tuto_2_diar_bic.ipynb 283 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Diarization for ASR\n",
    "===================\n",
    "\n",
    "This script performs a BIC diarization (ussally for ASR decoding)\n",
    "\n",
    "The proposed diarization system was inspired by the\n",
    "system [1] which won the RT'04 fall evaluation\n",
    "and the ESTER1 evaluation. It was developed during the ESTER2\n",
    "evaluation campaign for the transcription with the goal of minimizing\n",
    "word error rate.\n",
    "\n",
    "Automatic transcription requires accurate segment boundaries. Segment\n",
    "boundaries have to be set within non-informative zones such as filler\n",
    "words.\n",
    "\n",
    "Speaker diarization needs to produce homogeneous speech segments;\n",
    "however, purity and coverage of the speaker clusters are the main\n",
    "objectives here. Errors such as having two distinct clusters (i.e.,\n",
    "detected speakers) corresponding to the same real speaker, or\n",
    "conversely, merging segments of two real speakers into only one cluster,\n",
    "get heavier penalty in the NIST time-based diarization metric than\n",
    "misplaced boundaries.\n",
    "\n",
    "The system is composed of acoustic BIC segmentation followed with BIC\n",
    "hierarchical clustering. Viterbi decoding is performed to adjust the\n",
    "segment boundaries.\n",
    "\n",
    "Music and jingle regions are not removed but a speech activity\n",
    "diarization could be load before to segment and cluster the show.\n",
    "\n",
    "Optionally, long segments are cut to be shorter than 20 seconds.\n",
    "\n",
    "[1] C. Barras, X. Zhu, S. Meignier, and J. L. Gauvain, “Multistage speaker diarization of broadcast news,” IEEE Transactions on Audio, Speech, and Language Processing, vol. 14, no. 5, pp. 1505–1512, Sep. 2006.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Import theano\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Can not use cuDNN on context None: Disabled by dnn.enabled flag\n",
      "Mapped name None to device cuda: GeForce GTX TITAN X (0000:03:00.0)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "__license__ = \"LGPL\"\n",
    "__author__ = \"Sylvain Meignier\"\n",
    "__copyright__ = \"Copyright 2015-2016 Sylvain Meignier\"\n",
    "__license__ = \"LGPL\"\n",
    "__maintainer__ = \"Sylvain Meignier\"\n",
    "__email__ = \"sidekit@univ-lemans.fr\"\n",
    "__status__ = \"Production\"\n",
    "__docformat__ = 'reStructuredText'\n",
    "\n",
    "import argparse\n",
    "import logging\n",
    "import matplotlib\n",
    "import copy\n",
    "import os\n",
    "\n",
    "from matplotlib import pyplot as plot\n",
    "from s4d.utils import *\n",
    "from s4d.diar import Diar\n",
    "from s4d import viterbi, segmentation\n",
    "from s4d.clustering import hac_bic\n",
    "from sidekit.sidekit_io import init_logging\n",
    "from s4d.gui.dendrogram import plot_dendrogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BIC diarization\n",
    "===============\n",
    "\n",
    "Arguments, variables and logger\n",
    "-------------------------------\n",
    "\n",
    "Set the logger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "loglevel = logging.INFO\n",
    "init_logging(level=loglevel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the input audio or mfcc file and the speech activity detection file (optional)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = 'data'\n",
    "show = '20041008_1800_1830_INFO_DGA'\n",
    "input_show = os.path.join(data_dir, 'audio', show + '.wav')\n",
    "input_sad = os.path.join(data_dir, 'sad', show + '.sad.seg')\n",
    "#input_sad = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Size of left or right windows (step 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "win_size=250"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Threshold for: \n",
    "* Linear segmentation (step 3) \n",
    "* BIC HAC (step 4) \n",
    "* Viterbi (step 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "thr_l = 2\n",
    "thr_h = 3\n",
    "thr_vit = -250"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If ``save_all`` is ``True`` then all produced diarization are saved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_all = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prepare various variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "wdir = os.path.join('out', show)\n",
    "\n",
    "if not os.path.exists(wdir):\n",
    "    os.makedirs(wdir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 1: MFCC\n",
    "-------------\n",
    "\n",
    "Extract and load the MFCC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:17,143 - INFO - Make MFCC\n",
      "2018-06-11 10:46:17,144 - INFO - data/audio ## 20041008_1800_1830_INFO_DGA ## .wav\n",
      "2018-06-11 10:46:17,145 - INFO - --------------------\n",
      "2018-06-11 10:46:17,145 - INFO - \t show: empty keep_all_features: True\n",
      "\t audio_filename_structure: data/audio/20041008_1800_1830_INFO_DGA.wav  \n",
      "\t feature_filename_structure: {}  \n",
      "\t pre-emphasis: 0.97 \n",
      "\t lower_frequency: 133.3333  higher_frequency: 6855.4976 \n",
      "\t sampling_frequency: 16000 \n",
      "\t filter bank: 40 filters of type log\n",
      "\t ceps_number: 13 \n",
      "\t window_size: 0.025 shift: 0.01 \n",
      "\t vad: None  snr: None \n",
      "\n",
      "2018-06-11 10:46:17,146 - INFO - --------------------\n",
      "2018-06-11 10:46:17,147 - INFO - \t show: empty \n",
      "\n",
      "\t input_feature_filename: empty \n",
      "\n",
      "\t feature_filename_structure: {} \n",
      "\t  \n",
      "\t  \n",
      "\n",
      "\t Post processing options: \n",
      "\t\t mask: None  \n",
      "\t\t feat_norm: None \n",
      "\t\t dct_pca: False, dct_pca_config: (12, 12, None) \n",
      "\t\t sdc: False, sdc_config: (1, 3, 7) \n",
      "\t\t delta: False, double_delta: False, delta_filter: [ 0.25  0.5   0.25  0.   -0.25 -0.5  -0.25] \n",
      "\t\t rasta: False \n",
      "\t\t keep_all_features: True \n",
      "\n",
      "2018-06-11 10:46:21,768 - INFO - process part : 0.000000 1822.912125 1822.912125\n",
      "2018-06-11 10:46:24,513 - INFO - no vad\n",
      "2018-06-11 10:46:24,518 - INFO - !! size of signal cep: 0.000050 len 13 type size 4\n",
      "2018-06-11 10:46:24,602 - INFO - [ True  True  True ...,  True  True  True]\n"
     ]
    }
   ],
   "source": [
    "logging.info('Make MFCC')\n",
    "\n",
    "if save_all:\n",
    "    fe = get_feature_extractor(input_show, type_feature_extractor='basic')\n",
    "    mfcc_filename = os.path.join(wdir, show + '.mfcc.h5')\n",
    "    fe.save(show, output_feature_filename=mfcc_filename)\n",
    "    fs = get_feature_server(mfcc_filename, feature_server_type='basic')\n",
    "else:\n",
    "    fs = get_feature_server(input_show, feature_server_type='basic')\n",
    "    \n",
    "cep, _ = fs.load(show)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(182289, 14)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cep.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 2: Initialization\n",
    "------\n",
    "\n",
    "The initial diarization is loaded from a speech activity detection\n",
    "diarization (SAD) or a segment is created from the first to the last\n",
    "MFCC feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:30,818 - INFO - Check initial segmentation\n"
     ]
    }
   ],
   "source": [
    "logging.info('Check initial segmentation')\n",
    "\n",
    "if input_sad is not None:\n",
    "    init_diar = Diar.read_seg(input_sad)\n",
    "    init_diar.pack(50)\n",
    "else:\n",
    "    init_diar = segmentation.init_seg(cep, show)\n",
    "\n",
    "if save_all:\n",
    "    init_filename = os.path.join(wdir, show + '.i.seg')\n",
    "    Diar.write_seg(init_filename, init_diar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 3: Gaussian Divergence segmentation\n",
    "----------------------------------------\n",
    "\n",
    "First segmentation: Segment each segment of ``init_diar`` using the\n",
    "Gaussian Divergence method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:30,828 - INFO - Gaussian Divergence segmentation\n"
     ]
    }
   ],
   "source": [
    "logging.info('Gaussian Divergence segmentation')\n",
    "\n",
    "seg_diar = segmentation.segmentation(cep, init_diar, win_size)\n",
    "\n",
    "if save_all:\n",
    "    seg_filename = os.path.join(wdir, show + '.s.seg')\n",
    "    Diar.write_seg(seg_filename, seg_diar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 4: linear BIC segmentation\n",
    "-------------------------------\n",
    "\n",
    "This segmentation over the signal fuses consecutive segments of the same\n",
    "speaker from the start to the end of the record. The measure employs the\n",
    "$\\Delta BIC$ based on Bayesian Information Criterion , using full\n",
    "covariance Gaussians (see class ``gauss.GaussFull``)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:31,246 - INFO - Linear BIC, alpha: 2.000000\n"
     ]
    }
   ],
   "source": [
    "logging.info('Linear BIC, alpha: %f', thr_l)\n",
    "\n",
    "bicl_diar = segmentation.bic_linear(cep, seg_diar, thr_l, sr=False)\n",
    "\n",
    "if save_all:\n",
    "    bicl_filename = os.path.join(wdir, show + '.l.seg')\n",
    "    Diar.write_seg(bicl_filename, bicl_diar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 5: BIC HAC\n",
    "---------------\n",
    "\n",
    "Perform a BIC HAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:31,374 - INFO - BIC HAC, alpha: 3.000000\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logging.info('BIC HAC, alpha: %f', thr_h)\n",
    "\n",
    "bic = hac_bic.HAC_BIC(cep, bicl_diar, thr_h, sr=False)\n",
    "bich_diar = bic.perform(to_the_end=True)\n",
    "\n",
    "if save_all:\n",
    "    bichac_filename = os.path.join(wdir, show + '.h.seg')\n",
    "    Diar.write_seg(bichac_filename, bich_diar)\n",
    "    \n",
    "link, data = plot_dendrogram(bic.merge, 0, size=(25,6), log=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Step 5: re-segmentation\n",
    "-----------------------\n",
    "\n",
    "Viterbi decoding \n",
    "* HMM is trained: one GMM per speaker, GMM has 8 component with diagonal covariance matrix. Only a penalty between state\n",
    "is fixed. \n",
    "* Emission is computed: likelyhood for each feature \n",
    "* a Viterbi decoding is performed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:32,506 - INFO - Viterbi decoding, penalties: -250.000000\n"
     ]
    }
   ],
   "source": [
    "logging.info('Viterbi decoding, penalties: %f', thr_vit)\n",
    "vit_diar = viterbi.viterbi_decoding(cep, bich_diar, thr_vit)\n",
    "\n",
    "if save_all:\n",
    "    vit_filename = os.path.join(wdir, show + '.d.seg')\n",
    "    Diar.write_seg(vit_filename, vit_diar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the diarization error rate\n",
    "----------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2018-06-11 10:46:41,697 - INFO - append collar\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------------------------+--------+------+--------+-------+------+--------+--------+-----------+\n",
      "| show                        | type   |   fa |   miss |   sns |   fa |   miss |   conf |   speaker |\n",
      "|-----------------------------+--------+------+--------+-------+------+--------+--------+-----------|\n",
      "| 20041008_1800_1830_INFO_DGA | rate   | 0.19 |   0.45 |  0.64 | 0.19 |   1.01 |  12.12 |     13.33 |\n",
      "+-----------------------------+--------+------+--------+-------+------+--------+--------+-----------+\n",
      "uem from ref\n",
      "100\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABwAAAAGoCAYAAABBiPGmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XlYVnX+//HnDSiLaEqiZS6UW2myCI5ElhaZWmbmlksuaOKkpplptpimY9nPGmcYmynm65bDuIyZlLaaHYVAFO1GcSGQIBQxBEFQQZDz+4PLk3cImqWWvR7X1XX1Pp+zfM653/d91Xnz+XxspmmaiIiIiIiIiIiIiIiIiMh1welad0BEREREREREREREREREfj0qAIqIiIiIiIiIiIiIiIhcR1QAFBEREREREREREREREbmOqAAoIiIiIiIiIiIiIiIich1RAVBERERERERERERERETkOqICoIiIiIiIiIiIiIiIiMh1RAVAERERERER+UMaMmQI69evB2DZsmV06dLlil/TNE3CwsJo0KABf/rTn6749QSOHj3KHXfcQWlp6bXuioiIiIjIVaMCoIiIiIiIiPzh7N69m6SkJB599NFf7ZwZGRnYbDbKy8ur3Sc2NpYvvviCQ4cOsX379l/t2lfKmjVrCAkJwcPDg27dulVp37x5Mx07dqRevXrcdtttREZGWm0bN26kS5cu1K9fn5tuuomxY8dSVFRktU+fPp1mzZpRr149WrRowbx586rtx5EjR+jTpw9NmjTBZrORkZFRZZ9NmzbRsWNH6tSpQ7NmzVizZg0AjRs35r777nPom4iIiIjI9U4FQBEREREREfnDeffddxk2bBg2m+2qXjczMxMfHx/q1KlzwfaaiofXgpeXF8888wwzZsyo0lZWVsZjjz3GuHHjKCwsZPXq1Tz77LMkJSUBUFhYyMsvv0x2djb79+/n0KFDTJs2zTp+zJgxHDhwgBMnThAXF8d///tf1q1bd8F+ODk50bNnT95///0Ltu/bt4+hQ4cyb948CgsLsdvtBAYGWu3Dhg3j3Xff/SWPQkRERETkd0UFQBEREREREfnD+eSTT+jatWu17ZMnT7ZGpwUGBhITE2O1bd++naCgIOrVq0fjxo159tlnAbj33nsBqF+/Pp6ensTHxzucc/HixTz55JPEx8fj6enJrFmzMAyDpk2b8sYbb3DTTTcRFhbG8ePH6d27N97e3jRo0IDevXtz6NAh6zzdunXj5ZdfJiQkBE9PTx555BHy8vIYNmwY9erVo1OnTg4j5A4cOED37t3x8vKibdu21si4S/HAAw8waNAgmjRpUqUtPz+fEydOMHz4cGw2G506deKOO+5g3759AAwdOpSePXvi4eFBgwYNGDt2LF9//bV1fNu2bR0KoU5OTqSlpV2wH40bN2b8+PF06tTpgu1/+ctfGDduHL169cLFxYUbb7yRli1bWu2dO3cmPT2dzMzMS753EREREZHfMxUARURERERE5A/l5MmTfPfdd7Rt27bafTp16oTdbic/P5+hQ4cycOBASkpKgMri4OTJkzlx4gQHDx5k0KBBAGzduhWAgoICiouLueuuuxzOOWbMGN555x3uuusuiouLefXVVwHIyckhPz+fzMxMIiMjqaioICwsjMzMTL7//nvc3d2ZOHGiw7lWrVrFihUrOHz4MAcPHuSuu+4iLCyM/Px87rjjDuvcJ0+epHv37gwdOpQffviBlStXMn78ePbu3QvAf//7X3x9fS/rOTZu3JghQ4awdOlSzp49S3x8PJmZmdWupbh161bat2/vsG3+/Pl4enrStGlTTp48ydChQy+rL9u2bQOgQ4cO3HzzzTzxxBPk5+db7S4uLrRq1coanSgiIiIicr1TAVBERERERET+UAoKCgCoW7dutfs88cQT3Hjjjbi4uDB16lRKS0tJSUkBoFatWqSlpXHs2DE8PT0JDg7+Rf1xcnLi1VdfxdXVFXd3d2688Ub69++Ph4cHdevW5aWXXmLLli0Ox4SFhdGyZUtuuOEGevXqRcuWLXnggQdwcXFh4MCBfPPNNwBs2LABHx8fwsLCcHFxoWPHjvTv35+1a9cClaP0du/efdl9HzJkCHPmzMHV1ZV77rmHefPm0axZsyr7ffHFFyxfvpw5c+Y4bJ8xYwZFRUXs2rWL4cOHc8MNN1xWPw4dOsSKFSt4//33SU1N5fTp0zz99NMO+9StW9f67EVERERErncqAIqIiIiIiMgfSv369QEoKiqqdp+33nqLO+64gxtuuIH69etTWFjIsWPHgMqpPL/99ltuv/12OnXqxIYNG35Rf7y9vXFzc7PiU6dOMW7cOFq0aEG9evW49957KSgo4OzZs9Y+jRs3tv7d3d29SlxcXAxUrjmYkJBA/fr1rX+ioqLIycn5RX2GyqlFH3/8cd577z3OnDnD3r17+X//7/+xceNGh/22bdvG0KFDWbt2LW3atKlyHpvNRkBAAO7u7syaNeuy+uLu7k5YWBht2rTB09OTF198kY8//thhn6KiIuuzFxERERG53rlc6w6IiIiIiIiIXE116tShZcuWfPvtt3h7e1dpj4mJ4Y033uDLL7+kffv2ODk50aBBA0zTBKB169asXLmSiooK1q1bx4ABA8jLy8Nms11Wf3563FtvvUVKSgoJCQncdNNN2O12AgICrOv/HM2aNaNr16588cUXl9W3miQnJ9O2bVt69OgBVK7p9/DDD/PJJ5/w8MMPA/DNN9/Qp08flixZQmhoaI3nKy8v5+DBg5fVF19f3xqff3l5OWlpafj5+V3W+UVEREREfm80AlBERERERET+cB566KEq02qeU1RUhIuLC97e3pSXlzNnzhxOnDhhtf/nP/8hNzcXJycna0SZs7Mz3t7eODk5kZ6e/ov6VlRUhLu7O/Xr1yc/P99az+9y9O7dm2+//ZYVK1ZQVlZGWVkZO3bsYP/+/Zd0/NmzZykpKaG8vJyKigpKSkooKysDICAggNTUVDZv3oxpmhw8eJANGzZYRbbk5GR69uzJP/7xDx555BGH81ZUVPDuu+9y/PhxTNNk+/btvP322zUWCUtKSigtLQWgtLTUWpMRKqdEXbp0Kenp6Zw6dYo33niD3r17W+3bt2/Hx8eHFi1aXNqDExERERH5nVMBUERERERERP5wwsPDiYqKuuCouh49etCrVy/atGlDixYtcHNzc1jX7tNPP6V9+/Z4enoyefJkVq1ahZubGx4eHrz00kvcfffd1K9fn23btl1W35555hlOnz5Nw4YNCQ4OpmfPnpd9n3Xr1uXzzz9n1apVNGnShJtuuonnn3/eKqRFRUXRvn37ao9fsWIF7u7uPPXUU8TExODu7s7YsWMBaNmyJUuWLGHSpEnUq1ePrl270r9/f8aMGQNUjmTMzc1lzJgxeHp64unp6XCtDz74gJYtW1K3bl2eeOIJnn76aYd1+zw9PYmJibFid3d3PD09Abj99ttxd3e32kaPHs2IESPo3LkzLVq0wNXVlYiICKs9KiqKP//5z5f9HEVEREREfm9s5uXMISIiIiIiIiLyOzd06FAGDRpE3759r3VX5Ar64Ycf6Nq1K998843DWosiIiIiItczFQBFREREREREREREREREriOaAlRERERERERERERERETkOqICoIiIiIiIiIiIiIiIiMh1RAVAERERERERERERERERkeuIy7XugIj8tt1www20aNGC2rVrA1BUVISrqyu1a9fGNE2Ki4svGru5uVGrVq0qcUVFBSdPnqwSu7u74+LiUiU+e/Ysp06dqhJ7eHjg7OxMeXk5p0+frhLXqVMHJyenKnFZWRklJSVVYk9PT2w2W5X4zJkzlJaWXjSuW7cuQJW4tLSUM2fOOMRlZWV4enpeMC4pKaG8vNwhPnv2LHXq1LlgfPr0aSoqKhxi