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\")\n", 30 "df = pd.read_csv(\"data/database.csv\")" 31 ] 32 }, 33 { 34 "cell_type": "markdown", 35 "id": "973c1895", 36 "metadata": {}, 37 "source": [ 38 "## Basic statistics" 39 ] 40 }, 41 { 42 "cell_type": "code", 43 "execution_count": 3, 44 "id": "a61301a6", 45 "metadata": {}, 46 "outputs": [ 47 { 48 "name": "stdout", 49 "output_type": "stream", 50 "text": [ 51 "Total number of observations: 6714\n", 52 "Total exposure time: 425495s = 118h 11m 35s\n" 53 ] 54 } 55 ], 56 "source": [ 57 "print(f\"Total number of observations: {df.count()['EXPTIME']}\")\n", 58 "total_time = df['EXPTIME'].sum()\n", 59 "hours = total_time // 3600\n", 60 "minutes = (total_time % 3600) // 60\n", 61 "seconds = total_time % 60\n", 62 "print(f\"Total exposure time: {total_time:.0f}s = {hours:.0f}h {minutes:.0f}m {seconds:.0f}s\")" 63 ] 64 }, 65 { 66 "cell_type": "code", 67 "execution_count": 4, 68 "id": "d8639118", 69 "metadata": {}, 70 "outputs": [ 71 { 72 "data": { 73 "text/html": [ 74 "<div>\n", 75 "<style scoped>\n", 76 " .dataframe tbody tr th:only-of-type {\n", 77 " vertical-align: middle;\n", 78 " }\n", 79 "\n", 80 " .dataframe tbody tr th {\n", 81 " vertical-align: top;\n", 82 " }\n", 83 "\n", 84 " .dataframe thead tr th {\n", 85 " text-align: left;\n", 86 " }\n", 87 "\n", 88 " .dataframe thead tr:last-of-type th {\n", 89 " text-align: right;\n", 90 " }\n", 91 "</style>\n", 92 "<table border=\"1\" class=\"dataframe\">\n", 93 " <thead>\n", 94 " <tr>\n", 95 " <th></th>\n", 96 " <th colspan=\"2\" halign=\"left\">EXPTIME</th>\n", 97 " <th colspan=\"2\" halign=\"left\">RA</th>\n", 98 " <th colspan=\"2\" halign=\"left\">DEC</th>\n", 99 " <th>First</th>\n", 100 " <th>Last</th>\n", 101 " </tr>\n", 102 " <tr>\n", 103 " <th></th>\n", 104 " <th>sum</th>\n", 105 " <th>count</th>\n", 106 " <th>mean</th>\n", 107 " <th>std</th>\n", 108 " <th>mean</th>\n", 109 " <th>std</th>\n", 110 " <th></th>\n", 111 " <th></th>\n", 112 " </tr>\n", 113 " <tr>\n", 114 " <th>TARGET</th>\n", 115 " <th></th>\n", 116 " <th></th>\n", 117 " <th></th>\n", 118 " <th></th>\n", 119 " <th></th>\n", 120 " <th></th>\n", 121 " <th></th>\n", 122 " <th></th>\n", 123 " </tr>\n", 124 " </thead>\n", 125 " <tbody>\n", 126 " <tr>\n", 127 " <th>29/Amphitrite</th>\n", 128 " <td>4710.0</td>\n", 129 " <td>157</td>\n", 130 " <td>141.001428</td>\n", 131 " <td>0.002492</td>\n", 132 " <td>19.160669</td>\n", 133 " <td>0.004910</td>\n", 134 " <td>2025-03-18</td>\n", 135 " <td>2025-03-18</td>\n", 136 " </tr>\n", 137 " <tr>\n", 138 " <th>3I-ATLAS</th>\n", 139 " <td>2580.0</td>\n", 140 " <td>16</td>\n", 141 " <td>257.741852</td>\n", 142 " <td>0.000445</td>\n", 143 " <td>-17.974584</td>\n", 144 " <td>0.000583</td>\n", 145 " <td>2025-07-24</td>\n", 146 " <td>2025-07-24</td>\n", 147 " </tr>\n", 148 " <tr>\n", 149 " <th>Coma Cluster</th>\n", 150 " <td>15600.0</td>\n", 151 " <td>201</td>\n", 152 " <td>194.992092</td>\n", 153 " <td>0.003111</td>\n", 154 " <td>27.992676</td>\n", 155 " <td>0.003159</td>\n", 156 " <td>2025-04-30</td>\n", 157 " <td>2025-05-01</td>\n", 158 " </tr>\n", 159 " <tr>\n", 160 " <th>HAT-P-18 b</th>\n", 161 " <td>12960.0</td>\n", 162 " <td>72</td>\n", 163 " <td>256.349532</td>\n", 164 " <td>0.002627</td>\n", 165 " <td>33.010830</td>\n", 166 " <td>0.001807</td>\n", 167 " <td>2025-05-16</td>\n", 168 " <td>2025-05-16</td>\n", 169 " </tr>\n", 170 " <tr>\n", 171 " <th>HAT-P-20b</th>\n", 172 " <td>7080.0</td>\n", 173 " <td>59</td>\n", 174 " <td>111.916106</td>\n", 175 " <td>0.003925</td>\n", 176 " <td>24.337611</td>\n", 177 " <td>0.003294</td>\n", 178 " <td>2025-03-07</td>\n", 179 " <td>2025-03-08</td>\n", 180 " </tr>\n", 181 " <tr>\n", 182 " <th>Horsehead Nebula</th>\n", 183 " <td>17780.0</td>\n", 184 " <td>711</td>\n", 185 " <td>85.270806</td>\n", 186 " <td>0.027677</td>\n", 187 " <td>-2.471756</td>\n", 188 " <td>0.010017</td>\n", 189 " <td>2025-01-11</td>\n", 190 " <td>2025-01-12</td>\n", 191 " </tr>\n", 192 " <tr>\n", 193 " <th>IC 5146</th>\n", 194 " <td>28560.0</td>\n", 195 " <td>188</td>\n", 196 " <td>328.376034</td>\n", 197 " <td>0.002451</td>\n", 198 " <td>47.269067</td>\n", 199 " <td>0.000869</td>\n", 200 " <td>2025-09-17</td>\n", 201 " <td>2025-09-18</td>\n", 202 " </tr>\n", 203 " <tr>\n", 204 " <th>M 1</th>\n", 205 " <td>7200.0</td>\n", 206 " <td>260</td>\n", 207 " <td>83.632718</td>\n", 208 " <td>0.005628</td>\n", 209 " <td>22.013808</td>\n", 210 " <td>0.003753</td>\n", 211 " <td>2025-03-02</td>\n", 212 " <td>2025-03-02</td>\n", 213 " </tr>\n", 214 " <tr>\n", 215 " <th>M 100</th>\n", 216 " <td>6000.0</td>\n", 217 " <td>70</td>\n", 218 " <td>185.564808</td>\n", 219 " <td>0.001740</td>\n", 220 " <td>15.719816</td>\n", 221 " <td>0.001490</td>\n", 222 " <td>2025-05-14</td>\n", 223 " <td>2025-05-14</td>\n", 224 " </tr>\n", 225 " <tr>\n", 226 " <th>M 104</th>\n", 227 " <td>10500.0</td>\n", 228 " <td>246</td>\n", 229 " <td>189.998774</td>\n", 230 " <td>0.002196</td>\n", 231 " <td>-11.623271</td>\n", 232 " <td>0.003964</td>\n", 233 " <td>2025-05-01</td>\n", 234 " <td>2025-05-01</td>\n", 235 " </tr>\n", 236 " <tr>\n", 237 " <th>M 11</th>\n", 238 " <td>1800.0</td>\n", 239 " <td>30</td>\n", 240 " <td>282.779163</td>\n", 241 " <td>0.000439</td>\n", 242 " <td>-6.270417</td>\n", 243 " <td>0.000413</td>\n", 244 " <td>2025-08-24</td>\n", 245 " <td>2025-08-24</td>\n", 246 " </tr>\n", 247 " <tr>\n", 248 " <th>M 12</th>\n", 249 " <td>4710.0</td>\n", 250 " <td>107</td>\n", 251 " <td>251.816589</td>\n", 252 " <td>0.001971</td>\n", 253 " <td>-1.927651</td>\n", 254 " <td>0.004769</td>\n", 255 " <td>2025-08-11</td>\n", 256 " <td>2025-08-11</td>\n", 257 " </tr>\n", 258 " <tr>\n", 259 " <th>M 27</th>\n", 260 " <td>17070.0</td>\n", 261 " <td>433</td>\n", 262 " <td>299.900746</td>\n", 263 " <td>0.004368</td>\n", 264 " <td>22.720208</td>\n", 265 " <td>0.003076</td>\n", 266 " <td>2025-07-09</td>\n", 267 " <td>2025-07-10</td>\n", 268 " </tr>\n", 269 " <tr>\n", 270 " <th>M 3</th>\n", 271 " <td>13485.0</td>\n", 272 " <td>459</td>\n", 273 " <td>205.548879</td>\n", 274 " <td>0.016714</td>\n", 275 " <td>28.375097</td>\n", 276 " <td>0.019616</td>\n", 277 " <td>2024-03-06</td>\n", 278 " <td>2025-04-11</td>\n", 279 " </tr>\n", 280 " <tr>\n", 281 " <th>M 31</th>\n", 282 " <td>61450.0</td>\n", 283 " <td>773</td>\n", 284 " <td>10.714578</td>\n", 285 " <td>0.219654</td>\n", 286 " <td>41.201854</td>\n", 287 " <td>0.211270</td>\n", 288 " <td>2025-09-05</td>\n", 289 " <td>2025-09-27</td>\n", 290 " </tr>\n", 291 " <tr>\n", 292 " <th>M 33</th>\n", 293 " <td>27660.0</td>\n", 294 " <td>178</td>\n", 295 " <td>23.471198</td>\n", 296 " <td>0.003910</td>\n", 297 " <td>30.660270</td>\n", 298 " <td>0.001148</td>\n", 299 " <td>2025-11-11</td>\n", 300 " <td>2025-11-12</td>\n", 301 " </tr>\n", 302 " <tr>\n", 303 " <th>M 51</th>\n", 304 " <td>22530.0</td>\n", 305 " <td>276</td>\n", 306 " <td>202.474466</td>\n", 307 " <td>0.004260</td>\n", 308 " <td>47.196874</td>\n", 309 " <td>0.004914</td>\n", 310 " <td>2025-04-04</td>\n", 311 " <td>2025-08-22</td>\n", 312 " </tr>\n", 313 " <tr>\n", 314 " <th>M 63</th>\n", 315 " <td>16980.0</td>\n", 316 " <td>181</td>\n", 317 " <td>198.953536</td>\n", 318 " <td>0.006125</td>\n", 319 " <td>42.027436</td>\n", 320 " <td>0.002494</td>\n", 321 " <td>2025-05-14</td>\n", 322 " <td>2025-05-15</td>\n", 323 " </tr>\n", 324 " <tr>\n", 325 " <th>M 8</th>\n", 326 " <td>510.0</td>\n", 327 " <td>17</td>\n", 328 " <td>270.997793</td>\n", 329 " <td>0.000374</td>\n", 330 " <td>-24.363486</td>\n", 331 " <td>0.000209</td>\n", 332 " <td>2025-08-24</td>\n", 333 " <td>2025-08-24</td>\n", 334 " </tr>\n", 335 " <tr>\n", 336 " <th>M 81</th>\n", 337 " <td>7740.0</td>\n", 338 " <td>69</td>\n", 339 " <td>148.892783</td>\n", 340 " <td>0.007024</td>\n", 341 " <td>69.066432</td>\n", 342 " <td>0.001888</td>\n", 343 " <td>2025-04-07</td>\n", 344 " <td>2025-04-07</td>\n", 345 " </tr>\n", 346 " <tr>\n", 347 " <th>M 82</th>\n", 348 " <td>9000.0</td>\n", 349 " <td>105</td>\n", 350 " <td>148.866637</td>\n", 351 " <td>0.009330</td>\n", 352 " <td>69.661785</td>\n", 353 " <td>0.003611</td>\n", 354 " <td>2025-04-11</td>\n", 355 " <td>2025-04-11</td>\n", 356 " </tr>\n", 357 " <tr>\n", 358 " <th>NGC 3842</th>\n", 359 " <td>27930.0</td>\n", 360 " <td>667</td>\n", 361 " <td>175.991423</td>\n", 362 " <td>0.003807</td>\n", 363 " <td>19.949320</td>\n", 364 " <td>0.003467</td>\n", 365 " <td>2025-04-02</td>\n", 366 " <td>2025-04-03</td>\n", 367 " </tr>\n", 368 " <tr>\n", 369 " <th>NGC 474</th>\n", 370 " <td>4440.0</td>\n", 371 " <td>82</td>\n", 372 " <td>19.921502</td>\n", 373 " <td>0.003858</td>\n", 374 " <td>3.388467</td>\n", 375 " <td>0.004353</td>\n", 376 " <td>2024-11-09</td>\n", 377 " <td>2024-11-15</td>\n", 378 " </tr>\n", 379 " <tr>\n", 380 " <th>NGC 5957</th>\n", 381 " <td>31920.0</td>\n", 382 " <td>368</td>\n", 383 " <td>233.835589</td>\n", 384 " <td>0.003838</td>\n", 385 " <td>11.971021</td>\n", 386 " <td>0.012903</td>\n", 387 " <td>2025-04-11</td>\n", 388 " <td>2025-05-14</td>\n", 389 " </tr>\n", 390 " <tr>\n", 391 " <th>NGC 7023</th>\n", 392 " <td>15000.0</td>\n", 393 " <td>97</td>\n", 394 " <td>315.407863</td>\n", 395 " <td>0.012532</td>\n", 396 " <td>68.164567</td>\n", 397 " <td>0.001907</td>\n", 398 " <td>2025-07-21</td>\n", 399 " <td>2025-07-22</td>\n", 400 " </tr>\n", 401 " <tr>\n", 402 " <th>NGC 7331</th>\n", 403 " <td>24860.0</td>\n", 404 " <td>716</td>\n", 405 " <td>339.208511</td>\n", 406 " <td>0.049055</td>\n", 407 " <td>34.291719</td>\n", 408 " <td>0.098726</td>\n", 409 " <td>2024-10-11</td>\n", 410 " <td>2025-07-25</td>\n", 411 " </tr>\n", 412 " <tr>\n", 413 " <th>TIC 272758199.01</th>\n", 414 " <td>12960.0</td>\n", 415 " <td>72</td>\n", 416 " <td>237.316982</td>\n", 417 " <td>0.009771</td>\n", 418 " <td>71.443202</td>\n", 419 " <td>0.003316</td>\n", 420 " <td>2025-03-18</td>\n", 421 " <td>2025-03-19</td>\n", 422 " </tr>\n", 423 " <tr>\n", 424 " <th>TOI-2154b</th>\n", 425 " <td>12480.0</td>\n", 426 " <td>104</td>\n", 427 " <td>71.001980</td>\n", 428 " <td>0.021346</td>\n", 429 " <td>84.364972</td>\n", 430 " <td>0.003373</td>\n", 431 " <td>2025-03-27</td>\n", 432 " <td>2025-03-27</td>\n", 433 " </tr>\n", 434 " </tbody>\n", 435 "</table>\n", 436 "</div>" 437 ], 438 "text/plain": [ 439 " EXPTIME RA DEC \\\n", 440 " sum count mean std mean std \n", 441 "TARGET \n", 442 "29/Amphitrite 4710.0 157 141.001428 0.002492 19.160669 0.004910 \n", 443 "3I-ATLAS 2580.0 16 257.741852 0.000445 -17.974584 0.000583 \n", 444 "Coma Cluster 15600.0 201 194.992092 0.003111 27.992676 0.003159 \n", 445 "HAT-P-18 b 12960.0 72 256.349532 0.002627 33.010830 0.001807 \n", 446 "HAT-P-20b 7080.0 59 111.916106 0.003925 24.337611 0.003294 \n", 447 "Horsehead Nebula 17780.0 711 85.270806 0.027677 -2.471756 0.010017 \n", 448 "IC 5146 28560.0 188 328.376034 0.002451 47.269067 0.000869 \n", 449 "M 1 7200.0 260 83.632718 0.005628 22.013808 0.003753 \n", 450 "M 100 6000.0 70 185.564808 0.001740 15.719816 0.001490 \n", 451 "M 104 10500.0 246 189.998774 0.002196 -11.623271 0.003964 \n", 452 "M 11 1800.0 30 282.779163 0.000439 -6.270417 0.000413 \n", 453 "M 12 4710.0 107 251.816589 0.001971 -1.927651 0.004769 \n", 454 "M 27 17070.0 433 299.900746 0.004368 22.720208 0.003076 \n", 455 "M 3 13485.0 459 205.548879 0.016714 28.375097 0.019616 \n", 456 "M 31 61450.0 773 10.714578 0.219654 41.201854 0.211270 \n", 457 "M 33 27660.0 178 23.471198 0.003910 30.660270 0.001148 \n", 458 "M 51 22530.0 276 202.474466 0.004260 47.196874 0.004914 \n", 459 "M 63 16980.0 181 198.953536 0.006125 42.027436 0.002494 \n", 460 "M 8 510.0 17 270.997793 0.000374 -24.363486 0.000209 \n", 461 "M 81 7740.0 69 148.892783 0.007024 69.066432 0.001888 \n", 462 "M 82 9000.0 105 148.866637 0.009330 69.661785 0.003611 \n", 463 "NGC 3842 27930.0 667 175.991423 0.003807 19.949320 0.003467 \n", 464 "NGC 474 4440.0 82 19.921502 0.003858 3.388467 0.004353 \n", 465 "NGC 5957 31920.0 368 233.835589 0.003838 11.971021 0.012903 \n", 466 "NGC 7023 15000.0 97 315.407863 0.012532 68.164567 0.001907 \n", 467 "NGC 7331 24860.0 716 339.208511 0.049055 34.291719 0.098726 \n", 468 "TIC 272758199.01 12960.0 72 237.316982 0.009771 71.443202 0.003316 \n", 469 "TOI-2154b 12480.0 104 71.001980 0.021346 84.364972 0.003373 \n", 470 "\n", 471 " First Last \n", 472 " \n", 473 "TARGET \n", 474 "29/Amphitrite 2025-03-18 2025-03-18 \n", 475 "3I-ATLAS 2025-07-24 2025-07-24 \n", 476 "Coma Cluster 2025-04-30 2025-05-01 \n", 477 "HAT-P-18 b 2025-05-16 2025-05-16 \n", 478 "HAT-P-20b 2025-03-07 2025-03-08 \n", 479 "Horsehead Nebula 2025-01-11 2025-01-12 \n", 480 "IC 5146 2025-09-17 2025-09-18 \n", 481 "M 1 2025-03-02 2025-03-02 \n", 482 "M 100 2025-05-14 2025-05-14 \n", 483 "M 104 2025-05-01 2025-05-01 \n", 484 "M 11 2025-08-24 2025-08-24 \n", 485 "M 12 2025-08-11 2025-08-11 \n", 486 "M 27 2025-07-09 2025-07-10 \n", 487 "M 3 2024-03-06 2025-04-11 \n", 488 "M 31 2025-09-05 2025-09-27 \n", 489 "M 33 2025-11-11 2025-11-12 \n", 490 "M 51 2025-04-04 2025-08-22 \n", 491 "M 63 2025-05-14 2025-05-15 \n", 492 "M 8 2025-08-24 2025-08-24 \n", 493 "M 81 2025-04-07 2025-04-07 \n", 494 "M 82 2025-04-11 2025-04-11 \n", 495 "NGC 3842 2025-04-02 2025-04-03 \n", 496 "NGC 474 2024-11-09 2024-11-15 \n", 497 "NGC 5957 2025-04-11 2025-05-14 \n", 498 "NGC 7023 2025-07-21 2025-07-22 \n", 499 "NGC 7331 2024-10-11 2025-07-25 \n", 500 "TIC 272758199.01 2025-03-18 2025-03-19 \n", 501 "TOI-2154b 2025-03-27 2025-03-27 " 502 ] 503 }, 504 "execution_count": 4, 505 "metadata": {}, 506 "output_type": "execute_result" 507 } 508 ], 509 "source": [ 510 "df['TARGET'] = df['TARGET'].str.split(' Panel', expand=True)[0]\n", 511 "df_stats = df.groupby(['TARGET']).agg({'EXPTIME': ['sum', 'count'],'RA': ['mean', 'std'],'DEC': ['mean', 'std']})\n", 512 "df_stats['First'] = df.groupby('TARGET').first()['DATE'].str.split('T', expand=True)[0]\n", 513 "df_stats['Last'] = df.groupby('TARGET').last()['DATE'].str.split('T', expand=True)[0]\n", 514 "df_stats" 515 ] 516 }, 517 { 518 "cell_type": "code", 519 "execution_count": 5, 520 "id": "a2b404e9", 521 "metadata": {}, 522 "outputs": [], 523 "source": [ 524 "# Update table in README.md\n", 525 "df_md = pd.DataFrame({'Target': df_stats.index.values, \n", 526 " 'Total time (s)': df_stats['EXPTIME']['sum'].values, \n", 527 " 'Observations': df_stats['EXPTIME']['count'].values, \n", 528 " 'RA (deg)': df_stats['RA']['mean'].values, \n", 529 " 'DEC (deg)': df_stats['DEC']['mean'].values, \n", 530 " 'First': df_stats['First'].values, \n", 531 " 'Last': df_stats['Last'].values}, index=None)\n", 532 "str_md = df_md.to_markdown(index=False, floatfmt=\".2f\", colalign=(\"left\", \"right\", \"right\", \"right\", \"right\", \"left\", \"left\"), tablefmt=\"github\")\n", 533 "\n", 534 "with open(\"README.md\", \"r\") as f:\n", 535 " text = f.read()\n", 536 " start = text.find(\"## Observations statistics\")\n", 537 " # end = text.find(\"## Observations locations\", start + 1)\n", 538 " end = len(text)\n", 539 "\n", 540 "with open(\"README.md\", \"w\") as f:\n", 541 " f.write(text[:start])\n", 542 " f.write(\"## Observations statistics\\n\\n\")\n", 543 " f.write(f\"* Total number of observations: {df.count()['EXPTIME']}\\n\")\n", 544 " f.write(f\"* Total exposure time: {total_time:.0f}s = {hours:.0f}h {minutes:.0f}m {seconds:.0f}s\\n\\n\")\n", 545 " f.write(str_md)\n", 546 " f.write(\"\\n\\n\")\n", 547 " f.write(text[end:])" 548 ] 549 }, 550 { 551 "cell_type": "code", 552 "execution_count": 6, 553 "id": "b916a131", 554 "metadata": {}, 555 "outputs": [], 556 "source": [ 557 "def frame2icrs(a, b, f_in='galactic'):\n", 558 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n", 559 " coord_out = coord.transform_to('icrs')\n", 560 " return coord_out.ra.wrap_at('180d').radian, coord_out.dec.radian\n", 561 "\n", 562 "def frame2gal(a, b, f_in='icrs'):\n", 563 " coord = SkyCoord(a, b, unit=u.rad, frame=f_in)\n", 564 " coord_out = coord.transform_to('galactic')\n", 565 " return coord_out.l.wrap_at('180d').radian, coord_out.b.radian" 566 ] 567 }, 568 { 569 "cell_type": "code", 570 "execution_count": 7, 571 "id": "b8ac19bc", 572 "metadata": {}, 573 "outputs": [], 574 "source": [ 575 "ra_gal, dec_gal = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n", 576 "ra_cel, dec_cel = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n", 577 "ra_ecl, dec_ecl = frame2icrs(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')\n", 578 "\n", 579 "l_gal, b_gal = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='galactic')\n", 580 "l_cel, b_cel = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='icrs')\n", 581 "l_ecl, b_ecl = frame2gal(np.linspace(0, 2*np.pi, 1000), 0, f_in='barycentrictrueecliptic')" 582 ] 583 }, 584 { 585 "cell_type": "code", 586 "execution_count": 8, 587 "id": "1e619707", 588 "metadata": {}, 589 "outputs": [ 590 { 591 "data": { 592 "image/png": 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", 593 "text/plain": [ 594 "<Figure size 1000x600 with 1 Axes>" 595 ] 596 }, 597 "metadata": {}, 598 "output_type": "display_data" 599 } 600 ], 601 "source": [ 602 "# Plot the footprint of the images\n", 603 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 604 "ax.grid(True)\n", 605 "ax.set_axisbelow(True)\n", 606 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 607 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 608 "ax.scatter(ra_cel, dec_cel, color='m', alpha=1, s=1, label='Celestial equator')\n", 609 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 610 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 611 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 612 "\n", 613 "for target in df_stats.index:\n", 614 " data = df_stats.loc[target]\n", 615 " ra = data['RA']['mean']\n", 616 " dec = data['DEC']['mean']\n", 617 " ra = np.deg2rad(ra)\n", 618 " dec = np.deg2rad(dec)\n", 619 " ra = ra-2*np.pi if ra>np.pi else ra\n", 620 " name = target\n", 621 " ax.scatter(ra, dec, color='r', marker='x', alpha=1, s=20, label='Footprint')\n", 622 " ax.annotate(name, xy=(ra, dec), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n", 623 "\n", 624 "ax.set_title('ICRS frame')\n", 625 "fig.savefig(\"images/astro_target-ICRS_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 626 "plt.show()" 627 ] 628 }, 629 { 630 "cell_type": "code", 631 "execution_count": 9, 632 "id": "88120ab7", 633 "metadata": {}, 634 "outputs": [ 635 { 636 "data": { 637 "image/png": 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", 638 "text/plain": [ 639 "<Figure size 1000x600 with 1 Axes>" 640 ] 641 }, 642 "metadata": {}, 643 "output_type": "display_data" 644 } 645 ], 646 "source": [ 647 "# Plot the footprint of the images\n", 648 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 649 "ax.grid(True)\n", 650 "ax.set_axisbelow(True)\n", 651 "ax.scatter(l_gal, b_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 652 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 653 "ax.scatter(l_cel, b_cel, color='m', alpha=1, s=1, label='Celestial equator')\n", 654 "ax.text(1, 0.95, 'Celestial equator', color='m', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 655 "ax.scatter(l_ecl, b_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 656 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 657 "\n", 658 "for target in df_stats.index:\n", 659 " data = df_stats.loc[target]\n", 660 " ra = data['RA']['mean']\n", 661 " dec = data['DEC']['mean']\n", 662 " ra = np.deg2rad(ra)\n", 663 " dec = np.deg2rad(dec)\n", 664 " ra = ra-2*np.pi if ra>np.pi else ra\n", 665 " l, b = frame2gal(ra, dec, f_in='icrs')\n", 666 " name = target\n", 667 " ax.scatter(l, b, color='r', marker='x', alpha=1, s=20, label='Footprint')\n", 668 " ax.annotate(name, xy=(l, b), xytext=(3, 3), textcoords='offset points', fontsize=8, ha='left', va='center', color='r')\n", 669 "\n", 670 "ax.set_title('Galactic frame')\n", 671 "fig.savefig(\"images/astro_target-GAL_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 672 "plt.show()" 673 ] 674 }, 675 { 676 "cell_type": "markdown", 677 "id": "d899f176", 678 "metadata": {}, 679 "source": [ 680 "## Footprint of images" 681 ] 682 }, 683 { 684 "cell_type": "code", 685 "execution_count": null, 686 "id": "29e166d1", 687 "metadata": {}, 688 "outputs": [ 689 { 690 "name": "stderr", 691 "output_type": "stream", 692 "text": [ 693 "100%|██████████| 3687/3687 [00:09<00:00, 374.20it/s]\n" 694 ] 695 }, 696 { 697 "data": { 698 "image/png": 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", 699 "text/plain": [ 700 "<Figure size 1000x600 with 1 Axes>" 701 ] 702 }, 703 "metadata": {}, 704 "output_type": "display_data" 705 } 706 ], 707 "source": [ 708 "# Plot the footprint of the images\n", 709 "fig, ax = plt.subplots(figsize=(10,6), subplot_kw={'projection': 'aitoff'})\n", 710 "ax.grid(True)\n", 711 "ax.set_axisbelow(True)\n", 712 "ax.scatter(ra_gal, dec_gal, color='b', alpha=1, s=1, label='Galactic plane')\n", 713 "ax.text(1, 1.05, 'Galactic plane', color='b', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 714 "ax.scatter(ra_ecl, dec_ecl, color='g', alpha=1, s=1, label='Ecliptic plane')\n", 715 "ax.text(1, 1, 'Ecliptic plane', color='g', fontsize=12, ha='right', va='top', transform=ax.transAxes)\n", 716 "\n", 717 "for obs in tqdm(range(len(df))):\n", 718 "# for obs in range(100):\n", 719 " # Load footprint\n", 720 " footprint = np.array([[df['FP1_RA'][obs], df['FP1_DEC'][obs]],\n", 721 " [df['FP2_RA'][obs], df['FP2_DEC'][obs]],\n", 722 " [df['FP3_RA'][obs], df['FP3_DEC'][obs]],\n", 723 " [df['FP4_RA'][obs], df['FP4_DEC'][obs]]])\n", 724 " # Load WCS\n", 725 " wcs = WCS()\n", 726 " wcs.wcs.crval = [df['CRVAL1'][obs], df['CRVAL2'][obs]]\n", 727 " wcs.wcs.ctype = [df['CTYPE1'][obs], df['CTYPE2'][obs]]\n", 728 " wcs.wcs.crpix = [df['CRPIX1'][obs], df['CRPIX2'][obs]]\n", 729 " wcs.wcs.cd = [[df['CD1_1'][obs], df['CD1_2'][obs]],\n", 730 " [df['CD2_1'][obs], df['CD2_2'][obs]]]\n", 731 " # Exapnd the footprint for visualization\n", 