Commit 17772b9cbd7814531c63f265c3552032fea551a4

Authored by Junghwan Park
1 parent d290a4d480
Exists in main

Update test_mpg.ipynb

Showing 1 changed file with 597 additions and 19 deletions Inline Diff

python-notebook/test_mpg.ipynb View file @ 17772b9
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"text": [ 11 11 "text": [
"2.7.0\n" 12 12 "2.7.0\n"
] 13 13 ]
} 14 14 }
], 15 15 ],
"source": [ 16 16 "source": [
"import pathlib\n", 17 17 "import pathlib\n",
"\n", 18 18 "\n",
"import matplotlib.pyplot as plt\n", 19 19 "import matplotlib.pyplot as plt\n",
"import pandas as pd\n", 20 20 "import pandas as pd\n",
"import seaborn as sns\n", 21 21 "import seaborn as sns\n",
"\n", 22 22 "\n",
"import tensorflow as tf\n", 23 23 "import tensorflow as tf\n",
"from tensorflow import keras\n", 24 24 "from tensorflow import keras\n",
"from tensorflow.keras import layers\n", 25 25 "from tensorflow.keras import layers\n",
"\n", 26 26 "\n",
"print(tf.__version__)" 27 27 "print(tf.__version__)"
] 28 28 ]
}, 29 29 },
{ 30 30 {
"cell_type": "code", 31 31 "cell_type": "code",
"execution_count": 2, 32 32 "execution_count": 19,
"metadata": {}, 33 33 "metadata": {},
"outputs": [ 34 34 "outputs": [
{ 35 35 {
"name": "stdout", 36
"output_type": "stream", 37
"text": [ 38
"Downloading data from http://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\n", 39
"32768/30286 [================================] - 0s 1us/step\n", 40
"40960/30286 [========================================] - 0s 1us/step\n" 41
] 42
}, 43
{ 44
"data": { 45 36 "data": {
"text/plain": [ 46 37 "text/plain": [
"'/Users/ffee21/.keras/datasets/auto-mpg.data'" 47 38 "'/Users/ffee21/.keras/datasets/auto-mpg.data'"
] 48 39 ]
}, 49 40 },
"execution_count": 2, 50 41 "execution_count": 19,
"metadata": {}, 51 42 "metadata": {},
"output_type": "execute_result" 52 43 "output_type": "execute_result"
} 53 44 }
], 54 45 ],
"source": [ 55 46 "source": [
"dataset_path = keras.utils.get_file(\"auto-mpg.data\", \"http://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\")\n", 56 47 "dataset_path = keras.utils.get_file(\"auto-mpg.data\", \"http://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\")\n",
"dataset_path" 57 48 "dataset_path"
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{ 60 51 {
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" MPG Cylinders Displacement Horsepower Weight Acceleration \\\n", 169 160 " MPG Cylinders Displacement Horsepower Weight Acceleration \\\n",
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"\n", 175 166 "\n",
" Model Year USA Europe Japan \n", 176 167 " Model Year USA Europe Japan \n",
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"metadata": {}, 185 176 "metadata": {},
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"source": [ 189 180 "source": [
"column_names = ['MPG','Cylinders','Displacement','Horsepower','Weight',\n", 190 181 "column_names = ['MPG','Cylinders','Displacement','Horsepower','Weight',\n",
" 'Acceleration', 'Model Year', 'Origin']\n", 191 182 " 'Acceleration', 'Model Year', 'Origin']\n",
"raw_dataset = pd.read_csv(dataset_path, names=column_names,\n", 192 183 "raw_dataset = pd.read_csv(dataset_path, names=column_names,\n",
" na_values = \"?\", comment='\\t',\n", 193 184 " na_values = \"?\", comment='\\t',\n",
" sep=\" \", skipinitialspace=True)\n", 194 185 " sep=\" \", skipinitialspace=True)\n",
"\n", 195 186 "\n",
"dataset = raw_dataset.copy()\n", 196 187 "dataset = raw_dataset.copy()\n",
"# dataset.tail()\n", 197 188 "# dataset.tail()\n",
"# dataset.isna().sum()\n", 198 189 "# dataset.isna().sum()\n",
"dataset = dataset.dropna()\n", 199 190 "dataset = dataset.dropna()\n",
"origin = dataset.pop('Origin')\n", 200 191 "origin = dataset.pop('Origin')\n",
"dataset['USA'] = (origin == 1)*1.0\n", 201 192 "dataset['USA'] = (origin == 1)*1.0\n",
"dataset['Europe'] = (origin == 2)*1.0\n", 202 193 "dataset['Europe'] = (origin == 2)*1.0\n",
"dataset['Japan'] = (origin == 3)*1.0\n", 203 194 "dataset['Japan'] = (origin == 3)*1.0\n",
"dataset.tail()" 204 195 "dataset.tail()"
] 205 196 ]
}, 206 197 },
{ 207 198 {
"cell_type": "code", 208 199 "cell_type": "code",
"execution_count": 13, 209 200 "execution_count": 21,
"metadata": {}, 210 201 "metadata": {},
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"source": [ 212 203 "source": [
"train_dataset = dataset.sample(frac=0.8,random_state=0)\n", 213 204 "train_dataset = dataset.sample(frac=0.8,random_state=0)\n",
"test_dataset = dataset.drop(train_dataset.index)" 214 205 "test_dataset = dataset.drop(train_dataset.index)"
] 215 206 ]
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{ 217 208 {
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232 " <tr style=\"text-align: right;\">\n",
233 " <th></th>\n",
234 " <th>count</th>\n",
235 " <th>mean</th>\n",
236 " <th>std</th>\n",
237 " <th>min</th>\n",
238 " <th>25%</th>\n",
239 " <th>50%</th>\n",
240 " <th>75%</th>\n",
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244 " <tbody>\n",
245 " <tr>\n",
246 " <th>Cylinders</th>\n",
247 " <td>314.0</td>\n",
248 " <td>5.477707</td>\n",
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250 " <td>3.0</td>\n",
251 " <td>4.00</td>\n",
252 " <td>4.0</td>\n",
253 " <td>8.00</td>\n",
254 " <td>8.0</td>\n",
255 " </tr>\n",
256 " <tr>\n",
257 " <th>Displacement</th>\n",
258 " <td>314.0</td>\n",
259 " <td>195.318471</td>\n",
260 " <td>104.331589</td>\n",
261 " <td>68.0</td>\n",
262 " <td>105.50</td>\n",
263 " <td>151.0</td>\n",
264 " <td>265.75</td>\n",
265 " <td>455.0</td>\n",
266 " </tr>\n",
267 " <tr>\n",
268 " <th>Horsepower</th>\n",
269 " <td>314.0</td>\n",
270 " <td>104.869427</td>\n",
271 " <td>38.096214</td>\n",
272 " <td>46.0</td>\n",
273 " <td>76.25</td>\n",
274 " <td>94.5</td>\n",
275 " <td>128.00</td>\n",
276 " <td>225.0</td>\n",
277 " </tr>\n",
278 " <tr>\n",
279 " <th>Weight</th>\n",
280 " <td>314.0</td>\n",
281 " <td>2990.251592</td>\n",
282 " <td>843.898596</td>\n",
283 " <td>1649.0</td>\n",
284 " <td>2256.50</td>\n",
285 " <td>2822.5</td>\n",
286 " <td>3608.00</td>\n",
287 " <td>5140.0</td>\n",
288 " </tr>\n",
289 " <tr>\n",
290 " <th>Acceleration</th>\n",
291 " <td>314.0</td>\n",
292 " <td>15.559236</td>\n",
293 " <td>2.789230</td>\n",
294 " <td>8.0</td>\n",
295 " <td>13.80</td>\n",
296 " <td>15.5</td>\n",
297 " <td>17.20</td>\n",
298 " <td>24.8</td>\n",
299 " </tr>\n",
300 " <tr>\n",
301 " <th>Model Year</th>\n",
302 " <td>314.0</td>\n",
303 " <td>75.898089</td>\n",
304 " <td>3.675642</td>\n",
305 " <td>70.0</td>\n",
306 " <td>73.00</td>\n",
307 " <td>76.0</td>\n",
308 " <td>79.00</td>\n",
309 " <td>82.0</td>\n",
310 " </tr>\n",
311 " <tr>\n",
312 " <th>USA</th>\n",
313 " <td>314.0</td>\n",
314 " <td>0.624204</td>\n",
315 " <td>0.485101</td>\n",
316 " <td>0.0</td>\n",
317 " <td>0.00</td>\n",
318 " <td>1.0</td>\n",
319 " <td>1.00</td>\n",
320 " <td>1.0</td>\n",
321 " </tr>\n",
322 " <tr>\n",
323 " <th>Europe</th>\n",
324 " <td>314.0</td>\n",
325 " <td>0.178344</td>\n",
326 " <td>0.383413</td>\n",
327 " <td>0.0</td>\n",
328 " <td>0.00</td>\n",
329 " <td>0.0</td>\n",
330 " <td>0.00</td>\n",
331 " <td>1.0</td>\n",
332 " </tr>\n",
333 " <tr>\n",
334 " <th>Japan</th>\n",
335 " <td>314.0</td>\n",
336 " <td>0.197452</td>\n",
337 " <td>0.398712</td>\n",
338 " <td>0.0</td>\n",
339 " <td>0.00</td>\n",
340 " <td>0.0</td>\n",
341 " <td>0.00</td>\n",
342 " <td>1.0</td>\n",
343 " </tr>\n",
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345 "</table>\n",
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347 ],
"text/plain": [ 224 348 "text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7feb4eef3f10>" 225 349 " count mean std min 25% 50% \\\n",
350 "Cylinders 314.0 5.477707 1.699788 3.0 4.00 4.0 \n",
351 "Displacement 314.0 195.318471 104.331589 68.0 105.50 151.0 \n",
352 "Horsepower 314.0 104.869427 38.096214 46.0 76.25 94.5 \n",
353 "Weight 314.0 2990.251592 843.898596 1649.0 2256.50 2822.5 \n",
354 "Acceleration 314.0 15.559236 2.789230 8.0 13.80 15.5 \n",
355 "Model Year 314.0 75.898089 3.675642 70.0 73.00 76.0 \n",
356 "USA 314.0 0.624204 0.485101 0.0 0.00 1.0 \n",
357 "Europe 314.0 0.178344 0.383413 0.0 0.00 0.0 \n",
358 "Japan 314.0 0.197452 0.398712 0.0 0.00 0.0 \n",
359 "\n",
360 " 75% max \n",
361 "Cylinders 8.00 8.0 \n",
362 "Displacement 265.75 455.0 \n",
363 "Horsepower 128.00 225.0 \n",
364 "Weight 3608.00 5140.0 \n",
365 "Acceleration 17.20 24.8 \n",
366 "Model Year 79.00 82.0 \n",
367 "USA 1.00 1.0 \n",
368 "Europe 0.00 1.0 \n",
369 "Japan 0.00 1.0 "
] 226 370 ]
}, 227 371 },
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", 234 378 "image/png": 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",
"text/plain": [ 235 379 "text/plain": [
"<Figure size 720x720 with 20 Axes>" 236 380 "<Figure size 720x720 with 20 Axes>"
] 237 381 ]
}, 238 382 },
"metadata": { 239 383 "metadata": {
"needs_background": "light" 240 384 "needs_background": "light"
}, 241 385 },
"output_type": "display_data" 242 386 "output_type": "display_data"
} 243 387 }
], 244 388 ],
"source": [ 245 389 "source": [
"sns.pairplot(train_dataset[[\"MPG\", \"Cylinders\", \"Displacement\", \"Weight\"]], diag_kind=\"kde\")" 246 390 "sns.pairplot(train_dataset[[\"MPG\", \"Cylinders\", \"Displacement\", \"Weight\"]], diag_kind=\"kde\")\n",
391 "\n",
392 "train_stats = train_dataset.describe()\n",
393 "train_stats.pop(\"MPG\")\n",
394 "train_stats = train_stats.transpose()\n",
395 "train_stats"
396 ]
397 },
398 {
399 "cell_type": "code",
400 "execution_count": 23,
401 "metadata": {},
402 "outputs": [],
403 "source": [
404 "train_labels = train_dataset.pop('MPG')\n",
405 "test_labels = test_dataset.pop('MPG')\n",
406 "\n",
407 "def norm(x):\n",
408 " return (x - train_stats['mean']) / train_stats['std']\n",
409 "normed_train_data = norm(train_dataset)\n",
410 "normed_test_data = norm(test_dataset)"
411 ]
412 },
413 {
414 "cell_type": "code",
415 "execution_count": 24,
416 "metadata": {},
417 "outputs": [],
418 "source": [
419 "def build_model():\n",
420 " model = keras.Sequential([\n",
421 " layers.Dense(64, activation='relu', input_shape=[len(train_dataset.keys())]),\n",
422 " layers.Dense(64, activation='relu'),\n",
423 " layers.Dense(1)\n",
424 " ])\n",
425 "\n",
426 " optimizer = tf.keras.optimizers.RMSprop(0.001)\n",
427 "\n",
428 " model.compile(loss='mse',\n",
429 " optimizer=optimizer,\n",
430 " metrics=['mae', 'mse'])\n",
431 " return model"
432 ]
433 },
434 {
435 "cell_type": "code",
436 "execution_count": 25,
437 "metadata": {},
438 "outputs": [
439 {
440 "name": "stderr",
441 "output_type": "stream",
442 "text": [
443 "2022-02-17 16:36:25.433421: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
444 "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
445 ]
446 }
447 ],
448 "source": [
449 "model = build_model()"
450 ]
451 },
452 {
453 "cell_type": "code",
454 "execution_count": 26,
455 "metadata": {},
456 "outputs": [
457 {
458 "name": "stdout",
459 "output_type": "stream",
460 "text": [
461 "Model: \"sequential\"\n",
462 "_________________________________________________________________\n",
463 " Layer (type) Output Shape Param # \n",
464 "=================================================================\n",
465 " dense (Dense) (None, 64) 640 \n",
466 " \n",
467 " dense_1 (Dense) (None, 64) 4160 \n",
468 " \n",
469 " dense_2 (Dense) (None, 1) 65 \n",
470 " \n",
471 "=================================================================\n",
472 "Total params: 4,865\n",
473 "Trainable params: 4,865\n",
474 "Non-trainable params: 0\n",
475 "_________________________________________________________________\n"
476 ]
477 }
478 ],
479 "source": [
480 "model.summary()"
481 ]
482 },
483 {
484 "cell_type": "code",
485 "execution_count": 27,
486 "metadata": {},
487 "outputs": [
488 {
489 "data": {
490 "text/plain": [
491 "array([[-0.10623884],\n",
492 " [-0.0092403 ],\n",
493 " [-0.09777171],\n",
494 " [-0.0091932 ],\n",
495 " [-0.3904128 ],\n",
496 " [-0.06228563],\n",
497 " [-0.3566698 ],\n",
498 " [-0.5763702 ],\n",
499 " [-0.0279588 ],\n",
500 " [-0.40395904]], dtype=float32)"
501 ]
502 },
503 "execution_count": 27,
504 "metadata": {},
505 "output_type": "execute_result"
506 }
507 ],
508 "source": [
509 "example_batch = normed_train_data[:10]\n",
510 "example_result = model.predict(example_batch)\n",
511 "example_result"
512 ]
513 },
514 {
515 "cell_type": "code",
516 "execution_count": 28,
517 "metadata": {},
518 "outputs": [
519 {
520 "name": "stdout",
521 "output_type": "stream",
522 "text": [
523 "\n",
524 "....................................................................................................\n",
525 "....................................................................................................\n",
526 "....................................................................................................\n",
527 "....................................................................................................\n",
528 "....................................................................................................\n",
529 "....................................................................................................\n",
530 "....................................................................................................\n",
531 "....................................................................................................\n",
532 "....................................................................................................\n",
533 "...................................................................................................."