0zTx8PC4YHzq1CkAh9hms+Hu7n7B+OTJkzg5OTnEzs7OuLm5XTAuLi7GxcXFIa5Vqxaurq4XjIuKiqhdu7ZDfC6XlHvKPeWeck+5p9xT7in3lHvKPeWeck+5p9xT7in3rmbu5Rflk2PLAcDLyQsnmxPHzh77McaJYxWV8Y1ONwKQV5EHQEOnhlRQQX5FfmXs3JAK88fY29mbcrOc4xXHAWjk3Igz5hkKKgqsuNQspbCiEIDGzo0pMUsc4tPmaU5UnADgJuebOGWesuKbnW+m2Cym/Fg5AM2aNFPu/Y5yT797yr2L5V5GRgbHjlX+/tTEZpqmedG9ROQPKygoiMTExGvdDRERERERERERkasmKCiIneE7r3U3fpHAyEAAvdsTuc5c6jt7TQF6DdlsNqZOnWrFb775JrNnz67xmPXr17Nv3z4rHjVqFB4eHhQVFVnbJk+ejM1mu2gF+LXXXrtoH0eNGsXatWsvup9cOSkpKXTr1g1/f3/uuOMOwsPDAfjiiy8IDAykQ4cOBAYGsnnzZuuYbt260bZtW/z9/fH39+eHH34AYOvWrXTs2BEXFxd9riIiIiIiIiIiIiIi1ykVAK8hV1dX1q1bd0lDNc/5aQEQoFWrVkRHRwNQUVHBV199xS233HLRc11KAVCuvUmTJjFlyhTsdjv79+/n6aefBqBhw4Z89NFH7Nmzh+XLlzN8+HCH46KiorDb7djtdho1agRA8+bNWbZsGUOHDr3q9yEiIiIiIiIiIiIiIleHCoDXkIuLC+Hh4SxcuLBKW2ZmJqGhofj6+hIaGsr3339PXFwcH374IdOmTcPf35+DBw8CMGTIEFavXg2AYRjcfffduLj8uLxj3759CQwMpH379kRGRgIwY8YMTp8+jb+/P8OGDQPgvffew9fXFz8/P4di0tatWwkJCeG2227TqLFr4MiRIzRt2tSKO3ToAEBAQABNmjQBoH379pSUlFBaWlrjuXx8fPD19cXJSV99EREREREREREREZHrlaoA19iECROIioqisLDQYfvEiRMZMWIEu3fvZtiwYUyaNImQkBD69OnDggULsNvttGzZEoDWrVuTm5vL8ePHWblyJYMHD3Y415IlS9i5cyeJiYlERESQl5fH/PnzcXd3x263ExUVxd69e5k3bx6bN28mKSmJv//979bxR44cITY2lg0bNjBjxowr/1DEwZQpU7j//vvp1asXCxcupKCgoMo+77//PgEBAdbiqgBhYWH4+/szd+5cfu5Sn5GRkQQFBREUFERubu4vvgcREREREREREREREbl6VAC8xurVq8eIESOIiIhw2B4fH29N0zh8+HBiY2NrPE+/fv1YtWoVCQkJ3HPPPQ5tERER+Pn5ERwcTFZWFqmpqVWO37x5MwMGDKBhw4YAeHl5WW19+/bFycmJdu3acfTo0cu6T7l8YWFh7N+/n4EDB2IYBsHBwQ4j/fbu3cvzzz/Pu+++a22Liopiz549xMTEEBMTw4oVK37WNcPDw0lMTCQxMRFvb+9f7V5EREREREREREREROTKUwHwN+CZZ55h8eLFnDx5stp9bDZbjecYPHgwM2fOpHv37g7TOxqGwaZNm4iPjycpKYmAgABKSkqqHG+aZrXXOH9U2c8dSSa/jiZNmjB69Giio6NxcXEhOTkZgEOHDvHYY4/x3nvvWSNCAWsNyLp16zJ06FC2b99+TfotIiIiIiIiIiIiIiJXnwqAvwFeXl4MGjSIxYsXW9tCQkJYtWoVUDmaq0uXLkBlQaeoqKjKOZo3b868efMYP368w/bCwkIaNGiAh4cHBw4cYNu2bVZbrVq1KCsrAyA0NJQ1a9aQl5cHQH5+/q97k3LZPv30U+tzysnJIS8vj1tuuYWCggIefvhhXn/9de6++25r//Lyco4dOwZAWVkZGzZs4M4777zs6xcVFZGRkQFARUUFhmGQmZlpXcswDLKysqzrGYbBoUOHACgtLcUwDLKzswEoKSnBMAxycnIAOHXqFIZhWCNLi4uLMQzDmna0qKgIwzCs+yksLMQwDCs/CwoKMAzDmhY1Pz8fwzCsKXWPHTuGYRjWdyY3NxfDMCguLgbg6NGjGIbBqVOnrOdrGIZVJM/OzsYwDGvE5aFDhzAMw/o8srKyMAyD8vJyoHLtTsMwqKioACAjIwPDMKxnmZ6ezpYtW6w4LS2NmJgYK05NTXUY7ZuSkkJcXJwV//Q7vG/fPhISEqw4OTmZHTt2WPGePXtITEy04qSkJHbt2mXFdrsdu91uxbt27SIpKcmKExMT2bNnjxXv2LHDKj4DJCQksG/fPivetm0bBw4csOK4uDhSUlKsODY21mEEckxMDGlpaVa8ZcsW0tPTrdgwDOWecg9Q7in3lHug3FPuKfeUe5WUe8o95V4l5Z5y7xzlnnLvnCuRew899JAVD3EbQrhHuBUPdx/OGPcxVjzSfSQj3Uda8Rj3MQx3H27F4R7hDHEbYsVPeTzFILdBVvy0x9P0d+tvxZPrTOZR10eteGqdqTzi+ogVT68znV6uvaz4Bc8XeND1QSt+2fNlQmuHWrFy7/eVe/rdU+7BxXPvUrj8rL3lipk6dSqLFi2y4oiICEaPHs2CBQvw9vZm6dKlQOVIv7FjxxIREcHatWsdzjFu3Lgq5+3ZsyfvvPMOvr6+tG3bluDgYKstPDwcX19fOnbsSFRUFC+99BJdu3bF2dmZgIAAli1bdmVuVn6Wzz//nMmTJ+Pm5gbAggULuOmmm/jLX/5CWloac+fOZe7cuda+derUoUePHpSVlXH27FkeeOABxo4dC1T+wD/22GMcP36cjz76iFmzZrF3795rdm8iIiIiIn9EAfcGUGFW0OLJFrRxacPdyZV/0Peo66P4uPhw1+67AOjv1p8mTk0ITqr8/7hBboO40elG/vTNn4DKl5F1nerSaVcnoPJlZG1qszix8o9Lz72IXL59OVD5MvIMZ1iRULlEQLhHOEUVRayMXwlUvozMq8hjTdwaoPJlZHZFNu/Hvg9UvozMKM8gems0UPky8tvUb/loy0dA5cvIPQf38MlXnwCVLyN3pu/k882fA5UvI+O/i+fLTV8CMMtzFkaGwZYzW3DGmZc9X+btrW/zv1f+9ys/cRERkZ/vTMMz17oLv1iZexlONo0BEvmjspma0/GastlsPPvss7z11lsAvPnmmxQXFzN79uxqj1m/fj1t2rShXbt2AIwaNYo1a9Zw9OhR6tatC8DkyZOJiIggNzfXWtfvQl577TVefPHFGvs4atQoevfuzYABA37m3cmvJSUlhXHjxlFQUEBpaSn33HMPkZGR5OXlMWDAAHbs2MGoUaMcisjdunXjyJEjuLu7A5XFwUaNGvHOO+/w9ttv4+zsjKenJ5GRkVYuXUhQUJDDX5mIiIiIiMgvExQUBMDO8J3XuCe/PYGRgfr/DxERERGRGlzqO3uV/68xV1dX1q1bZw1DvRTr1693GJYL0KpVK6KjK/8Ks6Kigq+++spaB64mr7322s/rsFwTkyZNYsqUKdjtdvbv38/TTz8NgJubG3PnzuXNN9+84HFRUVHWMPBGjRoBMHToUPbs2YPdbmf69Ok8++yzV+0+RERERERERERERETkylMB8BpzcXEhPDychQsXVmnLzMwkNDQUX19fQkND+f7774mLi+PDDz9k2rRp+Pv7c/DgQQCGDBnC6tWrgcp5de+++25cXH6c4bVv374EBgbSvn17IiMjAZgxYwanT5/G39+fYcOGAfDee+/h6+uLn58fw4f/OE/11q1bCQkJ4bbbbqsy9ahceUeOHKFp06ZW3KFDBwDq1KlDly5drOlBL0W9evWsfz958iQ2m+3X66iIiIiIiIiIiIiIiFxzKgD+BkyYMIGoqChrcclzJk6cyIgRI9i9ezfDhg1j0qRJhISE0KdPHxYsWIDdbqdly5YAtG7dmtzcXI4fP87KlSsZPHiww7mWLFnCzp07SUxMJCIigry8PObPn4+7uzt2u52oqCj27t3LvHnz2Lx5M0lJSfz973+3jj9y5AixsbFs2LCBGTNmXPmHIg6mTJnC/fffT69evVi4cKG1MOnFhIWF4e/vz9y5czl/tt+3336bli1bMn36dCIiIq5Ut0VERERERERERERE5BpQAfA3oF69eowYMaJKISY+Pp6hQ4cCMHz4cGJjY2s8T79+/Vi1ahUJCQncc889Dm0RERH4+fkRHBxMVlYWqampVY7fvHkzAwYMsNYM9PLystr69u2Lk5MT7dq14+jRo5d1n3L5wsLC2L9/PwMHDsQwDIKDgyktLa3xmKioKPbs2UNMTAwxMTGsWLHCapswYQIHDx7kjTfe4C9/+UuVYyMjIwkKCiIoKIjc3Nxf/X5EREREREREREREROTKUQHwN+KZZ55h8eLFnDx5stp9LjZV4+DBg5k5cybdu3fHyenHj9YwDDZt2kR8fDxJSUkEBARQUlJS5XjTNKu9hqurq8N+cvU1adKE0aNHEx0djYuLC8nJyTXuf24NyLp16zJ06FC2b99eZZ/Bgwezfv36KtvDw8NJTEwkMTERb2/vX+cGRERERERERERERETkqlAB8DfCy8uLQYMGsXjxYmtbSEgIq1atAipHc3Xp0gWoLOgUFRVVOUfz5s2ZN28e48ePd9heWFhIgwYN8PDw4MCBA2zbts1qq1WrFmVlZQCEhoayZs0a8vLyAMjPz/91b1Iu26effmp9Tjk5OeTl5VkFvgspLy/n2LFjAJSVlbFhwwbuvPNOAIfRnxs3bqR169Y1XruoqIiMjAwAKioqMAyDzMxM6zqGYZCVlWVdyzAMDh06BEBpaSmGYZCdnQ1ASUkJhmGQk5MDwKlTpzAMwxpVWlxcjGEY1qjDoqIiDMOw7qWwsBDDMKzcLCgowDAMa0rU/Px8DMOwptM9duwYhmFY35fc3FwMw6C4uBiAo0ePYhgGp06dsp6tYRhWgTw7OxvDMKzRlocOHcIwDOuzyMrKwjAMysvLgcp1Ow3DoKKiAoCMjAwMw7CeZXp6Olu2bLHitLQ0YmJirDg1NdVhpG9KSgpxcXFW/NPv7759+0hISLDi5ORkduzYYcV79uwhMTHRipOSkti1a5cV2+127Ha7Fe/atYukpCQrTkxMZM+ePVa8Y8cOh8JzQkIC+/bts+Jt27Zx4MABK46LiyMlJcWKY2NjHfIvJiaGtLQ0K96yZQvp6elWbBiGck+5Byj3lHvKPVDuKfeUe9dr7j3i+ghT60y14kddH2VynclW3N+tP097PG3Fg9wG8ZTHU1Y8xG0I4R7hVjzcfThj3MdY8Uj3kYx0H2nFY9zHMNz9x7Xewz3CGeI2xIqf8niKQW6DrPhpj6fp79bfiifXmcyjro9a8dQ6U3nE9RErnl5nOr1ce1nxC54v8KDrg1b8sufLhNYOteJZnrPoWrsrAM44M8tzFu3atQOUe/rd0++ecq+Sck+5p9yrpNxT7p2j3FPu/RwuP2tvuaKmTp3KokWLrDgiIoLRo0ezYMECvL29Wbp0KVA5amvs2LFERESwdu1ah3OMGzeuynl79uzJO++8g6+vL23btiU4ONhqCw8Px9fXl44dOxIVFcVLL71E165dcXZ2JiAggGXLll2Zm5Wf5fPPP2fy5Mm4ubkBsGDBAm666SYAfHx8OHHiBGfOnGH9+vV8/vnntGjRgh49elBWVsbZs2d54IEHGDt2LACLFi1i06ZN1KpViwYNGrB8+fJrdl8iIiIiIr8HflP82NdhHwNyBjDh3gm/+HxnPc5SYVb8Cj27/pxudfpad0FERERE5LpgMzWfo4jUICgoyOGvTERERERE/miCgoLYGb6TwMhA/bexiIiIiIhcU5f6zl5TgF5jNpuNqVN/nPLlzTffZPbs2TUes379eodhuaNGjcLDw8NhWtDJkydjs9ms4a3Vee211y7ax1GjRlUZaShXV0pKCt26dcPf35877riD8PDKaX7y8vK477778PT0ZOLEiRc8tk+fPtb0n1A5LDw4OBh/f3+CgoIuuDagiIiIiIiIiIiIiIj8fqkAeI25urqybt26ixbqzvfTAiBAq1atiI6OBirn0v3qq69qXCPunEspAMq1N2nSJKZMmYLdbmf//v08/XTlOiBubm7MnTuXN99884LHrVu3Dk9PT4dt06dPZ9asWdjtdubMmcP06dOveP9FREREREREREREROTqUQHwGnNxcSE8PJyFCxdWacvMzCQ0NBRfX19CQ0P5/vvviYuL48MPP2TatGn4+/tz8OBBAIYMGcLq1auByoU17777blxcflzisW/fvgQGBtK+fXsiIyMBmDFjBqdPn8bf359hw4YB8N577+Hr64ufnx/Dh/+4OPzWrVsJCQnhtttu02jAa+DIkSM0bdrUijt06ABAnTp16NKli7U24PmKi4v561//yssvv+yw3WazceLECaBy4dMmTZpcwZ6LiIiIiIiIiIiIiMjV5nLxXeRKmzBhAr6+vlVGYk2cOJERI0YwcuRIlixZwqRJk1i/fj19+vShd+/eDBgwwNq3devWREdHc/z4cVauXMkTTzzBJ598YrUvWbIELy8vTp8+TadOnejfvz/z589n0aJF2O12APbu3cu8efP4+uuvadiwIfn5+dbxR44cITY2lgMHDtCnTx+Ha8uVN2XKFO6//35CQkJ48MEHCQsLo379+jUeM3PmTKZOnYqHh4fD9r/97W/06NGD5557joqKCuLi4qocGxkZaRWKc3Nzf70bERERERERERERERGRK04jAH8D6tWrx4gRI4iIiHDYHh8fz9ChQwEYPnw4sbGxNZ6nX79+rFq1ioSEBO655x6HtoiICPz8/AgODiYrK4vU1NQqx2/evJkBAwbQsGFDALy8vKy2vn374uTkRLt27Th69Ohl3adcvrCwMPbv38/AgQMxDIPg4GBKS0ur3d9ut5OWlsZjjz1Wpe1f//oXCxcuJCsri4ULFzJmzJgq+4SHh5OYmEhiYiLe3t6/6r2IiIiIiIiIiIiIiMiVpQLgb8QzzzzD4sWLOXnyZLX72Gy2Gs8xePBgZs6cSffu3XFy+vGjNQyDTZs2ER8fT1JSEgEBAZSUlFQ53jTNaq/h6urqsJ9cfU2aNGH06NFER0fj4uJCcnJytfvGx8ezc+dOfHx86NKlC99++y0gebZDAAAgAElEQVTdunUDYPny5fTr1w+AgQMHsn379hqvW1RUREZGBlC5vqRhGGRmZgJQXl6OYRhkZWUBUFZWhmEYHDp0CIDS0lIMwyA7OxuAkpISDMMgJycHgFOnTmEYhlVULi4uxjAMa9RhUVERhmFYa2QWFhZiGIY1OrWgoADDMCgoKAAgPz8fwzAoLCwE4NixYxiGQVFREVA5mtEwDIqLiwE4evQohmFw6tQpAHJycjAMw/p+ZGdnYxiGVWw9dOgQhmFQVlYGQFZWFoZhUF5eDlRO22sYBhUVFQBkZGRgGIb1LNPT09myZYsVp6WlERMTY8WpqakOhf6UlBSHEZoHDhxg27ZtVrxv3z4SEhKsODk5mR07dljxnj17SExMtOKkpCR27dplxXa73RoBDLBr1y6SkpKsODExkT179ljxjh07HPIuISHBYT3Sbdu2ceDAASuOi4sjJSXFimNjYx3++CAmJoa0tDQr3rJlC+np6VZsGIZyT7kHKPeUe8o9UO4p95R71zr3zi2v0K5dO+Wecg/Q755yT7l3jnJPuafcq6TcU+6do9xT7l2t3LsUKgD+Rnh5eTFo0CAWL15sbQsJCWHVqlUAREVF0aVLFwDq1q1rJd35mjdvzrx58xg/frzD9sLCQho0aICHh0eVH5hatWpZCRcaGsqaNWvIy8sDcJgCVK6tTz/91PqccnJyyMvL45Zbbql2/6eeeors7GwyMjKIjY2lTZs21o9FkyZNrB+KzZs307p16yvefxERERGR35IH+j6A3z1+9PmsD0a2QefnO9e4f1Gnyv//Ot3q9FXonYiIiIjIL/fggw+y/sP117obcg3ZTA3nuqY8PT0dKsa33nor06dPZ/bs2WRkZDB69GiOHTuGt7c3S5cupXnz5nz99deMHTsWV1dX1q5dy9y5c6usCQjg4+NDYmIidevWpW/fvhw+fJi2bduSm5vL7Nmz6datG88//zwffvghHTt2JCoqiuXLl7NgwQKcnZ0JCAhg2bJljBo1yuH85/dZro5nn32WjRs34ubmBsC0adN44okngMrP+cSJE5w5c4b69evz+eef065dO+vYjIwMevfubf1lR2xsLJMnT6a8vBw3Nzf++c9/EhgYWO21g4KCHP7KRERERETk9y4oKAiAneE7AQiMDNR/84qIiIjIdeXcf/Pqv3OvP5f6zt7lKvRFanDy5EmmTp3KW2+9RePGjZkzZ45VXPPx8WHz5s1VjsnNzWXt2rUORZ4RI0bQo0cP6tatC8DkyZOtobSurq588sknF7z+DTfcwP79+6145MiRjBw5ssY+q/h39Y0bN45du3ZRUFBAaWkpW7du5YknniAvL49bb72VHTt2MGrUKBYtWlTl2EmTJjnEmzZtIicnB29vb0pLS7Wmo4iIiIiIiIiIiIjIdUZTgF5jrq6urFu3zpqH9lKsX7/eYV5egFatWhEdHQ1UzqX71Vdf1ThF5Dmvvfbaz+uwXBOTJk1iypQp2O129u/fz9NPPw2Am5sbc+fO5c0337zgcevWrcPT07PK9nPnstvtPPTQQ1e07yIiIiIiIiIiIiIicnWpAHiNubi4EB4ezsKFC6u0ZWZmEhoaiq+vL6GhoXz//ffExcXx4YcfMm3aNPz9/Tl48CAAQ4YMYfXq1UDlwpp33323tVA9QN++fQkMDKR9+/ZERkYCMGPGDE6fPo2/vz/Dhg0D4L333sPX1xc/Pz+GDx9uHb9161ZCQkK47bbbWLt27RV7HnJhR44coWnTplbcoUMHAOrUqUOXLl2sqUHPV1xczF//+ldefvnlq9ZPERERERERERERERG59lQA/A2YMGECUVFRFBYWOmyfOHEiI0aMYPfu3QwbNoxJkyYREhJCnz59WLBgAXa7nZYtWwLQunVrcnNzOX78OCtXrmTw4MEO51qyZAk7d+4kMTGRiIgI8vLymD9/Pu7u7tjtdqKioti7dy/z5s1j8+bNJCUl8fe//906/siRI8TGxrJhwwZmzJhx5R+KOJgyZQr3338/vXr1YuHChRQUFFz0mJkzZzJ16lQ8PDyqtC1atAhfX19Gjx7N8ePHq7RHRkYSFBREUFAQubm5v8o9iIiIiIiIiIiIiIjI1aEC4G9AvXr1GDFiBBEREQ7b4+PjGTp0KADDhw8nNja2xvP069ePVatWkZCQwD333OPQFhERgZ+fH8HBwWRlZZGamlrl+M2bNzNgwAAaNmwIgJeXl9XWt29fnJycaNeundaMuwbCwsLYv38/AwcOxDAMgoODKS0trXZ/u91OWloajz32WJW2p556ioMHD2K327n55puZOnVqlX3Cw8NJTEwkMTERb2/vX/VeRERERERERERERETkylIB8DfimWeeYfHixZw8ebLafWw2W43nGDx4MDNnzqR79+44Of340RqGwaZNm4iPjycpKYmAgABKSkqqHG+aZrXXcHV1ddhPrr4mTZowevRooqOjcXFxITk5udp94+Pj2blzJz4+PnTp0oVvv/2Wbt26AdC4cWOcnZ1xcnJi7NixbN++vcbrFhUVkZGRAVSuL2kYBpmZmQCUl5djGAZZWVkAlJWVYRgGhw4dAqC0tBTDMMjOzgagpKQEwzDIyckB4NSpUxiGYRWVi4uLMQzDGnVYVFSEYRjWGpmFhYUYhkF+fj4ABQUFGIZhjYjMz8/HMAxrNO2xY8cwDIOioiIAcnNzMQyD4uJiAI4ePYphGJw6dQqAnJwcDMOwvh/Z2dkYhmEVWw8dOoRhGJSVlQGQlZWFYRiUl5cDldP2GoZBRUUFABkZGRiGYT3L9PR0tmzZYsVpaWnExMRYcWpqqkOhPyUlhbi4OCs+cOAA27Zts+J9+/aRkJBgxcnJyezYscOK9+zZQ2JiohUnJSWxa9cuKz63DuQ5u3btIikpyYoTExPZs2ePFe/YscMh7xISEhzWI922bRsHDhyw4ri4OFJSUqw4NjbW4Y8PYmJiSEtLs+ItW7aQnp5uxYZhKPeUe4ByT7mn3APlnnJPufdr516dOnUACKwVyCzPWbi7uwPKPeWefvfOUe4p95R7lZR7yr1zlHvKvXN+b7nXo0cP5d51mnuXQgXA3wgvLy8GDRrE4sWLrW0hISGsWrUKgKioKLp06QJA3bp1raQ7X/PmzZk3bx7jx4932F5YWEiDBg3w8PCo8gNTq1YtK+FCQ0NZs2YNeXl5ANYXQa69Tz/91PqccnJyyMvL45Zbbql2/6eeeors7GwyMjKIjY2lTZs21o/FkSNHrP0++OAD7rzzzivadxERERGR35qz7mcpcy+z4qLAqv9/JSIiIiLye+bl5YXN+cIDfjredQ8BwV2ISoVXEsEWWbnt802brnIv5UqymRrOdU15eno6VIxvvfVWpk+fzuzZs8nIyGD06NEcO3YMb29vli5dSvPmzfn6668ZO3Ysrq6urF27lrlz59K7d28GDBjgcG4fHx8SExOpW7cuffv25fDhw7Rt25bc3Fxmz55Nt27deP755/nwww/p2LEjUVFRLF++nAULFuDs7ExAQADLli1j1KhRDuc/v89ydTz77LNs3LgRNzc3AKZNm8YTTzwBVH7OJ06c4MyZM9SvX5/PP/+cdu3aWcdmZGTQu3dv6y87hg8fjt1ux2az4ePjw7vvvsvNN99c7bWDgoIc/spERERERERERERERH6/goKCANgZ/uN738DIym16F/zbd6nv7FUAFJEaqQAoIiIiIiIiIiIicv1QAfD37VLf2V90ClCbzcbw4cOtuLy8HG9vb3r37l3jcXa7nY8//viiHfD09LzoPqZpMmnSJFq1aoWvr6/DHLc9e/akfv36Vfrz5Zdf0rFjR/z9/enSpYvDPLTnREVF4evri6+vLyEhIQ5z43766ae0bduWVq1aMX/+fGv7d999R+fOnWndujWPP/44Z86ccTjn2rVrsdls1sPPy8vjvvvuw9PTk4kTJzrsu3PnTjp06ECrVq2YNGmStbZefn4+3bt3p3Xr1nTv3p3jx48DlVN5PvLII/j5+dG+fXuWLl1a43P7uc+mtLSUxx9/nFatWtG5c2drbl6A119/nVatWtG2bVs+++yzGq87evRoGjVqVGVqSbvdTnBwMP7+/gQFBVlrz0VHR+Pr62ttP3+O5OXLl9O6dWtat27N8uXLa7yuj4+PNZ+vzWZj6tSpVtubb77J7NmzAZg9eza33HIL/v7++Pv7M2PGDADOnDnDM888Q8uWLWndujWPPvqoNd9wdZydnfH396d9+/b4+fnx17/+1ZqjF2D79u1069aN1q1b07FjRx5++GGHOZcB/Pz8GDJkSI3X+bkMw7jgd7SmZy0iIiIiIiIiIiIiIteHixYA69SpQ3JyMqdPnwbgiy++qHHtsXMutQB4KT755BNSU1NJTU0lMjKSp556ymqbNm0aK1asqHLMU089RVRUFHa7naFDh/KXv/ylyj633norW7ZsYffu3cycOZPw8HAAzp49y4QJE/jkk0/Yt28fK1eutBbCfP7555kyZQqpqak0aNDAYc2+oqIiIiIi6Ny5s7XNzc2NuXPn8uabb16wj5GRkda9ffrppwDMnz+f0NBQUlNTCQ0NtQqQb7/9Nu3atSMpKQnDMJg6dWqVAuT5fu6zWbx4MQ0aNCAtLY0pU6bw/PPPA5ULka5atYq9e/fy6aefMn78eM6ePVvtdUeNGmXdy/mmT5/OrFmzsNvtzJkzh+nTpwOVaw8mJSVht9tZsmQJTz75JFBZCH311VdJSEhg+/btvPrqq1Yx9GJcXV1Zt26dVRD8qSlTplgLpJ57vi+++CJFRUV8++23pKam0rdvX/r160dNg2Td3d2x2+3s3buXL774go8//phXX30VqJzSddCgQbz22mukpqaya9cuXnjhBQ4ePGgdv3//fioqKti6dSsnT568pHv7Jap71iIiIiIiIiIiIiIicv24aAEQoFevXmzcuBGAlStXOoxW2r59OyEhIQQEBBASEkJKSgpnzpzhlVdeYfXq1fj7+7N69WqKi4sJCwujQ4cO+Pr68v7771vneOmll/Dz8yM4OJijR49WuX50dDQjRozAZrMRHBxMQUEBR44cASoLGnXr1q1yjM1m48SJE0DlyLkmTZpU2SckJIQGDRoAEBwcbI322r59O61ateK2226jdu3aDB48mOjoaEzTZPPmzdZaeCNHjmT9+vXW+WbOnMn06dOtddqgsoDapUsXh20AR44c4cSJE9x1113YbDZGjBhhnSs6OpqRI0dWuYbNZqOoqAjTNCkuLsbLywsXF5cLfGJc1rM5/7oDBgzgyy+/xDRNoqOjGTx4MK6urtx66620atXKGr13Iffeey9eXl6XfF1PT09stsrFSE+ePGn9+2effUb37t3x8vKiQYMGdO/e/YKFxQtxcXEhPDychQsXXtL+p06dYunSpSxcuBBnZ2cAwsLCcHV1ZfPmzZd0jkaNGhEZGcmiRYswTZNFixYxcuRIQkJCrH26dOlC3759rfi///0vw4cP58EHH+TDDz+s8fwRERG0a9cOX19fBg8eDFSOZhw+fDj3338/rVu35t///neV43bs2EFAQADp6enVPuufioyMJCgoiKCgIHJzcy/p/kVERERERERERERE5LfhkgqAgwcPZtWqVZSUlLB7926HEW633347W7du5ZtvvmHOnDm8+OKL1K5dmzlz5vD4449jt9t5/PHHmTt3LjfccAN79uxh9+7d3H///UBlESI4OJikpCTuvffeCxYwDh8+TLNmzay4adOmHD58uMY+/9///R8PPfQQTZs2ZcWKFdY0j9VZvHgxvXr1qvF6eXl51K9f3yq6nd+Pb775hqysrItOjXr+PTVt2vSC93T06FFuvvlmAG6++WZ++OEHACZOnMj+/ftp0qQJHTp04O9//ztOTpf0ETqo7tmcf98uLi7ccMMN5OXlXdbzv5C//e1vTJs2jWbNmvHcc8/x+uuvW20ffPABt99+Ow8//DBLliyp0p/Lue6ECROIioqisLCwStvChQutKUA/++wz0tLSaN68OfXq1XPYLygoiL17917yNW+77TYqKir44Ycf2Lt3Lx07dqxx/9WrV/P4448zZMgQVq5cWeO+8+fP55tvvmH37t2888471vbdu3ezceNG4uPjmTNnDtnZ2VZbXFwcf/7zn4mOjua2224DLvysfyo8PJzExEQSExPx9va+1NsXEREREREREREREZHfgEuqHvn6+pKRkcHKlSt56KGHHNoKCwsZOHAgd955J1OmTKm2WLJp0yYmTJhgxedG3tWuXdsqmgUGBjqsO3fOhaZgrG7k0jkLFy7k448/5tChQ4SFhfHss89Wu+9XX33F4sWLeeONN2q8XnXbKyoqmDJlCm+99VaNfTrf5dzTZ599hr+/P9nZ2djtdiZOnGiNqPs5qns2P/e+f65//etfLFy4kKysLBYuXMiYMWOstscee4wDBw6wfv16Zs6cWWN/LlW9evUYMWIEERERVdrOnwK0R48emKZ5wXNXt70m1U0Z2rlzZ+644w4mT54MVI7M8/b2pkWLFoSGhrJr164apzj19fVl2LBh/Oc//3EY+fnoo4/i7u5Ow4YNue+++6zRmfv37yc8PJyPPvqI5s2bW/tf6FnXpKioyPpeVlRUYBgGmZmZQOWaoIZhkJWVBUBZWRmGYVijaUtLSzEMwypKlpSUYBgGOTk5QOXIS8MwrJG/xcXFGIZhjTosKirCMAxrKtfCwkIMwyA/Px+AgoICDMOgoKAAqJw21jAMq+h77NgxDMOgqKgIgNzcXAzDoLi4GKgsthuGwalTpwDIycnBMAxKSkoAyM7OxjAMSktLATh06BCGYVBWVgZAVlYWhmFQXl4OQGZmJoZhWOtAZmRkYBiG9SzT09PZsmWLFaelpRETE2PFqampDusypqSkEBcXZ8UHDhxg27ZtVrxv3z4SEhKsODk5mR07dljxnj17HBaDTUpKclhD9dx34Jxdu3Y5rIWamJjosGbljh07SE5OtuKEhARremSAbdu2ceDAASuOi4sjJSXFimNjY0lNTbXimJgYh/VZt2zZQnp6uhUbhqHcU+4Byj3lnnIPlHvKPeWecq+Sck+5p9yrpNxT7p2j3FPunaPcU+4p9yr93Nx72iOB/m4/5l6fPn2Ue7+T3LsUlzx8rE+fPjz33HMO039C5bSX9913H8nJyXz00UfWzf1UdYWUWrVqWdudnZ2tmz1f06ZNrSSAygd1oSk9z8nNzSUpKckaqfj44487fMnOt3v3bp588kmio6O58cYba7xew4YNKSgosPp4bntRURHJycl069YNHx8ftm3bRp8+fRy+mBe6p3OJ/NN7aty4sTXF6ZEjR2jUqBEAS5cupV+/fthsNlq1asWtt97q8GW8FDU9m/Pvu7y8nMLCQry8vH7286/O8uXL6devHwADBw684DSi9957LwcPHuTYsWO/ynWfeeYZFi9efNH19Vq1akVmZqb1ZT5n165dtGvX7pKvl56ejrOzM40aNaJ9+/YOP8YJCQnMnTvX+gFZuXIlBw4cwMfHh5YtW3LixAmHqXF/auPGjUyYMIGdO3cSGBho5eFPv1fn4ptvvhk3Nze++eabC57v/Gf9cz23/DlskTbqLKmDkW3w+KbHsUXauGHpDRjZBv2/6I8t0ob3e94Y2QZ9PuuDLdLGTStuwsg26PlxT2yRNppHNcfINui+sTu2SBstV7XEyDbo+lFXbJE22q5ui5FtcHf03dgibXT4XweMbIM/ffAn2kxo87P7LSIiIiIiIiIiUpM2E9owd9dc3o+v/j2dyO9dRS13zrq4Vdlm2mzMSJihd6/XC/Mi6tSpY5qmaWZlZZl/+9vfTNM0za+++sp8+OGHTdM0zb59+5pr1641TdM0Z82aZbZo0cI0TdNcu3atOWLECOs8zz//vDl58mQrzs/Pdzi/aZrm//73P3PkyJFV+rBhwwazZ8+eZkVFhRkfH2926tTJof38/pimaZaVlZk33nijmZKSYpqmaf7f//2f2a9fvyrnzczMNFu2bGl+/fXXDtvLysrMW2+91UxPTzdLS0tNX19fMzk52TRN0xwwYIC5cuVK0zRNc9y4cebbb79d5bxdu3Y1d+zY4bBt6dKl5oQJExy2BQUFmfHx8WZFRYXZs2dPc+PGjaZpmuZzzz1nvv7666Zpmubrr79uTps2zTRN0/zzn/9szpo1yzRN08zJyTGbNGli5ubmVrn+5T6bRYsWmePGjTNN0zRXrlxpDhw40DRN00xOTjZ9fX3NkpISMz093bz11lvN8vLyGq/73Xffme3bt3fYdvvtt5tfffWVaZqmuWnTJrNjx46maZpmamqqWVFRYZqmae7cudNs0qSJWVFRYebl5Zk+Pj5mfn6+mZ+fb/r4+Jh5eXnVXrNFixbW8zg/r6ZNm2Y2a9bMenazZs0yFyxYUOX4KVOmmE8++aR1b8uXLzcDAwOtvl3I+df54YcfzO7du5uvvPKKaZqmeeTIEbN58+YO+bV8+XJz5MiR5tmzZ82mTZuahw4dsto2b95s3n///Re8ztmzZ83vvvvONE3TPHPmjNmoUSPz+PHj5qxZs0w/Pz/z9OnT5rFjx8xmzZqZhw8ftj73nJwc09fX13ru1T3rmgQGBl5wG+9yTf+5UL9ERERERERERER+iXPvvfTuSf6IlP+/D5f6+bhcvERYqWnTptbUheebPn06I0eO5K9//au1rh/Afffdx/z58/H39+eFF17g5ZdfZsKECdx55504Ozsza9YsazTYxTz00EN8/PHHtGrVCg8PD5YuXWq13XPPPRw4cIDi4mKaNm3K4sWL6dGjB//+97/p378/Tk5ONGjQ4IJrnc2ZM4e8vDzGjx8PVK57l5iYiIuLC4sWLaJHjx6cPXuW0aNH0759ewDeeOMNBg8ezMsvv0xAQIDDNJbV8fHx4cSJE5w5c4b169fz+eef065dO/71r38xatQo9u7dS5s2baw1CJ977jmaNWvG3LlzCQ4O5n//+x9QOdpy1KhRdOjQAdM0GT9+PNu3b68yLetPn8250XQ1PRvTNNm7dy//+c9/WLp0Ka1bt+bDDz8EYOrUqaSkpFijAd9++22cnZ358ssvmTZtGhUVFXh6erJs2TJatWrFkCFDrKG1TZs25dVXX2XMmDH8+9//ZvLkyZSXl+Pm5kZkZCQA77//Pu+99x61atXC3d2d1atXY7PZ8PLyYubMmXTq1AmAV155BS8vr0vKmfNNnTqVRYsWXXS/119/neeee442bdrg5OTE7bffzgcffFDjFKCnT5/G39+fsrIyXFxcGD58uDWl6k033cTq1at5/vnnOXz4MI0aNaJhw4a88sorbN26lVtuuYVbbrnFOte9997Lvn37OHLkiLUG5Dlnz57liSeeoLCwENM0mTJlCvXr1wfgT3/6Ew8//DDff/89M2fOpEmTJqxfv57Y2Fh69OjByZMnGTRoEB999BFfffUVCxYsoLi4GGdnZ/7xj39c1nSuIiIiIiIiIiIiIiLy22UzzWoWLJOrxtPTk9atWxMXF4e7uzuffPIJL7zwAk2bNmXDhg3VHrds2TISExMvWtzy9PS05qWtzscff8w//vEPPv74YxISEpg8ebI19/CXX37JqVOnePfddx3606ZNG6Kjo7njjjv45z//yfbt21m2bNml37j8YrNnz8bT05PnnnvOYXvbtm1Zs2YNfn5+nD17lpSUFNq1a1fj51ydoKCgKtPZBgUFsTN8569+Pz9HYGRgjdPsioiIiIiIiIiI/Fzn3nvp3ZP8ESn/fx8u9M7+Qi55DUC5snr16sXGjRuByrXhzl9rcfv27YSEhBAQEEBISAgpKSmcOXOGV155hdWrV+Pv78/q1aspLi4mLCyMDh064Ovr67Ce3EsvvYSfnx/BwcHWopjni46OZsSIEdhsNoKDgykoKLDWIQwNDaVu3bpVjrHZbJw4cQKoXEDzctYFlCvjhx9+sEYROjs7W+sY1vQ5i4iIiIiIiIiIiIjI9UEFwN+IwYMHs2rVKkpKSti9ezedO3e22m6//Xa2bt3KN998w5w5c3jxxRepXbs2c+bM4YEHHgAqp69s2bIlGzZswMPDg927d1tTsp48eZLg4GCSkpK49957+fe//13l+ocPH6ZZs2ZW3LRpUw4fPlxtf/Py8qioqODuu++mdu3avPrqq2zYsIG8vLxf65FUq3Pnzvj7+zv8s2fPnit2vby8vCrX8/f3v2L3OmHChCrXOn/a2/PNnj27yug/gClTptC2bVsee+wx3n33XUpKSoBL/5wjIyMJCgoiKCiI3NzcX+nORERERERERERERETkarjkNQDlyvL1/f/s3XlUlde9+P/3EURxxinFHBMU0CgchnAsg4kJenEOxhFtqqhpTdXeJK6LWqPRSEw1t0mT1qRRrHUOutSvWuc6PQ6hTCIIWshBQEHUKAiCCILs3x/nx3M5YcyctJ/XWqzlfqa9n+d8zhH4sD/bi5ycHKKjo+us6VdcXEx4eDgWiwWDwUBlZaW+r0uXLiQnJwPg5+fH9u3bcXd3B8DJyQkABwcHRo8erR9z7NixOv3XVwm2sbXhunTpgslkYuvWrfj7+/OHP/yBjIwMunTp8hXv/KtrqmTlt632M/4+fPzxx9/4GkuXLuWll17iH//4B59++inR0dFomtbs13nWrFnMmjULsE4nFkIIIYQQQgghhBBCCCHET4fMAPwRCQ0NJSIiwqb8J8Cbb75JcHAwaWlp7N+/X5/N9WVKqXqTOS1bttS329nZUVVVVecYo9FIbm6u3s7Ly2u0pOft27dJSUnRZyqGhYURExPT9E2K742rqyuzZ8/mxIkTpKSkUFBQ8JVfZyGEEEIIIYQQQgghhBBC/PRIAvBHZObMmSxduhSTyWSzvbi4mMcffxyAjRs36tvbt29PSXAxJQwAACAASURBVEmJ3h46dCgfffSR3r57926z+w4NDWXz5s0opYiNjaVjx476GnL1cXJyori4mM8//xyAY8eO0a9fv2b3J75bBw8e1Gf7WSwW7Ozs6NSp01d+nQFKSkrIyckBoLq6Gk3T9DUFHXBgWbtlBLYMBMARR5a1W8bPW/4cgPaG9ixrtwy/ln4AdDR0ZFm7ZXjbewPQxdCFZe2WYbK3xnz3Ft1Z1m4Z/eytseTcwpll7ZbRx64PAD1b9GRZu2W42rkCUFRUhKZpFBUVAVBYWIimaRQXFwNw584dNE3T3ye3b99G0zRKS0sBuHXrFpqmUVZWBsDNmzfRNE1Psufn56NpGhUVFYA1Yappmj4LNzc3F03T9KT61atX0TSN6upqAHJyctA0TX+WWVlZnD59Wm9nZmZy9uxZvW2xWDh37pzezsjIsEmsp6enExsbq7cvX75sMyM2LS2NhIQEvZ2ammqzGGxKSgpJSUl6Ozk52WZ2a1JSEikpKXo7MTHRprxuQkICaWlpejsuLo7Lly/r7djYWNLT0/V2TEwMGRkZevvcuXNYLBa9ffbsWTIzM/X26dOnycrK0tuaptWJvatXrwJQVVWFpml6QruyshJN08jLywOgoqICTdPIz88HoLy8HE3TuHnzJgBlZWVomqaviVpaWoqmaXrJ25KSEjRN486dO4D1c1jTNAoLCwGJPYk9iT2JPSuJPYm9GhJ7Ens1JPYk9iT2rCT2JPZqSOxJ7P1UY29S60k2Vdok9iT2avy7f+6FhoYyptUYvS2x9+ONveaQEqA/Ikajkddee63O9gULFhAeHs4f//hHfV0/gODgYFatWoWPjw+LFi1iyZIlzJ07F09PT+zs7Fi2bBnjxo1rVt8jR47k0KFDuLm50aZNG5s155599lnS09MpLS3FaDSyfv16hg0bxrp16xg/fjwtWrTAycmJv/3tb9/8IYhvxZYtW5g3bx5t2rTB3t6ebdu2YWdn1+jr/FU8cHvwLY/4q7vnf++HHoIQQojvSJ+5a2l7fisBAQG0GjCewIvW7XPSN9G1Yzumbk7m849f+WEHKYQQQgghhPi3VPM7p4ddH/7AIxHi+1fZxZqckt+9/nswqPoWBRNCiP+f2Wy2+SsTIYQQ4rtWe/3Z87P+7/8gv6j/2y7/NwkhhBBCCCGEEOI/UXN/Z99kCVCDwcDUqVP1dlVVFd26dWP06NGNnpecnMyhQ4eaHEC7du2aPEYpxauvvoqbmxteXl42U1yHDx9Op06d6ozn2WefxcfHBx8fH3r06MGLL75Y57rHjh3Dz88Pk8mEn58fJ0+e1PedP38ek8mEm5sbr776ql5OsbCwkJCQENzd3QkJCalTZjMhIQE7Ozt27drV5Bizs7Px9/fH3d2dsLAwHj60/lVJRUUFYWFhuLm54e/vr0+RraysJDw8HJPJRL9+/Vi5cmWjz23mzJl0794dT09Pm+3JyckEBATg4+OD2WwmPj6+yee8adMm3N3dcXd3Z9OmTY32u3jxYnr27Fnntb127RrBwcH4+vri5eWlx0d8fLz+Wnl7e7Nnzx79nCNHjtC3b1/c3NxYtWpVo/0+//zzetC7uLgwfvx4fd+uXbuYPn06YC2j2q1bN73PadOm6fe/YsUK3N3d6dOnD8HBwVy6dKnRPl1cXDCZTJhMJvr378+SJUv0Kb1gnfI9evRoXF1d8fPzIzg4mDNnzthcY8yYMQQGBjbaz1eVk5NT53Wv2e7o6Kjf+29+85tvtV8hhBBCCCGEEEIIIYQQQvzwmkwAtm3blrS0NB48sJb8O3bsmL4eXWOamwBsjsOHD2OxWLBYLERFRTF79mx93/z589myZUudc86ePavXvw0MDKy3FGbXrl3Zv38/qampbNq0ySbROXv2bKKiovR+jxw5AsCqVasYMmQIFouFIUOG2CSlHj16xMKFCxk2bJhNPw2NceHChcybNw+LxYKTkxPr168HYP369Tg5OZGZmcm8efNYuHAhADt37qSiooLU1FTOnz/P2rVr9eRgfaZPn66Pu7YFCxawbNkykpOTiYyMZMGCBY0+58LCQpYvX05cXBzx8fEsX7680fUFX3jhBT2pWNuKFSuYNGkSFy5cYPv27cyZMwcAT09PEhMTSU5O5siRI7zyyitUVVXx6NEj5s6dy+HDh7l8+TLR0dE29YibkpiY2GACLywsTI+PzZs3A/Dxxx8TExNDSkoKn3/+OYsWLSI0NFSv2duQU6dOkZqaSnx8PFlZWcyaNQuw1iQeNWoUs2bN4sqVK5w/f57Vq1fb1EAuKioiKSmJoqIisrOzm31v34Srq6t+72vWrPle+hRCCCGEEEIIIYQQQgghxPenyQQgwIgRIzh48CAA0dHRTJkyRd8XHx9PUFAQvr6+BAUFkZGRwcOHD1m6dCk7duzAx8eHHTt2UFpayowZMzCZTHh5ebF79279GosXL8bb25uAgAB9wcba9u3bx7Rp0zAYDAQEBFBUVMSNGzcAGDJkCO3bt29w7CUlJZw8ebLeGYC+vr706NEDAA8PD8rLy6moqODGjRvcu3ePwMBADAYD06ZNY+/evfpYwsPDAQgPD9e3A6xevZrx48fTvXt3m37qG6NSipMnTzJhwoQ616rdx4QJEzhx4gRKKQwGA/fv36eqqooHDx7g4OBAhw4dGrz3QYMG0blz5zrbDQYD9+5Za/gWFxfrz6Ch53z06FFCQkLo3LkzTk5OhISE1JtYrBEQEICzs3Oz+61Zpw6sSTODwQBYY8vNzY3evXvj4ODA5MmT2bdvX4P9fllERAS///3vm338u+++y+rVq2nTpg0AQ4cOJSgoiG3btjXr/Hbt2rFmzRr27t1LYWEh27ZtIzAwkNDQUP0YT09PfSYiwO7du3nhhReYPHky27dvb/T6O3fuxNPTE29vbwYNGgRYZzOOGTOG4cOH07dvX5YvX17nvKysLHx9fW0WjxVCCCGEEEIIIYQQQgghxL+vZiUAa5IT5eXlXLx4EX9/f33fU089xZkzZ7hw4QKRkZG88cYbODg4EBkZqc+yCgsL4+2336Zjx46kpqZy8eJFBg8eDMD9+/cJCAggJSWFQYMGsW7dujr9X79+nZ49e+pto9HI9evXm3WDe/bsYciQIY0mysCaiPH19aVVq1Zcv34do9FYb3+3bt3Sk1vOzs588cUX+hj37NnT7JKKBQUFdOrUSU981e6j9v3a29vTsWNHCgoKmDBhAm3btsXZ2ZknnniCiIiIehN8Tfnwww+ZP38+PXv2JCIiQi8l2tBz/ibPv7a33nqLrVu3YjQaGTlyJKtXr9b3xcXF4eHhgclkYs2aNdjb23/jfidNmkRSUhKZmZl19tUkp318fNiwYQP37t3j/v37uLq62hxnNpubLANaW4cOHejVqxcWi4VLly7x9NNPN3p8TUJ9ypQpREdHN3psZGQkR48eJSUlhb///e/69vj4eLZt20ZycjI7d+60qf2bkZHB+PHj2bBhAwMGDACspWd9fX157rnnOHv2bL19RUVFYTabMZvN3L59u7m3L4QQQgghhBBCCCGEEEKIH4FmJQC9vLzIyckhOjqakSNH2uwrLi5m4sSJeHp6Mm/evAaTJcePH2fu3Ll628nJCQAHBwd9bTw/P796S1rWrL9XW80ssaZ8ecZifS5dusTChQtZu3bt1+7v9ddf591338XOzq5Z42qsj4b2xcfHY2dnR35+PtnZ2bz//vs25SSb65NPPuGDDz4gNzeXDz74gJdffrnRfr/J868tOjqa6dOnk5eXx6FDh5g6dSrV1dUA+Pv7c+nSJRISEli5ciXl5eXfuF87Ozvmz59f71qJtUuAzpgxo8Fr1My8/CrqGzfA2LFj8fT01MvR3rp1i8zMTJ555hn69OmDvb09aWlpDV534MCBTJ8+nXXr1vHo0SN9e0hICF26dMHR0ZFx48Zx7tw5AG7fvs2YMWPYunUrPj4+gDVpfe3aNS5cuMAf//hHfvGLX+izMmubNWsWiYmJJCYm0q1bt690/0IIIYQQQgghhBBCCCGE+GE1KwEIEBoaSkRERJ1k2ptvvklwcDBpaWns37+/wfXSGkqktGzZUt9uZ2dHVVVVnWOMRiO5ubl6Oy8vTy8f2ZiCggLi4+MZNWpUg8fk5eUxduxYNm/erM/+MhqN5OXl1dvfY489ppcfvXHjhl7uMzExkcmTJ+Pi4sKuXbuYM2eOTXnQL+vatStFRUX6/dbuo/b9VlVVUVxcTOfOnfn0008ZPnw4LVu2pHv37gwcONBmtldzbdq0SU9CTZw4UV+vr6Hn/HWf/5etX7+eSZMmARAYGEh5eTl37tyxOaZfv376upPfRr9Tp07lzJkzXLt2rdHjOnToQNu2beskVJOSkujfv3+z+yspKSEnJ4c+ffrg4eFBUlKSvm/Pnj1s3LiRwsJCwDoL8e7du/Tq1QsXFxdycnIaLQO6Zs0aVqxYQW5uLj4+PhQUFAB1k6I17Y4dO9KzZ08+++wzfV+rVq3o0qULYE24u7q68vnnnzfrngCqq6vRNI2rV68C1vjUNE1/nSorK9E0TX//VFRUoGka+fn5gLXEq6Zp3Lx5E4CysjI0TdNL/5aWlqJpmj7rsKSkBE3T9DgpLi5G0zT9GRYVFaFpGkVFRYB1vUpN0yguLgbgzp07aJpGSUkJYE2KappGaWkpYE3CappGWVkZADdv3kTTNP1zLD8/H03TqKioAKwxqGkalZWVAOTm5qJpmv4+vnr1Kpqm6YntnJwcNE3Tn2VWVhanT5/W25mZmTazMC0Wi57ABesMzpiYGL2dnp5ObGys3r58+TJxcXF6Oy0tzabUa2pqqs1nREpKik1M1iTBayQlJZGSkqK3ExMTSU1N1dsJCQk2Seq4uDibdTljY2NJT0/X2zExMWRkZOjtc+fOYbFY9PbZs2dtZuiePn3a5j2oaZrEnsQeILH3nxx7/v7+vNb2/2IvKChI/8MxkNiT2JPPvRoSexJ7NST2JPZqSOxJ7EnsWUnsSezVkNiT2JPYs5LY+/eJveZodgJw5syZLF26FJPJZLO9uLiYxx9/HLCuR1ajffv2+oMB63pqH330kd6+e/duswcZGhrK5s2bUUoRGxtLx44d611j7st27tzJ6NGjad26db37i4qKGDVqFCtXrmTgwIH6dmdnZ9q3b09sbCxKKTZv3syYMWP0sWzatAmwJtJqtmdnZ5OTk0NOTg4TJkzgL3/5S73rDtYwGAwEBweza9euOteq3ceuXbsYPHgwBoOBJ554gpMnT6KU4v79+8TGxvLUU081+Ry+rEePHnqgnDx5End3d73f+p7zsGHD+Mc//sHdu3e5e/cu//jHPxg2bNhX7veJJ57gxIkTAPzrX/+ivLycbt26kZ2dbRPkGRkZuLi4MGDAACwWC9nZ2Tx8+JDt27fbrKfXHC1btmTevHl8+OGHTR47f/58Xn31VR48eABYZ62eO3eOX/ziF83qq7S0lDlz5vDiiy/i5OTEL37xCz777DObcp01HwZgnRF55MgRPW7Onz/faALwypUr+Pv7ExkZSdeuXfUPxmPHjlFYWMiDBw/Yu3evHssODg7s3buXzZs38+mnnwLWD6ma2YNZWVlYLBZ69+7drPsTQgghvi83fV7ikb0j1S3b2Gx/ZO+IMthxz//XP9DIxL+7oUOH4jvIlz+t+RNHTxz9oYcjhBBCCCGEEN+JPnP7YIgysM2yjaWJSzFEGTBEGTh4/uAPPTTxbVJNaNu2bZ1tp06dUqNGjVJKKRUTE6Pc3d1VUFCQWrJkiXryySeVUkoVFBQos9msvL291fbt21VJSYmaNm2a8vDwUF5eXmr37t11rr9z504VHh5ep7/q6mo1Z84c1bt3b+Xp6akSEhL0fc8884zq2rWrat26tXr88cfVkSNH9H3PPfecOnz4cIP39vbbb6s2bdoob29v/evWrVtKKaUSEhKUh4eH6t27t5o7d66qrq5WSil1584dNXjwYOXm5qYGDx6sCgoK6lw3PDxc7dy5s8kxXrlyRQ0YMEC5urqqCRMmqPLycqWUUg8ePFATJkxQrq6uasCAAerKlStKKaVKSkrUhAkTVP/+/VW/fv3U//7v/zZ4b0opNXnyZPWzn/1M2dvbq8cff1z99a9/VUopdfbsWfX0008rLy8v9fOf/1wlJiY2+ZzXr1+vXF1dlaurq/rb3/7WaL/z589Xjz/+uDIYDOrxxx9Xy5YtU0opdenSJRUUFKS8vLyUt7e3Onr0qFJKqc2bN6v+/fsrb29v5evrq/bs2aNf6+DBg8rd3V317t1brVixotF+n3vuOX3MTz75pLp9+7ZSSqny8nLl7Oysx9aGDRvU3Llz65xfXV2t3nrrLeXq6qr69OmjBg0apC5evNhon08++aTy9PRUHh4eql+/fuqNN95QDx480Pf/61//UiNGjFC9evVSAQEBKiQkRB07dkxlZ2erHj166HFVw9fXV8XGxtbb19ixY/W+Xn31VVVdXa02bNigJk6cqEaOHKn69Omj3nrrLaWUUtnZ2crDw0MppdTdu3eV2WxWe/fuVbt27VL9+/dXXl5eytfXV/39739v9P6UUsrPz6/JY4QQQohvk5+fn2It+pefn5/NlxDfFYk1IYQQQgghxH+CL//cXfvnb/Hj19zXyaBUAwuWie+UwWDgl7/8JVu2bAGs012dnZ3x9/fnwIEDDZ6XnJxMfn5+nbUYv6xdu3b6VNSGKKV47bXXOHToEG3atGHjxo08/fTTAAwfPpzY2FieeeYZm/E8++yz+szOL774gp///OeNljoV360333yTqKgonJ2dqaioICwsjLfeeovi4mJ++ctfcu3aNaqqqoiIiNDXOrx27Rq/+tWvyM3NxWAwcOjQIVxcXBrsw2w2f61Ss0IIIcTXZTabOT/rvN72i/Kz2S//L4nvitlstmlLrAkhhBBCCCH+HX355+4aflF+8nPQT0Bzf2dv/z2MRdSjZp27Bw8e4OjoyLFjx/RSqo1JTk4mMTGxyQRgcxw+fBiLxYLFYiEuLo7Zs2fr9Ybnz59PWVkZa9eutTmndj3j8ePH62VLxQ9j3bp1BAcHs337dh49eqTXY/7444/p378/+/fv5/bt2/Tt25eXXnoJBwcHpk2bxuLFiwkJCaG0tJQWLZpdCVgIIYQQQgghhBBCCCGEED8B8pv/H9CIESM4eNBaUzc6OpopU6bo++Lj4wkKCsLX15egoCAyMjJ4+PAhS5cuZceOHfj4+LBjxw6uXr1K586dcXR0xNHRkV69euHj44NSisWLF+Pt7U1AQIC+EGZt+/btY9q0aRgMBgICAigqKuLGjRsADBkyhPbt2zc49pKSEvbt28d7772Hj4+P/lV7QdHvytixY2369PHx4ejR73aNFn9//zp9flf3+s4779Tp65133qn32IqKCv785z8DYGdnR//+/QHrDNOSkhKUUpSWltK5c2fs7e25fPkyVVVVhISEANaZom3atKn32kIIIYQQQgghhBBCCCGE+GmSGYA/oMmTJxMZGcno0aO5ePEiM2fO1GfYPfXUU5w5cwZ7e3uOHz/OG2+8we7du4mMjCQxMZGPPvoIgIULFzJt2jQ+/PBDAO7evYuTk5Oe1HvnnXdYsGAB69atY8mSJTb9X79+nZ49e+pto9HI9evXcXZ2bnLse/bs4cUXX2TXrl3f1uNotj179nzvfdbMjPw+LF68mMWLFzfr2Hnz5tG3b1+ef/55hg8fTnh4OK1bt+a3v/0toaGh9OjRg5KSEnbs2EGLFi34/PPP6dSpE+PGjSM7O5v/+q//YtWqVdjZ2dlcNyoqiqioKABu3779rd+jEEIIIYQQQgghhBBCCCG+OzID8Afk5eVFTk4O0dHRdUp6FhcXM3HiRDw9PZk3bx6XLl2q9xrHjx9n7ty5etvJyQkABwcHRo8eDYCfnx85OTl1zq1v+UeDwdCssX95xqL4YSxdupTExESGDh3Kp59+yvDhwwE4evQoPj4+5Ofnk5yczG9/+1vu3btHVVUVZ8+e5b333iMhIYGsrCw2btxY57qzZs0iMTGRxMREunXr9j3flRBCCCGEEEIIIYQQQgghvglJAP7AQkNDiYiIqJNMe/PNNwkODiYtLY39+/dTXl5e7/lKqXqTdi1bttS329nZUVVVVecYo9FIbm6u3s7Ly6NHjx5NjrmgoID4+HhGjRrV5LHiu+fq6srs2bM5ceIEKSkpFBQUsGHDBsaNG4fBYMDNzY1evXqRnp6O0WjE19eX3r17Y29vz4svvkhSUlKj1y8pKdETyNXV1WiaxtWrVwGoqqpC0zQ9jiorK9E0jby8PMBaolTTNPLz8wEoLy9H0zRu3rwJQFlZGZqm6SVqS0tL0TRNn3VYUlKCpmncuXMHsCbGNU2jsLAQgKKiIjRNo6ioCIDCwkI0TaO4uBiAO3fuoGkaJSUlgHU2o6ZplJaWAnDr1i00TaOsrAyAmzdvomma/n7Lz89H0zQqKioA63tE0zQqKysByM3NRdM0/f119epVNE2juroagJycHDRN059lVlYWp0+f1tuZmZk262paLBbOnTuntzMyMoiJidHb6enpxMbG6u3Lly/bzE5NS0sjISFBb6emptosBpuSkmLzeicnJ5OcnKy3k5KSSElJ0duJiYk2pW4TEhJIS0vT23FxcVy+fFlvx8bGkp6errdjYmL0dSkBzp07h8Vi0dtnz54lMzNTb58+fZqsrCy9rWmaxJ7EHiCx958ce2NajeG1tq/p7aCgIP0PnEBiT2Lvu4s9f39/QkND9bZ87knsyf+5VhJ7Ens1JPYk9mpI7EnsSexZSexJ7NX4qcXef7f5b8a3Hq+3Q0NDJfZ+IrHXHJIA/IHNnDmTpUuXYjKZbLYXFxfz+OOPA9jM0Grfvr0ecABDhw7Vy4GCtQRoc4WGhrJ582aUUsTGxtKxY8dmlf/cuXMno0ePpnXr1s3uS3w3Dh48qM/ktFgs2NnZ0alTJ5544glOnDgBWD+IMjIy6N27NwMGDODu3bv6h+DJkyf1dQOFEEKIH4t7/vds2o/aPEKheGT/iMqulT/QqMR/gs6dO/OozSOqW1aj7OpWyxCiIb6DhuL97FBmnYHj18EQZf2a+xmci03Ad9DQH3qIQgghhBBC6L78c3eNyi7yM/e/E4Oqrw6k+M61a9dOzxTX0DSN9957jwMHDvDPf/6T8PBwunXrxuDBg9myZQs5OTkUFhYybNgwKisrWbRoEaNGjWLu3LmcP38eOzs7li1bxrhx42yuv2vXLg4cOFCn1KNSit/+9rccOXKENm3asGHDBsxmMwDPPvss6enplJaW0qVLF9avX8+wYcMAeP755/nd736nl5sUP5zJkyeTlJREmzZtsLe355133mHYsGHk5+czffp0bty4gVKK3/3ud/zyl78E4NixY/zP//wPSin8/PyIiorCwcGhwT7MZrPNX5kIIYQQQgghbNX8HHV+Vt3vm/2irPvke2ohhBBCCCHEt6G5v7OXBKAQolGSABRCCCGEEKJxkgAUQgghhBBCfF+a+zv7JkuAGgwGpk6dqrerqqro1q2bzfor9UlOTubQoUNNDqBdu3ZNHqOU4tVXX8XNzQ0vLy+bGrfDhw+nU6dOdcajlGLx4sX06dOHfv368ec//7nOdY8dO4afnx8mkwk/Pz9Onjyp7zt//jwmkwk3NzdeffVVvcxiYWEhISEhuLu7ExISUqfkZkJCAnZ2duzatavJMWZnZ+Pv74+7uzthYWE8fPgQsNa2DQsLw83NDX9/f71GbmVlJeHh4ZhMJvr168fKlSsbfW4zZ86ke/fueHp62mxPTk4mICAAHx8fzGYz8fHxTT7nTZs24e7ujru7O5s2bWq038WLF9OzZ886r+21a9cIDg7G19cXLy8vPT7i4+Px8fHBx8cHb29v9uzZo59z5MgR+vbti5ubG6tWrWq03+eff14PehcXF8aP/7/axbt27WL69OmAtaRqt27d9D6nTZum3/+KFStwd3enT58+BAcHc+nSpUb7dHFxwWQyYTKZ6N+/P0uWLNFr+oK1LOfo0aNxdXXFz8+P4OBgzpw5Y3ONMWPGEBgY2Gg/X1VOTk6d1x3g4cOHzJgxA5PJhLe3t00NYSGEEEIIIYQQQgghhBBC/HtoMgHYtm1b0tLSePDgAWBNmtWsTdeY5iYAm+Pw4cNYLBYsFgtRUVHMnj1b3zd//ny2bNlS55yNGzeSm5tLeno6//rXv5g8eXKdY7p27cr+/ftJTU1l06ZNNonO2bNnExUVpfd75MgRAFatWsWQIUOwWCwMGTLEJin16NEjFi5cqJfKbGqMCxcuZN68eVgsFpycnFi/fj0A69evx8nJiczMTObNm8fChQsB69p7FRUVpKamcv78edauXasnB+szffp0fdy1LViwgGXLlpGcnExkZCQLFixo9DkXFhayfPly4uLiiI+PZ/ny5Y2uNfjCCy/oScXaVqxYwaRJk7hw4QLbt29nzpw5AHh6epKYmEhycjJHjhzhlVdeoaqqikePHjF37lwOHz7M5cuXiY6OtlkMtymJiYkNJvDCwsL0BVI3b94MwMcff0xMTAwpKSl8/vnnLFq0iNDQUH3RzoacOnWK1NRU4uPjycrKYtasWYB1UdJRo0Yxa9Ysrly5wvnz51m9erXNIqhFRUUkJSVRVFREdnZ2s+/t61q3bh1gXTy2phRozaKiQgghhBBCCCGEEEIIIYT499BkAhBgxIgRHDx4EIDo6GimTJmi74uPjycoKAhfX1+CgoLIyMjg4cOHLF26lB07duDj48OOHTsoLS3VZx55eXmxe/du/RqLFy/G29ubgIAAbt26Vaf/ffv2MW3aNAwGAwEBARQVFXHjxg0AhgwZQvv27euc88knn7B06VJatLDeYvfu3esc4+vrS48ePQDwqdqkzwAAIABJREFU8PCgvLyciooKbty4wb179wgMDMRgMDBt2jT27t2rjyU8PByA8PBwfTvA6tWrGT9+fJ2+6hujUoqTJ08yYcKEOteq3ceECRM4ceIESikMBgP379+nqqqKBw8e4ODgQIcOHercV41BgwbRuXPnOtsNBgP37lkX+SwuLtafQUPP+ejRo4SEhNC5c2ecnJwICQmpN7FYIyAgAGdn52b3W7N+HViTZgaDAbDGlpubG71798bBwYHJkyezb9++Bvv9soiICH7/+983+/h3332X1atX06ZNGwCGDh1KUFAQ27Zta9b57dq1Y82aNezdu5fCwkK2bdtGYGAgoaGh+jGenp76TESA3bt388ILLzB58mS2b9/e6PV37tyJp6cn3t7eDBo0CLAmuseMGcPw4cPp27cvy5cvr3NeVlYWvr6+JCQkcPnyZYYMGQJY3xOdOnWqd6pwVFQUZrMZs9nM7du3m3X/QgghhBBCCCGEEEIIIYT4cWhWArAmOVFeXs7Fixfx9/fX9z311FOcOXOGCxcuEBkZyRtvvIGDgwORkZH6LKuwsDDefvttOnbsSGpqKhcvXmTw4MEA3L9/n4CAAFJSUhg0aJA+Q6m269ev07NnT71tNBq5fv16o2O+cuUKO3bswGw2M2LECCwWS6PH7969G19fX1q1asX169cxGo319nfr1i09ueXs7MwXX3yhj3HPnj385je/abSfGgUFBXTq1ElPfNXuo/b92tvb07FjRwoKCpgwYQJt27bF2dmZJ554goiIiHoTfE358MMPmT9/Pj179iQiIkIvJdrQc/46z78+b731Flu3bsVoNDJy5EhWr16t74uLi8PDwwOTycSaNWuwt7f/xv1OmjSJpKQkMjMz6+yrSU77+PiwYcMG7t27x/3793F1dbU5zmw2N1kGtLYOHTrQq1cvLBYLly5d4umnn270+JqE+pQpU4iOjm702MjISI4ePUpKSgp///vf9e3x8fFs27aN5ORkdu7caZPQy8jIYPz48WzYsIEBAwbg7e3Nvn37qKqqIjs7m/Pnz5Obm1unr1mzZpGYmEhiYiLdunVr9v0LIYQQQgghhBBCCCGEEOKH16wEoJeXFzk5OURHRzNy5EibfcXFxUycOBFPT0/mzZvXYLLk+PHjzJ07V287OTkB4ODgoK+N5+fnV29Jy5r192qrmSXWkIqKClq3bk1iYiK//vWvmTlzZoPHXrp0iYULF7J27dqv3d/rr7/Ou+++i52dXaPH1Wisj4b2xcfHY2dnR35+PtnZ2bz//vs25SSb65NPPuGDDz4gNzeXDz74gJdffrnRfr/O86hPdHQ006dPJy8vj0OHDjF16lS9/KS/vz+XLl0iISGBlStXUl5e/o37tbOzY/78+fWulVi7BOiMGTMavEbNzMuvor5xA4wdOxZPT0/GjRsHWJPJmZmZPPPMM/Tp0wd7e3vS0tIavO7AgQOZPn0669at49GjR/r2kJAQunTpgqOjI+PGjePcuXMA3L59mzFjxrB161Z8fHwA67qQRqMRs9nM66+/TlBQkJ6EbkhJSYn+vqyurkbTNK5evQpY1wTVNE1PIlZWVqJpGnl5eYD1fahpGvn5+YB1hqemady8eROAsrIyNE3TZ/6WlpaiaZo+67CkpARN07hz5w5g/bzRNI3CwkLAWkJV0zSKiooAa7laTdMoLi4G4M6dO2iaRklJif5MNE2jtLRUfw00TaOsrAyAmzdvommaXvY1Pz8fTdP0dR3z8vLQNI3KykoAcnNz0TSNqqoqAK5evYqmaXpc5+Tk2KyzmJWVxenTp/V2ZmYmZ8+e1dsWi0V//cCawI2JidHb6enpxMbG6u3Lly8TFxent9PS0khISNDbqampNgnhlJQUm7U9a94DNZKSkkhJSdHbiYmJpKam6u2EhASbGI2Li7MpyxsbG0t6errejomJISMjQ2+fO3fO5o8xzp49a5OgP336tM1nmqZpEnsSe4DEnsSexB5I7EnsSez9VGJviEMWS9r9X+wNbZXJxIkT9bbEnsSefO5ZSexJ7NWQ2JPYk9izktiT2KshsSex19zYa45mJQABQkNDiYiIsCn/CfDmm28SHBxMWloa+/fvb3C9tIYSKS1bttS329nZ6Tdbm9FotJmllJeXp5ePbIjRaGT8+PGANfFy8eLFeo/Ly8tj7NixbN68WZ/9ZTQa9SD7cn+PPfaYXn70xo0bernPxMREJk+ejIuLC7t27WLOnDk25UG/rGvXrhQVFen3W7uP2vdbVVVFcXExnTt35tNPP2X48OG0bNmS7t27M3DgwHrLNzZl06ZNehJq4sSJ+np9DT3nr/P867N+/XomTZoEQGBgIOXl5fqbr0a/fv30dSe/jX6nTp3KmTNnuHbtWqPHdejQgbZt29ZJqCYlJdG/f/9m91eTLOvTpw8eHh42H8Z79uxh48aN+gfMjh07uHv3Lr169cLFxYWcnJxGy4CuWbOGFStWkJubi4+PDwUFBUDdpGhNu2PHjvTs2ZPPPvtM32dvb88HH3xAcnIy+/bto6ioCHd392bfnxBCCCGEEMJWnCWOSsdOVDrWX52lukVLKls74TvI93semRBCCCGEEOI/mmpC27ZtlVJK5ebmqg8//FAppdSpU6fUqFGjlFJKvfjii2rXrl1KKaWWLVumnnzySaWUUrt27VLTpk3Tr7Nw4UL12muv6e3CwkKb6yul1M6dO1V4eHidMRw4cEANHz5cVVdXq3/+859qwIABNvtrj6d2f+vXr9f3m83mOte9e/eu8vLy0sdfm9lsVv/85z9VdXW1Gj58uDp48KBSSqmIiAi1cuVKpZRSK1euVPPnz69zbnh4uNq5c2eTY5wwYYKKjo5WSin1yiuvqI8//lgppdRHH32kXnnlFaWUUtHR0WrixIlKKaVWrVqlpk+frqqrq1Vpaanq16+fSklJqdN/bdnZ2crDw8Nm21NPPaVOnTqllFLq+PHj6umnn1ZKNfycCwoKlIuLiyosLFSFhYXKxcVFFRQUNNqvUravrVJKDR8+XG3YsEEppdTly5eVs7Ozqq6uVllZWaqyslIppVROTo5ydnZWt2/fVpWVlapXr14qKytLVVRUKC8vL5WWltZgf88995xKSEhQSin15JNPqtu3byullPr4449Vz5499djasGGDmjt3bp3z//SnP6lRo0apsrIypZRSx44dU7169dLb9andT0lJifrlL3+px31ZWZlydXVV+/bt048/ffq0eu6555RSSgUEBKiYmBh9X1ZWlnJ1dW2wr8zMTP3fPj4+6sKFC2rDhg3K2dlZFRQUqLKyMmUymVRCQoL+upeWlqqBAweqbdu2KaWUun//viotLVVKKfWPf/xDPfvssw32V8PPz6/JY4QQQgghhPhP5efnp1hLo19+fn7yfbUQQgghhBDiW9Hcny2aPQPQaDTy2muv1dm+YMECFi1axMCBA23KEgYHB3P58mV8fHzYsWMHS5Ys4e7du3h6euLt7c2pU6eanaQcOXIkvXv3xs3NjV//+tf85S9/0fc9++yzTJw4kRMnTmA0Gjl69CgAv/vd79i9ezcmk4lFixbx17/+tc51P/roIzIzM3n77bf19eBq1vT75JNP+NWvfoWbmxuurq6MGDFCv+6xY8dwd3fn2LFj/O53v2ty/DVjPHjwIG3bttXH+M477zB16lTatm1LQUGBXorz5ZdfpqCgADc3N/74xz8ybdo0Dh06xNy5cyktLcXT05MBAwYwY8YMvLy89H7atWtn0++UKVMIDAwkIyMDo9HI+vXrUUrh4eHBsGHDcHR05LXXXiMqKgqAP//5z5w8eZJ27drZPGcnJyc8PDx47LHHeOyxxwgMDGx07cEFCxZgNBopKyvDaDTy1ltvAfD++++zbt06vL29mTJlChs3bsRgMHDu3Dm8vb3x8fFh7Nix/OUvf6Fr167Y29vz0UcfMWzYMPr168ekSZPw8PBo8nl/2csvv1zvzNIv++///m8GDBiAyWSib9++vP322+zbtw9HR8dGzwsODsbT05Of//znPPHEE3opWUdHRw4cOMCaNWvo3bs3gYGBrFixgiVLlpCTk8O1a9cICAjQr9OrVy86dOhgM+W7xoEDB/Dz88PR0ZHWrVvj5OSEt7c3GRkZPHjwgC5duuDq6sr48eMxm82AtbTtwIEDKS4uZs6cOezbt48vvvgCk8mEo6MjY8aMoUOHDjx8+PCrPE4hhBBCCCGEEEIIIYQQQvzIGZRqYMEy8a1r164d7u7uxMTE4OjoyOHDh1m0aBFGo5EDBw40eN7GjRtJTEzko48+avL6NfVnG3Lo0CFWr17NoUOHiIuL47XXXtMTTidOnKCsrIy1a9fajGfDhg2cOnWKjRs30qJFC7744gu99Kn47lVWVvLkk08SHx+P0WikoqKCnJwc+vbty3vvvUdiYiIODg6EhoYyYcIE/byG4mHSpEmMGzeOyZMn85vf/AZvb29mz57dYP9ms/lrlZoVQgghhBDiP4HZbOb8rPONHuMX5Qcg31cLIYQQQgghvrHm/s6+2TMAxbdjxIgRHDx4EIDo6GibNRXj4+MJCgrC19eXoKAgMjIyePjwIUuXLmXHjh36bMrS0lJmzJiByWTCy8uL3bt369dYvHgx3t7eBAQE6Itf1rZv3z6mTZuGwWAgICCAoqIifU3DIUOG0L59+zrnfPLJJyxdupQWLazhIsm/71dJSQlVVVV06dIFgFatWtG3b1/AupZk165d9demKUopTp48qScKw8PDG12rUgghhBBCCCGEEEIIIYQQPz2SAPyeTZ48me3bt1NeXs7Fixfx9/fX9z311FOcOXOGCxcuEBkZyRtvvIGDgwORkZGEhYWRnJxMWFgYb7/9Nh07diQ1NZVTp07x1ltv4ePjw/3794mOjsZgMDBgwADWrVtXp//r16/Ts2dPvW00Grl+/XqjY75y5Qo7duzAbDYzYsQILBYLAP7+/nrp1Jqv1NTUb+lJNWzs2LF1+q0pq/pd+T7v9Z133rHpZ/DgwTzxxBM8+eSTTJkyhW3btlFdXQ3A9OnTG5wZWl5ejtlsJiAgQE/yFRQU0KlTJ+zt7YGGX/+oqCjMZjNms5nbt29/J/cphBBCCCGEEEIIIYQQQojvhv0PPYD/NF5eXuTk5BAdHc3IkSNt9hUXFxMeHo7FYsFgMFBZWVnvNY4fP8727dsB6NKli56IatWqFVeuXMFgMLBjxw6OHTtW59z6Kr4aDIZGx1xRUUHr1q1JTEzk//2//8fMmTM5e/ZsvWvVfR/27Nnzvff5fd7r4sWLWbx4cZ3tqampHD9+nPfee49jx46xcePGRq9z7do1evToQVZWFoMHD8ZkMtGhQ4c6x9X3+s+aNYtZs2YB6GsKCiGEEEIIIYQQQgghhBDip0FmAP4AQkNDiYiIsCn/CfDmm28SHBxMWloa+/fvp7y8vN7zlVL1Jm1atmypb7ezs6OqqqrOMUajkdzcXL2dl5dHjx49Gh2v0Whk/PjxgHX23cWLFxu/QfGdMJlMzJs3j2PHjtmUfW1Izevau3dvnn/+eS5cuEDXrl0pKirSY6M5r39JSQk5OTkAVFdXo2kaV69eBaCqqgpN0/SYqqysRNM08vLyAGvyWNM08vPzAeusRE3TuHnzJgBlZWVomqaXqy0tLUXTNH3WYUlJCZqmcefOHcCaJNc0jcLCQgCKiorQNI2ioiIACgsL0TSN4uJiAO7cuYOmaZSUlABw+/ZtNE3T10a8desWmqZRVlYGwM2bN9E0TX/v5efno2kaFRUV+vPSNE1Pzufm5qJpmv48r169iqZp+gzNnJwcNE3Tn2VWVhanT5/W25mZmZw9e1ZvWywWzp07p7czMjKIiYnR2+np6cTGxurty5cv2ySn09LSSEhI0Nupqak2taBTUlJISkrS28nJySQnJ+vtpKQkUlJS9HZiYqLNTNeEhATS0tL0dlxcHJcvX9bbsbGxpKen6+2YmBgyMjL09rlz5/QZxABnz54lMzNTb58+fZqsrCy9rWmaxJ7EHiCxJ7EnsQcSexJ7Ens/5tir/XPdEIchLGm3RG8PbTWURe0W6W2JPYk9+dyzktiT2KshsSexJ7FnJbEnsVdDYk9ir7mx1xySAPwBzJw5k6VLl2IymWy2FxcX8/jjjwPYzO5q3769HmQAQ4cOtSn7ePfu3Wb3HRoayubNm1FKERsbS8eOHXF2dm70nBdffJGTJ08C1jdwnz59mt2f+OZqPrhqJCcn8+STTzZ6zt27d/UPljt37vDZZ5/Rv39/DAYDwcHB7Nq1C4BNmzYxZsyY72zsQgghhBBCfF98Bw1l5n//D4lJFxgVFo4hCqavPkBKSgrDJ7yEIQqGHwItH362BfrMXfut9FvVoe4fXn5ZpWMlj9o8+lb6E0IIIYQQQojmMKj6akKK70S7du307HANTdN47733OHDgAP/85z8JDw+nW7duDB48mC1btpCTk0NhYSHDhg2jsrKSRYsWMWrUKObOncv58+exs7Nj2bJljBs3zub6u3bt4sCBA3XKRCql+O1vf8uRI0do06YNGzZs0Es8Pvvss6Snp1NaWkqXLl1Yv349w4YNo6ioiJdeeolr167Rrl071qxZg7e39/fyzIT1LxXCwsK4cuUKjo6OtG3blj/96U+YzWYSEhIYO3Ysd+/epXXr1vzsZz/j0qVLxMTE8Morr9CiRQuqq6t5/fXXefnllwHrXwpMnjyZwsJCfH192bp1K61atWqwf7PZbPNXJkIIIYQQQvwYfbl0/flZifhFmW3atflFyfe5QgghhBBCiJ+e5v7OXhKAQohGSQJQCCGEEEL8FEgCUAghhBBCCPGfoLm/s2+yBKjBYGDq1Kl6u6qqim7dujF69OhGz0tOTubQoUNNDqBdu3ZNHqOU4tVXX8XNzQ0vLy+bGrfDhw+nU6dOdcYzffp0evXqhY+PDz4+PjZ1cGscO3YMPz8/TCYTfn5+eplLgPPnz2MymXBzc+PVV1+lJk9aWFhISEgI7u7uhISE1Cm/mZCQgJ2dnV5isbExZmdn4+/vj7u7O2FhYTx8+BCw1rYNCwvDzc0Nf39/vUZuZWUl4eHhmEwm+vXrx8qVKxt9bjNnzqR79+54enrabE9OTiYgIAAfHx/MZjPx8fFNPudNmzbh7u6Ou7s7mzZtarTfxYsX07Nnzzqv7bVr1wgODsbX1xcvLy89PuLj4/XXydvbmz179ujnHDlyhL59++Lm5saqVasa7ff555/Xg97FxUVftxCsMyKnT58OWMurduvWTe9z2rRp+v2vWLECd3d3+vTpQ3BwMJcuXWq0TxcXF0wmEyaTif79+7NkyRK99CZYaz6PHj0aV1dX/Pz8CA4O5syZMzbXGDNmDIGBgY3281Xl5OTUed0Btm3bpt+3j48PLVq0qPe9IYQQQgghhBBCCCGEEEKIn64mE4Bt27YlLS2NBw8eANakWc06dY1pbgKwOQ4fPozFYsFisRAVFcXs2bP1ffPnz2fLli31nveHP/xBXwTTx8enzv6uXbuyf/9+UlNT2bRpk02ic/bs2URFRen9HjlyBIBVq1YxZMgQLBYLQ4YMsUlKPXr0iIULFzJs2DCbfhoa48KFC5k3bx4WiwUnJyfWr18PwPr163FyciIzM5N58+axcOFCAHbu3ElFRQWpqamcP3+etWvX6snB+kyfPl0fd20LFixg2bJlJCcnExkZyYIFC4CGn3NhYSHLly8nLi6O+Ph4li9f3ui6gy+88IKeVKxtxYoVTJo0iQsXLrB9+3bmzJkDgKenJ4mJiSQnJ3PkyBFeeeUVqqqqePToEXPnzuXw4cNcvnyZ6OhomwVJm5KYmNhgAi8sLEyPjc2bNwPw8ccfExMTQ0pKCp9//jmLFi0iNDRUX7SzIadOnSI1NZX4+HiysrKYNWsWYF2UdNSoUcyaNYsrV65w/vx5Vq9ebbMIalFREUlJSRQVFZGdnd3se/u6XnrpJf2+t2zZgouLS73vDSGEEEIIIYQQQgghhBBC/HQ1mQAEGDFiBAcPHgQgOjqaKVOm6Pvi4+MJCgrC19eXoKAgMjIyePjwIUuXLmXHjh34+PiwY8cOSktLmTFjBiaTCS8vL3bv3q1fY/HixXh7exMQEMCtW7fq9L9v3z6mTZuGwWAgICCAoqIibty4AcCQIUNo377917p5X19fevToAYCHhwfl5eVUVFRw48YN7t27R2BgIAaDgWnTprF37159LOHh4QCEh4fr2wFWr17N+PHj6d69u00/9Y1RKcXJkyeZMGFCnWvV7mPChAmcOHECpRQGg4H79+9TVVXFgwcPcHBwoEOHDg3e36BBg+jcuXOd7QaDgXv37gFQXFysP4OGnvPRo0cJCQmhc+fOODk5ERISUm9isUZAQADOzs7N7rdNmzbY29sD1qSZwWAArLHl5uZG7969cXBwYPLkyezbt6/Bfr8sIiKC3//+980+/t1332X16tW0adMGgKFDhxIUFMS2bduadX7N+oh79+6lsLCQbdu2ERgYSGhoqH6Mp6enPhMRYPfu3bzwwgtMnjyZ7du3N3r9nTt34unpibe3N4MGDQKssxnHjBnD8OHD6du3L8uXL69zXlZWFr6+viQkJNhs//J7ubaoqCjMZjNms5nbt2836/6FEEIIIYQQQgghhBBCCPHj0KwEYE1yory8nIsXL+Lv76/ve+qppzhz5gwXLlwgMjKSN954AwcHByIjI/VZVmFhYbz99tt07NiR1NRULl68yODBgwG4f/8+AQEBpKSkMGjQINatW1en/+vXr9OzZ0+9bTQauX79epPjXrx4MV5eXsybN8+mLGN9du/eja+vL61ateL69esYjcZ6+7t165ae3HJ2duaLL77Qx7hnzx5+85vfNDkugIKCAjp16qQnvmr3Uft+7e3t6dixIwUFBUyYMIG2bdvi7OzME088QURERL0JvqZ8+OGHzJ8/n549exIREaGXEm3oOX/d5/9lb731Flu3bsVoNDJy5EhWr16t74uLi8PDwwOTycSaNWuwt7f/xv1OmjSJpKQkMjMz6+yrSU77+PiwYcMG7t27x/3793F1dbU5zmw2N1kGtLYOHTrQq1cvLBYLly5d4umnn270+Jok3JQpU4iOjm702MjISI4ePUpKSgp///vf9e3x8fFs27aN5ORkdu7caVP7NyMjg/Hjx7NhwwYGDBhgc70dO3Y0mACcNWsWiYmJJCYm0q1bt6ZuWwghhBBCCCGEEEIIIYQQPyLNSgB6eXmRk5NDdHQ0I0eOtNlXXFzMxIkT8fT0ZN68eQ0mS44fP87cuXP1tpOTEwAODg762nh+fn71lrSsWX+vtppZYg1ZuXIl6enpJCQkUFhYyLvvvtvgsZcuXWLhwoWsXbv2a/f3+uuv8+6772JnZ9focTUa66OhffHx8djZ2ZGfn092djbvv/++TTnJ5vrkk0/44IMPyM3N5YMPPuDll19utN+v8zzqEx0dzfTp08nLy+PQoUNMnTqV6upqAPz9/bl06RIJCQmsXLmS8vLyb9yvnZ0d8+fPr3etxNolQGfMmNHgNWpmXn4V9Y0bYOzYsXh6ejJu3DjAmkzOzMzkmWeeoU+fPtjb25OWltbgdQcOHMj06dNZt24djx490reHhITQpUsXHB0dGTduHOfOnQPg9u3bjBkzhq1bt9Yp8xkXF0ebNm3qXSdQCCGEEEIIIYQQQgghhBA/bc1KAAKEhoYSERFRZ8bQm2++SXBwMGlpaezfv7/B9dIaSqS0bNlS325nZ0dVVVWdY4xGI7m5uXo7Ly9PLx/ZEGdnZwwGA61atWLGjBn1rklXc62xY8eyefNmffaX0WgkLy+v3v4ee+wxvfzojRs39HKfiYmJTJ48GRcXF3bt2sWcOXNsyoN+WdeuXSkqKtLvt3Yfte+3qqqK4uJiOnfuzKeffsrw4cNp2bIl3bt3Z+DAgTazvZpr06ZNehJq4sSJ+rNp6Dl/nedfn/Xr1zNp0iQAAgMDKS8v586dOzbH9OvXT1938tvod+rUqZw5c4Zr1641elyHDh1o27ZtnYRqUlIS/fv3b3Z/JSUl5OTk0KdPHzw8PEhKStL37dmzh40bN1JYWAhYZ+DdvXuXXr164eLiQk5OTqNlQNesWcOKFSvIzc3Fx8eHgoICoG5StKbdsWNHevbsyWeffVbnWtu3b29w9l9D9wRQXV2NpmlcvXoVsManpmn661RZWYmmafr7p6KiAk3TyM/PB6wlXjVN4+bNmwCUlZWhaZpe+re0tBRN0/SyoyUlJWiapsdJcXExmqbpz7CoqAhN0ygqKgKs61VqmkZxcTEAd+7cQdM0SkpKAGtSVNM0SktLAWsSVtM0ysrKALh58yaapumfY/n5+Wiaps8gzsvLQ9M0KisrAcjNzUXTNP19fPXqVTRN0xPbOTk5aJqmP8usrCxOnz6ttzMzMzl79qzetlgsegIXrDM4Y2Ji9HZ6ejr/H3v3HlZllTZ+/LtD0RDDc6mYipgmsAHBICwVGTUPUTk6ar1KWsOMqZmllofELKeTk01jTVIe0reUnzpp5iEPuVReA0HkpEGg4qCEgyIEcob1+4NhjTsO4oza1Nyf6+K6vJ/TWs+z773VvbjXioqKMvHJkyeJjo42cXJyss1Ur0lJSTafEQkJCTY5WTMIXiMuLo6EhAQTx8bGkpSUZOKYmBibQero6GibdTmjoqJISUkx8ZEjR0hNTTVxZGQkaWlpJj58+LBNhe7Bgwdt3oNKKck9yT1Ack9yT3IPJPck9yT3Gpt7Xbp0YcKECTg5OQHQtWtXJkyYYJZk8GySTZijwskiuQeSe/K5J7kHknuSe5J7knvVJPck9yT3qknu/XxyrzEaPQA4ZcoUFi1ahIeHh832/Px8OnfuDFSvR1ajZcuW5sFA9XpqK1asMPHly5cb3ckIZgf8AAAgAElEQVTg4GDWrVuH1pqoqCicnJzqXGPuajWDdFprtm7dWmelU15eHiNHjuT111+nf//+ZnvHjh1p2bIlUVFRaK1Zt24djzzyiOnLJ598AlQPpNVsP3PmDBkZGWRkZDBmzBg++OADHn300Xr7Z7FYCAwMZPPmzbWudXUbmzdvZvDgwVgsFu6++26+/vprtNZcuXKFqKgoevfu3ahneLVOnTqZRPn666/p2bOnabeu5zxs2DD27NnD5cuXuXz5Mnv27GHYsGHX3e7dd9/N/v37Afj2228pKSmhffv2nDlzxibJU1NT6datG/369SMtLY0zZ85QVlbGxo0bbdbTa4ymTZsya9Ys3n333WseO2fOHJ599lmKi4uB6qrVyMhIHn/88Ua1VVhYyDPPPMOjjz5K69atefzxx/m///s/m+k6az4MoLoicvfu3SZvjh071uAA4KlTp/Dz82PJkiW0a9fOfDDu3buX3NxciouL2bp1q8lle3t7tm7dyrp16/jss8/Mdaqqqti0aRPjx49v1H0JIYQQP+Y5y5N7pt3zU3dDCCFslDdvTUWzlmjLbVQ0bwXAZZcgACqaOdU6/oL1f25p/4QQQgghhBDiltLX0KJFi1rbDhw4oEeOHKm11vrIkSO6Z8+eOiAgQC9cuFB37dpVa631pUuXtK+vr/b09NQbN27UBQUFetKkSdrNzU1brVa9ZcuWWtfftGmTDgkJqdVeVVWVfuaZZ7SLi4t2d3fXMTExZt8DDzyg27Vrp5s3b647d+6sd+/erbXWOjAwULu7u2s3Nzf9xBNP6IKCglrXffXVV7WDg4P29PQ0PxcuXNBaax0TE6Pd3Ny0i4uLnjZtmq6qqtJaa33x4kU9ePBg7erqqgcPHqwvXbpU67ohISF606ZNtfoIaAcHB9PH1NRU3aRJE+3g4KDHjBmjS0pKtNZaFxcX6zFjxugePXrofv366e3bt+sdO3bogoICPWbMGN2nTx9977336rfeeqvB12r8+PH6rrvu0k2aNNGdO3fWH3/8sa6qqtK//vWvtb29vW7evLl2c3PTsbGxWmuthw4dqu3t7bWDg4PNcw4JCdFt27bV9vb22t7eXi9evLjWPV9tzpw5unPnztpisejOnTvrsLAwrbXWJ06c0AEBAdpqtWpPT0/91Vdfaa21Xrdune7Tp4/29PTU3t7e+vPPPzfX2rFjh+7Zs6d2cXHRr732WoPtDhw40PS5a9euOicnR2utdUlJie7YsaPJrTVr1uhp06bVOr+qqkovXrxY9+jRQ99zzz16wIABOjExscE2u3btavLs3nvv1fPnz9fFxcVm/7fffquHDx+uu3fvrv39/fWQIUP03r179ZkzZ3SnTp1MXtXw9vbWUVFRtdrZvn27dnJy0s2bN9fNmjXTgYGBuqqqSr/00ku6VatWGtAdO3Y0r82ZM2e0m5ubzs/P13fddZfu0KGD3rp1q75y5Yr28/PTzZs313369NEvvvhig/entdY+Pj7XPEYIIcR/Fx8fH/n7QQjxH8fHx0ezEpufms+rmp8fbxdCCCGEEEKIn5vG/l/GonU9C5aJG87R0ZGePXty5MgRbr/9dnbt2sW8efNwdnbmyy+/rPe8tWvXEhsba1NBWd/1a8pP67Nz507+/Oc/s3PnTqKjo5k5c6YpMd6/fz9FRUWsXLnSpj9PPvkko0aNYsyYMddxt+JGKS8vp2vXrhw9ehRnZ2dKS0vJyMigV69eLFu2jNjYWOzt7QkODq71Gs2cOZOcnBzatGnDihUrKCoqIjo6msDAQMrKyggKCmL+/PkMHz683vZ9fX3/palmhRBC/HL5+voCyN8PQoj/KL6+vhwLPWazzSfcxyau2V+zXT7HhBBCCCGEED83jf3OvtFTgIobY/jw4ezYsQOongLy6nXYjh49SkBAAN7e3gQEBJCamkpZWRmLFi0iIiICLy8vIiIiKCwsZPLkyXh4eGC1WtmyZYu5xoIFC/D09MTf39/MfXu1bdu2MWnSJCwWC/7+/uTl5ZnpUoOCgszaGOI/R0FBARUVFbRt2xaAZs2a0atXL6B6Lcl27dpx222138rHjh3jwoULDB061GxzcHAgMDAQqJ4itG/fvjbrXQohhBBCCCGEEEIIIYQQ4udPBgBvsfHjx7Nx40ZKSkpITEzEz8/P7OvduzeHDh3i+PHjLFmyhPnz52Nvb8+SJUsYN24c8fHxjBs3jldffRUnJyeSkpI4cOAAixcvxsvLiytXrrBhwwYsFgv9+vXjo48+qtX++fPn6dKli4mdnZ05f/78Nfu9YMECrFYrs2bNMotW+vn54eXlZfNz9YKiN8tjjz1Wq92vvvrqprZ5K+916dKlNu0MHjyYu+++m65duzJhwgQ+/fRTsxDok08+WWdlaFVVFS+88AJvv/12ve3k5eWxfft2goKCbsp9CCGEEEIIIYQQQgghhBDip9Hkp+7Afxur1UpGRgYbNmxgxIgRNvvy8/MJCQkhLS0Ni8VCeXl5ndfYt28fGzduBKBt27ZmIKpZs2acOnUKi8VCREQEe/furXVuXTO+WiyWBvv8+uuvc9ddd1FWVkZoaChvvvkmixYtMlOH3mqff/75LW/zVt7rggULWLBgQa3tSUlJ7Nu3j2XLlrF3717Wrl1b7zU++OADRowYYTPYe7WKigomTJjAs88+i4uLS6394eHhhIeHA5CTk/Ov3YgQQgghhBBCCCGEEEIIIX4SMgD4EwgODmb27Nkopbh06ZLZ/vLLLxMYGMjnn39ORkYGgwYNqvN8rXWdg3ZNmzY12+3s7KioqKh1jLOzM5mZmSY+d+4cnTp1arC/HTt2BKoHGCdPnsyyZcuueY/ixvPw8MDDw4OJEyfSvXv3BgcAv/nmGw4fPswHH3xAYWEhZWVlODo68sYbbwAQGhpKz549ee655+o8PzQ0lNDQUOCf6zwJIYQQQgghhBBCCCGEEOLnQaYA/QlMmTKFRYsW4eHhYbM9Pz+fzp07A9gM7rRs2ZKCggITDx061Gbax8uXLze67eDgYNatW4fWmqioKJycnMwAX31q1gjUWrN161bc3d0b3Z749xUWFqKUMnF8fDxdu3Zt8JxPP/2Uv/3tb2RkZLBs2TImTZpkBv8WLlxIfn4+7777bqPaLygoICMjA6ieWlQpxdmzZ4HqSkKllBlULi8vRyll1hUsLS1FKUVWVhYAJSUlKKXIzs4GoKioCKWUWa+y5l5rqg4LCgpQSnHx4kWg+j2ilCI3NxeonsZUKUVeXh4Aubm5KKXIz88H4OLFiyilzPsnJycHpRSFhYUAXLhwAaUURUVFAGRnZ6OUoqSkBICsrCyUUmba23PnzqGUMtW5mZmZKKXMYPvZs2dRSpkpWjMyMmxeu9OnT3Pw4EETp6enc/jwYROnpaURGRlp4tTUVI4cOWLilJQUoqKiTHzy5Emb6tTk5GRiYmJMnJSUZLMYbEJCAnFxcSaOj48nPj7exHFxcSQkJJg4NjbWZqrbmJgYkpOTTRwdHc3JkydNHBUVRUpKiomPHDlCamqqiSMjI0lLSzPx4cOHSU9PN/HBgwc5ffq0iZVSknuSe4Dk3n9i7jVpUv07ZJJ7knvyuVdNcu8/J/fubXIvYY5hdLitA4CZRr9mrXPPJp6EOYbRokULQHJPck8+92pI7knuSe5Vk9yT3KshuSe5J7lXTXLvPzf3GkMGAH8Czs7OzJw5s9b2uXPnMm/ePPr3709lZaXZHhgYyMmTJ/Hy8iIiIoKFCxdy+fJl3N3d8fT05MCBA41ue8SIEbi4uODq6spvf/tbPvjgA7PvwQcfZOzYsezfvx9nZ2ezrt4TTzxhqs8uXrzIwoUL/427F9dLa81bb71Fr1698PLyIiwszAwQx8TE4OzszKZNm/jd736Hm5tbg9c6d+4cS5cu5eTJk/Tt2xcvLy8+/vjjW3AXQgghfkkK+hXwg98PP3U3hBDCRl2fS5XNKtG3aVq1akWlwz//j1V5eyVt2rSxOfaeaSv59V6ITssy8bh9EHs8gfuHPgzAgtfeJPZ4AvYfgyUcnlSgssB7wFCGDh1aZ79iYmLw7dev3v1CCCGEEEIIcTNYdF2LwgkhxD/4+vra/JaJEEIIIYQQv0S+vr4cC43FJ7z6379Xx4DZBnAs1Pbfx1cfU9d1a8i/q4UQQgghhBD/rsZ+Z3/NCkCLxcLEiRNNXFFRQfv27Rk1alSD58XHx7Nz585rdsDR0fGax2itefbZZ3F1dcVqtdqUuD700EO0atWq3v7MmDGj3jY+/fRTrFYrVquVgIAAm9LY3bt306tXL1xdXc3UiQBnzpzBz8+Pnj17Mm7cOMrKymyuuXnzZiwWi3n4ly5dIjAwEEdHR6ZPn25z7LFjx/Dw8MDV1ZVnn32WmrHY3NxchgwZQs+ePRkyZIiZ4jM/P5+HH34YT09P3NzcWLNmTYPPrb5ns3//flP99cADD5gS3dLSUsaNG4erqyt+fn6mNBfg9ddfx9XVlV69epnKwPpMmTKFDh061JoqND4+Hn9/f7y8vPD19eXo0aMAbNu2DavVarZfXSL9ySef0LNnT3r27Mknn3zSYLvdunUz5bwWi4UXXnjB7Fu2bBmLFy8GYPHixXTu3BkvLy+8vLx46aWXACgrK+O5556jR48e9OzZk0ceecSUG9fHzs4OLy8v3Nzc8PT05J133jElugBHjx5l0KBB9OzZk759+zJy5EibkmsAT09PJkyY0GA710spVed74npzSAghhBBCCCGEEEIIIYQQPz/XHABs0aIFycnJFBcXA7B3716zTl1DGjsA2Bi7du0iLS2NtLQ0wsPDmTp1qtk3Z84c1q9fX+d5sbGxZv7WunTv3p2DBw+SmJjIyy+/TGhoKACVlZVMmzaNXbt2cfLkSTZs2GDmwX3xxReZNWsWaWlptG7dmlWrVpnrFRQU8N577+Hn52e2NW/enFdffZVly5bVan/q1KmEh4ebe9u9ezcAb7zxBkFBQaSlpREUFGQGIN9//3369OlDQkICSileeOGFWgOQV6vv2UydOpVPP/2U+Ph4Hn/8cV577TUAVq1aRevWrUlPT2fWrFm8+OKLQPU8xBs3buTEiRPs3r2bZ555xmaK0h978sknzb1cbe7cuYSFhREfH8+SJUuYO3cuAEFBQSQkJBAfH8/q1at5+umngeqB0FdeeYXo6GiOHj3KK6+80uj1Dps1a8Zf//pXMyD4Y7NmzTLzI9c83/nz51NQUMB3331HWloajz76KKNHj6ahItnbb7+d+Ph4Tpw4wd69e9m5cyevvPIKUD0H8G9+8xv+8Ic/kJaWRlxcHPPmzePUqVPm/G+//ZaqqioOHTrElStXGnVv/47rzSEhhBBCCCGEEEIIIYQQQvz8NGoNwOHDh7Njxw4ANmzYYFOtdPToUQICAvD29iYgIIDU1FTKyspYtGgRERERZt26wsJCJk+ejIeHB1arlS1btphrLFiwAE9PT/z9/c2CjVfbtm0bkyZNwmKx4O/vT15eHt9//z1QPXhUs6D71SorK5kzZw5vvfVWvfcVEBBA69atAfD39zfVXkePHsXV1RUXFxfs7e0ZP34827ZtQ2vN119/zZgxYwAICQlh69at5novv/wyc+fOpXnz5mZbixYteOCBB2y2AXz//ff88MMP3H///VgsFiZNmmSutW3bNkJCQmq1YbFYKCgoQGtNYWEhbdq0oUmTJvXeX33PxmKx8MMP1etj5Ofn06lTp1rtjhkzhv3796O1Ztu2bYwfP55mzZrRvXt3XF1dTfVeXQYMGFBrPY2G2nV0dMRisQBw5coV8+evvvqKIUOG0KZNG1q3bs2QIUPqHFisS5MmTQgNDWX58uWNOr6oqIg1a9awfPly7OzsAJg8eTLNmjXj66+/btQ1OnToQHh4OCtWrEBrzYoVKwgJCSEgIMAc88ADD/Doo4+a+LPPPmPixIkMHTqUL774osHrv/fee/Tp0wer1cr48eOB6mrGiRMnMnjwYHr27MlHH31U67yYmBi8vb05ffr0deeQEEIIIYQQQgghhBBCCCF+fho1ADh+/Hg2btxISUkJiYmJNhVuvXv35tChQxw/fpwlS5Ywf/587O3tWbJkCePGjSM+Pp5x48bx6quv4uTkRFJSEomJiQwePBioHvDx9/cnISGBAQMG1DmAcf78ebp06WJiZ2dnzp8/32CfV6xYQXBwMB07dmzUg1i1ahXDhw9vsL1Lly7RqlUrM2BydT+OHz9OZmbmNadGvfqenJ2d67ynCxcumH537NiRv//97wBMnz6db7/9lk6dOuHh4cGf/vQnbrutUS+hjY8//pgRI0bg7OzM+vXrzRSYV993kyZNcHJy4tKlS//S86/Lu+++y5w5c+jSpQuzZ8/m9ddfN/s+//xzevfuzciRI1m9enWt/vwr7U6bNo1PP/2U/Pz8WvuWL19upgD96quvSE9P5+677+aOO+6wOc7X15cTJ040uk0XFxeqqqr4+9//zokTJ+jbt2+Dx0dERDBu3DgmTJjAhg0bGjz2jTfe4Pjx4yQmJvLhhx+a7YmJiezYsYNvvvmGJUuWkJWVZfYdOXKE3//+92zbtg0XF5dG51B4eDi+vr74+vqSk5PT6PsXQgghhBBCCCGEEEIIIcRPr1GjR1arlYyMDDZs2MCIESNs9uXn5zN27Fjc3d2ZNWtWvYMl+/btY9q0aSauqbyzt7c3g2Y+Pj42687VqGsKxpoqsbpkZWWxadMmZsyYcc17Azhw4ACrVq3izTffbLC9+rZXVVUxa9Ys/vjHPzaqvYbaaMhXX32Fl5cXWVlZxMfHM336dFNRdz2WL1/Ozp07OXfuHJMnT+b5559vsE//Sl/r8pe//IXly5eTmZnJ8uXLeeqpp8y+xx57jJSUFLZu3crLL7/cYH8a64477mDSpEm89957tfZdPQXosGHD0FrXee36tjekvilD/fz8uPfee5k5cyZQXZnXvn17unbtSlBQEHFxcQ1OcWq1WnniiSf43//9X5uqvUceeYTbb7+ddu3aERgYaKozv/32W0JDQ9m+fTt333030