwqz63RYEQaC1tZXKykrCwsLIzc21q4yLloxsx48fR6lUkpqaOudiR61Wi5nUtFotcXFxJCQkEBQUdFrXn8FgoK2tjcbGRjQaDQkJCSQnJ895fJst6Onp4e9//zuvvPIKTU1NLFy4kNtvv52rr77aIWJCJRwTSeQ4IcPDw6SlpXHttdfy4IMPiq/fcccd/Oc//6GtrQ13d/dJb6Qmk4mAgAAuuugi/vWvf1mr2bNCXV0dr7zyCq+99hr9/f1s2LCB22+/nc2bN9uN28VsYakg3tjYSFdXF+Hh4aSkpMxqJiKTyUR3dzetra10d3fj7+9PXFwcsbGxszbgsVhuTpw4gZeXF5mZmXZTGM+Cpe5QZWUlQUFB5OXl2TThgVwu5+DBg6SlpTFv3jyrfrfJZGLnzp1ijQ9rYW2RA9Dd3U1xcTEbNmyw+v2jubmZiooK8vPziYyMtOp3j2ZkZITKykq6urrIyckhMTHR7q7Nvr4+amtr50TsaLVaOjo6aG9vZ2BggPDwcLF+2GwJfEtSmIaGBvFenpyc7HSJCsB8//jyyy956aWX+O9//4uvry/XX389t912m1Vi+yTOLiSR44Q0NTWRnJw85Tbf+973+Pe//z3heyaTCX9/fy655BLeeeedOWjh7GIwGNi2bRsvvfQSX331FcHBwfzkJz/h1ltvtfoA0BqYTCaxgJ5arSYxMZGkpCSrZLeydPZ9fX0EBwcTHR1NTEzMaQ34jUYjTU1NorjJyMiwixo349FoNJSVlaFQKMjNzSUmJsambezt7eXw4cOiJcnaNDY20tjYyPr16636O9hC5AiCwP79+wkLCyMzM9Mq3zma9vZ2SkpKWLx4sc1rknV3d1NWVoaPjw8LFiywSczQVFjETk1NDUNDQ2ckdrRaLZ2dnXR0dNDf309ISAixsbHExMTMecZNjUZDc3MzTU1NuLu7k5qaSnx8vEPV1JkuLS0t/PWvf2Xr1q10d3ezatUqbr/9di677DKnymwqYTskkeOEaLVaDh48eNLrf/jDH9i9ezeff/45YWFhk86avPfee1x55ZU8++yz/PznP5/r5p42HR0d/O1vf+Nvf/sb7e3tLFu2jNtuu40rrrjCrtwqZgu9Xk9TUxMNDQ24urqSkpJis0B8yyCgs7OTvr4+AgICiImJISoqCn9//ykHv44ibgRBoKWlhcrKSmJiYsjJybF5HFp3dzdHjhwhLy/PJkVpjUYj27dvJy8vz+qDbluIHDDXzzp48CAbN260yf/f1dVFUVERCxYssFoShMkwGAxUV1fT3NxMZmYmqampdnndjhc7qampp7xPDg8P093dTUdHBwMDA4SEhIiTOLboTywJDerq6hgZGSE5OZnk5GSnHPzrdDr+/e9/8/LLL7Nr1y7Cw8O58cYbufXWW085YSshMRWSyDmLGB+T09zczNVXX81VV11FWloaMpmM3bt38+yzz5KamsqhQ4fs0jf4yJEjPP3003zwwQd4eXlxzTXXcNttt7Fo0SJbN21OUKlUNDQ00NzcTFBQEKmpqXYlCnQ6HV1dXXR2dtLb24unpydRUVFERkYSFhYmJgywZEeqra3F3d2dzMxMuzqO0Wg0GkpLS1EqlSxcuNCm7kIWLIPdRYsWERsba5M21NfX09raytq1a63+v9lK5ABiquycnByrfq+Fnp4eDh8+bBdCB8zCr6SkBE9PTxYtWmSXMRWWmJ2amhpUKhUZGRkkJiaKFhGTycTAwABdXV10dXWhVqsJCwsjOjqaqKgou0nxbDmOuro6+vv7iY+PJzU11e4sabNFTU0NL7/8Mq+//jpKpZKLLrqIe+65hzVr1thlXyFh30gi5yxivMgZGBjgpptuoqSkhO7uboxGI4mJiVx66aXcf//9dlMnAcwd0n//+1+2bNnCnj17SE1N5Re/+AXXXXedXbVzNpHL5dTX19PV1UV0dDSpqak2y7Y0XYxGI729vXR1ddHd3Y1eryc8PBxPT096e3sByMrKIjY21i47rNHWm+joaHJzc+0ilssicGzptmQwGNi+fTuLFi2ySVVzW4qcgYEB9u/fz4YNG2w2+O3t7eXQoUM2s+KNZ7RVx9ZJOKbCUgOouroavV5PREQEBoOB3t5eZDIZkZGRREVFER4ebhfX+lQolUrq6+tpa2sjLCyMtLQ0q2e/tBZqtZp3332XZ555hsrKSpYuXco999zDZZdd5nRZ6CTmDknkSNg1Wq2Wf/zjHzz99NPU1tayYsUK7rnnHi655BKn9FEenTFocHCQxMREUlJSbBrkfroIgkBTUxPHjx9nZGQEQRDw9fUlIiKCsLAwwsLCbO7+NZrRsTcLFy60yUB+IuxB4IC59kVXVxerV6+2yaDKliIH4NChQ/j4+Ni0ppa9CR2wb6uOXq+nv7+fvr4+enp6GBoawsXFRSwqmpqaalep6aeLVqsVY+N8fX1JT0+3u0yUs4UgCHz11Vds2bKFHTt2kJiYyC9+8Qtuuukmp7VmScweksiRsEv6+vp46aWXeOGFF+jt7eXSSy/ll7/8JStWrLB10+aEiWo/JCcn25UImAkKhYKqqioGBgZIT08nJSVF9JXv7e2lt7eX4eFhAgMDCQ8PJywsjJCQEJvNpHZ0dFBaWkpkZCS5ubl287vbi8CxWHGWLFlCRESETdpga5GjUCjYt2+fTa05YL43Hjx4kNzcXBITE23WjtEYDAaqqqpoaWkhNzeXhIQEmwy4DQYDAwMD4n1GoVDg4+NDWFgY4eHhhIeH4+rqSnNzM7W1tfj6+pKdnW2zNN1nyuiaYu7u7qSnpxMbG+uQwm06lJaW8vTTT/Puu+/i6+vLbbfdxs9+9jObue9K2D+SyJGwK06cOMEzzzzD66+/DsBPfvIT7r77bqsVHLQ2lkxpx48fx2AwkJaWZhdVvE8XjUZDdXU1HR0dJCcnk56ePqlg0Gq14mCkr68PtVpNYGCgKHhCQ0PnPMhWr9dTUVFBV1cXCxYssKvO0hKHYWuBA+bU7O3t7Tb1i7e1yAGzNcfPz89msTkWLEJn4cKFdlX3q6enh+LiYoKDg1m4cKFVrt/+/n5xUSgUeHp6ipbi8PDwSa3ger2ehoYG6urqCA8PJzs7266sUDPBaDTS2trKiRMnAEhLSyMhIcEpvR3AXKfr+eef55VXXkGj0XD11Vfzy1/+0qZWVgn7RBI5EnbBt99+y5YtW/j3v/9NWFgYP/vZz7j99tsddobtVBiNRlpaWqirq0Mmk5GWlubQaUINBgN1dXXU1dURFRVFdnb2jF3sNBrNmAHL0NAQvr6+hISEiMupMrfNBLlcztGjR/Hx8WHx4sV2lZHPngaxBoOBHTt22NyFzx5EjiU2Z+PGjTbPcmVPIng0IyMjlJWVIZfLWbRo0awl7RAEgeHhYeRyOQMDA8jlcvEeERoaSmhoKGFhYXh7e8/oHqHVaqmpqaG1tZXk5GTmzZtnN5bcmWIymejo6OD48ePodDpx0szeY41OF6VSydatW3n22WdpbW3l/PPP55577uHcc891Stc9iZkjiRwJm2EymfjPf/7DU089xYEDB8jMzOSXv/wl1157rd1ktpltjEYjzc3NHD9+HA8PD+bNm0dMTIzDuhdYAvWrq6vx8fFh/vz5hISEzMq+dTqdOJixDGxkMhlBQUEEBweLay8vrxl1aCaTidraWurr6+0yDa5cLufAgQPMnz/fLtyRbJlRbTT2IHLAnGktMDCQ7Oxsm7XBQmdnJ0ePHrV5wdDxWO4LFRUVJCQkkJOTM+MJHK1Wi0KhYGBgQFwbjUaCgoLGTHzMlthUKpVUVlaiUCjIyMggOTnZoe/LXV1dHD9+HJVKRVpaGikpKQ7rIXAq9Ho977//Plu2bKGkpIS8vDzuvfderrrqKqc9ZonpIYkcCatjMpn48MMPeeKJJ6ioqGDNmjXce++9bNq0yWE7lVNhsdxYxE1GRobDB4r29vZy7Ngx9Ho92dnZc14k02QyoVQqUSgU4qBHqVTi6elJUFAQgYGB4nqy2Vy1Wk1RUREGg4ElS5bYXWY+hULBt99+S2Zmpk0KfY7HaDSyY8cOsQiqLbEXkWMRoeedd55dzJBbCoYWFhYSHh5u6+aMQaVScfToUQwGA/n5+RMGiguCgFarZXBwkMHBQRQKBYODg2g0Gvz8/MZMaAQGBs5pHyEIAj09PRw7dgyTyUROTo7dprmfDuPTaKelpZGcnOy0A39BENi1axdbtmzh888/JzU1lQceeIBrr73WLq5VCesjiRwJq2E0GvnXv/7Fb3/7W6qqqjjvvPN46KGHWLVqla2bNmeYTCZR3Li5uZGZmenw4katVlNZWUlvby/z5s0jJSXFZm52BoNhzMBocHCQoaEh3N3dCQgIIDAwUFwPDw9TVlZGbGws8+fPtzvXwOHhYfbu3UtaWhrp6em2bg6AGNR8zjnn2PyctReRA7Bv3z4iIiKYN2+eTdthwWI1WbFihd2lmTeZTNTU1NDQ0EBubi7BwcEMDg6iVCpRKpUMDg4yMjKCn5+fOElhmbCw1f9sMplobm6mpqaGwMBAcnNzHTqTl0W81dTUoNFoSE9PJykpye7ugbNJSUkJTzzxBB9//DHJycncf//9XH/99Q7riihxekgiR2LOMRgMvP322/z2t7/l+PHjbNq0iYceeohly5bZumlzhqXw5fHjx3FxcSEjI8Nua8NMF6PRSF1dHSdOnCAmJobs7Gy7dCs0Go3i4MkymBoYGEAQBLy8vAgNDcXf319cfH19bW5B1Gg07N27l9jYWJsHtVsQBIGdO3cyb948u0hXbE8ip7u7m5KSEjZu3Gg3A0XLtbl69WqbB9ALgoBarUapVDI0NMTQ0BByuRy1Wo1MJhOFzOhJCHu0Luj1erEWUEpKCvPmzbP5uXcmCIJAd3c3NTU1aLVa5s2bN6ZAqjNSXl7Ok08+yQcffEB8fDy/+c1v+MlPfmLzmDoJ6yCJHIk5w2g08s477/DYY49RV1fH+eefzxNPPEF+fr6tmzZnCIJAe3s7NTU1AGRkZBAXF+fQ4gbMqYwrKytxc3MjLy9v1uJu5hqVSsWRI0cQBIH58+djMBjEQZdlAfDz88PPzw9/f3/xsZ+fn1UGXjqdjn379okZqezlXOno6KCyspINGzbYXASCfYkcQRD45ptvxDpW9sKxY8dob29n9erVVkmkYTQaGR4eFpehoSHxsclkws/Pj4CAAHFCwdPTk+rqakZGRli6dKnduYtOxuDgIBUVFahUKnJychx+wspSsqC2thadTkdGRgYJCQl2cZ3PFZWVlTzyyCN8/PHHxMTE8OCDD3LjjTdKlh0nRxI5ErOO0Wjk/fff59FHH6W2tpbNmzdz44034unpibe3N+np6XMevzEjxrfjNC+Jnp4eqqqqGBkZITMzk/j4eIfvNFQqFRUVFcjlcrKzs0lMTLSf/+0UdHR0UFJSQkJCAtnZ2RPOVgqCgEqlEgdnowdper0eLy8v/Pz88PX1FRc/Pz98fHxmRQAZDAYOHDiAh4cH+fn5dnO+CILAnj17iIuLIzU1ddLtXn4ZHngAtNqZ7V+vB4MB3NzAole8vOC3v4XbbpvsM/YjcsCcxra6upoNGzbYzTUhCAKlpaUMDAywatWqWRnAGY1G1Go1KpWK4eHhMWuNRoObm9uYiYFTWUgFQeD48eOcOHHCrmr9nArLBFZlZSV+fn7k5eUREBBg62adEYIg0NHRQXV1NTKZjKysLId3px6PxVXv+PHjKJVKAP7xj3/w3nvvkZCQwIMPPsgNN9xgF/cUidlHEjkSs4bJZOKjjz7i0Ucf5dixY1x00UU8+uijLF26FDAP6Cxpk11cXEhPTycuLs52pvLp3MincXlYCl8qFArmzZtHcnKyw5v/R7umxcfHk5WV5TAzXiaTierqapqamli0aNFpBcwLgoBOpxMFj0qlGjO4MxqNeHp64uvri4+Pj7j28fHB29sbb2/vUwoWQRA4fPgwer2e5cuX29U509/fz8MPd/Duu/PRaie/TjSa054TmBAXF7PYmQhPT4Erryzn+eez7WJAYjKZ2LFjB/Pnz7d5UobRmEwmjhw5gk6nY8WKFac8rwRBQKPRoNFoUKvVoqCxrLVaLS4uLqLAH7329fWdcXZDC729vRQVFREdHU1ubq5dnf9TodfrOX78OA0NDSQnJ5OZmWmXrnYzwRKDVFtbi4+PDzk5OYSGhtq6WWeEyWSis7OTEydOoNFoSE1NJTk5Wbx3VFVV8dhjj/Hee++RkpLCww8/zDXXXOPw/6XEWCSRI3HGCILAZ599xv333095eTnnn38+jz32GIWFhRNub4lXqaurQ6/Xk5SURFJSkvXiO2bSIU9xeahUKmpqaujs7Dxl4UtHoq+vj7KyMlxdXVmwYIHdBTJPxcjICEVFRYyMjEyazelMsQig0QNBy9oyWBQEQRQ7FuHj5eUlvubl5UVNTQ1yuXzWZtxPl4msMSaTkZERFwTh1NfKVMJkMiay5ExHMMlkAt7eoNfLMBjA2xuefnpy689cU1dXR0dHB2vWrLFNAybBaDSyf/9+vLy8WLBgAVqtVjw3NRoNWq0WtVo94fk6Xrj7+vri6ek5J7P7Go2Gw4cPIwgCBQUFM66tZUuUSiVlZWVoNBry8vJsWkNqtjAYDNTX11NXV0dYWBhZWVkOZ63S6XQ0NzfT2NiITCYjNTWVhISEScVLRUUFjz76KB999BHp6ek8/vjjXHnllU5lzTqbkUSOxBlRXFzMPffcw65du1i7di1PPvnktLOlWdJb1tfX09fXR2xsLKmpqXPnpz1L4mZkZITjx4/T1NREXFwcmZmZdlVI8nTR6XSiT78lhbG9uE9NB7lczpEjRwgJCWHRokU2m5EzmUzioNIyMz5+kKnX6wHw8vLCx8cHLy+vMYunpyeenp54eXnh4eExax3uRIJmKnFxKgFzKhezM23baDQaYULRNb6Ns9mmU6HX6/nqq69Yvny5VePULEJ7ZGQErVbLyMiI+NiyWM4/ADc3N1HEjF4s1kcvLy+bXetGo5HKyko6OjpYsmQJERERNmnH6SAIAs3NzVRVVREeHk5ubq5dJmOZKY7Yxw0NDdHQ0EBraytBQUGkpKTMyPWupKSEhx9+mG3btlFQUMCWLVtYvXr1HLdaYq6RRI7EadHS0sIDDzzAW2+9RVZWFn/605/YtGnTaQ/GRt+gAgMDSUpKIiYmZvZcGGZB4JhMJhoaGqitrSU0NJTs7GyHm+WaiNG+5kFBQeTl5TnUjCpAU1MTlZWVZGVlkZKSYtezcJa6JosXL8bDw2PMwNSyWAasBoMBQBQ9np6eeHh4nLQev1gGrOOFw2SCZrRQMJmMAPj4uFpNLEyHv/zFyH33GTGZ3EVLznTE2VyLnsrKStRqNQUFBae9D5PJhE6nQ6fTodfrRQEz2XpkZARBEHBzcxsjiMcvJpOJo0eP2k3dpaloaWmhvLycefPmkZ6ebtfX8Hi0Wi2VlZV0d3eTnZ1NUlKSQ7V/MlQqFdXV1XR1dZGWlkZaWppduXOZTCa6urpoamqiv7+f2NhYUlJSCAoKOu197t69m3vuuYeioiK+//3v84c//IGMjIzZa7SEVZFEjsSMUCgU/P73v+e5554jKCiIxx57jJtuumnWbnw6nY7W1laampoYGRkhPj6epKSk03c7mgVxY0m7WVlZiYuLC7m5uXZXdO90UavVlJWVMTg4KBZ8dKTO2WQyUVlZSXt7O/n5+YSFhdm6SVMil8v59ttvp12h3mg0jpmtn2rwq9Pp+O9/43nrrSz0erPI0elcT7J+yGQCnp6CeGl4esJDD2m55RYTALt27WLVqlV256Y4UeKB6VqmLMc6F+5tKpWKHTt2sGbNGtzd3TEYDBgMBvR6/Ulri4CxPLY8t4hZV1fXMWJ1IlE7epnOfddyzi1dutTuXaoUCgWHDx8mJCSEhQsX2tWAejp0d3dTXl6Ol5cXCxcudOjaOqORy+VUVFQwMjJCdna2zbPLqVQqmpubaWlpwdXVlcTERBISEmbNimYymXj33Xe5//77aWtr49Zbb+WRRx5xKCujhBlJ5EhMC51Ox8svv8zjjz+ORqPhnnvu4Z577pmzm7ggCMjlcpqamujo6CA4OJiEhASio6OnF3Q8S65pQ0NDVFZWMjAwQFZWFomJiQ7lwjUZFjeLY8eOERMTw/z58+0imHsm6HQ6McC6sLDQ7q1ParWaPXv2iAVUZ4vRA/2JXLosogbAw8PEHXe08/3vd004EDeZTOLnXF1dcXNzExdXV9dJFxcXl5PWEy0ymUxcj39sGTSNf2zBYDCwc+dOzj33XHHwa+m+BEEQH2/d6spjj3kyMmJ+rtHIxvwmMpmAl5f5N7n33kGuuWYIk8mEyWTCaDSK69GPDQaD+Nro5xZB892+Zbi7u+Pm5jbhevTi4eEx5rGHh8ecBd+3t7dTWlrK6tWr7d76PDIywuHDhzEajRQWFtq9m9R4DAYDNTU1NDU1kZGRQVpamkNNHE2GIAi0tbVRVVWFj48P8+fPt+pEiNFopLOzk9bWVvr6+oiMjCQpKYnw8PA5+321Wi0vvPACTz75JCaTifvuu49f/OIXdt/XSHyHJHIkpkQQBD766CPuu+8+6uvrufHGG3n88cetmk3IYt1paWlBpVIRHR1NfHz8xDe3WRI3Op2O2tpampqaSEpKIiMjwymSCoB5sF1aWsrw8DALFy50yNkppVLJoUOHCAwMZPHixXY/42swGNi7dy8hISEsWLDgjPc3VtiMPZVP11VLEAS2b99ORkYG4eHh4gB+/AB/9EB/vDAYvZ5oEQRBXFsWy3NLG063SxovjiwC6rPPEvjb3zIYGXEFBMBl1GcEPD1NeHiYuP32di6/vH9C0TaRyBstAAcHBykuLub888+323OxpqaG1tZW1qxZY/eFEI1GI+Xl5XR3d1NQUOAwdblGI5fLKSkpwd3dnUWLFjmNVcdgMHDixAnq6+uJjY0lKytrzuKQLJOdra2ttLe34+XlRXx8/KxabaZDf38/Tz75JH/5y1+IiIjgySef5LrrrnOYjIBnM5LIkZiUAwcOcM899/Dtt99ywQUX8NRTT5Gbm2vTNg0ODtLa2kpbWxsymYz4+Hji4uLw9/dHNl0LyxSnvCAINDU1UV1dTXBwMPPnz3eazslybFVVVcTGxpKTk+Nw1hswFyY9evQoqampZGRk2P0sqSVVtMFgYPny5adtCZyOsDmT+JOuri7KysrYuHGjza2Vo0WPBb1ezxdffMEFF1wgnrcTWXymYq5+Q0tx0JSUFLut+yIIAkVFRWi12mmllrY1giDQ2NhIVVUVeXl5JCQk2LpJM8ZoNFJTU0NjYyMZGRmkpqba/NqaLdRqNceOHaOnp4d58+bN6rENDw/T3t5Oa2srOp2O2NhY4uPjCQ4Otun9vr6+nt/85je8//77LFiwgD/96U9s3LjRZu2RODWSyJE4iaamJu69914++OADu72QTSYTPT09tLa20t3djY+PD5nnnkskMGXXPcXprlAoKCsrQ6fTkZubS2RkpN0PoKeLWq2mpKQElUrlsNYbMHcy1dXVLF682K5qk0xFVVWVmGZ4ptbAuRY2ozlw4AAhISF2G2Q728VAp/ptAXx8Zha/09TURFNTE2vXrrXb+4bBYGD//v0EBASwcOFCu23naHp6eigqKhJr0jhCm8djseq4ubmxaNEiu3cZnAl9fX2Ul5cDkJeXd9pxkWq1mvb2dtrb2xkaGiIiIoL4+HgiIyPtTpCPngA+//zzeeaZZ8jKyrJ1syQmQBI5EiI6nY6nn36aJ554guDgYH73u99x7bXX2t0NZjwGg4Guri7a29vp6enB39+f2PXrSWGU4JniNNfr9VRXV9PS0kJqairz5s2z+2OeLoIg0NraSkVFhUNbbwRBEBMMFBYW2l1Q/GRYYiHWrFkzbYugNYWNBZVKxddff83GjRvtNgXubIuc0Yz+zf8v6zIws9/bYDDw5ZdfWj2d9EzRaDTs3r2bjIwMkpOTbd2caaFUKjl48CChoaEsXLjQIe/Po606jpAFciZYMo/W1NQQExNDTk7OtFwiNRoNHR0dtLe3o1AoCA8PJzY2dvqxtzbE4sr/61//mpaWFn75y1/y4IMP4uvra+umSYxCEjkSgDmj0h133MGJEyf4xS9+wSOPPOKQblp6vZ7Ozk7a29vp6+vDz8+P6OhooqOjCQgIGNOpjE6d7O/vT15enkMe82TodDrKysro7+9n4cKFdp9ZaTIMBgNHjx5leHiYZcuWOUwnolQq2bNnD0uWLCE6OnrS7UYPsC36Qi7/7v25EjajOXbsGGq1mvz8/Nnf+SwxlyJnNFdfDf/6F4zKwQBM738oLy/HYDCwePHiOWvfbNDf38+BAwdYvny5w1S212q1HDp0CFdXVwoKChw2RrK/v5+jR4/i5+fHokWLHC6xwlRoNBoqKiro6+sjOzubxMTEk4Tc0NAQnZ2ddHZ2Mjg4SGhoqChs7D1WbCK0Wi1//OMf+f3vf09UVBTPP/88l1xyia2bJfF/SCLnLKerq4t77rmHf/7zn6xYsYKXXnqJvLw8WzdrVtDr9XR3d9PZ2Ul3dzeenp5ER0cTFRWFu7s7lZWVDA0NMX/+fJunxJxtent7KS4uJigoiIULFzpk5wHfDWzc3NzIz893mIGNXq9n9+7dYiG9ibCIm4GBsdYaixHAInrmulaN0Wjkq6++YunSpXadGt1aIsfCqSxqQUEn/zdKpZLdu3dz/vnn2/252tjYSG1tLWvXrnWYgbajTniMR6/XU15eTk9PDwsWLHAY19vp0tXVRUVFBR4eHuTl5SEIAl1dXXR2dqJWq4mIiBD7Ynu/TqZLXV0dd911F19++SWbN2/m+eefJykpydbNOuuRRM5ZitFo5KWXXuKBBx7A3d2dP/3pT9xwww1OExQ5HqPRSG9vLx0dHXR0dGA0GvH19SUtLY2YmBinudEajUaqq6tpampi/vz5E86kOQrDw8NinMiiRYsc5twUBIFDhw4BUFhYOOb3n2zgbA1rzWS0tbVRU1PDueeea9fnirVFzmgm+98sP9dVV8Hbb5sf7927l5iYGFJTU63axpkiCAIlJSUMDw+zcuVKh3EBG+26umzZsjMq/Ghr2tvbKSsrIzo62iHT+E+GXq+nq6uLuro6lEolLi4uREVFERsbS0REhN1mIDxTLC5sP//5z5HL5Tz44IP88pe/dNhJRmdAEjlnIYcPH+b222+nuLiYn/70p/z+9793GJeFM0GhUFBSUoIgCKSmpqJWq+nu7kapVBIcHExkZCQREREEBgba9WBvMoaGhigqKsLFxYUlS5bg5+dn6yadNgqFggMHDpCQkEB2drZD/R+1tbW0traydu3ak4pWjrfaTGYRsCb79+8nIiKC9PR02zRgmthS5IxmKgvcb38Lmza1UFdXx/r16+3+vDUajWJqc0ez4NfV1VFbW0tBQYFdWyBPhUajobi4GLVazdKlSx0m3nA0giAwNDRET08P3d3d9Pf34+fnR2RkJP7+/jQ2NqLX61m4cKHdF2yeDYaGhnjsscd49tlnSUtL48UXX+Scc86xdbPOSiSRcxYxMDDA/fffzyuvvMKCBQt46aWXWLZsma2bNecYjUZqa2tpaGggLS2NefPmjbEKaDQauru76e7upq+vDxcXF8LDw4mIiCA8PNwhXDlaWlooLy8nOTmZrKwsh7F6TERPTw9HjhwRC+k5Er29vRw6dIhVq1bx7rtBdme1GY8jJBywYC8ix8LLL8Mvf3lyooLAQIEf/aiSJ56ItesEBBZUKhXffPMNCxcuJDY21tbNmRGW+54jZVucCEEQRNHmKEkJRkZG6O3tpaenh56eHgwGA2FhYURERBAZGTnGlVAQBBoaGqiuriY+Pp7s7Gy7uIbnmoqKCm6//Xb279/P1VdfzZYtW6aMz5SYfSSRcxYgCAJvvvkm9957L1qtlieffJI77rjDaU3Go+nv7x9TkO1UqTtNJhMDAwPizVuhUODn50d4eDhhYWGEhYXZ1c3ZYDCIRfMWL15MZGSkrZt0RrS3t1NSUsKCBQuIj4+3dXNmhFar5ZtvvuHo0Xz+/OdQu7TajKeqqorh4WEKCgps3ZRTYm8ix8JElh1LkVEfH1e7+r8no7Ozk+LiYtauXetwFuCuri6KiorIyclxmGxxkyGXyykqKiIwMJBFixbZlRu1wWCgv7+fvr4+ent7GRwcJDAwUJwMDAkJOaXLo0qlorS0FJVKxYIFCxy+v5oOJpNJHH/pdDpx/OUo7qGOjiRynJzW1lZuuukmtm/fzlVXXcWf//zns2ImwWAwUFVVRUtLC5mZmaSkpJyWdUOn04k39b6+PoaHhwkKChIFT2hoqM3EolKp5MiRI3h6erJkyRKHsDhNRWNjI8eOHSM/P9/hOj9BEPjVrxr4618TGRpyRRDMs7D2ZLUZjyAIfPXVVyxcuNAhfm97FTkW7NklcTpUVlbS29vLmjVrHG4AJpfLOXjwoFgCwN6tIFOh0+koKSlhcHCQpUuX2swaaDQakcvl9PX10dfXx8DAAN7e3oSFhREeHk54ePhpxZoIgkBzczPHjh0TY5HsSczNFf39/dx///389a9/pbCwkDfeeMNua5I5E5LIcVIEQeC1117j7rvvxt/fn61bt3LBBRfYullWQS6Xc/ToUby9vVm4cOGszkxqNBrxpt/X14dGoyEwMJDQ0FBxmesbtiAItLS0UFFRQWpqKhkZGQ7tngbf+dcvW7bM4eLDXn4Z7rvPiFIpQxDM/4MjDGy7u7spLS3lvPPOc4hBob2LHAsWsaNSGdHpXMYI3r/8xX7PB5PJxL59+wgMDGTBggW2bs6MUSqVfPvtt6I7lCOc05Mx2r0rMzOT1NTUOT8evV6PXC6nv7+f/v5+FAoFHh4e4oReeHg4Pj4+s/Z9Go2GsrIyFAoFixcvdtgC1TNl//79/PjHP6atrY3f/e53/PznP3f4/tuekUSOE9LR0cEtt9zCf//7X2644QaeffZZh85AM11MJhO1tbXU19dbrWNQq9Vip9Df38/w8DD+/v6i4AkODsbHx2fW2mE0Gse4pzlDx2D5z1asWOFQ5+l3M/fCmIGsvYsbC0VFRXh7e5OTk2PrpkwLRxE5Furr63n5Zfjzn1PFmjv2fn6o1Wp27drF4sWLHdLiPzw8zP79+4mOjiY3N9ehhQ6Y42iPHDlCUFAQixYtmtXzXqPRiKJGLpczODiIr68vISEhYv/l6+s7p7+hZcKusrJSFKdngxu9Wq3mN7/5Dc8//zyrV6/mtddes/tsjI6KJHKcCEEQePvtt/nZz36Gh4cHf/3rX8+aolRDQ0McPXoUQRBYsmTJKWNv5oqRkRGx0+jv72dwcBAPDw+Cg4MJCQkhJCSEoKCg03IHUavVHDlyBJlMRn5+vsO7pwmCQHV1NS0tLSxfvpzAwEBbN+mUTJ5KWCA4WGa3g9fx6HQ6vvzyS9atW+cwBXAdTeSMjIzw5Zdf0th4Po8/7jnGjc2e3Rjb2tooLy9n/fr1DnmPUalUfPvtt4SHh7NgwQKHFzo6nY6ioiI0Gg0FBQWndb0ajUYGBwcZGBhALpcjl8vRarUEBgaKoiYkJMRm/7dKpaK4uBidTsfixYsdMsPc6fDNN9/wk5/8hJ6eHv70pz9x2223SVadWUYSOU5CT08Pt912Gx9//DFXXXUVL7zwgsO5/ZwOo836ycnJZGZm2pU/udFoRKFQIJfLxQ5Gp9MRGBhIUFAQQUFBBAcH4+/vP2Vn3NvbS1FRETExMcyfP9+ujvF0sNS66OjoYMWKFXY/0J4s3kImE/D3N/CHP7hx++2OM5hqamqiubmZtWvX2rop08bRRA7AoUOHCAwMJDMzc9JzCOBHP/quzo49UFxcjEajYcWKFQ4pEjQaDfv37yc4ONihamxNhmVCqLGxkUWLFk2ZSU4QBIaHh1EoFCgUCgYGBhgcHMTNzU2cbAsODiY4ONiurCaCIHDixAmOHz9Oeno66enpDv+/TYehoSHuvfdeXnnlFc4991z+/ve/k5CQYOtmOQ2SyHECPvjgA26//XYAXnrpJX74wx/auEXWQaPRiMXsFi9e7BD59wVBQK1WMzAwMKYDAsaInsDAQDEFZ319PTU1NeTm5pKYmGjL5s8KFoHT2dnJypUr7bpq+UQDU8ssvIeHkWuvrWHLljSHK/a2d+9eYmNjSUlJsXVTpo0jipyOjg6qqqrGFFodbQ0cnX7aUmfHHqw6BoOBb775hoSEBObNm2fr5pwWWq2Wb7/9loCAAJYsWeKQYm08HR0dlJSUiKUCwNwPjhY0CoUCk8kkTqRZBM1cu57NFgqFguLiYtzc3Fi8eLHDZfs7Xb766ituuukmBgcHeeaZZ7jxxhsd4v+yd5xe5JSWlvLAAw9QUVFBb28v3t7eZGRkcOedd3LttdeO2ba4uJhf/epXHDx4EDc3N8455xy2bNly0kDg2LFj3HjjjVRUVLB27VpeffVVm+To7+/v56677uLdd9/l0ksv5eWXX3aKGI3p0N3dTXFxMZGRkeTm5jrMoGciTCYTw8PDY4TP0NAQLi4uuLi4YDQaSUtLIyYmBj8/P4ee3RIEgWPHjtHR0WHXAmcycWOJp7juOnNtkaVLlzpEZrLRqNVqduzYwfnnn+9Q4swRRY7RaOSLL75gxYoVE7rgXH01vPPOd8/tKWZnYGCA/fv3s3r1aodwJZ0IrVbL/v37CQoKYvHixQ49aLRYaLq6ujhx4oT4usFgwN/fXxQ0QUFBBAQEOHQ/YTQaxeyoCxYsIC4uztZNsgoKhYK7776b119/nU2bNvG3v/3Noes/2QNOL3K++eYb3n33XVatWkVsbCwqlYp//vOfvPvuuzzxxBM8+OCDANTU1FBQUMDChQu577770Gq1PPzwwwwMDFBaWjqmonJ2djabNm1i8+bNbN26lYGBAbZt22bV4/rss8+46aab0Gq1vPDCC1x99dUOfQOfLiaTierqapqamsjLy3O4WirTRaVScfDgQQRBIDQ0lOHhYQYHBxEEAX9/fwIDAwkICBDXjpCCUxAEqqqqaGtrY9WqVXYpcE4lbm67zXwc+/fvx9/f3yGzUB0/fhy5XO5whYAdUeQAlJSU4ObmRm5u7oTvT+ecsxU1NTV0dnY6ZFppCxahY3Fdc4R+Uq/Xo1QqUSqVDA4Oio8FQSAgIICAgAAGBgYwGAwUFhY6rAg9FV1dXRQXF4uJJOzJvW4u2bZtGz/96U/RarX85S9/4eqrr7Z1kxwWpxc5k7Fs2TI6OjpoaWkB4IorrmDXrl3U19eLQevNzc2kp6dz991388c//hGAvr4+5s2bh1wuB8xpK2NjYxkaGrJKu/V6Pffffz9btmzhwgsvZOvWrWeN0ler1RQVFWE0Glm6dKndx3GcLgqFgkOHDomBs5bBhWUmb3zHp9Fo8PLyIjAwEH9/fwICAvD398ff399uBiYWn/LW1lZWrlxpdy4IMxlo1tfX09DQwPr16x2u0xUEgV27djFv3jyHmx11VJHT29vL0aNHOe+886acXZ8sZseW8Tomk4k9e/YQERFBdna2bRoxC1hidEJDQ1m4cKHdCB2j0YhKpUKpVDI0NCTe09VqNZ6enidNZo225FsmjZqbmykoKHAId+3TQaPRUFRUhF6vZ+nSpTZLKmRt5HI5d911F++88w433XQTzz///Kym8D5bOGtFzsUXX0xVVRUNDQ0YDAYCAgK4/vrrefnll8dsd/7559PY2Mjx48cB800/PDyc5557jksuuYQXX3yRDz74gKKiojlvc0tLC1deeSVFRUX88Y9/5O6777abm/Vc09HRQWlpKbGxsU4ReD8ZHR0dFBcXk5GRQVpa2rT+X51OJ3aOoztLg8GAr6/vGOHj5+eHn5+f1QfnNTU1NDU1sXLlSrsSpzOdRVcqlezZs4fly5c7ZGIPS/svuOAChxNojipyBEHgyy+/nHbKd8s5+X/zaIBt43Us58yKFStsVphyNrAInfDwcPLy8qzad1rEzNDQkLgolUpUKhUuLi7i/dlipQkICJi2K2lzczMVFRVOE7M5EaPLQ+Tm5pKQkHBWjH0EQeD111/nzjvvJDU1lffff5/MzExbN8uhcKxe7gwwmUyYTCYGBgZ4//33+fLLL3nhhRcA88ysRqMhLy/vpM/l5eWxfft2tFotXl5euLi4sHXrVq6//nquu+46YmJi+OSTT+a8/du2beP666/H39+fvXv3OpyryeliNBo5duwYra2tp8wq48gIgsDx48epq6tjyZIlM6pRMbpg2+j9abXaMbODvb29DA0NYTAY8PHxwc/PTxQ+/v7++Pr64unpOeudR319PY2NjXYlcE7HRUgQBDHo1xEFDpjTA0dFRTmcwHFkZDIZMTExdHR0TEvk3HabeRkdryOXw513ms9Za4udgIAAMjMzKS4uZv369Q47weTt7c2KFSvYt28f1dXVc2KZ0ul0DA8PMzQ0NGatUqlwdXUV77VBQUHEx8cTEBCAt7f3Gd1zExMT8fX15ciRIwwNDZGTk+N0AsDFxYWsrCxCQ0MpLi6mr6+PBQsWOP19TCaT8ZOf/IT8/Hwuv/xyli5dyssvv3xSPLnE5Dj3GTKKO+64g1deeQUwDwqff/55br31VsAcwA9MOEsVEhKCIAgMDAyIA89LL72Urq4uWltbSUlJmdN4iNHuaZs3b+b111936Nm0maDRaDhy5Agmk4l169bZZQzHbGAymSgtLaWvr49Vq1bNin+1TCbD29sbb2/vMQMrQRAYGRkRZxOHh4dpb29neHgYrVaLm5ubaO3x9fUdsz6d2fPm5mZqampYsWKF3bgZvPwy3HUXGI3m59ONf2hoaECv1zvsTJogCHR0dDi025GjEhsby6FDh8jLy5t2QPjbb8OaNd+JcZPJLHbuusv8vjWFTmpqKu3t7dTU1DhM8diJ8PHxYfny5ezbtw93d3fS09NnvA+9Xo9arWZ4eFhcVCoVw8PD6PV6PD09RTETHh5OSkoK/v7+eHl5zZn4CAsLY82aNRw8eBCVSsWSJUucUgBERESwbt06jh49yp49eygoKLA71+e5YP78+Rw5coQ77riD6667jm+++UZyX5smzncVTML999/PzTffTE9PD59++il33XUXKpWKe+65R9xmqhvQ+Pd8fX3nfLAz2j3t6aefPqvc0/r7+zly5AiRkZHk5eU57OzhqdDr9RQVFTEyMsKaNWvw8vKa0++TyWR4eXnh5eU1JpkGmLP0WDprS8fd09Mjdt4eHh74+vqKi8Ua5OPjM6EFqKOjg4qKCpYtW2YXxd3GW29mEtytUqmorq5m2bJlDnsuDg4OMjIy4nDZ4JyBkJAQXF1d6e3tndHvb7HqjD53jUbrW3VkMhmLFi1iz549xMbGEhQUNPdfOkf4+/uzfPly9u/fj7u7O0lJSWPeFwQBnU6HSqVCpVKJgkatVqNSqRgZGTlpMigyMlJ8bCtXSl9fX1avXs3hw4f59ttvKSwsdKjsidPFy8uL5cuXU1VVxe7du1myZAlRUVG2btac4+fnxxtvvMH69eu58847OXTokOS+Ng3OGpGTkJAgFljatGkTAL/5zW+44YYbRNcTi0VnNHK5HJlMZvWb+tnqniYIAo2NjVRVVZGTk0NSUpLTCjutVsvBgwfx8PBg5cqVNo8zcHNzIzAwcEJL0uhO37L09fWhUqnQarW4urri7e0tih+TyURrayvZ2dkEBAQgCILN/seJXNNcXeGFF6Y3QBQEgdLSUuLj4x06uLe9vZ2oqCiHFWmOjEwmIzY2lo6OjtMSmaPFjsUKaXFhs7w/1wQEBJCWlkZJSQlr16516BTFvr6+5ObmUlZWhlwux93dXRQxarUao9GIp6fnmMmciIgIcYLHw8PDLvslDw8Pli9fTnFxMXv37mX58uVO6QHh4uLC/PnzCQoKoqioiLS0NDIyMuzyP5lNJPe1mXPWiJzxFBQU8PLLL9PQ0MCSJUvw9vamoqLipO0qKipIS0ub8xl2C2eze5rRaKS0tJTe3l6HD3I9FcPDwxw4cICQkBCHqMjt4eGBh4fHhBYZo9GIWq0WBwkDAwO0t7fj5eVFbW0tlZWVuLq64uPjg4+Pj+hGN/qxJd5tNpmt1LwtLS0MDw9TUFAwq+2zJoIg0NnZKbmq2ZDo6GgOHTrEggULTvtct5yzd95pdl8zmaxr1Zk3bx4dHR3U1dXZbZFQSzyiRqNBo9GgVqvHPFar1RgMBtzc3PDy8qK1tZXo6GjCwsJITEwU71OO6u7l6urK0qVLqaysFCdIHdnyNhVxcXH4+/tz+PBhBgcHWbx4sc0nC62BxX3tzjvvlNzXToFjXsWzwK5du3BxcSElJQU3Nzc2b97MRx99xFNPPSUGR7e0tLBr1y7uvvtuq7Spvb2dyy+/nCNHjpx17mlqtZrDhw/j6urKunXrrCYqbYFcLufQoUMkJiaSlZXl8P+xq6urmLJarVZz/PhxsrKyRH93vV4/ZrChVqtRKpV0dXWh0WjQarUAohudRfhYxI9l7eXlNS0rxGzWHRkZGeHYsWMsWrTIoTvPoaEhtFrtWVMs2B4JCQnBxcWFvr6+M/ofLOfv+Fgda4gdFxcXFi5cyLfffktsbKzVrQRGo5GRkRFRxIwWM5bnWq0WQRDw9PQcM5kSHh4+5rm7uzsymYzm5mYqKyvJzMy0m7jBM0UmkzF//ny8vb3Zv38/+fn5TnvtBwYGsnbtWo4ePcru3bspKChwmv9xKka7r91xxx0cOnSIjz766LTizJwZp08hfcsttxAQEEBBQQGRkZH09fXx/vvv869//Yt7772Xp556CjCnuM3Pz2fx4sVjioHK5fKTioHOBUVFRVxyySW4urry/vvvnzXuaWAe9B8+fFgs+GXvVo0zobe3l0OHDpGdnU1KSoqtmzOr6HQ69u7dS1hY2IxStJpMJnFwMnrAMnrQYhm4uLu7jxFDnp6e4vO33w7gd7/zRaEAQTB/95kWVSwuLkav11NYWDjzD9sRNTU1KJVKh7ZGOWoK6dGUlZUBzFoR2ckE/V/+MrdWndLSUjQaDcuWLZuVSRqj0YhWqxUFjGU9ftHpdMhkMvG6Hz0RMn5yZCb9SG1tLU1NTaxZswZvb+8zPh57oq2tjdLSUhYvXuy02UnBbMGrqamhoaHBqUXdRBw7dozLLruMnp4ePvjgA8455xxbN8lucHqR89prr/Haa69RXV2NQqHAz8+PBQsWcPPNN5/kx3j06FF+/etfc+DAAdzc3DjnnHPYsmULqampc9rG9957jx//+Mfk5eXx73//+6wIorNguQE746B/PF1dXRQVFbFgwQLi4+Nt3ZxZxWg0cuDAAdzd3SkoKJh165QlGHi88LEMiP71r2Ceey4Nk8k8sJHJBPz89NxySzNXXDGAp6fnSYuHhweenp7ijO54+vr6OHjwIOecc47DuwHs2rWL9PR0hysAOhpnEDmWwqDnn3/+rF4jL7/8nQsbzCzm7HTQ6XTs3LmTBQsWTDhwFgQBg8HAyMjImEWn04lixfKaVqvFYDCI4mX0xMXoxxbxMhdp7i1xdwqFglWrVjns+TUZlr4nLy9PjE12VlpbWykrKyMnJ4fk5GRbN8dqKBQKrrzySr7++mteeOEFMXvw2Y7Tixx7RhAEnnjiCR555BF+9KMf8eqrrzrdLNJkjK4Ls3TpUqfP+OTMs2mCIHD06FHUajUrVqywqi/7yRnTBAID4aGHtFxzzdCYwdREi8lkQiaTiTFHFvHj7u5OR0cHoaGhxMTEiK9ZtptMGNkjKpWKnTt3cuGFFzr04M0ZRI7JZOKLL75g2bJlsx5zeCbZA6fCIlh0Ot2Ypaenh87OTuLi4tDr9eLrFjFjSTYy0QTD6MUiXGwdzG8ymTh06BCCILBs2TKn8yjo7e3l8OHDZGVlOf2EYn9/P4cPHyYuLo758+c7zL36TDEYDNx999288MIL/M///A9PP/20w8aWzRaSyLERGo2GG2+8kXfffZcnnniCBx544Ky5EC0JBvr7+yksLJyVujD2TFNTE5WVlRQUFDilCb22tpbm5mbWrl1rtZSlZ5oxDSYevFkGaN3d3QwODhIaGjpmAGcZvAGi2LEskz13c3MTX7M8tmaGs/r6erq7u1mxYoXVvnMucAaRA2aPAW9v7zlLAjG+DhTAVVeZeP11PXr9d4vBYBjzXKfTTfrcIljGi/2BgQG8vb3FiYDRFlIPDw/c3Nwcql/T6/Xs27ePkJCQWXMptCfkcjkHDx4kLS3NbhNHzBYqlYqDBw/i6+vLkiVLHPqeMVNeeuklfvazn7Fhwwb+9a9/Of0YayokkWMDOjs7+d73vkdlZSVvvvkmP/zhD23dJKsxMjLC4cOHMZlMFBYWOnWCATAPMGtqali2bJmYqtyZaG9vp7S0lNWrV1sl2HM2kwpMhlarZefOnRQUFJwUi2cRRqOFz+iB4WQDRstnTP/nT+Ti4iKKHssy/vnoxdXVdcLnrq6uuLq64uLiMulgcv/+/URHRzv87K2ziJz29nZqa2un9Js3mUwYjUYMBoO4Hv94quXDD8PZujWJoSF3QAaY3Tevu66GSy7pGHO+TUesTyZYBgcH2bt3L+vWrXOaooxqtZrdu3eTmZnplO5Og4ODHDhwgISEBKdIfDMVer2eI0eOMDIyQmFhocO7Hc+EHTt2cPnllxMdHc2nn34652EX9ookcqxMSUkJl1xyCSaTif/85z8sWbLE1k2yGiqVigMHDhAYGMjixYudvl5HfX09tbW1LF++3C6KYc42AwMD7N+/n6VLl1oljmz8DPVsixsLJSUl6PX6OQnStwxSR4sfyzLR86kGusZRU/UymUwUPKMFkEwmQy6XExERgYeHBy4uLmO2c3FxERfL8/Gvj15kMtlJzy2vWR7P1aBprkWOpSs0mUwIgjBmbVnGPx+9GI3GCZ8bjcYxj/V6Pd3d3eI9wfK+5T81Go2M7pZdXFwmFbyWxxMJZHd3d26/PYAPP/TALHTmJlanrKxMTELgLPT393PgwAGntb4PDw+zf/9+4uPjnV7omEwmysvL6e7uZvny5WdF5jULtbW1bN68mf7+fj766CPWrl1r6yZZHUnkWJGPPvqI6667jpSUFN555x2ys7Odzu93MiyzRzExMeTm5jr1TRWcX+BoNBr27NlDamoqaWlpc/pdcxVrMBEW4eYIyQYEQThpcDz+eV9fH11dXaSlpZ002B79eLLB+WSD/Km6jYlEj+V6n+y1qdajj1epVBIQEDDmPUtbplqPXiZ6bSbHNF7kjRaFUz0eLSybm5sJDAwkOjp6QnE6+vmZ3ivn+vrR6XTs2LGDxYsXO1XSnJaWFiorK1mzZo3TWKlGMzQ0xP79+88Ki44lBri+vp7CwkKn9KqYCJPJRGNjI9dddx1Hjhzh5Zdf5qabbrJ1s6yKJHKsgCAI/OEPf+D+++/n4osv5r777mNoaAiDwUB4eDjh4eFEREQ45Y0UzLNihw4dIjU1lXnz5jn1zRScX+CYTCb27duHn58fixYtmrP/czbibmaCIAjs3buXiIgIMjMzZ/8LbMBcxX+MFgaTPR792lQCw/LaROvRGAwGiouLWbx48UnBtFMJpVMJrfECZrxIm8oV8HSxRZzURJbQ2Uo13djYSH19Peecc45TTdwdO3aMrq4u1qxZ49AukpNhETqJiYlkZmY6fd/c2NjIsWPHrOZ9YAvUajU9PT309PTQ19eHTCYjODiYv/zlL7z11lv87//+L3/605+c6jqdirM77YIVMJlM3H333Tz//PM8/PDDPProo8hkMnFW0pKh5tixY3h5eREREUF4eDhhYWF4eHjYuvlnTGdnJ0ePHmX+/PkkJSXZujlzTkNDAzU1NaxYscIpBQ5ARUUFJpOJBQsWzKnAsYZr2mg6OztRq9VzbpmyFoIg0NPTMydudxYLhjXR6/UAREVFOfyAMzIykqqqKgwGg9WyH1muG0uqaZNp9gqIJiYm0tDQQFNTk8PHfo0mKysLhUJBaWkpS5cudToR4O/vz8qVK9m/fz8ymcxpJncmIzk5GU9PT6dKp63X6+nr66Ovr4+enh5UKhXBwcFERESQnp5OUFAQMpmMwsJCCgoK+MUvfkF3dzevvfaaw99Hp4MkcuYQg8HAzTffzJtvvslLL73EbaN6EZlMRmBgIIGBgaSnp2MwGOjr66O3t5eamhqGhoYIDAwkLCyMsLAwQkNDHe6EbG5upqKiwinTJk9EU1MT1dXVTmvBAbMLR3t7O+vWrZuTQa41XdNGYzKZqKqqIisry2lSbg4MDCAIgtOei46Mn58f3t7e9Pb2Eh0dbbXvtVxDlmvMZAK53DyhMPr9meLi4kJOTg4lJSXEx8c7XF81GS4uLixdupTdu3dTV1fnlNXkxwudjIwMWzdpTomJicHd3Z3Dhw8zMjLicP+pwWBALpeL40WFQoGvry/h4eFkZWURHh4+4fUnk8n42c9+RlRUFNdccw1KpZL33nvP6ZM/OUdvboeMjIzwox/9iP/85z+89dZbXH311VNu7+bmRlRUlGhC1Wq19Pf309vbS2VlJWq1mqCgIFH0BAcH23VHMjqrWFhYmK2bM+e0t7dTWVnJ8uXLZ73+hb2gUCgoLy+noKBg1uNVrO2aNp7GxkZcXFycYmbPQk9PDxEREWeNW4KjERkZSU9Pj1VFDpivp9tuG3vNGY1mq47l/dMhMjISf39/Tpw4MWfpsW2Bp6cn+fn57N+/n6CgoJMyLjoD/v7+rFixgn379uHu7u5U1riJCA8PZ+XKlRw8eBC9Xm/XMUkGg4GBgQH6+/vp6+tjYMBc3DosLIyUlBTCwsJmVF/x8ssvx9/fnx/84Ads2rSJTz75BH9//zk8AtsixeTMASqViksvvZQ9e/bw/vvvs3nz5jPep1qtFk2S/f39qNVqAgMDCQ0NFRdr1Sg5FSdOnODEiROsWLGCoKAgWzdnzunu7ubIkSPk5+c7bVFTvV7PN998Q2Ji4pzUVwgNNc8og/WsNxb0ej3bt29nyZIlTvX/7dmzh8TERBITE23dlFnBWVJIW+ju7qa8vJwNGzbYdIA1m9eeJXHHueee63SFrZubm6mqqmLdunVOd2wW5HI5Bw4cIC8vj/j4eFs3Z86xZJmLjY0lJyfHLoSOTqdDLpfT399Pf38/CoUCT09PQkNDxUluX1/fM27rvn37uOiii8jIyODzzz932mQMkiVnlhkYGOCiiy6ioqKCL774gnXr1s3Kfn18fEhISBBnmjUajXgRWNzb/Pz8CA0NJSQkhJCQkFm5EGZKbW0tDQ0NrFy58qwoQNXf38+RI0dYtGiRUw2QRyMIAiUlJfj7+8+6aX/0bDLMbjD0dKmrqyMwMNCpUsXqdDoUCgX5+fm2borEJISGhqLValGpVDZNOvPb386e+1pwcDBRUVHU1taycOHCWW+rLUlMTEQul3P06FFWrFjhlBbSkJAQ8vPzOXz4MO7u7k4bnG/Bz8+PVatWsX//fgRBYP78+VYdMwmCgFqtRi6Xi9YapVKJr68voaGhJCUlERoaio+Pz6y3a9WqVezatYsLLriAtWvX8tVXXzllWIFkyZlFurq6OP/882lra+OLL76w6gBDp9PR39+PXC5HLpejUChwc3MjODiYkJAQgoODCQ4OnrN4A0EQqK2tpbGxkZUrV54VuegHBwfZt28fOTk5Tp1UobGxkePHj7Nu3bpZsxba2j3NwsjICNu3b2fFihVO5WbY0dFBTU3NlAUnHQ1ns+SAfRVqnSge7nQmHIaHh9m1axfr1693uoyhBoOB3bt3Exsb69RB+h0dHRQXF5817uYqlYpvv/2WiIgI8vLy5kzoGI1GFAqFOE4bGBhAp9MRGBhISEiIOEltzTiZ2tpaNmzYgIeHBzt27HC6AriSyJklmpub2bBhAyqViu3bt5OTk2PT9phMJhQKBQMDA+IFNTIyQkBAAMHBwQQFBREcHIy/v//JF3RLCyiVkJVlHnmeAkEQqK6upqWlhRUrVpwVAketVrNnzx5SUlLmxH3LXrBUNJ/Nzs4WmdMmo7KykuHhYacqZAhQWlqKm5sb8+fPt3VTZg1nFDknTpxALpdTWFho66aIzIb7WklJCSaTySmLXSuVSvbs2UNhYaFTxudYaG5uprKyktWrV581ffr+/fsJDw+flcyhgiAwPDzMwMCAOBYbHBzEw8NDnHwOCQkhKCjI5oXRm5ub2bhxI8PDw3Yxfp1NJJEzC9TU1LBx40Y8PDzYvn27XczKTYRGoxGtPJYLDyAoKEgUPcF9fXgvXGiuj+3nB0uWQEEB5OfDxo3mHm8UgiBQVVVFW1sbK1ascOoANgs6nY69e/cSHh7u1IVN9Xo9u3fvJj4+flYy7tgqc9pkaDQadu7cyerVq53OtXL79u3k5eU5lQulM4ochULB/v37ufDCC+3G/WkiK2tICPT3T38farWanTt3snbtWqccIDc1NVFTU8P69evtJhZ2LqitraWpqYk1a9Y4bRzSaDQaDfv37yc0NJSFCxdOu28XBAGtVsvAwIA4tlIoFJhMJgIDA8WJ5ZCQkDlxPZsNuru7Of/882ltbbW6J9JcIomcM6S2tpY1a9YQHh7O9u3brZ4p50wQBIGhoSHxotQcO0bhNdcw0eUnADKNBsaZUS0uaqtWrXI614SJMBqNHDx4EDc3NwoKCuzyZjVblJSUoFarWbFixRkdp724po2nrKwMnU7nNDdzC2q1mh07drBp0yanSYcNzilyBEHg888/Z9myZXbnLvnyy9/V1JHJIDh4ZhMS5eXlaLXaOanTZGsEQaCoqAij0UhhYaHT9gOCIFBaWopCoWDVqlVOc91NhVarZd++fUREREw4iWmJoxkcHEShUIhrnU43oaeMvUxeTAdLTHllZSVff/01S5cutXWTzhhJ5JwBzc3NrFq1ioCAAHbv3u3YvqstLTBFFiYT8O3evWJtn8DAQHp6ejhx4oT4Gzg7giBQXFzM8PAwK1eudKoB5Hg6OzspLi7mnHPOOeMZPFtmTpsMjUbDjh07nHKmubm5mZaWFlavXm3rpswqzihyAA4fPkxQUJBdur2eiWupM19jYLbo79q1i4yMDKeOyTSZTBw8eFAsKOlIg/bTRa1Ws3fvXuLi4oiPj0epVI4RNQaDgYCAAAIDAwkKCiIwMJCAgACnGBMMDw9z3nnnUVtby+7dux3e5VkSOadJZ2cnq1evRhAE9u7d69hZKTo7YYr2m4ChUTMWlrXJZMLX15fg4GDxIg8ICHDa4lLV1dW0trayZs0apz1GMM9k7dq1i9zcXOLi4k57P7MVyDwXVFRUoNVqnc6KA3D06FF8fX2dLjDaWUVOQ0MDnZ2drFy50tZNmZAzcV8rKytDr9c7xYzwRPT09HD48GHWrVvn1J4Mer2effv2ERwcPCvxKvaITqdjcHBQFDQDAwMMDw8jk8lEIWMRNf7+/jaPo5lLFAoF69evp6uri71795KWlmbrJp02ji87bUB/fz/nnXceWq3W8QWOXD6lwAFwEQQCgcDAQBISEmhvb6e4uJglS5bg6urK4OAgcrmcpqYmVCoVnp6eBAQE4O/vL679/f0demDS2toquuU5s8ARBIGysjLCw8OJjY097f2MnwG2B/c0C1qtlubmZqezdID5/+vr63Oa2jhnA2FhYVRVVWEymexylnx08VCL+9rAgNlCeyqLTnp6Ojt37mRoaMgp4zUjIiJISEiguLiYVatW2eX/Nxu4u7uzbNky9uzZQ319vUMPeg0GA0NDQ+KiVCpRKpVotVq8vb3FCduoqChkMhnFxcXExcXZbaz1XBAUFMSXX37JmjVr2LBhA/v27TujCU9bIomcGaJUKrnwwgvp6upiz549jp1ub3jY3FPNgK6uLkpKSigoKBCDmkfHIen1evHGMTQ0RFtbG0NDQ4yMjODt7T1G/Pj5+eHv72/3Jt6BgQHKysrIz893SreL0bS0tIizOKczW2dvyQUmoq6ujvDwcKdLNgDmVKg6nY7g4GBbN0VimlhmhQcGBuy6IJ/l+rVMXkynno6Pjw/x8fEcP37cKTOtAWRnZ7N7925OnDgxKwla7BVvb28KCgrYv38/AQEBdl9XzGg0Mjw8PEbMDA0NoVKpcHd3F8ciUVFRpKenExgYOOFE7PLlyzlw4ABubm5incKzgYiICLZv387q1avZsGEDe/bssfv/fCLse3RpZ6jVajZv3szx48fZtWsXWVlZtm7S6aPTwXRm1kZ5M8rlcoqKili8ePGkWZvc3d3F1IijGRkZEW8ySqWSpqYmhoaG0Ov1eHt7i4LH399ffGwPWWu0Wi2HDx8mIyPDqTJVTYRGo6GyspKlS5fi4eEx48/bs/XGgk6no6mpyW5dg86U/v5+goODndqVwtmQyWSEhobS399v1yIHvruWLRMZRqPZujP6vfGkp6fz9ddfk5WVhY+Pj3UaakXc3NxYvHixWPPImSfCgoODycvLo6ioiLVr1+Lr62vrJqHT6caIGctjtVqNm5ubOK4ICwsjOTmZgIAAPD09pz2JFxISQkFBAYcOHcLT09PpxwGjiY+PZ8eOHaxevZrzzjuPXbt2OdwEmhSTM010Oh3f//732b17N1999ZVjD5JMpmnVvxktcFQqFXv27GHevHmkpqbOSjMEQUCn0510cxoaGkKr1eLu7o6fn99Ji6+vr1UGcSaTif379+Pj48PixYud0g/ZgiAIHDp0CA8PDxYvXjzjz199NbzzjvmxPVpvLBw/fpze3l7Hvn6n4OjRo/j4+Dj2BMwkOGtMDpjjcrq6ulixYoWtmzJtZpJQ5MiRI3h5eZGbm2vVNlqTY8eO0d/fz+rVq526rwBzfbGenh5Wr15tlWvRaDSiVqsZHh4+adHpdHh6eo6ZILU89vLymrX/oq2tjbKyMlatWuWUXgBTUVlZydq1a8nIyOCrr75yqPgzyZIzDQwGA9dccw07d+5k27Ztjj9AmqHA0el0HDhwgPj4+FkTOGCewfT09MTT0/OkzHR6vR6VSiXeyJRKJR0dHQwPD2M0GkXrj6+vr7j29fXFx8dn1gRQeXk5RqNxRvnyHZX29nYUCgXnnHPOjD/78svfCRywn+QC4zEajTQ0NLBo0SJbN2XO6O/vJz4+3tbNkJghoaGhdh2XMxG//e13Fh2TySx4Hnhg4ms/PT2dffv2kZGRcVpWYkcgIyODb775hoaGhlntJ+2R7OxslEolxcXFs1ZKwWQyoVarxX5fpVKJj9VqNa6urmJ/7+fnR1hYGL6+vlaL942Li0OtVnPgwAHWrFnjlFbJyZg/fz5ffPEF5557Lt///vfZtm2bw8QmSyLnFAiCwK233srHH3/MBx98wMaNG23dpDNjOjejUQLHaDRy6NAhAgICrFoF193dXSxSOrZp5qJbo2+CfX19NDc3o1KpMJlMeHt7izdDHx8fUfz4+vpO+2bY3NxMZ2cna9eudXrXn5GRESoqKliwYMGMBiCj428s/OhH9ilwwJw8wtPT0yH9iqeDRqNBo9E4nDuBBAQEBCCTyVAqlSfd8+yVmSQksNQNaWhocLqsfxbc3NxYuHAhBw8eJCoqyi5cueYKFxcXli5dKsYiTTf9uV6vR61Wi8voflyj0SCTyfDx8REnLiMjI0lNTcXPzw9vb2+bTzamp6ej0Wg4ePCg1axY9kJ+fj7btm3j/PPP58orr+TDDz+0+3hqkETOKfnjH//I3//+d958802+//3v27o5Z8a77556m1ECx1IXRhAElixZYvMbDJitP97e3nh7exMeHj7mPYsAstw0VSoVCoWC9vZ21Go1er0ed3d3UfSMFkA+Pj54e3vj6uqKUqmkoqKCgoKCs2K2prKyktDQ0GlnCbTX4p5TIQgCdXV1ZGRk2MV5PBfI5fJJg2en5FS/h+TRPOfIZDJCQkKQy+UOI3IsTDchQXp6OkePHiU9Pd1pJ47CwsKIj4+nrKyM5cuXO+29BsDDw4P8/Hz27dtHaGgooaGhmEwmNBqNKGJUKtWYxzqdDjc3N7HP9fPzIyYmRvTEsAchMxUymYzc3FwOHz7M4cOHWb58ucNYXmeDNWvW8NFHH7F582buvfdennnmGVs36ZRIImcKPvnkE+6//34eeughrrvuOls358z50Y+mfn/cYKa6uprBwUFWr17tEJ3SaAE0UWFWnU530s23o6MDtVqNRqPBZDLh6emJXq/H19eXvr4+1Gq1KIC8vb0dYuZiJvT19dHZ2cm55547re3PpDigLenp6cFgMDh2uvdTIJfLT0r4IeE4WESOI6aqnU5CgvDwcDw8PGhvb3fqLFXZ2dns3LmTjo6OM0rDb48YjUZRxFjW/v7+7N+/H09PT7RardgPWyYRAwICiI6OHuNNYc9C5lRYrFj79u2jrKzsrHBnH82FF17Ic889x1133UVOTg4333yzrZs0Jc41YptFysvLueaaa7j00kt59NFHbd2c2WGiGVm1Gnx9T3qvvb2dxsZG1qxZYxdZzmYDDw8PPDw8JpwptViBSkpK0Gq1ov/t4OCgaEo3mUy4u7uPET3jFy8vL4eZ2TGZTJSVlZGZmYm3t/cptx/tliKTQXCw/YsbCw0NDSQlJTmEWD9d5HK508cCODMhISE0NTXZuhmnjcV9zZKQwGQaa9GRyWSkpKTQ0NBAfHy80w4M3d3dycnJobKykoiICIdxabL0gRa3V8tiETQajQadToeLi4soYry9vYmKihL3sXr1aru3xswGbm5uFBYWsnv3bhobGx1yYuJMuOOOO6isrOSOO+5g3rx5rFmzxtZNmhRJ5ExAb28vl1xyCenp6bz55psOM2g9LXx8ThI4g4ODlJSUsHTpUqcs4DYRMpmM7u5ulEol69atOymozpIJbvSNX6vVolAo6OzsRKPRoNVqAfD09BQFz2jxY1l7eXnZhUWovr5eHHicCosFx2QyPw8Onl7Fc3tgaOj/s3fe4U1c2d//zqhLrnI3GHDBVNNbEmoCCYEkbyDLJpDeiCHZZDfkRzYhfZfUzaYDKZuySSDZAGlACgkllACmY6rBBRt3S7Zk9XLfP5QZRrIky7askTT++JlnRlej8Z3R6M793nPuOXo0NjZGdcABh8OBlpaWHktOBJOQkMB2MgMZdAhXuAEJPC06WVlZOHnyJJqamrxa26OF3r17o6KiAqdPn8bQoUP5rg4cDgfMZrObiGG2uWvg4vOLETLJycluA3newi/n5ORg+/btqKysjOpcQVyYvEG7d+9GXFxcVN/PnlAUhTfffBOnTp3CDTfcgH379oVtzkj+e1phhtVqxdy5c2E2m/Htt99G9eRBb1itVuzbtw/9+/d3G6GJdvR6PYqLizF+/HivUUO4keB8+cw7nU5YLBa3B4fJZEJLSwtqa2thMplgsVjgdDohFotZwcNdmIeIXC6HTCbrNjFkNBpx+vTpdn2K/SX3jBTKysrQq1eviIkG0xmam5shlUqD3zn++uvgHq8HnzAJCrVabUSLHP8WHTH69u2L0tLSqO4UUhSFYcOGYfv27cjKyuq2kMMOhwMWi4UVML4Wm80GiqLcnjMKhQJqtbrNIFxnBnUlEgnGjh2LHTt2ICUlRTCDLWq1GkOHDkVRURGmTJkiiDm8DBKJBGvXrsW4ceNw3XXXYffu3WE5KN4jcjgQQrBo0SLs27cP27Zti2q/YW84nU4UFRUhPj4+4Ggp0YDT6cSBAweQnZ3dJphBR2DM+P46KIxFyNuDqLGxkd22WCwghEAsFruJHmbtuS2TyTr0cDpx4gQyMzPbTT64bNnFXBjhHlzAG3a7HZWVlRGVf6QzaLVaJCYmBt9NJNKDrUQYiYmJ0Gq1UTF3zNOis2gR8NtvwPvv98OWLVsi3mLVHnFxccjJyUFxcTEuvfTSgH+bzGCZt4V5NjDPCbvdDgDs84ARKyqVCklJSW4DaFKptFvdyOLj4zFw4EAcPHgQU6dODQtvhVDQr18/tLS0YN++fREzfzlYJCUl4fvvv8eECRNw88034+uvvw678xfGXRggb7zxBj788EN88sknuOSSS/iuTsg5ceIELBZL0OLeRwqnT58GISQkoU25FiF/o3uMGPJ8sFksFuh0OrcHn9VqBeAaWeGKHplMBqlU6rYtlUphMplQU1OD6dOn+/z/nuGhaTryBA7gSuCmUqkiLmJVR2FETg+RTWJiIiorK/muRlDghphetMhVtmYN8NNPKtx99xDk55+Petem/Px8bN68GVVVVUhISGDbdKbd5q6Z9t1mswFo257L5XLExcWxooUp627x0hFyc3NRV1eH4uJijBgxgu/qhIyCggLs2rULhw8fjvrE4aAotykOgwcPxhdffIFrrrkGTzzxBF544QUeK9eWHpHzBz/++COWLFmCpUuX4rbbbuO7OiGnpqYGFRUVmDJlSsRMlAwGGo0G586dw+TJk8NqBIIrhuLi4vzu63Q63R6e3MVoNKK5udntYer4IzTatm3b3MQPs6xdm4znnkuBw+FqqEUigtdfd+C++0QAIqfxJoSgvLwc/fr1i+6HDlzuav369eO7Gj10kcTERBw7dgyEkKi5ZwsLXRYcJmGwRuOy5kyf/gvy8/Mj6jwJIbDb7bBarT4XRqgwba7NZsPBgwdB03SbwSepVIr4+Pg2g1MdtcyHCxRFYeTIkdi6dSvS0tKQkZHBd5VCAk3TGDt2LLZt24bz58+jb9++fFepe/EQOrNmzcIrr7yCRx55BEOGDMEtt9zCY+Xc6RE5AM6ePYsbb7wRs2bNwvPPP893dUKOyWTCoUOHMHz4cMTExPBdnZBht9tx4MABDBw4sF0hEc7QNM2O7rVHVVUV6z7hcDjaPKAffjgdP/6YAIACRRHExNhw880nkZVVju++c0Wok0gkrCDy3GYWz9d8CMjm5ma0trZGXRhXTxgx2ym//wjqYAoBpv3V6/UR3SZ5sno1MHnyxeiMLS0U/vSnqVi2TIdHH+2e+Sr+cDqdsNlsrAhhFuY1d+1ZxghQz8EhZlGpVG4iRiKRYO/evejXr58goh8qlUoMGzYMhw8fRmJiYlTPheQil8sxatQo7Nu3D4mJiVH1+2XhPi+Y7T/EzsMPP4zjx4/jnnvuwcCBAzFmzBgeKtgWihBhZ3qz2Wy47LLLoNVqceDAgei8Mf3gdDqxa9cuxMTERHX0KW8cPXoUOp0Ol112WUSNJnYWh8OBX3/9FYMGDUJWVlab97luJQCwcqVrFJYZvfT20PfsAHhuM1YjkUjkJnqYRSwW+yzjrsVicYe/oyNHjoAQEvVuE/X19Th69Khf98NowGazYdOmTZg1a1ZUW5t37NiBvn37RuWcUM88W3FxNrS0dOy7JITA4XDAZrOx7RKz9tz2tTDtEk3TXgdluKLF26BOR9uj+vp67N+/H9OnT4dUKu3Q+UYihBDs378fADB27FieaxNaTpw4gdraWkyePDn65iX5uuf/kBEWiwUTJ05ES0sLDh48GBaD5lH2DXScp59+GocOHWLDAAqN06dPw2q1oqCggO+qhBSNRoPz589j6tSpghA4AFBeXg6pVIrevXu3eY/pfDDMn39x/g1FUezDv6PRY5jOSHuL0Wh0e810VJjOCACf4sfbIhKJcP78eQwZMgRarbbNe5HoCuILrVYb9XOOhERCQgKam5ujSuQwAyW3326H2Uzh4YdlIISCTidGYqIDjzzSjBtv1LqJFs+F2y4wiESiNu0Cd5HL5V4HVBjBEioLc2pqKhISEnD27FkMHjw4JP+TTyiKQkFBAbZs2YKamhrBuK0BwMCBA9HU1CSseUl/uK/JZDJ8/vnnGDVqFB566CH85z//4btmwhY527Ztw4svvojnn39ecKMNgCsfEDMfJepGHPzgcDhw6NAhDBgwICxGGkKBzWbDmTNn2kyK9AwRHewIaiKRCCKRqNMuC1wrkrc1d7FYLDAYDKxoAly5gBwOB+x2u5tgomnaTfQwnaX2tr299lxomgZN0yETzy0tLT1BB6KIhISEkCYFJYSw1pFAF+b3xKx9lXPfZ8jLE2Hx4n5YuXIwnE4azc0ivPxyHK68spT9TSoUijYDF94GOCJpsGLQoEHYtWsXcnJyBOHCJZfLMXToUBw9ehTJyclRbX3lQtM0Ro8ejW3btiElJSV63KU5gwte+UPo5Ofn480338Tdd9+NmTNnYt68eaGpn69qCdVdTaPRYNiwYejfvz9++eWXsJp0HgqsViu2bNmCgQMHCm7C8qlTp1hzciQ9JLvC6dOnUV9fj4kTJ7p1vplcFkBkhoj2xe7du5GSkoL+/fuzZYxgYjpfzOKv4+bZifNV5nA44NmUckWPpwjiiiFvZd5e+1qKioowYMAAJCcns+KK+z5FUewSyUSLuxojKgghcDqd7MK81ul0OHDgAC677DJWfHD387Vw92O2PcuYxfM1F4qi/Ip4T7HvbUCAu/bcZu7DVauAxYsJCHHN/0tMpLB8eXS0P77Yt28f5HI5hg0bxndVQgIhBL///jtUKhWGDx/Od3VCSk1NDQ4ePIhp06ZFR/6cQJ8ff7RtN954IzZv3owjR47wapUWpMghhOBPf/oTtm7diqNHj3p134l2Dhw4AJvNhvHjx0d856cj6HQ6/Pbbb5g4caJgXHysVis2b96M8ePHswn4vCX5fOed6OhgmEwmbN68GVdeeWVIR0y5HUdf24F2RP11ZD07vhaLBWKxmO0o+2rSGfHDXfsq83zPc2GO52th3vdce5Z51s/bNvf6nj17Fnl5eW0GJ7jn7O38mTLu9fG29lx8lXNFir8yrnjhrn3BCFO73Q6pVNoh4RuIgPYmuj3LQimI33nHgQcfpOB0ur5PtRpoagrJv+YFnU6H7du34/LLL4+sROPvvQfcd597WYBdR4PBgK1bt2LChAlRnQDWG4cOHYLJZMIll1wS+f2sjtTf6YS2uRnDhw9HdnY2tmzZwpshQTg+Shz+85//YP369Vi3bp0gBU5NTQ3q6uowbdq0yP/hdQBCCI4cOYLs7GzBCBzAFT0wMTHRTeBwJ/9GkwUHAC5cuIDk5OSQu4QwHctQWhkaGxtx8OBBXHnllWyZNwsBt8xXRzyQTnsgAoBbzmx77sulvdcMTqcTgGtyqzcLrGdb5u01I9y477cn3HyVByIKPQWkt7U398Zt27ahf//+0ePq4oP77xehqqoCL73UB4RQ0Gpd1uVotejExcWhV69eOHPmTHgH+gmkXzBjBrB5c7u7qVQqDBw4EEeOHMG0adME4z0BAEOHDsWWLVtQUVEhOI+ZxMREfPbZZ5g6dSpefPFFLFu2jJd6CE7knD59Gg899BDuuecezJ07l+/qhByr1YojR46goKAgqrNNe6OqqgpGo1FQiV6tVivKysrYc1616mIYV4oCEhOjr0NRVVWFnJwcvqsRElpaWtqEjua6G0UTNpsNlZWVKCgoiGh3tUCIj49HS0tL1IscAPjrX+UwGE5gxYrBcDgoaDQuK3M0tUlc8vPzsXXrVgwYMCCy3Zh++SXgXXNycnD+/HmUlZUJIow2g0QiwciRI1FUVITU1NTI/r4JCdya88d+kydPxuOPP46nn34a06dPx/jx47uxgt4RjqSGq8O3YMEC9O7dG6+//jrf1eGFo0ePIjExUXAWLJvNhuPHj2PIkCGCCrJQWlqKhIQEqNVq1oLzx4A4EhNdriHR1JnQ6/XQ6/WCieaj0+kEGRUy2omLi4NOp+O7GiEhJSUFV199Hi++aAAzyM9YdFat4rdu3UFMTAwyMjJQUlLCd1V8E+gshgAHG2iaRkFBAU6dOgWz2dyFikUeqamp6NWrFw4dOuTXVTUi6ET9n376aYwZMwYLFiyAXq/vhkr5J2giR6/XY+nSpbjyyiuRkpICiqLwzDPPtNnvjjvu8Gr6HzhwYJt9jx8/jvHjx0OpVOLqq69GdXV1l+r47LPP4tixY1izZk1k+cMGierqatTX12P48OGCclMDgDNnziAmJkYQI6MMNpsNpaWlyM/Px4IFrhw4Dodr/o1a7bLgRBsXLlxAWlpa1I/0M/SInOhESCKHpmlkZmZixoxzeOcdl/ssIWAtOtFIfn4+zp8/D5PJxHdVfDNuXPv72O0BHy4lJQUpKSk4ceJEFyoVmQwZMgQGgyGkURO7jfaEjsf7EokEn3/+Oerr6/G3v/2tGyvmnaCJnKamJrz33nuwWCy4/vrr/e6rUCjw+++/uy1ffvllm/3mzZuHSZMm4YcffkBycjIWLlzY6fqdPHkSr7zyCpYtW4ZRo0Z1+jiRis1mw9GjR1FQUCCI8JVcWltbUVZWhoKCAkGJu7KyMsTGxmLt2mSsWXOx/J13os+Cw3DhwgXBCFlCCPR6PWJjY/muSg9BJi4uDiaTyS0nTDTTq1cvVFdX4777CN5+G1Fv0YmLi0NaWhrOnj3Ld1V8s3dvYPt14Jk6dOhQVFdXQ8OE9BQIEokEI0aMwIkTJ6LDkkVIh6w6ubm5+Ne//oX//Oc/2LVrVzdWrC1BEzl9+/aFVqvF9u3b8cILL/j/pzSNCRMmuC2e4QUbGxtRW1uLf/3rX5gyZQreeecdbN++vVN1I4Tg/vvvR58+ffDoo4926hiRzunTpxEbGys4NzXAZRHMyspqM3chmnE4HCgtLcXu3cPwl79cfAhxk3xGG3q9HkajEWlpaXxXJSQYDAYQQgST60lIyGQyyGQywVhzkpKSQFEUmpqaUFgIQVh0+vfvj4qKClitVr6r4pu33w7q4ZRKJfLy8lBcXBz5rlsdJDU1FampqTh+/DjfVQkeHfgO77nnHowdOxaLFi2CvQMWwK4SNJET7LCTarUaFEXhs88+g06nw4oVKzBgwIBOHWvNmjXYunUr3n77bcFZMQCXS0t5ebngLBmAy8LY0NDQ6XsnUrlw4QJefnkE/v73ODgcrg7DypXA6tV816z7qK6uRmpqqmDmXOn1esTExAgqWpGQiIuL48WHnQ8oikJ6ejrrkl5YiKi36CQmJiIhIQEVFRV8V8U3998f2H6jRwd8yLy8PBiNRtTW1nayUiGCovwvnWDo0KGoqalBY2NjkCvLI1yh40f0iEQirFy5EsXFxXjrrbdCUDEXvPQGTCYT0tPT0dDQgIyMDFx//fV47rnnoFar2X1omsYHH3yA2267DbfeeisyMzPx7bffdvh/tbS0YMmSJfjTn/6EmTNnBvM0IgJCCI4ePYrs7GzB+e4TQnDixAnk5eXxIm5X7V+FZVuWwWx3madtDhvsTjvEtBgSkaRLr2OlsVh+xXIUjmlrliGE4LXXTNi6NQuAqzGOphDRvqipqRFU5J4eV7XoJjY2VjAiBwAyMzNx6NAhdjCOaa+YcPfRGHUtNzcXR48eRW5ubvgOVuzaBVx2mWs7OxvYswdITe304cRiMQYMGIATJ04gLS0tfM+7I9HEAkShUGDgwIE4evQopk6dGr7n3lECtOiMHj0aixcvxlNPPYU///nPIXEtD7nIGT58OIYPH46hQ4cCALZv347XXnsNv/76K4qKitxcL+bMmYPa2lpUVlYiJycHUqm0w//vqaeegl6vx2uvvRa0c4gkqqqqYDAYMGHCBL6rEnLq6urQ2trapXNfsG4Bviz+EiJaBInINZndU3x4K7M5bLA5vfvT25zu73XmtcasweKNi7F44+I2IghOMYhSAjxhA2g7KIjxYAOw+NmL9ZOL5D5FUiRiNBqh0+mQnp7Od1VCRo/IiW5iY2O7HGwnkkhOTobD4YBWq2UHPBlBw4S912pd1pxoETrp6ek4fvw4qqurw9eV/NJLOxVVyx99+/bFuXPnUFlZib59+wb12CGDojp1XZhw2qWlpcjLy+uGioU3//znP/HVV19hyZIl+OKLL7r9/4Vc5HhGV5gxYwZGjhyJP/3pT3j//ffbvM8kkuoMhw4dwttvv42XXnopfBuQboQJm1xQUCAYFx4GxoqTn5/vNdJWoOLFaDMCcCUi9BQtnuLDV5lSovR6/K68tjvtICDe/ydtA6QXXxPYYHO6189oM2LRxkV48IcHAYA9Lnfbn7Uo3KitrUVSUpJgoqoBLpEjJFEnNGJiYgRlyaFpGqmpqairq3Pz6vC06CxaBPz2Wxi53gYy2u+jM0xRFHJycnDu3Dn06tVLMO7kNE1j0KBBKC4uRu/evcM3p1c3WHNomsawYcOwZ88e9OrVS3D5ChMSEvCvf/0Lt912G+655x5Mnz69W/9fWPR858yZA5VKhT179gTtmE6nE4sXL8agQYPw0EMPBe24kcTZs2cRExODzMxMvqsScl745QW8uPdFmHeZ2wgXoOPiRUJLOmzJsTvtuGnoTVh9Q/Cfxqv2r8KSn5fAZDOx/9Nis8HxhyUHTgkoscuS4yleJCIJe/6eFiLutqe1yPMY4WQNqqurE1SHnxCC1tbWHktOFBMbGwuz2QybzSYY8Z6eno6zZ89i0KBBbuWM0Fm0yLVeswaYPDk6LDp9+vTByZMn0dzcjMTERL6rEzIyMzNRUlKC8vLyyHUz7qQ1Jzk5GWlpaTh9+jRGjBgR/HqFObfccgs++OAD3H///Th69ChkMlm3/a+wEDmA66EdTP/EDz/8EHv27MH27dsF84DgYjabce7cOVx66aVROzrkb84L19IBeBcuQPviJZw68lwKxxS61WnBArBhomma4J13KL8dAK4lC/BuyfG0FjFwrUGLNy7Ggz88yKv4sdlsaGxsREFBQUj+XzhgNpvhcDgEme9LKEilUkgkEhgMBiQkJPBdnZCQmpqKgwcPwmQytRnhLix0WXCYdo6ZEx8RQsdPZ1gsFqN3794oLy8XlMihKAoDBgzAkSNH0K9fP0FZcwBg0KBB2Lp1K3JzcwU3WEVRFFasWIERI0bgX//6F5Z1Y/jEsBA5a9euhdFoDNq8kebmZjz66KO47bbbMHny5KAcM9I4ffo0UlNT3cz+kYovMcMVMVyYDjkNGiJa5NWSE67ipTOsWgVOHhyCF1/Uo7DQf5CJ1TesbtfC5GktAtoKIALCXm++xE9DQwOUSqWgQim3trZCqVSGb8eghy5DURRiYmIEJXKkUinUajVqa2uRnZ3d5v3Vq4GffnIFIXA6XS5sQIQIHT/069cPO3bswNChQwU1KJueno5Tp07h/PnzXr/viKCT1pyYmBjWijcukMSrUcaQIUPwt7/9Df/85z9x2223ISsrq1v+T1BFzg8//ACDwcD6EZ84cQJr164FAMyaNQsNDQ1YsGABbrrpJuTl5YGiKGzfvh2vv/46hgwZgnvuuSco9Xj99ddhNBrx4osvBuV4kYZer8f58+cxdepUvqvSYbiCpj0xA7iEjFziipzG7C+iRFBJVHhxxotRIWL8wbXgAATTptXikUeC47blaS3i4u176oz4Cca8n4aGBqR2IdpPJGIwGHqsOAJApVKhtbWV72qElNTUVNTX1/vs9C5f7oqyptW65ujwbtEJdKT/nnuADz7w+lZ8fDzi4uLYIEtCgaIo5Ofn4/jx4+jbt2/4RhvrJmvOgAED8Msvv0Cj0UTFgHRHefLJJ/Hhhx9i+fLlWNVN8eEpEsSMTP369fMZ872srAzx8fG4++67cejQIdTV1cHhcKBv376YM2cOHn/88aAka9RqtejXrx+mTZuGBx54ACqVCkqlEkql0m1bIpFErRvXvn37IJPJ2iRYDTeYjrLeovfpZsbgTcwoxAq8etWrbh3k2tpaHD58GDNmzIj6Ue5Vqy76qAPAI4+cw8KFTvTv35+/OrUjfnwhoV2jlx2dx0QIwS+//IJhw4YJJgkoABQXF8PpdGLYsGF8VyVk2Gw2bNq0CbNmzRLMaPfp06fR2tqK0R3IQxLpNDc3Y9euXbj66qv9dnqTklwWHQBQq4GmphBV0BuB9iX8dLfOnz+Ps2fPYtq0aVHbN/EGIQS//vor+vfvH96R1tr7TjrZlT516hQaGhowceLEqP3ebTYbjEYjDAYDjEYjuxgMBnz66adYvXo1SkpKuuX7D6olp7y8vN191q9fH8x/2YbXXnsNNpsN//73v1lTv9FoRHNzM6qrq2EwGGCz2SAWi6FSqaBQKKBUKtuspVJpRN5wzc3NqK+v7/aIFZ3BM6KZyWZqM28GuCho/IkZX5SUlCA3N1cQAodx1QCAefPsmDTpOLKyruSvUvBt/fElfrjWHoY1xWuw9sTagKw9BoMBJpMJSUlJ3XdSYYjBYEBycjLf1eihm1GpVKirq+O7GiElPj4eNE2jubnZ7+j28uXuoaWTklxlvFh0gjDSn5mZiaNHj6KlpUUw7onARWvOmTNn0KdPn/Dtd3WTNSc3NxdlZWWor6+PyIE6QggrYkwmk9uaWbh9bsbQkJqaCpVKhRdeeAEbN27ECy+80C3WnLCYkxMsNBoN3njjDSxevNivyZf5QpjFZDJBo9GgqqoKJpMJVqsVIpHITfh4W8KxI33mzBn07duXl+SXXDzn0QDeI5p5zpvpivuSVqtFS0tL1OcEWrXq4sOdooAVK4DLLy9FU1MK79+7L3yJH88ACJ6ih4nytmjjIty/6X4QQtxEb0NDA5KSkgQXIt1gMIT3qGcPQUGlUsFgMPBdjZBCURRSUlJQX1/vV+REW7JQsViMzMxMVFZWCkrkAEDv3r1x4sQJwUXJBACJRILc3FycOXMmLEWOw+GA2WyGyWRqszB9aIfDAYlE4mYoUKvV6N27Nytq/OW5XLp0KZYtW4bHHnss6M+1qOoZMFac//u///O7n0QiQXx8vE/3OLvd3kaRtra2orGxkf1ynU4npFIpK3jkcrnXdSg7X3q9HnV1dbxYcTxH6n0lwgQuRjQL9kT00tJS9OnTJ6pdWRgLjvOPvDeJicB99xFs2VKJAQMG8Fu5TuAZAMGbCyNzLzmJ66SNdiMb2lpEiaASq/CiLPrnXzEQQmA0Gnvm5AgAlUoFq9UqqDDSAJCSkoLz58+3myMvrJKFBsHzPysrCwcOHMCQIUPCd35KN0DTNLKzs1FaWhreIifISVEZsrOzUVJSgqamppB6JdjtdpjNZlbEeIoZs9kMi8UCiqLcBvjlcjnS0tLcDAFdaZ8WL16MV155BcuXL8d7770XxDOMIpHDWHHuv//+LqthsViM2NhYn2H9CCGwWq1tVK1Op0N9fT17czidTojFYvam4AoguVwOmUwGhUIBmUwWlAatpKQEWVlZIUku5Wmp8XQ9Y2ASYQLdG9HMbDajuroa06ZNC/qxw4lly1yjlhTlEjjLl7tcFM1mc3g/HALEm8WHsfaAcv32mD8AsBM7WmwtbGLTcMvf0x1YLBY4HA4olcr2d+4hopFIJBCLxYKKsAa48ogcOXIEdru93YFCT6HDeyCCLpCcnAyaplFfXx8V7XlH6NevH86cOQOdToe4OP/RQaMNiUSCnJwcnDlzBpdcckmXj+d0OmGxWFgBw4gVrpBhcnDRNM32SZk+anJyspuokclk3epGqFKpsHTpUjz22GN4/PHH0a9fv6AdO6iBB/hk2bJleP3111FWVhYWkZYYP0XPm8pzsVgsAFyhM7k3GiOCmDWz7avBNxqN+PXXXzFt2rRuCaUbiKjxnEvTXYkwvXHy5MmodlVbtepiRCFC3CfaHjt2DDabDaNGjeK3kiGCCW1ttBkhhhh22L3uR4Hq0HyuSEGj0aCoqAhXXXUV31UJKUIMPAAA27ZtQ35+vqCSOhNC8PPPP2PUqFFISUkJ6DNhFYigC5w4cQJGoxFjxozhuyoh5+DBg6BpWpAJMi0WCzZv3oyJEyf6HNCw2+2wWCysgPFcB9Kv9Bx0D5f55waDATk5Objuuuvw/vvvB+24UWHJaWpqwptvvon7778/LAQO4PIrlkqlkEqlfqPGeSpu7rZOp2PLLBYLnE4nRCJRG/Ejk8nQ0NCAhIQE9uaWyWQQi8Vdunm5eVJ8RcaiQEEhUfA6eu50OlFRURHVnfxlyy4+wEUilwUHcHUGqqurBfVQYKw9ZWVlqK6uxju177DzerhR3AiIm2tbsEJW843RaOyx4ggIhUIBk8nEdzVCCkVRSE5ORlNTU8AiJ6wCEXSBzMxM7Ny5Ew6HIyzn/XYnubm52LFjBwYPHux3Dke0QAiB3W6H1WqFxWJBcnIyDh8+jIyMDLbfxxUydrsdFEW5DXwz6/j4+DaD5JHk8shYc/7+97/j8ccfD1repKgQOf/+979BCGl3Lk44QtM0axL0B2MZ4t7wzHZrays0Gg1iYmKwf/9+WK1WOJ1O0DTN/hikUqnbNvOaW/7+offxxNYnfFpruGGcgfBJqFlbWwuRSBTwwzDSWLDgosChaeDtty8+uLVaLRwOR9Seuz+ampqQnJyM1ZddnNfjOaeH69rmLYhBKK2NwcJoNIbEJbWH8ECpVMJoNPJdjZCTlJSEqqqqgPePlkAE8fHxkMlkqK+vR0ZGBt/VCSnx8fGIjY3FhQsXIjY5KFe0+Fozi9VqhcPhYIWLRCKBXq9nU54kJia2ETPRnP5k0aJF7NycD3zklOooES9yLBYL3n33Xdx7771R3dHjWoY85wqdO3cOJpMJkyZNAnBxdID7Y+L+wJqbm9ntryu/xseVH8PsMPt0+wEAhUiBpyY8hbuG3cWKI4lEEhYjTefPnw/v0JNdYNUqbrJP4J133B/aNTU1SE9Pj6gRm2DR1NTUJhKL55werjXSWxADbrjqSHFt67HkCAulUonGxka+qxFy1Go1mw8q0PbNc36ORuMaJFodQeMYFEUhMzMT1dXVghM5ANC3b19UVFSEhchxOBywWq1+F6ZvxSwOhwMAvA4sKxQKVsRyF65w2bdvH1QqFYYMGcLnqfOCUqnEX//6VzzzzDN4+eWXg5IgNeJFzvr169HU1IT77ruP76rwAiEEZWVlblFoKIqCRCKBRCJpMz9n1f5VWLbV/9wahVgBEEBKS/Hg0AcxJ2sO+2M+evQoG+0HcFmimB+wRCLxu81di0SioIgSk8mE+vr6sE982hk8c+HMn+8ucBhXtYKCgtBXjmeYOW6JiYl+9/MUPdwgBozQYYQP17UtnAWPyWQKSuLkHiIDpVIpOHc1AIiNjQVFUdDpdB0KusC0kUyi5DVrgMmTI8uik5mZid27dwvSZa1Xr14oLi5GS0tLUNo5QggcDgdsNhtsNhvbf+GuPbeZ14xgEYvFbmKFO+CcnJwMiUTS5v3O9m+ys7Oxf/9+DBw4UHDfPQDcddddeOqpp/Dpp5/ioYce6vLxIl7kvPfee5g8eXK7oSajlYaGBtjt9nYnpXIna3vCzVUTqPsOE2HOW8PAbDNJoLgNCiOOGMsUI8a424EsTANSWVmJlJSUqHPf8ZYLx/MhrdPpYLFYotqC6QutVou4uLgOh2jnhqz259pmtBvZiG3hNo/HZDJF3f3eg2/kcrkgRQ5FUUhMTIRWq+1wZLnCQuC33y5awSPNbS0hIQFisRhNTU1hM884VEgkEmRmZuL8+fPsAB7jneKtP+Fr4e7j/CPnglgsbtPvYJaYmBifg7Sh9JRITk6GVCpFdXU1srKyQvZ/w4XU1FRcf/31eO+99/Dggw92eTA8okXO6dOnsW3bNnz++ed8V4U3ysrK0Ldv3zY/wvaioTGhnTs7r4Y7+a0jMHOLvI2oMIvFYkFra6vXhosJBigSiSCRSGCxWKBUKrFnzx6IxWK28WK2/a3D2cVr2TL3XDjeHtB1dXVISUkR5GiPRqPpsinbn2tbOM/j6RE5wkKhULBuMEL7ravVamg0mk65Lq1eDfz0k8tlLdICEVAUhbS0NNTV1UW8yHE6nbDb7axI8bXmbptMJuj1elRXV7OfZfA26MmIEWbOime5VCoN+2c+A0VRyM7ORllZmSBFDgDcd999mD59Onbt2oWJEyd26VgRLXLef/99qNVqzJ07l++q8ALjqjVs2DC2zJ/FhoJLEfPZSePOLepoMkNPs7NWq8XRo0eRn5/PlnMbSV8NKlcoicVidmHEj6+Fed/zc0zjGaw5QatWAc3Nrm2avhhJzZO6ujrBNoJarTbomZG5oodxaxPRIr/zeEL9W2Lu4R6RIxyYHBVms1lwCWATExM7FHzAk+XLIzcQQVpaGo4fP86LO7LD4YDD4WAFhr+FaZN8lTEuXwDaHXhkkkqKxWIUFxcjJycHaWlpbs/maJx760lWVhZOnDiB5uZmQeXHYpg2bRpyc3Px3nvvCVfkWCwWfPzxx7j99tshl8vb/0AUUllZiR3mHbjjrTu6zWLTrXAbq4IC4OjRdnan2IZOoVCgsrISmZmZ6NOnT8D/khFKng2xr4babDb7beC91c1TBDGvueUikahNuUgkwsKFMVi7VgyAgkhE8NZbQGFh20bdarVCq9UKMpcCIQQtLS3d2vhz3dr8zeNZU7wGXxR/EbI5PGazmbVi9iAMmGzjJpNJcCInPj4eBoMBNputU/d8JAciSElJgclkQmtrq9fcd4QQOJ1ON0HS0TVXiHBfc9Mn+hv4YxbGguJrcLAz83BbWlqg1+vRv3//oFzPSEIikaBXr16orKwUpMihaRr33nsvnn76abz++utd8tqIWJHDBBxYuHAh31XhhZVFK/Hoz49Cb9e3eS8cLDYd5tgxd9HTTo5aZtL90KFDO/RvuGKkq+KYech4Ch9/DxCLxQKDweD1ofPttxlYu3YIAAoAwb33HkVmZjk2brwoihhBZLfbIRKJUFxczFqSGKFE0zS7n7dtZmE+Q9N0UC1R3U1raysIId2S9NYbvubxMELHMx9Pdwoes9kMuVweMd9VD8FBLpfDbDbzXY2Qw+T8aGlpQXJycqeOEepABMxzgStAmMVbmb9FLBZjz549kEqlbcSMw+FwEyOezwhfa5lMFtBAHPOar7YmMzMTv//+e4ei60UTvXv3xoEDBzBkyBBBnv+dd96JJ598sssBCChC2ulNhinTpk2D0+nE9u3b+a5KyODOs/G02IRDUs4O46/xbOe21Gq12L17N2bOnBk1fuoXM3YT3HgjwSef2No81JjXZWVloGkaqampbu8zD1G73d5mm1vm+YAE4CZ+PLf9lTEiKdAyz/c6KrKqqqpQWlqKyZMnB/9L6AD+kuUyAw3BFjyVlZWoqKjosgk/ErHZbNi0aRNmzZolOEvWvn37oFarkZeXx3dVQs7evXuRnJyM3NzcgPbnigyu2LjzTinWrpUAoJCQ4MSpUw3se9z9vJV5lvsr47pnAa6BNW9tayCLRqOB0WhEfn5+GwHj+TraBj4IIdi8eTOGDRuG9PR0vqsTcggh+OmnnzBq1KiIn5fVWf785z/j+PHjKC4u7vT9HZEi5/Tp0xg4cCA+++wz3HzzzXxXp9vxNc8mIoUNQ3s3bDu35fHjx2E2mzF69OggVoofVq1y+Yprta7TVquBpib/n/nll19QUFCAtLS0Tv9fXw9ofw9xX+/52s/zPe7iCUVRbCeA6Rh4rmmahtFoBCEEiYmJrDjyFEuegopb1t52IGvuNuBf8ACAhJYEJUpbSUkJmpubMXbs2E4fI1IRssg5evQoaJrusOW6qxBCWNHQ2bXndnvveZbrdDrYbDbExsZ63c/b4gnzG58/fwb0eikAgssvr8OTT57yOzjT0QEfXwNFnaW5uRm7du3CrFmzok7EBEJxcTGsVitGjRrFd1V4Qejn/8svv2DGjBnYsWNHpwf2ItJdbfXq1YiPj8cNN9zAd1W6DX9WG6VYCRER4YlLn8DSy5fyWMtuIgDdXVtbi0GDBoWgMt3PsmWMBQcQiXwHGmAwGo0wGo1dji7GPMT5wFfHhrEweRNFzHL27FnExsZCrVb7PUYgnSpv297W/qAoCr3p3vjf8P+Bpmlsqt+E98+/D4vTwu7DjdL2l01/gUKkwMLchZiTNYcVTYEsWq0WAHDs2DG2jKmD5+JZ7us1t9xXmWc5d92ZbW+vvV1XLswcuObmZrfQ4e19P57vc1/72ua+9rVmtr2976vM1z6ei2c5k8CZmS/B3Y+5R9tbfO3HLffc9kcggwDtDTRwBzEYYcCE7GUWsViMhoYGZGVltTmmt8Wb1Zi5l15+mXFbo7BlSzrmzUsP60AE8fHxoCgKzc3N7eYEi0YyMjKwb98+EEIEKfJ69+6NnTt3YtiwYR1OlxANXH755cjOzsZnn30mLJHz/fffY9asWVEZcMCf1QZwzbN5c8qbKCoqwlVTr+KjirxjNBphMBiiIj+MZyS1t99u31e8sbERCQkJET2azXXh6CgnT55ETk4OkpKSuqFmbQmkM8jdnkAm4FnyLAghuPfHe/HN2W8gpsXsHB47sUNv1+PV069ixdkVkIlkeGTUI1iQv4DtWPrruDJ5ojxFWHsdZV+vPdf+Ouu+PuO5j+e+gbwfSDkAHDhwoE2Zrw6Qt3J/wotbFoio8yYgfX3WlyD1LPO2j1gshtlsZpMM+lu4nXqu6PAUId7KvVkq/W2HgtbWVlRVVaF3795dHpTxzJ9z//0Xy8MRiqKQlJSExsZGQYqcxMREVuQL8fzj4+OhUChQV1eHXr168V2dkEPTNP7f//t/+OqrrzotdCNO5Fy4cAGHDh3CI488wndVgoZfq41E2cYd7fjx40hLS4vcyWhdfDjW1dVBrVZHdCcfaJvw8513AnvYNjU1dXoSbqRjtVphNpsRGxsbsv/J7dx1lPU3r2e3mShtTlwcITc5TDA5THhyz5P49+F/t+vO1tzcjF69egU9fHYkwLirXXHFFRH/2+8otbW1OHnyJAYPHsx3VUIOE1HOYDAE5XfPzZ/jdIZ/WOnk5GQ0NDQIMsoYTdNISUlBXV2dIEUORVFIT09HbW2tIEUOAFxzzTV4/fXXcfjwYYwcObLDn4+4XvKGDRsgEokwc+ZMvqvSZRasWwDRsyIs2rgIGpMGRpsRBATUH3/zh86H4XEDmh5tcuv41NbWRu9EvABc1err67s0FyVcCCThpzeCkQgzUtHr9ZDL5ZBKpXxXpcOsvmE1HE87sHL2SqgVaiglStZCS0CgMWuweONiqJ5XIemlJKzav6rNMSwWS4cT8PYQ+chkMlgslvZ3jEIoikJsbCz0+raRRDvL8uUuyzngmgu5qu1PLWxITEyEVqtt1y0zWmGSogqV9PR01NfXC/b7nzRpEuLi4rBhw4ZOfT4iRc5ll10WsZ28VftXIenlJKieV2FN8Rp2VJcGDaVECbVcjRWzV8D5tNNr+GeDwRA1rlqdweFwoKGhIeJFTqAJPz2x2WxobW0V5KgW4BI5obTidAeFYwrRtLQJhscNWDF7BdQKtZvYMdqM7Pwd+lkaC9YtYD9rsVgiUuD10DUYkSPUjk6wRU5hoctyTtOucbX77w9foRMfHw+73Q6DwcB3VXghNTUVzc3NghX5jMseMx9TaEilUlx11VX4/vvvO/X5iBI5RqMRv/zyC6699lq+q9JhvFltGJRiJd6Z/Y5Xq40ndXV1SEpKilx3jS66qjGTjiO5o9tZNzXAFTpbqVQKdjTfV2K8SIURPIzY4Vp3AJfoWVO8hrXufFv9rWC/eyHDCFur1cpzTfghJiYGra2tQT1mYSHA5Flk3NbCEZFIhPj4eMF2cuVyOeLi4tDUXsjRKIWmacFbs6655hoUFRWhtra2w5+NKJGzZcsWmM1mXHPNNXxXJSACsdqsnL0ShmWGgMPK1tXVRa+rWgA0NTUhKSkpoiOtdNZNDXCJHKFacQCXJTMas757s+5I6IsDGYx1Z1XlKsT+K9bNutND9MNEDBOqyFGpVN1iyeC6rWk0wIIw/VkxLmtCJSkpSbAiB+hx2WNCqG/cuLHDn40okbNhwwbk5eVhwIABfFelXRasW9Blq40nDocDjY2NkZ0YihD/Szs0NTVFrKsi0Hk3NQahRplhiDZLjjcYwWN90srO3/Fm3ZH+Q9rGna2H6ISiKEilUthsNr6rwgvdYckBLrqtMaxZE55uaz0iR9giJzU1FS0tLTCbzXxXhReSk5NxySWXdGpeTsSIHEIINmzYgGuuuSZsR/E9LTcMnbXaeNLc3AyJRBL1nTxfEEKg0WhCFjo42KxaBTzwgMuKIxJ1zE2NoaWlBXFxcd1TwTCHEAKj0RiVlhxfcN3ZEmWJEFMXA2LanDZW8PSInehHKpUK2pJjs9m65fwLC4H58y++Dke3tbi4OOj1esHOyVKr1WhpaRGsyJdKpYiLi4OGSagnQK699lr8/PPPHRZ6ESNyjh49igsXLoSlq5q/+Ta+IqR1hmhw1eoKLS0tAFwTMSMNZh6Ow+GahxNIPhxPbDYbTCZTRJ5/MDCbzXA6nVAqlXxXJeQUjinEyTtP4sfLfmStO1x3th7rTvQjZJEjkUgglUphNBrb37kTrF4NMA4C4ei2FhMTA0KIYIMPKBQKKJVKQXfy1Wq1oK1Z11xzDYxGI3777bcOfS5iRM7evXshEolw6aWX8l0VFsZy42++jbcIaZ1FyKGDgYvzUSJR5HVlHg6DTqeL2PDJwcBoNEIul0dufqguYrPZIJFI2rizKSUXRV+PdSd6EYvFgh3JBlwd3e4SOYC763C4ua3RNI3Y2FjodDq+q8IbarW6x2VPwCJnyJAhSExMxN69ezv0uYjpLRw4cACDBw+GQqHguyptLDcMXZlv0x6EENaSI1RaWloi0orR1Xk4DEJ2VQNcIkeIVhwGRuRwKRxTCMPjBr/WHfpZGqrlKq95d3qIHCQSiaBFjlKphMlk6rbjh7vbWlxcHOvNIEQSEhIEff5JSUnQ6XSCbQMoisKoUaNw4MCBDn0uokTO6NGjea2DL8tNMObbtIdOpwMhRNCd3EgUOV0JF+2JXq8X9PdvMpkELXLsdrvP0PH+rDsEBEa7EYs3Lu6x7kQwEokEdrud72rwRndbcgCX2xrTxIRbktBg5wqKNIQu8hQKBeRyuaCtWaNHj8bBgwc79JmIEDlWqxXHjh3DqFGjePn/7Vlugm218QYTVUuorjpOpxM6nS7iRE4w3NQYojV8cqCYTCbI5XK+q8Eb3iw53uBad7h5d8gffz2ubJFJjyWney05DEwTQ0h4WXNiYmIEOycHcM3FNZlMgp2XBvS47I0ePRqVlZVoaGgI+DMR0WMuLi6G1WoNuSWHT8uNJ0J3VWptbQVFUREXWY4JBEJRnXdTYxC6yDGbzYIXOWKxuP0d/4ARO86nnV6tOz2BCiILoYscmUwWkhC64Zo7h8kVJNQIa1KpFAqFQtDWHCbKnlBhNEBHXNYiQuQcPHgQNE1jxIgRIfl/3WG5eeKJJ3DNNdegV69eoCgKd9xxh9f9nnnmGVAU1WYZO3asV5HzxRdfYMSIEZDL5cjMzMRf//pXr/kE1q9fj+zsbMTHx+OBBx4I+cMy0PP/4IMPcP3116Nfv35QKBTIy8vDokWLUFJSgri4uDZBB8L5/BcsABjvCl9WnDNnzuCGG25AYmIilEolxo8fj++++67Nfg6HA6WlpbjnnnuQkJCAmJgYzJgxw6vptqqqCldeeSWUSiUuu+wynDx5MtinFnSKi4sxb948pKSkQCaToV+/fli8eLHbPmazGXV1dZg7d27UXIPKykrMmTMHOTk5UKlUiI+Px8iRI/H222+3cU1yOByoqanp1PlPUU1xs+4whGOggtbWVvz1r39FZmYm5HI5RowYgS+++MJtH6vVisLCQsTFxSE3N9frbybcOXz4MGbPno0+ffpAoVBArVbjkksuwWeffdZm34MHD+L222/H1KlTkZCQgLlz56K0tLTNfsePH8f48eOhVCpx9dVXo7q6OhSn0mV27tyJWbNmITExEQqFAv3798c//vEPt31Onz6Nhx56CDExMd16DUKdO2ffvn246qqrEBsbi5iYGEybNg27du1qs59KpcKZM2dwxRVXdPs16C70ej2WLl2KK6+8EikpKaAoCs8884zbPg6HA//+978xc+ZM9O7dG0qlEoMGDcLf//530DTtNfjCW2+9hYEDB0ImkyE7OxvPPvus12f8ypUrkZ6ejuTkZDz77LPddZp+CeQaAMAdd9zRph84YMAAzJ071+txI+kadJacnBzEx8d3bF4OiQAKCwvJkCFDuv3/rCxaSdQvqQmeAbvQz9BE/aKarCxa2aVjK5VKMmHCBFJYWEikUim5/fbbve739NNPEwDkxx9/JL///jv5/fffye7du8lrr71GNBqN276fffYZAUDuuecesmXLFrJq1SoSHx9PZsyY4bZfRUUFiY+PJ++99x75+eefyahRo8grr7zSpfPpKIGef2ZmJrn55pvJ559/TrZt20beffdd0rt3b5KSkkJ+/vlnt33D+fxXrnTPcrrSy+1TVlZG1Go1GTJkCPniiy/Ihg0byOzZswlFUWTt2rVu+5aWlrL7rlu3jmzcuJFMnDiRxMbGklOnTrntO3PmTHLLLbeQbdu2kYcffjgkv52usGXLFqJQKMiVV15J1q5dS7Zt20b++9//kr/97W9u+3355ZckPT09qq7ByZMnyW233UY+/PBD8ssvv5BNmzaRBx54gAAgd999t9u+P/74I0lLSwvK+TNtneQ5iVt7h2dAJM9JCPUMReavnd/t5++NGTNmkISEBLJq1SqyZcsWcs899xAA5JNPPiHffPMNsVqt5MUXXySjR48mP//8M3nvvfdIQkICOX/+PC/17Sxbt24l9913H/n000/Jli1byPfff09uuukmAoD84x//YPc7efIkiY2NJePGjSMvvfQSWbduHRkyZAjJzMwk9fX1bsccNGgQWbJkCdm2bRu55ZZbyOzZs0N9Wh3m888/JzRNk5tuuol89913ZMuWLeT9998nzz77LLsPcw0GDx5MNmzYEJJrMH/+xfZbre7SKfpk3759RCaTkUmTJpGvv/6arF+/nkyYMIHIZDKye/dut31PnjzJPkc3btwYkfdBWVkZiY+PJ5MnT2Z/108//bTbPnq9nsTGxpKFCxeSr776imzdupW8+uqrJDExkeTm5pI9e/a47f/Pf/6TUBRFHnvsMbJ161by8ssvE6lUSu699163/fbs2UOSk5PJF198Qb777juSnZ1Nvvrqq+4+5TYEcg0IIeT2228nCoWC7Qf+/vvvZOvWreT1118ndrvdbd9IuwZdYdq0aWTOnDkB7x8RImfs2LHk1ltv7bbjz187n9DP0G0e9sp/KrssbhgcDge7rVKp2hU5DQ0NbJnJZCLffPMNsdlsbJndbicZGRnkyiuvdPv8559/TgCQTZs2sWVfffWV203x7bffkmuuuaarp9QhAj3/urq6NmVFRUUEAHnooYfYsnA/f7X64gNyvo++4n333Ufkcjmpqqpiy+x2Oxk0aBDJyspyu2b3338/EYvFpLy8nC1raWkhycnJ5M9//rPbcVUqFWlpaWFfJyYmksbGxiCdWXAxGAwkIyODzJ49mzidTp/7OZ1OMmfOHCKRSKLuGnjjz3/+MxGLxcRsNrNlCxYs6JbzX1m0kiiXK9u0f3gGIRc7GzduJADI6tWr3cpnzJhBMjMzybp164jVaiWzZ88m3377Lfv+nDlz2gwMRCrjx48nWVlZ7Ot58+aR5ORkcubMGbJlyxZCCCHl5eVEIpGQpUuXsvs1NDSQxMRE9nVLSwuJiYkJXcU7QVVVFVGpVGTRokV+92OuwerVq4nFYiGEhOYaBNKOd4WrrrqKpKWlEYPBwJbpdDqSnJxMLr30Urd9582bR+Lj40lxcTFbFmn3gdPpZNv5hoYGrx18u93uta366quvCADy1FNPsWWNjY1ELpeThQsXuu27fPlyQlEUOX78OFv2yiuvuA2cvfHGG+SBBx4Ixml1iECuASEukaNSqdp8dsOGDaS5uZkti8Rr0BUeeeQR0rdv34D3D3t3NZvNhqNHj3bLfJxQzrnpSsAAnU4HlUrl5o+/Z88e1NTU4M4773Tbd968eYiJicHXX3/NluXm5mLnzp0oKipCQ0MDPvnkEwwYMKDT9ekMgZ5/ampqm7LRo0dDJBKhsbGRLQvn8+eGjFarXRF7vLFr1y4MHz4cvXr1YstEIhGuvvpqVFZWYt++fWz5xo0bMWrUKPTt25cti4uLw9y5c/H999+7uTbl5uZixYoV0Ol0+OyzzyCRSMI2v9JXX32Fmpoa/N///Z/f/Ed2ux179uzBtGnTou4aeCMlJQU0TUMkErFl27dvx6WXXhr08w8kDLXqeRWSXkrq9jDUX3/9NWJiYjBv3jy38jvvvBPV1dUoKSkB4Dq/Tz75BA0NDSgqKsLOnTuRn5/frXULFcnJyWxbb7fbsWHDBtallfmO+/bti2nTprm1c2q1GhRF4bPPPoNOp8OKFStC3s53lA8++AAGgwGPPvqoz32YazB37lzExMSwE89DcQ248yi//LLTh/HJrl27MHXqVLeokbGxsZg8eTJ2796NmpoaABevwRVXXOEWfCTS7gPG7cofIpHIa6qMcePGAXC5+DL8+OOPMJvNbfoBd955Jwgh+Oabb9iy3NxcbNy4EadPn0ZlZSX+97//8XJdArkG/j4bFxfn5rIXidegK4wePRoVFRUB5wwKe5FTVlYGi8WCgoKCoB53wboFvEZLa4+CggKIRCKkpaXhvvvuazPPpLi4GAAwbNgwt3KJRIKBAwey7wPAyJEjcc8992D8+PFITU1FdXU1loVT2Jh22L59OxwOB4YOHcqWhev5e4aM9hdswGq1QiaTtSlnyo4ePQrAFVWsoqICAwcObLPvsGHDYDKZ3PyyV6xYgddeew3x8fH4y1/+go8//jhsE6gy2YsdDgcmTpwIqVSKxMREzJ8/382PvKWlBbW1tW2+byDyrwHgyoNlt9uh1Wrx5Zdf4uOPP8aSJUvYzq7JZEJ1dTUGDx7c5rPBOn9/YaiNNiM0Zg0WbVzUrXN3iouLMWjQoDYBFpjvvaKiAgCwbNkylJWVITU1FRMmTMCDDz4Y9GdEqHA6nbDb7WhoaMCKFSvw008/sZ3+c+fOwWQyYdiwYaBpGg6Hg/3csGHDcPbsWXYyPk3T+OCDD7Bo0SLEx8fjrbfewqpwioHshd9++w1qtRqnTp3CiBEjIBaLkZqaisLCQrYjx1yD4cOHQyqVukXX6u5rUFh4MaS00xn8uTntPQOOHTsG4OI1GDx4cJsIc9FwHwTCli1bAAAZGRlw/hGylHnOe/72MzIykJyc7NYPuP766zF+/HgMHDgQffr0gVqtxsKFC0NU+85hMpmQnp4OkUiE3r1744EHHoDD4XCLshft18AT5llw4sSJgPYPPFQPTzAdnd69e3f5WKv2r8KyLctgtpthtF2Mt6+Wq7H8iuW8CxvApbSXL1+OkSNHQi6XY9++fXjhhRewY8cOjB07lh31Z1Sst9FZtVqN8vJyt7Lnn38eDz/8MFpaWpCTkxPWHT4uer0eixYtQnJystuPMVzPvyMhowcPHoxt27ahtbXVLWrczp07AVw8R61WC0KIz3Pl7gsAl112Gc6fP4+ysjL07ds3LBLo+uLChQsAgBtuuAELFy7EP/7xD5w5cwbLli3DlClTcOTIESiVStTX14MQ4nWEL9KvAQC89NJLeOyxxwC4Rusef/xx/POf/2TfD/U9UDimEIVjCtk2U2vSgsAV1Ymx7nx7+lvIRfKgtp1NTU3IyclpU86cIxNZKDU1Ffv370dpaSnUanVEWek8Wbx4Md59910ArghSb775Ju677z4A7u2cWCx2EzlqtRqEEGi1WmRkZAAA5syZg9raWlRWViInJwdSqTTEZ9MxLly4AKPRiHnz5uGxxx7D66+/jqKiIjz99NMoLi7Gjh073K6BRCJxEzmhuAavvnpx4Or++11lXUkFwGXw4MHYs2cPnE4n6+1gt9vZrO7MuTPr5OTkNhHmouE+aI8LFy7g73//O8aMGYNx48bBaDQiJiYGTU1NkMlkXqOOqtVqtzaRoij897//xYsvvgi73Y4+ffqE8hQ6zPDhwzF8+HB2cHf79u147bXX8MMPP+CTTz5h94vma+ANpg/MWDnbI+xFDnMizI+3syxYtwBrite0KZ8/dD5W3+DDn6gTeEZEEolEHepQ33rrrW6vp02bhvT0dNx11114+eWX8cYbb7i97+vY3sqTk5ORnJwccF06Q1fPn4vZbMbcuXNx/vx5PPfcc0hMTGyzTzidP9dNjabdrTjerssDDzyAb7/9Frfddhv+9a9/QaVS4e2338bu3bv/OIa7odXfg8rzfGUymVfLD594uwbMiNyNN96Il156CcDFe/7666/H6tWrcc8997Cf9Xcvhfs18PfbuOOOOzB9+nRoNBps2bIFr7zyClpaWvDWW2+1+YwvuuP8PcWO3qKHzemK2GO0GWG0uZKMLvt1WdDETqDfMU3TyMvL6/L/45vHH38c99xzD+rr6/H999/jgQcegMFgwCOPPMLuQ1EUaJpmfy9cPK+XSqUKq/veH06nE2azGU8//TT+/ve/AwCmTp0KqVSKv/71r/j1119ZVy6KoiCVSr1GjOrOa1BY6Bq80mhcQmfZsuCJnL/85S+4++678cADD2DZsmVwOp149tlnWYult2eAr1xBkXwf+EOj0WDWrFkghODLL7/EuXPnYDab2YHBjjwTACAzM7Pb6hpM/va3v7m9njFjBkaOHIk//elP+N///oeJEyey70XrNfBGXFwcFApFwBEDw95drbq6GiqVCrGxsZ36PHfeDYNSomTn3QRT4JSXl0Mikbgt27dv7/Jxc3JykJOTgz179rBlzIi2N79EjUbDy8hmMM/fYrFgzpw52LlzJ/773/9i2LBhbj/WcDz/JUsuWnHeeefig9DXdbniiivw0Ucf4bfffkNubi7S09Oxfv16NnQqM2KRmJgIiqK8hs7UaFzuluE+ku3rGjDf41VXXeW2/1VXXQWKotjwyAqFAhRF+fy+gfC+Bu39NtLT0zFmzBhceeWVePHFF/Hcc8/h7bffxqFDhwBcvAe8JYILxfl7urKpFWq3JKMaswaLNy7u8tydpKQkv99xpOXJCoQ+ffpgzJgxmDVrFlauXImFCxfiscceQ0NDg1s7xwwKkD/ypGg0GlAUhYSEBB5r3zV8/f6vvvpqAK7Q2dxr4GnJCdU14ObO0WqD57Z211134cUXX8Snn36K3r17o0+fPjhx4gQrcJlnAHMN9Hp9m2SY0XAf+EKr1WLGjBm4cOECNm/ejJycHLd8SUlJSTCbzTAajW0+y1c/oDuZM2cOlEol68oOCO8aUBSFjIyMgC05YS9yampqOq06vc27mT90PgyPG7pl3k1mZiaKiorclmAETGBuXu6oDuN/yfjsMtjtdpw6dcpt/kqoCNb5WywWXH/99di6dSu++eYbjB8/vk0SyHA7/1WrLubEoWn3kT5/1+X2229HbW0tTpw4gZKSEhw/fhyA64c8adIkAK4OfmZmJs6cOdPm/x47dgwKhcKri0844esaeJtjw4W55yUSCXr37t3m+wYi4xp09LfBTLJlvnOFQoGMjAyv+X5Cff6M4Fkxe0UbscPM3Vm8cXGnxE5BQQFOnjzZxurFfO/coAthBUW1vwTIuHHjYLfbUVpaitzcXCgUChw7doy14jHWnGPHjiEvLy+iE+T6+v0zQo6mabdrIBaL3e6NUF0DJncORblirS1ZErxjP/roo2hsbMSxY8dQXl6O3bt3Q6vVQqVSsW0Ecw1Onz7dxpIVDfeBN7RaLaZPn46ysjJs3ryZvVfkcjksFgsA3/2A2tpaNDY28tIPCgXcwQ4hXoPMzMyARU7Yh5BesGABmTx5csD7M/kfPEOiBiPXTbDwF0LZE4fDQV566SVC0zT561//ypYzIZRnzpzptv+aNWsIAPLDDz8Es8pBxd/5m81mcvXVVxOpVEo2bNhACCGkpKSE7N27122/cDv/YIUabW5uJv369SPXX3+9W/kNN9xApFKpWy4QnU5HUlJSyI033tj5f8gzJ0+eJBRFtYnnv379egKAfPrpp4QQ1z1w6623RuU18MaTTz5JAJD9+/ezZXPnzg3L8+e2udQzVJsQ1B1pezdt2kQAkC+++MKtfObMmW4hpMMOblIsX0uA3HrrrYSmaTb3yZ///GeSmppKmpqa2DxBFRUVRCqVkkcffbS7zigk/PTTTwQAWb58uVv5v//9bwKA7NixgxBy8Rrs2rWLDaHMxzWgKP+5z4IBk9eN+7wn5OI1WLNmDZteIJLvA3/hkzUaDRk1ahRJSEggRUVFbu8dPnyYvQeampqIXC4nhYWFbvu88MILbcInhyP+roE3vvzySzaHmslkIoRE/jXoDPPmzSNXXHFFQPuGvciZOnUquemmmwLad2XRSq/5bvhKasdl27Zt5KuvviJfffUVkcvlZOrUqexrbiKvYcOGkZdffpl8//33ZPPmzeTZZ58lKpWKZGZmkurqardjfvrppwQAWbhwIdm6dSubFM8zGWY4EOj5X3PNNQQAWbZsGZsA6/PPPyeffvppmx9ruJz/ypWE0HTHk8bV1dWRpUuXkm+//ZZs2bKFrFixgvTr14/k5OSQCxcusPs5nU7yySefkPT0dFJQUEC+/vprsmnTJjJ58mQSGxtLTp482Q1nFToeeOABQtM0efjhh8nmzZvJO++8QxITE8nIkSPZnBinTp0iv/zyC8nIyIiqa/DUU0+R++67j01++80335DCwkIiEonIvHnz2P0i5R5gBI+n2OlI3rEZM2aQxMRE8t5775EtW7aQe++9lwAgH3/8MdvJDzs6IXLuvfdesmTJEvLll1+Sbdu2kbVr15Ibb7yRACD/93//x+538uRJEhMTQyZNmkSefPJJ8uWXX5KhQ4d6TQIZiVx77bVEJpORf/zjH2Tz5s3khRdeIHK53C2XGXMNxowZQ9555x2yfv16Xq4BN0EoTXdd6Bw7dow888wzZMOGDWTz5s3kX//6F0lOTiZjxowher3ebV/mGgwZMoR88803vF2DrrJp0yby1VdfkQ8//JAAIPPmzWP7AgaDgRiNRjJ27FhCURR544033JJh/v777+Tnn38mBw4cYI/HJMJ8/PHHybZt28grr7xCZDJZm4GzcKK9a1BeXk4uvfRS8uabb5JNmzaRH374gfz9738ncrmcDBkyhKxdu9YtD1okXoOu8NBDD5HBgwcHtG/Yi5wBAwa0yXzuibcHa0dHELubKVOmEABel61bt7L73XTTTSQvL4+oVCoikUhInz59yMyZM906vVxWr15Nhg0bRqRSKUlPTycPPvhgm8YxHAj0/H3tA4BMmTKlzXHD4fyVys6N7jU1NZErr7ySpKSksN/1X/7yF7dEsIQQYrFYyDfffENOnTpFrr/+ehIXF0eUSiW54oor3Br7SMVut5MXX3yR5OXlEYlEQjIyMsiiRYuIVqtl9ykuLiZHjhwhZ8+ejapr8N1335Hp06eTtLQ0IhaLSUxMDBk3bhx588033ZL/OhwO8s0335Djx49HxPn7sqjjGRDJcxK/bbNerycPPvggSU9PJ1KplAwbNoysWbOGWK3WqBI5H374IZk0aRJJTk4mYrGYJCQkkClTprDWSy779+8nV1xxBZHJZCQuLo5cf/315OzZs6E4s27HaDSSRx99lGRlZRGxWEz69OlDHnvsMbdEuIS4rsEll1xC5HI5r9eAa7XvyKCWN06fPk0mT55M1Go1kUqlJC8vjzzxxBOktbXV6/779+8nw4cPJ0qlMmLvg759+/p8xpeVlZGysjK//YC5c+eSPXv2uB3zjTfeIPn5+UQqlZI+ffqQp59+OjzbiT9o7xpoNBoyZ84c0q9fP6JQKIhUKiX9+/cnS5cuJc3NzeTHH39skzA10q5BV3jxxRdJQkJCQPt2WeTo9Xry0EMPkYyMDCKTycjw4cPJmjVr3PaxWCzkvvvuI7GxsSQnJ8ctU3V7xMXFkVdeecXn+57WG/oZOqzETVfRarVk06ZNfFeDV4qKisiZM2f4roZXVq50H9nrDoxGI/nmm2/YLMlC5MiRI26ZvoWGzWYj33zzDWvZiiTmr53v1cLeEesOISTqRE5n+Pbbb312gIVASUkJ2bdvH691WLnyotuaUhn6/79p0ya3ASChUV5eTnbu3Ml3NXjl119/JbW1tXxXgzf++9//EgDEaDS2u2+XAw/MnTsXn3zyCZ5++mn88MMPGDt2LObPn4/VnDTvr732Gvbv349169bh73//O26//Xa3rLW+MBqN0Ol0XsNHM1HTFm9cDCdcEzFp0GGTzDNY2Gw2twzHQsThcPgNncsn3JyiN97YPf/D4XCApumIyW3UHTidTkGfP/ljkmkkXoPVN6yG42kH5g+dDxo0JPTF9sxoN2LRxkVQLVd1OiKbkKAoir0XhAhFUV7DaIeSwkJXDjTAFWxmQffkxfWJSCRyy5ckNDyDTwgRiUTiNZS6UGA0QSDBB7okcjZt2oTNmzdjxYoVuO+++zBt2jS8//77mDFjBv7v//6P/SHu2LEDTz31FGbMmIF7770X06ZNw759+9o9PpPV1TNs6Kr9q3D/xvuhMWlAQECDhlquxjuz34kaccNgs9naZP8WGna7PSyvATcvjloNrA5eNHI3GJEjZJxOZ9gK3VAQySKHgRE71ietrOBhiHixc/PN7e/jJcRrRxG6yBGJRGFx/twcaF9+Gdr/TdO04EWOkM8fcF0DIYscRhN4C5vtSZd6Tl9//TViYmIwb948t/I777wT1dXVbNbe3NxcfPLJJ2hoaEBRURF27tyJ/Pz8do/PqHWmg7tg3QKInhVh0cZFUW294WK32wVvyQlXkcPNi8N96AWbcLZkhQpCSER38LtKNIgcLp7WHQaj3ZVclH6WjizB89ln7Tus/ZHUsquEQyefL8LBkgO4rDnM1+l0Bi9vTiD0WHJ6LDkSiUTQ14DpDwZyDbokcoqLizFo0KA2HVAmnnlxcTEAYNmyZSgrK0NqaiomTJiABx98kI3t7Q/mBH4q/YlN6MkVN9FqveEi9M4d4BrFDzdLhr+8OMGGEBJ25x9qwvEe6KHreBM75I+/iLfudANCt+TQNB0WIgcAXn31YoLQ++8PndAJp2vAB0I/f6CnHQiZyGlqavKaTZUpYzJXp6amYv/+/SgpKUFDQwOeeOKJgI7PmOPe3v+2W0JPpVgZ1dabHsKfUMzF6aEHT6J1wIMROytnr4RSomQTjAIXrTuy52V4tfxVHmvJP9H6/UcihYVAQoJr2+l0fyZ0Jz33QA9Ch/FuCsRlr8s+QP5+cNz3aJpGXl5eh47NqDRC/+GqAQpvzXwLC0ctBBDYCUY6DocDTqdTEOfqC0II7HZ7WF0Ds1kMgIJSSfDJJ3Z0Z9XsdjsIIWF1/qHG6XTC4XAI9howbaHNZotqi9bdw+/G3cPvBgDc+s2t+OrEV3DCCQLXM2BH8w5In5fixsE34tPrP+WzqrwQjm1hKAm35+Fzz9H4y19oEELBbCaw2TroQtTUBGrLFqBPH5CsLCAtDWjHNZkQIvi2sOd5KNzn4XsH38Oy/7lGFAKx5FCkCzavSy65BA6Ho00QgePHj2Po0KF49913sXDhws4eHufOnUNeXh7kd8ohzhbjlsxbMDN5ZqeP10MPweDVV0djx45eACjExFjx2Wc/8F2lHnqIWn5s/BEfXfgIFmJxKxdDDAccmJgwEUv6LeGpdj0InVtuuRqtrVIABJMmXcCSJQcC/mzykSO47Omn2ddMZ0wXG4ttnwpPxPfQgz9+bPwR71a9C1JPgBXArl27cOmll/r9TJdEzsKFC7FmzRpotVq3eTlffPEF5s+fH1AF/FFRUYF+/fph06ZNmD59eqePE8lUVlaiuroa48eP57sqvLFjxw7k5+cjLS2N76oAAGQyMQihABC8/bYTCxd2r3+wRqPB4cOHcfnll3fr/wlnDh48iISEBOTk5PBdFV6wWq345ZdfMHPmzKi25Pjj5vU346tTX3l9jwKFPw/+c9Rbd3766SdccskliIuL47sqvHDhwgWcP38el1xyCd9VYXnvPRoPPEADoEDTBGZz4NYckVTqdc4AAWAHAKu1zXu7d+9Gdna219QaQqC5uRn79+8XbJ8QAA4fPoyYmJgOe0dFMrd+cyu+PPFHKMNaAKuAvXv3Yty4cX4/1yV3tTlz5uD999/HunXrcCNnYsInn3yCzMzMLnfMGb87QohgI4yJRCJQFCXY8wdcro40TYfFNeBOLlUqKdx/vwhA90Y+Y847HM6fL0QiUdjcA3zATLQVi8WCjbT3+dzPcfOmm1GVXoWntj8FvUUPm9PlrkFA8OWJL/F9yfeQi+RYfsXyqJyvyTwLhPo7oGkaIpEorM7//vuBpUtdgWicTgr/+Y+ky4FoKAASAPBynoQQiMXisLoGoUTozwIgPH8H3cWq/auwbMsyt3n5ceI46KAL6Py7NCR49dVXY8aMGVi0aBHef/99bN26FQsXLsSPP/6Il19+ucsP445EUIhWemLCh9c1WLLEFQ0WcEXXCQVCz4sA9ETUYeY3CjmiDsPCUQvRtLQJ1ietbKACBqPNCI1Zg8UbFyPppaSoi8om9Gib4Rpl8dVXAeZrWRJMz0kv37XD4QjLlAqhIlxTSoQSoVyDBesWYNHGRW4CZ/7Q+fj5lp8BIKBr0OXWYv369bj11lvx1FNPYebMmdi7dy/WrFmDmwNJjtYOMpkMAGAymbp8rEhF6JltgfCJix/KsNFcRCKRoDv4QI/I6RE53ikcUwjD4wasnL0SaoWajcpGQFixo3peFTWCp0fkhKfI4T4LjMYAw0l38nsUenJou90uWGs2g81mi2orzqr9q9i0MQxquRorZ6/E6htWw2w2A7ioEfzR5V9KTEwM3njjDdTU1MBiseDIkSO46aabunpYAEBcXBxkMhnq6uqCcrxIROiZbYHwSX7GV9ho5vyF3MHtETk9IscfhWMK0bS0CStmr2gjdqLJutMjcsJT5AAAt9vTbjjpLnyHTqdT0J18oVuyAJfIicZrsGr/KqieV3m13nBTxtTW1gJAQPO0w7O1+AOKopCRkYGamhq+q8IbQs9sC4SPJeePwQMolcDq1aH7v8wDTcid/B6R4+oUCfkaBIKn2OHm3OFadyJR7BBCekROGIuc1atdzwYA0GqDlBzUy6CGw+EQtMgRiquWP+x2e1RZchjLzeKNi2G0GdlyrvWGS01NDRQKRUABWMKzteDQI3IkbG4AoRIO1qwFCy66qsnlof3fHUl8Fa2Ei9DlC6Zj12PJCQxG7BgeN3i17mjMGizauAiq5aqIETvMdx+unfxQEO4dXObZQEgQkoN6+a07nc6o6+B2lGi1YnSEaHJXW7V/Fe7feD80Jg0ICKg//jytN1xqamqQmZkZ0IBP2LeWmZmZqK6u5rsavMHcyFYvoSSFgkwm4/38v/ji4vby5aH930wkFb6vAZ+IRCJBixyKokBRlKAHOzqLN+sOg9FuxKKNiyD9hzTsrTvMd98jcsK3g7t8+UVPNMby75Wqqk4dnxnokkqlnfp8NGCxWAKaixGtMAmBI13kcK03TvzRtoHGitkr4Hza2cZ6w6W6ujrgEOph31oK3ZIjEokglUrZiVZCRCaT8Xr+7mGjQxdwgItUKhW8JScc5mXxidBd9roK17ozf+h80JzHn81pC3vrTo/ICf9J54WFQGKia