732 " header = fits.Header()\n", 733 " scale = 5\n", 734 " header['NAXIS1'] = df['NAXIS1'][obs] * scale\n", 735 " header['NAXIS2'] = df['NAXIS2'][obs] * scale\n", 736 " wcs.wcs.crpix[0] = wcs.wcs.crpix[0] * scale\n", 737 " wcs.wcs.crpix[1] = wcs.wcs.crpix[1] * scale\n", 738 " footprint = wcs.calc_footprint(header)\n", 739 " # Plot the footprint of the image\n", 740 " fp = np.deg2rad(footprint)\n", 741 " fp[fp>np.pi] -= 2*np.pi\n", 742 " q = Polygon(fp, closed=True, edgecolor='none', facecolor='r', alpha=1)\n", 743 " ax.add_patch(q)\n", 744 "\n", 745 "ax.set_title('ICRS frame')\n", 746 "fig.savefig(\"images/astro_footprint_database.png\", dpi=300, bbox_inches='tight', pad_inches=0.1)\n", 747 "plt.show()" 748 ] 749 }, 750 { 751 "cell_type": "markdown", 752 "id": "3c8e01ea", 753 "metadata": {}, 754 "source": [ 755 "## Footprint per target" 756 ] 757 }, 758 { 759 "cell_type": "code", 760 "execution_count": 61, 761 "id": "2efddf9b", 762 "metadata": {}, 763 "outputs": [], 764 "source": [ 765 "targets = np.unique(df['TARGET'])" 766 ] 767 }, 768 { 769 "cell_type": "code", 770 "execution_count": 62, 771 "id": "2f789ea0", 772 "metadata": {}, 773 "outputs": [ 774 { 775 "name": "stderr", 776 "output_type": "stream", 777 "text": [ 778 "C:\\Users\\aurel\\AppData\\Local\\Temp\\ipykernel_14052\\3295554135.py:21: UserWarning: Setting the 'color' property will override the edgecolor or facecolor properties.\n", 779 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n" 780 ] 781 }, 782 { 783 "data": { 784 "image/png": 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", 785 "text/plain": [ 786 "<Figure size 600x600 with 1 Axes>" 787 ] 788 }, 789 "metadata": {}, 790 "output_type": "display_data" 791 }, 792 { 793 "data": { 794 "image/png": 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POr2tSlpW8LbSW5fN+u9AbiPLZr1/ZRkB0+eufO/hUbHMkvUyWTaZn3WZlHkof8rfrYNH5b4NBqB9e6BJE6BdO1Og0qMH0LSpab1GbvPUfgkcUFhYiJycHERHR1eaLiMjAwDQq1cvh/dtMBhw48YN/PTTT/jHP/6Bbt264d57761yu6KiIly5csX83tfXt/49hMmZitD6dy3lAdi+erCXhxoVbk0GKVVVuErVqXAdqWydycP6M1de3Sr/+cu0yn/2ruQhK6UbN+znIZc7Q5mHwWBZyRoM5Ve1ygq3skpNWQkrPw/501aFbN0qYP39snUFLT9vZWWt/JystwMqr3Ctv2/WQYR1YGCrTMrvmfV3yvrcK4M0+bL3OVufK1lu+VPmq/ybsv7crT9v+d5WYKB8r8y3MsrgR7aI2Aqe5Lm2tw9bAbbyPFy/DhQUAK1bm/Z1/jzg728KVtygpKQEJSUl5vdFRUUObVcngpO4uDhcvXoVc+bMsZsmPz8fs2bNwqBBgzBu3DiH9nv27Fm0atXK/P7WW2/Fjh07EBAQUOW2kZGRFu+TkpKg1+sdytdpyn9Iyj86wLGrW1tXBs6o6SDFmcpWpneWI/d+q1vhymNSXnnautq0/ofoaB72rm5t5eFqhav8vskKV/60rnBsVaTWP21VSsoKRO5LHo+tK1Tr8lmns64ArfNQLpeVifKn8jNTLpfHpyy/DEbsHY8QlhWgZC/QktvduFF+LMoAQnl+rStTna48L8D0u72K0t5nZTBU/B7aqnCdqWzlfmWQZh0wKIMhW/uw9/ehPA5Z6d64UX5OlOuU58P6XNsKrGzlAZiCBuXnVlf9/DMwYoSpxQQw/U17eDj/f8IBixYtQnJystPbaT44mTt3LtauXYs33njDPFrH2sWLFzFmzBgIIfDpp5/Cw8OxEdLNmzfHvn37UFJSgiNHjuC1117DiBEjsHPnTougxZbMzEz069fP/N6trSYGg+mPTqcz/QEaDJb/hKSqjtvWPx1nyD9G5T9k63/GyrTONicr/xFUlYcjAZO98ssrq9LS8n/8ysrA3tWtMk/rKynrdfaubh05JuvPwropWR6DdfBp6zORlaOyqVd5bmy1VFgHOLZakiq7ulVWgjJfeU7lccjWC3vBlNyfLLt8b10hK/OwV+FWdqWpzMuR75Py3JaU2C6/Mo0t1ufAuqKUn0tZmSkPWbErAxcPD8tAwroCt1fhWn9XlMGPI58T1R9eXoC3N+Dp6dZsEhISMHPmTPP7gwcPVri4t0XTwUlycjLmz5+PBQsWYPr06TbTXLp0CaNGjUJ+fj4yMjLQqVMnh/fv5eWFQYMGAQCGDh2KmJgYdOzYEa+88gpWrFhR6bYBAQEIDAx0/GCq448/TP+kLl82BSdCmL5QysrJ+t6tTKes1OTVqK1KR1nB2qv4rNPbah63/qdsq6KVZbFu/bF1dWzdpGzrKsp6G+v9WTdbWwcGyv1WFuBZV4RlZZYVrjKwkZ+LNQ8PyzyUFa71T7kP64BBeQVvXTZnKT8Lg8EUsMl8rc9DZZV3VVeecp/Kq1tbLSplZeVX/NYVuK3P09Z5v3Gj/NwQkW3Xrpl+uqnFRLLu8uDInQlAw8FJcnIy9Ho99Ho9Zs+ebTPNpUuXMHLkSOTm5iI9PR19+vSpVp5t27ZF69at8csvv1RrP6q6ccPUBHfyJHDqlKny+P13ywrR1pWz8ipWWRnKK2lbaWV+8irtxg37gYNk696t8qetAMA6uFFWuLIssmKydaVcGetAqrTUsie7Mn9l+eztx1aFb12pyitoWSl6eFjeA1cGNNbHYa/CVa6X50PehyYiqi55iwqw/b+9lmkyOJk3bx70ej1eeuklJCUl2UwjA5Pjx49j27Zt6N+/f7XzPXr0KE6fPo177rmn2vtyiXVFZTSaApLsbKCwEDhxwlThnThheUtCWZFV5+pWvmRlK68+rVs+rCt6oOJtA1v7l79bNyVr7I+CiKjeu36dwYkzli5disTERMTExGDs2LHIysqyWB8REYHi4mLcddddOHDgAJYvXw6DwWCRLiQkBJ07dza/9/LyQmRkJNLT0wEA33//PWbMmIGJEyeiU6dO8PDwwA8//IBly5ahWbNmeP7552vmYJVKS8ub1K9dM31Rrl0DfvgBSEsDDh8G8vJqvlxERFT/GAyWnds1RnPByYYNGwAAaWlpSEtLq7BeCIFz585h3759AID4+PgKaR599FG8++675vdlZWUoU3T2Cg0NRevWrbF06VKcOXMGBoMBbdu2xbhx4zB79my0a9dO5aOqQmmpKYotLTW1ivz8s6ml5OpVU0Dy7bemWzlERERqkCPQGJw4ZufOnVWm6dChA4QTTVDWaUNDQ/HBBx84WzT30ulMfRYyMwH5GZw7B+TmMjAhIiJ1Kfv2aZDmgpMG78QJ4NIl0xCv334zTZBDRESkNg0HJ45NCEI1Q35RjEbTjH0BAabnHxAREalJDnKwnvVXIxicuCg2Nhbh4eEVHiBYLXLorHLeEPlYayIiIrVYj6J0s5SUFISHhyM2Ntah9Lyt46LU1FQMGDBA3Z0q5/WQk3W5efY+IiJqgKwn3nSzuLg4xMXFIScnx+5s70psOdESGYwoJyBzcCp+IiIihylv5dj7vRax5tMaLy/nnmRJRETkLGX9opGARInBiVbIlhIvxZ023tIhIiJ3sH42l8YwONEC2VLi6VnxKaxERETuZP08Lw1gcKI1yoBEGagQERGpRQYhyhGiGsLgRAuUAYjsc6LhyXGIiKiOUz601WAo/10jGJxoiU5X3s9E+cUhIiJSk3WfE41dEDM40Rp5K0cOI9bQl4WIiOoJDQ4fVmJwohUyipUzwmrs/h8REdUjysnXGJzUH26bvp7Dh4mIyN2Ut3JqoIWe09fXENWnr5dfDjkjLFtOiIjIXeTz22rogpjT19dF1sOHlcvZ54SIiNRmNJpu62isI6zE4ERrPD0tvyhsQSEiInfQcKdYBidao2xi02A0S0RE9YCHh6YvfhmcaI23d3lHJSH4VGIiInIPGZxoMEhhzac1fK4OERG5m/J5OgxOqEoyKGGrCRERuYt8TIpGsfbTGutZYTX85SEiojpKPuxPeUGsIQxOtEROWQ9Y9jshIiJyJ47WqR9UnyFWzmkin0rMvidEROQu1n1O3HwhzBlia4jqM8RKMjgBND/Ui4iI6iijsby1pAaCE2dniGVwojVeXjX+zAMiImqANNx1gLd1tEIGIcrbOtadY4mIiNRQVmbZcqIxDE60hv1NiIioJliP2NEQBidaoPxiWE9fr8EvDRER1XHywX8axeBEa2zdymGAQkRE7sShxFQpGZzIGWI5SywREalN2ecE0Fy/E9Z8WiKE6baOMiDhNPZERKQ2ZTBSVsbghKrg5VUejChH7RAREalFdoa1t66WsdZzkVtmiAVMLSc6nenLoZyMjYiISC2cIbZ+UnWGWGWHV1stJewQS0REarLubyKDEze1mjg7QywvybVGpysfTqzxR1oTEVEdZT3HiQZu5SgxONEa3sIhIiJ3k8/WkRfBDE6oUnL6emWLCQMWIiJSm7LPSVmZpuoa7ZTkTxkZGZg6dSp69OgBf39/tGnTBuPHj0d2drY5TVlZGV5//XXExMSgbdu2aNy4MXr27IlZs2bh8uXLVeZx5coVLFiwAFFRUWjZsiUCAgJw880349VXX8X169fdeHQOkqN0ZMdYL3YNIiIiN6ls5E4t0VxwsnLlSuTl5SE+Ph6bNm3CihUrUFBQgIiICGRkZAAAiouLodfrERYWhuXLl2PTpk2YNm0aVq1ahaFDh6K4uLjSPE6ePInly5djwIABWLVqFb766itMnDgRer0e48aNg6jNkyTnNVHOb6KxLw0REdUTBoMmn06suUvylJQUtGjRwmJZTEwMunTpgoULFyI6Ohp+fn7Izc1Fs2bNzGmioqLQvn17TJo0CampqZg8ebLdPDp27Ii8vDz4+/ubl0VHR8Pf3x8vvPACdu/ejWHDhql/cFXhnCZERFSTNDrRp+aCE+vABAACAgIQHh6OU6dOAQA8PT0tAhPplltuAQBzOnuUQYkr27uNHKlj6/k6REREajIYNFvXaC44saWwsBA5OTmIjo6uNJ287dOrVy+X8nFm+6KiIly5csX83tfXF76+vi7la2Zv0jWNfnmIiKgOk7dy3FjHlJSUoKSkxPy+qKjIoe2015ZjQ1xcHK5evYo5c+bYTZOfn49Zs2Zh0KBBGDdunNN5fP/993jttdcwYcIE9OnTp8r0kZGRCAoKMr8WLVrkdJ42yRliAU02tRERUT1RVlb+u5v6nCxatMiiroyMjHRoO83XfnPnzsXatWuxbNkyu7PKXbx4EWPGjIEQAp9++ik8nKzU8/LyMG7cOLRr1w5vvfWWQ9tkZmaisLDQ/EpISHAqT7uUt3SUo3aIiIjUVANPJU5ISLCoKzMzMx3aTtO3dZKTkzF//nwsWLAA06dPt5nm0qVLGDVqFPLz85GRkYFOnTo5lceJEycwYsQIeHl5IT09HU2bNnVou4CAAAQGBjqVV6Wsp7BX/tRYL2oiIqoHlPOcuIl1l4eAgACHttNscJKcnAy9Xg+9Xo/Zs2fbTHPp0iWMHDkSubm5SE9Pd+h2jNKJEycQFRUFIQR27tyJtm3bqlF051m3jOh0puY2OY09ERGR2mogOHGVJoOTefPmQa/X46WXXkJSUpLNNDIwOX78OLZt24b+/fs7lcfJkycRFRWFsrIy7Ny5E2FhYWoUvfqUTyX29LR89gEREVEDoLngZOnSpUhMTERMTAzGjh2LrKwsi/UREREoLi7GXXfdhQMHDmD58uUwGAwW6UJCQtC5c2fzey8vL0RGRiI9PR0AUFBQgBEjRuDMmTN4++23UVBQgIKCAnP6tm3b1l4rClA+fb0MStiCQkREaquB0Tqu0lxwsmHDBgBAWloa0tLSKqwXQuDcuXPYt28fACA+Pr5CmkcffRTvvvuu+X1ZWRnKFL2SDx8+jOPHjwOAzcnakpKSoNfrq3MYrpEBiYdH+XTCcrZYIiIiNckOsbIrgYZoLjjZuXNnlWk6dOjg1BTz1mllPxNNkpOwAewQS0RE7iUDFI3VM5ofStxgKG/hyD4nEuc7ISIitcmAhA/+oyrJIEU2sXGeEyIichchTPUNg5P6ITY2FuHh4UhJSVFnh8oAxNvbch1bToiISG3KoMTNwUlKSgrCw8MRGxvrUHrN9TmpK1JTUzFgwAD37Nzrz9NiPRkbERGRWuTtnBoYERoXF4e4uDjk5OTYne1diZfkWuPhYfqiGI0MSoiIyH2E0OxcWgxOtEh5G0en4zwnRETkXspBGBrA4ERrlE1sfPAfERG5i5zwU4MYnGiNnIRNTsAmlxEREalJGZhoLEhhcKI1Hh6cFZaIiNxP3sqxnudEA7d4GJxoibyFoxytwz4nRETkDpyEjRwmgxMOIyYiIneydVtHI0EKgxOtkbd1GJwQEZE7KW/fMDipH9w2Q6zsECvxlg4REbmLrHvcfGuHM8TWELfOECuDE/lFYesJERGpTVnHuPn5Opwhtq5StpwoW0s4zwkREbmDwWD6KWeKBTTzLDe2nGiRp6flcGIGJ0REpDYhygMUjdFGiESW5FOJrfufEBERqUWI8ue4aaQjrMSaT0vkA5jkbR2NfVmIiKgeMRpNLw0OvGBwokVevNtGRERuZjDwqcTkAPkFUY7W0eCXhoiI6gHZEZa3dcguZRBiPUKHAQoREbkTgxOqkvX9P419aYiIqB7Q8IUvgxMXqT5DrJJ1cKLhLxAREdVhyof/uRFniK0hbp0h1tu7/F4g+50QEZG71FDLPGeIrQ+Us8UyMCEiInfQcJcBBidaJAMSISxniiUiIlKLfNifh4fbb+s4i8GJ1lg/W4eIiMgdlE8iVj5fRwMYnGiNDE6Uc51o6AtDRET1hLJ+YcsJ2SUDEracEBGRu8ln6ygHYGgEgxMtkV8MH5/yZR4e7BRLRETqUwYlGgpMAAYn2uTpWT6dMIMTIiJyB/ngPw0OvGBwoiUyCJG3dXS68ls9REREatNYXxOJNZ+LVJ8h1rp1RDnXCRERkdqUgYmbW044Q2wNcesMsV5Wp4UBChERqa2srHwWcje3oHCG2PpA2c+Es8QSEZE7KDvClpXVblmsMDjRItnXREa0DFCIiMhd5JBi5ftaxuBEa4QwPfjPus8J5z4hIiI1KQOS+haclJaW4rfffsOlS5fUKA8yMjIwdepU9OjRA/7+/mjTpg3Gjx+P7Oxsc5qysjK8/vrriImJQdu2bdG4cWP07NkTs2bNwuXLlx3KZ+PGjXjkkUdw8803w9vbGzottUx4eFQc2sVRO0RE5C4aG7XjdI33xx9/YPXq1Zg0aRJCQ0Ph5+eHdu3aoXnz5vD19cXgwYPx4osv4n//+59LBVq5ciXy8vIQHx+PTZs2YcWKFSgoKEBERAQyMjIAAMXFxdDr9QgLC8Py5cuxadMmTJs2DatWrcLQoUNRXFxcZT5ffPEFsrKyEB4ejr59+7pUVtUpW0nkPCdyGYMTIiJSk3VAoqGp7B0erZOfn4958+Zh7dq1uHr1KgAgODgY3bt3R9OmTVFcXIwLFy7g4MGDyM7OxpIlS9CvXz88//zzeOCBBxwuUEpKClq0aGGxLCYmBl26dMHChQsRHR0NPz8/5ObmolmzZuY0UVFRaN++PSZNmoTU1FRMnjy50nxWr14Njz8r/OnTp1u0zNQKZcuNcn4TLbXoEBFR/SGDEZ3OcuSOBjh0OZ6UlITu3bvj7bffxvDhw/Hee+/h119/xYULF3D48GHs2rUL2dnZyMvLQ2FhITIyMvD//t//w/nz5/HQQw8hIiIC33//vUMFsg5MACAgIADh4eE4deoUAMDT09MiMJFuueUWADCnq4yHllsirCdf08D9PyIiqmesgxMNcaiGXrx4Mf72t7/h1KlT+O9//4uHH34YnTt3tpm2cePGiIqKwqJFi3DixAmsX78eN27cwJdffulyIQsLC5GTk4NevXpVmk7e9qkqnRqKiopw5coV86ukpES9nXt5aSZ6JSKiesq6E6x8ZIqKSkpKLOrKoqIih7Zz6LbO0aNH0bp1a6cLpdPpcPfdd+Puu+/G2bNnnd5eiouLw9WrVzFnzhy7afLz8zFr1iwMGjQI48aNczkvR0VGRlq8T0pKgl6vV2fncp4T2cQmRMWJ2YiIiKpDOYTYTf1MFi1ahOTkZKe3cyhEciUwsdayZUuXtps7dy7Wrl2LZcuW2Z1V7uLFixgzZgyEEPj0009r5JZNZmYmCgsLza+EhAT1dq6c30Q53wkREZFaaiA4SUhIsKgrMzMzHdpO05fjycnJmD9/PhYsWIDp06fbTHPp0iWMGjUK+fn5yMjIQKdOnWqkbAEBAQgMDFR/x8rROexrQkRE7mQwmH666QLY19cXvr6+5vcBAQEObedScPL1119XmcbDwwNBQUHo0qUL/Pz8nM4jOTkZer0eer0es2fPtpnm0qVLGDlyJHJzc5Geno4+ffo4nY/m6HSWTyWWP9lyQkREajIaTS8NTvLpUnASFRXl8KRlnp6eGD16NJYsWYKuXbs6tM28efOg1+vx0ksvISkpyWYaGZgcP34c27ZtQ//+/R0uv6bJWzleXoDsZMsWFCIiUpsMTgDNXQC7FJwkJiZi37592Lx5M7p164YhQ4YgNDQU586dw549e/DLL79gzJgx6NixI3JycrBhwwbs2bMH+/btQ4cOHSrd99KlS5GYmIiYmBiMHTsWWVlZFusjIiJQXFyMu+66CwcOHMDy5cthMBgs0oWEhFiMJvLy8kJkZCTS09PNy06cOIF9+/YBAI4dOwYA+PzzzwEAHTp0wKBBg1z5aKrPehix/MJoYFIcIiKqR6z7Z2qpnhEu2Lt3r2jUqJH4z3/+I4xGo8U6o9EoVq5cKfz8/ERWVpYQQog1a9YInU4npk2bVuW+IyMjBQC7LyGEyM3NrTTNo48+arFPACIyMtJi2Zo1axzeXik7O1sAENnZ2VV/UM4wGoW4dk2IP/4Q4qefhIiNFeLOO4UYOVKILl2ECAyUA7344osvvvjiq/qv0FAhZswQYs0aIT78UIjLl4UoLja93MTROlQnhBDOBjSjRo1C48aNsX79ertp7rnnHpSUlGDLli0AgOHDh+PkyZPIy8tzNjtNycnJwcCBA5GdnY0BAwaot2MhTLdxDAbgt9+AOXOAP/4wLT9+HDh/HigsVC8/IiJq2Fq2BO6/H+jb19SV4O67Adl5tVEjt2TpaB3q0pjbb7/9FjfffHOlafr06WNxq6V///7VmuukwbF+to6WmtuIiKjuMxpN9QxQ/lMjXApOhBA4fvx4pWlkPw7Jy8vLpVE7DYayM5KchE0GJLIRjoiISE0arVtcCk4iIiLw+eefY+vWrTbXp6WlITU1FREREeZlrs4yq1WxsbEIDw9HSkqK+juXQ4eVXxpvb/XzISKihkvWMfLi2I2BSkpKCsLDwxEbG+tQepdG6yxYsACRkZEYPXo0oqOjMXToUPNonV27dmHHjh3w9fXF/PnzAZiejbNt2zY88sgjrmSnSampqer2ObHm4WF6EJO3N+c5ISIi9Vm3yrux+0BcXBzi4uLMfU6q4lJwMnjwYGzZsgVTp05Feno60tPTodPpIPvWdu7cGW+99RYGDx4MAPDx8cGBAwcQGhrqSnYNixCmCXHkDLGy3wn7nBARkdo02n3A5enrb7/9dvzyyy/Ys2cPDhw4gMLCQgQGBqJ///4YOnSoxSRtfn5+6N69uyoFbhBknxOALSZEROQeskOsBjvFVuvZOjqdDkOHDsXQoUPVKk/Dpnyujk5nuq0jl9fAwwyJiKgBEcJyxI6GVLvGKyoqwoEDB/DNN9+oUR4CyvuYyOAEYHBCRETqUnYd0FiA4nKNd/r0adx7770IDg7GoEGDMGLECPO6Xbt2ITw8HDt37lSjjA2H8haO7AgrMTghIiK1GQyWc2pphEs13pkzZ3Drrbfiq6++wt13343bbrsNyolmb731VhQUFODTTz9VraANik5XPnRYY18YIiKqJ5St8xrjUnCSnJyMgoICbN++HevWrcOoUaMs1nt7e+P222/H7t27VSlkgyP7mChH6DBIISIiNSk7w2psVKhLwcmmTZtwzz33ICoqym6a9u3b47fffnO1XKQcrcMOsUREpLayMsuROhrqd+JSjXfu3Dl07dq10jTe3t64evWqS4Vq8ORcJ0D5yB0GJ0REpCbrCdjqenDStGlTnD59utI0v/zyC1q2bOlSoeoCt05f7+lpehmNNTKtMBERNUBGo+UkbNbrVOTs9PUuBSdDhw7FV199hYKCApvrf/31V6SlpVmM4KlvUlNTcfjwYcTFxam/c53O9Phq+btOV96SQkREpAbrWzpuvAiOi4vD4cOHkZqa6lB6l4KTF154AcXFxYiMjERaWhquXbsGALh69So2b96Mu+++Gx4eHnjuuedc2X3DJm/fKGeJBdghloiI1CX7nMh5TjQ0U6xLM8TeeuutWLVqFZ566imMHTvWvDwwMNC0Uy8vvPPOO+jVq5c6pWxIhDAFJp6e5V8Q9jchIiK1yds68uLX3i2eWuDy9PVTpkzBsGHD8K9//QtZWVm4cOECgoKCEBERgenTp/NZOtXh4VH+ku+JiIjUpmw50dBQ4mo9W6dr165YtmyZWmUh5a0bLy/by4mIiNQmhOk2j/UcW7WEl+RaJTvCyqiWAQoREblDWZnmhhI71HJy8uRJlzNo3769y9s2OMqJ1zw8LL8oDE6IiMgdZGBS14KTDh06QOdC5ajT6WAwGJzejmB6to7sa8KWEyIicgf54D+N9W10KDh55JFHKgQnubm5+PrrrxEUFIR+/fqhZcuWOHv2LA4ePIjCwkIMHz4cHTt2dEuh6z3lPCfyPRERkdqMRlNgorGHADoUnLz77rsW73/66SfcdtttmDFjBpKSksxDiAHgypUrSEpKwvvvv49Vq1apWlgtiY2NhZ+fH+Li4tSdiE02q3HSNSIicjfZ+dXNF8EpKSlISUlBcXGxQ+ldasdJSEhAnz59sHTpUovABDDNdbJs2TL06tULs2bNcmX3dYJbZ4gFyoMTDfSaJiKiekrZz6SuzxD79ddfY9iwYZWmGTZsGDIzM13ZfcMmo1fl/T/2OSEiIneooeDEWS4FJyUlJTh79mylac6cOYOSkhKXCtVgKQMQT08GJERE5F4amhVWyaXgpH///vjkk09w4MABm+uzs7Px6aefYsCAAdUqXINm3edEY18cIq0yApiP2eANUSInaKyOcWmG2KSkJMTExCAiIgIPPfQQhg8fjtDQUJw7dw6ZmZn46KOPYDQakZSUpHZ5Gw7r4IStKEQOeQ6vYzlm4CKaYgmex0LMxmws5IyTRLZoLCiRXApORo4ciU8++QR/+9vf8O677+K9994zrxNCIDg4GKtWrcIdd9yhWkEbHPngP/nFYXBCVKmdGI4RKO/ntgzPYRlMT0a/iKZ4Hc/XVtGItEtZx2goUHH52ToTJ07E6NGjsX79euTk5KCwsBBBQUEYMGAAxo8fD39/fzXL2fAoZ4vV2JeGSIvCcdjuOhmopCMSezCMLSlESvIxKRoaHVqtB//5+/vjwQcfxIMPPqhWeUiS09fLLw0RVWobqm6p/RT3YxX+zpYUIkn5TB0NXQTz4kGLPDxMLwYlRDbZ6vQ6Hcur3G4V/g7A1JKig8BODHdL+YjqHKNRUy0nDgUn69atq1YmZ86cwd69e6u1D62JjY1FeHg4UlJS1N2xDEi8vMrnOtHYA5mIapMRwDDswlwswD+wBLfhG+ggcBktnd5XZbeCiBoEIUxBiZunr09JSUF4eDhiY2MdSu9QcDJx4kQMHjwY69atw40bNxwuzM8//4wZM2agS5cu2L59u8Pb1QVumyFWBic+PqafGnwgE1Ft2Ynh8ITAXgwFALyB55CFyieEtGcuktECv6tZPKK6p4ZaS5ydIdahPifp6emYMWMGJk6ciKZNm2LChAm47bbbMHDgQISGhiI4OBjXr1/HhQsX8NNPPyErKwtbtmzB/v374ePjg2effRb/+Mc/qnNcDYdsIZEP/tPpeIuHCBVH47jqMbyDdzEV19FIhVIR1XGyz4kcIaoRDgUnI0aMwIEDB/Dxxx8jJSUFb7/9Nt555x276YUQaNKkCeLj4xEfH4+wsDDVCtxgKAMSTl9PpMotGC+UYA0exxo8rkKJiOoBjXYbcPh+gU6nw4MPPojdu3fjyJEjWLFiBf76178iIiICXbt2RZ8+fTBy5EjMnDkTGzZsQH5+Pl5//XWnA5OMjAxMnToVPXr0gL+/P9q0aYPx48cjOzvbnKasrAyvv/46YmJi0LZtWzRu3Bg9e/bErFmzcPnyZYfz2r59O2677TY0btwYzZs3x2OPPYaCggKnyqs65bN1OMcJkVkL/I6X8LKLW9+AgA432FpCZKk+zXPSvXt3dO/eHdOnT1e7PFi5ciUuXLiA+Ph4hIeH4/z581i6dCkiIiKwZcsWREdHo7i4GHq9Hg888ACeeOIJNG/eHDk5OZg/fz42bNiA/fv3w8/Pr9J8MjMzMXr0aIwdOxbr169HQUEBXnzxRdxxxx3Yv38/fH19VT+2KimDEHk7R/6uoS8NUW0pgenv8jZ8jb1OjLQJw0l3FYmobpP1i8bqmWrNc+IOKSkpaNGihcWymJgYdOnSBQsXLkR0dDT8/PyQm5uLZs2amdNERUWhffv2mDRpElJTUzF58uRK83nhhRfQrVs3fP755/D6s39Hx44dMXToULzzzjv4+9//rv7BOcPLq+KDAIkauNcwC69hFgBABwMAx/4uTqAzdBDYgUhE4Ws3lpCoDtNQcKK5YSDWgQkABAQEIDw8HKdOnQIAeHp6WgQm0i233AIA5nT25OfnY9++fXj44YfNgQkADBkyBN26dcMXX3xRnUNQhzIwkf1PeHuHyMzDhUf7cegwkRU5hFhjfU80F5zYUlhYiJycHPTq1avSdBkZGQBQZboff/wRANCnT58K6/r06WNeX6s8PS37nRCRhTL4VOiD0gqn7abn0GGiSpSVWdY3tTwhW50ITuLi4nD16lXMmTPHbpr8/HzMmjULgwYNwrhx4yrd34ULFwAATZs2rbCuadOm5vWVKSoqwpUrV8yvkpKSKrdxmBzWpexzApQPLyYiAOV9UB6DafTgZKyFgA4COryAVy3WcegwkQ1unr6+pKTEoq4sKipyaDvNBydz587F2rVrsWzZMgwcONBmmosXL2LMmDEQQuDTTz+Fh4OTluns3Caxt1wpMjISQUFB5teiRYscytNhcgp75bN1OBkbkYXXMAsCOqzB4xDQmfujVLWOiP6krGNkcKJiq8miRYss6srIyEiHttN0bZecnIz58+djwYIFdkcGXbp0CaNGjUJ+fj62bduGTp06Vblf2V/FVgvJxYsXbbaoWMvMzERhYaH5lZCQUOU2DpFfEtkBlrd1iIjIXZTBibIVRSUJCQkWdWVmpmMTKWo2OElOToZer4der8fs2bNtprl06RJGjhyJ3NxcbNu2zWYfElt69+4NAPjhhx8qrPvhhx/M6ysTEBCAwMBA80uVocfWQ4llgKKcjI2IiEgtynlO3PB8HV9fX4u6MiAgwKHtNBmczJs3D3q9Hi+99BKSkpJsppGByfHjx7F161b079/f4f23adMGt9xyCz788EOUKU5GVlYWfv75Z9x7773