PgcCg0NJTY2ltjYWNq3b39d9y+EEEIIIYQQQgghhBBCiJ9Wo8vHgoODmT17ts30n1A97WVgYCDJycls376dkpKSOs+vbyCladOmZrudnR0VFRW1jnF2diYzM9PE586dM9NH1uX48eOkp6fj6upKt27dKCoqwtXVtc5jExMTefrpp9m2bRtt27ZtsL127dqRl5dn+lizvaCggOTkZAYNGkS3bt2IiooiODiY2NjYevvo7Oxsphz98T3deeedZorT77//ng4dOgCwZs0aRo8ejcViwdXVle7du5OSklJvG3XJyckhISHBVHGOGzeOI0eO1LrviooK8vPzadOmzXU///p88sknjB49GoCxY8fWOY3ogAEDOHXqFBcvXrwh7T733HOsWrXqmuvrubq6cvbsWQoKCmy2x8XF0adPn0a3d/r0aezs7OjQoQNubm7ExcWZfdHR0bz66qumInHDhg2kpKTQrVs3evTowQ8//GAzNe6P7dixg2nTpnHs2DF8fHxMHv74fVUTd+zYkebNm3P8+HGz71/JoYKCAjMwX1VVhVKKs2fPAtV5opQyr1N5eTlKKZPbpaWlKKVMVWJJSQlKKbKzs4HqqVeVUmbq38LCQpRSpuqwoKAApZRZyzE/Px+lFLm5uQDk5eWhlDJrfebm5qKUMs/44sWLKKXM65qTk4NSisLCQqC62lYpRVFREQDZ2dkopcznWFZWFkopSktLgeocVEpRXl4OQGZmJkop81qcPXsWpRRVVVUAZGRkoJQyz/L06dMcPHjQxOnp6Rw+fNjEaWlpREZGmjg1NdW8PwFSUlKIiooy8cmTJ4mOjjZxcnIyMTExJk5KSrL5HEpISLDJyZpB8BpxcXEkJCSYODY2lqSkJBPHxMSQnJxs4ujoaLM+KkBUVJRNPh05coTU1FQTR0ZGkpaWZuLDhw+Tnp5u4oMHD3L69GkTK6Uk9yT3AMk9yT3JPZDck9yT3LtVuXdf03NMmDDB5N79TTOZMGGC+QW8Pn36MGHCBOyozr2B9hmEOSrzLOvKvbFjx5pYck9yTz73qknuSe7VkNyT3JPcqya5J7lXQ3JPcq+xudcYjR4AnDJlCosWLcLDw8Nme35+Pp07dwZg7dq1ZnvLli1tBlOGDh3KihUrTNxQpdOPBQcHs27dOrTWREVF4eTk1ODUniNHjiQ7O5uMjAwyMjJwcHCwScIaf/vb3xg9ejTr16/nnnvuMdv79etHWloaZ86coaysjI0bNxIcHIzFYiEwMJDNmzcD1QNajzzyCE5OTly8eNG05+/vzxdffIGvr2+9fezYsSMtW7YkKioKrTXr1q3jkUceMff7ySef2LQBcPfdd7N//36gOrlSU1NxcXFp9HOE6srL/Px8vvvuOwD27t3LvffeW6vdzZs3M3jwYCwWC8HBwWzcuJHS0lLOnDlDWloa991333W1C9CpUyeToF9//TU9e/YEqj8ka6rm4uLiKCsro23btgwbNow9e/Zw+fJlLl++zJ49exg2bNh1tdmmTRt+85vfsGrVqgaPa9GiBSEhITz//PNUVlYCsG7dOoqKisx0tdeSk5PD73//e6ZPn47FYmHatGmsXbvW5gO+5sOgqqqKTZs2kZiYaPJm27Zt9U4DWlVVRWZmJoGBgbz11lvk5eWZD5pt27ZRUlLCpUuXUErRr18/AFq1asWOHTuYP3+++aC4ETkkhBBCCCHEL1G21xMAlDp2wGmNE1l9q3/5Vd/WhPLmrQCobNoCfVvtNbQrHdrUuQ46VP/SKxZLvfuFEEIIIYQQ4qbQ19CiRYta2w4cOKBHjhyptdb6yJEjumfPnjogIEAvXLhQd+3aVWut9aVLl7Svr6/29PTUGzdu1AUFBXrSpEnazc1NW61WvWXLllrX37Rpkw4JCanVXlVVlX7mmWe0i4uLdnd31zExMWbfAw88oNu1a6ebN2+uO3furHfv3t2oe9Ba66eeekq3atVKe3p6ak9PT+3j42P27dixQ/fs2VO7uLjo1157zWw/deqU7tevn+7Ro4ceM2aMLikpqXXdgQMH2vSxa9euunXr1rpFixa6c+fO+sSJE1prrWNiYrSbm5t2cXHR06ZN01VVVVprrS9evKgHDx6sXV1d9eDBg/WlS5e01lqfP39eDxkyRLu7u2s3Nze9fv36Ou/rWs/mr3/9q3Z3d9dWq1UPHDhQnzp1SmutdXFxsR4zZozu0aOH7tevn9mutdavvfaadnFx0ffcc4/euXNng+2OHz9e33XXXbpJkya6c+fO+uOPP9Zaa3348GHdt29fbbVa9X333adjY2O11lq/8cYbuk+fPtrT01P7+/vrw4cPm2utWrVK9+jRQ/fo0UOvXr26wXa7du2qc3JytNa2r3l2dra+/fbbdVhYmNZa67CwMP3222/XOr+kpERPnz5du7i4aFdXVz1q1Cj9t7/9rcE2b7vtNu3p6an79OmjrVarfvvtt3VlZaXZ/8033+gBAwboHj166Pvvv18//PDDOiYmRh84cED7+fnZXKuiokLfddddOisrq1Y7ZWVlun///ua1f/311829/Pa3vzX5Eh4errW2fY+ePXtW9+nTR0dFRV13Dmmtbd4XQgghhBBC/FL5+PhoVlLnT82/ies6Rv69LIQQQgghhLiVGvt/EIvW9SxYJm44i8XC//zP/7B+/XqgusS1Y8eO+Pn58eWXX9Z7Xnx8PFlZWbXWX/wxR0dHUxVWH601M2fOZOfOnTg4OLB27Vr69u0LwEMPPURUVBQPPPBAnf2ZMWMGa9asuWYb4sZbvXo1y5cvN2tOLl26lEceeYSxY8dy6NAhcnJyOHr0aK2q07/97W/06dOHxYsXM3v2bKC6tPnpp58mOTkZi8XC6tWruf/+++tt29fXt8HpbIUQQgghhPgl8PX15VjosTr3+YT7EBsbW+cxNfuEEEIIIYQQ4lZo7Hf2tecuETdNixYtSE5Opri4mNtvv529e/ea6VMbEh8fT2xs7DUHABtj165dpKWlkZaWRnR0NFOnTjVzDM+ZM4eioiJWrlxZ67zY2FgzF664tc6dO8fSpUuJi4vDycmJwsJCM49xhw4dCAkJqXM9RYBZs2YxfPhwm20zZ87koYceYvPmzZSVlZlpSYUQQgghhBBCCCGEEEII8csgA4C32PDhw9mxYwdjxoxhw4YNTJgwwSwSevToUZ577jkzQLhmzRq6d+/OokWLKC4uJjIyknnz5jFy5EhmzJhBbGwspaWllJeX4+TkRHFxMXfeeScFBQVYrVa2bdvGnXfeadP+tm3bmDRpEhaLBX9/f/Ly8vj+++/p2LEjQUFBNotK1qisrGTOnDl89tlnfP755wBcunSJoKCgWsfu37+ftm3b3vgHdxU/Pz+zcGaN9evX11qf8ka51fc6bdo0/u///s/ExcXFlJeX4+joCFRXetb8+f333wdg0KBBta6zdetWXFxcaNGihdn2ww8/cOjQIbNep729Pfb29jf8HoQQQgghhBBCCCGEEEII8dORAcBbbPz48SxZsoRRo0aRmJjIlClTzABg7969OXToEE2aNGHfvn3Mnz+fLVu2sGTJEmJjY1mxYgUAL774Ik5OTiQlJQFw+fJlWrdujcVi4eOPP+bhhx9m7ty5fPTRRyxcuNCm/fPnz9OlSxcTOzs7c/78eTp27Fhvn1esWEFwcLDNMW3btiU+Pv6GPZfrUVOxeKvc6nutGdSrUVlZyYgRI+jevTtBQUGMHj2ahx9+uMFrXLlyhTfffJO9e/eybNkys/306dO0b9+eyZMnk5CQgI+PD3/6059sBgkBwsPDCQ8PBzDVhkIIIYQQQgghhBBCCCGE+Hm47afuwH8bq9VKRkYGGzZsqDWlZ35+PkKVzJsAACAASURBVGPHjsXd3Z1Zs2Zx4sSJOq+xb98+pk2bZuLWrVsD1dVco0aNAsDHx4eMjIxa59a15KPFYqm3v1lZWWzatIkZM2Zc897EzWFnZ8fu3bvZvHkz99xzD7NmzWLx4sUNnhMWFsasWbNMpWCNiooK4uLimDp1KsePH6dFixa88cYbtc4PDQ0lNjaW2NhY2rdvfyNvRwghhBBCCCGEEEIIIYQQN5kMAP4EgoODmT17NhMmTLDZ/vLLLxMYGEhycjLbt2+npKSkzvO11nUO2jVt2tRst7Ozo6KiotYxzs7OZGZmmvjcuXN06tSp3r4eP36c9PR0XF1d6datG0VFRbi6ujbqPsWNY7FYuO+++5g3bx4bN25ky5YtDR4fHR3N3Llz6datG++++y5/+MMfWLFiBc7Ozjg7O+Pn5wfAmDFjiIuLa/BaBQUFZjC5qqoKpRRnz54FqgcUlVImp8rLy1FKce7cOQBKS0tRSpGVlQVASUkJSimys7MBKCoqQinFhQsXACgsLEQpZaoOCwoKUEpx8eJFoHqQXClFbm4uAHl5eSilzPqUubm5KKXIz88H4OLFiyilKCgoAKqrGZVSFBYWAnDhwgWUUmYdxOzsbJRS5r2XlZWFUspMOXvu3DmUUpSXlwOQmZmJUsq8186ePYtSiqqqKgAyMjJsptU9ffo0Bw8eNHF6erqpAAZIS0sjMjLSxKmpqRw5csTEKSkpREVFmfjkyZM2FbHJycnExMSYOCkpyWYx2ISEBJvXOz4+3qa6NS4ujoSEBBPHxsaaSmOAmJgYkpOTTRwdHc3JkydNHBUVRUpKiomPHDlCamqqiSMjI0lLSzPx4cOHSU9PN/HBgwc5ffq0iZVSknuSe4DknuSe5B5I7knuSe7dqty7r+l9hDmGcTu3A3B/0/sJcwyjSZPqyXP69OlDmGMYdtgBMNB+oM3/6yT3JPfkc6+a5J7kXg3JPck9yb1qknuSezUk9yT3blTuNYYMAP4EpkyZwqJFi2qtWZefn0/nzp0BzBptAC1btjRJBjB06FAzHShUTwHaWMHBwaxbtw6tNVFRUTg5OTU4/efIkSPJzs4mIyODjIwMHBwcbN7Q4ubLysqq9aHetWvXBs85fPiwec2ee+455s+fz/Tp07nrrrvo0qWL+dDev38/ffr0uan9F0IIIYQQ4ufgB78f6t1X0K/6/2PFrsW19lXcUfsXL4UQQgghxL9nbEgong8Opf82UFkQ/PgUvAcMveHtPLdqHyoLWqwGSzhMPACxxxPoN3j4DW9r6NChvLdyFRtPVbdlCYdFsfBFTNq1TxbiX2DRdc0JKW4KR0dHMzpcQynFsmXL+PLLL/nmm28ICQmhffv2DB48mPXr15ORkUFubi7Dhg2jvLycefPmMXLkSKZNm8axY8ews7MjLCyM0aNH21x/8+bNfPnllzYDiVBdPTh9+nR2796Ng4MDa9aswdfXF4AHH3yQlJQUCgsLadu2LatWrWLYsGHXvAdxc509e5bJkyeTlZVF8+bNad++PR9++CE9evTg888/Z8aMGeTk5NCqVSu8vLz46quvbM5fvHgxjo6OzJ49G6geQHz66acpKyvDxcWFNWvWmGlk6+Lr62vzWyZCCCGEEEIIIYQQQghxM9V8Z30stPp7SZ/w6vhGf0/p6+tr2qhxM9sC6mxPvn8V16Ox39nLAKAQokEyACiEEEIIIYQQQgghhLiVZABQiPo19jt7mQL0HywWCxMnTjRxRUUF7du3Z9SoUQ2eFx8fz86dO695fUdHx2seo7Xm2WefxdXVFavVajPt40MPPUSrVq1q9eepp57C09MTq9XKmDFjfhHVeU8++STdu3fHy8uL3r1788orr1z3NbZu3Wozd/GNtnjxYpYtW9bgMe+88w69e/fGw8MDT09Pnn/+eTO/b30GDRpk3rjdunUz8xMHBAQ0+jwhhBBCCCGEEEIIIYQQQvx3kwHAf2jRogXJyckUF1ev6bB3716zHl9DGjsA2Bi7du0iLS2NtLQ0wsPDmTp1qtk3Z84c1q9fX+uc5cuXk5CQQGJiInfffbfN2oA/Z2+//bZZwPSTTz7hzJkzjT63oqKiwQHAmkU1b6YPP/yQPXv2EBUVRVJSEjExMXTo0MHk1/W6eqHYG62ysvKmXVsIIYQQQgghhBBCCCGEELeeDABeZfjw4ezYsQOADRs2MGHCBLPv6NGjBAQE4O3tTUBAAKmpqZSVlbFo0SIiIiLw8vIiIiKCwsJCJk+ejIeHB1arlS1btphrLFiwAE9PT/z9/blw4UKt9rdt28akSZOwWCz4+/uTl5fH999/D0BQUBAtW7asdc4dd9wBVFcPFhcXY7FYbugz+amVlJQA1QO0AMeOHWPgwIH4+PgwbNgw83wGDRrE/PnzGThwIG+++SZffPEFc+bMwcvLi1OnTtns/9Of/sT27dvx8/PD29ubX/3qV+b1WLx4MVOmTGHQoEG4uLjw3nvvmb4sXbqUXr168atf/YrU1NQG+7106VL+8pe/0KpVKwDs7e156aWXzOs1depUfH19cXNzIyws7JrP4eoK0rfeestUFb700ktm+6ZNm7jvvvu45557OHz4MFA9uDdnzhz69euH1Wpl5cqVQPXak4GBgTz++ON4eHjUai88PBxfX198fX3Jycm5Zv+EEEIIIYQQQgghhBBCCPGfo8lP3YH/JOPHj2fJkiWMGjWKxMREpkyZYgZSevfuzaFDh2jSpAn79u1j/vz5bNmyhSVLlhAbG2sq71588UWcnJxISkoC4PLlywBcuXIFf39/li5dyty5c/noo49YuHChTfvnz5+nS5cuJnZ2dub8+fN07NixwX5PnjyZnTt30qdPH/74xz/esOfxU5ozZw6vvfYa6enpPPvss3To0IHy8nJmzJjBtm3baN++PRERESxYsIDVq1cDkJeXx8GDBwFIS0tj1KhRjBkzxlzz6v2XL18mKioKi8XCxx9/zFtvvWWeXUpKCgcOHKCgoIBevXoxdepUEhMT2bhxI8ePH6eiooK+ffvi4+NTZ98LCgooLCyke/fu9d7f0qVLadOmDZWVlQQFBZGYmIjVar3mc9m1axdbt24lOjoaBwcHcnNzzb6KigqOHj3Kzp07eeWVV9i3bx+rVq3CycmJmJgYSktL6d+/P0OHDgWqB7WTk5Pr7GdoaCihoaHAP+emFkIIIYQQQgghhBBCCCHEz4NUAF7FarWSkZHBhg0bGDFihM2+/Px8xo4di7u7O7NmzeLEiRN1XmPfvn1MmzbNxK1btwaqK8Bq1u/z8fEhIyOj1rla61rbGlPRt2bNGrKysrj33nuJiIi45vE/BzVTgGZnZ7N//36OHDlCamoqycnJDBkyBC8vL1577TXOnTtnzhk3blyD17x6/7lz5xg2bBgeHh68/fbbNq/nyJEjadasGe3ataNDhw5cuHCBw4cP89hjj+Hg4MAdd9xBcHBwve1orW1et6+++govLy+6detmpvL8f//v/9G3b1+8vb05ceJEo9cr3LdvH5MnT8bBwQGANm3amH2jR48GbPNrz549rFu3Di8vL/z8/Lh06RJpaWkA3HfffQ0OUtYoKCgw16uqqkIpxdmzZ4HqQUelFJmZmQCUl5ejlDKvS2lpKUopsrKygOqKTqUU2dnZABQVFaGUMhWYhYWFKKVM1WFBQQFKKbMWYn5+PkopM/CZl5eHUoq8vDwAcnNzUUqRn58PwMWLF1FKUVBQAEBOTg5KKbNW5oULF1BKUVRUBEB2djZKKVN5mpWVhVKK0tJSoDpvlFJmLcfMzEyUUmZa2bNnz6KUoqqqCoCMjAyUUuZZnj592gxCA6Snp5tfMoDqgevIyEgTp6am2kz/mpKSQlRUlIlPnjxJdHS0iZOTk4mJiTFxUlKSzdqQCQkJNmuL1kyzWyMuLo6EhAQTx8bGml9mAIiJiSE5OdnE0dHRNrkbFRVFSkqKiWvetzUiIyNN/gEcPnyY9PR0Ex88eJDTp0+bWCkluSe5B0juSe5J7oHknuSe5J7kXjXJPck9yb1qknuSezUk9yT3akju/fJyr127dgDcY3eRMEdlvge90bnXu3dvwhwV9lTn3oP2Z5kwYQK33VY9dHKjc8/Pz4+ZLf6Ze79uftKMG4Dk3n9C7v1cPvcaQwYAfyQ4OJjZs2fbTP8J8PLLLxMYGEhycjLbt283L+KP/Xjwp0bTpk3Ndjs7uzrXoXN2djbJDtUJ0alTp0b1287OjnHjxtlMOfpL4OjoyKBBg4iMjERrjZubm/lQS0pKYs+ePebYmmlC63P1/hkzZjB9+nSSkpJYuXKlzevZrFkz8+erX6vGTq96xx130KJFC7Nu4bBhw4iPj8fd3Z2ysjLOnDnDsmXL2L9/P4mJiYwcObLefPqx+vLr6n5f3WetNX/+85/NMztz5oypALzW8xJCCCGEEEIIIYQQQoifQkWzOyi//Z/FD+XNnChv3vqGt5PX7YFa2/RtTShv3uqGt9WmTRuqmt5ea3tx6243vC0hANBCa611ixYttNZaZ2Zm6nfffVdrrfWBAwf0yJEjtdZaP/roo3rz5s1aa63DwsJ0165dtdZab968WU+aNMlc58UXX9QzZ840cW5urs31tdZ606ZNOiQkpFYfvvzyS/3QQw/pqqoq/c033+h+/frZ7L+6P1prXVVVpdPS0syfX3jhBf3CCy/8S/f/nyQkJERv2rRJa611eXm5HjhwoN68ebMuLS3VPXr00EeOHNFaa11WVqaTk5O11loPHDhQx8TEmGtMnz5dr1692sQ/3u/l5aVjY2O11lo/+eSTeuDAgVrr6tf27bffNse5ubnpM2fO6GPHjmkPDw9dVFSkf/jhB+3q6mpz3I+9//77etiwYfry5cta6+rXJygoSB84cEDHx8drq9WqKysrdXZ2tu7QoYNes2ZNrX527dpV5+TkaK3/mT+7du3S999/v75y5YrWWutLly7VOi8nJ8fk58qVK/Ujjzyiy8rKtNZap6am6sLCwlq51BAfH59GHSeEEEIIIYQQQgghhBA3go+Pj/bx8dGsRLMSE9+MdmrauNltNdSeENejsTkjFYA/4uzszMyZM2ttnzt3LvPmzaN///5UVlaa7YGBgZw8eRIvLy8iIiJYuHAhly9fxt3dHU9PTw4cOGCOtVgsTJw40cQVFRW0b9/elPiOGDECFxcXXF1d+e1vf8sHH3wAYKrHxo4dy/79+3F2duarr75Ca01ISAgeHh54eHjw7rvvsmjRogbvT2vNs88+i6urK1ar1aZc+KGHHqJVq1Y2JccATz31FJ6enlitVsaMGWNKXG+mOXPm4OXlhdVqxcPDg9GjR2Nvb8/mzZt58cUX8fT0xMvLy6Z8+mrjx4/n7bffxtvbm1OnTtXav3jxYsaOHcuDDz5oyskb0rdvX8aNG4eXlxe//vWvefDBBxs8furUqfzqV7/Cz88Pq9VK//798fb2xtvbG09PT7y9vXFzc2PKlCn079//mu1XVFTg4eHB3LlzOXXqFL169cLLy4sRI0bQu3dvYmNjmT17tilXBkhMTGT16tVERkbSsmVL3Nzc+N3vfkdRURHLli3jwIED9O7d+xdXNSqEEEIIIYQQQgghhBBC/LezaF3HwnPipnB0dKRnz54cOXKE22+/nV27djFv3jycnZ358ssv6z1v7dq1xMbGsmLFimte/1qDczt37uTPf/4zO3fuJDo6mpkzZ5r5rffv309RURErV6606c8PP/zAHXfcAcDzzz9Phw4deOmllxp72+LfdO7cOQYOHEhcXBxOTk4UFhaSk5ND9+7d2bNnD4MHD6ZJkya8+OKLALz55ptUVFTQt29f1q9fj6enJ5cuXaJVq1bY2dkRFhZGZWUlr732GlVVVeTm5jY4COrr62szz7QQQgghhBBCCCGEEELcTL6+vgAcCz0GgE+4D8AN/57S19fXtFHjZrXVUHvy/au4Ho39zl4qAG+x4cOHs2PHDgA2bNhgs9bg0aNHCQgIwNvbm4CAAFJTUykrK2PRokVERESYKsPCwkImT56Mh4cHVqvVpoJrwYIFeHp64u/vbxa/vNq2bduYNGkSFosFf39/8vLy+P777wEICgqiZcuWtc6pGfzTWlNcXNzotfDEjfH3v/+dli1b4ujoCFQP9Hbv3h2AoUOH0qRJEwD8/f3NAql79uzBarXi6ekJQNu2bbGzswNg9erVzJs3D4DbbrutURWQQgghhBBCCCGEEEIIIYT4+ZABwFts/PjxbNy4kZKSEhITE/Hz8zP7evfuzaFDhzh+/DhLlixh/vz52Nvbs2TJEsaNG0d8fDzjxo3j1VdfxcnJiaSkJBITExk8eDAAV65cwd/fn4SEBAYMGMBHH31Uq/3z58/TpUsXEzs7O3P+/Plr9nvy5MncddddpKSkMGPGjBvwJH4Zpk2bhpeXl83PmjVrbmgbnp6e3HnnnXTv3p3Jkyezffv2Oo9bvXo1w4cPB+C7777DYrEwbNgw+vbty1tvvQVgpgh9+eWX6du3L2PHjq1zoDg8PBxfX198fX3Jycm5ofcjhBBCCCGEEEIIIYQQQoibq8lP3YH/NlarlYyMDDZs2MCIESNs9uXn5xMSEkJaWhoWi4Xy8vI6r7Fv3z42btxo4tatWwNgb29v1u/z8fFh7969tc6ta8bXxlT0rVmzhsrKSmbMmEFERASTJ0++5jn/Dd5///2b3oadnR27d+8mJiaG/fv3M2vWLI4dO8bixYvNMUuXLqVJkyY88cQTQPWagZGRkcTExODg4EBQUBA+Pj54enpy7tw5+vfvzzvvvMM777zD7NmzWb9+vU2boaGhhIaGAv8stxdCCCGEEEIIIYQQQgghxM+DVAD+BIKDg5k9e7bN9J9QXZUVGBhIcnIy27dvp6SkpM7ztdZ1Dto1bdrUbLezs6OioqLWMc7OzmRmZpr43LlzdOrUqVH9trOzY9y4cTZTjopbw2KxcN999zFv3jw2btxo8xp88sknfPnll3z66afm9Xd2dmbgwIG0a9cOBwcHRowYQVxcHG3btsXBwYHHHnsMgLFjxxIXF/eT3JMQQgghhBBCCCGEEEIIIW4OGQD8CUyZMoVFixbh4eFhsz0/P5/OnTsDsHbtWrO9ZcuWFBQUmHjo0KGsWLHCxJcvX25028HBwaxbtw6tNVFRUTg5OdGxY8d6j9dak56ebv68fft2evfu3ej2xL8vKyvLZpAuPj6erl27ArB7927efPNNvvjiCxwcHMwxw4YNIzExkaKiIioqKjh48CB9+vTBYrHw8MMPo5QCYP/+/fTp06fB9gsKCsjIyACgqqoKpRRnz54FqisNlVJmULm8vByllFmLsLS0FKUUWVlZAJSUlKCUIjs7G4CioiKUUmYa0sLCQpRSZtrRgoIClFJcvHgRqH6PKKXIzc0Fqqc0VUqZqU1zc3NRSpGfnw/AxYsXUUqZ909OTg5KKQoLCwG4cOECSimKiooAyM7ORillBt+zsrJQSlFaWgpUD5grpUx1bmZmJkopM9h+9uxZlFJUVVUBkJGRYZ41wOnTpzl48KCJ09PTOXz4sInT0tKIjIw0cWpqKkeOHDFxSkoKUVFRJj558iTR0dEmTk5OJiYmxsRJSUk2i8EmJCTUyqX4+HgTx8XFkZCQYOLY2FiSkpJMHBMTQ3Jysomjo6M5efKkiaOiokhJSTHxkSNHSE1NNXFkZCRpaWkmPnz4sPl8ATh48CCnT582sVJKck9yD5Dck9yT3APJPck9yT3JvWqSe5J7knvVJPck92pI7knu1ZDc++XlXrt27QC4x+4ewhzDaNOmDXDjc693796EOYZhjz0AD9o/yIQJE7jttuqhkxude35+fsxsMdPEv27+azOrH0ju/Sfk3s/lc68xZArQn4CzszMzZ86stX3u3LmEhITwzjvvmHX9AAIDA3njjTfw8vJi3rx5LFy4kGnTpuHu7o6dnR1hYWGMHj26UW2PGDGCnTt34urqioODg816dQ8++CApKSkUFhbi7OzMqlWrGDJkCCEhIfzwww9orfH09OQvf/nLv/8QRKOVl5cze/ZssrKyaN68Oe3bt+fDDz8EYPr06ZSWljJkyBAA/P39+fDDD2ndujXPP/88/fr1w2KxMGLECEaOHAnAm2++ycSJE3nuuedo3779DV+zUIihQ4eSUwJBv1vMd2mw/R9/L81tAUmnYNeB6nieIxw7DXu+ro4XOsI3Z2D/vuo4zBFUBhwsA7t/7F+UAdkxKzn5p6du8V0JIYQQQgghhBBCiFulqnkV5bf/c4ms8mblVDpU3vB2il2La23Tt+mb0hZA6d2lNKWpzbbydnUvBSbEv8ui61oUTggh/sHX19fmt0yEuJaadSOPhd6cvPEJl5wUQgghhBBCCCGEEEL8d2rsd/YyBeh1sFgsTJw40cQVFRW0b9/epkS3LvHx8ezcufOa13d0dLzmMVprnn32WVxdXbFarTblvg899BCtWrWq1Z8nnniCXr164e7uzpQpU0yJ6X+bxjzfdevW8eGHH/Lhhx+ybt26WudmZGTg7u7+L7X/3XffMWLECFxdXbn33nv5zW9+Y8qTb4S1a9eacmghhBBCCCGEEEIIIYQQQvz3kgHA69CiRQuSk5MpLq4uC967d69Zs68hjR0AbIxdu3aRlpZGWloa4eHhTJ061eybM2cO69evr3XOE088QUpKCklJSRQXF/Pxxx/fkL78Ek2aNInf//73/P73v2fSpEk37LolJSWMHDmSqVOnkp6ezrfffsvUqVPNfMQ3ggwACiGEEEIIIYQQQgghhBACZADwug0fPpwdO3YAsGHDBiZMmGD2HT16lICAALy9vQkICCA1NZWysjIWLVpEREQEXl5eREREUFhYyOTJk/Hw8MBqtbJlyxZzjQULFuDp6Ym/v3+d1WHbtm1j0qRJWCwW/P39ycvL4/vvvwcgKCiIli1b1jpnxIgRWCwWLBYL9913n1lE87+V1po5c+bg7u6Oh4cHERERZt/bb79Nv379sFqthIWFNXidyspK5syZY45fuXJlvcd+9tln3H///Tz88MNmW2BgIO7u7pSUlJh88Pb25sCB6gXS1q5dy/Tp083xo0aNQilFZWUlTz75pOn/8uXL2bx5M7GxsTzxxBN4eXlRXFzM/v378fb2xsPDgylTppjFRrt160ZYWBh9+/bFw8PDZlFXIYQQQgghhBBCCCGEEEL8/MkA4HUaP348GzdupKSkhMTERPz8/My+3r17c+jQIY4fP86SJUuYP38+9vb2LFmyhHHjxhEfH8+4ceN49dVXcXJyIikpicTERAYPHgzAlStX8Pf3JyEhgQEDBvDRRx/Vav/8+fN06dLFxM7Ozpw/f75RfS8vL2f9+vU89NBD/+ZT+Hn761//Snx8PAkJCezbt485c+bw/fffs2fPHtLS0jh69Cjx8fEcO3aMQ4cO1XudVatW4eTkRExMDDExMXz00UecOXOmzmOTk5Px8fGpc9/7778PQFJSEhs2bCAkJISSkpJ6242Pj+f8+fMkJyeTlJTE5MmTGTNmDL6+vnz66afEx8djsVh48skniYiIICkpiYqKCv7yl7+Ya7Rr1464uDimTp3KsmXLarURHh6Or68vvr6+N7RKUQghhBBCCCGEEEIIIYQQN58MAF4nq9VKRkYGGzZsYMSIETb78vPzGTt2LO7u7syaNYsTJ07UeY19+/Yxbdo0E7du3RoAe3t7s36fj48PGRkZtc7VWtfaZrFYGtX3Z555hgEDBvDggw826vhfqsjISCZMmICdnR133nknAwcOJCYmhj179rBnzx68vb3p27cvKSkppKWl1XudPXv2sG7dOry8vPDz8+PSpUsNHt9Qf2rWluzduzddu3blu+++q/d4FxcXTp8+zYwZM9i9ezd33HFHrWNSU1Pp3r0799xzDwAhISE2g5mjR48G6s+z0NBQYmNjiY2NpX379td9T0IIIYQQQgghhBBCCCGE+OnIAOC/IDg4mNmzZ9tM/wnw8ssvExgYSHJyMtu3b6+3iktrXeegXdOmTc12Ozs7Kioqah3j7OxMZmamic+dO0enTp2u2edXXnmFnJwc3nnnnWse+0tX1yBqzfZ58+YRHx9PfHw86enpPPXUUw1e589//rM5/syZMwwdOrTOY93c3Dh27Nh19adJkyZUVVWZuCafWrduTUJCAoMGDeL999/n6aefbvQ1azRr1gyoP8+uVlBQYAYJq6qqUEpx9uxZACoqKlBKmZwsLy9HKWWmmS0tLUUpZdYmLCkpQSlFdnY2AEVFRSilzHS3hYWFKKVM1WFBQQFKKS5evAhUD7IrpcjNzQUgLy8PpRR5eXkA5ObmopQiPz8fgIsXL6KUoqCgAICcnByUUhQWFgJw4cIFlFIUFRUBkJ2djVLKPOusrCyUUmb61HPnzqGUory8HIDMzEyUUuYZnj17FqX+P3v3Hhd1nS9+/DVyMXUM0ahj0mZlq5ncZFRiE28J3mLLMvSYkm6yGZ7cNvW33sDwdPZsedou7rZiFsoWclbP6oq31PqgLIIMOFwiaIiGRbyEIcSoIMj8/pjlkxOo1GaUvZ+PB4+H7+/l8/18v/Oeqce85/P5KP262Ww2lFL6WZaXl5Oenq7jsrIyDh06pGOr1UpGRoaOS0tLyczM1HFJSQlZWVk6Li4uJjs7W8dFRUXk5OTouLCwELPZrOP8/Hzy8vJ03Jq7rfLy8sjPz9ex2WymsLBQxzk5ORQVFek4Ozub4uJiHWdlZblMKftcj0we7Fqq4yU9MpjY9csi+VLjIcK7lul4hTGdcZ7lOo43KkZ52gBwo4V4o2Kkp+QeSO5dLfcyMzMpLf0y9zIyMlx+oHHo0CHKyr7MvfT0dMrLv8w9pZR87knuAZJ7knuSeyC5J7knuSe55yS5J7knueckuSe510pyT3KvleSe/rhkRgAAIABJREFU5F5n5V5HSAHwG5g7dy5xcXH4+fm5bK+rq6Nfv36Ac/22Vj179tRJAhAeHs7atWt1fObMmQ5fOzIykk2bNuFwOMjKysLLy4u+ffte8Zw333yTvXv3kpKSQpcu8pKHhYWRmprKxYsXqa6u5uDBgwwfPpyIiAjeeust/Qauqqris88+u2w7ERERvPHGG/oN+/HHH3P27Nl2j/33f/93MjMz9fqRAHv27KGwsJCwsDDeeecd3cY//vEPBg4cSP/+/bFYLLS0tFBZWcmRI0cA5wdPS0sLjzzyCKtXr9Yf+Jfm2aBBg7DZbPrDNzk5mVGjRv0rj02IDuvduzdNN3hfs/ZPBs68Zm0LIYQQQgghhBBCCCHE9cDguNpQIaEZjUZdHGqllGLNmjWkpaVx+PBhoqOj8fHxYezYsSQnJ2Oz2aipqSEiIoKmpiaWLl3K5MmTiY2NJTc3Fzc3N+Lj45k6dapL+1u2bCEtLc2lkAjOkV0LFixgz549dO/enbfffhuTyQTAyJEjKSkpwW6306dPHzZs2EBERATu7u7cfvvt9OzZE3BO/xgXF3ftH9j3SHNzM7fccguff/45DoeDJUuWsHv3bgwGAytWrCAqKgqAV199lTfffBNwvt5//vOfueuuu/RrY7PZmDJlCkVFRbS0tLBixQp27NiBw+HAx8eHbdu24eXl1W4fSkpK+NWvfsUnn3yCh4cH/v7+vPrqq3h5efHUU0+Rm5uLu7s7L7/8MmPGjMHhcPD4449jsVgYMmQIp06dYtWqVXh7ezNnzhz9S4Df/va3TJw4ka1bt7Js2TK6devG4cOHyczMZNGiRTQ3NzNs2DDeeOMNunbtSv/+/TGbzdx0002