534 ]
535 }
536 ],
537 "source": [
538 "# 에포크가 끝날 때마다 점(.)을 출력해 훈련 진행 과정을 표시합니다\n",
539 "class PrintDot(keras.callbacks.Callback):\n",
540 " def on_epoch_end(self, epoch, logs):\n",
541 " if epoch % 100 == 0: print('')\n",
542 " print('.', end='')\n",
543 "\n",
544 "EPOCHS = 1000\n",
545 "\n",
546 "history = model.fit(\n",
547 " normed_train_data, train_labels,\n",
548 " epochs=EPOCHS, validation_split = 0.2, verbose=0,\n",
549 " callbacks=[PrintDot()])"
550 ]
551 },
552 {
553 "cell_type": "code",
554 "execution_count": 29,
555 "metadata": {},
556 "outputs": [
557 {
558 "data": {
559 "text/html": [
560 "<div>\n",
561 "<style scoped>\n",
562 " .dataframe tbody tr th:only-of-type {\n",
563 " vertical-align: middle;\n",
564 " }\n",
565 "\n",
566 " .dataframe tbody tr th {\n",
567 " vertical-align: top;\n",
568 " }\n",
569 "\n",
570 " .dataframe thead th {\n",
571 " text-align: right;\n",
572 " }\n",
573 "</style>\n",
574 "<table border=\"1\" class=\"dataframe\">\n",
575 " <thead>\n",
576 " <tr style=\"text-align: right;\">\n",
577 " <th></th>\n",
578 " <th>loss</th>\n",
579 " <th>mae</th>\n",
580 " <th>mse</th>\n",
581 " <th>val_loss</th>\n",
582 " <th>val_mae</th>\n",
583 " <th>val_mse</th>\n",
584 " <th>epoch</th>\n",
585 " </tr>\n",
586 " </thead>\n",
587 " <tbody>\n",
588 " <tr>\n",
589 " <th>995</th>\n",
590 " <td>2.500433</td>\n",
591 " <td>1.000197</td>\n",
592 " <td>2.500433</td>\n",
593 " <td>11.472550</td>\n",
594 " <td>2.508417</td>\n",
595 " <td>11.472550</td>\n",
596 " <td>995</td>\n",
597 " </tr>\n",
598 " <tr>\n",
599 " <th>996</th>\n",
600 " <td>2.405449</td>\n",
601 " <td>0.969858</td>\n",
602 " <td>2.405449</td>\n",
603 " <td>11.598408</td>\n",
604 " <td>2.482901</td>\n",
605 " <td>11.598408</td>\n",
606 " <td>996</td>\n",
607 " </tr>\n",
608 " <tr>\n",
609 " <th>997</th>\n",
610 " <td>2.468478</td>\n",
611 " <td>1.011330</td>\n",
612 " <td>2.468478</td>\n",
613 " <td>11.822487</td>\n",
614 " <td>2.496955</td>\n",
615 " <td>11.822487</td>\n",
616 " <td>997</td>\n",
617 " </tr>\n",
618 " <tr>\n",
619 " <th>998</th>\n",
620 " <td>2.478367</td>\n",
621 " <td>0.988899</td>\n",
622 " <td>2.478367</td>\n",
623 " <td>11.631916</td>\n",
624 " <td>2.503966</td>\n",
625 " <td>11.631916</td>\n",
626 " <td>998</td>\n",
627 " </tr>\n",
628 " <tr>\n",
629 " <th>999</th>\n",
630 " <td>2.387425</td>\n",
631 " <td>0.974386</td>\n",
632 " <td>2.387425</td>\n",
633 " <td>11.652516</td>\n",
634 " <td>2.505530</td>\n",
635 " <td>11.652516</td>\n",
636 " <td>999</td>\n",
637 " </tr>\n",
638 " </tbody>\n",
639 "</table>\n",
640 "</div>"
641 ],
642 "text/plain": [
643 " loss mae mse val_loss val_mae val_mse epoch\n",
644 "995 2.500433 1.000197 2.500433 11.472550 2.508417 11.472550 995\n",
645 "996 2.405449 0.969858 2.405449 11.598408 2.482901 11.598408 996\n",
646 "997 2.468478 1.011330 2.468478 11.822487 2.496955 11.822487 997\n",
647 "998 2.478367 0.988899 2.478367 11.631916 2.503966 11.631916 998\n",
648 "999 2.387425 0.974386 2.387425 11.652516 2.505530 11.652516 999"
649 ]
650 },
651 "execution_count": 29,
652 "metadata": {},
653 "output_type": "execute_result"
654 }
655 ],
656 "source": [
657 "hist = pd.DataFrame(history.history)\n",
658 "hist['epoch'] = history.epoch\n",
659 "hist.tail()"
660 ]
661 },
662 {
663 "cell_type": "code",
664 "execution_count": 30,
665 "metadata": {},
666 "outputs": [
667 {
668 "data": {
669 "image/png": 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oR6ylJXvJJ1l9+iIikpDiVdM/HBhgrS02xmTgmvnvjVNZYiY92Uu+VZ++iIgkpniN3i+w1hYDWGtzcQvs1HvpKV72WNX0RUQkMcWrpt/LGDPb99wA3XzbBrDW2v5xKleNZJQG/Zx4F0VERKSceC6tu9fJSEkit0Q1fRERSUxxCfrW2lXxuG5ty0jxkluSpD59ERFJSHEJ+saYnYAN3uXb9jfvN45HuWrKH/RtUd7eMUhBRET2KvFq3p8EtAXeBSZYa3+LUzliKj3Fy26bqtz7IiKSkOKVke804FhgM/AfY8w3xpg/GWOaV3WuMSbNGDPFGDPLGDPPGHN3bZc3UhnJXnJsJqYoDwrVry8iIoklXlP2sNZmW2tfwGXmewa4B7gwglPzgSOstQOAgcBxxpiDaquc0chISWIHjdxG3o64lkVERKSsuKXhNcYcAowGDgO+B0631n5X1XnWWgvs8m0m+35sxWfUnfQULztsptvYsx2y2sa3QCIiIkHiNZBvJbADmABcBhT59g8GsNbOqOhc33FeYDqwH/CktfaXMq9f5ntf9tlnn9gWvhIZKV6yCQr6IiIiCSReNf2VuNr5scAxhGbks8ARlZ3sy+Y30BjTFHjPGNPXWjs36PXxwHiAIUOG1FkrgKvp+5r3FfRFRCTBxGue/sgYvc8OY8xk4DhgblXH17aMlCSyUdAXEZHEFK9V9gZX9xhjTCtfDR9jTDpwNLAwpgWspoyyffoiIiIJJF7N+y8YY0ZS+UI7zwGDwuxvB7zk69f3AG9aaz+KeQmrISPFyy7SKTFePHt2xLs4IiIiIeIV9JvgBuJVFvQ3h9tprZ1N+JuBuMtISQIMBUmNSVNNX0REEky8+vQ7x+O6tS0jxQvAHgV9ERFJQHFLzrM3Sk3yYAzs8WbBnm3xLo6IiEgIBf0YMsaQlZrETk9jyFXQFxGRxBK3oG+cTvG6fm1p2SiVbTSG3K3xLoqIiEiIeObet8An8bp+bWnZKJVNxVmwezPYhMgOLCIiAsS/eX+GMebAOJchplpmpbC+KBOKCyB/Z7yLIyIiUipuC+74DAPON8asAnbjpvBZa23/+Bar+lo2SmVNvi9BT+4WSGsc3wKJiIj4xDvoHxvn68dc04wUZhdkQgqwews07xrvIomIiABxbt631q4CmgIn+36a+vbVW80yktlqfbX73VviWxgREZEgcQ36xpirgdeA1r6fV40xV8WzTDXVLCMlEPRzFfRFRMRnXBP47Ja4FiHeA/kuBoZZa++01t4JHARcGucy1UiTjGS24q/ph80kLCIiDY1/NtfPT8W1GPEO+gYoDtoupvJ8/AmvWUYK+aRQlJQJOzfGuzgiIpIIigvjXQIg/gP5XgB+Mca859s+Dbe6Xr3VND0ZgB1ZPWi57tc4l0ZERBJC0Z54lwCIY9A3xniAn4GvgUN9uy+y1tbrSNksIwWAdVl9abn2DdekY+p144WIiNRUYQMP+tbaEmPMk9baQcCMeJUj1rLSkvAY2G6auQQ9BbsgNSvexRIRkXhKkKAf7z79ScaYM43Ze6rCHo+hSXoyW0sy3A4tsSsiIgr6APwReAvIN8bkGGN2GmNy4lymGmuWkcKWIn/Q3xHXsoiISAJIkD79eK6y5wGOs9Z6rLUp1trG1tosa229z1vbJCOZTUWq6YuIxMQHV8Hcd6t37sO94JMbKz+mYDfs+K167x+pwrzaff8IxXOVvRLgiXhdvzY1y0hhfX6q28jbEdeyiIjUezNehrcvqt65O9fDlPGVH/Pfc+HRfrFbGbW4KHT7p6dg7fTYvHcNxbt5f6/r0wc3be83/6I7i7+Ib2FEROqz6gTircvg+eMhLzuy41d+5x4Ldkd/rWBF+TD3Hbi3Bcx+0+3L3Qaf3wJf3lGz946ReAf9vbJPv2lGCsv3+Jr3Z74K62fFt0AiIrVhx2+QV8t/sovyoz/n6wfgtx9h/vvRnVeTLKp5OXBfa3h7rNv21+wXf17+2Dh2+8Y1OY+1dq+cy9YsI5ndBSWQ5tuhhXdEZG/0aD9o1Rv+/HPtXaMwN/pzvC5fSsTB1XjBFsOWJfDYQLfvphWQ0dw9Ly6E7NWhq6a+dZHrvj3t37BuBqQ3C33Pee9BzlpY8GH56/1f59D3r0NxqekbY34f9Hx4mdeurPsSxVbTDJeVb9voj90O9euLyN5q84KKX9u1Gb7/Z836yqvT5O4P+r9FeDOS7GuZ/eHRwL5Pb4J5/3PPJ46DxwbBzg2u2f6dS2Deu7DsK3j2SHj9PHi+zErxuzaGD/h+E34Hb45xZZz5X8jfGVlZayheNf3rgFd9zx8HBge9NpZ6PsCvqS8r37bkdjQHjeAXkb1PuED+UE/ochic+azbfvsi11/e/Rhos3/1rhOupr/jN/jyTlj5A9y4pPzr/qC/6JPQc3ZugNa9YfNiSMmA5d/A+plQ4Au4q34IHD/nLffz5T6Bkf3vXBLo//fLXh26PewK+OXp0H1Z7WHnutB9v/3kHv1dEI3awH5Hlv8sMRavoG8qeB5uu95p0cj9wm0uSmM/UNAXkb1PUdAUtF2bYM002LXBBUp/0N/iC8ixrOn/9nNorXrP9kDTenEhrJ4C3uTy7/Nov+pdP3gqX9mAH86xf4Mex8Irp7ntriPh9GcgOd0NMPzPqPLnnPsqdA2zvxbEK+jbCp6H2653WjZy0/W27DGQnKkEPSKy9wnOMDfhd7Bmavljcrf6jo2iX76kBHasDPSfB5+7bmb5ZvR5/4MW+0G7/vDLMzD5fmjTN/LrRWvsFy5vwJZFcPp4eO+ywGtN9wWPB7qNgts3wcZ50CGoIbvDYLhljRv0t2YKbFroyt775NorbxnxCvq9jDGzcbX6br7n+La7Vnxa/dAi09X0t+7Kh6y2sG15nEskIlIDuzbDq2fAOS8FBeOgoF9RYpsS33KyBbsiv9bEu+DHx+C6BdC4PRQEBf3xI8of/9E1gedtfbX5jXPd46lPwft/iuy66c3h1Cdds/uPj7l91y9yze6vnuFaHPqcCvsMgz//4m5oMlq4oD/sChh2WehgvqTU0IDvl5rlfpqcDtXs8aiJeAX93nG6bp1olpGCx8DW3QWw78FuMMfmxbDgfTjsBq26JyL1y6+vwIbZbjBbr5PgvNdCg/6ujZWf//ntcOFHbjR7m77ww7+gZXeY/hJsmu9ea9bZHTvV1zXw66sw/BqY/kLk5dwwJ/C8cUcYdD5883+wY5Xbd8Tt8NV9oef0P9fVvI+5D1ruB71OgLQmbnBfVlt3zB/eCz3HGMhs6Z7ftaNe/U2PS9C31q6Kx3XrisdjaJ6ZypZd+dDtcPfL++SB7sUhF8dlmsZeZ9lX0GUEeLzxLkniKS50I4wHjHZNjQ2Vte4P/oDzAgGlocrf5fq5k1KjP7ekGCbdHdhe+JFrgq8sl3zZJcU3zXO15XW/wmVfu9p8sCeHuTECV/wYaM6ffL/rn1/6ZXTlbd7Vta7mrHHbJz0Cr57pnielwzH3Q+N2MOle2L4CDvoTtB8Y+h6H3xD59epRwIf4J+fZa7VslMKWXQXQ5XBCxiZG08wl4S37Cl45Hb57JN4lSUw/POqaNOe+E++SxNf2lS5Jy4TfV3lojc1+E755MPxr0QzkXf4NrA7TN14Va12q2oJc9zjlP6GvP9ABnjum8vcY1wQ+urb8/txt5fdtX1F5Up67m8LSSaH71v3qHsePLH+8f1Dg04eE7q8s4Ge0gEsnw53bYFy2yxcAcOAlsM/BrgYPsN9Rrh/94CthyFg45EroeyYccKF73V+bbyAU9GtJi0Yprk+/cbvQaRi1nb2qIdi5wT1uXRrfciSq7LXusa7zQ2xbUb3sabWlpNg9bl7ggmC0I8hX/Rj53Ol3L4XJ95Xfv3GeS8Qy642Kz10/GxZ95p6/fAo8d1Rk1/Qv4FK4x9W+P7jK1Y4/uAo+ucHd9KyZFhhBv36mGz3+xe2upu635MvAuKNpz7vtrcsC319umORijw+G10dXXr5Xz4jsc0QqxZfLrWVP93juq67P3N/a1933ve1zMIz9DM4IyrefmgXH3u+m6fkNv9olyGlgQT+uGfmCGWOaAZ2stbOrPLgeaJGZyqztO9zGaf+Gh/Zzz/MV9COWv9M1VZfrDvG3nNT7iR61wz94ylOH/70LdrtMZv3PDf1jW5FVP7p+4P1Pr53ybF7sRkcDlBS5IGiMqwVW5MOrXbC78CP3eV44HvYdDhd9UvE5ZRXkhgaWNdPc47JJMODc8Oc8c5h7HBeUJ/77f7qEMNfOh+J8WPWT658Oft9nj4QxH7hWL+sP0EG18n8NKH+t5491qWb7nAZrZ8DQS+G1s0KP8W8f9Gdo0Q0+vi58ufMjzGtfHYMvgP7nQKdhbkR+cYEL5tuWQ7+zYckX0Omg0HNG3Q6H/AUatY7sGsY0yK7WuAZ9Y8zXwCm+ckwHNhljfrDWVvBbVn+0bJTKlp2+Wo9/wAe4u/p9D3EDTpLS3cARCe/R/rBnW+gfQwj0ocVqRay9QUmxu0FKTgvU0Ooy6Of7uq2WlGmOzVkHGNfiFeyF491jbQV9/xiaYB9fX3nQn/5i4Ln/8wQna/ErzHOtKOFqiNmroVXPwPYeXxBOyayqxKEmjnOPb5wPOevd/PeM5q678JdnAs3hiz4JBHyAWf+t/H39ueWf9bU+tupR8bE/PxldmcEF5DlvwWHXu8VuSoogtXFgNDy4gN7rRNcylJLhytT/XNcNktbEteR1Gho4/pCgJK37Huwee59U/trJae5HKhXvmn4Ta22OMeYS4GVr7V1B0/fqtTaNU9ldUExOXiGN05JdwobPb4XP/grD/gj/PtQdWDag1UdLJ0H7QbG/a94Tpi9RwvvgL25xp3HZLviDqyFGasW3Lp9En1Pc9kfXubETV8+M7Hz/WBX/DdnSSS4r2ku+P86V/Z5vmOMG3J35PCT5MqlZ64JAVb9T1rqpU8E31hUxEQ76zMsJHXuzdoa7zrNHwOE3wqYFrjn9zu0uFet+Qc3xc9+FUbcEttfNdI/+aWfWwuw3XPKW9Gah/f3+f7dg/n5wcKle/edktfeVtYZ/Pz74S/TntB/scs2X1W6gGx3fth8cfFXoINIj73TdCj2OhW5HhH/fJh3dY9N9oi+TRCzeQT/JGNMOOAe4Lc5liamOzVwT39rte2jcLtkNHPn8Vvfi3U0DB+7aBJmt3PN6NgoUcM2gr54BHYfCJWVqeeNHuSa6g66I8UWjaN5fO8P1bfaNcf9isG3LIaVR+WbFdy8DWxLIThaJSfe65vmj74muDDN9Wa0Lcl3tClzN9oCxkY3gf8mXHOSgP7tA89uPFR9rrZt65f8jDUF9375/m4r6cwtyQ6dgbV4UuAG+rxWc8rhrqdi10Q3C+91b0CPMALQ9O9xo9Okvuv9X18xxweKjayvO1W5L4MNrILWRC0rPHgnnvuJuWINtX0HI4NvgDGrfBg3We+E4WP0LDAwaKPjN32HFN3DiIy4wLpvs9u9c7xZg2bzIfa7MVuVXdPMnsqmM/ybBn9J11uuVH9/xQBhxM7x2ZvnXstoHprKV1aSTm/WQvab8NS7+EtZOczd1JcWBMQgXfuy+2+FXl38/bzIc/3+Vl1XqRLyD/j3A58AP1tqpxpiuQJhEyvVPh2bpgAv6vds1dv/Jk9LLT3PJWQeT/+b