VPoZqk7d1JI31pCYionqgrKziiB0NdCFwuIdlSUkJbr/9dgQGBmLz5s3w9va2ma60tBSjR4/G1atX8c0339hNZ8/SpUuRmJiImJgYjB07FllZWRbrIyIiUFxcjLvuugsHDhzA8uXLYTAYLNKFhISgc+fO5Qfp5YXIyEikp6ebl7366qsYNWoUJk2ahKeffhoFBQWYNWsWevfujSlTpjhVZrew1fmVc50QEZGahDAFJxoISJQcDk7Wrl2L7OzsSgMTAPDx8cELL7yAMWPGYO3atXjsscecKtCGDRsAAGlpaUhLS6uwXgiBc+fOYd++fQCA+Pj4CmkeffRRvPvuu+b3ZWVlFi0kgGnStk2bNiExMRF33303GjdujHHjxmHx4sW1MzusNTlDrMFQPnMfgxMiIlJTXZ++ft26dejatSvuvPPOKtPGxMSga9eu+Oyzz5wOTnbu3Fllmg4dOkA48SHaSztq1CiMGjXK4f3UKOUXhvOdEBGROxgMpo6wTt7lcDeH23EOHDiA4cMdf5bF8OHDcfDgQVfKRDIgYVBCRETuZDSaXhq7reNwaX7//XeEhoY6vOPQ0FCHJjMjG+RU9XLaekljXx4iIqonNHZbx+Hazs/PD3/88YfDOy4qKkKjRpyR0SWy1cQ6GKnl6YSJiKgeq4vBSbt27cydUB2xf/9+tG/f3qVC1QWxsbEIDw9HSkqKezLw9LScGZZznBARkTvUQFCSkpKC8PBwxMbGOpTe4eAkKioKWVlZ2L9/f5Vps7OzsWfPHowYMcLR3dc5qampOHz4MOLi4tTfuXKcufJLw9s6RESkNjc+W0eKi4vD4cOHkZqa6lB6h2u76dOnQ6fTYdKkSThy5IjddD/99BMmTZoET09PPP30047uniTrWWKVM8USERGpSTnBp4Zu6zg8lLh79+5ITEyEXq9H//79MXHiRERHR6Nt27bQ6XQ4ffo00tPTkZqaipKSErz88svo3r27O8te/8kOSsrnHhAREamlrgcnAJCYmAhPT0+8/PLL+Oijj/Dxxx9brBdCwNvbGwsWLFDvQXgNifXIHJ3OFJB4emrqS0NERPWErFvk1BUaqWucCk4AYM6cOZg8eTLeeecd7Nq1C2fPnoUQAq1bt8awYcMwZcoUhIWFuaOsDYscSiyDE8D2lPZERESuKivTTECi5FJtFxYWhuTkZLXLQkqyv4nRWB6oEBERuYsbnkrsKtZ4WiSfo2MdkGgwuiUiojpMPvhP3tLRSD3jcHAyc+ZMbN261WLZL7/8gq+++spm+vfeew/R0dHVK11Dpmw5US4jIiJSizIo0UhgAjgRnCxfvhxZWVkWyz7++GNMmDDBZvq8vDxkZmZWr3QNkfXEawZD+XIGJ0REpCaj0dRyUlenrydLbp8h1lY/E/Y7ISIiNcnWeTdf/Do7QyyHf7goNTUVAwYMUH/Hyi+Ij4/lOgYnRESkJmUnWDfPEBsXF4ecnBwMHDiwyvSs7bRKpzMNHZajdYiIiNxB1jO8rUNVUj6VWPY3YZBCRERqUgYkHEpMVVK2mFj/JCIiUoNGgxOn+pwcPHgQ77//vsV7APjggw8grJqD5DpykbKlRI7cYXBCRERqUj5XRzl1RS0/y82p4GT9+vVYv369xTIhBB577LEKaYUQ0LEydZ2nJ+DtbfkFYYdYIiJSk9GoyXlOHA5OHn30UXeWg5RkUCefqSOHFTM4ISIiNcmARE76KUTFCUBrgcPByZo1a9xZDlKSwYiXl2V/E7ZEERGRmmQwYh2c1DJeimuREOX9TJSPsyYiIlKTMiCRM5JrQLVqvJMnT2L//v3Yv38/Tpw4oVaZ6gS3zxAL8FYOERG5l7IjrOx34oZ6x+0zxF68eBELFy7E2rVrUVBQYLEuNDQUDz30EBISEtC0aVNnd12n1MgMsd7etpcTERGpra7OEHvs2DEMGjQIy5Ytw7lz5+Dp6YmQkBCEhITA09MTZ8+exeuvv45Bgwbh+PHjLh8EwbKPifKeIBERkVqEKJ/fpJY7wSo5HJwIIfDQQw8hLy8PkZGR2L59O4qKinD27FmcPXsWRUVF2Lp1K4YPH468vDxMnjzZneWuv5QBiBytI/EWDxERqUkGJxq7AHa4ttu+fTu+/fZb/PWvf0V6ejqio6Pho3gwnY+PD0aOHImMjAxMnDgR//vf/7Bt2za3FLrB8PIqD0gYmBARkTuUlWmujnG4NJ999hl8fX3xxhtvVDq5mk6nw5tvvglvb298/vnnqhSyQZIP/iMiInIX5a2cuthykpOTg6FDhyIkJKTKtC1atMCwYcOQk5NTrcI1WLJTkryto6FZ+4iIqB6x7j6gkfrG4eDk5MmT6NWrl8M77tWrV4MbXqw62czGDrFEROQO1s/UqWvByZUrV9CkSROHd9ykSRP88ccfrpSJlA/8IyIiciflw/80wuHar7S0FJ7WzT+V7djDA6WlpS4VqkGzHq3D1hIiInIX5QP/6mJwAoBPGVaokRli2SGWiIjcqYaeRuzWGWL1ej30er0r5ap33DZDrJIMTjQUzRIRUT0igxPZ+OCmidicnSHWqeBEOFlJsqWlmjw8LB9nzc+TiIjUpqzbNXIx7HBwYtTQtLYNitFoOY09ERGRmpR9TjRSz7BTg1bpdJajddhqQkREajMaTS+NdYrV3FjVjIwMTJ06FT169IC/vz/atGmD8ePHIzs72yLdrl278MQTT2DgwIHw9fWFTqdDXl6ew/mUlpYiMTERHTt2hI+PD8LCwpCQkIDi4mKVj8gF8haOp6flrR0iIiK1yRYTDdU1mgtOVq5ciby8PMTHx2PTpk1YsWIFCgoKEBERgYyMDHO69PR0bN++He3bt8eQIUOczueBBx7A4sWL8eSTT2LTpk144okn8Prrr+O+++5T83BcI1tJfHwsJ2LT0BeHiIjqAaOx/MF/GqpjNHdbJyUlBS1atLBYFhMTgy5dumDhwoWIjo4GAMydOxdJSUkAgCVLlmDnzp0O55GVlYV169Zh6dKlmDlzJgBg5MiR8PLywuzZs7Ft2zaMGjVKnQOqDuX09ZzzhIiI1Ka88NVQHaO5lhPrwAQAAgICEB4ejlOnTpmXeVRj9tTdu3cDAMaMGWOxfNy4cQBMw4RrlfyieHubfsrbPBr64hARUT1QVmb6qaFWE0CDLSe2FBYWIicnx9xqUl1y5lpfX1+L5fL9999/X+U+ioqKcOXKFYttrfdXbR4enMqeiIjcR3aIVb5XUUlJCUpKSszvi4qKHNquTtR4cXFxuHr1KubMmaPK/sLDwwGUt6BIu3btAgBcuHChyn1ERkYiKCjI/Fq0aJEqZQNQHpCwpYSIiNxJtpwAbul3smjRIou6MjIy0qHtNN9yMnfuXKxduxZvvPGGQ7PKOWL06NHo0qULXnzxRYSGhmLw4MHIysrC7Nmz4enp6dAto8zMTPTr18/8XrVWE2VAoryVw0CFiIjUpnwqsTJQUUlCQoK5bycAHDx40KEARdMtJ8nJyZg/fz4WLFiA6dOnq7ZfHx8fbN68Ge3bt8edd96J4OBgTJw4EbNnz0ZwcDDatGlT5T4CAgIQGBhofql+SwcwTV+vDEp4a4eIiNRkPTusyi0nvr6+FnVlQECAQ9tptrZLTk42P8tn9uzZqu+/S5cu2Lt3L06fPo3vv/8eBQUFmDRpEn7//XcMHz5c9fxcIvucCGHZ/4SIiEgNcgI2+XJj/xNnaPK2zrx586DX6/HSSy+Zhwu7S5s2bcwtJS+99BL8/f3x+OOPuzVPh3l5VWwt0dhYdCIiqsNkcCLrFo3UL5oLTpYuXYrExETExMRg7NixyMrKslgfEREBADh//jwyMzMBAD/88AMAYPPmzQgJCUFISIjFPS0vLy9ERkYiPT3dvOy1115Dy5Yt0b59e5w7dw7/93//hy+//BIffPCBQ7d13E5+WaxH63h7A3+ONiIiIqoW2VoigxPZWlLLz9PTXHCyYcMGAEBaWhrS0tIqrJdPRj506BAmTZpkse7pp58GYBpJo5yUraysDGVWHX2uX7+Ol19+GadPn4afnx8iIiKwc+dO3H777WoeTvXI6evll8T6eTtERERq0NizdTQXnDg602tUVJQ5UKmKrXSJiYlITEx0pmg1R9laouxnopEvDRER1TNyvhM3jNhxBS/DtcZ6KLFsKZHLGaAQEZE7yD4nGmihr/0SkH0eHpZfEtkPhYiISC1lZZajdjSAwYmLYmNjER4ejpSUFPdl4uNTcRI2DUS0RERUj8inErvx4jclJQXh4eGIjY11KL3m+pzUFampqRgwYIB7M5EdYWWLidFY/qRiIiIiNcjROm4MTuLi4hAXF4ecnByHZnvnZbhWKZ9ErPzS1PLwLiIiqmfkrRwNdRtgcKJVMiDx8LD84rDlhIiI1GQ9hb0GMDjRKmVwwuHERETkLgxOyGE6nWk2WNkBVtmCQkREpBaNTcAGMDjRLuXD/qxH7BAREamFwQk5TY7S4VBiIiJyFw0FJgCDE22y1UIigxKNTC1MRET1hPL5bRoZEcrgRMvkLR1lkxtv7RARkdpk/aKRFhQGJy5y2wyx1s/Wsf6y8LYOERGpSXkB7KbghDPE1pAamSFWzmtiNAJeXpYPAiQiIlKDDEqEcNttHc4QW5/IlhPl/UCNNLkREVE94ebAxBUMTrRKCFOrCQMSIiJyJw0FJRKDEy2T85woW07YIZaIiNRkNLJDLDlAOaeJTlc+fJh9ToiIyB00NhqUNZ3WKYMRjX15iIioHlA+XJYtJ2SXMgDx87NcxpYTIiJSk/V8WhrAmk7LrEfryGVERERq4VOJySlynhP5u4aa3IiIqJ6QF8BunITNWQxO6gJlXxPe1iEiIjXJoKSszLKlvhaHGLOmc5Hbpq9XkgGJEOUjd3hbh4iI1FQDrSWcvr6G1Mj09R4eQKNGlu/lbR4iIiI1KG/ryN9VbjXh9PX1hWwpkc/UkS0mbDkhIiJ3ULbW1zIGJ1omAxT5RWGrCRERqc1oNL10OsBgqO3SAGBwol2yE6z1rLBsOSEiIjWVlVnOcyL7OdYiBidap2wtYWBCRERqk8/W0dADABmcaJGyf4nXn32WOXU9ERG5Cx/8R06xblrjPCdERKQm2XKiofpFOyWhcsoWEk9Py/dsPSEiIjXJWzoaGnTB4ETLlEOJAU1FtUREVE/w2Tr1R43MEAuU9zkhIiJyhxoITjhDbA1x+wyx8gsiW0vke97WISIitbm5xYQzxNY3nOOEiIjcSTmMmLd1qFLW/Uw08oUhIqJ6SDkJmwZoLjjJyMjA1KlT0aNHD/j7+6NNmzYYP348srOzLdLt2rULTzzxBAYOHAhfX1/odDrk5eU5nE9JSQkWL16M3r17w9/fH6GhoRg9ejT27Nmj8hG5QNlC4u3NFhMiInKfsrLy3xmc2LZy5Urk5eUhPj4emzZtwooVK1BQUICIiAhkZGSY06Wnp2P79u1o3749hgwZ4nQ+06ZNw6xZs/CXv/wFGzZsQEpKCs6fP4/IyEh8++23ah5S9XCEDhER1QQNtdRrrkNsSkoKWrRoYbEsJiYGXbp0wcKFCxEdHQ0AmDt3LpKSkgAAS5Yswc6dOx3Oo6SkBB999BEefPBBzJ8/37x86NChaN26NdauXYtbbrml+gejBh+f8t+VTycmIiJSA/ucVM06MAGAgIAAhIeH49SpU+ZlHtVoUfDw8ICHhweCgoIslgcGBsLDwwONGjVyed+qE6L8oUwa+dIQEVE9ImeIBSxv8dQizQUnthQWFiInJwe9evVSZX/e3t54+umn8d577+HLL7/ElStXkJeXh2nTpiEoKAjTpk1TJZ9qUz6RWLaaaOjBTEREVE8oL4I1cCGsuds6tsTFxeHq1auYM2eOavtctmwZgoKCEBsbC+OfFX779u2RkZGBLl26VLl9UVERrly5Yn7v6+sLX19f1coHwBSMKKev5y0dIiJSm/KWjsqBSUlJCUpKSszvi4qKHNpO8y0nc+fOxdq1a7Fs2TKHJm5x1IIFC7BkyRLo9Xrs2LED69evR/fu3TFq1CgcOHCgyu0jIyMRFBRkfi1atEi1sgEobzGRwYkGIlkiIqqHDAZTgOKGumbRokUWdWVkZKRD22m65SQ5ORnz58/HggULMH36dNX2e+TIESQmJuK1117D888/b14+evRohIeHY+bMmdixY0el+8jMzES/fv3M71VvNZF8fDhih4iI3M8NrfMJCQmYOXOm+f3BgwcdClA0G5wkJydDr9dDr9dj9uzZqu77u+++gxACgwcPtlju7e2Nvn37IjMzs8p9BAQEIDAwUNVy2SSfrSMfZ81AhYiI1KTsy6hyy4l1l4eAgACHttNkTTdv3jzo9Xq89NJL5uHCamrdujUAICsry2J5SUkJcnJy0LZtW9XzdJr8gigfYc3AhIiI3MFNt3VcpbmWk6VLlyIxMRExMTEYO3ZshQAiIiICAHD+/HlzC8cPP/wAANi8eTNCQkIQEhJi0Wzk5eWFyMhIpKenAwCGDRuGwYMHQ6/X49q1axg+fDgKCwvxxhtvIDc3Fx988EFNHKpjlJ1hOc8JERGpTdlyopERoZoLTjZs2AAASEtLQ1paWoX14s+o7tChQ5g0aZLFuqeffhqAqbOqclK2srIylCnGbnt4eGDbtm1YvHgxPvvsMyxZssQ8l8qmTZswevRotQ/Lecpn6ygDFI1EtUREVE8oAxKDofbKoaC54MTRmV6joqLMgUpVbKULCgrC/PnzLWaI1Qxl64gyOLFeR0REpAZZT2qkFYWdGLROOc+JdaBCRERUXfLOgnKm2FrG4ETrZD8T+YVhcEJERGpS1i9ypthaxuBE67y9LaewBzhqh4iI1CNnhpUXwrZu8dQw1nIuio2NRXh4OFJSUtyXiTKalV8cwBSwEBERqUXWMW7qEJuSkoLw8HDExsY6lF5zHWLritTUVAwYMMD9GXl6mlpKeFuHiIjcQdlaomxFUVFcXBzi4uKQk5Pj0KNo2HKiVZUNJWaAQkREapKdYjVyIczgRIushw57KRq4NNBRiYiI6hHlKB2NTMLG4ETrbPUvYcsJERGpRacrn75eI/ULgxOtU47MUd7eISIiUoMQpuBEQyNBtVMSqpzsa2I0Wj4MkIiISC0aufhlcKJl1p1iNdTkRkRE9YiyP6MG+jYyONEyGYx4WY341lDTGxER1QPKjrAMTqhSHh6mwMR6hliN9KYmIqJ6QtYrGghMAAYnLquRGWIBy/4l7BBLRERqq4FbOpwhtobUyAyxshMs+5sQEZG7KGeIdRPOEFtfKYd5MUghIiI1KWcf10DXAQYnWqW8hWMdjMhphomIiNTA0TrkNA8Py85KbDkhIiK1WE9fz+CEbLJ+to51MMKhxEREpBajETAYyt8zOKEqeXiUt5zodJZPKSYiIqouIcqnrtBI/cLROlongxGNTZBDRET1xNWrQElJeesJO8RSpZRDieWXRbaeEBERqcHPDwgKMgUn3t6aqGPYcqJ1tlpONNLsRkRE9UCzZkDnzkCvXkBwMBAQADRqVKtFqv3wqI5y+wyx1g/9Y3BCRERq8/IC7rwTGDMG6NcP6N7dLYEJZ4itITUyQ6zk42PZz0QDTW5ERFQH+fsDrVsDbduaghGjEfjrX4E2bdyarbMzxDI40SrlJGze3pZDihmcEBGRo2SdIQTQvr3pNk6zZkCTJqaWEz+/Wi2eLQxOtE4OJVa2nPC2DhE1ZMqLNeXElLamW1CmlbfIhTA9VFWml/uQP+WQWjm81svLlF7+9PYuT2PrAlLmZZ2//H8ulynzkeR6T8/y9ED5Q2Ctj1GWUaaXaeS+PT3L1+l0po6vfn6mlhN/f6BxY6BFC3XOi4oYnGidfCCTnLKeM8QS1U/2KlxlZSbJSkj+NBgsKy1lZScrYlm5yUrWx6e80pIVrvxd+VNZaVuXU+5PWaHK9dYVrnIeDesK1surfN9CmMqiLLNMq9xerlf+rlwmK2xlOZWfmbLy9/Iq/125H+vP3/phrMrjVe7b+mGtysBG+Vl5e5cfv3UQpfzpKOXxW5fd09NUfh8fyz4lOp0pWFE+v00DGJxomfLLbzQCN26YXl48bVQHWF9FKv/5Ka8I5XuZTgbkcmIoeWXr7V2x75X8hyv/0fv6llcAyspAVg62Klvr/IHyvzGZv3WAoKxglJWBMgBQVmgeHuUVrnXlKPejXKasNJXLlNvICl5ZdlvHLtMpy2rrKl+ZzjoQsa44ZeWvbDHQ6UwVn3WrgHIb6++F9ffFeg4nWxODKVsQrMtqnZct9uaJstfqYeszcyYP6+OqbDtnPi97Za9qG+u/PeU2GqpbtFMSsiT/mfr6moZ2eXoCf/wBnD/PB//VJuUfvfVVlL3mWZlOjriyvsqU+1JWJDpdedOxj0/Fykr+E1HOSWCrwlVWptYVoa0Awd7VrXJ7mZeyLMrKWdlcLsso1ykraZmnsmnbVhBg76rT1jHZCjiUV8G2rnLlcmXrgbI8svzWn4Hyd0crXGXZbe3HuuXD0UrKVoVrr8Ky/pzdWeHaawlQu8J1Jb0r5XMlDzW21VIeNYTBiVbJf6iNGgG33AJcugRcvAiUlgLFxUBeHnD9evXzsf7yKitJW5WtchtbTb22KjDleh+f8itc5XEqKzV5NWZ9H7iqq1vrMiuXKytcZcUj18urellByXTKZmNZXutKUVZgyn1ap7G+EpOVrXUetiov6wrXuvK3da7k56NsslYetzwe6+bkqipc5bm1LpOtwEx+ZvaCJrUqXOurW1cqdUcq3OpUtpWVv7ppbaVzpcJ1tjJjhUtuwuCkLoiKMnVeungRyM01TTWcnw8cPVr+D1VZ2Sn/MSubs62vzK0rLGXFJQMJW1eqtpqSZQBgqylZmYetf5jWAYCtilJSdk5TBhBynfKnMkhxpsK1FSDIWwvKz0MZnCnvbTtT4dorj63Pw5U8nK1wXamotFbhVrcyY4VLVOsYnNQFAQFAjx6m3/v1M/28cQMoLDTd4ikpsbxXqPxHJytQW1fj1r8rK1zrK/G6VOFW9+q2sn26mq6ybasqpxoVGStcIqpDGJy4KDY2Fn5+fuaJZdzKw8PUimE0AoGB5f/0Q0JMy0pLHXtQkyOVh1pXnaxwiYjoTykpKUhJSUFxcbFD6XVC8BG3zpCz22VnZ9fcDLFVcfYJkqxwiYioFjhah7LlpD6wNSyMiIiojmKtRkRERJrC4ISIiIg0RXPBSUZGBqZOnYoePXrA398fbdq0wfjx45GdnW2RbteuXXjiiScwcOBA+Pr6QqfTIS8vz6E88vLyoNPp7L5iYmLccGRERETkCM31OVm5ciUuXLiA+Ph4hIeH4/z581i6dCkiIiKwZcsWREdHAwDS09Oxfft29O/fH4GBgdi5c6fDebRq1Qp79+6tsPzLL7/Eq6++igkTJqh1OEREROQkzY3WKSgoQAurJyQWFRWhS5cu6N27N7Zv3w4AMBqN8PizI+iSJUvwwgsvIDc3Fx06dHA57xEjRuDbb7/FmTNnEBgYaDONJkfrEBER1QGO1qGau61jHZgAQEBAAMLDw3Hq1CnzMg+VR6gcO3YMmZmZ+Otf/2o3MCEiIiL309xtHVsKCwuRk5NjvqXjDu+88w6EEHjiiSccSl9UVIQrV66Y3/v6+sJXPi+GiIiIUFJSgpKSEvP7oqIih7bTXMuJLXFxcbh69SrmzJnjlv2XlZXhvffeQ48ePTB06FCHtomMjERQUJD5tWjRIreUjYiIqK5atGiRRV0ZGRnp0HaaD07mzp2LtWvXYtmyZRg4cKBb8khLS0N+fj4ef/xxh7fJzMxEYWGh+ZWQkFBp+pKSEuj1eosIkmoXz4n28JxoD8+J9tSlc5KQkGBRV2ZmZjq0naaDk+TkZMyfPx8LFizA9OnT3ZbP22+/DW9vbzzyyCMObxMQEIDAwEDzq6pbOiUlJUhOTq4TX6aGgudEe3hOtIfnRHvq0jnx9fW1qCsDAgIc2k6zwUlycjL0ej30ej1mz57ttnwKCgqwceNG3HPPPTY749Y1KSkpzENj6svnxXPSMPOoKfXl8+I5UYcmg5N58+ZBr9fjpZdeQlJSklvzev/993Hjxg2nbuloWX354+MfeMPMo6bUl8+L56Rh5lFTavNYNDdaZ+nSpUhMTERMTAzGjh2LrKwsi/UREREAgPPnz5vvXf3www8AgM2bNyMkJAQhISEWnW68vLwQGRmJ9PT0Cvm9/fbbaNeuHe666y6Hyicf93zkyBGnjkv2UD548KDDzVquKC4uRk5Ojtv2X5/y4DnRXh48J9rLg+dEe3nU5XMi605Zl9olNCYyMlIAsPuSduzYYTdNZGSkxT5tLRNCiN27dwsAIjEx0eHyffjhh5WWjy+++OKLL774qvz14YcfVlrXam6GWK37/fffsWXLFnTo0AF+fn61XRwiIqI6o7i4GHl5ebjrrrvQvHlzu+kYnBAREZGmaLJDLBERETVcDE6IiIhIUxicOOjAgQP4y1/+gtatW6Nx48bo0aMHXn75ZVy7ds2c5p///CciIiLQvHlz+Pr6on379rj//vtx6NChKvd/5coVLFiwAFFRUWjZsiUCAgJw880349VXX8X169fdeWh1lrvPibXi4mJ069YNOp0OS5YsUfNQ6o2aOidXr15FYmIiunXrBl9fXzRr1gwjRozAr7/+6o7DqtNq4pyUlJRg8eLF6N27N/z9/REaGorRo0djz5497jqsOs2Rc6IkhMDw4cOh0+mcmpB0+/btuO2229C4cWM0b94cjz32GAoKCtQ6DLfS3FBiLTp8+DCGDBmC7t27Y/ny5WjevDm+/vprvPzyy8jOzsb69esBABcuXMDo0aPRt29fBAcH4/jx43jllVdw6623Ijs7G927d7ebx8mTJ7F8+XI8/PDDmDlzJgICAvDNN99Ar9dj27Zt2LZtG3Q6XU0dsubVxDmxNnfuXFy9etVdh1Tn1dQ5KSoqwogRI/Dbb79h1qxZ6NOnDwoLC7Fnzx67/9wbqpo6J9OmTcPatWuRkJCA6OhoXLx4Ea+88goiIyOxe/du3HLLLTVxuHWCo+dEKSUlBUePHnUqn8zMTIwePRpjx47F+vXrUVBQgBdffBF33HEH9u/fr/0H1To8hrYBmzNnjgAgjh49arH8ySefFADExYsX7W57+PBhAUDMnTu30jyKiopEUVFRheWLFy8WAMQ333zjWuHrqZo4J0r/+9//hI+Pj/jss88EALF48WKXy15f1dQ5iY+PF/7+/uLYsWPVLnN9VxPn5Pr168LT01NMnjzZYvlvv/0mAIhnn33W9QOoh5w9J7m5uSIgIECsW7dOABBxcXEO5TN48GARHh4ubty4YV4mp8/417/+Vf0DcTPe1nGAt7c3ACAoKMhieZMmTeDh4QEfHx+724aEhAAwTQRXGX9/f/j7+1dYLq84Tp065VSZ67uaOCdSaWkppk6diri4OAwaNMjFEtd/NXFOrl27hrfeeguTJk1Cp06dqlni+q8mzomHhwc8PDwq5BEYGAgPDw80atTIlaLXW86ekyeffBKjRo3ChAkTHM4jPz8f+/btw8MPP2xx/oYMGYJu3brhiy++qMYR1JDajo7qgtzcXNGkSRMxceJEcezYMXHlyhWxYcMGERQUJJ555pkK6Q0Gg7h+/bo4cuSIGD9+vGjRooU4efKkS3knJSUJAOK7776r7mHUKzV5TubMmSM6dOggioqKRG5uLltO7KiJc/L1118LAGLBggXiqaeeEk2aNBHe3t5i4MCBYuPGje46tDqrpv5O4uPjRUBAgPjiiy9EYWGhyM3NFQ888IAIDg4Wv/76qzsOrc5y5pysXr1aBAUFifz8fCGEcLjlJC0tTQAQ//3vfyusmzhxomjVqpU6B+NGDE4cdOTIEdGjRw+LGe6effZZYTQaK6T19fU1p+nWrZs4fPiwS3l+9913ws/PT0yYMKG6xa+XauKcHDhwQHh7e4u0tDQhhGBwUgV3n5OPP/5YABCBgYFi6NCh4quvvhIbN24UI0aMEDqdznyeqFxN/J0YjUaRmJgoPDw8zNu3b99eHDhwQOWjqR8cOSenT58WQUFB4j//+Y95maPBydq1awUAsXfv3grrnnzySeHj46POgbgRO8Q6IC8vD3fffTdCQ0Px+eefIyQkBP/73/8wf/58FBUV4e2337ZIv2fPHpSWluLYsWNYtmwZRowYgfT0dPTq1cupPMeNG4d27drhrbfeUvuQ6ryaOCcGgwFTp07Ffffd5/CzlxqymjgnRqMRAODj44PNmzfjpptuAgCMGDECXbt2xbx583iuFGrqf9eCBQuwZMkS6PV63H777bhy5QrefPNNjBo1Clu3bkX//v3deZh1iqPn5KmnnkLfvn0xbdo0l/OyN4iiTgyuqO3oqC647777RIsWLSp0WH3nnXcEALFz50672165ckW0aNFC3HPPPQ7nl5eXJzp06CA6duwoTp065XK567OaOCeLFy8WQUFB4tdffxWXLl0Sly5dEt99950AIObNmycuXbokDAaDKsdTH9TEOZHN1bbSPfDAA8LPz8+1wtdTNXFODh8+LHQ6XYXWxNLSUtGlSxcRFRXl+gHUQ46ck88++0x4eXmJrKws8/+eS5cuCQBi2rRp4tKlS6K0tNRuHvXhtg47xDrg4MGDCA8Pr9BhdfDgwQCAH3/80e62N910E3r06IFffvnFobxOnDiBqKgoCCGwY8cOtG3b1vWC12M1cU5+/PFHFBYWomvXrggODkZwcDD69u0LwDSsODg42PxEbKqZc9KnTx+764QQ8PDgvzSlmjgn3333HYQQ5n1K3t7e6Nu3b6V5NESOnJMff/wRBoMBERER5v89wcHBAIDVq1cjODgY//3vf+3m0bt3bwCw+f/phx9+MK/XMv4lO6B169Y4dOiQ+THV0t69ewGg0gDi999/xw8//IAuXbpUmc/JkycRFRWFsrIyZGRkICwsrHoFr8dq4pzMmjULO3bssHh9/PHHAExNrjt27HDovDYUNXFOWrVqhdtuuw27d+/GlStXzMuvXbuGzMxMREREVOMI6p+aOCetW7cGAGRlZVksLykpQU5ODi+wrDhyTh577LEK/3t27NgBAPjLX/6CHTt2YNiwYXbzaNOmDW655RZ8+OGHKCsrMy/PysrCzz//jHvvvdcNR6ayWm65qRPWr18vdDqdiIiIEJ9++qlIT08XCxYsEAEBASI8PFyUlJSIy5cvi8GDB4tly5aJjRs3ivT0dLFy5UrRo0cP0bhxY7Fv3z6LfXp6eoro6Gjz+3PnzolOnToJX19f8eGHH4q9e/davHh7x1JNnBNb2CHWvpo6J7t37xY+Pj4iIiJCfPHFF+LLL78Ut99+u/D29hZ79uypyUPWvJo4J2VlZWLw4MGiUaNGIjExUWzfvl2kpqaKqKgoAUB88MEHNX3YmubIObEHdjrE2vo72bFjh/Dy8hITJkwQ27ZtE2vXrhXt2rUTvXv3FtevX1f9uNTG4MRBGRkZ4s477xQtW7YUfn5+olu3buK5554Tv//+uxDCNBHRE088IXr27CkCAgKEl5eXaNu2rZg8ebI4dOhQhf0BEJGRkeb3O3bssOi5bf1KSkqqoSOtO9x9TmxhcFK5mjon33zzjYiMjBSNGzcWjRs3FtHR0WL37t3uPrw6qSbOyeXLl8WcOXNEz549RePGjUWLFi1EVFSU2LRpU00cYp1T1Tmxx15wYu/vZOvWrSIiIkI0atRING3aVDzyyCPi3Llzah2GW+mEEKLGm2uIiIiI7GCfEyIiItIUBidERESkKQxOiIiISFMYnBAREZGmMDghIiIiTWFwQkRERJrC4ISIiIg0hcEJERERaQqDEyKqkxITE9GoUSOcPn3a4W06dOiADh06uK9Qdqxbtw46nQ7p6ek1njdRXcTghIgcptPpLF6enp5o1qwZRowYgQ8++ABVTTi9du1a87Zbt251uRynTp3CkiVL8Pe//71OPFju3nvvxYABAzBz5kwYjcbaLg6R5nnVdgGIqO5JSkoCANy4cQNHjx7FF198gZ07d2L//v1YsWKF3e1WrVoFnU4HIQRWr16NO++806X8582bh9LSUvy///f/XNq+NsyaNQt//etf8cknn+DBBx+s7eIQaRqfrUNEDtPpdABQoYVk9+7dGD58OIQQOH78uM1bJz///DN69OiB0aNH48yZMzh06BBOnz6NFi1aOFWGwsJCtG7dGlFRUfjvf//r1LayXHl5eU5tp4aSkhK0atUK4eHh2LVrV43nT1SX8LYOEVXb0KFD0bNnTwghsH//fptpVq9eDQB47LHHMGXKFNy4cQPvvvuu03l9/PHHuHbtGu677z6b64UQePPNN9GrVy80atQIbdq0QVxcHAoLC6vc74gRIxAcHIxGjRqhZ8+emD9/PkpKSmymX7t2LQYMGAA/Pz+0aNECDz/8MH777TdERUWZgzglX19f/OUvf8Hu3bvx008/OX3cRA0JgxMiUoXsS+HlVfFucWlpKd577z00adIE48ePx0MPPQQfHx+89dZbVfZTsbZt2zYAwJAhQ2yu/8c//oFnnnkGly5