Summary of my astronomy observations with statistics and sky maps
statistics astronomy astrophotography
1{ 2 "cells": [ 3 { 4 "cell_type": "code", 5 "execution_count": 1, 6 "id": "7e251f72", 7 "metadata": {}, 8 "outputs": [], 9 "source": [ 10 "from tqdm import tqdm\n", 11 "import numpy as np\n", 12 "import pandas as pd\n", 13 "import matplotlib.pyplot as plt\n", 14 "from matplotlib.patches import Polygon\n", 15 "from astropy.io import fits\n", 16 "from astropy.wcs import WCS\n", 17 "from astropy.coordinates import SkyCoord\n", 18 "from astropy import units as u" 19 ] 20 }, 21 { 22 "cell_type": "code", 23 "execution_count": 2, 24 "id": "4e580faa", 25 "metadata": {}, 26 "outputs": [], 27 "source": [ 28 "# Load database\n", 29 "df = pd.read_csv(\"data/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": 3, 43 "id": "a61301a6", 44 "metadata": {}, 45 "outputs": [ 46 { 47 "name": "stdout", 48 "output_type": "stream", 49 "text": [ 50 "Total number of observations: 4606\n", 51 "Total exposure time: 252735s = 70h 12m 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": 4, 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>2025-03-18</td>\n", 134 " <td>2025-03-18</td>\n", 135 " </tr>\n", 136 " <tr>\n", 137 " <th>Coma Cluster</th>\n", 138 " <td>15600.0</td>\n", 139 " <td>201</td>\n", 140 " <td>194.992092</td>\n", 141 " <td>0.003111</td>\n", 142 " <td>27.992676</td>\n", 143 " <td>0.003159</td>\n", 144 " <td>2025-04-30</td>\n", 145 " <td>2025-05-01</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>2025-03-02</td>\n", 156 " <td>2025-03-02</td>\n", 157 " </tr>\n", 158 " <tr>\n", 159 " <th>HAT-P-18 b</th>\n", 160 " <td>12960.0</td>\n", 161 " <td>72</td>\n", 162 " <td>256.349532</td>\n", 163 " <td>0.002627</td>\n", 164 " <td>33.010830</td>\n", 165 " <td>0.001807</td>\n", 166 " <td>2025-05-16</td>\n", 167 " <td>2025-05-16</td>\n", 168 " </tr>\n", 169 " <tr>\n", 170 " <th>HAT-P-20b</th>\n", 171 " <td>7080.0</td>\n", 172 " <td>59</td>\n", 173 " <td>111.916106</td>\n", 174 " <td>0.003925</td>\n", 175 " <td>24.337611</td>\n", 176 " <td>0.003294</td>\n", 177 " <td>2025-03-07</td>\n", 178 " <td>2025-03-08</td>\n", 179 " </tr>\n", 180 " <tr>\n", 181 " <th>Horsehead Nebula</th>\n", 182 " <td>17960.0</td>\n", 183 " <td>715</td>\n", 184 " <td>85.270775</td>\n", 185 " <td>0.027861</td>\n", 186 " <td>-2.471025</td>\n", 187 " <td>0.021261</td>\n", 188 " <td>2025-01-11</td>\n", 189 " <td>2025-01-12</td>\n", 190 " </tr>\n", 191 " <tr>\n", 192 " <th>M 100</th>\n", 193 " <td>6000.0</td>\n", 194 " <td>70</td>\n", 195 " <td>185.564808</td>\n", 196 " <td>0.001740</td>\n", 197 " <td>15.719816</td>\n", 198 " <td>0.001490</td>\n", 199 " <td>2025-05-14</td>\n", 200 " <td>2025-05-14</td>\n", 201 " </tr>\n", 202 " <tr>\n", 203 " <th>M 3</th>\n", 204 " <td>13905.0</td>\n", 205 " <td>470</td>\n", 206 " <td>205.548878</td>\n", 207 " <td>0.016544</td>\n", 208 " <td>28.375040</td>\n", 209 " <td>0.019413</td>\n", 210 " <td>2024-03-06</td>\n", 211 " <td>2025-04-11</td>\n", 212 " </tr>\n", 213 " <tr>\n", 214 " <th>M 51</th>\n", 215 " <td>20730.0</td>\n", 216 " <td>261</td>\n", 217 " <td>202.475200</td>\n", 218 " <td>0.003035</td>\n", 219 " <td>47.197251</td>\n", 220 " <td>0.004787</td>\n", 221 " <td>2025-04-04</td>\n", 222 " <td>2025-04-05</td>\n", 223 " </tr>\n", 224 " <tr>\n", 225 " <th>M 63</th>\n", 226 " <td>16980.0</td>\n", 227 " <td>181</td>\n", 228 " <td>198.953536</td>\n", 229 " <td>0.006125</td>\n", 230 " <td>42.027436</td>\n", 231 " <td>0.002494</td>\n", 232 " <td>2025-05-14</td>\n", 233 " <td>2025-05-15</td>\n", 234 " </tr>\n", 235 " <tr>\n", 236 " <th>M 81</th>\n", 237 " <td>7740.0</td>\n", 238 " <td>69</td>\n", 239 " <td>148.892783</td>\n", 240 " <td>0.007024</td>\n", 241 " <td>69.066432</td>\n", 242 " <td>0.001888</td>\n", 243 " <td>2025-04-07</td>\n", 244 " <td>2025-04-07</td>\n", 245 " </tr>\n", 246 " <tr>\n", 247 " <th>M 82</th>\n", 248 " <td>9120.0</td>\n", 249 " <td>106</td>\n", 250 " <td>148.866749</td>\n", 251 " <td>0.009357</td>\n", 252 " <td>69.661811</td>\n", 253 " <td>0.003603</td>\n", 254 " <td>2025-04-11</td>\n", 255 " <td>2025-04-11</td>\n", 256 " </tr>\n", 257 " <tr>\n", 258 " <th>NGC 3842</th>\n", 259 " <td>27990.0</td>\n", 260 " <td>668</td>\n", 261 " <td>175.991417</td>\n", 262 " <td>0.003807</td>\n", 263 " <td>19.949320</td>\n", 264 " <td>0.003464</td>\n", 265 " <td>2025-04-02</td>\n", 266 " <td>2025-04-03</td>\n", 267 " </tr>\n", 268 " <tr>\n", 269 " <th>NGC 474</th>\n", 270 " <td>4620.0</td>\n", 271 " <td>86</td>\n", 272 " <td>19.921468</td>\n", 273 " <td>0.003790</td>\n", 274 " <td>3.388765</td>\n", 275 " <td>0.004461</td>\n", 276 " <td>2024-11-09</td>\n", 277 " <td>2024-11-15</td>\n", 278 " </tr>\n", 279 " <tr>\n", 280 " <th>NGC 5957</th>\n", 281 " <td>31920.0</td>\n", 282 " <td>368</td>\n", 283 " <td>233.835589</td>\n", 284 " <td>0.003838</td>\n", 285 " <td>11.971021</td>\n", 286 " <td>0.012903</td>\n", 287 " <td>2025-04-11</td>\n", 288 " <td>2025-05-14</td>\n", 289 " </tr>\n", 290 " <tr>\n", 291 " <th>NGC 7331</th>\n", 292 " <td>12280.0</td>\n", 293 " <td>441</td>\n", 294 " <td>339.171464</td>\n", 295 " <td>0.018039</td>\n", 296 " <td>34.213683</td>\n", 297 " <td>0.004450</td>\n", 298 " <td>2024-10-11</td>\n", 299 " <td>2024-11-01</td>\n", 300 " </tr>\n", 301 " <tr>\n", 302 " <th>Sombrero Galaxy</th>\n", 303 " <td>10500.0</td>\n", 304 " <td>246</td>\n", 305 " <td>189.998774</td>\n", 306 " <td>0.002196</td>\n", 307 " <td>-11.623271</td>\n", 308 " <td>0.003964</td>\n", 309 " <td>2025-05-01</td>\n", 310 " <td>2025-05-01</td>\n", 311 " </tr>\n", 312 " <tr>\n", 313 " <th>TIC 272758199.01</th>\n", 314 " <td>12960.0</td>\n", 315 " <td>72</td>\n", 316 " <td>237.316982</td>\n", 317 " <td>0.009771</td>\n", 318 " <td>71.443202</td>\n", 319 " <td>0.003316</td>\n", 320 " <td>2025-03-18</td>\n", 321 " <td>2025-03-19</td>\n", 322 " </tr>\n", 323 " <tr>\n", 324 " <th>TOI-2154b</th>\n", 325 " <td>12480.0</td>\n", 326 " <td>104</td>\n", 327 " <td>71.001980</td>\n", 328 " <td>0.021346</td>\n", 329 " <td>84.364972</td>\n", 330 " <td>0.003373</td>\n", 331 " <td>2025-03-27</td>\n", 332 " <td>2025-03-27</td>\n", 333 " </tr>\n", 334 " </tbody>\n", 335 "</table>\n", 336 "</div>" 337 ], 338 "text/plain": [ 339 " EXPTIME RA DEC \\\n", 340 " sum count mean std mean std \n", 341 "TARGET \n", 342 "29/Amphitrite 4710.0 157 141.001428 0.002492 19.160669 0.004910 \n", 343 "Coma Cluster 15600.0 201 194.992092 0.003111 27.992676 0.003159 \n", 344 "Crab Nebula 7200.0 260 83.632718 0.005628 22.013808 0.003753 \n", 345 "HAT-P-18 b 12960.0 72 256.349532 0.002627 33.010830 0.001807 \n", 346 "HAT-P-20b 7080.0 59 111.916106 0.003925 24.337611 0.003294 \n", 347 "Horsehead Nebula 17960.0 715 85.270775 0.027861 -2.471025 0.021261 \n", 348 "M 100 6000.0 70 185.564808 0.001740 15.719816 0.001490 \n", 349 "M 3 13905.0 470 205.548878 0.016544 28.375040 0.019413 \n", 350 "M 51 20730.0 261 202.475200 0.003035 47.197251 0.004787 \n", 351 "M 63 16980.0 181 198.953536 0.006125 42.027436 0.002494 \n", 352 "M 81 7740.0 69 148.892783 0.007024 69.066432 0.001888 \n", 353 "M 82 9120.0 106 148.866749 0.009357 69.661811 0.003603 \n", 354 "NGC 3842 27990.0 668 175.991417 0.003807 19.949320 0.003464 \n", 355 "NGC 474 4620.0 86 19.921468 0.003790 3.388765 0.004461 \n", 356 "NGC 5957 31920.0 368 233.835589 0.003838 11.971021 0.012903 \n", 357 "NGC 7331 12280.0 441 339.171464 0.018039 34.213683 0.004450 \n", 358 "Sombrero Galaxy 10500.0 246 189.998774 0.002196 -11.623271 0.003964 \n", 359 "TIC 272758199.01 12960.0 72 237.316982 0.009771 71.443202 0.003316 \n", 360 "TOI-2154b 12480.0 104 71.001980 0.021346 84.364972 0.003373 \n", 361 "\n", 362 " First Last \n", 363 " \n", 364 "TARGET \n", 365 "29/Amphitrite 2025-03-18 2025-03-18 \n", 366 "Coma Cluster 2025-04-30 2025-05-01 \n", 367 "Crab Nebula 2025-03-02 2025-03-02 \n", 368 "HAT-P-18 b 2025-05-16 2025-05-16 \n", 369 "HAT-P-20b 2025-03-07 2025-03-08 \n", 370 "Horsehead Nebula 2025-01-11 2025-01-12 \n", 371 "M 100 2025-05-14 2025-05-14 \n", 372 "M 3 2024-03-06 2025-04-11 \n", 373 "M 51 2025-04-04 2025-04-05 \n", 374 "M 63 2025-05-14 2025-05-15 \n", 375 "M 81 2025-04-07 2025-04-07 \n", 376 "M 82 2025-04-11 2025-04-11 \n", 377 "NGC 3842 2025-04-02 2025-04-03 \n", 378 "NGC 474 2024-11-09 2024-11-15 \n", 379 "NGC 5957 2025-04-11 2025-05-14 \n", 380 "NGC 7331 2024-10-11 2024-11-01 \n", 381 "Sombrero Galaxy 2025-05-01 2025-05-01 \n", 382 "TIC 272758199.01 2025-03-18 2025-03-19 \n", 383 "TOI-2154b 2025-03-27 2025-03-27 " 384 ] 385 }, 386 "execution_count": 4, 387 "metadata": {}, 388 "output_type": "execute_result" 389 } 390 ], 391 "source": [ 392 "df['TARGET'] = df['TARGET'].str.split(' Panel', expand=True)[0]\n", 393 "df_stats = df.groupby(['TARGET']).agg({'EXPTIME': ['sum', 'count'],'RA': ['mean', 'std'],'DEC': ['mean', 'std']})\n", 394 "df_stats['First'] = df.groupby('TARGET').first()['DATE'].str.split('T', expand=True)[0]\n", 395 "df_stats['Last'] = df.groupby('TARGET').last()['DATE'].str.split('T', expand=True)[0]\n", 396 "df_stats" 397 ] 398 }, 399 { 400 "cell_type": "code", 401 "execution_count": 5, 402 "id": "a2b404e9", 403 "metadata": {}, 404 "outputs": [], 405 "source": [ 406 "# Update table in README.md\n", 407 "df_md = pd.DataFrame({'Target': df_stats.index.values, \n", 408 " 'Total time (s)': df_stats['EXPTIME']['sum'].values, \n", 409 " 'Observations': df_stats['EXPTIME']['count'].values, \n", 410 " 'RA (deg)': df_stats['RA']['mean'].values, \n", 411 " 'DEC (deg)': df_stats['DEC']['mean'].values, \n", 412 " 'First': df_stats['First'].values, \n", 413 " 'Last': df_stats['Last'].values}, index=None)\n", 