9todHkAeKVXr04d32azsYNeQsVisUAeaneKMMJsNoMQEtHXwNN6Q4OGWq7GO7PfCSj0P2PJCYSwby0zMjIEbckBAIVCAaPR2P6OUYpcLudV5Cxb5vIcoKjQhY32RCqVCtqSI3R3NaBH5AST1TeshuNpByt2JPTFUVHGuhNuYqdH5ETGpHOupf/LL/3s6M/11Md7VqtV0FYcoMeSYzKZIJfLI7IdWLBuAUTPirBo4yI36807s9/x6Zrmjaiy5GRmZkKj0cBisfBdFd5QKBSCDqMtl8t5/f71etdaLObHigO43BaFLHJ6QqmHT5TBaIIRO9YnrW2sO0a7EYs3Lgb9LB0WgsfhcICiqIjs3ASLSJiLUFh4MYdnuwYXQlyLwQA0Nl587YMekeOyZESyFaOrGI1GKJXK9ncMI7ghobnipiPWGy41NTXRI3KYExGyy5pSqRS0yJHJZLDZbLx08FatApi+NZ/9S76tWXwjdEsW0CNyuhtP6w7gClJAQMLCuiP0qFpA5HTyY2Nda5vNj8saF6USSEpqdzehd/AJITCbzYK35CgUCr6rETDeEnoqxcoOW28YTCYTmpubo8tdDYCgXdaE7q4mk8kgEolgMBhC/r/5yo3jidCteUK3ZAE9IidUMGJn5eyVbiGoAX5d2XpETuSInIBd1joI46okVGw2G+x2e8RZMoKJ0WgMe5HDWG5Uz6u8JvQ0LDN0WNwwMAaPqLHkZGdng6IonD59mu+q8IZSqeSlgx8uUBQFlUrFyzXgKzeOJwqFQvCWHCZ8qlChabpH5ISQwjGFMDxugPNpZ1i4soVzjphQYbVaw95dDXC5rDH9cKczSDlz4LLkhHsHtztpbW2FTCaLiHuguzAYDGEt8riWG27OG38hoTvCqVOnAAC5ubkB7R/2LWZsbCzy8/Nx4MABvqvCG3FxcWhtbRX0pGO+RE64IJfLBW/JAYQdSr0nwhx/hIMrW7iHT+5uHA4HHA5HRFhyAFeQGiac9JIlwTmm0C05BoMBKpWK72rwik6nCygJZqjhzrthUEqUPhN6dpYDBw4gMTER/fr1C2j/sBc5ADB69GhBixyVSgWKogTdyedD5PCZANQTobur0TQNmUwm6AAkPRHm+Kc9VzbGurNgXSATMTqG0EUO89uPlPkY3CA1wWq6I20+RrARusixWq2wWCxhJXJW7V8F1fOqNvNu5g+dD8PjhqBYb7gcOHAAo0ePDigRKBBBIufIkSOCfcBTFIXY2FjodDq+q8IbMTExaG1tDen/5DMBqCcqlQo2m03Qlgy+8yXxTY/ICR98ubIx1p01xWuC7soW7jliuhtmwnmgnZtwgNEjhHTdZY0QAqPRKOhOvtBFjk6ng0KhCAt3PW4yT65bWrAtN54cOHAAo0aNCnj/iBA5o0aNgslkYn3xhEhcXJygRU5sbCz0ej2Iv9wCQYYZNJVI+AsdzSCRSCCTyUIu9MIJvkOJ802PyAlPPK07DIwrW7CsO0K35ERiZLFguqwZjUYQQsJ6PkZ3E66uWqEiHM7f03JDQED98ReseTe+qK+vR1VVFUaPHh3wZyJC5IwcORIABO2yJnSRExcXB4vFErKR/FWrLoaMZsKB8o3Q5yX1WHJ6RE44w1h3PF3ZPK07nRU7Qhc5kZjpPpgua8yEc6EGn3A4HNDr9YiPj+e7Kryh0+kQy1OHxJ/lZsXsFXA+7ew26w3DwYMHASD6RE58fDz69+8vaJETHx8PrVYbUktGOCEWixETExMyobdkiSsqDsC/qxqD0EWO0OclicViwSdEjQS4rmzerDtritdA+g9phwWP3W4PCzcVvojUSffBcllrbW0VtKuWXq+HWCwW9JwkrVaLhISEkP5PPi03nhw4cADx8fHIyckJ+DMRIXIAl3JjVJwQSUxMhNVqFXS+nPj4eDQ3N4fkfzF9aYri31WNgXHZEypKpVLQ979EIumx5EQYntYdBpvT1mHrjs1mE7TIicRM70DwXNZaW1sRExMTnEpFIC0tLYiPj4+oOVnBxGazQafTQa1Wd/v/4ua54dNy4wkzH6cj90BEiZxDhw4JNoSqSCRCQkICmpqa+K4Kb8THx6OlpSUk/4vxCgkn7xChuywK3ZIjkUh6LDkRClfsqBVqSOiLYiVQ647QRU6kRhYLlsuaTqcTtKtWc3OzoM9fo9FAqVR2+2/AM88Nn5YbT5jIah0hYkTOmDFjYDQaUVxczHdVeCMpKQkajab9HaOUhISEkLjsheN8HOBiviShjuYrlUqYTCbBumz2iJzIp3BMIZqWNsH6pLXD1h2hi5xIteQAXXdZI4SExaRzPuHDVSuc0Gg0SEpK6pZjcy033vLc8GW54VJTU4Pz589jzJgxHfpcxIicSy65BDExMdi4cSPfVeGNpKQkQVtyEhMTYbFYut1lKRzn4wCu6GISiUSwLmsKhQJOp1OwwQekUqmgQ4hHGx217litVsGKHIfDAbPZHLEi59VXASZewLJlHf+8yWSCzWbjbdI539hsNrS0tHRbJz8SaGpqCvr5e8634bqldVeem86yceNG0DSNK664okOfixiRI5PJcOWVV2LDhg18V4U31Go1WltbBRtGVywWIyEhodutWeE4Hwdw5UuKj48XrMuaSCSCQqEQbPAFiUTSI3KikECtO9O2T0PeR3lBy7sTSRiNRohEoogMPAC4niNMiqPOjFHpdDrExMQINk+SVqsNiatWuOJwOKDVaoM2H8dXpDTGctOdeW46y4YNG3DJJZcgOTm5Q5+LGJEDANdccw327NmD+vp6vqvCC1KpFPHx8YI9fyA01qxwnI/DEMrgC+EIH0lhwwWpVAqn0ylYd0Uh4M+6AwAmuyloeXciCSayWCRPOmd+tjZbx13WmpubBe2q1dTUFJIJ9+FKU1MTpFJplwNPLFi3AKJnRT4jpYWT5YaL2WzG5s2bce2113b4sxElcmbNmgUA+OGHH3iuCX+kpaWhrq6O72rwhlqt7laRE67zcRgSExOh1Wr5rgZvCDmMNuOq1DMvJ/rxZ93xzLujWq6KeutONGS6v+mmi9sddVnTarVITEwMboUiiO5w1Yok6urqkJaW1imR7znfxgmXLz4NOmzm27TH1q1bYTQacc0113T4sxElctLS0jBu3Dh8//33fFeFN9LT01FfXw8nM2lEYCQlJcFgMHRblK1wnY/DoFarodPpBDuaL2RLDk3TkEgkgnVXFSqFYwrR+LdGfDPiG7wz6502gsdoN7LWnWgVPNEQPnn1aoCZUtURlzVCiKBFjt1uh1ar7bCbUrRACEFtbS3S09M79DlPq42bW5pYiXdmvxOWVhtvbNiwAdnZ2Rg8eHCHPxtRIgdwuaz99NNPgvVNT0hIAE3Tgo2yJpVKkZCQ0G0ue+E6H4dBLpdDKpUK1mUtJiZGsIEXANfcRKG2fUKGCTqweOxit7w7FFwju4x1x2g3YtHGRVEndqJB5AAXXdY6MkbV2toKh8Mh2PDJjY2NkMvlEW/J6yytra0wm80BiTx/VhvufBvDMkNEiBvAJfK+//57XHPNNZ2yZEWcyLn22mvR2tqK7du3810VXqAoCqmpqYJ2WetOl71wno8DuL5/tVotWJe1uLg4GAwGwebLkslkPZYcAWKxWCCTydjXzNwd59PONoIHQFRZd6IpfHJnQkkzoZNpOuK6a0GhK65a0UBdXR2Sk5Mh9tMpCcRqE67zbdrj2LFjqKys7NR8HAAI066cb4YNG4asrCxs2LABM2bM4Ls6vJCeno6TJ09i8ODBgvzhp6Wl4ezZs3A6nUFv+CUS18TQcI7UmpSUhPr6evTv35/vqoQcuVwOsViM1tbWiBnZJIT4XJxOp9/3PRfg4iRU5rWv/QJ5zS33LPP1nq/9PN/z9tpXjqNAch8xLrpHjhxp93fvq13klnvbhynztfYs87e/rzJf+/h6n6IoNDY2gqZpNDY2ttl3fv/5WJC/ABRF4e5Nd2PtqbWsZQcAa9158IcHESONwT8v/ycWjVkUMc8Os9kMm80WFZacV18FFi92iZwlSwLzFmhsbBTsfBRCCOrr6zFs2DC+q8IbtbW1yMzMbFO+av8qLNuyDGa72U3U0KAhl8ghF8mx/IrlESdqPPn+++8RExODyZMnd+rzESdyKIrCNddcg++++w6vv/56xDTUwSQ1NRUHDx5ES0uLICOuxMfHQyQSQaPRCNJPNzk5GSdPnuwWkRducMUAs6hUKtTX14OiKLdyRjD4K/N8nys0uGWe5f7W/ra5IsEfnh1XX4vVaoVOp4NGo/HZQfbVUea+9rbtuW6vg+9rf1+f8dz2PP/2YKx3SqWy3VC6gYipQIQZs2YEVntCr72yQASot3KLxQKHw4FDhw75FcG3Km/FLSNvwQ8NP+CjCx/BQi5a/WxOG7RmLe7fdD8e2vQQ5LQct/a6FbNSZ4GiKNA0zX6P/ra9vcddt1fm67WvMq1WC4VCAZvNBqfTCYqiIBKJ2txzkUBhoUvkABddo9ujsbERI0aM6LY6hTOMq5ZQRZ7JZIJGo3FLgLlg3QJ8Wfwl64rGRSlW4tWrXo14YcPl+++/x1VXXeVmye4IESdyAGDevHlYuXIlfvvtN0yZMoXv6oQcsViMjIwMVFVVCVLkMC57tbW1QRU5CxYATJ7RcE7HEBcXB5FIhObm5m4Lq8l0mhwOB5xOJxwOh9u2v3Wg295ee1u8odPpcObMmU51mjw7YEyHydt7gay9bQPwuh934ZYHyunTp9Ha2orRo0cH5XuOJGw2G0pKStC/f3/BJcUsLi6G0+kMeET7OlyHFWQFCCG4ef3N+N/x/0FEi2BzuiLz2WFHq7MVqypX4ZOaTyATyfDEpU/gzoI7fYp2f+Le16CBw+Hwu197AxTcY/z8889tzpP5DYlEoja/c+a37a+c+763be7aV1lHf8NisctbIBCXaIPBALPZLNjwycwz3p+rVjRTVVWF5ORkfFz8sSCsNp6cPHkSe/fuxV//+tdOHyMi75ypU6ciLy8P7733niBFDgD07t0bhw8fxpAhQyJuNCsYZGZm4ujRo0E9/y++uLgdjpHVALAP/YSEBFRXV0MkErECpKMLV7x4K/PE20Pe35rZlkgkAXc6AlkqKipQU1ODSy+9lIdvgF/kcjkaGxv5rkYPIcZisXQ42z3T+V7zpzVY86c1ANqOAjPBCox2I5ZsXYJHtj6Cm4beFFbhZA8cOICYmBj079+/3QERbwLJ32vGOtTeYI1n++iJp/Dx9vriUgCbTQSbjeC55xpwyy2tEIlEEIvF7GfEYjFEIhHq6uoQHx/P1icSrVddobq6Gv369eO7Grywav8qLP1pKezEDrPDzLqfMkSj1caT999/H8nJyZgzZ06njxGRIoeiKCxcuBBPPPEE3nzzTUGaMlNSUkAIQWNjI1JSUviuTshJSUmBzWYLahZgZoRNIulaZDVCCOx2OxwOB+x2e5tt5jVT5m/tuc11l6mvr8f58+d9PEjbLjKZzOcD2NsD2VN8hMvDNSEhASdPngQhJGzqFCrkcnlP4AEBYjabg9LOr75hNVbfsNrNn99kM7EdKCb/ztoTa2F32sNC8DQ3N6NXr15sO8Q3XCu3LxHkbzBJKiUwmwGAwquvqnHVVWVubTx3YXJiMbkBGasVVwhxX3PLmG3u2tc2086HEwaDAS0tLcjIyOC7KiHD1zwbIPqtNp6YzWZ88sknuOuuuzrtqgZEqMgBgDvuuAPLli3DJ598gocffpjv6oQcmqaRmZmJqqoqQYockUiEjIwMVFdXd1nkMA8siUQEm42CROJEQ0MTK0hsNptXoeJt8bSC0DTt98HCrLkCxPM9bw80s9mMrVu3YsaMGYJz3YmLi4PdbofJZIJSqWz/A1GETCaD2dVD6kFAmM1myIPoQ1s4ppDtJDEdK71Fz7qzMes1xWvwRfEXUIgVvIwa2+12tLa2hpVbNtfdtDNt70svXQw+YLeLMX78eK/7EULwww8/YPz48YiLi2sjgNobLGPmcXkOtHl+loF5Vnku3GeXt0UikXgt7+oAVHV1NVJSUiCVSrt0nHDH14ADAwUKifJEQQgbLuvWrYNGo8G9997bpeNErMhJSUnB3Llz8d577+Fvf/ub4EZ0ASArKwu7d+9GQUGBIH1We/XqhcOHD6N///6sGGEWrjhpb80k1rRarwEggtVKcOTIEZ+NukKhCOhh0J2jYxKJBCqVCg0NDV4jr0QzIpEIsbGxaG5uFpzIYSZg2+12Qf7mhQghBCaTKagih0t7goebcHTxxsUhFTwtLS2QyWTddu58UFgIPPigy2vgD0ONV7RaLSjKlTKAoqhuGcxivA4CHcSzWq0wmUxuz07PQT4GTyHEiCHPtbf3JRIJqqqqkJubG/RzDgf8CRsaNORiORwOBxRSBV6Y/oKgxA3De++9h2nTpiE/P79Lx4nop+TChQtxxRVXYMeOHZ0OLxfJJCQkQKVSoaqqKmL9VgkhbuLEarWyjSm33HNhRIrD4cCPP/7IPgR8NaQymQwqlcpvQ+twuASJwyHC9OnTeb4y7ZOWlob6+nrBiRzAde9rtVrBnbtUKgVN0zCbzVERUreH9mE6jwomyUo34il4lvy8hO2EcUNSM4JHTIsRK43ttlHm5ubmsLLiBItAkoLW1tYiNTW1Wwdwuc/NYOB0OtsIH1+DiwaDoU05s80NF3/ixAm2jh1dwskFryMWm//X6//h2LFjmDFjhiAH8E+dOoXffvsNa9as6fKxIlrkTJs2DXl5eXj33XcFKXIoikJ2djZKS0vRt29fXn8MTqcTVqvVbWFEC1fAeJYxPsfcxlYikUAqlbq9ViqVbq8ZgXLmzBkAwKhRo7p8/h2JehMOpKWl4eDBg4Kcm6JWq1FZWcl3NUIORVFQKBQwmUw9IkcgmEwmtr0LJYEIHpvTBo1Zg8UbF2PJz0uCPl9Ao9FEZWQxhcIVyZP8kRTU2xzQurq6iMuFRtM0pFJpl13MiouL0draiiFDhrTx0uAuRqPRazkjkpjfDdOf4PYruGXMwrxuL0R9oLRrsZG4LJSev5vdu3ejX79+gnuuM7z33ntdDjjAECHdOe/0BCBwuWwVFxdDo9EE7fyZRsVisbQRLr4WxkwtEom8NhqMe5W3BkYikbChODtKbm4udu7cCYfD0SX3nVWrAMbS3sEgRryRlJQEu92O5uZmJCYm8l2dkJKYmIhjx44JIleQJ3K5HKZAk2z0EPF0p6taoPgTPMAfLm02I4w2V+LRYLm1abXaiPVS8Ed7SUGNRiP0ej1SU1P5qSCPOJ1OVFVVYeTIkR2OKAhcnGPrb3CVcbvzHJBlXNeZfoynCOIuMpnM7TXTh2EiGIpoEexOe4fn2LS2tqKpqUmQaQKA4AUcYIhokQP0BCAQi8Xo06cPysrKvIocxueWESztrbmCxdePOz4+3quQYVxpQkl8fDxUKhUuXLiAvn37dvo4S5YATEqWcA0f7QlN00hPT0d1dbXgRE5sbCwoioJOp4tKdxZ/MJacHoRBuAXY8DaHx1uUtq7O4zGZTDCZTFH5+24vKWh1dTWSk5OjftK9N5hEz50VeBRFuc2f7QhMWHFvHilMP0mv17v1mb6r/g6f1XzGzmFjEvAy1iQKFOQiOUABMpEMz0x6BovHLfY5KFtWVobMzMygdPAjkfXr1wcl4AADRQJJxx3m3Hzzzdi5cydKSkoE0SgQQtgfmcViQUtLC06cOIF+/frB4XCw5czCxNdnRh4CWUskkogxlZaWluLChQuYNGlSp49B065RNYq6KHYigZqaGhQXF2P69OkR830Fi927dyM9PR05OTl8VyWknDx5EmazGSNHjuS7KiHFZrNh06ZNmDVrlqAiCp44cQJWqzXss95zgxb4GsEGEPA8ngsXLuDMmTOYNm1at9abL6TSiykLrFb393777Tf06dMnKq1Y7bFv3z7ExsZi0KBBfFfFJ96smZ6IKTGUYiUWD1yMa9OvdRNGjAcC099iFolEgvLycvTv3x9qtZoNuiGVSgXxfCeEYPTo0VCr1fjll1+CcsyIt+QAwOOPP46CggJ8/PHHWLhwId/V6TQOhwNms5ldGJHCbHPLCCHshHpGnGg0GqSnpyMhIcGtXC6XByWkY7jSu3dvHD9+HHq9vlPmbSDy5uMwpKamskI3Gkc8/ZGUlISmpibBiRylUgmNRsN3NXoIEUajEXFxcXxXo124Fh4gsHk8D/7woM98PE1NTVHtgi6RXBQ5XEwmE5qbm32Glo5mzGYzamtrMXjwYL6r4gbXYgmgQ/NrPOF613AXq9WK+vp60DSNhoYGVFVVwWKxwG63g6Ioti/H9O2Ybe6a6etFKt999x0OHTqEbdu2Be2YkXs1OAwZMgR//vOfsXz5ctxxxx1hZ81xOp0wm80wmUxuIsZT0NhsNtbiwtywMpkMCoWCFS7cm5x7Mzc1NWHPnj3Izc0V1Cgn4HKr69WrF0pLSzF8+PBOHcPXAyfcEYlErMua0EROcnIyysrKBBd4QalU9rirCQij0Yj09HS+q9FhApnHw83HwyQgZVzb8nX5GDhwIG/1DxUmk3vwgerqaiQlJQnSXam8vBwpKSm8B1VpzyoJXLRMdtQVkxtkiXueTqcT5eXlGDlypFvUUMY7x9vAt16vZ1+bzWZ28JvpP3NW6gAAnLlJREFUP3L7kXK5HAqFgi0LVnCFYEEIwTPPPINp06ZhypQpQTtuVIgcAHjqqacwdOhQfPjhhyjsSrr6DsIkJWQW5mbjbjMZyj1vvJiYGCQnJ7uVddYsmZSUhLi4OJSVlXU5rngkkpOTg507d2LQoEFhJ3K7m169euHYsWMYNGiQoDr7CQkJsNlsaG1t7bQFLxJRKpUwGo2CE3dCxWg0htWcnM7gax6PzWFrk4DUaHcFLxBDDGoX5dPSE+nI5RcjrC1bdlHkVFVVdWl+aaTicDjYTn6o4QYLkIgkXt3QOmKt6QyVlZUQi8XIyMhwKxeJRFAqle22AUw6Dm+D6BqNxu01IYS1DHGFD7OtUCigUChCOmD+zTff4PDhw9i+fXtQjxs1Imfw4MG46aabsHz5ctx5551BGQVxOp1uAsbbYrPZQNM0e1MwN0hsbGybG6i7OyT5+fk4ePAgcnJyItpk2RkSEhKQkJCAioqKToXdZJKy+UvOFq6kpaXh8OHDaGpqQnJyMt/VCRkikQhqtRqNjY2CEjnMZNpwm5DeQ/Bh3Fqi6Xv25tbmbdTcDjvwx/xIb5aeSE+QuHz5xQhrZpcXFPR6PXQ6HXr16sVv5XjgwoULkEgk3R5RztP1DACMNiOAPwIP/CG2adBshLTuvucIISgpKUF+fn6n+4mMS5tUKvXr3koIYa0/zGC8yWSC0WiERqNh+7ZMxFqmb+trCYZFyOl04plnnsHll18e9HQwUdUTfvLJJzFkyBB8+OGHWLRoUbv72+12GI1G9gv2XJvNZjYvBVfEpKamupWFy6Qwpl4VFRVRmynYHzk5OSguLkZubm6Ho7wFkpwtXKFpGr169UJlZaWgRA7gcllrbGxEdnY231UJGcygisFgiKrObw9tMRqNEIlEUe265Cl6FqxbgC+Kv4CIcoXk9WbpYaK2URQFQkhEWnoKC4EHH3QNrDGDa5WVlUhPTxecyzkhBKWlpcjJyQl6X8qX5dAbEloCiUjSLZYaf1RXV8PpdKJ3797d/r8oimIH3n25uDNWIc9B/dbWVjQ2NrKvnU4nZDIZlEolFAqF25rZDuRe/uabb3D06FHs2LEjyGcbRJHzxBNP4PDhwzh06BCqq6tx++234+OPP26z3zPPPINnn322TblMJoPZbHYrq6qqwl133YWdO3di5MiR+OCDD/xG3Bg0aBDmz5+P559/HnfddRckEglMJhMMBgOMRiO7MK+tVitEIpHblxIXF4f09HS2LBQWmGBBURTy8/Nx7Ngx9OvXL+x8LrubjIwMFBcXo6ampsMjYZEaeIAhKysLu3fvRkFBgaCseCkpKTh37pzgXLdUKhUMBgNSUlL4rkoP3YjBYIBKpRLUvb36htW4K/4uDB06FOnp6V4tPey8nj+Cw3ItPWJazEtHtTNwB9cIIaisrOz0vNJIpqmpCUajEVlZWV0+Fnf+l5gW+5xTo5RcHCDi814hhODMmTPo379/2OR841qF4uPjve7DWIS4hgGj0Yj6+np22+FwsMncVSoV289mthUKBSiKwjPPPIPp06dj4sSJQT+XoPWGXnvtNQwbNgzXXXcdPvzww3b3//HHH90unrcv995770VaWhp++OEHfPfdd5g3bx6Ki4v9Hvepp57C4MGDsWTJEsyYMQMURbEXlhExGRkZ7OtwscIEi4yMDJw+fRplZWXIy8vjuzohhaIo5OXloaSkBJmZmR36XiM18ABDQkIC5HI5ampqgvKgiBSY/EBarTYqM6P7ghE5PUQ3jMgREkwHiYms5i9qG0VRcBKXTxvX4mNz2mC0Gd0iuIWjmxt3cK2xsRGEEEEmAD1z5gz69evXoQE6z3k0DNz5NFzXM7lEDpvDFnZzvKqqqmCz2dCnTx++q9IhuBYhbzDWIE/jQm1tLVvmdDpRVFSEY8eOYeXKld1Sz6CJHL1ezwqVTz/9tN39R48e3a5rzY4dO1BdXY24uDhMmTIFH330UbthJQcMGIAFCxZg/fr1eO6555CYmBhVIqY9KIrC4MGDceDAAfTt21dwZu++ffvizJkzqKur61BEokiekwO4vve+ffuioqJCUCKHoiikpKSgoaFBcCKnJ4x09CNEkVNfXw+1Wu3z2dXenB7u6D03ghvXzU1Mu7o+4SR+ysvLkZWVFTaj+aFCq9VCo9Fg9OjRPvfxJmi8zaNh6GhOJr5wOBw4deoUBg4cGHWeN1xrkDe3OEIIjEYjHnvsMUyfPh2XXXZZt9QjaL+m7vhh5ubmYsWKFdDpdPjss88gkUgC6sg8+eSTqK+vx/vvvy8ogcOQmpqK+Ph4lJSU8F2VkCMSiZCbm4szZ86gI3luI3lODkNWVha0Wi10Oh3fVQkpKSkpqK+v57saISUmJgatra18V6OHbqa1tZX3cLqhpr6+vkNumIVjCtG0tAnWJ61wPu2E9UkrVsxeAbVCDaVECQktYTu9XOFjc9pAQFjxQz9LQ/oPKaT/kIJ+loZquQqr9q/qrtMEcPF5Y7MRfPSRTJDJP8+cOYPs7Gx8dOwjqJ5Xsd+D6nkVu6wpXgMnnKyFjhE4gGsejVKiZBe1XI0Vs1ew90LTo01hKXAAl7AVi8WCGphkoCgKX331FU6ePOl1Ckuw4M15v6CgAPX19UhOTsZVV12Ff/7zn23MdStWrMDcuXPx2GOPISEhAatXrw5ItOTn5+PBBx/Ec889h/nz50ecGbCrMNacXbt2ITs7m43GJBT69euHkpISNDQ0BGz6j/Q5OYBrXltmZiYqKipQUFDAd3VCRlpaGo4ePQqr1SqY8OExMTEwGAyCm4skNIQmchwOB+rr67ucBsHT2gO0nasBoM0cH65FwJflJ5jWgZtuAtasAQAKn38+CCtWRLfnhTerG01oiEQimOzubmbeAgQwgQEAfufRBAObzYYzZ85g1KhRgmzDNRoNli5digULFuDSSy/ttv9DkY4MdwdITEwM/vSnP3kNPPDpp5+isrISI0eOhFwux759+/Dyyy9DIpHgwIEDbSaMWywWlJWVoW/fvh3qrOt0OgwcOBATJkzA+vXru3pKEUlRUREkEglGjBjBd1VCzunTp9HQ0IDLLrssoAZEpXLlLFAqgUie6tDU1IS9e/fiyiuvFFQAgm3btiE3N1cwI2JOpxMbNmzAFVdcIRh3JpvNhk2bNmHWrFmCcMO12+3YuHEjZs6cGdXR1bjU19fj0KFDuPLKK0PW8fMnfvzBdYliPsPdDnTeh1RKYLNRkEicsFoj11XN1xwZZh6MvyAADNxryj1GpAsab5w4cQJarRaXXnqpIEXOokWLsHr1apw6dapNbqBg0uFekN3Dn0ckEnXoC7r11lvdXk+bNg3Tpk3DJZdcgpdffhlvvPGG2/symaxTWY/j4uLw2muv4aabbmIfjEJj0KBB2Lp1K7Kzs31GyIhWcnJycO7cOdTX1yMtLY3v6oQMtVoNuVyOCxcuCCqhXHp6Ourq6gQjcmiahkqlQmtrq2BEjtBobW2FRCIRjHUSADuXMpSdPm9WH8C3+PHsrHMtDtztNcVr8O3pb906+dxjSEQSV0jjx+yAUwybNRar9vPfkffMI8OtPyM8vJX5myMDoE3+GZvTBjHEkIqlABWdQsYXRqMRpaWlAQ/CRhtFRUV499138frrr3erwAE6aMkpLy9vk49i69atmDp1qluZP0uOLwYNGoS4uDjs3bs34M+0ByEEV155JUpLS1FcXCw4ty0AOH78ODQaDSZOnCi4H9PZs2dRWVmJqVOntnvuUunF6GpWa4gq2E1UVFTg3LlzmDZtmmC+c61Wi927d+Pqq68WzMTdffv2Qa1WCyaKotAsOZWVlSgvL8ekSZP4rkpIIITgl19+QUFBQYeCxvCBPwEEwG8ulvZgXLI8hURXXwNtxYm3fbjRybpSfwbu/+C6+e3evRvx8fEYMmRIp/9XpLJ3715IpVKMHDmS76qEHIfDgfHjx8PhcKCoqKjbPU46dPTMzEwUFRW5lQ0YMCAoFSGEBL1zQlEU3n77bRQUFODFF1/s1slN4cqAAQOwZcsWVFZWCm5uUnZ2NkpLS1FVVdXuCH80BB5g6N27N06cONGhOUmRTkJCAsRiMRobGwVzzrGxsdDr9XxXo4duQq/XIzY2lu9qhAydTgeLxRIRuZ98WX8YPBNQ+rXk2F2WHIhsANV2PkqwXwe6DwUKCokiYEtORywx9fX1aG5uxpgxY9rdN9qoq6tDU1MTrrjiCr6rwgvvvvsuDhw4gN27d4fEpb5D/0EqlXbLTblnzx6UlJTgwQcfDPqxBwwYgKVLl+Kll17CLbfcgv79+wf9f4QzYrEYQ4cOxZEjR5Ceni4o1weRSISBAwfi1KlTyMzM9BuiMRoCDzCIRCJkZ2fj3LlzgunwUxSFjIwMVFdXC+acY2Ji0NDQwHc1eugm9Hp9u2kWoonq6mqkpaVFRSjd9kQQw4EDBzBmzCgAFDB3AehhF+e08GXJAbrXdYwQghMnTqB///6C6o8ALivG0aNHMWjQIMHMs+NSV1eHxx9/HPfccw8uueSSkPzPoHXptm/fzj5wHQ4HKioqsHbtWgDAlClT2NGZ4cOH45ZbbsGgQYPYwAOvvPIK0tPTsXTp0mBVx43HH38cn332Gf7yl7/ghx9+EIwLD0NGRgYqKipw8uRJwWVTzsrKwtmzZ1FeXo7c3Fyf+0V6MlBPsrOzUVJSAp1Oh7i4OL6rExIyMzOxf/9+wUQcYyw5QjlfoaHX69u4h0czNTU1QfMMiQRMJhOqq6shkYxyPXu+Xw3ruvBIUNmdXLhwARaLBTk5OXxXJeSUlJRAKpUKMlQ4ACxduhQikQgvvPBCyP5n0PzDnn76acybNw/z5s2D2WzGtm3b2NfHjx9n9xs8eDDee+893HTTTZg1axa7vX///m6bgKRUKvHWW2/hp59+wrp167rlf4QzFEWhoKAAlZWV0Gq1fFcnpFAUhSFDhuD06dOwWCw+94v0ZKCeyGQyZGVlCSpXUlJSEgghaGpq4rsqISE2NhYOhwMmk4nvqvQQZOx2OwwGg2Dc1fR6PQwGg2CssAA4lnbhDFDY7XacOHECgwYNigqLXUcwGAw4e/Yshg0bJshBqd9++w3//e9/8dJLL4XUQh00kbNt2zYQQrwu3MAEa9asQUlJCVpbW2G1WlFeXo6VK1d2e4SFa6+9Ftdddx3+8pe/oLGxsVv/VzgSExODvLw8HD58GE6nk+/qhJS0tDQkJSXh5MmTPveJpjk5DP3790d1dTUMkRwTuwMwLmsXLlzguyohQSQSQaVSCS75qxDQ6/WQSCSQy+V8VyUkMG6mQggoAbhSY5SXlyM/Pz8qnz2+KCkpgVwuF0wUTAZCCA4dOoSsrCwkJibyXZ2QYzAYcO+992LChAm46667Qvq/hRGG6A9WrlwJm82Gu+++G92QHijsyc/PB0VROH36NN9VCTlDhw5FVVUVmpubvb7PzMWJhjk5DCqVCpmZmYKy5vTu3RvV1dWCEfJxcXE9IicKYdxMhTDiSwhBVVUVevfuzXdVQkZpaSmSkpKQmJgYlc8ebxgMBpw7d06QloyysjKYTCYMHjyY76rwwt/+9jdUVVXh448/Dnn0U0GJnMzMTHz44Yf47rvvsGrVKr6rE3JomsbIkSNx7tw5n539aEWlUiE3NxdHjx71KnCZAcRoG0jMz89HZWUljEYj31UJCUlJSaBpWjDW2ri4uJ4Ia1GIkObStbS0wGQyCSafmc1mQ2lpKfLz8wFE77PHk+LiYvTu3RsJCQl8VyWkGAwGnDhxAiNGjBCMpZLLunXr8P777+ONN97gZc5dlI8dtOW6667DokWL8PDDD2PKlCmCU9bx8fHo378/Dh48iClTpgjKL7Z///6orKwUVDjt2NhYpKeno6SkRBBBJyiKQq9evVBVVSUI//74+PiguedxXYydTmcbt2OmzHNf7sJ9z9u2t7XntrfXgCugDeCaoO7ZbnmODHt7zZRx1/62fZXRNN1mH8/yrqLT6QRj2bhw4QIyMjJCEk42HCgtLUV8fDySkpIARN98UG8INWwy100tEkKjB5uqqirce++9mDt3Lu6++25e6tChZKDRgtFoxNixYyGRSLBnzx7B+D0zOJ1O/Pbbb0hNTRWcyKuursaRI0dw+eWXu4VwTEoCNBrX9vz5wOooCnKj0+mwfft2XHHFFVAqlXxXp9tpbm7Gzp07MXPmzLDpODEiwel0wuFweF17bnt77bnYbDZUV1ezyRM93+eKk/bWgcC4Gnjr5HuWM6+55dwyz+323iOEoLm5GQkJCW7v+RNL3LL2hJc3cearrD24osdzzWxzy7kLRVGora1Famoq5HI5KIqCSCRqsx93Yd7n7udZxn0vXNyFCCH4+eefMWLECEFYcqxWKzZv3ozx48ezk69pGiAEoCggGr1s7XY7tm7diry8PEFFCwRcwSVKS0sxbdq0sHkWhQqHw4Hp06ejpKQER48ehVqt5qUewrrqf6BUKrFmzRqMHTsWjz32GF577TW+qxRSaJrGqFGj8NtvvyE9PZ23m48PMjMzUVVVheLiYowePZotX74cWLTItf3FF9ElcuLi4pCZmYlTp05h1KhRfFen24mPj4dSqURNTU1AE1wZMWG32+FwONy2uWXeFm/vM8fz3PbEX4fUs9xbp5aZmC4SiaBUKqFSqbx2mANd+7JUcIUNn9hsNmzatAmXXnopr24fjMjxZ+3yJiK5Qtfzfe5isVhQU1ODhIQEt/dtNptPsetPMPu790QiEbt4vva2iMVin6+ZbWYdiO99Q0MDCCGCGeUuKSlBYmKiW3SpaMrR5o1Tp05BLpcLLmyyXq/HyZMnMWHCBMEJHAB45ZVXsH37dmzZsoXXPqbwrvwfDBs2DC+99BL+9re/4aqrrsLMmTP5rlJIiYuLw8CBA7F//35MnTpVUEm5CgoKsGXLFtTV1bGjh4WFwIMPRu/DZuDAgdiyZQv69+8f8WFpnU4n7HY77HY7bDYbu81d5HI5Tp48CY1G41bOCBPuNjdIAbej59lp81wYkcHt1Hnuwy3jbgfLrQkANBoNYmNjBdeJ4Avme+suV9+amhq2fQ4GjMDyFN3+BLnnYrPZYDKZfAp8Zpv7W6IoCmKxmF2Y3xJ3aWxshEqlQmlpKcRiMSQSSZt9mPJQT1gONmazGWVlZbjsssvcymNjXV4ENhuwYEF0DbBptVqUl5djypQpvA+ShBKHw4H9+/cjOztbUAl9GYqKivDkk0/i0UcfdYuuzAeCdFdjcDqdmD17Ng4dOoSjR48KwoefCyEEe/fuBU3TGDt2rKAaofLycpw5cwbTpk1jR4VVKsBoBJRKIBqjLh85cgRWqxVjx47lrQ6MQLHZbD4XrnjxXDOdKQZfHSOKolBdXY1+/fpBoVB47WB1dvQ53Dh+/DhsNhtGjBjBd1W6FcaSM2vWrKiewHvy5EmYTKaItLpyhZKvQQVmsVqtOHfuHNLT00HTtM8BC6aLQtO022+d2eauuYu3Mj5/30ePHoXZbMa4cePcyletuuhFQNOAF8NbROJ0OrF9+3ZkZmYKKskr4HrWtrS0YOLEiRH5TOkKra2tGDlyJBITE7Fr1y7e2+ooHLMOHJqm8fHHH6OgoAB33XUXvv/+e0F19CmKwsiRI7F161aUl5cLyl+2b9++uHDhAk6ePIlhw4YBiP4JoPn5+fj111+h0Wi6ZD4mhMBms8FqtbJrZptZfL1mBApFUW06INyOiUql8tuZYUSJv9/rnj17IJPJ2ChG0UpCQoKgwoRHO83NzRE7P4VxkwykY1NWVoaEhASMHz/e5z6MBcrTcutt8MNisaC1tdXrgAljYWIssBKJBFKp1GsbJJVK2fe4213pG7S2tqKiogJTpkxp815hIXD//dE3H4dpk/r3789zTUJLdXU1qqqqMHXqVMEJHAB48MEHUVNTgx9++IF3gQMIXOQArkSRH3/8MWbPno3nn38ey5Yt47tKIUUmk2H06NHYu3cv1Go14uPj+a5SSKAoCsOHD8e2bduQnp6O1NTUqE/KplAokJeXh+PHj2PixImgKApOp5MVKd4Wi8XSRshYrVYArmvo2SFgOgpKpdJrR4J5HYrJz3369EFxcTEGDBgQ1YMXCQkJ0Ol0cDgcgoqWGI0wwRWEMPJ9/vz5dqNccl3eugLjcudvIMZoNLq9x7zPCCRu+8W0e9xFJpO1KWM6ucePH0efPn18hgVnBE60CJ3m5maUlJTgsssuE1RH32g04vDhwxgxYgRUKhXf1Qk577//Pj766CN89NFHyMvL47s6AHpEDgBg1qxZePbZZ/HEE09g8ODBmDNnDt9VCikpKSnIy8vD/v37MWXKFMFMkouJicHQoUNx6NChP6KfSCN+Tg4jWiwWCywWC7vNrM1mM7RaLX766Sd2MjPgGuH09pCOiYnxObLJuIWFK+np6Th27Bjq6+sjdmQ8EJRKJcRiMXQ6nSCzaUcTJpMJNpst6gebtFot9Hp9yMJkM3PhOhpJlbEkcYWP54BPa2trm/fsf4yUMQLNbDYjNTUVhw4dgkwmY9taZg3EAwjftrQjOBwOHDhwAP379xdUe+R0OrF//3706tULvXr14rs6IWf79u1YvHgxFi9ejDvuuIPv6rBEcHcuuDz55JM4fvw4brnlFuzatSvq/ds9yc/PR2NjIw4dOoQxY8aEdec1mPTt2xe1tbU4evQoYmPHQKNx+USvWuVyIwgHCCGsaDGbzTCbzexrz4WxsjCChPswlclkiI2NhVwuR01NDSZMmACFQgGpVBqVFgCaptG3b1+Ul5dHtcihKAoJCQlobm4WVKciGmlubkZsbGxU/h65VFRUICsrKyzcWfzBtSQpFIqAP8dEybNYLGzHV61Ws200I4yYfcTiq2C3iyAWO/Drr9sgl8vZNpu7cMvD1UJy4sQJSCQSwbmpFRcXw+FwYOjQoXxXJeSUlpbihhtuwOTJk/H666/zXR03ekTOH1AUhY8++giTJk3Cddddh6KioqjuGHnCBB/Yvn07zp49K5gGiqIojBgxAlu3bsUjj2jx+OOJcDqBJUu6X+QwD0KTycSKF0bAeK4BsNG8uA+9uLi4Ng/B9kQL4xLT2NgY9fNV+vbti82bN8NoNEZ1jqDExERotVpBzauLRrRabdQLVZvNhqqqKkycOJHvqnQbNE1DoVCgvr4ehBCMHDnSZ5u8YAFgt7uCK8TGUhg6dKjbwJVer0djYyP7LGAGsryJH7lcDoVCAblczpaFUjDX19ejoqJCcPNRKioqUFVVJbgE64ArD991112HhIQEfPXVV2E3cNEjcjgolUp8++23GDt2LObOnYstW7a4JYyMdmQyGcaNG4edO3ciLi5OMCJPLpdjxIgRcDp3A5gFgILJ1PnjEUJgt9tZ8eK55ooZAOzDiVkUCgUSExPbPMCC1XhSFIWCggL8/vvvyMrK6tAIZaShUCiQlpaGiooKDBo0iO/qdBtqtRrHjh3juxo9dBGNRtPuPJVIp7KyErGxsUhISOC7Kt2K1WrFiRMnMHz4cL9t95dfAoyr2vPP0+0+d5nBMW8DYowYYhYAkEqlbZ4vzJrZ7mpgBeZ8Dx06hKFDhyImJqZLx4oktFotjh07hnHjxgluHo7D4cDNN9+MyspK7NmzJyxzLvaIHA969+6Nb775BlOmTMF9992Hjz76SDCuW4BrEvPw4cNx4MABTJ48WTCNVUZGBnr16gWxmMBup/zOy2EEDLMYjUZ2mxEzzCRw7gNFLpcjPj7e7YHDl9tBUlISMjMz2cY5msnOzsaBAweQn58ftaNsCQkJMBgMsFqtgsp5FU04nU60tLREtSWHEILS0lJBBFY4efIkEhISkJGR4Xc/kcgVcEAiCcx7gLEStTc4xbg5c0UP85zSaDTsa7vdzs5XYp5TSqWS/R/M4m+EnhCCgwcPIiEhAX379m3/JKIEs9mMffv2YeDAgYJLQQIAjz/+ODZt2oQNGzaE7SBij8jxwvjx4/Gf//wHt9xyC4YOHYpHHnmE7yqFlKysLLS0tGDfvn2YNGlS2Jkfu4uCggKIRAR2OyCROFFdXQuj0egmYpgIPMxDgXkYKJVKJCUluYmacJ+YP3jw4DZJUaORlJQUSKVSXLhwIWpHyWUyGVQqFbRabVR/l9GMTqcDRVERn6zXH/X19bDb7cjMzOS7Kt2KVqtFZWUlpk6dytszgKIodjDNHzabrY3HgclkQnNzM/vsczgckEgkbqJHqVSyS21tLXQ6Ha/nG2qcTieKioqQnJyM3NxcvqsTcv773//i5Zdfxr///W9cffXVfFfHJz0ixwc333wzjh8/jqVLl2LQoEGYPXs231UKKYMHD0ZLSwsOHjyIcePGRVXDxYQLNRgM7JoRMMBkAIDD4cSZM2fYRjw5OdltdEsqlUb8NZHL5Rg0aBCOHTuG5OTkqLVyUBSF3NxclJaWIisrK+K/N1+o1WpoNJoekROhMPmrovX+BIBz584hOzs7atsawGXVOHr0KPLy8gLyhOA7dQET3t+XuGbyonl6LjQ3N6O6uhoGgwE2mw00TWPHjh1u4odZVCpVUFziwgVCCI4cOQKHw4Hhw4dHzXkFyu+//457770Xd911F/7617/yXR2/9IgcP/zzn//EiRMnMH/+fOzatQsFBQV8VylkMIEIduzYgWPHjqGgoCBifsiEEJhMJhgMBnZhLDJMg8zkclGpVFAqlUhLS/ujQaZhsQAWiwgrVkzE//4X3T+Rfv36oaKiAiUlJRg4cCDf1ek2evfujRMnTqCpqQnJycl8V6dbUKvVuHDhAt/V6KGTdDVJb7ij1+vR1NSEUaNG8V2VbqW8vBxWqzXg4D1iMcI6dQE3H5pnaHOLxYJt27ahf//+SE9PZwWQwWBAS0sLqqurYTQaYbVaIRaL2ectd61SqaBQKCIqUMGZM2dQX1+PyZMnCyblBkNFRQXmzJmDcePGYcWKFWHfLxTWt9NBaJrGp59+ikmTJuHKK6/Ejh07wibBUSiQSqWYMGECduzYAZVKFVYmWUIIK1q4S2trK4xGI5xOp1sjmpCQgF69erEjS77mLTz/PLBoEQBQWLtWFPUJFpnocjt37kRmZqbPZHWRjlgsRr9+/XDu3LmoFjnFxcVwOp0R1WHowUVTU1NUz2c4d+4cevXq1eFcNZGE0WjEiRMnMHbs2Kh+bgAX5+EkJiYiLy/Pr6ulN++J2tpa9jXgCvwUExPDPrOZRalUhlV7VllZibNnz2LixIlRHbTHG7W1tZg+fTpUKhXWr18fEYG5ekROO8TGxuKnn37C5MmTMX36dOzcuTNkCczCAZVKhfHjx2PXrl1QKBQh9aUmhLA5BbgLI2gIIW5CJjk5Gf369etSw1hYCDz4oGtkTSRyuR2MGDEi7EcrukJCQgJycnJw6NAhTJo0KaweKMEkJycHmzdvhk6ni0oxFxsbC5qmo37yejRiNBphsVii9nszm82orKzElClT+K5Kt8G4MGVmZnZoEjrf7mqd5eTJkzAYDJgyZUq7z0eJRIL4+HivSW6dTqeb50Vrayvq6+tZAUQIgUqlQkxMDCuCmG2ZTBbSZ3NDQwOOHDmCcePGRX3CXk80Gg1mzJgBo9GInTt3IiUlhe8qBUSPyAmAtLQ0/PLLL5g4cSKmT5+O3377TVCRNBITEzFmzBjs378fcrk86C4VjFVGr9dDr9ejtbWVXdtsNsjlcrZRS0pKQt++fRETE9NtIzwSiUvkSKUU6urqUFZWhpycnKD/n3BiwIABqK6uRmlpadRaK+VyObKysnDu3DmMHDmS7+oEHYqioFar0dTUFLWd5WilqakJ8fHxUev6cu7cOaSmpkbl4AJDVVUVWlpaMHr06A59Ltzd1bxx4cIFlJWVYfLkyV0OTETTNDtQ6QnTN+AOclZXV6O1tRUmkwlisZjtG8TGxrJLd/QNdDodioqKUFBQIKj+H+ByNZ05cyZqa2vx22+/RVQ+tgj6WfFLVlYWfv31V9Z1bevWrYLqSKSnp2PIkCHYu3cvJk2a1KnQ0k6nEwaDgRUzXFFDCHFrrFJSUthRm1BHd5PLAaMRMBopvP/+NNx552a2TtGKSCTCyJEj8fvvvyM9PT1qQ4fn5uZi27ZtGDhwYFS6GiQlJaGpqSlqhWq0Es1zxWw2G8rLyzFhwgS+q9JtmM1mHDt2DCNGjIj6EO4tLS04dOgQxowZ0+2RACmKYgWQZ0AVu93OWn70ej10Oh0uXLiA1tZWAC4vlNjYWMTExCAuLo7d7oz4MZlM2LNnD3JycqLapdQbJpMJ1157Lc6cOYOtW7eGbahoX/SInA6Ql5eHzZs3Y8qUKZg9ezZ+/vnnqO0MeiM7Oxsmkwm7d+/GxIkTfWaQZyb+63Q66HQ6tgFiGh9mtCUuLg69evVixUy4uEktX87MywG+/lqGf/+7APv378fkyZOjOtlXUlIS+vTpg0OHDmHixIlR6aIXGxuLtLQ0nDt3DkOHDuW7OkEnOTkZJSUlIIRE5fcXrTQ2Nkbl/Qi4JuLHxcUhKSmJ76p0C4ybWkpKSqfcuSPJXc1isWDv3r3Iz89Heno6r3URi8VeXeA8PUP0ej3q6+uh1+vhdDrdRA+zVqlUPttLi8WC3bt3IyUlRRD5nbhYrVb86U9/QlFREX7++eeI9IDoETkdZOjQofjxxx9x+eWX4/rrr8eGDRuieiKlJ4MGDYLNZmOFjkgkgl6vR0tLC3Q6Hbv2bEwyMjIQFxfntzEJF7jzcsRioG/fvmzeoIkTJ0Z13qDBgwdj27ZtOHv2bMDRgSKN/Px87Ny5E/3794+IiZMdIT4+Hk6nEzqdTnA+45GK2WyGwWCIShFgt9tx9uzZqI6odv78eWi1WkybNq1Tn48UdzWHw4GioiIkJiaG9bOBa/3hCjGu+GEGXxnXNyZoQnx8POLi4hAXF8e2n7///jvi4uKifm6uJw6HA7feeit++eUXbNiwAZdddhnfVeoUYf6zCk/Gjh2LDRs2YObMmbjpppvw1VdfRXXHF3A1EGazGS0tLZDJZHA6nfj5559BCIFMJmMbhezsbFbYhItlpjMw83KYr3Xo0KHYs2cP9u/fj/Hjx0f0uflDLBZj9OjR2LVrF1JTU6Oyo5yQkIDk5GScPXsWQ4YM4bs6QYWmaSQlJaGxsTEqv7tohPmuovEZUl5eDqVSGbVzGAwGA4qLizFmzJioGzDhQgjB4cOHYbfbMWHChIjs7PsSP4wbPTNAW19fj5KSEpjNZtA0DYlEgtTUVNTU1CAhIQEKhSIiz78jOJ1OLFy4EOvWrcPatWsxY8YMvqvUaXpETieZMmUK1q9fj//3//4f7rjjDnz66adR0/FlRjxaWlrQ3NyMlpYWtLS0wGKxsKMd2dnZqK2thd1uj0rrxsV5OcCCBcDq1a68QTt37sTRo0ejOgEYExL0wIEDmDJlSlSGQs3Pz8fu3buRl5cXdZ2T5ORkNDY2hlXI9x5809jYGJXzcRwOB86ePRu1I+BMCOXevXt3KQFvJLirnTp1Ck1NTVGZF4amadaFnsHhcOD333+HzWZD7969odfrcfr0aej1etZNLiEhAQkJCYiPj48ID5VAIYTg4YcfxkcffYT//ve/uP766/muUpeIrrs1xFx99dX4/PPPcdNNN0EikeCDDz6IuAaAsdBotVo0NzdDq9WipaUFdrudtc6kpaVhwIABiIuLczu/nJwc7N27F3v37sWECRMi7tz9wZ2X88UXwOrVrjCYEyZMwPbt26FUKpGfn89vJbuR/Px81NXV4cSJE1GZBFetViMpKQnnzp3D4MGD+a5OUElJScGZM2d68uVECA0NDRg2bBjf1Qg65eXlkMvlXRIA4czZs2dhsVi6ZA1etQogxLUdrnFQKioqUFZWhokTJwrCNd/pdGL//v1wOBxtBnAdDgfrlt/S0oKzZ89Cp9OBpmlW+CQmJiIhIQFKpTLihA8hBEuXLsUbb7yBlStX4pZbbuG7Sl0menqlPDFv3jzY7Xbceuut0Ol0WLNmTViPDFutVlbMMGuLxYK4uDg2YeaQIUMQGxvb7gi+SCTCuHHjsGfPHuzbtw/jxo2LGqHjOS+HQaFQYMKECdi1axeUSmXU5kyiaRqjR4/Gtm3bkJKSwvsk0+5gwIAB2L17N3Jzc8P6N9tR4uPjQVEUmpubgx7uvYfgYjAYYDKZom4+jt1uR0lJSdRavDUaDU6fPo3LLrusS8+8JUtca4oCXn01SJULIvX19Th27BjGjx8f1eG/GZxOJw4cOACj0YjLLrusjYeKSCRCYmKiW2Rdp9MJvV6P5uZmNDc3o6SkBDqdDhKJxE30JCYmhvVzxuFwoLCwEB988AHeeustFBYW8l2loBAdPVKemT9/PmJiYjBv3jxce+21+Prrr8MiChchBHq9HhqNBlqtFhqNBq2trVAqlUhMTERSUhLy8vK6lJ9BLBZjwoQJ2LNnD/bu3Yvx48dHjdCJjQU0GsDhcI24Mb/5hIQEjBkzBkVFRZDL5VHpagIAMTExGD58OA4dOoSpU6dGXchltVrNRiOLpshWFEWxLms9Iie8aWxsRGJiYtS0mQylpaVQKBRROThitVqxf/9+DBw4sMtpJEymi9vh1qdsaWlBUVERhg8fHtXpExgYC47BYMCll14acChwxooTHx/Phpd2OBysu79Wq2VDWyuVSqjVaqjVaiQmJiIuLi4srO1WqxW33nor1q1bh08++QS33XYb31UKGhQhjLG0h66ybds2XHvttSgoKMDGjRtDnkfHZrOxYoZZE0LYkQfmh9Udowl2ux179+6F0+nEhAkTomKOzqpVF13WlErAYHB/v6KiAsXFxbj00kujOmfSoUOH2IY/HBrkYNLS8v/be+/wtsq7//8t7z3lIXnvve3YjhMSIAHC6JemjAfKAxQoEAqUtmlpoaWUUXahQJOwZ1NGfxTCKJC9Hc94xNvylmzJkqy9z/n94UcHybET27GkI+V+Xdd9aViW7iOd8Xnfn6XA4cOHcfHFF3uUiBseHsb4+DjWrFnj6qmsGCaTCd988w0uv/xyjzi/AEBjYyPCwsI8qjStyWTC7t27UVlZ6XEFB2iaRmNjIyiKQnV19Tl7qfz8fihwYzSu0CRXALVajcOHDyMzM5PVldRWCovFgqamJuh0uiUJnKVga59ZbTSrfWa1zaKiopzeZ0mr1eKaa67B3r178fHHH7t9Ds5ciMhZYRobG3HZZZchMTER33//vUPjkQ0GA6RSKWQyGaanp6FUKhEYGGh3wDhzpcBsNqOhoQFmsxm1tbUeYYh4ec3GTHM4AEWd/veBgQH09/djzZo1Dm+M5irMZjMOHjwIPp/vdo3AFkNTUxN8fHxQWlrq6qmsGBqNBnv37sWmTZs84jgEPE/k0DSN//73v6ipqfEoj1t3dzdkMhlWr17tcaFqAoEA/f39WL9+/YosFrJR5Oh0Ohw+fJgJXfd0LBYLGhoaYDQaUVtb6zSRYRtpYx0ajYbpKWUdjsyDUigUuOqqq9DS0oLPP/8cGzZscNhnuQrP8pGzgKqqKhw6dAgbN27EmjVrsGfPnhXrkKvT6TA9PQ2pVAqpVAq1Wo3Q0FAm7Cw6Otqlq9E+Pj6orq5GQ0MDjh075tQThqMIDJytsAbYh6xZyczMZPoGrV27dsEGqe6Mj48Ps19HR0d73Opsbm4u9u/fj4yMDI8RqsHBwQgKCsL09DR4PJ6rp0OYB7lcDgAe5QXW6/UYHBz0SIEjl8vR1dWFmpqaFYuGYFtlNWvjy9jYWI8ryDIftguzq1evduriCYfDYXrypKamApg9fmQyGaRSKfr7+9HU1ITg4GBER0cz4dUrlQohkUhw6aWXYmhoCLt370Ztbe2KvC/bIJ4cByEQCLBhwwbGdZ+bm7vk97B6aiQSCSQSCTQaDSIiIuxUPhtFhK3rt6amxq0rsuzYAdxzz6w3JyoKkEpPfw1N02hvb4dEIsHatWtZnVx4LoyOjqKzsxPr16/3ODHX1tYGvV6P6upqV09lxWhvbwdN0ygpKXH1VFYET/Pk9Pb2QqlUoqqqytVTWTFOnjwJo9GIVatWuXoqK4rBYMDBgweRlpa2ouFbbPLkmEwmHD16FMHBwaisrPQ4kToXk8mEhoYG0DSN6upqVp5TTCYTI3qkUinkcjkCAwPB5XIRExMDLpe7LPtqfHwcGzduhFwux/fff++R1R2tEJHjQIRCIS655BJMTU3hu+++O2vXZ5PJBKlUiunpaUgkEiiVSoSFhTE7dHR0NCsPxPmgKAotLS2YmZlBbW0tKwoxLJfg4FlvDocDbNs2f4IoTdNobm6GSqVCXV0dK8XnStDW1ga5XI61a9d6VP8cg8GAPXv2oKamxmMqXU1OTqKjowMbNmzwCIPF00TOoUOHkJKSsmKeflejVCpx8OBBXHjhhQgJCXH1dFYMiqJw/Phx+Pn5rajxb7uANl/OpzMxm82or6+Hl5cXampqPC73ci56vR719fXw9/dHVVWV2xT+MJvNdjaiQqFASEgII3i4XO5ZbY/+/n5s3LgRNE1jz549Hp9zRUSOg5FKpdi0aRN6e3vx+eef48ILL2T+RtM0FAoFxGIxJBIJpFIpgoKC7HZYd/YK0DSNzs5OTExMoLa21m07sEdHz1ZZAxb25gA/VGfRarUOS150NRRF4ciRIwgNDfW4Jn+9vb2YnJzEBRdc4BHbZTab8d///hfr16/3iDA8TxI5BoMB3333HTZu3OgxBS/q6+sRFBTkcavCp06dYs4LK7nfLfa64misAofD4XhUddSF0Gg0OHbsGKKiolBWVubWgs5oNM4b7RMbG4vY2FhERkbaXctaWlpw+eWXIyIiArt370ZSUpILZ+8cPHtvZgHR0dHYu3cvNm/ejEsuuQQvv/wyrrzySkbYWCwWcLlc8Pl8lJaWurXHYy4cDgeFhYXw9/fHkSNHUF1d7Zbllp988ocVN71+4dd5eXmhsrISTU1NOHbsmEcKHS8vL1RVVeHgwYMYHh5GWlqaq6e0YmRkZGB4eBgTExMe0f/Ix8cHXC4XU1NTrBY51nW2hW6tWCwW5tb2wm29v9AtGxGLxQgLC/MYgWNdpCsrK3P1VFYUoVCI4eHhFRc4AKBS/XD/ySdX9K0XjbUq6vkicGZmZlBfX4/ExEQUFBSw+hyxGPz8/MDj8Zi8S51OB7FYDLFYDIFAAGC2OXRsbCyOHTuG22+/HQUFBfjmm2/Oi7LgAPHkOA2TyYT7778fO3bswDXXXINHHnkEPB4PUVFRbr2SsFhGRkbQ0dGB8vJy8Pl8V09nySwmZM0KRVFobGx0aDlKVzM9PY36+nrU1NS4pXBdiLGxMXR1deHiiy926ws+RVGwWCwQCASYmppCaWkpLBYL87ztfYqiTrtvfUzTtN1ztsP6N5qm7e7bPne24Qw4HM6CA5gV7tbH1vvz3dqOuc95e3sv+Njb25sZ1sddXV0IDg5GTk4OfHx87ObjblAUhQMHDiA5ORmZmZmuns6KYS0vX1FR4ZDiHWer3OlorAKHpmnU1NS49fluMUgkEjQ0NCA7OxuZmZlue7wtFpqmIZfLMTU1hb/97W948803cd111+Gdd97xuJzaM0FEjpN59dVX8ctf/hKXXnopPvroo/Oii7AVkUiE5uZmFBYWMtVE3IWlhhacD0JnZGQEp06dwrp16zzGA0nTNA4fPoyYmBinlMumaRoWiwVms5kZJpPJ7rHt3+e+1ipYrM9b7889rdsa2nMN7sUY6mcy9G1v594/2wDO7IGxvW8ymbBnzx5s2LCBWVW33c4zeYQWM84k2BYSePMJxPnuzxWW5jnltDgcjt1v4+Pjc9p9Hx8fZsx9bDt8fX2Z1zjDkBMIBBAIBLjooos8ZsFOr9fj0KFDSE1NRXZ2tkM+w5VFBywWC+rr688bgTMxMYHW1lYUFRV5TA7cYtDr9bj99tuxc+dOPProo3jkkUc8XtzNhYgcF/D999/juuuuQ0JCAr788kukp6e7ekpOQyqV4sSJE0hOTnYrd/FykkRthU5tba1b51ctRGdnJ6amphwSzuEq5HI5jh49igsvvPCs4o2maZjNZhiNRphMJrthNBoZ0WIVLrZ/twoV6ynYy8vLzkhdyKCda/guZBxbx4EDB5CTk4OEhARnfH0Ow1Nycqanp9HU1ISNGzcyYuhMgvVsQnfusIb1AWD2J+s+Nd992+Hn52f3+GznZ4PBgL1796KiosKhPeGcicViYaqMlZeXO+Qa5cqiAyaTCSdOnAAAjxc4NE2jv78f/f39qKioQHx8vKun5DQmJydx9dVXo62tDe+++y6uv/56V0/JJXi8yBkbG8P999+PtrY2TE1NwcfHB+np6bj99ttx9913n3aACwQCbN26Ffv27WOaWj7zzDOnVUYbHx/HbbfdhiNHjqCsrAxvvvnmklZ+e3p6cOWVV0KhUOCzzz7D2rVrV2R73QG1Wo36+nqEhoaioqLCbU6yVm+Olxfwj3+cOWTNirXKnEKhwOrVqz0mBt8KTdNMyEN1dbVbr+RSFAWDwQCj0Yiuri4YDAakpKTAaDQywypebB9bmc9IXMiotBUz1ltHfXddXV3Q6XSoqKhwyPs7C08ROR0dHbBYLA5rPmsVTbZewfmEtu39uSLdahbYih/rsH0sEolgNptRWlrKPOfOVRdpmkZLSws0Gg3q6uocti2uKjpgNBpx/Phx+Pr6YtWqVW5z7V0OFosFbW1tkEgkqKmpcdvCR8uhra0NV111FcxmM7744guPKlO/VDxe5PT09OCpp57C+vXrkZycDKPRiG+++Qavvvoqbr/9drz55pvMayUSCUpLSxEZGYnHHnsMAQEBeOqpp9DW1obGxkbk5OQwr920aRO4XC7uuOMO7Nq1C9999x06OzuXNDepVIprrrkGR48exeuvv45bb711pTab9RiNRjQ2NsJkMqG6utotjP8dO4AtW2bvL2X1jaZpnDx5EtPT01i9erXHhHZZMZlMOHz4MLhcLoqKiljjnaNpGkajEQaDYd5h/Zv11hpC5OPjAz8/P+h0OoSHhyM0NPQ0Q8/W2LOKFLZs91zkcjmOHz+Oyy67zK1FqCeIHGvZ1qKiItauKlu9k3MFkK24NxqN0Gg0kMlkCAoKYl4L/HD8+Pn5wd/f327Mfc7Pz49V+2Rvby+Gh4exbt06h/Z3W0qO50qh1+tx7NgxhISEoKKiwq3F6NkwGo1Mk09379W3VL744gv89Kc/RU5ODnbt2uX2HvxzxeNFzkJcf/31+Oyzz6BWq5kwot/97nd46aWX0N/fz8RtKpVKZGRk4KKLLsLHH3/M/H9ISAiEQiGTUxMVFYX+/v4l99gwGo2499578cYbb+C3v/0tnnrqKY8++dhCURTa2togFotRXV2NiIgIV0/prHh7/5Akun374i9OtuW0V69e7XG5WFqtFocOHUJGRobD6+5bLBbo9Xro9XoYDAa7+7aPjUYjaJqGj4+PnVEVEBBgZ2zZGmS2RtfQ0BAGBgZw0UUXufUxSdM0vvvuO1RUVLh1RR1PEDlKpRKHDh3Cpk2b3H6fOnjwIOLj45lG1xRF2Ykg2wWE+YZ1UcF6HAYEBJx2azsc/X2Njo6io6MDa9eudfj52dn5OFqtFseOHUNkZKTbl00+GyqVCidOnEBYWBjKy8s92ltlC03TePbZZ/GHP/wBP/nJT/Duu+963ILqcjg/fv15iImJYZJrrfznP//BRRddZJeYFhYWhs2bN+ODDz6A2WxmDpiMjAxs27YN99xzD3bt2gVfX19ERUUteR5+fn547bXXUFBQgF//+tfo6enBBx98cF64Vr28vFBaWoqBgQEcOXLELSqvXX898K9/zd5/+OHFixxrOW1fX18cPXoUNTU1iIyMdNxEnUxQUBBqampw9OhRBAYGLqsEM03TMJlM0Ov10Ol0zLCKFlvxwuFw7Awhf39/BAYGIiIi4jRjabnGUWpqKsbGxtDX1+eUIgSOgsPhgMfjQSgUurXI8QSEQiFiY2PdWuAAswsAZrPZbkHDy8uLOR4Xg8VisVuYsL1VqVR2CxY0TcPX1/c04RMYGMgM6+LFcjyqYrEY7e3tqK6udsoClLXuxJz6Ew5BpVLh+PHjiIuLQ3FxMWs9ziuBRCJBY2MjUlJSkJ+f79HbaotOp8Pdd9+N999/H3/605/w6KOPerSQXQrnjcixVjFSqVT4/vvv8e677+I3v/kNI1p0Oh0GBwfx4x//+LT/LS4uhk6ng0AgYCqtbNu2DZs3b8Yf/vAHREREYOfOncs+oDgcDn75y18iOzsbN9xwA8rLy/HJJ5+4fQz9YuBwOMjKykJISAhaWlowMzODvLw81p6cdu4EvvhiNtTgTD1z5oPD4SA3Nxc+Pj44duwYKisrPSZZFwAiIiJQWVmJxsZG+Pv7n2ZQWywWRrhotVrm1lbUWCwW+Pj42BkuAQEBiIiIsHvs7+/v8H2Ew+GgpKQEhw8fRmJiIqt7zZwNHo+HlpYWjzdy2I5IJHL7Mss6nQ7d3d2oqqo6J7Hm7e2NoKCgs5aztYadWs8TtgseCoWCed5kMsHLy8vu3BEUFITAwEC727lzVigUaGxsRGlpqVMWAXbsmC04AACOdjLIZDKcOHECKSkprL6unis0TWNwcBA9PT3nXQW1np4eXHfddRgYGMA///lP3Hjjja6eEqs4b0TOM888gz/84Q8AZo2Xhx56CE888QTzd7lcDpqm5/XGWJ+T2mQH1tXVYXR0FENDQ0hJSVmRnJJNmzahtbUV1113HVavXo0XXngBv/jFLzz2xGQLj8fD2rVr0dDQAIVCgYqKCtaWXQ4ImBU5Wi1w442zwmcpZGZmIiAgAI2NjSguLkZycrJjJupkLBYLgoODkZKSwjRcM5vNjJgxGAx2RojVwImOjmaMksDAQFaFIoWHhyM1NRVtbW2oq6tz22ORy+WCoijI5fJleZwJ545arYZarWZtLs5i6ezsRFxcHGJjY53yeVavrb+//xkjHKznGqsQst6Xy+XMogpFUfDz82NEj5+fHyYmJsDj8RAeHg6LxeJwL9vDD/9w35HrJtaWDfn5+R5dwdVsNuPkyZOQSqWoq6vzqAiJs/HPf/4Td911F5KSktDQ0IDCwkJXT4l1eJTImdt7wLZPwK233ooNGzZAJpNh3759eO6556BQKPDKK6/Y/c+ZjJi5f/P392fikVeKtLQ0HDlyBA8++CDuu+8+HDhwAG+99dZ5Eb4WFhaGdevWoaWlBQcPHsSqVatYud1PPvlDAYKPPlq6yAGAxMRE+Pv7o6GhATqdDtnZ2aw3oK3hZBqN5rRh9cjYipjx8XGkp6eDz+czosYZHpiVJjc3F/v27cPw8DDS0tJcPZ1l4eXlhfj4eAiFQiJyXIRIJEJMTAyrRPxSEQqFkEgkuPjii109ldPw8fFBaGjogh5Xq0fIKniUSiUGBwfh6+sLuVyOgwcPwmKxwN/fH0FBQQgODj5tLDcczhZrBACHM3stcQTDw8Po7Ox0ixDwc0Gj0aChoQG+vr5Yv369R7ZpmA+dTof7778fb775Jv73f/8X27ZtQ0hIiKunxUo8RuTMZ4Ds378f69evBwDEx8czK2iXXHIJIiMj8fvf/x633XYbysrKEBkZCQ6HY+etsSL7v1qPzjIO/P398dJLL2HdunX42c9+hvLycnz88ceorKx0yue7Emtpy76+Phw+fBilpaXLyu9wJHffDfzmN7OeHGA2/GA51XFiYmKwZs0a1NfXQ6/XsyaUyGQyMavOarUaGo0GarUaWq0WJpMJfn5+dhf+mJgYxisTEBAADofDFFoQCoVIT093i+p5C+Hj44PS0lI0NjYiPj7ebbeFz+ejvb3drfpTeRITExNuK5KB2SI57e3tKCoqcktj0tYjFBISgt7eXsTHxzO9cGiahsFggFarhVarZRZwJBIJNBoNDAYDfHx87M59ISEhzFhs5IG16ryPz8pXVaNpGj09PRgaGkJtbe2SCyG5E1NTU2hubkZSUhIKCgrOmxwU2/C0t99+G7feeis5n58BjxE5fD4fjY2Nds/Zlnyey6pVqwAAfX19KCsrQ2BgIDIzM9HR0XHaazs6OhAYGOh0l++Pf/xjlJaW2oWv3XvvvR6/Q3M4HOTk5CAiIgLNzc2Qy+WsO4m98MKsN4emZwXPci9W4eHhWLt2LY4fP46Ghgan9Q2iKAparRYqlcpO0KjVahiNRvj5+TEX77CwMPD5fGZ1czEr0dZCCyaTCcePH8eaNWtYG364GGJjY8Hj8XDy5EnU1NS45TEYGxsLs9lMQtZcgFqthkqlAo/Hc/VUls2pU6cQERHBukWnpWI2m1FfX4+goCCUlZUxxzKHw2Fy/uY7Psxm82ke7NHRUajVahgMBvj6+tqJnpCQEISGhiI4OJi5du3Y8YPIWemiA9a+MNPT01i7dq1b5xCeCZqm0dfXh/7+fpSUlCApKcnVU3IaJDxt6Zy3JaQfeeQRPP7442hqamIS/B988EG89NJLGBgYYA4clUrFlJD+6KOPXDJXg8GABx98EH//+9+xefNmvPXWW25RbnklUKvVaGxshLe3NyorK8+apOpMlltOej6sfYOMRiOqq6tXbDstFgtjYFkFjUqlgub/mvwEBwcjNDTU7sJsDctYCSiKQlNTE3Q6HVavXu3WoTpGoxH79u1DQUGB215YW1tb4ePjg6KiIldPZcm4cwnp3t5eyOVy1NTUuHoqy0IsFqOxsREXXXSR23oygdnz4YkTJ0BRFGpra1cs/8Yaxjt3wUitVoOiKMbrs359FfR6LwA0/ud/aPzrXyuzcGcwGNDQ0ACKolBdXe2xfWH0ej1aWlqg1WpRVVXFynB2R6DVanH//ffjrbfeIuFpS8TjRc6f//xnTE1N4YILLkBCQgJmZmbw7bff4o033sDmzZvxySefMK+VSCQoKSkBl8vFY489Bn9/fzz99NNobW1FQ0PDiuffLJX//Oc/+NnPfoaoqCh88skn50X4GjB7YbL2mCktLWVNjPGNN/5QTnolulZTFIWOjg6IRCKsWrVqSavtNE0zAkapVDK3Go0GXl5eCA0NRVhYGLO6GBISgqCgIKd4x6yGBU3TqK6uduu+BSKRCK2trbjwwgvd0tgTi8VoaWnBpZde6nbeKHcWOfv370dmZqZbimOTyYR9+/YhJycHqamprp7OsrEuuGi1WtTV1TllH6JpGlqtljk3Z2VlAOAAoPH557uYRaawsDCEhYUx5+alnJeVSiVOnDiBiIgIlJeXu3158oWQSCRobm4Gl8tFSUmJ250DlktPTw+uvfZaDA4O4h//+AcJT1siHi9yvvzyS7z88svo6OiAVCpFQEAA8vPzcdNNN2HLli2nGVyDg4PYunUr9u3bB7PZjNraWjz77LMoLy930RbYMzQ0hOuuuw5tbW145pln8Mtf/pJVYVyOZGJiAidPnmRicNlwMo+OBv4vZQs33LC8IgS20DSNoaEhdHV1LZiPZDQaoVQqoVAooFQqmQGASby1XjDDwsIQGBjo8pOiNUSEw+GgpqaGFb/dcmlpaYHBYHDLsDWKovDdd9+hqqoKXC7X1dNZEu4qcpRKJQ4ePIjLLrvMreZtpbm5GUaj0S33dysURaG5uRlqtRp1dXUuC539oQkoDYVCf9qilEqlAk3TdsInLCwM4eHh8+ZBTU1NoampCRkZGcjJyXHb3+dM0DSN3t5eDAwMoLCwECkpKR65nXOhaRrvvfce7r33XiQlJeHTTz8l4WnLwONFjidiMBjw+9//Hi+99BIuuOACvPPOOx5dItIWjUaDpqYm0DSNyspKl7tsd+z4odIah/ND+Nq5MjU1hcbGRiQnJyMmJgYKhQIKhQIzMzPQ6/UIDAy0uwBavTRsPvmbzWYcP34c3t7eqK6udluhY13Zzs7OdstE8vb2dlAUhdLSUldPZUm4q8jp6uqCRqNBVVWVq6eyZIRCIU6ePOm2nktgVuC0tLRApVJh9erVLiuasGMHcM89s3mcQUHA/0UM20HTNDQaDbNwZV3I0mq1TAntiIgIhIWFQalUYmBgAGVlZW6fJ7UQOp0Ozc3NMBgMqKqqckqjVjYgEolw55134quvvsKtt96KV155xeW2jrtCRI4bs3//ftx2222QSCR4/vnncdddd7HayF0pKIrCqVOnMDo6ipKSEpef4IODZyutcTjAtm3Ly82haRp6vR5yuRwzMzNQKBSQy+UwmUzw8fFBbGwsoqKiGEHjrkn81kIE1ip67ip0xGIxGhoacOGFFyI4ONjV01kSMpkMx48fx2WXXeZW3787ihyaprFnzx4UFha6XdEBg8GAffv2oaioyOXn2OVC0zRaWlqgUChQV1fn0qpwtl7/pYY3m0wmRvTMzMxgcnKSuTZERETYjaCgII+wA6amptDS0oK4uDgUFxe7dZjzYqFpGh999BF+8YtfwM/PD6+//jp+9KMfuXpabg0ROW6OSqXC1q1b8frrr2Pjxo1466233DLuezmIRCKcPHkSMTExKC4udpnhb7tCt9iLl9FoxMzMDCNq5HI5jEYjQkNDmYtVeHg4AgMDcfLkSWg0GqxatcojVrKsQsfPz++cu6a7kvb2dszMzGDNmjVuFTJK0zT27t2L/Px81uS3LQZ3FDlSqRQnTpzAZZdd5nb7yIkTJ5iCL+5oNNM0jdbWVsjlctTV1bk8Gd8aqgYsv1CNVqtFQ0MDvL29UVZWBpPJxHj55XI5lEolfH19mWtIZGQkIiIiXL7tS8FsNuPUqVMYHx9HUVGRxzTLPhsSiQRbtmzB//f//X+4/vrr8eqrr7pdSDEbISLHQ/juu+9w++23Q6VS4cUXX8TPfvYzt7wwLRW9Xo+TJ09CoVCgrKzMaV2453Km3ByKoqBSqSCTySCTySCXy6HRaBAcHGx3IQoPD593tcra+2BwcBBlZWVISEhw0lY5DqvQ8fHxwapVq9xylc5iseDgwYPg8XjIy8tz9XSWRE9PDxQKBaqrq109lUXjjiKnra0NAFBSUuLimSwNgUCAgYEBrF+/3i29xtYQNasHhw1GvpfX7ELYcsOaxWIxmpubwefzUVRUNK9otlgsjLfHunimVqsRGBiIqKgoREZGMhEBbBTdMpkMLS0tCAgIQHl5OauqqTqSzz77DHfffTcoisL27dtx7bXXunpKHgMROR7EzMwMHnjgAbz33nu44oor8MYbb7hdiMRyoGkaIyMj6OzsREpKCvLz853uHbDPzaEhEokhlUohl8shl8vB4XAQGRnJXGQiIyOXbDyIRCK0tLQgNTUVeXl5rLxILQWTyYQTJ04AAKqrq93GcLVFqVTi0KFDqKmpcatVN7Vajf379+OSSy5xm8aO7iZyLBYLvvvuO9TU1LhVXyLrPu2uzSQtFgtTRc2VOTi22FbiXCgfZyFomsbAwAB6e3tRXFy8ZM+GyWRirkPWRTaLxYKIiAhERUUhKioK0dHRLhWzFEWht7cXg4ODyMnJQWZm5nmxSCuTyXDfffdh586duPrqq7Fjxw7ExcW5eloeBRE5HsiuXbtw5513wmg04tVXX8UNN9xwXpww1Go1WlpaYDKZUFFR4bReQnq9HjKZDBkZcdDrvQHQuP/+Htxyi465iISGhq7Ib6BSqdDQ0ICAgABUVlay4gJ+LpjNZjQ0NDCVDN3BeJ2LQCBAf38/LrzwQrda9T58+DASEhLcpmiJu4mciYkJdHd34+KLL3ab8687eyeB2fOJtd9YbW0ta47H5fZUM5lMaG1txczMDFatWrUi1zRruwGr4JFKpVCr1QgNDUV0dDQznFVoQqVSobm5GTRNo7y8/LzpffP111/j5z//OXQ6HV555RX89Kc/dZvzhDtBRI6HIpVKce+99+Kjjz7C5s2bsX37dpeFcjkTiqLQ39+P/v5+ZGVlISsra8U9Hnq9HtPT08zQaDQICwvD3r1Z+OtfE0DTHHh5Af/4x7k1CF0Ik8nEdLaurKx0Kw/CfFgsFjQ2NkKv16O2ttbthBtN02hoaACHw0FVVZXbXKhGRkYwNDSE9evXu3oqi8LdRM7x48cRHR2N7OxsV09l0bS1tUGhULhdnhkwK3CsjT5rampYtY/8UDoaMBoX9z8zMzNobGxESEgIysvLHXpeNBgMkEqlkMlkkEqlmJmZQVBQEKKjoxETEwMul7viooemaQgEAnR3dyMtLQ25ublum5+5FBQKBX71q1/hnXfewaZNm/DGG294RAg6WyEix8P597//jS1btoCmaTz33HO45ZZb3O7itRxmZmbQ2toKACgrKzunFTCj0WgnalQqFcLDw8HlcsHlchEVFcWsGJ5LBZ2lYBuil5mZ6fY9Eqx9LJRKJWpra90uFttgMODAgQPIzMxERkaGq6ezKEwmE7777jusXbvWLVZP3Unk6HQ67N69Gxs3bnSb0svj4+Nob2/H+vXr3fL4q6+vh4+PD+saDi+mdLQttr3SsrOzkZWV5fRzuzXEbXp6GhKJBAqFAkFBQYzg4XK55yS6VCoVTp48CYPBgNLSUrdfqFsMNE3js88+wy9/+UsolUq8+OKLuO2229z6uu0OEJFzHiAWi/Gb3/wGH374IdasWYNt27ahqKjI1dNyOBRFoa+vDwMDA0taKaIoCnK5HGKxGGKxGDMzMwgNDWVO7lwud8EwiB07gF/8YjY0wZHeHCsKhQKNjY0IDAxERUUFKxJslwtN02hra8PU1BRWr16N0NBQV09pSchkMhw7dgyrV692mxyM5uZm+Pn5ucX5wJ1ETl9fH6anp7F69WpXT2VRqFQqHDp0CBUVFYiPj3f1dJaEVqvF8ePHERYWhvLyctZ5A5ay8GU0GnHy5EnI5XJUVlayJifKZDJBKpUyC30KhQLh4eGIiYlh2hss9to6MDCAvr4+pKamIjc3l1WC1FEMDg7i3nvvxbfffourrroKr7zyClJSUlw9rfMCInLOI/bv34977rkH/f39eOCBB/DnP//Z7QzJ5aBUKtHa2gqTyYSysrJ5LxxarRZTU1MQi8WYnp6Gl5cXYmNjERMTg5iYmCWtxtoWIVhqkulyMJvNaGtrg0QiQXl5uVuHJVoryQ0NDbldwjYADAwMQCAQuE1VKmuJ40svvZR1xuFc3EXkWHvjFBQUuEWJbrPZjMOHDyM2NhYFBQWuns6SUCqVOH78OOLj41FcXMzKVfHFlo6WyWRobm5GaGgoysvLWX3+MBgMkEgkEIvFkEgkMJlM4HK5iImJQVxc3LyNKxUKBVpbW5lGxO52bl8Oer0ezz77LP76178iLi4Or7zyCul742SIyDnPMBqN+Nvf/obHHnsMUVFR+Pvf/47Nmzez8uKwklAUBYFAgJ6eHiQnJyM3NxcqlQqTk5OYmpqCWq1m4o9jY2MRHh5+Tt/JchNNlwtN0xgdHUVHR4dHxDcLBAJ0dXWhqqrKrarNWPNzaJpGdXU1648rmqaxb98+5OTksL7ho7uIHIlEgqamJlx66aWsDw2maRonT56EWq1GXV0d6+dri0wmQ319PdLT01kbrmtfdXP+0tE0TaO/vx99fX3Izc1FRkYGK7dlIWiahkqlYiIfpFIpAgMDERcXh7i4OERGRmJgYACDg4PIyMhAdna2W1+bFsv333+PX/ziFxgZGcHWrVvx8MMPu13jaE+AiJzzlOHhYfzyl7/Erl27cNlll+GVV15BZmamq6flUEwmE0ZGRtDf3w+j0QgfHx/weDzExcUhNjZ2RQ0n25Khzghbs2KtVAMA5eXlbt08dGJiAq2trcsqm+pKjEYjDh48iOTkZOTk5Lh6OmdlYGAAU1NTqKurc/VUzoi7iJympiYEBga6hVdkeHgYPT09WLdundvkDgHA5OQkmpqaUFBQgLS0NFdPZ0GCgwGtdvb+3P5pwGwEQXNzMwwGAyoqKhAZGen8Sa4wZrMZEokEU1NTEIlEzLU2IyMDaWlpbldYZqlMTEzg17/+NT755BOsX78e27Ztc8tKhZ6C+yzbEFaU1NRUfPHFF/jiiy/Q3d2NwsJC/OUvf4Fer3f11FYUvV6P4eFhHD9+HP/9738xNjaG1NRUZGVlAZg1nCIjI1fcaNq5czb+GphdvXv44RV9+wUJDQ3FBRdcgNjYWBw6dAgCgQDuuo6RkJCA6upqdHR0oKenx222w8/PD6tWrUJ/fz8mJyddPZ2zkpSUBJlMBrVa7eqpuD0GgwEikcgtRLlMJkNnZycqKyvdSuAIBAI0NTWhvLyc1QIHAHS62VsOx17g0DSNsbEx7N+/H2FhYVi/fr1HCBwA8PHxQWRkJCwWC8xmM9LT05GRkYGpqSl89913OHr0KAQCAXTWL8dDMJvNePHFF5Gbm4uDBw/iww8/xL59+4jAcTHEk0OAVqvFk08+ieeeew7Jycn4xz/+gUsvvdTV01o2Op0OQqEQIpEIMpkMERER4PP54PF4du5ig8GArq4uTExMICcnBxkZGSsaruHsIgRzmZ6eRktLC0JDQ1FWVua2RQmUSiXq6+sRHR2NsrIytwmpGR8fR1tbG9atWzdvjDqbaGpqQkBAAAoLC109lQVxB09Of38/xGIx671ier0eBw4cQFZWlttUA6RpGp2dnRgfH0d1dTXrczpsQ9VsS0cbjUa0t7dDIpGgrKzM7Qo9nAmapjE8PIzu7m5wuVwUFRXZCWidTgeRSASRSASpVIrw8HDweDwkJCS4dSjX0aNHcc8996CzsxP33HMPHn/8caf16SOcGSJyCAw9PT245557sH//flxzzTV49tlnWb9SZkWv10MoFEIoFEImkyE6OpoRNmcz7qVSKdra2gAAxcXFK1rO0rZ8qCuEjslkQnt7O8RiMUpKStwiEXo+9Ho96uvr4evri6qqKlYn5drS2dkJsViMtWvXstYwB9yjAAHbRY67FBygKApHjx5FUFAQysvL3SL/w2w2o7m5GSqVCrW1tW5hEM9XVU0sFqO1tRXh4eEoLS1124Wn+ZiZmUFbWxuMRiOKi4vPmktpMBgwOTkJkUgEsViM8PBwJCQkICEhwW08iyKRCH/84x/x9ttvo6qqCtu3b0dFRYWrp0WwgYgcgh00TeNf//oXtm7dCqlUivvuuw8PP/wwK13pJpMJQqEQExMTmJ6eRlRUFPh8Pvh8/pIvHraFCfh8PgoKClYsdthZvXPOxMTEBNrb2xETE4OioiK3jIu2GjpqtRo1NTVuYehQFIXjx4/Dx8cHq1atYq1BSdM09u/fj8zMTNaGWrFd5ExNTaG1tRWXXHIJa72N1jLtMzMzWLNmjVuU79Xr9Thx4gS8vb2xatUqt1ngsK2q9uqrFtTVdWBiYgIFBQVISUlh7blgqZhMJnR3d2N0dHTZhQWMRiNEIhFzLY+MjGQEDxuvVWq1Gi+88AKee+45+Pv744knnsCdd97J2gWi8xkicgjzotFo8Le//Q3PPPMM/Pz88Kc//Qn33HOPy084FEVBIpFgbGwMIpEIoaGhSExMXLHVH51Oh46ODkgkEuTk5CA9Pf2cDRZXh61Z0ev1aG9vh1QqdVuvjm3ISlVVlVs0kTMajTh06BD4fD7y8/NdPZ0FEQgEGBsbwwUXXMBKA4ztIqe+vh7h4eGsjsEfHBxEf3+/2xQamJmZwYkTJ8DlclFaWuo2RqR9VTUa3367G8HBwSgrK3O7RqsLYW1I3d3djbCwMBQXF69ISwq9Xg+RSITx8XHI5XLExcUhKSkJ8fHxLl88MJvNeOedd/DII49ALpfj/vvvx0MPPURC01gMETmEMzI5OYlHH30Ub7zxBlJSUvD000/j2muvdboRpFQqMTY2hrGxMXA4HCQmJiIpKclh1cMkEgk6OjpAURQKCwsRFxd3Ttvs6rA1KzRNQygUor29HVwuF8XFxS4XrsthZGQEHR0drK+uZMXabLG4uBhJSUmuns68mEwmfP/996itrbXLd6BpGhRFwWKxMMnE1vsWi8Xub9b7FEXZDet72N6naXreYf3MuZcmiqIgk8kQFRVlZ+xYj0sOh7Pg8PLyYm7n3rcOb2/v027PNGzPB2q1Gvv378eGDRtYKx6mpqbQ2NjoNs1qrdUVc3JykJmZyUrhvRA/VFWjccEFQrz3nsmjvDfT09Po6OiA2WxGYWEh4uPjHbJtGo2Gue6bzWYkJCQgKSkJERERTv0uaZrGf//7X/zud7/DqVOn8NOf/hRPPvkkaejpBhCRQ1gUXV1dePDBB/HVV1+huroazz//PNasWePQz7RYLJiYmMDw8DAUCgV4PB6Sk5MRExPjlBMcRVEYGRlBT08PIiIiUFBQcE6iig1ha1ZsvTrFxcXg8/ludwGWSqVoaGgAn89HUVGRy1f5zoZYLEZDQ4NTjUyLxQKj0QiTyXTaMJvNzK31vkKhgMVigZ+fHyNmzGaz3XvOZ/DbioO59zkcDiMKbJ870wBw2v5osVjQ3t6O4uJiuxX9ucJooTGf4LIdc0WarZCzjrnfg4+PD3x8fGD6v7ikyMhI+Pj4wNfXl/mb9b6vry/8/Pzg6+vLjLliyVEolUocPnwYJSUlrO+HZG0ILBAIUFFR4ZaJ+RwODYADgIZGo/MY741Wq8WpU6cgFouRnZ2N9PR0p3jXaJqGVCrF2NgYJiYmEBISgpSUFCQmJjrcq9va2orf/va32Lt3L9avX4/nnnsOlZWVDv1MwspBRA5hSRw4cABbt25Fc3Mzrr76ajzzzDPIzs5e0c9QKpUYGRnB2NgYAgICkJKSgqSkJJfFYhuNRvT29mJ4eBipqanIyclZ1lxsw9aA+fsmOBNbr05UVBSKi4tZuwq9EFqtFidOnICfnx8qKytZ75USCATo6+vD2rVrl5xTZLFYYDAYYDQaYTAY7O6bTCYYjUa7YTKZQP3fzubt7X2agT2fEW42m9Hd3Y3y8nIEBQUxr1nIg+FMXB2uZhVHtuLPbDbDYDCgqakJWVlZ8Pf3txOPtrdzBSYAeHl5MeLH+vtY7/v5+cHf3x/+/v7MfT8/vyXn0RgMBhw6dAiJiYmsDqUD7AsMrFq1yu36fBkMBjz66CSefjoZAAe+vjSMRvdaPJoPs9mMvr4+CAQCJCQkIC8vz2VFE8xmM8bHxzE8PAy1Wo