dwpNPPon7778fW7ZswciRI1FaWmpzm8cffxwPPvggjh07htjYWMTFxaFp06aYO3cuYmJicOPGDYv0ixcvxuTJk5GXl4dHH30UU6ZMwaFDhzB06FBcvnzZbtllmeUxEJEdgojIQQCErX8b33zzjfDw8BA+Pj4iPz+/wvqPP/5YABBPPfWUedmECRMEAJGRkeFUGUJDQ0VQUJDNdbt37xYAROfOncWFCxfMy4uLi0VERIQAIMLCwiy2WbNmjQAgJk6cKIqLiy3WJSUlCQBi2bJl5mXHjh0TXl5eonnz5uLkyZPm5UajUdx///12PyMhhDh48KA5LyKyjy0nROQ0vV4PvV6POXPm4P7778cdd9wBIQRee+01tG7dukL6VatWATDd0pGmTJkCoPx2jyNKS0tx7tw5u/1U1qxZAwCYM2cOmjZtal7eqFEjLFq0yOY2K1asgLe3N1avXo1GjRpZrJs7dy6aNWuGtWvXmpd99NFHMBgMeOaZZ9CuXTvzcp1Oh1deeQWenp52y9+yZUsAptFGRGQfR+sQkdOSk5Mt3ut0OrzzzjsWwYd09OhR7Ny5Ez169MCtt95qXj569GiEhoZi3bp1uHDhApo1a1ZlvhcuXAAABAcH21yfk5MDAIiMjKyw7vbbb69wy+natWv47rvv0Lx5cyxfvtzmPn19fS36iBw4cAAAMGzYsAppw8LC0K5dO7sdbmXA9Pvvv9tcT0QmDE6IyGniz34iV69exZ49ezB16lQ89dRT6NixY4XAYPXq1RBCVAhcvLy8MHnyZCxduhTvv/8+ZsyYUWW+fn5+AIDr16/bXC87vYaGhlZYJ+dkUbp06RKEEDh//nyFgMueyvKQy+0FJ8XFxQDKj4OIbONtHSJymb+/P0aNGoWNGzfCYDBg8uTJuHbtmnm9ckTOrFmzKkzitnTpUgCO39pp0qQJfHx8zC0o1oKCggAA586dq7CurKyswnYyff/+/SGEqPQlBQYG2s2jsuVAecuPs8OniRoaBidEVG19+/bFtGnTcPr0aSxbtsy8fP369SgoKED37t3x+OOP23x16NABR44ccXjuj5tvvhlnzpzBlStXKqwbMGAAACAzM7PCum+++QYGg8FiWUBAAHr16oVDhw7h4sWLDuXfv39/ALBZ3hMnTlTan0TeHurXr59DeRE1WLXTD5eI6iJUMhLl9OnTolGjRqJJkybi4sWLQgghRo0aJQCITz/91O4+//3vfwsA4uGHH3aoDM8995wAILZt21Zh3a5du5werfP2228LAGL8+PHi0qVLFfZ58eJFkZ2dbX5/9OhRu6N1HnjggUo/o8TERAFAbNiwwaFjJWqoOEMsETnM3gyx0j/+8Q+sWLECs2bNwpNPPonOnTujWbNmyM/Ph4+Pj81t/vjjD7Rq1QpGoxG//fYbmjRpUmkZ9u7diyFDhuD555/H4sWLK6x/9tln8cYbb6BVq1aYOHEivL29sX79egQHB5vLYd0nJC4uDv/617/QtGlT3HXXXWjfvj0uXryI3NxcfP3115gyZQr+/e9/m9MvWrQIs2fPRnBwMO677z4EBQVh27ZtuHjxIoKCgvD999/bfIbObbfdhp9++gn5+flo3LhxpcdJ1KDVcnBERHUIKmkVEEKIs2fPisaNG4vGjRuLp556SgAQM2bMqHK/U6ZMEQDEP//5T4fK0b9/f9GqVSthMBgqrDMajeKNN94QPXr0ED4+PqJVq1bi6aefFpcvXxZhYWEVWk6kDRs2iLFjx4qQkBDh7e0tQkNDxeDBg8WcOXPEkSNHKqR///33Rb9+/YSvr69o3ry5eOihh0R+fr7o1auXaNKkSYX0P//8swAg4uPjHTpGooaMLSdEVOd8/PHHePDBB7Fu3TpMmDChtotjduXKFYSGhqJfv37Yu3evxbrnnnsOb775Jo4cOYJOnTrVUgmJ6gZ2iCWiOuf+++/HrbfeCr1e7/T092o4f/58hSntDQYDnnvuOVy/fh2xsbEW686cOYOVK1fimWeeYWBC5AC2nBBRnfT9999j3bp1mDZtGtq0aVOjef/73/9GYmIiRo4ciXbt2uHixYv4+uuv8csvv2DAgAHYvXu3xWyze/fuxdatWxEfH19lnxoiYnBCROS0AwcOYOHChdi3bx8KCgoghEDHjh0RGxuLF198EQEBAbVdRKI6jcEJERERaQr7nBAREZGmMDghIiIiTWFwQkRERJrC4ISIiIg0hcEJERERaQqDEyIiItIUBidERESkKQxOiIiISFP+P/N+Cpr3hVYzAAAAAElFTkSuQmCC", 795 "text/plain": [ 796 "<Figure size 600x600 with 1 Axes>" 797 ] 798 }, 799 "metadata": {}, 800 "output_type": "display_data" 801 }, 802 { 803 "data": { 804 "image/png": 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", 805 "text/plain": [ 806 "<Figure size 600x600 with 1 Axes>" 807 ] 808 }, 809 "metadata": {}, 810 "output_type": "display_data" 811 }, 812 { 813 "data": { 814 "image/png": 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", 815 "text/plain": [ 816 "<Figure size 600x600 with 1 Axes>" 817 ] 818 }, 819 "metadata": {}, 820 "output_type": "display_data" 821 }, 822 { 823 "data": { 824 "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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825 "text/plain": [ 826 "<Figure size 600x600 with 1 Axes>" 827 ] 828 }, 829 "metadata": {}, 830 "output_type": "display_data" 831 }, 832 { 833 "data": { 834 "image/png": 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", 835 "text/plain": [ 836 "<Figure size 600x600 with 1 Axes>" 837 ] 838 }, 839 "metadata": {}, 840 "output_type": "display_data" 841 }, 842 { 843 "data": { 844 "image/png": 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", 845 "text/plain": [ 846 "<Figure size 600x600 with 1 Axes>" 847 ] 848 }, 849 "metadata": {}, 850 "output_type": "display_data" 851 }, 852 { 853 "data": { 854 "image/png": 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", 855 "text/plain": [ 856 "<Figure size 600x600 with 1 Axes>" 857 ] 858 }, 859 "metadata": {}, 860 "output_type": "display_data" 861 }, 862 { 863 "data": { 864 "image/png": 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", 865 "text/plain": [ 866 "<Figure size 600x600 with 1 Axes>" 867 ] 868 }, 869 "metadata": {}, 870 "output_type": "display_data" 871 }, 872 { 873 "data": { 874 "image/png": 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", 875 "text/plain": [ 876 "<Figure size 600x600 with 1 Axes>" 877 ] 878 }, 879 "metadata": {}, 880 "output_type": "display_data" 881 }, 882 { 883 "data": { 884 "image/png": 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", 885 "text/plain": [ 886 "<Figure size 600x600 with 1 Axes>" 887 ] 888 }, 889 "metadata": {}, 890 "output_type": "display_data" 891 }, 892 { 893 "data": { 894 "image/png": 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", 895 "text/plain": [ 896 "<Figure size 600x600 with 1 Axes>" 897 ] 898 }, 899 "metadata": {}, 900 "output_type": "display_data" 901 }, 902 { 903 "data": { 904 "image/png": 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", 905 "text/plain": [ 906 "<Figure size 600x600 with 1 Axes>" 907 ] 908 }, 909 "metadata": {}, 910 "output_type": "display_data" 911 }, 912 { 913 "data": { 914 "image/png": 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", 915 "text/plain": [ 916 "<Figure size 600x600 with 1 Axes>" 917 ] 918 }, 919 "metadata": {}, 920 "output_type": "display_data" 921 }, 922 { 923 "data": { 924 "image/png": 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", 925 "text/plain": [ 926 "<Figure size 600x600 with 1 Axes>" 927 ] 928 }, 929 "metadata": {}, 930 "output_type": "display_data" 931 } 932 ], 933 "source": [ 934 "for target in targets:\n", 935 " ra = df[df['TARGET']==target]['RA']\n", 936 " dec = df[df['TARGET']==target]['DEC']\n", 937 " fp1_ra = df[df['TARGET']==target]['FP1_RA']\n", 938 " fp1_dec = df[df['TARGET']==target]['FP1_DEC']\n", 939 " fp2_ra = df[df['TARGET']==target]['FP2_RA']\n", 940 " fp2_dec = df[df['TARGET']==target]['FP2_DEC']\n", 941 " fp3_ra = df[df['TARGET']==target]['FP3_RA']\n", 942 " fp3_dec = df[df['TARGET']==target]['FP3_DEC']\n", 943 " fp4_ra = df[df['TARGET']==target]['FP4_RA']\n", 944 " fp4_dec = df[df['TARGET']==target]['FP4_DEC']\n", 945 "\n", 946 " fig, ax = plt.subplots(figsize=(6,6))\n", 947 " ax.set_title(target)\n", 948 " for i in range(len(fp1_ra)):\n", 949 " # Plot the footprint of the image\n", 950 " fp = np.array([[fp1_ra.iloc[i], fp1_dec.iloc[i]],\n", 951 " [fp2_ra.iloc[i], fp2_dec.iloc[i]],\n", 952 " [fp3_ra.iloc[i], fp3_dec.iloc[i]],\n", 953 " [fp4_ra.iloc[i], fp4_dec.iloc[i]]])\n", 954 " q = Polygon(fp, color='r', alpha=0.01, edgecolor='none', closed=True)\n", 955 " ax.add_patch(q)\n", 956 " ax.scatter(ra, dec, marker='*', s=10, color='b')\n", 957 " ax.set_xlabel('RA (deg)')\n", 958 " ax.set_ylabel('DEC (deg)')\n", 959 " ax.set_aspect('equal')\n", 960 " plt.show()" 961 ] 962 }, 963 { 964 "cell_type": "code", 965 "execution_count": null, 966 "id": "261e782b", 967 "metadata": {}, 968 "outputs": [], 969 "source": [] 970 } 971 ], 972 "metadata": { 973 "kernelspec": { 974 "display_name": "Python 3", 975 "language": "python", 976 "name": "python3" 977 }, 978 "language_info": { 979 "codemirror_mode": { 980 "name": "ipython", 981 "version": 3 982 }, 983 "file_extension": ".py", 984 "mimetype": "text/x-python", 985 "name": "python", 986 "nbconvert_exporter": "python", 987 "pygments_lexer": "ipython3", 988 "version": "3.13.0" 989 } 990 }, 991 "nbformat": 4, 992 "nbformat_minor": 5 993}