414 "str_md = df_md.to_markdown(index=False, floatfmt=\".2f\", colalign=(\"left\", \"right\", \"right\", \"right\", \"right\", \"left\", \"left\"), tablefmt=\"github\")\n", 415 "\n", 416 "with open(\"README.md\", \"r\") as f:\n", 417 " text = f.read()\n", 418 " start = text.find(\"## Observations statistics\")\n", 419 " # end = text.find(\"## Observations locations\", start + 1)\n", 420 " end = len(text)\n", 421 "\n", 422 "with open(\"README.md\", \"w\") as f:\n", 423 " f.write(text[:start])\n", 424 " f.write(\"## Observations statistics\\n\\n\")\n", 425 " f.write(f\"* Total number of observations: {df.count()['EXPTIME']}\\n\")\n", 426 " f.write(f\"* Total exposure time: {total_time:.0f}s = {hours:.0f}h {minutes:.0f}m {seconds:.0f}s\\n\\n\")\n", 427 " f.write(str_md)\n", 428 " f.write(\"\\n\\n\")\n", 429 " f.write(text[end:])" 430 ] 431 }, 432 { 433 "cell_type": "code", 434 "execution_count": 6, 435 "id": "b916a131", 436 "metadata": {}, 437 "outputs": [], 438 "source": [ 439 "def frame2icrs(a, b, f_in='galactic'):\n", 440 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n", 441 " coord_out = coord.transform_to('icrs')\n", 442 " return coord_out.ra.wrap_at('180d').radian, coord_out.dec.radian\n", 443 "\n", 444 "def frame2gal(a, b, f_in='icrs'):\n", 445 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n", 446 " coord_out = coord.transform_to('galactic')\n", 447 " return coord_out.l.wrap_at('180d').radian, coord_out.b.radian" 448 ] 449 }, 450 { 451 "cell_type": "code", 452 "execution_count": 7, 453 "id": "b8ac19bc", 454 "metadata": {}, 455 "outputs": [], 456 "source": [ 457 "ra_gal, dec_gal = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n", 458 "ra_cel, dec_cel = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n", 459 "ra_ecl, dec_ecl = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')\n", 460 "\n", 461 "l_gal, b_gal = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n", 462 "l_cel, b_cel = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n", 463 "l_ecl, b_ecl = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')" 464 ] 465 }, 466 { 467 "cell_type": "code", 468 "execution_count": 8, 469 "id": "1e619707", 470 "metadata": {}, 471 "outputs": [ 472 { 473 "data": { 474 "image/png": 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", 475 "text/plain": [ 476 "<Figure size 1000x600 with 1 Axes>" 477 ] 478 }, 479 "metadata": {}, 480 "output_type": "display_data" 481 } 482 ], 483 "source": [ 484 "# Plot the footprint of the images\n", 485 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 486 "ax.grid(True)\n", 487 "ax.set_axisbelow(True)\n", 488 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 489 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 490 "ax.scatter(ra_cel, dec_cel, color='m', alpha=1, s=1, label='Celestial equator')\n", 491 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 492 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 493 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 494 "\n", 495 "for target in df_stats.index:\n", 496 " data = df_stats.loc[target]\n", 497 " ra = data['RA']['mean']\n", 498 " dec = data['DEC']['mean']\n", 499 " ra = np.deg2rad(ra)\n", 500 " dec = np.deg2rad(dec)\n", 501 " ra = ra-2*np.pi if ra>np.pi else ra\n", 502 " name = target\n", 503 " ax.scatter(ra, dec, color='r', marker='x', alpha=1, s=20, label='Footprint')\n", 504 " ax.annotate(name, xy=(ra, dec), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n", 505 "\n", 506 "ax.set_title('ICRS frame')\n", 507 "fig.savefig(\"images/astro_target-ICRS_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 508 "plt.show()" 509 ] 510 }, 511 { 512 "cell_type": "code", 513 "execution_count": 9, 514 "id": "88120ab7", 515 "metadata": {}, 516 "outputs": [ 517 { 518 "data": { 519 "image/png": 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", 520 "text/plain": [ 521 "<Figure size 1000x600 with 1 Axes>" 522 ] 523 }, 524 "metadata": {}, 525 "output_type": "display_data" 526 } 527 ], 528 "source": [ 529 "# Plot the footprint of the images\n", 530 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 531 "ax.grid(True)\n", 532 "ax.set_axisbelow(True)\n", 533 "ax.scatter(l_gal, b_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 534 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 535 "ax.scatter(l_cel, b_cel, color='m', alpha=1, s=1, label='Celestial equator')\n", 536 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 537 "ax.scatter(l_ecl, b_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 538 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 539 "\n", 540 "for target in df_stats.index:\n", 541 " data = df_stats.loc[target]\n", 542 " ra = data['RA']['mean']\n", 543 " dec = data['DEC']['mean']\n", 544 " ra = np.deg2rad(ra)\n", 545 " dec = np.deg2rad(dec)\n", 546 " ra = ra-2*np.pi if ra>np.pi else ra\n", 547 " l, b = frame2gal(ra, dec, f_in='icrs')\n", 548 " name = target\n", 549 " ax.scatter(l, b, color='r', marker='x', alpha=1, s=20, label='Footprint')\n", 550 " ax.annotate(name, xy=(l, b), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n", 551 "\n", 552 "ax.set_title('Galactic frame')\n", 553 "fig.savefig(\"images/astro_target-GAL_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 554 "plt.show()" 555 ] 556 }, 557 { 558 "cell_type": "markdown", 559 "id": "d899f176", 560 "metadata": {}, 561 "source": [ 562 "## Footprint of images" 563 ] 564 }, 565 { 566 "cell_type": "code", 567 "execution_count": null, 568 "id": "29e166d1", 569 "metadata": {}, 570 "outputs": [ 571 { 572 "name": "stderr", 573 "output_type": "stream", 574 "text": [ 575 "100%|██████████| 3687/3687 [00:09<00:00, 374.20it/s]\n" 576 ] 577 }, 578 { 579 "data": { 580 "image/png": 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", 581 "text/plain": [ 582 "<Figure size 1000x600 with 1 Axes>" 583 ] 584 }, 585 "metadata": {}, 586 "output_type": "display_data" 587 } 588 ], 589 "source": [ 590 "# Plot the footprint of the images\n", 591 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 592 "ax.grid(True)\n", 593 "ax.set_axisbelow(True)\n", 594 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 595 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 596 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 597 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 598 "\n", 599 "for obs in tqdm(range(len(df))):\n", 600 "# for obs in range(100):\n", 601 " # Load footprint\n", 602 " footprint = np.array([[df['FP1_RA'][obs], df['FP1_DEC'][obs]],\n", 603 " [df['FP2_RA'][obs], df['FP2_DEC'][obs]],\n", 604 " [df['FP3_RA'][obs], df['FP3_DEC'][obs]],\n", 605 " [df['FP4_RA'][obs], df['FP4_DEC'][obs]]])\n", 606 " # Load WCS\n", 607 " wcs = WCS()\n", 608 " wcs.wcs.crval = [df['CRVAL1'][obs], df['CRVAL2'][obs]]\n", 609 " wcs.wcs.ctype = [df['CTYPE1'][obs], df['CTYPE2'][obs]]\n", 610 " wcs.wcs.crpix = [df['CRPIX1'][obs], df['CRPIX2'][obs]]\n", 611 " wcs.wcs.cd = [[df['CD1_1'][obs], df['CD1_2'][obs]],\n", 612 " [df['CD2_1'][obs], df['CD2_2'][obs]]]\n", 613 " # Exapnd the footprint for visualization\n", 614 " header = fits.Header()\n", 615 " scale = 5\n", 616 " header['NAXIS1'] = df['NAXIS1'][obs] * scale\n", 617 " header['NAXIS2'] = df['NAXIS2'][obs] * scale\n", 618 " wcs.wcs.crpix[0] = wcs.wcs.crpix[0] * scale\n", 619 " wcs.wcs.crpix[1] = wcs.wcs.crpix[1] * scale\n", 620 " footprint = wcs.calc_footprint(header)\n", 621 " # Plot the footprint of the image\n", 622 " fp = np.deg2rad(footprint)\n", 623 " fp[fp>np.pi] -= 2*np.pi\n", 624 " q = Polygon(fp, closed=True, edgecolor='none', facecolor='r', alpha=1)\n", 625 " ax.add_patch(q)\n", 626 "\n", 627 "ax.set_title('ICRS frame')\n", 628 "fig.savefig(\"images/astro_footprint_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 629 "plt.show()" 630 ] 631 }, 632 { 633 "cell_type": "markdown", 634 "id": "3c8e01ea", 635 "metadata": {}, 636 "source": [ 637 "## Footprint per target" 638 ] 639 }, 640 { 641 "cell_type": "code", 642 "execution_count": 61, 643 "id": "2efddf9b", 644 "metadata": {}, 645 "outputs": [], 646 "source": [ 647 "targets = np.unique(df['TARGET'])" 648 ] 649 }, 650 { 651 "cell_type": "code", 652 "execution_count": 62, 653 "id": "2f789ea0", 654 "metadata": {}, 655 "outputs": [ 656 { 657 "name": "stderr", 658 "output_type": "stream", 659 "text": [ 660 "C:\\Users\\aurel\\AppData\\Local\\Temp\\ipykernel_14052\\3295554135.py:21: UserWarning: Setting the 'color' property will override the edgecolor or facecolor properties.