Summary of my astronomy observations with statistics and sky maps
statistics astronomy astrophotography
1{ 2 "cells": [ 3 { 4 "cell_type": "code", 5 "execution_count": 5, 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": 6, 24 "id": "4e580faa", 25 "metadata": {}, 26 "outputs": [], 27 "source": [ 28 "# Load database\n", 29 "df = pd.read_csv(\"astro_footprint_database.csv\")" 30 ] 31 }, 32 { 33 "cell_type": "markdown", 34 "id": "973c1895", 35 "metadata": {}, 36 "source": [ 37 "## Basic statistics" 38 ] 39 }, 40 { 41 "cell_type": "code", 42 "execution_count": 7, 43 "id": "a61301a6", 44 "metadata": {}, 45 "outputs": [ 46 { 47 "name": "stdout", 48 "output_type": "stream", 49 "text": [ 50 "Total number of observations: 3856\n", 51 "Total exposure time: 190515s = 52h 55m 15s\n" 52 ] 53 } 54 ], 55 "source": [ 56 "print(f\"Total number of observations: {df.count()['EXPTIME']}\")\n", 57 "total_time = df['EXPTIME'].sum()\n", 58 "hours = total_time // 3600\n", 59 "minutes = (total_time % 3600) // 60\n", 60 "seconds = total_time % 60\n", 61 "print(f\"Total exposure time: {total_time:.0f}s = {hours:.0f}h {minutes:.0f}m {seconds:.0f}s\")" 62 ] 63 }, 64 { 65 "cell_type": "code", 66 "execution_count": 21, 67 "id": "d8639118", 68 "metadata": {}, 69 "outputs": [ 70 { 71 "data": { 72 "text/html": [ 73 "<div>\n", 74 "<style scoped>\n", 75 " .dataframe tbody tr th:only-of-type {\n", 76 " vertical-align: middle;\n", 77 " }\n", 78 "\n", 79 " .dataframe tbody tr th {\n", 80 " vertical-align: top;\n", 81 " }\n", 82 "\n", 83 " .dataframe thead tr th {\n", 84 " text-align: left;\n", 85 " }\n", 86 "\n", 87 " .dataframe thead tr:last-of-type th {\n", 88 " text-align: right;\n", 89 " }\n", 90 "</style>\n", 91 "<table border=\"1\" class=\"dataframe\">\n", 92 " <thead>\n", 93 " <tr>\n", 94 " <th></th>\n", 95 " <th colspan=\"2\" halign=\"left\">EXPTIME</th>\n", 96 " <th colspan=\"2\" halign=\"left\">RA</th>\n", 97 " <th colspan=\"2\" halign=\"left\">DEC</th>\n", 98 " <th>First</th>\n", 99 " <th>Last</th>\n", 100 " </tr>\n", 101 " <tr>\n", 102 " <th></th>\n", 103 " <th>sum</th>\n", 104 " <th>count</th>\n", 105 " <th>mean</th>\n", 106 " <th>std</th>\n", 107 " <th>mean</th>\n", 108 " <th>std</th>\n", 109 " <th></th>\n", 110 " <th></th>\n", 111 " </tr>\n", 112 " <tr>\n", 113 " <th>TARGET</th>\n", 114 " <th></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 " </tr>\n", 123 " </thead>\n", 124 " <tbody>\n", 125 " <tr>\n", 126 " <th>29/Amphitrite</th>\n", 127 " <td>4710.0</td>\n", 128 " <td>157</td>\n", 129 " <td>141.001428</td>\n", 130 " <td>0.002492</td>\n", 131 " <td>19.160669</td>\n", 132 " <td>0.004910</td>\n", 133 " <td>2025-03-18T19:00:49.880</td>\n", 134 " <td>2025-03-18T20:24:49.222</td>\n", 135 " </tr>\n", 136 " <tr>\n", 137 " <th>Coma Cluster</th>\n", 138 " <td>12600.0</td>\n", 139 " <td>169</td>\n", 140 " <td>194.991914</td>\n", 141 " <td>0.002925</td>\n", 142 " <td>27.992399</td>\n", 143 " <td>0.003052</td>\n", 144 " <td>2025-04-30T22:21:00.212</td>\n", 145 " <td>2025-05-01T02:45:39.147</td>\n", 146 " </tr>\n", 147 " <tr>\n", 148 " <th>Crab Nebula</th>\n", 149 " <td>7200.0</td>\n", 150 " <td>260</td>\n", 151 " <td>83.632718</td>\n", 152 " <td>0.005628</td>\n", 153 " <td>22.013808</td>\n", 154 " <td>0.003753</td>\n", 155 " <td>2025-03-02T20:01:21.168</td>\n", 156 " <td>2025-03-02T22:20:31.768</td>\n", 157 " </tr>\n", 158 " <tr>\n", 159 " <th>HAT-P-20b</th>\n", 160 " <td>7080.0</td>\n", 161 " <td>59</td>\n", 162 " <td>111.916106</td>\n", 163 " <td>0.003925</td>\n", 164 " <td>24.337611</td>\n", 165 " <td>0.003294</td>\n", 166 " <td>2025-03-07T22:21:52.335</td>\n", 167 " <td>2025-03-08T00:25:54.565</td>\n", 168 " </tr>\n", 169 " <tr>\n", 170 " <th>Horsehead Nebula</th>\n", 171 " <td>17960.0</td>\n", 172 " <td>715</td>\n", 173 " <td>85.270775</td>\n", 174 " <td>0.027861</td>\n", 175 " <td>-2.471025</td>\n", 176 " <td>0.021261</td>\n", 177 " <td>2025-01-11T18:25:36.421</td>\n", 178 " <td>2025-01-12T23:51:53.615</td>\n", 179 " </tr>\n", 180 " <tr>\n", 181 " <th>M 3</th>\n", 182 " <td>13905.0</td>\n", 183 " <td>470</td>\n", 184 " <td>205.548878</td>\n", 185 " <td>0.016544</td>\n", 186 " <td>28.375040</td>\n", 187 " <td>0.019413</td>\n", 188 " <td>2024-03-06T22:52:39.139</td>\n", 189 " <td>2025-04-11T02:11:02.803</td>\n", 190 " </tr>\n", 191 " <tr>\n", 192 " <th>M 51</th>\n", 193 " <td>20730.0</td>\n", 194 " <td>261</td>\n", 195 " <td>202.475200</td>\n", 196 " <td>0.003035</td>\n", 197 " <td>47.197251</td>\n", 198 " <td>0.004787</td>\n", 199 " <td>2025-04-04T19:22:36.520</td>\n", 200 " <td>2025-04-05T01:50:55.278</td>\n", 201 " </tr>\n", 202 " <tr>\n", 203 " <th>M 81</th>\n", 204 " <td>7740.0</td>\n", 205 " <td>69</td>\n", 206 " <td>148.892783</td>\n", 207 " <td>0.007024</td>\n", 208 " <td>69.066432</td>\n", 209 " <td>0.001888</td>\n", 210 " <td>2025-04-07T19:48:42.938</td>\n", 211 " <td>2025-04-07T22:08:00.081</td>\n", 212 " </tr>\n", 213 " <tr>\n", 214 " <th>M 82</th>\n", 215 " <td>9120.0</td>\n", 216 " <td>106</td>\n", 217 " <td>148.866749</td>\n", 218 " <td>0.009357</td>\n", 219 " <td>69.661811</td>\n", 220 " <td>0.003603</td>\n", 221 " <td>2025-04-11T19:14:21.585</td>\n", 222 " <td>2025-04-11T21:58:40.280</td>\n", 223 " </tr>\n", 224 " <tr>\n", 225 " <th>NGC 3842</th>\n", 226 " <td>27990.0</td>\n", 227 " <td>668</td>\n", 228 " <td>175.991417</td>\n", 229 " <td>0.003807</td>\n", 230 " <td>19.949320</td>\n", 231 " <td>0.003464</td>\n", 232 " <td>2025-04-02T19:09:00.538</td>\n", 233 " <td>2025-04-03T03:56:57.979</td>\n", 234 " </tr>\n", 235 " <tr>\n", 236 " <th>NGC 474</th>\n", 237 " <td>4620.0</td>\n", 238 " <td>86</td>\n", 239 " <td>19.921468</td>\n", 240 " <td>0.003790</td>\n", 241 " <td>3.388765</td>\n", 242 " <td>0.004461</td>\n", 243 " <td>2024-11-09T19:42:23.545</td>\n", 244 " <td>2024-11-15T19:53:00.148</td>\n", 245 " </tr>\n", 246 " <tr>\n", 247 " <th>NGC 5957</th>\n", 248 " <td>19140.0</td>\n", 249 " <td>219</td>\n", 250 " <td>233.834934</td>\n", 251 " <td>0.003369</td>\n", 252 " <td>11.970143</td>\n", 253 " <td>0.003198</td>\n", 254 " <td>2025-04-11T22:02:39.208</td>\n", 255 " <td>2025-04-12T03:39:06.334</td>\n", 256 " </tr>\n", 257 " <tr>\n", 258 " <th>NGC 7331</th>\n", 259 " <td>12280.0</td>\n", 260 " <td>441</td>\n", 261 " <td>339.171464</td>\n", 262 " <td>0.018039</td>\n", 263 " <td>34.213683</td>\n", 264 " <td>0.004450</td>\n", 265 " <td>2024-10-11T22:34:13.141</td>\n", 266 " <td>2024-11-01T22:42:55.848</td>\n", 267 " </tr>\n", 268 " <tr>\n", 269 " <th>TIC 272758199.01</th>\n", 270 " <td>12960.0</td>\n", 271 " <td>72</td>\n", 272 " <td>237.316982</td>\n", 273 " <td>0.009771</td>\n", 274 " <td>71.443202</td>\n", 275 " <td>0.003316</td>\n", 276 " <td>2025-03-18T20:44:42.772</td>\n", 277 " <td>2025-03-19T00:24:05.760</td>\n", 278 " </tr>\n", 279 " <tr>\n", 280 " <th>TOI-2154b</th>\n", 281 " <td>12480.0</td>\n", 282 " <td>104</td>\n", 283 " <td>71.001980</td>\n", 284 " <td>0.021346</td>\n", 285 " <td>84.364972</td>\n", 286 " <td>0.003373</td>\n", 287 " <td>2025-03-27T18:51:53.961</td>\n", 288 " <td>2025-03-27T22:36:14.906</td>\n", 289 " </tr>\n", 290 " </tbody>\n", 291 "</table>\n", 292 "</div>" 293 ], 294 "text/plain": [ 295 " EXPTIME RA DEC \\\n", 296 " sum count mean std mean std \n", 297 "TARGET \n", 298 "29/Amphitrite 4710.0 157 141.001428 0.002492 19.160669 0.004910 \n", 299 "Coma Cluster 12600.0 169 194.991914 0.002925 27.992399 0.003052 \n", 300 "Crab Nebula 7200.0 260 83.632718 0.005628 22.013808 0.003753 \n", 301 "HAT-P-20b 7080.0 59 111.916106 0.003925 24.337611 0.003294 \n", 302 "Horsehead Nebula 17960.0 715 85.270775 0.027861 -2.471025 0.021261 \n", 303 "M 3 13905.0 470 205.548878 0.016544 28.375040 0.019413 \n", 304 "M 51 20730.0 261 202.475200 0.003035 47.197251 0.004787 \n", 305 "M 81 7740.0 69 148.892783 0.007024 69.066432 0.001888 \n", 306 "M 82 9120.0 106 148.866749 0.009357 69.661811 0.003603 \n", 307 "NGC 3842 27990.0 668 175.991417 0.003807 19.949320 0.003464 \n", 308 "NGC 474 4620.0 86 19.921468 0.003790 3.388765 0.004461 \n", 309 "NGC 5957 19140.0 219 233.834934 0.003369 11.970143 0.003198 \n", 310 "NGC 7331 12280.0 441 339.171464 0.018039 34.213683 0.004450 \n", 311 "TIC 272758199.01 12960.0 72 237.316982 0.009771 71.443202 0.003316 \n", 312 "TOI-2154b 12480.0 104 71.001980 0.021346 84.364972 0.003373 \n", 313 "\n", 314 " First Last \n", 315 " \n", 316 "TARGET \n", 317 "29/Amphitrite 2025-03-18T19:00:49.880 2025-03-18T20:24:49.222 \n", 318 "Coma Cluster 2025-04-30T22:21:00.212 2025-05-01T02:45:39.147 \n", 319 "Crab Nebula 2025-03-02T20:01:21.168 2025-03-02T22:20:31.768 \n", 320 "HAT-P-20b 2025-03-07T22:21:52.335 2025-03-08T00:25:54.565 \n", 321 "Horsehead Nebula 2025-01-11T18:25:36.421 2025-01-12T23:51:53.615 \n", 322 "M 3 2024-03-06T22:52:39.139 2025-04-11T02:11:02.803 \n", 323 "M 51 2025-04-04T19:22:36.520 2025-04-05T01:50:55.278 \n", 324 "M 81 2025-04-07T19:48:42.938 2025-04-07T22:08:00.081 \n", 325 "M 82 2025-04-11T19:14:21.585 2025-04-11T21:58:40.280 \n", 326 "NGC 3842 2025-04-02T19:09:00.538 2025-04-03T03:56:57.979 \n", 327 "NGC 474 2024-11-09T19:42:23.545 2024-11-15T19:53:00.148 \n", 328 "NGC 5957 2025-04-11T22:02:39.208 2025-04-12T03:39:06.334 \n", 329 "NGC 7331 2024-10-11T22:34:13.141 2024-11-01T22:42:55.848 \n", 330 "TIC 272758199.01 2025-03-18T20:44:42.772 2025-03-19T00:24:05.760 \n", 331 "TOI-2154b 2025-03-27T18:51:53.961 2025-03-27T22:36:14.906 " 332 ] 333 }, 334 "execution_count": 21, 335 "metadata": {}, 336 "output_type": "execute_result" 337 } 338 ], 339 "source": [ 340 "df['TARGET'] = df['TARGET'].str.split(' Panel', expand=True)[0]\n", 341 "df_stats = df.groupby(['TARGET']).agg({'EXPTIME': ['sum', 'count'],'RA': ['mean', 'std'],'DEC': ['mean', 'std']})\n", 342 "df_stats['First'] = df.groupby('TARGET').first()['DATE']\n", 343 "df_stats['Last'] = df.groupby('TARGET').last()['DATE']\n", 344 "df_stats" 345 ] 346 }, 347 { 348 "cell_type": "code", 349 "execution_count": 22, 350 "id": "a2b404e9", 351 "metadata": {}, 352 "outputs": [], 353 "source": [ 354 "# Update table in README.md\n", 355 "df_md = pd.DataFrame({'Target': df_stats.index.values, \n", 356 " 'Total time (s)': df_stats['EXPTIME']['sum'].values, \n", 357 " 'Observations': df_stats['EXPTIME']['count'].values, \n", 358 " 'RA (deg)': df_stats['RA']['mean'].values, \n", 359 " 'DEC (deg)': df_stats['DEC']['mean'].values, \n", 360 " 'First': df_stats['First'].values, \n", 361 " 'Last': df_stats['Last'].values}, index=None)\n", 362 "str_md = df_md.to_markdown(index=False, floatfmt=\".2f\", colalign=(\"left\", \"right\", \"right\", \"right\", \"right\", \"left\", \"left\"), tablefmt=\"github\")\n", 363 "\n", 364 "with open(\"README.md\", \"r\") as f:\n", 365 " text = f.read()\n", 366 " start = text.find(\"## Observations statistics\")\n", 367 " end = text.find(\"## Observations locations\", start + 1)\n", 368 "\n", 369 "with open(\"README.md\", \"w\") as f:\n", 370 " f.write(text[:start])\n", 371 " f.write(\"## Observations statistics\\n\\n\")\n", 372 " f.write(str_md)\n", 373 " f.write(\"\\n\\n\")\n", 374 " f.write(text[end:])" 375 ] 376 }, 377 { 378 "cell_type": "code", 379 "execution_count": 10, 380 "id": "b916a131", 381 "metadata": {}, 382 "outputs": [], 383 "source": [ 384 "def frame2icrs(a, b, f_in='galactic'):\n", 385 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n", 386 " coord_out = coord.transform_to('icrs')\n", 387 " return coord_out.ra.wrap_at('180d').radian, coord_out.dec.radian\n", 388 "\n", 389 "def frame2gal(a, b, f_in='icrs'):\n", 390 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n", 391 " coord_out = coord.transform_to('galactic')\n", 392 " return coord_out.l.wrap_at('180d').radian, coord_out.b.radian" 393 ] 394 }, 395 { 396 "cell_type": "code", 397 "execution_count": 11, 398 "id": "b8ac19bc", 399 "metadata": {}, 400 "outputs": [], 401 "source": [ 402 "ra_gal, dec_gal = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n", 403 "ra_cel, dec_cel = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n", 404 "ra_ecl, dec_ecl = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')\n", 405 "\n", 406 "l_gal, b_gal = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n", 407 "l_cel, b_cel = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n", 408 "l_ecl, b_ecl = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')" 409 ] 410 }, 411 { 412 "cell_type": "code", 413 "execution_count": 12, 414 "id": "1e619707", 415 "metadata": {}, 416 "outputs": [ 417 { 418 "data": { 419 "image/png": 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", 420 "text/plain": [ 421 "<Figure size 1000x600 with 1 Axes>" 422 ] 423 }, 424 "metadata": {}, 425 "output_type": "display_data" 426 } 427 ], 428 "source": [ 429 "# Plot the footprint of the images\n", 430 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 431 "ax.grid(True)\n", 432 "ax.set_axisbelow(True)\n", 433 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 434 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 435 "ax.scatter(ra_cel, dec_cel, color='m', alpha=1, s=1, label='Celestial equator')\n", 436 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 437 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 438 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 439 "\n", 440 "for target in df_stats.index:\n", 441 " data = df_stats.loc[target]\n", 442 " ra = data['RA']['mean']\n", 443 " dec = data['DEC']['mean']\n", 444 " ra = np.deg2rad(ra)\n", 445 " dec = np.deg2rad(dec)\n", 446 " ra = ra-2*np.pi if ra>np.pi else ra\n", 447 " name = target\n", 448 " ax.scatter(ra, dec, color='r', marker='x', alpha=1, s=20, label='Footprint')\n", 449 " ax.annotate(name, xy=(ra, dec), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n", 450 "\n", 451 "ax.set_title('ICRS frame')\n", 452 "fig.savefig(\"images/astro_target-ICRS_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 453 "plt.show()" 454 ] 455 }, 456 { 457 "cell_type": "code", 458 "execution_count": 13, 459 "id": "88120ab7", 460 "metadata": {}, 461 "outputs": [ 462 { 463 "data": { 464 "image/png": 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ZMwd++00scOrpefrbAUnMSEhIWAnr16+npKSEW2+91WK+QqEgMzOTTz/9lMbGRgIDA5k+fTpfffUVrq6ug9TagWfhwoVMmDCBN998k9dff53y8nJkMhkhISFMnDiRDRs2MGPGDPPyq1at4v777+eRRx5Br9czadIk1q1bd0qrV2/WDQ4OZvfu3SxdupQXXniBuro6fH19SU9PN8eXODk58dFHH7Fs2TLOOeccdDodS5cuNdeaOZ7ly5cTGxvL//3f/3H99ddjY2NDbGws99133+mfvG6wtbXll19+4f777+eOO+7AxsaGWbNmsX79esI6O3v3Ac7Ozvz111+88MILvP/++xQWFuLo6EhYWBizZs0iIiKiT/cnIfFPY9IkePttuPdeMR3wggWQlARyuWit+Xu8B1PonJsbTJkixtD4+IjphLdsEVMNn2K8p1frLl8uiqwpU2DxYkhJgcZGMW3xokViyuLoaNFN7vPPxdgaFxfRKtGdZSIiQtzOM8+IYuLaa8X0yocPi25ZPRnv+f57UZjMni0WE33qKRg+XIydOREXXgivvSa61y1YIFpyXnmlq6DrDcuXizFAEyeKdYHi40GtFq1ov/0G777bC3e6nucKkJCQkJCQkJCQkLBODh4UhFtuEYTISDHFr4ODIMTECMJNNwnChg2Wy5aVCcIVVwiCp6cguLoKwnnnCUJWlpiNa968juW6y2bW03UFQUyzfOutghAQIGY2CwoShKuuEoTO1QW++EIQEhLE70HMPCYI3admFgQx5XFamnh8Li5iauXusqF1xrStffsE4aKLxPVcXQXh2mst2yII3Wcz++gjQYiPF89rVJQgPP+8mKoZBKGwsGO58HBBuPDCrvvvbps1NYJw333i9bK1FTOejR4tCE88IWaH6ykyQZCqdUlISEhISEhISEicrTz9tGi5qakRLUpnE/LBboCEhISEhISEhISEhMTpIIkZCQkJCYmhjV4vOmAnJIiO8gkJomN3Y+PgtGffPjjvPIiKguRkMVLXlPZn2jQxJdDpsnIlHD3aB42UkJCQODuQxIyEhISExNDmttvESm47dogRrYcPi9Gtp8qx2h9kZ8O554pV7QoKICtLTK/U1NQ32z9dMWM0ipOEhMQ/kqefFrOwnW0uZiCJGQkJCQmJoUxeHnzzDXz8cUd+T7kc5s4VLSMAL70kWmxSUsQS1yZh8fTTYjqgOXMgJkZM53PggFi0IipKTDdk4rXXxOp4I0fC2LGwa1f37XnhBbj1Vrjooo55wcFiie3juflmeOutjs8PPyy2CcRqcqmpYint5GT46Scx9+vevWLqnxEjxJQ/IKYVGjtWTON0wQVQWtpxfDfeCJdfLi5fUdHDkyohISExdJBSM0tISEhI9DkGgwGNRoNWq0Wr1aLRaNDpdAiCcMLJ2MlyIJPJTjrJ5XJsbW1x27wZ56gotM7O2BuNyOXHjdGtWSMKnR07xLypCxaIuU3fflv8fu9ecXJxEcXAY4+J6+j1EBkpFq6IixNFgUnc7NwpWoOysroe+L59J64C1xuefFLMTTpxomhRaW4W2/+//4miZ84ccblVq0RLzY4dYhGIzz6De+4RxQ/Apk2wfz/4+Z15myQkJCSsEEnMSEhISPwDEAQBrVZLS0sLLS0ttLa2mt+f7HN7e7tZjHR+PdF706uxG5cmhUJhFiInEyqm9p5I8JhejUYjc4EngBFOTuZ92NvbY2dnh52dHc+0t9NqZ8d/J07E3t6eZJ2OZwsKuDU3l1uKi/E0GPhkwQKcnZ25U6OhVq/n0Ouv4+rqypWenuR99hntU6YQcvgwYf/7H7bNzcjt7FAcPoxMqwU7u/65YDNnwgMPwJVXipXyRozofrkffxTFmKkKnsFgWdluzhxJyEhISJzVSGJGQkJCYohgNBppbGykrq7uhFNtbS2NjY3dChS9Xg+AXC7H1dXVPLm4uHT73s/PDycnJwtxcLrvbW1tu1pNeoJWK7qMZWWJVoawMCgpgenTMSQloV+2DLtJk6g5cACNi0sXkRX4yitonJ1JuuoqNBoNTrm5uL/+Otdffz3x332HXKUiLS2NtrY22L2bRrWajIwMWltbmVRVxTdffMH6r75iZ14e5zs6slWlwkUQaAa8XFyQu7lZnLvljY20L17M2g0b8Pb27jIlq9UY29pwEgRkNjaWJcPVatFCBKJbW3a2eMzz5onucY880vX8CIJoxTmu2KwZ0/YkJP7BrDy4klt+uuWE32+at4lpEdN6vL1pK8VlN9+82TxPtkzG0qlLeXra071u36rMVVS3VfPA+Ae6fHcm2z1dNhdtZvon03t9XgYLScxISEhIDBJqtZqKigoqKiqorKyktrb2pCKloaEBo9GInZ1dtx1lb29voqOj8fT0PKFYcXV1xcHBwWwBsXrq6kQhU1AA06fDp5/CTTdBQQEKQBEQAFdcgc+jj4rB8cHBYgf/s8/EsuDz5sEjjxD1xhvg6gp33gmXX84tt9wCxcXQ2sqohx8W91VYSNqYMVx7zz3i52nTeOPhh8Xy3X5+/FlYiNHHB/2yZbB8Obt376bZaLQQjY1HjnDBK69QW1HBNpWKQ4cOIS8vJ6W0lHeNRr6urubla67hjxtu4GkHB0Z88w0vfvcdEa6uvPrXXxxMSeGAkxNRWi22KSkEjh1LTHMzHtu3i0Gubm6WyQQuvhjefBMuvRS8vECnE8/XyJEDeZUkJIYEH1/yMQk+CV3mJ/omnvG2d9y2gxC3npast2RV5iqyqrO6FTNnst1/CpKYkZCQkOhjOouU8vJyysvLze87z2toaEChUBAYGIi/vz8+Pj5mURIREcHo0aPNnzt/5+zsPHTEyJkSGChaJ6ZPFwVNero4PypKnB8YCB99BP/+N4wbBzY2opiZMkXs6J9/PmRmiumRZTIxqP6dd3rXBjc3MfXz2LHIw8Kwu/hiAGJiYrq3fMyZw61PPMGtBw6As7O4/nvvseziixGmTWPMnXdSlZZGQ34+EQ8/zE+FhdR7eFARFoZWq2X//v1M3LiRwJYW2vV6juj13AVU+PlxtYsLj27ciPG++9h8zjm0Tp7M5OHDiR43DhtbW2wB2fz5kpiRkOiGZL9kxgSN6Zdtjw8ZP6S2ezYhEwRBGOxGSEhISAwVWlpaKCoqMk/Hi5XjRUpgYCBBQUEEBQWZ33d+9fX1PT33q38a27Z1CBmArVtFy8s/AL1eT1VVVbeCuPO8qqoqAHx8fLr85oKDg4mIiCAyMpKwsDAcHR0H+agkJAYOk5vZntv3nFLMGAUjb+9+mw8PfEhuXS72CnsSfBJYPHkxF8eLAxk9cTMz7XPtDWtZlbWKn3J+QmPQMCNyBm+e9yZRnlHmbW0p3tKlHcJSodvtAiiblSzbsow1eWuoaq3Cx8mHiaETefuCt/F38T/hscmWybg77W5S/FJ4dcerFDcVE+0ZzZKpS7gm+Rrzct25me0t38sr219hZ9lOqtqq8Hf2Z0LoBF6Y+QLhHuFdzvXGmzbydfbXfHP4GwQEpoZP5a0L3iLINciiTV9lfcUbu94goyoDGTImhU3ihZkvMDKw5wMykmVGQuI4lEoljz76KGvWrEGlUhEXF8eHH37I6L8DbAVBYNmyZbz//vs0NDQwbtw43n77bZKSkszbyM3N5dZbb6W4uJgFCxawZMmSwTociV7S2tpqIVaOn+rq6nB1dSUyMpLw8HBCQkKIiYlhypQpFsLFx8dHEil9RUmJ6FrWmZtu6oihOcuxsbEhODiY4ODgky53ItFTUVHB3r17zb9htVpNQEAAERERFlNkZCQRERGEhYXh4OAwQEcnITFwGIwG9Ea9xTwZMhTyjqQZN/94M//L+B+3jbyN5dOXY6ewY3/Ffooai05rn7f9fBuzo2az6opVlDaV8uSmJ5m2choZd2bg4eDBOxe+w4JfFpDfkM8PV/9wyu0pm5WkfZCGzqhjcfpiUv1TqVPV8UfeHzSoG04qZgB+zv2ZTUWbWD59Oc62zryz9x2u/e5abOQ2XJl45QnXK2osIt47nmuSr8HL0YuKlgpW7F1B2gdpHL77MD5OlgVs5v8ynwtjLzQf97/W/Ysbvr+BjfM2mpd57q/neHLjk9wy4haenPwkWoOWl7e/zOSPJ7P79t09dv+TxIyERCcaGhqYNGkS06dPZ82aNfj5+ZGfn4+Hh4d5mZdeeonXXnuNlStXEhcXx7///W9mz55Nbm4urq6uANx9993ceOONpKWlsXDhQmbOnMmkf8gosrWjVqspKCigsLCQoqIiCgsLKS4uNnf0amtrcXZ2NnfsIiIimDhxItddd535s6en5z/HzWuwqajocDGLirKImWH6dNFCExg42K20CnoiegRBoLq62vx7N/0PDhw4YJ6n0WgIDAwkIiKC8PBw83+h83/C1tZ2AI9MQqJvGP9hV5cthUyBfokocP4q/ovPMj7jiclP8O8Z/zYvc17Meae9zzFBY/jwkg/Nn5P8kpj00STe3v02T0x5gkTfRDwcPLBX2PfIpWzJpiXUttdyaOEhhvkOM8+/KumqHrWntr2WPbfvMYueC2IvIHlFMo9vePykYubKxCstvjcYDcyJm4P/K/6sylzFfePus1j+vOjz+M/5/zF/rlfV88j6R6hsrSTAJYDSplKWbl7KPWPvsVhudvRsYv8vlmVblvHVlV/16JgkMSMh0YkXX3yR0NBQPv74Y/O8iIgI83tBEHjjjTd44oknuPzyywH45JNP8Pf3Z9WqVdxxxx0ANDY2MnLkSFJTUwkKCqKpr6p/S/QIQRBQKpXk5uZ2mYqLi3F0dDR3zhwdHQkNDeXqq682z/Py8pLEirXg7S0WjYQOS4wphiY5WfxeosfIZDL8/f3x9/dn3LhxXb43Go1UVVWZhc6ff/5JXl4e+/btMwt/o9FIdHQ0cXFxxMfHW0y+vr7Sf0fCavn00k8tBACIlhkTa/LWAHB32t19ts/rU663+DwxdCLh7uFsKtrEE1Oe6PX21uStYXrk9C7H0VNmRs20sN4o5AquTrqaZVuWUdZcdsJkA63aVp7Z8gzfHfmOosYiDEJHJsYjNUe6LG9yyTOR6p8KQHFjMQEuAfyR/wd6o56bht9kYS1zsHFgavhUNhVt6vExSWJGQqITP//8M+eeey5z585ly5YtBAcHc9ddd3H77bcDUFhYSGVlJeecc455HXt7e6ZOncr27dvNYmb58uXMnj0blUrFnDlzOPfccwfleM52WltbOXr0aBfBcvToUdrb24mIiDB3si655BLz+6CgIHOHq7W1lc2bNzN27Fj8pHoc1oedHXzzjZjVzGSBCQsTLTLe3v1X5+UfilwuN8d6+fv74+3tzYwZM8yWGIPBQElJicX/7YsvviA3NxelUomHh0cXgRMfH09MTIzkuiYx6AzzHXbSmJmathoUMgUBLgF9ts/uthXgEkCdqu60tlfTXkOI6+lnNwtw7r49AHXtdScUM9d9dx0bCjfw1JSnSAtKw83eDZlMxgWfX4BKr+qyvLeT5UCTvY09gHnZqlYxxi/tg7Ru9yeX9dxNWxIzEhKdKCgoYMWKFSxatIjFixeze/du7rvvPuzt7bnpppuorKwEwN/f0ifV39+f4uJi8+cLLriAmpoampub8fX1HdBjOBuprq4mIyOD7Oxsi06UUqnE09PT3GFKTU1l7ty5xMfHEx0d3aPOk4uLCykpKezbt4/JkyfjItXlsD7s7Lq6kkmuZf1KbW0thw8fZsKECRYuZQqFgsjISCIjIznvPEvXm+MHF7Kysvjuu+/Izc3tMrgQHx9PcnIyKSkpFm68EhKDia+zLwbBQGVrJYGufXOPqWyt7HZejFfMaW3P18mXspay029PW/ftga4CxESTuonVR1ezdOpSHkt/zDxfo9dQr6o/rXaYYmy+nfutRQKB00ESMxISnTAajYwZM4bnnnsOgJEjR5Kdnc2KFSu4qVMA8vFuFIIgdJlnb28vCZleolarOXLkCBkZGWRkZJCZmUlGRgZVVVVERUWRnJxMfHw81113nblD5OPjc8ZuLeHh4bS0tLBz504mTZokZXqS+EfT2NjI7t27SUlJwbsXbnwuLi6MGjWKUaNGWcwXBIHy8nKLgYiffvqJZ599FqVSSVhYGKmpqaSmppKSkkJqaipxcXHY2EhdFImB5fyY83l+6/Os2LuC5dOX98k2P8/8nCsSrzB/3l66neKmYuaPmm+eZ29j361140Rt/CzjM3Jrc4n3ie91ezYUbKCqtcrsamYwGvgq+yuiPaNPaJWRyWQICGbrion/7v+vhbtZbzg35lxs5DbkN+RbnJ/TQbpTSEh0IjAwkMREy+wZw4YN47vvvgMgIEA0xVZWVhLYaWS4urq6i7VG4sQIgkBpaalZtJiES25uLi4uLuaOzZVXXsny5ctJSkoyJ1foL5KSktDr9WzdupWJEyfi7Ozcr/uTkLBG6uvr2blzJ3FxcYSHn9loqQmZTGZOTDBjxgyL7+rq6sjMzDQPXLz++utkZmZiNBpJTEy0EDipqanSfVbijMiqzuqSzQwg2jMaX2dfJodP5sbUG/n3n/+mqrWKOXFzsLex50DFAZxsnbh33L293ufe8r3M/3k+cxPnUtpcyhMbnyDYNZi70u4yL5Pil8L3R75nxZ4VjA4ajVwmP6E73PLpy1mTt4YpK6ewOH0xKf4pNKob+T3vdxZNWNRtUdDO+Dj5MOPTGTw15SlzNrOc2hy+vOLLE67jZu/GlPApvLz9ZXycfIjwiGBL0RY+PPAhHg4evT4nABEeESyftpwnNj5BQUMB58Wch6eDJ1VtVexW7sbZ1pll05f1aFuSmJGQ6MSkSZPIzc21mHf06FHzQz0yMpKAgADWrVvHyL+L0mm1WrZs2cKLL7444O0dCrS3t3Po0KEuwqW1tdXsGjZ8+HBuuOEGUlNTCQ0NHZQAYplMxvDhw8nOzubPP/8kLS0NHx+fU68oIXGWUFZWxsGDB0lKSiIyMnJA9unt7c20adOYNm2aeZ7BYKCgoMB8v9i6dSvvvPMOBQUF+Pn5dRE4ycnJ2EmxUxI94Jafbul2/gcXfWC2lKy8dCWjAkfx4YEPWXloJY42jiT6JrJ48uLT2ueHF3/IZxmfcc1316DRa5geOZ03z3sTL0cv8zL3j7uf7JpsFm9cTJO6CQHBXGfmeILdgtl9+26WblrKC9teoK69Dl9nX9LD0i22eSIujr+YJN8kntz4JCVNJUR7RfP55Z9zdfLVJ11v1eWruP/3+3lk3SPojXomhU1i3Y3ruHDVhb07IZ14fPLjJPom8uauN/ki6ws0eg0BLgGkBaexcPTCHm9HKpopIdGJPXv2MHHiRJYtW8ZVV13F7t27uf3223n//fe5/noxI8mLL77I888/z8cff0xsbCzPPfccmzdvtkjN/E9Fp9ORmZnJnj17zFN2djZeXl4MHz7c3PlITU1l2LBhVhsQXFRURFZWFnFxcURHR6NQKE69koTEEEWn03H48GGUSiWjR4+2WutHS0sL2dnZFgMjhw4dQqPRMHz4cNLS0sxTQkKCVOdJYlDpTaHOgcJUNPOtC94a7Kb0KZJlRkKiE2lpafzwww88/vjjLF++nMjISN544w2zkAF45JFHUKlU3HXXXeaimWvXrv3HCRmj0Uhubq6FcDl48CD29vaMGTOGtLQ0lixZQlpa2qBZW3qLIAg0NzdjNBrx8vIiJyeHoqIiJk2aJLmdSZyVNDQ0sG3bNgRBICAgALVaTWtrK87Ozlb3n3V1dWX8+PGMH99Ri8NoNJKXl2e+B73//vssXLgQGxsbRo8eTVpaGmPHjiUtLY3w8HCrOyYJCYkzR7LMSEhInBJBECguLrYQLvv27UOn0zFy5EiLEdHY2NghMyJqMBhoaGigvr6euro66uvrEQQBLy8vvL298fDwoLy8HKVSSVxcHDExMeKxRUSAgwNkZYEpSHnMGHjlFTC5y6xbB888A2Vl4OUFcjnMnw8LFojf6/Xw3HOwahUoFGAwwJQp8NJLcHx2pyeegJ9/FpcDePxxuPpvl4C6OrjtNrGIpE4HY8fCu+9C5yQGNTViTZbJk+Hbb8V5GzeK22lpEdt2ySXw73/DP7mzFxEB7e2gVIIpg9fGjTBzJjz0kHh9j+eWW2DfPvEc2trCCy+Iy1s5Op2OI0eOUFJSQlRUFF5eXtTX11NfX09DQwO2trbm/4GXlxfu7u5D5n+t1+vJzs62uF9lZGTg6elpca9KS0uzWiuUxNBHsswMHJKYkZCQ6EJbWxu7du1i69at7Ny5k71791JfX09KSopFRyApKWlIVQLX6XTU1dWZhUtjYyO2trbmDpu3tzdubm5dOm11dXVkZGRgMBhITEwkcOJEcYT3scfg79pCFmJm7Vq4+WZROEycKH5fXAxvvy2KFYB586C+Xqxo7+kJRiN89x2MHi1Wuu9MY2OHwCkvh4QEcXuenvDgg6IAee01URBdeCFcfDHc1RFcyty54OIiCheTmDlwANzdxX2p1TBrlrjOddf14RkfYkREgI+PKPKu+Du7zg03QG4uTJ3avZjpfG0OHhTPY02N1YpCo9FIcXExOTk5uLm5kZqa2sWqbDAYaGxstBD5RqMRT09PvL298fb2xtPTc0hlG1OpVBw8eNBC4OTm5hIaGkpaWhrjx49n8uTJjBo1Soq/kZAYYgydO5GEhES/UVtby9atW9m6dSt//fUX+/fvx9/fn8mTJ3Peeefx1FNPMWLEiCGXsliv11NXV0dtbS21tbU0Njbi7OyMj48P4eHhjBo1Cicnp1O6nnh7ezN16lRKSkrIyMjAS61G88QTuD3zDLIbbwQnJ8sVli+HJUs6hAxAeHiHkMnLEwtBlpSIggTEkf25c7tvQGdLTUuL2FE2Gi3nGY2g1YqWhZBO6TU//xz8/UWxtXp1x/y/E1gAopVpxAjRuvNP59Zb4aOPRDHT1AQ7d8K114LqBGlTO1+bxkarFjFKpZLc3FxkMhkjRowgICCg29++QqEwi5bY2FgEQaClpcUsbIqLi9FqtXh6euLj44OPjw+enp5WHVvm6OjIhAkTmDBhgnleU1MT+/btY8+ePWzdupUXXngBlUrFuHHjSE9PZ/LkyUyYMOEf50IsITHUkMSMhMQ/DEEQKCoq4q+//jKLl9zcXIYNG0Z6ejr33nsv6enpQ9K/3GAwUF9fbxYvDQ0NODo64uPjQ1RUFD4+PqctyORyOREREYSEhCDY2JBhY0NcQgIOy5bh9sILWJyp/fvh//7vxBvbvx9iY0UrQE/5z39Ey05ZmdjZNtX/eOopseMdECB2uK+7TrTMgGjFee012LKlwyLTHZWV4ve//dbz9pytTJkiXjulEn75RRSYp+qkP/aYKE4bGuD7761K0BgMBkpKSsjPz0cQBOLi4ggNDe2Vy5hMJsPNzQ03NzciIyMRBIG2tjbz/6yoqAi9Xo+Xl5dZ3Hh4eFi9W5q7uzszZswwp4s2Go3k5OSYB3b+97//UVJSwogRI8ziJj093ZyiX0JCwjqQxIyExFmOwWAgKyvLQrxUV1czZswY0tPTefHFF5k4ceKQTENsNBppbGykpqaGmpoaGhoasLOzw8fHh7CwMEaPHo3T8VaTnqDVirEonavMV1SAtzc2dnZgY8OECRNQJiTgedllbBk7lvEaDQqdDrPTXecO7fXXQ3a2KBpO1/px333idOiQ6Po0a5YoaL75BlJTYf160Spz8cWwcqXo5nb77aI1yMXlxNttboaLLoJHHoHjih2eVZzkmnK8W9GNN8Inn8CPP4qWrc8/P/m2X3hBnNavh3/9C7Zt67rNAUalUlFYWEhxcTEODg7Ex8cTHBzcJwJDJpPh4uKCi4sLERERZsuNSdzk5eVhNBrNwsbX1xc3NzerHxyRy+UkJiaSmJjIgr9j28rKyszi5plnniEzM5Po6GgLcRMbG2v1xyYhcTYjxcxISJxlGAwGDhw4wPr16/nzzz/Zvn07BoOBiRMnmh/AY8eOPb1OvhXQ3t5OdXU11dXV1NbWAuDr64uvry8+Pj5nnoVJqxVH47OyYNMmCAsT3cGmTxeD6L/5BuLiRJet5GSEe++lTa1G+OsvMm+6CdW4cUx+/HFsb70V2cLj8uTLZKJLWGWlKEBKSzssLL3hvPNEoXLFFWKbPvpIDPwH0Xqze7fYGffyAjc3cX5rq2i5SU+HP/4Q57W0wLnnwvnnixaes5WeXFM7OzFmZvVq8byNGiVe5z//hKefFs9fdzEzx5OQIIqf0aP7+6i6YIqHyc/Pp729HX9/fyIjI/H19R3QzrYpK2BtbS01NTXU1tZiY2ODn58ffn5++Pr6Ym9vf+oNWSGNjY1s377dPDC0e/duPDw8SE9PZ9q0acyaNYuEhARJ3EhIDCCSZUZC4iwgPz+f9evXs379ejZu3IjBYGD69Omce+65/Pvf/yY1NXVIBet2xhT3YhIwbW1teHp64ufnR2xsLB4eHn3bcairEzu9BQViZ/fTT+GmmzosKnV1Fou3PvggjmPGoJfJkP09HZwzh9Qnn6TCwwOfCy8Ufe7b2ztWiokRhchtt4lWFA8PEAT47DOYNAmioy3bdOQIDBsmvs/PF4P3ExPFz1FRsGaNKGZ0Ovj9d9FVCsQEAyZWrhQ76iZ3s9ZWURSde+7ZLWSgZ9e0s8UmKAief14UJidDr4fCQtFlEEQRWV3dNYFDPyIIAg0NDZSVlaFUKpHJZOYA9vb2dhobG3FxcRnQwQuZTIa7uzvu7u5ER0djNBqpq6ujpqaGvLw89u3bh7u7u1nceHl5Wb1LmgkPDw8uuOACLrjgAgDUajV79+7lr7/+YvXq1TzyyCN4e3sza9YsZs2axcyZMwns/NuSoDWjlbLXy2jc3IimQoPMRoZTnBN+1/gROD8QW6/eJZUpfLqQ4mXFTBOm9Ut7le8okTvJCbzZ8jqqilTsitxF/MfxXb47FWeyrjVStaoKbbWW0AdCB2X/Q7N3IyHxD6euro4NGzaYBUxZWRkTJ05k9uzZPPzww4wePXrIiheTy0pVVRXV1dXU19fj4OCAn58fw4YNw9fXt38zqAUGiqP306eLnd30dHF+VJQ4PzAQoyBQXFhIYXU17e3tjLzqKoLfe4+xY8eimDED47RpNMbE4PPCC8gffJAmT09snZyQvfwyDo6OYnzNRx+JqZDHjRPTOwuCKEJM8S6deewxMWmAra247FtvdYibN9+EhQtFC4PRKIqh++479XG++abY+W5rgx9+EOfNnSumgT7b6ME17cIt3VcKt8BgEN35mprEuBpnZ1EsmpI69BMmAVNeXk55eTk6nY6goCDS0tLw9vZGJpOh0+morKxEqVSSk5ODh4cHISEhBAUFDXixWrlcbraeJiYmolarqampobq6mr1796LX6/H19cXPzw9/f/8hZTV2cHAgPT2d9PR0Hn/8cdRqNdu3b2f9+vW8+eabzJs3j8TERLO4mTp1Ki4nc/s8yyn/oJxjdx3DMd6R0H+F4pTohKATaNnbQvm75TTvaCb5h+TBbqYFyneU2PrYdhEd9oH2jNwxEsfooZUYpz+oWlVFW1bboIkZyc1MQmIIoFKp2LZtG+vWrWP9+vUcPHiQ5ORkZs+ezaxZs5g8efKQLupoMBioq6ujsrKSqqoqNBoNPj4+5pHbQSngt21bR6cX0GzYQFl4OEqlksbGRvz8/AgJCSEgIOCkwlGn01FVVUV5eTnV1dXY29sTEBCAv78/3t7eVp0B6qzjuGvK1q2i+BsC6HQ6ampqqKqqoqqqCqPRSEBAAEFBQfj6+p70d6TRaMz1kurr6/Hx8SEkJITAwMBBT60uCAJNTU1my2t9fT2urq74+/sTEBCAp6fnkHbZqq+vZ9OmTaxfv55169ZRXFzMhAkTmDVrFrNnzyYtLW3IDjz1lqYdTRyYfACv2V4k/5iM3N7SGmfUGqn/vR6fi3sXv9nflpndybux9bFl5OaRp164h5xtlpmMORm0ZbUxoWjCqRfuIYIgYFQbUTie+hkpiRkJCSvEaDSa417Wr1/PX3/9ha+vL7Nnz2b27NnMmDFjyBd702g0VFVVUVlZSXV1Nba2tuZO/qk6Z/2OKZ6iU7B+W0AAh996C9/RowkKCjqtWhQGg4GamhrzMWu12iEXJD1k6eaami0zYWGD164TcHxyi/r6epydnc2d/NN1zVKpVCiVSsrKymhtbSUwMJDQ0NABj6s5ETqdjurqavPAhkwmMx9zv1tlB4DCwkI2bNjAunXr2LBhAzqdjmnTppkHpuLj463iOvQHmRdlUv97PeMKxuEQ2jPrYPVX1ZS9UUZrRivIwH2SO1EvROE6siNd9onETE/WVRWoKFhcQNOfTejqdNh42OCc7Ez0q9G4jnBlR8QONMUai+3ah9szoWhCt4KkPa+dkmdLaNrahEapwcbTBtdRrkQ+F4lLSodFrjdiRt+sp2h5EbXf1aJRarD1tcV3ri9Rz0ahcFZYLJf/UD4139dg1BhxT3cn9j+x7I7fTfjScCKfjgTgyM1HaNzc2EV4dHcelW8rqf6qmvacdgxtBhyjHPG/0Z+QB0OQ24r3nwPTDtC0palLu03b0dXrKHyykNqfatHV6LAPscfvWj8ilkRYCNrNss0E3R2Ec7IzyjeVqPJVxPwnhuCFwSc9PyC5mUlIWA2tra2sXbuW1atX8+uvv6LRaJg+fTqXXnopb7/99pDPmGMKCjZ1UhobG3F3dycgIID4+Hir6cgL5eUYp05FUVQkCphHH2X4a6/hXFpK2iOPiKP5p5mpSqFQEBAQQEBAgNmdzpTIICcnB4VCgZubG3Z2dsTGxnZbwFPiNKio6BAyUVGWMTPTp4vXdJDjGkyFKo8ePWp+r1AozFYUU02kM8XR0ZGYmBhiYmJobm6mpKSE/fv3I5PJCA0NJTQ0dFDrqtja2hIcHExwcDBGo5GGhgYqKyvJyclh7969+Pj4mMXNULRGR0ZGMn/+fObPn4/RaOTQoUOsW7eOn3/+mX/9618EBgYyZ84cLrroIqZMmTJkEyUcj2AQaNjYgMtolx4LmeLniil8spCAWwIIfzIco9ZI6culHJh8gNG7R+OceOLr39N1My7IAANEvRSFQ5gDulodTdub0DfqAUj+IZnsK7Oxcbch9h0xNu54i1JntOVabLxtiHohCltfW3T1Oqo+qWL/uP2MOTAGp/je/YcN7QYOTj2IpkxD2OIwXFJdaMtuo3BJIW2ZbQxfPxyZTIYgCGRdmkXT9iYilkTgmuZK07YmMs7P6NX+jkeVr8LvOj8cIx2R2cloPdRKybMltOe0k/CRGFMY904cuQtyUeerSfohybL9agMHpx9Ela8iclkkzqnONP3VRMnzJbQebCX111SL5Wt/rKXprybCl4RjF2CHnV/PnrWSmJGQGESKi4v55ZdfWL16NZs2bSIwMJALLriAb775hokTJw559wOTb39FRQXl5eVoNBr8/PwIDw9n7NixA+67fzJUKhWlpaWUFRSQ6O+Pp16PdvVqxqSmIrv88o7MV6eTfawbOtfuiImJoampiaysLOrq6nB0dGT79u0YjUY8PDzw9PQ0Tw4ODlYh+oYU3t7itYMOS4wphqYPr2lPMdVpaWhooLGxkfr6epqamrCzs0Mmk6HRaAgMDCQ5OblfC9W6ubmRnJxMYmIiNTU1lJSUsHnzZtzd3QkNDSU4OPi0LJB9hVwuNxfvTEpKoq2tzTwYkp2djaurK0FBQQQGBuLq6jrk/hdyuZyRI0cycuRIHnnkEVQqFRs3buSLL77ghhtuoL29nXPPPZc5c+ZwwQUX4OfnN9hNPm10tTqM7UYcI3v2e1aXqilaWkTwPcHE/ifWPN9ztie7Y3dTtKyIpK+SzmhdXZ0OVa6KmDdiCLiho3aQ7+W+5veuI12RO8pRuClwH+9+ynZ7TPHAY4qH+bNgEPC+0Js9SXsof6+cmNdienT8Jsr+I1qWRu0ahdsYMTOl50xP7IPtyb4ym/rf6/E+35v6P+pp3NRIzJsxhNwnFk32mu2F3E5O4ROFvdpnZzq3VzAKuE92x9bblpxbcoh+NRpbT1ucE52x8bBBZi/rco6qPqmiLaONxK8T8ZvrZ26XwkVBwaMF1K+rx2u2l3l5Q6uBtMw0bD17Z4Ed2j0lCYkhhsFgYNeuXaxevZpffvmFnJwcpkyZwpw5c3jrrbdwdHTkwIEDBAQEDNlYClPmovLycioqKsy+/SkpKYPvPnYcRqORyspKiouLqampwdfXl7jkZHw3bULR2Ii9abQ+LEwcve+uJskZ0tbWRm5uLkqlktDQUEaNGoWjo6PZctPQ0EBDQwO5ubm0tLRga2trzhTl4eGBq6srLi4ukgXnZNjZiemXO2ct68dr2hmDwUBLSwvNzc00NTWZJ6PRaL6GUVFReHl54eTkhEwmo7m5mSNHjrBhwwYiIyOJiYnp1xF6uVyOv78//v7+aLValEolpaWlZGVlERAQQHh4uKUbWkSEmJ1PqRSTUgBs3AgzZ8JDD3WfwnraNNHVz5QqfN48ePBB8f1HH8Hrr4tZ+954A+65p9t2Ojs7Ex0dTXR0tEUs2rFjx3BwcCAwMJCgoKC+z3A4QNjZ2REUFMQNN9zAm2++SWlpKb/88gvvvPMO8+fPZ+zYscyZM4c5c+aQkpIyJI+xp9T/UY+gF/C/yR+j3mieL3eQ4z7VncZNjWe8ro2XDQ7RDpS8XIJgEPCY7oHLcBdk8tM/r0a9kdKXSqn6XxWqPBWCriOSo/1I+0nW7J661XU4JzvjMsLF4lg8z/UEGTRubsT7fG/zMflfb+l+7ned3xmJmZYDLRQtLaJpWxP6er3Fd6qjKmzHnVx0NGxsQO4sx/dKX4v5ATcHUPBoAQ0bGizEjOcMz14LGZDEjIREv9Pc3MzatWv55Zdf+O233zAajVxwwQU8+eSTnHvuuXh4eFgs7+Liwq5du2hoaGDEiBFDws3AFAtSXl5OZWUlcrmcwMBARo8ejbe3t9V1tFtbWykuLqa0tBSFQkF4eDgjRoywHAU/fkS8j92QVCoVR48epaSkhODgYGbMmGHhNtPZchMeHg6Iaao7d4rz8vJoaWlBEARcXFxwdXU1Ty4uLjg7OyOXy8/qTk+PsbPreg374JoKgmDOHtbW1kZraystLS3mqa2tzew+aLJ4JCcnn9SF0M3NjXHjxtHQ0EBOTg7r168nKiqKmJiYfo8ZsbOzIzIyksjISFpaWigpKWHfvn3Y2NgQHh5OWFgYDiCKwZ9/FlOMgyhIxow5+cb/8x+YM6fr/NGj4euvxXTYPcTW1paQkBBCQkLQ6/VUV1dTUVHB9u3bsbGxMQsbU3Y3a6e1tZV9+/YBMHXqVBwdHfH29mbEiBE89dRTVFZW8uuvv/LLL7/w7LPP4uPjY3ZHmzZtmlVZubvD1scWuZMcVaGqR8vrqnQA7E/b3/0CJ3mk9HRdmUzGiA0jKFpeRMlLJeQ/lI+Nlw3+1/sT+WwkNq697yLnL8pH+baSsEfD8JjqgY2nDcghd34uBpWh19vTVelQ5an40/bP7r+vFY9VV6dDZiPD1tvy/mAXcPoDNeoSNQcmH8Ap3omYN2NwiHBA7iCnZXcLx+4+1qPj0dXpsAuw6/IftPOzQ2YjQ19nKZDsAk+vvZKYkZDoB4qKivjpp59YvXo1W7ZsISYmhosuuogffviB8ePHn9R9zN3dnWnTpnHw4EE2b97MqFGj8PX1PeHyg4XBYKC6uhqlUkllZSX29vYEBgYyfvx4q8xAZDAYqKiooLi4mPr6egICAszndiDbqtVqOXr0KEVFRfj7+zNt2rQexyjY2Njg5eWFl1fHSJbJZam5udncka6oqKC1tRWDwYBCocDJyck88u/s7IyjoyNOTk7Y29tb3XWyVgRBQK1W097ebp7a2tqoqalBp9NhMBiwtbU1i0ovLy/CwsJwc3PD0dHxtM6zp6cnEyZMoK6ujiNHjlBYWEhMTAzR0dEDYuF0dXUlKSmJYcOGmf87OTk5nKvVornySlw/+gjZFVeIqal37oRrrxULs/aW4cPF19Mc9LCxsSEoKIigoCCMRiO1tbWUl5ezd+9eBEEgMDCQ4OBgfHx8rO73LggCpaWlZGZmEhYWRmJiYrfXNiAggNtuu43bbrsNtVrNpk2bWL16NQsWLKC+vp7Zs2dz0UUXMWfOHKt0R5MpZHjO9KR+TT3qMjUOIScXX7Y+Yqc86dsk7MN7N6DXm3Udwh1I+FCM/Wg/2k7119UUPV2EUWsk/t34Xu0XoOp/VQTcFEDUc5a1pnS1YnKB3mLrY4vcUU78R923xXSstt62CHoBXZ3OQtBoK7Vd1pE7yBE0XXN/mYSRidofazG2GUn+PhmH8I7r1Xqwteft97alZVeLedDH3K5qLYJeMLffzGn+PSUxIyHRRxQWFvLtt9/y9ddfc/DgQaZOncpFF13Eu+++S/TxRRBPgZ2dHWlpaRQXF7Nr1y7Cw8MZNmzYoMfQmDoKSqWS8vJy7OzsCA4OJj09HXd3d6vrKAC0tLSYrTC2traEh4czZsyYAbd4GQwGCgoKOHr0KF5eXkyePBl391P7YJ8KmUyGi4tLl9oVbW1t7Ny5E4VCQWhoKBqNhubmZioqKlCpVGg0GuRyOY6Ojjg4OJhfTZO9vb15srW1tcpr2xcIgoBWq0Wj0aDRaFCr1eZXtVqNSqVCpVKhVqsRBAEHBwecnJzMwjAqKorCwkKcnZ0ZO3Zsv1hOvL29mTRpEjU1NRw+fJjCwkISEhIICwsbkOsil8vNQfltbW3IZDIyPDwYkZlJ1Z9/EnrwIHZz54q1dk7Gv/4Fjz8uFnx9/vl+KS4ql8vNKd0FQTC7vJqsHqbjsIYBF7VaTWZmJrW1tYwZM6bHGSodHBw4//zzOf/883nrrbfIyMhg9erVvP/++9xxxx1MmTKFuXPncvnll1uVsAl7PIy63+o4evtRkn9KRm53XGpm3d+pmS/ywfNcT2Q2MlT5Knyv6N1g3umu6xTnRMSTEdR+V0vr/o4Ou9xejlFlPMmanZCBzN7yd1X3ax1apRbHmN7Hv3nP8ab4uWJsvW1PGm/kMd1DdG/7vMocMwNQvaq6y7IOEQ5oq7Voq7TY+YuWEKPWSMMfDV2OBSyPRxAEKj6o6LLNE50jz5me1HxdQ+2Ptfhe1nEtKj+tFNs90+OEx9QbJDEjIXEGHC9gZs6cycKFC7n00kvxPsOgYplMRkREBN7e3hw8eJBNmzYxfPjwAX84mToEJgEjk8kIDg5m4sSJVuubbjQaqaqqoqCggPr6egIDAy0KCg4kppHXI0eOYG9vz9ixY/vd0lZXV8fu3bsJCgoiJSWlW3cmg8FAe3t7lw57XV2duSOv0WgwGo3mqvKmycbGhtbWVvz8/LC3t8fGxgZbW1tsbGzMk0KhsJjkcjkKhaLPzr/RaDRPBoMBg8GAXq83v3aedDodKpWKuro6XF1d0Wq1FhOIo/sm8WYSdKZseyax5+jo2O25jIiIYO/evfz555+MGzeuX4oiymQy/Pz88PX1RalUcuTIEfLz80lKSsLPz2/AftfOzs5ga8vEiRNpvf56bFetom3jRnKef56YXbtwFITuB1c/+wxCQ8XisG+/LbqbHT7cr22VyWTm1OfJycnmgZidO3dia2tLUFAQISEhA55J0XRPyMrKwtfXl+nTp5+2m5hMJmP48OEMHz6cJ554gtLSUr777js+/fRT7r33XqsSNu4T3IlbEcexu46xb/Q+gu4MwjnJGaPOSOuBVirer8A52Rmfi3xwjHAkYnkEhU8UoipQ4XWeF7aetmirtDTvbkbhrCByWWS3++npuq0ZrRy75xi+c31xjHVEbienYWMDrRmthD3Wka7dOcWZ6i+rqf6qGoco0dWqc5rlznjP8aZyZSVOCU64pLrQsq+F0pdLsQ85vcGzkAdCqPmuhoNTDhLyYAjOqc5gFF3AGtY2EPpQKG7j3PA6xwv3Ke7kP5KPoc2A6xgxm1nVZ1Vdtul3tR9FS4o4fM1hQv8VilFtpOw/ZQgGS2uN52xPZHYyjlx7hNBHxOXKV5Sjb9B32aZzijO139eiXKHEdbQryMFtjBv+N/mjfFtJzrwc1EVqnFOcadraRMlzJXhd4IXXLK8u2zodpDozEhK9pDsBM3fu3D4RMCdCEASKioo4fPgwAQEBJCYm9muWI0EQaGxsRKlUolQqMRqNBAUFERwcbNU+6BqNhuLiYoqKigCxkxkeHj4ocUeCIFBdXc3hw4fR6/UMGzaM4ODgfj93xcXFZGZmkpSURGRk9w/7niIIAgaDwWy10Ol0aLVaiouLaW9vJzAwEJ1Oh06n6yIgTALDaLQcrZPJZMhkMuRyuUU8T+fXzo8lQRAsJpOAOR65XG4hojqLK1tbWxQKBWVlZfj5+REQEICdnR22trbY29ubBdqZnqvDhw9TXFzMmDFj+r3jaDAYKCoq4ujRo7i5uZGYmIinp2ffbFyrtUyWAGJ6a1OyhIgIWL0avLxg1CgM0dHkvP8+ds89h71Oh/GllwgJCTn5OXVwEBMIdL5n3nyzGHdzggQAfYUpxk+pVFJRUYGjoyPBwcGEhIT0ixDtTEtLC5mZmbS0tJCamkpgP6YENwmbr7/+mj179liNsGk91Erp66U0bmpEW6lFZivDKc4J74u8Cb4nGDvfjriJ2p9qKXuzjJZ9LRg1RuwC7HBLcyNoYRCeM8Xf+4nqzJxqXW21loJHC2je2Yy6VI1MJsMhyoGAWwIIuTcEmUK8J6mL1eQuyKV5RzOGFsNJ68zoGnXkP5xP3S91GFoNYo2Z5yMpfFIMwjcV3uxNnRlDm4GSF0qo/qYadaEauaMchzAHPGd5EvZomNm6om/Sk7coj9rvazFqjbhPcif2/2LZnWBZZwagbk0dhYsLac9txy7QjtBFoWhrtF3OY+3qWgqfLESVq8LG2wb/6/zxmOFB5vmZDN80HM9p4jXQNeg4uuAoDesb0DfpQTiuzswTHXVm7ILt8L/On4il3deZiXsrrke/o85IYkZCogcMhoDpDpVKRXZ2NpWVlcTHxxMVFdWnvvOm9MSlpaWo1Wqzr7mvr6/VBfF3pqGhgcLCQpRKJV5eXkRGRhIQEDBobTalWW5ubiYuLo6IiIh+j3EQBIGsrCzKysoYM2ZMv1l/Wlpa2Lx5M1OnTsXNlJnqJBxvQTG9NwkT0yPIJFb0ej07d+5k/PjxZve2zpNJAHW29vQ0yUF5eTmHDh1i1qxZ/RZIX1JSQkZGBomJiUT1gxvV8eh0Oo4dO0ZBQQEBAQEkJSWd2UCHVgtz50JWVkcaa1PB0eRkMStcXJwoZpKT4eOPISEBJkzAuGQJLZWVHLjuOtra2ggLCyMyMhIXBwdRHJncqL77DhYtguJiy30PkJjpjF6vp6qqCqVSSVVVVb+lpdbpdOTk5FBUVERERAQJCQkDWgC0O2Fz1VVXcdlllw26xUaif9ks29xFzJxtSGJGQuIEWIuA6Y7a2loyMzMxGAwkJCSc0Yi/Xq+nvLyc0tJS6urq8PX1JTQ0lICAgEGP0TkZRqMRpVJJQUEBLS0thIWFERER0aMOdn+h0WjIycmhtLSUyMhI4uLiBqTDotfr2bdvH62trYwfP77figkKgsCOHTtwdXUlJSWlX/ah0+n47bffuOCCC/r83A1E+wHq6+vZtWsXISEhJCcnD4glU6VScfjwYSoqKsxFMU/r/1tRAenp3RcYjYoS01lPmNAhZjrz9NPQ2orw8ss0NDRQUFBARUUFfs7OjHrwQWyMRmRyOfj4wGuvdQT+/+9/8Nhj0NAgWn6cneGXX2DkyDM+L72hc1rqpqYm/P39CQ0Nxd/f/7QHRgwGA8XFxeTm5uLu7m7OZDeYSMLmn4UkZiQk/mE0NDTw1Vdf8cknn7B3716rEjDHIwgCJSUl5OTkYG9vz7Bhw3rsOy8IArW1tZSWllJeXo6zszOhoaGEhIRYfYpPk5tTQUEBCoWCqKgoQkNDB3SU83iMRiMFBQXk5ubi4+NDUlJSv7urmFCr1ezcuRMbGxvGjh3br0UOKyoqOHjwYL9aNvpTzEDvLUuniykBg4uLC6NHjx6wgYH6+nqysrJQqVQkJiYSEhLSezFlssQUFHTMi4rqsNT0ArVaTXFxMYWFhdja2hIdHU1oaKhV1ZvqjtbWVrOV2mAwEBwcTGhoaI/jBE1xMTk5OdjY2JCYmIi/v7/VuegeL2xmzpzJvHnzuPTSS/vVlVli4JDEjITEPwCdTscff/zBJ598wi+//MKIESO46aabuPrqq61OwHSHwWCgsLCQo0eP4urqSnx8/AnTDbe1tVFcXExZWRlGo5GQkBBCQ0P7JKtWf9PW1kZ+fj4lJSV4eHgQHR1NQEDAoHYOBEGgqqqKrKws5HK5uTDoQNHc3MzOnTvx9vZm5MiR/epWZzAY2LRpEzExMURERPTbfvpbzABmF8AJEyb06+9Hq9Wye/duDAYD48aNG7CBAkEQKCsr4/Dhwzg6OpKSktL7eJpt20QLjYmtW2HSpNNuk8FgoKysjPz8fDQajbmWjbXX0TIlQDEN/Dg6OhIaGkpoaGi319NkMT569ChGo5GEhITTE5SDQElJCZ9//jmffPIJFRUVXHXVVcybN49JkyYNifZL/HORxIzEP5aDBw/y6aef8vnnn2NnZ8eNN97ITTfdREJCwmA37bTQ6XQUFhaSn5+Po6Mj8fHxBAQEYDQau9RXCQsLs/o4GBA7EvX19eTn51NVVUVgYCDR0dF9F+h8BrS2tpKZmUljYyMJCQmEh4cP6Pmsqalh9+7dREdHEx8f3++djby8PEpLS5k2bVq/7msgxIxWq2X9+vWMHj26x+lwTxeDwcDBgwepq6tj/PjxA+pipNfrycvLIy8vj6CgIJKSknomHvrQMnM8giBQU1NDXl4edXV1hIaGEhUVNeiuVz1Br9dTWVlJSUkJdXV1+Pv7Ex4ebk4DXVpayrFjxxAEgdjYWMLCwqz+HtsdgiCwe/duPv30U7744gs8PT256aabuOmmm844qYiERH8giZmznOeff57Fixdz//3388YbbwBw880388knn1gsN27cOHbu3Gn+nJuby6233kpxcTELFixgyZIlA9nsfqOqqso88pSXl8cVV1zBvHnzmDZtmtW7PfQUvV5PcXExR48eNQdZ29vbExERQVhYmNWPhMLfuewrKswV7iMiIoiKirIKtwe9Xs+xY8fIz88nNDSUYcOG9atrV3colUoOHDhAamoqYWfYuewJGo2GDRs2DEiWroEQMwAFBQUUFhYyffr0fu9wCoJATk4OhYWFjB8/3qLo6UDQ3t5OVlYWtbW1DBs2jIiIiBML0p7EzPRRBq7m5mby8/MpKyvDx8eHuLi4IWENhw4rd3FxsTmRhYODA/Hx8QQHBw9JEdMdGo2G1atX8+mnn7JmzRrGjx/PvHnzmDt37pAQoBL/DKw3ulfijNmzZw/vv/8+qampXb4777zz+Pjjj82fj++M3X333dx4442kpaWxcOFCZs6cyaQzcDEYTNRqNT///DOffPIJ69atIz09nUWLFnH55Zf3uPL6UEGv15vrweh0Ojw8PNBoNOZ0ud2ltLUmjEYjZWVlHDt2DL1eT3R0NOHh4YMaD9OZyspKMjMzsbOzIz09HQ8PjwFvQ0FBAYcPHyYtLa3frQomcnNz8fLyOquCgyMiIigoKKC4uLjfR5tlMhnDhg3DwcGB7du3M2bMGAICAvp1n51xcnJi7NixVFVVkZmZSXFxMcOHD+/ewunt3RHYb7LEbNrUkc2sD8WGm5sbI0eOZNiwYRQUFLBz507c3NyIjY21yviSzhiNRnQ6HQaDAScnJxQKhTmdvY2NzRklDbAm7O3tueKKK7jiiiuorq7miy++4O233+bee+/lsssuY968ecycOfOsGQyUGJpIYuYspbW1leuvv54PPviAf//7312+t7e3P+nDtLGxkZEjR5KamkpQUBBNTU392dw+x2Qm//jjj/nqq6/w9fXlpptu4p133iE8PHywm9fnNDc3U1hYSFlZGU5OToSHhzNu3Djs7OzMwf75+fmsX78ef39/IiIiThhXMxiYMv7k5eUhl8uJjY0lJCTEah6QbW1tZGVlUVdXR2JiIuHh4YNSfPPIkSMUFxczceLEARvdb21tpbi4mGnTpg3I/gYKuVxOcnIyBw4cICQkZEAEsylGZO/evaSkpAz4vcjf3x8fHx/y8vLYtm0bISEhJCYmWg5m2dmJ6Zc715kJCxMtMqY6M32Mg4MDiYmJxMbGUlhYyMGDB7G3tyc2NpagoCCrEQUml92ioiLq6+sJCgqyGNRQqVSUlJSQmZnJoUOHCA8PJyIiwiosyn2Bn58f999/P/fffz+ZmZl8+umnzJs3D7lczg033MAtt9wyZN20JYY2kpvZWcq8efPw8vLi9ddfZ9q0aYwYMcLCzezHH3/Ezs4ODw8Ppk6dyrPPPmsx6vrbb79xzTXXoFKpmDNnDt9++63VdCxPRmtrK59//jkrVqygsLCQa6+9lnnz5jF+/Hir6bj3FUajkcrKSgoLC6mvryc4OJiIiAg8PT1PeKzt7e0UFRVRUlKCjY0N4eHhhISEDNrDtnOcj4ODA3FxcQQFBVnNtTIajeTl5XH06FFCQkIYNmzYoLjpGY1GDh06RE1NDRMmTBhQi+KePXuws7NjuCmNbj8zUG5mIArEbdu24ePjM6CdsNraWnbt2kVsbCxxcb0vENcXtLW1kZmZSUNDA0lJSYSGhlrN/85gMFBSUkJeXh4ymYyYmJhBzYDW2tpKSUkJJSUlKBSKU7rsmgrmFhUVUV1djb+/P5GRkfj4+FjNOe4r9Ho969ev55NPPuGHH35gwoQJ3HnnnVx66aUD7n4r8c9FEjNnIV9++SXPPvsse/bswcHBoYuY+eqrr3BxcSE8PJzCwkKeeuopc52KzjdnjUZDc3PzgGZnOl2ysrJYsWIFn332GbGxsdx5551ce+21/VZvYzAxpTotKipCJpMRGRnZ61iYzkkBamtr8fPzM9eWGYgOg1arJT8/n4KCAtzc3IiLi+txWumBoqGhgYMHDyIIAiNGjBjwOAcTRqORvXv30trayoQJEwZUeDY0NLBt2zZmzpw5YPsdSDEDYirj7du3M2vWrAFNS97U1MSOHTsICwtj2LBhg/LbN8WmZWRk4ObmxvDhw63qnmnKDHbs2DF0Op05k95A3KN0Oh3l5eWUlJTQ2NhIQEAA4eHhvbZot7W1mQeQ7O3tiYyMHDBL4EBTU1PDypUreffdd2lra2P+/PncfvvtZ6U3hIR1IYmZs4zS0lLGjBnD2rVrzSOpx4uZ46moqCA8PJwvv/ySyy+/fABbe2ZoNBq+/fZbVqxYwb59+7jmmmu48847SUtLs6pOcV8gCIK5yn15eTne3t7mKvdneqwm14jS0lK0Wi1BQUEEBwf3yyhiZxHj4eFBfHw8Pj4+fbqPM0Wv15vduWJjY4mNjR00Nxe9Xs+ePXvQarVMmDBhQEc6BUFg+/bteHp6kpiYOGD7HWgxA7B7927s7e0HzPpkorW1le3bt+Pv709qauqg3bd0Oh2HDx+mtLSU+Ph4oqOjrca1CzpEV25uLhqNhri4OMLDw/tc1BgMBqqqqlAqlVRWVuLq6kpYWBghISFn/N8zGAzmIr9tbW2EhoYSGRl51sVtgihC161bx4oVK/jtt98499xzufPOOzn33HOHhIeHxNBDEjNnGT/++COXXXaZxQ3DYDAgk8mQy+VoNJpubyaxsbHMnz+fRx99dCCbe1oUFBTw3nvv8dFHH+Hl5cXChQvNbnVnG6aRyfz8fNra2sxV7vvjAWgSTGVlZZSXlwMQHBxMcHDwSV3XeoJOpyM/P5/8/HyrFTEgZrs7dOgQTk5ODB8+fFA7Gjqdjl27dgFitsGBHsmtrq5m7969zJ49e0D3PRhixlRIc/r06QNW7NREe3s727dvx8vLixEjRgyqiKirq+PgwYMoFApGjBgxKAkuTkZnUaPVaomNjT1jUWM0GqmtrTUnTrGzsyMkJITg4OB+ydZ1/MCUl5cXMTExVmeZ7itKS0v54IMP+O9//4u9vT0LFizgtttuO6uSiUgMPpKYOctoaWmhuLjYYp4pKO/RRx8l2ZSlphN1dXUEBwfz/vvvc9NNNw1UU3uFXq/n119/ZcWKFWzcuJFLLrmEO++8k+nTp5+VD4Djq9ybqmYPVBXxzg/4iooKFAoFgYGBBAYG4u3t3eMO11ARMVqtlszMTCorK0lKShqUAP/j27Njxw5sbW0ZO3bsgF13E4Ig8OeffxIcHExMTMyA7nswxAzAgQMHMBqNjB49esD2aUKtVrN9+3ZcXFwYPXr0oI5eGwwGjh07Rl5eHpGRkSQkJFjdaPqZihqDwUB1dTXl5eVUVVWhUCjMFukzHbjpDRqNhqKiIgoLC7G1tSUmJsaqEp/0JTqdjp9++okVK1awdetWLr/8cu68804mT558Vj7DJQYWScz8A+jsZtba2srTTz/NFVdcQWBgIEVFRSxevJiSkhKOHDlidSbvyspKPvjgA95//30A86hOUFDQILesf2hrazOni7WWKvcmYVNRUUFFRQWCIODv709AQAC+vr7ddjj1ej0FBQUcO3bMqkUMiG6Whw4dwtPTk9TU1EHPPKTVatm+fTuOjo6MGTNmUDo2pnMya9asARdSgyVm2tvb2bBhA1OnTh2U+hkmAWtvb09aWtqgd2ibm5s5cOAAer2eUaNGWUWh2uMxiZqcnBx0Oh0JCQmEhoZ2O9ii0WiorKykqqqK6upq7O3tCQoKIjAwcEAFTHcYDAbKysrIz89Ho9EQGRlpznx3NpKbm8t7773HypUrCQoKYuHChdx0001S3RqJ00YSM/8AOosZlUrFpZdeyoEDB2hsbCQwMJDp06fzzDPPEBoaOthNNXP48GFeffVVPv/8c6ZNm8add97JhRdeOOAdq4Givr6evLw8q6tyfzyCIFBfX2/uFLS2tuLj44O/vz9+fn44OTlRUlJCbm4uTk5ODBs2zGoTSJisMVVVVSQnJ1tFNieNRsP27dtxdnZmzJgxg+JyJAgCmzdvJjw8nKioqAHf/2CJGYBDhw6h1WpJS0sb0P2a0Ol0bN++3WoETedsflFRUcTHxw96m7pDEATKy8s5cuQIAImJiQQEBNDc3Ex1dTWVlZU0Njbi7u5OQEAAAQEBuLm5Dfr//XgEQaCmpoa8vDzq6uoIDQ0lOjra6gYZ+wqVSsVXX33FO++8Q25uLnfccQf33XcfISEhg900iSGGJGYkrAZTJ+qVV15hw4YN3HDDDSxatGhAg48HEkEQqKys5NixY7S0tJg7j05OToPdtB7T1tZmFja1tbUA5tSlsbGxVpuas7KykoMHD+Lh4cHw4cMH3RoDHULG5Go0WLETSqWS7OzsQSuEN5hiRqVSsWHDBiZPnoy7u/uA7tuEtQkaEK00+/fvx2g0MnLkSKscaAHx+uXk5FBWVoYgCMjlcvz8/PD398ff339As9WdKc3NzeTl5aFUKvH19SU2NhbvPixYak2Yko288sor/Pbbb1x99dU89NBDA56QQ2LoIokZiUFHp9Px7bff8sorr1BYWMhdd93FPffcM6AVsgeSzulGtVotMTExVlXlvjcIgkBVVRVHjhxBq9USHBxsrrHQ1taGu7s7vr6++Pj44O3tPegdM51OR1ZWFuXl5aSkpFiFNQasR8gIgsDGjRuJjo4mIiJiUNowmGIGIDMzE5VKxdixYwd83yZ0Op1FzNRg/29AvG8dO3aMY8eOER0dTXx8/KBnPNPpdNTW1lJbW0tNTQ0tLS3me45Op0OpVOLh4UFiYqLVCrBToVarKSgooLCwEHd3d+Li4qyq4HFfc/ToUV5//XU++eQT0tPTeeihhzjnnHPO2uOV6BskMSMxaLS0tPDf//6XN954AxsbGx588EFuueUWq6pz0JcYDAZKS0s5duwYIGaQG8xCcGdKQ0MD2dnZtLS0EBcX16X+g0qloqamxtzR0Gq1eHp64u3tjbe3N15eXgPqNlhfX8++fftwcnJi1KhRVmGNAdHdbdu2bbi6ujJq1KhB7SAOtlUGBl/MqFQq1q9fz5QpUwbNOgMdgsbOzo6xY8cOunAw0dTUxL59+1AoFIwePXpAs79ptVrq6urMU1NTE87Ozvj4+JgHTTpbg7VaLXl5eRQUFODn50dSUtKQfb50LjDs6OhIXFwcgYGBZ20nv6amhhUrVvDWW28REBDAQw89xLXXXmu11n6JwUUSMxIDjlKp5D//+Q/vvfceCQkJ/Otf/+LSSy8dsp36U6HX6ykqKiIvLw87OztiY2MJDg62ms5Jb1GpVBw+fJiKigqioqKIjY09ZadTEATa2tqoq6ujtraWuro61Go17u7uZmHj5eXVL24gRqORo0ePkpeXR0JCAtHR0VbTATC5FJmC/QfzN2Fy84yIiCAyMnLQ2jHYYgYgIyMDjUYzaLEzJnQ6Hdu2bcPJyWnQfx+dMRgMHD58mOLiYlJSUggLC+vz/5QgCLS3t1NfX099fT11dXW0tLTg4uJiHhDx8fHp0aCEWq0mJyeH0tJSIiMjiYuLG7KdYr1eT3FxMXl5edjY2BAbG0tISIjV/Db6GpVKxWeffcarr75Ka2sr9913H3fccYfVpQ2XGFwkMSMxYBw6dIhXX32Vr7/+mvPPP5+HH36YiRMnWk3Hsq/R6XQUFBSQn5+Ps7MzcXFxg56Z7EzQ6XTk5eWRn59PYGAgw4YNO6P4nvb2durq6sydlebmZpycnPDy8sLT0xNPT0/c3NzOSOS2trayb98+DAYDo0ePHtSR9uPR6/UWrkSD3RkpLy8nMzOTWbNmDerAgjWIGZN1ZrAym3XGZLlzc3Nj1KhRVnX/qK6uZv/+/Xh6ejJixIgzyr6l1+tpbGykoaGBhoYG6uvr0Wq1eHh4WFh0z2QfTU1NZGdn09jYSEJCAhEREYP+vztdjEaj2dJvNBqJjY0lLCzsrB0UNBqNrF69mldeeYUDBw4wf/587r///kFzh5WwLiQxI9HvbN26lX//+9/8+eefzJs3jwcffJC4uLjBbla/0VnEuLm5DXkfZ0EQzKm7nZ2dSU5O7hf/c51OZ9GRaWxsRKfT4e7ubu7QeHh44OLicsoOiKnNmZmZhIeHk5iYaFUPeYPBwM6dOwEYP378oLdNEAS2bNlizp40mFiDmAFx8EWv1w9K3ZnjUavVbNu2DW9vb4YPH25V9xKNRsOhQ4eor69n1KhRPSqGaDAYaG5uprGx0SxgWlpacHBwwMPDw2yp9fDw6PP/himmLysrC4CkpCT8/f2t6pz2BlMmt9zcXPR6PXFxcYSFhQ1ZkdYTdu/ezauvvsqPP/7IlVdeyRNPPHHWJgqS6BmSmJHoF0ydo+XLl7N3717uu+8+7r//fqtN09sX6PV6CgsLOXbsGK6uriQkJODj4zNkH5IAtbW1ZGZmotfrSUpKGlAfbZObiamzY+r4CIKAm5sbHh4euLu74+7ujqurqzn+RqfTkZGRQU1NTY87VydC+a6SwicKMaqNfXVYgDjKCFh0OOQOciKfjSR4YXCf7qsnVFdXs2/fPmbPnj3o6c+tRcy0tbWxceNGZsyYYRVxFiqViq1btxIQEEBycrJV3Vc6Dx5ERUWRkJBg/m3rdDqzcGlqaqKpqYmWlhZsbGwsBik8PDwGNI7NaDRSXFxMTk4Obm5upKSkDLoV7kwwiZqcnBwMBgPx8fEnrLlztlBQUMBLL73EypUrueSSS3jyySdJSUkZ7GZJDAKSmJHoUwRBYMOGDSxfvpyMjAweeOAB7r///iGbSaYnmGJijh07hrOzMwkJCUPaEgNixyk7O5vKykri4+OJioo6rRHSd/e+ywtbX2Bi6ET+yPsDtUF9wmUdbBw4N/rcky8nmF4EBKP4wXwLk4EMGXqjHj16bOW22MptQSZu+9kZz7JwzELzproTKnIHOZ7netLwRwNGtVH8rm91zKmRgcxGhsy24/fT30Jn27Zt+Pj4EB8f3y/b7w3WImYA9u7di62trdWkiG1ra+Ovv/4iMjLSKq5VZ4xGI1VVVWRkZADg6upKa2srKpUKBwcH88CDaRDC0dHRKu6ROp2O3NxcCgsLzed1sH93Z4IgCJSVlZGbmwtAXFzcWR1TA1BaWsqLL77Ihx9+yPnnn89TTz3FyJEjB7tZEgOIJGYk+gRBEPjjjz9YtmwZR48eZdGiRdxzzz1WFaPQ1xgMBrOIcXBwYNiwYfj5+VnFA/p0MRqN5Ofnk5ubS2BgIImJiScdLX1377s8seEJkNGtEFHr1BgxopApMAiGU+6/p8udDjKjDIVRgV6hx8Zog8KgwE5vx/yN87l478WdGgF0boIM5I590xEwGo1i/QuFHBmWv5OeCCeZrShy+lLc1NfXs337ds455xyrCIq2JjHT1NTEn3/+yezZs62mRklTUxPbtm0jMTFxUOIFDAYDbW1ttLa20tLSQktLC83NzbS2tiKXy3FxcUGv16NSqcxZDodCJfvm5mYyMzNpaWkhMTHRatK2ny5Go9EsamQyGfHx8YSEhAzpYzoVSqWSl19+mffff5+ZM2eydOlSxowZM9jNkhgAJDEjcUaYLDFLliwhJyeHiy++mOuvv56RI0fi7e19Vt44TS4VOTk52NnZkZCQMKQD+01UV1eTkZGBQqEgJSUFHx8foEOwqA3qLtYTk1iBEwsRhUzBVUlX9Y1lpjuEv0WCXgA9GOQGC8ECoLXRIshPcKv7W0DYGG2wMdpgr7Bn/hZR4PSlaDh69CgFBQVMnjy5W7cl5btK8h/Kx6gydrHMGNtPoHL+FlrRr0afdht37dqFi4sLSUlJp7V+X2NNYgZg586duLm5WZVPfl1dHTt27GDUqFEEBQX1+fYFQUCtVtPa2kpbWxttbW20tLSYPysUClxcXHB1dTVPbm5uODk5me+DZWVlHDp0yByzNhQsAyZXraysLJycnEhJSRnyWbNMiQJyc3OxtbUlMTFxyA+6nQhBEKioqGDnzp18/vnn/P7778yaNYtly5YxYsSIwW6eRD8iiRmJ02bLli0sWbKEzMxMHn74Ye69917s7OzMBb5cXFyIi4sb0sGVnTEViDx8+DAGg4Fhw4YRHBw85I+tvb2drKwsampqOKA4wGuHXkNj0JjFxdfZX1uIlONFiwwZno6e3QqR7ty7+gLlu0pKXijBKc2J+j/qkelkoMHshna8deXnMT/z35n/RWWrshA6WjstAt3fAh3kDtjb2POvUf9iwagFODs7n7ZrTHFxMdnZ2UyaNOm0rJXZ12VT82WNWeR0seL87ZomGAR8r/YlaVXPhElrayubNm1i1qxZVlN3x9rETG1tLbt37+acc84Z9HiizlRWVrJ3717GjRt3WrGIRqOR9vZ22tvbaWtrM7+aJoPBgKOjIy4uLjg7O+Pq6moWMA4ODj36H7S2trJnzx5sbGwYM2aM1fzGToVer+fo0aPk5+cTFhbGsGHDrMJqeSaYPAmOHj2Kq6sriYmJeHl5DXaz+gSTFerYsWPo9XpzIera2lpefPFF3nvvPS644AKefvppkpOTB7u5Ev2AJGYkes22bdtYsmQJ+/btY9GiRdx///1dOmg6nY6ioiLy8/Oxt7cnKiqKkJCQQc/adLrU19dz+PBhWlpaiI+PH9IpPU28s+cdFq9fjFqnxt7GnvNjz+fbI992K1xkyHC0dexiPekvsXI8x8e3mDrzglxAZuzUqZKBjaeNRdzLyawr7+59l4f+eAiVXoWN3Aa9Ud+tuLGX22Mrs+WGoBu4IuwKHB0dcXJywsnJyeK9g4NDl99FVVUVe/bsYfz48WZrV1+cD5MVB+D4JstseyZsrCljlwlrEzOmZCZhYWFERUUNdnMsKCkpISsri/T09C7B6waDAZVKRXt7u/m183uVSoVcLsfR0RFnZ2ecnJxwdnbG2dkZFxcXnJyc+uR+rdfrycjIoLq6mjFjxvTZf2AgaG1tJTMzk6amJpKTk8+KwavOKfb9/f0ZNmzYgBY+7Ut0Oh3FxcUUFBQgl8vNhaiPvwcrlUqef/55PvzwQy655BKWLl3KsGHDBqnVEv2BJGYkekx2djaPPPIIf/75Jw888ACLFi06ZWC/qep9QUEBGo3GXJDPWvzPT0VLSwtHjhyhurqa6OhoYmJirKKD1Vs6u4qB2DnXG/S06FvMy5xIuGwv3c5j6Y/1u2DpTGfxIncQH0z6er3FMoJcwP0Sd9q3tJ9StPSUzudJpVN1K2xkyLgo8iJeSHvBopOoVqsRBAF7e3scHR1xdHRELpdTUVFBeHg4gYGBODg44ODg0Ke/IdO5MrQYEHRd2yt3knd7bjQaDevWrWPy5MlWFdtmbWIGRJepI0eOMGvWrEHvzAqCgE6nQ61Wo1arKSwspLa2loCAAHOsikqlQqvVmsVKd+Lb2dm5xxaWvmhzUVER2dnZVle49lQIgoBSqSQrKwt3d3dSU1OtIrvdmaJSqTh69CglJSWEhYURHx8/ZJ7Lra2tFBQUUFJSgru7O9HR0T3KtFlSUsJzzz3HypUrue6663jmmWcIDh747JESfY8kZiROSUVFBUuXLuWzzz7j9ttv56mnnuq1W4MgCNTU1FBQUEBNTQ1BQUFERkbi6elplQ81jUZDTk7OkLvRd5c9zMFGbHe9qt5iWXdbd+QKuYVL2WAIF+jokAN4nutJzdc1Fm5iNl6ie49BbUAwCgi2AhHPRBB5f/9Vqj+VsJEj5+rkq1l1xSqgI85ApVKhVqtpamoyF0y1sbExdz6NRiMKhQIHBwfs7e3Nr6b3dnZ25s92dnbY2Nj0+D9yUmHzt9XKJGpyc3Opra1l0qRJfXK++gprFDNGo5H169eTnJzcbzEqOp0OjUaDVqtFo9FYTGq12uJ959+Qg4MDKpXK7F7j4uJiFjB2dnZWdX+tr69nz549eHl5MWLECKu5vj1Bq9Vy+PBhysrKiI+PJzo6eshb58FywC4mJoaYmBircqc0YaoPVFhYaO5DREVFnVam1IKCAhYvXswvv/zCokWLeOSRR3B1de2HVksMFJKYkTghbW1tvPLKK7z88sucd955PP/888TGxp7xdltaWigsLKS0tBQnJyciIiIICQmxigeb0WiksLCQnJwcfHx8SExMtOqb3PHipVHd2G32MC8HL4yCEZVWhUwmw9HOkedmPjfgosWEKebFbaIbDX80oG/Ud8SAmOJd/g5uN1kVHK9yZPfu3fj5+ZGamjqgD1yTsGnRtqAz6iy+M1myXj3nVfP51Ol0/PXXX3h7e5OammruUB4/qn6iDqupQysIAnK53CxwbG1tsbOzs5hM82xtbS2mqg+qKHyyEH2DvosbmtxJjuZWDSlPpBAQEDAg57CnWKOYAcjLy6OiooLJkyefcBlBENDr9eh0ui6TVqu1mDqLF61Wa77WJhHbndDt/Nr53BiNRnbu3IlMJmPcuHFW3cnWaDTs3bsXjUbDuHHjhpyVo66ujoMHDyKXyxkxYsRZU3agvr6erKwsVCoVSUlJVuNSp1arKSkpobi4GIPBQHh4eJ95d+zatYuHH36Yo0ePsmzZMubPn2+VQk7i1EhiRqILBoOBjz/+mCVLlhAeHs4rr7zSL6O3er0epVJJUVERLS0thISEEB4ejoeHx6DcRKuqqsjMzEQul5OcnHxGxRb7i56Il+Ozh9kr7Lkj5g4mO04mKSmJsLCwQTm/nV3HzAHsnQP1O8W7NG9vJuyxMLNbVGlpKYcOHWLYsGFERUUN6kPWFGfTrm/v8p2TrRMvz36ZEboRyOVyxo4de9odS1PHuLPAOb4z3Pm9adLrRXc8mUwmCp3f7VB8rAAd0ClJnICAzFGG5+OeuN/ojo2NDTY2NigUihNOcrm838/9QIkZQRAwGAwYjUYMBoN50uv1XT6brkN+fj4BAQEoFArzuT7+1fRItbGxsRCZx4vPztPpWOGOxySgfXx8SE1N7ctT1ecYjUays7MpKysjLS1tSMXRgPiMzMvL49ixY0RGRpKQkDBk40E7Y6pRc/jwYZycnEhOTh4UsWby5CgqKqKqqgpvb28iIiIICAjoc6EuCAI//fQTjzzyCAqFghdffJGLLrrIKoScRM+RxIyEGUEQ+P333/nXv/6FSqXixRdf5IorrhiQP3VjYyPFxcVma01oaCghISEDkv2mpaWFrKwsGhoaSEhIsKrg/t6KF2RYBOSXl5eTkZGBp6cnw4cPH1BXuVPGvSjA9ypfGv5oAOg23kUQBA4fPkxxcTFjxoyxKoHZOXlAZxc0GTLuj7mfl656aVAsC0ajEb1ej1artehk6/V6Ku6uoH11O4IgWNa5kQEzgSfo0pk3Gi3TQsvlcuRyuVncdJ5kMlmX9zKZzDyZ/lemz8e/N7Xf5N5pWl4QBPN0/OfOk6mOj9FotJhM8zqLl+MffScScCaRZ2NjQ0OD+Fs1WZJtbGy6fbW1tR2UzlB7eztbtmwhISGByMj+c8HsK4qLi8nMzCQpKWlItPd4WlpaOHDgADqdjpEjR5412cH0ej3Hjh0jPz+foKAgEhMTB+TZ0draSklJCWVlZRiNRsLCwggPDx8Q651Op+P999/n6aefJikpiVdeeUWqUTOEkMSMBAAHDhzgX//6FwcOHGDJkiXceeedg5KKUq/XU1FRQWlpKbW1tfj6+hIaGkpgYGCfj3xptVpyc3MpKioiPDychISEQU+/eabixYRGoyEzM5Pq6mpSU1MHxGWgp3EvPQ3W1+l07Nu3j7a2NsaNG2fVGXeu++46vsj6wmKek62TheuZtVBfX8++y/Zh+9ffQqvTE8DGy6bLdenOgtFZGJxMQHQWGKb3pm2aXjuLFOgo3No5JqGzIDr+c2eh1Pl9d0LLJMC6e+3J/6O5uZktW7ZwzjnnWG0hSFMNmtNN2TzQ1NXVsXv3boKCgkhJSbGagaSeIggCeXl55ObmEhERwbBhw84KKw2I4jg7O5uqqiri4uKIjo7ul+ewUqmktLSUpqYmAgICCA0Nxc/Pb1B+C01NTbz44ou88cYbXHbZZTz77LODUpxWondIYuYfTmlpKU8++STffPMN99xzD4sXL7aaImEqlYrS0lJKS0tRq9UEBAQQEhKCr6/vGd3kBEGgtLSU7Oxs3N3dSU5O7pLWdKDoK/HSmYG0xnSOfbEQLyeIe+lpprG2tjZ27tyJk5MTY8aMsarYiRPx8qaXWb5tOa2GVvM8Uw2egUhf3VP27duHra0tqampHSmeOxflPC5RwEBjrTEzJrZt24avry9xcXGD3ZQTYkrZPGXKFKseBDDR3t7Orl27sLOzIy0tbdAHlU4Hk5VGq9UyatSos8ZKA2KtpaysLPR6PampqWdsIdfr9VRWVqJUKqmursbd3Z3Q0FCCg4Ot5tpbc99IoiuSmPmHolareemll3jxxRfNow/h4eGD3axuEQSBxsZGysvLUSqV6PV6goKCCA4OxsfHp1cWh+bmZjIyMmhrayMlJaVH6Rz7A1NAeV+IFxNardZcz6E/rTEnjX05SdxLT2loaGDXrl0EBweTnJw8JHyX29ra2LJlC0lJSTy+9/EuVho5ct6+8O1BFzQajYa1a9cydepUCwGvfFfJsbuPWRbilEPs27EDLmisXcyYKsTPnj3bqn+b2dnZVFZWMmXKFKs8j8ej1+vZt28fra2tTJgwAScnp8FuUq8RBIH8/HxycnLOOiuNIAgUFhZy5MgR/Pz8SE5O7pUbuMFgoKqqCqVSSVVVFU5OTgQHBxMcHGzVgruz18rzzz/P/Pnzh5z18J+AJGb+gaxdu5a7774bNzc33nnnHcaNGzfYTeoxgiBQX1+PUqmkvLwcgICAAAIDA09qsdHr9eTm5lJQUGAO2ByorCXHW19MoQqmVMmnK146U1NTw/79+3F3d2fEiBF9bo3p7EIG3ce+nK546Ux5eTn79+9n2LBhREdHn0mTBwy9Xm+RuQw6xGqDusEinuba5GvNqZwHg2PHjlFdXd1tQg/TNT4++5nvtScvvNnXWLuYMRqNrFu3juHDh1tdJrjOCILAzp07zYkorFl4mRAEgczMTMrLyxk3btyQzRTW0tLC/v37MRqNjB49etAs//2BWq02C2VTbNbJnrtVVVVUVFRQVVWFvb29WcAMpXMiCAKrV6/mvvvuw9/fnxUrVjBy5MjBbpZEJyQx8w9CqVTy4IMPsnbtWp599lkWLlw4pEeNBEGgtraWiooKKioq0Ov1ZmHj5+eHjY0NgiBQWVlJZmYmjo6ODB8+fMBuoiezvng5/O2CcJrixYTBYODIkSMUFRWRnJxMeHh4n3RaTpY6ubexLz1BEAQKCgo4cuQIo0ePJjAw8EwPYUAQBIH9+/ejUqmYOHFil4f6u3vf5e5f78bYyeTh5eg1KG5ngiCwfv16EhMTT1oozixqOgtWOfhePTCixtrFDEBOTg6NjY2MHz9+sJtyUrRaLVu2bDHXyhoq5OfnD7l7wfEYjUZyc3PJz8+3iiyMfU1NTQ0ZGRnI5XKGDx9udqvTaDRUVlZSWVlJdXU1Tk5OBAYGEhQUhLu7+5A+B+3t7Tz33HO89tpr3H777TzzzDNDSpSdzUhi5h+AXq/nP//5D0uXLuXSSy/l5ZdftuoRxdPB5IpWWVSEzz334FhUBE5OaDw9ybjzTqJmzCCsqgrZgw9CSwvI5fDaazBjRsdGqqvFz1lZ4ueWFggMhGuugf/+95Rt6Fxk8fhCld1aX97aCWPGwD33dLOxd0GlggcfhIMH4ehRuOoqi0Wam5vZt28fMpmMsVVVOO3dCy+/DEVFsHYtLFjQ6/No7siaxEs3qZP7OpZiKI/G5ufnk5eXx9SpU09oDTtRKueBttJUV1ezf/9+zjnnnB65SWRfl03NFzUW87pLENDXDAUxo1KpWLduHbNmzbJ6d6impib++usv0tLS8Pf3H+zm9JihaKXtjrq6Ovbv34+zszMjR44ckAydA4XBYODYsWMcO3YMNzc3ZDIZjY2NuLu7ExgYSGBgoFXXaTtdcnJyuPvuuzly5AivvfYaV1999ZAWaWcDkpg5y9m2bRt33XUXWq2Wd955h+nTpw92k/oXtRphwwaORESQX1BA9Jo1+OzYQfarr5J+3XW0v/subpdcgiw3F2bPFkWC6eHywQdQUADPP9/x+bPPIDMTSkuhG79ek4A53nUMemB9ufnmE4uZzqxcCatXw7ffApZWjOjoaOKjo5F3DprcvBkefhj27u3RKTuhC1kPUiefKQaDgf3799Pc3Dzk/ORra2vZuXMnEydO7FGwb3dWmoEUNHv27MHZ2ZnExMQer9NtgoB+jqUZCmIGxIJ77u7uJCQkDHZTTklZWRkZGRlMnTp1SBWpbGhoYOfOnYSHhzNs2LAh22HU6XRkZmZSWVnJiBEjCAoKGuwmnREGg4G6ujoqKyupqqpCrVZjY2OD0WgkKSnpH5H9SxAEvvzySxYtWkRSUhJvv/32kLJ+nm1IYuYspba2lkcffZSvvvqKJ598kkWLFllNlpD+pLW1lYMHD6JSqRg+fDh+JSUIV19N5Y8/4p+Wxu/ffw+Ar68vw2+8EWHpUuyvvVZc+cILYelSGDtW/Dx+PDz1FLz3Hlx6Kdx6KwCbls5D8eXX2Pr44Xm0hHIXuPcCeH2DLVF1Bg4EyrjzOjf+Pes50fpiayuKJKVS3OZ774G9vShmnJxEQVVSAsnJ8OWXYGcHTz8Nra3wyCOi4GluhogIDGlp7LntNsZPmEDbsmU4b9wIaWmQlNQheBISxO3FxUFYGPz8Mxw7Bg88IFqftFq44w6U8kssrTB0uJBB/4iXzuh0Onbv3o1er2f8+PFWm+q2O9RqNZs3byY+Pr5X9TG6s9IMhKAxBf5Pnz79tIJtu0sQ0F+xNENFzFRWVnLo0CHOOeecIdHJzsjIoL6+nsmTJw8p9+KWlhZ27Ngh3rOHDx/SwddKpZJDhw6Zk5sMlesgCAKtra1UV1dTXV1NXV0ddnZ2+Pv74+/vj4+PDwqFgtLSUrKysvD19SU1NXVI3dNPl6amJpYsWcIHH3zAokWLWLx48ZAalDtbGLp3BYluMRqNfPDBB8THx5vTKT722GNnvZAxGo0cO3aMzZs34+7uzvTp08X0kf/5D7KLLyYwJQV5YCDnt7czfvx4/AoLsSko4Nj69WzYsIHsnTvRZ2ejGzFC3GB2tmiNOe88uO02Kt98log3Irjuu+v4LOMzUkrUXDO+jGH3QLstfPWDgrJ3XySmQsNcEqkd9WWHJWbXLvjpJ3Gb9fXw5psdDT94EH75BY4cgaoq+O47ywPz84Ply2HWLOo2bGD9lVeaH+bONjaiFeblly3XefddSEwUt/3zz2AwwHXXwauvorztR7aXvkrbfa9S/ejvohXGiOhC9rcLUXpdOul16f0qZDQaDdu2bUMmkzFp0qQh9dATBIF9+/bh4+PT6xHIhWMW0vZEG9cmX2ue90XWF1z33XV93EpLSktL8fLyOu2sQcELg4l9O9ZC7NZ8UcNW760o31X2VTOHFKb0tNXV1YPckp6RlJSETCYjy+RGO0RwdXVl8uTJNDQ0sGfPHgwGw6lXslKCg4OZNm0aTU1N/Pnnn7S2tp56pUFCo9GgVCo5cOAAa9euZfPmzVRXV+Pr68uUKVOYPXu2OQmGjY0NMpmMsLAwZsyYgSAIbNy4kbKysi7Fac823N3defPNN9m6dSvr1q0jKSmJX3/9dbCb9Y9DEjNnEZmZmUyaNIlnn32Wjz/+mJ9++ukfYe5tbm7mr7/+oqSkhAkTJpCSkiJmKnvuOdEi8eyz4oI//YTsww/xmjWL8F9/RT55MsNSUkhMTMT5zz+pSE1lze+/8+eff1L30ku0X3kl7+x7D7/sWxAKCnDMK+br7K8xCgLbw2DSxKsJdw8ncPL5JF++kFunPQg2NjB8uGiJMXH11aKLmkIhWnfWr+/47vLLRTc3hUK0COXndzk+QRBoaW1lx44dxMbGkpaWJn7xt6XoZCjfVXIw9CuMB7JoTb4I9zunktqwELmhHSdDETZeNth42RD7Tmy/CxgTbW1t/PXXX7i4uDB+/PgByyrXV+Tm5potf6c7Ir/qilVdBI3zc868u/fdvmqmGUEQKC4uPuPU68ELg0mvS8f32o5CjPp6PcfuOvaPFDVyuZywsDCKiooGuyk9QqFQkJaWhlKpRKkcWtfK0dGR9PR0tFotO3bsQKfTDXaTThsnJyfS09Px9fVly5YtlJWVDXaTANEiWlFRQWZmJps2beL333/n6NGj2NnZMXLkSC644AImTJhATEyMOT6mOxwcHBg7dizDhw8nKyuLXbt2oVKpBvhoBp5Ro0axY8cOHn/8cW688UYuu+yyIfc/G8oMrV6ERLfo9XpefvllnnnmGe677z6WLFly9po5tVqoq4PAQLM1pmTXLoJTU4lPSekw27/yCnz/vSgcTOciNRXWrOnY1rBhKP6uNcOBA3DvvfzgfIRnNi4h+7smGuUyLvwULhAEnHQw/4CMPQ9ciU/OehJCwjpcg0wuYSYUCtB3ygR1PJ0fAp2DxrtZT6PRUJqfj2tbG+np6ZZFu04yyq6t0bHbeyv6Rj1ORg1a3NjLB3/vvyOQP36Aa4i0tLSwfft2AgMDSUlJGRLuOZ2prq4mLy+PyZMnn7ELlOn3Y6pJ065r5+5f7wbo00xnDQ0NqNXqPssKlbQqCeWUTm5nwt+i5u5jAINSaHOwCAsLY+PGjWg0miFhXXRycmLkyJHmNO7WXN/jeOzs7JgwYQJ79+5l27ZtTJgwYUic8+6Qy+UkJyfj4+PD/v37qa2tJaXz82sA0Ol01NXVUVdXR21tLY2Njbi4uODj40NcXBw+Pj5ndH6DgoLw8fEhKyuLjRs3kpycTFhY2JC75/cGuVzOggULuOyyy3jooYdITk7mP//5DzfccMNZfdzWgCRmhjg5OTnMmzePpqYmNm3aNKRqxvQarRbmzoWsLNpWr2ZvdTU25eXMWLoURWoqfPONKAheew2++EIUMp07/5WVYMri9sEH4OwMM2bw/o63OO/3r0lL/QO9Qsb0jCYKPGDC7QKeDp4IRoH4Sh1rVxqJU1xFXHgkPrX7qKysxMvLi1M68H3zjRiv4uAAH38Ms2b16HBVKhVbNm0ixs0NX3t75KeoPqwqULHPeyvO+nwSWuvRG0VhpJKHIXN2Jsi4nmr788RYmFkq8BrYrDpNTU1s3759yAbzajQa9u/fT0pKCu7u7n2yzeMFjRFjnwua0tJSQkJC+rSjZBIsFnVpjPzjBI2zszOenp6UlZUNmYxbgYGBhIeHs3fv3iEXP2NjY8PYsWPZt28f27ZtY+LEiX1eU2sgCQgIYPr06ezdu5c///yTtLS0fhOYarXaLF7q6upobm7G2dkZb29voqKi8PHx6fNMa3Z2dowaNYqqqioOHDhAwPjx2BkMyJRKMZYUYONGmDkTHnpIHIQ8nr174d57Qa0Wp1tuEWNJAT76CF5/XXTTfuONUyfTGSB8fX359NNP+emnn7jjjjv47rvveO+994ZUNsGhhuRmNkQxGAy89tprjB49msmTJ3PgwIGzW8gA1NUhZGWJLlwzZhBaUsLEJ59EUVQkplOuq4OyMvGm2NgI06fDiBFgOi/vvScGxcfGUvTZ/zHhwkqu+/56fnrnfv4MNVKtbQABFh6y5ZuRtng5evHczOdoeLyBnW+24hoVz2y1Gh8fHwSjkaysLNasWUNhYSHV1dUUFxfT0tJCFw/hKVPEBAJJSeDpKd6YT4IgCDQ0NFBeXk5cXBzRCxYgb28X3dcWdu3gKt9VcvSeo7QeaEVfr6e5OQKVIpQ0xa2k2D5JzNsJ2O/7g7hpB0kPvovg/zsH5s8XUz8PEA0NDWzbto2oqCgSExOHnJARBIEDBw7g7e1NWFhYn2571RWrWHHhCuR/345NgqYvXM4MBgNlZWWEhoae8baOx+R2FvtObMeTxAjH7jxG9nXZfb4/ayU0NJTS0tLBbkavMGW0y8nJGeSW9B65XM7o0aPx8PBg69attLe3n3olK8bR0ZFJkyaZ3c4qKyvPeJtGo5HGxkYKCwvZt28f69ev548//uDYsWPIZDLi4+M599xzmTVrFiNHjiQ0NLRfU0b7+/szffp07GpqEOrrafjww44vn3tOfN28ufuVr78eGsSMmhgMYgzp4cPi523boL0d3NzE2NGNG/vtGE6HSy65hKysLBwcHEhKSuLrr78e7CadtUjZzIYgeXl53HLLLVRUVLBy5UrS09MHu0kDglqtJnvNGobdfTdOFRUdX0RFwaZNYuauk/Du3nd5YesLTAydyNfZX2MQDChkCt762cCGKNg4pvfFDNVqNfX19TQ0NFBfX09jYyMKhQJPT0+8vLwIW7oU2/HjsXnggR5tT6/Xc+jQIWpqakhLS8Pb27vb5U6YTrmfasGcCXV1dezcuZOEhIQhM3p9PAUFBeTl5TFt2rR+S6ZxfOpmOXLevvDtM7LQlJWVkZuby4wZM/pVQHZXaPN0a9IMlWxmJnQ6HX/88QeTJ0/uM4vdQNDS0sKWLVsYO3asOZnBUEIQBDIyMqiqqmLSpElDKuX0iTAF3MfExBAfH9/j/6xaraaxsdH8LGpoaEAmk5mfQ6bXwf4/CTY2GPz9aXN0pPDbb0kODcUmIgJcXSEoqPtyAk5OYs20N94QyySMGCGKlqlTRbfxadPgzjtFr4v33oOKCkv3bSvhm2++4c4772TmzJm8/fbb+Pj4DHaTziokMTOEMBqNvPPOOzz22GPccsstvPDCC2fFDbwnlJeXc+jQIfz8/Bje2orNtGkdX27dCpMmnXBdUy2YRnUjRowoZAqzkLkq6Sq2l27nsfTH+sStx2g00tTUZH6oBC1eTG1EBNVXXYWnpyceHh54enri7u7exb2jra2NPXv2mAN1T+Q+oXxXybF7jpmLWQ5kOuXeYqrFkpSU1KsUxtaEqejghAkTTigu+4q+FjQ7duzA29ubuLi4vmzmCTm+0KaNlw3pdb0bbBlqYgZg37592Nvbk5ycPNhN6RXFxcUcOXKE6dOnD8n4E0EQyMrKory8nEmTJg2pGKAT0dzczO7du3FxcWHUqFFdBk90Oh2NjY00NDSYX9VqNS4uLmbR4uXlhaurq/VZwG1s4LHHEN54gz2ffYb7H38Q++WXyFNTRQtLd2ImIQFqakS38OpqUdwcPtzhMg5imYNRo+DJJ8XvQkIG7JB6Q1VVFQsXLmT79u28//77XHLJJYPdpLMGKWZmiFBcXMytt95Kfn4+P//8MzM6V64/i9Hr9WRmZlJRUcHw4cMJNhjgqqssF7rppm4tMyZLTIu2hXq1WMyyPwRMZ+RyOZ6enh1V7NeuxVujwb+xkcbGRmpqajh27BharRZXV1fc3d3x8PDAaDSSm5tLaGgoycnJXWopKN9VUvJCCW4T3aj5ukYUMlZohelMXV0du3btIiUl5YwzaQ0WBoOBffv2ER0d3e9CBjriZEyC5kxiaDQaDTU1NQwfPrzP23kijk8OoK/Xk31ddr/Uo7EmQkND2b9/vzn98VAhLCyM6upqDh48yNixY4dU2wFkMpn5frlt27azQtC4ubkxdepU9u3bx5YtW4iNjUWn09HU1ERjYyNtbW04OjqanzORkZF4eHhYh/DvlKDHTEUFeHuL9dMARo9G5uRE2s6d6FevpnTCBHzr6nDEXHvakqgocZsmZDJoarIUMyCWQIiOtlohA6K73ffff8/nn3/OzTffzEUXXcSbb77Z0V+QOG0ky4yVIwgCH374IYsWLeKaa67hlVdewc3NbbCbNSA0NzezZ88e7O3tGT16NI6NjZCeLsbMREXBp5+KQsb0eetWCAzsYonxcvi7OruMXruR9QeCIKBSqWhsbKSpqYny8nJzvQEXFxfc3d3Nk+orFaVPl3YUtlQgChkFxL7Vf1XYz5T6+np27Ngx5KtBZ2dnU1tby+TJkwe0WF9fWGgKCgooLy8fFDdU5btKjt15zPy5Ny5nVmuZiYgQ3VeyssQRZhAL2r7yCsYpU1i7di3jW1rw+L//E2P3vLxALhfj0xYsEJfX68UYgVWrxGQlBoMYU/fSS5bJSkAcbV6/HkzuKLNnd9SUqqoSXWvy8sQO5MKFYpIRgJUrxfem/52npzjYA+I987XXOvZRVoYxPZ21CxeSmJjY5/FgA4UgCGRnZ6NUKklPTx9yHgumZ0JzczNNTU3myRQP5Onpib+/Px4eHnh4eFinFU2rhSuugIwM+OsvcXCxpAQmTxYziX73nWhV+eYbUXi8/TYALVu2oL/lFmw0GmwOHLCM3amtFUXLqlXiIGZBgVhc+sknYfHijuXOPRf27IEdOyA+foAP/PRQKpXcfvvtHDp0iP/+97+cf/75g92kIY1kmbFiamtrufnmmzl48CBff/0155133mA3aUAw1cXIysoiOjqa+Ph4sSOpUIg3MuiwxGzaBNOnUxjiwoSPktDZimM7nS0xz84cfAHTGZlMhpOTEw4ODlRXV6PT6Zg8eTJOTk40NjZS/l455e+WUzqsFNkWGTLj3+NVcnC+0BntAS3hj4VbvZBJTEwc0kKmrq6OwsJCpk6dOuBVx/vCQlNWVjZondPghcE0/tlodjk7a1I3azTw4Ydwxx0Ws+VyOfHFxTg9+aRYIHfiRPGL4mJzpw2A224TC+fu2CGKDKNR7OTV13cVMwCPPdZ9hqZFiyAlRUw/39oq7m/SJDDVoJo1C779tut6N90kTiZSUpDfeCMjR45k7969+Pj4DMm0/jKZjKSkJARBYNu2baSnp1vtcej1elpaWszCxfRqMBhwcXHBzc3NbHFxd3entraW/fv3ExgYiJ+fn/VazyoqxFiW9nZRwKxaJRZrLikRRUnnONf77oMVKyAyEtdRoxA8PGivqWHz5s2MGjWqI+uXwSBOps+mgVy1umNbW7aIiQDuuWfICBkQC6j++uuvfPTRR1xzzTX/z953xzdxn/+/T9OSt7xtMNjGLJtt9ibMsNokhECbkB0nZCf9QkKapGlISNq0TX8BXLLapGE0ewBJ2MbsDWba2GBs4ynZlrWl+/z+OO4syfKWdJLOb7/udfv03PnG5/15nuf9YOnSpfj73//u1+p8fCKg1czWr1+PwYMHIywsDGFhYRg7diy229UZIYTg9ddfR2JiIhQKBaZMmYLz5x1VeC5fvozx48ejR48eeOONN7xm+4EDBzB06FDIZDKcO3dOMETGYrHgxIkTuHTpEkaPHo0BAwY0NSRlMqZXJy8PSE5GzvEc9P5mEp54aTAGTs5HpVUDtUENEEAVpIJKocIHt3/gU0SGBVv8TaPRYPLkyVCpVKj9dy0KMwrR8EYDSAWBKFfEEBkKEIWLoHxJCeOLRtStr8PJHiexa9cuHD16FJcuXUJZWRm0Wi1omub1vDQaDQ4dOoQBAwb4bY4MwDQ4Tp48iQEDBiA0NJQXG7KzsrF27tpOqZzpdDrU1dUhMTHR02a2iIyNGUhf76R0trzAv4tr/ulPwJ//zDTYnNDz009x+e67YbNXlezVi/G6AIwX5csvGXl2NqxEJGLk5lNTO2bHmTPA3LnMdEgIkwz9+ecdO8bRo4yHZ8ECxMXFISkpCadOnfLbiu1syFl8fDwOHDjAu8qZzWZDfX09bty4gQsXLuDw4cPYsWMHtm7disOHD6O0tBQURSE5ORnjx4/H3LlzMW3aNGRlZSE9PR0xMTGQyWRITEzEhAkTUFRUhFOnTsFms/F6Xi1CJmvyIpaUMFEUJSXMfHR0U5gZwCT7/+MfDKEB878LViqRkZGBY8eO4fz588y3LDqaEQd45BFGzXPcOEAuB+bPZ47zyiuMrLPNxiT/9+jB1IzzE1AUhYceeghnzpzBqVOnMGbMGFy5coVvs/wSAe2Z6dGjB9asWYM+ffoAAP7zn/9g4cKFOHXqFDIyMvDuu+/ib3/7G/7973+jb9++ePPNNzFjxgxcvnyZa8AsX74c9957L0aOHIns7GzcdtttGN9KsnlXQdM0/vrXv+JPf/oT1qxZgyeffNJ3e2LcjLq6Ohw/fhxKpRJTpkxx3UMhkyGn7Hus+qwpjGxDQylsYhoUKEQqIn0ilKw1aLVaHDlyBKGhoUg+nYzTD5x2zIUBADEQc3cMGg42IHllskNvNhuSwPbuabVaVFRUoLGxEYQQBAcHIyQkBKGhoQgNDUVISAhCQkIgkXj2cW9oaMChQ4fQv39/pHa0ceZjOH/+PBQKBe/n0VkPTVlZGWJjYz2mvNZesPctV2DzlnRzXW6df+bRDB/OhIX9/e/AqlUOq8Rnz0K3bBmqqqpcFyg9eRJIT29q8LUHf/sbsGED44V+801GyQlgPDAbNzJhbjU1wC+/MInSLPbtY7YNDgaeew64667mx/74Y+Dee7l6HxkZGdi7dy+Ki4t5v+87C4qiMGjQIBBCcPDgQUycONHjIVkWiwVarRZarRaNjY1obGyEVquFTqeDRCJBWFgYQkNDERMTg7S0NISGhkIul3foux4REYFJkybh6NGjOHjwIEaNGuV7oWYJCUx42dixQHl50/LERGZ5QgJDNtLTmeUPPNC0zZQpQGMjkpOTERkZiePHj6O2thZZWVlQfvMNsGIFE6IpkTBFqlkP5JYtTD6O/fPm4e+cJ9C7d2/k5ubi5ZdfRlZWFjZs2IB77rmHb7P8CoLLmVGpVPjLX/6CBx98EImJiXj22WexYsUKAEzCbFxcHN555x08diuMICsrC2vXrsXw4cNx11134bHHHsPtt9/uEdtqampw33334dKlS9iyZQtGsg9sgMM+rKxv375IT093+aJ3SOg3eCeh392orq7GsWPH0Lt3b4TvC0fBUwVcDkxXk/oJIdDpdNzHlB1rtVpYrVYoFAqEhoZyZIcdFApFlwmzTqfD/v37kZKSgn5+5Op3BVaBberUqT4Te++cQ6MKUqF2RW2L2+/Zswd9+vTxSH2ZzsCVdHPMkhiXhIaXnJn2JC737g389BMT9z96NHDpEhOr/9e/Mo0xpRJXP/8cml69kJWVxdTHOH+eKdZbVMTsu3o141VpD8rKGHtEIuDbb4EnngAKChhPjFoNvPgiQ5Di4xnbqquZkLWaGsZGpZIpJjhzJuMRGjOm6dh6PdPIPHgQuFVzBvDNe78zIITgxIkTaGxsxPjx47t8H9E0Db1ez5EV+/esyWSCXC7nOpDsO5KCgoLc2hlptVpx6tQp1NXVYfTo0b6XP1tS4prMHDrUZukEe9hsNuTn56OsrAwjRowQVLHJH374Affffz8WL17cHXbWAQiGzNhsNnz55ZdYtmwZTp06haCgIKSlpeHkyZMYNmwYt93ChQsRERGB//znPwCAbdu24Z577oHBYMC8efPw1VdfeaRi8oEDB7B48WKMHj0aH3/8MSLaqPYeKLDZbFytgKysLJfa676e0N9e3LhxA2fOnEHvs71R916dQ1J/S14Yd4AQApPJxBEc9kPc2NgIvV7PuPiDgzmSExwcDKVSyY3b+hgbDAbk5eUhPj4emZmZfu1JtFqt2Lt3L1JSUnyuJo4zoVmSuQQb79zYbDutVou9e/di9uzZvpVAj+bSzenrm4tYeJ3MmM1MqFd+flMuXkkJU3Q3M5MhAjJZE5nJzGRi/sVipseZJTPjx8OwaBF29emD2bNnN3lCKQrQahlSM3gwcOMGQ5I6in79GG/MiBHN12VnAzExTAicMx57jCkW/MILTcs++4wJ8Tl0qNnmZ86cgU6nw9ixY/36WaZpGkePHoXFYsHYsWPb9EyzhEWn0zkMzu9J9h3JdgaFhoZ61QNKCMGlS5dQXFyM0aNHe0VlsV24eZMhzGxomT2Sk4HDhx07C9oB9puZnp6Ovn37+vX92BFcv34dixcvhtFoxJdffol01pvVjRbhf/64DuLcuXMYO3Ysp8P+7bffYuDAgTh48CAANGP8cXFxuH79Ojd/++23o7q6Gg0NDYiJiXG7fUIOKzMYDDh69CgAYPLkyQ4qJiyBYbUafTmhvy0QQnDmz2egXqtG4vhE1PxQ4xBO5mlVMoqiEBQUhKCgoGb3sKsex/Lycuj1ei7mnCU2LLlhh+DgYBBCuFom/k5kACZHTiaT+WSYDXvPP771cQDApvxNANCM0JSXlyM2NtbniAzA5NGcRxOh8YmQs9pahsgUFTEExl4lkV3v3Aj74x8Zj4b9Nf7jHxH00EOIXbEClZWVSEpKcsyt6dOHUXt66CFGcSwiAiCEyXUZP56RlbVHaWmTzOzhw4wdt0KmUVvLJENLpYx35rvvmnIFysqApFvvk8pKJil78WLHY3/yCWOHCwwcOBC7d+9GSUmJ30qqA4wow8iRI3Ho0CEcO3YMo0aNgtVq5d5tOp3OYazX6yESiRzed7GxsUhNTXWbB9sdoCgKAwYMgEKhwKFDhzB8+HBec+M4mM2MVxBgyIuzAIDZ3OFD9uzZE2FhYTh69Cjq6uowfPhwn3yvuRu9evXiws5GjBjRHXbWDgQ8menXrx9Onz6Nuro6fP3111i2bBn27dvHrXd+ORFCmi2Ty+UeITL2YWV79+4VTFgZwJz7sWPHkJCQgEGDBkEsFnNhZON6jsP/zv8PNsK0+FVBKsYb42eeGAAoW1+GwpWFoLU0RESEhh8afKpGjEgk4noYnUHTNAwGg0MvpVqtRmlpKfR6PSwWCyiKglgsRnBwMJdnolQqubFUKvWJBkB7oNFoUFxcjEmTJvmszdlZ2ci9nssRmU35mzCp1ySHZ6K8vNyne/K4WjS3pJurN1XjPHisRZOQwKkioqiISVwGmKT8PXtc9ybHxDDemVdfbVo2ezaojz9G5qpVEL37LkNEZDLggw+YkC+AIRFvvsmEqUkkDJmZNAlYsKD5b9x/P0NGxGJAoWA8ROHhzLqjR4GnnmLITGgo8L//Ndm5di2jqCaVMmppzz0H2Nclu3oVOHEC+PFHl5dDKpViyJAhOHnyJOLi4vwmzIX1QBsMBuj1em4sFotRU1ODrVu3ghACmUzm4HmOjIyEUqlESEiI28PCPInevXsjKCgIx48fh9Fo5L8DJiGBuc/OnQNycxlCs38/c38PGtRhrwyL8PBwTJ48GcePH0dubi5GjRrFmyiLNyGTyfDXv/4VkyZNwv333499+/Z1h521AsGEmbGYPn060tLSsGLFinaFmXkKQg0rI4SgqKgIFy9eRGZmJifdm3M8B09uexI2YoOYEsNGbH6T0N8SSteVovCpQoAVGPNwOJk3QdM0jhw5ApPJhD59+sBoNDo0IAwGAywWC8RiMUdu2CEoKMhh3tPCBO09n9zcXCQkJPhFzk/wW8HQW5hef/saNI2NjdizZ49Phpg5wznkjK1FE/tQLD91Zg4caCIyAKOa2Amxl7q6OuTl5WHOnDkeCUn2Fo4fPw5CiE90shFCYLFYYDQaYTAYHAb7dw9N05DL5dy7hX33yGQyXLx4kes8CySo1WocOXIEycnJGDhwIL9krD25Z50EIQQXL15EcXExhg8f7lpkI0DRHXbWNvhvRXgZbO9NSkoK4uPjsWPHDo7MmM1m7Nu3D++8845Hf3/t2rVYsWKF4MLKbDYbTp8+jZqaGowbNw7/K/of1nzn6Inxt4R+Z5TllKFkTQlCx4Si5ssahsj4iBfGXSCE4Ny5c9Dr9Zg4cWKL8eIWi4VrcLCNDZ1Oh5qaGm45TdOQSCQcyWEH53m5XO7RWi/FxcWwWq2c8qGv472Z77lUOLst/DbExMT4PJEBmoecsbVobDYb4O0i3iUljvVXAGaezaHpAMLDwyGXy1FdXY145yrlfoTMzEzs2rULlZWVHk3AttlsMJlMMBqNHFlhp+2X2Ww2h3cFS1aioqIcyEtLBDIyMhL79+9HcHAw/16M1sAq1pnNwJUrTbXV+vUD3nmnScEOAKxWqD74ALP++1/ozWaYAMhnzAD1l780r1v08suMkIRMxsgbr1nT5LF7+mnGm8Li0iVGUvzppxnFsDVrAIuFyf969FHGKwi4LMKKSZOY+kfXrjFhkaz9ACNQwYZT/ve/zG+IRMxx33oLYAtHPv008MMPTJ2mc+eAWyHMAwcORMy1axDfdhuMNhvkCgWov/2t6TwKChihjKoqRv3s1Vebh1iyOHKEySfT64GePRl7WILk4vf5hH3YWVZWFr744gvMmzePV5t8DQHtmXn55ZcxZ84c9OzZE1qtFps3b8aaNWvw888/Y8aMGXjnnXfw9ttv49NPP0V6ejreeust7N2710Ga2Z2wWCx45pln8PXXX+Pbb7/FOLawmgBgMplw9OhR0DSN0aNH49/5/27miRFTYp+tC9MWOLUmNqlfBC6539M5Md7GlStXUFRUhEmTJnWpMB3b28o2Xlw1YoxGI0wmEwAm3JMdWILDju0HmUzWoQ4Cg8GAXbt2YfTo0R4JJ/UUXCmcfTPmG/Tu3duvch3KcsqapJvBEP/aT2u955m5eZPxyBQVMaFl9jkzqamMh6aDvcD5+fkwm80YPny4h4z2DoqLi1FYWIhp06Z1yMtE0zTMZjNMJpPDwD7P9mOLxQIADp0Xrjo2FApFl+8HtVqNgwcP+k6eSWu4ds2RuLhatmwZo2z32WcwKhQ4dOAAehw9itS77oLYufd++3ZGqEKhYBT1pkxh7n3nsKWKCiAlBSguZpTyDhxgCEh8PFBfzwhQ/Oc/rr2WgwYx0sl33unafhZqNSOocfky82zl5QF33MGQEIAhVqmpzHPJim4ATFhmz57Q5eTgoFyOhPp6ZDz3HKgrV5jzGj+eqUnDhmiOHMmIXCQ5fX8JYSSiP/qIuQ5//SsTerlpU+u/7wP48ssv8cADD+BPf/oTnn/+ecF0hreFgPbMVFZW4t5778XNmzcRHh6OwYMHc0QGAP7v//4PBoMBTzzxBDQaDUaPHo1ff/3VI0RGo9Fg0aJFqK6uxtGjR/2qsdFVaLVaHD58GBEREThGjuGO9+/glMn83RMD3GqMPVnAJfUTEYF4uhjSS1Ikv+Tf4WTOuHHjBgoKCtxSYZuiKMhkMshkMoSzuQAuQNN0iw2h2tpabt5kMsFms3HHdSY47DL7sUwmw9mzZ5GQkOBXRAZoXoNGbVTjj2f+iB1jdvBsWcfgXIvGWmdF6O9DcXPNTSQv75hXpFOIimpqrLCeGDaHJjOzU8pjCQkJOHLkCGia9qhH0dPo3bs3SkpKcPnyZaSmpsJsNnMkxXnanrSYbyV7SySSZh0QoaGhiI6ObtYh4Y1GmUqlwogRI3DixAkEBQVBpVJ5/Dc9BrYIa0kJEBmJIADjJ07EIYkE1dXVGJWS4hjCy3o9AIZ02GwM0ejh5Ab97DNGcpz1KtqTlvBwpp5RcXFzMmNXhLVN0DRDKBobmfm6Okc7Jk1yvV9tLaBWI3jePEwymXDkyBHopVLIfvgB0sWLGZLGls6Ii2MKbW7ZAjz/vONxjh9nvFNTpjDzjz0GxMYy3ieptOXf9wEsWrQIKSkpWLhwIc6fP4+cnBze64n5AgKazHz88cetrqcoCq+//jpef/11j9px5coVzJ8/H/3798d3333nMtk6UFFVVYU/bf0Tvrj5BdOzRzkqk/mzJ6ZkTYljsUsKICEEiicVGPXmKL9uxLhCbW0tzpw5g1GjRrVKPtwNkUjEhZG0BavV2qxRZTQaYTab0djYCLVa7dAQY6tpS6VS7Ny5kyM4UqmUm2bn2cF+nu//sbPC2X7Nfjzw0wMuJZt9GRyhudUpIGoUoeipIojFYs93BshkTKPQPtY/OZnpLe5krL9KpQJFUVCr1S7l5vkC6zGxWCzcwM6zz4T9NEtS6urqUFBQALFY7LJDICwsjCMmMpmMG/tizlBCQgIyMjJw5MgRTJ48ucudMrzBRRFWmUyGcePG4ejRozh06BDGjBnj2pv16aeMt8WZyACMSMVf/uL6Ny9cYDwdGzY0X+dUhBUA0NDAeEdsNuA3v2EKzYrFjM05OUwRWpUKMBiAnTvbPufoaIakfP015HfeifESCajSUhTs3o2EOXMQNnIkEy72/POM0MXBg4yXyRklJYB9h3JoKDPcvNnhsFI+kJWVhaNHj2LhwoWYPn06vvnmG596z/CBgCYzvoBdu3Zh0aJFeOSRR/DWW2/55MvdU7h27Rr+sucv+NeNfzHKZBb/ViZjYe+JqS6t5opeWp6wIO7hOAwaNCjgXL96vR5Hjx5FRkYGYmNj+TanRUgkEkgkknYV/KNpGrt370aPHj0QHx/vsiHX2Njo0OBjB5pmYqLEYjFHbiQSCUdy7KfZeXZwnheJRF26X9qjcOYP4AjNEwUAAUCA4lXF3vFsymTNQ8m6kGBMURTi4+NRUVHhlkYGIQQ2mw1Wq9VhsFgsDtPsvKtpi8XCkXexWOySoMtkMq5uiv2ywsJCmM1mjB07tsvn4gtISUnhIgYmTpzo/RwzDybKS6VSjBkzBseOHcOBAwcwduxYyOXypg127QL+9CdghwsP7oEDDAFxVRi8tBRYuJAhIc4heno94wG5VfICAHNupaWMx0OtZnJX3nsP+L//Y35j3TrGQ9KvH6Osd9ddDFlqSxDm+++BFSuA1ashHjQIZOJERMTEYP/+/Rj9178ies0aJu8oNRWYPt2RXNnD+Z3rZxkXSUlJyM3Nxf33349Ro0bhxx9/REYGjxL3PKObzHgQOTk5eOGFF7Bu3TosW7aMb3O8hvXH1mPljpUgNIFYEhjKZICLvJhb6mT1efXQLdQhKTsJAwYMCDgiY7FYcOTIESQlJSHFVS+Xn6KoqAgikQh9+/btkIeFbVjaNxJbajyyEtauGqBsuiJFURyxEYvFDkSHnReLxdzgav7vE/6Ob85/AxNh8ote3vUyHhz8IMRicZfJkjeRlJ0Em82Gq09dBUUoWNVWnF/Ko2xzO8HeEzRNw2azwWazISwsDIWFhYiLi3NYbrVauWnnZfb3if28zWbj7heRSOSSGNuTaKVS2YxQ2w8d7VQbNGgQdu7c6XExAG8iMzMThw8fxokTJzB69GjvPSPtLdLaFoYPZxLea2ubhUKKxWKMGjUKJ06cwIEDBzB+/HiG0OzbBzzwAEMeXKk2fvwxk4fjfH+UlzPE4JVXGNud8dVXwIABTO0lFnI5Q2QAxvvy4INM7Zn/+z/g11+ZkDXWhvnzmfU3brj2pNhj8GAm/+cWqAEDEDd1Kgb37YvDZ84g8y9/4VRSMXs2MHNm82MkJzM5PSy0WmbwM4U0pVKJzZs344033sC4ceOwefNmzLEPJxQQusmMB2C1WvHss8/if//7H3755RdMsJf7DHCsO7YOT217qikpWapCr/BefpsPA7ggMQCX2B/2uzAcOHAAvXr1Qv/+/f2m0dheEEJw8uRJyOVyZPpQEmRXYTQacfnyZYwa1fFwQHvy0Z7QN1cghICm6WY97S01aFnyxKo6OTeCzWYzHujxAP51418gINAYNZi+fjpe6M1UfReJRNzAEpyW5imKcjlPUZTDtP2YvS6uBvt17LT9tXReJloogjHfCEUOc22rN1Ujd3suYlbGIPzepvBGtnFPCHEYXC1jB5qmW5xmB1fzLFFhB/t5e6LBncOta2e1WnHy5EkHcuqKkCoUCgci64rUsmSFj9BGmUyGAQMG4Ny5c4iJieE9vNIdEIlEyMrKQm5uLi5cuOC9Xu3OFGl1hTaKsIrS0jBixAicPHkSBw8exHibDbIHH2Q8G0OGND9eYyNDSk6ccFx+8yZw222MN6SlTllXRVirqoDISMYzYjIxCmdsGYzUVCZMrqqKITyHDjF5NM6J+q5QUdGUz/Phh0BwMDBtGnpSFIIbG3H4/HmYTCb0LS4GdeECU7jTGSNGAEYjsHcvkzfzr38xYXB+oALpDJFIhNdffx39+/fHokWL8MYbb+C5554LuLZIWwhoNTM+UFdXh7vvvhtXr17Fyy+/jIEDByI2NhaxsbEICQkJyBuMLXY5JmkMvrzwJWjQAeOJKVlTApvWBqvayiy0k1kOdCIDABcuXEB5eTkmTZoUUEmGp06dgtVq9YkaGu7AqVOnIJVKkWfM4/JnAGDxwMX4ZO4nLTbC7Rvorhry9stbIgPsGGiZRLDrWhuzIIRAq9Ui9J+hoHZToHDruaIAPAtQCx0JkDNhamtwRcacxy2RO3vi52qaJSesTYcPH0Z0dLTfSH63BpqmsW/fPvTo0SOg6lw0NjYiNzcXmZmZSPZWvgTriWEJDNBUpJW1oT1qZhYLU4R182bHIqxr1nDSzDRN48SJE8j47W+hsFhA2ROlzz9nxAAAxivz2WeM98YejzzCeFTs/+fPPMN4eAAmN2XoUMZ7Yy+e9M03jDSyWMzIJE+bxqiGsSFv77/PkAiplBneeYchTQCwfDlDuioqmDyZkBBG8ABgQuS++II51wEDmCKxPXsy6z76CPRbb0FvsQDx8Qj+5BNQ7Pnl5DA2vvEGM3/oEJCdzeTrJCUxuTYsmWrt930IhBDU1dWhqqoKVVVVOHLkCN555x385je/wdq1awPqm90WusmMG3Hjxg3MmjULqamp+OKLL0BRFKqrq1FVVYWamhrI5XKO2ERHRwfEjWZf7FIEEadQ5q+J/UBzT4xE1eTAZGvFaLVaHDhwAMnJyQEZWgYwleRPnTqFSZMmBVTF5fr6euzfvx/Tpk3z3+RfOxBC8Msvv2DEiBGIiYnB0q+XcvkzALAkc4lfCQJYLBauaGbVx1WOss0qCSbU+o+nu7i4GOXl5RjfieKbvghWjXP69OmOeRh+jqqqKhw9ehQTJkzwXgFrNxVpbQ9YQtPY2Ijx48cHRNujNej1ehw8eBDh4eEYPnx4QOUqG41GjrxUV1eDpmnExMRwbUu1Wo0FCxYgMjIS3333XUB9u1tDN5lxE65cuYIZM2Zgzpw5WLt2bbOHx2azoba2lrsJtVotIiIiEB0djZiYGKhUKp+ohN5e5BzPwapdqziJZRFEmJ4wHZf0l/DShJf8msjYyyy7qhPT2NiIvLy8gCYyWq0Wubm5GDZsmO/XY+gACCE4dOgQwsPDAyZZsq6uDgcOHMCcOXO48B97QkOBAv0a3dohfAr2ZEYqlTarQxOzJMbnc2hY6PV67Ny5E3PmzPGLQqbtweHDh6FUKjF48GC+TXErrly5guvXr2Py5Mmeb+y3xzPjZtA0jePHj0Ov12PcuHEBT2hMJhMOHz4MqVSKkSNH+u3zZzabUVNTg5qaGlRXV6OxsREREREceYmMjGwW9qnT6XDHHXdAo9Fg+/btiOqEvLy/oZvMuAFnzpzBzJkz8cADD+Dtt99uV+PWYDA43KBGoxEqlQrR0dGIjo5GZGSkT/YmsCFlWrMWagMjsSyCCCsHr8Sbv3nTbxv2zfJi7MLJ7ImMwWDA/v37kZSUhIEDB/rt+bYGi8WC3NxcxMfHB0yDn0VlZSVOnDiBGTNm+O3HzRmXL19GfX09Ro0a5bA8+K1g6C16AP7lnXEmM8CtTobHC7ht/InQ7N69G/379w+YToGGhgbs27cPU6dODagyA4QQrrDzmDFjPPdu90CR1vaCpmkcO3YMJpMJ48aN86sO1M7AarXi6NGjsFgsGDNmjF94E61WK2pra7m2YX19PVebKSYmBlFRUe0ioiaTCb/73e9w8eJF7NixI2DePy2hm8x0EQcPHsTcuXOxYsUKrFy5stPH0el03M1bU1MDi8WCyMhIREVFISoqinfPjbMnRhWkAiEEVqsVzw15Dq/Pe91vG/bt8cYAzMshLy8PUVFRGDJkiN+eb2sghOD48ePcyz8QEn1ZEEKwZ88e9OrVC2lpaXyb4zbs378fycnJzQrx5hzPccif8RdC44rMAMD5pedRvamam09f3/wZ9UXk5+fDarVi6NChfJviNpw+fRpms7kZgfZ3WCwW7Nu3D0lJjDKlR+AuNbNOwmaz4fDhwwCAMWPG+GSnqTvBhthptVqMGzcOQUFBfJvkALPZjNraWm6or6+HQqFATEwM17ndWZutViseffRR7N27Fzt37kRqaqqbrfcddJOZLmDHjh2444478O677+Lxxx9ve4d2ghCCxsZGhxvcaDQiPDycIzftZefugH1eDMAUu/zL1L+gf2N/pKamop8riUcfB+uJYWFVW1v0xgDMR+7AgQMIDg5GVlZWQBIZALh69SoKCwsxZcoUv+jF6gjYSua33XZbwJA0i8WC7du3Y/r06S7zf5zzZ9bPXe/zIaAtkRmgOaHxBw9NVVUVTp8+jRkzZgTMe8NoNGLnzp0YN24cVCoV3+a4FQ0NDcjNzcWoUaM8V1PLg3Vm2gOLxYKDBw9CoVAgKysrYN6HLYGmaZw6dQp1dXUYP348r4TGYDA4tO20Wi1CQkIc2nbuzOWkaRovvPACtmzZgl9//TWgVEnt0U1mOomvv/4a9913Hz788EMsdSX952bo9XqHB6CxsRHBwcFQqVTcEBoa6raPJeuJYYWE1AY1p1C2aswq9G/sjz59+qBv375u+T1vwtkTI1FJIA4VI3llssueXpvNhkOHDkEsFmP06NEB++Kvq6tDXl4exo4dG3AxtjabDbt27cKAAQPQk1W+CQCUl5fj4sWLuI1VAXIBe0KjlCihW6XzlnmdQmtkBmgecubrHhqbzYZt27ZhypQpAZWMe+HCBWg0moARN7BHSUkJzp8/j6lTp/pcT767YDabkZeXh8jISAwdOjRgiHZLIITg1KlTUKvVGD9+fKdl9TsCmqZRX18PtVoNtVoNjUYDg8HQrGPa0x2HhBD8+c9/xvvvv4/t27cHnEcV6CYzncKnn36Kp556Cps2bcL8+fN5scFsNjs8IBqNBhRFITIykiM3ERERnfLeOHtiVEEqhMpDsXLCSixOW4xDhw6hb9++fic32t68GHuwMcZs9etAjTFmwyuSk5P9kqC2haKiIly7dg1Tp04NqI/2mTNnIBKJMIiVH20B4j+JudpPvh5u1haZAZw8NCIgfa1vE5qDBw8iLi4uoMIbzWYzdu7ciZEjRyImJoZvc9wKtr6W0WjEuHHjAuqdYQ+DwYC8vDwkJCQEbI+9PQghOHPmDKqrqzF+/Hi3q1kaDAbU1dVxbbO6ujqIxWKoVCqubRYREcFbvuY///lPvPLKK/j+++8xdepUXmzwFAKzZeZBvP/++/jjH/+In376CVOmTOHNDplMhvj4eMTfKh5F0zQaGhqg0WigVqtx48YN6PV6BAcHIyIiApGRkYiIiEB4eHiLDXLnvBjnWjFqtRoHDx5E//79/e6j3N68GHsQQnDu3DnodDpMmDAhYIkM+4JXKpUBVT+ChdVqxZUrVwIyz6m6urpdjZDFmYs578ym/E2Y1GuSz4ebtYaMjRnI+yWPCQ+lwaidAT5LaGJiYlBTU+N3783WIJPJ0KdPH1y8eBHR0dEB9WxRFIUhQ4Zg7969uHLlil+GUrcHCoUC48aNQ25uLhQKRUDdn67A/l/Pnj2LAwcOYNy4cQgODu7UsSwWCzQaDerq6rix0WhEaGgoVCoVkpOTMXToUJ+qL/j0008jPDwc8+fP57Uz3hMIzNaZh/DGG2/g/fffx65du3yu2J5IJEJERAQiIiKQkpICgOk5Yx+0mpoaFBQUwGw2IzQ0FJGRkQgPD0dERAQ2FWzCuwffZRTKjIxCmXOtmLq6Ohw6dAgDBgzwqySyznhjWBQWFuLmzZsBVzDSGSUlJaipqcGUKVN85qXrThQXF0OhUHDEP1Cg1+uh1+vbFRLIemJYQrN863IA8GtCk7I6pUmymQaKVxX7NJm5cuUKaJoOqDDV1NRUFBUVobKyMuCeL4lEgpEjR2L//v2Ijo4OuNBbFsHBwRg9ejQOHjwIpVKJBA8pqfkKKIrC4MGDce7cORw8eBATJkxoM+TMYrGgvr4e9fX1XJtKp9NBqVQiIiICUVFRSEtLQ3h4uM+rZC5btgyhoaFYsmQJPvzwQyxZsoRvk9yCbjLTTqxZswYffPAB9u3b5zfuWJlMxmmRA0wPvNFo5MLSbt68iff2vYf119eDBo0waRgiZBEABbw59U2uodPQ0IBDhw6hX79+fkdkOuqN4fYtK8OVK1c84or2Jeh0Opw7dw6jRo0KyNhwq9WKwsJCDB8+POCIWnV1NSIjI9v98dx450b8cvUXqA1q0KDxwi8v+DWZYZ9jltBYNVbkReW1q6PC2wgPDwdFUairqwuohHmJRII+ffrg0qVLiIuLC7hnLDw8HAMGDMDJkycxZcoUn2+odhYqlQrDhw/HiRMnMH78eERGRvJtkkdBURQGDRoEmqY5QsPmrZjNZo60sGOdToegoCAuuqVHjx6IiIjwW5GcO+64AyEhIbjjjjsgl8txxx138G1Sl9FNZtqBdevW4Z133sGePXv8hsi4AkVRUCgUUCgU+KH8B6za3xRSJqbEeHbQs5gTMwd1dXUwVZiwa9cuKJVK1NbWIj4+HklJSSCE+PQHqyynDCVrShA2LgzV/6tmiEwHvDEAUFtbi1OnTmHkyJHeqwbNA9i48OTkZM+p9vCMa9euQalUBuT51dTUIDo6ukP7rJ62mpNr1lv1yDmeExiE5lanhVVt9cmQM4qiEB0djerq6oAiMwDQu3dvFBQUoKqqCnFxcXyb43akpqaisrIS+fn5GDZsGN/meAyJiYkwGAw4cuQIJk6c2OnwK39CWloatFotdu/ejYiICGi1WhgMBiiVSi5ypWfPnggPDw+4zr6ZM2di06ZNuOeeexAcHIxZs2bxbVKX0E1m2sBnn32GFStW4Ndffw2YOgGupJbtQ8oARnqzqqoK+fn5UCgUqK+vx6+//gqpVIqwsDCEh4cjLCwMYWFhCA0N9Yl8EntPTHXpLSLTAW8MADQ2NuLIkSPIyMgIyA+zPdiww4EDB/Jtikdgs9lQWFgYkEo9hBDU1NRgxIgRHdovOysbuddzAyrczNlD46shZzExMSgvLw+4/AvWO3P58mXExsYG3LNGURSGDRuGPXv2IC4uLqCLD6alpUGv1+Pw4cOYNGlSwHiizGYztFotGhoaUF9fj4aGBjQ0NIAQgpCQEIjFYmi1WgwePBgqlSqgw8rtMX/+fHz00Ue46667sH37dkyYMIFvkzoN/lugPoxvvvkGjz/+OH744QeMHTuWb3O6jJzjOViTtwZasxY2YmuW4G8PiqJQUFCAxMRELnHaZrNBq9VyL4PS0lI0NDTAbDZDqVRyxIYdsy8Jb8AhpEwMxNwdg4aDDS3KLbuCxWLBkSNHkJyczOUdBSrq6uq4MDpfIKKewLVr1xAUFBSQpFSn08FsNncqHMQ53CwQCY1VbcX5ped9qgZNVFQUzp8/H3B5MwCQkpKCwsJCVFdXB6QXVKFQYPDgwThz5gxUKlXA9dLbIzMzE0eOHMHx48cxZswYvyKnVquVIy32Y6PRiKCgIK4DNjU1FWFhYQgJCYFIJOIKiV69ejXglPnawpIlS9DY2Ih58+Zh165dHe4g8xUEZivGDfjll19w7733YtOmTa3WcPAHOKuUqYJU6BXeCysnrHTZgLFYLDh06BDCw8MdFKDEYjEnMsCCEAKTyeTw4igqKoJWq4XNZkNwcDBCQkIQGhrKERx3enKaJfh30BNjfx4nT56EQqEIWE8FC5qmcfLkSaSnpwdsbDRN0ygsLMSgQYP86mPcXtTW1iIyMrLTnQWrp63G8q3LQd/6W7VrlV+TGcCO0NyqQVO9qRplk8p8xkMTGhoKsVgccHkzAOOdSU1NxZUrVwKSzABAjx49UFFRgTNnzmDUqFEB+V4BmI7MESNGIDc3FxcuXEBGhu90CLBgPS2NjY3QarXctF6vh0wm4zpUExIS0K9fP4SGhrbqbWFryB08eBDHjx8P6P+vKzzyyCPQarWYNWsWcnNz/bIN1E1mXCAvLw933XUXPvroIyxYsIBvc7oEVyFlq29r7olhQdM0jh8/DplM1q6kaYqiEBQUhKCgIIceDUIIDAaDw4vm2rVr0Gq1sFgsUCgUHLEJCQnhhqCgoHa/RLqS4O+My5cvQ6vVYtKkSQHXa+qMK1eugKKogJRhZlFaWgqJRBKwyjw1NTVdUldin/8ntj4BAgKNUeP3+TMAQ2jqcuu4GjS+lD9DURSioqJQU1MTcGQGYLwzBQUFUKvVAXl+ADBo0CDs3r0b5eXlSEri/57yFKRSKUaNGoXc3Fwu4d3bIIRAr9ejsbHRYdBqtTCZTJDL5Vz7IS4uDn369EFoaCjkcnmniIhEIsGYMWOwf/9+nDt3LmA7wlrC888/j4aGBkyfPh15eXl+JfYEdJOZZjh58iTmzZuHv/3tb34vWWdPZFoLKWPB1hsxGo2YMGFClxr1FEVBqVRCqVQ6hPkQQrheFZbkVFRUcL0qYrGYIzasV4cd2Pjdrsgtu0J5eTmuXr2KiRMnBnysbENDAwoLC7v8//VlEEJQWFiIPn36BOzHqLa2Fj179uzSMbKzsrFq9yqoDWoQkIDwzgC+XYMmOjoalZWVfJvhEchkMvTu3RuFhYUBWWEcAORyOQYPHoyzZ88iOjrab9Ws2oPQ0FBkZWXh2LFjCAkJ8YgYDtsesCcrOp2OGxNCHNoBPXr04KI8PJHPI5PJOEKjVCr9rjB4V/Haa69Bq9XitttuQ15enl8R9m4yY4cLFy5g1qxZePXVV/HII4/wbU6nwObFjOs5Dv87/z/YiM1lgr8rXLlyBVVVVR5N/KMoCnK5HHK5vJkSk81m415k7FBTU4PGxkaYzWbIZDIodypB/kFwq5g5IAZS/pGC5OXJnWq4NjQ04NSpUxg+fDjCwsLccIa+C5qmcerUKaSmpga0SltlZSXMZjMvvYnegMFggNFodEvvt324mdqoxtKvl3I1afwZvlqDRqVS4eLFiz6vCtlZpKWlYefOnWhsbERISAjf5ngEiYmJKC0tRX5+vt/mF7QXcXFx6NevH44ePYrJkyd3iryxJSF0Op3LwWq1cl6W4OBgruBkSEgIlEql1zvd2Lo7Bw4cgEKh8KsGfVdBURT++te/ch6a3Nxcv8kh6iYzt1BWVoYZM2Zg+fLleP755/k2p1Ow98SUNpR2iMjcuHEDhYWFmDhxYpsFpDwFsVjMJeg5w2Kx4Pr/u47S90s5bwxCAct9FpzueRr52/IRHBwMpVLZbNzSC9FqteLYsWNITU0N2HAkexQVFcFisQScmpIzCgsLkZaW5jXxCW+jtrYWYWFhbsk7Y98LrFwzq3Lm74TGVwUBwsLCQAhBQ0MDwsPDebXFE2Abf6yKYCCCLbq4e/duVFRUBFyxUGf06dMHGo0GJ0+ebFEQwGq1ckV8dTpds2mbzQaFQoHg4GAEBwcjIiICSUlJ3LyvidBERkYiKysLx48fR1BQUMAWTHUFiqKQk5OD3//+95gzZw727dvnFzLdFCGE8G0E39Dr9Zg8eTIGDRqEjz/+2C97zOyJjJgS4+6Mu3HwxsEWk/ztUV1djSNHjmDUqFE+mbzZVpK/xWJp8SWq1+tB0zQUCgVHbJRKJRQKBUpLS2Gz2TB+/PiAbfiyMBgM2LVrF8aMGdPh2iT+hLq6OuTl5WHmzJkBGzJ49uxZruibu7D066UckaFAgX6NbmMPz8FisWDbtm24/fbbu+whLssp4wQBACB9fedy6tyJgwcPIiEhIWAVE+vr67F///6AfgYBRi2xoKAAU6dO9bnGuLthNBqRm5uL6OhoqFQq7tvKDiaTCWKxuMXOxODgYL/8xhYXF+PixYuYNGlSwHoaW4LZbMaMGTMQGxuLLVu2+HxYuuDJDCEES5YsQVlZGXbu3Ol3MbDOSmXt9cSw0Ol02LdvHzIyMtCrVy8PW9txdDXJ397FrdfrYTAYoNfroVar0djYCIqiQAhBUFCQA9GxH5RKJSQSiV+SXBZHjx6FRCLB8OHD+TbFozh58iTEYjGGDBnCtykew969e5Genu728Ifgt4Kht+gBAEsyl/DmnXEnmQGA80vPc4IAEAHpa/klNJcuXUJjYyOysrJ4s8HTyMvLQ1xcXECLjBBCsH//fsTExGDAgAF8m9NpsHkrBoOB+z6y0+y8yWSCSCQCTdOcoql9B2FwcDBkMplffyNbwvnz51FRURFQdXfai5qaGowcORL3338/XnvtNb7NaRWB3Z3QDqxevRqHDx/G0aNH/ZLItFX8sjVYrVYcPXoUPXv29Dki464kf4qiOFLCor6+HmVlZRg3bhyio6NhNBodepmMRiPq6+u5l7nVaoVEInEgOEFBQc2mfZXwVFZWoqamxu8lxtuC0WhEWVkZpkyZwrcpHoPVakV9fb1H1KLem/lewIWbAc0FAfjOn1GpVLhx4wZvv+8NpKWl4dy5c0hLS/P5Ht3Ogg03y8vL4xLTfQ0sUTEajVyuHftdY797BoMBNE1DKpU6dOZFREQgISGBIyxyuRzXrl3D5cuXMWbMGL9rL3UWAwcORENDA06ePCk4yebo6Gj8+OOPGDduHAYOHIhFixbxbVKLEDSZ+eabb/Duu+8iLy/PJ8OrWkNHlcqcQQjBqVOnIJVKfU5H3p2Sy86wWq04fvw4+vTpwyW2sS/vluJiLRaLQy8V+xGora3lPg42mw1isdiB3LCS1c6DNz/uNpsNZ8+exYABAwL+43P9+nVER0f7ZKPCXairq+PuL3cjOysbuddzOSKzKX8TJvWaFBAKZ/aCAFaNFXlReZ1WP+wqIiMjufdIoBZfjI+PR35+Pm7evBnQCdQRERFITk7GuXPnMHbsWK82dG02G4xGo8vBnriwRMX+u6RUKhEVFeXQQdeeULnevXujtrYWJ06c8Pr58gX7ujuXL19G//79+TbJq8jMzMQXX3yBJUuWIC0tzWejOwRLZk6fPo1ly5bhv//9LwYPHsy3Oe1GV8PKWBQUFECj0WDy5Mk+1XPmQGS6KLnsCufPn4dcLu9QErxUKoVUKm1R7YwQAqvV6vABYT8qbPVhdgAY+UeW2Mjl8hbH7vD0FBYWcpKpgQyaplFcXBywSccsNBqNRwudsp4YltC88MsLAUFmOEGAW+8Wq9rKm4dGKpUiJCQEGo0mYIVHKIpCSkoKiouLA5rMAMCAAQOwa9cut9SeIYTAYrHAaDTCZDLBZDJx0+w3hJ22WCwOdd7YITQ0FDExMQ6RA+7K6aEoCkOGDMGePXtQVFSEtLQ0txzX1yGTyTBq1Cjs378f4eHhAfvctoT58+fj1VdfxcKFC3H06FGfPH9BkpnKykosWLAAL7/8MhYuXMi3Oe0CK7msNWuhNqoBdDysjEVlZSWuXLmCCRMm+ExvfVtJ/u5ARUUFSktLMXXqVLf2KFEU1SbhAZgPFfshMhgMDh8qthAYO0/TNMRiMSdj3dYglUqbnZPBYEBBQQHGjRsX8D1oFRUVEIlEDjWNAhHeKEi48c6N2JK/BTRo6K36gCimCfiWwllkZGRAkxkA6NmzJy5evAitVhvQ3lKpVIoBAwbgwoULiI+Pb5bozoZ6seSkrcH+3W/fwRUSEoLo6GgH4sJHnopUKsWIESNw6NAhxMTEBHxJAxZhYWEYNmwYTp48iYkTJwrmvFn84Q9/QH5+Pn77299i7969PudVFhyZMZlM+O1vf4tJkyZh5cqVfJvTLtiHlKmCVFAFqQAKHQorY6HT6XDixAkMGTLEZ2qNeDKsjIXJZMLp06cxaNAgKJVKtx23I7DvRWvt2rvqnbPvpWtoaHBYR9M0KIqCTCaDXC7nxvX19VAqldz2MpnMYfAlj1xXce3aNfTu3TvgSVtdXZ1XekMXZy7mvDPLty4HgMAiNLcUzqo3VeM8vE9oIiMjUV5e7tXf9DbkcjkSExNx7do1tyrv8Q2bzQaz2eww2Gw22Gw2rjaJyWTiCIzZbAbAlB5gCQhLUIKCghAeHs6RFtZr76v5lyyioqKQkpKCkydPYtKkSZ7/lrAed7MZuHIFyMxk5vv1A7ZsAcrKgBdeAI4eBcRiIDERePttYNw4Zrt//xv46Sfgq6+aH/vcOWD5cqCqCpBKgbFjgf/3/wC2o/euu4CDB4GbN5Go1aI+NZWruyNNTweCgpgBAF56CVi82PH4//kPcP/9wI8/AvPmMcumTAFefLFp3g9AURQ2bNiAqVOn4pFHHsFnn33mU/eooMgMIQSPPvoobDYbPvroI5/6R7QEZ8nl1bd1nMCwoGkaJ06cQFJSUperh7sLng4rA5j/++nTp6FSqXzmvFsDS0zaI2tKCIHNZuOIDfsBra+vh06nQ3x8PG7evOnw4bVarQAAiUTCfUBlMhmkUqkD2XE174sfWZ1Oh9raWp+N5XUX2PBFb3RCbLxzI365+gvUBjVo0Fi1a1VAkBmAITR1uXWcwln1pmqUTSrzashZZGQkLly4ELDFM1n07t0bR44cwYABA3xOvpjtNLJYLA7vR/t5dtpkMsFiscBkMsFmY3rdnN+P4eHhqK6uRmxsLOLi4jivOUte/FGauDUMGDAAVVVVuHTpEgYOHOjZHzt9mhlfuwZkZTXNA4BOx5CDhx8GNm9mlu3aBSxYAOzeDbSVRhAUBHzwAbOdzQYsXQq89x7w8svM+uxsYN064JbXv3///lCr1Th79ixGAAxBYsmVM0pLgX/9CxgzplOn7WsICgrCt99+i5EjR+Ldd9/FihUr+DaJg2+9XTyMDRs2YOfOnVwhJF+Gu3Jj7HHx4kXYbDZktvTgeRHeCCtjcePGDWg0GreHl/kCKIqCRCKBRCLhClsRQnDgwAH06dPH5UfGVc+i/aDT6aDRaJp90NnfY0Pq2I95a/P2g0Qi8UgP3vXr1xEXF+fzz3RXUV9fj9DQUK81CldPW40ntj4BAgKNURMw4WYAo3B2Hk2SzQXLGU+NtwhNaGgoaJqGTqcL6PoVKpUKQUFBKC8vR3JystuPT9M0R0haG+zfY/bLgabOI1edN6Ghoc082q15to8cOQKTySSIJHGRSMQlxsfHx3s8/LVFbNoEREYC9g3r224DHnwQ+MtfgM8/b31/e/lwsRgYORK4dKlp2fTpDptTFIXhw4dj7969sNpsrTeiH30U+PvfHW1jsXMn8Ne/Ml6l3/wGePddwA/aJ/Hx8fjhhx8wceJEjBo1ClOnTuXbJAACIjMXL17ECy+8gB9++MHn45S7KrnsClVVVSguLsbkyZN57yHyRlgZC6PRiPz8fAwbNsxn8oM8jYqKCjQ2NmL06NEu17Oqax1RxGJFDlw1CuyX6XQ6zvtj32hgy1mJxWIHctPW2HmaHVhSSgjBjRs3Aj7xH2BCzLwZGpqdlY1Vu1dBbVCDgARUuBnAr2SzWCxGWFgY6urqAprMUBSF5ORk3Lhxw4HMsO8Ti8UCq9XqMLDLWhuz06yXRCQSNXuv2HesKJXKFjte3OltzsjIwJ49e5CamhrQeUIswsLC0K9fP5w6dQpTpkzhp21x8iQTGuaMsWOBV17p2LF0OuCjj4B33ml1M4VCgeHDh8NsNoNasgRiABg9mgltu6WSivXrgYwMZrkrXLgA7NgBWCzApEnAl18Cd9/dMXt5wrBhw/CXv/wF9957L86ePcsfkbWDIMiMyWTCkiVL8OSTT2LatGl8m9Mquiq57ApGoxEnTpzAoEGDeH/BeiOszB7nzp1DTEyMzxNYd4EQgosXL6Jv375uLfBl75HpjE02m61ZY8RVI0Wn0zVbzg5swwVgGoNsI8RkMqGgoADFxcUOhIfdxn7afuy8zNdziOrq6jg5cW9h9bTVWL51Oehbf4EUbgY4STZ7WRAgIiICdXV16NGjh1d+rzMghICmadhsNu4ZZMfOy5yn2Xmz2QyNRoNff/0VNE03e5adOyqcOzRY2WBXHR7swHcHHYuQkBAkJyfj0qVLGDlyJN/meAVpaWkoKytDQUEBfx4pV2S0o/XgLRYm32XmTKAdwlBxcXG48sUXKBOLMWnsWIhfew1YtgzYtg0oLgY+/BA4cKDlAyxbxuToSKXA73/PeGr8hMwAQHZ2Nn7++Wc88sgj+Oqrr3iPehEEmXn55ZchkUjwxhtv8G1Kq3DOj+mqNwZgPkYnT55EbGysR9z8HYEDkfGgN4bFzZs3UV1d7fME1p0oKyuD1Wr1qSKo9qFwXQHbm2tPdM6fP4/IyEjEx8c3a1SZTCbodDqHZc6NMftGFUVRzUhOa4NIJHI5bb+MXe5qLBKJOvQBqKur83pFdfb9wxIatVGNpV8vDYhimoBrQQBv5c+Eh4ejrKysQ/uwHQM0TXMkw37MTtsvb2m+vQOxaxS6ej5cdSCwBISdJ4QgJCQEqampLXpZAwV9+/bFrl27vO5J5QsikQhDhw5FXl4eEhMTO6/yZTYDtbWAfcfjzZtAVBTQWv7o8OHAhg3Nlx8+zKxzxtNPA7m5zPTnnwODBjFE5u67md9+//12m9xn2jTc3L8f+ZcvY8izzwJ9+zIrDh0CysuBAQOY+YoK4KGHgDffBB55xPXB/Ow5oCgKH3/8MQYPHoyPP/4YDz/8MK/2BDyZ+fXXX7FhwwacOHGiXQnVfMETRAYAioqKoNPpMHLkSN4+Gt7Mj2FhsVhw9uxZZGZmBnwuBQuapnHp0iX069fPZ3oq3Ql775BCoYDZbEZdXR2mTp3a6VAdtnHoTHDsh5bWsYpzLTUUXTU4XZ0TS3BYMsUSHfsBYDzMhYWFKC4ubraePU57xuzgPM8uY+1ih6V9l8JoNOK5Xc8BADbnb8bHt3/Mbec8dl7mPN3WOrbxTAhxaEh3Ztr+WK6OTQhB2O/CELkrEpqvNACAgicKoNfpobpf5bAd66VwNW+/nP2/O8/bb0vTNEwmE2pra3Hw4EEHD4gzYXHev6X7x5kot0a+ZTJZuwi7M3Hp7DdEIpHg3LlzGD58eMCRF2coFAqkpKTg4sWLGOsq/CkAERERgZSUFJw+fRoTJ07s+P/YbAYWLQLy