+EEZS689Z787peEAtlLoa/IOJNi8q/9q6Ge6npkG/uDA0rab/5mjPdnjyIBdU21aQgcv/BzuaoL9xnhtFPOYD6DrCfd/bV7puGXBBqtfJMPKvbvuxQe7f9vYNoe8z2zd4q7Kg/93DLvkHxqXp/O4ht7+qoF+UDxPvdlOLgmvDuVtDa4z3NIMex8HoCeVvKvN3uWsGT3usrEl3z3b49TU37euTG+CP30I7X7+xP+jnbgltJvcb1wRGv+GO89/8ghtpHuyDq9xjC1+31/YV5d9rxivwwZUuMDVq4/bN9r33tOcrLj82cMMx/33XFP/dIy7wFxcFDvvukcgWeVn9i3ssGzh/+wmePrj8sSu+CWyHW8LVPwAzUt7UqltzDrnKDXC7YYkbbDhkrGvV6XeOa0IProC06et+x3se726E/IlmygZ9bxLsU6Y/HVzAl4QX76V13wLeCtpeDoS5Ja1/OjT1Bf0dviDv8bppI/e2CD1w7bTAH6Ki/PDzaK11c1dTMuHxA6Bwd826Be5tBUMvc6NZa6rQ98exNhsp8rJDm2/9fdZLJ7rH7x6Cs18MvJ69xo3WTUoP7CsqCDQdV8W/Mtfcd1zQ//ehLpiOvMU1726Y4378QR8qn7Nc1orvAouPTIqyRu83910XoIsL4MSHAvtzt5Yfbb34M9dPGtyvnr8THujogsIxYUad+/m/t1U/wvwPQhcSWT0F0pq6bGxTg25sPgxT0wN4/VzXzRUs3HQwCMzMyMuBWRPcjUt6U5j9lgv44IK2v3WlbMKVso68K3SuuT+DnMcLO1bDo0E3jfP/V/l7lVXVCP/UJpENenu2gmbvivQ9IzQgZ7SEDgfAks/d9LWhl7gMcuC+pzG+hV38+wBOexr+dwWc+ZzrZ08O+j/jN3qCy1aXlx3+9TEfaIByPRLvgXxdgX8BB+Haan8CrvUF/3qtZaMUUpM8gaAP7g55+NUuG5Xfx9cHnmevcaNl92x3/YYlRTDtBbcq1OT74a+rAkG2bPKLsvJ3ulzY4frPigvgpydiFPR9n8+UaUIOrjlVZe1011ToT6FZ1p4dZYJ+mb7PtCaB5/k74Z/7Q6O2oYN6dm2Epp0iK0+Kr8bir+35m12/fqB8GaOdopa7LdDPXZnZb7qukYLdrjXgpyddi4E/R7f/96BsTS93i2sNKmvPttCgv9A3In3mf93NTEWWfOF+H/2BNtgnN7isZdHkVZ/zduh22RXKyvJPg+tzGgweA++WGYgX6RTYipLzzHvP/USrbX847Sl460I3Fa7SY/vBqu/Dv3bWC25QYPD8+OMfhE9vdM8v+NDdeGU0d5k910x109R++JfL837BR+7mdPoLbiT+ode5ABzJGAeAgb9ztX5vJaGg5/GVv0fXMKlxJWHFu3n/v8CTgH8I73nA68CwuJUoRowxdGiaztrtZWqAR90NPY53fXJvjw197fHBcPn3bhCVf7oRwGLfyN9dmwL7ivJDg9rCj+Hnp90fCWPgnUth8acud3RWW9e32Pmw8gW11jXNt+5VvQ9a2gwadANSXBR+znJF/uO7Mamo9WLZVzDjJddnO/RSd9MSLLVx4Pkq33KVu8o0te/cEBr0rXV/QPN3ujwKhXmwe5O7hr+5e+7b5aefTfhd6PbuMHOYyyoqcE27Pz4GJz1a9fHgmmL3P939cf/uYbfvjd9D92Nds6w/t/iMl6Fl0AjsyQ9Adpg86DtWww+PweA/QOMOgUVCcrfC39pXXI43zq/4NYgu4ENgANiIv7rBe5GsWgbudzTcOIGtlfQGthsAHYa4VpWUCJqez3rezef3L3laVt8zAwmPWnZ3wbxR20CrxNH3uOVeywoO+kP/6Ea2P+z7N/N3O311f6CFpuMBcM1c9/84eNxEcB73LiPcdnozt5Tt4Te6QJ+UAkkRBny/ygK+7HXi/a+dYa19JWj7VWPMjXErTYx1aJbOmh1lgr4xgWkna6aX70P1D2oK5q/VTQkKQEsnuj8S/qxS/mBUsNv1rfmDQuEeWDLRDeQ54KJAv7TfnLdd7en8t6H70VF/xtI/+nu2uZHAJz4Ciz5284zL2rHa1exWfu/m3G5dGuiTBbi/PfzhXddEueDDwP5Pg34lep8M3wY1Z4Pro3xgHzj6blfzDCe4D3XPDvhX/8DI57/8Cs8f51oDblkTmlN84ccVf/aC3b4paT7fPwqHXuOeB/er79nmmlB3bw7M245Ezrry2dyWfO5+gn1xe+D5Wt/7j7zFtUz4ve6bI755QWi3R7yMutUF/UhtXhB4fsCFMOedwBroB1zocrS/dIq74blhibuZad4t0KWzpZJETh2HwtkvuAC7empo0A9umh91m5tmtm6GG08AcNqTrsutpMilc23UxvWNt+3rfoff+L2bcrbsK+h/tgvO4Fq29g+6iel7hvv/fc3cyFqkyq673qRD1eeIEKegb4zxjzz61BhzMzAB17x/LhBFJozE1qFpOgsWbKr4gOP+Bv3OdNmxPrke1s+q/A2nBqXW9NfAlk50man8ti51P/5+78LcQE1k+gvlF6/Y4LvmhtmVB/1Fn7oMXCc+FDrXOThAzngJDrw4/Ipbiz+H/55T+ecr3O2Sh7Te3+XqDufhnuX3+ZtXP7rG1SDD2brUfVfdjnRzyYOnOj0WNHr7u4cD06EA3vxDxeUtO91p4l2uFt6sS2BAHriR7q16uaBfNmBXJntN6JrlkTr5X65WGhz0/YJ/x44a527Epj3ntk990o1uL9t9EsyT5AKcN9X9LvgH3o1+wzUrz3nLdQmAW1baf8MKLvvZM4cHfn/GfuG+k/RmrhYf/Fl7nxy48dvvqMD4DXALqdywKNBCcdCfoXkXtyjK2umu/7rsTIqW+8FtG9ziLq+c4ZrUz3nFV1tuHkioc9h1roWg01BY8AFg3L/r2S+5rrcLPnRz4/0Bu1lnuGOLaznyeNyI9+DP4G+9+tPPobMo7igzkO+Y+133RaRdUCLVZGwcEpwYY1bggny4TmlrrY3Z8rpDhgyx06ZFUbuKoccnLeHhLxez8N7jSEuOcI7wwo9dE+PyyZFfaFy2Gx0NLh917lbXx25L3PSaFd+EH+g07Ar3B3zqf2DkrYGBaTnr3Ajpw28M/KHyvz/An6e6P4DvXe66GIJHYLftF7rSFbjc2JPucTnh463DkEBtuCKHXgffVzOvf5NOro/z11dD92e0DJ/OtFUv2Lww/HtltnI3EMFdPcH2OTi0VnrqUy5g+WcyBP+bgRv74L/ZGft5YAT2yh9cv/YJD7qWqNxtrkXmmcNDz794ogvML50EA893XRX3tXJB86++UfYlxW7mQ6uerjz/u8L9Lg7+gwveFY1FyVkHjwQtvnn94kAT+E0r4MWTAjeCo26DETe5gYQte7gBftHYvdU10x94SdXTGa11nzncADaRBGaMmW6tHVJufzyCfmWMMcnW2kqqGtGJZ9B/d8YarntzFpOuH0G3VlFOZ5n2Qug60ZW5cho8Ue7fNmDQ78sHobL2OxpGv+6mxr12jquRXjwR2vV3A7aCA/vA890f3n/2iax84NKZhstuBi6X9pYwU/7qm7I120gceEnoyPdw+p7lApy/rz69OZzxH9dXPf1F6Hmcu6k7+6XQaVMTx7kWjsYd3BS1iz51I/kLdrsbm0gC3p7trsb981NwyUTXNz5lvBtkmN7MjaHIahNYY70mfn4aPrsZ9jkExn4K21e5m9IW3dzrCz923Vi/e9MleRGRCiV00DfGGOAI4HfASdbaNlWcErF4Bv3Za3ZwyhM/8PT5gzm+X7uqTyircI9LuRm8DOV5/y0/mCyWehzn+rxX+6atHX5jaEKS0nK8DhOqWHAjElnt3OIY4fKER6NN38A4hmAdD3QD9iLRYr9AV4g3xfWLB0/z8ht6mavRf3lH6P5Rt7lZFn6D/uAGbT02sOJrHn4TfPuPyst19D2uBeUV33jX379bvk+3Mv7FVerDMrubF7nfibTG4V/ftsI15YtIpSoK+vGesncQLtCfBjQH/gxEsZBxYuvZNotkr2HWmuzqBf3kdDcwbOM81ze/31Fu5P+Bl8K2ZW5wkJ83pfyo9mg03dclGVn8Wej+4IB/8JVuqh+4ke2xcPZLkBnhAhmVadIpfNBv3AGIMOj3PdP16ZcUue/ysOvKB/0/vBeYBllS5ILU+lluoNmA8wJB/8rp4ddVOPJO19XRsqe7qRs42v3bzn3Xrfvd83iXyXDAea42u2uza7JPSnFpX/dsi3w6ll99CPZ+rcKM2QimgC9SI3H5a2CM+ZsxZglwPzAbGARstta+ZK2NYvHpxJaa5KVzi0yWb95V9cGVOfM/cN5rMOQi9wf8xIdc8DnBN1hs6B/hyioCW5NKBgj1PgWunuVqppXpdWLgebRrtRuvywbmH70MLjDuM8wNouoYtEDKoUHrLf3+XZf8o/uxbiyB/zOX5U9LCnDOy+47AegYdKPb80Q36MrvugVu1oJfhwPgT7+Evu+Qi93YB7/gvAeHXQdnPOOSnpzyhJvu51/5y98kDa7cAEfc4Wr+47Lhyilw7RzXLH7s/XD9gsB86Msmu/UZmnWGTgcGRqB7PNEHfBGRIPGq6V8CLAaeBj601uYbY+Lfz1ALOjXPYHXZufqxMuRiNwWvzf6uCdc/6n3EzS7ovHtp4NirpsN9rcOPjD/taTe46sSH3ZSy4OlRfofd4AaOVTV+oKzTx7uR0MkZbmCax+PSjc76LzRqFTjukonw933dqOpRtwYG0vmbsf0JQFr1cO+3ebFLFZrayE23O+BCl6hl4l0uRW6vk9wNRZ/TAlPaTnvKjVnoeYIrT+P27ueuHW4aVocD3Pc46PcwwNeFcpKvHMGZ6MrKauMGqgH8/h03ij14sFqrHnvHwkoiUu/Fa/S+FzgaGA0cCUwGjgI6WWujSOVWtXj26QPc9f5c3p2xltnjjsHU9oI61rqm5nYDXNCZ+pxbC7tlT1ez3DjPNXd7k12in/Rmrg87uDb8zT9C+6X9bvGltgWXgMSfVfDGZYCB9/8U2jXgX2cgXP9zcZHLZV+2+XvHb+4zNNvXjTzPagfXVzCyPRrbV0FSmgvO1eVfLa39wJqXR0SkliVUn761thj4DPjMGJMKnASkA2uNMZOstbU4Uq1u9e3QhJd+WsV3S7ZweI9WVZ9QE8aEBqUDL3Z9w/4lRf353iHQN9qxzO9EcHa34ClhwRnNjr7HDfZr2y/Q3Dx6AtzT3E0T/OO37ubjg6vcWIGyvEnh+7uDl9S8cpqbfhgLzcKUIVoK9iKyF0iI0ft+xpjGwGnW2perPDhC8a7p78ovYsQ/JtMqK5XPrjm86hPiLX+nmzY16jbX9D3nbZfM5oxnon+vvOzQvPgiIlInKqrpJ9SwXmttTlUB3xjTyRgz2Rgz3xgzzxhTwZJeiaFRahLnD9uHxRt3kldYHO/iVC01y2Vma+zLdtbvrOoFfFDAFxFJMAkV9CNUBFxvre2DW53vz8aYKLLE1L0+7RtTYmHRhiqW4BQREalF9S7oW2vXW2tn+J7vBBYACb3aRO92LtHIgvVac1pEROIn3qvsYYw5BOhMUFki7dM3xnTGzfH/pcz+y4DLAPbZZ5/yJ9axTs0yyEzxMnttNudVfbiIiEitiGtN3xjzCvAQcChwoO8nokngxphGwDvANdbakCq0tXa8tXaItXZIq1a1PGI+Ah6P4YjebfjvL78xeVElq+6JiIjUonjX9IcAfWyUUwiMMcm4gP+atfbdWilZjB3WvSUfzlrHRS9M5dkxQziqT8yWFxAREYlIvPv05wJtoznBtzjPc8ACa2011z+tex2bBpbmvOTlaWzKqcY66SIiIjUQ76DfEphvjPncGPOB/6eKc4YDfwCOMMbM9P2cUPtFrZl2TUPX437317Vs3pkfp9KIiEhDFO/m/XHRnmCt/R6o5Xy2sdehaTq92zUuHcH/908X8tKPK/npliiWSBUREamBuAZ9a+038bx+XUpJ8vDp1Yfx1rTV/LB0C/+buY712Xls211A88yUeBdPREQagHiP3j/IGDPVGLPLGFNgjCk2xuzVk9nPHtKJR88bxGfXHAbALe/O5vnvVzBvnVZhExGR2hXv5v0ngPOAt3Aj+ccAPSo9Yy/Rq21jzh+2D6/98hufz9tI66xUzhnSicO6t2RY1xgtNCMiIhIk3gP5sNYuBbzW2mJr7QvAcfEuU105dWAgkeCmnfk8MXkp547/mQc+CbOevYiISA3FO+jnGmNSgJnGmH8YY65NgDLVmQM7N+Pm43sxsFPTkP3PfLuc4X//iscnLWHRhp1MnL+Rgx+YVD8W7BERkYQV16V1jTH7AhuBFOBaoAnwlK/2HxPxXlo3EjvzCrn5nTlcecR+PP31Mtbt2MO0VdtLX/d6DMUlli+vPZzubbLiWFIREakPKlpaN96j91cZY9KBdtbau+NZlnjKSkvmyfMHA/DY6EEAnPn0j0z3Bf7iEndj9sX8jXRr1QiPp97NWBQRkQQQ79H7JwMzgc982wMjSM7TIDx4Vv/y+z5fxH++W85ZT//IgvU5bNtdEIeSiYhIfRXv5v3pwBHA19baQb59c6y1/WJ1jfrQvF+Rn5Zt5fGvlvDjsq0VHnPDMT148ceVPPm7wRr1LyIiQII27wOF1tpsl06/VPzuQhLMwd1acHC3FnwyZz1LN+1ifXYer0/5LeSYh75YDMBlr0zn8dGDmLM2m3ZN0ti/fRO25xZwwL7NWLZ5F/u1aoQxBq+6BkREGqx4B/15xpjfAV5jTHfgL8CPcS5TwjmhXzsASkos3Vs34q3pa0rT+QK0b5LGuuw8xjw/pdy5pw/qwHu/riUrLYm+7Zvw+mUH1Vm5RUQkscR7etxVwP5APvA6kANcE88CJTKPxzD20C58evVhPHdBoNXmi+tGVHjOe7+uBWBnXhE/Ld/KIQ9MKrfQT2FxSelgQRER2XvFNehba3OttbdZaw+01g7xPdeasxFo18St2nfDMT1olJrEP88dwMierfj2xlHcfcr+FZ63LjuPgx6YxMEPTOLHpVsAGHTPl1z+6nQAfli6hR254QcI5hUWk1tQFONPIiIidSUuA/mqGqFvrT0lVteqzwP5qrJgfQ4922SVm8K3ZVc+1705i/nrsklP8VJcbLnqyO7c8u6ckOOaZSTz3p+GM/KhrwE4uk8bvpy/kQEdm3D9MT1ZtXU3Zx7QkYyUJPKLijnqkW9Yu30Pyx84sa4+ooiIVENFA/niFfQ3A6txTfq/UGap3Fiuvrc3B/1o5BcV0/P2z0jxenjonAHsyC3gzvfnRXTuI+cM4Lo3Z5VuL77veJK9hjIDMEVEJEEkWtD3AkcDo4H+wMfA69bayKJQFBT0Az6YtY7+HZrQuWUm1lr2u+3TavflP3LOAM4Y3JG/vP4rO/MKefaCAzUzQEQkQVQU9OPSp+9bXOcza+0FwEHAUuBrY8yV8ShPQ3HKgPZ0bpkJgDGG9/88HIBB+zRl2u1HRfVe1705ixd/WMEHs9YxedFmVm3dDcCX8zfS+eaPmbcum3U79sT2A4iISI3ELTmPMSYVOBFX2+8MfAA8b61dG8vrqKZfseISy/99tpDfDd2Hzi0z2ZlXyORFm/l83gY+nr0egNQkD8leD7vyKx/Al+w1jB3ehWe+XR6y/z9jhnB0nza19hlERKS8RGvefxnoC3wCTLDWzq2taynoR89ay6UvT+f4vm05Zv82pCZ52bo7n398tqh0CuDJA9rz4ax1Eb3frSf0YmNOPqN6tmZ99h7OOqAj//5mOaN6tWLt9j3MXZvDiJ6tGNipKR/PXk/Ptlns17pRbX5EEZG9WqIF/RJgt28zuAAGsNbaxrG6loJ+bP3tkwUM6tSUo/q04Zo3ZnLBwZ1Zn72H75ZsYcZv22mclszM1Tuq9d5L7j+e7rd9CkB6spcD9m3G2EM7M6pn63KDBq215OQV0SQ9uaYfSURkr5NQQb8uKejXrZISS9dbP2HfFhm0yExhztpsbjm+Ny/+uJLftuVW6z1fv/QgDu7m1hUoKCph6aZdTP9tO3f8by7f3TSKTs0zWLxxJ11bZpLkjXe+KRGR+EvU3Puyl/F4DB9ddSidmmeQmuRhy658OjbLoFe7LH73n184d0gn2jdNp0OzdOauzaZFZgofz1nPwg07K3zPxRt30rZJGhPnb+T+TxaEvLZow0425uRx1r9/4o6T+nDxoV1YsWU3jdOSaNEolZy8QnblFdG+aXptf3QRkYSnmr7Umd+25tKpeXrY+f3fLN7Mf75dzvD9WjK0S3POfNotwdA0I5kduYUVvudRvduweWces9ZkM2TfZuQWFDN/fQ7NMpL56ZYj6XXHZwCs/LsSColIw6HmfalXLnt5Gkf2bk2LzFT+77OFLNm0q0bvd8HB+9K6cRr//noZlx3elVXbcjm+b1uO7O1mFlhrKSy2SjokInsFBX2pt6y17MovYvy3y2mSnsx9H7sm/g+vPJS3p69mxdZcvl28udrvf+rA9hQVWz6es55mGcn069iUbxdv5s0/Hky7Jml4PIYOTdMpKbE8OXkp5w7tROustJD3+HbxZpZt3sVFw7uUe/+CohI+nbueUwa01w2FiNQJBX3Za8xdm83STbs4bVCH0n278ovoe9fnpdv9OzZh9ppsbjy2Jw9+vqha1+nQNJ3cgiK25xby/p+H4/UYTnr8e4bs24xd+UX8ti2Xr28cSeusNDrf/DHguhFKSiwbcvJKxxH847OFPPX1Mp6/cAhH9FLOAhGpfQmVkU+kJvp2aBIS8AEapSZx72l9aZaRzNPnD+a9Pw3n6fMHc/mIbjx4Vn+AqKf3rd2xh+2+8QR/+2QBv/vPzwBMW7WdhRt2kltQzN8/WcjuoMRFxSWWt6ev4ZC/f0WfOz9jxZbdTF+1HYBd+cXlrrF00y5ue28ORcUl/OX1X5k4f2NUZRQRiYZq+tIgrNuxhxaNUthTUMz67DyapCezYH0OHmMoLrF4vYbh3Vryj88W8uz3K0LOPbJXayYt3BTRdbq0zGR99h7yCkvKvfbAGf0YPXQf/vnlYn5YuoWnzh/M+c/+wpJNu3jl4qH84bkpQPlBh3PWZPPOjDXcdXIfdQ+ISETUvC8Sgd35Re5mwGO