\n", 661 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n" 662 ] 663 }, 664 { 665 "data": { 666 "image/png": 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", 667 "text/plain": [ 668 "<Figure size 600x600 with 1 Axes>" 669 ] 670 }, 671 "metadata": {}, 672 "output_type": "display_data" 673 }, 674 { 675 "data": { 676 "image/png": 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", 677 "text/plain": [ 678 "<Figure size 600x600 with 1 Axes>" 679 ] 680 }, 681 "metadata": {}, 682 "output_type": "display_data" 683 }, 684 { 685 "data": { 686 "image/png": 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", 687 "text/plain": [ 688 "<Figure size 600x600 with 1 Axes>" 689 ] 690 }, 691 "metadata": {}, 692 "output_type": "display_data" 693 }, 694 { 695 "data": { 696 "image/png": 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697 "text/plain": [ 698 "<Figure size 600x600 with 1 Axes>" 699 ] 700 }, 701 "metadata": {}, 702 "output_type": "display_data" 703 }, 704 { 705 "data": { 706 "image/png": 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YgTVr1qBLly4YO3aspp+1n5+f2QYuuLm5ITk5Gc8++6zBUGzK+9m/f39ERUXhueeeg4+PDw4ePIiffvoJPXr00BuU89Zbb+HgwYMYNWoUnnvuOfj7++P06dO4ceMGBgwYYNQv2BYtWuD555/Ht99+i6ioKAwZMgSFhYU4fPgw3N3dERUVZXQtvTF69eqFfv36YceOHejbty/69++P+/fvY//+/QgPD0fLli3Ncp1PPvkEV69excKFC/HVV1+hf//+CA4Oxh9//IHLly/j/Pnz2LJlC9q1a2fyNZYtW6a5SSm8V1988QV+/PFHAPz/dMqUKaa/CLP1KyE68L9uefURuoTV7FYlOHjwIHvyySeZr68vc3NzYx06dGBvv/02y8/P19tX6CZlSH5+PktKSmIDBw5kLVu2ZG5ubqxFixYsJiaGffPNNwa78924cYPFxcWxjh07Mrlczpo1a8bCw8PZ+PHj9boHGuoaJqiv+9P9+/fZO++8wyIjI5mHhwfz8vJiHTt2ZLGxseyrr77SdJNjjPfNXrFiBXv44YeZu7s7Cw4OZuPHj2dZWVl1Xl+tVrM1a9awzp07Mzc3NxYSEsKmTZvGCgoKWGhoaJO67tXWp08fzf93za57AlPez2vXrrHly5ez8PBwJpfLWcuWLVl8fDwrLCw0WIbdu3ezHj16MLlczvz9/dlzzz1X5/tTV9e90tJS9u6777IOHTowuVzOWrduzaZNm8ZycnLq/YwZUlc/a0Nyc3PZ66+/zkJDQ5lcLmft27dn8+bNY6WlpQb/r4Sue1988YXB86GOroxKpZKtWbOG9enTh3l7ezM3NzfWpk0bNmjQILZy5UqdMQemdN0TXnNdj8Z0lTRE9r8XRwghxI5RmzUhhIgAhTUhhIgAhTUhhIgAhTUhhIgAhTUhhIgAhTUhhIgADYppgpycHBw8eBBhYWGaCW8IIaQxysvLkZWVhaFDh6J58+Z17kdh3QQHDx7E+PHjbV0MQogEfP311xg3blydz1NYN4Ewr8HXX39d78RKsbGx2L59u8nXsfXxJSUliImJwYkTJ6BQKGxSBlse7+ivH6D3wJKv//Llyxg/frwmT+pCYd0EQtOHMO9GffvV97wx17Hl8cIirVFRUZp5RKxdBlse7+ivH6D3wBqvv6GmVLrBaAVNnT3M1sebg61fg63fA1uX39av3xxlsPXxTdXU69PcIE2QkZGBHj16ID09vUm/8e1dUVERfHx8UFhYaHKtQswc/fUD9B5Y8vUbmyNUsyYNksvlSEhIMHoObalx9NcP0HtgD6+fatZN4Cg1a0KI5VDNmhBCJITCmhBCRIDCmhBCRIDCmhBCRIDCmhBCRIDCmhBCRIDCmhBCRIDC2gxiY2MRERGBlJQUWxeFECISKSkpiIiIQGxsrFH706CYJqBBMYSQpqJBMYQQIiEU1oQQIgIU1oQQIgIU1oQQIgK0UowUVVdrv3aq8ftYJtPdr/b3hBC7RWEtNYzxhxDEKpXh/WoGtUym/72hrwkhNkNhLVVCyNYVtjV7bKrVutvrCuu6aukU6IRYHIW1ozImbGt3wadaOiE2I4kbjMXFxZgzZw6GDBmCwMBAyGQyJCYmNvo8u3btQkxMDLy9veHl5YXIyEisW7fO/AW2JHOOcRKCV3g4ORl+1KRW81BXqXjbeV0PtVr7EJpuaHwWIXWSRFjn5uZi3bp1UCqVePrpp006x7JlyzBmzBh06dIF//rXv7B7925MmzYNlZWV5i2sFNUV6M7O2q9r1qoZ0wZ6faGuUlGoE/I/kmgGCQ0NRX5+PmQyGXJycrBhw4ZGHZ+eno758+cjOTkZc+bM0Wx/4oknzF1Ux2Vscwi1pRNikCTCWtbEH8pPPvkEcrkcM2bMMFOJbEitFndINbYtXailG3MuaksnIiaJZpCmOnnyJB5++GFs374d4eHhcHZ2RuvWrTF37lxqBrFHxrSj19eWXl/TCzW7EDsliZp1U929excPHjzAzJkzsWjRIkRERODo0aNYtmwZbt++jc2bN9d7fElJCYqKijTfy+VyyOVySxebNIRq6cQOKZVKKJVKzfclJSVGHWd3Nevjx49DJpMZ9cjMzDTLNdVqNYqLi/HPf/4TcXFxGDhwIBYvXowZM2bgm2++we+//17v8TExMfDx8dE8kpOTzVKuRqNaYONRLZ1YWXJysk5exMTEGHWc3dWsw8PDsX79eqP2bdu2rVmuGRAQgHv37mHo0KE624cPH45Vq1YhIyMDHTt2rPP4EydOICoqSvO9zWvVVLszv6bU0o29OWrsdYiozZs3D7Nnz9Z8n5mZaVRg211Yh4SEYMqUKVa9ZteuXXHv3j297cK6DE61f6BqUSgU8Pb2tkjZiIiY0uOlrmaX2uegHi+SUbuZVKFQGHWc3TWD2IKwrM7+/ft1tu/btw9OTk7o1auXLYrVePRntjgY0/RSV790YwcaUdOL5NhdzdpU+/fvR2lpKYqLiwEAly5dwrZt2wAATz31FDw9PQEAkydPxqZNm3Dt2jWEhoYCACZOnIjPPvsM06ZNQ05ODiIiInDkyBGkpKRg2rRpmv1EgWpa0mDOWnrt46mWLkqSCevXX38dN2/e1Hy/detWbN26FQBw48YNhIWFAQBUKhVUKhVqLj3p6uqKw4cP491338XSpUuRl5eHdu3aYdmyZTptS4TYHWpLdxi0YG4T2N2CudXV/AewgTZ2QgyqHeqGUC3d7IzNEcnUrMn/0A8JMRXV0u0ahTUhxHjUlm4zFNZSQa1ZxJ6Ys5YuzN7o4CispYTaq4mYGBPoQjdE+lxTP2tCiJ2joAZAYS0d1AxCiKRRWBNCiAhQWBNC7Bv1BgFAYU0IIaJAYW0GsbGxiIiIQEpKiu0KIfblvAhxMCkpKYiIiNBMJNcQGm7eBHY13Ly6mv9LgU2kQogmF2n3MDY2R6hmTQghIkBhLQXCnMVUqyZEsiisCSH2iSogOiisCSH2i8Jag8JaCmjpJkIkj8JaKqgGQqSGKiA6KKwJIfZJWFSYAKCwlga12tYlIIRYGIW1VFANhEgJNYHoobAmhNgnagbRQWEtdlQDIcQhUFhLAQ0eIFJDlRA9FNaEEPtEy3npoHdD7KgGQohDoLA2A7uYz5oQIio0n7UV2cV81mo1oFLRn4xEWtRqPo+1A9yLofmsCSFEQiisxY6W8yLEIVBYE0Lsi9AVlSohOiisCSFEBCisxYyW8yLEYVBYE0LsC1VADKKwJoTYHwprPRTWYkbLeRHiMCisxY5qIERqqAJiEIU1IcS+ULc9gyisxYyW8yLEYVBYix3VQIiUUBNInSisCSH2hZpBDKKwFivqCUKIQ6GwNgObzmdNNRAiJQ5UAaH5rK3IpvNZMwZUV9M81kRa1GrA2dmhPtc0n7XU0e9YQhwKhTUhhIgAhTUhxL7QfRiDKKzFippBCHEoFNZiRdNIEuJQKKwJIfaBlvOqF4U1IYSIAIW1GNFyXoQ4HAprQoh9oApIvSQR1sXFxZgzZw6GDBmCwMBAyGQyJCYmNuocaWlpePLJJxEUFASFQoGuXbvi448/hkqlskyhCSH6KKzrJImwzs3Nxbp166BUKvH00083+vgjR45g8ODBqK6uxvr16/H9999jwIABiI+Px+zZs81f4KaibnuEOBwXWxfAHEJDQ5Gfnw+ZTIacnBxs2LChUcenpqbC1dUVe/fuhZeXFwBg8ODBuHLlClJTU7F69WpLFJsQQowmibCWNfFPJ1dXV7i5ucHDw0Nnu6+vL9zd3Zt0bkJII1AzSJ0k0QzSVFOnTkVlZSVmzpyJP/74AwUFBfjqq6+wc+dOzJkzp8HjS0pKUFRUpHkolUrLFpiW8yJEtJRKpU5elJSUGHUchTWA3r1749ixY9i5cydatWoFPz8/TJw4EUuWLMGbb77Z4PExMTHw8fHRPJKTky1faKqBEClxoPswycnJOnkRExNj1HF2F9bHjx+HTCYz6pGZmWmWa6anp2P06NHo0aMH9uzZg2PHjmHevHlYsGABFi1a1ODxJ06cQGFhoeYxb948s5SLEIfiIKMX582bp5MXJ06cMOo4u2uzDg8Px/r1643at23btma5ZlxcHIKDg7Fz5044OzsDAAYOHAgnJyckJiZi3LhxaN++fZ3HKxQKeHt7m6UsDaIBMYSImlwuh1wu13yvUCiMOs7uwjokJARTpkyx6jUzMzPxwgsvaIJa0KtXL6jValy+fLnesLYJCmsiJVQBaZDdNYPYQsuWLXHhwgW9ATBnzpwBALRu3doWxSLEsTjQUl6msLuatan279+P0tJSFBcXAwAuXbqEbdu2AQCeeuopeHp6AgAmT56MTZs24dq1awgNDQUAzJo1CzNnzsTIkSPx2muvwdPTE0ePHsWKFSswePBgPProo7Z5UYbQquaEOCTJhPXrr7+Omzdvar7funUrtm7dCgC4ceMGwsLCAAAqlQoqlQo11wmeMWMGWrVqhZUrV2LKlCkoLy9HWFgYEhISMGvWLKu+DqPQn4uEOBzJhHVWVpZR+6WmpiI1NVVv+5gxYzBmzBjzFooQYjyqhNSLGonEhppACHFIFNZiQ3fNCXFIFNaEENui5byMQmFNCCEiQGEtJjR6kRCHRWFNCLEtqoAYhcKaEGJ7FNYNorAWE+q2R4jDorA2g9jYWERERCAlJcXWRSGEiERKSgoiIiIQGxtr1P4yxqi6ZqqMjAz06NED6enp6N69u+UvqFYDKhVNeEOkRa0GXFwctinE2Byhn3oxUasd9gNNiKOjsCaE2A79YW80CmtCiG3R6EWjUFiLBc1jTYhDo7AWG6qBECmhCojRKKwJIbZFvZuMQu+SWFAzCCEOjcJaTKgJhBCHRWFNCLEtqoQYhcJaLKgJhBCHRmEtFjSNJCEOjcKaEGIbtJxXo1BYiwE1gRDi8CisxYKaQQhxaBTWZkDzWRNiAgevgNB81lZktfmsGQOqq2mkF5EWtRpwdnb4zzXNZy0l9PuUEIdHYU0IISJAYU0IsR0HbrNuLAprMaDlvAhxeBTWhBDro/swjUZhTQixDRq92CgU1vaO5rEmhIDCWjyoBkKkhCogjUZhTQixDQcfDNNY9G7ZO2oGIYSAwlocqAmESA1VQBqNwpoQYn3UE6TRKKztnVpt6xIQQuwAhbUYUA2EEIdHYU0IsS5azsskFNZmYLHFB+gmDCGSRYsPWJHFFx+gRQeIFAmR4+Ji23LYCVp8gBBinxx8OS9TUVgTAp4fBw5Qy5PVUFg3GoW1PaPksJqt22QY/ldnbNtu65IQYhg1GhGHdv060OEhZ833zz7Pv772mwrt29uqVIToo5o1cWjBwY3bTsyEmkEajcLantFyXhbn5QXs3qnS2bbnexW8vGxUIELqQGFNHF5VNf/38/V8aH9llQ0LI3V0H8Zk1GZNHN6Y0QCr5rXrSRNVDexNmoxGL5pEEjXrY8eOYdKkSejcuTO8vLzQqlUrjBo1Cunp6UafIzs7GxMmTEDz5s3h6emJPn364OjRoxYsdQOEeazpQ00IgUTC+tNPP0VWVhbi4+Oxb98+rF69GtnZ2YiOjsaxY8caPF6pVOKJJ57A0aNHsXr1auzatQvBwcEYNmwYTpw4YYVXQIiDoGYQk0miGSQlJQVBQUE624YNG4aOHTti6dKlGDRoUL3Hf/755/j5559x+vRp9OnTBwAwcOBAPProo5gzZw7+85//WKzshDgcmj7BJJJ412oHNQAoFApERETg9u3bDR6/c+dOhIeHa4IaAFxcXDB+/HicO3cOd+/eNWt5jULLeRFCapBEWBtSWFiIjIwMREZGNrjvzz//jK5du+ptF7b98ssvZi+fUai9mkgNVUBMJolmEEPi4uJQWlqK+fPnN7hvbm4u/P399bYL23Jzc+s9vqSkBEVFRZrv5XI55HJ5I0tMiAOgniBQKpVQKpWa70tKSow6zu5q1sePH4dMJjPqkZmZafAc7733HjZv3oyVK1eiR48eRl1XVs8HqL7nACAmJgY+Pj6aR3JyslHXrBct50WIJCUnJ+vkRUxMjFHH2V3NOjw8HOvXrzdq37Zt2+ptS0pKwuLFi7FkyRJMnz7dqPMEBAQYrD3n5eUBgMFad00nTpxAVFSU5nuz1aodvAZCiBTNmzcPs2fP1nyfmZlpVGDbXViHhIRgypQpJh2blJSExMREJCYm4t133zX6uEceeQT//e9/9bYL27p06VLv8QqFAt7e3o0rLCGOhpbzAqDfTKpQKIw6zu6aQUy1aNEiJCYmYsGCBUhISGjUsaNHj8avv/6q00WvuroaX3/9NXr37o2WLVuau7j1o5swhJBaJBHWK1aswMKFCzFs2DCMGDECZ8+e1XnUNHnyZLi4uODmzZuabZMmTUJkZCSeeeYZfPPNNzhy5AieffZZXLlyBR988IG1Xw5HoxcJITXYXTOIKfbs2QMAOHDgAA4cOKD3fM1lJlUqFVQqlc42uVyOo0ePYs6cOZgxYwbKysoQFRWF/fv3G934TwhpAGOAs3PD+xGDJBHWx48fN3rf1NRUpKam6m0PDg7Gpk2bzFeopqBmEEJILZJoBiGEEKmjsCaEEBGgsCaEWA/dNDcZhbU9ouW8CCG1UFgTQiyPbpo3GYU1IcQ6aPRik1BY2xtazosQYgCFNSHE8qgZpMkkMSiGiARjQFWV/p/DNZd5oiWfpIv+b5uE3j0ziI2NRUREBFJSUpp+Mikv5yWEdVUVUFmpfVRU8IdSqf26ogKortY+1GrtgxAJSElJQUREBGJjY43aX8aYVJPB8jIyMtCjRw+kp6eje/fu5jmpWg2oVNKshRQVAb//Djx4wAPb0xPw9wfc3AAXF8DdHXB15a9d+BrQb8Ov+d44O1MtXQxUKv5/TP8neozNEWoGIZaXlweUlPCQzsgA/vyTB7CrKw9bJyf+cHMD5HK+3cODfy2XA35+gI8P30d4ztmZfy2XG74ZW7upxaXGR50C3fqoJ0iTUVjbG6n9mV9dDezYAaSn87A+exa4d09/P09PoE0bIDSUB7OvL/9XqGkLAe3iog10d3fAy0sb4IGBPPCdnbU1c2F/4X1Vq+sO65qBXl+7OiE2QGFtj6RUA7l3Dzh3Drh6Ffi//wMKCw3vV1YGXLnCH3VxceGB3qoVD2YfH6BZM8Dbm4ewmxsPaScnba1cCHV3d/68KbX0mkEtk+lO80m1dGIlFNbEskpKgPJyHoaennWHtTGqq4EbN/ijPkFBPNDbtOHB7OWlDWihPdzFRRvkQnu50PTi5QUEBOjWzGvW2IWwplq6cWg5L7OgsLYnUhwQU1nJbyY6O/OwtYbsbP64eLHufTw9gbAwHupBQTyEvb15YAM8bD08tG3pQs3cw0P7va8vr9kL+3h6amvs7u6Gr0u1dGKiJod1ZWUlcnJy4OHhAT8/P3OUiUglrBnjNxcrKnhoN6VWbW5lZcClS/xRF2dnXjsXml68vPijdvu5szN/eHhoQ14IdYWC19JdXHR7vJhaS68d9lL5rJAGNTqsi4uL8e233+LQoUM4efIkcnJytCdzcUHXrl0xaNAgjBkzBr179zZrYYnIMAbk5PAatRDYYqJSAVlZ/FGf5s2Bdu2A1q15bVsIaaF2LdS0GeMhLjS9eHlpa+wBAdqavKsrf64xtXShiaeu52yJlvMyC6PD+u7du1i0aBE2b96M0tJSAICfnx/Cw8Ph7++P8vJy5ObmIjMzE+np6Vi+fDmioqLw1ltv4YUXXrDYC5AUKXZ5Ly/noSe2oG6MnBz+OH++7n0CAoDgYKBtW/6vcNNTqI07O2tvcArNLUJt3cNDG+DNm2vb24UbqDVr+ED9/dKpli5aRoV1QkICVqxYAaVSiSFDhuD5559H37590aFDB719y8rKcO7cORw8eBCbN2/GuHHjsHr1aqxbtw5du3Y1+wsgdqy6Gigo4P9KOayNkZvLH/U1u3h5AS1a8GaXkBDeBi7U0oWmExcXvg3Qhr3Qq0Wotfv56ba31+zxIvZaugMzKqw//PBDvP7663j77bfRokWLevf19PTEgAEDMGDAACxduhR79+5FYmIivv/+ewprR6NUAvn5PGAqKmxdGvtXWgpcu8Yf9RFq561a8WCWy7U1daFt3M1Nt5YutKULzS4KBT9W2LdmDxm5XBvKptTSKdAtwqiw/v3339GyZctGn1wmk2HkyJEYOXIk7hkaCEF0Sa0ZhDE+xFyttl5PEEdw6xZ/1NfsEhTEA71NG+1gITc3Xnt3c9O2hwtDwIUaulyuvTnq6cmbb4TwFn4hCL8EhFp6Q9MBCJ/r+m6ikgYZFdamBHVtDdXICaTXbU+pBIqL+etSqWxdGscidF/873/r3sfdnY8YbdmSB7q3t7YGLtzgFAYY1Qxo4eaoMKeLjw+vpQtNLUJNXgh/QDuCVPh803QAjUb9rInl5OfzPtZOTtRmbY8qKhoeNQrwQA8J4e3pAQHaUFYodJtbXFz4156e/HmhCUbYt3lzbXdFoemmdo8XmrSrTiaF9cmTJxvcx8nJCT4+PujYsSM8hIEGxLEolbw3iExGzSBidvMmf9QnIIC3pYeE8Jq2QqHtpdKsmTbIawd0zekAXF2188LUvCHq6qoNf0NdAB2klm5SWA8YMAAyI/9cd3Z2xvDhw7F8+XJ06tTJlMvZvdjYWHh4eCAuLg5xcXGmnUQYvSjyD5SO0lJes1areWgT6RJ6u9Q3alQuBzp04G3pAQF8elyhe6KnpzaIhZ4swnNCUAu9Y9zdtW3pwkAjIciF7owCY2rpNpoOICUlBSkpKSg38mfDpPmsExMTcf78eezfvx8PPfQQ+vbti+DgYNy/fx+nT5/Gb7/9hqeeegrt2rVDRkYGzpw5g4CAAJw/fx5hYWGNvZzdMut81ozx2qdUwlqtBvbtAzZs4M0hp07ZukRELMLCeA09OJjXyhUKHq7C6FHGtCFtqJYuBLYwc6NMpr1x6uysnYq3ZlgLbDAdgEXnsx42bBg++OADrF27Fq+88opOLZsxhs8++wyzZ89GWloa1qxZg9TUVEyaNAlLly7FunXrTLkkEaOiIt5WXVZm65IQMTF21GhYGL+x6e/PQ9nZmde+hZujjPGvAR7uQu1d6BUj3CitOR2A0N4uTAcgNKmo1YaDWzjOCky6ynvvvYchQ4bg1Vdf1XtOJpNh6tSp2LdvHxYuXIiDBw9iwoQJ2LhxIw4dOtTkAkuWFLvtlZdTtz1iGcKo0fp4evKbo/7+vCtjs2bakFYoeO1aqKUL99WEG59CLV3o8ujjo62lu7ryczHGe9A0a2b51wsTw/rcuXOYMWNGvft07doVa9as0XzfrVs3nDt3zpTLETGqqOBtmAC/0UiItZWVAZcvN7yfMFGXn592JkWhJ4vQfl5zoJHQPVEmAx56iP9CsELzrklhzRjD9evX693nWq1RWC4uLtQrxJGoVLytWurzghDxu32bP+oTGMj7o/v780f79rxCkp/Pm0cCA7UDhix038mksI6Ojsa2bdswYcIEDBkyRO/5AwcOYPv27Rg4cKBmm6mjIB2G1JbzYozXbJydaUAMEb8HD/jDkL//HRg7FujdW9tNUZi/xYxMCuslS5YgJiYGw4cPx6BBg9CvXz9Nb5Aff/wRaWlpkMvlWLx4MQCgsLAQhw8fxksvvWTWwkuOlEYvFhTwsKbRi0TqvvqKLwS9fDnQr5/FbjiadNZevXrh4MGDmDRpEo4ePYqjR49CJpNB6AXYoUMHbNiwAb169QIAuLm54eLFiwgODjZfyYl9Ky3lfybKZNRmTaTv2jW+0IYFOwqY/Cvgsccew2+//YbTp0/j4sWLKCwshLe3N7p164Z+/frpdOfz8PBAeHi4WQosSVJczqvmtKg0IIZInUrFbzxacGBbk+rrMpkM/fr1Q79+/cxVHscmlbAWVohRKnloUz9rInVCLxILLuLQ5F8BJSUluHjxIn744QdzlIdIAWO8255KxZtDCJE6Pz/eD9uCTA7rO3fuYMyYMfDz80PPnj11en78+OOPiIiIwPHjx81RRumT2oAYgLdXq1Q0IIY4Bnd37Ur39lSz/vPPP9G7d2/s3r0bI0eORJ8+fVBzipHevXsjOzsb3333ndkKSkSkslI7PSrdXCSOwN9fuw6mPYV1UlISsrOzceTIEezYsQNPPvmkzvOurq547LHHcIom73FMVVW8GcTFhcKaOIbWrbULLViISWG9b98+/O1vf8OAAQPq3Kdt27b4448/TC2XY5FaMwhjQEmJdiZBQqQuMJD3BrG3G4z3799vcG5qV1dXlDrIzaXY2FhEREQgJSXFtBNIrdteeTlfzkutpgExxDEIc3M3otteSkoKIiIiEBsba9T+JnXd8/f3x507d+rd57fffnOYdRe3b9/e9PmspaSwUDs3NzWDEEcQFNTokYvCYiXCfNYNMalm3a9fP+zevRvZ2dkGn7969SoOHDig00OEOJCay3lRWBNHIEyfasHFQ0w689tvv43y8nLExMTgwIEDKPvfoIfS0lLs378fI0eOhJOTE958802zFlaSpDh6URhqrlbztmtCpMzXl8+dbcFue4CJzSC9e/fGunXrMHXqVIwYMUKz3dvbm5/UxQUbN25EZGSkeUpJxEOt5rOTMaYNbEKkzN+fB7aFl+Qzebj5xIkT0b9/f/zzn//E2bNnkZubCx8fH0RHR2P69Ok0F4gjo+W8iCPx8OAjGC3YEwRo4twgnTp1wsqVK81VFscktW57wkrmKhX1BCGOQVj/0YIDYgAzzA1CiA5hOS+ZjGbbI46hVSveZm1hRtWsb926ZfIF2rZta/KxRITUar7wAM0LQhxFSIh2fUZbN4OEhYXpzE9tLJlMhmr6ga2f1G7AqdW8N4iTE4U1cQzCzUV7uMH40ksv6YX1jRs3cPLkSfj4+CAqKgotWrTAvXv3kJmZicLCQjz++ONo166dRQotOVLqtics5yWTUZs1cQzCUHMLMyqsU1NTdb7/9ddf0adPH8yaNQsJCQmaLnsAUFRUhISEBHz55ZdYt26dWQtbl2PHjuHrr7/G6dOncfv2bfj6+qJnz55YuHChUSODduzYga1bt+L8+fO4e/cugoOD0a9fPyQmJjY4rJ7UUlbGB8LIZNQbhDiGgACLD4gBTLzBOG/ePHTt2hUrVqzQCWqA97VeuXIlIiMjMXfuXLMUsiGffvopsrKyEB8fj3379mH16tXIzs5GdHQ0jh071uDxH3zwAcrKyjB//nwcOHAAixcvxsWLF9G9e3f88ssvliu4MCBGSqqrtaMWi4psWxZCLM3bm8+2Z+GgBkzsunfy5ElMnTq13n369++Pzz77zKRCNVZKSgqCgoJ0tg0bNgwdO3bE0qVLMWjQoHqP37Nnj97xgwYNQlhYGFauXIkNGzaYvcw6pNIMwhiQnc3DuqpKeu3xhNTm48P7WFt49CJgYs1aqVTi3r179e7z559/QmmleSFqBy0AKBQKRERE4Pbt2yYd37JlS7Ru3dqo48n/MMZXeFarqQmEOAaFgt9gtHBPEMDEsO7WrRu+/fZbXLx40eDz6enp+O6772w6E11hYSEyMjJMHvJ+/fp13Lx506jjS0pKUFRUpHkY/UtKis0gwnJewsrmhEiZry9f0qsRzSBKpVInL0qMnD/HpLBOSEiAUqlEdHQ0Jk2ahNTUVOzfvx+pqamYOHEi+vbti6qqKiQkJJhyerOIi4tDaWkp5s+f3+hjq6urMXnyZCgUCsyaNavB/WNiYuDj46N5JCcnG38xqTSBADygCwp4EwiFNXEEwcE8rBtRs05OTtbJi5iYGOOuxUy0detW5u/vz2QyGXNyctI8ZDIZ8/f3Z9u2bTPpvGlpaQyAUY+LFy8aPMeCBQsYALZmzZpGX1+tVrOXXnqJOTs7s++//77efdPT0xkAduLECVZYWKh5VFRUGHcxlYqxykrGqqul8cjPZ2z+fMaeeIKxDh2EvxvoQQ/pPqZNY+zOHcbKy43OmIqKCp28OHHiBAPA0tPT6z3O5LlBxo4di+HDh2PXrl3IyMhAYWEhfHx80L17d4waNQpeXl4mnTc8PBzr1683al9DoyOTkpKwePFiLFmyBNOnT2/UtRljmDJlCr7++mts2rQJo0aNMuo4hUKh1yvGyAs2/hh7xhhfIQagATHEMQQENHpOELlcDnmN9RoVCoVRxzVpIicvLy+8+OKLePHFF5tyGh0hISGYMmWKSccmJSUhMTERiYmJePfddxt1rBDUX3zxBT7//HOMHz/epDI08qLSagYpLeVhzRiFNXEMfn4Wn8BJIJmJnBYtWoTExEQsWLCg0W3ljDG88sor+OKLL/DZZ59h4sSJFiqlxBUV8fZqZ2eaxIk4hqCgRq+9aCqjrrBjx44mXeTPP//EmTNnmnSO+qxYsQILFy7EsGHDMGLECJw9e1bnUdPkyZPh4uKCmzdvarbNnDkTn3/+OSZOnIhHHnlE59i6erw0mdSaQAB+U1EYvUgrxBCp8/JqdE+QpjCqGWTs2LHo0aMH5s2bh5EjR8LVyHHwV65cwdq1a7Fu3TrMnTsXffr0aVJh67Jnzx4AwIEDB3DgwAG951mNYFSpVFCpVDrbhOM3btyIjRs36hwbGhqKrKwsC5QaPLCt9B9tFSUl2tVhqDcIkTpvbx7YVhgQAxgZ1kePHsWsWbMwduxY+Pv7Y/To0ejTpw969OiB4OBg+Pn5oaKiArm5ufj1119x9uxZHDx4EBcuXICbmxtmzpyJN954w2Iv4vjx40bvm5qaqjfXicXC2JEIy3kJiw8QInXNmvFJnOwprAcOHIiLFy9iy5YtSElJweeff65XA62JMQZfX1/Ex8cjPj4eoaGhZiswsWPFxbzNmkYvEkfg42N/zSAAn5ta6Plx5coVHD58GKdOncKtW7eQm5sLDw8PBAUFoWvXrhgwYAAGDRoEDw8PS5Zd3KTWZq1S8ZCurqapUYlj8PPjU6NaYag5YGLXvfDwcISHhze6HzORsIoKICeHeoIQxxEWxpfzslJYS+juFrEpxmg5L+JYmjcHXFysNlaCwtpW1GppDYgR2qplMgpr4hi8vKxWqwYorIm5FBXx5g+ZjLrtEcfQpo22zdoKKKyJeZSX85q1kxOtEEOkTy7X9gShsJYwYc4uKamq4s0fjNENRiJ9wnJe1AwiLrGxsYiIiEBKSkrjDpRKmzVj2uW8rLQ6ECE25e0NtGzJez+ZKCUlBREREYiNjTVq/ybNuke47du323RVHJtjDMjN5TdNaU4Q4gh8fJpcs46Li0NcXBwyMjLQo0ePBvenmrUtSLEZRKnk3fZokVziCHx9ATc3+2yzViqV+Mtf/oLBgwejqqqqzv0qKyvxxBNPIDo6ut79HJ5UmkAAHtRCH2tqBiGOICxMu5yXlRgd1ps3b0Z6ejrmzJlT76x7bm5uePvtt3Hu3Dls3rzZLIUkdq66mq9qDlC3PeIYhJo1YH816x07dqBTp04YMmRIg/sOGzYMnTp1wtatW5tUOMmSWhOIsJwXDYghjsLPjzeBWHGKY6OvdPHiRTz++ONGn/jxxx9HZmamKWWSPqkt51VczG8sqtXUDEIcQ9u2Vu22BzQirHNychAcHGz0iYODg5Gbm2tSoYjIlJTw5g9nZ+2CuYRIlbMzbwKx4rwgQCPC2sPDA8WN+EEsKSmBu7u7SYWSNKk1gQDa5bwAPvseIVLWrBmfbc9KC+UKjA7rNm3a4Pz580af+MKFC2jbtq1JhZI8KTaDlJfTXNbEMfj58YVyrfwzbHRYDxgwAGfPnsWFCxca3Dc9PR2nT5/GwIEDm1Q4IgJqNR+9yBi1VxPHoFDwATH2WrOePn06ZDIZnnnmGVy+fLnO/X799Vc888wzcHZ2xrRp08xSSGLnSkr43CDUBEIcgZ8f4OFh1QExQCOGm4eHh2PhwoVITExEt27dMHbsWAwaNAitW7eGTCbDnTt3cPToUWzfvh1KpRLvv/8+wsPDLVl2cZJam7VKpW0CoUFQxBFYeWpUQaPmBlm4cCGcnZ3x/vvv45tvvsGWLVt0nmeMwdXVFUuWLMG8efPMWlBip2ou50U1a+IIAgL46EXAPmvWgvnz52P8+PHYuHEjfvzxR9y7dw+MMbRs2RL9+/fHxIkTaTVzR8IYkJ9Py3kRx+Hvz7vtWXFADGDirHuhoaFISkoyd1kcg9SW86qspBViiGMJCeH/2mtvEFI3k+ezloKiIqC0lH9wy8psXRpCLM/Lyyxt1o2dz9rosJ49ezYOHTqks+23337D7t27De6/adMmDBo0yNjTi9r27dtx6dIlxMXF2boo1ldeztuqnZxo9CKRPi8v/jBDT5C4uDhcunQJ27dvN2p/o8N61apVOHv2rM62LVu2YPTo0Qb3z8rKwokTJ4w9vWOQ4jzWVVX8oVZTmzWRPj8/7SROVkYrxVibTKYb2rVHM9b1tT0SlvOqrKSeIMQxKBR8uLmVB8QAFNbWJZPxu8g1a9c1v669ykpdq67U/pDYKtQZ4/NYq1TUXk0cgw1WiBFQWNtCXbXnmn9a1W4uqSvUbVlLF4aY03JexFG0a2f1FWIEFNb2qr7ac12h3tRaemM/gEolXyiX5gUhjsLf3yYDYgAKa/FrbC29do29ZojXrrE3VEuvruYDYtRq6mNNHIOvr00GxACNDOvMzEx8+eWXOt8DwFdffQVWKwRolRg7Ul/tuSm1dLWa97MG6AYjcQytWtnsHlGjwnrXrl3YtWuXzjbGGCZMmKC3L2MMMnvvzUB0NbaWXlZGiw4Qx9KsmdXXXhQYHdYvv/yyJctBxKJmiAth7ezMRzESImXu7vxhgxn3gEaE9RdffGHJchAxEpbzksnoBiORPm9vPuOejVoMaG4QYhphtj1hLmupjcwkpDZvbz4oxgYDYoAm9ga5desWsrOzAQCBgYE0NaojYQx48IDfZCwvt3VpCLE8Pz+bLOclaHTNOi8vD2+99RZCQkLQrl079O7dG71790b79u3RsmVLvP3228jLy7NEWYm9KSvjtWrqtkccQVgYD2sbaVRYX7t2DT179sTKlStx//59ODs7IzAwEIGBgXB2dsa9e/fw0UcfoWfPnrh+/bqlykzsgUrFZ9mrrqYJnIhj8PHhYS2T2XfNmjGGcePGISsrCzExMThy5AhKSkpw79493Lt3DyUlJTh06BAef/xxZGVlYfz48ZYsN7G1igreZu3iQs0gxDEEBPCwtkG3PaARYX3kyBGcO3cOzz77LI4ePYpBgwbBzc1N87ybmxsGDx6MY8eOYezYsfjPf/6Dw4cPW6TQ9sYhFx+ouZwXLZRLHEFwsFmD2mKLD2zduhVyuRxr1qypd7CLTCbDJ598AldXV2zbts3Y04uaQy4+oFTy2jVj1MeaOAZvb7MOiLHY4gMZGRno168fAgMDG9w3KCgI/fv3R0ZGhrGnJ2JTWMhDmgbEEEfg4sK77dloQAzQiLC+desWIiMjjT5xZGQkbt68aVKhiAgoldqFcmkuayJ13t68654NGR3WRUVF8PX1NfrEvr6+KKY1+aSrvJx32VOraUAMkT5hQIyLi/3XrCsrK+Hs7Gz8iZ2cUEn9b6VJrebzWFdV0QROxDH4+vKFcm00IAZoZD9rmkWPaOTm8p4g1F5NHEFoKF/Oy4YaNdw8MTERiYmJFioKEQ3GeBOISkVNIMQxNG+uXc5LDPNZ115goCFUE5copZLPC8IYNYMQxyDMC2KjATFAI8JaTQuiEkF1NVBQQGFNHEfz5jYNakAiU6QeO3YMkyZNQufOneHl5YVWrVph1KhRSE9PN+l8CxYsgEwmQ5cuXcxcUgkRevpQtz3iCAICbLZCjEASYf3pp58iKysL8fHx2LdvH1avXo3s7GxER0fj2LFjjTpXZmYmli9fjuDgYAuVVgKKiniNWiajeUGIY/Dy4kFtw6ZdSaxunpKSgqCgIJ1tw4YNQ8eOHbF06VIMGjTIqPNUV1dj4sSJeO211/DTTz8hJyfHEsUVv9JSbfMH9QYhUufry2fcc7FtXEqiZl07qAFAoVAgIiICt2/fNvo8y5YtQ15eHpYsWWLO4klPzeW8VCpbl4YQy3J352Ftwz7WgETC2pDCwkJkZGQYPUT+0qVLWLx4MT799FMoFAoLl07EGAPy8rQjGAmRuuBgm64QI5BEM4ghcXFxKC0txfz58xvcV61WY9KkSRgzZgyeeuqpRl+rpKQERUVFmu/lcjnkNlxRwqIYA3Jy+ChG6glCHEFICODhYbagViqVUNZYYLqkpMSo4+yuZn38+HHIZDKjHpmZmQbP8d5772Hz5s1YuXIlevTo0eA1P/roI1y9ehWrVq0yqcwxMTHw8fHRPJKTk006j2gIy3nRiubEEdQMazMEdnJysk5exMTEGHWc3dWsw8PDsX79eqP2bdu2rd62pKQkLF68GEuWLMH06dMbPMetW7ewcOFCLFu2DG5ubigoKADAbzaq1WoUFBRALpfDw8OjznOcOHECUVFRmu8lW6sGeEgXFvK2alrOiziCZs14E4iZuu3NmzcPs2fP1nyfmZlpVGDbXViHhIRgypQpJh2blJSkGRL/7rvvGnXM9evXUV5ejvj4eMTHx+s97+fnh/j4+Hpr3QqFAt7e3iaVWXSUSj4gxsmJuu0RxxAYaNaFcms3kxp7j8zuwtpUixYtQmJiIhYsWICEhASjj4uKikJaWpre9jfeeAOFhYX44osv0Lp1a3MWVdwY42GtVlNYE8cgjF608QhGSYT1ihUrsHDhQgwbNgwjRozA2bNndZ6Pjo7WfD158mRs2rQJ165dQ2hoKHx9fTFgwAC9c/r6+qK6utrgcw5NqdT2raY+1sQReHrafEAMIJGw3rNnDwDgwIEDOHDggN7zNSegUqlUUKlUjZ6UivxPfj7vBeLkREPNifQpFHzhAVdXW5fE/nqDmOL48eNgjNX5qCk1NRWMMYSFhTV4zp9//tmCpRapykpt8wf1syZS5+7Om0FsODWqQBJhTayopISHNP1lQhxBSAgfZm7D5bwEFNbEeGo1bwaprqabi8Qx+Pvzrnt2MDc/hTVpnLw8vvaikaOuCBG1sDDebY+aQYioqNXaFc3toKZBiMUJNxft4PNOYU2Mp1TyeUEYo54gxDF4e/OFcimsiaioVNoBMdTH2mrUABbjXdDCejYQFGQXA2IACmvSGIzx5bycnCisrehNfIT3sARvYbmti+J4fH35vCB2gMKaGK+oSNv8QX2sLe44HocMDKswCwCwEm9CBobjeNzGJXMQHh58OS87uLkIUFiTxigt1U6LSm3WFlUB4GnsNPjcw7iEAxgK6uluYR4efKFcusEoHbGxsYiIiEBKSoqti2JZNZfzokExFqMG4IFqFMLf4PMt8ADDcQBbMda6BXM0zZvzEYwWWnsxJSUFERERiI2NNWp/Cmsz2L59Oy5duoS4uDhbF8VyhOW8Kip4P2tiEaPwLziDAWi4nfQ5bIUMDNfRzvIFc0SBgTysAYvUrOPi4nDp0iVs377dqP0prIlxai7nRU0gFnEcj2M3nmn0cWWoe2EM0gStW/OmEDuYcQ+gsCaNUVbGa9V0c9EiPGFaD5t2yDJvQQjXvLl29KIdoLAmxqms1C7nRc0gFhGJy40+5nV8Ai/QXzoWYSfDzAUU1sQ4VVVAbi7vc0rzgliEF8owGsa1Xwpa4L6FSkPQqhUPbDsYEANQWBNjMcZDWhgYQyxiPDY3av+pWGuhkhD4+FisJ4gpKKyJcSoqeEgzRs0gFjQGO8EgwzR83OC+7yEJQcixQqkckKsrv7kIUDMIEZmCAt5uTUPNrSIF8fBFbr37VMDdSqVxQB4efF4QO5nECaCwJsZSKnlvEJmM32QkFvcKNhjcPg9LwCDDPzDXyiVyIP7+fKi5nbRXAxTWxFilpbz5Q01zv1nLPzAXDDJsxxgAwOeYBADoiXRbFssxBAfz9mo76WMNSGR1c2JhajUfEEPLedmE0I4NAJPwhY1L4yBCQvjK5tR1j4hOYSGvWdPoReIIgoN5ezU1gxBRUat5bxCVippBiGPw9LSLFc1rorAmDVMq+YAYmYwGxBDHEBzMu+9RzZqIikoF5OfzfwsLbV0aQixPobCbFWIEFNZmIPn5rBnjvUGcnGgSJ+IYhOW8LNgM0tj5rKk3iBls374d3bt3t3UxLCc/n99YZEy7UgwhUqVQ8LmsLdwEEhcXh7i4OGRkZKBHjx4N7k81a9KwsjLt6MWKCluXhhDL8vHhIxjtZDkvAYU1aZjQZY+W8iKOQFjOy8LNII1FYU3qJyznVVnJB8UQInVt2tjVogMCCmtSP8aABw9oOS/iOIKCeDOIHY1eBCisiTHKy3mtmnqCEEegUNhdH2uAwpo0pLKST49aXU01a+IY/P3trlYNUFiThlRV8TZrZ2caEEMcg68vtVkTERKW8aI+1sRRWGFAjCkorEn9ai7nRW3WROo8PYGAALtrrwYorElDCgp4U4hMRst5EelTKPgKMXa0nJeAwprUT6nktWs7++ASYhG+vrzbnh2tECOgsCb1KynhzR80jzVxBKGhdtltD6CwJvVRq/mAGFrOiziK4GCgWTP+NdWsiagUF/M2awpr4gj8/HhPEDubyxqgsDYLyc5nrVLxm4oqFQ9sQqTOz89qy3nRfNY2INn5rJVK3htEJuNzWhMidQqF1XqC0HzWxHzUaj56kYaaE0fh7W13C+UKKKxJ3VQqHtK06ABxBHI5v8Fohz1BAAprUp+CAm2NmkYvEqnz8OADYuxwqDlAYU3qU17O262dnGjhASJ9AQF2uZyXgMKa1I267BFH0qYNX86LmkGIqDAG5OTw5g9qAiGOIDCQ16wBqlkTERHCWqXiQ84JkbrAQN5tzw4HxAAU1qQ+FRU0IIY4Dh8fu22vBiisSV0qK/lAGJWKVoghjsHT0257ggASCetjx45h0qRJ6Ny5M7y8vNCqVSuMGjUK6enpjTrPrl27EBMTA29vb3h5eSEyMhLr1q2zUKntXFUVD2uax5o4Cj8/u1zOSyCJsP7000+RlZWF+Ph47Nu3D6tXr0Z2djaio6Nx7Ngxo86xbNkyjBkzBl26dMG//vUv7N69G9OmTUOlo95cYwwoKuJf03JeROpkMiAoyG6DGpDI3CApKSkICgrS