YzWYWLVrk8kuCrzKZTC6/MhGiI0wmE7kx7Y96/VcFJwZLTgohhBBCCCGEEEIIIX6UOvqdvRQAO4nBYODxxx8nOTkZcBao+vbty4gRI0hLS7vseRaLhePHj7dZf/Cr2itWfpXD4WDhwoXs2rWL7t27k5SUxNChQwGYMGECWVlZ3H///S79mTlzJmazGQ8PD4YPH866devw8PDo6G13mvz8fObNm6dH0V0vsrKyWLhwIY2NjTQ2NhIVFcWqVavYvn07K1eupEuXLri7u/PKK69w//33A7Bx40b+8z//E4AVK1YQHR19xWtIAVB8E1IAFEIIIYQQQgghhBBCiG9fR7+zl/kgO0mPHj0oKiri/PnzAOzbt09PH3olFouFXbt2fSt92L17N1arFavVSmJiIvPnz9f7Fi9erIuTl5o5cyYlJSUUFhZy/vx5PVru++xPf/oTM2bM0EWv60l0dDSJiYlYLBaKiop47LHHABg3bhz5+flYLBbeeustvU5gTU0Nzz//PNnZ2Rw5coTnn3/+a01BK4QQQgghhBBCCCGEEEKI7z8pAHaiiRMn6jXhUlJSmDFjht535MgRQkNDCQoKIjQ0lNLSUi5cuEBcXBypqakEBgaSmpqK3W5nzpw5+Pn54e/vz9atW3Uby5cvJyAggJCQEL0Q5qW2b9/O7NmzMRgMhISEUFtby4kTJwBnAal1ytBLTZo0CYPBgMFgYPjw4XpBzu+zp556iuLiYsLDw6/5tQoLCwkMDHT5GzFixDW73meffabXgHRzc2Pw4MGAcwSowWAA4OzZs/rfe/fuZfz48fTu3Rtvb2/Gjx/Pnj17rln/hBBCCCGEEEIIIYQQQgjx3ZMCYCeaPn06mzdvpqGhgYKCApdC0aBBgzh48CBHjx4lISGBZcuW4enpSUJCAlFRUVgsFqKioli9ejVeXl4UFhZSUFDA2LFjAWfRJyQkhPz8fMLCwli/fn2b61dVVXHbbbfp2NfXl6qqqg71vampieTkZCZMmPAvPoXri5+fHxaLxeUvOzv7ml3v2WefZeDAgTz88MOsW7eOhoYGve+vf/0rgwYNYvLkybz11ltAx1/zxMRETCYTJpOJ6urqa9Z/IYQQQgghhBBCCCGEEEJ8+6QA2In8/f2x2WykpKS0WdOvrq6OadOmMWTIEJ599lk+/PDDdtvYv38/sbGxOvb29gbA09OTKVOmABAcHIzNZmtzbnvLP7aOFLuap59+mrCwMEaOHNmh48W1ERcXh9lsJjw8nHfffdelIPvwww9TUlLCtm3bWLlyJdDx1zwmJgaz2YzZbMbHx+fa3YAQQgghhBBCCCGEEEIIIb51UgDsZJGRkSxatMhl+k+AlStXMmbMGIqKitixY4fLyK5LORyOdgs4Hh4eerubmxvNzc1tjvH19aWyslLHx44d49Zbb71qn59//nmqq6t5+eWXr3qsuPbuuusu5s+fz4EDB8jPz+fzzz932R8WFsYnn3zC6dOnv9FrXl9frwvILS0tKKWoqKgAoLm5GaWUbrOpqQmllJ4atrGxEaUUx48fB6ChoQGlFCdPngTg3LlzKKX0FLV2ux2llB51WF9fj1KK06dPA87CuFKKmpoaAGpra1FKUVtbCzjXOFRKUVdXB8Dp06dRSlFfXw9AdXU1SinsdjsAp06dQinFuXPnADh58iRKKf1+O378OEopGhsb9fNSStHU1ARAZWUlSin9/qqoqEApRUtLCwA2mw2llH6W5eXlpKen67isrIxDhw7p2Gq1kpGRoePS0lIyMzN1XFJSQlZWlo6Li4tdRpgWFRWRk5Oj48LCQpfFYPPz88nLy9Nx6yjVVnl5eeTn5+vYbDZTWFio45ycHIqKinScnZ1NcXGxjrOysigpKdHxcz2e48GuD+p4SY8lTOw6UcdLjUsJ7/rl1LwrjCsY5zlOx/HGeEZ5jgLADTfijfGM9HT+6EByT3LvSrmXmZlJaWmpjjMyMrBarTo+dOgQZWVlOk5PT6e8vFzHSin53JPcAyT3JPck90ByT3JPck9yz0lyT3JPcs9Jck9yr5XknuReK8k9yb3Oyr2OcP9aR4tv3dy5c/Hy8sLPz8/lxayrq6Nfv34AJCUl6e09e/bUCQcQHh7O2rVreeWVVwA4c+aMHgV4NZGRkaxdu5bp06eTnZ2Nl5eXXk/uct5880327t3LgQMH6NJF6sedbefOnXpdRqvVipubG7169aKsrIy77roLg8FAXl4eFy5coE+fPkRERLBs2TLOnDkDwHvvvcdvf/vbTr6LzvHT2HXcEPwQU2+AR9+Bzx0Q4A4P3QAPJUOdA4I9YEpXiNwE9Q4Y7gETu8Kkt+E8cJ8HhHeFiLfgAjDSE8Z6wgNvwkVglCeM9oQxic5rjvOE+zxh9D/j8K7Oa4T9M559+u/MCxvQCU/j2/fFiC9+kG0LIYQQQgghhBBCCCHE9cDgaG9OQHHNGY1GXSlupZRizZo1pKWlcfjwYaKjo/Hx8WHs2LEkJydjs9moqakhIiKCpqYmli5dyuTJk4mNjSU3Nxc3Nzfi4+OZOnWqS/tbtmwhLS3NpZAIztGDCxYsYM+ePXTv3p23334bk8kEwMiRIykpKcFut9OnTx82bNhAREQE7u7u3H777fTs2ROAqVOnEhcXd+0fmGjX9OnTycvLo3v37ri7u/PCCy8QERHB7373OzZt2oSHhwfdunXjpZde4v777wfgrbfe4r/+678AWL58OXPmzLniNUwmk8uvTK4XJpOJ3Jjv130FJ16fz1oIIYQQQgghhBBCCCHEt6Oj39lLAVAIcUVSAPzuSAFQCCGEEEIIIYQQQgghxJV09Dt7mcPxnwwGA7NmzdJxc3MzPj4+TJky5YrnWSwWdu3addX2jUbjVY9xOBw888wzDBgwAH9/f5e5fCdMmECvXr3a9Gft2rUMGDAAg8Gg57L9MXJzcyMwMFD/tc4rfC0opa6aF5favXs3JpOJe+65h0GDBrFo0aJr1revqyN5KYQQQgghhBBCCCGEEEKIHxYpAP5Tjx49KCoq4vz58wDs27dPr8F3JR0tAHbE7t27sVqtWK1WEhMTmT9/vt63ePFikpOT25zzs5/9jP3793P77bd/K334oerWrZte8NRisdC/f3+X/a0LaX7XioqKWLBgAX/+85/56KOPKCoq4s477+yUvnTWMxBCCCGEEEIIIYQQQgghxHdLCoCXmDhxIjt37gQgJSWFGTNm6H1HjhwhNDSUoKAgQkNDKS0t5cKFC8TFxZGamkpgYCCpqanY7XbmzJmDn58f/v7+bN26VbexfPlyAgICCAkJ4dSpU22uv337dmbPno3BYCAkJITa2lpOnDgBwLhx4/S6e5cKCgpqU+wSTklJSUybNo0HH3yQ8PBw7HY748aNY+jQofj5+bF9+3YAbDYb99xzD/PmzePee+8lPDxcF4LLysp44IEHCAgIYOjQoXzyyScu18jJySEoKIjy8vJ2+/Diiy+yfPlyBg0aBIC7uztPP/00ABUVFYwbNw5/f3/GjRvHP/7xDwA++eQTQkJCGDZsGHFxcXqUnlKK0aNH8+ijjzJo0CBmzpxJ6wy+CQkJDBs2jCFDhhATE6O3jx49mmXLljFq1CheffVVPv30U+677z6GDRvGypUrL/vsEhMTMZlMmEwmqqurv9HzF0IIIYQQQgghhBBCCCFE55AC4CWmT5/O5s2baWhooKCggBEjRuh9gwYN4uDBgxw9epSEhASWLVuGp6cnCQkJREVFYbFYiIqKYvXq1Xh5eVFYWEhBQQFjx44F4OzZs4SEhJCfn09YWBjr169vc/2qqipuu+02Hfv6+lJVVXXtb/w6cP78eT3958MPP6y3Hz58mI0bN/L+++9zww038Ne//pW8vDw++OADnnvuOV0os1qtxMbG8uGHH9KrVy9duJ05cyaxsbHk5+eTmZlJ3759dduZmZk89dRTbN++/bKj+oqKiggODm5334IFC5g9ezYFBQXMnDmTZ555BoCFCxeycOFCcnJyuPXWW13OOXr0KK+88grFxcWUl5fz97//XbeVk5OjR7GmpaXpc2pra0lPT+e5555j4cKFzJ8/n5ycHP7t3/7tss8zJiYGs9mM2WzGx8fnsscJIYQQQgghhBBCCCGEEOL7RwqAl/D398dms5GSksKkSZNc9tXV1TFt2jSGDBnCs88+y4cffthuG/v37yc2NlbH3t7eAHh6eup144KDg9tdo661GHUpg8HwTW/nR+XSKUD/+te/6u3jx4+nd+/egPP5Llu2DH9/fx544AGqqqr0SMw77riDwMBA4MvXp76+nqqqKl1QvOGGG+jevTsAH330ETExMezYsYOf/OQn36jPhw8f5t///d8BmDVrFhkZGXr7tGnTAPT+VsOHD8fX15cuXbq4rHX4wQcfMGLECPz8/Hj//fdd8jMqKkr/++9//7se2XrpmpdXUl9fr6/T0tKCUoqKigrAOa2oUorKykoAmpqaUEpx7NgxABobG1FKcfz4cQAaGhpQSnHy5EkAzp07h1JKvw52ux2llB51WF9fj1JKr29ZV1eHUoqamhrAWdxUSlFbWwtATU0NSinq6uoAOH36NEop6uvrAaiurkYphd1uB8DP/RTxRkUfwzkAAtxPEm9UeBkaAAj2OE68UdHT0Oh8/h7HiDcqutEEwH0elcQbFZ44p1cd6VlBvFHhRgsAozxtxBuVfpbjPMtZYUzXcXjXMpYaD+k4ODhY5wFAaWkpmZmZOi4pKSErK0vHxcXFZGdn67ioqIicnBwdFxYWuiwGm5+f77K2aOt7plVeXh75+fk6NpvNFBYW6ri1yNwqOzub4uJiHWdlZVFSUqLjzMxMSktLdZyRkYHVatXxoUOHKCsr03F6errLaFql1HWbe6dOnUIpxblzztw7efIkSikaGpy5d/z4cZRSNDY6c+/YsWMopWhqcuZeZWUlSik9tW9FRQVKKVpanLlns9lQSulnWV5eTnr6l7lXVlbGoUNf5p7VapXck9wDJPck9yT3WknuSe5J7jlJ7knutZLck9yT3HOS3JPcayW5J7nXSnJPcq+zcq8jpAD4FZGRkSxatMhl+k+AlStXMmbMGIqKitixY4d+Eb/K4XC0W7Tz8PDQ293c3Npdj83X11cnOzgT4qsjwMTX06NHD/3vd955h+rqanJzc7FYLNxyyy36dezatas+rvX1aa8g26pv377ccMMNHD169IrXv/fee8nNze1QXztS7G2vnw0NDTz99NNs2bKFwsJC5s2b55Kflz6Djl7nx+Bk4MzO7kIb9f1Mnd0FIYQQQgghhBBCCCGEENcBg+NKVY4fEaPRiN1u59ixY2zdupWFCxeilGLNmjWkpaXx8MMP8/jjj/PII4+watUqkpKSsNlsbN26lb/97W9s3LgRgN/85jc0NDTwyiuvAHDmzBm8vb11+wBbtmwhLS2NpKQklz7s3LmTtWvXsmvXLrKzs3nmmWc4cuSI3n9pf76qf//+mM1mbrrppmv0hL7fLn2+rZKSkjCbzaxduxaAV199lbKyMl5//XU++OADxo4dy6effgrAlClT9C8f1qxZg91uZ9WqVYSEhPCb3/yGhx56iMbGRi5evMiRI0dYs2YNGzZsIDw8nFdffZXRo0e326+CggKmTp3Krl27+OlPf0pLSwuvvPIKv/71r4mMjGTatGnMmjWLpKQktm/fzl//+lcmT57M7NmziYqKIjExkV//+tf61wuXvv4LFizAZDLx0EMPMXDgQGw2GxcvXiQkJIRHH32UVatWMXr0aNasWYPJ5CwsRUZG8thjj/H444/zxhtvsHjx4jbP7atMJpPLr0yuFyaTidyYjhVnvyvBicHX5bMWQgghhBBCCCGEEEII8e3o6Hf2MgLwK3x9fVm4cGGb7UuWLGHp0qX87Gc/4+LFi3r7mDFjKC4uJjAwkNTUVFasWMGZM2cYMmQIAQEBfPDBB+1eZ+PGjS5TMDY3NxMdHc1HH33EgAEDmDdvHn/84x/1/pEjRzJt2jT279/PTTfdxN69ewF47bXX8PX15dixY/j7+/Pkk08CzoLY1TgcDp555hkGDBiAv7+/y9DhCRMm0KtXLz1taau1a9cyYMAADAaDHjr7QzFz5kzMZjMmk4l33nmHQYMGXfWc5ORkXnvtNfz9/QkNDdXDiwFuueUWduzYQWxsrMsw7Uv5+/vzyiuvMGPGDO655x6GDBnCiRMnAOdr9/bbb+Pv709ycjKvvvoqAK+88govv/wyw4cP58SJE3h5eV22f5988gkREREAeHl54e/vz7Bhwzh9+jT33XcfBw8eJDk5WR//6quv8utf/xoPDw9WrVp11fsXQgghhBBCCCGEEEIIIcQPj4wA7CRGo5G7776bzMxMunXrxu7du1m6dCm+vr7tjvBr9dVRbVdq/2oju3bt2sXrr7+uRxwuXLhQF7IOHDjAuXPnWLdunUt/jh49ire3N6NHj/5Rjzi8ls6dO0e3bt0wGAxs3ryZlJQUtm/f3u6xAwcO5H//938JCAjg4sWLlJaWMnjwYD777DMqKirYtm0b3t7eLFq0SJ9z8OBBjEYjs2fPdpnv+XJkBOB3R0YACiGEEEIIIYQQQgghhLgSGQH4AzBx4kR27twJQEpKisu6g0eOHCE0NJSgoCBCQ0MpLS3lwoULxMXFkZqaqkcc2u125syZg5+fH/7+/mzdulW3sXz5cgICAggJCdELYV5q+/btzJ49G4PBQEhICLW1tXp02rhx4+jZs2ebc4KCgujfv/+3/CTEpXJzcwkMDMTf358//vGP/M///M9lj/3ss8/o27cv4FwTcPDgwQDcfPPNDBs2DA8PjzbnhIWF0bt372vTeSGEEEIIIYQQQgghhBBCdDopAHai6dOns3nzZhoaGigoKGDEiBF636BBgzh48CBHjx4lISGBZcuW4enpSUJCAlFRUVgsFqKioli9ejVeXl4UFhZSUFDA2LFjATh79iwhISHk5+cTFhbG+vXr21y/qqqK2267Tce+vr5UVVVd+xu/Dr399tsEBga6/MXGxn6jtkaOHEl+fj4FBQUcPHiQAQMGXPbYZ599loEDB/Lwww+zbt06GhoavuktuEhMTMRkMmEymaiurv5W2hRCCCGEEEIIIYQQQgghxHfDvbM78GPm7++PzWYjJSWFSZMmueyrq6sjOjoaq9WKwWCgqamp3Tb279/P5s2bdezt7Q2Ap6enXr8vODiYffv2tTm3vdlfDQbDN76fH7M5c+YwZ86c7/y6cXFxzJw5k/fee493332XlJQUlFL/crsxMTHExMQAzuHEQgghhBBCCCGEEEIIIYT44ZARgJ0sMjKSRYsWuUz/CbBy5UrGjBlDUVERO3bsuOzILofD0W7RzsPDQ293c3Ojubm5zTG+vr5UVlbq+NixY9x6663/yu2ITnDXXXcxf/58Dhw4QH5+Pp9//vm32n59fT02mw2AlpYWlFJUVFQA0NzcjFJK51FTUxNKKY4dOwZAY2MjSimOHz8OQENDA0opTp48CTjXO1RK6Slq7XY7Sik96rC+vh6lFKdPnwachXGlFDU1NQDU1tailKK2thaAmpoalFLU1dUBcPr0aZRS1NfXA1BdXY1SSq+P6efuR7wxnj6GPgAEuAcQb4zHy+AFQLBHMPHGeHoanNPhDvcYTrwxnm50A+A+j/uIN8bjiScAIz1HEm+Mxw03AEZ5jiLeGK+f5TjPcawwrtBxeNdwlhqX6jg4OJiMjAwdl5aWkpmZqeOSkhKysrJ0XFxcrNftBCgqKiInJ0fHhYWFLnNB5+fnk5eXp2OLxYLFYtFxXl4e+fn5OjabzRQWFuo4JyfHZd3I7OxsiouLdZyVlUVJSYmOMzMzKS0t1XFGRgZWq1XHhw4doqysTMfp6emUl5frWCl13ebeqVOnUEpx7tw5AE6ePIlSSn/WHz9+HKUUjY2NgPPzWSmlfwxSWVmJUkp/tldUVKCUoqWlBQCbzebyY4Dy8nLS09N1XFZWxqFDh3RstVol9yT3AMk9yT3JvVaSe5J7kntOknuSe60k9yT3JPecJPck91pJ7knutZLck9zrrNzrCCkAdrK5c+cSFxeHn5+fy/a6ujr69esHQFJSkt7es2dPnXAA4eHhrF27Vsdnzpzp8LUjIyPZtGkTDoeDrKwsvLy89Hpy4odh586deiSn1WrFzc2NXr16dXKvfhi+GPFFZ3ehjYbbv50pXIUQHRcUFk62+SgxB8GQ6PxTx+EJ5fy355vOeNYHzrjHW844ar8z9nrbGT+yzxn7bHLGkXud8b8lO+MJu5zxT95xxuN3OuO7NjvjUTuc8cBUMB/N54mnf9XZj0YIIYQQQgghhBBC/IAZHO3NAymuOaPRqCvFrZRSrFmzhrS0NA4fPkx0dDQ+Pj6MHTuW5ORkbDYbNTU1RERE0NTUxNKlS5k8eTKxsbHk5ubi5uZGfHw8U6dOdWl/y5YtpKWluRQSwTl6cMGCBezZs4fu3bvz9ttv6+keR44cSUlJCXa7nT59+rBhwwYiIiJ47bXXePHFFzl58iQ333wzkyZN4s033/xOnploa/r06eTl5dG9e3fc3d154YUXiIiI4OTJk5hMJr744gu6dOmC0WikuLiYG2+8kRkzZuhfPtxyyy08//zz/OIXv7jsNUwmk8uvTIQQ4nrS+t+93Jjvz+dccKKzT/LZK4QQQgghhBBCCCG+qqPf2UsBUAhxRVIAFEJcz6QAKIQQQgghhBBCCCF+SDr6nf2PegpQg8HArFmzdNzc3IyPjw9Tpky54nkWi4Vdu3ZdtX2j0XjVYxwOB8888wwDBgzA39/fZf7eCRMm0KtXrzb9+fTTTxkxYgR33303UVFRXLhw4arX+aFKSkrCx8eHwMBA7r33Xh599FE9p25nsdlsDBky5IrHHDlyhLCwMAYOHMigQYN48sknO73fQgghhBBCCCGEEEIIIYT4cfhRFwB79OhBUVER58+fB2Dfvn163b0r6WgBsCN2796N1WrFarWSmJjI/Pnz9b7FixeTnJzc5pz/9//+H88++yxWqxVvb282bNjwrfTl+yoqKgqLxcKHH36Ip6cnqampHT63dQHNf8XFixe/1vGnTp1i2rRp/O53v6O0tJSPPvqICRMmuKzd+G31TQghhBBCCCGEEEIIIYQQ4qt+1AVAgIkTJ7Jz504AUlJSmDFjht535MgRQkNDCQoKIjQ0lNLSUi5cuEBcXBypqakEBgaSmpqK3W5nzpw5+Pn54e/vz9atW3Uby5cvJyAggJCQEE6dOtXm+tu3b2f27NkYDAZCQkKora3lxIkTAIwbN46ePXu6HO9wOHj//fd59NFHAYiOjmbbtm3f+nP5Pmpububs2bN4e3sDUF1dzSOPPMKwYcMYNmwYf//73wFYtWoVMTExhIeHM3v2bJKSkpg6dSoTJkzg7rvvZsmSJbrN+fPnYzKZuPfee4mPj9fb+/fvT0JCAvfffz9/+ctfyM3NJSAggPvuu48//OEPV+znH/7wB6Kjo7nvvvsA50jTRx99lFtuuaVN3y5evMjixYsZNmwY/v7+rFu3DoATJ04QFhZGYGAgQ4YM4dChQ1y8eJEnnniCIUOG4Ofnx+9//3sAPvnkEyZMmEBwcLBeuxHgiSee4JlnniE0NJQ777yTLVu2XLbtr0pMTMRkMmEymaiurv5Gr5cQQgghhBBCCCGEEEIIITrHj74AOH36dDZv3kxDQwMFBQWMGDFC7xs0aBAHDx7k6NGjJCQksGzZMjw9PUlISNCj0qKioli9ejVeXl4UFhZSUFDA2LFjATh79iwhISHk5+cTFhbG+vXr21y/qqqK2267Tce+vr5UVVVdtr+ff/45vXr1wt3dvUPHXw9ai639+vWjpqaGBx98EICFCxfy7LPPkpOTw9atW3nyySf1Obm5uWzfvp13330XcI7aTE1NpbCwkNTUVCorKwF44YUXMJvNFBQUkJ6eTkFBgW7jhhtuICMjg+nTpzNnzhxee+01Dh8+fNX+FhUVERwcfNn9l/Ztw4YNeHl5kZOTQ05ODuvXr+fTTz/l3XffJSIiAouyN/+nAAAgAElEQVTFQn5+PoGBgVgsFqqqqigqKqKwsJA5c+YAEBMTw+uvv05ubi5r1qzh6aef1tc6ceIEGRkZpKWl8Zvf/Aag3ba/KiYmBrPZjNlsxsfH56r3LIQQQgghhBBCCCGEEEKI7w/3zu5AZ/P398dms5GSksKkSZNc9tXV1REdHY3VasVgMNDU1NRuG/v372fz5s06bh2h5unpqdfvCw4OZt++fW3OdTgcbbYZDIbL9vfrHn89iIqKYu3atTgcDmJjY3nppZf4zW9+w/79+ykuLtbHffHFF3qazcjISLp166b3jRs3Di8vLwAGDx5MRUUFt912G//7v/9LYmIizc3NnDhxguLiYvz9/fV1wZkHtbW1jBo1CoBZs2axe/fub3w/l/btvffeo6CgQI/Oq6urw2q1MmzYMObOnUtTUxMPPfQQgYGB3HnnnZSXl/Mf//EfTJ48mfDwcOx2O5mZmUybNk2339jYqP/90EMP0aVLFwYPHqxHoLbXthBCCCGEEEIIIYQQQgghrh8/+hGA4CzILFq0yGX6T4CVK1cyZswYioqK2LFjBw0NDe2e73A42i3CeXh46O1ubm7trvnm6+urR6MBHDt2jFtvvfWyfb3pppuora3VbV3t+OuJwWDgwQcf5ODBgwC0tLRw+PBhLBaLHh3XOmVqjx49XM7t2rWr/nfra/Hpp5+yZs0aDhw4QEFBAZMnT3Z5jVvbuNzrezn33nsvubm5l91/ad8cDgevv/66vodPP/2U8PBwwsLCOHjwIP369WPWrFls2rQJb29v8vPzGT16NH/4wx948sknaWlpoVevXvp8i8XCRx991O59txaP22v7Surr67HZbIDzmSulqKioAJzTsiqldA43NTWhlOLYsWOAsxiplOL48eMANDQ0oJTi5MmTAJw7dw6llC5O2u12lFJ62tH6+nqUUpw+fRpwFkiVUtTU1ABQW1uLUora2loAampqUEpRV1cHwOnTp1FK6cJwdXU1SinsdjvgXK9RKcW5c+cAOHnyJEopnQfHjx9HKaWLqseOHUMppX8MUFlZiVJKvx8rKipQStHS0gKAzWZDKaWfZXl5Oenp6TouKytzmYLVarWSkZGh49LSUjIzM3VcUlJCVlaWjouLi8nOztZxUVEROTk5Oi4sLMRsNus4Pz+fvLw8HbfmTKu8vDzy8/N1bDabKSws1HFOTg5FRUU6zs7OdinCZ2Vl6SloATIzMyktLdVxRkYGVqtVx4cOHaKsrEzH6enplJeX61gpJbknuQdc+9yLiopinOeXuRdvVIzytAHgRgvxRsVIT2fuedJMvFFxn4cz97rRRLxRMdzDmXs9DY3EGxXBHs7c8zI0EG9UBLg7c6+P4RzxRoWfuzP3bu5iJ96ouMfdmXt9u9QzY8YMvSax5N71nXvyuSe510pyT3KvleSe5J7knpPknuReK8k9yT3JPSfJPcm9VpJ7kntfhxQAgblz5xIXF4efn5/L9rq6Ov0FXFJSkt7es2dP/aIDhIeHs3btWh2fOXOmw9eOjIxk06ZNOBwOsrKy8PLyom/fvpc93mAwMGbMGD1ibOPGjfz85z/v8PV+6DIyMrjrrruAts/90g+6jvjiiy/o0aMHXl5enDp16rKj+nr16oWXl5f+4H7nnXeu2O6CBQvYuHGjywf3n//8Z/3BdKmIiAjeeOMN/ab/+OOPOXv2LBUVFdx8883MmzePX/ziF+Tl5XH69GlaWlp45JFHWL16NXl5edx4443ccccd/OUvfwGcRb5LP+Db017bQgjxY9V0gzeOLh6d3Q0Xji7uNHv2vPqBQgghhBBCCCGEEEJchsHR3pySPxJGo1FXa1sppVizZg1paWkcPnyY6OhofHx8GDt2LMnJydhsNmpqaoiIiKCpqYmlS5cyefJkYmNjyc3Nxc3Njfj4eKZOnerS/pYtW0hLS9OFRIPBwOOPP86mTZtYsGABe/bsoaKigpCQEF1oGjlyJCUlJdjtdvr06cOGDRu45ZZbyM3NZd26ddTU1BAUFMSf//xnl5Fel7u3r3I4HCxcuJBdu3bRvXt3kpKSGDp0KAATJkwgKyuL+++/n7S0NH3Op59+yvTp06mpqWHo0KEkJyfj6en5L70OV5KUlMTixYvp168fLS0t+Pr6kpSUxM0338zp06eJjY3lo48+orm5mbCwMP70pz+xatUqjEYjixYt0m2YzWZdLJwyZQqLFi1i9OjRPPHEE2RnZ3PnnXfStWtXIiMjeeKJJ+jfvz9ms5mbbroJcK7bN3fuXLp3705ERARbtmxx+aXEVx0+fJglS5bw2Wef0aVLF8LCwvj973/Piy++6NK3lpYWVqxYwY4dO3A4HPj4+LBt2za2bdvGSy+9hIeHB0ajkU2bNvHFF18wZ84c/QuA3/72t1y8eJElS5ZQWVlJU1MT3t7ezJ8/n7i4OEaPHk1ZWRleXl4EBATwt7/9Dbvdzssvv0xcXBzNzc106dKFvXv3MnLkyMvei8lkcvmViRBCXE9MJhMAuTGXH7ndGYITg+WzVwghhBBCCCGEEEK00dHv7H/UBcDOZDQaufvuu8nMzKRbt27s3r2bpUuX4uvr61Jw+6qvFrOu1P7VCoC7du3i9ddfZ9euXWRnZ7Nw4UI9au3AgQOcO3eOdevWufTnscceY+rUqUyfPp2nnnqKgIAA5s+f/zXuXHxbmpqauP322zly5Ai+vr40NjZis9kYOHAgVquVxx57jPfffx9vb28+++wzbr75ZgBGjx7N8uXLGT9+PHa7nS5dutC9e/fLXkcKgEKI65kUAIUQQgghhBBCCCHED0lHv7OXKUA70cSJE9m5cycAKSkpLmsQHjlyhNDQUIKCgggNDaW0tJQLFy4QFxdHamoqgYGBpKamYrfbmTNnDn5+fvj7+7N161bdxvLlywkICCAkJETPg3up7du3M3v2bAwGAyEhIdTW1nLixAkAxo0bp9fTa+VwOHj//fd59NFHAYiOjmbbtm3f+nMRHVNfX09zczN9+vQBnOv9DRw4EID169cTGxuLt7c3gC7+FRcX09zczPjx4wFnofhKxT8hhBBCCCGEEEIIIYQQQvzwSAGwE02fPp3NmzfT0NBAQUEBI0aM0PsGDRrEwYMHOXr0KAkJCSxbtgxPT08SEhKIiorCYrEQFRXF6tWr8fLyorCwkIKCAsaOHQvA2bNnCQkJIT8/n7CwMNavX9/m+lVVVdx222069vX1paqq6rL9/fzzz+nVqxfu7u4dOv56t3fvXgIDA13+Hn744e/s+r179yYyMpLbb7+dGTNm8M477+jpQT/++GM+/vhjfvaznxESEsKePXv09l69ejF16lSCgoJYvHgxFy9e/M76LIQQQgghhBBCCCGEEEKIa8+9szvwY+bv74/NZiMlJYVJkya57KurqyM6Ohqr1YrBYKCpqandNvbv38/mzZt13Driy9PTkylTpgAQHBzMvn372pzb3uyvBoPhsv39usdf7yIiIoiIiOjUPrz55psUFhayf/9+1qxZw759+0hKSqK5uRmr1YpSimPHjjFy5EiKiopobm7m0KFDHD16lJ/85CdERUWRlJTEL37xC5d2ExMTSUxMBKC6urozbk0IIYQQQgghhBBCCCGEEN+QjADsZJGRkSxatMhl+k+AlStXMmbMGIqKitixYwcNDQ3tnu9wONotwnl4eOjtbm5uNDc3tznG19eXyspKHR87doxbb731sn296aabqK2t1W1d7Xjx3fDz8+PZZ59l3759egpYX19ffv7zn+Ph4cEdd9yh1wX09fUlKCiIO++8E3d3dx566CHy8vLatBkTE4PZbMZsNuPj4/Nd35IQQgghhBBCCCGEEEIIIf4FUgDsZHPnziUuLg4/Pz+X7XV1dfTr1w+ApKQkvb1nz57U19frODw8nLVr1+r4zJkzHb52ZGQkmzZtwuFwkJWVhZeXF3379r3s8QaDgTFjxrBlyxYANm7cyM9//vMOX098u+x2O0opHVssFm6//XYAHnroIT744AMATp8+zccff8ydd97JsGHDOHPmjB7V9/777zN48OArXqe+vh6bzQZAS0sLSikqKioAaG5uRimlC8lNTU161CFAY2MjSimOHz8OQENDA0opTp48CcC5c+dQSuk1KlvvqbV/9fX1KKU4ffo04HxfKKWoqakBoLa2FqUUtbW1ANTU1KCUoq6uTt+7Ukq/Z6qrq1FKYbfbATh16hRKKc6dOwfAyZMnUUrpgvvx48dRStHY2Ag4i95KKT0it7KyEqWULopXVFSglNJTsdpsNpfXqLy8nPT0dB2XlZVx6NAhHVutVjIyMnRcWlpKZmamjktKSsjKytJxcXEx2dnZOi4qKiInJ0fHhYWFLovB5ufnuxR8LRYLFotFx3l5eeTn5+vYbDZTWFio45ycHIqKinScnZ1NcXGxjrOysigpKdFxZmYmpaWlOs7IyMBqter40KFDlJWV6Tg9PZ3y8nIdK6Uk9yT3gGufe1FRUYzzHKfjeGM8ozxHAeCGG/HGeEZ6jgTAE0/ijfHc53EfAN3oRrwxnuEewwHoaehJvDGeYI9gALwMXsQb4wlwDwCgj6EP8cZ4/Nyd/92/ucvNxBvjucf9HgD6dulLvDFe/z+A5N71nXvyuSe510pyT3KvleSe5J7knpPknuReK8k9yT3JPSfJPcm9VpJ7kntfh0wB2sl8fX1ZuHBhm+1LliwhOjqal19+Wa/rBzBmzBj++7//m8DAQJYuXcqKFSuIjY1lyJAhuLm5ER8fz9SpUzt07UmTJrFr1y4GDBhA9+7defvtt/W+kSNHUlJSgt1ux9fXlw0bNhAREcHvfvc7pk+fzooVKwgKCmozdaT47jgcDl588UV++ctf0q1bN3r06KGLxREREbz33nsMHjwYNzc3XnrpJfr06QPAmjVrGDduHA6Hg+DgYObNm9eJdyGE+Kqfxq7jRtODTOkKkZug3gHDPWBiV5j0NpwH7vOA8K4Q8RZcAEZ6wlhPeOBNuAiM8oTRnjDGOZMv4zzhPk8Y/c84vCsEe0DYP+OJXcHPHUb+8//3HuwKP3WHn/3z/wd/3hUCjynmL4nj6MH3vsOnce1d7H4RR5e2U1x3trODz3Z2F4QQQgghhBBCCCHED5jB0d7CbkKIH4R169bx2GOP6bUfrwWTyeTyKxMhxLVlMpnIjfn+veeCE00A8nkghBBCCCGEEEIIIUQn6uh39jIFaAcZDAZmzZql4+bmZnx8fJgyZcoVz7NYLOzateuq7RuNxqse43A4eOaZZxgwYAD+/v4uQ303btzI3Xffzd13383GjRv19tTUVPz9/bn33ntZsmTJVa/xY2AwGHjuued0vGbNGlatWgXAn/70JzZt2vS127TZbAwZMuTb6iL9+/fXQ5PBOVT6q7mWkJBA7969O1T8mzRpkh7KLIQQQgghhBBCCCGEEEKI65sUADuoR48eFBUVcf78eQD27dun1+e5ko4WADti9+7dWK1WrFYriYmJzJ8/H3DOTfv888+TnZ3NkSNHeP755zlz5gyff/45ixcv5sCBA3z44YecOnWKAwcOfCt9+SHr2rUr//d//+dSYGv11FNPMXv27E7o1dcXFxfHtGnTOnTsrl276NWr1zXukRBCCCGEEEIIIYQQQgghvg+kAPg1TJw4kZ07dwKQkpLCjBkz9L4jR44QGhpKUFAQoaGhlJaWcuHCBeLi4khNTSUwMJDU1FTsdjtz5szBz88Pf39/tm7dqttYvnw5AQEBhISE6IUrL7V9+3Zmz56NwWAgJCSE2tpaTpw4wd69exk/frweDTZ+/Hj27NlDeXk5P/3pT/Hx8QHggQcecLnej5W7uzsxMTH8/ve/b7Nv1apVrFmzBnAu4PrAAw8QEBDA0KFD+eSTT3A4HCxevJghQ4bg5+dHampqmzZsNhsjR45k6NChDB06VC/yeuLECcLCwggMDGTIkCEui8N+HWfPnmXu3LkMGzaMoKAgtm/fDkBSUhJTp05lwoQJ3H333S4jPltHFNpsNu655x7mzZvHvffeS3h4uC5qCyGEEEIIIYQQQgghhBDi+iAFwK9h+vTpbN68mYaGBgoKChgxYoTeN2jQIA4ePMjRo0dJSEhg2bJleHp6kpCQQFRUFBaLhaioKFavXo2XlxeFhYUUFBQwduxYwFnUCQkJIT8/n7CwMNavX9/m+lVVVdx222069vX1paqq6rLbBwwYQElJCTabjebmZrZt20ZlZeU1fEI/HLGxsbzzzjvU1dVd9piZM2cSGxtLfn4+mZmZ9O3bl//7v//DYrGQn5/P/v37Wbx4MSdOnHA57+abb2bfvn3k5eWRmprKM888A8C7775LRESEPj8wMPCKfRwzZgyBgYEEBgby5JNP6u0vvPACY8eOJScnhw8++IDFixdz9uxZwDniNDU1lcLCQlJTU9t9va1WK7GxsXz44Yf06tWr3aJwYmIiJpMJk8lEdXX1FfsphBBCCCGEEEIIIYQQQojvF/fO7sAPib+/PzabjZSUFCZNmuSyr66ujujoaKxWKwaDgaampnbb2L9/P5s3b9Zx6/ptnp6eeo234OBg9u3b1+Zch8PRZpvBYLjsdm9vb9544w2ioqLo0qULoaGhlJeXd/yGr2M33ngjs2fP5rXXXqNbt25t9tfX11NVVcXDDz8MwA033ABARkYGM2bMwM3NjVtuuYVRo0aRk5ODv7+/PrepqYkFCxZgsVhwc3Pj448/BmDYsGHMnTuXpqYmHnrooasWAD/44ANuuukmwLkGYOvIxPfee4+//e1vOm5oaOAf//gHAOPGjcPLywuAwYMHU1FR4VIcBrjjjjv0tYODg7HZbG2uHRMTQ0xMDOBcUFQIIYQQQgghhBBCCCGEED8cMgLwa4qMjGTRokUu038CrFy5kjFjxlBUVMSOHTtoaGho93yHw4HBYGiz3cPDQ293c3Ojubm5zTG+vr4uI7qOHTvGrbfeetntAA8++CDZ2dkcPnyYgQMHcvfdd3/9m75O/epXv2LDhg169Nyl2iuqXmn7pX7/+99zyy23kJ+fj9ls5sKFCwCEhYVx8OBB+vXrx6xZs9i0adM36rfD4WDr1q1YLBYsFgv/+Mc/uOeeewDn+oatLpdHHTnmUvX19bpI2NLSglKKiooKAJqbm1FK6fxrampCKcWxY8cAaGxsRCnF8ePHAWexUinFyZMnATh37hxKKT3lrd1uRymlRx3W19ejlNLrNdbV1aGUoqamBoDa2lqUUtTW1gLO9TCVUnpk5+nTp1FKUV9fD0B1dTVKKex2OwCnTp1CKcW5c+cAOHnyJEop/f49fvw4SikaGxsB53tLKaUL/JWVlSil9DOsqKhAKUVLSwvgnA5WKaWfZXl5Oenp6TouKytzmQrWarWSkZGh49LSUj2FLEBJSQlZWVk6Li4uJjs7W8dFRUXk5OTouLCwELPZrOP8/Hzy8vJ03JpDrfLy8sjPz9ex2WymsLBQxzk5ORQVFek4Ozub4uJiHWdlZVFSUqLjzMxMSktLdZyRkYHVatXxoUOHKCsr03F6errLjxSUUj/a3Av2OE68UdHT4My94R7HiDcquuHMvfs8Kok3Kjxx5t5IzwrijQo3nLk3ytNGvFHpZznOs5wVxi9zL7xrGUuNX+bexK5WlvT4Mvce7FrKcz2+zL2fdy0hMjJSx5J712/uyeee5J7knpPknuSe5J6T5J7kXivJPck9yT0nyT3JvVaSe5J7rST3JPc6K/c6QgqAX9PcuXOJi4vDz8/PZXtdXR39+vUDnGuxterZs6dOEIDw8HDWrl2r4zNnznT42pGRkWzatAmHw0FWVhZeXl707duXiIgI3nvvPc6cOcOZM2d47733iIiIAOCzzz7T1/njH//oMpXkj13v3r157LHH2LBhQ5t9N954I76+vmzbtg1wfticO3eOsLAwUlNTuXjxItXV1Rw8eJDhw4e7nFtXV0ffvn3p0qULycnJXLx4EXC+gW+++WbmzZvHL37xC5cP6q8jIiKC119/XRcjjx49+o3aEUJ8P50MnNnZXWhXi5snTTd4d3Y3hBBCCCGEEEIIIYQQHWBwdGRIk8BoNOrKbiulnNMypqWlcfjwYaKjo/Hx8WHs2LEkJydjs9moqakhIiKCpqYmli5dyuTJk4mNjSU3Nxc3Nzfi4+OZOnWqS/tbtmwhLS3NpZAIzpFfCxYsYM+ePXTv3p23335bT8/41ltv8V//9V8ALF++nDlz5gAwY8YMXfGPi4tj+vTp1/Ix/SBc+qxPnTrFHXfcwZIlS1i1ahWrVq3CaDSyaNEirFYrv/zlLzl9+jQeHh785S9/0cfu3r0bg8HAihUriIqKwmazMWXKFIqKirBarTzyyCN0796dMWPG8Prrr2O329m4cSMvvfQSHh4eGI1GNm3axB133NFuH/v374/ZbG4zBWhaWhrnz5/nV7/6FZmZmTgcDvr376/zxWw26wLzlClTWLRoEaNHj9bt2e123U+ANWvWYLfbWbVq1WWfl8lkcvmViRDi2jKZTOTG5HZ2N9oITgwGkM8DIYQQQgghhBBCCCE6UUe/s5cCYCcxGAw8/vjjJCcnA87hrn379mXEiBGkpaVd9jyLxcLx48fbrEH4Ve0VLL/K4XCwcOFCdu3aRffu3UlKSmLo0KEAbNy4kf/8z/8EYMWKFURHRwOQmprKCy+8wMWLF5k8eTIvvvhih+9ZfPvS0tJYuXIlLS0tNDU1sXDhQn75y1/q/Vu2bGHatGnk5ORgMpmw2Wzcc889DBw4EICQkBD+9Kc/XfEaUgAU4rslBUAhhBBCCCGEEEIIIcTldPQ7e/fvoC+iHT169KCoqIjz58/TrVs39u3bp6cQvRKLxYLZbL5qAbAjdu/ejdVqxWq1kp2dzfz588nOzqampobnn38es9mMwWAgODiYyMhIWlpaWLx4Mbm5ufj4+BAdHc2BAwcYN27cv9wX8fU1NTURExPDkSNH8PX1pbGxUc+nDM45jl977TVGjBjhct5dd93lMi+0EEIIIYQQQgghhBBCCCGuL7IGYCeaOHEiO3fuBCAlJYUZM2bofUeOHCE0NJSgoCBCQ0MpLS3lwoULxMXFkZqaSmBgIKmpqdjtdubMmYOfnx/+/v5s3bpVt7F8+XICAgIICQnRC2Feavv27cyePRuDwUBISAi1tbWcOHGCvXv3Mn78eHr37o23tzfjx49nz549lJeX89Of/hQfHx8AHnjgAZfria9vxIgRBAYGuvxduijrldTX19Pc3EyfPn0A6Nq1qx7ZB7By5UqWLFnCDTfccE36LoQQQgghhBBCCCGEEEKI7ycpAHai6dOns3nzZhoaGigoKHAZqTVo0CAOHjzI0aNHSUhIYNmyZXh6epKQkEBUVBQWi4WoqChWr16Nl5cXhYWFFBQUMHbsWADOnj1LSEgI+fn5hIWFsX79+jbXr6qq4rbbbtOxr68vVVVVl90+YMAASkpKsNlsNDc3s23bNiorK6/hE7r+ZWdnY7FYXP78/Pw6dG7v3r2JjIzk9ttvZ8aMGbzzzju0tLQAcPToUSorK5kyZUqb8z799FOCgoIYNWoUhw4darftxMRETCYTJpOJ6urqb36DQgghhBBCCCGEEEIIIYT4zskUoJ3I398fm81GSkpKmyk96+rq+P/s3Xtc1FX++PHXcFMUQ7y0K2J5ycSSi4JKlKUWkGjsWiqyXVArWjM1i7XFC3jp9t1lK1d33dUyzFxhk21NRQXLo5KCDDgIkjREmIAo/LgIIggyvz9m+eQEKJbXej8fDx/1PjOf87m9Z4B5zzknNDQUo9GITqejoaGh1T52795NbGysFjs5OQFgZ2enFX+8vLxISkpqsW1ryz/qdLo2252cnFi9ejXBwcFYWVnh6+tLfn5++09YXHXvv/8+WVlZ7N69m+joaJKSkli3bh3z5s0jJiamxfN79erFd999R/fu3UlPT+e3v/0tR48e5bbbbrN4XlhYGGFhYYB5PmEhhBBCCCGEEEIIIYQQQtw6ZATgDRYUFER4eLjF9J9gnr5xzJgxZGdns3XrVurq6lrd3mQyodPpWrTb2tpq7dbW1jQ2NrZ4jouLi8UIvsLCQpydndtsB3jsscdITU3l4MGDDBo0iIEDB175SYurys3NjXnz5pGUlER8fDzV1dVkZ2czevRo+vbtS0pKCkFBQej1ejp06KBNGerl5cWAAQP4+uuvL9l/dXW1trZgU1MTSimOHz8OQGNjI0opLV8aGhpQSlFYWAhAfX09SimKi4sBqKurQylFSUkJALW1tSiltClqa2pqUEppow6rq6tRSlFWVgaYC+NKKcrLywGorKxEKUVlZSUA5eXlKKWoqqoCoKysDKUU1dXVAJSWlqKUoqamBoBTp06hlKK2thaAkpISlFLa6624uBilFPX19YD5taCU0gryJ06cQCmlvb6OHz+OUkobiVlQUIBSSruW+fn57N27V4vz8vIsRmEajUaSk5O1ODc3lwMHDmjxsWPHSElJ0eKcnBxSU1O1ODs7m7S0NC3OysqyWAw2MzOTjIwMLW4eddosIyODzMxMLdbr9RZT0qalpZGdna3Fqamp5OTkaHFKSgrHjh3T4gMHDpCbm6vFycnJGI1GLd6/fz95eXlavHfvXosvFSilfrG552XrRZRDFF10XQAYYTuCKIco7LEH4D7b+4hyiMIOOwBG2Y0iyiEKa6wBeMjuIaIcorRr+bDdwyxyWKTF/h38iXCI0OJxHcYxv/N8LX6sw2O82vlVLf5Nh98QFBSkxZJ7P9/ck/c9yT3JPTPJPck9yT0zyT3JvWaSe5J7kntmknuSe80k9yT3mknuSe7dqNxrDykA3mAzZswgMjKyxbSPVVVV9O7dG8BiJFeXLl20hAPw9/dn1apVWlxRUdHufQcFBfHRRx9hMplISUnB0dGRXr16ERAQQM5uz6kAACAASURBVGJiIhUVFVRUVJCYmEhAQAAAp0+f1vbz97//neeee+6Kz1lcHc1vaM0MBgN33nknjo6OlJWVUVBQQEFBAT4+Pnz22WfadJ4XLlwAzG8YRqOR/v3736AzEEK05szIMzf6EFrVZN3EhU4XbvRhCPGL4O/vz/Cx41DF8PQe0K2BzutAFUPwbnPs+KE5fiLJHPf8yBwH7TLHv95gjh9NMMd3bDTHftvN8WNTQy3+KPypXn75ZfSHMxkUZ+7/oa3m/Q2INcd+20F/OJMnn3zyqu2zvfz9/Xnr3ZXsOGE+Ft0amHsAth4Hj1H+DPV5gP/7NOXyHQkhhBBCCCGEELcQnam1+R7FNefg4KBVipsppYiOjmbbtm0cPHiQ0NBQevbsydixY9mwYQMFBQWUl5cTEBBAQ0MDERERjB8/nlmzZpGeno61tTVRUVE8/vjjFv1v3ryZbdu2tZgS0mQy8dJLL7Fz5046derEhx9+qE33uG7dOt58800AFi5cyPTp0wEICQnRPiyKjIxk6tSp1/IyiUuorq4mODiYb775Bnt7ezp37syKFStaTNk5evRooqOj8fb2Jj4+nsjISGxsbLC2tmbp0qU89thjl9yPt7e3xbdMhBBCCHFtNf8sTw+7dj9/vdaY93G1fsa355iv9j7b61LH1nxMcP2PSwghhBBCCCGE+DHa+5m9FACFEJckBUAhhBDi+pIC4NUlBUAhhBBCCCGEED8n7f3MXqYAbYNOp+Ppp5/W4sbGRnr27MmECRMuuZ3BYCAhIeGy/Ts4OFz2OSaTiTlz5nDXXXfh7u5uMbfv+vXrGThwIAMHDmT9+vVa+6ZNm3Bzc8Pd3Z1HH31Um9/2VrVkyRIiIiIs2gwGA4MHDwYgMDBQm6P3WouJidHmG27L6NGjGTRoEB4eHtx///0W8yO3Ztq0aWzevFnb9mp98KTX65kzZ85ln+fr63tV9ieEEEIIIYQQQgghhBBCiJuHFADb0LlzZ7Kzszl37hwASUlJ2pp8l9LeAmB77NixA6PRiNFoZM2aNcycORMwL0a5dOlSUlNTOXToEEuXLqWiooLGxkbmzp3Lnj17OHLkCO7u7hbrA96KQkJCiIuLs2iLjY3ld7/7HQAJCQl07dr1uhxLewqAABs3biQzM5PQ0FD+8Ic/XIcjs9TY2Ii3tzd//etfL/vcixegFUIIIYQQQgghhBBCCCHEz4MUAC9h3LhxbN++HTCPrAsJCdEeO3ToEL6+vgwdOhRfX19yc3M5f/48kZGRxMXF4enpSVxcHDU1NUyfPl0blRcfH6/1sXDhQjw8PPDx8eHUqVMt9r9lyxaeeeYZdDodPj4+VFZWcvLkSXbt2oWfnx/dunXDyckJPz8/du7ciclkwmQycfbsWUwmE2fOnMHZ2fnaX6hraNCgQXTt2pXU1FSt7d///re29mDfvn0pKyujoKCAwYMH8/zzz3Pvvffi7++vFW/z8vJ45JFH8PDwYNiwYXzzzTcA/PnPf2b48OG4u7sTFRUF0GY/mzdvRq/X8+STT+Lp6an1fSkPPvggeXl5AKSnp/PQQw/h5eVFQEAAJ0+evOS2iYmJ3HfffQwbNozJkydr6zkmJCTg6urKAw88wJw5c7QRqUuWLCEsLAx/f3+eeeYZlFIWj82YMYPRo0fTv39/i8JgWyNR16xZg7e3N97e3pSWll72XIUQQgghhBBCCCGEEEIIcfOQAuAlTJ06ldjYWOrq6jhy5AgjR47UHnN1dWXfvn0cPnyYZcuWsWDBAuzs7Fi2bBnBwcEYDAaCg4NZvnw5jo6OZGVlceTIEcaOHQvA2bNn8fHxITMzkwcffJC1a9e22H9RURF9+vTRYhcXF4qKitpst7W1ZfXq1bi5ueHs7ExOTg7PPvvsNbxC10dISAixsbEApKSk0L17dwYOHNjieUajkVmzZnH06FG6du2qFVuffPJJZs2aRWZmJgcOHKBXr14kJiZiNBo5dOgQBoOB9PR09u3b12Y/kyZNwtvbm40bN2IwGLC3t7/scW/duhU3NzcaGhqYPXs2mzdvJj09nRkzZrBw4cI2tysrK+P1119n9+7dZGRk4O3tzTvvvENdXR0vvPACO3bsIDk5uUVhLj09nS1btvCvf/2rRZ/Hjh1j165d2ojRhoaGSx57WFgYer0evV5Pz549L3uuQgghhBBCCCGEEEIIIYS4edjc6AO4mbm7u1NQUMCmTZsIDAy0eKyqqorQ0FCMRiM6na7Ngsru3bu14hWAk5MTAHZ2dtoILS8vL5KSklpsazKZWrTpdLo22xsaGli9ejWHDx+mf//+zJ49m7feeotFixa1/6RvQlOnTsXX15e//OUvxMbGWozEvFi/fv3w9PQEzNe0oKCA6upqioqKmDhxIgAdO3YEzCPsEhMTGTp0KAA1NTUYjUbuuOOOVvu5Ek8++ST29vb07duXlStXkpubS3Z2Nn5+fgBcuHCBXr16tbl9SkoKOTk53H///QCcP3+e++67j2PHjtG/f3/69esHmAuja9as0bYLCgpqszA5fvx4OnToQIcOHbj99ts5deoULi4uV3ReQgghhBBCCCGEEEIIIYS4NcgIwMsICgoiPDy8RdFp8eLFjBkzhuzsbLZu3UpdXV2r25tMJnQ6XYt2W1tbrd3a2prGxsYWz3FxceHEiRNaXFhYiLOzc5vtBoMBgAEDBqDT6ZgyZcrPYo23Pn360LdvX/bu3Ut8fDxTpkxp9XkdOnTQ/r/5mrZWLAXzfYmIiMBgMGAwGMjLy9NGS7bWz5VoHiX43//+lz59+mAymbj33nu1fWVlZZGYmNjm9iaTCT8/P+35OTk5fPDBB22eS7POnTu3+dhPOafq6mqtCNrU1IRSiuPHjwPm9QaVUlo+NjQ0oJSisLAQgPr6epRS2tqJdXV1KKUoKSkBoLa2FqWUNgVuTU0NSiltdGN1dTVKKcrKygBz4V0pRXl5OQCVlZUopaisrATM62MqpaiqqgLMoymVUlRXVwNQWlqKUkqbUvXUqVMopaitrQWgpKQEpZT2ei4uLkYpRX19PWB+rSmltIL/iRMnUEpp1/P48eMopWhqagLMU8oqpbRrmZ+fz969e7U4Ly+P/fv3a7HRaCQ5OVmLc3NzLV7Dx44dIyUlRYtzcnIspsfNzs4mLS1Ni7OystDr9VqcmZlJRkaGFjfnWLOMjAwyMzO1WK/Xk5WVpcVpaWlkZ2drcWpqKjk5OVqckpLCsWPHtPjAgQPk5uZqcXJyMkajUYv379+vTZMLsHfvXvLz87VYKSW5J7kHSO5J7v0yc8/KyoooB8UoO3Pu2dFIlIPiPltz7tnTQJSDYoStOfe66OqJclB42Zpzz1FXR5SDwsPGnHvddbVEOSjcbMy55+joSEhIyFXLvd69exMSEkIvK3PuDbYpJcpBcbuVOffcbE4REhJCly5dgOufe0OHDiXC4fvcG9fByPzO3+feiBEjJPfkfQ+Q9z3JPcm9ZpJ7knuSe2aSe5J7zST3JPeaSe5J7t0sudceUgC8jBkzZhAZGYmbm5tFe1VVFb179wYgJiZGa+/SpYuWEAD+/v6sWrVKiysqKtq976CgID766CNMJhMpKSk4OjrSq1cvAgICSExMpKKigoqKChITEwkICKB3797k5ORoCZ6UlMTgwYN/zGnfdEJCQpg3bx4DBgy4opFrt912Gy4uLvz3v/8FzG8atbW1BAQEsG7dOu3FWlRUxOnTpy/Z1w/vbXsNGjSI0tJSDh48CJjfyI4ePdrm8318fPjyyy+1N87a2lq+/vprXF1dyc/P194w4+LirvhYhBBCCHHz69atGw0du17TfTR2cLzqfZqsLj25iMnKptUvxl1rOp2OC7adWn2swb4bF2w6csZ56HU+KiGEEEIIIYQQ4trSmS43rOgXysHBQSsONVNKER0dzbZt2zh48CChoaH07NmTsWPHsmHDBgoKCigvLycgIICGhgYiIiIYP348s2bNIj09naNHj/Lggw+yd+9eHBwcqKyspFevXtxxxx24ublZFBLBPBLspZde4rPPPsPa2prNmzfj7e0NwLp163jzzTcBWLhwIdOnT8fBwYHo6GhWrFiBra0td955JzExMXTv3t2iz7lz55KQkECnTp2IiYlh2LBhAKxfv57XX38dgEWLFhEaGgrApk2bePPNN9HpdDg7O/Pxxx/To0ePa3Ld21JaWoqzszMrV67k97//vdbet29f9Ho9NTU1TJgwQfv2QnR0NDU1NSxZsgSj0cgLL7xAWVkZtra2fPLJJ/Tv358VK1bw/vvvA+b7/fHHH2Ntbd1mP/Hx8SxYsAB7e3sOHjzY6nSbo0ePJjo6WrtPzQwGA3PmzKGqqorGxkZefvllnn/+eaZNm8aECROYNGmSxbZffPEFr732mvbtAHd3dw4fPszZs2cpKSlh0KBBPPzww+zfv5+Kigq++eYblixZQlRUFAB79uxhxowZWFtbU11dTUhICO+99x5gHllqY2ODra0tJ06caHP0ajNvb2+Lb5kIIYQQ4trz9vYmPSz9mvXvtcYL4Kr9jG/+3edSx3y199le7T02+X1HCCGEEEIIIcStoL2f2UsB8DpycHBg4MCBHDhwAHt7e3bs2EFERAQuLi5s27atze1iYmLQ6/UWIwnb6v+HRcsfSkhIYOXKlSQkJJCamsrcuXNJTU2lvLxcSxqdToeXlxfp6el06dIFZ2dncnJy6NGjB/Pnz6dTp04sWbLkx1wC8SMcPHiQV155RRseXFdXR319PW+88Qb29vbMnj2b0aNHo9frtcLsld7n5rUpWyMFQCGEEOL6kwLg1SMFQCGEEEIIIYQQPyft/cxepgC9zsaNG8f27dsB88i6i9cWPHToEL6+vgwdOhRfX19yc3M5f/48kZGRxMXF4enpSVxcHDU1NUyfPh03Nzfc3d2Jj4/X+li4cCEeHh74+Phoc99ebMuWLTzzzDPodDp8fHyorKzk5MmT7Nq1Cz8/P7p164aTkxN+fn7s3LkTk8mEyWTi7NmzmEwmzpw5g7Oz87W/UEJz8uRJevToQYcOHVi7di2PPPIIfn5+VFVVsXz5cvr27dtimyu9z0IIIYQQQgghhBBCCCGE+PmQAuB1NnXqVGJjY6mrq+PIkSOMHDlSe8zV1ZV9+/Zx+PBhli1bxoIFC7Czs2PZsmUEBwdjMBgIDg5m+fLlODo6kpWVxZEjRxg7diwAZ8+excfHh8zMTB588EHWrl3bYv9FRUX06dNHi11cXCgqKmqz3dbWltWrV+Pm5qaNBHz22Wev4RW6NUycOBFPT0+Lf7t27bom+/L39+fEiRPcfffdGI1GVqxYQU5ODhs3bqRTp9bXs7nS+/xDa9aswdvbG29vb21NSSGEEEIIIYQQQgghhBBC3BpsbvQB/NK4u7tTUFDApk2bCAwMtHisqqqK0NBQjEYjOp2OhoaGVvvYvXs3sbGxWtw8faOdnR0TJkwAwMvLi6SkpBbbtjbjq06na7O9oaGB1atXc/jwYfr378/s2bN56623WLRoUftP+mfo008/vW77cnBwID09nf3797Nnzx6Cg4N5++23mTZtWpvbXOl9/qGwsDDCwsIAWqxnKIQQQgghhBBCCCGEEEKIm5uMALwBgoKCCA8Pt5j+E2Dx4sWMGTOG7Oxstm7dSl1dXavbm0ymVos2tra2Wru1tTWNjY0tnuPi4sKJEye0uLCwEGdn5zbbDQYDAAMGDECn0zFlyhQOHDhw5SctfhJra2tGjx7N0qVLWbVqlcW0r6250vsshBBCCCGEEEIIIYQQQoifDykA3gAzZswgMjISNzc3i/aqqip69+4NQExMjNbepUsXqqurtdjf359Vq1ZpcUVFRbv3HRQUxEcffYTJZCIlJQVHR0d69epFQEAAiYmJVFRUUFFRQWJiIgEBAfTu3ZucnBxtGsikpCQGDx78Y05b/Ei5ubkYjUYtNhgM3HnnnZfc5krv86VUV1dTUFAAQFNTE0opjh8/DkBjYyNKKa2o2NDQgFKKwsJCAOrr61FKUVxcDEBdXR1KKUpKSgCora1FKaWtV1lTU4NSSsu36upqlFKUlZUB5teIUory8nIAKisrUUpRWVkJQHl5OUopqqqqACgrK0Mppb1+SktLUUpRU1MDwKlTp1BKUVtbC0BJSQlKKa34XlxcjFKK+vp6wFwwVUppo3NPnDiBUkorth8/fhylFE1NTQAUFBSglNKuZX5+Pnv37tXivLw89u/fr8VGo5Hk5GQtzs3NtSi4Hzt2jJSUFC3OyckhNTVVi7Ozs0lLS9PirKwsi8VgMzMzycjI0GKDwaAV+QEyMjLIzMzUYr1eT1ZWlhanpaWRnZ2txampqeTk5GhxSkoKx44d0+IDBw6Qm5urxcnJyRa5vH//fvLy8rR479695Ofna7FSSnJPcg+Q3JPc+2XmnpWVFVEOUYyyGwWAHXZEOURxn+19ANhjT5RDFCNsRwDQRdeFKIcovGy9AHDUORLlEIWHjQcA3XXdiXKIws3G/Puno6MjISEhVy33evfuTUhICL2segEw2GYwUQ5R3G51OwBuNm6EhITQpUsX4Prn3tChQ4lwiNDicR3GMb/zfC0eMWKE5J687wHyvie5J7nXTHJPck9yz0xyT3KvmeSe5F4zyT3JvZsl99pDpgC9AVxcXJg7d26L9vnz5xMaGso777yjresHMGbMGN5++208PT2JiIhg0aJFzJo1iyFDhmBtbU1UVBSPP/54u/YdGBhIQkICd911F506deLDDz8EoFu3bixevJjhw4cDEBkZSbdu3QCIioriwQcfxNbWljvvvNOiOCmuvZqaGmbPnk1lZSU2NjbcddddrFmzBoC//vWv/OlPf6KkpAR3d3cCAwN5//33f9R9FkIIIW4ld8/6J0NH3k93Kxhx2NwW0hG6WMHw//0t9LQ92AEf/O9vpVB783/XHzL/91l7OA9s+N/fWmGdoLoJNh00xzM7wf9rgn//72+12Z2guAni//e33NzOUNAIW/aZ41c7w9dG2Pq/38fnd4asb2DHHnMc4QDp+ZD4BQzM/Cdrp7i2eX5nRpz50demPZrsm7CxuXp/CnTp0gWTVcupxi9msjLRtWvXq7bP9urWrRtNdk2XfE7dHa3PvCGEEEIIIYQQQtyqdKbWFgUTQoj/8fb2tviWiRBCCHEz8Pb2Jj3s1v355LVGfr4KIYQQQgghhBDiyrX3M3uZAvQSdDodTz/9tBY3NjbSs2dPJkyYcMntDAYDCQkJl+3fwcHhss8xmUzMmTOHu+66C3d3d4vhvevXr2fgwIEMHDiQ9evXA+ZhrZ6entq/Hj168PLLL192Pz8HSqnL3pubybRp09i8eTNgHl48dOhQbaTeT7VkyRKio6OvSl9CCCGEEEIIIYQQQgghhLi1yBSgl9C5c2eys7M5d+4c9vb2JCUlaWv0XYrBYECv1xMYGPiTj2HHjh0YjUaMRiOpqanMnDmT1NRUysvLWbp0KXq9Hp1Oh5eXF0FBQTg5OVnM+evl5dXu6UHFjVFVVUVAQABhYWFMnz79hhxDY2PjVZ0GTAghhBBCCCGEEEIIIYQQN46MALyMcePGsX37dgA2bdpESEiI9tihQ4fw9fVl6NCh+Pr6kpuby/nz54mMjCQuLg5PT0/i4uKoqalh+vTpuLm54e7uTnx8vNbHwoUL8fDwwMfHR1us8mJbtmzhmWeeQafT4ePjQ2VlJSdPnmTXrl34+fnRrVs3nJyc8PPzY+fOnRbbGo1GTp8+zahRo67R1bl5tXZvAC5cuEB4eLh2L1auXAnAzp07cXV15YEHHmDOnDnaSMIfjqQbMmSItmjpxx9/zIgRI/D09OSFF17gwoULXLhwgWnTpjFkyBDc3Nx49913L3mcNTU1jBs3jt/97nfMnDlTa//zn//M8OHDcXd3JyoqCoCzZ88yfvx4PDw8GDJkCHFxcQD88Y9/5J577sHd3Z3w8PAW+/jmm2949NFH8fLyYtSoUdoirtOmTeOVV15hzJgxvPbaaz/mMgshhBBCCCGEEEIIIYQQ4iYkQ34uY+rUqSxbtowJEyZw5MgRZsyYwf79+wFwdXVl37592NjYsHv3bhYsWEB8fDzLli1Dr9ezatUqAF577TUcHR3JysoCoKKiAjAXdHx8fHjjjTeYP38+a9euZdGiRRb7Lyoqok+fPlrs4uJCUVFRm+0X27RpE8HBweh0uqt/YW5ybd2bNWvW8O2333L48GFsbGwoLy+nrq6O559/ni+++IK77rqL4ODgy/b/1VdfERcXx5dffomtrS0vvvgiGzdu5N5776WoqIjs7GwAKisrL9nPK6+8wnPPPce8efO0tsTERIxGI4cOHcJkMhEUFMS+ffsoLS3F2dlZK0hXVVVRXl7Op59+yrFjx9DpdK3uLywsjH/84x8MHDiQ1NRUXnzxRb744gsAvv76a3bv3o21tbXFNmvWrGHNmjUAlJaWXvZ6CCGEEEIIIYQQQgghhBDi5iEFwMtwd3enoKCATZs2tZjSs6qqitDQUIxGIzqdjoaGhlb72L17N7GxsVrs5OQEgJ2dnTbSzMvLi6SkpBbbmkymFm06na7N9ovFxsayYcOGy5zhz1Nb92b37t38/ve/16a77NatGwaDgX79+jFw4EAAnnrqKa341ZbPP/+c9PR0hg8fDsC5c+e4/fbbeeyxx8jPz2f27NmMHz8ef3//S/YzduxYtmzZQnh4OLfffjtgLgAmJiYydOhQwDxK0Gg0MmrUKMLDw3nttdeYMGECo0aNorGxkY4dO/Lcc88xfvz4Fmsg1tTUcODAASZPnqy11dfXa/8/efLkFsU/MBcNw8LCAPOCokIIIYQQQgghhBBCCCGEuHXIFKDtEBQURHh4uMX0nwCLFy9mzJgxZGdns3XrVurq6lrd3mQytToKz9bWVmu3tramsbGxxXNcXFw4ceKEFhcWFuLs7Nxme7PMzEwaGxvx8vK6spP9mWjr3rR1L9oaJWljY0NTU5MWX9xPaGgoBoMBg8FAbm4uS5YswcnJiczMTEaPHs3f/vY3nnvuuUse59SpU5k5cyaBgYFUV1drfUdERGh95+Xl8eyzz3L33XeTnp6Om5sbERERLFu2DBsbGw4dOsQTTzzBf//7Xx599FGL/puamujatavWl8Fg4KuvvtIe79y582WvZXV1tTbtaVNTE0opjh8/DpjXDlRKabnY0NCAUorCwkLAXGxUSlFcXKxdP6UUJSUlANTW1qKU0qa/rampQSmljTqsrq5GKUVZWRlgLuwqpSgvLwfMIyyVUtrIx/LycpRSVFVVAVBWVoZSSru2paWlKKWoqakB4NSpUyilqK2tBaCkpASllHafi4uLUUppRdPCwkKUUlpB+cSJEyiltNfu8ePHUUppOVNQUIBSSruW+fn57N27V4vz8vK0EcVgnrY3OTlZi3Nzczlw4IAWHzt2jJSUFC3OyckhNTVVi7Ozs0lLS9PirKws9Hq9FmdmZpKRkaHFzTnRLCMjg8zMTC3W6/XayGWAtLQ0bXQrQGpqKjk5OVqckpKiTTELcODAAW36XYDk5GSMRqMW79+/n7y8PC3eu3cv+fn5WqyUktyT3AMk9yT32s69KR2zmdnp+9wL6ZhFWKfvc+9p+0yetf8+90LtDYTaf597z9pn8LT997kX1klPSMfvc29mpzSmdPw+92Z3SuWJjt/n3tzOKfymw/e592rnAzzW4fvcm985mXEdvs+9CIf9+HeQ3INbP/fkfU9yT3LPTHJPcq+Z5J7kXjPJPck9yT0zyT3JvWaSe5J71yr32kMKgO0wY8YMIiMjcXNzs2ivqqqid+/eAMTExGjtXbp00ZICwN/fX5sOFL6fArQ9goKC+OijjzCZTKSkpODo6EivXr0ICAggMTGRiooKKioqSExMJCAgQNvuh+sV/tK0dW/8/f35xz/+ob2oysvLcXV15dtvv+Wbb74BzNeuWd++fbU31IyMDL799lsAHn74YTZv3szp06e1fo4fP05ZWRlNTU088cQTLF++3OLNuC0vv/wyDz/8MBMnTuT8+fMEBASwbt067Y2kqKiI06dPU1xcTKdOnXjqqacIDw8nIyODmpoaqqqqCAwM5L333rN4swe47bbb6NevH5988glgLi5e/ANACCGEuFWVeD55ow/hJ7nVj18IIYQQQgghhBA3N52ptbkkBQAODg5aEaaZUoro6Gi2bdvGwYMHCQ0NpWfPnowdO5YNGzZQUFBAeXk5AQEBNDQ0EBERwfjx45k1axbp6elYW1sTFRXF448/btH/5s2b2bZtm0WxCswFm5deeomdO3fSqVMnPvzwQ21KxnXr1vHmm28CsHDhQqZPn65t