4+Z3ZjDt5f/q0b8x5438unVZ4xqAOHNilOfs2z+B3z/4S1fsP69KcX1Zsq/SYpfcfH5JvYPC9X7JtdwF/OGhf7j2tLwVFJSzbvIve7SLPYZVXWMySjbvo17FJVOUVkfpJQV+khnblF7Ehew/7tc4q3ffIl4t5bNISUrweCooDtfvbTuhdLqdApHq3a8wdJ/bmkP1a8sW8DVz2yvTS1+aMO4b+d3+BtfD46EG8OW01uQXF3HtqX9o3TaNpRgoAO3ILeHTiEmb8tp0PrjyU4x79loUbdjL99qNo0Si1yjKs3LKbkQ99zcd/OZT92+tGQaS+UdAXqUXrduzh2H9+y+Uju9E4PZk/HLQvo8f/zE/Lt3LqwPa8PzOwTsG8u4/l398s4/GvlvLcBUNompFSmpcg2IGdmzF15faQfe2bpLEuO6/SspTtjvj8msM59tFvAfjsmsPo1Ta0hcBaS1GJZcuufBqlJpGVlsyz3y3nvo8X0L11I04f3IE/jdwv6u9EROJHQV+kjuUVFrNtdwHtm7rsg//7dS35RSXce1pfiopL2Lgznw6+Ef5XT/i19MagQ9N01sZwWWJjIPi/eddWmfRp15iTB7Rn6opt/LBsKwvW55S+vvDe47j7w3m8PmV16b4ZdxxN88yUsO+/bXcBt747h7+d0S/sMf6/MRqPIFJ3FPRFEtju/CLGfTCPVlmp/GnUfox9cSq/bc3lxmN7clTvNsxeu4NxH8xj2ebd3HFSHz6avY5ff9sR0XunJHkoKCo/sDAat5/Ym6krt/HX43rRtVXoCogPf7GIx79ayoGdm/HW5YfwyZz1DN6nGW2bpLFow07u+WgePyzdqqyIInVIQV+knlu0YSevT/mNO07qQ2FxCV8t3ETOnkJufncOpw1szxUj3c1Ch2bpTPENFjx5QHv+cWZ/tucWcMjfv4pJOf56XC96tcviohemMu7kPqzPzuOZb5cDMOGygzhv/M90bZnJu386hIH3fFl63nc3jaJVVippyV6KSyzWWi2QJFJLFPRFGpB3pq/h+rdmMaJHK14aO5SCohJ63O6WLV56//H8tHwrQ7s0JzXJy/Pfr+Cej+YDgaRGZe3TPKPaqyQGa9s4jd7tspi8aDP9OjThgyuHY4yhqLiECVNXc1zftrQMGmh430fzGdK5Gcf1bcemnDxufHs2D57dn19/28ERvVrz4ax1nNi/HalJ3gqvuWTjTiZMXc1tJ/TG46m8i2FXfhHJXlPp+4nUB1plT6QB6djMjRXYscclF0pJ8vD6pQfRrkkaSV4Ph3VvVXrs2EO7sGrrbl76aRV/Pa4Xz363nO25hcxcvQOAm4/vxeUjuvH29DXszi/irg/mAeAxUBJlnWFDTh4bctxAxDlrszn6n99y47E9mTDlNyYv2syHs9Zx03G9+NekJZx3YCee/X4Fz36/gvF/OIAfl23lm8WbufSlacxak02vtlks3LCTRycu4bkLhtC9TVbYa17+6nSWbd7NBQd3Zp8WGZWWr+9dnzNk32a8fcUh0X0wkXpCNX2RvdDqbbkc9o/JHNOnDePHlLvZD8taW26wXbh970xfQ25hMb3bZnHWv3/i9EEdWLl1N73aNmbRhhx6tWtMr7ZZ3Pn+vAqv1aZxKhtz8qP6TFlpSezMK6rwZqNziwwePmcgj05czBO/G0yT9GQ+mLWOv7z+KwA3HNODw3u0YsWW3aQnezlm/7blPmuXWz4B4OGzB3DaoA54q2gZEElUat4XaWA+n7eBYV2al87drw25BUVkpIRvMNxTUMz+d31WGqA7t8hgSOfmvD19Dfed1pc9BcVs3V3Av79ZBkCn5ums3ha7WQsPnT2AG96aVeHrj48exMkD2pdul12/4f7T+3L+sH3DnltSYpm/Poe+HZrw5fyNdGyWTu92jdm8M5+cvEK6lRnsKFLXFPRFpM6VlFiWb9lFk/QUSqwlNcnDw18s5pYTepXeLLw/cy3NM1P4YelW/v3NMsad3IdxH7oxBq9cPJQ12/dwy7tzQt739EEdOGVAey56cWqNyndkr9as2LKbUb1ak57s5YnJS0NeH75fC/557kBaZ6WxdNNOTn78B/513kB+25bLfR8v4N7T+nLH/+YC8NLYofzxlWnkFZYw7+5j2ZVfRJvGgdUYN+/Mp8TakH0itUVBX0QSWl5hMb/+toODu7Xgv7/8Rv+OTejboQnFJZZut7pm94nXHc723EJ6tc0iKy25dHXDT/5yGFlpSVzx2nTmrs2p7DIAtGuSxvoqkhwFu2JkN57+elnUn2nidSNokp7MSz+uLL2h8E9dnL8uhxMe+45Prz4sbErlrxZu5PO5G/k/34JRItFQ0BeReuufXy7mX5OWsOi+40JG1n+9aBMv/LCSZ/5wAGnJbv+8ddk8/MVizjqgI0O7NOelH1fyy/JtTFkZWPNgxQMnlPbf17YWmSls3V1Quj12eBcuOawLb0xdzb8mLeGPI7oyokcrNu/M58DOzXlz2mq6tMzk6gkzAZh559EUFJXQ2tdCsGlnHs0yUkjyGJ77fgUje7Zmv9bqTpBQCvoiUm/5UwUnV3Nef0mJ5aM56znON3gvJcnDA58s4NWfV7FPi0zuOKk3v/tPdIsn1YZmGcmlyzn7nTKgPR/MWsd/Lx1Go9QkTnniB84+oCPnH7Qvpz35A11aZjL5hpEh51z7xkxG9mzFqQPdEtS5BUUs27RbCy41IAr6IiIVWLppJ0c98i0je7bi0sO68urPqxi8TzPOG9qJU5/4geVbdnPtUT3458TFFb5HksdQ5Bu1eOh+Lfl+6ZaYlnH00E70ad+kdAyBX9vGaTw2ehB5hcVc9+YsvB5KZ0Yc3LUF1x3Tg+vfnMVv23J5eawbIzF6aCf++Mp0Th7Qnh25Bbzw40omXTdCqZL3Igr6IiIVsNa65ED7t6VZmfUDFm/cyfLNuzmub1uO/ee3GAP/+/Nw8otKuPjFqUxb5RZF+vyaw5nx23ZueXcO/zpvIJkpSVzysvvbc+OxPTmkWwse+HQhfz2uV+kCS8f3bcunczfU7YcFHjyrPze+PTtk3w83H1G6FkRFpq7cRrdWjWiWkcw7M9ZyXN+27MgtoH2T9CoTHwFsysmjVVaqbi7qgIK+iEgtGPfBPF78cSUL7z2OtGQvG7LzaNvE9b+/P3Mtn8/bwBOjB4cExW8WbybZazikW0sO/b+vWLN9D4d1b8l3SwKtAzce25O1O/bw319+4/YTe7Ng/U7embEm5NqN05LIySuKuswDOjZhVpnMi7ed0Lt02uRHc9ZzTJ82HNytBWu27+Evr//Ky2OHMub5KfTt0JhbT3DdIf4VHYd2bk6rrFQePmdA6diKLbvyGfPcFK49ugdD9m3GR3PWc8f/5nLXyX24aHgXwN1sPfPtcrbtLuAvR3anUWr0+eLyCot56PNFXHVkd5qkJ0d9/t5KQV9EpBYUFZewM6+oXAtBpHILithTUEyLRqlMW7mNv3+6kFcuHkZ6ipeSEsvaHXvo1NxlEswvKmbeuhzOeMq1FNxwTA+emLyU/4wZwh+emwLAsfu3Yfh+LXnlp1UUFJewaqtLn+z1GIqjTaFYgVuO78UDny4M+9r8e47FYOh952cVnn/tUT24+qju/OG5X0pvdLq2ymRQp2bcckIvWjZKZfW2XLL3FNK3Q/hxCMs276JD03Tuen8eb0xbzdjhXbjz5D41/3B7CQV9EZG9xOfzNrB8824uH9G1tKl87tps7nh/Lq9cPKy0xvz+zLVcPWEmXVtl8v6fh9Nv3Bfl3qtJejIHdm7OxAUbY1K2zi0yOHb/tqWLMFXEP0AxnOH7teCHpVsBN/th+h1Hh7y+I7eAgfd8yRmDOvDur2sB+MNB+3LvaX0pKbF4PIaCohJSkjylMz+W3n98jRd4yissxhjqxdoMFQV9LXElIlLPHLt/W64Y2S2kb7xvhya896fhIU3kh+7XEoDLD+9GVloyrbJSGdmzFd//dRRPnT8YgLMO6MipA9uHvP8LFx3I307vx5O/G1zaz28MJHvD98WP7BlYy2Hl1twqAz5QYcAHSgM+wNbdBTzy5WJ+8A2MfPiLRZz42PcApQEf4JWfV/HmtNV0vfUTXv15FT1u/5RFG3bytC/j48B7vmRHbgHB5q7N5s2pq6ssq1//u7/g6Ee+jfh4v3s/mk//cZ9XfWAdUE1fRGQv5q/5lmWt5fN5GziiVxuSvYZ12XkM9y2/vOKBE0JuKH5ZvpVebRvTJCOZTTvzmLU6m68WbuSrhZuYeN0IstJcX/ro8T/z03IXsNOSPeQVlsT0s5zYrx0fz1lf5XGtslLZvDOfq4/szjPfLgspx6PnDqRLy0yufWMmy7fsBuC1S4bx0ex1FBRZThnYnhE9WoV9X38yqNcvPYiDujavcECitZaflm/l4K4tMMaUnlf2e61Nat4XEZFKnfPMT6zZlsuPtxxZrfOttbwxdTULN+xk3Cn7lwa77/86iqy0ZAbcXb57oUPTdDJSvCzZtIv/jBnCpS/H7u91zzZZLNq4M6pzurTM5N5T+9KuaRrdWjVi6sptbN9dwL0fzw9ZG+L2E3szaJ9mdGyWTtOM5JAmf3+3yoNn9efsIZ1Kv4dZdx5Dk4y6GWy41yyta4x5HjgJ2GSt7Rvv8oiI7C3euOygGp1vjOG8ofuUbl9zVHcyUrx0bOYGIn5x7eH8tGwrExds5IqR3fjdf37hpuN6MrRLc3bkFtK7XWNOHtCeDytp+gdo3ySNY/Zvy4s/rqz0uGgDPsCKLbv5/XMuUVPTjGR2lEmW5Pfvb5axZZfrLji4awtev+wgrvzvDLbscpkVAVZu3U1BUaCVYePOPOaszWbhhhzGDu8S0TTHWKt3NX1jzOHALuDlSIK+avoiIvXH6m25vPLzKm44picpSR7+8vqvfDBrHX3aNeb/zuzP/u0blwbLgfd8UWFQ/suR3Xls0pKQfW9cdhDbcwvYr3Ujnpq8LGRMAFQ+uDAWOjRNZ+0O11rw3p8OoajEMmTfZrXS5L9XNe8bYzoDHynoi4js3ay1rM/Oo32YxEFjX5zKVws3MXZ4F37blku3VplcenhXGqclk5LkYfqqbZz59E8AXHXEflx/TM/Sc/OLijn58e/p2rIRn83bQKPUJObefSzTV23jtvfm0qZxGt8s3lzrn69D03ReuOhAerTJiun7KuiLiMheZWdeIT8v38bRfdpUeMzLP62kfZN0jujVusLm9Ce+WsLB3VpywL7NSveVlFhyC4tplJrEgvU5fLt4M29MW83yzbtLj8lKTeKtKw7muEe/q7ScVa3q2LZxGj/fWr1xFBVpUFP2jDGXGWOmGWOmbd5c+3dqIiJS97LSkisN+ABjDu7MUX3aVNp/fuUR3UMCPoDHY0qnP/Zu15g/jujGV9ePLF20CeDiw7rQq21jZt55NBce0pkzBnUofe3yEd1Kn19zVHeuPaoHAF/7Fkfq1TZQs9+Qk8eu/OgzK1aHavoiIiIRKi6xFBaXUFBcQnqyN2Tlx8Ubd3LMP7/l/T8PZ0CnpgBs3plPq6xUrLVs2VVAq6xUsvcUkp7s5bb35vDW9DV4PYZXLh7KId1axqycat4XERFJIIXFJWzfXUB6irc010Gs7DXN+8aY14GfgJ7GmDXGmIvjXSYREZFoJXs9tG6cFvOAX5l6N0/fWjs63mUQERGpj+pdTV9ERESqR0FfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSAU9EVERBoIBX0REZEGQkFfRESkgVDQFxERaSDqZdA3xhxnjFlkjFlqjLk53uURERGpD+pd0DfGeIEngeOBPsBoY0yf+JZKREQk8dW7oA8MBZZaa5dbawuACcCpcS6TiIhIwkuKdwGqoQOwOmh7DTAs+ABjzGXAZb7NXcaYRTEuQ0tgS4zfs6HRd1hz+g5rTt9hbOh7rLlYf4f7httZH4N+lay144HxtfX+xphp1tohtfX+DYG+w5rTd1hz+g5jQ99jzdXVd1gfm/fXAp2Ctjv69omIiEgl6mPQnwp0N8Z0McakAOcBH8S5TCIiIgmv3jXvW2uLjDFXAp8DXuB5a+28Oi5GrXUdNCD6DmtO32HN6TuMDX2PNVcn36Gx1tbFdURERCTO6mPzvoiIiFSDgr6IiEgDoaAfBaX/jYwxppMxZrIxZr4xZp4x5mrf/ubGmC+NMUt8j818+40x5jHf9zrbGDM4vp8gcRhjvMaYX40xH/m2uxhjfvF9V2/4BrNijEn1bS/1vd45rgVPIMaYpsaYt40xC40xC4wxB+t3MTrGmGt9/5fnGmNeN8ak6XexcsaY540xm4wxc4P2Rf17Z4y5wHf8EmPMBTUtl4J+hJT+NypFwPXW2j7AQcCffd/VzcAka213YJJvG9x32t33cxnwdN0XOWFdDSwI2v4/4J/W2v2A7cDFvv0XA9t9+//pO06cfwGfWWt7AQNw36d+FyNkjOkA/AUYYq3tixtAfR76XazKi8BxZfZF9XtnjGkO3IVLQDcUuMt/o1BdCvqRU/rfCFlr11trZ/ie78T9ke2A+75e8h32EnCa7/mpwMvW+RloaoxpV7elTjzGmI7AicCzvm0DHAG87Tuk7Hfo/27fBo70Hd+gGWOaAIcDzwFYawustTvQ72K0koB0Y0wSkAGsR7+LlbLWfgtsK7M72t+7Y4EvrbXbrLXbgS8pfyMRFQX9yIVL/9shTmWpN3xNe4OAX4A21tr1vpc2AG18z/XdhvcocBNQ4ttuAeyw1hb5toO/p9Lv0Pd6tu/4hq4LsBl4wddN8qwxJhP9LkbMWrsWeAj4DRfss4Hp6HexOqL9vYv576OCvtQaY0wj4B3gGmttTvBr1s0V1XzRChhjTgI2WWunx7ss9VwSMBh42lo7CNhNoEkV0O9iVXzNyafibqDaA5nUsLYp8fu9U9CPnNL/RsEYk4wL+K9Za9/17d7obyr1PW7y7dd3W95w4BRjzEpcV9IRuL7ppr4mVgj9nkq/Q9/rTYCtdVngBLUGWGOt/cW3/TbuJkC/i5E7Clhhrd1srS0E3sX9fup3MXrR/t7F/PdRQT9ySv8bIV//3XPAAmvtI0EvfQD4R59eALwftH+MbwTrQUB2UBNYg2StvcVa29Fa2xn3u/aVtfZ8YDJwlu+wst+h/7s9y3d8g6+9Wms3AKuNMT19u44E5qPfxWj8BhxkjMnw/d/2f4f6XYxetL93nwPHGGOa+VpcjvHtqz5rrX4i/AFOABYDy4Db4l2eRP0BDsU1W80GZvp+TsD1600ClgATgea+4w1uZsQyYA5ulHDcP0ei/AAjgY98z7sCU4ClwFtAqm9/mm97qe/1rvEud6L8AAOBab7fx/8BzfS7GPV3eDewEJgLvAKk6nexyu/sddwYiEJci9PF1fm9A8b6vsulwEU1LZfS8IqIiDQQat4XERFpIBT0RUREGggFfRERkQZCQV9ERKSBUNAXERFpIBT0RaRSxphiY8zMoJ+YrTBpjOkcvAqZiNSupKoPEZEGbo+1dmC8CyEiNaeavohUizFmpTHmH8aYOcaYKcaY/Xz7OxtjvvKtCz7JGLOPb38bY8x7xphZvp9DfG/lNcb8x7de+xfGmPS4fSiRvZyCvohUJb1M8/65Qa9lW2v7AU/gVgUEeBx4yVrbH3gNeMy3/zHgG2vtAFz++3m+/d2BJ621+wM7gDNr9dOINGDKyCcilTLG7LLWNgqzfyVwhLV2uW+BpQ3W2hbGmC1AO2ttoW//emttS2PMZqCjtTY/6D0649YL7+7b/iuQbK29rw4+mkiDo5q+iNSEreB5NPKDnhejsUYitUZBX0Rq4tygx598z3/ErQwIcD7wne/5JOAKAGOM1xjTpK4KKSKO7qhFpCrpxpiZQdufWWv90/aaGWNm42rro337rgJeMMbcCGwGLvLtvxoYb4y5GFejvwK3CpmI1BH16YtItfj69IdYa7fEuywiEhk174uIiDQQqumLiIg0EKrpi4iINBAK+iIiIg2Egr6IiEgDoaAvIiLSQCjoi4iINBAK+iIiIg2Egr6IiEgDoaAvIiLSQCjoi4iINBAK+iIiIg2Egr6IiEgDoaAvIiLSQCjoi4iINBAK+iIiIg2Egr6IiEgDoaAvIiLSQCjoi4iINBAK+iIiIg2Egr6IiEgDoaAvIiLSQCjoi4iINBAK+iIiIg2Egr6IiEgDUedB3xjTyRgz2Rgz3xgzzxhztW9/c2PMl8aYJb7HZhWcf4HvmCXGmAvqtvQiIiL1l7HW1u0FjWkHtLPWzjDGZAHTgdOAC4Ft1tq/G2NuBppZa/9a5tzmwDRgCGB95x5grd1ehx9BRESkXqrzmr61dr21dobv+U5gAdABOBV4yXfYS7gbgbKOBb601m7zBfovgeNqvdAiIiJ7gaR4XtwY0xkYBPwCtLHWrve9tAFoE+aUDsDqoO01vn1l3/cy4DKAzMzMA3r16hXDUoeXvaeQrO3zKcloQVLTjrV+PRERkYpMnz59i7W2Vdn9cQv6xphGwDvANdbaHGNM6WvWWmuMqXa/g7V2PDAeYMiQIXbatGk1LW6VPp2znkPeHkxxv/NoftY/a/16IiIiFTHGrAq3Py6j940xybiA/5q19l3f7o2+/n5/v/+mMKeuBToFbXf07Ys7j8dQhBdbUhTvooiIiIQVj9H7BngOWGCtfSTopQ8A/2j8C4D3w5z+OXCMMaaZb3T/Mb59cec1hmK8oKAvIiIJKh41/eHAH4AjjDEzfT8nAH8HjjbGLAGO8m1jjBlijHkWwFq7DbgXmOr7uce3L+48HijCA8WF8S6KiIhIWHXep2+t/R4wFbx8ZJjjpwGXBG0/DzxfO6WrPo8xFFkvqSXF8S6KiEhCKSwsZM2aNeTl5cW7KHudtLQ0OnbsSHJyckTHx3X0/t7E6+vTV/O+iEioNWvWkJWVRefOnQketC01Y61l69atrFmzhi5dukR0jtLwxohHffoiImHl5eXRokULBfwYM8bQokWLqFpQFPRjxGOM69MvUZ++iEhZCvi1I9rvVUE/RrweV9M36tMXEZEEpT79GPF6UJ++iEgC2rp1K0ce6caJb9iwAa/XS6tWLlndlClTSElJqfDcadOm8fLLL/PYY49FfL3OnTuTlZWF1+sF4PDDD4/q/NqkoB8jxmggn4hIImrRogUzZ84EYNy4cTRq1Igbbrih9PWioiKSksKHwyFDhjBkyJCorzl58mRatmxZ4etlr1lZGYIVFxeX3kxUh5r3Y8Ql5/FgrJr3RUQS3YUXXsjll1/OsGHDuOmmm5gyZQoHH3wwgwYN4pBDDmHRokUAfP3115x00kmAu2EYO3YsI0eOpGvXrlHX3keOHMk111zDkCFD+Ne//lVue9KkSQwaNIh+/foxduxY8vPzAddy8Ne//pXBgwfz1ltv1ehzq6YfI16Pm6evgXwiIhW7+8N5zF+XE9P37NO+MXedvH/U561Zs4Yff/wRr9dLTk4O3333HUlJSUycOJFbb72Vd955p9w5CxcuZPLkyezcuZOePXtyxRVXhJ0jP2rUqNIa+QUXXMC1114LQEFBAf71YD788MPS7by8PLp3786kSZPo0aMHY8aM4emnn+aaa64BXGvFjBkzov6MZSnox4gxrk9fA/lEROqHs88+uzQwZ2dnc8EFF7BkyRKMMRQWhq/AnXjiiaSmppKamkrr1q3ZuHEjHTuWX1m1oub9c889N+z2okWL6NKlCz169ADcjcKTTz5ZGvTLnlddCvoxkuTx+Pr0C+JdFBGRhFWdGnltyczMLH1+xx13MGrUKN577z1WrlzJyJEjw56Tmppa+tzr9VJUFN04ruBrhtuO9LzqUp9+jCR5fX36GsgnIlLvZGdn06FDBwBefPHFOr9+z549WblyJUuXLgXglVdeYcSIETG/joJ+jCT50vAaq6AvIlLf3HTTTdxyyy0MGjQo6tp7OKNGjWLgwIEMHDiQMWPGVHl8WloaL7zwAmeffTb9+vXD4/Fw+eWX17gcZRlrbczfNJEMGTLE+gdN1KY123P59ZHTGdF4A41vnFXr1xMRqS8WLFhA7969412MvVa479cYM91aW26uoWr6MZLk8VBIkmr6IiKSsBT0Y8TrMRRbj0bvi4hIwlLQjxH16YuISKJT0I8Rr2/0vkej90VEJEEp6MdIksf4+vTVvC8iIolJQT9GkjweV9NX0BcRkQSloB8j6tMXEUlMo0aN4vPPPw/Z9+ijj3LFFVdUeM7IkSMJN9175MiR9OzZs3QO/llnnRXz8tYmpeGNEY/H16evoC8iklBGjx7NhAkTOPbYY0v3TZgwgX/84x/Ver/XXnut0uV2q7tsbqTH1YSCfgxZk4TXFoO1bgUeERGJu7POOovbb7+dgoICUlJSWLlyJevWreOwww7jiiuuYOrUqezZs4ezzjqLu+++u1rXuPDCC0lLS+PXX39l+PDhbNu2LWR7zJgxXH755eTm5tKtWzeef/55mjVrxsiRIxk4cCDff/89o0eP5vrrr4/xpw+loB9Dxcat1oQtAf9zEREJ+PRm2DAntu/Zth8c//cKX27evDlDhw7l008/5dRTT2XChAmcc845GGO4//77ad68OcXFxRx55JHMnj2b/v37V3q5888/n/T0dACOPvpoHnzwQSB0qd4LL7wwZLt///48/vjjjBgxgjvvvJO7776bRx99FAhdbre2KejHkDW+r7OkCDwK+iIiicLfxO8P+s899xwAb775JuPHj6eoqIj169czf/78KoN+Rc37wUv1Bm9nZ2ezY8eO0gV0LrjgAs4+++zS42K1bG4kFPRjqMRfuy8pAlIrPVZEpEGqpEZem0499VSuvfZaZsyYQW5uLgcccAArVqzgoYceYurUqTRr1owLL7yQvLy8al8j3svmRkKj92PI+oN+cWF8CyIiIiEaNWrEqFGjGDt2LKNHjwYgJyeHzMxMmjRpwsaNG/n0009r5dpNmjShWbNmfPfdd0DtLZsbCdX0Y6jEJIEFlH9fRCThjB49mtNPP50JEyYAMGDAAAYNGkSvXr3o1KkTw4cPj+h9gvv0W7ZsycSJE6s856WXXiodyNe1a1deeOGF6n+QGtDSujH04H03cWPRM3D9YshqUyfXFBFJdFpat3ZFs7Rundf0jTHPAycBm6y1fX373gB6+g5pCuyw1g4Mc+5KYCdQDBSF+0DxVOIJGsgnIiKSYOLRvP8i8ATwsn+HtbZ06KIx5mEgu5LzR1lrt9Ra6WqidCCf+vRFRCTx1HnQt9Z+a4zpHO41Y4wBzgGOqNNCxUixJ9n3RDV9EZFg1lqMkpbFXLRd9Ik2ev8wYKO1dkkFr1vgC2PMdGPMZRW9iTHmMmPMNGPMtM2bN9dKQcMWzj9Pv7igzq4pIpLo0tLS2Lp1a9QBSipnrWXr1q2kpaVFfE6ijd4fDbxeyeuHWmvXGmNaA18aYxZaa78te5C1djwwHtxAvtopanklXn9NX0FfRMSvY8eOrFmzhrqshDUUaWlpdOzYMeLjEyboG2OSgDOAAyo6xlq71ve4yRjzHjAUKBf046XE+IK+BvKJiJRKTk6mS5cu8S6GkFjN+0cBC621a8K9aIzJNMZk+Z8DxwBz67B8VbIe1fRFRCRx1XnQN8a8DvwE9DTGrDHGXOx76TzKNO0bY9obYz7xbbYBvjfGzAKmAB9baz+rq3JHosSb4p4o6IuISAKKx+j90RXsvzDMvnXACb7ny4EBtVq4miqt6WvKnoiIJJ5Eat6v96wG8omISAJT0I8l9emLiEgCU9CPIavkPCIiksAU9GPIaiCfiIgkMAX9WFKfvoiIJDAF/VjS6H0REUlgCvqxpOZ9ERFJYAr6MWSSFPRFRCRxKejHkle590VEJHEp6MeQ15tEMUY1fRERSUgK+jHk9XgotEkK+iIikpAU9GMoyWsoIkmj90VEJCEp6MeQ12MoRDV9ERFJTAr6MZTkMRTgVU1fREQSkoJ+DPlr+lY1fRERSUAK+jGU5DEU2CRKihT0RUQk8Sjox1CS1+P69BX0RUQkASnox1CSx1CEV837IiKSkBT0Y0h9+iIiksgU9GPIjd5PwhYrDa+IiCQeBf0YUkY+ERFJZAr6MZTkT86jgXwiIpKAFPRjKMmrPn0REUlcCvox5KbsKSOfiIgkJgX9GErx1fSNavoiIpKAFPRjKNmfnKdEo/dFRCTxKOjHUJLXQ4H1avS+iIgkJAX9GEr2N++XqE9fREQST50HfWPM88aYTcaYuUH7xhlj1hpjZvp+Tqjg3OOMMYuMMUuNMTfXXakjk+Jr3lefvoiIJKJ41PRfBI4Ls/+f1tqBvp9Pyr5ojPECTwLHA32A0caYPrVa0iglez0UqaYvIiIJqs6DvrX2W2BbNU4dCiy11i631hYAE4BTY1q4GkryGgrw4lHQFxGRBJRIffpXGmNm+5r/m4V5vQOwOmh7jW9fOcaYy4wx04wx0zZv3lwbZQ0rxevS8BoslBTX2XVFREQikShB/2mgGzAQWA88XJM3s9aOt9YOsdYOadWqVQyKF5nSKXugEfwiIpJwEiLoW2s3WmuLrbUlwH9wTfllrQU6BW139O1LGP40vICCvoiIJJyECPrGmHZBm6cDc8McNhXobozpYoxJAc4DPqiL8kUqxZ+GF5SKV0REEk5SXV/QGPM6MBJoaYxZA9wFjDTGDAQssBL4o+/Y9sCz1toTrLVFxpgrgc8BL/C8tXZeXZe/MmreFxGRRFbnQd9aOzrM7ucqOHYdcELQ9idAuel8iSI5SUFfREQSV0I07+8tkjyGAusP+sq/LyIiiUVBP4bUvC8iIolMQT+GvB5DsVHQFxGRxKSgH2PW4w/6Gr0vIiKJJaKBfMaY5hEcVmKt3VGz4uwFvKnuUTV9ERFJMJGO3l/n+zGVHOMF9qlxieo5402GYhT0RUQk4UQa9BdYawdVdoAx5tcYlKfeM0mpLuiXaPS+iIgklkj79A+O0TF7PU9ysnuimr6IiCSYKoO+MeZo4HFfxjyMMZeFO85amxfbotVPHvXpi4hIgoqkeX8scAVwu29A38BaLVE950lOcU+K8uNbEBERkTIiad7faa3dYa29ATgGOLCWy1S/JWe4x8I98S2HiIhIGZEE/Y/9T6y1NwMv115x6j+TnO6eKOiLiEiCqTLoW2vfL7P9eO0VZy+QkukeC3PjWw4REZEyIhq9b4xp7lvmVqqQlJxCER7V9EVEJOFEOmXvIeAC/4Yx5kdjzJvGmJuNMR1qp2j1U2pyEnmkKuiLiEjCiTToHwD8PWg7C3gOaAncEutC1WdpyR7ybAoU7o53UUREREJEmpEv31prg7a/stZ+boz5AvipFspVb6Umedmjmr6IiCSgSGv6ecaYff0b1tqrfY8WSK6NgtVXackecm0KtkAD+UREJLFEGvTvB/5njOkVvNMY047IWwsaBFfTT6FEQV9ERBJMRAHb15TfGJhsjJkJzPW9dCZwWy2VrV5KS/aQRyolBbl4410YERFJHC+fBgPOcz9xEmlNH2vtW0A33AC+XcBm4HRr7eu1VLZ6KTXJS65Vn76IiJSxfDK898e4FiGimr4x5gLgYdxNwkfAn621O2uzYPVVWrKHPaRgC3fEuygiIiIhIq3p3wEcDfQCVgF/q7US1XOpSV7N0xcRkVAlJfEuARD5ILwca+2vvud3GGN+qa0C1XdpyR622xSM0vCKiIhfSWG8SwBEHvTbGWMuAxYCC9A0vQr55+l7ilTTFxERn+L6FfTvAvoB5/seGxljPgFmAbM1mC/A36fvKdoD1oIx8S6SiIjEW32q6VtrxwdvG2M64oJ/f+AEQEHfJy3ZS55NxWChKB+S0+JdJBERibfioniXAIh89P6RuBr9ZgBr7RpgDfBpLZatXkpNcjV9wC2vq6AvIiL1qaYPfAlsMsaU4BLzzAFm+x7nWWvzI72gMeZ54CRgk7W2r2/fg8DJQAGwDLjIWrsjzLkrgZ1AMVBkrR0S6XXrSlqyl1x8gV4j+EVEBBKmTz/SKXtXAeuAx4D7cAP6DsDN3V8V5TVfBI4rs+9LoK+1tj+wmMpX7htlrR2YiAEfICPFyx7rr+kr6IuICFCSGM37EQV9a+2TwHDAAo8ChcDV1tpR1tq20VzQWvstsK3Mvi+stf5v5GegYzTvmUgyUpLIK23e1/K6IiJCvavpY63dY639P2AUsB8wxRgzrBbKNJaKxwpY4AtjzHTfFMKwjDGXGWOmGWOmbd68uRaKWDF/7n1ANX0REXHqU5++MeZwXDa+XkBvoDWub71FLAtjjLkNKAJeq+CQQ621a40xrYEvjTELfS0HIXyzDcYDDBkyxMayjFUxxlCSlO42lKBHREQgYWr6kQ7k+xqYCUwAHrPWrox1QYwxF+IG+B1prQ0bqK21a32Pm4wx7wFDgXJBP95scoYbaqiavoiIQP3q0weuAH4ATgR+McbMN8a8YYy53RhzWk0LYYw5DrgJOMVaG7Z6bIzJNMZk+Z8DxxBY4jehmGR/TV9BX0RESJiafqQD+Z6x1l5lrR1hrW2DC7gv4gb0nRnNBY0xrwM/AT2NMWuMMRcDTwBZuCb7mcaYf/uObe/L/AfQBvjeGDMLmAJ8bK39LJpr1xWTouZ9EZEGaeUP8MoZ5ZPx1Kc+/bJqkpzHWjs6zO7nKjh2HS7jH9ba5cCAaK8XDyYl0z1RTV9EJL5ePAm6jYLDrq+b671zCexcBzvXQ9NO8M0/YMmX0O+surl+FSKq6RtjZsTimIbCk5rhnqimLyISXyu/g0n31P51rIXvH4U9vhnpBb4p23PehjVTYPpLtV+GCERa0+9tjJldyesGaBKD8uwVkpJ9Qb9AQV9EJOGtngorvoHDb6j+e+zcABPvCmzn7XCP/sqffxtgzw6Y/z/oeSI0alX9a1ZDpEG/VwTHFNekIHuTjNQk9pBKumr6IiKJ77mj3ONh17uVUfOyIa2KeuzPT0O7gbDvwW677HLqe3a4x/yd7jEvJ/Daf0bBtuXw1X1w49Kalj4qka6yF22q3QYtI8VLnoK+iEh8hZ/9XbGifFjyObw5Bi6dDB0GV3zsZze7x3HZ7jplW3b3bIf5HwRq+AU7A69tW+4ed2+GnHXQqA14vNGVtZoizsgnkUtP8ZJrU9W8LyISC5sXQ+62qo8rK9ppcgW73KA7gLXTYcYr4ZfEDX7f3Vvgwf1crT1Y9hp48w9VX/OR3vDVvdGVswYiDvrG6VSbhdlbZKYksdumYJV7X0Sk5p48EMaPdM93rK56bfoNc+Gf/dwo+mjk74QSX0/19/+ED650fe9lFQT9bV89BXK3wOIyk9k2zon8unPejq6cNRBN7n0LfFLlgeJq+qRRkq+gLyJSI/4m+h2rXK360b7wxe2Vn/P9PyH7N1gYZcgq2BXInJez1j2+c7ELyuOawNZlbgreE0GLvK6fFf69NkQR9LNXQ8766MpaTdHO059hjDnQWju1Vkqzl8jwNe+X5O+mbnppRET2UkV5gee5W93j0omVn+PvH490XJUn2SXPyd8FuzaWf/2di93j42H6+DdUMLHN328fqV0boHG76M6phmj79IcBPxljlhljZhtj5lQxla9BykjxkksqVn36IiI1k78r8Nxf6zem8nOMP+gHjaj/4V+w4KPQ4/JyXHO+N9ltb5jjpu5FY/PCyl9v2aP8vnYDA8/Tm8FdO6D9oOiuW03R1vSPrZVS7GXSU9yUPQqz410UEZH6LT9oqpuNcGa4x1ef/eWZwL4v73SP43x/lxd/Dv89B5IzAy0Cn94Y+j49joPFVWR737bc3WRUVLY//QL3NAts/3UlpDWFn5+Cz2+FNn2rvomJoahq+r6pe02Bk30/TTWdr7yMZC+5Nk2j90VEaio/aKpbaVO/cYP5CvPCnlJa0w+eJudXUgw7fnMBH6CyAddt+5ff1z1M3bdxh/Dn9j7Z3YD09aXgvXKaq9kbA94Ut6/pvhVfvxZEVdM3xlwNXAq869v1qjFmvLX28ZiXrB7LSPGymlQ8RQr6IrIXGz8K+p4Bh1wV/vWC3bBsMvQ+qfrXKAhq3i/Kd49bFsG9LdzzcWFaVCub835P88iv3bgdHPs3VyMH1yw/7I9uLn+wvB1w+I1u3v2gMZDRHJp3Cbx+5rNw+jPgDQq5/uQ9mS0jL08MRNu8fzEwzFq7G8AY83+4FfMU9IOk+/r0PYW5rg+qDptuRETqzLoZ7scf9Ge+7haZ6Xyo2/7gLzD3bfjzFGjVs3rXCFvTD7L8G0htBB0OCOwzMRpC3WUErPoxsP37dwJT+kLKmANHVDKjwJjQgA+BzxKulaAWRRv0DaHpdot9+yRIRkoSO2wjPLbI3emmNop3kUREYitctrv/Xe4e/bVv/8j2kirm1VcmeE68v6Yf7OVTAtfcugw+vs4138dCi26w7lf3fL+jA7Vyfxa+336CF46v3nsfchUUF8DgMbEpa4SiHb3/AvCLMWacMWYc8DMVLIvbkGWkeNmBL9Dv2R7fwoiI1IZIst35A7YtgY+uc3PdgxXluzn1RQWBfSUloUE7eAR+uJq+36qfYPnX7ifa6XKV8X/ONn1C9xsDzbqUPz5S6U3hmHshOa3671ENEdf0jTEGeAv4GvC13XCRtfbXWihXvZaR4iXbZrqNPdtcc5eIyN6k7AIz4fj744vyYZqvfhjc5fnTE27Z26R0OMjXSjD5PvjuYbh2PjTpEBroKxq4B/DCcTDo96H7TngIln0Fi3xJelp0dzcg25YFjtl3OKz6AXoc77oIOh4Aiz6FNvu71/ue4VLqHvzn8tfMaFH1d5BgIg761lprjPnEWtsPmFGLZar3/M37gGr6IrJ3Kowk6Ptq+sGBu7gAklLdc39/ffAo+5n/dY+f/RVOezo0Re0HFQwY9Nu8OPC8ZU8YeinMey+wb9Dv4cBL4IGgfvTDrodzX4WUzEC5uh0ReD0pFUaUmcpX+ppvBH6jNpWXK4EoI18tSEv2kG0U9EVkLxYc9FdPhZmvlj/G35cfUlvf4wJpXg6smeb2BQ8P2OlLR7vgQ/cT8n5VdClsCQr6/gAevKQt1o2xOvER1/cPkJTmRttX16Vf1flgvJpQRr5aYIwhL6mx21DQF5G9UXDQ//hamP5ixccGD8Cb+7Zr4v/pCVj5nW9nlEvgVsS/jC0EbjTyg6b0terlHg+8ODDa339zUF0dDoCstjV7jzoU1Sp7wGVAN+AIXHKek3yPUkZhclP3REFfROq7gt3w7mWwa1NgX3DQb9G98vNDbhCud6lu1wfVF611C85Mez66cjXu6B47BC2A400NffTX9C/4EHpWc6T9XiTaVfaetNauKvtTi+Wrt5LT0sk3adVbA1pEpK7Me89NdavMr6/C7Dfg2wfddnFhaCa75V+HHv/xDaEVnrJT7XK3wab5ge3C3W7p3I+uja7sSalw+Q8w5n+BDHe9TnSPh17jHo/7O6Q3dwP2QjTM2ebq068lmSlJ7M7LItWfdUlEJBG9daF7DJfZzs8/IO/XV9289TVTQ0eu7ylTuZn6n9Bm87JT7bavcEvl+v3wr6iLDcBxD0Dbvu55enO3Ul2noS4Dnj8r38DR7qesQ6+FN853c/EbkOr06f+sPv2qZaZ62WkaqXlfROq/H31JVwtzXcCHwDK3FclZF3ge3NcObppeOGlNwu8PdsQdbpGa6xdBj6A8+B18y9627V95Gl6/3ie5G530ZlUfuxeJNugfC3RFffpVykhJIkdBX0TqQnERfHV/+e7Eac/Diu/Cn+M/r6yymfYK88rX5CMx793A84qCfFlDxoZuHx3mvE5D4Yofyg+eO/ERGPMBdC7bjC/BIgr6xpiboHSVvaFl+vP/WJsFrK8apfrm6ivoi0hlctbDxvlVH1eZxZ/Bt/+Az2+D//0ZJpzvgvdH18JLJ7mgO/2l8ucVl+lrXzoR7m7qmvB/+JfLlBe8tG1t63+e65s/8FK4agYMv7r8MRXNiW/cDrqOqN3y7QUi7dM/D/iH7/ktuMx8fscBt8ayUHuDjBQv20oyYc+KeBdFROKluAi++T846IqK54I/2tfNZy/bp751GayfCX3PrPwa25YH0s4W7ob577vnwRWO7x52jwdc4Jb83rkeGrUOTaWblwOz33TPnzvGJdHxpkL3oyP6qFFLSoPh17iUuwPOhR2roXUvuGVN6HiAa+a4LHr/+zOs+h5a9qid8jQQkQZ9U8HzcNsCZKYmsbUkwzWLaaU9kbpXUuwyuB