2TZs2DB07NgRS5cuxaBBg+o9Pj09HfPnz0dycjLmzJmj2f7EE09YpLyiUFrKbyyq1TR6kUifpyefF8ROh5oDEqlZ1w5qAFAoFIiIiMDt27cbPP6TTz6BXC7HjBkzLFE8cSou5u3WTk7UdY9In78/D2w7XM5LIImwNqSwsBAZGRmIjIxscN+TJ0/i4Ycfxvbt2xEeHg5nZ2e0bt0ac+fONaoZpKSkBEVFRZqHUgrNBkqldvQiIVLXtq22j7WFKZVKnbwoMbJrrGR/EuPi4lBaWor58+c3uO/du3dx9epVzJw5EzNnzsSRI0cwYcIELF++HBMnTmzw+JiYGPj4+GgeycnJ5ngJtiXUrFUqW5eEEMsLDOQ3F62w9mJycrJOXsTExBh3ILMzaWlpDIBRj4sXLxo8x4IFCxgAtmbNGqOu6erqygCwLVu26Gx/4403GAB29epVg8elp6czAOzEiROssLBQ86ioqGjUa7Y7KhVju3Yx9te/Mta3L2P8diM96CHdx5QpjP32G2NW+NmtqKjQyYsTJ04wACw9Pb3e4+zuBmN4eDjWr19v1L5t27bV25aUlITFixdjyZIlmD59ulHnCQgIwL179zB06FCd7cOHD8eqVauQkZGBjh071nm8QqGAt7e3UdcSjcJC3n2P5rEmjsDf32ormsvlcsjlcs33CoXCqOPsLqxDQkIwZcoUk45NSkpCYmIiEhMT8e677xp9XNeuXXHv3j297YwxAICTo7XbCvNYq1Q0kRNxDF5e/OaiHf+s22/JGmnRokVITEzEggULkJCQ0KhjhTXQ9u/fr7N93759cHJyQq9evcxWTlGoqAByc3kto6DA1qUhxPJ8fOy6JwhghzVrU6xYsQILFy7EsGHDMGLECJw9e1bn+ejoaM3XkydPxqZNm3Dt2jWEhoYCACZOnIjPPvsM06ZNQ05ODiIiInDkyBGkpKRg2rRpmv0cBmO8GYT6WBNH0by5XdeqAYmE9Z49ewAABw4cwIEDB/SeF5ozAEClUkGlUulsc3V1xeHDh/Huu+9i6dKlyMvLQ7t27bBs2TLMnj3b8i/A3lRX8+YPmYyaQYj0ubkBvr52PSAGkEhYHz9+3Oh9U1NTkZqaqrfd398fa9euxdq1a81XMLEqLNTOB0IDYojUCSvE2PEkToCE2qyJGZWV8Rq1nc7rS4hZhYZqw9qOUVgTfVVVvEatVtu6JIRYnlCztlLXPVNRWBNdjAHZ2drh5oRIXWAgX3TAzm8w2nfpiPUxxrvtqdV8yDkhUufnZ/fd9gAKa1IbY9o5QagnCHEEwmx7VLMmolJZCeTl8bCmmjVxBM2a2X1PEIDCmtRWXa1dzotq1sQRCKua2zkKa6JLGL0I0A1GIn0yGR+9SDVrxxAbG4uIiAikpKTYuihNV1LCa9Q01Jw4AmEeaxuMXkxJSUFERIRmbqKGSGIEo61t374d3bt3t3UxzKO4mNeonZ1p4QEifS1a8Bn3XKwfhXFxcYiLi0NGRgZ69OjR4P5Usya6Kiup+YM4jpAQHtYyGTWDEJEpLOTNH1SrJo4gMJD/FWnnQ80BCmtSk1rNB8SoVLztmhCp8/W12kK5TUVhTXQVFfG5QSisiSPw9qaaNREhlYpPjSos60WI1CkUohhqDlBYk5oqKvjoRScnGr1IHIOwnJcIUFgTLcb46EWVivpYE8cg3GCkmjURFaWSh7RMRmFNpM/fnzeD2KCPtSkorIlWcbG2rbq62rZlIcTSgoJE08caoLAmNZWX87C286kiCTGLNm349Kh2vlCugH4qiVZlJX/UWPmdEMkSFh0QSeVEHKUklqdWAw8e8LCmbnvEEfj6iqZWDVBYk5qE5byEKVIJkTJfX16zFsGAGIDCmggY471Bqqtp0QHiGLy8+PSoIkFhbQaSmM+6spL3sQb4KEZCpK5ZM95ebaNmEJrP2gYkMZ91VRUPa7Wa2qyJY2jRgtesbRTWNJ81MR0t50Uchacnn8RJJANiAAprIigu1rZVU1gTqQsJ0daqqTcIEZWSEh7SIulzSkiTtGzJbzC6ulJYE5GprKReIMRxBAXxRQdEEtQAhTUBeLe9ggI+eVNVla1LQ4jleXvzvyJF9JekeEpKLIcxICdHG9qESJ2wnBeFNRGdkhJeqy4qsnVJCLE8b29RtVcDFNYE4KMWS0p4H+vKSluXhhDL8/IS1bwgAIU1AXgvkLw8/sGlhXKJIwgOppo1ESFhOS+1mnqEEOlzceErxIhoXhCAwpoAvGZdXs5rGdQbhEhdUBAPaxENiAEorAnAh5kLNWqVyrZlIcTSWrbkw81tOImTKSisCa9Z03JexFG0bs3DWiTzWAvop5PwoK6qolo1cQzCuosU1kRU1Gq+QkxlJa0QQxxDQAAPapH9JSmu0top0S8+kJdHy3kRxyH0BLFxezUtPmADol58QBgIU11NPUGIY2jWjK+9aOOwpsUHSONUVmrnBSkutnVpCLG8wEDeDCKiniAAhTWpruYDYhjjs+4RInXe3oC7u61L0WgU1o6OMe0QcwprInUBATysqWZNRKeoiHfdk8l4LZsQKWvblteqRdYTBKCwJkIfa5HVMggxSXCwdkCMyD7zFNaOThi9yJitS0KI5fn68tn2RDYgBqCwdmw1l/MqK7N1aQixPJEOiAEorB0bLedFHI2HB28GEVkTCCCRsD527BgmTZqEzp07w8vLC61atcKoUaOQnp5u9DnS0tLw5JNPIigoCAqFAl27dsXHH38MldTnyxCW86KeIMQReHvzeUGoZm0bn376KbKyshAfH499+/Zh9erVyM7ORnR0NI4dO9bg8UeOHMHgwYNRXV2N9evX4/vvv8eAAQMQHx+P2bNnW+EV2EhlJQ/r6mpqBiGOITCQt1mLkCSGm6ekpCAoKEhn27Bhw9CxY0csXboUgwYNqvf41NRUuLq6Yu/evfDy8gIADB48GFeuXEFqaipWr15tsbLbVFUVn8TJyYlWiCGOoVkz0a29KJBEzbp2UAOAQqFAREQEbt++3eDxrq6ucHNzg4eHh852X19fuItwpJPRGNNO3kR9rInUeXryhXLtYBInU0girA0pLCxERkYGIiMjG9x36tSpqKysxMyZM/HHH3+goKAAX331FXbu3Ik5c+ZYobQ2olTytuqKClool0hf+/Y8rEXYXg1IpBnEkLi4OJSWlmL+/PkN7tu7d28cO3YMzzzzjGaaU2dnZyQnJ+PNN99s8PiSkhIUFRVpvpfL5ZCLYTFOtRpo0wa4fNnWJSHE8po3t4u1F5VKJZRKpeb7EmMrSszOpKWlMQBGPS5evGjwHAsWLGAA2Jo1a4y65oULF1hQUBAbOXIk27NnDzt27BhbsGABc3NzY++//36dx6WnpxssV0JCggmv3AbKyhi7epWxb75h7JlnGOMNI/SghzQfY8cyduECY+XlNv2xS0hIYIZyIz09vd7j7K5mHR4ejvXr1xu1b9u2bfW2JSUlYfHixViyZAmmT59u1Hni4uIQHByMnTt3wvl/I5sGDhwIJycnJCYmYty4cWjfvn2dx584cQJRUVGa70VRqwZ4n9OOHfkCot7egJ8fcPgwny8kP5/XvAmRCj8/3hPExs0g8+bN0+lllpmZiZiYmAaPs7uwDgkJwZQpU0w6NikpCYmJiUhMTMS7775r9HGZmZl44YUXNEEt6NWrF9RqNS5fvlxvWCsUCnh7e5tUZrvg6QlERvI/ER99lN90LCzkof3gAVBaytu3y8v5nNfFxfx5YRshYuDpycPaxjcXazeTKhQKo46zu7A21aJFi5CYmIgFCxYgISGhUce2bNkSFy5cgEql0gnsM2fOAABat25t1rLapRYt+Ie5bVu+cG5VFe8hUlHBA1mp5LXtigr+dUEBvylZVATcv8//FcK7rExbO1cqedgTYmvNmvGeIHSD0XZWrFiBhQsXYtiwYRgxYgTOnj2r83x0dLTm68mTJ2PTpk24du0aQkNDAQCzZs3CzJkzMXLkSLz22mvw9PTE0aNHsWLFCgwePBiPPvqoVV+PTbi784fQ9KFS8bBmTLvyuVrNvxaWAVOptF+XlWlDvLiYbxemX83J4dtyc7W1dGGB3qIibegTYklBQaIdEANIJKz37NkDADhw4AAOHDig9zxjTPO1SqWCSqXS2TZjxgy0atUKK1euxJQpU1BeXo6wsDAkJCRg1qxZln8B9kSodTg56X6wa7xfmq/Vam2gC7VxIdArKrRBX1nJv66o4GFdVsYDuubXeXk80P/8k+9XWal9Lj+fP1dSQu3oxHQiHhADSCSsjx8/bvS+qampSE1N1ds+ZswYjBkzxnyFkpqaH3Dhaycn/uEXGBvojPEwFkJcaHIRFu0tLeXNKYWF/OuKCm07en4+r6mXlWmbaCoq+PaSEl6zp4V/SW0uLvyGurs7hTUhTQp0lYp/L4S70AyjVPKvaza5qNW6zS5CuAtNKjk5vKZeUsIflZU80AsKdNvSieNo3x7w8RFtezVAYU2szdRAZ0xbQ68Z6EKIC1/XbIoRaunCnN1CTxah2SU3V9teXlXFfwEUF/PvhRuoRBrsZEBMU1BYE/tjKNAB3dU96gr0mjV04aZodbU20IWmlto9XgoKeO28tJQ3t5SX8225ufz74mIe5jVvjBYX89An9i8wkPcEoRuMhFiZJQNdCPWaNfeqKt58Ul7OH7m52pDPz9c2sQjNLkItvrgYyM625DtBjOHnJ9p5rAUU1kS6mhLoQqgD2tBmjLd1C+3mNcNdqeTb8vK0PVkKC/m/+fn8a6HHS3Gxtj+68H1ODrWjW5KXl12MXmwKCmvi2OoKdMBwO3qzZvo3RgFtaLdvr62J175ZKgR8aSmvgQthXVKibWrJzta2o5eVaW+cCv3VqR3dNM2aiXY5LwGFNSHGaGpPl5pfCzdLhZq5cENUCPWKCv6vcGNU6NVSewoAIehLS7WP3Fxekye6AgP5/xeFNSHEIoGuVOoPOhJuklZX8/Cu2S+9qIg3twg1deEhDDAS+qLn5mqv6Qi8vUW76ICAwpoQa2pq10XhayHQhRugtbszCoOMhGaXsjL+EKYDKCjQhrvwEGrnQm09O1s6Cyl7eop69CJAYW0WsbGx8PDwQFxcHOLi4mxdHCJ2TbkxaijQa94MNRTqVVU8oIVJt4Q+5kIPl6IibU1d6LIoBLsY2tHDwngfazvrtpeSkoKUlBSUGzlzJYW1GWzfvh3du3e3dTGIIzFH10UhyIV/hWaWmtMC1GxyKS7m/wrztVRUaMNaCPOCAm0PGKE2b+t2dD8/HtZ21mYtVO4yMjLQo0ePBvensCZEqiwd6EIPFyHcVSpe266q4m3oQmALfdGFWrlw4/TBA+0cL3l5fHtlpfnfh7ZteWCLZVGQOlBYE+LITA10QNusAvB/hVAXmllqNrnUrKULizRXVmrb0IVJuoTJu4QaujCBV3m5NtAbu+DF6NG8SyWFNSFE0uoK9NoDTIzp6SKEu3AD1FC4CzdGy8u1N0iFCbiE0aJCm3nNG6VC/3ShiSYoCBg2DHj6ad4MInIU1oQQ8zBX18WagS6EuLBPzX7pwuRbSqV2JSPhpmhBARAaCvTpI/ouewIKa0KI9Zg70IWeLsLXwo1RgM9f3awZb9IR8TBzAYU1IcS+mKsvOmOSCWqAwpoQIkbG3hiVQPOHQBq/cgghpDYJBTVAYU0IIaJAYU0IISJAYU0IISJAYU0IISJAYU0IISJAYU0IISJAYW0GsbGxiIiIQEpKiq2LQggRiZSUFERERCA2Ntao/WWM1RwKRBpDmIc2PT2d5rMmhJjE2ByhmjUhhIgAhTUhhIgAhTUhhIgAhTUhhIgAhTUhhIgAhTUhhIgAhTVpkFKpRGJiIpRKpa2LYhOO/voBeg/s4fVTWJMGKZVKJCUlOfQPqiO/foDeA3t4/RTWVtDUkY22Pt4cbP0abP0e2Lr8tn795iiDrY9vqiZfnxGTpaenMwAsPT293v0efvjhJl3H1scXFhYyAKywsNBmZbDl8Y7++hmj98CSr9/YHKE1GJugvLwcAHD58uUG98vIyGjSdWx5fElJCQAgMzMTCoXCJmWw5fGO/voBeg8s+fqF/BDypC40N0gTbN68GePHj7d1MQghEvD1119j3LhxdT5PYd0EOTk5OHjwIMLCwuDh4WHr4hBCRKi8vBxZWVkYOnQomjdvXud+FNaEECIC1BuEEEJEgMKaEEJEgMLaAVy8eBFPP/00WrZsCU9PT3Tu3Bnvv/8+ysrKNPtMmDABMplM79G5c2ejr3PkyBH06dMHnp6eaN68OSZMmIDs7GxLvKRGs/R7UFRUhCVLlmDAgAFo0aIFFAoFHnnkEXzwwQeoqKiw5EszirU+A4Ly8nI89NBDkMlkWL58uTlfisms9R6UlpZi4cKFeOihhyCXyxEQEICBAwfi6tWrTSo/dd2TuEuXLqFv374IDw/HqlWr0Lx5c5w8eRLvv/8+0tPTsWvXLs2+Hh4eOHbsmM7xxt44PXHiBIYPH44RI0Zg165dyM7OxjvvvIMnnngCFy5cgFwuN+vragxrvAe3bt3CqlWr8Pe//x2zZ8+GQqHADz/8gMTERBw+fBiHDx+GTCYz+2szhrU+AzW99957KC0tbXLZzcVa70FJSQkGDhyIP/74A3PnzkXXrl1RWFiI06dP6/xSMInJPbyJKMyfP58BYL///rvO9ldffZUBYHl5eYwxxl5++WXm5eVl8nV69erFIiIiWFVVlWbbqVOnGAD2z3/+0+TzmoM13oOSkhJWUlKit/3DDz9kANgPP/xg0nnNwVqfAcF//vMf5ubmxrZu3coAsA8//LDJ52wqa70H8fHxzMvLi127dq1J5TWEmkEkztXVFQDg4+Ojs93X1xdOTk5wc3Nr8jXu3r2L8+fP4+9//ztcXLR/rPXt2xcPPfQQdu7c2eRrNIU13gMvLy94eXnpbf/LX/4CALh9+3aTr2Eqa7x+QWVlJSZNmoS4uDj07NnTbOdtKmu8B2VlZdiwYQOeeeYZtG/fvsnnq43CWuJefvll+Pr64vXXX8f169dRXFyMvXv34rPPPkNcXJxOwJSXl6NFixZwdnZG69atMX36dOTl5TV4jZ9//hkA0LVrV73nunbtqnneVqzxHtRF+HM6MjKyya/DVNZ8/e+//z5KS0uxaNEiS7wUk1njPUhPT0dpaSk6deqE119/HX5+fnBzc0PPnj3x73//u+kvwux1dWJ3Ll++zDp37swAaB4zZ85karVas89HH33EPvroI3bo0CF26NAhNn/+fObp6ck6d+7MiouL6z3/5s2bGQB25swZvedeffVV5ubmZvbX1FiWfg8M+emnn5iHhwcbPXq0OV+KSazx+i9evMhcXV3ZgQMHGGOM3bhxw26aQRiz/HuwZcsWBoB5e3uzfv36sd27d7O9e/eygQMHMplMpnlfTEVhLXE3btxgHTt2ZP369WPbtm1jJ06cYP/4xz+Yt7c3mzRpUr3Hbtu2jQFgH330Ub37CWF99uxZvedeffVVJpfLm/Qamsoa74Gha7Zp04Y99NBDLDc3tynFbzJrvP6qqirWrVs3Nn78eJ3r2ktYW/PnoHnz5qyoqEizvbS0lLVs2ZL169evSa+BwlrinnvuORYUFKR382vjxo0MADt+/Hidx6pUKubl5cWeffbZeq9x4MABBoD9+9//1ntu7NixLCQkxLTCm4k13oOasrKyWFhYGGvXrh27ffu2yeU2F2u8/g8//JD5+Piwq1evsvz8fJafn89++uknBoAtWrSI5efns+rqarO8HlNY8+fgb3/7m95zL7zwAvPw8DCt8P9DbdYSl5mZiYiICL2bX7169QKABtuTGWNwcqr/Y9KlSxcAwH//+1+95/773/9qnrcVa7wHgps3b2LAgAFgjCEtLQ2tW7c2rdBmZI3X//PPP6OwsBCdOnWCn58f/Pz88OijjwLg3fj8/PwMfj6sxRrvgaF7No05viEU1hLXsmVL/PLLL5opHgVnzpwBgHrDZNu2bSgrK0N0dHS912jVqhX+8pe/4Ouvv4ZKpdJsP3v2LK5cuYIxY8Y04RU0nTXeA4D3tR4wYABUKhWOHTuG0NDQphXcTKzx+ufOnYu0tDSdx5YtWwAAU6dORVpaGjp27NjEV2I6a7wHISEh6NOnD06dOoWioiLN9rKyMpw4ccKoz1C9mlQvJ3Zv165dTCaTsejoaPbdd9+xo0ePsiVLljCFQsEiIiKYUqlkWVlZrG/fvuzjjz9m+/btY/v372dz585l7u7uLDIyUu9PR2dnZzZo0CCdbWlpaczFxYWNHj2aHT58mG3evJm1adOGdenShVVUVFjzJeuxxntw//591r59eyaXy9nXX3/Nzpw5o/OwZXOItT4DtdlTm7W13oNTp04xNzc3Fh0dzXbu3Mm+//579thjjzFXV1d2+vTpJr0GCmsHcOzYMTZkyBDWokUL5uHhwR566CH25ptvspycHMYYY3l5eWz06NEsLCyMeXh4MDc3N9apUyc2Z84cVlBQoHc+ACwmJkZv+6FDh1h0dDRzd3dn/v7+7KWXXmL379+39MsziqXfg7S0NJ1eBrUfCQkJVnqlhlnrM1CTPYU1Y9Z7D3744QcWExPDPD09maenJxs0aBA7depUk8tPU6QSQogIUJs1IYSIAIU1IYSIAIU1IYSIAIU1IYSIAIU1IYSIAIU1IYSIAIU1IYSIAIU1IYSIAIU1IWaycOFCuLu7486dO0YfExYWhrCwMMsVqg47duyATCbD0aNHrX5tYhoKayJqtVehdnZ21qwm/dVXX6GhAbqbN2/WHHvo0CGTy3H79m0sX74cr7/+ul3MtNeQMWPGoHv37pg9ezbUarWti0OMQKubE0lISEgAAFRVVeH333/Hzp07cfz4cVy4cAGrV6+u87h169ZBJpOBMYb169djyJAhJl1/0aJFqKysxJw5c0w63hbmzp2LZ599Ft9++y1efPFFWxeHNIDmBiGiJpPJAECvBn3q1Ck8/vjjYIzh+vXrBpsarly5gs6dO2P48OH4888/8csvv+DOnTsICgpqVBkKCwvRsmVLDBgwoNFr7QnlysrKatRx5qBUKhESEoKIiAj8+OOPVr8+aRxqBiGS1K9fPzz88MNgjOHChQsG91m/fj0AYMKECZg4cSKqqqqQmpra6Gtt2bIFZWVleO655ww+zxjDJ598gsjISLi7u6NVq1aIi4tDYWFhg+cdOHAg/Pz84O7ujocffhiLFy+GUqk0uP/mzZvRvXt3eHh4ICgoCH//+9/xxx9/YMCAAZpfajXJ5XI8/fTTOHXqFH799ddGv25iXRTWRLKEtlgXF/3WvsrKSmzatAm+vr4YNWoUxo0bBzc3N2zYsKHBdu7aDh8+DADo27evweffeOMNzJgxA/n5+Xj11Vfx/PPP4+DBgxg8eDAqKysNHjN58mS8+OKLuHbtGmJjYxEXFwd/f3+89957GDZsGKqqqnT2//DDDzF+/HhkZWXh5ZdfxsSJE/HLL7+gX79+KCgoqLPsQpmF10DsWJMnWSXEhvC/+aJr++GHH5iTkxNzc3Njd+/e1XteWIl66tSpmm2jR49mANixY8caVYbg4GDm4+Nj8LlTp04xAKxDhw46C+eWl5ez6OhoBoCFhobqHPPFF18wAGzs2LGsvLxc57mEhAQGgK1cuVKz7dq1a8zFxYU1b96c3bp1S7NdrVaz559/vs73iDHGMjMzNdci9o3Cmogaakzun5CQwN5991323HPPMTc3NyaTydiqVasMHjdw4EC9Fdl3797NALAXXnjB6OsrlUoGgHXq1Mng81OmTGEA2MaNG/WeExYsqB3WUVFRzNXVleXn5+sdU11dzQICAljPnj012xYtWsQAsKSkJL39s7KymLOzc51hfe/ePQaA9e7du55XSewB9QYhkpCUlKTzvUwmw8aNGzFhwgS9fX///XccP34cnTt3Ru/evTXbhw8fjuDgYOzYsQO5ubkICAho8Lq5ubkAAD8/P4PPZ2RkAABiYmL0nnvsscf0mmjKysrw008/oXnz5li1apXBc8rlcp025osXLwIA+vfvr7dvaGgo2rRpU+cNTH9/fwBATk6OweeJ/aCwJpLA/tfOXFpaitOnT2PSpEmYOnUq2rVrpxeU69evB2NML8hdXFwwfvx4rFixAl9++SVmzZrV4HU9PDwAABUVFQafF24iBgcH6z0n9AmvKT8/H4wxPHjwQO8XUF3qu4awva6wLi8vB6B9HcR+0Q1GIileXl548sknsXfvXlRXV2P8+PEoKyvTPF+zx8fcuXP1BtWsWLECgLanSEN8fX3h5uamqWHX5uPjAwC4f/++3nMqlUrvOGH/bt26gfFmyjofAm9v7zqvUd92QPuXQWO7KxLro7AmkvToo4/ilVdewZ07d7By5UrN9l27diE7Oxvh4eGYPHmywUdYWBguX75sdN/jRx55BH/++SeKior0nuvevTsA4MSJE3rP/fDDD6iurtbZplAoEBkZiV9++QV5eXlGXb9bt24AYLC8N2/exO3bt+s8VmhOiYqKMupaxIZs1FZOiFmgnp4Od+7cYe7u7szX15fl5eUxxhh78sknGQD23Xff1XnOtWvXMgDs73//u1FlePPNNxkAdvjwYb3nfvzxx0b3Bvn8888ZADZq1CiDNxnz8vJYenq65vvff/+9zt4gL7zwQr3v0cKFCxkAtmfPHqNeK7EdCmsiavUFEWOMxcfHMwBs7ty57Pr160wmk7HmzZszpVJZ5zFFRUXMy8uLeXh4GAzL2k6fPs0AsLfeesvg8zNmzGAAWEhICJsxYwabPXs269ChA+vZsycLCQnRC2vGGJs2bRoDwPz9/dkLL7zA3nnnHfbKK6+wwYMHMzc3N/baa6/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707 "text/plain": [ 708 "<Figure size 600x600 with 1 Axes>" 709 ] 710 }, 711 "metadata": {}, 712 "output_type": "display_data" 713 }, 714 { 715 "data": { 716 "image/png": 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", 717 "text/plain": [ 718 "<Figure size 600x600 with 1 Axes>" 719 ] 720 }, 721 "metadata": {}, 722 "output_type": "display_data" 723 }, 724 { 725 "data": { 726 "image/png": 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", 727 "text/plain": [ 728 "<Figure size 600x600 with 1 Axes>" 729 ] 730 }, 731 "metadata": {}, 732 "output_type": "display_data" 733 }, 734 { 735 "data": { 736 "image/png": 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", 737 "text/plain": [ 738 "<Figure size 600x600 with 1 Axes>" 739 ] 740 }, 741 "metadata": {}, 742 "output_type": "display_data" 743 }, 744 { 745 "data": { 746 "image/png": 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MJxMEPC66JiIiNyDLG0lZw+OB0564bW5++umnco9p3749tmzZUu5xopRakdjYWMTGxtqcNqfQak07ISs7LHPoOREROZIMamTAY/7Dunp1j/qx7Tk5qeqUC7EBxW2m8mHjaCwiInKk0oId2bWCwQ45lAxqZEAj59qRPeE9qEc8ERG5MeXaWB7EbZuxvIrslFzaBE9sxiIiIkdT1uzI94Ch7KlWjTU75GAy2AGKgxrzzsoMdoiIyFGUZYoyqLG0QKgHYLDjLuSsyYDpshES++wQEZGjyDJGljvK4EenM8yg7EEY7NgpLi4OYWFhmDt3rmMuqFYXBzfK9lL5MLJmh4iIHMm8mUpZ1jh4YsG5c+ciLCwMcXFxDrumLdhnx05r1qxBRESEYy5mqblKGXXLKbyJiIgcRdknVI4GlmWPA1Y8V4qPj0d8fDzS09PRvn17h17bGqzZcSfKeXWULyIiIkczX55I/t3HByhjfcmqiMGOu/D1tRzcKGt82JRFRESOYr5UhHLJCA8bes5gx10o18MCTB8+1u4QEZGjyB/Pyg7KgCHIkQtTs4MyOYWyf44lHI1FRESOYv4jWrlGo0bjcWtjMdhxF7LKUHZEVk7upOxARkREVFHmrQayfJFBjgdNKAgw2HEfGk3JYeZyskEGOURE5CjKH8/KVgM5IkutdvhorMrGYMddyDkNzBcCBTyuOpGIiNyMskOycpJbD8Fgx13IB62oqORwQDZhERGRI8k+orJmR1nDo9MZOil7EAY77kSjKV4TCyh+2GSnMU4sSEREjqLsJqGctV+j4dBzchKdzrRjmHJSQVmlyNodIiKqqLLKEjkay8Mw2HEXlubZUauLqxoZ6BARkTPJH9oaDZuxyMDhC4HKoMZ8kie5D+BcO0RE5DjmazIWFJReDlUQFwKtohy6EChQXIuj7JejXKSNiIjIEeQPZ0sz9Dtp2DkXAiUDlapktaF8ED1sciciIqpkyh/S8se2HPmrVntcvx3Pyk1VJoMd85mTgeIHkM1YRETkKJZm6FepAD+/yk2XE7DKwF3IGhxlM5as0VFOMEhERFQRyh/Oypn65d/1eo+r2WEJ6k50OtMIW1YtethDR0RElUiubi5bD2TtjpzTzcPm2AEY7LgXP7+SnZGVNTrsqExERI6g7JysHPGr0QC+vlwugpxERtnmEbdGU1zbw2CHiIgqStk/R1mro1wElMEOOYVyEkG12rQa0Xw1dCIiIkeTE9jKssiDMNhxFzLIMSfXKWEHZSIicgRlTY7yvWzG0uk8rszxrNxUdcqh50qs2SEiIkcxD3aAks1ZHqbCwU5+fj7Onj2Lq1evOiI93k0OMZcv5Sq0DHSIiMgRlH12JOUcb9Wruz5NTmZzsHP9+nUsXLgQgwYNQmhoKPz8/FC/fn3UqlULer0eHTp0wKuvvor//ve/zkiv23Da2liWtnPZCCIiciTzYeeS7DrhYFVmbayMjAy8+eabWL58OXJzcwEAgYGBaNmyJYKCgnDz5k1kZmZi//79SEtLw+zZsxEeHo6JEyfi//7v/5yWgcri8LWxgJLDAGUAxGCHiIgcrbTmKif016kSa2MlJCSgZcuWWLx4MaKiorB06VL89ddfyMzMxMGDB7Fjxw6kpaXh5MmTyMrKwtatW/HKK6/g0qVLGDZsGDp16oQDBw44Oy9Vn15fcgi6+bIRREREFSH75gCm5YvsPuGty0W8++67GDt2LP755x/88MMPeOKJJ9C0aVOLx1arVg1du3bFjBkzcOrUKaxfvx63b9/GN99848h0eyY5ZbeknD3ZfB8REZE9ZGBj/kNabvewkViAlc1Yx44dQ926dW2+uEqlQr9+/dCvXz+cP3/e5vO9jnz45INWVGTalEVEROQI5gGNnP5Eo/He5SLsCXTM3XnnnRW+hseTtTiyCUuuUaIMfoiIiBxBLjytHJ3lpA7Klc3z6qqqMmVEbakakcEOERE5igxylNOb+Pp6bzOWue3bt5d7jI+PDwICAtCsWTP42dHZaceOHZg+fTp27dqFW7du4a677sKTTz6JqVOnAgCEEJgzZw7mzZuHEydOICgoCI8++iimT5+OwMDAcq+fl5eHjz76CEuXLsWJEyfg7++PiIgITJ06FQ8++KDN6XUI5cgrgKOxiIjIOeRAGPNtWq1hBmUPY1ew07VrV6is7EOiVqvRu3dvzJ49G82bN7fqnBUrVuCJJ57A4MGDsWzZMvj7++P48eM4e/as8ZiJEyfigw8+wMSJE9GjRw8cPHgQ06ZNw549e7Br1y5otdoy7zF69GgsX74cU6ZMQbdu3XDlyhXMnDkT0dHRSE1Nxf33329VWh1KBjbKqkUZYbPfDhERVZR5bY55v1DlSC0PYlewI4OKjRs3okWLFnjwwQcRGhqKCxcuYOfOnTh69Cj69OmDxo0bIz09Hd999x127tyJPXv2oFGjRmVeOyMjA2PGjMHYsWMxb9484/aYmBiTYz788EPEx8dj1qxZAIDY2FiEhIRg6NCh+OyzzzB69OhS75GXl4cVK1Zg6NCheOutt4zbO3fujLp162L58uWVE+zI0VcFBaZTdzPQISIiR7NUrvj6em8HZXMPPfQQtm7divnz5+PQoUNYsmQJZsyYgSVLluDQoUOYN28etm7diuHDhyM1NRVLlixBZmYmpk+fXu61Fy1ahNzcXLz66qulHrN7924UFhaiT58+Jtv79u0LwDDhX1l8fHyMzWxKNWrUgI+PD3x9fctNp1NotcUPmaU1SoqK2JRFREQVY2n9K1nmeOjC03blaOrUqejZsyfGjBlTojlLpVJh3Lhx6NGjB6ZNmwYAGDFiBCIjI/HTTz+Ve+3t27cjKCgIhw8fRnh4ODQaDUJCQjBu3DhkZ2cDMKzHBQB6vd7kXK1WC5VKVe4EhlqtFs899xyWLl2Kb775BtnZ2Th58iRGjx6NgICAMmuFnMrSPDuW/iQiIrKXpbWxiooMP7g9tCXBrmDn119/RZs2bco8pm3btti9e7fxfbt27ayaaycjIwM3btzAoEGDMGTIEGzZsgWTJk3CsmXL0KdPHwghEBYWBgBITU01OXfnzp0QQiAzM7Pc+7z//vt46aWXEBcXh4CAADRu3BipqanYunUrmjVrVu75OTk5yM7ONr7y8vLKPadcsslKGVXLuQ+EMDRvERER2cvSD2olOdeOg+Tl5ZmUlTk5OQ67ti3sCnaEEPj777/LPOb48eMm7zUajVWjsoqKinDr1i289tprmDJlCrp27YpJkyZhxowZSE1NRXJyMu69915ERUXh3XffxerVq3Ht2jXs3LkT48aNg1qtho8VVXBvv/02Zs+ejcTERGzbtg3r169Hy5YtERsbi3379pV7fnR0NAICAoyvGTNmlHtOudRqw0vZXCXn2ZHRNpuxiIioIpTNWLLMkeVOOYN7bDVjxgyTsjI6Otqh17eWXcFOp06d8PXXX5faLPXjjz9izZo16NSpk3GbtbMwBwcHAwB69eplsr13794AgPT0dADA6tWr0blzZwwePBiBgYGIiYnBgAEDEB4ejnr16pV5j0OHDmHatGlISkrC1KlT0bVrVzzyyCP44YcfULNmTbz00kvlpjMlJQVZWVnG15QpU8o9p1xy2J8QJYMdIiIiR7E0p5tKBdxxh0PLnClTppiUlSkpKQ67ti3sqqt6++23ER0djd69e6Nbt27o3LmzcTTWjh07sG3bNuj1euNIp6ysLGzevBlPPvlkudc2b/6SxP8Kf1lrExISgg0bNuDixYs4f/48GjZsCD8/P8ybNw8DBw4s8x6//fYbhBDo0KGDyXatVot7773Xqg/D398fNWrUKPc4m8gmKxlxK5u0PLB3PBERuZiyv44scwoLTVsRHBjs6PV6k/61/v7+Dru2LewKdjp06IBNmzbh6aefRnJyMpKTk6FSqYwBSdOmTbFo0SJjMKHT6bBv3z6EhoaWe+24uDgsWLAAGzduRLt27YzbN2zYAAAmtUWAIegJCQkBAHz00UfIzc3F+PHjy7yHrGHavXu3SZVaXl4e0tPTcdddd5WbTqeQfXYKC00DHvlwyqpG1vQQEZEjybLFwc1Y7sLuXkhdunTB0aNHsXPnTuzbtw9ZWVmoUaMG2rVrh86dO5uM0vLz80PLli2tum7Pnj3Rr18/vPHGGygqKkKnTp2wd+9eJCUloW/fvoiMjAQALFy4EIAhsLp27Ro2btyIxYsXY/r06YiIiDDNpEaD6OhoJCcnAwAiIyPRoUMHJCYm4saNG4iKikJWVhbmzJmDEydO4PPPP7f3n6Xi9PriNbEA08VBlc1bRERE9jLvnCxrevR6j/xBXaEu1yqVCp07d0bnzp0dlR4AwJdffomkpCQsWLAASUlJqFu3LiZMmICEhATjMUIIfPDBBzh16hR8fHzQrl07rFu3Dv379y9xvcLCQhTKWYlhaArbvHmzsYPz7Nmz4e/vj7CwMGzYsMHYP6hSmM/xo9GYroTOYIeIiOwll4gwn2tHvpdljoep8PiynJwc/PXXX8jJyUGXLl0ckSb4+flh5syZmDlzZqnHjBkzBmPGjLHqesJCgBAQEIC33nrLZAblSidrcYqKikdeKWt2iIiIKqq0QEetNtTseGCwY3cJeubMGQwYMACBgYG47777TJZz2LFjB8LCwvDzzz87Io3eQz5spXUQE4IrnxMRUcUp18KSf8ryh8GOwblz59CxY0d8++236NevHx544AGT2pOOHTvi4sWL+PLLLx2WUK+gnEDQfLul6b2JiIhsofzBrPxRLVsSPLSDsl3BTlJSEi5evIgtW7Zg7dq1iI2NNdmv1WrRpUuXEjMckxXkdN2AaTMWERFRRZU1otfHB7Bi8t+qyK5gZ8OGDXjkkUfQtWvXUo9p0KABzp49a2+6vJdynh3A0FlMBj0Am7GIiKjilM1YchFQ5UhgD2NXsHPhwgU0b968zGO0Wi1yc3PtSpTXUjZVyaYs2X+Ho7CIiKiiZGCjbEFQjsTS6So3fU5iV7ATFBSEM2fOlHnM0aNHceedd9qVqKogLi4OYWFhmDt3rmMvbN4/R9bqmNf4EBERVYT5iCyNxml9dubOnYuwsDDExcU55frlsSvY6dy5M7799ltcvHjR4v6//voLP/74o8kILU+zZs0aHDx4EPHx8Y69sBz2p3wIlZ2WWcNDRET2Ui4XId/L2h3Aac1Y8fHxOHjwINasWeOU65fHrmBn0qRJuHnzJqKjo/Hjjz/ixo0bAIDc3Fxs3LgR/fr1g4+PD15++WWHJtYryMBGWZujfCjZZ4eIiOwlAxtlgCPLHCfW7FQ2uyYV7NixIxYsWIBx48bh4YcfNm6XC2NqNBosWbIErVu3dkwqvYkcfaVRfDRySLqHdhwjIiIXUQ54MefB3SXsnkF55MiRiIyMxLx587B7925kZmYiICAAnTp1wvjx461eC4vMyKm6zWdR9tApvImIqBLIVgK5+DRg6EbBmp2Smjdvjvfff99RaSHAENTI0Vcy2AGKa3XYZ4eIiCpKWZYof1R7aAtChdfGIgczXwtLDj3n2lhEROQIyj47ssXAg+fYAawMdk6fPm33DRo0aGD3uV5JBjuFhSU7kCn/JCIispV5kCNrddhBGWjUqBFUdvQXUalUKCgosPk8ryYfuNu3i7fpdKYTQBEREdlDLvipfF9U5PHLE1kV7Dz55JMlgp0TJ05g+/btCAgIQHh4OO68806cP38e+/fvR1ZWFqKiotC4cWOnJNqjyTZT5dTdcskIjYZDz4mIyLFUKkPnZJ3Ou4Odzz77zOT94cOH8cADD2DChAlISEgwDjkHgOzsbCQkJGDZsmVYsGCBQxPrFSytei6jbQ99CImIyMWU5Yms3fHgKU7s6vU6ZcoUtG3bFu+9955JoAMY5tp5//330bp1a0yePNkhifQqsnOyDHAKCoonGARYs0NERI4hf1zLldB9fSs7RU5jV7Czfft2REZGlnlMZGQkUlJS7EqUV5ORtbJnvHIhUAY7RERkD+UC08o/ZS2Pnx9rdpTy8vJw/vz5Mo85d+4c8vLy7EpUVeDUhUC12uL1SoDiAIhNWUREVFGyLDHvNuHEDspVciHQdu3aYdWqVdi3b5/F/Wlpafjyyy8RERFRocS5M6ctBCofQPPVaJVzIRAREVWUnG9HCMOPbLkQtRNU9kKgdk0qmJCQgIceegidOnXCsGHDEBUVhdDQUFy4cAEpKSlYsWIFioqKkJCQ4Oj0ej4Z7Mi+OoWFxcGOBw8LJCIiFzEf9CLLFycGO5XNrmCnR48eWLVqFcaOHYvPPvsMS5cuNe4TQiAwMBALFixA9+7dHZZQr6LXl121qJxskIiIyBrmk9MqZ1KW8+94aNli93IRAwcORO/evbF+/Xqkp6cjKysLAQEBiIiIQP/+/VG9enVHptO76PWm75WdyDipIBERVYSlGZRlM5aHLk1UobWxqlevjqFDh2Lo0KGOSg/JWhzzVc+5ECiR1W7cAKofSYUewJWWnVGtWmWniMhNyK4SSh4+ezJgZwdlciL5ICqja+XCoHLNLCIqVY0jvwLwQx78EHDkv5WdHCL3oGy+kpR9Qj24RcaqYGft2rUVusm5c+ewa9euCl3DayijbuXQc2XbKhEBMHwlNmY9iHUXH4TvvlQ88Od/oNqXjkJFpXUBtFDtS0fnw/+pxJQSuRnzssRSjY8HsSrYGThwIDp06IC1a9fitnKBynIcOXIEEyZMQLNmzbBlyxa7E+l1tFrT9lQZ7Hjwg0hkjy+vxqLP3x9jQMbHyIMfdueXPt3F+Zs1St1H5FUsTWVivkCoh7Gqz05ycjImTJiAgQMHIigoCI899hgeeOABtG/fHqGhoQgMDMStW7eQmZmJw4cPY/fu3di0aRP27t0LnU6Hf/3rX3jxxRednBUPotGYdiDTag1/evCDSGSLv/PqoenB7yzsKf07Euqb7bwEEVUFlpqxgOJ+oR68XIRVwU5MTAz27duHlStXYu7cuVi8eDGWLFlS6vFCCNSsWRMvvPACXnjhBTRs2NBhCfZ45vMeyL+rVIb+OkVFhj89tMc8kTWO3Kpv8zkJdbkwMXk52RXCfDSW+UAYD2T1aCyVSmUceXXkyBFs3rwZqampOH36NDIzM+Hn54eQkBC0bdsWXbt2Rbdu3eDn5+fMtHsu83VL2IxFZKJ9tcM2nlGIXgFpTkkLUZWlDHS0WkOrgoeyK2ctW7ZEy5YtMX78eEenhwBApyuOvOUQdJXK8CAWFXE0Fnm9EO01DAzYjK+zYq06