84E9e4DkZKCkBJg6lUmu//LLlgnNkiVMeNc77zTlpuzeDXz8MTN2xj//6ThvtQL33AOoVAwpaq/tOh1EFguysrKwd+9epH7/PUKHDWPWLV3KDCxcqZd9/jnjCbJYgI0bgT/8oX2/60OIjo7Gf/7zH9xxxx2YOHFih+r3uRsBTWaqq6uxbNkyvP/+++jLMmZvo3dvRhLQPune7sbOOZ6DyEefwdLzZjz/ImCWi1H0S38kf5MDIAc4c4bpORCJgNBQYP9+x+NTVNN6mgb++EfmpQCgsbERFy9exJgxYyBdv555UEUiZnCWEHzzTeDTT5nppUuBP/+ZmW5N0rCdKF5VzMSlA14hMgBw4cIFhIaG+oV6mbtQUlICiqIEc87l5eUIDw/vUs6Bu7xG7YUzwXGedjXYbDY0NDSgoaEBUVFRLhvILLly1cB21eBuqXHOLgMcG/x9SB/IKTlMxAQCglkbZuGF3i949Fpt377do8d3IHL3U1D+ogSlpQAClP6pFMWDittF/pzX2S+zn2ZDGe0Jak1NDVc7xBWJdSYorub9AXFxcTh9+jTUajWioqL4NsfjSE9Px44dO7j/rxDQv39/7NmzB8XFxUhNTe3YzrW1DJEpKmIIzGefAffdx8yz61sKFQ8OBvbuZaSZU1IAiQSIjwe+/x4YMqTt396yBfjmG0bNjCUj48cDa9cy0wsWMHk5ACMFnZ7O/F5lJXDnnQi22TDDbEZdZCSCPvsM7Q7EHj6cERdgBQDuuqu9e/oUZsyYgezsbCxduhSHDh3izWlAEeeungABIQQLFixAUFAQ/ve///HXG9QKmcmJL8VL3yxH0d9pXIgBPsqiMPrldY4eGYoCtFqgpQab/fpTp5iHsKQEJCoKeXl5CA8Px+DBgxmpwqwsIDwcuHGDeZCOHwd69WJcro8/zmi0SyTMMVavBmbN6jKZKcspQ8ETBQABIALS13qeyNTV1SEvLw9TpkwJ6ORae9A0jZ07d2LgwIE+HYPvTrBhDR3+cPohCgoKUFdXx2scfs7xHDy+9XFuft3tzLvK2QPSkjeERUueFBZWqxW7d+/GtGnTmpHMljw6rqadvUSuPEb2KMsp4/JnACBmSYzH82d2796NAQMGCCKn78yZMwCAIe1pYAYALl26hNraWowfP55vU7yGqqoqHDt2DNOnT++44A7riWEJDACkpjZ5anwYhBAcOnQICoUCw1hCJCCYzWaMGTMG06dPx7vvvsuLDf7RrdMJrFu3DmfOnMGGDRt80q29rWA7ntz2JBafpbEzFdgwJQSrr6V1LbRs2DCG1Fy7hqKiIhiNxiZp3ttuY4gMAPTsyWim37jBzG/ZwhR1Cg5mCkU9+CAjd8iivh64806mcNXkycxLpw2U5ZQhLyqPaRwQMB4ZLxAZQgjOnTuH1NRUwRAZgJGfFolESEryXq0MPmEwGKBWq5GYmMi3KV5BfX097xWns7OysSRzCTf/4q8vOoQ5sSFJ9mpRbI0N+8G+gjmrqmc/sGGhrtbb72t/TGdJXTZJ3D7Eyp7QuEJSdhLS1zblJFVvqkZZTsdyWjqK8PBwNDQ0ePQ3fAU9evRAWVkZ5/kLdKSmpkKj0UCtVvNtitcQGxuL6OhoXLhwoeM7JyczHhl7fPaZzxMZgOkgGTp0KMrLy1FZWcm3OV6HTCbDxo0bsW7dOuzcuZMXGwKSzJw/fx7/93//h88//xyRkZF8m8O4D4cO5QbL0cP41/Ec2IgND50ClI8ux38+ViOxrIGpbttZ7NwJmExoTEjAxYsXMWzYMNfhMzt3AhoNMGIEM19SwnhoWPTu7UhY8vKAt95iClXNncsUkWoFbKI/K3nqrdAyACgtLYVer+cvrJAH0DSNgoIC9O3b1yeJuydQVlbGhecIAQ0NDbyTGYAppim69dnQW/XIOZ7Ds0XuRVJ2EmKWNCnGFSwv8CihCQsLEwyZUalUkEgkqKqq4tsUr0AmkyElJQVXuvJN90NkZmairKwMGo2mYzuWlDChZfa47752dZ76ApRKJTIyMnD69GmuhpGQ0L9/f/z973/Hfffdh5qaGq//fsCRGZqm8eCDD+Kpp57C5MmTPftjZjOjtmGPmzeZ5fb46iuGCJw+jZyPsnEwzgQboTGkSoQB1gjMffJ9Rp7v3nuBTz7puB3jxjFEafVqkO++w6miIvTq1ct1rO65c8ADDzDeGPs6I/aNYOfQjwkTmFhRgCkCtWdPi7KHzaSXVRKvERmLxYLz588jMzPT56pNexLl5eUghAgmvAxgSKtQvFA0TaOxsdEnyAwALM5syrVbvnV5wBGajI0ZkKhuvT9u1Z/xFIREZiiKQlJSUocV3PwZffr0QU1NDerq6vg2xWsIDg5Gnz59cPbsWZdhpC5x82ZTiFlqKtOBmpralEPj3M7yUfTq1QuhoaE4f/4836bwgocffhijRo3CCy94Np/SFbpMZnJzczF//nwkJiaCoih89913Duvvv//+ZkmTY8aMcdjm8uXLGD9+PHr06NFl+eSPPvoI1dXVeO2117p0nDbBqm9MmNDUc1BSwswvWtSM0OQcz0HUO1FYvnU5CAHElAif105GiIkAaWmMN2TTJuA//2HUNVxhzZomD88vvzQtP3iQIUt79uBGWhrMVVXI/P3vme1++9um7S5cYNQ0PvmEsZNFcjJw7VrT/PXrnXLtNpNeXpeOCbUTvFaI7sqVKwgJCRFM6BHAhNVduXIF6enpfpMM3FXo9Xo0NDQIIs8AALRaLUQiEZRKJd+mAGC8MyoFUySNBh2QhCZldQpwq3/HqrF6zDsTFhYGnU7nUukuEJGYmIiKigrBhJrJ5XL06tULBQUFfJviVfTp0wcmkwkl7fWqREUxecVsjsz48cw4NZVZ7ieiERRFYciQISgtLRVUeCELiqLwwQcf4JtvvsG+ffu8+ttdbv3odDoMGTIEH3zwQYvbzJ49Gzdv3uSGbdu2Oaxfvnw57r33Xnz//ff48ccfcaC1QkOtoLq6GitXrsQ///nPDlU37xSc1TcOHGjqWcjPZ9bfwpb8LXhy25NQG9WgQYOigMeHP4pBO88yWujXrjFDWRmQlMQUXXKFlSs5Dw9mzWq22mw24/z58xgwdiyoM2eY7b79lll58SJw++2MotmMGY47LlrEkCidDjCZGLJzzz1N6w8caAp/++gjYNo0B0+OQ36Ml2rIOEOv16O4uBiZmZmCCbUCmHvebDYLRsEMYDxR0dHRPi217k5otVqEhYX51H29etpqLtyMLaYZSEjKToIk8pZ3hnjOOxMUFASxWAytVuuR4/saIiIiIJVKUV1dzbcpXkNaWhoqKiqg0+n4NsVrkEgkGDhwIC5dutQ+oi6TMfLLeXlNHanJycx8a7LMPojg4GCkp6d3zDMVQOjRowdee+01LF++3Kvhdl0mM3PmzMGbb76JO+64o8Vt5HI54uPjuUGlUjmsr6urw7BhwzB48GAkJiaivr6+U7asXLkSkyZNwjx7LW9PISGhqeegqIjxdLAu0j17OBlBrVmLt/a/BRuxgQIFlUKFdFU6ZkePYfJUnCvm3nsvQxg6gYsXLyIiIsJ1j/XTTzOJ/CtWNPfuTJnCFIwaNIgp8jRzJjB7dtO+kycDr7/O7PPjj8C6dQ6H5qSXvZwfY4/Lly8jPj5eEEXK7FFYWIiUlJSArCvTEm7evCko75tWq0VoaCjfZjggOysba+euBXXLfaExagLTO3PrC2lVW3F+qftDRyiKQmhoKBobG91+bF8ERVFISEhAeXk536Z4DUqlEgkJCSiyV+kSAJKSkiCXy9t/3jJZc/nlhAS/IjIs+vTpA6vViuJiz4Wo+jKeeeYZAMD7HShA2lV4JS5l7969iI2NRd++ffHII480SwB84403MGPGDCiVSohEIsxy4XVoCwcOHMCWLVu8evHaUt/IOZ6DyOx6nI2lIabEWDd3HWr/rxaJJ64Ay5YBJ040P+YzzwA//NA0T0jLssx26+vq6nDjxg0MGjTIdQ/ujh1M0j/r2XH27rz6KkPGioqYZH8W998PbN/OFHU6fRrYt89BLKAspwxWza2wOBE/RKahoQGlpaUYwFbbFQgaGhpQW1uL3r17822K12A0GqHRaAQTYgb4JpkBGEITqWAEVghIQHpnvKFuFhoaKhjPDCC8UDOAUTa7fv26oBLDKYrCwIEDUVBQALNzHnGAQywWY/Dgwbh48SKMRiPf5ngdUqkU69atw5/+9CfcYFVzPQyPk5k5c+bgiy++wO7du/Hee+/h2LFjmDZtGkwmE7fN7bffjurqapSXl+Pbb7/tcC+z1WrFE088gVdeeQW97FW5PI1W1DdyjufgyW1PwkZsEFNifHD7B12TXW4FhBCcOXMGaWlpXpUj5nJkvCi97AoXL15Er169EBwc7PXf5hNXr15Fz549O67n78eoqKhAZGSkoM7ZV8kM4BhupjaqsfTrpW3s4V/whrqZ0MgMG5nRYbUrP4ZKpUJ4eDiuX7/OtyleRWxsLMLDwwWXMwQw5x4TE9M5meoAwKRJk3DHHXfgueee88rveZzMLF68GHPnzkVmZibmz5+P7du348qVK9i6davDdnK5HDExMS0cpXV88MEHMJvNeP75591hcvvQivpG/bgReHPLcq8QGYCpMWIymbwmR+wLOTIsamtrUV1djX6s2ppAYDKZUFpaKoiCkfaorKxEfHw832Z4DTRNQ6fT+WzNJDbcjMXm/M08WuMZeFrdTGhkhqIoxMXFoaKigm9TvIq0tDQUFRUJLo9i4MCBKC4uhsFg4NsUr2PQoEEoLy8XFHG3x7vvvoudO3fi559/9vhveV3+KCEhwa3qHmVlZXj11Vexdu1a7yYEt6C+URkXgr0hNagKor1CZGw2Gy5duoQBAwZ4JW+CzxoyrnD58mWkpqYKqqceYAhsZGSkz8j1egM2mw3V1dWIi4vj2xSvQafTgaIon1Eyc4XsrGwopYx9BCTgvDOAZ/NnQkJCoNPpBBV2FR8fLzgyEx8fD5qmBVNnh0VkZCRiY2NRWFjItyleh0KhQGpqKi5cuCA4EgsAcXFxeOutt/Dkk096PNzO62SmtrYWN27ccFvM+wsvvIB58+Zh2rRpbjleu+FCfSOnahuG/r4RixYBFgk8TmQAoLi4GFKp1Gs1RopXFfNSQ8YV2OrKaWlpvPw+XyCE4Nq1a4LKlQEY5Ta5XO6zIVeeQGNjI0JCQnxKycwV3pv5Hje9KX9TwIkBeDJ/RqlUgqIo6PV6txzPHxATEwOdTicohS+RSIRevXrhmn0ZBIGgb9++uH79ukN6gVCQnp6O+vp6wZFYFo899hgiIiLwzjvvePR3ukxmGhsbcfr0aZw+fRoA07g+ffo0SkpK0NjYiBdffBGHDh3CtWvXsHfvXsyfPx/R0dH4rX39k07i8OHD+Omnn/Dee++1vbEnYKe+webIVIQyRGZJ5hKPExmLxYIrV64gIyPDK40d+2R/SaTEqzVkXOHKlSvo3bu34LwyNTU1sFgsgkqCB5gQs7i4OJ9v2LsTOp3OL3LBsrOysSRzCTf/wi/eL5rmaXgqf4aiKAQHBwuqYS+VShEVFYXKykq+TfEqevXqhcrKSsGFXEVERCA6OlqQ3hmpVIp+/foJ1jsjFouxbt06vPPOO7jpweKnXSYzx48fx7BhwzBs2DAAwPPPP49hw4bh1VdfhVgsxrlz57Bw4UL07dsXy5YtQ9++fXHo0CG39K6++uqr+P3vfw+aplFXVwez2czLzeKc7L9+7npsvHOjx3+3oKAA4eHhnc41ai8ccmRuJfunrE7x6G+2hfr6elRXV6NPnz682sEHrl27huTkZEHJMQOMZyY2NpZvM7wK1jPjD9h450ZODEBv1QecdwbwXP5McHCwYOSZWcTGxgqq3gzAeOFiY2MFJwQAMN6Z4uJiwSmbAUDv3r1hsVi8puzlCyCEwGg0Qq1WIzExEePHj/eod0bS1QNMmTKlVQLxi32lejfi0KFDOHjwIP7whz+gsLAQer0eZrMZEokESqUSSqUSwcHB3LRSqYRCoYBUKnWrHd5ULbOHwWBAUVERxo8f79Geak6xjK17xXOODIsrV64gOTkZQUFBvNrhbZjNZlRUVGDq1Kl8m+JV6HQ66PV6RPlJJWh3QafTITIykm8z2o3FmYuxKX8TAGD51uUA4JX3oTeRsjqF6dihm/JnMjZmdOmYISEhgiQzly9fBk3TEIm8HvHOG3r37o2zZ8+iX79+gvIyq1QqREZGoqioCP2d6+sFOMRiMQYMGICLFy8iKSkpIDoiCSGwWCzQ6/UtDjabDXK5HEqlEg888AAefvhhrFixwiNRJV0mM3zhtddewzPPPIMZdtXsnS+sTqdDVVWVw4WVSqUcsXE1lslk7X7B8EVkAKZYYmxsrMcbOg45MpESpKxO4Z3I6PV6VFRU4LbbbuPVDj5QVlaG8PBwv+mtdxeqq6uhUqnc3hnh6/CXMDMWG+/ciF+u/gK1QQ0aNFbtWhVwZIZ9/xU8zojYVG+uBrroiA8ODhZUIUkACAsLg0QigUajEVQnRWxsLGw2G2praxEdHc23OV5Feno6Tpw4gfT09IBo0HcEPXr0QEFBAW7cuOEX+a6sZ8VgMECv1zcbO7ep2SE2NtbBkWD/f/7qq6+wZs0aj9SD9Esyc+DAARw+fBibNm1yWC6VShEeHo7w8PBm+9izSPt/ilqtRmlpKQwGA8xmM0QiERQKBRQKBYKCgrhp+0EqleJfJ/7FG5ExmUy4fv06JkyY4NHfcZUj4wsoLi5GfHy8Tys8eQo3btxAz549+TbD66iqqvJ4OKWvwWazwWAw+BWZAZjaM09sfQIEBBqjBjnHcwKS0Fx94SpoPQ0QdNk7o1QqBSUAADC5QjExMaiqqhIUmRGJROjRowdu3LghODITExMDuVyO0tJS79YE9AFQFIX09HRcunQJycnJvHojCSEwm80wGAwtDkajEYQQzrPCdvrHxcU5OAE60sH42muvYezYsVixYgUSExPdek5+SWZef/11PP300x16AVIUBZlMBplMhoiICJfbWK1WjonaD/X19dy01WrFr+pfkVOSAxo0RBDh5aEvY6ZqJsrLyzkCJJfLPXazFhUVISoqqsXzcAecC2LynSPDwmq14tq1axgzZgzfpngdjY2NqK+vF9y5E0JQW1sruPwovV4PkUjkd6GU2VnZWLV7FdQGNQhIQHpnACDtvbQm78ymapRNKuu01zo4OBh6vV5wIVfR0dEoKSnh2wyvo2fPnsjLy8OgQYMgkfhlM6xToCgKqampKCoqQnJysqDC7AAgKSkJly5dQnl5uccUaGma5tqx9mPnaZqmIZPJHDrvw8LCOLLCDu58Hw0ZMgRz5szBmjVr8M9//tNtxwX8kMzk5eXh6NGj2LJli9uPLZFIEBIS0moIz9oja7H+9HoQEFCg8GrWq/hNj9+gurqau1FY+UG5XI6goKBmg/3yjpIei8WCoqIijB49usvn2xLOLz2P6k23EjN9JEeGxY0bNxAcHMxVkRYSbty4gbi4OO/WU/IBaLVa2Gw2j5J3X4Rer+dke/0Nq6etxvKty0GDhtqoxtKvl3pFFMWbSMpOQl1uHfeuLFhewC3vKBQKBQD4pSeuK4iOjsbZs2dhs9kEFXYUHh4OpVKJiooKr5VV8BX06NEDFy5cQE1NjeC87SKRCOnp6bhy5QqSkpI69G5nSYrzYDKZHObNZjMoiuLamSxRCQ8P54gK2/7kg0i/9tprGD16NFasWIGkJPe1K/2OzLC5Mnw0ZnOO5+CZX54BASN4EBkUidfmvtZsO1c3nclkgsFggEajcbjpAIb0sIM92XFeLpVKUVxcjLCwMI+5p8tyypqIDHyLyBBCUFRUhL59+/plA68rIISgrKwMAwcO5NsUr6OmpgYqlUpQPdYAQ2b8tWHLemIe3/o4AKb2zKRekwLOQ5OxMQN5v+RxRYSLVxV36n3Jhjf78/+8M2DzVNVqtaAathRFISkpCWVlZYIjMxKJBL1790ZRUZGg/ucsevbsiUuXLqGiogLx8fEwm81cG5ElJs7TRqMRFosFQPNOcoVCgcjIyGYd5b7aRho8eDDmzp2Lt99+Gx988IHbjutXZCY3NxfHjx/HV1995fXftk/2p0AhUhGJ1dNWu9xWJBJxMYatgabpFm/e2tpah2U2mw0URYEQAqVSiYMHDzqQHftBJpNBLpd3uKeLCy27hZglMT5DZACmUWs2m90ea+kP0Gq1MBqNgpMmBphCu0KKqWeh1+u5Hnt/RHZWNl749QXoLUwuSKCGm7lL3UypVAqu/ghFUYiOjkZtba3gGraJiYm4cuUKLBaL4IRNevfujZ07d8JgMPj1O84ZhBDYbDaYTCaYzWauDec8AMCxY8c4JWCJRNKsIzs0NBTR0dHNlvsqSekIXnvtNYwaNQorV650G5n3KzLz9ttv45lnnvG6VKmnVMvsxQbaApsrUlRUhIyMDIcHpa6ujps2m82cx0csFjuQG3bMTtsP6v+oUfRMEaNc5mOhZSxKSkrQs2dPQYUjsCgvL0dcXJyg4quBpnyZlBTfyNnyJvR6vd+H1r038z1BhJsB6HL+DOuZERqioqJQVtb14qP+htDQUAQHB6OyslJw3hmlUomYmBjcuHEDffv25ducFsEmyjsP9mTFeUzTNAA4tLWCgoIgk8kQFhYGuVwOiUSCkydPYtSoUYiJiRFcm2bQoEGYN28e3nvvPfz97393yzH9pmVUXFyM3bt345NPPvHq7/Ipv2wPiUSC8vJypKWltemZoGkaFoulxQdOo9E0eziDVwZDZBOBUATkKYLizGKUHS2DTCaDVCptRn7sl3kj/MdisaC8vByTJ0/2+G/5IsrLy9GvXz++zfA6WJVBf2/UdwZ6vd7vvZBCCTdzzp+5+sLVDpMZISqaAUBkZCTy8/NBCAmIXueOIDEx0aPJ4L6M5ORkXLx4Eenp6V75v9tsNq69Y7FYHNo/zvP2A8B0PDt3AsvlcoSEhLjsMJZKpW2eU01NDW7evIn4+HiPn7sv4umnn8bChQvx1ltvucU75zdk5qOPPsK8efM8UmynNazavQo2YoMIIt6IDADU1dWhoaEBY8eObXNb9sGTy+XtOnbZ+jIU6JheRXGEGP1W9mv2QOv1+mYPvM3GVNIUi8UOJIclOm1Nt+eBZ1FaWoqwsDCEhYW1a/tAglarhU6nQ1xcHN+meB1qtZqrRyE0BEoIRnZWNnKv53LFNF/45YWAIzMAkz+zd8tegAZoPY2ynI55ZxQKBWpraz1noI+Cfac3NDS4LKsQyEhMTERhYSGsVqvg3nHx8fE4e/Zsh+rtsB219oM9GXFeZj/NtlckEonLjlmFQsF5Tpw7bz3xv0lJSUFubi4yMjIEJ+oDABMmTEBcXBy+/vpr/P73v+/y8fzi6bFYLPjkk0/w73//26u/m3M8BxqDBgAQERTB6wf42rVr6NGjh1tja8tyylC8qhjWOisnwZz2Vlq7G800TTfr2XB+gbBCB87r7WNF7cmNq0EikaCwsBDx8fGoq6tz2EcISeGVlZWIiYkR3McOADQajSCV69h8ukAgMwBTTHNL/hbQoKG36gOy9gwAxCyO6bS6mUKhEFzODMDkzURGRkKj0QiOzISGhkIul6O2tlYQnVU2mw0WiwVWqxUWiwUqlQqXLl1Cz549m5EUq9Xq0GawJyQikajFzlKWlNgTFfuxr7QZwsLCEBERgZKSEsGVHQCY5/7RRx/Fv/71L+GQmR9//BFBQUGYMWOG136TDS8jIBBTYqy+zXWyvzdgsVhQWlqKiRMnuvW4xauKGRUeoFN5MmwNjI7WwWCT5FrqYWFfZAaDAQ0NDTAajdDr9aioqEBpaakDGWJfaizBaW3MDs7zEonEp2NWKysr/T7cqLNQq9VITU3l2wyvw2g0AkC7vav+gMWZiznvzPKtywEg4AhNV9TNFAoFV6hOaOFWKpUKarXaLyqjuxMURSEuLg4VFRU+S2YIIZxHxGq1Ogz2y+xJSkvL2HwS9rstEolgMBi4OoDstzkkJMShQ5P1jrDb+PL3uiPo3bs3Ll26hLS0NME98wBw33334aWXXsKFCxe6rNTqF2Rmw4YNeOSRR7zGqH0lT4bFjRs3EBYW5tZeq7KcMlg1t4iMyLsJ/xRFcSSiPT3Ply9fhlwu52rr2L9cnV+Wzi9Sk8mExsbGFl/A9qTImdw4E57W1tvPs9PueDlZLBbU1tZi6NChXT6Wv4GmaTQ0NHhd8MMXYDAYEBQU5DO9iO7Axjs34perv0BtUIMG3a1u5oSgoCCuk0doYScRERG4efMm32bwgri4OJw9e9ZtJJamadhsNu4b19K089DaOvY7SVGUQ2egq45CNmektY5FlowQQrB7926kpKQIssMuMTER+fn5gqy5AzDiH3fddRc+/PDDLgsB+DyZYRP/P/30U6/9pq/kybAoLS1Fz5493XY8ToL5VmiZLyqX2aOsrMxB8YSiKIjFYojF4i5VR2dJkTPBaenlbrFYYDAYWv1IsD1PADgbWXLT2th5mp3XaDQICgoCTdMwGAwQi8UQiUQQi8UB35Oj1WohEokEVXeDhdFoDJgQM3usnrYaT2x9AgQEGqMmIMPNmqmbba4G2iHgxjb0jEajIMmMVqsVRO4IG5nADnK5HEajETdu3IBcLue+Jfbb2M/bf29crXP1DXLuaHPujGMLKLY1uNsjQlEUEhMTUVZWJkgyIxKJkJSUhNLSUkGSGQB47LHH3CIE4PNvDW8n/vtSngwA6HQ61NXVYcyYMW47ZvGqYkaC2csemc6goaHBY8nv9qTIXeE8zr1irX2E2GmWJNl/vNh1BoMBhBDs27ePixdmYU9s2hqct7OfdzXtahlFUV4lUPX19QgPDw940uYKRqMxoELMWGRnZWPV7lVQG9QgIAHrnUnKTsLVF66C1jMNy/aKAbANW6EJnbDStQ0NDV7NkWM7tNj3Nju2n3a1zH5wXuZqG+f19mAJQn5+PoKCglx2bLHL2HCrljrJnEmKP7w7k5KSkJubKwgi6wo9evTAwYMHMXjw4IAJn+sI3CUE4NN3jrcT/30pT4ZFaWkp4uLi3NZTZx9eJomQ+DSRAZrqq/hLUTGRSMTFA7sDO3fuxKBBgxAXF8d9eFv7UNr3zjl/QFlBhpY+wK4+2q7Oz5n0tDbd2rK2hoqKCgQFBaGhoaHZOoqiHKYDDUajsUteR1/G6mmrA772DACkvZeGgicYD3h7xQDYvJlAhD1xYAf7ZUqlEuXl5c22aW2wf3e1tMyZmDhPO6M9HTvO02yR6o50MLHbUhSFwsJC1NbWcqHUQkJoaCgUCgUqKyuRlOTb7RFPICIiAnK5XLC5se4SAvBpMrN161bI5XKvJP4v/Xopl5zqC3kyAPPyLy0tRf/+/d1yvPNLz3NKOxAzsd2+jps3byI9PZ1vM3iBwWCAXq/neirtPUneACGEC4loT6PA1Xr7eYvF0u4GCiEEBoMBIpEIlZWVLTY82OviiuC0Rn6c92lt3N5pV/MtLWtr0Ol0CAkJgcVi4c7RefBXONee2Zy/OSDJTFJ2UpPIipMYAPts2Q8Ao+7Y2NjICQG0NrDPAzvd0jYtzbc13ZGxK3LialtXYJ9Lmqah1Wpx8+bNDnV6iMViLpncVceJq46Wljpk+Hq2oqOjcfnyZUGKP7ChZuXl5YIkMxRFoUePHigtLRUkmQGahAAuXryIAQMGdOoYPk1mvvnmG9xzzz0eT4LNOZ7DERkAPkFkACbMxmAwuCXEqiynrInIwPfDywCmMa/VahEbG8u3KbyguroaERERvHml7Bvj3gYhBNu3b8e4ceMcCma66t1trSHVWoPLvvHmqvHFkqr2NABbalC21MhsaXBGQUFBi9eIbfTYN8BcEZ6WtmvPuL3rnKddzdsvH4IhCBIFwUgbQUAw818z8afBf+L+xwBw7NixVht2LTWOnZfbz7uadh63ts7VuKVlhBCI7xFDvl4OilCwqC34ddKvMLzQuvxyRUWFw/+9PeS3JcLcGtlubZoVRGmpk6CljoOW1rNEwZWHlcWNGzdw7do1t6t2+gPYcNq6ujpBCp7ExcWhuLgYNE0HlOhJe9GjRw/s2bMHZrNZcPlyACMEMHv2bHz33XeBR2ZsNhu2bduG77//3qO/w4aWsViSucQniAzAhFjFx8d3OY6US/i/hZglMT5PZACgqqoKkZGRgny4AaZCcHuLiQUajEYjLBYLQkNDHZZ72zvlbbCN4L1796Jfv34ckW+J+LS2zNV0R5fZ2+W8rKVtXG3n6jxfGfUKXjn8CgBgR8UOTO49Gb/r9zvYbDZUV1cjLi7O5f+5PT3XHSVcbZG49hLDZqRyEoXq9GqUPFcCChRkeTJM+HlCi562oqIiNDQ0YMSIEX7vgesowsLC0NDQIFjvRFRUFGpqagRJZiIjI0FRFDQaDaKiovg2x+sICQlBaGgoKisr3Sr25E+YN28ePv30U7z00kud2t9nyczhw4cBwK2J765gr1y2du5anyEyAFNfxB0hVg4J/2t93yPDorKyUrBeGYCpsTJo0CC+zeAFWq0WwcHBAUtaWgLbgDWbzVAoFH6TK9YZrOq9Cucbz3Ne8beOv4VVs1bBYrEgPz8fycnJAXH+oc+GonRVKSMGQIDih4tblGoOCgpCTU2NIHunQ0JCYLVaA1bJry1ERUWhtraWbzN4AUVRiI2NRVVVlSDJDMB4p4RMZubOnYvs7GxUV1d3StnNZ9+YP/30E26//XaPNmZ8TbnMHu4KsfK3hH8WNE1zvbNChNlshk6nE2QvHcCo2Dl7ZYQCQgjMZnNAqpk5Y+OdGyG69RnSW/XIOZ7Ds0WeQdp7adx09aZqlOWUudxOLpfDZDJ5yyyfglgsRnBwMBoaGvg2hRdERkZCo9G06dUMVMTGxqKyspJvM3hDfHw8qqqqWswNDXQkJCRg2LBh2L59e6f291ky8+OPP2LevHkeO74vKpfZo7KyEiqVqsshVsWripl6MiL/SPhnoVarIRaL3Voo1J+g0WgQHBws2BC7xsZGwZIZi8UCQohg/veLMxdz08u3LseGkxt4tMYzSMpOQsySpt7GguUFLgmNkMkMwChbNTY28m0GL4iIiIDZbIbB0HpOVaAiNjYW9fX1gr3/IyIiIBKJoFar+TaFN8ybNw8//vhjp/b1STJTXFyMy5cvY9asWR45PktkbMTmM8plzqioqOiSV6Ispwx5UXl+6ZUBgNraWkRFRQkudpqFRqMRrFcGYOorCbFYJsB45dgEbCFg450boVIwin00aPxx7x95tsgzyNiYAYnq1v/0lrqZM2QyGUdmhYiQkBDBkhmxWIywsDDBNmblcjnCwsIEH2onZO/U/Pnz8csvv8BsNnd4X58kM1u3bsWkSZM81itvnyfji0TGZrOhpqamS2SGkwQl8BsZZnuwZEaoUKvVgiYzjY2NCAkJ4dsMXsAq2giJyK+ethoUmPOtM9bh55qfebbIM0hZnYJbpwmrxtrMOyOTyUAIgdVq5cE6/hEcHAydTse3GbxBpVJBo9HwbQZvUKlUgiUzABNqJmQyM2zYMISGhmL//v0d3tcnycyPP/6I+fPne+TYvpwnw0Kj0UAikXQ6zMY+TwYi/5BhtgdN01Cr1YImMw0NDQ6SxEICmwQsZM+MUELMWGRnZSNSwZB3AoL/lv+XZ4s8g6TsJEgib3lnSHPvDFu1vTM9k4EAIXtmAEaiub6+nm8zeIOQRRAApt6QVqsVbKgdRVGdDjXzOTKj1Wqxd+9ej+XLrNq9CgQEIoh8Lk+GRVdDrOzzZPxJvYxFQ0MDKIpCWFgY36bwAqPRCJPJJNjz1+v1XFVtIcJsNgeEildHYe+daaQbAzJ3Brjlnbn15bXWOXpnKIqCTCYTLJkJDg6GwWAQbBJ0eHg4J08tRERFRaGhoYErFiw0yGQyhIaGCprQsWSmo8+Az5GZAwcOoEePHujTp4/bj+0PXhkAXfJK+Kt6mT1qa2uhUqkEFWZjj4aGBgQHBwsmZ8IZer0eSqVSsP9/i8UiOM8M4OidARCwuTNJ2UlIX3tLcp8Grr5w1WG9VCoVLJkJCgoCRVGCTYIPDQ2FxWKB0Wjk2xReoFAooFAoBB1qFxUVJdi8KQC47bbbcP36dZSUlHRoP58jMydOnMDIkSPdflxfVy9jQQiBWq2GSqXq1P7+ql5mj/r6ekHnizQ0NAjWKwM0kRmhwmKxCNIzAzh6ZzRGDZZ+vZRnizyDpOwk7utL62kH74xUKhVszgxFUVAoFNDr9XybwgvEYjFCQkIEK08NMKpedXV1fJvBG4QeaqdUKpGRkYETJ050aD+fJDMjRoxw+3F9PemfBfsS64z4QSB4ZQCGzAhVkhnoJjMGg0GQRfNYCJnMZGdl4//N/n/c/Ob8zTxa41nELHYt1SyVSgUbZgMwjRmhkhkACAsLE3TejNDzhlQqFerr6wXboQEAI0aM8H8yc/LkSbeTGX8JLwOYEKvIyMgOh9iU5ZSh4MkCv1UvY2Gz2aDVagVNZoSs5AV0e2aETGYA4NHhj0JOMflSBCRgvTMtSTULncwoFArBhpkBjAiCkBXdhE5mlEolgoKCBB1qN2LECJw8ebJD+/gUmamtrcX169cxfPhwtx7XH5L+WXRGxaospwwFywsAG/xSvcweDQ0NkEgkgu6Z1+l0giYzRqNR0P9/q9Uq2HwpFg8kPcBNb8rfhJzjOTxa4zm4kmruJjMKweaMAN2KbuHh4dDpdIL2TAid0LGemY6IAPgUmTlx4gTS0tLcKknrT14ZoHMhRsWrioFb4i/+HF4GMOcfHh4u2ORvs9kMs9ksWFligCEzQlUyA7rJDADMjp6NxQMXc/Mv/PICj9Z4Dq6kmiUSiaAbcnK5XNBkRui1doKCgiCXywXdmA8LCxN03tTgwYNRW1uL0tLSdu/jc2TGnSFm/pL0z4IQ0mEy41xTxl/Dy1hotdpO19cJBOh0OshkMsGGGRFCYDKZEBQUxLcpvKGbzDD4/DefQ3TrE6W36gPbO8NKNaut0K7Qwmaz8WsUjwgKChI0mQkJCYHJZBK0dy40NFTQ3imhkxmlUomBAwd2KG8moMmMvyT9s9Dr9aBpukMhRv5eU8YZOp1O0F4JoZ+/1WqFzWbrJjPdZAYAsDizyTuzfOvygCQ0DlLNAIzbjIL2zAQFBQm2aCAArjNLyCIIQs8bCgsLg1arFWy9IaDjIgA+R2bclS/DZ3jZN998g1mzZiE6OhoUReH06dPNtpkyZQooinIYli5ditDQUIhEzL9Fo9Hg3nvvRXh4OMLDw3Hvvfc6SBaW5ZTBomF6bxrRiJNJHUuY8iTaugZqtRpPPfUU+vXrB6VSieTkZDz99NOorKx0aMy3dQ0A4IcffkDfvn3Rr1+/TlWO9RYqKytx//33IzExEUqlErNnz0ZBQYHDNvX19fjggw8QHR2N4OBgLFiwoJmr9dChQxg6dCh69eqFDz/80Jun4BZcvHgRCxYsQHh4OEJDQzFmzBhOU95kMsFms+G5554LyGvw+uuvo3///ggODkZkZCSmT5+OI0eOOGyj1+uxatWqgDx/V1i3bh1SUlIQFBSEESNGIC8vj1v3t/F/g9TCeClp0Hh518t8mdllrF+/HoMHD0ZYWBjCwsIwduxYbN++HQBDaERK5r1PCMHbY9/GlClTcP78eYdjXL58GePHj0ePHj3wxhtveP0c3IGysjL8/ve/R1RUFJRKJYYOHerQaJHJZPj3v/+NxMREKBSKgLsOWq0Wzz77LHr16gWFQoFx48bh2LFj3HpCCLZs2YJ+/foFxPnn5uZi/vz5SExMBEVR+O6777h1FosFK1aswKBBgxAcHIzExETcd999aGxsdCAzJpMJTz31lN++E1u7BgBw//33O7QFw8LC8OKLLwbUNegoOqxoRnwEarWaACC1tbVuOZ7qHRXB6yCi10Vk/bH1bjlme/HZZ5+RP/3pT+TDDz8kAMipU6eabTN58mTyyCOPkJs3b3LDsWPHyLFjx7htZs+eTTIzM8nBgwfJwYMHSWZmJpk3bx63Pjcyl+zBHrKb2k12Pr2T9OjRgxiNRm+cYpto6xqcO3eO3HHHHeSHH34ghYWFZNeuXSQ9PZ2MGzeOaLVabru2roHRaCQ9evQgO3bsIL/++qtPXQN70DRNxowZQyZOnEiOHj1KLl26RB599FGSnJxMGhsbue0WLVpEYmNjyY4dO8jJkyfJ1KlTyZAhQ4jVauW26d+/P/nqq6/IgQMHSFpaGrl+/Tofp9QpFBYWEpVKRf7whz+QkydPkqtXr5KffvqJVFZWEkIIqa2tJXPnziVJSUkBeQ2++OILsmPHDnL16lWSn59PHnroIRIWFkaqqqq4bW6//XaSmJgYkOfvjM2bNxOpVEo+/PBDcuHCBfLMM8+Q4OBg8uGHHxKz2UweeughcvurtxO8Dm7w9vvcXfjhhx/I1q1byeXLl8nly5fJyy+/TKRSKcnPzyeEEPLJbz4hu7CL7MEesku2iyxevJgkJCSQhoYG7hi33XYbWb9+PTl+/DjJysoieXl5fJ1Op6BWq0mvXr3I/fffT44cOUKKi4vJzp07SWFhIbfN6tWriUKhIFu2bCHnzp0LuOtw9913k4EDB5J9+/aRgoIC8tprr5GwsDBSWlpKCCFkzZo1RKlUkvXr1wfE+W/bto2sWrWKfP311wQA+fbbb7l1dXV1ZPr06WTLli3k0qVL5NChQ2T06NFk8ODBZPfu3dx22dnZfv1NaO0aEELIsmXLyOzZsx3ag99//z0pKyvjtvH3a9BR5OXlkbi4uHZv7zNk5vTp0yQiIsItx1p/bD2hXqcIXgdRrVG55ZidQXFxcatk5plnnnFYdurUKXL+/HlCCCEXLlwgAMjhw4e59YcOHSIAyKVLl0jp+lKyh9pD9mAP2Rexj1RXV5NevXo5EAFfQGvXwBmff/45kUgkxGQyEULavgaEENLQ0ECSk5NJdXW1z14DQgi5fPkyAcA1XAghxGq1EpVKRT788ENCCPNil0gk5B//+Ae3TVlZGRGJROTnn3/mliUnJ5OioiLS2NhIsrKyuHvGH7B48WLy+9//vsX1ly9fJhKJhGzevJlbFmjXwB719fUEANm5cychpOke+PTTT7ltAvn8R40aRbKzsx2W9evXj9x5553EbDaTO++8k2zevJmo1qg4MsPnO93diIyMJB999BGhaZrEx8eT3dhN9oB5r1/7f9dIeHg4ycnJ4bYfMWIEOXz4MDGbzWTBggVk69atPFrfcaxYsYJMmDChxfXsdbjvvvu4Th6j0Rgw10Gv1xOxWEx++uknh+VDhgwhq1at4s7/6aefJhcuXCCEBNb5u2rIO+Po0aMEAPn4448JTdOkrq6OSKXSgPkmtERmFi5c6LDsyJEjHMkPtGvQHpSXlxMA7e6c9pkws5s3byIxMdEtx/IXKeYvvvgC0dHRyMjIwIsvvoiamhquvsahQ4cQHh6O0aNHc9uPGTMG4eHhOHjwIJcrQ0Dw94a/IzExEU888YRfS/rW1NQgODgYMpkMQNvXAGASBR988EEkJCT49DVgY8Dtc0HEYjFkMhkXVnPixAlYrVZMnz6d2yYxMRGZmZnc+QLAq6++igEDBiA8PBxjxozBwIEDvXQWXQNN09i6dSv69u2LWbNmITY2FqNHj3ZwubPXYObMmdyyQLoG9jCbzdiwYQPCw8MxZMgQAMDx48dhtVoxY8YMbrtAPv8TJ044/K8BYMaMGbh06RIAYOXKlXj66adR900dkxsIQG1U+33tGZvNhs2bN0On02Hs2LEoLi5GRUUFpLObhD+KnynGU72ecvi/v/HGG5gxYwaUSiVEIhFmzZrFh/mdxg8//ICsrCwsWrQIsbGxGDZsmEM4DHsdRo4cCbPZDIBRN5s8eXJAXIeWcgIVCgXy8vK48588eTInghBI598e1NfXg6IoKBQK7h1hsVgC/puwd+9exMbGom/fvnjkkUeg1+u5ektCuQb2iI2NhUgkQkVFRbu295ks0/LyciQkJHT5OP4ixfy73/0OKSkpiI+PR35+Pl566SXs2bMH27ZtAwBUVFQgNja22X6xsbEg3xNOwUyqkuLfRf+GSCTyaxWw2tpa/PWvf8X8+fO5Za1dA/sb/LXXXsOzzz7r09egf//+6NWrF1566SX861//QnBwMP72t7+hoqICN2/eBMCcr1QqRVxcnMO+cXFxDuf70EMP4Z577oHZbEZkZKRXz6MrqKqqQmNjI9asWYM333wT77zzDn7++Wfccccd2LNnDyZPnsxdA+fzCpRrAAA//fQT7rnnHuj1eiQkJGDHjh2Ijo4GwHTqSCQSbp5FIJ0/i5qaGthstmb3e2xsLFcwLisrC2VlZaipqcF3pd/h8a2PAwA252/Gxjs3et3mruLcuXMYO3YsjEYjQkJC8O2332LgwIFcgyT141RczbgKW50NoIHxl8fjaPxRbv/bb78d1dXVaGhoQExMDF+n0WkUFRVh/fr1eP755/Hyyy/j6NGjePrppyGXy3Hfffdx93hMTIyDmldcXByuX7/OzfvrdQgNDcXYsWPx5z//GQMGDEBcXBw2bdqEI0eOID09nTv/pKQkB0W3QDn/tmA0GrFy5UosXboUYWFhMJlMqKiogEwmC+hvwpw5c7Bo0SL06tUL6cDuXAAA1VVJREFUxcXF+OMf/4h9+/bhk08+AQBBXANniMVixMXFoby8HL169Wpze5/yzLiDzHjbK/PFF18gJCSEG/bv39+u/R555BFMnz4dmZmZuOeee/Dll1/i5MmTuHz5MreNq1orhBD02taL6aWkGFlPNpGaL3T2GrBoaGjA3LlzkZaWhuxsR/LZ0jVwXs73NXCG8zU5fPgwvv76a1y5cgUqlQpKpRJ79+7FnDlzIBaLuf0IIZxnyn6Z8/myCeS+DOdrwN7bCxcuxHPPPYehQ4di5cqVmDdvHnJyGJWqliRp/fEatPRcTJ06FadPn8bBgwcxe/Zs3H333aiqqgLAeK8AcCIgLPzx/NsL5/NyPleJRIL4+HhkZ2VDKVVyy/1R2axfv344ffo0Dh8+jMcffxzLli3DhQsXuPUURSH+j/Egt9xQcpMcw0qHORxDLpf7bQOWpmkMHz4cb731FoYNG4bHHnsMjzzyCNavX++wnUwmcyAzru5/f70On3/+OQghSEpKglwuxz//+U8sXbrU4Tsgk8k4zxQQWOffEiwWC+655x7QNI1169a1WW8okN6Jixcvxty5c5GZmYn58+dj+/btuHbtGvbs2dPqfoF0DVwhISGB6+xtCz7lmelqmBkfXpkFCxY4hEElJXVOGnnQoEGQSCS4ceMGACA+Ph6VlZXNthteOhwiS1NDxxekmLtyDbRaLWbPno2QkBD85S9/cWjEtXQNqqurm/Xm+hpcXROFQoHTp0+jvr4eZrMZMTExGD16NLKysgAwPdJWqxU6nc6h1lBVVRXGjRvn9XPoKpyvQUxMDCQSSTPX94ABA7hQO5VKBYvFAo1G4/BC9sdr0NJzERwcjD59+qBPnz4YM2YM0tPT8fHHH+Oll17i7oH6+noH74w/nn9biI6OhlgsbhZGUF1d3WLh5Pdmvocntj4BAoLlW5cDgM96311BJpOhT58+ABiv07Fjx/D+++9jxYoVAJge2NSHUlH6eimgBShQmFI4hUeL3YuEhASXz//XX38NgHnnA0BdXZ2DPHVVVZXPv/Pbi7S0NOzbtw86nQ4NDQ1ISEjA4sWLuUgNgFHxZDs2gMA6f1ewWCy4++67UVxcjN27dyMsLIyT6I6Pj4fZbA6Ib0J7kZCQgJ49e6K4uBgABHkNACaUrry8vF3bBpRnho9cmdDQUK5h0qdPHygUik4d59SpU7BarejZsycAYOzYsaivr8fRo00hBkeOHMFS41JQYJh4zD2+0SvT2WvQ0NCAmTNnQiaT4YcffgAAh8rvLV2D+vp6n3+AW7sm4eHhiImJQUFBAY4fP46FCxcCaCK0+/bt47a9efMm8vPzff58XcH5GoSHh2PkyJEO3kcAuHLlCudG7tu3LyQSCXbs2MGt99dr0N7ngtwqFAoAQ4cOhUQiwa5du7j1/nr+bUEmk2HEiBEO/2sA2LlzJ/r37+9yn+ysbEQqmI85DRqrdq3yuJ2eBPu/ZxuyO3bsAEVRMN3bVGdFbpajLKeMRyvdh/Hjx7f6/LPXgc2dA5jcqn379gXc/R8cHIyEhARoNBr88ssvWLhwIXf+eXl5nGcmUM+fBUtkCgoKsHPnTkRFRQFg2gImkwkjRoyAVCoNiG9Ce1FbW4uysjKEhYWBpmlBXgNAoJ4ZX8qVUavVKCkp4Rgl+/KOj49HfHw8rl69ii+++AK33347oqOjceHCBTz77LPo06cPxo8fD4DprZo9ezYeeeQR/Otf/wIA/OfO/2ARFgEAJCoJMjZm8HB27UNb10Cr1WLmzJnQ6/X473//i4aGBpSXlyMmJgY2mw1isdjlNXj00Ucxb9489OvXj7dz6yy+/PJLxMTEIDk5GefOncMzzzyD3/zmN1xSn0KhwIwZM/CHP/wBMTExUKlUePHFFzFo0CAHUQB/xh/+8AcsXrwYkyZNwtSpU/Hzzz/jxx9/xN69ewEw1+Cuu+7CCy+8gKioqIC6BjqdDqtXr8aCBQuQkJCA2tparFu3DqWlpVi0iHmuQ0NDMX36dLz44ouIjo4OqPN3heeffx733nsvsrKyMHbsWGzYsAE3btzA888/3+I+q6et5rwzGqMGOcdz/MI78/LLL2POnDno2bMntFotNm/ejL179+Lnn38GRVF49tln8dZbb6FHjx5QD1Cjj6wPgsxBoECheFWxT3jhu4rnnnsO48aNw1tvvYW7774bR48exYYNG7BhwwYA4K7Dm2++iQEDBmDy5Ml46623oFQqsXSpf4s+sPjll19ACEG/fv1QWFiIP/zhD+jXrx8eeOAB7vzffvttPP744+jZsyfefvttvz7/xsZGFBYWcvPFxcU4ffo0VCoVEhMTcdddd+HkyZP46aefYLPZOE+tSCSCyWRCeHg4HnroIb/+JrR2DVQqFV5//XXceeedSEhIwLVr1/Dyyy8jOjoaY8aMgdVqDYhr0BkkJiY65Iq1CnfLqXUWycnJJDc3t9P781lXxhmffvopAZPV4jC89tprhBBCSkpKyKRJk4hKpSIymYykpaWRhx56iHz33XcOx6mtrSW/+93vSGhoKAkNDSXbZdsZ2U7RHlK6vpSHM2s/2roGe/bscbkeACkuLuaO43wNfve73xGNRsPLOXUV77//PunRoweRSqUkOTmZvPLKK5wMNSHMuX7//ffkySefJCqViigUCjJv3jxSUlLCo9Xux8cff0z69OlDgoKCyJAhQxzu+8OHD5Pz588H5DUwGAzkt7/9LUlMTCQymYwkJCSQBQsWkKNHj3LbNDQ0kK+//jogz78lrF27lvTq1YvIZDIyfPhwsmvXLvLdd98Rs9nc4j7s+96fpJoffPBB7jxjYmLIbbfdRn799VduPU3T5LXXXiNxcXFEKpWS5/s8z8nv+8M7v7348ccfSWZmJpHL5aR///5kw4YNDutpmiaPPfYYiY6OJnK5nEyaNImcO3eOJ2vdjy1btpDU1FQik8lIfHw8Wb58Oamrq+PW0zRNXnnlFRIZGRkQ59/St37ZsmVc6QZXw6effkpOnz5NCGHenf78TmztGuj1ejJz5kwSExPDtQ2WLVtGrl+/Tr7//ntOotzfr0FnkJOTQ2bNmtWubSlCCOkad+o6CCGQy+W4cOECF0/cEeQcz+F66lRBKtSuqPWAlZ5FaWkpiouLMXHiRJfry3LKUPBEAUAYr8yE2glettDz2Lt3L/r27es2iW5/Q01NDU6dOuUgyys0HDp0CPHx8UhJSeHbFF7Q0NCA/fv3Y+7cuXybwhssFgu2bduG22+/HVKp1OU29u98ChTWzV3nF96Z9sBgMODXX3/FggULUP6vchQ8XgAAEClFmKSbxLN13sG5c+dAURQyMzP5NoUX2Gw2/PTTT5g9e7ZD6LWQcPnyZTQ2NmLEiBF8m8Ibtm/fjrFjx7aYQxjo+OGHH/DKK6/g7NmzbW7bqZyZdevWISUlBUFBQRgxYoSDelVFRQXmzJnD1fywT2JrCQ0NDbBYLJ1W5vCXujKtwWKxtPjhBsDVlYGIUTALRNhsNkgkPhP56HWw4XVCBk3TzZS8hATiQp2mG81hnztDQPw+d8Ye7P+fEMKElt16HGg9HTC5M21BJBK1q+0QqGDfgS2pOwoBEonEQQRCiBD6NYiJiUFNTU27tu1wq2HLli149tlnsWrVKpw6dQoTJ07EnDlzUFJSAgB45ZVXMHLkSE5abtOmTW0ek5VgdJakbQ98KVemK2iLzNDGW5KtQaKAiJ12BavV2k1mBE5mCCHdZKabzLQLq6ethujWJywQCmmysCczABCzuKmT7+oLV3mxydsQiUTwgaAR3kBRFMRiseDJjJDPHwCkUqmDRLnQ4CzR3ho63Gr429/+hoceeggPP/wwBgwYgH/84x/o2bMnpxNfV1eHjIwMDBo0CCkpKaivr2/zmCzz7ExDNhC8MkDrDdmynDLQhiYyE6gQemPeZrMJuiEPdHtmuslM+5GdlY21c9dy85vzN/NojfvA/v9Zz0TGxgzBeWdEIpHgG7LdZEbYXgmg+x6QSqXtvgc61Gowm804ceIEp77EYubMmVwF45UrV3IVfU+dOoX77ruvzeN2hcwYrUxRpSBpkN96ZdqCEELMgO6GHOC6SKiQ0H0PdKMjsC+kSUACwjvj6v4XondG6KAoStDeqW50oyOEtkPsoaamBjabrVnxpri4OE5OLysrC2VlZaipqeEKQLUFq9UKkUiMkBDAYCBgOY3VCkgkgFQKWCxN8+w6alQO6FkGQATo64Mgk5F27dfWOncco6PrLJb+kEgIZDLSbN33FhoKAAZahJSnE2F9ovk14sNmd19ns3k2rFYRpFL3/B/96f/PTCdBJEoETRM/stm919limXTr/0/8xmZ3rpNIwmGxzIDN1v73IN/XxN3XUiSSwGZbAACQSkmbxzcO+isw+wmAAjad24RNayZCeibbL///zDoJLJYFYKKO2edgIH7GPogA2PQ0fisuw1Zxok/8Hz1xLQlJh9VKtev/7ys2u3udWDwDFEXBaiV+Y7M77bJYEiGRJLhsE/mqze5eR8j4Lj8H/vr/Z54BCQAr2oMOqZmVl5cjKSkJBw8exNixY7nlq1evxueff45Lly6191AOKC4uRlpaOghpn9Ec/i8KUKoBWgRsWwscDzzPzCqcx22oBgWgHhL8BhP4Nqkb3ehGN3wLdywFBm0CKABmJfCWjm+L3I7ub0E3utENYaEQFJUBmja1uaWkI4eNjo6GWCzmvDAsqqqqmnlrOgKJRAJCbFAoaBiNVPtY+5AcIIhJ/IcxAtSJxyBxU4++O47Rcc8MwHhmKG7dQqoct9HMx4sA+FyaAilc99rzYbO7r7PZTIPxzPiWXd77bQKRiICmRX5ks7s9M7jlmaH8xmZ3rpNICCwWAptN5FN2edczA7Bh4lJpO4//7RcgmVsAigakeohGr0fQuWy/+/87PgeO6/4uHYhR+gMIgxVhsOKP1Hm8iYG8/x8945khYHqk/cdmd68Ti+lbnhnKb2x2p12u2kS+brO717njOfDX/z/zDJghEt16EbYBSbu2ugWZTIYRI0Zgx44d+O1vf8st37FjBxYuXNiRQzkacct6rZZALG5fGk/Uu69AbWAS/9cuWo3sd/w7zv7ixYswmUwYOnQotywvqhhWNTMduyQGX21M4sc4L2Hr1p8xYcIEhIeH820KL7hxoxTXr1/HhAkT+DaFN+zbtw/p6emCrTWk0dThyJEjmD17Nt+m8Ib21JlxhaVfL8amfMY7EzT/RegOP+5BKz0Hs9mM7du3uzz/spwUFDxeAArANFTjDdq/v3st4fLlK9DpdBg+fDjfpvCG7dt/xZgxYxAZGcm3KbygrKwMV69exaRJwqit5Ar79+chJSUFPXr04NsUXnDunA0TJ7aPpnRYNuj555/HRx99hE8++QQXL17Ec889h5KSEmRndz7EiyUzHZGgC7TEf1e6+pwcs1LEKNoEOMRiseBrCwhZuQTori/RnfTbeWy8cyMn1ay36pFzPIdnizoH9v/vSgggKTsJIuWtzzYBzi89703TvAahqxoCzDUQurqnkM8f6H4OOlKuo8NXafHixfjHP/6BN954A0OHDkVubi62bduGXr16ddhQFh0lMznHc2CwGAAAQeKgTv+uL0EikXSIzAUihC7FKHQyB3STmW4y0zUszlzMTS/futwvCU1rZAYA0t5L46arN1d7xSZvQ+iNOKC7MS/0unMA0yYW8jXoyPl36m3xxBNP4Nq1azCZTDhx4kSX3YChoaGgKAp1dXXt2j5QasvYw1lPWyi1ZezRTWaErSkPdJOZbjLTNWy8cyNUChUAgAaNVbtW8WxRx9EWmRGCd0boZIamaRBCBE1mhE7mAIbQdSTUNtCg0WjanXbgE28LiUSC2NhY3Lx5s13bB1qIGcCQGXvPjFBqy9hD6I15oZ8/0E1muslM17F62mpQYIiAxqjxS+8M0HrNqUD3ztA0Leh6U+x3QMiN+W7PTLdn5ubNm+3On/UJMgMACQkJ7SIzgRhiBjQPM+PyZYJESMoO7MR/Ft2eGbGgzx/oJnTdZKbryM7KRqSCSZomIH7nnWEb8q015h28M2A8+YEEm80m6EZcN5npJjM0TYOmaUF7Zm7evImEhIR2beszZCYxMRHl5eVtbheIIWaAY5iZEEPMAEYtz2w2820Gb5DJZLBarYJuzHYTWjEXYtKNzmP1tNWcGIDaqMbSr5fybFH70d4QK847Q4CrL1z1sFXehdAbsmazGRKJRNChdmazWdANebZzW8jXoLy8PHA9M4EYYgYAcrkcZrMZNptNkCFmAHMNTKa2iyMFKtiXlpAJndC9U2xvfDeZ6Rqys7Kxdu5abn5z/mYerekY2ktmkrKTuC84racDyjsj9HwJi8Ui6EYsAJhMJgQFBU70TUdhMpkgkUgE/RwEtGcmUBEUFASKomA0GgUZYgYwZMZoNPJtBm8Qi8UQiUSCVrWTSCSCDjNjG7FCzhtyF7KzsqGUKgEw4Wb+4p3pSPJ7zOIYbjqQvDPdnhkzZDIZ32bwCqPRCLlczrcZvEGv10OpVPJtBq8IWM9Mm/kyVivwxhtA//5ARgYzfvRRoJ0qaQ7o3RvIz297u717AYoC3nyzaVl+PrN/W7h2DYiOBsD0yCoUChgMhvbZR1FAY2P7tvUTBAUFCdozQ1GU4EPthC5RzvbCCZnQuRPvzXyPm/YX70xHyEzGxoyA9M50k5luMiN0z4zBYIBCoeDbDF7ht56ZtshMm/kyDz0EHDsGHDoEnD8PXLgAzJgBqNXNt3VnKEtCAvD++0BNTZcOo1AoULGhQpD5MkC3ZwZg8maETOhkMpmgyUy3Z8a98EfvTEdDrOy9M8Wrij1hktch9Ma8yWQS9PnTNA2z2Sxoz4zQyQwhxH/VzNoKM2s1X6awEPjyS+DTT4FIRskGIhGwaBGQmsp4UIYOBZ5+Ghg7Fvj2W2DjRmD0aGDYMGbdtm2Ox/ziC2DSJKBPH+Bvf2vZsMRE4He/A/78Z9frjx0Dpk0DsrKA4cOBr792XP/ii8Do0RixbBlsb+0ACBBEVWCsaUHTNo2NjDfGFf7wB2DkSOYcJk8GCgpattWHwXqmhJwv0CHvXABCKpUK2jNFURREIlG3Z8aNsPfObMrf5PNSzR0lMxkbMzhlM6vGGhDeGaEnfxuNRkE3ZA0GAyiK6iYzAr4HNBoNTCaT/3lmkpKSUFVV1fme+ZMngfR0LmzLJc6eBe6+m/HcLFoEzJoFHD4MnDoFfPcd8PDDgH2vcGUlkJvLbPP++8CRIy0f+5VXGHJU7NQzVlcHPPYYQ4yOHwd+/RV4/nmgooJZX1sLDBoEHDmCitWrMUD3Z4hgAMSAuL2emRUrGMJ0+jTw+OPAc8+1bz8fg1KpBE3TgvbOKBQKQZ+/0MPsgG55ancjOysbSzKXcPMv/PICj9a0jc4kv3NefOL/3hmbzQaapgXtmTAYDIIOsdLpdFAqlYJWc9Pr9YImMzdu3EBoaChCQ0Pbtb3P3CmJiYmIjIzE2bNnXa7POZ4Dq0GPeK1TvszNm0B7Gz99+wITJjTNFxcDc+YAmZnAb37DhIldv960/qGHmHF0NPDb3wK7drV87Oho4JlnGFJjj4MHgaIi5neGDgWmTwcIAS5fZtbLZMC99wIAdEWZMEOFEFwFOhIF9+uvjLcpM5PJGTp9ugM7+w7EYjGUSiUaAywXqCMICgoStGemm8x0kxlPYOOdGzmpZr1V79Pemc6QmZTVKbhVJ9TvvTPs8y9kMiN0z4xOp0NISAjfZvAGQgi0Wm27G/KBiNOnT2Pw4MHt3t5nyAxFURgxYgROnjzpcv17e9/G/74E8j4B3s+41bNWUsKQk0WLmIZ8QQHj6WgJzg/HPfcA2dlMwv7p08z61nrF26pI/PzzTDjbqVNNywgBBg9mjs8OJSVMOJgTNH/VsD+EyIUxgH2DpiW7SkqY0LkvvmDOY/Pm1s/BxxEcHAydTse3GbwhKChI0J4ZuVwOm80maHlmodfa8RQWZy7mpn3ZO9OZ5Pek7CRIIm/t4+feGTZfpLWioYGObs+MDsHBwXybwRuMRiMsFougycyJEycwYsSIdm/vM2QGAEaMGIETJ064XDcjYjgyq4A0DfD7Zz4GDhwApk5lvB75+UyezJ13Mt4UVr2MEOCzz4CrLUhWajRNqmP//S8zb49PP2XGajUThnbbba2fgFIJ/PGPwKuvNi0bN44hWbt3Ny07fbrJm2Q2M0QEQIj+AmRQQ6dIQ7+vJjMiBawH57PPXP9mfT3j3YmPZ873gw9at9HHIXQyI/TzZxsxQhZB6CYznoG/eGesVmunaksEindG6JK8VqsVJpNJ0LK8QiczDQ0NCAkJEXSNmYAlM1vUuZi6DChWiRgCM2ECM05NBfbsYRTFPvkEGDKESerPyGCGgweBqCjXP/j++0z42IQJwJkzQHKy4/pevYCJE4FRoxjvx6hRbZ/Eww8z5IJFZCTw44+MOMCQIcDAgcDKlQCrVhQVxYgXjB6NvuY1uIBXQEMBSCTAP//JhKdNmgS01LgbNIjxTGVkAFOmND8HP0NISIigw8yCg4NhMBgEG2bEJn0K2TvVTWY8B3vvzPKty32S0HRWljhQvDNGo1HwXgmJRCJoQqfVagUdZtbQ0ICwsDC+zeANNpsNp0+f7hCZoYgPSUcVFxejX79+0Gq1zR7k4LeCobfoMa1cjl0b7Br2eXnA+PFettQzyA3OBa2ngSBgimEK3+bwgurqapw6dQozZ87k2xReQAjB1q1bMXnyZMG6mPft24f09PR2SzIGGo4cOYKYmBikpqbybQovsFgs2LZtG26//XaPKFpFvRsFtYGR61cFqVC7opXQZB5w9uxZiMViZGRkdHjfspwyFDxRABBApBRhkm6SByz0LC5fvgydTofhw4fzbQovKC8vx5UrVzBlyhS+TeEF7PM/a9YswZLaEydOICQkBP369ePbFF5w/vx5jBo1Cg0NDe32TvmUZ6Z3794ICQnBuXPnXK7vWQd8+JVTcvB99zF5I90ICISHh8NgMAg2CZyiKAQHBwvaOyV0EYRuz4xnsXraalC34rE0Ro3PeWcsFkunSVxSdhJEilu1igz+WURT6GFmjY2NgvdKyOVywRIZAKivrxdsZyYAnDx5EkOHDu1QmJ1PkRlWBMBVqFl8A8Ge/wCpasKEluXlMeOiIiZ3po2Cm76OspwyrlgmkRLB1lqRyWRQKpWor6/n2xTeIPS8me5aO1JBFw71NLKzshGpYGqRERCs2rWKZ4scYbFYOhVmxsLfZZr1en13voiA80Xq6+sRHh7Otxm8wWw2Q6vVQqVS8W0Kb+hovgzgY2QGAIYPH96MzOQcz0Gp1ID82Fs5M3v2MKFle/YwhCYzs+W8GD9B8apigAAQAcbfGQXdmAsLCxM0mQkLC0NDQwPfZvAGpVIJvV7Ptxm8oZvMeB6rp63mxADURjWWfr2UZ4uaYLVauxRe5+9CAAaDQdBkRuj5EkInMxqNBsHBwYL2TJ04caLDYaY+R2ZceWZW7V4FswRYvIjC/i/eakpyT05mPDRffumYdO+HoI2MV0YUJELwkmDUtiYxHeCIiIhAHatIJ0AIncx0e2a6yYynkZ2VjbVz13Lzm/M382iNI7oSZgb4txAAIUTQxQLZ+iLdZEa4ZKa2tlbQXhmbzYZTp075v2dm/PjxOHPmjENj3mhllI3ECgXum73CcYeEBL8nMs6IiooSNJlRqVRQq9V8m8EbwsLCoNVqQbOKdwJDt2emm8x4A9lZ2VBKmzwAvpI7Yzabuyx84K/eGYvFApvNJlgy09jYCEKIYMPMLBYL6uvrBd2YV6vViPLzSKOu4NixY5DJZBgwYECH9vM5MpOUlITBgwfj559/5tsU3iD0xnxkZCSMRqNgG7TBwcGgKEqwIgDBwcEwm82CbdBLpVLBCmB4G+/NfA8AkzvjK4U0LRYLZF3soPNX74xOp4NMJvOIip0/oKGhAaGhoRCJfK5p5hWo1WoolUrBklmbzQaNRiNoMvPTTz9hzpw5Hc4b9MknZv78+fjxxx/5NoM3qFQqaLVawdbakEgkCA8PF6x3iqIoQecNsY0ZoYogyGSybjLjJWRnZftUIU2bzQabzdZlMgM4emfYMGZfh9CVvLpDrGoF3ZDXaDSQSqWC9cwBwI8//oj58+d3eD+fJDPz5s3Dzz//LNieWblcjsjISFRWVvJtCm8QeqhdZGQkNBoN32bwBiErunWTGe/Clwppsv93d3gm/FGmWehKXhqNBpGRkXybwRuEHmJVWVmJuLg4UBTFtym8oKSkBBcuXMCsWbM6vK9PkpkRI0ZAoVDgwIEDfJvCG+Li4rrJTDeZ4dsM3hASEiLYMDuZTMb10HfD89h450aoFEyMPg2aV6lms9kMiUTitjAjf5NpFrJnhhCCuro6wZKZ7hAroKKiAnFxcXybwRu2bt2KCRMmdOoZ8EkyIxKJMHfuXEGHmsXFxaGqqkqwDZro6GjodDrB5s1ERkaivr5esP9/oZMZAN3eGS/CVwppmkwmtxaM9DchACGTGa1WC0KIYIsl1tbWQi6XC9Yzp9PpoNPpEBMTw7cpvOHHH3/EvHnzOrWvT5IZgAk1++mnn/g2wyuwL5jJ9qSFh4dDKpUK1jshlUqhUqlQVVXFtym8QKlUQiqVCjZvJjQ0FFqtlm8zeIFIJIJMJoPJZOLbFMHAVwppupvM+JMQACEEjY2Ngm3MazQaRERECDb5X+ghVpWVlYiKihKs+IVOp8Pu3bs7TWY6X2bYw5g+fTquX7+OK1eu8G2Kx2FfMDNldQoAJgmcDTWLjY3l10CeEBsbi8rKSvTu3ZtvU7wOiqKgUqkEqznPylMTQgT5cfNW3gwhxGGanXcet7SspW1a+522wOZK6vX6dn/YW7pH7Jc7b8POs+M3Jr+BJ39+EgDjnVl3bB2yR2Q3286TMJvNbiUzAPNNKXiiACC+LQSg0+kELUss1Hc9i8rKSmRkZPBtBm+oqKhAfHw832bwhp07dyI5ORn9+vXr1P4+S2ZCQkIwdepUQXhn7AtmJmUnccsTEhJw5swZZGZmCrJBFxcXhytXrsBms0EsFvNtjtcRHR2NqqoqpKen822K18E2aHQ6XZfCTgghoGkaNE1z060tsx+3tcx5urVl9uvs7WIb+fb7AIDRaMTZs2chk8laPBZ7HOfplta1tMxXsXfvXq/+Xg/0QIg4BI22RhAQrPh5BZLKk5ptZ09unIkOu6ylbVxtZz8YDAYQQrh8UYqiIBKJWtze1dBs+6kUqDAKpJ6A1tM4uuAoYv8Z63J752l2vj1jdrqz0Gq1CAkJEaxnoqamBkOHDuXbDF7AhpRHR0fzbQovMJvNqKmpwZAhQ/g2hTf89NNPnfbKAD5MZgBgwYIF+Pzzz4HOn59fgFiIw5hFTEwMbDYbamtrBfmQh4WFcaF2QvRORUdH4+LFi6Bp2mc/8PbEwGazcdPtmW9rEIvFOHXqFORyeTMSYj84L7efbwmtNcycG2etNfhaamy6Oqar9QActmFts1qtCA4ORkJCgsv92e1aW8bO2y93NW1/TVpa3tKy9k53BBaLBdu2bcPtt9/eqZCLljxFbXmZCCF4O+5tPPXLUwAAHa1DSWwJHh76sMM2bRHEtohmS8sIISguLoZMJkN8fLzDdq0RZOfBZrM1WyZ7XAbTGiZsUf+THjdfutkuwt4a0W8J7LPjTHTaWqbT6WC1WnH69Olm610NYrG41Xn7ZWKx2OH+9jXodDoYjUbBemaEHmJVVlaGiIgIwXolzWYzvv/+e2zZsqXTx/BpMnPPPffg+eefh2y0DIgAgsRBfJvkERArcRizEIlESExMRGlpqSDJDEVRiI+Px82bNwVJZsLCwiD+/+ydd3wb9f3/X5Il7733dpZX7EwnTuKQQBgFvj/KDAQoEEgIqyUUaNgkQIFAKSOGTgoZBVpKW6CBLGd5xHYcx3vKQ16yJGvvu98fx11kWXY8NE6yn4/HPe5OkqWPLOlzn9d7enhgZGTkshc5eqFBV8Ey3yxvNz+3djzRbdaEiSUTLS4mut38fj6fDx8fH3C5XISFhU1pcWTNqmxNXLAZOlcqLm6sZ2COiZmJoHpk5SN48eSLkGgkIEHipZMv4dGCR208wvHp7u5GZGQkEhMTbfvE+UDJ3hLKYEYCiRcSR0UBTBVroudyhoXxjBH0fUqlEr6+vow30nzOos8nMn5Yu98Sy/nHXOyMtx/vNmvn5rfzeLxJi6jh4WGEhIRMuVGgu9Df3z+rQ6yEQiHi4+OdPQyn8e9//xsBAQFYt27dtJ+D1b+ckJAQ3HrrrahorYBquQqb0qdee9oV4PA4IA0kOLyxE15CQgLKysqQk5PDWuu8PYmNjUVVVRWys7Nd+v3TF1uj0Thqb3lsee7h4YELFy7A19fXqlAx38wxv1hPdOE1v43P58Pb23vCi/h4iwB7WD89PT0hEomQlpZmk+dzJby9vWdt8Qdns+eKPdjx7Q4QICDRSrD5H5tx4OcHHPLaWq0W3t72Mdp5BHjAKDECoPI0ZyJmzD2MtqKjowMZGRk2M1xZiidrxpjJGnEMBgO0Wq1V45C12yw9Vx4eHkzJbWviRy6Xg8/n4+LFi8xjze+nz81vN7+N7caZidBqtRCLxcjPz3f2UJyCWq2GRCLBsmXLnD0Up/Hxxx9j69atM5pPWC1mAODBBx/EwU0HYVpswuH2w84ejl3g8H8SM/yxE1JISAj4fD4GBwcRExPjhNE5F9ojJRaLHVaykCAIGI3GCTdadEzmmL7Y0dAXNGsXKMtzOhE+IiLC6kVwvM2VL240wcHBaG1tdfYwnIKXlxe0Wq2zhzEr2bZ0GwBg+7fbAQCH6g45VMzYugAATcqeFLRup35PJgW7Sr7r9Xqo1WoEBwfb7Dk5HA4zHzoaSzFkfh2wZsASiUQIDQ0Fh8OBXq+HRqOxauAy35sLJnNPkPme3szPJ7qPz+ePEl6OoK+vD6GhofDx8XHI67GN3t5eRERE2O13z3ba29tx8uRJKqVkBrBezKxatQoxsTHoru8GVjp7NI6Hw+EgPj4evb29s1LMcDgcxMTEoK+vb0IxQ5IkIyIMBsOYY/PbrD2OPrcUHuaT/ngXALo2/ngXDUuBMpWLhFqtxpEjR5CQkDDr4okDAwOh0+nsaq1mKz4+PnNixolsW7oNT/7wJNQGNUiQDvHOmEwm6PV6u33X47bFoXVHK0BQ+ZnCYuGMvDO2RCaTwcfHh+mx5OrQ3urJIJVKweFwkJeXN6Vrw3jefkujmvk5LZImMtKZvwdzkWN5DbS8zfycPqbF0UTGtb6+PsTGxk76fbsTJEmit7d3Vhb5odnx6g5cde1VMw4zZL2Y4XA4ePKRJ/H8B89jz649zh6OU0hISMDx48fdelFHu/ItN9oC1dPTAwCM6DC/n97T0CFTlpOqNfFhbZI2FyPO9nD4+voiICAAQ0NDsy5/gs/nw9/fHyMjI7Muntrb25upbOXs7+BsZe9Vex3qndFqteBwOHad4yNui4DooAjAzEPNbMnIyIhNvTKuBN1+YaqeEFow2dLIZW4UnGijr7k6nW5cAyItjDgczphrMX3M5XIhFosRFhYGgUDA3Ge5uXKI+URIJBJoNJpZaagGgA9KP8CRfx7B9//4fsbPxXoxAwBbtmzB008/jTU+a5w9FKfg7++P8PBwdHV1TbsGtyOgLYu00KCPzfdGo3HUY+iN9obQQsR8wuPz+eBwONDpdAgODh5zn6VgcbfFH91vZ7aJGYAKs5RKpbNOzPj4+IAgCLv0HZljcjjaO6PRaODt7W3X+SvzQCZOfnMShJqAUWpkjXdGKpUiJCTE2cNwCoODg0hJSXH2MABQwoO+ps4UOlzb0uhoft0XiUTw8vKCUqnEyMjIpNcF5punp6fVPX3MZiEkEAiQmJg4Kws/FFcW4/HfPQ5/P39s2LBhxs/nEv9BuhDAJ598gvfee8/Zw3EKycnJqK2tRUZGht1/nPQiit5oIXK5c3rioYWF5aRCV6iyvG8yFpjGxkYoFArMmzfPru+djURHR6OiomJWWulDQ0MhFAqdPQyHQ/+GNBrNnJhxIubemYN1B7E2aS2TU2NrtFqtQ/IGuN5cEGoCINnhnSFJEhKJBKmpqU4dhzPQarUYGRlxy2qdXC4Xnp6e44YO0iFWWVlZ41byGi9iw9wgqtFoIJPJxtxHe4Y8PDxGCR16u9y5va+1Wq0WfX19WL9+vV1fh40UVxbjke8eAVFJ4OlHn7bJmtYlxAxAFQL42c9+hjfeeGNWJopFR0fj4sWLGBgYoOJLk5OB//4XyMq69KCiImDnTsCs8RDtNtbpdNDr9WP21ja6Azc9CVj+4L28vJD66qsw5uZC/+CDYywiNhNbZu8xMTERx44dg06ng1dpKbB+PfDqq8Bzz1GPrauj3rdAMPFzCgTA0qXA8PDUx8PhAAoFMIMmjtOBLss8G/sNhYSEoK6ublYKOR8fH2g0mlkbfsMGti3dhpNdJ3Gw7iAA4MnDT9pNzGg0Godc29hWCECj0UCv18/K73l/fz9CQ0PdNnx8IqRSKXQ63YQhVnSe6XT+P7QQsjTAmt+mUqnGrH1oEWS59rHcvLy8Ru2nGhXS3d2NsLCwGTWFdlV2HdsFk9gETjcH9913n02e02XEzKpVqxAXF4dDhw7hF7/4hbOH43A4HA6Sk5MhEAio+FqShEImg2ZggEmSjlOp0N/aiqEzZ0YJFpIkGSuJ5Q/Qz8sLISEhVn+sE1aBCQgAQkMBB4X/+Pn5ITQ0FD09PUgHgJgY4L33gG3bADdf4HM4HMTGxqKvr2/WiZnAwEAAgFwuR1BQkJNH41h8fX2h0WicPYxZz4GfH8Df6/4OAgTURjWKK4vtImjUarVDxAzbCgFIpVIEBgbOylCbKSW/JycD3t6U4Y7+Xy1dCrz9NmXIBIAff6SMfL291PWZywUeeAB48EHqfqMReO014MABwMMDMJmAtWuBN98ELMXkzTcDbW2XzmtrgX/9C7jhBuDDD4Hi4kvPsXUr8Nhj1OO+/hp48UXqtQ0G4P/+D9i9mzIGCgTAvfcC58/DOy4OcQcP2q3a3HSFEB0KN57Bd2RkhDm+3BprvI3H40EgECA7O9su753NFFcWQ6qRApXApms22SyE3GVmDw6Hg507d2LPnj3YsmWLW058JCh3u06nYwSK5V6j0eDbb7/FlVotLl68CMNPMfVeXl7ggFoAxcfHw1smQ8izz4InEIADAI89Bs5DD1EvlJxMTT5HjgCxscBLLwF33QUolQBBADfeSE0+BgPw/PPAsWOAXg8sWEBNYPSk19AAbNwIdHdTHqJDhwBPz4n/7sABSoTo9QBJUhPrtddSz3fqFPDww4CPD7B8OXW/GYmJiWhpaUEalwtObCxQWEhN3NZCD8+dA55+GpDLqfe0axfw859fun/nTur1lErg/feBK64Y67VRKinRZq3b9VNPASdOUO81KAj44x8BO1YkiYmJQXV1NbKzs2eVh4LD4SA0NBRisXjWiRkfHx+o1WpnD2MOALdl3WZ374xarXZYbph5IYD2J9udKmbEYvFlmwK7Izqdbur9VXQ64E9/AuhruTk//EAJha++Alatom7r6qKEB8399wMSCVBaCoSEUNfGf/yDus1SzHz11aXjykrg6quBTT/1+rvrLmDHDupYLqeu/0VFQE4OtSa48UZKzOj11HV6xQpKBAUGArt3wySRQP/kk0hKSpr8e3cQdAGgyRoWSJIcJX4s9zKZjFnT0bfR1NfXo62tDd7e3sw6jj42v43NeT9TgQ4vI1UkuFVcvHjiRZs9t0spgrvuugu7d+/G/v37cc899zh7OJPCaDRCq9WO2WhxotVqwTVxwQEHJpMJFRUVY77Y/v7+zHlnZycAaqFT+LvfUZYamrY2+MXFAUlJwG23URPLt98CQ0PAkiVAXh4lEgBKgBw7RllLHn8cuO464De/oe6TSKj9W29RIVUVFdT5q69SFhdaPNTUAEePUgJm7VpqUrzjjon/btMm6jG0lWbVKmrCJQjg9tuB/fupSfGLL0ZPwqAaaF68eBFygwFBABVitnAh8MQTo//pIyPUZP/tt5QHZ3iYev+rV1P3i8VAdjZl0SoroyxH7e1T+2Cffpp6nwAl4n75Syokzk6Eh4czseVhYWF2ex02EhYWBrFYPOti6n19fSGhf4tzOBVHeGfUajV8fX1t+pzjkXkgEycOnQBIgNAQl328PRkeHsaCBQucOgZn0N/fj+Dg4Kl5415+mbpOb9kCWH5XXnkFeOGFS0IGoNYCb75JHbe1AV9+SV376WILXC5wyy2Xf90//5kSMHT+nrlhSa2mPD60kS0g4NJ9Wi0lwOjFeGgoUFiIoYMH4c/lwt8NDFQcDmfC3CBLTCYTSkpKEBUVhYiIiFFCR6lUQiwWM+tDWvjQnh5vb+9RYsdyc0ZPpclQXFmMXUd3YUQ7AgIEuKVcbFi3AStX2q7fikuJGR6Ph+effx6vvvoq7rzzTqd6Z0iSZMSIRqMZtTc/NplM4HK5Y76AAQEBiIiIgLe3N5p8m0DoCHD1XGQLsikrmV5PLbrN40n7++GTno7jZ85QOQRffTU2Z4bmyBHgwgXqODISuOkmSnjQYuYXv7g0+axdS3kaVCpg3TrKsgJQLmW5/JKFRq8HzLux33QT5UUBqOelBcFEf9fZCdx5J+UG5/EoodHVRU2Ivr6X3sOtt15yjf+Eh4cHkpKS0HfyJCVmwsMpIfbcc8Czz1564NmzQEcHcM015h8Y0NxMTe6entTFAABWrqRC5S5coLxUk+WHHyiPjkJBCTG5fPJ/Ow24XC5iYmIgFApnnZgJDw9HZ2fnrMub8fX1RW9vr7OHMcdPmHtndnxLWaVtJWhIknRYzgwN1+enQgCA00LNdDodFArFrJvTAEAoFE69v0p+PnW9fvddKtrAnOpq6po0HtXVVPTAVEOVtVrg4EHg5MnRt3/1FWWkbGsD3niDMhDSnD1LhYC3tFDRFtddx9xFkiT6+vqQ5eU1q+ZzGlqszJ8//7JrWIIgrEbqaLVaDA8PjzKOkyQJPp8/Stz4+PiM2tPrUEf+32lvjImkcpG4ai68qr2w+/hum76OS4kZALjzzjuxe/dufP7557j33nvt8hq0UNFoNFY3+gsEgBEo9JeFLqNs/uWhSwuPh+E1AxPD3LmrE3H3RVDWkro64PhxIDGRsqasXw//rCzEPfssjAYDLmsHsHxN83PzpLOf/5yy5vz4I/DBB8Dvfgd89x0lAD76iArBsoa5V8jDg7LOUP/A8f/u9tspj8j//R91HhpKTZbWQrmskJKSgppvvoGJIOABAL/6FTVBX331pQeRJOWVspx8gfELBHA4lLgyaxqG8ZoWdndT8cEVFUBqKhVLPN7/yIbEx8fj3LlzyMrKchu382QIDg6GwWCAUqlEgLnVz83x9fWdCzNjEQd+fgCH2w9DopGAAIFdR3fZTMzodDqYTCaHeWYAIG1vGlUIgHReqJlYLEZAQMCsq9in0WhGh5iNY7xEWBhlfDNn924qbGuble+e+TX+zjuB+npgYIAy7k2Xf/yDusZa5nfcfDO1CQTA//t/VLg43Tpi1SrquigSUUbPU6coEQZAJBLBZDK5TYPUqdLS0oLU1NRJGeO5XC58fHwua+QgSRJ6vX6MMZ2ulkffZjAYmF5W9PNa22xVzc1cyHDAQYhPCJa2LwWviIfltGHdRricmKG9My+//DLuvPPOadVDNxqNUKvV0Gg0Y/b0l4AkSXh5eY36gENDQ8coXVssKuO2xaH9yXYQagKElqAmtbo6agJavx7429+Au+9mJqSM0FAYTSaQOh3GvQRs3Ah88gnllhaJqKQ88xhYc1pbqUX53XdTHhbaTX3DDcA771DeC19fynvS2QlkZk78hib6O6mUytkBgM8/p84BKq9Go6EEyNq11FhlsjFP7evri9DQUOh1OvhQN1D5OS+8cOlBq1ZR7+nYsUsio6YGWLSIOtbrqXC2LVsoQTIwQIkfLy9KkDU3U5Py3/5m/f3JZNQFJjqaEk4ffDDx/8NGhIWFwcPDA4ODg7OqyZaHhwdCQ0MxPDw8q8SMn58fU3lntl742caeK/bg4W8fBgkSUq3UZuFmKpUK3t7eDo02iNsWh9aHW50aajY8PDwrvTK9vb2IiIigFql6/bjGS2RlUaFh5r//1FQqVHu3hWU7Lw8oLwcWL6bO9++n9hwOFT2Qn09dF8ViSiRNlj/9icq1GY/kZEpc/fe/l8QMTUQE5ZX58ktGzLS3tyMuOhqzzydDiXeZTGbzhTyHw2FSESbKLTWZTKMiiehNJBIxx3q9fpSIojdfX99R+8mEtO06tgsm0gQuuPjwug9xU+JNSElJwfHjx2359gG4oJgBgM2bN2P37t347LPPrJZ1o8WKWq2GSqVixAotWPR6PTw8PJgPxtfXF4GBgYiKihr14TnN+h0TQ01q69dTAqawkLo9NRU4fhwBiYnQcblUZa8lS6w/x+9/T1lucnIuJcCP9wP68ktq4vP0pBbnxcXU7c88Q4mhFSsuWXyefvryYmaiv3vvPcqKExcHFBRQEzdACYmDBy8VACgqunSfBbGxsdDp9eAbjdTF/4EHKLe7Tkc9ICQE+M9/qNC5X/6SStJPTKTC3wBqIm9ro8anVFJFCfz8Lv3frrkGiI8fHaZmTnY2dfHJzKSe98orJ/5/2AgOh4OEhAT09PTMKjEDABERERCJRKxpLucI6HLnKpVqTsywhG1Lt2HXsV2QaCQgQdrMO6NSqeBHz0EOhAk1I4H6zfXIPHCZud3GiEQiLKKNTLMEkiTR09NzqWfaZYyXYzw2AGXAW7QIMDfmPv88JTpycylDIkAZEmnS06kojPvvB/76VyrhnySBzz6j8knNQ8hpOjspgx997aRpbKTyVQHKWHr06KUCO83NlCeHy6XCsP/7X+CnHGeFQoHh4WEsmWVNkGlaW1uRkpLitPncw8MD/v7+E5aDpvO8zcWOWq2GRCJhzgmCgJeX1yiBQ29+fn7w8fHBH87/gapaBiDYOxjblm7DU089hfXr19tczAEAhyQnGd/DMj7//HM899xz+PHHH2EwGBixolarodPp4OHhAT8/v1H/ZHNV6YimSFPhpB/VlZnry8VaFWXBwJkzl4QMAJw+zSSxS6VSnDlzBhs3bpx1NepJksTJkycRFxeH9PR0Zw/HoSiVShw/fhybNm2aVQtcqVSKs2fP4pprrplVIXYlJSVIT09HXJzzu7Q7CoPBgO+++w7XXnutTTqR25riymLGO8MBBx9d99GMBU1TUxPUavXUKlvZAGGxkOk5Aw5QRBQ57LU1Gg1+/PFHXHPNNaz8nO3FyMgITp8+jauvvvqSJ472xJiHg/1kvGSMepa95V59lYpIOH78Uq7p//4H7NkD9PVRXhFPT6oY0Pbtl0ol795NFa3h8Sgxs3YtlfNirc/P889TY/v009G3P/wwUFJCiSmSpAruPPwwdd/u3ZSBkM+nwrZvvpnKreFwcKGiAguvvx6eBEFFOERGUhESr79uo/8ue5FIJDh79qzLr9lIkoROpxsV1WS5fTf0HT7p/YRK9gcXzy95HtfHXI+1a9eipKQES5cutfm4Zixm/vnPf+Ljjz9GVVUVxGIxzp8/j8W0m/MnioqKUFJSMuq22267DYcOHWLOS0tLsX37dkilUjz33HPYunXrhK9rNBqxcOFC3HzzzbjtttsYRUgLF7aJlcsxRsxMYnKrqKiAl5cXcnNznTRq59Hf348LFy7gyiuvZG0FD3tx8uRJxMfHz6rqXiRJ4n//+x9WrFgxq8q4VlVVwd/fH/MtwzfcGLaLGQAIezMMEg1VaS7UOxTip8Uzej5nfs4lniUgDdQyIGNfhsNyZ7q6utDd3Y01a9Y45PXYwoULF0AQBPLy8kbfMYHx0h1Qq9U4evQoioqKZlW4MEBdv86cOYOwsDAspD1absq+c/vw6PePwkSa4MHxYITMW2+9Bblcjm+//dYurztjE6dKpcLq1avxxhtvTPi4rVu3or+/n9k+/vjjUfffd999eP7553Hw4EH89re/RXd394TPx+Px8NJLL+HQoUNYuHAh5s2bh7i4OISEhDi8WoPN6e+/JGRSU6lJLTX1khu6vx8AsHDhQnR3d0OpVDp5wI4nOjoaXl5el/2euCN081QXdapOCw6Hg/DwcAwNDTl7KA7Fz89vVv6+2c6eK/aA81PUP507MxOUSqXTOoF7BFwyBnXu6nTY64pEIkRERDjs9diAwWBAT08Pkum8UZrubiq0zJy776ZudxPa2toQHR0964QMAAwODkKhULh9JElxZfEoIfPBtR/gxeteRExMDP7973/jlVdesdtrz1jMbNmyBS+88AI20uV8x8HX1xfR0dHMZpmkRLvYc3NzERISMqkL+O23347g4GC8/fbbM3oPrCMsjHIl056Y1aupfWoqdftPyXsBAQFITExEY2OjkwfseDgcDubNm4fW1lYQhHP7JDiauLg4aLXaWdeDJCoqCoODg84ehkPx9/eHSqVy9jDmsGDb0m0I8aF6dZAgsePbHdMWNCRJOlXMpOxJAZ2NTWgdM5cSBIGhoSFERkY65PXYglAohL+/P4LNQ7omabx0ZbRaLbq7uy/lCc0iSJJEQ0MD5s2bx1pPsy0wr1xGCxk6/Papp57Cz372MywZL8fbBjgs+Hz//v0IDw9HZmYmdu7cCYVCMer+F154AQsXLkRQUBBWrlw5qaRADw8PfPTRR3jttdeYZpJugacnlZR/+vSleNnEROrcorLJ/PnzMTg4OOsWtgBVCID7UyGE2YSHhwcSEhIgGK/MtJsSFRUFmUzGlEWfDfj7+0OpVM4qL5yrsOeKPeD+dAmlSzVPB51OB6PR6JQCAABV1Yzr89P70BAQFgvt/poSiQRcLhchdPPGWQBJkhAIBEhOTh4dOTJJ46Ur097ejoiIiAkrbbkrPT09MJlMY71xbsREQubEiRP45ptv8M4779h1DA4RM3feeScOHjyIEydO4Pnnn8c//vEP3HTTTaMec//990MsFkMkEuH9iRo/WVBQUIDNmzfj8ccft/WwHQrX2+Ji4uk5toJJTMyYmvPe3t5IS0tDQ0PDrFvw0N6ZlpaWWeedSU5ORl9fH3R0BbdZgJeXF4KDg2eVd8a8PPMc7GLb0m348LoPZxxuplQqHV6W2RL6+gPSMaFmg4ODiIqKcu1w8CkilUqhUqkQHx8/+o4pGC9dEa1Wi87OzlnplTGZTGhqasLChQvdNrd3IiGj1+vx8MMP4+WXX7Z7EZspiZn9+/czZd38/f1x6tSpSf3d1q1bsXHjRmRlZeH222/HV199hSNHjqC6unrU4/z8/KZlqXn99ddx5swZ/Pvf/57y37KFlD0p1KcxjYtJeno6lEolhEL7W9TYRkJCAjw8PGadlyIgIAChoaGz7n3PtlAzuqOzpSd7DnZgGW42He8MG5rBpuy5VPLcpDBN8EjbMDAwgKioKLu/Dpvo6OhAQkKCddE6SeOlK9Lc3IzIyMhZ5YWjaWlpgZeXl9tWo5xIyADAu+++Cw8PDzz66KN2H8uUxMwNN9yAmpoaZptuebX8/Hzw+Xy0trZO6+8tCQ8Px29/+1s89thjLtsxO25b3CXvzBTjlvl8PrKyslBXVweDwWCP4bEWDoeDRYsWobm5eda99/T0dHR2dsJksv/igy1ER0djaGhoVr3ngICAOTHDYmZaDEChUDhdzMRti2NWA6SBtGuomVKphFqtnlXJ/xqNBv39/Uiz1svFjVEqleju7nb7Cl7WUCqVaG9vR05Ojlt6IC8nZLq7u/Hqq69i3759DskVmpKYCQgIQHp6OrP5+PhM60Xr6+thMBhs2vjvvvvuQ0xMDPbs2WOz53Q0dHlMej8V4uLiEBAQgObmZlsPi/VERUXB398f7e3tzh6KQ4mMjASfz59VHrnAwEB4e3vPqqpmc2KG3czUO8MGMQMAEbddEhftT9pvLu3r60NERIRbJ0Nb0tHRgaioKKflRTmLxsZGJCQksOL77UhIksTFixeRkJDglh6pywkZAHjiiSdwyy23oNC83LgdmXHOjEQiQU1NDRoaGgBQLsWamhoMDAwAoBK/XnnlFVRWVkIgEOC7777DLbfcgry8PKy2YQ11LpeLffv24d1333XZBT1pvCRmpmoZ43A4yM7OhkAggFwut8fwWAvtnWlra5tVyeEcDgdpaWlob2+fNflSHA4HMTEx6Ovrc/ZQHMacmGE/M/HOsEXMZB7IvFTVTGO/HMS+vj7Exsba7fnZhtFohEAgmHVeGalUisHBwVnVI4umv78fIyMjbueRKq4sRthvw7Dj2x0TCpnvvvsOx48fx29/+1uHjW3GYubf//438vLycN111wGgyiXn5eWhuJiazD09PXH06FFs2rQJ8+fPx2OPPYarrroKR44csXlC1OLFi7F161bs2LHDJRd3EbdfsoxNJwkzMDAQKSkpqK2tdcn3PxPCwsIQERHhskJ2usTHx0Or1UIkEjl7KA4jNjYWAwMDs6bow5yYYT/T9c7o9XpotVpWiBkA4PA4o/a2Rq1WQy6XIzo62i7Pz0a6urrg7+8/q5r9kiSJ+vp6pKSkTDuCx1UxGo2oq6vDokWL4OkGOU80tDdGopWAADGukNFoNHj00Ufx+uuvO7T0+ozFzL333guSJMdsL730EgAqQbukpARisRg6nQ5tbW1477337PbDfuWVV1BfX49Dhw7Z5fntSeaBTHB9p5c3QzN//nyoVKpZ2UwyMzMTPT09GBkZcfZQHAaPx0NqaipaWlqcPRSHERwcDD6fP2sEXGBgIHQ63ayqXOeKmJdqlmgl2PyPzZf9G7lcDm9vb9YseugGmqSBRP3meps/f19fH8LDw1nzfu2NyWRCW1sbMjIy3DJvYjz6+vqgVCpnZQWz5uZm+Pj4IJGuTOcGmIeVccBBqE+oVSEDAG+88QZCQ0OxdetWh47RYX1mHEVQUBDef/997NixA729vc4ejsPh8XhYvHgx6urqoNFonD0ch+Lv74/U1FRcvHhxVnmmUlNTIZPJIBaLnT0Uh8DhcBAbGztrcoX4fD58fHxmXfioq0GXaqY5VHd5g5pcLkdgYKA9hzUlzKuaiQ7Z3lggFArdtrKTNXp6esDn822aH8x2aM9EZmbmrMqLAqi0i87OTixevNhtxKtlfsxH130E8a/FVoVMeXk53n77bXzyyScOL0XtdmIGAG6++Wb8v//3/7BlyxaXq3o0pt/MNIiKikJMTAxqampm1aIeAObNmwe1Wj2rhCyfz5913pn4+Hj09fW53O97ugQGBs6JGRdg29Jt8OX7AqDCzS7nnVEoFKwSM3Hb4sDh/7QII2HTqmZKpRJyuXzWLOwJgkBrayvmzZvnNgvbydDS0gJfX9+x/XTcHJPJhOrqasyfP581YaMzZTKJ/jRyuRybN2/Gyy+/jLy8PAeP1E3FDAC89957EAqFeOutt5w9lCkxk34z5mRnZ0Mul8+6cDMej4fMzEymYt5sITU1FWKxGFKp1NlDcQhBQUHw9vaeNT1n5sSM67D3qr3M8eW8MzKZjFViBrgUagbYtoGmUChEZGTkrAkx6+3tZbzIswWlUomOjg5kZ2fPKgEHUJXbPD09kZ6e7uyh2ISpCBkAePTRR5Gamopf/epXDhzlJZzXctjO+Pv7Y//+/Vi3bh02bNiAZcuWOXtIkyJuWxzan2wHoSamnTcDUNb6xYsXo7KyEhEREfD19bXhKNlNXFwcBAIBmpubkZWV5ezhOAQvLy+kpKSgqakJBQUFzh6O3eFwOIiPj0dvb6/bLRZIkgRBEKM2Hx8f9Pf3Qy6Xj7mPfrz539G5i5b3Wx5bOx9vo8dm7Tbz+yyPzR8z3rm1+06ePDnugsj8dsvHcDgc5jbLY/PbrD1uvI3L5U54G33M5XJxTcQ18OH5QGPUgASJ//f5/0PxlcXgcrmjHsfhcCCTyeDp6QmNRsPc7+HhMWpsjiZlTwpat1M94GzVQJMkSfT29mLBggU2eT62QxAEWlpakJGRAS7XbW3GozAvRxwcHOzs4TgUsVgMgUCAdevWuYWIm6qQOXjwIL799lvU1tY67fvutmIGAJYtW4YXX3wRmzdvxvnz5+Hv7+/sITmUqKgoxMbGoqamBgUFBW7xI5sMHA4Hubm5KCkpQVxcnFvWebdGeno6jhw5ArFYjLCwMGcPx+7Ex8fj+PHj0Ov1drH2EgQBk8k0ajMajTCZTGPus3ZO32a+H+8283NrC30OhwOSJHHq1Clm0Wu+MB7v2Npi23JBbr54Hm+jxzDebdaOzfeWx9bOaUwmE86dO4eFCxdajbseTyRZOx5PYE1GqFlulkLRmlik9w+nPYy9zZSH5pv2b/Bo7KNjBCj9eZeVlVn9P5h/zuabh4fHqL212zw8PMYcWzu3tsVti0Prw60AealdwEwZGRmBRqNBVFSUTZ6P7dAREQkJCU4eiePo7e2FTCbDkiVLnD0Uh2I0GnH+/HksWLDALcLLpipkBAIBtm/fjk8//dSphkUO6eZJFQRBYOPGjUhOTsaf//xnZw9nUpwOOw2jxAhwgIyPMqjuzNPEYDDg+PHjSEtLm3V17pubm9HX14d169bNGutYU1MTRCIRCgsLZ4V4PXnyJGJiYpCQkACj0ciIDfrY8jZLUWLtNnoznxonu0C0djzRfqLFqvkGULX7CwsLERQU5Kx/t0MwGAz47rvvcO2117p0ArHfa35QG9QAgDuy7sCBnx8YdX9vby/a29uxbt26Md628bbJCGVLcX054W3tu+5/iz84Og5IkMATgMf/8wCPx4OHx6W9+TGPx2M2a+eNjY0gSRL5+fmO/AicgslkwpEjR5CVlTVrih3odDocO3YMubm5bucpvxw1NTVQKBQuf80trizGrqO7MKIdmbD0sjlGoxHr1q1DTk4O9u3b58DRjsWtPTMANTH/7W9/Q25uLr744gvceuutzh7SZUnZk4LWHa0AQcUsz0TM8Pl8LF26FGfPnkVoaOis8VIAQEZGBvr6+tDa2jprGnelpaWhs7MTQ0NDrLaCEgQBo9EIg8Ewqf1Em1QqRUNDA7hc7pjFlLVjLy8v+Pr6jlmcmS/SLDc2iOHAwEDIZDK3FzPuwt6r9mL7t9sBAAfrDgLAKEFj/lmai1ZnYClwBl4fQM+vesABB5yPOUh9MtWq+NfpdFYNCObn5kKpv78fPB4PfD5/lOChN/r2y+3ZvGgUCATw8vKaVYv6uro6hIWFzar3DFB5YH19fSgqKmL1d/JymHtjAExKyADAnj17IJVKsXfv3gkf5wjcXswAVDjKH/7wB9x///1YuXIl6+t/2ypvhiY0NBTz5s1DZWUlioqKXNraORW4XC4WL16MM2fOIDY21i1cwJeDz+cjIyMDjY2NiIyMtNsES5IkjEYj9Ho9DAYDs1me04LEcqOrkHE4nAkXLTweD97e3mMWO/QGACUlJSgsLHR7oR4cHIyRkRHWz19zUGxbug0nu04yQuZQ3aFRYmZkZIQ1lntaTNHXhrRfpqHnyR4q1ExLzqgyVU9PD5qamrBq1SpG5IxnpNDpdFCpVOMaNWjoucB8s3Ybn8+Hp6fnmMfZa140GAxoaWlBfn6+Sy9up8Lg4CAGBgZwxRVXOHsoDkWlUqGmpgb5+fkum5NcXFmMN06/AYVewfSQCfEJwZ4r9lxWyJw5cwZvvvkmzpw5w4r3PyvEDADcdNNN+N///oc777wTx44dY/2CnuvNpcTMTyWaZ+KdASgvxfDwMC5cuIAlS5bMmok2JCQEycnJOH/+PAoLC1lhYbc3KSkp6OjoQE9Pz2UXvrQo0el0jBDR6/WXPaYrxXE4nHEXDjweDz4+PlYXGPTCg87XmAmxsbHo7e2dFWKms9N21aXmsD8Hfn4A3zR/A7VBzZRqPvDzAyBJEiMjI8jMzHT2EMeFw+OANJBMiebpXoN6e3uRlJQEPz+/GY2HnqvGM5DQt+t0OiiVSqvGFWD0nEXPV56ensxmfm5+PBkR1NraioCAAId2PncmBoMBNTU1yMzMhI+Pj7OH4zAIgkBlZSUSEhJcttS4uTcm1DsUSUFJeKbwmcuKGIDqp3PXXXdh9+7dWLx4sf0HOwlmjZgBgHfffRerV6/G448/jo8++sjZw5kQW4aaAdQEnp+fjxMnTqC7uxtJSUk2Gin7WbBgAUpKSmZFuJnJZIJer0dycjLq6uqYcC5aiFjbSJIEh8MZ94IeGBg45nZHWDknS3JyMsrLy7Fo0SKHN+pyJMHBwZDJZCAIYlaIcnfBPNyM9s6oVCoQBMG6sszmeAR4ULmbmP41SKVSYXh42CZ9J8xFyHQWziRJWvUimxtpaK+Q+fxoMBhAkiTjufLy8ho1V9IbALS3tyMvLw86nQ6enp5u/zutra1FYGDgrFpPAEBDQwNIkmS1MWIiLJP892y4vCeGxmAw4NZbb0VOTg4ef/xxO4908swqMePn54dvvvkGy5cvR2ZmJnbs2OHsIY2LrUPNAMDb2xv5+fmoqKhAcHDwrIm95/F4WLJkCU6fPo3IyEiXsuDTF2CdTnfZTa/XM6EYfD4fJpMJLS0tCA4OhqenJ7y8vBAQEGD1QswGUTJdQkND4e3tDaFQ6NYhWP7+/uByuVAoFLPmt+sObFu6DU/+8OQo78ybK95EYGAgqxe7tijR3NXVhaioKHh7e9tyaNPC3GAzFeg52JohSKfTQavVQi6XQywWg8vl4sKFC6PmYXruvdzmanNwb28vhoaGsH79epca90zp7++HQCBAUVGRSxrPplqtzJJf/vKXGBoawpkzZ1g1f80qMQMASUlJ+Prrr3HllVdi/vz52Lhxo7OH5FAiIyORkZGBiooKrFu3btY0MAsODkZGRgaqq6uxbt06Jt/CWZhMJmi1WuZiONGeJEl4eHhYvQAGBgYylkJziyGXy4VEIsHZs2eRnZ3t1iEAHA4HycnJEAgEbi1mOBwOgoODIZVK58SMi2HpnXl23rOs78Ux0xLNBEGgq6vL5Uv1TkYEicViiEQibNiwAT4+PiAIgjEwme91Oh00Gg1GRkZGGaJob6uXlxe8vb3H3dPHzl5EajQa1NbWYvHixawQqo5CoVCguroaeXl5LtfqYzrVyizZt28fvvjiC1RUVLAuB3nWiRkAWLVqFT766CPceuutKC8vR0ZGhrOHZBVb583QzJs3DyMjI6isrMTKlSudPjE6ioyMDAwNDaGhoQE5OTl2eQ36IqbRaKDVasfdDAYDOBwOI0rML1SBgYFjLmTTEV+hoaGIjo5GQ0ODyy8oLkdCQgIaGhrcvtpXSEgIpFIpkpOTnT2UOaaApXfml6d/ib/87C/OHtZl4fpQ1yCQQP3memQemHxYTX9/P/h8PiIiIuw4QudDkiTq6uqQkZHBGI24XC58fHwmZUSic4Fo45W5IUutVkMqlY66DwA8PT2Za4a1zcfHB15eXnbxmJAkierqakRHR8+q6mUGgwHl5eVISUlhTeGOyTLdamXmHDt2DDt37sThw4dZef2ZlWIGAO655x7U19fj+uuvR1lZGSutZLbOm6Gh82dOnTqFxsZGl437nCpcLpfJG4qMjER0dPSU/p72pmg0GkasmO81Gg1zsaGFiI+PD7y9veHn54ewsLBRFxxPT0+7u+czMzNx9OhRDA8PIzw83K6v5Uz4fD7i4uLQ2dnJmoREexASEoLGxkZnD2OOaWDunTk2dMwlwl3T9qYxoWaiQyLgwGX+wIyOjg4kJye7fQiSQCCAXq9Henr6tP7ePBfoctZu2lhmzUA2MjLCHOv1enA4nFHihr4WWe6nasxsb2+HWq3G8uXLp/V+XRGSJFFVVQU/Pz8sXLjQ2cOZEuZCZirVysxpa2vDLbfcgvfffx+FhYV2HO30cfummRNhMplw4403wmg04r///a/TQ4+sYcsGmpYolUqcPHkSOTk5Myq96Wr09vaitrYWRUVFTElBkiSh1+uhVqsZYaLRaEad63Q6cDgcqxcF82M2hAGY09bWhu7ubhQVFbFqXLZGJpPh1KlTuOqqq9w2fFKr1eLw4cMu31ByItylaaY1zBtp3p55Ow7efNDJI7o8JzxOAAQALlBkKprU34yMjOD06dNu/VsEqGaRR48exZIlS1jV14s2vE1kfNNqtQCoXFpfX1/mOkZv9G18Pp8RpHTo8urVq11CjNuKxsZGCIVCrF271mW+z+ZllyUaybS8MQB1XS0oKMA111zDin4y48G+1bsD8fDwwIEDB1BQUICnnnoK7777rrOHNAZ7eWcAKqF4yZIlOHfuHPz9/VnpnbIVJEkybnuAKgZRUlKCoKAgZrI3mUzw9PQcNZGHhoaOmuC9vb1dztKYmpqK7u5utLe3szak0hYEBQUhJCQEAoEA8+bNc/Zw7AK98JBKpbOm/Ks7MSp3pv4QOBzOqN4zrIaYfInmjo4OJCQkuMzCb7rU19cjLCyMVUIGoNY2fn5+E5bDJghilNihjXdDQ0PMucFgAI/Hg6+vL7y8vCCRSBAREQGNRgMA8PX1dUiEgTPp6+tDR0cH1qxZ4zLf55mUXTbHZDLhjjvuQFJSEt588007jdY2zGoxA1Bdtf/zn/8wFc4eeOABZw9pFPaoamZOVFQU5s+fj/Lycqxdu9alE8UNBgPUajWzqVSqUXuCIJju776+vtBoNCBJEllZWYx4YaN3bqZwuVzk5uaitLQUcXFxrGhwZS9SU1NRW1uL9PR0t/VChYaGQiKRzIkZF2Tb0m34uvpr/ND/A4CxjTTZSMRtERAdFAGYnEFNq9VCKBSiqKjIAaNzHmKxGH19fS7bLJLL5TLXwvEwGAzQaDRQqVRoaGhgjHktLS3QaDTQ6/WMcPL19R2z9/X1dcmKXzRSqRTV1dVYsmQJq8uo01hL8p9K2WVLnn76aXR2dqKsrIz1n6P7rdymQWpqKr766itcd911SExMxFVXXeXsIY3CXoUAaNLT06FSqVBaWoo1a9awOrRDr9dDqVRCpVKN2fR6PWNFoifTqKgoZlK1nFiVSiVKSkpAEATrKnPYmrCwMMTGxqK2thYrVqxwW0tadHQ06urq0N/f73JJmpMlNDQUfX19zh7GHNOAJEn8MvGXOCU6BY1RM6qRJlvJPJCJkq9KQBrISZVoFggECA8Pd+s51WQyoaamBvPnz3dr4xCdyzMwMACCIFBUVDRqfWA0GscYDoeGhphjgiCYnFFrG5vXGiqVCmVlZVi4cKFLNMa0RZK/Ofv27cNf/vIXlJeXu0RRnTkx8xNFRUX44x//iJ///Of4/vvvWZXkZB5q1rqDSsa0paDhcDjIyclBRUUFKioqUFBQ4FSrNt28TKlUMhstWAwGA7y8vJjJ0N/fH1FRUaMmx8ku1P39/bF48WKmXLOrlVqcKllZWTh27BiEQqHb5khxOBykpaWhtbUVsbGxbinawsLCUF9fP9c80wVRq9XQ6/V4a+NbeOR/jwBwDe8MXZr5ciWajUYjOjo6sHTpUkcMy2m0tLTAw8MDaWlpzh6K3RGJRGhpaUFhYeEY8cHj8RAYGGjVa0GHdpsbHOVyOfr7+6FUKmE0Gsdcy+nNz8/PqZ4AvV6PsrIyxMfHu8RnbIskf3M+//xzPP300/jf//437cIWjmZOzJhxxx13QKFQ4Gc/+xmOHTuG/Px8Zw8JACVcOnd1UoUA7JA7A1Au56VLl+L06dOoqalBXl6eXReCJElCrVZDoVCMEi1KpRI6nQ58Pp+Z2AIDAxETE2MXa05cXBxGRkaYMDs2W4pmiqenJ3JycnDhwgVERETAy8vL2UOyC4mJiWhubsbw8LBbloUNCAgAh8OBTCabVUm47oBEIkFQUBBuWHEDfn3016MaabJZ0Ey2RHN3dzd8fX3d8ndHI5PJ0N7ejjVr1ri9MUGlUuHcuXPIzs6eck6teTW1sLCwUffRjUjNDZVyuRx9fX1QKpUwmUzw8fEZJXD8/f0REBBg97xVk8mE8vJyBAQEICsry26vYwvMk/yn2wTTkn/961/Ytm0bvvnmG6xatcqGo7Uvc2LGggcffBAKhQJXXXUVTp48iUWLFjl7SAB+8s781MDMHrkzAGVlWblyJU6ePInm5mYsWLBgxs9pMpmgUqmgUCgY4ULvSZIcNVElJiYyx45MtFu0aBHkcjmqqqrcOgQLAGJjY9Hb24uLFy+6rfWUx+MhJSUFra2tbrmo4nA4CAsLg1gsnhMzLoZYLGZKpJsXAzhYdxBrk9bOaBFiTyZTopkgCLS1tSEzM9Nt51CCIHD+/HmkpaW5ROjNTDAajaioqEBCQgKSkpJs+tx0I9LQ0FCEhoaOuo8kSWi12lHRGUNDQ+jo6IBKpQKPx2OEDb0PCAiAr6/vjMUl3UOHJEnk5+ez9ntsmRszkyR/c3788UfcddddOHDgADZs2GDDEdufOTFjhSeffBJyuRxXXnklTp06hdTUVGcPaZR3xl65MwBVLWnlypU4ffo0vLy8kJKSMqm/IwiCsa4oFArI5XLI5XKo1WpwuVxm4gkMDERcXBzjSmaDZYvD4WDJkiU4efIkmpqaXK6O/FTJycnBsWPH0N/f7xKxwNMhJSUFbW1tGBkZccsqfbSYcZUQgDkohoeHGWuveSNNANh1dBdrxUzctjgm1BnjrO/6+vrA4XDcdk4BqDL3JpPJbasl0tCLek9PT4f3oaPbH/j4+IzpjWZpHJXL5RAKhVAqlQDAiJvAwEBm7+vrOylRQjc/lclkWLNmDWuLAVnLjZlJkj/NmTNncNNNN+GTTz7BDTfcYIuhOhR2flos4KWXXoJcLsfGjRtx6tQpViQT27NMszmBgYFYuXIlzp49Cx6Ph4SEBOY+2moik8kYwUJ7WjgcDmMlCQ0NRVJSEtPNnq0WDhpPT08sX74cp06dYgSXu+Lt7Y3s7GzU1NQgNDTULcPNvLy8kJSUhNbWVixbtszZw7E54eHhaG1tBUmSrP9tzUFBW5vNQ272XrUXO77dAQIEJFoJu8PNSIu9+V0kiZaWFreuIiiTydDS0oJVq1axvrLTTGlpaYFMJsPatWtZ9Xl6eHhYzdEhSdKqyFEoFIwxlRY3gYGBCAoKGnPda2pqQl9fHwoLC1l5TbQMKbNFbgxNdXU1rrvuOuzduxebN2+20Ygdy5yYGQcOh4N33nkHCoUCV155JUpKSpwesmLunTFKjXbzzgBUxaSlS5fi3LlzkEql4HA4kMvlkMlkMBgM8Pf3R1BQEAICAhAXFzclCwhbCQwMxJIlS1BZWQlfX1+3DuGJj4/HwMAAampqsHz5cpf+3MYjPT0dR44cgVwud4mymlMhKCgIBEFALpe7fbiLuzA8PIygoKBReXn0IoTpPcPiYgAT5c309/fDYDAgMTHRiSO0HyaTCVVVVUhPTx8TFuVuCIVCtLa2Ys2aNaxc1FuDw+EwIermnkGCIJjQdrlcDrFYjM7OTqjVanh5eSEoKAiBgYHQaDQYHBxEYWHhhL15nIWt+sZYo7GxEZs2bcLzzz+PBx980AajdQ4ckiQnLk8yyzGZTNi8eTNaW1tx/Phxpy8chMVCxjvDC+WhUGybqmsGgwFyuRwjIyOQyWQYGRmBUqkEl8uFyWRCdHQ0oqOjGQHjzpap9vZ2ZjJn48RmK/R6PY4dO4aFCxfaPCaaLVy4cAEGg8Et84NKS0sRGRnpEtV2poLBYMB3332Ha6+91q0KctTU1IDH41lNKvZ7zY8JN7sj6w5WChphsZDJmwEHKCKKAFBW8RMnTiApKYkVIdn2oK6uDmKx2O2T/sViMUpLS7Fs2TLWNQK1JfR6Ry6Xo7e3FxKJhPlcac9NcHAwI3actd6x1jdmpgn+5nR2dqKwsBAPPPAAXn75ZZs8p7Nw31+ljfDw8MBnn32G2NhYXHfddUxsprOI2xYHXjDlUKO9M1PFYDBAJBKhtbUVlZWVOHLkCL777jtUVlZieHgYvr6+WLhwITZu3IjrrrsO+fn5EIlE8Pf3R3BwsFsLGYDqOxQbG4uysjLo9XpnD8dueHp6Ii8vD3V1dVCpVM4ejl3IyMhAf38/FAqFs4dicyIiIiASiZw9jDkmiUgkGte7v/eqvczxwbqDKK4sdtSwJk3ctrhLKwYzR+7AwAB0Op3bGkSGh4chEAiQn5/v1kJGqVSivLwcmZmZbi1kAKp/TlhYGHg8HmQyGQoLC/Gzn/0M69evR3p6Ovh8Pvr6+lBaWopvv/0Wx48fR3V1NTo6OiAWi2E0Gu0+RtobI9FK7CJkhEIhNm7ciFtvvRUvvfSSTZ7Tmcx5ZiaJRqPB9ddfD7VajW+//dapIUhT8c6YTCbG0yKVShmPi4+PD2N5oPfe3t7jPo9AIEB9fT1WrVrl1uFXNCRJoqKiAgaDAQUFBW4t4C5cuMBM6O54sa6pqYHRaHQ778zIyAjOnDmDa665xq0+N3f0zKjVahw5cgTXXHPNuO/J3DsT6h0K8dNiRw5xUpzgnqByZn7yzJAkiZKSEiQkJLidhxCgvNcnTpxAenq623qdAECn0+HUqVOIiYlxeMK/s+jr60N1dTWWL1+OyMhIq48hSRIajYaJWKHXUnq9HgEBAQgJCUFwcDBCQkIQEBBgk3nYPDdGopHYNDeGpqOjAxs3bsTGjRvx8ccfu0WY+VzOzCTx8fHBf//7X9x2220oKirCDz/84DTrxXi5M3QSnEQigVQqhVQqhVwuB5/PZ35wcXFxCAkJmXIsbHJyMkwmE86ePYuCggK3jxumK5ydOXMGNTU1rC7TOFOysrJQUlKCxsZGt7yQzZs3D0ePHoVMJnN6mKgtCQoKApfLxcjIiNv/Hl0dkUiEkJCQCcXZ3qv24uFvHwYJElKtFMWVxayrbmaZNxP8VjB0Oh2Sk5OdPTSbQ5Ikzp8/j6CgoElX9XRF6L4qQUFBrGlFYW+EQiHOnz+PpUuXjitkAGod4OvrC19fX8TGxgIYLXCkUimEQiHq6+tBkiSCgoIQEhKCkJAQhIaGwsfHZ9Jjsle5ZUvq6+tx5ZVX4vbbb8fevXvdZl0z55mZIgaDAffddx/Kyspw5MgRp7nWzb0znCAOvA97QyKRwGg0MsKFthrYMjG/o6MDjY2NWLly5ZhGWO6IVqvFqVOnEB0djaysLLf54VuiUChQUlLitrHSFy9ehFqtxooVK5w9FJty7tw5BAYGYv78+c4eis1wR89MZWUl/Pz8Llv2PezNMEg