3ExESkpqaueMjY6Ogo/vjHP+LDDz9ETk4Onn32WVx55ZVutxh4vkNEDmHJUBSFf/3rX3jooYcgFApx11134c9//jNiYmKW/Z40TUMkEkEgEEAul4PP5yM1NRVRUVGsOamoVCp0dnZCLpcjJycHaWlpS/YeLKYDtrMxGAw4deoUhEIh8vLykJ6ezprvfDGYzWa0tLRgZmYGq1atYnV8tDWnyLbimtFohF6vtxtWEWMwGJjHVsPY1gC2vZ3PSLYKmqXsp2zNLXG1yFmIwcFBjI+PLymXySqWrGJ0rkC1HbZiFpgVrAEBAYwA8vf3Zx4HBAQgMDAQAQEB8PPzg8ViwdGjRxEcHIyKigpWH9cqlQqNjY3w9/d3qwqKwOxxPTo6ilOnTuEnP7kUev2sd8PVHvtzxbpd3d3dCA4ORlFREavOrzMzMxgeHsb4+DhCQ0ORnp6OhISEc/LqKxQKPP3003jxxRcRHh6Oxx57DLfffrtbFOkgnA4ROYRlo9fr8corr+DJJ58ERVH4/e9/j/vvv39JPUFMJhNGRkYwNDQEmqaRlpaGlJQUVl/gpqamcOrUKVgsFuTl5SEhIWFJxoM1XpvDAbZtc01uznxIJBK0tbXBx8cHpaWlrLqYnQ2apjEwMIDe3l4UFRWxIlaapmkYDAbodDpm6PV6aLVaSCQSJvyJoij4+PggICDAbsxnxPr5+TncUJVIJGhqasLGjRtZdWFno8ixlo3Oy8tzeBgYTdN2Xry5IthWJJtMJrt8pJiYGAQFBTECKDAwkLnPBuEjFArR2tqK1NRU5OXlsT701BaVSoW2tjZoNBoUFxcjIYEHq1W1fTt7zu9LgaZpTE1NoaurCxaLBfn5+awOaTaZTBgbG4NAIIDZbEZaWhpSU1OX5Nk3GAx47bXX8Pjjj0Oj0WDr1q347W9/uyLFFAiug4gcwjkzPT2NJ554Atu2bUNERAQefPBBbNmy5YxxyBqNBoODgxgdHUV4eDjS09PB4/Hc5uJm7Vjd3d0Nf39/5OfnIzY2dlH/y5YiBPNhsVjQ19eHwcFBpKamIjc3l1WG7tmwGug8Hg9FRUUOjRe3Gp0ajQZarRYajQY6nQ5arRZarRY6nQ4URcHPz48xKq2Gpb+/PwYGBpgVdrYY7cDsdh04cACpqamsKurARpEjFArR0dGBjRs3surcZTab0dbWBqlUiuzsbJhMJuj1ejvBbTAY4OXlxeyXQUFBzAgODkZQUBD8/f0dathSFIXu7m4MDw+jrKzMrSo+WiwW9Pf3Y2BgACkpKcjNzcUtt/jiX/+a/XtQEKDRuHaOy0Emk6GrqwsqlQo5OTlITU1l1b59JqziTCAQQCqVIjExEZmZmWcUKkajEW+//TaefPJJCIVC3HrrrXjssceQkJDgxJkTHAUROYQVY2RkBE8++STeeecdREdH4w9/+APuuusuu9hdpVKJ/v5+CIVC8Hg8ZGRksLIHz2KxWCwQCATo7+9HREQE8vPzF+UBYVMRgvlQKpVoa2uDTqdDYWEheDwea1fx5qLT6dDQ0ACaprFq1apzSvqlaRp6vR5qtRoajQYajQZqtZoRNRaLBf7+/oxhaGssWo3HhUSiNVfC2peJTYyNjaG3txcXX3wxa353Nooc6++XmZnp6qnYMTAwgIGBgTPmflksFkaU24pz69Dr9fD29mb2bdsREhKCwMDAc9o3rLlMBoMBVVVVbrViLhaL0dHRAW9vb5SUlDDXMG/vH0KQ3c2Lo1Kp0N3dDbFYjMzMTGRkZLDmOFsOSqWSCSWNi4tDdna23bXZZDLh/fffx+OPP47R0VHccMMNeOSRR5CTk+O6SRNWHCJyCCuOQCDAE088gffffx9xcXF4+OGH8ZOf/AQjIyOYmppCUlISMjMzlxTWxnaMRiP6+/sxNDQEHo+H3NzcMyaWs60IwXxY47G7uroQHh6OoqIitzFELBYLOjs7MTExgfLy8rNWaDKbzVCr1cxQqVSMsLFYLHaGXkhIiN1q97l4utRqNQ4fPoysrCxWGcoURWH37t0oLi4Gj8dz9XQAsE/kyGQyHD9+HJdccgkr5mNldHQUHR0dqKurO6eQU4vFwoj5uUOr1YLD4TDHQ2hoKEJCQphxtu9DKpWiqakJ0dHRKC0tdRtvsVarRWdnJyQSCXJzc0/Ly7SKHC8vYE4xPtai1+vR09ODsbExJCcnIycnx2VFBRyBTqfDwMAARkZGEB0djfT0dHz77bd47LHHIBAIcO211+LRRx9ldQ8zwvIhIofgMPr7+/HYY49h586diI6Oxs9//nNs3brVrT03Z0On06G7uxsTExNISkpCdnb2gp4E2yIEAHtX/kwmE3p6ejAyMoK0tDRkZ2ezyqg7E2NjY2hvb0dKSgry8/NBURRUKpXdUCqV0Ol08PX1ZYw0W6MtKCjIoWFvMzMzOHr0KIqKipCcnOywz1kqAwMDEAqFWLt2LSu8OWwTOSdOnEBwcDAKCwtdPRWGyclJNDU1obq6+pwKwZwNiqKg1WrnXRgwGo0ICAhAaGgowsLCEBoaygwfHx/09fWhv78f+fn5SEtLY8W+dTYsFgsGBgbQ39+/YHWxG28EE6rGlqIyZ0Kv12NgYADDw8OIjY1Ffn6+Ry08zkWtVuPll1/Gtm3bMDExgR//+Md49NFHUVxc7OqpERwIETkEh9PT04Mnn3wSO3fuRFxcHB588EH8/Oc/95jeAfOhUqnQ29sLkUiE5ORkZGdnz1ue2fbCyLb8nLkoFAp0dHRArVajsLBwyQUXnAlN09BqtVAqlZBIJBgbG2P6ofj6+p5mfIWGhjo8/+BMSCQSnDhxApWVlazpC2IymbB7926sWrUKXC7X1dNhlchRKpU4ePAgq5p/SqVSHD9+HOXl5S7NbTEajczige1igjUHiMPhICEhAXFxcQgLC0NwcDBrzyPArHDs6OiAr68viouLF+xxZRuqxkbPvBWDwYCBgQEMDQ0hJiYGOTk5blVkZqkYjUa8//77+Otf/4qhoSFcffXV+NOf/oTy8nJXT43gBIjIITiN/v5+/PWvf8UHH3wALpeLrVu3YsuWLUvuF+JOKJVK9Pb2YnJyEikpKcjOzj5tBZDt+Tm20DSNiYkJnDp1ilnFdvUFkqZpqNVqzMzMQKFQQKFQYGZmBhaLxW41WSaTYXp6GmVlZaxMKhUKhWhpaUFNTQ0rRAUAdHd3Y2ZmBrW1ta6eCqtETktLC7y8vFBaWurSeVhRKBQ4evQo8vPzkZqa6urpnIZYLEZzczNCQ0MRGxsLtVrNiCAOh4Pw8HBEREQwtyEhIS5PdlepVDh16hRkMhny8/ORkpJyRjHG9lA1o9GIgYEBCAQCREdHIzc316OjKgwGA9555x089dRTGBsbwzXXXIM//vGPxHNznkFEDsHpCAQCPPXUU3j33XcRERGBBx54AHfffTeio6NdPTWHoVAo0NvbC7FYjNTUVGRmZjJixx3yc+ZiMpnQ398PgUAAPp+PvLw8p6xo0zQNnU4HuVyOmZkZ5hYAwsLC7Iyl0NDQ08LMrKVqExMTUVBQwLpcgJGREXR2dmL16tWsMEAMBgN2796NNWvWuFzMskXkaLVa7N27FxdeeCErwntUKhWOHDmCjIyMFW/MfK5QFIWenh4IBAImHNNWKFAUZbdAYb2laRrh4eGIjIxEZGQkIiIinObxMRgM6O3txcjICJKTk5GXl3fWlgZsDlUzGo0YHByEQCBAZGQkcnNzF/RGeQIqlQpvvfUWnn/+eYhEIlx//fV4+OGHWVfcheAciMghuIyRkRE888wzeOedd+Dl5YXbbrsNDzzwADIyMlw9NYcxMzOD3t5eSCQSpKamIiMjA4GBgW6TnzMXrVaLrq4uTE5OIjMzE5mZmSsqHMxmM2ZmZiCTySCXyyGTyWAymRAWFsYYP5GRkUta+dVoNGhpaYHRaERFRYXLjfe5DA4Oore3F3V1dQgPD3f1dNDR0QG9Xo+qqiqXzoMtIqe9vZ2pCOZqNBoNjhw5gqSkJNYlTqtUKjQ3N4OmaVRUVCAsLGxR/2frmZXL5ZDL5VAqlfD29kZkZCSioqIY8bOS+4HFYsHQ0BB6e3sRHR2NgoKCRRdaYWOomsFggEAggEAgQEREBHJzcz16IXFiYgIvv/wyXnvtNWg0Gtx444146KGHSLW08xwicgguRyKRYNu2bXj11Vchk8mwefNmbN26FdXV1a6emsOQy+Xo7++3qzZ3550hbpOfMxeZTIbOzk5otVrk5eWdtmK7WAwGA6RSKaRSKWQyGRQKBfz8/BAVFcWM8PDwcy4EQFEU+vv70d/fj+zsbGRlZbEqL8Daq6iurm7RxqGj0Ol02LNnD9atW+fSubBB5LDlu7DO5fDhw+DxeCgsLGTN/kvTNIaHh3Hq1CmmuedKHK8KhYJZ6JDJZNDpdAgLC0NUVBS4XC6ioqKW5U2maRoikQinTp2Cj48PCgoKFt3zzAqbQtVsq4lFRUUhOzubNeGvjqC9vR0vvPACdu7ciaCgINx999247777HN6cl+AeEJFDYA06nQ7vv/8+XnjhBfT396Ourg5bt27FVVdd5dDqVq7Etm8Qn8/Hxo1lkMtnPRJsz8+ZC03TEAqF6Orqgq+v76IapBoMBkgkEkilUkxPT0OtViM0NBTR0dGIjo5mDBdHGXByuRzNzc0ICAhAeXk5q4phdHd3Y2RkBGvWrHF5WFRbWxtMJhMqKytdNgc2iJyOjg7odDqsWrXKJZ9vRa/X48iRI4iJiUFxcTFrBI7BYEBraysUCgXKy8sdWuHNGrZqXRRRKBQIDg5mzh0xMTFnFT0ymQynTp2CRqNZ9uIMW0LV1Go1BgYGMDY2hri4OGRlZbEi5NUR0DSNPXv24Pnnn8f333+PpKQk/OpXv8Ltt9/u8sUHArsgIofAOiiKwpdffonnn38eR44cQVZWFn7961/jlltuYU0lo5VGo9FgYGAAr73GwY4dRaDp2QstW0IfloJtg9Tw8HDk5+czF1uTyQSpVAqJRAKJRAKVSoXw8HBwuVzGODlb/PtKYzabmZ46xcXFSExMZIXRSNM0urq6MD4+jrq6OpcKHWseyvr1613WK8nVIkev12PPnj1Yu3atS8MI9Xo9jh49isjISJSVlbFiXwVmq5CdPHkS0dHRKCkpcfpxbDKZmOIiUqkUMzMzCAoKQkxMDGJiYsDlcpk5KZVKdHd3QyKRICMjA5mZmcvep7y8AKsV5YrztVKpRF9fH0QiEfh8PrKysjzW0Dcajfj444/x/PPPo729HWVlZfjtb3+La665xuXFSAjshIic84A9e/Zg48aNAGZDw2xd148++ij+8pe/nPY//v7+0Ov1ds+Nj4/jtttuw5EjR1BWVoY333wTeXl5Dp17fX09XnjhBXz22WeIiorCL37xC9xzzz1LDidwF/R6Pf76Vxkef5wHgAOAxrZtwJYt7DBkloK1QapAIEBwcDC8vb2hUCgWNDxcjUgkQltbGyIjI1FSUsKKhng0TePUqVOYmJhwudA5efIkLBYLKioqXPL5rhY5nZ2d0Gg0Lg2jZaPAMRqN6OjowOTkJIqKipCUlMSKeZlMJkxPT2N6ehoSiQRqtRphYWGgaRoqlQopKSkr0vjSdlOdZU3RNA2pVIrBwUGIxWIkJycjMzPTYyuVzszM4PXXX8ff//53CIVCXH755di6dSvWr1/Pin2NwF6IyPFw1Go1ioqKYDQaIRQKFxQ53377rd3qpJeX12khGZs2bQKXy8Udd9yBXbt24bvvvkNnZ6dTtmNwcBAvvfQS3n77bVAUhZtvvhm/+tWvkJub65TPdzb/8z8WfPyxFwAOOBwajz8uw+9/H+EWYXsmkwkSiQSTk5OYmpoCRVHw8/ODTqdj8gfY6pEzGAzo6OiAWCxGcXExK3oBscWjY/XmuCofxZUiR6fTYe/evS6tMqfT6XD06FFERUWxRuBMTk6ira0NYWFhKC0tZfVx3dXVhbGxMQQEBMBsNgMAYmNjER8fj9jY2GUtttgWjPH1BYzGlZz16VAUBaFQiMHBQWg0GqSkpCAjI4MVCzKOYHh4GC+//DLeeOMNGI1G3HTTTfj1r39NKqURFg0ROR7Ovffei2PHjuGKK67AE088saDImfv8fISEhEAoFDIGTlRUFPr7+51asUUmk2HHjh14+eWXMTU1hYsuughbtmzB//t//8/j3NW2/XNCQ4345JN9SEtLQ2pqKvz9/V07uTnodDqIRCJMTk5ienoawcHBiI+PR1xcHKKiouDl5QW1Wo2enh5MTk4iNTUVWVlZrNsOK0KhEG1tbYiOjkZxcbHLjQir0BkbG3Npjk5bWxuMRqNLKou5UuS0t7dDr9e7LBfHKnCio6NRWlrqcoFjMpnQ2dkJoVCIwsLCZRcacTQmkwmDg4MYHBxEdHQ08vLyEB4eDpqmIZfLMTU1hampKSiVSkRFRSE+Ph48Hm/RHpHgYECrnb3vyBxKk8mEkZERCAQCcDgcZGRkIDk5mXUl8FcCi8WCb7/9Ftu3b8c333yDiIgIbNmyBffeey94PJ6rp0dwMzzvCCEwHD58GK+//jrq6+uxa9euc36/jIwMbNu2Dffccw927doFX19fp9fbj4qKwkMPPYTf/OY3+Pe//41t27bh2muvRXx8PO644w7ceeedSEpKcuqcHMWTT/7QP0el8sXrr6/D1q2t6O/vR1JSEtLT012WHwHM5hEJhUKIRCLMzMwgOjoa8fHxKCkpmddICAkJQWVlJWZmZtDT04Pdu3cjLS0NmZmZrBM7fD4f0dHRaG9vx/79+1FUVORSrw6Hw0F+fj44HA6OHDmC1atXu8Sbkp2djb1790KhULCivLUz0Gq1GBkZwbp161z2+ceOHWONwJmamsLJkycRFhaGiy66iJXeG5PJBIFAgMHBQYSFhaGmpsZuMY7D4TDVGvPy8qDT6TA5OYnJyUl0dXUhLCwMPB4PPB7vjMeZVeAAs+frlUar1UIgEGBkZARhYWEoLCwEj8dz+T7gCKampvD222/jtddew8jICMrKyvDaa6/hxhtv9NgwPILjIZ4cD0Wn06GkpARXX301nn322QU9Ntbn4+PjIRaLweVycemll+KJJ55AcnKy3XsePXoUmzdvhlgsRkREBHbu3IlNmzY5e9NOo729HTt27MAHH3wArVaLK6+8Elu2bMEll1zi8q7Z58rc/jk33ABs367A4OAgJiYmEBMTg/T0dMTExDjlwqfT6TA+Po6JiQkolUrExMSAz+cjPj5+yUJFLpejt7cX09PTrBU7wGz/hY6ODkRERKC4uNilFdhomkZfXx8EAgFqampcUj2ps7MTarUaNTU1Tv1cV3lyWltbQVGUS3KR1Go1jh49Ch6Ph6KiIpcat9ZQzqmpKdZ6b+aKm9zc3CWXTzaZTJicnIRQKIRYLEZQUBASExORkJBwmgfVEfk4NE1DJpNBIBBgcnIS8fHxyMjI8MgGnjRN49ChQ9i+fTs+++wzeHt74/rrr8eWLVuwatUq1u1fBPeDiBwPZevWrfjPf/6Dzs5OBAYGLihyPvjgA4yNjaGsrAwBAQFoaGjAs88+C19fXzQ3NyMhIcHufQ0GA4aGhpCSksK6FTyVSoV//vOf2L59O9rb25Geno677roLP/vZzxxaytTR2JYoBX5oFKrT6TA0NISRkRH4+fkhLS0NSUlJK24AGo1GTExMYGJiAjKZDFwuF4mJieDxeCvyWXK5HD09PZBKpUhPT0dGRgbrxI7RaGQKAOTl5SE9Pd2lF+CBgQH09vaetkLtDAwGA3bv3o3a2lqnfrYrRI5KpcKBAwdw4YUXOj1EUKFQ4Pjx40hOTkZeXp7L9jeapjE2NobOzk5wuVxWhG/OZa64ycnJAZfLPefvzGw2Y3JyEhMTExCLxQgLC2MEz7vvBtgtQJ2rJWU2mzExMQGBQACtVovk5GSkp6d7pBdDoVDg/fffx44dO9DV1YXs7GzcfffduOWWWzxSzBFcBxE5bo41gdKKt7c3GhsbsXr1anz77bfYsGEDgKXl3jQ0NKC2thb33nsv/v73vzts7o6CpmkcP34c27dvx6effgqapnHttdfi7rvvRl1dnVuuDtkKnaAgQKP54W8WiwVCoRBDQ0NQKpVISkpCWlraOYUzURQFiUSC0dFRTE5OIjw8HImJieDz+Q4zcGQyGXp7eyGVSlnr2ZFIJGhra4Ovry9KS0tdGrI1PDyMzs5OrFq1yunVBnt6eiCRSLBmzRqnHU+uEDkNDQ3w9/dHSUmJUz7PikwmQ319PTIzM5Gdne3Uz7ZFrVajra0NarUaxcXFrMuJsBU3oaGhjOfGEfuk0WiESCTC+Pg4pFIp/vd/N0GpnN0P556Tl4Jarcbw8DBGR0cRGBiItLQ0JCYmemS+TUtLC7Zv346dO3fCYDDg6quvxpYtW3DRRRe55XWZwH6IyHFjhoeHkZaWZvfc/v37ce+99yI/Px+vv/468/zTTz+NZ555BoODg4iJiTlrLkdeXh7CwsJw4sQJh8zdWUxPT+Odd97Ba6+9hsHBQRQVFeHuu+/GTTfd5Ha9BKxdtYEfvDlzkcvlGBoawsTEBCIjI5Geno74+PhFh+1ptVoMDw9jbGwMAJCUlISkpCSn5v7Yih1raVQ2Nem0WCzo7e2FQCBAeno6srOzXWaQjI+P4+TJkygrKzvN6+pITCYT9u7di5KSEqcZvs4WOTKZDMeOHcOGDRuc6rkQi8VobGxkPIaugKIoDA4Oore3F0lJScjPz2dVYRe9Xo/BwUEMDw8jPDx8xTw3i0Wr1SIiIgAmkxcAGn/6kxC//W3Yos+TNE1jamoKQ0NDmJ6eBo/HQ1paGqKiojzO2Ndqtfj444+xfft2NDY2IiEhAXfeeSfuuOMO8Pl8V0+P4OEQkePGGI1GtLe32z2Xk5NzVuO9pKQEJ0+ePONrcnNzERkZiePHj5/rNFkBRVHYs2cPtm/fjl27dsHf3x8//vGPcfPNN2PDhg1uUZrZ1pvj5QX84x/zCx1gNqRodHQUQ0NDoGkaKSkpC4YYWi+4w8PDEIvFiIuLQ2pqKmJjY116wZ2ZmUF/fz8mJyeRkJCArKwslxZamItCoUBbWxv0ej2Kiopctso9OTmJpqYm5OfnO9UoFggEGB4exoUXXuiU/cSZIoemaaaamaN7gdliFa0lJSUuK6AikUjQ3t4ODoeD0tJSVoUPWZsmj46OIiYmBtnZ2S6b3w+7PI3GxmaIRCJERUUhNTUVPB5v3oUl63l5eHgYFosFqamprAz9PlcoisLhw4fx/vvv49NPP4VKpcIll1yCLVu24Morr/RILxWBnRCR44EcOHDgtOfeffddvPfee/j888+RkJCAysrKBf+/vr4edXV1uP/++/Hiiy86cKauYXx8HB9++CHee+899PT0gM/n46abbsLNN9/M+vr7tmWlzyZ0gNMFTGxsLFJSUhAXFweLxYLR0VEIBAJQFHVGIeRK1Go1BgYGMDY2hri4OGRlZbkk4X4+aJrG6Ogourq6EBkZiaKiIpfE0FvDm9LS0pCbm+sU0UFRFPbt24fMzEykpqY6/POcKXImJyfR2tqKDRs2OM2DMTg4iO7ublRVVSEuLs4pn2mLXq9HZ2cnpqamkJOTg/T0dNYUblEqlejv74dQKASPx0NWVpbLq/vNLTpgK2AoimLK/fv6+kIikWB4eBhTU1NnFULuzMDAAD744AO8//77GB4eRmpqKm6++WbcfPPNyMjIcPX0COchROScJyyUk1NSUoKbbroJeXl5TOGB5557DkFBQWhqamJdDPZKQtM0mpqa8N577+Ff//oXZDIZKioqcMstt+CGG25YclUeZ7Bjxw9lpYGl9WbQ6XSMd8dsNoOmaYSEhCA7O9stLrg6nY4JUYmMjERWVpbTqsqdDaPRyDTszMrKQmZmptO9g0qlEsePH0dcXByKi4ud8nsKhUK0t7fj4osvdrgYcJbIsYq3jIyM08KBHQFN0+ju7sbIyAiqq6ud7pmgKApDQ0Po6elBXFwcCgoKWLHQYa0yNjAwALFYzISusiURf6HKataFpb6+PszMzMDLywteXl5ITU1FcnKyy3pcOQqFQoFPPvkE7733Ho4ePYrQ0FBcd911uPnmm7FmzRrWX1cIng0ROecJC4mcG264AU1NTRCJRDAajeDz+di0aRMeeeQRjxY4czEYDPj666/x/vvv4+uvvwaHw8EVV1yBm2++GVdcccWyumE7irlC54YbgJ07z/5/arUa/f39GB8fR0REBDgcDqRSKbhcLlJSUsDj8dwibM9oNEIgEGBoaAj+/v7IyMhAYmIiK+Yuk8nQ3t4Os9mMoqIip6/I63Q6HD9+HMHBwaioqHB4WIgzw7qcJXKsQvrCCy90uIFGURROnjyJ6elp1NbWOj0cUyqVor29HRRFobi4mBVVKCmKglAoxODgINRqNVJTU5Gens4K4WXLfCKHoihMTU1hZGSEabXg5eUFuVwOHo+H7Oxst8sFnQ+z2Yzdu3fj/fffx+effw6j0YiNGzfi5ptvxtVXX82qHErC+Q0ROQTCHCQSCT766CO89957aG5uRnR0NG644QbcfPPNqKysZIXnYG7/nIUKEQCzZXD7+vogFApPy23R6/UYGxvDyMgITCYTEhMTkZSUhPDwcFZs55mwWCwYHx/HwMAATCYTEx7i6opsNE1jeHgY3d3diIyMRGFhoVONV6PRiIaGBlgsFlRXVzs8aV4ul+Po0aO46KKLHGrcOEPkGI1G7NmzBxUVFQ4XqCaTCQ0NDTCZTKiurnaqEa/VanHq1ClMTU0hOzsbmZmZLl9xN5lMGBkZgUAgAIfDQXp6OpKTk1lV8MAW29OjQqHE2NgYxsbG4OXlheTkZCQnJzPHg1arRX9/P0ZHRxEbG4ucnBxERES4ZuLnQEdHB95//318+OGHmJycRH5+Pm655Rb89Kc/dWrhEwJhsRCRQyCcgVOnTjEndaFQiLy8PPzv//4vrrvuOpfHGAcH/9Bxe778HJ1Oh56eHoyPjyMpKQlZWVkLhnrQNA2pVIrR0VEIhUIEBQUhKSkJiYmJrFtBnQtN0xCLxRgcHIRMJkNSUhLS09NdXqTAaDSip6cHIyMjSE1NRU5OjtM8ghaLBSdPnoRUKkVNTY3DV4+bm5tB0/QZc/3OFWeInI6ODqhUKtTW1jpU5Gu1WsbjVllZ6bREbLPZjP7+fgwODoLP5yMvL8/lx7dWq4VAIMDIyAhCQ0ORmZkJHo/H+kUWDocGwAFAY9eur8Dj8ZCUlHTGgi22Ibfx8fHIzc1lffja+Pg4Pv30U3zwwQdobW1FdHQ0brzxRtxyyy0oLy9n/e9EOL8hIodAWAQWiwV79uzBe++9hy+++AJarRbl5eW47rrrcO2117qk1OtC+Tkmkwm9vb3LvpCazWaIRCKMjY1henoaXC4XSUlJ4PF4rK+Ko1AoMDg4iImJCcTExCAtLc3lVeKUSiVOnToFuVyO3NxcpKamOmXVnKZp9Pb2YnBwEFVVVQ7tpaPT6bB3716HNgh1tMhRKpU4ePAg1q1b51BRKJfLceLECfD5fBQWFjptXxgbG0N3dzeCgoJQWFjo0uId1kWVoaEhTE5OIj4+HhkZGayq5DYfFosFU1NTGBsbQ03NKlhFzvXX0/joo8X/jjqdDr29vRgbG0NycjJycnJY1WB1fHwc//73v/Hpp5/i2LFj8PPzwxVXXIFbbrkFmzZtYlX4NoFwJojIIRCWiEajwTfffINPP/0UX331FXQ6ncsEz44dwD33zMaEczg0Hn9chvLyBoSHhyM/P/+cQyJ0Oh3Gx8cxNjYGrVaLhIQEJCUlITo6mtUreHq9HsPDwxgeHoaPjw/S0tJcGvpiTUbu7OyEl5cXCgsLnVY0YXR0FO3t7SgqKkJKSorDPsea77V+/XqHbJcjRQ5N0zh27BjCw8NRWFi4ou9ti1AoREtLC9MDxxm/v1QqRWdnJwwGA/Lz85GQkOCyY9dsNmN8fBwCgQB6vR4pKSlITU1lTTGB+aBpGnK5HGNjY5iYmICvry+SkpJQUZENrXZW2HA4Pyw2LQWVSoXu7m5IJBKXV7SbT9hceumluO6663DVVVe5vJodgbAciMghEM4BNgge27LS/v5mDA1JEB8fv6KGDE3TUCgUGBsbw/j4OLy8vJCQkICEhASmiAEbsSYxDw0NQaFQIDExEWlpaS67YFsrWfX29iI8PBwFBQVOic2fnp5GY2MjEhMTUVBQ4BBDymKxYP/+/fNWJaMoCmazGRaLhbm1DoqimFuKokDTNHMLzO571ud6enqQm5sLb29vZp/jcDjw8vJibr28vODt7c3c2g4fHx/4+Pictv2OrhJn9aoNDAygoqLCKUVdVCoVurq6IJFIkJWVhYyMDJd5YtVqNYaGhjA6Oorg4GCkpaUhISGB1Z5hpVKJ8fFxTExMwGg0Mgs81oadc/Miz8WSkkgk6OjoAE3TKCoqcqjX1RYibAieDhE5BMIKYRU8n3zyCb7++munCB6z2Yy//GUKTzzBhzV04oYbOIuqtrZcKIqCRCLBxMQERCIR/P39GcHD5spBMzMzGBoawsTEBCIiIpCWluay0tlGoxH9/f0YGhoCj8dDbm6uw1ezNRoNTpw4gYCAAFRWVi4r5ISmaRgMBmYYjUbm1mg0QqlUQi6XIywsDGazmRkWi4V5D1vRYStI5g5gVsBYB0VREIlETL6GrQiyFUi2gslWTNnOwcvLCz4+PvD19YWPjw9UKhXCwsIQEREBPz8/Zvj7+8Pf35+5v5x9xWw2o7W1FXK5HNXV1Q43HPV6PXp7ezE6OurSUCir93JoaAjT09Pg8/lIS0tDZGQkaxdF1Go1JiYmMDExAa1Wi/j4eCQkJCA2Nnbe6o22m7HYKpcLYVvKm8/no6CgwCFhYQsJm2uvvRY/+tGPiLAheBRE5BAIDuBMgucnP/kJMjMzz/kzJBIJTp48iYCAALz8cg3+/e8fVqDPVG1tJbFYLBCLxZiYmMDk5CSCgoIYwcPWhFqj0cj0C7JYLEhOTkZKSopLQma0Wi16enowMTGBtLQ0ZGdnOzTe3WQyoaWlBSqVCtXV1XbFGSiKgl6vh1arhU6nY4Zer2dujUYjaJqGj4+PnQCwHWq1GlwuF/7+/oyIsB3LNXBpmobZbF72e1gFkFV4mUwmmM1mGAwGSCQShISEwGQyMYLNKuAMBgNMJhMAwN/fHwEBAQgICEBgYCBzGxgYiKCgIAQGBtoJIa1Wi4aGBvj4+KCqqsqhlf9MJhMGBwcxMDCA2NhY5Ofnu+QYtPbjGhkZAU3TSE1NRUpKCqtyTmzRarUQCoUYHx+HSqVCbGwsEhISEB8ff1ZPk23xF2BlzrtarRbt7e2YmZlBcXEx+Hz+ub0hZkNWP/vsMyJsCOcdROQQCA5Go9Hg66+/xqeffsoInpycHFx11VW48sorUVdXt6SwDYqi0N3djaGhIeTn5yMtLQ0cDsfughsUBGg0DtqgBTCbzZicnMTExATEYjFCQ0ORkJAAHo/HSsFD0zQkEglGRkYwOTnJdCKPj493es8dhUKBrq4uyGQyZGVlIT093SGhPBaLBRqNBj09PZiamgKXywVFUYywoWnazmC3Neatw9/fnxU9iZwJRVEwGAzQ6/XMsBWC1mH9/oKDg+Ht7Y3p6WlERUUhPz8foaGhDvneLBYLRkZG0NfXh+DgYBQUFLikoahtf5jY2FikpKQgLi7O5aWp50On00EoFEIoFEIul4PL5SIhIQF8Pn9J4YpzQ9ZW6rxL0zTGx8fR0dHBFKhY6jWioaEBX331Fb788ku0t7cTYUM4LyEih0BwIhqNBnv27MGXX36Jr776ClNTU4iIiMCmTZtw1VVX4bLLLjtj1SO1Ws2U662oqLBbiZ97wT3X8IlzwWg0QiQSQSQSMavkPB4PfD4foaGhrAtXmdsvKCkpCSkpKU4vQy2RSNDd3Q2tVousrCykpqYuyzCmKApqtRpKpRJKpRIqlQoqlQoajQbe3t4IDg6Gl5cXAgICEB8fj6CgIAQHByMgIICVRqk7QNM09Ho9NBoNNBoNpqenoVKpAMwetxaLBUFBQQgNDWVGeHg4QkJClv0bj42Nobe3F76+vsjNzV3xXLyzodVqMTIygtHRUQBASkoKUlJSXF6Wej7UajWEQiFEIhEUCgWio6PB5/PB5/PPycN2443Av/71w+PKSqCxcQUmjNnvt7m5GUajEZWVlWcUJiqVCrt378aXX36Jb775BmKxGFFRUbj88stx1VVX4dJLLyXChnDeQUQOgeAiKIpCc3MzI3haW1vh7e2NNWvWMF6enJwc5vVisRhNTU1ISkpCfn7+vIbR3AsuG45uk8mEqakpCIVCiMViBAQEMIKHbUULaJrG9PQ0RkZGIBKJEBkZieTkZPD5fKclSVtzGXp6emAwGJCdnY2UlJQFxYfFYoFCocDMzAwUCgUUCgWUSiW8vLwQFhaG0NBQ5jYkJASBgYGs+s7PB6wCSK1WM4LTKkAtFgtCQkIQHh6OiIgI5nah/c26yt/b2wsAyMvLA5/Pd9pvarFYMDk5idHRUUgkEsTFxSE1NdXlpdrnQtM0lEolRCIRhEIhNBoNYmJiwOPxEB8fv6Khg3PPu0FBwAsvrEzIMEVR6Ovrw8DAAEpLS5GYmMj8bXh4mPHWHDhwAEajEfn5+cz1o7a29rzzuhIIthCRQyCwhPHxcXz99df48ssvsXfvXuj1emRlZeHKK69EWVkZQkNDUVFRgaSkpDO+j62d4azcnMViNpshkUggFAoxOTkJHx8fRvBERUWxyotgMBiYLuYajQZ8Ph9JSUngcrlOMeZomoZIJEJ3dzcoikJOTg4SEhKg0+kgk8kgl8shl8uhVCrh5+fHGMjWERQUxCqjk3A6NE1Dp9Mx4tQqVvV6PUJDQxEZGYmoqChERUUhODgYIpEIPT09zP6QmJjotD47tmWU/fz8kJSUhOTkZFZ5bazztAobg8GAuLg48Hg8xMXFObSEfFUV0NRk/9xKetMnJyfR0NAAlUqFzs5OfPXVV+js7ISvry/WrVvHCBtX9GwjENgKETkEAgvRarXYu3cv4+URiUQIDw/HZZddhiuvvBIbNmxAfHz8vP/r6tycxUJRFKanpxnBQ1EUYmNjER8fj9jYWNY0nJtbPtvb25sx8BxdrMC6Gj0wMACRSASKosDhcBAeHs4YvxEREcQ742HodDrMzMxALpdDJpNhZmaG+e3j4uKQlZXlFC+oTqdjhL5er0dCQgKSk5NZVSHNZDJBIpFgcnISU1NToGka8fHx4PF4C1ZFcxRzPTrAuXt1pFIp9u7di6+//hrffPMN06D5iiuuwJVXXolLLrmE1VUtCQRXQkQOgcByKIpCa2srE5bQ3NwMACgsLMTGjRuxYcMGXHDBBUxy/0r2b3AW1hXYqakpTE5OQqVSISoqCvHx8YiLi0NISAgrjCprgvXY2BiTT2UNZ1upVWKDwQCxWAyxWAyJRAKz2cwIGn9/fyQnJ5MQlPMMa/6NwWCATCaDVCqFl5cXuFwuYmNjERsbu2IeFbPZDJFIhLGxMUxPTyMmJgZJSUng8Xis2e80Gg0jaqanpxEcHMycK1ztEb7xRuCjj+Y/7y7Gs6PT6XD06FHs2bMHu3fvRmtrK2iaRmFhIeOtqa6uZs1vQSCwGSJyCAQ3Y2pqCvv27cPu3buxZ88ejI2NwdfXF7W1tdiwYQM2bNiA1aurAMzG9LMtZG0x6HQ6xoiRSCQIDAxEXFwc4uPjER0dzYqwNoPBgImJCYyOjkKlUiEuLg6JiYmIi4tbkgFi9dZMTk5icnISMzMzCA8PR1xcHGJiYhAZGUkMGoIdFEVhZmYGEokEU1NTmJmZQWhoKOLj4xEfH79kLw9FUUwpeJFIhKCgICQlJSExMZEV4WgURUEulzPnBLVajejoaLtFELZx443Axx8DFGX/PIcDBAb+4N2xLmLt2bMHe/bswZEjR6DX6xEXF4cNGzZg48aNuPjii+1ycQgEwuIgIodAcGNomkZ/fz+z6rd//34oFAp4eYWBoi4EsAEBARug1eawwhOyHKx5PFYvj8VisVvBdkV/m7moVCpMTExgfHwcBoMBPB4PiYmJ4HK58woymqYxMzPDlLE1GAx2oXps7SlCYCdGoxFisZgRAT4+PkzlsKioqHmPfZqmIZVKMTExAaFQCG9vbyQkJCAxMRFhYWEuP1/odDo7j6Y1VC8uLg6xsbEOza9ZSeb37AjA4eyBr+8e+PnthVotQ3BwMNatW8cIm4KCApf/BgSCu0NEDoHgQZjNZjQ3N2P37t344os9aGo6BsCExMRExsuzYcMGxMXFuXqqy8KaH2M1fKRSKYKCghATE4PY2FhwuVyXGj9W8WLtmk7TNPh8PhITExEZGQmtVovx8XEm9Cg+Ph58Pt/puQMEz8Wa62b1yvj4+CAxMRFJSUkICQmBQqHA+Pg4JiYmQFEUs38uJIachcVigVQqZYSNWq1GZGQkYmNjGY+muxr9UqkUv//9Prz77h6YzXswK3K8UVy8Cj/60ew5uaamhjV5iASCp0BEDoHgwWg0Ghw6dIgJhWhvbwcA5OfnY82aNVi7di3WrFmDlJQUtzQgTCaTnWGk1WoRFRXFeHnCw8Ndtl3WctRWg5KmadA0zYS1uaLpKOH8whqGNjY2hsnJSQCz+yWPx0NycjJiYmJcFvpJ0zRUKhVz7EqlUvj7+zPHbkxMjNt4a+YiFApx+PBhHDlyBIcPH0Z7eztomkZOTg6TR7l+/XrSt4ZAcDBE5BAI5xGTk5PYt28fDh48iCNHjqCrqwsAkJiYaCd6CgsLWZH3slQ0Gg1jNE1PTzPJ2dbhzAIGer0eQ0NDGBkZgY+PD6KiopCdnc3K/AGC56PX69Hd3Q25XA69Xo/k5GSkp6cjKCjIaXOwNkm1DpPJBC6Xy3hi2VJgZCnQNI3e3l47UTM0NAQAyMzMxNq1a7F27Vps2LDhrOX/CQTCykJEDoFwHjM9PY1jx44xF+impiaYzWZERERg9erVjOipqqpa0eZ5zsCarGw1qGQyGfz8/OxEjyPyedRqNQYGBjA2NoaYmBikp6cjJibG7Yw3gmdC0zRkMhkEAgEmJyfB5/ORmZnpEK+CTqdjjj+JRAK9Xo/IyEjm+IuKinI7b6bJZEJraytzzjxy5AizoFJaWsqcM9esWbNgmX8CgeAciMghEAgMWq0WDQ0NzAX82LFjUKvV8Pf3R1VVFXMBX716NSIiIlw93SVhsVggk8kYo0sulyMgIAAxMTGM0XUulaQ0Gg16e3sxMTGBhIQEZGZmkv4VBFaj0WgYQR4bG4vc3Nxz2mcNBoOdqNFoNIiIiGC8NVFRUfDx8VnBLXA8arUax48fZwRNfX09tFotAgMDUV1dzZwTa2trERoa6urpEggEG4jIIRAIC2I2m9He3m4XijE1NQUOh4OCggJUVVUxo7i42K0SZ81mM2QyGSQSCaanpzEzM4OgoCBER0cjKioK0dHRiwqfMRqN6Ovrw9DQEBISEpCTk8OKim8EwmLR6XTo7+/HyMgIkpKSkJube9YKfzRNQ6vVQiqVQiqVQiaTQa1WIywsjBE10dHRbpVXYzab0dnZicbGRmZ0dHTAYrEgOjqa8dCsXbsWZWVlbnW+IxDOR4jIIRAWoLOzE3/5y19w4MABKJVK8Hg8XH755di2bZvd6wQCAbZu3Yp9+/bBbDajtrYWzzzzDMrLy+1eNz4+jttuuw1HjhxBWVkZ3nzzTeTl5Tlzk84ZmqYxODiIw4cPo76+njECzGYz/Pz8UFJSYid8cnNz3SYcxWQyQSaTMc0W5XI5k0tjFT4RERFMrhJN0xgbG8OpU6cQERGBgoIC4rkhuDUajQZdXV0Qi8XIzc1FWloas79TFAWlUskIGqlUCqPRiIiICERHRzPHiLsY/hRFYWBgAI2NjWhoaEBjYyNaW1uh1+vh5eXFLOJYvTU5OTlumadIIJzPEJFDIMzD/v37ccUVV2Dt2rW48847weVyMTo6itbWVvztb39jXieRSFBaWorIyEg89thjCAgIwFNPPYW2tjY0NjYiJyeHee2mTZvA5XJxxx13YNeuXfjuu+/Q2dnpis1bUXQ6HbO91tHb2wuaphESEoLy8nI74ZOWluYW+SnWhou2Rh1FUYiMjERoaCiTwF1UVAQej+cW20QgLAaxWIz29namcIdarYZMJgOHw7ET/e7SqJamaYyPj9udo5qamqBQKAAAGRkZqKqqwqpVq1BVVYWysjLijSUQPAAicgiEOWi1WmRmZqK8vBxffvnlGY3X3/3ud3jppZfQ39+PlJQUAIBSqURGRgYuuugifPzxx8xrQ0JCIBQKmdX+qKgo9Pf3Izo62rEb5AKUSiWam5vtjIqRkREAQHR0NCorKxnRU1paiqSkJNaLBJqmoVarIRAIMDIygrCwMNTV1blVOA6BsFgsFguOHz8OmUxmV5zAHY5ToVCI9vZ2u/PP1NQUAIDP59stulRWViIqKsrFsyYQCI6AiBwCYQ7vvfcebr31Vhw4cADr1q0742uzsrKQkZGBb7/91u75u+66Cx988AGUSiWTaFtSUoIbbrgB99xzD3bt2oXf/OY3mJycZL3RsFKIxWI0NTXZGR5isRgAEB4ejqKiIhQXFzOjsLCQVYm8NE2ju7sbQ0NDKCsrA5/Pd/WUCASHIxaL0dzcDB6Ph+LiYlaFbGm1Wpw6dQrt7e12QyaTAQAiIyPtBE1VVRU5bgmE8wj3KnNCIDiBQ4cOAZhdyVyzZg0aGhoQHByMyy67DC+88AJzkdTpdBgcHMSPf/zj096juLgYOp0OAoEA2dnZAIBt27Zh8+bN+MMf/oCIiAjs3LnzvBE4ABAbG4vLL78cl19+OYAfQkja29vR0dGB9vZ2HDx4EK+99hosFgsAIC0tzU74FBcXIyMjw+khMhRFobm5GQqFAhdccAGrxBeB4EhiY2Oxfv161NfXo76+HqtWrXJ6hTSKojA8PHyamBkYGABN0/Dy8kJWVhaKiorwwAMPMOeK1NTU8+ocSyAQ7CEih0CYw8TEBADgJz/5Ce688048/vjj6Ovrw8MPP4x169ahra0NQUFBkMvloGl63lAH63NSqZR5rq6uDqOjoxgaGkJKSso5lSv2BDgcDpKSkpCUlIQrrriCed5gMKC7u9vOmHnjjTeYju2BgYEoKCg4zesTExPjkHlSFIXGxkbodDqsXbvW7foFEQjnSmBgILPgU19fj5qaGocJHblcjs7OTrvjv6OjAxqNBsBsuGtxcTEuv/xy5vjPz893alNTAoHgHhCRQzivMZvNdo+9vb1BURQA4Prrr8czzzwDALjwwgsRHx+Pq6++Gjt37sQdd9zB/M+ZVgrn/s3f3x+5ubkrNX2PxN/fH6WlpSgtLbV7XiwWMx6f9vZ2nDx5Ev/85z9hMBgAzArLnJwcZGdnIycnhxmZmZnLFiY0TePkyZPQ6XQk/4ZwXuPr64vq6mrU19ejqakJq1atWnbomslkgkAgQG9v72lDIpEwn5eXl4fi4mJs3ryZETTx8fHEO0MgEBYFETmE85bh4WGkpaXZPbd//36mEMCll15q97dLL70UHA4HLS0tAGbjvTkcjp23xoo1JpwktK4csbGxuPjii3HxxRczz5nNZgwMDKCzs5Mxkrq7u/H5558zlZO8vLyQmppqJ3ys42xV0YaGhiCRSHDBBRcQgUM47/Hx8UF1dTUOHTqE3t7eM5bAp2kaYrH4NBHT19cHgUDALDCFhIQwCxMbNmxATk4OCgsLkZ2d7TblqAkEAjshIodw3sLn89HY2Gj3XE5ODoqLi/HRRx8t+H/W1cvAwEBkZmaio6PjtNd0dHQgMDAQ6enpKztpgh0+Pj7Izc09zTs2n4HV19eHb775Bq+88gqT82NrYFlHWloaUlNTERQUhK6uLtTW1p73oYUEghVfX19UVVXh0KFDiI2NBU3TGB4extDQEPr6+uyOufkWGi6//PIlLTQQCATCciHV1QiEOfT09CA/Px933HEHXn/9deb5//znP9i8eTM++OAD3HTTTQCABx98EC+99BIGBgaQlJQEAFCpVEwJ6TOJJYJrWEyoDAAEBAQgISEB2dnZSE1NtRtpaWngcrnEOCN4NDRNQyaTYXh42G5YBc34+Dh0Oh3zemvIqHVYFxDOJWSUQCAQlgsROQTCPNx3333Ytm0bHnjgAWzatAl9fX344x//iNTUVNTX1zNhFBKJBCUlJeByuXjsscfg7++Pp59+Gq2trWhoaCD5N26GQqGwM+TmGnZKpZJ5bVBQ0GnCx/ZxdHQ0EUEEVkPTNGZmZhbc54eHh6FSqZjXBwcH2+3nc/d5Ep5LIBDYBBE5BMI8WCwWPP/883jzzTcxMjICLpeLq6++Gn/9618RERFh99rBwUFs3boV+/btg9lsRm1tLZ599lmUl5e7ZvIEhyGXy08zAq3G4dDQENRqNfNaf39/8Pl88Hg8u9u5z1lzuwiElYKmaSiVSgiFQgiFQohEIrtb2/u2npigoKDThIutoImKiiL7KoFAcBuIyCEQCIQVgKZpRgQNDQ1hYmJiXuNSLpfb/d9CYsj2Njo6GtHR0SQR+zzHZDJBJpNBKpVCJBItWrwAsw135xPbCQkJjJAhIZgEAsGTICKHQCAQnIherz+rgSoSiZgKfbaEhoYygmcxg8vlIiQkhBiuLIOmaWg0Gkil0rOO6elp5r5tuKSVhcTL3FvSR4ZAIJxvEJFDIBAILMQqhiYnJ+0M3TMZw0aj8bT38fX1ZURPZGQkQkND7UZISMiiHoeEhDi90z3bsFgsUKvVUKvVUKlUzFjsY7lczvyWZ/utFhKt1vvx8fFEvBAIBMIZICKHQCAQPIDFeAfkcvkZjXFrae2FCAwMZERPcHAw/P394efnx9wu9v58jzkczqIGTdOgKAo0TS84TCYTjEYjDAYDjEbjGe+f7XUajYb5rrRa7Rm/Hy8vrzOKxcjIyDOKF+J1IxAIhJWDiBwCgUAggKZpGAyGRXknrN6M+YTCYoSF7WsdyWJE19n+HhQUtKCna66QCQgIICKFQCAQWAIROQQCgUBwCTRNw2w2w2g0ntEzYzu8vLzO6u3x8/ODj48PERwEAoFwHkNEDoFAIBAIBAKBQPAovFw9AQKBQCAQCAQCgUBYSYjIIRAIBAKBQCAQCB4FETkEAoFAIBAIBALBoyAih0AgsIJHH330jMnkH3300VlfGxAQcNr7jo+P45JLLkFQUBDq6urQ3d3tzM0iEAgEAoHgAs7vzm4EAoE13HHHHbjssstOe/7nP/85BgcH5/3bt99+i/DwcOaxl9fp6zY///nPERcXh//+97/YtWsXrr32WnR2dq7s5AkEAoFAILAKInIIBAIrSExMRGJiot1zw8PDOHXqFH76058iIiLitP+pqKgAl8s94/sePnwYQqEQYWFhWLduHd555x1IpVJER0ev5PQJBAKBQCCwCBKuRiAQWMvbb78NmqZxxx13LPs9MjIysG3bNiiVSnz44Yfw9fVFVFTUCs6SQCAQCAQC2yAih0AgsBKKovDuu+8iMzMT69atm/c1RUVF8Pb2RlxcHG6++WaMjo6e9ppt27bhxRdfRHh4OO677z68++67pEkkgUAgEAgeDmkGSiAQWMm3336LTZs24amnnsLvf/97u7998MEHGBsbQ1lZGQICAtDQ0IBnn30Wvr6+aG5uRkJCgt3rDQYDhoaGkJKSgsDAQGduBoFAIBAIBBdARA6BQHA6ZrPZ7rG3t/dp3pVrr70Wn3/+OcbGxhAfH3/W92xoaEBtbS3uvfde/P3vf1/R+RIIBAKBQHAvSLgagUBwKsPDw/D19bUbBw8etHvN9PQ0du3ahSuuuGJRAgcAVq1ahezsbNTX1zti2gQCgUAgENwIUl2NQCA4FT6fj8bGRrvncnJy7B5/8MEHMBqNSy44QNP0vGWkCQQCgUAgnF+QcDUCgcA6CgsLIZfLMTo6Cm9v70X9T319Perq6nD//ffjxRdfdPAMCQQCgUAgsBniySEQCKzixIkTOHXqFB566KEFBU5JSQluuukm5OXlMYUHnnvuOcTHx+N3v/udk2dMIBAIBAKBbRCRQyAQWMVbb70FDoeD22+/fcHX5Ofn4/XXX4dIJILRaASfz8f//M//4JFHHgGPx3PibAkEAoFAILAREq5GIBAIBAKBQCAQPAqSoUsgEAgEAoFAIBA8CiJyCAQCgUAgEAgEgkdBRA6BQCAQCAQCgUDwKIjIIRAIBAKBQCAQCB4FETkEAoFAIBAIBALBoyAih0AgEAgEAoFAIHgUROQQCAQCgUAgEAgEj4KIHAKBQCAQCAQCgeBREJFDIBAIBAKBQCAQPAoicggEAoFAIBAIBIJHQUQOgUAgEAgEAoFA8Cj+f/pmbLp1Evi0AAAAAElFTkSuQmCC",