PsAnx8kpIqoClJMKKmt2lGtleSi2hdjJaQuBAsWLs5k3Y8kXgx0iNNZnWNhq6HDpgwIAQP8aWyHaReDavTEuTBmRm5LLD5kHO4Chv44Tu0dU9kKgnltn5WRr1qxx3kKncnIn87l2ZK0Ogx0ivFPvI7xT76PKTgZR1eLjUzwKS5YrPj6GlgM5GMYJ4uPjER8fj/T0dLRv395p9ykNa3bckRyNpew5z4VAiYjIkZQdlX18PHrgi+fmrCrTaIoDG/Pe86zZISIie5j/gFa+9Hr22SEXM195VtlDnn12iIjIXsqyRf54li0HrNkhl5IPXkGB4UGUbapswiIiInspZ0xWdlDWaEr+yPYwDHbckZzcSY7IKioqXkLCgx9GIiJyImW3CPleBjvy5aHcNtjZsWMH+vTpg8DAQPj5+aF58+Z48803jfuFEPjoo4/QqlUr6PV61KlTB88++yyuXr1q9T1yc3Mxbdo0tGjRAnq9HsHBwYiJicFff/3ljCxZT0bZMtKW8x9wNBYREVWEpRmUCws9OtABbBh6npeXhy5duqBGjRrYuHEjtKUMUcvPz0fv3r2Rm5uLX375pdTjyrJixQo88cQTGDx4MJYtWwZ/f38cP34cZ8+eNR4zceJEfPDBB5g4cSJ69OiBgwcPYtq0adizZw927dpV7n1zcnIQExODs2fPYvLkyWjbti2ysrKwc+dO3Lhxw+Y0O5Ss1ZGdxWQTlmzeUlZFEhER2crHp/iHs1oN3HGHR/fZsTrYWb58OdLS0soMdABAp9Nh0qRJ6NOnD5YvX44RI0bYlKCMjAyMGTMGY8eOxbx584zbY2JiTI758MMPER8fj1mzZgEAYmNjERISgqFDh+Kzzz7D6NGjy7zP66+/jkOHDuHAgQNo0qSJcfsjjzxiU3qdQnYUk5G3nAhKjtIiIiKyl2wtULYSqNUeXb5YnbO1a9eiefPm6NmzZ7nHPvTQQ2jevDlWr15tc4IWLVqE3NxcvPrqq6Ues3v3bhQWFqJPnz4m2/v27QvAMOFfWW7cuIFFixZh0KBBJoGO21AuyKacRVlG4mzGIiIiW5kvDaEsS5w4oaA7sDrY2bdvH6Kioqy+cFRUFPbv329zgrZv346goCAcPnwY4eHh0Gg0CAkJwbhx45CdnQ3A0FQGAHq93uRcrVYLlUqFAwcOlHmPtLQ05Obmonnz5nj22WcRGBgInU6H++67Dz/88INV6czJyUF2drbxlZeXZ3NeS6VSFXdIlu9lHx4iIiJ7mC9DJNde1GgM8+w4oWYnLy/PpKzMyamcdeqsztnly5cRGhpq9YVDQ0ORmZlpc4IyMjJw48YNDBo0CEOGDMGWLVswadIkLFu2DH369IEQAmFhYQCA1NRUk3N37twJIUS5983IMKypM2vWLPz+++9YtmwZ1q1bhxo1aqBfv37YtGlTuemMjo5GQECA8TVjxgyb81oq+fCZTyoosWaHiIjsoQxoZPAjVz13ghkzZpiUldHR0U65T3ms7rPj5+eH69evW33hnJwc+Pr62pygoqIi3Lp1CwkJCZg8eTIAoGvXrtDpdHjxxReRnJyMHj16ICoqCu+++y5atmyJ2NhYHDx4EOPGjYNarYZPOdFp0f86+Op0OmzcuBF33HEHAEO/IDnqq1evXmVeIyUlBeHh4cb35rVMFaKcZ0fS6Qx/enCbKhERuYByJJbsH6rTOaV8mTJlCl566SXj+/3791dKwGN1zurXr489e/ZYfeG9e/eiQYMGNicoODgYAEoEG7179wYApKenAwBWr16Nzp07Y/DgwQgMDERMTAwGDBiA8PBw1KtXz6p7PPjgg8ZABwCqVauG6Oho4z3K4u/vjxo1ahhfDg12AEOVorJ/juycLCcZJCIiqijl4BcnzOOm1+tNykp/f3+H38MaVgc7Xbt2xe7du7F3795yj01LS8POnTtNRlBZq23btha3i/8V+rLWJiQkBBs2bMCFCxfw22+/4eLFi3jjjTdw9OjRcvsWlXYPeZ/yaoZcQhk8yWHocmVaNmMREZE9lH12VCrDaF+12uPn2bG6VB8/fjxUKhUGDRqEQ4cOlXrc4cOHMWjQIKjVajz33HM2JyguLg4AsHHjRpPtGzZsAAB06tTJZHtISAjatm2LgIAAzJ8/H7m5uRg/fnyZ96hTpw4eeOABpKamGjs9A4ZRWikpKSXu4XIywpbLRNy+Xfwgyu1ERETWUq6DpWzGkt0m/PwqN31OZnUo17JlS0ybNg2JiYlo164dBg4ciG7duuGuu+6CSqXCmTNnkJycjDVr1iAvLw9vvPEGWrZsaXOCevbsiX79+uGNN95AUVEROnXqhL179yIpKQl9+/ZFZGQkAGDhwoUAgKZNm+LatWvYuHEjFi9ejOnTpyMiIsI0kxoNoqOjkZycbNw2e/ZsxMTEoFevXnj11VehUqnw3nvv4fLlyyYzNVcKOfpKOQRdPpBERET2MG+mkoFPUZHHj/a1qd5q2rRpUKvVeOONN7BixQqsXLnSZL8QAlqtFm+//TamTJlid6K+/PJLJCUlYcGCBUhKSkLdunUxYcIEJCQkmNzrgw8+wKlTp+Dj44N27dph3bp16N+/f4nrFRYWorCw0GTbgw8+iOTkZLz++usYNmwYAEOt0c8//4wHHnjA7rQ7hGxDNd8mgx3W7BARkT3Ma3YAQ6AjB8F4KJUQtncAOXXqFJYsWYIdO3bg/PnzEEKgbt26iIyMxMiRI9GwYUNnpNUtpKeno3379khLSytRg+QwQgD79gG7dwM5OYZRWTduAL/8Apw8aXhvwzQARETk5YqKgOvXgcBAwN8fCA42lCtCAC1aAP/6F9CsmdOT4ZIy1AK7eiQ1bNgQSUlJjk4LKSl7x8t2VQ+fzpuIiJxMWbMjOyd7waS1LDndkXkVo9wme847YXggERF5OPMJauUMymo1l4uQXnrpJfz0008m244ePYpvv/3W4vFLly5Ft27dKpY6b6Zc6Rwoueo5h58TEVFFmS887aGsDnY++OAD7N6922TbypUr8dhjj1k8/uTJk0hJSalY6ryZTmfaU14+kERERLaSP5DNh5/LYees2aFKIVekVT6QcoQWR2MREZE9lEGPsj8o++yQJXFxcQgLC8PcuXOdcwO12rRaUdmspVxGgoiIqDzmZYayb6gLAp25c+ciLCzMOHGwq3n2/NBOtGbNGucOm5Mjr+QDqmxT9fC2VSIicjDzAS+yTJErnju5GSs+Ph7x8fHGoeeuxpodd6XRmNbkyAfTw9cvISIiJzEfiaVsxvJwDHbclWzGkg+hfC+jc/bbISIia8myQ9k5WS4TodV6/AAYm6oJ9u/fj2XLlpm8B4DPP/8c5hMxy31kJ/Nh5sqIvLCQfXaIiMh6ck4dwDTYkSN9Pbx2x6ZgZ/369Vi/fr3JNiEERowYUeJYIQRU7FtiP/nwKaNx821ERETWUA45l60EsoXAw1c8B2wIdp566ilnpoPMaTTFwwFlRG5pATciIiJrKCenVS4C6ufHmh3p008/dWY6yJz5PDsMdoiIyF7KVgL5I1o2YXEGZao0lh5AZQdlBjtERGQL5SS1QHEHZb3e44OdCo1jPn36NC5evAgAqF27Nho2bOiQRBEsz5hsvl4WERGRNSz12ZF/12o9vlyxuWbnypUrmDhxIurUqYPGjRujY8eO6NixI5o0aYK6deti0qRJuHLlijPS6l3knDrKVWnlRIMAh54TEZH1zPt+KrtJeMHQc5tyd/z4cdx33314//33ceHCBajVatSuXRu1a9eGWq3G+fPn8f/+3//Dfffdh7///ttZafYOMthRPpSyU5mHR+BEROQE5i0D8ge0XHjag1kd7AghMGzYMJw8eRLR0dHYsmULcnJycP78eZw/fx45OTn46aefEBUVhZMnT2L48OHOTLfnk8FNQYHh74WFhuDHw6NvIiJyAdnv00vKFatzuGXLFvz6668YPHgwkpOT0a1bN+h0OuN+nU6HHj16YOvWrRg4cCD++9//YvPmzU5JtDtw+kKgQHGnMTkkUDlckB2UiYjIVuY1OBoN4Ovr9NtW9kKgVgc7q1evhl6vx5w5c8qcLFClUuHjjz+GVqvF119/7ZBEuqM1a9bg4MGDiI+Pd84NVCpDsKOc+0C5LhaDHSIispayQ7J5TY6i4sJZ4uPjcfDgQaxZs8bp97LE6mAnPT0dnTt3Ru3atcs9NiQkBJGRkUhPT69Q4ryafChlp7LCQtOHlMEOERFZSy4orXwvyxE2YxU7ffo0WrdubfWFW7dujVOnTtmVKEJxB2XlmiVyOLqHz3RJREROoAxqioqKyxgXNGNVNquDnezsbNSsWdPqC9esWRPXr1+3J00EFPfV0WhMo285Oos1O0REZCvlIqDKcsbDWR3s5OfnQ21DjYKPjw/y8/PtShT9j3wAZYDjJb3miYjIyYqKDOWKVstgxxxXMXchZTOWcoig3MeaHSIisoVyrUX5p7KrhAezKZxLTExEYmKik5JCFimbrOTETzIiJyIiKo+lKUtkh2WdzitaDGwKdoSNBSxrgipIuRaWfDDlq7CwslNHRERViXL4uTLY0WorO2VOZ3WwU8S1mFxPTiooZ1JWro/FQJKIiGwhKyyU5Yf8Ae3hPD+HVZnsr6NWG5quZLAjm7KIiIisJWt21GrT7hFe0GeHwY47k4GNjLqVi7gx2CEiImsou6CYN2NZmlHZA3l+Dp3EJWtjyZocwNBHx7wPDxERkTXMfywXFRnKFK3WJcFOZa+N5fmD651kzZo1iIiIcO5NLA01l7U9REREtlA2VxUVGQId2Q/UyeLj4xEfH4/09HS0b9/e6fczx5oddyYDGxncyI5kDHaIiMha5s1YQHFXCI3GK8oUBjvuTHYkKywsOT+CFzycRETkYD4+poGOvz/77FAlk9WLykBH1uxwYkEiIrKFpc7ILuqzU9k8P4dVmVzhXAY3XrJgGxEROZCsyZFLQ8j3cm0sL8Bgx52Z1+rImh7Zk56IiMgacqCL7AIhF5f2kuUi3DaHO3bsQJ8+fRAYGAg/Pz80b94cb775pnG/EAIfffQRWrVqBb1ejzp16uDZZ5/F1atXbb7XzZs30aJFC6hUKsyePduR2agY8w7JykXblGtmERERlUaWFbJMUb5nzU7lWbFiBaKjoxEQEIBly5Zhw4YNePXVV03W5po4cSImTJiA/v374/vvv8fkyZOxYsUKxMbG4vbt2zbdb+rUqcjNzXV0NirOx6e42Uo5ARQ7KBMRkbWUZYayDFGpvKbPjtt1AMnIyMCYMWMwduxYzJs3z7g9JibG5JgPP/wQ8fHxmDVrFgAgNjYWISEhGDp0KD777DOMHj3aqvv9+uuvmDNnDpYvX45BgwY5NjMVpVKZzrUj50iQf7Jmh4iIylNUZDqNCVBcpnDoeeVYtGgRcnNz8eqrr5Z6zO7du1FYWIg+ffqYbO/bty8Aw4R/1sjPz8fTTz+N+Ph43HffffYn2llkzY5GU9xHR3ZWNh+OTkREVBrzgEZ2TvaSQS9uF+xs374dQUFBOHz4MMLDw6HRaBASEoJx48YhOzsbgCFIAQC9Xm9yrlarhUqlwoEDB6y61xtvvIHc3FyTvkBuR602rHgOFDdjKZu2iIiIyqLso6NsxtJqAT+/yk2bi7hdsJORkYEbN25g0KBBGDJkCLZs2YJJkyZh2bJl6NOnD4QQCAsLAwCkpqaanLtz504IIZCZmVnuffbv34933nkH8+fPR/Xq1W1OZ05ODrKzs42vvLw8m69hFZ3O9L15BzMiIiJ7yL6gTpSXl2dSVubk5Dj1fqVxu/qroqIi3Lp1CwkJCZg8eTIAoGvXrtDpdHjxxReRnJyMHj16ICoqCu+++y5atmyJ2NhYHDx4EOPGjYNarYZPOR9eQUEBnn76aQwZMgS9evWyK53R0dEm7xMSEpCYmGjXtUqlUgF6venDqBydxeHnRERUHuUAF/keMLw3/0HtYDNmzEBSUpJT72ENt6vZCQ4OBoASQUjv3r0BAOnp6QCA1atXo3Pnzhg8eDACAwMRExODAQMGIDw8HPXq1SvzHh988AH+/vtvJCQk4Nq1a7h27ZqxiezWrVu4du0aCgsLy7xGSkoKsrKyjK8pU6bYld8yyaHmygmg5PIR8j0REVFZlKOvZL9P2Urg5GBnypQpJmVlSkqKU+9XGrcLdtq2bWtxuxx2LmttQkJCsGHDBly4cAG//fYbLl68iDfeeANHjx5FVFRUmff4448/kJWVhebNmyMwMBCBgYG49957ARiGoQcGBuL3338v8xr+/v6oUaOG8WXef8ghZP8c85odL+k9T0REDqCsyQFMgx0nz7Oj1+tNykp/f3+n3q80bhfsxMXFAQA2btxosn3Dhg0AgE6dOplsDwkJQdu2bREQEID58+cjNzcX48ePL/MekydPxrZt20xeK1euBACMGzcO27ZtQ7NmzRyVJfvJmh0Z7MgOZfLvRERE1lCWGbJZy0tmTwbcsM9Oz5490a9fP7zxxhsoKipCp06dsHfvXiQlJaFv376IjIwEACxcuBAA0LRpU1y7dg0bN27E4sWLMX36dERERJhcU6PRIDo6GsnJyQCAVq1aoVWrVibHnDx50ni9rl27OjeTttBoTJurlCOx2GeHiIisYb5UBGA6f5uHc7tgBwC+/PJLJCUlYcGCBUhKSkLdunUxYcIEJCQkGI8RQuCDDz7AqVOn4OPjg3bt2mHdunXo379/iesVFhaW2wfHLZk3YxUWFq+PxZodIiKyhlxeSLYWyJodPz+vWS7CLYMdPz8/zJw5EzNnziz1mDFjxmDMmDFWXU9Y0ZG3UaNGVh1XaWT0LQMfd04rERG5J5XK8MNZdpHwkpod72isq8rUakPkLWty1OqSVZFERESlUS4crZynzckjsdwJgx13p9MVDxcsKDDtTMY+O0REZAvlgqAajdc0YzHYcXcyCpcdk2XVo5f0oCciIgeRS0UAhlYCL2nCAhjsuD+5EKiy97yMxNmMRURE1lAOapEDdrRar/nh7B25rMpkBzIZkbNWh4iIrKXsqwMUlyUajVfV7rDUtFNcXBzCwsIwd+5c595IzpYsH1gZiSs7nBEREZVHOYOyEC5d8Xzu3LkICwszThzsam459LwqWLNmTYnJC51Coyn5njU7RERkLTnIRflD2cfHsNC0i2p24uPjER8fj/T0dLRv394l91RiqVkVyMU/lc1YRUUcjUVEROVTdkqW7+XC0l4yQS2DHXcnZ0wWongiKPmAMtghIqKyKLs7KIMdtRrw9WWwQ25CdiLTaAzz7MhARzkxFBERUVlkU5YsNzSa4nncvACDHXcn++fIP2VND4MdIiKyhlzwU9lBGfCqPqDekcuqTLnwp5wbQa3mqudERFQ+5RxtymHncvZk1uyQW1CufC5XrVW+iIiIbCV/SHsJ78lpVSWDHeXEUHIiKDZjERGRNZQLSAth6K/jwnl2KhuDHXenHH0lKTuZERERlUbZjKXcplx6yAsw2KkK1GrDSCwlGfAw6CEiotKYd3+Q5A9pL8FgpyrQ64sDG9msRUREVB7zH8SyHAEMZYuXYLDj7lQqQ9uqpIzGORqLiIjKYl6zI9fF8vHxqmYsVhHYKS4uDn5+fsb1PpxGTiBYVGS6vklhIXDrFnD9OkdlkXdw9nMur2/tfSqaHmfkxxP+L/CEPLiT3FxDeVG9uqE7RGGh4SUnrHWRuXPnYu7cubh586bL7qnEYMdOLlsIVDZbyT46smanenUOQSeyhbXfE3ftC1dZabJ034qmxZbzHZVvS8051tyrrOfGfJ87Pjc5OYYfy76+hnJDrqtYo4ZLu0RU9kKgDHbcnazJ0WoNNTn5+YYHNCjIq4YNGtkS3Dk6CLR0vdLmqTA/1tJx1vznW9b20pSWb3mdihY01vznX9a97CkQnFXgOeI+FUlbaYGVM/7dSvu7PfdxdK1WWc9+Re5V1nNo6bq2BMSlXbes4y0prTuCvd9T8+vdumX4geznB1SrZvi7vz/Qvr2hHPESDHaqAp3OUO14+TJw9iyQmVm8kFtlYE1SMWv7TcnZrz2BowtKVxSujr5OZdzb0hBid2VLbYgrVCSwcRe2NrMq3XEHUL8+0Ly5oXanaVMgPNyrfjAz2HF3KhVw113AE08YInTJ0YWneYFjqRAvbaX1itQ8mJ9rXjNQ3vn2Ki/N7jKXkaVfkPamS3meNf/O3qa856qqFY5VBf9dnc/PzxDk3HFH8aS0XjQSC2CwUzXUqlXZKSAiIqqyOPSciIiIPBqDHSIiIvJoDHaIiIjIozHYcZG8vDwkJiYiLy+vspPicsw78+5tmHfm3Ru5c/5VQnA4hi3khEhpaWk2TSqYnZ2NgIAAZGVloUaNGk5Mofth3pl35t17MO/emXfAuvzbW4ZWFGt27PTVV185/R5z5851+jmuuIc9XJUuV/x72cMdP0dvzru95zj7Ht6cd3vOYd6dew+3JsgmaWlpAoBo1KiRTedlZWUJACIrK8vqc+6++25bk2fzOa64h7vm3Z5zXJF3e+7DvNvG2ecw787Puz3nMO/OvYc1+ZdlaFpams3pqQjOs2MjuYjZP//8g8aNG2PIkCEYPHhwuefl5OQAAPbv3w9/f3+r75Wenm5z+mw5xxX3cNe823OOK/LuinS54h6elHdbz2HenZ93e85h3ivv//qvvvoKX375pbE/j6sXBGWfHRstX74cw4cPr+xkEBERVVlffPEFhg0b5rL7Mdix0eXLl7Fp0yY0atQIfl60rggREVFF3bx5EydPnkSvXr1Qy4WrAzDYISIiIo/G0VhERETk0RjsEBERkUfz6mDn+vXreOWVV9CzZ0/Url0bKpUKiYmJZZ4jhEBUVBRUKhXGjx9fYv/58+cxfvx4NGnSBH5+fmjYsCGeeeYZnD592qo03b59G0lJSWjUqBH0ej1atWqFOXPmWDz277//xoABA1CzZk34+/sjNjbW6p7z7pb3tLQ0xMfHo02bNrjjjjsQGhqKHj16YOvWrSWOTUxMhEqlKvHy9fW1Ku/umP+TJ09azJNKpcKqVatKHO9Jn31pn6el/Ff0s3dG3s+dO4cRI0YgJCQEvr6+aNu2LRYvXmxVeoCq/Z2vSN5d+Z13t7xX9e97RfLuyu+7klcPPc/MzMSCBQtw77334tFHH8WiRYvKPWfu3Lk4duyYxX15eXmIiorC1atXkZSUhLCwMBw5cgQJCQnYtGkTDh06hDvuuKPM6z/33HP4/PPP8eabb6JDhw7YtGkTXnjhBVy/fh2vvfaa8bhLly6hS5cuCAwMxJIlS+Dr64sZM2aga9eu2LNnD1q2bFml8r5y5Ur8+uuvePrpp3HvvfciNzcX8+fPR/fu3bF06VI8+eSTJc758ccfERAQYHzv42N97O5u+Zeef/55DB061GRb8+bNTd572mc/atQoPPTQQyW2jx49GsePH7e4z97P3tF5z8rKQmRkJPLz8/HOO++gTp06WLlyJUaNGoWsrCy89NJL5V6/qn7nK5p3V37n3S3vUlX8vlc07678vptw6aw+bqaoqEgUFRUJIYS4dOmSACASEhJKPf7EiRPC399frF27VgAQ8fHxJvs3b94sAIhFixaZbF+xYoUAINauXVtmev744w+hUqnE9OnTTbaPHj1a+Pn5iczMTOO2SZMmCa1WK06ePGnclpWVJWrVqiUGDx5c5n2EcL+8X7hwocS2goIC0bZtW9G0aVOT7QkJCQKAuHTpUpnXLIu75f/EiRMCgHj33XfLTbunffal3VOlUonhw4ebbK/oZ+/ovM+YMUMAEHv37jXZ3rNnT1G9enVx9erVMtNTlb/zFc27K7/z7pb3qvx9r2jeS7unM77vSl7djCWrxKw1ZswYxMbG4rHHHrO4X6vVAoBJBAoANWvWBIByq96++eYbCCEwcuRIk+0jR47EzZs38eOPPxq3rVu3Dt26dUPDhg2N22rUqIEBAwbgu+++Q0FBQZn3cre8h4SElNimVqvRvn17/PPPP1an01ruln9beNpnb8mSJUsghMCoUaNsPrcsjs57amoqQkND0b59e5Ptffv2RW5ursl31pKq/J2vaN5d+Z13t7zbwtM+d0uc9X1X8upgxxaLFi3Cr7/+io8//rjUYzp37oz27dsjMTERe/bsQU5ODtLT0/Haa68hIiICPXr0KPMef/zxB2rXro0777zTZHvbtm2N+wHDPAXHjx83bjc/9ubNm/j7779tzWKpXJF3SwoKCvDLL7+gdevWFve3adMGarUaoaGhePLJJ63uF2UrV+Z/5syZ0Ol0qFatGiIjI/Htt9+a7PeGz76oqAifffYZmjVrhujoaIvHuOKztybv+fn50Ov1JbbLbQcOHCjzHlX5O1/RvFviDt95V+a9Kn7fHf25u+r7zmDHChkZGZg4cSLeeecd1K1bt9TjNBoNtm3bhiZNmuD+++/HHXfcgfbt26NmzZrYvHmz8RdwaTIzMxEUFFRie/Xq1aHT6ZCZmQkAuHr1KoQQFo+V2+SxFeWqvFuSmJiIY8eOISEhwWR706ZN8fbbb2PJkiXYsmULXnrpJfzwww+4//77kZGRYfN9yuKq/Ov1eowePRqffPIJtm7dikWLFqGwsBD9+/c3aWP3hs/+p59+wj///INnnnmmxD5XffbW5j0sLAxnzpwp8Z/vjh07AJT/WVTl73xF825JZX/nXZX3qvx9d/Tn7rLve4UbwjxEWW2Zffv2FVFRUcZ2TyGExbbM/Px80bt3b1G/fn2xcOFCsX37drF06VLRvHlzERERIa5du1ZmGmJjY0WrVq0s7tPpdGLs2LFCCCEyMjIEADFz5swSx8l+Ert27Sovy0bukHdzCxcuFADEyy+/bNXx//3vf4WPj4/417/+ZdN9hHDP/MtrtmvXTgQHB4vbt28LIbzjsx84cKDQaDTi3LlzVh1v72fviLwfPHhQ6PV6ERkZKf744w9x+fJl8fHHHwudTicAiHHjxpWZhqr8na9o3s256jvvjnkXoup83x2dd1d93xns/E9pD8Hq1auFRqMRu3fvFlevXjW+AIjRo0eLq1evivz8fCGEEJ988okAIPbs2WNyjePHjwsAIjExscw0PP7446J27doltufk5AgAYsqUKUIIIW7cuCFUKpWYNGlSiWM//vhjAUAcOXKkSuVdacmSJcLHx0eMGTPG5ItXnlatWon777/f6uMld8u/0syZMwUAcfDgQSGE53/2ly5dEjqdTvTv39/qc4Sw77N3RN6FEGLDhg2ifv36AoAAIOrXry/mzJkjAIg333yzzDRU5e98RfOu5MrvvLvlXakqfN8dmXdXft/ZjFWOP/74AwUFBejUqRMCAwONLwBYuHAhAgMD8cMPPwAwrPSqVqsRERFhco0mTZogODjY2P5emjZt2uDSpUs4f/68yfbff/8dAHDPPfcAAPz8/NCsWTPjdvNj/fz80KRJE/syrODKvEuffvopRo0ahaeeegrz58+3qWOdEMK+IYmlqIz8mxP/W81F5suTP3sA+Pzzz5Gfn29zR0VHfva25B0AevfujVOnTuHo0aM4ePAgTpw4geDgYABAVFRUmfeqyt95oGJ5l9zlO18ZeTdXFb7vgOPy7tLvu02hkQcrLeI9ceKE2LZtW4kXAPHoo4+Kbdu2GYfFJSUlCQBi9+7dJtc4cuSIACBefPHFMtMgh6GaV1mOHTu2xDDUV155Reh0OnH69GnjtuzsbFG7dm0xZMiQKpd3IYT49NNPhY+Pj3jyySdFYWGhTXnYtWuX8PHxseo+5twl/+by8/NFeHi4qFWrligoKDBu98TPXmrdurWoW7euSX7LY+9n74i8W5KXlyc6duwowsPDy01DVf7OW2JL3oWonO+8u+TdXFX5vltib95d+X33+mBnw4YNYvXq1WLJkiUCgBg0aJBYvXq1WL16tcjNzS31PFhoyzx9+rSoWbOmqFevnvjkk0/E1q1bxaJFi0STJk1E9erVxeHDh43HLl26VKjVarF06VKTa4waNUro9Xrx7rvvip9//lm89tprQqVSibffftvkuIsXL4o6deqINm3aiHXr1okNGzaIqKgocccdd4hDhw5Vubx/9dVXwsfHR0RERIjU1FSxa9cuk9etW7eMx7Zt21a888474rvvvhObN28Wb7/9tqhZs6aoW7euOHv2rFV5d7f8T5gwQYwfP16sXLlSbNu2TSxbtkx06NBBABCffvqpyb087bOXdu/eLQCI1157rdT7O+Kzd2TehRBi/Pjx4uuvvxbbtm0TixcvFvfee68IDg4Wf/zxh8lxnvadr2jeXf2dd6e8V+Xve0XzLrnq+27Mi01He6CGDRsa2x3NXydOnCj1vNIegr/++ks88cQTolGjRkKv14sGDRqIIUOGiD///NPkuE8//dTig52fny8SEhJEgwYNhE6nEy1atBAfffSRxTQcO3ZMPProo6JGjRqiWrVqonv37iItLa1K5v2pp54qNS3m6Xn88cdFs2bNRPXq1YVWqxUNGzYU48aNs/nhd6f8L168WNx///0iKChIaDQaERgYKHr16iU2bdpkMQ2e9NlLo0ePFiqVShw/frzU+zvis3d03vv37y/q1KkjtFqtuPPOO8WIESNMJoCTPPE7X5G8u/o77055r+rf94o+80K47vsuqf6XISIiIiKPxA7KRERE5NEY7BAREZFHY7BDREREHo3BDhEREXk0BjtERETk0RjsEBERkUdjsENEREQejcEOEVVJ06ZNg6+vL86cOWP1OY0aNUKjRo2cl6hSrF27FiqVCsnJyS6/NxEx2CEiG6hUKpOXWq1GcHAwYmJi8Pnnn6O8OUqXL19uPPenn36yOx3//PMPZs+ejWeffRZ33XWX3ddxlQEDBiAiIgIvvfQSioqKKjs5RF5HU9kJIKKqJyEhAQBw+/ZtHDt2DOvWrcPPP/+MvXv34sMPPyz1vAULFkClUkEIgYULF6Jnz5523f/NN99Efn4+XnnlFbvOrwyTJ0/G4MGDsWrVKgwdOrSyk0PkVbhcBBFZTaVSAUCJGpzU1FRERUVBCIG///7bYlPRkSNH0KpVK/Tu3Rvnzp3Dn3/+iTNnziAkJMSmNGRlZaFu3bro2rUrfvjhB5vOlek6efKkTec5Ql5eHurUqYOwsDDs2LHD5fcn8mZsxiKiCuvcuTPuvvtuCCGwd+9ei8csXLgQADBixAiMHDkSt2/fxmeffWbzvVauXIkbN25gyJAhFvcLIfDxxx+jdevW8PX1Rb169RAfH4+srKxyrxsTE4PAwED4+vri7rvvxltvvYW8vDyLxy9fvhwRERHw8/NDSEgInnjiCZw9exZdu3Y1BoVKer0ejz76KFJTU3H48GGb801E9mOwQ0QOIfuiaDQlW8fz8/OxdOlS1KxZE/3798ewYcOg0+mwaNGicvv5mNu8eTMA4MEHH7S4/8UXX8Tzzz+Pq1evYsyYMXj88cexadMm9OjRA/n5+RbPeeaZZzB06FAcP34ccXFxiI+PR1BQEKZOnYqHHnoIt2/fNjn+3XffxfDhw3Hy5Ek89dRTGDlyJP7880907twZ165dKzXtMs0yD0TkIjavk05EXguAsPTfxi+//CJ8fHyETqcTGRkZJfavXLlSABDjxo0zbnvssccEALF161ab0hAaGioCAgIs7ktNTRUARNOmTUVmZqZx+82bN0WnTp0EANGwYUOTcz799FMBQAwcOFDcvHnTZF9CQoIAIN5//33jtuPHjwuNRiNq1aolTp8+bdxeVFQkHn/88VL/jYQQYv/+/cZ7EZHrsGaHiGyWmJiIxMRE/Pvf/8bjjz+O7t27QwiBd955B3Xr1i1x/IIFCwAYmrCkkSNHAihu3rJGfn4+Lly4UGo/n08//RQA8O9//xtBQUHG7b6+vpgxY4bFcz788ENotVosXLgQvr6+JvumTp2K4OBgLF++3LhtxYoVKCgowPPPP4/69esbt6tUKsycORNqtbrU9N95550ADKPJiMh1OBqLiGyWlJRk8l6lUmHJkiUmwYx07Ngx/Pzzz2jVqhU6duxo3N67d2+EhoZi7dq1yMzMRHBwcLn3zczMBAAEBgZa3J+eng4AiI6OLrGvS5cuJZrYbty4gd9++w21atXCBx98YPGaer3epI/Nvn37AACRkZEljm3YsCHq169fagdoGYBdvnzZ4n4icg4GO0RkM/G/fja5ubnYuXMnnn76aYwbNw6NGzcuEWgsXLgQQogSgZBGo8Hw4cPx3nvvYdmyZZgwYUK59/Xz8wMA3Lp1y+J+2Qk5NDS0xD45J5DS1atXIYTApUuXSgRwpSnrHnJ7acHOzZs3ARTng4hcg81YRGS36tWrIzY2Ft9//z0KCgowfPhw3Lhxw7hfOeJq8uTJJSYlfO+99wBY35RVs2ZN6HQ6Yw2PuYCAAADAhQsXSuwrLCwscZ48vl27dhBClPmSatSoUeo9ytoOFNdM2TrcnogqhsEOEVXYvffei9GjR+PMmTN4//33jdvXr1+PixcvomXLlnjmmWcsvho1aoRDhw5ZPfdMmzZtcO7cOWRnZ5fYFxERAQBISUkpse+XX35BQUGByTZ/f3+0bt0af/75J65cuWLV/du1awcAFtN76tSpMvvjyOaw8PBwq+5FRA5SOf2iiagqQhkjjc6cOSN8fX1FzZo1xZUrV4QQQsTGxgoA4ssvvyz1mvPnzxcAxBNPPGFVGl5++WUBQGzevLnEvh07dtg8Gmvx4sUCgOjfv7+4evVqiWteuXJFpKWlGd8fO3as1NFY//d//1fmv9G0adMEAPHdd99ZlVcicgzOoExEVittBmXpxRdfxIcffojJkydjzJgxaNq0KYKDg5GRkQGdTmfxnOvXr6NOnTooKirC2bNnUbNmzTLTsGvXLjz44IOYOHEi3n333RL7//Wvf2HOnDmoU6cOBg4cCK1Wi/Xr1yMwMNCYDvM+NfHx8Zg3bx6CgoLQq1cvNGjQAFeuXMGJEyewfft2jBw5EvPnzzceP2PGDLz22msIDAzEkCFDEBAQgM2bN+PKlSsICAjAgQMHLK6B9cADD+Dw4cPIyMhAtWrVyswnETlQJQdbRFSFoIxaCyGEOH/+vKhWrZqoVq2aGDdunAAgJkyYUO51R44cKQCIjz76yKp0tGvXTtSpU0cUFBSU2FdUVCTmzJkjWrVqJXQ6nahTp4547rnnxLVr10TDhg1L1OxI3333nXj44YdF7dq1hVarFaGhoaJDhw7i3//+tzh06FCJ45ctWybCw8OFXq8XtWrVEsOGDRMZGRmidevWombNmiWOP3LkiAAgXnjhBavySESOw5odIqpyVq5ciaFDh2Lt2rV47LHHKjs5RtnZ2QgNDUV4eDh27dplsu/ll1/Gxx9/jEOHDqFJkyaVlEIi78QOykRU5Tz++OPo2LEjEhMTbV5uwhEuXbpUYgmJgoICvPzyy7h16xbi4uJM9p07dw6ffPIJnn/+eQY6RJWANTtEVCUdOHAAa9euxejRo1GvXj2X3nv+/PmYNm0aevTogfr16+PKlSvYvn07jh49ioiICKSmpprMxrxr1y789NNPeOGFF8rtk0REjsdgh4jIRvv27cP06dOxZ88eXLx4EUIING7cGHFxcXj11Vfh7+9f2UkkIgUGO0REROTR2GeHiIiIPBqDHSIiIvJoDHaIiIjIozHYISIiIo/GYIeIiIg8GoMdIiIi8mgMdoiIiMijMdghIiIij8Zgh4iIiDza/wc+Ln7vJJv4IQAAAABJRU5ErkJggg==", 747 "text/plain": [ 748 "<Figure size 600x600 with 1 Axes>" 749 ] 750 }, 751 "metadata": {}, 752 "output_type": "display_data" 753 }, 754 { 755 "data": { 756 "image/png": 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", 757 "text/plain": [ 758 "<Figure size 600x600 with 1 Axes>" 759 ] 760 }, 761 "metadata": {}, 762 "output_type": "display_data" 763 }, 764 { 765 "data": { 766 "image/png": 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", 767 "text/plain": [ 768 "<Figure size 600x600 with 1 Axes>" 769 ] 770 }, 771 "metadata": {}, 772 "output_type": "display_data" 773 }, 774 { 775 "data": { 776 "image/png": 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", 777 "text/plain": [ 778 "<Figure size 600x600 with 1 Axes>" 779 ] 780 }, 781 "metadata": {}, 782 "output_type": "display_data" 783 }, 784 { 785 "data": { 786 "image/png": 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", 787 "text/plain": [ 788 "<Figure size 600x600 with 1 Axes>" 789 ] 790 }, 791 "metadata": {}, 792 "output_type": "display_data" 793 }, 794 { 795 "data": { 796 "image/png": 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", 797 "text/plain": [ 798 "<Figure size 600x600 with 1 Axes>" 799 ] 800 }, 801 "metadata": {}, 802 "output_type": "display_data" 803 }, 804 { 805 "data": { 806 "image/png": 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", 807 "text/plain": [ 808 "<Figure size 600x600 with 1 Axes>" 809 ] 810 }, 811 "metadata": {}, 812 "output_type": "display_data" 813 } 814 ], 815 "source": [ 816 "for target in targets:\n", 817 " ra = df[df['TARGET']==target]['RA']\n", 818 " dec = df[df['TARGET']==target]['DEC']\n", 819 " fp1_ra = df[df['TARGET']==target]['FP1_RA']\n", 820 " fp1_dec = df[df['TARGET']==target]['FP1_DEC']\n", 821 " fp2_ra = df[df['TARGET']==target]['FP2_RA']\n", 822 " fp2_dec = df[df['TARGET']==target]['FP2_DEC']\n", 823 " fp3_ra = df[df['TARGET']==target]['FP3_RA']\n", 824 " fp3_dec = df[df['TARGET']==target]['FP3_DEC']\n", 825 " fp4_ra = df[df['TARGET']==target]['FP4_RA']\n", 826 " fp4_dec = df[df['TARGET']==target]['FP4_DEC']\n", 827 "\n", 828 " fig, ax = plt.subplots(figsize=(6,6))\n", 829 " ax.set_title(target)\n", 830 " for i in range(len(fp1_ra)):\n", 831 " # Plot the footprint of the image\n", 832 " fp = np.array([[fp1_ra.iloc[i], fp1_dec.iloc[i]],\n", 833 " [fp2_ra.iloc[i], fp2_dec.iloc[i]],\n", 834 " [fp3_ra.iloc[i], fp3_dec.iloc[i]],\n", 835 " [fp4_ra.iloc[i], fp4_dec.iloc[i]]])\n", 836 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n", 837 " ax.add_patch(q)\n", 838 " ax.scatter(ra, dec, marker='*', s=10, color='b')\n", 839 " ax.set_xlabel('RA (deg)')\n", 840 " ax.set_ylabel('DEC (deg)')\n", 841 " ax.set_aspect('equal')\n", 842 " plt.show()" 843 ] 844 }, 845 { 846 "cell_type": "code", 847 "execution_count": null, 848 "id": "261e782b", 849 "metadata": {}, 850 "outputs": [], 851 "source": [] 852 } 853 ], 854 "metadata": { 855 "kernelspec": { 856 "display_name": "Python 3", 857 "language": "python", 858 "name": "python3" 859 }, 860 "language_info": { 861 "codemirror_mode": { 862 "name": "ipython", 863 "version": 3 864 }, 865 "file_extension": ".py", 866 "mimetype": "text/x-python", 867 "name": "python", 868 "nbconvert_exporter": "python", 869 "pygments_lexer": "ipython3", 870 "version": "3.13.0" 871 } 872 }, 873 "nbformat": 4, 874 "nbformat_minor": 5 875}