0EgDs9M5Y5s2YfjQhLS3NLcVMe3s72tvbUVRU5NC+Z46EIAgmAmE2VGkDgN7eXtTU1Nj0WkeSJBQKBSNwpFIpZDIZvL29mV46oaGhjAHKHEtPDACbh5TRVFRU4JprrsETTzyB5557zq3WM3OemSnC5/Px6aef4rHHHkNhYSF+/PFHmzSXnAxarRYSiQRisRjiBWIQvgS4Si5IOQnvH7yxYscKBAUF2XVCSk1NBZfLRVlZGVasWDGmDry74e3tjVWrVuHUqVPw9PR0q0WjOQEBAcjJyUF1dTWKioqmZFFyBTIyMnDkyBFIJBK38mJERkaiu7vbbb+X7gBJkhCJRJOy7u+5Yg+rSzVb9pshCMItK5iNjIygsbERBQUFbitkaM+TRqNBYWHhrBAy3d3dqK2tnTC0bDpwOBym7DP9ezAajZBKpZBIJBCJRGhubobJZEJwcDDCwsIQFhaGrwRf4fHDjzNVykK9QwEObBpSRnP8+HHceOON2L17Nx577DGbPjcbmBMz04DL5eL9999HcHAw1qxZg8OHDyM/P9+mr0G7MoeHhyGRSDA8PAyVSoXAwECEhYUhPT0dxj1GCH4pAAhA8TsFQp93zCItOTkZHA6HETTOLlltb/z8/LBq1SqcPn0afD7fbWOnExMTIRKJUF1djVWrVrmV1cbb2xupqalobGx0q/cWERHBVGxzFy+GuzEyMgKCICaVa2hZqvlg3UGsTVrLrnCzn2I5SILEggUL3CpfC6A8g5WVlZg3b57bRh+QJImLFy9CKpWisLBwVswdXV1duHjxosPWLDweDxEREcxrkSQJpVIJiUSCT6o/wfsN70NpVIIECS64eGrJU3ii8IkJc5eny3/+8x/ccccd+PDDD3HPPffY/PnZgHvNQg6Ew+Fg9+7d+PWvf40rrrgCp06dmvFzqtVqdHV1oaqqCj/88AOOHDkCgUAAPp+PrKwsXHPNNVi/fj1ycnIQHx+P5MeSZ1zZbLokJSUhJycH5eXlGBoactjrOgu6kWhDQwN6enqcPRy7kZubC61Wi8bGRmcPxeZkZGRAJpO51ffV19cXfn5+c1XNWAxdxWyyi/5tS7fBl+/LnO86usteQ5sWXJ9L70P+a7kTR2J7SJJEdXU1/Pz8kJGR4ezh2I2mpib09/dj1apVdlk8sw2BQIC6ujqsXLnSacZXDoeD/c37se7rdShuLYbCqAAJEh4cDzy7+Fms8FiBw4cP48iRI7hw4QKEQiF0Ot2MX3f//v2444478Nlnn7mtkAHmPDMz5qmnnkJwcDCuvfZafPnll7j66qsn/bdarRbDw8PMplarERISgvDwcOTn5yMkJAQ83sQfUcqeFMbt37mr025NNK2RmJgILpeLiooK5OXlIS7Oca/tDEJDQ7F8+XJUVFSAz+cjOjra2UOyOTweD8uXL8fJkycRHBzMJD26A3w+H/Pnz0d9ff2UFpdsJzIyEkNDQ271WbkTQ0NDU54b2VwMIPm3yWh/tB0ccCD6uwg46OwR2Y7W1lbI5XKsW7fObby3lrS3t0MgEGD16tXw9fW9/B+4MCRJorW1Fa2trU7N87WW3G8tpEyv1zOROC0tLaisrERgYCDCw8OZbSpetI8++ghPP/00/vWvf2Hjxo32enusYK4AgI34+9//jvvuuw9/+ctfcOutt1p9jNFohFgsxtDQEEQiERQKBYKCghAeHo6IiAiEhoZOy917Ouw0jBIjwAEyPspwqKABgMHBQZw7dw6LFi1y2xAsc+iSju6aLA9Q7/H8+fNYu3YtAgICnD0cm0EQBI4dO4aMjAy36YsxNDSEmpoaXHnllW6xAHOnAgAGgwHff/89Nm7cOOWFo3kxAF+eL1S72NELqq6uDsO5w1TeDBcoMhU5e0g2YWhoCBUVFSgsLERwcLCzh2MX6AI+s6HFAkmSqKurg1AoREFBgVMqWc40uV+n00EsFkMkEkEkEkGlUiE4OBiRkZGIjIxESEiIVaMcSZJ444038Oabb+K7775DQUGBzd8b25jzzNiI2267DYGBgbj11lshFArxxBNPAKCqRA0NDWFoaAhisRheXl6IjIzEggULEB4ebpPkQnPvTOsOqtKMIwVNVFQUVq1ahbKyMuh0OixYsMAtFlXjERsbC5Ikce7cObcVNLGxsZBKpaioqMDatWtdflFJw+VysWjRItTW1iIuLu6ynk9XICwsDHq9HgqFAoGBgc4ezhxmDA0Nwd/ff1oW8D1X7GFyZ9RGNSu8MyqVCp2dnQggfjJwuIkpVK1Wo7KyEjk5OW4vZAoKCtxeyBAEgerqaoyMjGDNmjXw8/Nz+BjoppczSe738vJCbGws43XXaDSMsKmoqABBEAgPD0dUVBQiIyPh6+sLo9GIX/7yl/jiiy9w4sQJ5Obm2vNtsoY5z4yNqaiowI033oiCggLcd999AMB4XiIjI+Hv72+XhT7jnQEADyDjA8d7aORyOUpLSxEVFYXc3Fy3FjTApVr1tq6MwhYIgkBZWRk8PDywfPlyt/k8SZLE6dOnER4eftlSua5CeXk5QkNDpxTnTxDEZTeSJMfsx7ttvA3AZfeW4+ro6GAqJ5pDfwcn2k+0cbncUXvL2+jN8pzePDw8pvQ7qK6uhpeX17T7N23+x2YcrKPiuLjg4sPrPnSqoDl37hx4PB4UhQqq3wyAiDsikHnAdftTGY1GnD59GiEhIW678Ovs7ERDQ8Os6BFnNBpRUVEBvV6PgoKCKffUmwm0J2ZVwip8Uf8FTKTJbmWWSZJkckCHhoYgkUhAEATefvttyGQy/Oc//3HLkunjMSdm7EBvby+uv/56+Pr64uuvv3bIQldYLKQaaUqNAAnwQnkoFBfa/XUt0Wg0OHv2LAICArBkyRK3L/dI16x3V0Gj1+tx8uRJxMbGulVDNalUijNnzmD9+vVOsdqNB0mSMBqNMBqNMJlMo47NN8vbRkZGoFQqERYWBoIgmNvpY/M9fWyNiRb0EwmC8TYAY47N95bHACVmurq6kJSUNErMmF+qrIkiawLKfLMmxiyFmaWIIwhizP/I8v/i4eHB7C2PBwYGGIspfRuPx2OOzc/N9/Qxh8NhTbgZbQ3esGEDxH8Vj+o3U0QUOWVMM4X2sBsMBhQUFLhNHp05AoEA9fX1s0LI6HQ6lJWVMbmfjowoMPfEeHA87CpkrNHY2IgbbrgB8+bNw6FDh9wqPHwyzIkZO6FSqXD33XfjwoUL+M9//uMwC7Cz82cAagFcVlYGDoeD5cuXO9Qy4gzcXdAoFAqcPHkSOTk5SEhIcPZwbMb58+dhMBiwfPnyGT8XQRAwGAzMZjQaRx3T5/SxtXNagNBwudwxC11ri2EPDw+QJImOjg4sWLAAnp6eVhfW1hbg0/U42BM25cyYCx5zITjesbmIVCgU6OrqQmpqKkiStCpCzc/pY3MB5eHhgcPiw/hA8AFz25XRV+L1pa8zoofe+Hw++Hz+qGP6fKaLdIIgcOLECSQmJiI9PR0AcMLjhMvnzTQ2NkIoFGLt2rVu2U9mNnlkFAoFysvLERQUhPz8fIcYUsfzxNyaeSvO9pzFM4XPOETIHD9+HDfffDPuu+8+vPHGG25vRLaG6weMsxQ/Pz98+eWXeOGFF1BQUIBDhw5NqdLZdHFmdTMaT09PrF69GtXV1Th58iRWrlzp1laC+Ph4AFSIYX5+vttVlQoICMCyZctQUVEBPz8/t7koLlq0CEeOHMHQ0BAiIyNBkiQMBgP0ej2z0efme3ozP6cXoLQAsVxY0nsvLy/4+fmNut3cEm9+PNUFqFgsho+Pj1s2MXQW5t6oqdLQ0IDY2Ngph5gRBDHKM7fauBrC74T4uu1rAMCRgSP4IOADRgTrdDqrAtpgMDBeKg8PD+Y76enpOUrs0Ofme3rj8XjgcDgQCAQgSXJ0gRfSYu9i9Pb2oqOjw22FTGtrK1paWmaFkBGJRDh37hySkpKwaNEihxhmzD0xvfJeh3tiaD755BP88pe/xPvvv8+kNsxG5jwzDmD//v148MEH8cYbb+CRRx6x+w+NDd4ZgLJqNjU1oaOjA8uWLXNLr4U5/f39qKqqQm5urlt5MGja29vR2tqKtWvXukRJT5PJBJ1OB51OB71ez+zNj+VyOTQaDXg8HgwGAwBKkJgv6iZaAFpuzrSINTc3QyaT2cTT5EzY5JmZCUePHsXChQttZtzwe80PaoMaAHBH1h048PMDEz6e9gaZC5yJBLmlgCdJEhwOB3w+H3q9HgEBAfD394enpye8vLwwtGQIpIZaPgT/PBjzP5sPLy8vlwjVkkgkOHv2rFsWcKGvuwKBAAUFBW5b0ICGboaZnZ1t9wqVbPHEAFRu0M6dO/H555/jn//8J9auXeuQ12Urc54ZB3DnnXciNTUV//d//4f6+nq8//77dr1Ip+xJQesjrYAJ1B6OrW5Gw+FwsHDhQvj5+aGiogJZWVlunZAWExODFStWoKKiAkajESkpKc4ekk1JTU2FUqlEWVkZCgsLnWLNpAWKVquFVqtlxIq1zWikCmJ4eXkxwoQ+9vb2RlBQEGJjY9HY2Ijo6Gikp6czIVpsCbmaCtHR0WhtbYXJZJqVYQZsQqlUQq1W27RB396r9jLVzQ7WHcTapLUTLpw4HA7j6fPx8ZnSa9G5W3q9HrW1tTAYDEhJSWEMATqdDrzHeDD8ljIASP8pxQ9bfgAAxgNpbfP29h61d4bwUSqVKC8vx8KFC91SyNTV1aGvrw+FhYVuHRFBkiQaGhrQ1dWFlStXIjw83K6vxxZPDADIZDLcfvvt6O7uRkVFxaxoiXE53NYz89JLL+HQoUPo6emBp6cnlixZgj179mDFihXMY3Q6HXbu3ImDBw9Co9Fgw4YN+Oijj5iwIQAoLS3F9u3bIZVK8dxzz2Hr1q3THlNXVxduuOEGhIeH48svv7Sr61dYLGTCzZxVDMCc4eFhVFRUIDExEZmZmS65WJwsEokEZWVlyMjIcLsu0gRBMGKtoKDAZotmc5Gi0WgYsWK+0eE0HA5nzOJovM3T0/Oy3zWxWIzS0lJcccUVLuFxGg+SJHHkyBFkZ2e7dENXd/DMtLa2Ynh42Ob9Hcy9M6HeoRA/Lbbp81syPDyMsrIybNiwwaogOuFxgsmbWWtYO0rsWG6WxgcAjIHB29t71Obj48Mc21L06HQ6nDp1CtHR0cjKyrLJc7IFkiRRU1OD4eFhrFq1ilWFTWyN0WhEdXU15HI5Vq5cCX9/f7u8Dps8MTTt7e24/vrrkZSUhEOHDjmlfw4bcVsxc+DAAURGRiI1NRUajQbvvvsuvvzyS7S1tTHWsu3bt+M///kP/vrXvyIsLAxPPvkkJBIJqqqqmEXawoULsXv3bsTExODuu+/GsWPHZhSTrlQqceedd6K+vh5ffvkl8vLybPJ+rcGWcDMa2qrv7++PJUuWuOxCZTLIZDKcPXsWiYmJDovhdRRGoxFnzpyBn58flixZctn3RhAENBrNmI0WLhqNBnq9nhEplosaLy8vZu/t7T0pgTJVampqoNVqsWLFCpf+rOrq6mAwGOw6r9gbdxAzJ0+eRFJSks3DXoori7Hj2x0gQOVoTSbcbLoQBIHjx48jKSmJSfq35ATnBHNcRBZN6bktRY41IwYteug5wHIzFz6XEzxGoxFnz56Fj48Pli5d6tK/c0tMJhOqqqqgUCiwatWqKXviXAm1Wo2KigqmYpm9IgScXZ3MGt9//z22bNmCLVu24K233nKLPmm2wm3FjCVyuRxBQUE4cuQINmzYAJlMhoiICHz22We47bbbAFBdzxMSEvDdd99h06ZNAICkpCScOHECkZGRKCoqwqeffjrjErUEQeC1117D66+/jr179+Khhx6yy8QqLBYy4WbO6j1jicFgQFVVFZRKJZYvX+7WTf6USiVKS0sRGhqKvLw8l4glnyw6nY4p2Tx//nyo1WpmowUKfa7T6cDhcEYtPqwde3t7O22BodfrcfToUeTm5rp0AQexWIzy8nJcffXVLvt9c3Uxo9Fo8OOPP2LTpk12qeRYXFnMhJsBwL7r9tllcdXS0gKhUIh169aN+106wT3BFADI2Gf76wtBEIywsWYEoc85HA68vb3h6+vLzCm+vr6jzquqqpgSzO4UhqnX61FeXg6SJLFixQq3rh46NDSEqqoqxMXFISsry+ZzHBs9MQAlxJ9//nl88MEH+PDDD3H33Xc7fAxsZ1aIGb1ej9///vfYvXs32traEB4ejmPHjmHDhg2QSCSjuuHm5ubi//7v//Dyyy8DAP70pz9hx44dMBqN2L59O95//32bjevEiRO44447sG7dOnzyySd2WdizLdwMoNzhzc3NaGtrQ15eHuLinCuw7IlWq0VZWRn4fL7D697bCoIgGGGiUqmYY4VCAYVCAYCqlmS+eLDcO1OoTJbu7m40NDRgw4YNLvk5AdRv6/Dhw8jPz3fZghuuLmba29sxMDCA1atX2+01zMPN7NF7RqFQoKSkBKtWrZowHLp+cz1EB0UAAK4vF2tVjk9CpgUPbUixticIAhwOB0FBQfD392fmKl9fX/j5+cHHx4f185M11Go1SktLmWgHd7XUkySJtrY2NDc3Iycnxy4VG9noiQGoqnt33HEHpFIpvvzyS7dp9Gxr3FrM/Pe//8Xtt98OtVqNmJgY/Otf/8KyZcsAUGFov/jFLxg3Ns1VV12FlJQUfPzxx8xtKpUKer1+lOixFYODg7jrrrsgEAjwxRdf2CU8hG3hZjQDAwOoqqpCcnIyFi5c6LKW5MthNBpx7tw5aLVarFy5kpUhACaTCSqVyuqm0WgYz4qfn9+ohYDJZEJtba1bFHcgSRJlZWXw8fHB4sWLnT2caXPhwgUAcNlu5q4uZk6fPo3Y2Fi7JuVaemdsGW5GkiROnz6N4OBgZGdnX/bxjHeGpc0z6+rqIBQKkZOTw8xzlp5kDofDCBt6jvPz82OEDxuvTTKZDGVlZYiOjkZOTo5LirHJYDQacf78eUilUixbtsym67DiymLsOroL+OlfJ9FIWOGJoaHDym688Ua8//77Lp3TaW/cQsbv378fDz30EHP+/fffY82aNVi/fj2TEPeHP/wBt956K8rLyye0WNLlKM2hJzh7EBUVhf/97394/fXXUVhYaJews1HVzba3YuTkCDIPTK33gT2Ijo7GunXrUF5ejpGRESxdutQtXeQ8Hg8rVqxATU0NTp06hZUrVzolvI4kSajVaiiVSiiVSqhUKuZYo9HAw8OD+a77+fkhNjaWOZ7Icunj44Py8nJ4enq6dIgWh8NBbm4ujh07hri4OJtWonIkcXFxOHfuHLKzs1m5CHNnNBoNJBIJli5datfX2bZ0G052ncTBuoMAJlfdbLJ0dnZCq9VO3gLMASNm2EZLSwt6e3tRWFg4bpI47Xk2N+AMDw9DIBBArVaDJEn4+vrC398f/v7+jMjx9/d3msdZJBKhoqKCKTLjrkJGqVSioqICXl5eWLdunU3WB9ZCyQCqoEZSUJLTBQwwF1Y2HdzCM6NQKDA4OMicx8XFWbV+Z2Rk4L777sOzzz476TAzR2LPsDNhsRCt21uZc3vEN08Xg8GA8+fPM4LGXRt8OarvjtFohEqlYsLAlEolFAoFVCoVSJIcdTE2P/by8pr2RXFgYACVlZVYvny5y4Y30XR0dKC9vR3r1693ybANVw81c2XPjCNCzMzZ/I/NjKCxRbiZWq3GsWPHsGLFikmLebZ6Zjo7O9HQ0IDCwsJpV3wiSRIajcaqAUitVsPDwwP+/v5MDx567+/vbzdDgkAgQF1dnd3CrdhCX18fzp8/zzTCtMX/01ooGQcchPiEYM8Ve5wuYoC5sLLp4npXaisEBARMqp46SZJMWBldTevHH3/ErbfeCoBqelhXV4c333zTruMdj6KiItTU1OCuu+7CkiVLbBp2FrctDiMnR5j4Zmf2n7GEz+dj2bJl6OjowNmzZzF//nykp6e7nbWJ7rvj7++PiooKLFq0aEahKCaTCUqlEnK5HHK5nBEvarUaPB6PubAGBwcjPj4eAQEBdguZiI6ORm5uLioqKi4bZ892UlJSIBQK0dDQgJycHGcPZ8pwOBzExcVBKBS6pJhxZYRCoUMb5h74+QH8ve7vIEBAbVRj8z82TzvcjC7tO1WvJNeHC0JNACSVQ8MGr39vby/q6+tRUFAwo9K1dPiZr6/vmN8SHbJGG4sUCgX6+/uhVCpBEAT8/PwQEBCAwMBAZu/n5zft+ZckSdTX16Onp8chfVWchclkYkID8/LyZuztZ2tSvzXmwsqmj1uIGUtUKhX27NmDG264ATExMRCLxfjoo4/Q29uLW265BQAQFBSE+++/H08++STCwsIQGhqKnTt3Ijs7Gxs3bnTa2O0ZdpZ5IBPCtT8VBDABnbs6WSFmAOqikZaWhtDQUFRWVmJ4eBj5+fluGXaWkJAAPz8/lJeXQ6FQXDYciA4Pk8lkjHCRy+VQqVTg8XjMxTIiIgJpaWkICAiYkZdluiQkJMBoNKK0tBSrVq2yS46ZI+BwOMjLy8OJEycQExPjkuFmcXFxKCsrQ25u7lyomYNQq9UYGRkZ1cvMEdyWdduocDMA0xI0AoEASqWSySudLGl70xivv+igCLBPpehJ09fXh5qaGixfvhxhYWF2ex0PDw8EBgaOiaCgvTkKhYIxMg0MDDAihza+BgYGIigoCIGBgZcNV6OrgKpUKqxdu9Zte8golUqcO3cOXC4X69atm/b7tCZgnN3ociLmwspmjluEmVmi1WqxefNmlJeXY3h4GGFhYVi2bBmee+65URO1VqvFU089hQMHDoxqmulIy9pE0GFnK1euRHFxsc26FbO1IACNwWBATU0NxGIxli5d6rYWKLVajbKyMnh7e2Pp0qXw9PSE0WiEXC5nhAu9py+C9MWT3thYJay9vR3Nzc1YtWoVgoODnT2cadPZ2YnW1lasX7/e5cKdSJLEjz/+iJycHJdroOmqYWb2apQ5GczDzYCpl2tWKpU4ceLElMLLzJluvxlb09fXh+rqaixdupR133vaKGVukJLL5VAqlfD09Bw1rwcHByMgIABcLhcqlQrl5eXw9vbGsmXLXOo3MRV6enpQW1s747Cy8aqSsdETAwDNzc249957oVAo5sLKZoBbihl3Ynh4GDt27MCxY8fw0UcfMZ6lmcDG/jOWkCQJgUCA+vp6ZGRkYN68eaxbtM8Ug8EAiUSCuro6aLVaeHl5QaVSwdPTE0FBQYzVjva8uJKF3R0EDUmSKC0thbe3N/Lz8509nCnT0NAAlUo1ZUu7s3FVMXPs2DFkZGQ4zRhmXq6ZCy4+vO7DSS3aSJLEqVOnEBISMqnqZdYo8SwBaaCWEs7Kx+zv70dVVRWWLFmCmJgYh7/+dDEajYwXx9yIRRAEfHx8oNFoEBISgoULFyI4ONiteuQA1Pu/ePEi+vv7kZ+fPy0RyvaqZNYgCAK///3vsWvXLjz00EPYs2cPKyudugpzYsZF+OKLL/Dwww9j48aN+PDDD2fsPncFQQNQ5SfPnTvHLChdNYbUZDJBJpNBKpViZGQEUqkUKpUK3t7eCAoKgl6vh0wmY5I63UG4tba2orW1FatXr55R3Loz0Wg0OH78OPLy8lxqgQRQjYJLSkpw9dVXu5QocEUxI5PJcOrUKVx99dVOKxpRXFmMHd/uAAECwOQLArS0tKCnpwdFRUXTXigz3n44p58ZXYAkPz/fpSsq0hAEgaamJqYvHkB9xwwGAwICAhASEoLg4GCEhIS4nKHLnJGREVRVVcHT0xNLly6d0mJ+oqpkAV4BrBQwNO3t7fjFL34BoVCIv/71r1izZo2zh+TyuGXOjDty6623Yu3atdi2bRsyMzPxySef4IYbbpj289HChY35M+YEBQWhqKgI9fX1OH78OLKzs5GQkMDqxT5JklAqlZBIJIx4kcvl4PP5zEUoPj4eQUFB8Pb2Zv6Ort6iUqmwcOFCVr/HyZCRkQGSJHH27FkUFBS4pIfGx8cHOTk5qKmpQXBwsEtZzmiPXn9/v1tXPWIDvb29iI6Odmr1O3rhRvefURvVKK4snnBBJ5VK0dLSgtWrV8/I4p+yJ4XJmzEpTNN+nulAe2TcRcgYjUZcuHABw8PDKCwsZIqp0Lk4tDFMKBSivr4eBEEgKCgIISEhCAkJQWhoKOubgBIEwRi76PLSkxFkE+XCsK0qmTUIgkBxcTGefvpp3H333fjuu+/GLRk+x9SY88y4GCRJ4vPPP8ejjz6KG2+8Ee+9996MFolsz58xZ2BgADU1NQgNDUVubi5rigMYDAZIpVJIpVJGwJhMJubiQlvQJnOBkcvlqKiogJ+fH5YsWQJPT08HvQv70dbWhpaWFqxcudJlq5xVV1dDo9Fg1apVrF4kWNLW1obBwUGHlQq2Ba7mmSFJEj/88AMWL15ss7zGmWCePzNRuJnBYEBJSQmSkpKQkZEx49d1Rt6MUCjE+fPn3UbIqFQqVFRUgM/nY+nSpaOMXdagDWfmHn+ZTAZPT0+EhoYy4oZN4WlKpRLV1dUwGAxYsmTJpNYvdBjZiHYEBAiXyIWxpLu7G/fddx9aW1vx5z//GRs2bHD2kNyKOTHjovT29uKBBx5AXV0d/vjHP+Lqq6+e1vOMCjfjArxgHlL2pLBW1Oh0Oly4cAESiQR5eXlOWTxotVqIxWJmk8vl8PX1ZS4cISEhCAoKmrbr32AwoLq6GnK5HMuXL3fZEC1zOjo60NjYiBUrVrhkQQdbL/wchVarxQ8//ICNGze6TIimq4mZoaEhVFdX46qrrmJNuE/Ym2GQaCQAxg83s7VAd7SY6e7uRm1tLZYtW8YKETlTBgcHUVVVhYSEBGRmZk77u2Q0GiGTySCRSBjjml6vR3BwMMLCwpjqrY42lJEkia6uLtTV1TFJ/hMJLGt5MABcSsAA1Pv+85//jF/96le49dZbsXfvXqc0zXZ35sSMC0OSJP74xz/iySefxO233469e/dOqt+OJaMEDZwT8zwVSJJET08PLl68iPj4eGRmZto1vIPuCC0WiyGRSKBSqRAUFITQ0FCEh4cjNDT0sha0qUKSJFpaWtDa2oqsrCwkJSW5lEfAGl1dXbh48aLLNtaUSqU4c+YMVq9e7VJlp8vKyhASEoL58+c7eyiTwtXETGVlJXx8fJCZ6fz+KjTFlcVMuBkA3JF1x6hyzb29vbh48SKKiopsFjp50u8k1W8GQMQdEXbtN9PZ2Yn6+vppV19jEwRBoLm5Ge3t7cjNzbV5AQm6ihp9/RoeHoZKpUJgYCBzDQsLC7P5NcwcrVaLmpoayGQy5OXlTTj/06FkCr2CETCh3j959DlgdRiZJX19fdi6dStqamrwxz/+Eddcc42zh+S2zIkZN0AgEOC+++5DR0cH/vSnP03LfSks/qn/DAGXCDkDqNLGtHVx8eLFNruoaTQaDA8PY3h4GCKRCFqtFiEhIaOsWo5aZIlEIlRVVSE8PBy5ubkusbibiN7eXtTU1LhcxSGa1tZWCAQCrFu3zmVCAPv6+lBfX4+NGze6hCB2JTFjMBjwv//9D+vWrWOdtdWyXDMtaJRKJUpKSpCfn2/T36CwWMjkzQD28860tbWhubkZK1eutGsfGUeg0WhQVVUFnU6HZcuWOew7pNVqIZFImOgCmUyGgIAAhIeHM5st5jeSJBnhHBkZiZycHKvPay0XxlUFDHApHeCxxx7D9ddfj/fee8+lDGCuyJyYcRMIgsC+ffvwzDPP4MYbb8Tbb7895RKHrlLhzBySJNHZ2YmGhgbGSzPVBZDBYIBIJGI2lUqF4OBghIeHIyIiAqGhoU5N7NVqtaiqqoJGo8GyZctcPuyMTtjNzs5GUlKSs4czJUiSRHl5OTgcDpYvX+4S4sBkMuHw4cNYvny5S4T4uZKYEQgE6Orqwrp165w9FKtYCprbM2/Hg2EPIiIiAllZWTZ/PXuGmpEkiYaGBnR3d2PlypUuvzgcHBxEdXU1oqKikJOT49RrjF6vZwx4w8PDUCgUCAoKQnh4OCIjIxEWFjblnBuNRoMLFy5gZGQEOTk5VnOaJsqFYVtjy8nS1NSEHTt2oKGhAcXFxbjxxhudPaRZwZyYcTN6e3vxq1/9Cj/88AN2796N7du3T2kSckVBA1BempqaGigUCuTm5k4o5AiCwMjICIaGhiASiSCVSuHn54fIyEhEREQgLCyMdYso87CzzMxMJCcnu8RCejyGh4dRXl7OVLJxpfei1+tx4sQJpKamIj093dnDmRQXL16EXq/HkiVLnD2Uy+JKYubEiRNITk5GcnKys4cyLub9ZwBgQ+QG/PDQD3bJ77FXvxmCIHDhwgWIRCKsWrXKpStAEQSBxsZGdHZ2MqX42YZWq2UiE0QiEXQ6HcLCwhAZGYnIyEgEBASMO2fTuTH19fWIiYlBVlbWKG+Mu+TCWKJWq7Fnzx68++672Lp1K1555RWXNzy6EnNixk05fPgwHnnkEQQGBmLfvn1Yvnz5pP/WVQUNSZLo7u5GfX09oqKikJWVxVQ80+l0GBwcxODgIEQiEQAgIiKCmZxdpeTu8PAwqqqqmIpurhLqZA2ZTIbS0lLExcUhKyvLpQSNRCLB2bNnsWrVKpeo0Eb3nNm0aRPrvzOuImZGRkZw+vRpbNq0idXjLK4sxpOHn4TaeEnQWObQ2ArzfjNcXy7WqtbO+DlNJhMqKyuhUqlQUFDgMnO1NdRqNaqqqmAwGLBs2bJp5bg6GrpiGm38Gx4eBo/HQ1RUFKKiohAREcF8/1UqFWpqaqBSqbB48WL8s/ufTPjY4bbDYwSMK4eSmfPf//4Xjz76KKKiorBv3z7k5eU5e0izjjkx48ZotVq8+eabeOONN3DPPffgtddem7Rr3jyHhu0FASyh3dtisRiRkZFMbf7AwEBER0cjKioKwcHBLrV4Nken0+H8+fOQyWTIz8936QRYlUqF0tJShISEIC8vjzXVoCZDe3s72traUFRUxJoy4RNx8uRJxMfHIzU11dlDmRBXETMXLlwAQRAusXCRy+W4/q/X46T0JHObPQSNrfNm9Ho9ysvLAQArVqxgvRAfDzp3pLa21iFFa+yJyWSCRCJhjIMqlQphYWHg8XgYGhpCuakcn3V+htWJq5n8Fzp8DHAfAQNQRW0ef/xxnDx5Er/97W9x//33u9Q1zJ2YEzOzgPb2djzyyCOoqqrCW2+9hbvvvntSC3nzHjS8EHaXbAYo971YLEZ/fz8GBgag0+kAAL6+vli8eLHLJ4uaQ5IkBAIB6uvrkZKSggULFrCmj8BU0Wq1KCsrA5/Px/Lly1m9gDWHJElUVVVBq9Vi1apVrL+IdXV1oaOjA0VFRawW8q4gZoxGIw4fPoyCggLWe+b0ej1KSkqQkJCAV+pfGZVDs++6fTZfTNoqb0atVqO0tBT+/v5YsmSJyy7+9Xo9amtrIRKJkJeXN+VcVrYjFApRV1eHb4Tf4DPhZ1ARKpAgx/SCoT0zri5gAOozfeedd7B7927cdttteOONN1zaqOgOzImZWQJJkvjnP/+Jxx9/HKmpqfjoo48umwBqWbKZjSFnJpMJIpGIETAcDgfR0dGIiYlBeHg4CIJAQ0MDenp6kJ6ejoyMDJdd9FtDoVCgqqoKJEliyZIlrKuoNFmMRiMqKyuhVquxcuVKl+mJYjQacerUKYSHhyM7O9vZw5kQV1mAu4KYcRVhSJIkysrKwOVymYIV5jk0EzXVnC62KNEslUpRXl6O2NhYZGdns/p/PBEikQjnz59HYGAgFi9ebNfyx45Gr9fj5W9fxu/rfw8PDw94cD0g0VLhY1xwURhSiCZVEx5c9CAeX/04QkNDWW/wmQwnTpzAww8/DB6Ph3379rlUQ2J3Zk7MzDIUCgVeeeUVfPDBB3j00UfxwgsvTJhMKSwWonNXJ4xSI0CCFYKGFjBCoRD9/f3w8vJCTEwMYmJiEBoaavXCJ5VKceHCBRiNRuTk5Lhkn5PxIAgCTU1N6OjowKJFi5CSkuKSF3+CIHDx4kX09/djxYoVLlOtSKVSoaSkBNnZ2TbvEWFramtrmc7bbMUVxMyJEyeQlJSElJQUZw9lQhobGyEUCrFu3Trmf1lcWYwd3+4AAYJ5nC1DzmYaakZXO1y4cCFSU1Ndci4zmUxoampCZ2enWxRsMWffuX34zZHfwGQygcPlQG6QAxgbPrY1byuGh4cZQyNJkoiNjUVcXBzCwsJc7v8xODiInTt34l//+hdefvllPProo6ydn2Yjc2JmlnLx4kU8/PDD6OzsxO7du7Fly5YJPRbOLgpAEASGh4chFArR19cHPp+PuLg4xMXFISgoaFITI13GubGxEZGRkcjKynLpZFJLxGIxqqqq4Ofnh7y8PJfxbphDkiTa29vR1NTkUr1oBgcHce7cORQWFiI4ONjZwxkXuhDAVVddxdo8H7aLGbp5KtsT//v6+nD+/HmsWbNmjMfW3oJmuqFm7e3taGxsRH5+vtVSvq7AyMgIqqurweVysWTJEpdI8h8P8/4vh9sOgyRJmEwmyI3WBcx4Hj6SJCEWi5nrN5fLZYRNSEgIq4WNVqvF73//e7z22mu46qqr8M477yA+Pt7Zw5rDgjkxM4shSRKHDh3Cb37zGwQFBeGtt97ClVdeOe7jHS1oSJKETCZDd3c3hEIhOBwOI2BmMgFqtVrU19djYGAA8+fPR2pqqlu4vwFqIUiH1bmyRbCvrw/V1dVYsGAB0tLSXOI9tLS0oLOzE+vWrWN1OMmZM2cQGRmJjIwMZw/FKmwXM9XV1fDw8EBubq6zhzIudKW1iQwC1qqc+fJ9sfeqvTMOOzvBPUF58jG5Es2u6pU1x2QyoaWlBe3t7UzJeVe9rozX/wUAAvmB8PDwAIfDmVb+i7lhsr+/H3w+H/Hx8UhISGBVyW2CIHDgwAHs2rULYWFhePvtt3HFFVc4e1hzjMOcmJkDOp0OH3zwAXbv3o2VK1fizTffHDf+3xFVzjQaDXp7e9HT0wO1Wo24uDgkJCTY3DUtEolw8eJFEASBrKwsREVFucSieTIMDQ2hpqYGfn5+WLx4Mfz8/Jw9pCkjlUpRUVGBiIgI5Obmsj7XiSRJVFdXQ6lUorCwkLXjFQqFaGhowMaNG232fSdJEgRBjNpIkmQ2y3P6smO5B6jcnvLycqxYsYJJ+uZwOMxYzff0xuVyx5ybb7Z6nzqdDj/88APWrVvH2vw0rVaLkpISpKSkYN68eZd9vGVjTVvk0dRvrofoIFUC/3IlmvV6Pc6dOwe9Xo8VK1a4pEdZKpXi/Pnz4HK5yMvLc6n+IpbeF2v9X9aErEGVvAo8Dx5e2/iazXKsTCYThoaG0NPTg8HBQQQHByMhIQFxcXFONWQcP34cO3fuhEgkwp49e3DnnXe6rDCdLcyJmTkYxGIx9uzZg3379mHz5s149dVXrbr67VHljCAIDAwMoKurCyKRCOHh4UhISEBMTIxdq9gQBIGuri40NTUhKCgIWVlZrF2kTBV38NJotVqUl5eDw+Fg+fLlrPZ4ANTF+cyZM/D19cWSJUtY8f+mQ0OMRiMMBgMMBgPKysqQnJyMgIAA5j6j0QiTycSc08f0RhDEmL25cLGGNaFhKUboY/PxajQa+Pj4MLebix7LY0vBNNE4uFwuPDw8xuzH23g8HrPn8XgYHByEXC5HXl4eeDwe+Hw+8xg2QH///Pz8kJ+fP+nvn6WgAWYedjaZUDO5XI7y8nIEBQUhPz/f5SqWmUwmNDc3o6Ojw6W8MeYCZrzyyQRJ/c5/kfgLPL3hacTExNh1PtPr9YwRUy6XIyYmBklJSQgPD3fYPNrQ0IBf//rXOHXqFJ599lk8/vjjbhWK7s7MiZk5xtDe3o7f/OY3+Pbbb/GrX/0KTz311Ki4X1tWOVOr1RAIBOju7oaHhwcSExORmJjo8AlEr9ejubkZAoEASUlJWLBggcv2NLCErqjj5+eH3NxcVrnyJ4PJZEJNTQ2Gh4exfPly1oegaLVanDx5EklJSZg/f77NnpcWI3q9ftRGCxTzY/PNaDQyi3x6YU6LkKCgIGahbr54tzy2JgDMxYEtvSEzDTOz5iUy38yFmKVgM99oQUcLPaPRiJGREXh6eoIkSRiNRhAElXPC5XJHiRtPT0/w+fxRm6en56iNvs1WQoj2DKpUKqxevXrKz2vrPBrzUDNrVc0GBgZQVVWFtLQ0zJ8/nxXCfypIJBLU1NS4hDfG0vtiGT5mXj6ZBIkH0x5EoXch5s2bh7S0NIeLdblcjp6eHnR3d4PP5yM5ORkJCQl2y/MbGBjAiy++iL/97W/YunUrnn/++blSyy7GnJiZY1zKysqwc+dOtLW14eWXX8b999/PWM5mUuWMJEkMDAxAIBBAJBIhKioKycnJiIyMdPoFTaFQoK6uDlKpFAsWLEBycrJLWNouh8FgQGNjI7q7u13KgkhDkiTa2trQ3NyMxYsXsz4BUyaT4fTp08jNzR13rCRJQq/XQ6vVQqfTQafTQavVQq/XM+f0sV6vh8lEWQ8sF8bmi2XLBTS9uKb39GfO5nAptubMWAvPM/d4mXu+zDdLwUlvRqMRABjx4+XlBS8vL+Zz9fb2Zm7z8vKCt7c3+Hz+uHNkY2Mjenp6sHbt2ml7MG2ZR2MeagZc8s6QJImWlha0trYiLy8PcXHsKfU/Gcw93vPmzUN6ejrr5lI65wUcYFPaJqveF1rAnO05i2cKn8EDix9Aa2sr2tvbERcXh4ULFzrdE24ymdDf3w+BQACpVIqYmBikpKSMW7V0qqhUKuzduxdvvvkmNm3ahNdff31SoZlzsI85MTPHhJAkia+//hrPPPMMeDwe3nzzTVx33XXMRDKVogAGgwHd3d3o6OgAQRBITk52ihdmMgwODqKurg4AsHDhQru72B2FVCpFTU0NCIJwyUaig4ODqKqqQnx8PLKysli3iKAxGAwQCoW4ePEiUlNTwePxoNVqR206nQ4kSYLH441ZuNKLWsu9p6enzb6H58+fBwDWdbBnq5g5efIkYmNjkZ6ebpPnIwiCETaWwpUWs+Yi12QygcPhwNvbe8ymUqkgFAqxdOlShIeHzzhcy1rY2XREjXmoWca+DETeH4nq6mrI5XIsW7aM1ZX/LCFJEn19fbh48SICAwORm5vLmlzE8cQLgMs2r6RDrZubm+Hn54esrCxWer8VCgW6urrQ3d0NX19fpKamIi4ublpeI5PJhL/85S944YUXkJiYiLfffhuFhbbP/53DccyJmTkmhcFgwMcff4yXXnoJmZmZePXVV7F2LZXUeTlBo1Kp0NHRge7ubgQEBCAtLQ0xMTGsXYjSEASB7u5uNDU1wdfXF5mZmS63+LcGQRBob29Hc3Mz4uPjsWjRIpcKqVOpVDh37hw8PDywdOlSh4thgiCg1Wqh0WigVquhVquZY/p2o9HIhGrp9XpERUUhICBgzCLUy8vLafkWdJnmK6+80ukWWHPYKGYkEglKS0tx1VVXOW1MRqOREcHmonhkZATDw8Pw9vaGXq8HQRDg8/nw8fFhNl9fX2bv6+sLLy+vy4rizf/YjEN1h0Di0hKBAw5CfEImXcXKvIEmx5cDwzcG+Pn5YcmSJS4156jVatTW1kIqlSIrKwvx8fFONW7R4kVr0sKbR/12zRP2TaSJ+aw2pW1ivC/mnxlJkujv70dDQwM4HI7LGO2MRiN6enrQ0dEBg8GAlJQUJCcnTyoEjSAIfP3113jxxReh0Wjwxhtv4Oabb2b9e57j8syJmTmmhEwmw7vvvot3330Xy5cvxyuvvIKCggKrgsbvdj+0trZiYGAAMTExSE1NZXXn8fEwGo1ob29HW1sbwsLCsGjRItaF5kwHlUqF2tpayGQyZGVlIS4uzmUmdaPRiNraWgwNDTHWaFtiMBigUqmgUqmgVqtH7TUaDUiStLpQNF9A8ng8cDgcm4T/2IvS0lIEBwdj4cKFzh4KAxvFTEVFBXx9fZGVleXsoYzCMpyRDl3UaDSjNnPBrdPpwOVyGWHj5+c3Zm/u2bHmpQEm56kxb6BJgkTQi0HIezHPZeYZgiDQ0dGBpqYmxMXFITMz06EizNLjYq3aGDC638t44sWc4eFh1NfXQ6PRYMGCBUhMTGS9cdESkiQxNDSE9vZ2iMViJCYmIj093aq3jCRJ/Pvf/8aLL76IoaEh/OY3v8HWrVtZ22trjqkzJ2bmmBYSiQTvvPMO3nvvPRQWFuLll19GXHXcJUHDAQg/AgFPBCDrN+7RnFKn06GlpQUCgQDx8fFYsGCBy78vkiQhFApRV1eHgIAAZGdnu4xQI0kSXV1dqKurm1Y/GpPJBKVSyWy0eFEqldDr9eDz+fDz8xuz2KNFy2Qv/iRJ4vz585DJZCgsLGTNAh2gikNUVlbiyiuvZE0lKbaJGZVKhWPHjmHDhg2sKhusUqlw6tQppKamTinO32QyMcLGmlg3Go3w9vaGv78/8/3/Z/c/8dtzv8WIbmSUpwaYWNQQBIGTficBLXV+uTLNbGJ4eBi1tbUgSRK5ubk2N5hYYzLhYsAl8UJ7ZibrKZPL5WhoaIBYLEZ6ejrS0tJY87ufCXK5HK2trejr60NsbCwyMjIQGBgIkiTx/fff44UXXkBvby+effZZPPjggy5/3Z5jLHNiZo4ZMTw8jLfeegsffPABCgsLcXPkzUg/kA4O8dOi0gHNNR2NSqVCU1MT+vv7kZycjIyMDJe38BgMBrS0tKCjowPJyclYsGABKxaSk0EqleLcuXMICgpCXl7eGMupwWCAQqGAXC6HUqmEQqGAUqmEWq0Gj8eDv7//qIUbfWxLCyxBEKioqIDRaERBQQFrSvmSJImSkhIkJSUhJSXF2cMBwD4xU1tbC71ej6VLlzp7KAxarRanT59GVFQUsrKybNovSKfTMaLeXOArlUp8J/oOfxH+BTpCN+Zv+Vw+ArwCmIW1SqVCZWUlyG9I4N1Lj5tME01notFoUF9fj8HBQbs1VbbW22U88WIeLmaZ7zJZVCoVmpubIRQKkZycjHnz5rn8NcsaKpUKbW1t6OrqgkAgwGeffQaBQIBnnnkG27dvZ5UxYg7bMidm5rAJg4OD+O1vf4uPP/4YBekFuEVwC+Yr5k+50pkrMTIygqamJgwPDyM1NRXp6ekuFQduDYVCgdraWigUCixatAgJCQkuERKi1+tRXV0NqVSKpKQkEAQBuVwOhUIBrVYLLy8vBAQEMBstYLy9vR32/oxGI0pLS+Hp6Ylly5axJqyjt7cXjY2N2LBhAyvGxCYxo9Pp8OOPP6KwsJA1yeoGgwFnzpxBQEDAlHrJzBS6/w9tDHjk+CM4LDw8xlND48Xxws6cnXj5+pdxJvAMkzvDVu+MyWRCR0cHmpubERMTg8zMzBmHhVrmttCCxLI0MjD5XJepoFar0dzcjN7eXsTFxWH+/PmsKVpgD0iSxHfffYeXXnoJHR0dePLJJ/HYY4+5XDuCOabOnJiZw6YMDQ1h7969+PDDD7EsdRluqrsJ2WQ2eKE8FIrds1qIRCJBc3MzJBIJUlNTkZaW5tKihk4Mraurg7e3N3JyclizkKPR6XSQyWTMRntdOBwOCIJASEgIEhISEBgYiICAANZ8Hnq9HqdPn0ZISAgWL17MCqFIEASOHj2KBQsWICEhwdnDYZWYaWxsxMjICAoKCpw6DhqTyYTS0lJ4eHhgxYoVrBCfd3x1B/5e//dxRQ0A8EgefDQ+eODYA7ih8gbWeWeGhoZQW1sLDw8P5OTkTKnQi6WXxVy4mHtaAFgtjWzumZmpeKHRaDRoaWlBd3c3YmNjMX/+fLde0NM5Ma+88gp6enrw1FNPYfv27W79nucYzZyYmcMuDA8P491338Xv9/4eGboM3I27sTR0KVL2pLDqImZLxGIxmpqaMDIygrS0NKSlpTl9MTYTjEbjqL4DzsoR0uv1kEqlGBkZwcjICGQyGTQaDXx9fREcHIzAwEAEBQUhMDAQPj4+kMlkqKyshK+vL/Lz81mXdK/RaHD69GnG+ssGQSMQCNDR0YH169c7fTxsETMGgwE//PADVqxY4ZB8ictBEATOnTsHnU6HVatWsS7X4Xenf4cXSl6AxqSBkTSCA85YgUMA4ABcggtPLlVy/LmC5/BE4RNOeT90DolEIhm3r5i5dwXAKA+L1qSF1qAd42UBRntafPg+o/5uOqFik0Gj0aC1tRVdXV2IiYnB/PnzRzW8djfo6mSvvvoqBgcH8etf/xoPPfTQXDjZLGROzMxhVyQSCd59+1387s3fIcmUhDsj7sSv+3/NmpwBezA8PIympibI5XKkpaUhNTXVpUWNSqVCQ0MDBgcHkZGRYdekUZPJBJlMBqlUyggYlUoFPz8/BAcHIzg4GEFBQQgKCprQ22IwGHDhwgUMDw9j8eLFiI6Otst4p4tSqcTp06eRlJTEikpiJpMJP/74Iyv+V2wRM3QlxsLCQqcLPJIkUVlZCZVKhVWrVrHG0whQYxMIBKivr0dKSgoWLlwILpfLNODUGDXgcXkwEsaJvTccHngcHiV2OD8JCg6mlOA+GYori/Gbo7+BRk9VJeRwOPDx9MHV6VczAoXGsuwxjaVw6fwd4OkbgMU7eFBBB2+eN859DPzmGj6K7n2JGvuPPwKvvgr09gKhoQCXCzzwAPDgg9STGI3Aa68BBw4AHh6AyQSsXQu8+SYwnmf8xAlgwwbo33oLzVdeCYFAgGWff46IxkZ40KKsqYl6jsceu/R3IhGQlQWsWQN89dUM/6OOp/39dvzxpT/iHz7/gBpqPPPMM7j//vvnEvtnMXNiZg6HIJPJ8Mknn+C9d9+Dt683fvWrX+Hee+91WwsKSZKjRE1KSgrS0tJcOulSIpGgrq4OGo0GCxcutEk+jVarhUQiYTaZTAYej4eQkBBmCw4OntbijSRJ9PT04OLFi4iPj0dmZiarrNkKhQKnT59GWloaK7pOt7W1QSgUYu3atU5dvLNBzBiNRhw5coQV4o6uhieVSlFYWMiqOUSn0zGV+vLz8xERETHuY4sri/Hovx+FkWsEl+CCb+JDz9eD5Fx+CcIBBz48H6Ys8XTw5nnjqtSr8GXDl6OECI2lQKExrxxGP4+5Z8ab5w3B74AAr0DgmWeAhx6i/nDpUuDtt4GiIuCHH4B776WEw6pV1P1dXcCHH1JCAwDuuQeQSIC//Q0ICQEIAvjHP4AlS4DU1LFvSKGA6YoroPLxQdfChVDfdx8WLFiAoKCgS48ZGABSUoDOTsD8e3zLLYC/P6BQuIyYERYLUbunFt+FfIf9DfsRERGBZ19/FnfccQerfhNzOIc5MTOHQzEYDPjiiy/w9ttvo6enBw8//DB27NiBqKgoZw/NbojFYrS0tEAsFiMpKQnp6ekua0GiSzk3NDTA09MTWVlZUwrBUavVEIvFEIvFGB4ehkqlQmBgIEJDQxESEoLQ0FD4+fnZdDGtUqlQXV0NvV6PJUuWsCr/RyaT4cyZM5g/fz7S0tKcOhaj0Ygff/wR+fn5Tv09skHMtLe3o6enB+vWrXOqsCNJErW1tRCJRCgsLGRVyOTAwABqamoQFhaG3NzcSRsc6jfXQ3RQBAD499J/Y9+1+6Dj6sDj8sD3+Onz/mlVQpAEdCbdhB6dqcAFFwQIJvSLxlKgmN8+Ka9QcjLwyivAb34DtLQAvr6jxUxhIXDXXcC2cZ6nrQ3IyQG6u4FJzKdyuRy6e+5B1/z5SK6vh9+6dfDZuXPsA998Ezh7FvjXvy7dtn8/UFpKje+//2WlmBEWC9H9RjcCVwVCeliKXlMvvtB/ge+032HF4hV49rVnsWnTJqd7TOdgD+wxU84xK+Dz+bjzzjuxefNmHDt2DHv37kVycjK2bNmCX/3qV1iwYIGzh2hzwsLCUFBQgJGREbS0tODIkSOIj49HRkaGyyUocjgcxMfHIyYmBu3t7SgvL0dYWBgWLlw42iL4E1qtFiKRCMPDwxCJRNBqtQgODkZYWBiysrIQGhpq95AZPz8/rF69Gq2trTh9+jTmzZuHjIwMVlwIg4KCUFBQgLNnz4LL5Tq1PDKPx0N6ejqam5sRGRnJiv+PMzCZTGhtbUVubq7ThQxdIphNQsZoNKK+vh69vb3Izs6esoc280AmTn5zEoSawA2VN1y2IACTs2LUggQJkiApcUMC4FBeGw6XAw51MgaSJEEQBDw5nlifuB4XJBdskmQ/hvx8Kizs3XeBXbtG31ddDbz//vh/W10NZGRcVshIpVK0tLQA33+P+UolFj7/PPx27ADG+278+c/AW29dOu/rA955BygpYY2IsRQuNEaJESd6TuDvxN9RhjL8/P/9HKXPlyIvL895g52DtcyJmTmcAofDwYYNG7BhwwbU1dXhnXfeweLFi3HVVVdh586dWLNmjdstpoKDg7F8+XIoFAq0trbi+PHjiImJQUZGhlUhwGY8PDwwb948JCUloaWlBSdPnmSalWk0GgwODkIkEkGpVCI4OBjh4eFYvHgxQkNDnRLqxeVyMX/+fERGRqKqqgqDg4PIy8tjhZgMCQnBypUrUVZWBgBOFTTJyclobW2FSCRCZGSk08bhTLq6uuDl5eXU8DKSJFFXV4f+/n6sXr2aNeG4EokE1dXV8PLyQlFR0bTL/KbtTUPrw62MB6Z1eytGTo4g80DmmMduW7rNqvDQ6/UYHh5mDCX0XBMREYHIyEhwuVw0NTVBKpUiIyMDqamp05979HpALAZiYi7d1t8PhIUB5saY3buBFSuse2DMr2d33gnU11NhYB0dE740HbLc2tpKVcwMDcWCf/4T3CNHgIn+/2fOAHI5cO21l27bupXy1jh53hMWC9G5q5M5N0qMEPWKABNgggnl/uX4IvALtBvasXXrVuzfuZ8VlRbnYC9zYWZzsIa+vj588MEH2LdvHzIyMrBz507cdNNNrMpzsCVqtZpp8BUWFob09HRERES4lIgjSRIKhQK9vb3o7u6GTqcDj8dDTEwMoqOjER4ezqpkZYCyLDc2NqKrqwsLFy5EamoqK/7nEokEpaWlWLRokVMFTXNzMwYHB51mUHBmmBldCCEnJwexsbEOfW0aSyHDhr4gJpMJTU1N6OzsxPz585Genj7j74awWIjWHa1UhbOfiLgjwqqgmQy0F7ivrw9DQ0MgCAJ+fn5ISkpCXFzc9AWhXk/lmNTVAcePA4mJVDjY+vVUEv2XXwLz5lEhW1lZVKK9hwdw6tSlMLPVq4G7776UT0PD4VB5KwMDVJhZTw8lkEBV6urr60NbWxvUajVSU1ORmpoKz4oK4KabqFA2ABgeBry8gEceAV5++dJz33cfEBUFvP76pdtCQ4HAQOpYqQQ0GioE7vDh6f1vJoG5cAnZFAL5WTlMChOMEiMAgBfKg0eAB/jL+Tj47UF8SXwJIoTAL5/8JR544AGXM/TN4RzmxIwb89BDD+GTTz7Bu+++iyeeeIK5vaioCCUlJaMee9ttt+HQoUPMeWlpKbZv3w6pVIrnnnsOW7duddSwoVQq8ec//xnvvku1jX700Udx7733IjQ01GFjcCQ6nY4pjevl5YW0tDTEx8eztuIbQRAQi8UYGBjAwMAAtFotYw319fWFQCDA8PAw0tLSkJ6eztpKbsPDwzh//jx8fHywePFiVnhpaEFDiyxnYDAYcOTIEaflzjhTzLS1taG3t9dpuTIkSeLixYsYGBhgjZCRSCQ4f/48eDwe8vPzbVrqV1gsHOWhAaimmml706Zcwt+8t0p8fDxiY2Mhk8kwNDQEiUSCgIAAREdHIyoqCiEhIZP/fPv7qQV/RweViP+3v1HChD4/fRooKLgkZkQiYNEigM+nKpMVFQH/+x9w//1UQv/KldTzqtWUZ0WhoDwlW7YACgUMf/gDumQydLS3I/boUQRecw1i16wZ36h3771U/ssjj1y6TakEYmOBqioqfM0af/2rzXNmLidc4AHARAkYGq8nvfBvzb+xb98+JCQkYOfOnbj11ltZe92Yg524p8l7DvzrX/9CeXn5uNbFrVu34pVXXmHOLRPS77vvPuzevRsxMTG4++67sWnTJiQmJtp1zDT+/v547LHH8PDDD+Of//wnPvjgA+zatQu33XYbtm/fjuXLl7PCkm4rvLy8GGtnb28v2tra0NjYiJSUFCQnJ7OiUovRaMTQ0BD6+/sxMDAAHo+HqKgoZGdnIzw8fNSFNjo6GhKJBA0NDejs7ER6ejpSUlJYd3EKDw/H+vXr0dDQgBMnTjAeEWd+t0JDQ1FQUIDS0lKQJOmUogB8Ph8ZGRlobGycVbkzdF+l/Px8pwuZwsJCp4eWmXtj5s2bh/T0dJs36aQFS/uT7SDUlIuGUBMThp1ZotVq0dbWBoFAgKioKKxfv54xTERFRWHevHnQ6/UYGhrCwMAAysrKwOVyERMTg5iYGISHh0/8vmJiKI/M+vWUgCn8qflzaip1u3noGQBERFDemRdeuHTb1VcDf/oT8NRTVN5KRAQVnvbBB4yHRf3BB1A8/TT88vIQw+cjic8Hb/16cPLygKlGJ/z970Be3vhCxgZMlOsCAKIvRIxwocULLXDifx2PupQ6FBcX4/uXvsc111yDQ4cOYcOGDbNmvpnDtsx5ZtwQoVCIFStW4PDhw7juuuvwxBNPjPHMLF68GL/73e/GfY6kpCScOHECkZGRKCoqwqeffopFixbZf/DjUFdXh48//hh/+9vfkJaWhm3btmHz5s2ssKbbGpIkMTQ0hLa2NkilUiQkJCA1NdXhzc+MRiMGBgaYsA1vb2/ExsYiJiYGwcHBl73okCQJkUiE5uZmKJVKpKWlsVLUAKO9NLm5uU5vNCeVSlFaWor09HSnlG2mSxPn5uYixnKxZmec5ZlpaWnBwMCAU8Lr6PLLYrGYFTkyYrEYNTU14PF4yMvLQyAdmmRHzKuc0UzkpTEXMREREZg/f/6kKhXSnuX+/n709/fDZDIhOjoasbGxTK6NVc6cuSRkAMojs3r1VN6iVSQSCdrb2zEwMIDo6GikpaWxJgrBXLDIz8qtC5efvC3AaI8LLVwSn0lkPj+RSIQ///nP+Pjjj6HRaPDAAw9g69atDjOUzuG+zIkZN4MgCGzcuBE33ngjHn/8cSQnJ1sVM/X19SBJElFRUbjmmmvw4osvjlrA/elPf8KOHTtgNBqxfft2vD9RJRYHolQqcfDgQezbtw/t7e3YsmULtm/fjszM6cVZsx2ZTIb29nYIhUKEh4cjJSUFUVFRdltsEQSBoaEh9Pb2YmBgAL6+voiNjUVsbCwCAgKm9bq0qGlqaoJKpWKtqDEajWhqaoJAIEBGRgYyMjJsbomeCjKZDGfPnmUaazp6gd3R0QGBQID169c79LWdIWb0ej2OHDmCpUuXOrzwAUEQqKqqgkKhQEFBgVPLthsMBjQ0NKCnp4cpF+7I34CwWDjKS8PAASJup/JppitirEGSJKRSKfr6+tDX1wej0Yi4uDjExcUhLCzs0veezpExT9anPTPTWIibTCb09fWho6MDCoUCSUlJSEtLc7qItQwTo70rjGCxEC4eAR6jBE7KnpQxwpMkSZw5cwb79u3DP/7xD6xevRrbt2/HjTfeyLprwByuy5yYcTNef/11HD9+HIcPHwaHw7EqZv7whz8gJSUF0dHRqKurw7PPPov09HT8+OOPo55LpVJBr9cjJCTEwe/i8pAkiYqKCuzbtw9///vfsWzZMmzfvh033XQTK8KybI1Wq0VXVxcEAgG4XC6Sk5ORlJRkk+R6kiQxMjKC7u5uCIVC8Hg8xMfHIy4uDoGBgTZbyFqKGjr8jG0FHqRSKWpqakCSJFOBzVkoFAqcPXsWMTExyM7OdqioMJlMOHbsGObPn+9Qy6kzxEx9fT1kMhlW0Q0NHYTJZMK5c+eg1WpRUFDg1Lmrr68PtbW1CAwMRG5urlPzdeo310N0SARr7WVILxKej3si89lMm/aMIkkSEokEvb296OvrA5fLRUJCAhL5fPhfffXEOTOT9F6q1WoIBAJ0dXXB09MTKSkpSEhIcOiiflLeFmCUgIm4NWLMY60JF3Pkcjk+++wzFBcXo7e3F/feey+2bduG+fPn2/HdzTFbmRMzLsz+/fvxkFl1lG+//Ra33XYbqqurmVwZa2LGkqqqKixduhRVVVXIz8+397BtjkQiwaeffori4mJIpVLcd999eOihh5xaEcpeEASB/v5+dHZ2QiqVIj4+HikpKdO6qGu1WvT09KCnpwcajQZxcXFISEhAaGioXRfNlqImNTUVKSkprKp6RhAE2tra0NLSgoSEBCxatMhpVkS1Wo0zZ84gLCwMixcvdqilvLe3Fw0NDdiwYYPDClI4WsxoNBocPXoUhYWFDm2oajAYUFFRAYIgsHLlSqd9vzQaDWprayGRSJCZmTnlvjH2xFroGQ2Hz4FHgMdlF9XTgSAIiEQidHd3Y7CnByvfeQdBPT3AsWPgp6WNrWY2wdxFz3ednZ0YHBxEVFQUUlJS7Fq50tLDQguQyXhbaKyFiU2Gmpoa7Nu3D/v370dmZia2bduG2267zelepzncmzkx48IoFAoMDg4y519++SV27do1arFjMpkYC5NAILD6PCRJwsvLC5999hluu+02ew/bbpAkiWPHjmHfvn34z3/+gw0bNuD+++/Hz372M7f01sjlcnR2dqKnpweBgYFISUlBbGzshItOumeBQCDAwMAAQkNDkZiYiJiYGId7SOiLfGtrK6RSKVJSUpCWlsaa5oAAFdZ44cIFKJVKZGVlITY21ikLPY1Gg9LSUvj5+WHJkiUO+6xIkkRJSQni4+ORnp7ukNd0tJg5f/48TCYTli5davfXotFqtSgrK4OnpyeWL1/uFO8kQRDo7OxEU1MToqOjkZWVxap5ku7HJRQKEXYmDIb3DSA15FhvDQfg+lDXPK431+biRq/Xo7ejAwP19ZB4eTEGpCC1emyfGTMMBgN6enrQ2dkJvV6PpKQkJCcn22RRby353ly0AFY8LObH0/S2jIdcLsdXX32FP/zhD6itrcXmzZuxbds2LFmyZPpvco45psCcmHEj6KRGczZt2oQtW7bgF7/4xbju3bq6OmRnZ6OkpARr1651xFDtTl9fH/70pz/hr3/9K0ZGRnD77bfjnnvuwbJly1hjdbQVBoMB3d3d6OzshMFgQEJCApKSkkblQNGPEQgE0Ov1SExMRFJSEmsKKEgkErS2tmJoaAiJiYlIT09nRVlagFrQ9/b2or6+HoGBgcjOznZKgQC9Xo/y8nIAwIoVKxzmyRoaGkJlZSU2btzokNd0pJiRy+UoKSnBFVdc4bDvm0qlQmlpKUJCQpCXl+eUvCyJRIILFy7AZDIhJyeHVQ1SR0ZG0NLSgsHBQUZEm//eJgpBAzBK3NDYSuSMjIygs7MTQqGQMSDFxcUxnyGdg9PV1QWhUIiAgACkpqZe1shEYylSCC0Brjf38t4VYEIPi/nfTsfbYg2TyYSjR4/i008/xddff40FCxbgF7/4BbZs2eJQD+cccwBzYsbtsQwza29vx/79+3HttdciPDwcDQ0NePLJJ+Hj44Nz586xtrfJdKGTDz/99FN88cUXiI2Nxd13340tW7YgPj7e2cOzKbTXpaurC/39/QgODkZMTAzUajV6enrg7+8/pQurM5DL5WhtbUVfXx9iYmKQkZHBmqZpBoMBjY2N6O7uRmpqKubNm+dwi7rJZEJlZSVUKpXDksVJkkRpaSkCAwORlZVl99dzpJihvV05OTl2fR2akZERlJWVIT4+HpmZmQ43rOh0OjQ0NEAoFGLevHlIS0tjxVxAkiTEYjFaWlogkUiQlJSE9PT0Cb/fdCgVof2ppLOGGF/gAFZFjjmWomEi8UN7XTo6OmA0GpGUlAQulwthsRD4E+DB8UDQlUFQHleOESQTnVsVKcCE3hVrnhl7hN7RNDQ04G9/+xs+//xzmEwm3HnnnbjnnnuQnZ1tl9ebY47JMCdm3BxLMdPT04O77roLdXV1UCqVSEhIwHXXXYcXX3yRNeUg7YVGo8E333yDTz/9FEePHsW6detw991346abbmKNF8BWiMViXLx4ETKZDBwOB1FRUTOq+uNoVCoV2tra0N3djfDwcKSlpdk1xnwqjIyMoLa2FlqtFtnZ2YiOjnbouAiCQG1tLQYHB1FQUOCQsrmO9GA4Ssw42uMkEolQUVHB9JRyJCRJQiAQoLGxEWFhYcjOzmZFDgPd5b69vR0qlQopKSlITU2dVribpbhhXuNyIsccc9EwjofHXISQJAmST0KfqwfvPA9cFffSa00kSCY6NxMp43lmbOVdmSxisRgHDx7Ep59+irq6Otx444245557cOWVV7KugMscs5M5MTPHrKSvrw/79+/Hp59+iq6uLtx888245557sHbtWqeW450pUqkULS0tTLhWWloa9Hr9qLCHpKQkxMXFuURZTK1WC4FAgM7OTnh5eSEtLQ3x8fFOtyaTJInu7m40NDQgODgYWVlZDg09I0mSaWi4bNkyRERE2P01a2pqoNfrsXz5cru+jiPEDEEQOHHiBFMS1950d3ejtrYWOTk5Du+pQRs2DAYDcnJyEBUV5dDXt4bBYEBXVxc6OjrA4XCQmpqKpKQkuyyMxxM5lpiLBuOIERjv4ZYixOI2kkOCE8BB6KZQyI/Kp+SZcbRImQi9Xo/vv/8en376Kb799lssW7YM99xzD2655RaXMYrNMXuYEzNzzGroZnWffvopDhw4AD8/P2zZsgV33303MuzYPdnWyGQyNDY2Ynh4GMnJyUhPTx+TSG8wGNDb24uuri4oFArExMQgISEBERERrBdwJpMJPT09aG9vh8FgQEpKCpKTk52esKzX69HU1ISuri4kJydj/vz5Dq3K1tXVhYsXLzpkkazVanHkyBEUFBQgLCzMbq/jCDEjEAjQ1taGK664wq7ffZIk0dzcjPb2dixfvtwhopNGrVajvr4eg4ODrAkpU6vVaG9vR1dXF4KCgpCWloaYmBhWeFzNsSaAzL0wnjWe4Bg54HA4Yzwnsc/H4v+3d68xbZ33H8C/3AwYbDA2vhtsIBgCJCQhlyYhSRW6qmmzttJ6e5Np6qaq2ptN7TZ1mjZ1qrRp015M1aZtXadWXdqt3VZ1IW0lcmkX2qxNSAgJ10C4GF/x/Yp97HP+L9pz/jiQhmTgS/L7SEfYmMtx4mOe73P5Pf59flitVuh0OrS0tOTEKNhqcByHCxcu4PXXX8dbb72FiooKHDlyBEeOHMn4aCIht4LCDCFfSiQS+PDDD/H666+jt7cXW7ZsweOPP45vfOMbObtDcSQSwdjYGOx2O4xGIzZs2LCqBn4wGITFYsH8/Dw4joNer0ddXV1Gpiz9LziOg8vlwuTkJHw+HwwGAxoaGrKyIH+pYDCI4eFh+Hw+tLS0wGg0ZiwgulwunDt3Do2NjTCbzevaMJyYmIDNZsP+/fvX7fesd5hJJBI4efIkOjs7oVnl/iC3I5VKYXBwEB6PB7t27crYtZVMJnH16lVMTU1Bq9WitbU1qxtx8ovic3WX+xvh952xWCywWq0oKyuDwWCAXq9fVTjh35ttNhuMRiOam5uz3vlyIyMjI3jnnXfw97//HRaLBY899hi++c1voru7O+c7uggBKMwQsiKPx4N//etfeOedd3D69Gl0dXXhsccey5lgwzAMxsfHMT09Db1eD7PZfFu9f3x5ZIvFArvdjsrKShgMBuh0upwqkbySQCCAqampL0q3yuXCRrDZ6uXlOA5OpxNXrlxBYWEh2tvbM1YlKhgM4r///a+wF8169cCnUimcPn0aTU1NMBqN6/I71jvMXL58GaFQCPfcc8+6vVYSiQQ+//xzpFIp7Ny5MyPXEsdxsFgsGB0dhVgsRnt7e1Y3PE6lUrBarbh27RoikYgw7TXXRykikYiw/xbDMNDr9TAYDKiurr6t1ws/au7xeIQRslwICHyAefvtt3Ht2jUcOnQIjz32GA4fPnzHrSEldz4KM4TchNvtxrvvvou3334bH330UVaDDb9WY3R0FBKJBB0dHWvW48swDOx2OywWCzweD5RKJfR6PdRqdU4v8ozH45idncX09DQKCgpgMplQV1eXtV7Qpft31NTUoK2tLSO98ouLi/jss89QWFiIHTt2rNvzdzgcuHjxIg4ePLguU+rWM8zwhQwOHDiwbqN5oVAIn332GSQSScb2BFpYWMDIyAgWFxfR1tYGnU6XtVAfjUYxPT2Nubk5lJaWCrvc5/p7iM1mw/z8PHw+H1QqFQwGA1Qq1Zp1DLjdbly+fBmpVArt7e1Qq9Vr8nNvxUoB5vHHH8eDDz6YM2X6CbkdFGYIuQXZDDbBYBCDg4NYXFxEe3v7us4158s5W61WRKNRqFQq6HS6Nf3jvtZYloXD4cD09DS8Xi90Oh1MJlPWeqfj8TgmJiYwMzMDnU6Xkek+yWQSg4OD8Hq92Llz55qXtWZZFvF4HOfPn0dpaSnq6urAMAwYhkEymRSOVColfOQPlmWRSqXAcRxYlgXLflkNasnBS6VSwuusoKAg7SgsLEw7ioqKUFhYiOLiYhQVFaGoqAjFxcVpR0lJCYqLizE2NgapVIq2tjaIRKI1v36cTifOnz8Pk8mE1tbWdQ8U/PRGr9eLDRs2oKGhISuhYeku9y6XCyqVCg0NDZDL5Tm3HobHd95YrVYsLCxAJpNBp9NBp9OtW0cAy7KYmZnB2NgY5HI5Nm3atO7vCRRgyN2AwgwhtylTwYZlWUxMTGBychImkwlmszmjDZZgMAir1Qqr1Yp4PA6NRgOdTpfThQOCwSCmp6dhsVgglUphNBqh1Wqz0tCLRCIYHR2Fw+GAyWRCc3PzulaS4zgOExMTuHr1KrZu3QqtVnvTr4/H44jFYlhcXBSOeDwuHIlEAvF4HMnkF7uKFxUVgWVZVFZWQiQSpQWG60MFHzj40LH0uD6oAF8Esv/85z/Yt2+fEGj4sMMHID4MLQ1JS4+lwSqZTIJhGMTjcUSjURQUFIBlv1jYXVJSApFIhNLSUuEoKysTPpaVlaG8vPymwYfjOExNTWFsbAydnZ3rvodVLBbD2NgY5ufns7oeI5FIwGKxCJvxGo1GGI3GrK7R+SrJZBJOpxPz8/NwuVyQSCRCgMnk9Ld4PI4rV67A4XCgvb0ddXV1axr6bjSF7KGHHqIAQ+5IFGYIWQMrBZtHH30Uhw8fRktLy23/oQoGgxgYGAAAdHZ2ZnUOPMdx8Pv9QrBJpVLQarXQ6XRQKBQ52QPLb243MzODWCwGvV4Po9GYlY04/X4/hoeHEQgEYDabYTQa13WUy26348KFC2hsbERdXR2i0SgikQii0Sii0ShisRii0SgWFxfBcdyKDXm+gc83+EUiEUpKSlBUVASO49bl/5zjOCSTSRQXF6/5z+fPmQ84fEjjP/IhbmmoYxgGhYWFKCsrg1gshlgsRnl5OSoqKlBRUYHS0lKMjY3B7XZjx44d63qNMgyDq1ev4tq1a1Cr1Whtbc34+gZ+g8vZ2VnYbDbIZDLU19fn7Ga8qVQKLpcLVqsVDocD5eXl0Ov10Ol0WW/YOxwODA0NobKyElu3br3ttVUsy2JgYADHjh3DP//5Twow5K5DYYaQNcYHm/feew8nT56EVqvF4cOHcfjwYXR3d69qnQG/yd3w8DAaGhrQ0tKSU6MgfKUfq9UKm80GAFCr1dBqtVAoFDl1rsD/V1TK9n47fDW2kZERMAwDs9kMg8GwJv9eDMMgHA4jFAohFAohEokgEAggGo0CgNAA5xvkfKO8vLwcZWVlOdkQzQXJZBKLi4tC+OM/RiIRRCIRxONxAIBEIoFUKkVFRQUkEgkkEgkqKyvX5N81mUzi2rVrmJycRFVVFdra2jK+10c8Hsfc3BxmZ2fBMAwMBgPq6+uzXklwJclkEi6XCzabDU6nEyKRSBiBkUqlOdXxwjAMhoaG4HK5sGXLllWvpYlEIujr60Nvby+OHz+OWCyGBx54AA8//DAFGHLXoTBDyDqKRqM4efIkent70dvbi3A4jPvvvx8PPfQQDh06BIVCsex7kskkLl68CK/Xi61bt2Z0b4rbwbIsvF4vbDYb7HY7kskk1Go1NBoNlEplzi38XbrfTjgchl6vR319/W1XK7odHMfBarVibGwMAGA2m6HX61f1+zmOE4JKIBBAKBRCMBhENBqFSCQSGtH8UVJSAqlUmhebpOYjfnpeLBZDOBwWAmU4HEYymURlZSWkUimkUimqqqpQVVWFsrKyVf1fp1IpzMzMYGJiAhUVFWhtbc3oKCi/FmZ2dhYOhwM1NTWor6+HRqPJufCbSCTgcDhgt9vhcrkgFouh0Wig1WpRVVWVUwFmJRaLBUNDQ6ivr8fGjRtX7OCYm5tDb28vjh07htOnT6Ourk7oKNuzZw9d4+SuRWGGkAzhN+g8duwYent7cfHiRezatQsPPfQQDh8+jI0bNyIajeKzzz5DaWkpurq6cnZfghvhp6LxwWZxcRFKpRJarRYqlSrn/tj6/X7MzMxgfn4eYrEYdXV10Ov1GStLzbIs5ufnMT4+jsLCQrS2tqYVduA4DrFYDD6fD36/Hz6fD4FAACzLQiKRoKqqSmgoS6XSvHu93Mk4jsPi4iKCwaBw8OFTJBKhuroa1dXVkMlkkMlkaf93LMtidnYWExMTKC0tRUtLC1QqVcYa5OFwWChPzLKsMAqTa739i4uLcDgcsNlscLvdkEqlQoDJxRGjmwmHw/j8889RVlaGrq4uFBcX4/PPPxcCzMjICPbu3Sv8zWhubs72KROSEyjMEJIlNpsN77//Po4dO4a+vj4olUps3rwZhw4dwpEjR3J2Ee1qcRyHUCgkBJtwOAyFQgG1Wg21Wp1Tzy+ZTMJms6WVpTYYDFCr1RnpgeYbr+Pj4ygpKUFNTQ2SySS8Xi/i8TikUilkMpnQAJZIJDk3lY+sTjKZRDAYhN/vFwJqOBxGRUWFsN7G7XajuLh4WbhdTwzDwGq1wmKxwO/3p5UnzpXXGsdxCIfDcDgccDgc8Pl8kMlk0Gg00Gg0d8T+KF6vF3/605/w8ccf48KFC2AYBg888AAOHz6M+++/P6vrJgnJVRRmCMkBsVgMp0+fxr///W8cP34cfr8fPT09uO+++9DT04MNGzbk/DSJm1naCPF6vZBIJFCr1VCpVJDJZDnz/Piy1BaLBYlEAjqdDgaDYV3OkQ98CwsLWFhYgMfjAcuyEIlEMJlMqKmpQXV1dc5N1SNrK5FIwOfzwePxYGZmBslkEiUlJVAoFKitrUVtbe26NNT5aWRzc3Ow2+2QSCSoq6tb1/LEt4plWbjdbjidTjidTsRiMdTW1kKlUkGj0eT85r43w7IshoaG0NfXh76+Pnz88cdoaGgQRl92795N1z8hN0FhhpAcw3EcLl26hA8//BAnTpxAf38/VCoVenp60NPTg4MHD2ZsZ/n1kkgk4HK54HA44HK5UFhYCKVSCbVajdra2pyYjsYXDZibm4PVakVZWRkMBgN0Ot3/1LBkGAYLCwtwOp1wuVxgGAZyuRy1tbVQKBR5Mb+frK9UKgW/3w+3242FhQV4vV6IxWIolUqoVCooFIrbHjHkOA7BYBDz8/OYn58Hx3EwGAwwGAwZ2dx1NeLxuBBeXC4XioqKhBFdhUKR94372dlZ9PX14cSJEzh58iTi8Tjuvfde9PT04IEHHkBTU1O2T5GQvEJhhpAcF4vF0N/fjxMnTuDEiRMYHBxER0eHEG727duX0T0S1hpfQMDpdMLhcCAajUIul0OlUkGpVKKysjLrjftUKgW73S7sT1FdXS1UR1pNz3A8Hofdbofdbofb7YZYLIZKpYJKpUJNTU3OLaYmuYVhGLjdbrhcLjidTiQSCahUKqGBv5rwH4lEhAATi8Wg0Wig1+tzYr8ojuMQCASEDg6/34+qqirhOeZ7wPf5fDh9+rQQYGZmZrBr1y5h5H379u050YFDSL6iMENInnG73Th16hROnDiBvr4+2Gw27N69W5iWtm3btrxuHIfDYaFX1uPxoLS0FEqlEkqlMidGbRKJBGw2G+bn5+H1eqFQKKDT6aDVatPOjf86q9UKj8cjzO1Xq9U5t5Ca5A++4c9X7gqHw1AqldDr9cvWeC0uLsJqtWJ+fh7BYBBKpRI6nQ5qtTrroxuLi4twuVxYWFiAy+UCy7LCmjqlUplTa+puVTwex6effiqEl4GBAbS2tgrv0fv27cvLAgWE5CoKM4TkMY7jcO3aNeGP5qlTp8BxnDBl4cCBA2htbc3bXs1kMgmPxwOXywWXy4VIJAKZTCYEm2yvtYnFYkJjMRQKoba2FlKpFKFQCC6XC1KpFHq9HlqtNq8bZyR38UU2LBYL4vG4UFzD6/XC6/VCLpdDr9dDo9Gsao+r9ZJKpeD1eoVrORgMorq6WuiokMlkWR8hul3JZBKXLl0SRl/OnDkDmUwmjJ739PRAo9Fk+zQJuWNRmCHkDpJKpXDx4kUh3Jw9exZisRh79uxBd3c39u7di61bt2a1UfO/iMViQmNoYWEBAFBbWwulUgmFQgGxWJyVcBOPxzExMYG5uTmkUikYjUaYTCbqfSUZw5dFv3r1Kux2O0pLS2EymdDQ0JCV0czri1u43W6UlJQI12ttbW3OFBm4VXwJ/TNnzqC/vx9nz55FUVERuru7halj+dyJREi+oTBDyB0skUjgwoUL6O/vF/7wxmIx7Ny5Uwg399xzT142uvkF+nyw8fl8KCsrEypAKRSKdR8NCQaDmJychNVqhVwuh8lkyqlStuTuxJcan56eRjgcRn19PRobG9f1euA3c+WDi9vtRiqVQk1NjTD6IpFI8rKB73a78cknnwjvoQMDA1CpVMJ7aHd3N9ra2vJ6ei8h+YzCDCF3EZZlMTY2lhZu5ubm0NnZKfxh3rt3L9RqdbZP9Zbx+7LwjSm/34+Kigoh3Mjl8jUr4+r3+zE+Pg6XywWDwYDGxsa8DITkzuf1ejE5OQmn0wm9Xo/m5uY1K/McjUbTwksikUBNTQ0UCgUUCkVeTh3jOA4zMzPC+2N/fz/GxsbQ2toqvD92d3ejvr4+L4MZIXciCjOE3OXm5+fTws3ly5fR2NiYNnJjNpvzrlHCMAw8Ho/Q0AoEApBIJFAoFJDL5aipqbnlnupwOIyRkRG4XC4YjUY0NTXl/T4X5O4QDocxPj4Om82Guro6mM3mW3rtchyHaDQKj8cjXFexWAwymUwIL/lYmY9hGFy5cgWffPKJ8D7ocrnQ1dUlBJfdu3dDoVBk+1QJITdAYYYQksbn8+Hs2bM4c+YMzpw5g4GBAZSUlGDbtm3Yvn27cORbz2QikRCCjdfrRSAQgFgsFoKNXC6/YRlohmEwNjaGmZmZ22oIEpIrQqEQRkdH4XK5YDab0djYuGJHBcuyCAaD8Hg88Hq98Hg8SCQSqK6uhlwuFzoFsl0V7VawLIuJiQmcO3dOOAYHByESidKm3u7cuTOvy90TcrehMEMI+UoMw2B4eDitAXD58mXU1NSgq6sLO3bsEAJOPm3myTCMUPHJ4/HA5/OhuLhYCDY1NTWorq6Gw+HA0NAQJBIJOjo6cmZjQUL+F263G0NDQ+A4Dlu2bIFUKoXP5xOuB6/Xi4KCgrTrQSaT5c3IC8dxmJubS3vfGhgYQCKRwJYtW9I6ZjZs2JB3I8+EkP9HYYYQcstisRgGBwfTGgoTExMwGAxpjYRt27ahqqoq26e7KizLwu/3Cw05fgFzYWEhNm/eDL1en1cjUYTcDMuymJqawujoKDiOQ2lpqTBdTC6XQyqV5s1r3uVypb0fnTt3Dl6vF+3t7di+fbvQ6dLW1pb1vaoIIWuLwgwh1xkdHcWPfvQjfPzxx2BZFm1tbXj77bdRV1cH4IsyvM8//zzeeustxGIxHDx4EL///e+h1+uFn3H27Fk8++yz8Pl8+MlPfoLvfOc72Xo6GRMIBDAwMJDWmLBYLGhubkZXVxc2b96MTZs2YdOmTVCr1TndSAoEAjh37hxEIhHa2togl8uzfUqErBubzYbR0VGUlJRg+/btOb0nEsdxmJ2dxdDQEIaGhnDp0iWcO3cOs7OzaG5uTutM6ezspOlihNwFKMwQssTU1BR27NiBp59+Gk899RSqqqowOjqaNoXq2WefxbFjx/Daa69BLpfjueeeg9frxcDAgDAFo7W1FS+99BI0Gg2OHDmCU6dOCWHobuJ0OnH+/HmcP38ely9fxtDQECYnJyGXy7Fp0yZ0dHQIAWfjxo050fBwOBwYGBhAY2MjzGZzTocuQtZKKpXCpUuXsLCwgJ07d6K6ujrbp4RAIIArV64IwWVoaAiXL19GLBZDS0uL8N7R1dWFbdu25cQ5E0Iyj8IMIUs8+eSTKCkpwRtvvLHi44FAALW1tXjjjTfwxBNPAPiiV9NgMOD999/H/fffDwCor6/HRx99BKVSiQMHDuD111/Hxo0bM/Y8clkkEsHw8LDQMOF7VwOBADZs2LAs5NTX12dsPvv8/DwGBwexZcsW6HS6jPxOQnIFx3GYnJzExMQEdu3albERyWQyicnJybTQMjQ0hNnZWWg0GuG9gD/MZnPebrhJCFl7FGYI+RLLsqiqqsIPf/hD9Pf34+LFizCZTHjhhRfwyCOPAABOnTqFgwcPwuv1QiaTCd+7efNmPPLII3jxxRcBAK+++iq++93vIplM4tlnn8XLL7+cjaeUNziOg81mW9YDOzo6ivLycnR0dKCjowPt7e0wm80wm83Q6/VrGnJsNhsuXLiAHTt25FUhA0LW2szMDIaHh7Fnz541He1IJpOYmZnB+Pg4xsfHhc6MkZERAEB7e3taaOno6KCSyISQm6IwQ8iXHA4HNBoNxGIxXnrpJdx777348MMP8eMf/xinT5/G/v378eabb+Jb3/oW4vF42vd+7Wtfg8lkwh//+Efhc5FIBIlEIi30kFuTSCQwNjYmBJzh4WGMj49jenoaZWVl2LBhgxBu+KO5ufmWK475fD588skn2LZtGzQazTo9G0Lyx9WrVzE1NYX9+/ff8hoat9uN8fFxTExMCMFlfHwck5OTAICmpiaYzea08NLU1JQ3ldIIIbklfwrEE7LGjh49imeeeUa4f/z4cQDAww8/jO9///sAgM7OTnz66af4wx/+gP3799/wZ3Ect2xtRUVFxZrttH23EolEQmNnqXg8jqmpqbSG0okTJzA+Pg6v1wu1Wr0s5JjNZhiNxmX7YjAMg/Pnz6O5uZmCDCFfampqQigUwoULF7B79+5l728rXYP84fV6odFo0NzcDLPZjO7ubnz729++4TVICCH/C3pHIXetr3/969i5c6dwv7a2FsXFxcvWtrS2tqK/vx8AoFarkUgk4PP50kZcXC4Xdu/enZkTJygtLcXGjRtXXIfkdrvTeoTPnDmDP//5z2m9ws3NzTCZTDAajSgoKIBUKsX27dsz/TQIyWlarRb/+Mc/MDQ0hEgkgunpaUxPT2NiYgLT09MoLS0VAovZbEZPT89tj44SQsjtomlmhCyxe/duNDY2phUAePTRR1FeXo4333xTKADw17/+FY8//jgAwG63Q6/XpxUAILln6Xz9q1evYmZmBjMzM5iamsLc3ByCwSBkMhmMRuOygw8+Eokk20+DkDXBcRx8Ph+mp6eFa4E/+M9FIhEoFAoYDAY0NjYK1wI/vXOt160RQsjtoDBDyBLvvvsunnjiCfzud78T1sx873vfw0cffYS9e/cC+KI0c29vL1577TXU1NTg+eefh8fjSSvNTPKP3++/YcNuenoa4XAYNTU1y4KOXq+HRqOBVquFWq2GSCTK9lMhBLFYDHa7HTabDXa7HRaLZdlrOxQKQS6X3zDA19fXo7KyMttPhRBCvhKFGUKu85e//AW/+MUvMD8/D7PZjBdffBEPP/yw8Pji4iJ+8IMf4M0330zbNNNgMGTxrMl64nuxV+q9ttlssNlscLlcYFkWCoUCWq1WCDj8x6W3KfSQ27U0pPBBZelH/rbf70dxcTHUajW0Wi10Op0wwsgf9fX1NB2MEJL3KMwQQsgaSCaTcLlcKzYwl350Op1C6FkadNRqNeRyedqhUCggl8tRXV1No353qGQyCa/XC4/HA7fbDY/HIxxutxsOh2PFkKLRaL4yMGs0GigUCpoGRgi541GYIYSQDEomk1hYWFgWcux2e1pDlm/MxuNxFBQUQCaTrRh0VjpkMhkkEgkqKyupclSGMAyDUCiEUCgkhJOV/j+v/1wgEADwRfXDlcLsSqFFLpdTSCGEkC9RmCGEkBzFcRyi0eiqG8bXN5ABoKysDBKJRDgqKytv6bZYLEZpaSlEIpHwkb9dUlKSN41qlmWRSCQQj8eRSCTSbsfjcUQiESGMhMPhm96+/n4ikQCAFYPnakJoWVlZlv+FCCEkP1GYIYSQO0wqlUIkEllVo/xmtyORCBiGQTweRyqVWva7iouLbxh2rr9dUlKCgoKCFY/CwkLhNsdxqzquDyVfFVZudu4VFRW3Ffauvy0Wi/Mm4BFCyJ2AwgwhhJBVSaVSQlBYbYhY+jmGYb4ynLAsK2xAu5rjRqHpZqGKPyh0EEJI/qMwQwghhBBCCMlL1C1FCCGEEEIIyUsUZgghhBBCCCF5icIMIYQQQgghJC9RmCGEEEIIIYTkJQozhBBCCCGEkLxEYYYQknU3Kr3761//WviaAwcOLHv8ySefTPs5Z8+eRWdnJ+rr6/HKK69k+mkQQgghJMOoNDMhJOscDkfa/Q8++ABPP/00Jicn0dDQAOCLMNPc3Iyf//znwteVl5ejqqpKuN/a2oqXXnoJGo0GR44cwalTp1BXV5eZJ0EIIYSQjCvO9gkQQoharU67/9577+Hee+8VggxPLBYv+9qlotEotm7dCqVSCZlMhnA4vC7nSwghhJDcQNPMCCE5xel04vjx43j66aeXPXb06FEoFAq0tbXh+eefRygUSnv8pz/9KVpbW1FVVYVdu3Zh48aNmTptQgghhGQBTTMjhOSUX/3qV/jlL38Jm82GsrIy4fOvvPIKTCYT1Go1rly5ghdeeAFNTU3o6+tL+/5IJIJEIgGZTJbpUyeEEEJIhlGYIYRk1NGjR/HMM88I9z/44AN0d3cL91taWnDffffh5Zdf/sqfMzAwgK6uLgwMDGDr1q3rdr6EEEIIyV0UZgghGRUKheB0OoX7Op0O5eXlAIAzZ85g3759GBwcxObNm7/y53Ach9LSUrzxxht44okn1vWcCSGEEJKbqAAAISSjJBIJJBLJio+9+uqr2LZt202DDAAMDw+DYRhoNJq1PkVCCCGE5AkKM4SQnBAMBvHOO+/gN7/5zbLHpqamcPToURw6dAgKhQIjIyN47rnnsGXLFuzZsycLZ0sIIYSQXEBhhhCSE/72t7+B4zg89dRTyx4TiUQ4efIkfvvb3yIcDsNgMODBBx/Ez372MxQVFWXhbAkhhBCSC2jNDCGEEEIIISQv0T4zhBBCCCGEkLxEYYYQQgghhBCSlyjMEEIIIYQQQvIShRlCCCGEEEJIXqIwQwghhBBCCMlLFGYIIYQQQggheYnCDCGEEEIIISQvUZghhBBCCCGE5CUKM4QQQgghhJC8RGGGEEIIIYQQkpcozBBCCCGEEELy0v8BRQqs7c/hDUsAAAAASUVORK5CYII=", 465 "text/plain": [ 466 "<Figure size 1000x600 with 1 Axes>" 467 ] 468 }, 469 "metadata": {}, 470 "output_type": "display_data" 471 } 472 ], 473 "source": [ 474 "# Plot the footprint of the images\n", 475 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 476 "ax.grid(True)\n", 477 "ax.set_axisbelow(True)\n", 478 "ax.scatter(l_gal, b_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 479 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 480 "ax.scatter(l_cel, b_cel, color='m', alpha=1, s=1, label='Celestial equator')\n", 481 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 482 "ax.scatter(l_ecl, b_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 483 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 484 "\n", 485 "for target in df_stats.index:\n", 486 " data = df_stats.loc[target]\n", 487 " ra = data['RA']['mean']\n", 488 " dec = data['DEC']['mean']\n", 489 " ra = np.deg2rad(ra)\n", 490 " dec = np.deg2rad(dec)\n", 491 " ra = ra-2*np.pi if ra>np.pi else ra\n", 492 " l, b = frame2gal(ra, dec, f_in='icrs')\n", 493 " name = target\n", 494 " ax.scatter(l, b, color='r', marker='x', alpha=1, s=20, label='Footprint')\n", 495 " ax.annotate(name, xy=(l, b), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n", 496 "\n", 497 "ax.set_title('Galactic frame')\n", 498 "fig.savefig(\"images/astro_target-GAL_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 499 "plt.show()" 500 ] 501 }, 502 { 503 "cell_type": "markdown", 504 "id": "d899f176", 505 "metadata": {}, 506 "source": [ 507 "## Footprint of images" 508 ] 509 }, 510 { 511 "cell_type": "code", 512 "execution_count": null, 513 "id": "29e166d1", 514 "metadata": {}, 515 "outputs": [ 516 { 517 "name": "stderr", 518 "output_type": "stream", 519 "text": [ 520 "100%|██████████| 3687/3687 [00:09<00:00, 374.20it/s]\n" 521 ] 522 }, 523 { 524 "data": { 525 "image/png": 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", 526 "text/plain": [ 527 "<Figure size 1000x600 with 1 Axes>" 528 ] 529 }, 530 "metadata": {}, 531 "output_type": "display_data" 532 } 533 ], 534 "source": [ 535 "# Plot the footprint of the images\n", 536 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 537 "ax.grid(True)\n", 538 "ax.set_axisbelow(True)\n", 539 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 540 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 541 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 542 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 543 "\n", 544 "for obs in tqdm(range(len(df))):\n", 545 "# for obs in range(100):\n", 546 " # Load footprint\n", 547 " footprint = np.array([[df['FP1_RA'][obs], df['FP1_DEC'][obs]],\n", 548 " [df['FP2_RA'][obs], df['FP2_DEC'][obs]],\n", 549 " [df['FP3_RA'][obs], df['FP3_DEC'][obs]],\n", 550 " [df['FP4_RA'][obs], df['FP4_DEC'][obs]]])\n", 551 " # Load WCS\n", 552 " wcs = WCS()\n", 553 " wcs.wcs.crval = [df['CRVAL1'][obs], df['CRVAL2'][obs]]\n", 554 " wcs.wcs.ctype = [df['CTYPE1'][obs], df['CTYPE2'][obs]]\n", 555 " wcs.wcs.crpix = [df['CRPIX1'][obs], df['CRPIX2'][obs]]\n", 556 " wcs.wcs.cd = [[df['CD1_1'][obs], df['CD1_2'][obs]],\n", 557 " [df['CD2_1'][obs], df['CD2_2'][obs]]]\n", 558 " # Exapnd the footprint for visualization\n", 559 " header = fits.Header()\n", 560 " scale = 5\n", 561 " header['NAXIS1'] = df['NAXIS1'][obs] * scale\n", 562 " header['NAXIS2'] = df['NAXIS2'][obs] * scale\n", 563 " wcs.wcs.crpix[0] = wcs.wcs.crpix[0] * scale\n", 564 " wcs.wcs.crpix[1] = wcs.wcs.crpix[1] * scale\n", 565 " footprint = wcs.calc_footprint(header)\n", 566 " # Plot the footprint of the image\n", 567 " fp = np.deg2rad(footprint)\n", 568 " fp[fp>np.pi] -= 2*np.pi\n", 569 " q = Polygon(fp, closed=True, edgecolor='none', facecolor='r', alpha=1)\n", 570 " ax.add_patch(q)\n", 571 "\n", 572 "ax.set_title('ICRS frame')\n", 573 "fig.savefig(\"images/astro_footprint_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 574 "plt.show()" 575 ] 576 }, 577 { 578 "cell_type": "markdown", 579 "id": "3c8e01ea", 580 "metadata": {}, 581 "source": [ 582 "## Footprint per target" 583 ] 584 }, 585 { 586 "cell_type": "code", 587 "execution_count": 61, 588 "id": "2efddf9b", 589 "metadata": {}, 590 "outputs": [], 591 "source": [ 592 "targets = np.unique(df['TARGET'])" 593 ] 594 }, 595 { 596 "cell_type": "code", 597 "execution_count": 62, 598 "id": "2f789ea0", 599 "metadata": {}, 600 "outputs": [ 601 { 602 "name": "stderr", 603 "output_type": "stream", 604 "text": [ 605 "C:\\Users\\aurel\\AppData\\Local\\Temp\\ipykernel_14052\\3295554135.py:21: UserWarning: Setting the 'color' property will override the edgecolor or facecolor properties.\n", 606 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n" 607 ] 608 }, 609 { 610 "data": { 611 "image/png": 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", 612 "text/plain": [ 613 "<Figure size 600x600 with 1 Axes>" 614 ] 615 }, 616 "metadata": {}, 617 "output_type": "display_data" 618 }, 619 { 620 "data": { 621 "image/png": 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", 622 "text/plain": [ 623 "<Figure size 600x600 with 1 Axes>" 624 ] 625 }, 626 "metadata": {}, 627 "output_type": "display_data" 628 }, 629 { 630 "data": { 631 "image/png": 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", 632 "text/plain": [ 633 "<Figure size 600x600 with 1 Axes>" 634 ] 635 }, 636 "metadata": {}, 637 "output_type": "display_data" 638 }, 639 { 640 "data": { 641 "image/png": 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", 642 "text/plain": [ 643 "<Figure size 600x600 with 1 Axes>" 644 ] 645 }, 646 "metadata": {}, 647 "output_type": "display_data" 648 }, 649 { 650 "data": { 651 "image/png": 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", 652 "text/plain": [ 653 "<Figure size 600x600 with 1 Axes>" 654 ] 655 }, 656 "metadata": {}, 657 "output_type": "display_data" 658 }, 659 { 660 "data": { 661 "image/png": 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", 662 "text/plain": [ 663 "<Figure size 600x600 with 1 Axes>" 664 ] 665 }, 666 "metadata": {}, 667 "output_type": "display_data" 668 }, 669 { 670 "data": { 671 "image/png": 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", 672 "text/plain": [ 673 "<Figure size 600x600 with 1 Axes>" 674 ] 675 }, 676 "metadata": {}, 677 "output_type": "display_data" 678 }, 679 { 680 "data": { 681 "image/png": 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", 682 "text/plain": [ 683 "<Figure size 600x600 with 1 Axes>" 684 ] 685 }, 686 "metadata": {}, 687 "output_type": "display_data" 688 }, 689 { 690 "data": { 691 "image/png": 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", 692 "text/plain": [ 693 "<Figure size 600x600 with 1 Axes>" 694 ] 695 }, 696 "metadata": {}, 697 "output_type": "display_data" 698 }, 699 { 700 "data": { 701 "image/png": 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", 702 "text/plain": [ 703 "<Figure size 600x600 with 1 Axes>" 704 ] 705 }, 706 "metadata": {}, 707 "output_type": "display_data" 708 }, 709 { 710 "data": { 711 "image/png": 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", 712 "text/plain": [ 713 "<Figure size 600x600 with 1 Axes>" 714 ] 715 }, 716 "metadata": {}, 717 "output_type": "display_data" 718 }, 719 { 720 "data": { 721 "image/png": 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", 722 "text/plain": [ 723 "<Figure size 600x600 with 1 Axes>" 724 ] 725 }, 726 "metadata": {}, 727 "output_type": "display_data" 728 }, 729 { 730 "data": { 731 "image/png": 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", 732 "text/plain": [ 733 "<Figure size 600x600 with 1 Axes>" 734 ] 735 }, 736 "metadata": {}, 737 "output_type": "display_data" 738 }, 739 { 740 "data": { 741 "image/png": 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BTZ8+nd26dcun+Ti/t++88w5LTExkUVFRTK/Xs6ZNm7LJkye7vQbMZjMbN24cu+uuu1hYWBgLCwtjd999N5s1a5ZLiwpjjC1ZsqTMCrl79+5lAwcOZNHR0SwkJIS1a9eOvffee27/r+XN0d21SRD+gBb+IwiCIAhCUVBALEEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQioLqnHjJjRs3sGXLFjRt2hShoaHVPRyCIAiCCBiMRiPOnz+PBx54wKEWkDMkTrxky5YtGD16dHUPgyAIgiAClhUrVpS5BAOJEy9p2rQpAP6PbdOmjcs2KSkpWL16tUf9VXfbgoICJCUlYdeuXYiIiFD0WL1p6828vOk3WOflTdtgnZc3bWlegTUvT9sG67wA5XzXv/XWWxg9erT9XuqW6q4CF2hkZWUxACwrK8ttmzZt2njcX3W3zc3NZQBcrv1RFeevrLbezMubfoN1Xt60DdZ5edOW5hVY8/K0bbDOizHlfNd7cg9ljDEKiK0Epk6dGlBtq/v81T0vb/oN1nl50zZY5+VNW5qXd1T3vLxtW93np3kBVL7eS44cOYJOnTohKysLiYmJ1T2cCpOXl4eoqCjk5uYiMjKyuofjN2hegQXNK7CgeQUeSpmbp/dQspzUcAwGA1JTU2EwGKp7KH6F5hVY0LwCC5pX4BFocyPLiZcI1SdSiadOnVppplCCIAiCCAbS09ORnp5uTyUuz3JC4sRLgs2tQxAEQRBVhaf3UEolrqkwBphM/O+SEsBsBtR/ePm0f1wWajWgUvEH4Pi3K1QqqY+y2hEEQRBEGZA4qalYrUBREVBcDFy4AFy/DuTlOYoLIU4AQKPhD7Xa8W+djj/Lt4tjxfHOxwmRI2+n0XBRJD+vXOC4ey0eckElf3Z1rBwSVARBEIqDxElNgzEuSq5eBc6c4daTrCzg1i3g2jUgP5/f6BmTbtoaDX92tqKo1bytVstFik4niRFxjPhbq5WEiPwhvIpyYSAXGvJzaLWS0JELGPn45IIKcByTXATJxyU/p1w8iTbiWFeCSqWSziF/OP+/BGWJKuf2coHlDIkqgiCCGBInNQ2rlQuRQ4e4KMnJAX77jbt2cnL4s/ymKMRDeaFJ8mPE34zxh0ol/S3Q6/lN3Z1YKClxPK6kRHp2vsGLG7s4VggLcW5nwaJWAyEhkuVHWGzEs1yYiLEBjiJF9C0QQkX0LwSbXODIhY84RozX2UolxI/8Wf5/KstKJR+/O1Elt1I5v3+urFSijfwcvlipnAUcQRCECxQnTsaMGYNly5a53X/gwAF069YNe/fuxdKlS3H06FH8+OOPMJvNOHfuXPklcf/AZDLho48+wrJly3Du3DlEREQgMTERM2bMQPfu3f00GwUi4ksYA2rXBqKj+TabjQsGvZ7fuEpK3PfBGGCx8GOsVqmtp7HVcsFhs/GHcx/OYsbVsQC/MQrh4qpdWbiyBMn7dh6PEDVySw4giQb5OZ1FlfM55VYh+fmdRZR8jMI6JYSPKyuVXMQ4iwn5GARyoSGsQGJucjHjzoomFybOliZn159OJ/2/5Od2FlPOrj+5tYysVARRI1CcOJkxYwamTJlSavvgwYNhMBjQuXNnAEBmZia2b9+Ojh07IjIyEjt37vTqPBMnTsTKlSsxffp09O3bFzk5OZg7dy6SkpKwb98+dOnSxR/TUR5WKxcn+fn8S99o5F+8BQWONylxE3KHVmGXjrOocLVfiCkhhlyJGk/OIQSe2ey5qBLnEhYXlYqPw7l/+bM75DdK8Z7ZbGVbqfT60sJFiAX5ecV8xDydRYCzYBGCznlM4m8hqORWKmcBIl6LdnLx5sr1J7aLv+ViUbyWtynL9SdEi3MslbNFz1nEuYqncrVP3qenliZni6BcHJYnyJyvE7JSEQGKwu4wQPPmzdG8eXOHbbt27cKNGzfw+uuvQ/PHl8yMGTOQmpoKAJg/f75X4sRkMuGf//wnRo4cibfeesu+vUePHmjQoAFWrlwZvOLEZuNBsGYzfy0sIOLmWZ4oUSqeCiolFSASIsKdGHG2LomHt4IKkN5jk6l6rFTiePEs+nJlpRKCQYgD53gj8T7LXX9y8ecsZuSxQWK7s0BxJaoMBulvVwJELoycrVSeuP7cWcHk/ydXbkDxt6sAdbmoklvmnK1UzgLTWSiSlYqoZhQnTlyRkZEBlUqFcePG2bepy7rAy0GtVkOtViMqKsphe2RkJNRqNUJCQnzuW9EwxkVJcTG/SanV3HKi1XKLAn0ZVC2B+qvWUyuVxSKJK08FjPM5Skp4P6IvsU88e2ql8kVUuXL7ib5ciSpAslI5W01EjI87K5WzoHIWQHK3o7MQEA9xXiEwhLVMLhDEfrGvPCsVUDq2yTmeytU55P8/+Xe13ErlSkzJs/88sVLJx+UceO/qPSxLVLlyKZKVqtpQvDjJzc3FN998g379+qFZs2Z+6VOn0+Gpp55CRkYG7r//frtb59VXX0VUVBQmTpxYbh8FBQXIy8uzvzYYDMovC8wYFyGFhVLgq8kkuRcqIPiIGkSgWqk8EVRyl588Fsrb85QVj+WuT09df55aqZzFgSvXn7ByyK1DzsJDPn65dcrZ9Qc4Wk7k8VBin3xswlIrguPlx7ly/bmyUsn7kp/DlZVKLl7kIsbZjSYfo/jbVSyV3LInt1I5Cyvn+bja585KJfqT49zOuV9vrFSuzudnTCYTTKKmFvi90xMUL05WrVoFo9GI8ePH+7Xf999/H1FRUUhJSUHJH18WjRs3xo4dO9CiRYtyj09KSnJ4nZqairS0NL+O0e+IX7MFBdKXsdy9I8zeBBFseCqolER5ggooLYR8jaUCpH5ciaqyrFTiuSJWKoHcaiL6dQ40ByQRJRcGrqxU7kQVUNo6JBct4nhX7j+gtKAS4k705Wzp8db1Jxdk8nnKBY1oLx9beVYq+cNVaYbISB70Hx0NhIf7xc0/Z84czJo1y+vjFPZpLE1GRgbi4uIwZMgQv/Y7e/ZszJ8/H2lpaejVqxfy8vLw8ccfo3///ti6dSs6duxY5vG7du1Chw4d7K8VbzUBpJiD/HzJigJILh2ynBCEcvBEUImbtJIoTxzJg9PlliZfrVTie02cW+yTv3Y3xvJcf+WNydmCIT/OuRyCXMiUJRA8sVLJBZPc6uVubKKdXu9otZHHOwFckISFAQkJwD33AHfcUWEL6PTp0/H888/bXx87dqzUj3tXKFqcHD9+HIcPH8a0adP8evM/deoUZs6ciXfeeQcvvviiffvAgQORkJCA559/Ht99912ZfURERATektriV1FhoZSpU1LCnwESJwRBVBxPvkcC0e0nD06Xv/bFSuVtLJW74HlXGX6eWqmElUa8F/HxQKNGvA5WaCh/HyMigDp1PJ+fC5xDHiIiIjw6TtHiJCMjAwAwYcIEv/b7v//9D4wxe1qyQKfT4Z577sGuXbv8ej7FYLU6ZuqIeifiQiZxQhBETcQTK5XS8MTt52ylksdUif3CihITw0VJnTpAgwZcmISFVf483KBYcWIymbBixQp06dIF7dq182vfDRo0AAAcPHjQwbxkMplw5MgRNGzY0K/nUwSMcZUuMnV0OsliQpk6BEEQgYWngqosK5VwZdlsXIjYbDzuxGoFoqK4G6iaUKw4WbduHXJyctxaTbKzs+0Wjh9++AEAsGnTJsTHxyM+Pt5BdGi1WiQlJSEzMxMA0LNnT3Tu3BlpaWkoKipC7969kZubiwULFuDcuXNYvnx5Jc+uGhDipKhIijexWKR9JE4IgiBqFuK+YDBIj5AQLkpq1arWeCbFipOMjAyEh4djxIgRLvefOHECw4YNc9j21FNPAeCZNPKibDabDTZZSp5arca2bdswb948fP3115g/fz4iIiKQkJCAjRs3YuDAgf6fUHUjTHu3b/O/RRqxECpKC6ojCIIgKg95vEpoqFTNWRQgjI2t1h+tihUnW7duLXN/cnIymIeBSK7aRUVF4a233nKoEBvUiIj2oiL+2mTiF57ZHJj+VoIgCMJ35EG24eH8OSyMW02ioqo13gQAKAKypiDcOAUFXBmbzXybsJ6QW4cgCKLmodPx4FfGuEtHpeLipJqzqUic1BREpo5YW0UebwJQpg5BEERNQgTCiiJvGg0XJwAPiq1mazrdkWoCIuipsFCKLykq4grZaq32i5AgCIKoQuSVfUVNE+HSiYjglpNqtqaTOPGRlJQUJCQkID09vbqHUj7yBf+Ee0eUqPamgBBBEAQRPDDGxQjArSYGA8/SCQ/3+6nS09ORkJCAlJQUj9orNiBW6axevRqJiYnVPQzPkGfqCMVcXCzto0wdgiCImoMo4GYwcCEiLCcAz9KphPomU6dOxdSpU3HkyBF06tSp3PZkOakJiMBXo5Gb6kwmfjEKgULxJgRBEDULm01a6Vml4oJEo+HxJgq4J1T/CIjKp6SEu3Xy8vjFZzZL6zqI8sUEQRBE8COs5zYbjzdRqbhLR6vlz7VqVXu8CUDiJPgR8SYmE78YVSouSjQaKd5EARciQRAEUQWI732NRkohjoiQ6puEhlbv+P6AxElNwGbjmTrFxVyIGI