660 "text/plain": [
661 "<Figure size 1000x600 with 1 Axes>"
662 ]
663 },
664 "metadata": {},
665 "output_type": "display_data"
666 }
667 ],
668 "source": [
669 "# Plot the footprint of the images\n",
670 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n",
671 "ax.grid(True)\n",
672 "ax.set_axisbelow(True)\n",
673 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n",
674 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
675 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n",
676 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n",
677 "\n",
678 "for obs in tqdm(range(len(df))):\n",
679 "# for obs in range(100):\n",
680 " # Load footprint\n",
681 " footprint = np.array([[df['FP1_RA'][obs], df['FP1_DEC'][obs]],\n",
682 " [df['FP2_RA'][obs], df['FP2_DEC'][obs]],\n",
683 " [df['FP3_RA'][obs], df['FP3_DEC'][obs]],\n",
684 " [df['FP4_RA'][obs], df['FP4_DEC'][obs]]])\n",
685 " # Load WCS\n",
686 " wcs = WCS()\n",
687 " wcs.wcs.crval = [df['CRVAL1'][obs], df['CRVAL2'][obs]]\n",
688 " wcs.wcs.ctype = [df['CTYPE1'][obs], df['CTYPE2'][obs]]\n",
689 " wcs.wcs.crpix = [df['CRPIX1'][obs], df['CRPIX2'][obs]]\n",
690 " wcs.wcs.cd = [[df['CD1_1'][obs], df['CD1_2'][obs]],\n",
691 " [df['CD2_1'][obs], df['CD2_2'][obs]]]\n",
692 " # Exapnd the footprint for visualization\n",
693 " header = fits.Header()\n",
694 " scale = 5\n",
695 " header['NAXIS1'] = df['NAXIS1'][obs] * scale\n",
696 " header['NAXIS2'] = df['NAXIS2'][obs] * scale\n",
697 " wcs.wcs.crpix[0] = wcs.wcs.crpix[0] * scale\n",
698 " wcs.wcs.crpix[1] = wcs.wcs.crpix[1] * scale\n",
699 " footprint = wcs.calc_footprint(header)\n",
700 " # Plot the footprint of the image\n",
701 " fp = np.deg2rad(footprint)\n",
702 " fp[fp>np.pi] -= 2*np.pi\n",
703 " q = Polygon(fp, closed=True, edgecolor='none', facecolor='r', alpha=1)\n",
704 " ax.add_patch(q)\n",
705 "\n",
706 "ax.set_title('ICRS frame')\n",
707 "fig.savefig(\"images/astro_footprint_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n",
708 "plt.show()"
709 ]
710 },
711 {
712 "cell_type": "markdown",
713 "id": "3c8e01ea",
714 "metadata": {},
715 "source": [
716 "## Footprint per target"
717 ]
718 },
719 {
720 "cell_type": "code",
721 "execution_count": 61,
722 "id": "2efddf9b",
723 "metadata": {},
724 "outputs": [],
725 "source": [
726 "targets = np.unique(df['TARGET'])"
727 ]
728 },
729 {
730 "cell_type": "code",
731 "execution_count": 62,
732 "id": "2f789ea0",
733 "metadata": {},
734 "outputs": [
735 {
736 "name": "stderr",
737 "output_type": "stream",
738 "text": [
739 "C:\\Users\\aurel\\AppData\\Local\\Temp\\ipykernel_14052\\3295554135.py:21: UserWarning: Setting the 'color' property will override the edgecolor or facecolor properties.\n",
740 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n"
741 ]
742 },
743 {
744 "data": {
745 "image/png": 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",
746 "text/plain": [
747 "<Figure size 600x600 with 1 Axes>"
748 ]
749 },
750 "metadata": {},
751 "output_type": "display_data"
752 },
753 {
754 "data": {
755 "image/png": 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",
756 "text/plain": [
757 "<Figure size 600x600 with 1 Axes>"
758 ]
759 },
760 "metadata": {},
761 "output_type": "display_data"
762 },
763 {
764 "data": {
765 "image/png": 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",
766 "text/plain": [
767 "<Figure size 600x600 with 1 Axes>"
768 ]
769 },
770 "metadata": {},
771 "output_type": "display_data"
772 },
773 {
774 "data": {
775 "image/png": 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",
776 "text/plain": [
777 "<Figure size 600x600 with 1 Axes>"
778 ]
779 },
780 "metadata": {},
781 "output_type": "display_data"
782 },
783 {
784 "data": {
785 "image/png": 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",
786 "text/plain": [
787 "<Figure size 600x600 with 1 Axes>"
788 ]
789 },
790 "metadata": {},
791 "output_type": "display_data"
792 },
793 {
794 "data": {
795 "image/png": 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",
796 "text/plain": [
797 "<Figure size 600x600 with 1 Axes>"
798 ]
799 },
800 "metadata": {},
801 "output_type": "display_data"
802 },
803 {
804 "data": {
805 "image/png": 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KRETkAUpwwjwn5JCS44TBCREReYJgY0ysMTgRgZJ8rU0b79aDiIhaB6XHpLbWu/VwgMGJKCSJPSdEROQZSgI23tahRgnexUZERC2ILAubgA1gcCIWTiUmIiJPUIITQROxMTgRCYMTIiLyBCUgETAwARicuEyTJGx8MjEREXmCMpTAQ2NOmITNQ9yehE0ZEBsYCFRVua9cIiIiezw45oRJ2HyVJDVMJWbPCRERaU2ZQszbOtQoSQICAhpeREREWlMGwwoYoDA4EYlOB/j7e7sWRETU0kmSkEGJQvjgJCMjA5IkISQkxGK5JEkOX3369Gmy3MTERLv73nHHHVqdSuOYwp6IiDxFScAmaK4ToVvCoqIipKSkIDo6GmVlZRbr9u/fb7P9wYMHkZycjAkTJqgq/5prrsGaNWssloWFhblc32bR6zlbh4iIPEvQ9PVCByezZs1CQkICIiIisGHDBot1Q4cOtdn+zTffhCRJmDFjhqryg4OD7ZbjcUpAEhDQMFuHiIhIS0r6ekFv7Qj7M3316tXIy8vD8uXLVW1/4cIFrF+/HgaDAb169dK4dhrx82MaeyIi0l59/ZUARUBCBifFxcVITk5GWloaunTpomqfdevWobKyEjNnzlR9nB9++AERERHw8/NDz5498fTTT6NKZY6RiooKlJeXm17V1dWqj2uXkuckKKh55RARETXFQ0FJdXW1RVtZUVGhaj8hg5M5c+YgNjYWs2fPVr1PZmYmwsLCVGefGzFiBP75z38iOzsbmzdvxp133omXXnoJd9xxB+pVZMwzGAwIDQ01vVJTU1XX1SHO1iEiIk/wUC99amqqRVtpMBhU7SfcmJPs7Gxs2bIFhw4dgqTywzty5AgOHjwIo9GIIJU9Dy+88ILF+zvvvBMxMTFISUnBpk2bmhxUm5eXh/79+5veB7prrAhv6xARkdaU8SYap69fsGAB5s2bZ3p/+PBhVQGKUD0nFRUVMBqNmDt3LqKjo1FaWorS0lLU1NQAAEpLS1FZWWmzX2ZmJgA4dUvHnqlTpwIADhw40OS2ISEhaNeunenV7OBECUo4lZiIiDzB3q0dN9/uCQwMtGgrrdOCOCJUcFJSUoKzZ89i6dKlCA8PN73Wrl2LyspKhIeHY8qUKRb71NTUYNWqVYiPj7foyWgOnbem8ypZYomIiLQm8GwdoX6md+rUCbt27bJZnpaWhry8POTk5CAyMtJi3ebNm1FSUoIlS5Y0+/grV64EYH+askfodBwQS0REnqHc0hEwQBEqOAkKCkJiYqLN8qysLOj1ervrMjMzERwcjMmTJzss18/PDwaDAbm5uQCAvXv34sUXX8SECRNwzTXX4NKlS8jJycFbb72FW2+9FePGjXPXKamnJGBr08bzxyYiotapru5KcKLx+BNnCBWcOOvkyZPYvn07pk6ditDQUIfb1dXVoc4sRW/nzp2h1+vx/PPPo6SkBJIkoXfv3liyZAkee+wx793W8fdnhlgiIvIMWWb6+ubIyspCVlaWzfKuXbtaBB2OyFZdVr169cJHH33kruoRERH5LgFv6/Bnumg4lZiIiDxBloV9tg6DE1Ho9UzCRkREnuOBPCeuYnDioqSkJMTFxSE9Pd09Bep0DTlO9Hr3lEdERNSY2lqP3dJJT09HXFyc6izuPjHmRETZ2dkYOHCgewtVZuwQERF5kiRpGqgYjUYYjUYUFhYiPj6+ye3ZEopEr+dtHSIiavUYnIiEPSdEROQpAs7SUbAlFAmDEyIiIgYnQpEkTiUmIiLPEbT3hMGJSCSJTyUmIiLP4VRiapTSYxIY6N16EBFR66DkORGw94TBiUgkiU8lJiIizxAwKFEwOBEJb+sQEZGnKEnYBLy1w+DERW7PEKsICHBveURERF7GDLEeokmGWIBJ2IiIyLM80HPCDLG+Srmlw2frEBGRpwg67oTBiSiU5Gtt2ni3HkRE1HrU1Xm7BnYxOBGJJPG2DhEReY4sC9l7wuBEJMwQS0REnsTghFThs3WIiMgTBP4xzJZQNBwQS0REnsAMsaSKcluHAQoREXmCgIEJwOBELEpgwkRsRETkCQxOWhZNMsRKEhAczJ4TIiJqUZgh1kM0yxAbFMTpxEREpD0PztRhhlhfJkkNs3UYnBARkScI+NA/gMGJeHQ6oad3ERFRCybIGBQGJyJRghL2nBARkScwCRs1Sa8HAgMZnBARkfbsBSWCBCoMTkShZIb18+NtHSIi8gxZtnz4H4MTssE8J0RE5Em8rUOq6HQN04mJiIi0Zh6YCBSkMDgRDZ9MTEREniDLQG3tlfcCtT0MTlykSYZYoOEfBwfEEhGRJ5gHJxpihlgP0SRDrBK1Mn09ERFpzYO3cZgh1tfpdEBIiLdrQURErYESoAh0SwdgcCIWZbxJcLC3a0JERC2dYAGJOeGDk4yMDEiShBCr3gRJkhy++vTp49QxqqqqcO2110KSJLz88svurL7z/Pyu5DwhIiLSkkAzdMwJPeakqKgIKSkpiI6ORllZmcW6/fv322x/8OBBJCcnY8KECU4d59lnn0VlZWWz6uo2AkeyRETUwjA4cd6sWbOQkJCAiIgIbNiwwWLd0KFDbbZ/8803IUkSZsyYofoYn332GZYtW4Y1a9Zg0qRJza5zs3EqMREReYIs86nEzlq9ejXy8vKwfPlyVdtfuHAB69evh8FgQK9evVTtU1NTgwcffBBGoxGDBg1qTnXdQ69vuKXDqcREROQJtbVC9p4I2XNSXFyM5ORkpKWloUuXLqr2WbduHSorKzFz5kzVx1myZAkqKyvx/PPP49dff3WqjhUVFSgvLze9DwwMRGBgoFNl2NDprgQoREREWtM4fX11dTWqq6tN7ysqKlTtJ2QrOGfOHMTGxmL27Nmq98nMzERYWJjqBC+HDx/GSy+9hDfeeANt27Z1uo4GgwGhoaGmV2pqqtNl2KXTMTghIiLtmQcmGgUoqampFm2lwWBQtZ9wPSfZ2dnYsmULDh06BEnl2IsjR47g4MGDMBqNCFLxXJra2lo8+OCD+POf/4wxY8a4VM+8vDz079/f9L7ZvSYKvR5wV1lERESNMX8isQYWLFiAefPmmd4fPnxYVYAiVHBSUVEBo9GIuXPnIjo6GqWlpQAaxoYAQGlpKfz9/W16OjIzMwFA9S2dV199FT/++CPef/990zGUWzSXLl1CaWkprrrqKugbydQaEhKCdu3aOXN66nAwLBEReYIyIFbD2zrWQx6s04I4ItT9g5KSEpw9exZLly5FeHi46bV27VpUVlYiPDwcU6ZMsdinpqYGq1atQnx8vEVPRmO+/vprlJWVoXfv3qZj3HjjjQAaphWHh4fjq6++cvfpqcf09URE5CkcENu4Tp06YdeuXTbL09LSkJeXh5ycHERGRlqs27x5M0pKSrBkyRLVx5k/fz6mTZtmsezMmTO47777MGvWLPz5z39WPePH7TiVmIiIPEHgtkao4CQoKAiJiYk2y7OysqDX6+2uy8zMRHBwMCZPnuywXD8/PxgMBuTm5gIA+vTpY5NF9vjx4wCAnj172j2Ox0hSQ5ZYIiIiLTHPiTZOnjyJ7du3Y9KkSQgNDXW4XV1dHeo0HvTjNgxOiIjIE2T5Su+JYLd2fKIVzMrKQlZWls3yrl27qgo6ZBUfekxMjKrtNKXc0mnTxrv1ICKilk+ZSixg74lP95y0SOw5ISKiVo7BiYgCArxdAyIiaumUOw/sOWk5kpKSEBcXh/T0dPcXzmfrEBGR1pQcJx4ITtLT0xEXF6c6izvvH7goOzsbAwcOdG+hyi0dBidERKQ1D46zNBqNMBqNKCwsRHx8fJPbs+dEJMozdZi+noiItObtSSCNYHAiGklicEJERNqrq9P8qcSuYnAiIoGz9hERUQvh6Lk6AgQrDE5EI0lXbu8QERFpRek5ERBbQRHxwX9EROQJGj+V2FUMTkSjZInlrR0iItJSXV1DW2MenAgSqDA4EZFez0RsRESkLSW/iXmeEwYnZJcyW4cp7ImISEv19byt09JoliFWkoDgYPacEBGRtjz44D9miPUQTTLEAleyxLLnhIiItKT0nHgAM8S2FJxOTEREWrI35kQQbAFFo8zU4fN1iIhIaxxzQqooM3V4W4eIiLRmHpgIlMKCwYlIlFs5/v68rUNERNry4JgTZ7EFFI0kNfSeMEssERFpSek14W0dUkWna5hOTEREpBVBe00ABidi4sP/iIjIU9hzQqoouU6IiIi0ogQlly97tx52MDhxkaYZYgEGJ0RE5BnMENtyaJYhFmi4pRMSok3ZREREQMNTievqruQ60XAqMTPE+jolCRsHxBIRkZaUZ+twzAmp4ufHAbFERKQtSfLYg/+cxRZQRAJl6SMiohZKScLGnhNSjQEKERFpSek5ERCDE9HwwX9EROQJymBYATE4EY1O1zDmhOnriYhIa4KmsGdwIhqdriEw4YBYIiLSkiQ19JzU1Xm7JjbYAopIrwcCArxdCyIiasmUWzoC3tphcOIizTLEAny2DhEReYaH8pwwQ6yHaJohFuBsHSIi0p4ynVhjzBDbErDnhIiItKakrxcQW0ARMTghIiKtKT0mAvbUC98CZmRkQJIkhFg9CE+SJIevPn36NFnu008/jQEDBiAiIgJBQUG45ppr8PDDD+PEiRNanYp6zHNCRERaU4ITwaYRA4KPOSkqKkJKSgqio6NRVlZmsW7//v022x88eBDJycmYMGFCk2WXlpbivvvuw3XXXYerrroK33zzDV544QVs3rwZR44cQfv27d12Hk5RItg2bbxzfCIiah0cjTXR+AnFaggdnMyaNQsJCQmIiIjAhg0bLNYNHTrUZvs333wTkiRhxowZTZZtPcsmMTERPXr0wJ133olNmzbhwQcfbF7lm0OSGhKxERERaUnAacSAwLd1Vq9ejby8PCxfvlzV9hcuXMD69ethMBjQq1cvl47ZoUMHAICftwMDSQICA71bByIiah3MH/4nyC0eIX+eFxcXIzk5GWlpaejSpYuqfdatW4fKykrMnDnTqWPV1tbi8uXL+Pbbb5GcnIxrr70W99xzjyvVdi9vB0hERNTyKXlOGJw0bc6cOYiNjcXs2bNV75OZmYmwsDDVCV4A4MyZM+jcubPp/ZAhQ7Br1y6bwbf2VFRUoLy83PQ+MDAQge7o7VBu6TA4ISIiT9Dw1k51dTWqq6tN7ysqKlTtJ9xtnezsbGzZsgUrVqyApHJAzpEjR3Dw4EFMmTIFQUFBqo8VGRmJzz//HPv27cOKFStw/vx5jBw5EqdPn25yX4PBgNDQUNMrNTVV9XEbpZyzE+dBRETkEuueEzdLTU21aCsNBoOq/YQKTioqKmA0GjF37lxER0ejtLQUpaWlqKmpAdAww6aystJmv8zMTABw+paOn58fBg0ahOHDh2PmzJnYuXMnfvzxR6SlpTW5b15eHsrKykyvBQsWOHVsh5TghM/WISIiT9AwEduCBQss2sq8vDxV+wl176CkpARnz57F0qVLsXTpUpv14eHhGD9+PD788EPTspqaGqxatQrx8fHo379/s47fpUsXREdH4/vvv29y25CQELRr165Zx3NIkhoe/kdERKQl5cnEGrEe8qBm2ATghuCkpqYGJSUlCA4ORnh4eLPK6tSpE3bt2mWzPC0tDXl5ecjJyUFkZKTFus2bN6OkpARLlixp1rEB4NixYzh16hT+8Ic/NLusZpEkr88xJyKiVqC+XsgU9k4HJxcuXMC6deuwfft27NmzByUlJVcK8/NDv379cOutt+Kee+7BkCFDnCo7KCgIiYmJNsuzsrKg1+vtrsvMzERwcDAmT57ssFw/Pz8YDAbk5uYCAL788ks8+uijmDhxIq655hrodDp89dVXeOWVV9C+fXukpKQ4VW9NsOeEiIi0Zj7eRJJ8b7ZOUVERnn/+eaxZs8Y07iM8PByxsbGIiIhAVVUVzp07h8OHD6OgoAAvv/wy+vfvj5SUFNx3332aVP7kyZPYvn07pk6ditDQUIfb1dXVoc4sMoyKikJ0dDSWLl2K06dPo7a2Fl26dMHdd9+Np556Cl27dtWkvk7hs3WIiEhrggQj1lQFJ4sWLcLSpUtRXV2N22+/Hffeey+GDRuGnj172mx78eJFfPbZZ9i2bRvWrFmDKVOm4LXXXsNbb72Ffv36uVTJrKwsZGVl2Szv2rWrRdDhiGz14UdFRWHVqlUu1cUjlDEnAQHA74OBiYiI3E7DmTrNoern+T/+8Q/89a9/xcmTJ/HRRx/h/vvvtxuYAECbNm2QmJiI1NRUnDhxAps2bcLly5ctBrFSE5QMsXz4HxERaUnAwARQ2XNy7NgxREdHO124JEkYN24cxo0bhzNnzji9f6slSUBwcEPPiZ2p00RERC2Zqp4TVwITa506dWp2GSJJSkpCXFyczQME3Uan47gTIiJqEdLT0xEXF6c6i7tQeU58SXZ2NgYOHKhN4cpUYs7YISIirZk/+E8jRqMRRqMRhYWFiI+Pb3J7l4KTPXv2NLmNTqdDaGgoevXqheDgYFcO03pJUkOvCZ+vQ0REWhNwUKxLrV9iYqLq597o9XqMHTsWL7/8Mnr37u3K4VofZaYOB8QSEZGWZLllJGEDgIULF+Lzzz9HTk4Orr32WgwbNgxRUVE4e/YsPv30U3z//fe488470aNHDxQWFmLLli349NNP8fnnnyMmJsbNp9DCKONM9Hre1iEiIm1pmLq+OVwacXnHHXdg586deOONN3D06FG8/fbbSE1Nxdtvv42jR49i+fLl2LlzJ6ZOnYr8/Hy8/fbbOHfuHP72t7+5u/4tkyQ19JowOCEiIi1p/FRiV7kUnDz77LO4/fbb8fDDD9vc3pEkCbNmzcKoUaOwcOFCAMC0adMwYsQIbN++vfk1bi0kCQgK8nYtiIioJVN6TlpCcPLZZ5/hhhtuaHSbfv364cCBA6b3AwYMYK4TZ+h07DkhIiJtCdhrArgYnMiyjB9//LHRbX744QeL935+fpy14yzO1iEiIq21lOBk6NCh2LBhg8PbNB9//DGys7MxdOhQ0zJXs8y2WsxzQkREniDLwg2Mdemn+YsvvgiDwYCxY8fi1ltvxfDhw02zdfbt24ddu3YhMDAQL7zwAgCgrKwMO3bswF/+8he3Vt6bkpKSEBwcbEos41ZKErbAQPeWS0REZM0DU4nT09ORnp6OqqoqVdu7FJwMHjwY27Ztw4MPPojc3Fzk5uZCkiTT03979uyJjIwMDB48GAAQEBCAQ4cOISoqypXDCUnTDLFAQ3DSpo125RMRESlaQoZYALjlllvw/fff49NPP8WhQ4dQVlaGdu3aYcCAARg+fLjFLJ7g4GDExsa6eqjWR7mlwyRsRESkNcFu6QDNfLaOJEkYPnw4hg8f7q76kEKv54P/iIhIewIGJ81u/SoqKnDo0CHs3bvXHfUhIiIiT2lJU4kB4NSpU7jnnnsQHh6OQYMGYeTIkaZ1+/btQ1xcHHbv3u2OOrZOSpZYIiKiVsal4OT06dMYMmQINm/ejHHjxuHmm282DYYFgCFDhqC4uBj//ve/3VbRVkV5rg6nEhMRkZbs9ZoI0JPiUnDy3HPPobi4GJ988gk2btyI0aNHW6z39/fHLbfcgvz8fLdUstXR6RoSsHHMCRERaU2AYMSaS63f1q1b8Yc//AGJiYkOt+nWrRt++eUXV+tFOh0QEODtWhARUUumJGATLEBxKTg5e/Ysevfu3eg2/v7+qKysdKlShIbghD0nRESkNevZOgIEKi61fhERETh16lSj23z//ffo1KmTS5XyBUlJSYiLi0N6erp2B2FwQkREnqDxdOL09HTExcUhKSlJ1fYutX7Dhw/H5s2bUVxcbHf9//3f/+Hjjz+2mMHT0mRnZ+Obb75xf+p6hSQxOCEiIu1Z95Ro0HNiNBrxzTffIDs7W9X2LrV+jz/+OKqqqmAwGPDxxx/j4sWLAIDKykrk5ORg3Lhx0Ol0eOyxx1wpngAGJ0REpD1lvIkSkJhld/cmlzLEDhkyBG+99RZmzZqFu+66y7S8Xbt2DYX6+eHtt99G37593VPL1oh5ToiISGv19Za3dAQYbwI0I3399OnTMWLECCxfvhwHDhzAuXPnEBoaiqFDh+KRRx7hs3SaQ4lc+VRiIiLSkjJbRzDNerZO79698corr7irLmROkhicEBGRtlpa+nrSmCQxzwkREWlPsPEmgMqek59//tnlA3Tr1s3lfVs1WW7IEktERKQVQXtOVLV+MTExkFyIqCRJQm1trdP7ERqeq8OeEyIiaoVUBSd/+ctfbIKTn376CXv27EFoaCj69++PTp064cyZMzh8+DDKysqQkJCAHj16aFLpFk/JDsueEyIi0pqv9pxkZWVZvP/2229x880349FHH8WiRYtMU4gBoLy8HIsWLcK7776Lt956y62VFUlSUhKCg4NhNBrdn4iNs3WIiKgFSU9PR3p6OqqqqlRtL8my8yHThAkTcP78eeTl5TncJiEhAZGRkdi4caOzxQutsLAQ8fHxKCgowMCBA7U5SH098OuvwObNwMMPa3MMIiKiwYOBe+4B/vIXIDISqKtr6LXXKM+W2jbUpdk6e/bswYgRIxrdZsSIEY0GL9QESWoYd0JERKQlAfOcuBScVFdX48yZM41uc/r0aVRXV7tUKfqdQNO6iIiohVKCE4HGnrgUnAwYMADr1q3DoUOH7K4vKCjAv//9b+1ue7QW7DkhalQ9gCV4CkvwFMT77UfkIwQKShQuBSeLFi1CdXU1hg4digcffBBZWVnIyclBVlYWpk+fjmHDhuHy5ctYtGhRsyuYkZEBSZIQEhJisVySJIevPn36NFpmeXk5XnzxRSQmJqJTp04ICQnBDTfcgL///e+4dOlSs+vsFsqD/9h7QuTQY/gnFuFFLMKLiMJPkHAZGzEG4n3VEglKlhvGmQgWoLg0V3XUqFFYt24d/vrXvyIrKwsrV640rZNlGeHh4Xjrrbdw2223NatyRUVFSElJQXR0NMrKyizW7d+/32b7gwcPIjk5GRMmTGi03J9//hmvvvoq7r//fsybNw8hISHYu3cvFi9ejB07dmDHjh0u5XVxKyVDbGAgIErARCSI3UjASFiOaStBDAAgCR8DqMF6/AH/D49hG25v3nM6iFo6AROxufx/duLEiRg7diw2bdqEwsJClJWVITQ0FAMHDsT48ePRtm3bZldu1qxZSEhIQEREBDZs2GCxbujQoTbbv/nmm5AkCTNmzGi03B49euD48eMWdbz11lvRtm1bPP7448jPz29ywK/mJAkICmJwQmRHHL5pYosATMLHAIAh+BwFGKx9pYh8kWBBiaJZPyjatm2LyZMnY/Lkye6qj8nq1auRl5eHb775Bs8880yT21+4cAHr16+HwWBAr169Gt3WUeB00003AQBOnjzpfIW1oNc33NohIgsdUYJnsAQvYGGT2xZiECTIeAX/g2Qs80DtiHyMgLN1hOztLC4uRnJyMtLS0tClSxdV+6xbtw6VlZWYOXOmy8fduXMnAKBv375NbltRUYHy8nLT+8DAQAS6M2maMuaEWWKJ7DqLjk5tPxrbNaoJkQ+TJE2Dk+rqaouZuxUVFar2U/WzvLmJ1E6fPm13jIgjc+bMQWxsLGbPnq16n8zMTISFhSEpKcmVKuLLL7/ESy+9hAkTJqBfv35Nbm8wGBAaGmp6paamunRch5TgRKNEOES+7hU8pnrbKJxEX3ynYW2IfJRyW0ejcSepqakWbaXBYFC1n6rgZOLEiRg8eDA2btyIy5cvq67Ud999h0cffRS9evXCJ598omqf7OxsbNmyBStWrFA9KPXIkSM4ePAgpkyZgqCgINX1Uxw/fhx33303unbtioyMDFX75OXloayszPRasGCB08dtlNJrwp4TIrva4iKWYY6qbc+iKyTIOAY+74vIgsaDYRcsWGDRVqpNzqqq5cvNzcWjjz6KiRMnIiIiAhMmTMDNN9+M+Ph4REVFITw8HJcuXcK5c+fw7bff4sCBA9i2bRu++OILBAQE4H/+53+QnJzc5HEqKipgNBoxd+5cREdHo7S0FABQU1MDACgtLYW/v7/NmJHMzEwAcOmWzokTJzBy5Ej4+fkhNzcXERERqvYLCQmxeKaQW0nSldk6HHNC5NBB3OTU9kuwEO9iuka1IfJRGt7asR7yYJ0WxCFZpfr6ennNmjXysGHDZEmSZJ1O5/AlSZIcHh4uP/roo/Lx48fVHkL+6aefZACNvsaPH2+xT3V1tRwZGSnHx8erPo7i+PHjckxMjNy9e3fV9SwoKJAByAUFBU4fzynl5bK8b58s9+qlxLV88cWX1etrxLq06y4keL3ufPElxGvAAFlesECWjx+X5aoqWb54UZZrajRr2tS2oarvGUiSZJqZ891332HHjh3Iz8/Hzz//jHPnziE4OBgdO3ZEv379kJiYiFtvvRXBwcFqiwcAdOrUCbt27bJZnpaWhry8POTk5CAyMtJi3ebNm1FSUoIlS5Y4dayff/4ZiYmJqKurw+7du9G9e3en9vcIvb6h94SI7OqL73AtjuJ7XOfUfk1PRSZqJerqvF0Du1wa0BAbG4vY2Fg88sgjbq1MUFAQEhMTbZZnZWVBr9fbXZeZmYng4OBGpzP7+fnBYDAgNzcXQMNsoJEjR+L06dPIzMxEcXExiouLTdt36dJF9SwhTSm3dojIoVCUN72RmWfxHDqiRKPaEPmY+vor/SgC8ekBDSdPnsT27dsxadIkhIaGOtyurq4OdWbR4TfffIMff/wR1dXVmDp1Km6++WaLl9pBsZpTZuwQkUOfYSiycU+T203D2wCAS3B+0DxRi6UEJYLlOvGJqSBZWVnIysqyWd61a1eLoMMR2SoiTExMtFkmLE4lJmrSPfgAMiQE4iJqYHs7+XH8HS9hPt5B49mjiVqd+nr7gYkse/XZbvxZLiql14S3dYhUq7fzlaYEJkRkh3JbRzA+0XPSakkS0KaNt2tB5DMu85YNkXNqaznmpCVJSkpCXFwc0tPTtTkAM8QSEZEnWN/a0SBQSU9PR1xcnOos7uw5cVF2djYGDhyo7UH0eq/e8yMiohZOkhqCEY2DE6PRCKPRiMLCQsTHxze5PXtORKZkiiUiItJCba23a2AXgxORSRKfrUNERNpRbukoPSeC/CBWHZxUV1fjpptuwqhRoxp9+F9NTQ1uu+02DB061KmHBJIVvf7Ki4iISAuybJklVpCBsaqDkzVr1qCgoABPPPEE/BsZpBkQEIDHH38cn332GdasWeOWSrZKOh3HnBARkbYES76mUB2cbNy4Eb1798btt9/e5LZ33HEHevfujfXr1zercq0en61DRERaUn4ACxakqA5ODh06hISEBNUFJyQk4PDhw67UiRQcc0JERFqSpIbbOsrtHEF661UHJyUlJYiKilJdcFRUFM6dO+dSpeh3nK1DRERaUoISQcaaKFQHJ8HBwbhw4YLqgisqKhAU1HKzNWqehE3BAbFERKSVujrLAbEa0SwJW9euXfH555+rrsgXX3yBbt26qd7e13gkCZskMTghIiJteWC8iWZJ2BITE3HgwAF88cUXTW5bUFCATz/9FCNHjlRbPNkjSRwQS0RE2lF6TXz1ts4jjzwCSZIwadIkHD161OF23377LSZNmgS9Xo85c+a4pZKtFoMTIiLSkjKuUbDgRPVtndjYWCxcuBCLFy/GgAEDMHHiRNx6663o0qULJEnCqVOnkJubi+zsbFRXV2PJkiWIjY3Vsu4tmzIYNjDQ2zUhIqKWynxArCwLMwnDqXmqCxcuhF6vx5IlS/Dee+9h7dq1FutlWYa/vz9efPFFLFiwwK0VbbXYc0JERFpRxpsIlufE6SQaTz/9NKZOnYq3334b+/btw5kzZyDLMqKjozFixAhMnz4d3bt316KurQ8HxBIRkZbq621T2AvApQxf3bt3x3PPPefuupA97DkhIiItKbd0BMKnEotKyQ7byHOMiIiImkXQnhPVwcm8efOwfft2i2Xff/89Nm/ebHf7lStX4tZbb21e7Voz3e+XhgNiiYhIKwINgjWnOjh59dVXceDAAYtla9euxYQJE+xuf/z4ceTl5TWvdgLzSIZYSWLPCRERaUeSgNpazQMUzTLEkiWPZYjV8c4bERFpyPzBfxrRLEMseQmDEyIi0ooy1kQZeyIItnyiY3BCRERakSTO1iEXMM8JERFpRQlKBEvCxuBEZDpdQ3DCXCdERKSV2lrhek6cGhB7+PBhvPvuuxbvAWDVqlWQrU5MWUfNoDxbJygIqKnxdm2IiKglEqzXBHAyONm0aRM2bdpksUyWZUybNs1mW1mWIQk4d9rnBAby1g4REWnLV3tOHnjgAS3rQfYoU4k5KJaIiLRQW9vwp68GJ++8846W9SBHlHEnREREnuLlzLH8Se4ij2SI1en4fB0iItJOff2VMSca9p54NEPszz//jOLiYgBAhw4d0L179+YU51M0zxCr3NLx82PPCRERacd6QKwGQYrmGWLPnz+PlJQUdO7cGT169MCQIUMwZMgQXHPNNYiOjsbjjz+O8+fPu1R5MqN0p/n5NbyIiIi0IMu+nSH2hx9+wKBBg/DKK6/g7Nmz0Ov16NChAzp06AC9Xo8zZ87gn//8JwYNGoQff/xRqzq3HpLEPCdERKQdJSAxD0wECFJUByeyLGPKlCk4fvw4DAYDPvnkE1RUVODMmTM4c+YMKioqsH37diQkJOD48eOYOnWqlvVuPSSpIc8JERGRuykP/RMgIDGnOjj55JNP8Nlnn+FPf/oTcnNzceuttyLA7Bd9QEAARo0ahZ07d2LixIk4ePAgduzY0ewKZmRkQJIkhISEWCyXJMnhq0+fPk2W+5///Ad/+ctfcMMNN8Df31/cnCx8MjEREWlFefCf+ZOJBWgPVbd669evR2BgIJYtW9ZoQy5JEl5//XX4+/tjw4YNzapcUVERUlJSEB0dbbNu//79Nq9XX30VADBhwoQmy/7ggw9w4MABxMXF4cYbb2xWPTUlSRxzQkREniNAL4