10BbTtF7v3/fEJ+OlJuH5BYN/mxa7futPQ0GMXfeJq4DvXw6lPVFDOChajeWaEy1S3/xnh/35sWw6//Qz/uyJoZ9Bx715W/hxr4aWTYa0vKc7oNwKv/T0oXXixLxd+7paa1/QHng8zXwtst+0HG+a44O5NLn982XnzTfdxj394131X+ltaI5EGfVvB83DbAmSlJbGpKBMocINfUjLjXSSRhmXHKhdsVn4PV8+KXbD44jb3+N/z4HcT3PMnD3SPZWvrwbnnq1JSAluXuObt5l0CqWnzsiE5w02Z6zAYvn4ABl8Ar51V/j2CP+PSL8u/PuF3gYAP8Pq5lZdpz3b48Jqqy16ZsvnpL/gQtiwNH/Ark5QK1DCRjkQ8kG+AMSbHGLMT6O977t+O6hbaGPO8MWaTMWZu0L7mxpgvjTFLfI9hh1MaYy7wHbPEGHNBNNeta60bp7Fd+fdF4sc/IG3HKtdPnZfjmpDHNYE106s+v3BP+UFtwavBLf7U9ZPvrmAU+/ePwi//ds8LdrnrLvrUbZeUuGb2YPk58ORQeGxg6P6Nc13K2A+uhKcPcalpPwzT1x1OyzJr2PsXnonU1GddF0O0DrgIjr7XPS/cA2PeD7yW3gw6HRj9e0pMRBT0rbVea21ja22WtTbJ99y/HeXtGi/ixgEEuxmYZK3tDkzybYcwxjQH7sJNGxwK3FXRzUEiaNs4jR3+lfaqmtoi0tBZ64JZuNHk1VVcELq9+he34hrA9BfKH79zY2BJ16ICuL8tTLwr9JgH9wvd/vAvblU4v+C13yfeBetnuef+PvdvH3KPX90Lf2sXumpcXlArQfCNxIsnwq+vhF43ODNesOAFZwA6Hxr+uJrwJ7m5uExLQnIG3LnNTaU74SEYcJ7L1Dfscug60h1TdnS+1Llop+zVmLX2W6Ds/I9TAf/Q0peA08KceizwpbV2m7V2O/Al5W8eEka7Jmmssa3cxvaVcS2LSMJb/Bm88fvAgLNYKCxTk14TnFMsTK/kP/vAo76GS//qbz/8yzXNf34bLPkyNI+7X/DNxUunuLEEZfnfb+002LnBNdVD6N+G4KD/YNdwnyigpBBMmD/fm+aFbvc7C1rsV/44gOQquhz7nBp+/zkvw/EPQscytfXCXDc/PqsteJPcQMGrpkFL3/XHZcNJ/6z8mlLr6jzoV6CNtda3tBIbgHBzMjoAq4O21/j2JaQ2jdNYaX3zSLcujW9hRBKdv+bqr2nHQtmlXzctqLxf3z+gbsV3MOv1wP77WrvFYUIGzAUJzrq5dhpkry5/TM7awPOHewa2tywK7C+bwKYqzTpXfcy+h7gad7A/T4Vb18Nt68Kf43fK43DGs+X3Z7aEYZe57/KgP0VcXEkM0abhrXXWWmuMqdHgQGPMZbjFgdhnn31iUq5otchMocCbwe7kZmROuseNwG3eJS5lEalz1rrUq8npkR1fNhh//0/odBDse3D5Y4sLXYAOfu/8XTD3HRg8xr3Xe1fArP8GXm+6L2xeVP6mYuX3sOQLOOruwL6XTgpfxt2bw+9f+FHo9rpfIbVx+GPLenNM4HlFTfYVabpvoNugMgdf6cYQdB7urtEqaMpbUjoU7Sl/zqjbXXa8XidU/t7HPQA/P+We96rge5OEkihBf6Mxpp21dr0xph0Q7rd/LTAyaLsj8HW4N7PWjgfGAwwZMiQusws8HkPrrDTS/U12n94E579V+Ukie4upz8InN8B1C6Bx++jPnzjOPV45PdA87PfSKfDbj6Ej5b+4zS3t2rwLdDk8NOCDW1J1yeeBbf9fhRd9i7McfFX0ZazIWxdC+8HRnzfvveiOb7Zv+P1H3A4rvoXux7jt5HQY+dfwxzZqFbgR8iTBqU9C37Nc8zy4m4KqHPd/brDkMfdHV36Ji6ia943ze2PMnb7tfYwxQ6s6LwIfAP7R+BcA74c55nPgGGNMM98AvmN8+xJWuyZplP51ifTOX6S+mvO2GwwHMMs3le3tsa4/vDJFBbBpYWA7uE/8h0fLH//bj4HnxYWwbiZkr3HbwQPpgjXtFH6/X3VGqJfVOygj+boZ0Z9ftsUgoyWc9QJktg5/fFY79xPs6Hvh8BvdtLhDIriRCX7vfYe7rgBvUF3QE0GIOOhyV+OP5FiJu2j/lZ4CDgb8SxbtBJ6M5g2MMa8DPwE9jTFrjDEXA38HjjbGLAGO8m1jjBlijHkWwFq7DbgXmOr7uce3L2E1y0zh4QzfUpGNKviPK5JIigpC+8Lnvx9Z0M5ZD+9cDP89x+3zp3f97SfXH16Zz2+Bn/1/Rmxo4K6sS6yowGW7Gz8Clk5y+wp2h2/yLjtXfMcqd5PiF27Oe7ROfCT8/ia+G47Drodr58OdQVN4r5oBN1Qw5ufaudD3DLhyKmDcTUCwLiPgqulw+jOBfcP/El2ZD7/RPQ76PZwxvvJj//QL/OXX6N5fEk60zfvDrLWDjTG/AlhrtxtjUqJ5A2ttmDUOATgyzLHTgEuCtp8Hno/mevGUkeLlI3M4N2a97kbvfv8o7H9aZANwRKpr/Sz4z5HuD3RVNVy/RZ+5qaW/PO2ypfmbzv19zkffU/HKZc8dHagp+5uKg9O7hvPtg25a2vF/d/3qwYKDvi0JfS143vzntwT1s/v2v3Nx+OulNArdXvmd+ymr/eDq1dLB9YGf+6qbQx88TfeY+1wtOqNF+dpwZcu6+scspDeF29bDthXwdNAYB/94hw4HVK+8AD2Pq3xJ3WCte1X/OpIwoq3pFxpjvPj+hxljWgEllZ/ScGWkJLE7vxhSs1yCjYl3wVsXxbtYsrf76Uk3pWvFN5Gf8/q58P6fXMAHN9I9WE4lI72Dm8b3bHMD6ioL+nk58NV97gYjnOCpdsEJbLLXuEF3flOfDZS3Mqc9HXlGzH0OCr+/z2mh2wNGu1q636VfuYxxvU+GP37nauVN9nGj3/uc6vrOgwP+6AlwRVA3xfEPukf/ex58Zej1ktOhTR849Sk45Ql3Pb+yTfwilYi2pv8Y8B7Q2hhzP3AWcHvMS7WXyEzxkltQ5IL+1mVuZyTpOEVqYpevX/39P7vg07Ma6SyeOig0m9v2lYFWg4LdMPO/MOTi8Euuvj3WBbxgBbmQkgEb57mscn4562FzUH9+caFb6c1v1Q/w5Z1w5Dj45/7lrxWuKf+Y+9z7/vwkHHAhDPwdzHqj/HHDr3bz8P3+8qsbuOYfjR5y7F/cFLaFH8P/LvclnukGl//gblKCa9tNOsCNSyufHtjz+NDtYZfBgZe4G4PKat6Dzi+/L7WR+5xlb0xi5YoflUZ8LxJx0DfGGOBbYDquKd4Ap1lrF1R6YgOWkeJlT2ExNiUL45+Dm5oV1zLJXmL3Fjdv/IQHy3cX7d4SeP7lndUL+hA6h3z7Ste//t3Drqtqzluw6seKB8CVzYb3t3au33j+h6H73yuzKMycN92P3+pf3E9wUG3U1uWgryil7JCLA8E805cgy99U3uVwlxZ7wxzY52DX5L7voS6Apzd1x9y20aW9zWwJv4x3U9qSMyGtMfQ/B/YZBs19yXPa9g1fhurk+a/JQLiT/1X1MdXVJszNltRbEQd93/z5T6y1/YCFVZ4gZKQmYS0UpzUNfNEK+hIL3z7omrpnHQAjb4ZpL7jm7it+CO0T37PdrQp3yJUVv1ckNi+EbctgWtCQmnnvVnx82aAP8Our5fet+Day638QNECtwwFuClrZoH/hxy5rXkqGW2IWAv/f/FNns9q5Of0AaU3Dr9eenAan+Wr7c952iXSSfEOXPN5AwBeph6K9tZxhjNFKCRHKTHEDn/KbBs0zLrtspERv50b4W0c3VWtvsXUZbF8V+fH+gWL+9K4fXePGjRQXhQbc3ZvcHPbdW1yCFn9fe3FhYABdJAlefnrCJcyJVFUD+aIVnK2uUWvIKjP3/+bfXJ75o31Jdg6+Cnqf4lajA5eZDuDAS11zPwSWbK3MEb7eS3+LgUg9F23QHwb8ZIxZZoyZbYyZY4yZXRsF2xukp7j6fW6z3oGd/qU2pfqWTXLLjv5cwUCw+ujxwfCv/pEf70/9WjbFc36Oy4RX1rKv4N1L4F7ftK/vH3WJaVZ8C48Nqk6JQ5WdEudfFra6elaSCS4p1V0vs5Vroj/3NTdyPlhWGzj3lUCTfYturq+804Gu7/yWNa7vvSoDf+fOUwud7CWiHch3bK2UYi/lr+kvbnwwrY79m+sP3bLENbmmZLnFMdr2j90635JYlkwELHQ/uuJjpr3g+o79tixxjy27V3xO4Z7AADr/oD2/f1Qwr/3dSwPPH+gErXyD9F46OfzxwZp0Cp9PPtiQi2HLYpj/v6rfD9ygs5RGrr+483B45vDAa54kGP063Nvazfc/4SGX3c/Pm+z6v2+s5poWxiiIS4MVVdC31q7yZcPrDqQFvRRFu2TDMaxrC9KTvXw4byvDz/wz/PYzLPgA/q+zm8Yz/333B23opVW+lwSrJzdJr53pHisajT3tBdcsH+yJIeXPKdzjlnk95Qk3Fe+jawOvVbSWe2Xyc8qsOFeF1n3KB/0znnUtBwA3LndrpC+bFBr0Ow6FNVPKv98x91c+xsC/8M0Ni1yXRGYLtyTrtw/C1w+AN6rUICISJNo0vJfgRvB/DtztexwX+2LtHZpnprBf60ZsyPE1twanxZzvyzT84+Ow/Os6L9veIcplFayF7LVVH1dS4gadxapfevLfwu8vG/CDWQuz33LjFvyj8SeOgy/uDD0u+7eKV6ZrNxC6joqurADXllmetez0sts3uSVb/TJ9SWe6Hw2XTg7sP2ocjPnAJaY59gG3rOrFE8MH/CunBeaq+6U3c+8NbgBd6z7uefsYdEeINFDR9ulfDRwIrLLWjgIGATtiXai9SausVDbv9M3N7zTUzfUNtmMVvFzButUSnr87xEYZ9L972K2ZHryGeTiz33Bz3H/0/Vut+hG+fSjy66yf5W4c/BZ/FnheUuKm0Y1rUv68YDnrXE16/IhA5rjcLWX6yn3fg38NeL/+57mWgj9+4xLTBDuyzE1DtyPg8u/hzqD59o07uHnffl0Oh5tWuKmBR9/r+tQr6pJqN8A9Dr/GNdt3HQEXfQIH/8nV1jtVMA64ZffQG4lw+pwCf54SmuNeRKISbdDPs9bmARhjUq21C4GeVZzToLVqlMqmnUEJeQaPgRMfjl+B6oNFn7lkLvPec/Oko7V+dvgMcgs/do/B89jD8ad29Y+Qf+F4+Ore8Meu+NYFcP+88GVfuf7pX/4dOKZRm8DzLYtCE8JU5MlhgecVreM+8pbw+4O7i9KbBZ6f+Agceh2k+m44blkLf3gP2vYLTbFrjJv3PdCXCCY5AzKaw9WzQnO7X7egfC52j9fllj9qXKUfL6xIFqVqpT83IjUR7UC+NcaYpsD/gC+NMdtRf36lWjdOZeuufAqKSkhJ8t1jtQvTPLlrs0vVmbPOJR9pqCtWrZ/tUsIOHgMzXnb7hpVJ4OLv863IM4e5x7J96f6FZPJz4KenYNjlod/zwo/d9299q7yZMv8G01+EtdN9zenGBUz/QLgv73Rzvuf65q7/9lPgvOA87E9VkOa1rIpGvxtvoHyH3+hqvf587Cc85L634GmhyUFDbwZf4AL6tXNcxrrUMvnoz3g2NNHPSY/CgRdD4wrSvFa0ZG51f3e9SW6KXLdyy3CISIxE9b/TWnu6tXaHtXYccAfwHKC26Urs17oRJRaWbgqaqtfxALhkUujc34f2g3W/wiO94afHy79RWQW58PrvAul99xb+UenbVlR8jD+V8fpZkFvJQovBedshkNP9kxvdYi3LJgVeKymBCb9zo8T9i7z8+Fjo3PkPr3Y3Isu/huWTy+e237UZfn3F93yTe0xrGgj6wavXRarsuuz7nx547vFAyx6B7Va9Ks8D4V8yNa1J+MVT+p8d2vyelFKzxVyq4/AbXbY9EakV0Q7ku9P/A4wABgIVtDEKQN8Oril1/vqc0Bc6DimfDWz8SPe45Muq33j517DoY/js5hqXMaH4A25wn3FxoVvE5b42LnD6k89sWQSvl1m0sTioFeCnJ2Di3fDe5a7/3x90/XPbS1doI3R0evB67pXNnX/51ND56Q8FJWFa/bN7bDfAjSH49kGY8h+3r0XQceGc8ax7bNwhdGEVgBE3hW4Hr30e6Yp6ItJgRdsOtzvopxg4Hugc4zLtVTo1ywBgzfbc8i8ecpVrki1r1yYXeBZ85ILVupmRZU3Ly3ZBzl/LjLcJ58PsN6s+Lpg/4JqgPubcbfDZrS7pzK5NoYsWrf7Z9aP7k9XkBI3On3w/fP8IzHrdzU3fXeZ78beS7N7qEtX4VbaiXFnBTfcAQy+DZkFz5ffzNVV/dR98eYd73nFo4PUBZW5aTn8mMDp94O/czY/XV3u/cbnr0z7/bRj7BeU0qSDoH3mXBr+JCBD9PP2QEWjGmIdw0/akAilJHlo2SmFjTpgsaeD+GO/e7Jpp/WuBb1kE9zR3z89+Ed660D0flw3vX+makM/7b/n3WvWTC3Krp8BFH8f6o0SnMA8WfuR++p8T2TnWulXYILQ/PXeLS9ICLu1s2ZUKXzkdMlvDDYsrrpmH6yOfMh7a9YfNi0Jr+mWz3IXTvGvgRsyT5MYZnP+2m7Y29Tm3YAtA92Ndf7/f8Gvc8X4Dz3c3JZ4kuHJqIK/7n34ONN0P+6PravAnlKko2U9F690fdl3Vn0dEGoRoB/KVlQF0jEVB9mZtGqexIbuCoJ/VFkbd6p73ORU+vAZmBi1MEjzSvLgw0GecV2aQGgRS/O6MoqYaC7++5qZ1BTcvV5bBbfUUNwCu0zDXL37odS4lav4umHiXOyY46O9YHQj0edmBG4BguzfB81GsJtfpINdK8OaYQM27WRfYvsJN0avM4TdB697w9kVuu3k3d6PmH6MxZKyb215c4AbG/eln2LnBzTPPahNo5j/xYTeNE9wAvOCFXFoHpW4+6m4YdVtg0Zeyzno++umLItIgRRX0jTFzCGRE8QKtgHtiXai9TbsmaazeFsEgLm8ynPakm+7k7x8OTj86cVzguX+UePAfe3/QL65idHssFeyG9//kngePlvcPgCs7Ah7giztcU71/INz3j7jH4JHjwbXWzQsCQf/lUypOzuLvRy/r3NfgjTLrkHc4IHD8minQ6yTXtP5Qj8AKbeBytH/9dzc+wO+I29ygPb8031Qzf/53Y0JHtrfuHRrEh4x1tfZ+Z7vPeePywHuE4/GAJ63i1/ueWfFrIiJBou3TPwk42fdzDNDeWvtE5adIt1aNWLFlN4XFJVUfDG7q3g1Lyu8PDjxLywz2y98V6MsvKXLBePUUNw1txXeBkezLv4EnD4KFFaxFHs74kaG50UOuG9Rsbq2bW7/ky0D/eVKYYNWygoFswUlzghPabJgTmKZWUlR1Ctm+QUle+p0NvU9yNyT+m5IW+5Xv485q56awdT/KbR96LVy/yAXnYX90+7odGZiX3qiVm8t+4SeuC+aY+8uva18RjxcGnBe4scls4W74RERqWdS592urIHuznm2zKCguYeWW3XRvE+FCH41au+xj/z4sfHO235opbpGWV88IpGPduQ7+FmYO9Tkvu+ZsgAmjK84JX9a6oAQs713ugl//s912XtCshDlvBRZ2Oe7/3GPwSPjCPDfPPdy66pWZ+074/eOyA5ntznnFtza7dYMjh18Nq3+BQb8PPeeSSa4ZP7OFS/366V/d1L2stu714/8BnQ9ztXF/UG66D/x1ZWiiGwjNWlfT9epFROpAtM37lY4IstY+UrPi7J16tnWBfuGGnZEHfXAjte/Y5GrQ7//Z1ZqnPef6wg+40A3qy8sOLNJSlUWfVn2MtW5dgF4nuelgZYP2rNfdjz/oB9f0/QHfeF0CHHA186J8txpc2XSxkRh2eSC7nfHCmc+6vvTBY0KP63OK+/Fr19/9lNUx6Ltq2R16neCCvj9HfVbb8AsglQ34IiL1ULQD+Ybgcu9/4Ns+GZgChGmLFr/9WjfC6zEs2rCTkwdU4w2MgdOecgF5+F+gyT6un7fTMLcOe6Q8Vfxzr5/lBtjlZcMRd7jBaO8H1WDfHlv+nPf+WH6fLQkMVrPFcF/ryq97wIUu2x241LJfP+Cet+3vBrEd+4Dr/+8ywn3uLiMC/edn/KfqDH2VGXIxHHBRxSPfRUT2ItEG/Y7AYGvtTgBjzDjgY2vt7ys9q4FLTfLSpWUmCzdUkFo1UsaE9hs33Sfw/Jj74Ivbo3u/kmI3wnzKf1yN+sWTAjX0tTPK55tfFDQN8MNr3Bz0rUH3e633dylzP7y6/Jz4cDof5rKvHXW3a/IvKXIZ2QaPcc+DP1+3oNXi/CuvQeTTAStiTGhOABGRvVi0Qb8NUBC0XeDbJ1Xo1TaLmat3xPZNvcluMFlWezd3e/YbLuFM3zMDU/uCrS6ztvkDndwgt9lvuGx1+UH98yu+rfza019wP35XzXA3JIW5LuiHc/ozbgCbvx/+wo8Cr/15Cmya72rcFeV0FxGRGok26L8MTDHGvIdb1/M04MUYl2mv1LNNFh/NXs+egmLSU2JYswweTHbp1+7Rm+QCeKverp/7u4fdSmrBU/7ATU2b/YZ7PuWZ0NfCJbNpNwD2bA+/fntGcxewU7Pcuuif3uj2n/WC6ztvG9Sf//t3IKNl6PkturkfERGpNdGO3r/fGPMpcBhuvv6F1tpfqzhNgLZN3NS1hRtyGLRPLQ0KC87Dfs7LgednPe8G3PmD/sFXhk7/g9B0sj2Oc1P+/Ou4+zVq68sL8Bv8/l3Y52A3TmDb8tCBbsMu8zXBG+h7Rvly7ndUNT6ciIjUVERB3xhzILDaWrvBWjvDGNMPOBPYzxizylpbyVJnAtC6sQv6pz/1IyseOAETvKBMXUjNgit+hC2Locfxbh56Rgu3vXGuG6TXboBrgm/WBbwpbiW5n550K7ct+gT2Py2QRc+fUx7Cr9imhDEiIgkn0pr+M8BRAMaYw4EHgKtwq+yNB86q8EwBoHVWYMnTVVtz6dwys+4L0WZ/9wOBddZb9XQ53ovyodsRgfnq4AL7fke69L9rZ8A+w9x+NcOLiNRLkWbk8wbV5s8Fxltr37HW3gFUsU5oZIwxPY0xM4N+cowx15Q5ZqQxJjvomDsreLuE0yoo6H85f2McSxKGMW5Ft+CAH8ybHAj4IiJSb0Uc9I0x/laBI4HgRb5rumgPANbaRdbagdbagcABQC7wXphDv/MfZ62tN3n/WzZK5R9numQx93+ygB25BVWcISIiEluRBv3XgW+MMe8De4DvAIwx+wER5nKNypHAsr0t7e85BwZWofttW24cSyIiIg1RREHfWns/cD1uet6h1pYu7ebB9e3H2nm4G41wDjbGzDLGfGqM2b8Wrl2rRg91gf+UJ36Ic0lERKShiXiVPWvtz9ba96y1u4P2LbbWzohlgYwxKcApwFthXp4B7GutHQA8Dvyvgve4zBgzzRgzbfPmzeEOiZtbTwgssbo7vw6XwBURkQYv2qV168LxwAxrbbnRbtbaHGvtLt/zT4BkY0zLMMeNt9YOsdYOadWqVe2XOApZacmMHurSy85bl1PF0SIiIrGTiEF/NBU07Rtj2hrfBHdjzFBc+beGOzaR3XxcLzJTvIx5/hcN6BMRkTqTUEHfGJMJHA28G7TvcmPM5b7Ns4C5xphZwGPAeUHjC+qNJhnJ3H96P/IKS/ho9vp4F0dERBqIqKbbGWNScZn4OgefG6upc77xAi3K7Pt30PMngCfKnlcfnTaoA3//dCHTV23n9wftG+/iiIhIAxBtTf994FSgCNgd9CPV0Kd9Y2au3kHnmz/mb58siHdxRERkLxdtYp2O1trjaqUkDdAxfdpw87tzABj/7fKQkf0iIiKxFm1N/0ffYjsSA+cM6RSyffLj3zMx0VL0iojIXiPaoH8oMN0Ys8gYM9sYM8cYM7s2CtYQeDyGu07uU7o9Z202l7w8LY4lEhGRvVm0Qf94oDtwDHAycJLvUarpouFd+PqGkSH7/vHZwvgURkRE9mpRBX1fLvwcoA2wb9CP1EDnlpn8fEtgffqnvl7GRS9MYfHGnXEslYiI7G1MNNPcjTGXAFcDHYGZwEHAT9baI2qldDEwZMgQO21a/Wgy35iTx8gHv2ZPYXHpvt8ftA+HdGvJod1b0jgtOY6lExGR+sIYM91aO6Ts/mib968GDgRWWWtHAYOAHTUvngC0aZzGgntDJ0e8+vNv/Om1GfQf94Wy94mISI1EG/TzrLV54BL1WGsXAj1jX6yG7aoj9gu7f832PXVcEhER2ZtEG/TXGGOa4la3+9IY8z6wV615nwiuO7oHS+8/nmuO6h6y/w/P/UJeUNO/iIhINKIdyHe6tXaHtXYccAfwHHBaLZSrQTPGkOT1cPWR3Zl11zGl+7fnFvLp3PVYa3nki0UMvX8iO/MKGfviVOZrxT4REalCtLn3DXA+0NVae48xZh9gIDClFsrW4BljaJIeOnjv2jdmce0bs0q3b3xrNl8t3ETrrFT+fmb/ui6iiIjUI9E27z8FHIxb/hZgJ/BkTEsk5Uy6fgS/3Hokd5+yf7nXPpu3AYCiEsulL09jxIOT67p4IiJST0Sbe3+YtXawMeZXAGvtdmNMyv+3d9/hVVTpA8e/J70HUgghISSh9w4iKIiICGJfsayyiuvquq66/lQsu9iwryhix17XLgLSAtIhFOk1FQIE0khPbju/P+7kmk5COvf9PM99cufM3LnnjiPvzDlz3tME9RLldA31A2D6+dHkFpt5dfkhvNxdKDHb8PN0IybEl7WHMziZVwpAqcWKp5trS1ZZCCFEK1TfO32zUsoV0ABKqVDA1ui1EjX658XdOfDMJH66ZzQAN4+M4rHJvR0BH6DnE0u4/t2N5BaZW6qaQgghWqH6Bv25wI9AmFJqNrAOeL7RayVq5eXuSs8wf168tj//GN+NUV2D8XCt+J8yPjmbUS/E8eqyg+QWm7HaNGdKxJSeWyK5AIQQ4hxWr4x8AEqpXkBZztg4Y6x+q9WWMvI1xNy4w7y6/BC7n5zIlpRsbv/4j988vlcH0nKK6NkxgFlT+2C1afafyGNczw4V9hE9cxF+nm7seerS5q6+EEKIRlRTRr46BX2l1ILKRcZfDaC1vqLBNWwizhL0bTaNyWrDy93el3+6yMSYF1dRUGqp8TML7x1Dv4hAx3L0zEUApLwwpWkrK4QQokk1NA3vKOz59tcCr5R7/dd4iRbm4qIcAR+gnY8HW5+YwH0Xd6/xM++uSWLFvpOUmK2YLBUfzSgstXDf17+TnlvSZHUWQgjRvOr69H5H4BLsQ/VuAhYBX2mt9zZVxUTDebm78sAlPRgc1Y4QP08uf2NdhfW/7DzOLzuP4+/phrVci09iRgHxydn8vOM4Ph5uPH9N/+auuhBCiCZQp6CvtbYCS4AlSilP7MH/N6XUU1rreU1ZQdFwZX33z1/Tnz7hASRlFpBXbOH1uMNkF5rIr9QF8Nyi/US29wZgfUImJouNjUlZ9I8IxGrThPp7NvtvEEII0XB1fpDPCPZTsAf8aGAB8KHW+liT1a4ROEuf/tnYlXaaK+atP+N2E3qHsWL/ScfyoWcvI7OglDWHMrhyUATL9qXz8He7+Pkfo+nVMaApqyyEEKIOaurTr9OdvlLqU6AfsBh4Smu9p5HrJ1pA9w7+xIb4ct+E7ozqGsyLvx7Ew82Fr+KPVNiufMAH6PHEr473i3afYO3hTAD+t+Uo/7m8D+l5JYQHelNitpJTZCI80Lvpf4wQQogzquvT+zag0Fgs/wEFaK11q729kzv9+nnrtwReWnLwrD7r7qq4YmAE329PY/VD43j6l33EHThF0nOTcXGxD/g4dDKfqCCfCg8dCiGEaFwNenpfa+2itfY3XgHlXv6tOeCL+rt6cASxob6sfHCso+y/fxroeO/jUXOwNls1329PA+BodjFxB04B8J1RtudYLhPnrGHeygSKTTJFsBBCNLd6J+dpa+RO/+ytT8jE3dWFETFB/LLzOF9vOcL8W4eTX2Lmhvc3kZRReOad1OLzGSMZ0z0ErTXZhSaC/So+IKi15kB6Pr3D5bpSCCHqo0HJedoyCfpNZ2NiFgMiAzmQnse1b288q33cO74bX285SkZ+KfNvHcaEPmEAmCw2Pt2YwrOL9vP+rcO4xCgvk1tkRrlAgJd7dbsVQgin1tDkPEJUMaprML6ebgztEsTMy3rRMcCLdY9cxG2jo7moZ6hju55h/o73I2OCKuzjjZUJZOTbJwv6dttRPt2YwriXV/H8r/t5dtF+ALamZFf57kvmrGbAk8ua4mcJIcQ5q1Xd6SulUoB8wApYKl+lKKUU8DowGSgC/qK13l7bPuVOv/lorbH/J7KnBd57PI9+EQEopdiYmMVN8zex6sFxzFqwl/TcEg6ezK/TfnuHB/DElN4Mjw7is02p3DQiit7/WQLA2ocvIrfYTKd23gT5nnmW5+kfxnPd0EimDux09j9UCCFauTbRvG8E/WFa68wa1k8G7sUe9EcCr2utR9a2Twn6rdf8tUnEJ2ezbN9JOgZ4kZ5Xe8pfFwU2bR8lYLbaz9vrh0XyzVb7g4Kr/m8cIX4e+Hu5Y7LY8HCr2JBlstgcww0PPDMJd1cXXF0UQghxrjlXgv67wG9a66+M5YPAOK31iZr2KUG/dTNZbMyNO8ztY2IotVj5flsac1cmOOYCOL9rMBsSs+q1zwGRgexKy+W/fxrItUMjHeWn8ksYMTvOsXz14AjmTBtU676KTVaUQoYYCiHalLYS9JOBHOy5AN7VWr9Xaf1C4AWt9TpjOQ54RGtdY1SXoN82Ld2bTtdQX9r5eHDPF9vZnGzv1x8VG8zGpPpdBMSG+PL6DYOZOm9dlXVnmlGw36yl+Hi4Ev/4hHp9pxBCtKQGZeRrRmO01seUUh2A5UqpA1rrNfXdiVLqTuBOgKioqMauo2gGl/bt6Hj/v7+NIqugFE93V/w83Zi9aB/vr02mZ5g/OUUmThkPAtYkKbOw2oAPEPvoImJCfJkzbRDtfTxYcziDywd0ItDbPiqgoNRS6/TEQgjRlrSqp/fL8vhrrU8BPwIjKm1yDOhcbjnSKKu8n/e01sO01sNCQ0MrrxZtULCfJ36e9mvUEGM8/6iuwcQ/PoHk5yeT+NzkCqMEbhjemfsndCfEr/aH+2waEjMKuWLeei54aRWP/7iH+77+HbA/mFgmv8QM2C8Cik1Wbnp/E9tSc+pU95N5Jdz/9e8UmeTiQQjRslpN0FdK+Sql/MveAxOByjn+FwC3KrvzgNza+vPFuWmsMRxwbA/7X6UUri6Kb+4axdWDIwAY1zOU+yf0YOsTl5DywhQ+mD6MwVHt6rT/dYcziU/O5t01SY6yn34/xt+/2Ea/WUs5/4U4NiRmccN7G/l8Uypaa1bsO8mf529mW2o2H69PJs+4SAB4fvF+ftpxnOX7Tlb5rm+2HCV65iJyi81V1gkhRGNrNX36SqlY7Hf3YO92+FJrPVspdReA1vodY8jePGAS9iF7t9XWnw/Sp3+uslhtuLlWvWa12TQbk7I4v2uwY/hgeSdyi1m0y36dmHCqgH9f3gdfowVh7/Fc4pOzeeqXffWqS5CvB9mFpgplUUE+PDa5N5f2DePOz7axfN9J3rxpCFMGhLMxMYuTeSVcNTiCcS+vIiWriCX3X0BesYXYUF9HS4YQQpytNvEgX1OQoC/qa0tKNnd8stVx9/3J7SO467NtFJvrP19A+SGFL107gABvN+763J5aIuWFKQx4cil5JRY+mzGCWz6Ip1sHP1b8a2xtu6yTo9lF+Hu50c7nzLkLhBDnHgn6QtRDXomZxbtOMLpbCJ2DfLDaNEeyi1h98BR7judRUGJh1hV9GPX8ymo//9ClPXl5ae2zFX56+whu/TC+SvmZRhTURfTMRYT6e7JFRh0I4ZTaytP7QrQKAV7u3DDij5Efri6KmBBfYkJiKmx366gufLoxlbAAT07ll6I1jO/VgXsu6sbcuMOUGvkGqlNdwAe4+/Nt3HlhLKeLzXwdf4T/TO3LM7/sY1h0e/p0CqBveCDL9qXTt1MgkUHeNc4/kFFuVEOpxYpCVUlYJIRwLnKnL0QDFZksuLooPN0qJvB5d3UiX8UfISWrqMbPvnTdAB7+bleDvn/lg2MJ8ffkxV8PcMXATmQWmLjnS3sXwjWDI3h12iAuf2MtucVm1jx0EUUmqyN1sRDi3CTN+0K0EJPFRmJGAZe9vhaA7f++hHdXJ9K1gx/XD+vM7rRcrFpz1Zvrz/o72vm4c7qo+hEAD0zowZwVhwBYP3M8D3y9g/iUbJKfn8zuY7nc8kE8yx64kLAArwqfyy0yE+gjsxgK0RZJ874QLcTDzYXe4QH8fM9o8kssBPl68Ojk3o71/SMDAXtf/v4Teaw9nMFziw/Uvk9XF0zWP7oOagr4gCPgA2xPzSHemLUwo6CUF5ccILfYzOpDGexOy6V/ZCDXDYlk1cFTzPhkK706+nMyr4Tf/zPxrH67EKJ1kTt9IVqZ00UmRr+wkjnTBnFJnzAe/2kPX24+4lgf9+BYnvplH2sOZVT43KS+HVmyN73O3zO6WzDrE6qmNH7x2v488v3uCmUbHx1PeKB0BwjRVkjzvhBt3BebU3n8xz3se/pSUjKLiE/O4qaRXVix/yTuri5c0icMgKveXM+Oo6cb9bvfuHEwvcMDUAq6hvqxdG86sSG+dA/zR2vN7mO59I8IrDY3QhmtNd9sPcqlfTvKUEIhmpgEfSGcREZ+KU/8tJsNCVk8clkvwJ69cP7aJD7ZmAqAm4vCYtO083Hnscm9z/phwqTnJrNw9wn++dXvdPD3ZNOjF/PpxhTGdA+lWwc/RypjpRQbEjK5af5mxvfqwId/Gd44P1YIUS0J+kIIEk4V8OaqBJ6c2pcHv93J1IHhdAzwYtp7mwD458XdmRt3+Kz3/6ehkXy7LY2wAE8++ssIXll2kJUHTnHloE78vOO4Y7sPpg9jxidbiQ3x5Z8Xd+cqI31ybXKLzPh7ueHiUnNrghDCToK+EKJaR7KKuPDlVfz5vCievao/D36zk++3p1XY5rbR0Tw+uTfP/3qAD9YlN3odUl6Yws6jp+kV7s9H61O4cUSUY6ZDsAf8gU8vw8PNhd1PTiQjvxRPN1dC/T15dfkhxvUMZUhU+0avlxBtlQR9IUSNth/JoW+nAEeugbEvryI1q4jrh0VyzZBIzosNBuxzG/z4+zHS80rYkJiJ1abZlJRdYV8zxsRUuDDoEuxDai25CsqLCfElObMQgGeu7Et6XgkH0/PJL7GwOdn+Pf+5vA9PL9yHm4si7sGxjH35N8CeBfG82GCGdmnP0ewiis1WeoT5k1VQyobELKYO7ATAN1uP4uPhyuUDOp39AROilZOgL4Sos7IphEP9zzz5T2ZBKW+tSuSH39P4YPowhkS1J+bRxY71ZaMBAr3dHfMZlHUDNLZuHfz45m+jGPLMcsDegjDt3Y1sTs5m82MXExbgRfTMRQBMGRDOzEm96Bzk4/j8kwv2MjiqHVcOOnN3gxCtmQR9IUSzeWXpQXw93bhrbCxKKTYmZjG0S3ve+i2B11Yc5rVpg3h20T5iQ/yIT8lmWJf2RLb35qdy/f5nq/zFRXk3jujMJX3CuP3jP/49uGpQJ167YTBgb8WIfcx+sVI2/0FBqYX45CzG9wqrsC+rTbM5KYvzu4U0uL5CNAUJ+kKIFldqsfLdtjRuGB6Fq/FAXqnFitb2C4X565IZHt2e+bcO58v4I1w3NJJQf0+eX7yfd9ckNUmdNswczyvLDtK7YwCzF+93lC+8dwzvrE5k4a4TrH5oHF2CfR3r3lyVwMtLD/LElN7ccUGsozyroJS8EgsxIb4I0ZIk6AshWrWUzELeWZ3IrKl98fZwrbK+sNTClpRsooJ86NTOGy93V0dT/Zd/HUmf8AAGPb283t9bObthmfBAL07klgD2ORIu6tmBPcfsWQufW7yfH7YfAyBh9mW4udonMiqbKrn8TImJGQU8v3g/c28cjI9HxSSo/9tyhEe+382BZybh5W7/zXklZnzcXR37FOJsSBpeIUSrFh3iywvXDqhxva+nG+N6dqhQ9sSU3ry3Jon+EYH4e7nz5R0jScgo4D8/762w3TWDI+gc5MOve05w6GQB/7ioG/NWJQBUG/ABR8AHas1j8NWWo6w5lMHUgZ3IK7EAMOPjLcwYE8P53UJ45LtdbE3NYVtqDhd0DyU9t4SwAE/+t+UoT/y0B4CTeSV0CfbFZtMMeHIZ1w2N5O5xXdmVdpqrB0fWctSEqB+50xdCtGla6yqZAPcez6WdjwdZBaVc9/ZGFt83hm4d7NkD45OzGRYdxIAnl1Josta43x5hfgyJas/XW46eVb1GRAfRPcyPL4wUyo9e1osJfcKY9Noa7rgglrd/S3RsO21YZ569uh85hSZGPBcHgK+HK4Uma4WWBCHqSpr3hRCinIJS+115Zn4peSVmrphXcZbDsib6q99az+9HTjfqd7u6KKy2qv/2/vWCGN5fm4yXuwslZnsLxLd3jWJ4dBCbkrLo4O/Jy0sPMjImiL+MjmHRrhMM7dIeL3cXMvJL6R7m36j1FG2XBH0hhKjFLzuPU2yyMrFvGMVmq2OCofTcEo7nFvPgNzuZOrATd1wQw4Anl1X5fMcAL9Lz7F0CfcIDKCi1YLVpjp0urnddgn09yCo0OZanDAhn0a4TjmUXBf+6pAevLDtERDtvPNxcSM4srPAsgdWmHQ9LltFaM2fFYSb17UifTgH1rpdoOyToCyFEI/nrp1vRWnPtkEhOF5t5Z3Uicf8ai03DB+uSmX5+F3w83EjOLGTCq6uZM20QY3uEMvCpZYT4eZJXYsZkqf5ZgrqoaVjia9MGkZJVyLVDIrngpVV06+DHr/ddgJuL4sUlBxnXM5Qb3ttEsK8H2/59SUMOgWjlJOgLIUQLO5pdRDsfd7zcXUnMKGDHkdPM/GH3mT/YAGN7hOLp5sKyfScdZZ5uLmx9YgImi41gv9oTMBWbrOxKO83I2GDWJ2TSI8y/TkmbRMuSp/eFEKKFlc/+16tjAL06BmC22jh8qoCHJ/Wi36yljvW+Hq5smHkxFpsNi03z8YYUjmYXsSExi+xyTf9nsvpQRpWyUouNEbPjKDZbcXdVXNInjFevH0ROkYkNCVmcLjZzy3ldeH9tEi8vPQjAz/eM5ub5m+kTHsDi+y6osL/tR3L4cfsxrhsayYDI6qdYtto0c+MOc8uoLoSc4UJDNB250xdCiFZi+OwVxIT48vFt9qmHK4/rB3vwnLcygTkrDvH0lX0ZERPEidwSbvtoS5VtI9p5n9UzBWAfbfD8rweqlLu5KA4+exmfbUzh6sGRBPq4O/IlgH0Gxcj2Plz62hrOiw3i6ztHkV9i5qFvd7FkbzpTB3bijRsHn1WdRN1J874QQrRyFqsNF6XqNH1walYhUUE+jrvqnEIT7X09OF1kIr/EQn6JhR5hfpRYbKw5lEG3Dn5MnLOmyn4CvNzwcHMls6C0zvUc2qU921JziGjnTUGppcLzBRHtvCm1WMkssLdGfHnHSD7dmMqSvemObVb860K6hvphstpQKFwUFYYlaq1ZujedtJxiZoyJqdByYLVpbFrjbmxfUGrh8R938/iU3nTw96pS1w0JmXyyMYV3/jy02haIc5UEfSGEcHJHs4vwcndl4pzV5BSZefvmIUzq1xGtYewrqziabW8VuHpwBDuOnsbX05U9x/KapC4d/D05lf/Hhcb1wyJ56NJePPL9LmJDfJlvzNT4+YyRjOn+xxwH1769gd1pucy9cTAjYoJYtOs4/zaSMR2efRnuri6YrTY2JGYxtkcoPZ74FZPFxq4nJxLg5Y6zqCnoS8YHIYRwEp2DfAj19+TBiT0BGBEThDJaFtY+PN6x3cOTerLq/8ax8N4LeOjSnlX289q0QdxzUVci23tTdvM8bVjnetWlfMAH+GZrGsNnr2DlgVOOgA+wYv9JMgtKKbVY2Xs8l22pOZisNu76fBtDnlleIXPihsQsFuw8zvtrk5j+YTyrDp6i7N7+s42p7Eo7XW1dtNaYrTYOpNd8gWOzacpukuvzTEVrI3f6QgjhhMxWm6OJvMyryw5y6GQB79wytEJ5wqkCfDxcMVttlFps9CiXBCin0ITZZqODvxdfbE7lqV/2YbLYmDW1D0/9ss+x3WOTe/Hc4qrPCNSFh5tLnYY4lp8vAeCRSb2YG3eYYvMfmRfL5zIo65r4aF2y40LjtWmDuGpwxamVTRYbPZ74lfsu7s6kfh257PW1vHzdAP5UxwudE7nFpOUUMzw6qE7bNwZp3hdCCNGsznsuzpGw6PDsy1iw4zgPfrsTgLduHsLfv9heYfu+nQLYe7zxuhNGxAQRn5xdoezyAeFkF5rYkJhV7WcuHxBObrGZAZGB3D46hmA/zwoPKk7pH86i3SeYMiCcZ67sx7dbjzJjTEytqZKHPLOc7EJThQuOptbqh+wppToDnwJhgAbe01q/XmmbccDPQFnbzw9a66ebsZpCCCHqaM3DF7H6UAbbj+Tg7urCtUMjOZlfwktLDjKxT5hju1lT+3Db6Bi01mQWmFi8+wSzFtj76cvmIADoHORNidlGhtE1MDiqXa0pkisHfICF5TIbVqds/drDmby5KhHfSjM+LtptX5+eW8KQZ+yzOm5NzeG1aYNYsiedTu28GdU1uMJnyroDcgpNuLgoAr1b7tmCVnOnr5QKB8K11tuVUv7ANuAqrfW+ctuMA/5Pa315Xfcrd/pCCNE6FZksvP1bIvdc1M0xtXCZg+n5uCjoHuaP2WpjzvJD3DQyivBAb7o+tpiIdt7Mnz6MWz7Y7BgpUNmkvh0rjBo4LzaITUlVLwQAugT74KoUSZmFdap75SmZB3Zux86jpwGIDfUlKaOQZQ9cSHsfD4bPXgHAsC7t2Zqaw8FnJ+HpVnX66MbU5pr3lVI/A/O01svLlY1Dgr4QQji1hFMFBHi50SHAPkTv+21p/PvnPRSZrOycNZEvNqeiUPztwlhiH1sMwMJ7x9AvIpCdR0+zOTmLO8bE8sA3O/h5x3EAbh4ZxU0jo5gydx0A7/x5KIt3n2DBzuNN+luWP3Bhk0yU1KaCvlIqGlgD9NNa55UrHwd8D6QBx7FfAOytZhcOEvSFEOLcZ7baKDFb8a80LK/EbMXD1aXG3AcpmYV8vz2N6edHOzIFFpks+Hi4YbNpfvj9GF9uTqXEbGPfiTz+Pq4rbxnTInfv4Md3d5/PwKeqTsBUH89c2ZdbRkU3aB+VtZmgr5TyA1YDs7XWP1RaFwDYtNYFSqnJwOta6+7V7ONO4E6AqKiooampqc1QcyGEEOcqs9WG2WrDx8ON3Wm53PHpFv52YVduHxPDnmO5XP7Gugrbf3fXKK57Z6Nj+YLuIaw9nMk1QyJIzCh0dAWUOfDMpCpdHA3RJoK+UsodWAgs1Vq/WoftU4BhWuvMmraRO30hhBBNbf7aJNr5eDC5f0fScorpEeZPidnK5NfXMiImiBeuHUCxyYq38WDgsr3p/LzjuOPBwI9vG864nh0arT6tPugre37ET4BsrfX9NWzTETiptdZKqRHAd0AXXcuPkKAvhBCipdhsGqWoMQVwqcVK4qlCeof7N2qa4FY/ZA8YDdwC7FZK7TDKHgOiALTW7wDXAXcrpSxAMXBDbQFfCCGEaElnmkfB082VPp0Cmqk2rSjoa63XAbUeHa31PGBe89RICCGEOLdI7n0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSUjQF0IIIZyEBH0hhBDCSbSqoK+UmqSUOqiUSlBKzaxmvadS6n/G+s1KqegWqKYQQgjRJrWaoK+UcgXeBC4D+gA3KqX6VNpsBpCjte4GzAFebN5aCiGEEG1Xqwn6wAggQWudpLU2AV8DV1ba5krgE+P9d8DFSinVjHUUQggh2iy3lq5AORHA0XLLacDImrbRWluUUrlAMJBZfiOl1J3AncZigVLqYCPXNaTyd4p6k2PYcHIMG06OYeOQ49hwjX0Mu1RX2JqCfqPRWr8HvNdU+1dKbdVaD2uq/TsDOYYNJ8ew4eQYNg45jg3XXMewNTXvHwM6l1uONMqq3UYp5QYEAlnNUjshhBCijWtNQX8L0F0pFaOU8gBuABZU2mYBMN14fx2wUmutm7GOQgghRJvVapr3jT76fwBLAVfgQ631XqXU08BWrfUC4APgM6VUApCN/cKgJTRZ14ETkWPYcHIMG06OYeOQ49hwzXIMldwoCyGEEM6hNTXvCyGEEKIJSdAXQgghnIQE/Xo4U5pgYaeU6qyUWqWU2qeU2quUus8oD1JKLVdKHTb+tjfKlVJqrnFcdymlhrTsL2g9lFKuSqnflVILjeUYIwV1gpGS2sMolxTVNVBKtVNKfaeUOqCU2q+UGiXnYv0opR4w/l/eo5T6SinlJedi7ZRSHyqlTiml9pQrq/d5p5Sabmx/WCk1vbrvqg8J+nVUxzTBws4CPKi17gOcB9xjHKuZQJzWujsQZyyD/Zh2N153Am83f5VbrfuA/eWWXwTmGKmoc7CnpgZJUV2b14ElWutewEDsx1POxTpSSkUA/wSGaa37YX/Q+gbkXDyTj4FJlcrqdd4ppYKAWdgT1Y0AZpVdKJwtCfp1V5c0wQLQWp/QWm833udj/0c2gopplD8BrjLeXwl8qu02Ae2UUuHNW+vWRykVCUwB5hvLChiPPQU1VD2GkqK6EqVUIHAh9pE/aK1NWuvTyLlYX26At5EfxQc4gZyLtdJar8E+yqy8+p53lwLLtdbZWuscYDlVLyTqRYJ+3VWXJjiiherSZhhNe4OBzUCY1vqEsSodCDPey7Gt3mvAw4DNWA4GTmutLcZy+eNUIUU1UJai2tnFABnAR0Y3yXyllC9yLtaZ1voY8ApwBHuwzwW2Iefi2ajvedfo56MEfdFklFJ+wPfA/VrrvPLrjKRKMl60Bkqpy4FTWuttLV2XNs4NGAK8rbUeDBTyR5MqIOfimRjNyVdiv4DqBPjSwLtN0XLnnQT9uqtLmmBhUEq5Yw/4X2itfzCKT5Y1lRp/TxnlcmyrGg1coZRKwd6VNB5733Q7o4kVKh4nSVFdvTQgTWu92Vj+DvtFgJyLdTcBSNZaZ2itzcAP2M9PORfrr77nXaOfjxL0664uaYIFjr7nD4D9WutXy60qn0Z5OvBzufJbjSdYzwNyyzWBOSWt9aNa60itdTT2c22l1vpmYBX2FNRQ9RhKiupKtNbpwFGlVE+j6GJgH3Iu1scR4DyllI/x/3bZMZRzsf7qe94tBSYqpdobLS4TjbKzp7WWVx1fwGTgEJAIPN7S9WmtL2AM9marXcAO4zUZe79eHHAYWAEEGdsr7CMjEoHd2J8SbvHf0VpewDhgofE+FogHEoBvAU+j3MtYTjDWx7Z0vVvLCxgEbDXOx5+A9nIu1vsYPgUcAPYAnwGeci6e8Zh9hf0ZCDP2FqcZZ3PeAbcbxzIBuK2h9ZI0vEIIIYSTkOZ9IYQQwklI0BdCCCGchAR9IYQQwklI0BdCCCGchAR9IYQQwklI0BdC1EopZVVK7Sj3arQZJpVS0eVnIRNCNC23M28ihHByxVrrQS1dCSFEw8mdvhDirCilUpRSLymldiul4pVS3YzyaKXUSmNe8DilVJRRHqaU+lEptdN4nW/sylUp9b4xX/sypZR3i/0oIc5xEvSFEGfiXal5f1q5dbla6/7APOyzAgK8AXyitR4AfAHMNcrnAqu11gOx57/fa5R3B97UWvcFTgPXNumvEcKJSUY+IUStlFIFWmu/aspTgPFa6yRjgqV0rXWwUioTCNdam43yE1rrEKVUBhCptS4tt49o7POFdzeWHwHctdbPNsNPE8LpyJ2+EKIhdA3v66O03Hsr8qyREE1Ggr4QoiGmlfu70Xi/AfvMgAA3A2uN93HA3QBKKVelVGBzVVIIYSdX1EKIM/FWSu0ot7xEa102bK+9UmoX9rv1G42ye4GPlFIPARnAbUb5fcB7SqkZ2O/o78Y+C5kQoplIn74Q4qwYffrDtNaZLV0XIUTdSPO+EEII4STkTl8IIYRwEnKnL4QQQjgJCfpCCCGEk5CgL4QQQjgJCfpCCCGEk5CgL4QQQjiJ/wcy3HdgmMRqlgAAAABJRU5ErkJggg==",
670 "text/plain": [
671 "<Figure size 576x864 with 2 Axes>"
672 ]
673 },
674 "metadata": {
675 "needs_background": "light"
676 },
677 "output_type": "display_data"
678 }
679 ],
680 "source": [
681 "import matplotlib.pyplot as plt\n",
682 "\n",
683 "def plot_history(history):\n",
684 " hist = pd.DataFrame(history.history)\n",
685 " hist['epoch'] = history.epoch\n",
686 "\n",
687 " plt.figure(figsize=(8,12))\n",
688 "\n",
689 " plt.subplot(2,1,1)\n",
690 " plt.xlabel('Epoch')\n",
691 " plt.ylabel('Mean Abs Error [MPG]')\n",
692 " plt.plot(hist['epoch'], hist['mae'],\n",
693 " label='Train Error')\n",
694 " plt.plot(hist['epoch'], hist['val_mae'],\n",
695 " label = 'Val Error')\n",
696 " plt.ylim([0,5])\n",
697 " plt.legend()\n",
698 "\n",
699 " plt.subplot(2,1,2)\n",
700 " plt.xlabel('Epoch')\n",
701 " plt.ylabel('Mean Square Error [$MPG^2$]')\n",
702 " plt.plot(hist['epoch'], hist['mse'],\n",
703 " label='Train Error')\n",
704 " plt.plot(hist['epoch'], hist['val_mse'],\n",
705 " label = 'Val Error')\n",
706 " plt.ylim([0,20])\n",
707 " plt.legend()\n",
708 " plt.show()\n",
709 "\n",
710 "plot_history(history)"
711 ]
712 },
713 {
714 "cell_type": "code",
715 "execution_count": 31,
716 "metadata": {},
717 "outputs": [
718 {
719 "name": "stdout",
720 "output_type": "stream",
721 "text": [
722 "\n",
723 "...................................................................."
724 ]
725 },
726 {
727 "data": {
728 "image/png": 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",
729 "text/plain": [
730 "<Figure size 576x864 with 2 Axes>"
731 ]
732 },
733 "metadata": {
734 "needs_background": "light"
735 },
736 "output_type": "display_data"
737 }
738 ],
739 "source": [
740 "model = build_model()\n",
741 "\n",
742 "# patience 매개변수는 성능 향상을 체크할 에포크 횟수입니다\n",
743 "early_stop = keras.callbacks.EarlyStopping(monitor='val_loss', patience=10)\n",
744 "\n",
745 "history = model.fit(normed_train_data, train_labels, epochs=EPOCHS,\n",
746 " validation_split = 0.2, verbose=0, callbacks=[early_stop, PrintDot()])\n",
747 "\n",
748 "plot_history(history)"
749 ]
750 },
751 {
752 "cell_type": "code",
753 "execution_count": 32,
754 "metadata": {},
755 "outputs": [
756 {
757 "name": "stdout",
758 "output_type": "stream",
759 "text": [
760 "3/3 - 0s - loss: 6.6843 - mae: 2.0619 - mse: 6.6843 - 17ms/epoch - 6ms/step\n",
761 "테스트 세트의 평균 절대 오차: 2.06 MPG\n"
762 ]
763 }
764 ],
765 "source": [
766 "loss, mae, mse = model.evaluate(normed_test_data, test_labels, verbose=2)\n",
767 "\n",
768 "print(\"테스트 세트의 평균 절대 오차: {:5.2f} MPG\".format(mae))"
769 ]
770 },
771 {
772 "cell_type": "code",
773 "execution_count": 33,
774 "metadata": {},
775 "outputs": [
776 {
777 "data": {
778 "image/png": 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",
779 "text/plain": [
780 "<Figure size 432x288 with 1 Axes>"
781 ]
782 },
783 "metadata": {
784 "needs_background": "light"
785 },
786 "output_type": "display_data"
787 }
788 ],
789 "source": [
790 "test_predictions = model.predict(normed_test_data).flatten()\n",
791 "\n",
792 "plt.scatter(test_labels, test_predictions)\n",
793 "plt.xlabel('True Values [MPG]')\n",
794 "plt.ylabel('Predictions [MPG]')\n",
795 "plt.axis('equal')\n",
796 "plt.axis('square')\n",
797 "plt.xlim([0,plt.xlim()[1]])\n",
798 "plt.ylim([0,plt.ylim()[1]])\n",
799 "_ = plt.plot([-100, 100], [-100, 100])"
800 ]
801 },
802 {
803 "cell_type": "code",
804 "execution_count": 34,
805 "metadata": {},
806 "outputs": [
807 {
808 "data": {
809 "image/png": 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",
810 "text/plain": [
811 "<Figure size 432x288 with 1 Axes>"
812 ]
813 },
814 "metadata": {
815 "needs_background": "light"
816 },
817 "output_type": "display_data"
818 }
819 ],
820 "source": [
821 "error = test_predictions - test_labels\n",
822 "plt.hist(error, bins = 25)\n",
823 "plt.xlabel(\"Prediction Error [MPG]\")\n",
824 "_ = plt.ylabel(\"Count\")"
] 247 825 ]
} 248 826 }
], 249 827 ],
"metadata": { 250 828 "metadata": {
"interpreter": { 251 829 "interpreter": {
"hash": "80dbe1014b4652684caa329d41db00af3ae439be86b11eab7e35b518e5d8ab1a" 252 830 "hash": "80dbe1014b4652684caa329d41db00af3ae439be86b11eab7e35b518e5d8ab1a"
}, 253 831 },
"kernelspec": { 254 832 "kernelspec": {
"display_name": "Python 3.7.9 64-bit ('venv': venv)", 255 833 "display_name": "Python 3.7.9 64-bit ('venv': venv)",
"language": "python", 256 834 "language": "python",
"name": "python3" 257 835 "name": "python3"
}, 258 836 },
"language_info": { 259 837 "language_info": {
"codemirror_mode": { 260 838 "codemirror_mode": {
"name": "ipython", 261 839 "name": "ipython",
"version": 3 262 840 "version": 3
}, 263 841 },
"file_extension": ".py", 264 842 "file_extension": ".py",
"mimetype": "text/x-python", 265 843 "mimetype": "text/x-python",
"name": "python", 266 844 "name": "python",
"nbconvert_exporter": "python", 267 845 "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", 268 846 "pygments_lexer": "ipython3",
"version": "3.7.9" 269 847 "version": "3.7.9"
}, 270 848 },
"orig_nbformat": 4 271 849 "orig_nbformat": 4
}, 272 850 },
"nbformat": 4, 273 851 "nbformat": 4,
"nbformat_minor": 2 274 852 "nbformat_minor": 2
} 275 853 }
276 854