1SZVjK1CEIgqhZMMZjDcPDJYuJVssX/1PIatEkToIdEW9SXCwFQYkVKilThyAIouZhsXBBotPxH6winTgmRjFufmWMgqhcLBYgJ4eLEqvV0XKipYQtgiCIGoG8vomwkBgMUrZONZesl0PiJNixWCTLiU7HX4tMHZWK4k0IgiBqEmK5kogI7vKPipKydBQSbwKQOAl+5Jk6arWUqSNcOwox4REEQRCVjHDlh4RwIaLX84dOB0RHKybeBCBxEtwwxq0mhYWSWjab+YVYUkKWE4IgiJqCiDO0WiVholZzoaLRALVrK+p+QOLERwKifL0IgDWb+Vo6AHfnlJRwcx5ZTQiCIGoG4geqzcazdBjjlhKxKnEllKyXQ+Xrq4iAKF9vs/Hg19xc6bUovCYsJwRBEETNQaQO22w8zsRm4y6dSl7GhMrXExIlJfxRWMgvQJuNu3mE5YRqnBAEQdQMhEtHr5csJiEh/BEVVSnr6VQEEifBjNXK3TmFhVwtm83S2joUb0IQBFEzEIGwIt5Ep+P3BCFSYmMVdz8gcRLMiIJrBQU8vsRq5W4dm40ydQiCIGoK8qKb4eFciISHc2tJZKSi6psI6O4UrIhMnYICLlLUah5/otVKa+woTCkTBEEQlYhez4UIY1LcSVRUpceb+AKJk2CFMX7hiUX/hDtHxJ6Q1YQgCKJmIO4HOp2UQixK1teqFZzixGw24/Lly7h165Y/xkP4CxH8WlDAX4vS9SKVjKwmBEEQwY+8ZH1ICBckItYkLIyvp6PA+4HXqcT5+fn48ssvsXXrVuzevRs3btyQOtNq0b59e/Tt2xePPvoounbt6tfBEl4gMnLy8qTUYZGpU1KiSKVMEARBVBKM8XomYqE/g4G7dCq5vomveCxOfv/9d7z55ptYuXIlCgsLAQAxMTFo1aoVYmNjYTQacfPmTRw7dgxZWVmYP38+OnTogBdffBF/+ctfKm0ChBvEasQiGNZo5NuNRv5agUqZIAiCqARKSqTgV5WKW0xUKl7fRGEpxAKP3Dqpqalo1aoVMjIy0Lt3byxbtgy//PILbt68iZMnT2Lv3r3IysrC+fPnkZubix07duDll19GdnY2Ro0ahW7duuH48eOVPRdCjnDrGI28nolw6wjLCdU4IQiCCH6E5Vyr5d/7ojIswMWKQu8FHomTefPmYfLkyfjtt9/wn//8B48//jiaN2/usm1YWBiSk5MxZ84cXLhwAevXr4fFYsG6dev8Oe5qR9Hl6xnjgbBGo1TbpKiIu3KsVgqGJQiCqAmIeBObjbty5CnEYWE8GLaKrOiVUr7+119/RYMGDbwejEqlwuDBgzF48GBcvXrV6+OVjKLL14tKgEajlNtuNkv1TcilQxAEEfyI73+RlQNwkaLVVnm8SaWUr/dFmDhTr169CvdBeIhYQyc/XxIlxcWUqUMQBFHTYExa3E8Ew2q1vCqscO8oELLvByNiJeKCAn4RWq2SNYUxxfoYCYIgCD9jtXIRotVycRISwu8B0dGKdvH7tCrx7t27y22jVqsRFRWFFi1aIDQ01JfTEL4iytTn5/PXJhMXJSJjhywnBEEQwY083kRk5Ih1dQwGxaYQC3wSJ8nJyVB5eIPTaDQYOHAg5s+fj5YtW5bbfsyYMVi2bJnb/QcOHEC3bt2wd+9eLF26FEePHsWPP/4Is9mMc+fOoWnTpp5OA4WFhXj77bfx5Zdf4sKFC4iIiED79u3x+eefezRWxSLSiC0WyXIisnTIckIQBFFz0Gh4Vk5JCY87EfEmCjca+CROZs6cie+//x6bNm3CXXfdhe7du6Nu3bq4du0a9u/fj59//hkPPvggmjVrhiNHjuDbb7/F/v378f3335crHmbMmIEpU6aU2j548GAYDAZ07twZAJCZmYnt27ejY8eOiIyMxM6dO72aQ0FBAfr06YPLly/jlVdeQfv27ZGbm4v9+/ejqKjIq74UBWNclBQV8TgTrZb/TfEmBEEQNQeRQqzTcSGi0UjuHQXXNxH4JE4GDBiAt99+G59++ikmTpzoYEVhjOGzzz7D888/j++++w4LFizA0qVLMW7cOPz973/H559/XmbfzZs3L5WmvGvXLty4cQOvv/46NH/86p8xYwZSU1MBAPPnz/danLz++us4deoUjh8/jjvvvNO+/c9//rNX/SgOIU6Ki6VVic1maZ+CfYwEQRCEHxCrENts3H0TEuIYb1K7tuLvBT6NbsaMGfjTn/6ESZMmlXLvqFQqTJkyBffffz9mzpwJgLtqevbsia1bt/o0yIyMDKhUKowbN04aeAX+sUVFRVi0aBGGDRvmIEyCApuNC5Jbt6QAWBFzYrEo/oIkCIIgKogoGWGz8XomJSXSejohIXybwvHpTnXo0CHcfffdZbZp3749Dh48aH/dsWNHn2qd5Obm4ptvvkG/fv3QrFkzr493RVZWFgoLC9GyZUv83//9H2JiYqDX63HvvffiP//5j0d9FBQUIC8vz/4wmUx+GVuFEZk6oky9WE9HuHRInBAEQdQMNBouRGw2HnfCGI83qUKXjslkcrhXFojFaMvBpzsVYwxnz54ts82ZM2ccXmu1Wp+ydlatWgWj0Yjx48d7faw7fv/9dwDA22+/jR9++AFffPEF1q5di8jISAwePBhbtmwpt4+kpCRERUXZH3PmzPHb+CqEcOPk5XEhYrFwcSIKslHMCUEQRHAjXDoGgxRnotfzR3R0ldY3mTNnjsO9MikpyaPjfBIn3bp1wzfffOPWTbN582asXr0a3bp1s2/ztcpsRkYG4uLiMGTIEF+G6pKSP1Ks9Ho9Nm3ahMGDB2PQoEH497//jfr16+PNN98st49du3YhNzfX/pg+fbrfxlchRKaO1cqFiIg3EWlllKlDEAQRvIiqsFYrd+HodPx7XxRfq127Sn+kTp8+3eFeuWvXLo+O8ykgdvbs2UhKSsLAgQPRt29f9OjRw56ts3fvXnz33XcwGAx46623AHDXzLZt2/DEE094dZ7jx4/j8OHDmDZtGgx+VHpxcXEAgO7du6OWKOkLvi5QUlKSR+sARUREIDIy0m9j8gvyTB2jkV+Iwr1Da+oQBEEEPyIYljFeFVat5sJEr+epxFUcb2IwGBzu3xERER4d55M46dy5M7Zs2YJx48YhMzMTmZmZUKlUYH8otubNm2PRokX2tF+9Xo+jR4+ibt26Xp0nIyMDADBhwgRfhumW9u3bu93HGKtQsG21IhcnALeWWCySkiaXDkEQRPCjUkmL+4mMHZuNu3R0uuoenUf4JE4AoFevXvj555+xf/9+HD16FLm5uYiMjETHjh3Ro0cPhyye0NBQtGrVyqv+TSYTVqxYgS5duqBdu3a+DtMl9evXx3333Yd9+/YhLy/PbgEpKirCrl27HNxRAYXI1Ll9W7KUFBdLoiVALkqCIAjCR0S8iU7HreciKFar5ZYThdc3EfgsTgCeNtyjRw/06NHDX+Oxs27dOuTk5Li1mmRnZ9t9Vz/88AMAYNOmTYiPj0d8fLxD0I1Wq0VSUhIyMzPt2+bPn48+ffrggQcewN/+9jeoVCq8++67uHHjhkcxJ4pE1DeRu3IAKf4kUC1CBEEQRPnIS9bXqsUFil7PhYnBwBf7CxALeoXECcBTan/55RcUFBSgV69e/hgTAO7SCQ8Px4gRI1zuP3HiBIYNG+aw7amnngLAM2nkRdlsNhtsNptD2+7duyMzMxOvv/46Ro0aBYAH+u7cuRP33Xef3+ZRpYjF/XJzuVo2GvlrkalD4oQgCCL4EfEmKhW3moSEcJeOwtfTkeOzOLl06RKeeeYZfPvttygpKYFKpYL1j1/qe/fuxaRJk/CPf/wDycnJPvVfXsG25ORke4xLebhr17NnT68ryyoWxqT6JsJSYjLxZ5FCTOKEIAgiuGGMW0uiovjr0FBuUani+iYVxae71ZUrV9C1a1ds2LABgwcPxn333ecgALp27Yrr16/jq6++8ttACQ+wWrlbx2SSCrCpVJSpQxAEURMQ8SYaDX8wxsWJSsUtJwFUSsKnO9asWbNw/fp1bN++HWvWrEH//v0d9ut0OvTq1Qv79u3zyyAJDxDF1woLpRWIxfo6BEEQRHAjjzcJC+OCRNQ2CQ/nMSgBEm8C+ChONm7ciD//+c9lumwaN26My5cv+zouwhdsNr6mjihXb7Hwi9FiCSjFTBAEQXiJ8F6o1VKpelHfJDIyINbTkeOTOLl27RpatmxZZhudTofCwkKfBhUIpKSkICEhAenp6dU9FI7FwuNNiov5xWk2S3EoFG9CEAQR/DAmWUrUai5INJoqL1nvivT0dCQkJCAlJcWj9j4FxMbGxuLSpUtltvn5559Rr149X7oPCFavXo3ExMTqHoaEqGWSl8fTx4qLpVL2lKlDEAQR/FitPEtH+8etXaxnp4B4k6lTp2Lq1Kk4cuQIOnXqVG57n+5YPXr0wIYNG3D9+nWX+3/55Rds3rwZffr08aV7wlsY41aToiIpU0dYUKg6LEEQRHAjjzfR66UUYrGmjocl45WET+LkpZdegtFoRFJSEjZv3oyiP8qlFxYW2hfSU6vVeOGFF/w6WMINjPGL02yWMnWKi/k+q7XaFTNBEARRBWg0PGVYlKzX6fjrAIs3AXx063Tt2hWff/45pkyZgkGDBtm3izLwWq0WixcvRtu2bf0zSqJsbDYuRvLz+d82m7QasYe1YAiCIIgARSz0p9XygmtqNX/WaoGYmGqPN/EFn4uwjR07Fj179sQ//vEPHDx4EDdv3kRUVBS6deuGp59+2uu1dIgKUFLCL8y8POm12cyfrdaAvDAJgiAIDxDCxGLhVpKQEO7WCQnhlpTY2ICMOaxQ+fqWLVvi/fff99dYCF+xWnm8SVGRo0tHZOpQvAlBEERwIiqAl5RIAbAGA7eahIVJ2wKMwJNTRGlKSrhqLizkPkaLhQsWi4UydQiCIGoCQowIC4pazQuvBag48chycvHiRZ9P0LhxY5+PJTyAMR4EW1wsFV0zmbg5Tyx2SJYTgiCI4ERUBNfrpTgTnY4/FFDfxFc8EidNmzaFyocbnHwxQKKSEJk6Yk2dkBD+LC5YytQhCIIIToRLx2rlVhIRDBsaysVJ7doB++PUI3HyxBNPlBIn586dw+7duxEVFYUOHTqgXr16uHr1Ko4dO4bc3Fz07t0bzZo1q5RBEzJsNi5GxJo6FosUayIsJwRBEETwIYJhGeMuHca4QNHpuEAJD6/uEfqMR+Jk6dKlDq9/+ukn3HfffXjuueeQmppqTyEGgLy8PKSmpuKLL77A559/7tfBKomUlBSEhobaq95VG0KQ3LolvRaZOsLURxAEQQQnKhV35URE8O/8WrX4c0wMFykKIT09Henp6TAajR61VzHmfSGMIUOGICcnB7t27XLbpnfv3qhduzbWrFnjbfeKRpTezcrKUkb5+sJC4NIlYM8e4OZN7t65cIFvz8/n/kZy7RAEQQQfNhsXIlotcOed/MfonXfyhf7atgXatFGcW8fTe6hPaRy7d+9Gz549y2zTs2fPMsUL4SdEATajkV+gVit/2GyUqUMQBBGsiJL1Fgv/ESqCYMUjgONNAB/FiclkwtWrV8tsc+XKFZhMJp8GRXiIWHW4uJg/q9WSSLHZqMYJQRBEMCMcH7VqSYGwBgO3nARwvAngozjp2LEjvvzySxw9etTl/qysLHz11VfKcHsEM6IqoNEoLfgn4k1sNrKaEARBBDt6PRcnjHFBUlLCU4gDPN7QpwqxqampGDBgALp164ZRo0ahd+/eqFu3Lq5du4Zdu3bhn//8J0pKSpCamurv8RJybDYuSvLyuEhRqx0zdUicEARBBCeMSasQi8DX0FD+/V+rFregBzA+jf7+++/Hl19+icmTJ2Pp0qVYtmyZfR9jDDExMfj888/Rr18/vw2UcIHIzMnP50JEnqnDGAXCEgRBBCMi3sRm44JEo+EiRavlr6OjA96l77O0Gjp0KAYOHIj169fjyJEjyM3NRVRUFBITE/Hwww8jPMD9XQGBCH4tLOQXolhTp6iIPwf4xUkQBEG4QMSaqNW8VL3NxuucGAxcmATB/bdCdp/w8HCMHDkSI0eO9Nd4CG+wWnkBNqORm/UKC/k2UZSHLCdEEGO1AgP2z8C/u7yJAftnQKUCkuNPYEbCGvJoEsGP+I6PiJCCYbXagC5ZLyewnVI1GREMKyrDyjN1RHAsQQQxXXa+jaO5zRGzaQWKS0IAADtz7kHGhftx9oGnAt3lThBlI6wl4keoqBAbGRkU8YYezaCihdSuXLmCAwcOVKgPwgkhTsSaOoBjZdgguDgJwhXzTgyEavU3OJrbHADswkTwW3Ed6NZ/g53X21TH8AiicpHXN9HruTgJC+M/TEXmThD8OPXoDjZ06FB07twZa9asgcVi8bjz06dP47nnnkOLFi2wfft2nwepRFJSUpCQkID09PTqGYDI1Ll9W4o9MZulfUFwcRKEKz4497BH7frseRMf/DywkkdDENWEVstL1FsskjhRcLxJeno6EhISkJKS4lF7jwyfmZmZeO655zB06FDExsZiyJAhuO+++9CpUyfUrVsXMTExKC4uxs2bN/HTTz/h4MGD2LJlCw4fPgy9Xo9nnnkGzz77bEXmpThWr15dvXVcRGZOURFXzmKNHVEZluJNiCDj9R8fw+zTj3l1zOXiyPIbEUQgIWIKtVq+yJ9GIy32Fxur2HgTsQ6dKF9fHh6Jkz59+uDo0aNYtWoV0tPTkZGRgcWLF7ttzxhDdHQ0pk2bhmnTpqFJkyaez4DwDGEpyc11zNQRiyqR5YQIMh6uf8hrcfJk4z2VNBqCqAaEMLFaufvGYJBWImaMi5Mgcel7HDKmUqnsmTmnT5/Gtm3bsG/fPly8eBE3b95EaGgo6tSpg/bt2yM5ORl9+/ZFaGhoZY69ZmO1ckuJxcIVc36+ZDUhywkRhHSOO482ERdxqqCxR+3D1UVoG325kkdFEFUIY/yHp9XKBYlKxZ/1eu7aCaJ7rk/x7K1atUKrVq3w9NNP+3s8hCeIYNiCAm4x0Wq5xUStpkwdIqgxl3j+lZUQeakSR0IQ1YRKxX+QRkRw63lcHP8xGhlJ4oSoZmw2flEajVIxHhGoTCsRE0HMrwOfqe4hEET1IbIxdTrHeBONhgfHKjTexBcUdxcbM2YMVCqV28fBgwcBAHv37sWECRPQqVMnGAwGqFQqnD9/3qdzGo1G3HXXXVCpVJg/f74fZ1NJiDUVbt3iokS4eAD+N4kTgiCI4ELu0gkNdRQnWi23oATRd7/iLCczZszAlClTSm0fPHgwDAYDOnfuDIBnEG3fvh0dO3ZEZGQkdu7cWaFzFhYW+nx8lSPqmwiXjgiOtdn4/iC6QAmCIAhIVnLGpAX+RJZOWJhiU4h9RXF3sebNm6Nbt24OD5PJhBs3bmDs2LHQ/BHoOWPGDJw/fx5r167FoEGDfD7foUOHsGDBAnz44Yf+mkLlI2JOcnO5ELFY+DZaU4cgCCK40Wp5po7I2AF4fRO9vlqH5W8UJ05ckZGRAZVKhXHjxtm3qf1gHTCbzRg3bhymTp2Ke++9t8L9VQmMcStJcTG3lGi1/DVjtBoxQRBEsCK+4/V6bi1RqaSViEVacRChOLeOM7m5ufjmm2/Qr18/NGvWzK99v/HGGygsLMSbb76J7Oxsr44tKChAXl6e/bXBYIChqi4Oq5WLk8JCfkGKTB2bjVw6BEEQwYb44Wm1cveNVssfoaFcqNSurViLuclkgkkssQJ+7/QExd/JVq1aBaPRiPHjx/u132PHjuGdd97Bp59+inAffHVJSUmIioqyP+bMmePX8blFBL/KY2SE5UQETBEEQRDBB2PcSqLRcGGi1/MUYgXHm8yZM8fhXpmUlOTRcYoXJxkZGYiLi8OQIUP81qfVasW4ceMwfPhwPPDAAz71sWvXLuTm5tof06dP99v4ykWsqSPK1ZtMkqomywlBEETwoVJJLhwhUhgDoqK49UShTJ8+3eFeuWvXLo+O89itYzKZ0KtXL0RGRmLTpk3QuflnmM1mDBw4EIWFhdizZ4/bdp5w/PhxHD58GNOmTfOry+SDDz7A2bNn8a9//Qu3b98GALuLpri4GLdv30atWrXswbeuiIiIQGRkNazbIeqbGI38gjSZuMmPMnUIgiCCE1E+QqeTAl9FKnF4uKLFiXPIQ0REhEfHeXwnW7lyJbKysvDyyy+XKTj0ej1eeuklHDp0CCtXrvS0e5dkZGQAACZMmFChfpz58ccfkZubi5YtWyImJgYxMTG45557APAsoJiYGPzwww9+PadfsdmAvDwpjdhqldbUIXFCEAQRPJSU8GdRsl6j4WJEq+VCJS4uKN35HltO1qxZg5YtW+JPf/pTuW0HDBiAli1b4uuvv8aYMWN8GpjJZMKKFSvQpUsXtGvXzqc+3PHKK6+UGtfVq1fxl7/8BVOmTMHw4cPRokULv57TLzDGRUhhoRT8ajLxC1METJE4IQiCCB5EfROVirtwbDYeZxISwp89tEQEGh6Lk6NHj3pVT6R3797YuHGjT4MCgHXr1iEnJ8et1SQ7O9vuuxJWjk2bNiE+Ph7x8fEOQTdarRZJSUnIzMwEALRu3RqtW7d26E9Ul23evDmSk5N9HnelIlLJhGsnLIxn7Yg1dUiYEARBBB+iRER4OBcpYWF8e2ysol06FcFjcXLjxg3UrVvX447r1q2Lmzdv+jQogLt0wsPDMWLECJf7T5w4gWHDhjlse+qppwDwTBp5xVibzQabiMkIZETwa14eFymiUixl6hAEQQQvNpu0+rCoDAvwoFit4iuC+ITHswoNDUV+fr7HHRcUFCBE/AN9YOvWrWXuT05OBhPmrnLwpF3Tpk097q/aEK6b/HxHK4rI1AmyCoEEQRA1GhFvYrHwKrBqtVSELTSUu3WC9Eepx36ARo0a4fvvv/e448OHD6Nx48Y+DYpwg9XKS9QXFvKLtLiYX7xWK79Ag/QiJQiCqNFoNDzexGLhrh29nr9WcH2TiuKxOElOTsbBgwdx+PDhcttmZWVh//796NOnT4UGRzghUoYLC/nFabU61jmhmBOCIIjgQbjsdTouROSrEEdHB13Jejke382efvppqFQqDBs2DKdOnXLb7qeffsKwYcOg0WjsMSCEH2CMixCjUcrQMZu5IBGmPxInBEEQwYEQJiKFWLjtQ0P59piYoF5HzeOYk1atWmHmzJlIS0tDx44dMXToUPTt2xcNGzaESqXCpUuXkJmZidWrV8NkMuGNN95Aq1atKnPs1UpKSgpCQ0MxdepUTJ06tfJPKGJMiov5xWow8L8B/jqIL1KCIIgah0hysNm4IFGppIJrISEBl0Kcnp6O9PR0GEVNrnJQMS+jQGfPno033ngDFosFKqcYB8YYdDod0tLSqracexVy5MgRdOrUCVlZWUhMTKy6E1sswNWrwIkTwKFD/CI9c4YLlOxsfiFXIACZIAiCUBDyYNimTbkYiY8HGjQAGjYEOnXioiXA8PQe6nUO0muvvYbRo0dj8eLF2Lt3L65evQrGGBo0aICePXti7NixaNKkSYUGT7hABL7m5nJ/o8jUsdkoU4cgCCLYENmZOh2vayLqm4jg2CCONwF8ECcA0KRJE8yaNcvfYyHKQqxGLNKIjUZJmFCmDkEQRPAgXDomE48tka+no1YDtWsHfYxhcM8umLDZuAvHZOIXqM3GlbXI1KGYE4IgiOBAHm0hBEloKLeWhIVJFWKDGI/FyfPPP1+qMNrPP/+MDRs2uGy/bNky9O3bt2KjIziMcReOKFsP8HonWq20GjFZTgiCIIILnU5aT6dWLf49HxER9C4dwAtx8sEHH+DgwYMO21atWoUhQ4a4bH/+/Hn72jdEBWGMu3QKC6XMHIuFX7A2G1lNCIIgggmRnSlWIC4p4a4djcbRzRPEkFsnEBCxJQUF/Nls5i4esRoxQRAEERyIQFiLRXLliPRhrbZGxJsAJE4CA7HIX16edFFaLI7qmiAIggguxCrEISFcpEREBHXJejkkTgIBeaaOSsXjThiTirDVABVNEARRY1CppJRhxrgoYYy/1umqe3RVAt3VfCQlJQUJCQlIT0+v/JNZrTwrx2x2XFPHaqU1dQiCIIIJxvj3u07Hv+9LSrh7R60O6GDY9PR0JCQkICUlxaP2PtU5IYDVq1dXTYVY4XssLuYPsRqxWk2ZOgRBEMGEvCqsWOhPBMUaDDzeJEC/78VSL6JCbHl4JU6OHTuGL774wuE1ACxfvhzOVfDFPqKCCHFSVCQFSJlM0grFFG9CEAQRHIj7qFrNs3IA/p2v1wORkTUm3gTwUpysX78e69evd9jGGMOYMWNKtWWMlVp7h/AB4b7Jy5MydcSqxDYbuXQIgiCCDY2GF1oT8SZqNRAdXSNSiAUei5Mnn3yyMsdBuEOsoVNQwC9YsYS2WE6bLCcEQRDBg9UqZecA0orEkZE8lbiG4PFMlyxZUpnjINwhMnVEGrFw6RiNtKYOQRBEsCCPN4mO5t/3Wq1U4yQqqkZ935NPQOnIg2H1ev66pER6kOWEIAgieBApxDYbjzHR63np+hoUbwJUMFvn4sWLuH79OgAgPj4eTZo08cugiD8QLhyTiT90Oh4Yq1ZLqxETBEEQgY9w1et0PN5EpZJcOrGxAZtC7CteW05ycnLw4osvon79+mjWrBm6du2Krl274s4770SDBg3w0ksvIScnpzLGWvOw2Xi8ifOaOuIipmBYgiCI4ED8GDUYJCEiKsTWqlXjrORe3d3OnDmDe++9F++//z6uXbsGjUaD+Ph4xMfHQ6PR4OrVq3jvvfdw77334uzZs5U15pqDuFhv35aEitksFekhywlBEETgU1IiZWAKa0l4uFTfJCqqukdY5XgsThhjGDVqFM6fP4+kpCRs374dBQUFuHr1Kq5evYqCggJs3boVvXv3xvnz5zF69OjKHHfNwGLhYqSoiKtmkbkDULwJQRBEMKFScWt4ZKRkQRHxJ6Gh1T26KsdjcbJ9+3YcOnQIjz32GDIzM9G3b1/oZTnXer0e999/P3bs2IGhQ4fiv//9L7Zt21Ypg1YCVVK+njEuRvLyeNS2yNQpLOT7yXJCEAQR+IgEB73eMd5Eq+WZOyEh1T3CCuNt+XqPxcnXX38Ng8GABQsWlFlcTaVS4eOPP4ZOp8M333zjafcBx+rVq3Hy5ElMnTq1ck4ghIkIhjUYJJeO2E+WE4IgiMCGMS5GzGYuSHQ6x2DY2rWDIr5w6tSpOHnyJFavXu1Re49nfOTIEfTo0QPx8fHltq1Tpw569uyJI0eOeNo94QqrldczsVj4a6NRCoolqwlBEETgI35wlpRwC4moDmswcIFSA106gBfi5OLFi2jbtq3HHbdt2xYXLlzwaVAEpFL1RUX8b0CynFCmDkEQRPCgUnGXTlQU/74XVpNatUiclEdeXh6io6M97jg6Ohr5+fm+jIkQ2Gw8U0cs8mcySZk6JE4IgiACH/GdrtFwgWKzccuJVssX/6th9U0EHt/hzGYzNF7EOKjVaphFZgnhPWYzrwprNHIhYjZzRV1SQpYTgiCIYEB8n4sV5/V6KX1YrQbi4mrsd71Xs66KVYbHjBkDlUrl9nHw4EEAwN69ezFhwgR06tQJBoMBKpUK58+f9+gceXl5mD17NpKTk1GvXj1ERETg7rvvxttvv43i4uJKnJ0XiAs2P58raLOZK2qjUQqgIgiCIAIb8V0eFsaFiIgzqYEl6+V4Vb4+LS0NaWlplTQUzowZMzBlypRS2wcPHgyDwYDOnTsDADIzM7F9+3Z07NgRkZGR2Llzp8fnuHjxIj744AM8/vjjeP755xEREYE9e/YgLS0N27Ztw7Zt26pEiLmFMclqIsrW5+XxfWJxKMrUIQiCCA5EynBJCRckJSW83omsXEdNwytxwkRUsYf4coNv3rw5mjdv7rBt165duHHjBl5//XW7a2nGjBlITU0FAMyfP98rcdKsWTOcP38e4TJV2rdvX4SHh+Oll17Cvn370LNnT6/H7ldKSqQ04pAQWlOHIAgi2BDxJlotFyLyjJ3IyBobbwJ4IU5KxC/2aiAjIwMqlQrjxo2zb1NXwA8X7sZU1qVLFwDAb7/95nPffkEs9pefL/kkKVOHIAgieBD3VKtVKlUPcHGi1/PF/mrwD9EKrUpcFeTm5uKbb75Bv3790KxZs0o9144dOwDAo5TpgoIC5AlXCwCDwQCDv1SuECS5ufzCFevqiLV2tIp/2wiCIIiykHsi5C4dvZ7Hm0REVNvQ/InJZILJZLK/Ligo8Og4xf8EX7VqFYxGI8aPH1+p5zl+/DjeeecdDBkyBO3bty+3fVJSEqKiouyPOXPm+G8wVit345hMUtl6sRoxQJYTgiCIYEGjkQJfIyP593xUVNDEm8yZM8fhXpmUlOTRcYq/y2VkZCAuLg5DhgyptHOcP38eDz30EBo1aoRFixZ5dMyuXbuQm5trf0yfPt1/AxJ1TUSmjsXCtxUVkVuHIAgiWLDZuBsnJESKN1GpuNVEuHkCnOnTpzvcK3ft2uXRcYr2Dxw/fhyHDx/GtGnT/OcyceLChQvo06cPtFotMjMzERsb69FxERERiIyM9P+AGOOWEqORu3I0GmklYrKcEARBBD4i3sRk4tYStZo/tFouUIIo3sQ55CHCQ3eVou9yGRkZAIAJEyZUSv8XLlxAcnIyGGP47rvv0LBhw0o5j1cwxi9ckUas0fC0YpWKu3tImBAEQQQHGg134ZSUSOvpREYGTbxJRVCs5cRkMmHFihXo0qUL2rVr5/f+L168iOTkZNhsNuzcuRNNmjTx+zl8QgS/FhRwd45Ox0UKQMXXCIIgggGReanXc1HCmBR3EhcXNC6diqBYcbJu3Trk5OS4tZpkZ2fbfVc//PADAGDTpk2Ij49HfHy8Q9CNVqtFUlISMjMzAQDXr19Hnz59cOXKFWRkZOD69eu4fv26vX3Dhg2rz4pSUsItJLm50mvh1qFMHYIgiMBHZF6GhXE3jhAnKpVjWnENRrF3uoyMDISHh2PEiBEu9584cQLDhg1z2PbUU08B4Jk08qJsNpsNNpvN/vrkyZM4e/YsAGD06NGl+k5NTa30SrhusVq5xaSggLtwTCYpnRggtw5BEEQgU1LCRYhY4E+l4u4crZY/R0VV9wgVgWLFydatW8vcL2JFPMG5nTfHVjli9eHiYm7yKyiQ1tQBSJwQBEEEOioV/y6PjOQ/PqOiePxJdHSNXk9HjmLFSY1EVIItLuYPsRqxWi1Fd5M4IQiCCFzEd7lOxy0ngFSyPjqa/00oO1unxiFWIi4q4s9arWQxoUwdgiCIwEYkNZjNfOVhnY5/r0dE8OfoaPqe/wOynCgJm40/cnO5OLFYJAuKUt1QBEEQhGeI7/GSEi5ONBruvtfp+Otatap3fAqCJJqPpKSkICEhAenp6f7rtKRECobVaqWIblEx9o8VmQmCIIgARaXigkTEm4SG8m2RkUHt0klPT0dCQgJSUlI8ak+WEx9ZvXo1EhMT/dup1crNfWJBQZGpI1KJqcYJQRBE4CLqm2g0UgpxaKgkVoJYnEydOhVTp07FkSNH0KlTp3Lbk+VESQghYjLxi1SsqSNWJCbLCUEQRGAihInJxAWJwcBd9kKQxMdTvIkM+k8oBREMKzJ1xEUs8uEBspwQBEEEKiIYVqWSFvgLDeWP8HBKIXaCxIlSEOKksFDK1BFr6lC8CUEQRHCg1fKF/Ww2LkhKSnggbCUtbhuokDhRCjYbd+vk5UlVYkWsiciLJwiCIAITxqQfmnq9lLGj1fIibHp9dY9QUZA4UQoitqSwUMrUEQv+lZSQ5YQgCCJQET8wRXaOTse/00XcSe3aFG/iBP03lIKwluTm8ou2uNhx0T+KNyEIgghM5HWqIiOlLJ2QECpZ7wYSJ0pAxJuYTFKmjqhvQpk6BEEQwYGoBsuYJFIiIsil4wISJ0pBxJgUF/PXRUWUqUMQBBEs2GxSCnFJCRckajUPhiVxUgoSJ0rAZpMqw1qt0gKAlKlDEAQR2Ih4E5OJixCtlj9E2fq4OPrx6QKqEOsjKSkpCA0NtVe9qxCiTH1hIX9tMgH5+cDt2/xZ7BdtxXLbAlcXtsinLw95G/G3u2d353LXH0EQBMERqw7bbJIrJzKyxqynk56ejvT0dBjFYrblQOLER/xavl7EmxiN3ORnMABNm3IToM3GlbdKJQVViUqDAN8n3y4QIkberjxB46of5/Zy0ePchzinu9fOgsn5eHf9uqI8IeWu77L6IgiC8Dfi+1Snk6rB1qoliRWdrtqGVpV4W76exIkSUKulAjxFRUBODr+g9XogJsax3olcjIgFAcVrV8KAMek4cazYJvqQ49yHWi2tluzcnjH+wdLr+XHC/aRWS/04Cybn88sFkUoliSi5ACvPcuMs3pznU5ZwkQso5/PJKzqWJZw8tVK5GgNZqQgiuBFu+ogIICyMvw4L4/siI7mLhygF/VeUQEgI0KABMHgw0LOnlKHjrviauHGLdXisVv4ssn5EQTchRpwFhVj9WFhrjEbHwm+iWJBcTIhj5X2YTFJGUUkJ70MIGSEYhICSj0G0FTd1ZyEiFzBy8eUssJyR3+DlgkwcK3eJiWA0jUYah9yy5EpUOVup5ALQ2bIl3y4fm3OfrqiolcoT158vVip3Y3PXpry+CCLYkf9wCgvjf4sfdAYDL75GnwmXkDhRCiJIqn796huDs1XD3X6xQKEQQeJR1rGAJDbkqy3LjxcixtlCJM4tRJjJxC1MJpM0DvmxclEl70OIMrmAE8fKxZh8DHJxI84hLERya49cVIl2zqLG1f9GfDEJa5EQbuKc8vmLLzWgfFHlykol3+4sqqrKSiXf5iywnPtwNYbKcv2RlYqoLMRntFYt/t0QFcW/62vV4tYUwiUkTggJVzc7V+j1kllSCThbNVztF5YmIYjEis9lCQfnY4WoEuJGZFnJxY0rISAsVPJaNs5WKsB1/JDcGiYXg2Kbs5tPiChxrGijVksuOmeR4Px/kAs0VxYe55u7/DyiP4FGw0WVOL9w+clFiKs5O7v+XI3BlcXNlYvNWyuVfLs4viJWKlf9u8OdlcrVs7tzebKPqBrENazVSt+ZoaH8OS6OUojLgMQJEfjI413KQklfBOVZqQDJiiJq38itVZ4ea7FIFie5lUpYjcRYnN1uwsIkhJXZLL2WxyC5c/05W6nk4spicYyHciVuhIjSaBzPIRcFzq6/sqxUoi/A8dzObkOxX6vlokoIDyE+nK1U8r5EH67EkPNr5wB1cV7nY8oSVWWJFvn4nP921Yer48lKVTHE/9xkcqxlEh7Or0WKNykT+s8QRHUQiFYqTwSVEBrCQiUXJHI3mbtjRQyTEGLCwiSvluwqHgqQ4qCMRsk65YuVSsRrifNbLNKx8gBxZ2uT2K7R8HZivs5WF3cB6q7+t+JYuUhzFaAuBLq4AbqyVMnnKn8/3VmphMvSmwD1sgSVaF+e6688K5UnospTgeMvUeVqn/y6Cg/nQkSjkWqcREZ6NsYaCokTgiA8w1NBJU+ZVALluf0AydIjhJCrwHJPjxVWJmcXoHwszscWF0uuQ9GXEEbu4qjEs7N7sSzrmDsrlXhf5QJOLkrcWZrk/cv/32LxUiHSXJ1XnFOjkQSd3EpVnqhytlK5e4/kVipfXX/liRVnESXOC0jvQ34+ULcu/99ERkruHcIlJE4IgghuvHH7KWUBNm/cfnIhIgLOyzsWkMSPEEByi5UQWvIbrfzmLXf7icB08RDCTC4a5JYZ8exspRJjFwLIuYyB3FoljpNbqVy50rxx/QmxVFZwuxAhIoFB7vYT1i3n4HZRCVbEXhUVAbGxyhLwCoTECUEQhNLwxu2nFDwRVIB7K5UQSd4eK17LM/5cjUUIMCGohGVLWK2crWSuXH9CQAGOi7OKczsLpbAwnoHZrh0XJGFhXMTUq1f+e1vDIXHiI34tX08QBBHoeCqoAOVZqcpz3QlLjxBFwioiLE3ujhUWk+hoyVLiKji5BuBt+XoVY2W9I4QzovRuVlaW/8rXEwRBEEQNwNN7KNmVCIIgCIJQFCROCIIgCIJQFCROajgmkwlpaWkwiSCvIIHmFVjQvAILmlfgEWhzo5gTLwm2mJO8vDxERUUhNzcXkUFUFIjmFVjQvAILmlfgoZS5UcxJNZKenh5Qbav7/NU9L2/6DdZ5edM2WOflTVual3dU97y8bVvd56d5AWCEV2RlZTEALCsry22bNm3aeNxfdbfNzc1lAFhubm61nL+y2nozL2/6DdZ5edM2WOflTVuaV2DNy9O2wTovxpTzXe/JPZQxxqjOiZeIHO1Tp06V2ebIkSMe91edbQsKCgAAx44dQ0Q5y3dX91i9aevNvLzpN1jn5U3bYJ2XN21pXoE1L0/bBuu8AOV814t7Z3n1TijmxEtWrlyJ0aNHV/cwCIIgCCJgWbFiBUaNGuV2P4kTL7lx4wa2bNmCpk2bIpQWbiIIgiAIjzEajTh//jweeOAB1K5d2207EicEQRAEQSgKytYhCIIgCEJRkDghCIIgCEJRkDhRIDt27MC4cePQunVrhIeH44477sDDDz+MrKwsh3YfffQRunXrhtq1a8NgMKBx48YYMWIETpw44bLfCxcuYNy4cWjQoAEMBgPuuOMODBkypNzxnD9/HiqVyuXjyy+/LNX+7NmzePTRRxEdHY2IiAj0798fR44cUdy80tLS3M7LeW7u2oaEhPh9XkuXLi1zXHPnzi13bhaLBbNmzULTpk1hMBjQunVrLFiwwGXbqnq/KjqvrKwsTJ06FXfffTdq1aqFunXr4v7778eOHTtKtQ2k90upn6+Kzstfny+gcr4Tr169iqeffhp33nknQkND0aRJE4wfPx4XL14sc14CJX7GKjovf33G/AGlEiuQTz75BDdv3sS0adOQkJCA7OxsvPvuu+jWrRu2bNmCvn37AgBu3ryJgQMH4p577kFMTAzOnj2LuXPnomvXrsjKykKrVq3sff74449ITk7GnXfeifnz56Nhw4a4cuUKtmzZ4vG4/vrXv2LkyJEO21q2bOnwOjs7G7169UJMTAwWL16MkJAQzJkzB8nJyejevTvMZrNi5jVhwgQMGDCg1PaJEyfizJkzLvdt3rwZUVFR9tdqtRrz5s3z6/s1aNAgHDhwoNS5Z86ciW3btnkkvJ566iksX74cb775Jjp37owtW7Zg2rRpyM/Px6uvvmpvV5XvV0XntWrVKhw6dAjjxo3DPffcg8LCQnz66afo168fli1bhieeeKLUMYHyfgHK+3xVdF7++nwB/v9ONJlM6N27N27duoVZs2YhISEBp0+fRmpqKrZs2YJTp06hVq1aZc5PiZ+xis7LX58xv+Bx9RSiyrh27Vqpbfn5+axu3bqsX79+ZR578uRJBoDNmDHDvq2kpIR16NCBdejQgRUXF3s9nnPnzjEAbN68eeW2femll5hOp2Pnz5+3b8vNzWW1a9dmf/7zn0u1r855ueLcuXNMpVKx0aNHO2xPTU1lAFh2dnapY/z9frmioKCARUREsJ49e5Y7hx9//JGpVCr297//3WH7xIkTWWhoKLt586Z9W1W+XxWdl6v/s9VqZe3bt2fNmzd32B5I75dSP1+u8GZervDl88WY/9+zbdu2MQBs0aJFDm3/+c9/MgBszZo1Zfap1M9YReflr8+YPyC3jgKpU6dOqW0RERFISEjAb7/9Vuax8fHxAACtVjKK7d69G8eOHcOzzz4Lg8Hg38E6sXbtWvTt2xdNmjSxb4uMjMSjjz6Kbdu2wWq1OrRX2rwWL14MxhgmTJjg8TH+fr9c8dVXX6GgoMCjca1btw6MMYwdO9Zh+9ixY2E0GrF582b7tqp8vyo6L1f/Z41Gg06dOpU7nvL6qc55eUMgvV+u8OXzBfj/PdPpdADg8IsfAKKjowGgXNeEUj9jFZ2Xvz5jfqFSJA/hd27fvs2ioqLYkCFDSu2zWq2suLiYnTp1ij388MOsTp067OLFi/b9b7zxBgPAVq9ezQYOHMgMBgMLDw9ngwYNYqdOnSr33OKXXVxcHNPpdCw0NJT16NGDrV+/3qFdUVERU6lU7KWXXirVx8cff8wAsNOnTytmXs7YbDbWqFEj1qJFi1L7xK+EevXqMbVazerUqcMef/xxduHCBZd9VWRerujevTuLjIxkhYWF5c5jxIgRLD4+vtT2goICBoBNnz6dMVb171dF5+UKi8XCWrRowTp27OiwPZDeL6V+vio6L2f8+fmq6NwsFgvr1KkTa9u2LTt06BDLz89nWVlZrEOHDiwxMZGZzeYy56LUz1hF5+UKf33GvIXESYAwatQoptVq2eHDh0vtMxgMDAADwO666y528uRJh/2TJ09mAFhkZCQbP3482759O1u+fDlr0qQJq127Nrt8+XKZ5758+TKbOHEi+9e//sX27NnDVq5cybp168YAsIULF9rb/f777wwAmzNnTqk+hFlx//79ipmXM5s2bXI7/i+++ILNnj2bbdy4ke3YsYPNnTuXxcbGsrp167JLly6Val+ReTlz6tQpBoBNnjzZo3n079+ftWrVyuU+vV7PJk2axBir+verovNyxWuvvcYAsHXr1jlsD6T3S6mfr4rOyxl/fr78Mbe8vDw2ePBgezsALDk52cEl4w4lf8YqMi9X+Osz5i0kTgKA119/nQFgCxYscLk/KyuLHThwgK1YsYJ16tSJ1a1bl/3444/2/RMnTmQA2AMPPOBw3NGjRxkA9tprr3k9JrPZzDp27Mji4uKYxWJhjEkfxLlz55ZqLz6IBw4cUOy8hg4dyrRaLbty5YpH7f/73/8ytVrNnnnmGYftFZ2XMy+++CIDwL7//nuPxtW/f3/WunVrl/v0er395lLV71dF5+XMwoULGQD2wgsveNReqe+XK5Tw+fL3vPz1+WKs4nMzm81s4MCBrFGjRmzhwoVs9+7dbNmyZaxly5YsMTGR3b59u8yxKfUzVtF5OeOvz5gvkDhROGlpaQwAmz17tkft8/LyWJ06dRwCrV555RUGgL333nul2tevX58NHDjQp7HNnTuXAbCrd29MmEqbV3Z2NtPr9ezhhx/2+BjGGGvdujXr0qWL/bU/5iXHbDazOnXqsHvuucfjMVWGyVkJ85KzePFiplar2aRJk1hJSYnHxynx/XJHdX++5FR0Xv76fDHmn7l98sknLoXWmTNnGACWlpZWZp9K/YxVdF5y/PUZ8xUSJwpGXKzeXFCMMda7d28HVS8UuqubeL169digQYN8Gt+cOXMYAPbTTz/Zt7Vs2ZINGDCgVNvJkyez0NBQZrFYFDmv9957jwFg3377rVdjatWqFevWrRtjzH/vl5w1a9aU+UvKFbNnz2YASv1CPXDgAAPAVq5cad9Wle+XHF/mJRBfmmPHjvXqS5MxZb5f7qjuz5ecis7LH58vxvz3nk2ePJlpNBpms9lKtY2Li2NDhw4tsz+lfsYqOi+Bvz5jFYHEiUIRwZ6vv/66V8dlZ2ezmJgY9tBDD9m33bp1i4WFhbH+/fs7tM3KymIA2Jtvvun1+MxmM+vQoQOrXbs2s1qt9u0vv/wy0+v1DkFaeXl5LD4+ng0fPlyx82rbti1r0KCBw1zK48CBA0ytVrNnn33Wr/OSM2jQIBYSEsJycnI87lOkOTqbksWXodz3XJXvV0XnxRhjS5YsYWq1mj3xxBMuv4DLQqnvlyuU8PmSU9F5VfTzxZh/vxNnzZrFALCDBw86tD19+jQDYD+nO5T6GavovBjz32esopA4USDz589nANiAAQPYgQMHSj0Y4xHdnTt3Zu+//z7797//zTIzM9knn3zCWrduzcLCwkqZ9USfTz75JNu8eTNbunQpa9SoEWvcuLHDB2nZsmVMo9GwZcuW2bc999xz7Omnn2arVq1i3333Hfviiy9Y586dGQC2ZMkSh/Ncv36d1a9fn919991s7dq1bOPGjax3796sVq1a7OWXX1bUvAQHDx5kANirr77q9j1p3749e+edd9i3337Ltm3bxmbPns2io6NZgwYN2MyZM/0+L8a4v1qj0bCRI0e6HZe7eU2YMIEZDAY2b948tnPnTvbqq68ylUpVymRc1e9XReb1r3/9i6nVapaYmMj27dtXajzyWjeB9H4p+fNVkXkJKvr5unz5st+/Ey9evMiio6PZHXfcwT755BO2Y8cOtmjRInbnnXey8PBwB2tVIH3GKjovf33GvE1GcAWJEwWSlJTkEGnt/GCMseLiYjZhwgTWpk0bFhERwbRaLWvYsCEbPXo0O3HihMt+Fy5cyNq1a8f0ej2Li4tjo0aNYr/99ptDmyVLlpT6UszIyGBdunRhsbGxTKvVspiYGPbAAw+wLVu2uDzPr7/+yh555BEWGRnJwsLCWL9+/VhWVpbi5iWYOHEiU6lU7MyZMy77Z4z7mFu0aMHCw8OZTqdjTZo0YVOmTGGXL1+utHkJ0/GOHTvcjsvdvMxmM0tNTWWNGzdmer2e3XXXXeyjjz5y2UdVv1++zuvJJ58sczznzp2ztw2k90vpn6+KXIeMVfzzxVjlfCf+8ssv7PHHH2dNmzZlBoOBNW7cmA0fPrxU20D7jFVkXv76jPkDFWOMgSAIgiAIQiFQhViCIAiCIBQFiROCIAiCIBQFiROCIAiCIBQFiROCIAiCIBQFiROCIAiCIBQFiROCIAiCIBQFiROCIAiCIBQFiROCIAiCIBQFiROCIAKSmTNnIiQkBJcuXfL4mKZNm6Jp06aVNyg3rFmzBiqVCpmZmVV+boIIREicEAThMSqVyuGh0WgQFxeHPn36YPny5Siv4PTKlSvtx27dutXncfz222+YP38+/u///g8NGzb0uZ+q4tFHH0ViYiKef/55lJSUVPdwCELxaKt7AARBBB6pqakAAIvFgl9//RVr167Fzp07cfjwYXz44Yduj/v888+hUqnAGMPChQvxpz/9yafzv/nmmzCbzXj55Zd9Or46eOWVV/DYY4/hyy+/xMiRI6t7OAShaGhtHYIgPEalUgFAKQvJvn370Lt3bzDGcPbsWZeuk9OnT6N169YYOHAgrly5ghMnTuDSpUuoU6eOV2PIzc1FgwYNkJycjP/85z9eHSvGdf78ea+O8wcmkwn169dHQkIC9u7dW+XnJ4hAgtw6BEFUmB49eqBNmzZgjOHw4cMu2yxcuBAAMGbMGIwdOxYWiwVLly71+lyrVq1CUVERhg8f7nI/Ywwff/wx2rZti5CQENxxxx2YOnUqcnNzy+23T58+iImJQUhICNq0aYO33noLJpPJZfuVK1ciMTERoaGhqFOnDh5//HFcvnwZycnJdhEnx2Aw4JFHHsG+ffvw008/eT1vgqhJkDghCMIviFgKrba0t9hsNmPZsmWIjo7Gww8/jFGjRkGv12PRokXlxqk4s23bNgBA9+7dXe5/9tln8de//hW3bt3CpEmTMGLECGzZsgX3338/zGazy2PGjx+PkSNH4syZM0hJScHUqVMRGxuLGTNmYMCAAbBYLA7t582bh9GjR+P8+fN48sknMXbsWJw4cQI9evTA7du33Y5djFnMgSAINzCCIAgPAcBcfW3s2bOHqdVqptfr2e+//15q/6pVqxgANmXKFPu2IUOGMABsx44dXo2hbt26LCoqyuW+ffv2MQCsefPm7ObNm/btRqORdevWjQFgTZo0cThmyZIlDAAbOnQoMxqNDvtSU1MZAPb+++/bt505c4ZptVpWu3ZtdvHiRfv2kpISNmLECLf/I8YYO3bsmP1cBEG4hywnBEF4TVpaGtLS0vDaa69hxIgR6NevHxhjeOedd9CgQYNS7T///HMA3KUjGDt2LADJ3eMJZrMZ165dcxunsmTJEgDAa6+9htjYWPv2kJAQzJkzx+UxH374IXQ6HRYuXIiQkBCHfTNmzEBcXBxWrlxp3/bPf/4TVqsVf/3rX9GoUSP7dpVKhblz50Kj0bgdf7169QDwbCOCINxD2ToEQXjNrFmzHF6rVCosXrzYQXwIfv31V+zcuROtW7dG165d7dsHDhyIunXrYs2aNbh58ybi4uLKPe/NmzcBADExMS73HzlyBACQlJRUal+vXr1KuZyKiorwv//9D7Vr18YHH3zgsk+DweAQI3L06FEAQM+ePUu1bdKkCRo1auQ24FYIphs3brjcTxAEh8QJQRBew/6IEyksLMT+/fsxbtw4TJkyBc2aNSslDBYuXAjGWCnhotVqMXr0aLz77rv44osv8Nxzz5V73tDQUABAcXGxy/0i6LVu3bql9omaLHJu3boFxhiys7NLCS53lHUOsd2dODEajQCkeRAE4Rpy6xAE4TPh4eHo378//v3vf8NqtWL06NEoKiqy75dn5Lzyyiuliri9++67ADx37URHR0Ov19stKM5ERUUBAK5du1Zqn81mK3WcaN+xY0cwxsp8CCIjI92eo6ztgGT58TZ9miBqGiROCIKoMPfccw8mTpyIS5cu4f3337dvX79+Pa5fv45WrVph/PjxLh9NmzbFqVOnPK79cffdd+PKlSvIy8srtS8xMREAsGvXrlL79uzZA6vV6rAtIiICbdu2xYkTJ5CTk+PR+Tt27AgALsd74cKFMuNJhHuoQ4cOHp2LIGos1ROHSxBEIIIyMlEuXbrEQkJCWHR0NMvJyWGMMda/f38GgH311Vdu+/z0008ZAPb44497NIYXXniBAWDbtm0rtW/v3r1eZ+tkZGQwAOzhhx9mt27dKtVnTk4Oy8rKsr/+9ddf3Wbr/OUvfynzfzRz5kwGgH377bcezZUgaipUIZYgCI9xVyFW8Oyzz+LDDz/EK6+8gkmTJqF58+aIi4vD77//Dr1e7/KY/Px81K9fHyUlJbh8+TKio6PLHMOBAwfQvXt3vPjii5g3b16p/c888wwWLFiA+vXrY+jQodDpdFi/fj1iYmLs43COCZk6dSr+8Y9/IDY2Fg888AAaN26MnJwcnDt3Drt378bYsWPx6aef2tvPmTMHr776KmJiYjB8+HBERUVh27ZtyMnJQVRUFI4fP+5yDZ377rsPP/30E37//XeEhYWVOU+CqNFUszgiCCKAQBlWAcYYu3r1KgsLC2NhYWFsypQpDAB77rnnyu137NixDAD76KOPPBpHx44dWf369ZnVai21r6SkhC1YsIC1bt2a6fV6Vr9+ffbUU0+x27dvsyZNmpSynAi+/fZbNmjQIBYfH890Oh2rW7cu69y5M3vttdfYqVOnSrX/4osvWIcOHZjBYGC1a9dmo0aNYr///jtr27Yti46OLtX+9OnTDACbNm2aR3MkiJoMWU4Iggg4Vq1ahZEjR2LNmjUYMmRIdQ/HTl5eHurWrYsOHTrgwIEDDvteeOEFfPzxxzh16hTuvPPOahohQQQGFBBLEETAMWLECHTt2hVpaWlel7/3B9nZ2aVK2lutVrzwwgsoLi5GSkqKw74rV67gk08+wV//+lcSJgThAWQ5IQgiIDl+/DjWrFmDiRMn4o477qjSc3/66aeYOXMm7r//fjRq1Ag5OTnYvXs3fv75ZyQmJmLfvn0O1WYPHDiArVu3Ytq0aeXG1BAEQeKEIAjCa44ePYq///3v+P7773H9+nUwxtCsWTOkpKTgb3/7GyIiIqp7iAQR0JA4IQiCIAhCUVDMCUEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQioLECUEQBEEQiuL/AbKe5KKnPLHdAAAAAElFTkSuQmCC", 742 "text/plain": [ 743 "<Figure size 600x600 with 1 Axes>" 744 ] 745 }, 746 "metadata": {}, 747 "output_type": "display_data" 748 }, 749 { 750 "data": { 751 "image/png": 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", 752 "text/plain": [ 753 "<Figure size 600x600 with 1 Axes>" 754 ] 755 }, 756 "metadata": {}, 757 "output_type": "display_data" 758 } 759 ], 760 "source": [ 761 "for target in targets:\n", 762 " ra = df[df['TARGET']==target]['RA']\n", 763 " dec = df[df['TARGET']==target]['DEC']\n", 764 " fp1_ra = df[df['TARGET']==target]['FP1_RA']\n", 765 " fp1_dec = df[df['TARGET']==target]['FP1_DEC']\n", 766 " fp2_ra = df[df['TARGET']==target]['FP2_RA']\n", 767 " fp2_dec = df[df['TARGET']==target]['FP2_DEC']\n", 768 " fp3_ra = df[df['TARGET']==target]['FP3_RA']\n", 769 " fp3_dec = df[df['TARGET']==target]['FP3_DEC']\n", 770 " fp4_ra = df[df['TARGET']==target]['FP4_RA']\n", 771 " fp4_dec = df[df['TARGET']==target]['FP4_DEC']\n", 772 "\n", 773 " fig, ax = plt.subplots(figsize=(6,6))\n", 774 " ax.set_title(target)\n", 775 " for i in range(len(fp1_ra)):\n", 776 " # Plot the footprint of the image\n", 777 " fp = np.array([[fp1_ra.iloc[i], fp1_dec.iloc[i]],\n", 778 " [fp2_ra.iloc[i], fp2_dec.iloc[i]],\n", 779 " [fp3_ra.iloc[i], fp3_dec.iloc[i]],\n", 780 " [fp4_ra.iloc[i], fp4_dec.iloc[i]]])\n", 781 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n", 782 " ax.add_patch(q)\n", 783 " ax.scatter(ra, dec, marker='*', s=10, color='b')\n", 784 " ax.set_xlabel('RA (deg)')\n", 785 " ax.set_ylabel('DEC (deg)')\n", 786 " ax.set_aspect('equal')\n", 787 " plt.show()" 788 ] 789 }, 790 { 791 "cell_type": "code", 792 "execution_count": null, 793 "id": "261e782b", 794 "metadata": {}, 795 "outputs": [], 796 "source": [] 797 } 798 ], 799 "metadata": { 800 "kernelspec": { 801 "display_name": "base", 802 "language": "python", 803 "name": "python3" 804 }, 805 "language_info": { 806 "codemirror_mode": { 807 "name": "ipython", 808 "version": 3 809 }, 810 "file_extension": ".py", 811 "mimetype": "text/x-python", 812 "name": "python", 813 "nbconvert_exporter": "python", 814 "pygments_lexer": "ipython3", 815 "version": "3.11.5" 816 } 817 }, 818 "nbformat": 4, 819 "nbformat_minor": 5 820}