rqVq+wsBDDhw9Hhw4dmty2Y8eOGDFiBAoLC5tVuVmzZiEhIQERERE2gc7QoUNttn/zzTchSRJmzJjRZNkrVqyA7vceiUceeQQFBQXNqqsmJKnhxanERESkFVm+0oMiCNU9Jz///DP69u2ruuC+ffvixIkTLlUKAFavXo28vDwsX75c1fYXLlzA+vXrYTAY0KtXrya31/nKrRJJAtq08XYtiIioJROgt8Sc6p6T8vJyhIWFqS44LCwMFy5ccKVOKC4uRnJyMtLS0tClSxdV+6xbtw6VlZWYOXOmS8d0VkVFBcrLy03vAwMDERgY6N6DKONN2HNCRERaUaYSAw3tjhsDlerqalRXV5veV1RUqNpPdfdBTU0N9E4kA9PpdKhx8Um6c+bMQWxsLGbPnq16n8zMTISFhanOPtdcBoMBoaGhpldqaqo2B2L6eiIi0pKGs3VSU1Mt2kqDwaBqP6dGWnpiRkt2dja2bNmCQ4cOqT7ekSNHcPDgQRiNRgR5aNptXl4e+vfvb3rv9l4ThU4nxMhpIiJqoawzxLrRggULMG/ePNP7w4cPqwpQnApOFi9ejMWLFztdObUqKipgNBoxd+5cREdHo7S0FABMPTClpaXw9/dH27ZtLfbLzMwEAI/d0gGAkJAQtGvXTvsDKYnYiIiItGB+W8fNrIc8WKcFccSpUaGyLDv1clZJSQnOnj2LpUuXIjw83PRau3YtKisrER4ejilTpljsU1NTg1WrViE+Pt6iJ6NF0Ol4W4eIiFod1T0n9Rp2+yg6deqEXbt22SxPS0tDXl4ecnJyEBkZabFu8+bNKCkpwZIlSzSvn8cpD/7zlZlFRETkuzzQzqslVHavoKAgJCYm2izPysqCXq+3uy4zMxPBwcGYPHmyw3L9/PxgMBiQm5trWnbixAl8/vnnABqeGQTAlEslJiYGgwYNasaZuIn5k4mJiIi04qtTiUV08uRJbN++HVOnTkVoaKjD7erq6lBnlWBm165dmD59usWySZMmAQAeeOABZGVlub2+LuFtHSIi0ppAvSaAjwQnWVlZdoOFrl272gQd9tgb/zJt2jRMmzbNDbXTGAfEEhGR1syfrSMADmbwBRxzQkREWhEoKFGw1RMdH/xHRERaUp6tI1CQwuDERUlJSYiLi0N6erq2B+KD/4iISGsaJ/tMT09HXFyc6izu/EnuouzsbAwcOFD7A0kSoFX2WSIiotpazQ9hNBphNBpRWFiI+Pj4Jrdnz4nIJKnhFRDg7ZoQEVFLVl8v1IwdBie+gLd1iIhISwIFJgCDE9/AAbFERKQVDZ9K7CoGJ6KTJKBNG2/XgoiIWjLBAhQGJyJTphEzCRsREWlJoMAEYHAiNmVqF2frEBFRK8LgRGTKbB32nBARUSvC4MQXcEAsERFpxd54Ey/f5mFw4iKPZoglIiLSksbBCDPEeojHMsQC7DkhIiJtaTxbhxliWyI+lZiIiLTC2zrkNGU6MXtPiIhIK0xfT05Rnq0THOztmhARUWvBnhNqlPJUYk4nJiIirdTVXfm7ABMxGJz4Aj8/jjshIiJtKGNOBMoSyxZPdEoEyzEnRETkCQIEKQxORKfTcUAsERFpR5aFGgwLMDhxmUeSsEnSleCEY06IiEgrGo8zYRI2D/FIEjbzWzoMToiISCvKgFiNghQmYWtplDwn/v7ergkREbVEgg2GBRic+AZlOjEREVErwODEFyi9J0RERO7GnhNyGcecEBGRVgQLUBic+AKdriGFPRERkbuZByaCBCgMTkSnjJzms3WIiEgLkiRMUKJgcCI6JdcJB8QSEZFWeFuHnKbXc8wJERFpQ5YtH/wnAAYnLvJIhliFJAnxlEgiIiJXMEOsh3gkQ6xCp+NTiYmISDv19Zre1mGG2JbG/Pk6REREWuCD/8gpyngT9pwQEZEW6uoYnJCT2HNCRERaq6vjbB1nZGRkQJIkhISEWCyXJMnhq0+fPqrK/uSTT3DzzTejTZs2iIyMxLRp01BcXKzFaTSPXs/ghIiItCNYEjahW7yioiKkpKQgOjoaZWVlFuv2799vs/3BgweRnJyMCRMmNFl2Xl4exo4di7vuugubNm1CcXExnnzySdx222344osvEChSXhFJ4lRiIiLSjiBBiULo4GTWrFlISEhAREQENmzYYLFu6NChNtu/+eabkCQJM2bMaLLsxx9/HNdeey02bNgAv997JXr06IHhw4fj7bffxuzZs91zEu7CMSdERKQFZbyJQAGKsC3e6tWrkZeXh+XLl6va/sKFC1i/fj0MBgN69erV6LZFRUX4/PPPcf/995sCEwAYNmwYrr32WnzwwQfNqrvbseeEiIhaESF7ToqLi5GcnIy0tDR06dJF1T7r1q1DZWUlZs6c2eS2X3/9NQCgX79+Nuv69euH/Pz8JsuoqKhAeXm56X1gYKC2t4IYnBARkRaUHCca9JxUV1ejurra9L6iokLVfkL2nMyZMwexsbFO3VrJzMxEWFiYquxz586dAwBERETYrIuIiDCtb4zBYEBoaKjplZqaqrquTuOzdYiISCt1dZo9/C81NdWirTQYDKr2E67nJDs7G1u2bMGhQ4cgqUzZfuTIERw8eBBGoxFBQUGqj+WofDXHzcvLQ//+/U3vNes1UVLX+/trUz4REbVujnpOZLnZj05ZsGAB5s2bZ3p/+PBhVQGKUMFJRUUFjEYj5s6di+joaJSWlgIAampqAAClpaXw9/dH27ZtLfbLzMwEAFW3dACgffv2AGC3h+T8+fN2e1SshYSEoF27dqqO5xZOBF1ERESqKTlONOg5sR7yYJ0WxBGhbuuUlJTg7NmzWLp0KcLDw02vtWvXorKyEuHh4ZgyZYrFPjU1NVi1ahXi4+MtejIac/311wMAvvrqK5t1X331lWm9MCSJeU6IiEg71sGJl2fuCNXiderUCbt27bJZnpaWhry8POTk5CAyMtJi3ebNm1FSUoIlS5aoPs7VV1+Nm266CatXr0ZKSgr0vw82PXDgAL777jskJyc36zw0ERzs7RoQEVFLVFsrXPp6oYKToKAgJCYm2izPysqCXq+3uy4zMxPBwcGYPHmyw3L9/PxgMBiQm5trWvb3v/8do0ePxqRJkzBnzhwUFxdj/vz5uP766zF9+nR3nI57KOnrOVuHiIi0oPSa1NV5uyYmQt3WcdbJkyexfft2TJo0CaGhoQ63q6urQ53Vh56YmIitW7fi9OnTGDduHObOnYuRI0ciNzdXvOywOh0QEODtmhARUUtkr9eEt3WalpWVhaysLJvlXbt2tQk67JEdfMijR4/G6NGjm1s9bSmzdTjmhIiItFBff+UFNHuGjjv4dM9Jq8KeEyIi0oJgTyQGGJz4BqX3hIiIyN0Em6kDMDhxWVJSEuLi4pCenu6ZA3JALBERaUEJRjQMStLT0xEXF6cqizvgI2NORJSdnY2BAwd67oAcc0JERFowH2+iEaPRCKPRiMLCQsTHxze5PXtOfIEyY4eIiEgL5r0mAgwjYIvnC5Rn6zARGxERuZsSmDDPCTlFkhpm63DcCRERaUWAgbAKBie+Qq/nuBMiInK/2lqhek0ABie+QRlzwuCEiIjcTZlKrNGTiV3B4MQXKBlimYiNiIhaAQYnvkC5pcMZO0RE5G7K7BxBek0ABifiU/7R+PtzQCwREbmfkuNE41wnzmBw4iKPZYhVUtfr9Q0BChERkTspY000DE6YIdZDPJ4hVpKAwEDPHY+IiFqHurqGNkbD2zrMENtSKYnYiIiI3E2gmToAgxPfwScTExGRFpRbOhxzQk7T6dhzQkRE2mHPCTlF6THhs3WIiMjd6usbssQKdGuHwYmv0OmAoCBv14KIiFoavV6oWzoAgxPfoKSvZ54TIiJyt/r6hnZGoACFwYmvYHBCRERaqK9vmE4syC0dgMGJ71B6T4iIiNxNoF4TgMGJyzyWIRa48uA/9pwQEZEW6uqYIbYl8GiGWL2+odeEPSdERORuSp4T61xasuy2/FrMENsSKQnY/BhLEhGRBgQabwIwOPEdvK1DRERaUHpOmOeEnMYBsUREpAUlIDEfc+LlIIWtnS9hzwkREbmbLDcMiFX+LgAGJ76Ez9YhIiJ3UwISJUARAIMTXyFJ7DkhIiJtMM8JuUSS2HNCRETuZ95zwts6vs3jSdh0OiAgQPtjERFR6+KB2zlMwuYhHk3CpmBwQkRE7qZMIdZwtg6TsLVkTMJGRETupgQngtzSARic+A5JAtq08XYtiIiopVGCEgYn5DSdjrN1iIhIG+a3dNz0PJ3mED44ycjIgCRJCAkJsVl3+fJl/POf/8QNN9yA4OBghIWFYdiwYfj000+bLLempgYLFy5Ejx49EBAQgO7du2PBggWoqqrS4jSaR3noH2/rEBGRFqzHnHiZ0K1dUVERUlJSEB0djbKyMot1dXV1mDBhAvbt24cnnngCw4YNQ2VlJQoKClBZWdlk2ffddx+2bt2KhQsXYvDgwdi/fz9eeOEFHDlyBJs3b9bqlFyjPPiPU4mJiEgLyrN1BCF0cDJr1iwkJCQgIiICGzZssFi3bNky5OTkID8/H0OHDjUtv+uuu5os98CBA9i4cSOWLl2KefPmAQBGjRoFPz8/PPXUU9ixYwdGjx7t3pNxh6Agb9eAiIhaIsEGxQp7W2f16tXIy8vD8uXL7a5/7bXXkJCQYBGYqJWfnw8AuPPOOy2W33333QAapgkLR+k9ISIicjfBBsUKGZwUFxcjOTkZaWlp6NKli836kydP4vjx47jhhhvw1FNPISoqCn5+fujbty9WrlzZZPk1NTUAgMDAQIvlyvsvv/yyyTIqKipQXl5uelVXV6s5tebhgFgiItKKBoFJdXW1RVtZUVGhaj8hg5M5c+YgNjYWs2fPtru+qKgIALBy5Ups2rQJr7/+OrZu3Yq4uDhMmzYNK1asaLT8uLg4AFd6UBT79u0DAJw7d67JOhoMBoSGhppeqampTe7TbBwQS0REWtDolk5qaqpFW2kwGFTtJ1xrl52djS1btuDQoUOQHNzGqP99RPGlS5ewdetWdO/eHQAwevRoDBo0CEuWLMFDDz3k8Bhjx45Fr1698OSTTyIqKgqDBw/GgQMH8NRTT0Gv10Onazpmy8vLQ//+/U3vrXthNMGeEyIi0oLS3ro5QFmwYIFpbCcAHD58WFWAIlTPSUVFBYxGI+bOnYvo6GiUlpaitLTUdBumtLQUlZWVaN++PQCgT58+psAEACRJwpgxY3Dq1CkUFxc7PE5AQABycnLQrVs33H777QgPD8fEiRPx1FNPITw8HFdffXWTdQ0JCUG7du1ML82DE2UqMQfFEhGRFjToOQkMDLRoK+2lBbFHqOCkpKQEZ8+exdKlSxEeHm56rV27FpWVlQgPD8eUKVPQs2dPtHGQLVX+/cNtqvejV69e2L9/P06dOoUvv/wSxcXFmDRpEkpKSpCQkOD2c2s2SWp4tg57T4iISAseeACgWkLd1unUqRN27dplszwtLQ15eXnIyclBZGQk/Pz8MH78eGzYsAHHjx9HTEwMgIbA5OOPP0bPnj0RGRmp6phXX321qafkmWeeQdu2bTFjxgy3nZNb+fkxOCEiIvcTbLaOUMFJUFAQEhMTbZZnZWVBr9dbrHv++eeRk5ODO+64A4sXL0a7du2QkZGB//73v3j//fct9vfz84PBYEBubq5p2UsvvYROnTqhW7duOHv2LN5//318+OGHWLVqlarbOh4nSQ2BCYMTIiJyN4FynACCBSfO6NmzJ/bu3Yv58+fj4YcfxuXLl9G/f39s3rzZlK9EUVdXhzqr7qpLly5hyZIlOHXqFIKDgzF06FDs3r0bt9xyiydPQz0lOGGWWCIi0gLT1zsnKysLWVlZNsuvv/56/Oc//2lyf9lONLhw4UIsXLjQHdXzDPacEBGRVpTARJAARagBseSAJDXM1uGAWCIi0oJgt3UYnPgCJXU9H/5HRERaEWi2DoMTFyUlJSEuLg7p6emeO6heD3gi2RsREbVOGvWepKenIy4uDklJSaq294kxJyLKzs7GwIEDPXtQSWJwQkREPsdoNMJoNKKwsBDx8fFNbs+eE1+ijD0hIiJyN445IZdwKjEREXmKF4MVBie+QpIa/qHwtg4REbVwDE58iU4HBAd7uxZERNQSCTSdmMGJr1DGmyiPtSYiInIXe4EJb+uQKkqWWCIiIneqr294seeEnMbZOkREpBXe1iGnSRLg58eeEyIi0kZt7ZW/K5MwvITBiYs8niFWSV/vx7x5RESkEWaI9W0ezxCr0zHPCRERaUPjwbDMENtSKb0mHHNCRERaEGS8CcDgxPcwOCEiohaOLZ0vkSQgIMDbtSAiopaIPSfkMvacEBGRu8kyUFfX8HcBkn2ypfMlzHNCRERaYc8JuUSSOFuHiIjcT6AEbACDE98iSXwqMRERaUeQIIXBia9QkrBxQCwREWlBgKBEweDERR7PEKvgbR0iItJCfb1mRTNDrId4PEOsIjjY88ckIqKWTbmdo1HvCTPEtmR6PR/8R0RE7ldfz9s65AKd7srzdYiIiNypbVugTRthHi7L4MRXCJAUh4iIWqDOnYGrrmoITgRpaxic+AqdDggNBa6+2ts1ISKiliQqCujYsSE4EQSDE1/i7w+0bw/ExHi7JkRE1FLU1zcMGfD3b/hTgN4TMW4ukTqSBERHAzfdBBw/7u3aEBG1LEo+KaVxVsb6KeuUAaOS1NCImz9ORJYblsnyleXK/kp5yjrzAED5U1mmvMzfW9fRvK7W9VCOa76to30DA4GgoIYfvPHxDT0ogYHA5cteD1AYnPgSvb4hOLnhBqCgAPjhB2/XiKhlsW6AzP8ErjQ25l/+1tspjZEsWz4Py3wwu9LwmDdc5vtaN1DW2ynHM9/eXp2tG9vGzs1e+Y6O3VgZ1i+dzvKzMN/P39+2ftafr/K5OKqvdSNt/tkr/Pwcn6v5NTe/VtbnYT6TxbxeSkCiLHcUzJjva51PxLq3wvrzdnTdrD8Dc41tY/6nn19D+RERDakqgoKulOHFZ7kxOPE1fn4NUW7nzsDJk0BNjbdr1DJZf1EoXx7WX1DWXwrmX5D2Xsr+5r+wHP3KsVeO9Trrxsle3a1/CZpvY/7lY95A2Gt47JVp/gvRer35/vbqriy3bhDMGxhl5oD152/dcCrXyPqYjb3MmQcO1nVVPhPlvfV1Md/PulE0b+Ssp2naa7yUhry+3rYe9hqKpoKOxq6jo/N2FMw4KsNROdZ/Nz9/638v1udm/e/LvDfCnPXnbR4IOTon62th/pmb79PYZ2q9zvqYjqbk2gsgrPdr7HM2P6697yJ79VPKbKxcoGFAbIcOwswIZXDioqSkJAQHB5sSy3iMXg/ceCMwdChQWwv8+itQWXllIJMyV91eY9HUl4D5P2LrL35H/7it/1PY+2IHGv/lYr1OWW/d8NTX235Jm097s/cr1PoXrnmZjtZZ189eA27v/O0ta6zxt/ey90tLaaisv+itf5k39eVjfj6N7Wd9nRpr4Br7QjUPXByVaX4+5n83D1AA21+W9oIiew2YvUbC+pduY+epnJu9xsu8fEefkaN/84442t/6mMr/V2uNNYqOrp95mc7Uz951BWwbt6bKNf8/7uj/gJr9AdsG297/P+tyzb8T7AWQSjmOzrexa25dP3vHbWw76+8oR99d5j+K7O1nr0zz4+p0QGSkZa+Jm6WnpyM9PR1VVVWqtpdkWaCsKz5AyW5XUFDgnQyxsgxcvAgcOwbs2AGUlAClpQ1dcpLU8AWqvJRL6++vPnoGrnzxOfrPqPzd3n8Ee9s29WvAXmNprwGwfm/+q0r5D2p+bEdBlaOG0dFn5Og8lS8z64bVvCwloFLzRdbU52S9T2MNn3Ie1t3H1vWzPmfrYKOxRrGxxk75u6PGwTpAsD6udR3Me1fsBQTW18DRF7KrjZf1cusAU/m3p6a8xo5hvY0z9bPXI6XUT/kBYO//RlONqb33js6jqX+/jhpPR3VrrAxn6+DM/y1HP+K8Xb/GNPbvTSBq21D2nPgaSWpIlnPddQ23dE6fBoqLgbo6y23M/7ReDth+Wdv7s7GGSu1/hMa+mO19+SrrlC97e92l9urlKLAxf299jtbnYN3ImdfD+lwa+/K2Xm7eg9PYl569/Zsq31GvjqP6Wf+6Mn+ZN2jm+7mr8VL7pWldV+sGo7GeLDXL3NF4NfYZNNWTxcaLqEkMTnyVvz/QqVPDU4ojIhz/6na2cbX+JaN0F9q7HQI4Hqjn6M/Gvoid+dI0r4s7G6/G6uBs42p9vtb1U1s3d9evqf3ZeBGRlwkfnGRkZOChhx5C27ZtUVFRYbHu8uXLWLZsGd555x0cO3YMgYGBiIuLw8svv4xhw4Y1Wm51dTX+9a9/YeXKlfjpp58QEhKCgQMH4tlnn21yXyFIUkNCtk6dLJex8SIiIh8ndHBSVFSElJQUREdHo6yszGJdXV0dJkyYgH379uGJJ57AsGHDUFlZiYKCAlRWVjZZ9kMPPYQ1a9ZgwYIFuPXWW3H+/HmkpaXBYDAgPz8fN910k1an5T6ORvATERH5MKGDk1mzZiEhIQERERHYsGGDxbply5YhJycH+fn5GDp0qGn5XXfd1WS51dXVeO+99zB58mS88MILpuXDhw9HdHQ01qxZ4xvBCRERUQsk7M/u1atXIy8vD8uXL7e7/rXXXkNCQoJFYKKWTqeDTqdDaGioxfJ27dpBp9MhSMPpVERERNQ4IYOT4uJiJCcnIy0tDV26dLFZf/LkSRw/fhw33HADnnrqKURFRcHPzw99+/bFypUrmyzf398fc+bMwcqVK/Hhhx+ivLwcx48fx0MPPYTQ0FA89NBDTZZRUVGB8vJy06u6utqlcyUiImqpqqurLdpK67Gjjgh5W2fOnDmIjY3F7Nmz7a4vKioCAKxcuRJdunTB66+/jtDQUKxYsQLTpk1DTU1NkwHGK6+8gtDQUCQlJaH+91wQ3bp1w86dO9GrV68m62gwGCzeL1q0CIsXL1ZxdkRERK1DamoqnnvuOaf3Ey44yc7OxpYtW3Do0CFIDmaFKMHEpUuXsHXrVnTv3h0AMHr0aAwaNAhLlixpMjh58cUX8fLLL2Px4sW45ZZbUF5ejtdffx2jR4/G9u3bMWDAgEb3z8vLQ//+/U3vAwMDnThLIiKilm/BggWYN2+e6f3hw4dtftzbI1RwUlFRAaPRiLlz5yI6OhqlpaUAgJrfnx9TWloKf39/tG/fHgDQp08fU2ACAJIkYcyYMUhNTUVxcTE6duxo9zhHjx7FwoUL8dJLLyElJcW0fOzYsYiLi8O8efOwa9euRusaEhKCdu3aNed0iYiIWrTAwECLH+8hISGq9hNqzElJSQnOnj2LpUuXIjw83PRau3YtKisrER4ejilTpqBnz55oozxLxoqSjV/XyBTb//73v5BlGYMHD7ZY7u/vjxtvvBFff/21+06KiIiInCJUz0mnTp3s9likpaUhLy8POTk5iIyMhJ+fH8aPH48NGzbg+PHjiImJAdAQmHz88cfo2bMnIiMjHR4nOjoaAHDgwAGL7qXq6moUFhbaHYRLREREniFUcBIUFITExESb5VlZWdDr9Rbrnn/+eeTk5OCOO+7A4sWL0a5dO2RkZOC///0v3n//fYv9/fz8YDAYkJubCwAYMWIEBg8ejMWLF+PixYtISEhAWVkZli1bhp9++gmrVq3S8jSJiIioEUIFJ87o2bMn9u7di/nz5+Phhx/G5cuX0b9/f2zevBl33323xbZ1dXWoM3swnk6nw44dO/CPf/wD69evx8svv4yQkBDExcVh69atGDt2rKdPh4iIiH4nybL1Y1ipMWof90xERESW1LahQg2IJSIiImJwQj6nuroaixcvZlZeL+N1EAevhRh4HdyHt3WcpHRJxcTEIDg4GEajEUaj0dvValXKy8sRGhqKsrIy5prxIl4HcfBaiIHXwbH09HSkp6ejqqoKx48f520drWRnZ+Obb75xe2CSnp7u1vK8cQxPnIPWWsJ18NQxtNYS/r3yOohxDF4H7x3DaDTim2++QXZ2tqrtGZwIxlf/4XmyfE9oCdfBU8fQWkv498rrIMYxeB3EOUZTfHYqsbdUVVUBaEiBr1X5hYWFmpTtqWNoXb7yVMvDhw+rToXsrJZwHbQ+hieuA+D7/149cQz+nxCjfF6Hpiltp9KWOsIxJ05as2YNpk6d6u1qEBER+azVq1djypQpDtczOHFSSUkJtm3bZhoQS0REROooA2LHjBnT6GNmGJwQERGRUDggloiIiITC4ISIiIiEwuCENLNz5048+OCD6NOnD9q2bYurr74a48ePR0FBgc22hYWFGDVqFEJCQhAWFoZ77rkHP/74o8U233//PVJSUhAfH4+wsDBERERg+PDh2LBhg6r6FBQUwGg04oYbbsBVV12FqKgojBo1Cjt37nTL+YpMtGth7ZNPPoEkSZAkCSUlJS6V4QtEvQ5ff/01Jk2ahA4dOiAwMBAxMTGYM2dOs85VZCJeh2PHjuH+++9Ht27dEBwcjJ49e2LevHk4d+5cs8/XJ8lEGpk4caI8cuRIefny5fLu3bvl9evXy0OHDpX9/Pzk3Nxc03ZHjx6Vr7rqKvmWW26RP/roIzk7O1vu27evHB0dLRcXF5u2W7ZsmdynTx/5xRdflLdv3y5v3bpVfuCBB2QA8nPPPddkfR577DF50KBB8j//+U85NzdX3rx5s3znnXfKAOSVK1dq8hmIQrRrYe7ChQtyTEyMHB0dLQOQf/31V7edt2hEvA47d+6Ug4OD5dtvv13esGGDvHv3bvndd9+VH330UbefvyhEuw7FxcVy+/bt5R49eshZWVnyzp075aVLl8ohISFy//795bq6Ok0+B5ExOCHNnD171mbZhQsX5KioKPm2224zLZs0aZIcGRkpl5WVmZYdP35c9vf3l5944gnTsl9//VWur6+3KfOuu+6S27RpI1+6dMnp+tTW1sr9+vWTe/bsqeqcfJVo18Kc0WiUBwwYID/zzDMtPjgR7TpUVlbKnTt3lu+66y675bRUol2HFStWyADkTz75xGL53/72NxmAXFhYqPrcWgre1iHNdOzY0WZZSEgI4uLicPLkSQBAbW0t/vOf/yApKcniWRTdu3fHyJEj8cEHH5iWRUZGQpIkmzJvuukmXLx4EefPn3e6Pnq9HvHx8ab6tFSiXQvF3r178dZbbyEjIwN6vd7Z0/I5ol2H9evX4/Tp03j88cftltNSiXYd/P39AQChoaEWy8PCwgAAQUFB6k6sBWFwQh5VVlaGwsJC9O3bFwDwww8/oKqqCv369bPZtl+/fjh27BguXbrUaJm7du1Chw4d7H7hNKW2thZ79+411ac18fa1qKqqwowZM5CcnNzoA8BaOm9ehz179gAA6urqMGLECAQEBCA8PBz33XcffvnlFxfPyDd58zr88Y9/RLdu3fDYY4/hyJEjqKiowJ49e5CWloZx48bhuuuuc/3EfBSDE/Ioo9GIyspKPP300wBgGuwVERFhs21ERARkWcZvv/3msLyMjAzs3r0bzzzzjEu/vBcvXoxjx45h0aJFTu/r67x9LZ599lnU1dXhueeec/EMWgZvXoeioiIAQFJSEoYPH45t27YhLS0NO3bsgMFgwMWLF109LZ/jzesQGhqKAwcO4PLly7j++utx1VVXwWAwYMiQIVi/fn0zzsqHefeuErUmypiCZcuWmZbl5+fLAOR169bZbK/cbz19+rTd8rZu3SoHBATIEydOdOl+uXKf97HHHnN6X1/n7Wtx8OBBWa/Xyzt27DAtW7RoUYsfc2LN29dh9OjRMgD5r3/9q8XyDz/8UAYgr1ixwskz8k3evg7nz5+XBw8eLPft21des2aNvGfPHnn58uVy586d5dtvv12+fPmy6yfnoxickEcsXrxYBiC/+OKLFsu//fZbGYCcnp5us09KSoosSZJcVVVls+7jjz+Wg4KC5Lvuukuurq52uj5vv/22rNPp5IcffrhVDQSUZTGuRd++feVJkybJv/32m+n15JNPygDkH374QS4vL3ft5HyICNfh3nvvlQHIGzdutFheVVUlS5Ikz54924kz8k0iXIcnn3xS9vf3l3/55ReL5Tt37pQByFlZWU6cUcvA4IQ0p/znX7x4sc26y5cvy8HBwfKsWbNs1o0ZM0bu3bu3zXLlP/+YMWOcmhWiUAKT6dOnt9rAxNvXAkCjrxtvvNGp8/I1olwHpQfAUXBiNBpVl+WLRLkOY8aMkWNiYmyWX7hwQQYgp6SkqC6rpWBwQppasmSJDEB+5plnHG7zpz/9Se7YsaPFr+UTJ07IAQEB8pNPPmmx7bZt2+SgoCB51KhRdn+1NOWdd96RdTqd/Je//KXV5Q4Q6Vrs2rXL5qXkhfjwww/lzz//3LmT8yEiXYejR4/KkiTJDz30kMXyjRs3ygDkVatWOVWeLxHpOkyfPl328/OTT506ZbF8+/btMgD51Vdfdaq8loDBCWnm5ZdflgHId9xxh7x//36bl+Lo0aNySEiInJCQIG/dulXeuHGjfP3119skOtq7d68cHBwsx8TEyDt37rQpzzwXwcqVK2W9Xm+RXO3999+XdTqdPHDgQDk/P99mf1d6YXyFaNfCntYw5kTE6/DII4/IOp1Onjdvnrxjxw45PT1dDg8PlwcMGODSLVNfINp1+OKLL+SAgAD5uuuuk1euXCnv3LlT/te//iV37NhRjoqKatH/JxxhcEKaMRgMjXbdm/viiy/k2267TW7Tpo3crl07+Y9//KN87Ngxi22UxsvRa9euXaZt33nnHRmA/M4775iWKb/MHb1++uknDT8N7xLtWtjTGoITEa9DbW2tnJaWJvfq1Uv29/eXO3fuLM+ePVv+7bffNPoUvE/E61BYWChPmDBB7tKlixwYGChfc8018syZM+Wff/5Zq49BaJIsyzKIiIiIBME8J0RERCQUBidEREQkFAYnREREJBQGJ0RERCQUBidEREQkFAYnREREJBQGJ0RERCQUBidEREQkFAYnROSTFi5ciKCgIJw6dUr1PjExMYiJidGuUg5s3LgRkiQhNzfX48cm8kUMTohINUmSLF56vR7t27fHyJEjsWrVKjSVcHrNmjWmfbdv3+5yPU6ePImXX34Zs2fPRpcuXVwux1PuueceDBw4EPPmzUN9fb23q0MkPD9vV4CIfM+iRYsAAJcvX8axY8fwwQcfYPfu3fjiiy/w2muvOdzvrbfegiRJkGUZK1aswO233+7S8Z9//nnU1NTgiSeecGl/b5g/fz7+9Kc/Yd26dZg8ebK3q0MkND5bh4hUkyQJAGx6SPLz85GQkABZlvHjjz/avXXy3XffoU+fPhg7dixOnz6NI0eO4NSpU+jYsaNTdSgrK0N0dDQSExPx0UcfObWvUq/jx487tZ87VFdXo3PnzoiLi8O+ffs8fnwiX8LbOkTUbMOHD8d1110HWZbxxRdf2N1mxYoVAIBp06Zh+vTpuHz5MrKyspw+1tq1a3Hx4kX8+c9/trtelmW8/vrr6Nu3L4KCgnD11VfDaDSirKysyXJHjhyJ8PBwBAUF4brrrsMLL7yA6upqu9uvWbMGAwcORHBwMDp27Ij7778fv/zyCxITE01BnLnAwED88Y9/RH5+Pr799lunz5uoNWFwQkRuoYyl8POzvVtcU1ODlStXIiwsDOPHj8eUKVMQEBCAjIyMJsepWNuxYwcAYNiwYXbXJycnY+7cufjtt9/w8MMP495778W2bdswatQo1NTU2N1nxowZmDx5Mn744QckJSXBaDQiIiICzz77LO644w5cvnzZYvt//OMfmDp1Ko4fP44HHngA06dPx5EjRzB8+HCUlpY6rLtSZ+UciMgBmYhIJQCyva+NvXv3yjqdTg4ICJCLiops1q9du1YGIM+aNcu0bMKECTIAeefOnU7VISoqSg4NDbW7Lj8/XwYg9+zZUz537pxpeVVVlTx06FAZgNy9e3eLfd555x0ZgDxx4kS5qqrKYt2iRYtkAPIrr7xiWvbDDz/Ifn5+cmRkpPzzzz+bltfX18v33nuvw89IlmX58OHDpmMRkWPsOSEipy1evBiLFy/G008/jXvvvRe33XYbZFnGSy+9hOjoaJvt33rrLQANt3QU06dPB3Dldo8aNTU1OHv2rMNxKu+88w4A4Omnn0ZERIRpeVBQEFJTU+3u89prr8Hf3x8rVqxAUFCQxbpnn30W7du3x5o1a0zL3nvvPdTW1mLu3Lno2rWrabkkSUhLS4Ner3dY/06dOgFomG1ERI5xtg4ROe25556zeC9JEt5++22L4ENx7Ngx7N69G3369MGQIUNMy8eOHYuoqChs3LgR586dQ/v27Zs87rlz5wAA4eHhdtcXFhYCAAwGg826W265xeaW08WLF/Hf//4XkZGRePXVV+2WGRgYaDFG5NChQwCAESNG2GzbvXt3dO3a1eGAWyVgKikpsbueiBowOCEip8m/jxOprKzEp59+igcffBCzZs1Cjx49bAKDFStWQJZlm8DFz88PU6dOxdKlS/Huu+/i0UcfbfK4wcHBAIBLly7ZXa8Meo2KirJZp+RkMffbb79BlmX8+uuvNgGXI40dQ1nuKDipqqoCcOU8iMg+3tYhIpe1bdsWo0ePxn/+8x/U1tZi6tSpuHjxomm9+Yyc+fPn2yRxW7p0KQD1t3bCwsIQEBBg6kGxFhoaCgA4e/aszbq6ujqb/ZTtBwwYAFmWG30p2rVr5/AYjS0HrvT8ODt9mqi1YXBCRM1244034qGHHsKpU6fwyiuvmJZv2rQJxcXFiI2NxYwZM+y+YmJicPToUdW5P2644QacPn0a5eXlNusGDhwIAMjLy7NZt3fvXtTW1losCwkJQd++fXHkyBGcP39e1fEHDBgAAHbre+LEiUbHkyi3h/r376/qWEStlnfG4RKRL0IjM1FOnTolBwUFyWFhYfL58+dlWZbl0aNHywDkf//73w7LfOONN2QA8v3336+qDo899pgMQN6xY4fNun379jk9WyczM1MGII8fP17+7bffbMo8f/68XFBQYHp/7Ngxh7N17rvvvkY/o4ULF8oA5C1btqg6V6LWihliiUg1RxliFcnJyXjttdcwf/58PPzww+jZsyfat2+PoqIiBAQE2N3nwoUL6Ny5M+rr6/HLL78gLCys0Trs378fw4YNQ0pKCv7xj3/YrP+f//kfLFu2DJ07d8bEiRPh7++PTZs2ITw83FQP6zEhRqMRy5cvR0REBMaMGYNu3brh/Pnz+Omnn7Bnzx5Mnz4db7zxhmn71NRUPPXUUwgPD8ef//xnhIaGYseOHTh//jxCQ0Px5Zdf2n2Gzs0334xvv/0WRUVFaNOmTaPnSdSqeTk4IiIfgkZ6BWRZls+cOSO3adNGbtOmjTxr1iwZgPzoo482We706dNlAPK//vUvVfUYMGCA3LlzZ7m2ttZmXX19vbxs2TK5T58+ckBAgNy5c2d5zpw5cmlpqdy9e3ebnhPFli1b5Lvuukvu0KGD7O/vL0dFRcmDBw+Wn376afno0aM227/77rty//795cDAQDkyMlKeMmWKXFRUJPft21cOCwuz2f67776TAcj/+7//q+ociVoz9pwQkc9Zu3YtJk+ejI0bN2LChAnero5JeXk5oqKi0L9/f+zfv99i3WOPPYbXX38dR48exTXXXOOlGhL5Bg6IJSKfc++992LIkCFYvHix0+nv3eHXX3+1SWlfW1uLxx57DJcuXUJSUpLFutOnT+P//b//h7lz5zIwIVKBPSdE5JO+/PJLbNy4EQ899BCuvvpqjx77jTfewMKFCzFq1Ch07doV58+fx549e/D9999j4MCByM/Pt8g2u3//fmzfvh3/+7//2+SYGiJicEJE5LRDhw7hb3/7Gz7//HMUFxdDlmX06NEDSUlJePLJJxESEuLtKhL5NAYnREREJBSOOSEiIiKhMDghIiIioTA4ISIiIqEwOCEiIiKhMDghIiIioTA4ISIiIqEwOCEiIiKhMDghIiIiofx/5Qd1f6t05dAAAAAASUVORK5CYII=",
806 "text/plain": [
807 "<Figure size 600x600 with 1 Axes>"
808 ]
809 },
810 "metadata": {},
811 "output_type": "display_data"
812 },
813 {
814 "data": {
815 "image/png": 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",
816 "text/plain": [
817 "<Figure size 600x600 with 1 Axes>"
818 ]
819 },
820 "metadata": {},
821 "output_type": "display_data"
822 },
823 {
824 "data": {
825 "image/png": 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",
826 "text/plain": [
827 "<Figure size 600x600 with 1 Axes>"
828 ]
829 },
830 "metadata": {},
831 "output_type": "display_data"
832 },
833 {
834 "data": {
835 "image/png": 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",
836 "text/plain": [
837 "<Figure size 600x600 with 1 Axes>"
838 ]
839 },
840 "metadata": {},
841 "output_type": "display_data"
842 },
843 {
844 "data": {
845 "image/png": 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",
846 "text/plain": [
847 "<Figure size 600x600 with 1 Axes>"
848 ]
849 },
850 "metadata": {},
851 "output_type": "display_data"
852 },
853 {
854 "data": {
855 "image/png": 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",
856 "text/plain": [
857 "<Figure size 600x600 with 1 Axes>"
858 ]
859 },
860 "metadata": {},
861 "output_type": "display_data"
862 },
863 {
864 "data": {
865 "image/png": 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",
866 "text/plain": [
867 "<Figure size 600x600 with 1 Axes>"
868 ]
869 },
870 "metadata": {},
871 "output_type": "display_data"
872 },
873 {
874 "data": {
875 "image/png": 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",
876 "text/plain": [
877 "<Figure size 600x600 with 1 Axes>"
878 ]
879 },
880 "metadata": {},
881 "output_type": "display_data"
882 },
883 {
884 "data": {
885 "image/png": 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",
886 "text/plain": [
887 "<Figure size 600x600 with 1 Axes>"
888 ]
889 },
890 "metadata": {},
891 "output_type": "display_data"
892 }
893 ],
894 "source": [
895 "for target in targets:\n",
896 " ra = df[df['TARGET']==target]['RA']\n",
897 " dec = df[df['TARGET']==target]['DEC']\n",
898 " fp1_ra = df[df['TARGET']==target]['FP1_RA']\n",
899 " fp1_dec = df[df['TARGET']==target]['FP1_DEC']\n",
900 " fp2_ra = df[df['TARGET']==target]['FP2_RA']\n",
901 " fp2_dec = df[df['TARGET']==target]['FP2_DEC']\n",
902 " fp3_ra = df[df['TARGET']==target]['FP3_RA']\n",
903 " fp3_dec = df[df['TARGET']==target]['FP3_DEC']\n",
904 " fp4_ra = df[df['TARGET']==target]['FP4_RA']\n",
905 " fp4_dec = df[df['TARGET']==target]['FP4_DEC']\n",
906 "\n",
907 " fig, ax = plt.subplots(figsize=(6,6))\n",
908 " ax.set_title(target)\n",
909 " for i in range(len(fp1_ra)):\n",
910 " # Plot the footprint of the image\n",
911 " fp = np.array([[fp1_ra.iloc[i], fp1_dec.iloc[i]],\n",
912 " [fp2_ra.iloc[i], fp2_dec.iloc[i]],\n",
913 " [fp3_ra.iloc[i], fp3_dec.iloc[i]],\n",
914 " [fp4_ra.iloc[i], fp4_dec.iloc[i]]])\n",
915 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n",
916 " ax.add_patch(q)\n",
917 " ax.scatter(ra, dec, marker='*', s=10, color='b')\n",
918 " ax.set_xlabel('RA (deg)')\n",
919 " ax.set_ylabel('DEC (deg)')\n",
920 " ax.set_aspect('equal')\n",
921 " plt.show()"
922 ]
923 },
924 {
925 "cell_type": "code",
926 "execution_count": null,
927 "id": "261e782b",
928 "metadata": {},
929 "outputs": [],
930 "source": []
931 }
932 ],
933 "metadata": {
934 "kernelspec": {
935 "display_name": "base",
936 "language": "python",
937 "name": "python3"
938 },
939 "language_info": {
940 "codemirror_mode": {
941 "name": "ipython",
942 "version": 3
943 },
944 "file_extension": ".py",
945 "mimetype": "text/x-python",
946 "name": "python",
947 "nbconvert_exporter": "python",
948 "pygments_lexer": "ipython3",
949 "version": "3.11.5"
950 }
951 },
952 "nbformat": 4,
953 "nbformat_minor": 5
954}