179/fxISEnB1db2GV+jmsnv3blavXk18fHyb96axsZH58+ezc+dObG1tef7557Xr+/LLL9OjRw8eeOABsrOz2bZtG+fOneM3v/kNp0+fZvjw4SQnJ7Njxw769u1LXFwcb731Fk1NTdja2vK3v/0Ne3t7pk+frlXp33rrLcaNG9fq8U6bNo0JEyYwadIkAKZPn05tbS2bNm1i5cqVvP/++4A5Dz/++GPy8vL4wx/+gJWVFba2tqxevZrevXvzm9/8hrq6OkwmE+Hh4YSGhrJkyRIcHBwIDw/n22+/ZebMmZw8eZKGhgamTp1KZGRki/23xdvb2+JbJkIIIcTNwNvbm/Sw9Bt9GD+a1xov+fkqhBBCCCGEEEKIK9bez+ylAHiD6HQ6nnrqKW2NvsbGRnr16sXIkSPZtm1bm9sZDAaKi4tbrEf4Q60VL3/IZDIxd+5cEhIS6NSpEzExMQwbNgyA9evX8/rrrwOwaNEiQkNDqa6uZtSoUdr2hYWFPPXUU7z33nvtOudrbcWKFRQVFfGnP/3pJ/VzcZH3Zrdt2zYWL15MU1MTDQ0NzJ07lxdeeIHveg2UkgAAIABJREFUvvuO0NBQKisruXDhAm+//TaBgYGcP3+eF154Ab1ej5WVFStWrGD06NGX3IcUAIUQQtyMpAAohBBCCCGEEEKIX6L2fmZvcx2ORbSic+fOZGdnc+7cOezt7UlKStKmrLwUg8GAXq+/bAGwPXbs2IHRaMRoNJKamsrMmTNJTU2lvLycpUuXotfr0el0eHl5ERQUhJOTk8UUk15eXjz++OM/+TiuhmeffZbs7Gz+/e9/3+hDuW4aGhoICwvj0KFDuLi4UF9fr82n/PrrrzNlyhRmzpxJTk4OgYGBFBQUsHbtWsA8d/Tp06cZN24caWlpWFnJbMBCCCGEEEIIIYQQQgghxM+FfOp/A40bN47t27cDLdfsO3ToEL6+vgwdOhRfX19yc3M5f/48kZGRxMXF4enpSVxcHDU1NUyfPh03Nzfc3d2Jj4/X+li4cCEeHh74+PhoC2FebMuWLTzzzDPodDp8fHyorKzk5MmT7Nq1Cz8/P7p164aTkxN+fn7s3LnTYluj0cjp06ctRgTeSB988AGpqanceeedP7mv0aNHX9XRf7NmzcLT09Pi34cffviT+62urqaxsZHu3bsD0KFDBwYNGgSYR5ieOXMGMK+H6OzsDJgXlX344YcBuP322+natauMPhBCCCGEEEIIIYQQQgghfmakAHgDTZ06ldjYWOrq6jhy5AgjR47UHnN1dWXfvn0cPnyYZcuWsWDBAuzs7Fi2bBnBwcEYDAaCg4NZvnw5jo6OZGVlceTIEcaOHQvA2bNn8fHxITMzkwcffFAb+XWxoqIi+vTpo8UuLi4UFRW12X6xTZs2ERwcjE6nu9qX5Wfnb3/7GwaDweLfxes1/ljdunUjKCiIO++8k5CQEDZu3KitPbhkyRI+/vhjXFxcCAwMZOXKlQB4eHiwZcsWGhsb+fbbb0lPT+fEiRMt+l6zZg3e3t54e3tTWlr6k49VCCGEEEIIIYQQQgghhBDXjxQAbyB3d3cKCgrYtGlTiyk9q6qqmDx5MkOGDGHevHkcPXq01T52797NrFmztNjJyQkAOzs7JkyYAJin6myeGvJirS3/qNPp2my/WGxsrMWIRXFjvP/++3z++eeMGDGC6OhoZsyYAZgLtNOmTaOwsJCEhASefvppmpqamDFjBi4uLnh7e/Pyyy/j6+uLjU3LmYDDwsLQ6/Xo9Xp69ux5vU9LCCGEEEIIIYQQQgghhBA/gRQAb7CgoCDCw8NbFNMWL17MmDFjyM7OZuvWrdTV1bW6vclkanUUnq2trdZubW1NY2Nji+e4uLhYjP4qLCzE2dm5zfZmmZmZNDY24uXldWUnK64JNzc35s2bR1JSkjYF7AcffMCUKVMAuO+++6irq6OsrAwbGxveffddDAYDW7ZsobKykoEDB16y/+rqaq2A3NTUhFKK48ePA9DY2IhSSsuXhoYGlFIUFhYCUF9fj1KK4uJiAOrq6lBKUVJSAkBtbS1KKW2K2pqaGpRS2qjD6upqlFKUlZUB5sK4Uory8nIAKisrUUpRWVkJQHl5OUopqqqqACgrK0MpRXV1NQClpaUopaipqQHg1KlTKKWora0FoKSkBKWU9norLi5GKUV9fT1gfi0opWhoaADgxIkTKKW019fx48dRSmkjMQsKClBKadcyPz+fvXv3anFeXh779+/XYqPRSHJyshbn5uZy4MABLT527BgpKSlanJOTQ2pqqhZnZ2eTlpamxVlZWRZTvGZmZpKRkaHFzSNSm2VkZJCZmanFer2erKwsLU5LSyM7O1uLU1NTycnJ0eKUlBSOHTumxQcOHCA3N1eLk5OTMRqNWrx//37y8vK0eO/eveTn52uxUkpyT3IPkNyT3Gs796Z0nMLMTjO1OKRjCGGdwrT4afunedb+WS0OtQ8l1D5Ui5+1f5an7Z/W4rBOYYR0/P53spmdZjKl4xQtnt1pNk90fEKL53aey286/EaLX+38Ko91eEyL53eez7gO47Q4wiEC/w7+Wiy5d+vmnrzvSe5J7plJ7knuNZPck9xrJrknuSe5Zya5J7nXTHJPcu9a5V57SAHwBpsxYwaRkZG4ublZtFdVVdG7d28AYmJitPYuXbpoCQfg7+/PqlWrtLiioqLd+w4KCuKjjz7CZDKRkpKCo6MjvXr1IiAggMTERCoqKqioqCAxMZGAgABtux+uVyhujOY3tGYGg0FbA/GOO+7g888/B+Crr76irq6Onj17Ultby9mzZwFISkrCxsaGe+6557ofuxBCCPFTnRl55kYfwk9yo4//samh6A9n8tBW0K2BQXGgiuH+LebY7RNzPOJTc+wZb449483xiE/Nsdsn5jh05svoD2decp/6w5kEPPEkujXwaIJ5+19vMG8ftMsc9/zIHD+RZI4dPzTHwbvNced15vjpPebY7n1zPE2ZY90a87+wfbC7yPz/HqP8eevdldfnwgohhBBCCCGEEDcJnam1+R7FNefg4KBVipsppYiOjmbbtm0cPHiQ0NBQevbsydixY9mwYQMFBQWUl5cTEBBAQ0MDERERjB8/nlmzZpGeno61tTVRUVE8/vjjFv1v3ryZbdu2WRQSwTx68KWXXmLnzp106tSJDz/8EG9vbwDWrVvHm2++CcDChQst1qzr378/CQkJuLq6XsMrJC6nurqa4OBgvvnmG+zt7encuTMrVqzA29ubnJwcnn/+eWpqatDpdPzpT3/C39+fgoICAgICsLKyonfv3nzwwQda0bAt3t7eFt8yEUIIIcStr/l3vvSwq/Mz3muNub9L/c5wtffZXu05NiGEEEIIIYQQ4lbR3s/spQAohLgkKQAKIYQQPz9SABRCCCGEEEIIIW5N7f3M/mc/BahOp+Ppp79f26WxsZGePXsyYcKES25nMBhISEi4bP8ODg6XfY7JZGLOnDncdddduLu7W8zRu379egYOHMjAgQNZv3691n7+/HnCwsK4++67cXV11dZ2u5WlpKQwcuRIPD09GTx4MEuWLLku+x09ejR33HEHF9e6f/vb37br3l2Jjz76iCFDhnDvvfdyzz33EB0dfUXbK6Us5oOeNm0amzdvvqI+fH19L/ucvn37avMeCyGEEEIIIYQQQgghhBDi58fmRh/Atda5c2eys7M5d+4c9vb2JCUlaWvrXYrBYECv1xMYGPiTj2HHjh0YjUaMRiOpqanMnDmT1NRUysvLWbp0KXq9Hp1Oh5eXF0FBQTg5OfHGG29w++238/XXX9PU1KQtTHkrCw0N5d///jceHh5cuHDBYvHQa61r1658+eWXPPDAA1RWVnLy5Mmr2v+OHTt47733SExMxNnZmbq6OjZs2NDu7ZsXPHVwcGhXEa8tFxcQhRBCCCGEEEIIIYQQQgjxy/SzHwEIMG7cOLZv3w7Apk2bCAkJ0R47dOgQvr6+DB06FF9fX3Jzczl//jyRkZHExcXh6elJXFwcNTU1TJ8+HTc3N9zd3S1G5C1cuBAPDw98fHw4depUi/1v2bKFZ555Bp1Oh4+Pj1aA2rVrF35+fnTr1g0nJyf8/PzYuXMnYF6DLyIiAgArKyt69OhxLS/RdXH69Gl69eoFgLW1Nffccw8AZ8+eZcaMGQwfPpyhQ4eyZcsWAAoKChg1ahTDhg1j2LBhWnFLKcXo0aOZNGkSrq6uPPnkk1xuJtupU6cSGxsLwH/+8x8ef/xx7bGamhoefvhhhg0bhpubm7Z/MI/qc3d3x8PDw2Ik6Q+99dZbREdH4+zsDEDHjh15/vnnAVi7di3Dhw/Hw8ODJ554gtraWsA8wu+VV15hzJgxBAcH849//IN3330XT09P9u/fD8C+ffvw9fWlf//+2mjASx1v86jGpqYmXnzxRe69914mTJhAYGCgxWjClStXatsfO3asxfmsWbMGb29vvL29KS0tveS1FUIIIYQQQgghhBBCCCHEzeUXUQBsLv7U1dVx5MgRRo4cqT3m6urKvn37OHz4MMuWLWPBggXY2dmxbNkygoODMRgMBAcHs3z5chwdHcnKyuLIkSOMHTsWMBevfHx8yMzM5MEHH2Tt2rUt9l9UVESfPn202MXFhaKiojbbKysrAVi8eDHDhg1j8uTJrRYWbzXz5s1j0KBBTJw4kX/+85/U1dUB8MYbbzB27FjS0tLYs2cPf/jDHzh79iy33347SUlJZGRkEBcXx5w5c7S+Dh8+zHvvvUdOTg75+fl8+eWXl9z3ww8/zL59+7hw4QKxsbEEBwdrj3Xs2JFPP/2UjIwM9uzZw6uvvorJZOLo0aO88cYbfPHFF2RmZrJixYo2+8/OzsbLy6vVxx5//HHS0tLIzMxk8ODBfPDBB9pjX3/9Nbt37yY+Pp7f//73zJs3D4PBwKhRowA4efIkycnJbNu2jT/+8Y+XPN6L/ec//6GgoICsrCzef/99Dh48aPF4jx49yMjIYObMma1OVRoWFoZer0ev19OzZ89LXlshhBBCCCGEEEIIIYQQQtxcfhEFQHd3dwoKCti0aVOLKT2rqqqYPHkyQ4YMYd68eRw9erTVPnbv3s2sWbO02MnJCQA7OzttPUEvLy8KCgpabNva6DSdTtdme2NjI4WFhdx///1kZGRw3333ER4e3u7zvVlFRkai1+vx9/fnX//6F48++igAiYmJvP3223h6ejJ69Gjq6ur47rvvaGho4Pnnn8fNzY3JkyeTk5Oj9TVixAhcXFywsrLC09Oz1et+MWtrax544AHi4uI4d+4cffv21R4zmUwsWLAAd3d3HnnkEYqKijh16hRffPEFkyZN0kZfduvW7Uedd3Z2NqNGjcLNzY2NGzda5NjkyZOxtrZuc9vf/va3WFlZcc8992hF4LaO92LJyclMnjwZKysrfv3rXzNmzBiLx5tHQLaVsxerrq7WntPU1IRSiuPHjwPfT1164sQJABoaGlBKUVhYCEB9fT1KKYqLiwGoq6tDKUVJSQkAtbW1KKW046+pqUEppY06rK6uRimlrVlYVVWFUkqbEreyshKllFY0Ly8vRylFVVUVAGVlZSilqK6uBqC0tBSlFDU1NQCcOnUKpZQ2KrOkpASllFacLi4uRilFfX09AIWFhSilaGhoAODEiRMopWhsbATg+PHjKKVoamoCzKNYlVLatczPz2fv3r1anJeXp432BDAajSQnJ2txbm6uxbSux44dIyUlRYtzcnJITU3V4uzsbNLS0rQ4KyvLYjHYzMxMizVIDQYDBoNBizMyMsjMzNRivV5PVlaWFqelpZGdna3FqampFq/LlJQUixGlBw4csJjqNzk5GaPRqMX79+8nLy9Pi/fu3Ut+fr4WK6Uk9yT3AMk9yT3JPbj6uefo6EhISAiDbcy518uqmigHxd3W5tzrY1VFlINigLU59+60riTKQXGntTn3BliXE+Wg6GNlzr3evXsTEhJyydwLCQmhS5cuAHjYlBDloHDUmXPPy7aYKAdFF50590bYFhLloLDHnHv32Z4gykFhhzn3RtkdJ8pBYY059x6yKyDKQWnX8mG7fBY5fJ97Q4cOldy7SXJP3vck9yT3JPdAck9yT3IPJPck9yT3JPfMJPck935s7rXHL6IACBAUFER4eLjF9J9gHmU3ZswYsrOz2bp1q3ZzfshkMqHT6Vq029raau3W1tbazbqYi4uLlsRgvtHOzs5ttnfv3p1OnToxceJEwFwkuvhFfSsbMGAAM2fO5PPPPyczM5P/9//+HyaTifj4eO3N6rvvvmPw4MG8++67/OpXvyIzMxO9Xs/58+e1fjp06KD9f1vX/YemTp3K7NmzmTJlikX7xo0bKS0tJT09HYPBwK9+9Svq6uravOetuffee0lPT2/1sWnTprFq1SqysrKIioqyyLHOnTtfst+Lz7O5YNzW8V7sclOiNvfb3msnhBBCiJ+Xxg6OmKyu3nLgjXZdLtufycqGxo5dr9o+26vBvhsXbDtd9/0KIYQQQgghhBA3ks50uUrBLc7BwYGamhoKCwuJj49n7ty5KKWIjo5m27ZtTJw4kaeeeoonnniCJUuWEBMTQ0FBAfHx8Xz22WesX78egD/+8Y/U1dXx3nvvAVBRUYGTk5PWP8DmzZvZtm0bMTExFsewfft2Vq1aRUJCAqmpqcyZM4dDhw5RXl6Ol5eXVtwbNmwY6enpdOvWjalTpxIWFsbYsWOJiYlh+/btfPLJJ9fvwl0D27dvJzAwEJ1Ox1dffcWoUaM4deoUixcv5syZM6xcuRKdTsfhw4cZOnQo8+bNw8XFhVdffZUPP/yQGTNmYDKZLO4fwEsvvYS3tzfTpk1rdb+jR48mOjoaLy8v/vKXvzBt2jR69Oih3bsVK1aQl5fHypUr2bNnD2PHjuXbb7/l7NmzTJw4kYMHD9K9e3fKy8vbHAWYkJBAZGQk27Zt49e//jX19fX885//ZM6cOfTo0YOcnBycnJwIDAykd+/exMTEMG3aNCZMmMCkSZMA+Mtf/sKZM2dYunQpQIvHL3e8ffv21Z7zySefsH79ej777DNKS0sZPHgwa9asYdKkSfTt2xe9Xk+PHj3Q6/WEh4dbfJPgh7y9vS2+ZSKEEEKIW5+3tzcA6WGtf4HpSnmtMU+FfqnfGa72PturPccmhBBCCCGEEELcKtr7mf0vZgSgi4sLc+fObdE+f/58IiIiuP/++7lw4YLWPmbMGHJycvD09CQuLo5FixZRUVHBkCFD8PDwYM+ePe3ed2BgIP3798fKyopx48bx97//HYDbbruNsrIyXFxcGD58OJGRkVqB6f/+7/9YsmQJ7u7urF69mvHjx192Pw4ODpd9jslkYs6cOdx11124u7tbjCxcv349AwcOZODAgVrhE+D8+fOEhYVx99134+rqSnx8fLvP/WIbNmxg0KBBeHp68vTTT7Nx40asra1ZvHgxDQ0NuLu7M2TIEBYvXgzAiy++yPr16/Hx8eHrr7++7Gi5y9HpdISHh2tTejZ78skn0ev1eHt7s3HjRlxdXQHzqL6FCxfy0EMP4eHhwSuvvNJm34GBgcyaNYtHHnmEe++9Fy8vL21k3fLlyxk5ciR+fn5a36157LHH+PTTT/H09LQYNg6wbt06zp07p+VDUlIS3t7evP7669jZ2dGvXz+LF/wTTzxBaWkpHTt2ZMCAAQwYMABHR0fAPNR6+vTpuLq6MmnSJM6cOXNlF1IIIYQQQgghhBBCCCGEEDe1n/0IwJuJg4MDAwcO5MCBA9jb27Njxw4iIiJwcXHRRrO1JiYmBr1ez6pVqy7bf/NoxLYkJCSwcuVKbTTi3LlzSU1Npby8XKsa63Q6vLy8SE9Px8nJiaioKC5cuMDrr79OU1MT5eXlLYpo4topLCzkoYceIiMjA0dHR2pqaigtLaVfv3589dVXWFlZ8cILLxAdHa19sz4nJ4cpU6aQnp7O0aNHGTlyJAUFBfTu3ZvQ0FBGjRrFc889x/nz56mtraVr17an45IRgEIIIcTPj4wAFEIIIYQQQgghbk0yAvAmNW7cOLZv3w7Apk2bLNYkPHToEL6+vgwdOhRfX19yc3M5f/48kZGRxMXFaaMRa2pqmD59Om5ubri7u1uMyFu4cCEeHh74+Phoi19ebMuWLTzzzDPodDp8fHyorKzk5MmT7Nq1Cz8/P7p164aTkxN+fn7s3LkTMI8+i4iIAMDKykqKf9fZ6dOn6dKlizbC08HBgX79+gEwePBgBg0a1GKbLVu2UFtby8iRI3nqqacYNGgQ3333HWfOnGHfvn08++yzANjZ2V2y+CeEEEIIIYQQQgghhBBCiFuPFACvs6lTpxIbG0tdXR1Hjhxh5MiR2mOurq7s27ePw4cPs2zZMhYsWICdnR3Lli0jODgYg8FAcHAwy5cvx9HRkaysLI4cOcLYsWMBOHv2LD4+PmRmZvLggw+ydu3aFvsvKiqiT58+Wuzi4kJRUVGb7ZWVlQAsXryYYcOGMXny5FYLizeDiRMn4unpafFv165dV3Ufb7zxRot9vPHGG1d1Hz/k4eHBr371K/r168f06dPZunXrZbcpKipi2bJlGAwGcnJyGDlyJEVFReTn59OzZ0+mT5/O0KFDee655zh79myL7desWYO3tzfe3t6UlpZei9MSQgghhBBCCCGEEEIIIcQ1YnOjD+CXxt3dnYKCAjZt2kRgYKDFY1VVVYSGhmI0GtHpdDQ0NLTax+7du4mNjdViJycnwDyaa8KECQB4eXmRlJTUYtvWZnzV6XRttjc2NlJYWMj999/PO++8wzvvvEN4eDgbNmxo/0lfJ59++uk138fChQtZuHDhNd/Pxaytrdm5cydpaWl8/vnnzJs3j/T0dJYsWdLmNpe6nxkZGaxcuZKRI0cyd+5c3n77bZYvX27x3LCwMMLCwoDvp+sSQgghhBBCCCGEEEIIIcStQUYA3gBBQUGEh4dbTP8J5lF2Y8aMITs7m61bt1JXV9fq9iaTCZ1O16Ld1tZWa7e2tqaxsbHFc1xcXDhx4oQWFxYW4uzs3GZ79+7d6dSpExMnTgRg8uTJZGRkXPlJi59Ep9MxYsQIIiIiiI2NtZj2tTWXus8uLi7ayNNJkybJ/RRCCCGEEEIIIYQQQgghfmakAHgDzJgxg8jISNzc3Czaq6qq6N27NwAxMTFae5cuXaiurtZif39/Vq1apcUVFRXt3ndQUBAfffQRJpOJlJQUHB0d6dWrFwEBASQmJlJRUUFFRQWJiYkEBASg0+l47LHHUEoB8Pnnn3PPPff8iLMWP1ZxcbFFkc5gMHDnnXdecpugoCBiY2Opr6/n22+/xWg0MmLECH7961/Tp08fcnNzgfbdz+rqagoKCgBoampCKcXx48cBaGxsRCmlFRsbGhpQSlFYWAhAfX09SimKi4sBqKurQylFSUkJALW1tSiltGlla2pqUEpp045WV1ejlKKsrAwwv0aUUpSXlwNQWVmJUkqbqra8vBylFFVVVQCUlZWhlNJeP6WlpSilqKmpAeDUqVMopaitrQWgpKQEpZRWfC8uLkYpRX19PWAupCqltNG5J06cQCmlFduPH///7N17XJRl+vjxzzCcHWQhdX8qrpaHtDgpo5Clgi6i6LJlByVXUXPZtYN2sDZTGQ+7be3XV7VmbWttom4L9NX9rol4LG+CRZCDnJZAiMZQ0HA5BCowCL8/Jh6dAKXS7HC9Xy9fdd3zPM/9HK6ZbK657/sESina2toAMJvN2nsHoLy8nOTkZC0uKysjJSVFi0tLS0lNTdXikpIS0tLStLi4uJj09HQtLioqIiMjQ4sLCwvJzMzU4oKCApvFYPPy8jrlUm5urhbn5OSQl5enxVlZWRQUFGhxZmYmhYWFWpyRkUFRUZEWp6enU1xcrMVpaWlargGkpqZSWlqqxSkpKZSVlWlxcnIy5eXlWqyUktyT3AMk9yT3JPfg2ueeu7s7kZGRjLIfBUB/u/6YDCZG6EcAMMhuECaDiaH6oQAM1g/GZDAxWG/9O8hQ/VBMBhOD7KxTyA8cOJDIyMgr5l5kZCRubm4A+Nn7YTKYcNe5AxDgEIDJYMJNZ319nMM4TAYTLrgAcIfDHZgMJhxxBGCC4wRMBhN69ABMcpyEyWDS7uUUxymsMqzS4tGjR0vufUdyTz73JPck9yT3QHJPck9yDyT3JPck9yT3rCT3JPe+bu71hEwBegN4eXmxbNmyTu3PPPMMUVFRvPTSS9q6fgAhISG88MIL+Pv7s2LFClatWsUjjzyCt7c3er0ek8nErFmzetR3eHg4SUlJDBs2DFdXV7Zs2QKAp6cnq1evZuzYsQDExMTg6ekJwIsvvsi8efN4/PHH6du3r7aP+HZYLBaWL19OZWUlzs7O9O3blzfeeAOwTnv62GOPUV1dzYwZM7R1D2+//XYeeOABbrvtNuzt7XnttdfQ661fkL366qvMnTuXlpYWbrnlFnmeQgghxI9Qm0sb7Xadpwz/ulodW696vHa7dlqdO89Qcb1ZXCy0ObZ96/0KIYQQQgjxY5FRWsnS8lEUtEI/O1jiCg+Xw0et0N8Ool3hNx/D8YswyA4WucLij+HjizBYDwtcYMHHcOIiDNXDr1zg+Vei4Xwt//jHPwDroJqyM/U0L3iHB5xhdjx81gY+9jDLGe57B/7bDn72cLcz3L0d6tshwAFmOkHENmhoh3EOMN0JwrfABWBW5SEeC77Z5nry8vJ4as0fyXlwP5McIdgRQjZbX5viCHc4QvAX8VQnax8Tv4inO1nPacIXNbVfOMEIe7izEHy3T+VOox/zZ99r0997maUE5VlnbHvAGW6yg3HHrK9FOoObHYz9ouY3zwUcgb99UROMsv5mkq1Hrf98yAVagO0Z1v5mTL6LyPvu+YZPWHxf6dq7WixMCCG+YDQabX5lIoQQQgghhBBCCCGEEB2MRiPZ0df2+8OAzUYA7XtJo9EaX49+vvzd5/XsC+iyv2vd15X6E99/Pf3OXqYA/Yp0Oh3z5s3T4tbWVvr27cvMmTOvuF9ubi5JSUlXPb7BYLjqNu3t7SxdupRhw4bh6+trM+R369atDB8+nOHDh7N161atPTg4mFtvvRV/f3/8/f357LPPrtrPj8mQIUO0ocBgHZp8tWf6VSxevNhmKPXlFixYwF//+lebtn/961+Eh4dfs/670tOcFEIIIYQQQgghhBBCCCHE94sUAL+iXr16UVhYyIULFwA4ePCgtm7flVzLYsvevXspLS2ltLSUzZs3s2TJEsA6R+3atWvJyMjg6NGjrF271mZ9wHfeeUebE7hfv37X5FzE1V28eJG33nqr27X2IiMjiY+Pt2mLj48nMjLyK/XxVUkBUAghhBBCCCGEEEIIIYT4YZIC4Ncwffp09uzZA0BcXJxNoebo0aOMHz+e0aNHM378eEpKSmhpaSEmJoaEhAT8/f1JSEigsbGRhQsX4uPjg6+vLzt37tSOsXLlSvz8/AgKCtIWsLzcrl27mD9/PjqdjqAQTO0KAAAgAElEQVSgIOrq6qiqqmL//v2Ehobi6emJh4cHoaGh7Nu37/rfkB+4c+fOsWjRIsaOHcvo0aPZtWsXALGxscyaNYtp06YxfPhwnnnmGW0fg8FATEwMgYGBHDlyhODg4G6H5P785z+nuLiYqqoqwLp46aFDh7j77rsB+Pvf/864cePw9/fnN7/5jVbs+3IfQ4YMwWQyMWbMGHx8fLTFWrs6/65y8nKbN2/GaDRiNBq1RVOFEEIIIYQQQgghhBBCCPH9IAXAr2HOnDnEx8fT1NREfn4+gYGB2msjR47kww8/5NixY6xbt47nnnsOR0dH1q1bx+zZs8nNzWX27NmsX78ed3d3CgoKyM/PZ/LkyYC1WBMUFEReXh4TJ07kzTff7NT/qVOnGDRokBZ7eXlx6tSpbts7LFy4EH9/f9avX48s/dhZSEiINkXq4sWLtfY//OEPTJ48mczMTA4fPszTTz/NuXPnAOsouoSEBAoKCkhISKCiogKwPkdvb28yMjK46667rtivXq9n1qxZvPvuuwC89957hISE4ObmxkcffURCQgL//ve/yc3NRa/X884773TbR58+fcjJyWHJkiVs2LCh2/O3WCydcvJy0dHRZGVlkZWVRd++fa/B3RVCCCGEEEIIIYQQQgghxLfF/kafwPeRr68vZrOZuLi4Tuu01dfXExUVRWlpKTqdDovF0uUxDh06ZDPto4eHBwCOjo7a2nMBAQEcPHiw075dFe90Ol237WCd/nPgwIE0NDRw7733sn37dubPn9/DK/5xOHz4MH369AGsawB2FNAOHDjAe++9p8VNTU18+umnAEyZMgV3d3cAbrvtNk6cOMGgQYPQ6/Xce++9Pe47MjKSp59+mmXLlhEfH689m/fff5/s7GzGjh0LwIULF7TpW7vqY9asWYA1d/75z39e9fyFEEIIIYQQQgghhBBCCPHDIyMAv6aIiAiWL1/eaZ221atXExISQmFhIbt376apqanL/dvb27Xi3OUcHBy0dr1eT2tra6dtvLy8tJFmACdPnmTAgAHdtgPaOoVubm48+OCDHD169Cte8Y9Xe3s7O3fu1NZP/PTTTxk1ahQATk5O2naXPy9nZ2f0en2P+7jzzjupqqoiLy+PtLQ0rbDc3t5OVFSU1ndJSQlr1qzpto+O87n8XK50/j3R0NCA2WwGoK2tDaUUJ06cAKC1tRWllJZ3FosFpRQnT54EoLm5GaUUlZWVgLX4qJTi9OnTgHW6U6WUNtVtY2MjSilt2tGGhgaUUpw9exawFtiVUtTU1ABQV1eHUoq6ujrAug6mUor6+noAzp49i1KKhoYGAKqrq1FK0djYCMCZM2dQSnH+/HkATp8+jVJKe99WVlailKK5uRmwvqeUUlphv6KiAqWUdq9PnDiBUoq2tjYAzGYzSintXpaXl5OcnKzFZWVlpKSkaHFpaSmpqalaXFJSQlpamhYXFxeTnp6uxUVFRWRkZGhxYWEhmZmZWlxQUGAz9WxeXh45OTla3JETHXJycsjLy9PirKwsCgoKtDgzM5PCwkItzsjIoKioSIvT09O1qWcB0tLSKCkp0eLU1FRKS0u1OCUlhbKyMi1OTk6mvLxci5VSknuSe4DknuSe5B5I7knuSe5J7llJ7knuSe5ZSe5J7nWQ3JPc6yC5d2NzLzIyEh97a+71s2vEZFCMsrfmXn+7BkwGxQi9NfcG2dVjMiiG6q25N1hfh8mgGKy35t5QfQ0mg9IGanTknqenJwCj7KsxGRT97Ky552N/BpNBcZPOmnt+9qcxGRTuOmvuBThUYjIo3HTW3BvncBKTQeGCNfdGjhzZKfciIyOxs7OWTiY5mjEZlHYvpziWs8pwKfemOpWxwnAp96Y7lfJMr0u59wunEp7qdSn3AgMDO+Vex4AggAecC1niein3Ip0LiHa9lHvzXPJ4yOVS7kW55BLlcin3HnLJYZ7LpdwLCwv7Qefej/lzryekAPg1LVq0iJiYGHx8fGza6+vrtWJbbGys1u7m5qYlCsDUqVPZtGmTFtfW1va474iICLZt20Z7ezvp6em4u7vTv39/wsLCOHDgALW1tdTW1nLgwAHCwsJobW3VktxisZCYmIi3t/fXuewfpbCwMF599VVthOWxY8eueR86nY4HHniAqKgowsPDcXZ2BqwjDHfs2MFnn30GWD+EOj4ge6q78/9yTgohhBBCCCGEEEIIIcRX1WL46TU/ZqtTb5sBNDqdDouzxzXvp25I18s3WZx/cs37srh40ubg0qn9gseQa96X1p/e6eobih8sXbssBveVGAwGrcLbQSnrdJGJiYkcOXKEqKgo+vbty+TJk9m+fTtms5mamhpuuukmPDw8+Mtf/sKMGTNYsmQJcXFxuLq6Ehsby6xZs2yOv2PHDhITE3n88ceprKy0GRX26KOPsm/fPlxdXdmyZQtGoxGDwcDGjRt5/vnnAVi5ciULFy7k3LlzTJw4EYvFwsWLF3FwcKChoYFevXoRGxvLmDFjANi6dSu///3vAVi1ahVRUVEABAcHU1VVhYuL9cPpwIED2jSUPxRDhgwhKyur0xSgiYmJXLhwgccff5y0tDTa29sZMmQIiYmJxMbGkpWVpRVyZ86cyfLlywkODu6UJ8HBwWzYsAGj0djtORw7dowxY8awd+9epk2bprUnJCTw9NNP89lnn6HT6ejfvz8vv/wyc+fOZcmSJezevRtHR0fKysooKChg6NChZGVlsWTJEuzt7amrq+PMmTPaaNDPPvuM/v3709zcTE1NDQMGDGDFihWd1gHsYDQabX7hJIQQQgghhBBCCCGEEB2MRiPZ0dnX9JgBmwMAtO8lO75XvR79fPm7z+vV15X6u159AfLd7g9QT7+zlwLgt8hgMDB8+HDS0tJwcXFh7969rFixAi8vLxITE7vd78uFpisd/8vFyS9LSkri1VdfJSkpiYyMDJYtW0ZGRgY1NTVa0uh0OgICAsjOzsbDw6NHxStx/Zw8eZJJkyaRk5ODu7s7jY2NVFdXc/PNN3PgwAEmT56Mvb09v/vd7wB48cUXaW1tZcyYMWzfvh0/Pz/++9//8pOf/AS9Xs/nn39O7969aW9v57777uP+++9nzpw53fYvBUAhhBBCCCGEEEIIIUR3pAD4zfuTAqD4Knr6nb1MAfotmz59Onv27AEgLi7OZg3Bo0ePMn78eEaPHs348eMpKSmhpaWFmJgYEhIS8Pf3JyEhgcbGRhYuXIiPjw++vr7s3LlTO8bKlSvx8/MjKChIm/v2crt27WL+/PnodDqCgoKoq6ujqqqK/fv3ExoaiqenJx4eHoSGhrJv377rf0PEVX322We4ublhMBgAa6H35ptvBqxTydrb2wMQFBSkzY984MABfH198fPzA+Cmm27S1gvs3bs3YJ1juaWlpcu1KIUQQgghhBBCCCGEEEII8f0lBcBv2Zw5c4iPj6epqYn8/HwCAwO110aOHMmHH37IsWPHWLduHc899xyOjo6sW7eO2bNnk5uby+zZs1m/fj3u7u4UFBSQn5/P5MmTATh37hxBQUHk5eUxceJE3nzzzU79nzp1ikGDBmmxl5cXp06d6ra9w8KFC/H392f9+vXIoNGvLzAwEH9/f5s/ly/C2hU/Pz9++tOfcvPNN7Nw4UJ2797d5XZvv/0206dPB+D48ePodDrCwsIYM2YMf/rTn2y2DQsLo1+/fri5uXHfffddm4sTQgghhBBCCCGEEEIIIcR3gv2NPoEfG19fX8xmM3Fxcdqafh3q6+uJioqitLTUuqipxdLlMQ4dOkR8fLwWe3hYFz91dHRk5syZAAQEBHDw4MFO+3ZVvNPpdN22A7zzzjsMHDiQhoYG7r33XrZv3878+fN7eMXichkZGV95H71ez759+8jMzOT999/niSeeIDs7mzVr1mjb/OEPf8De3p65c+cC1tF9qampZGZm4urqypQpUwgICGDKlCkA7N+/n6amJubOncsHH3xAaGioTZ+bN29m8+bNAFRXV3/NqxVCCCGEEEIIIYQQQgghxI0gIwBvgIiICJYvX24z/SfA6tWrCQkJobCwkN27d9PU1NTl/u3t7V1O2+jg4KC16/V6WltbO23j5eVFRUWFFp88eZIBAwZ02w4wcOBAANzc3HjwwQc5evToV7xi8U3pdDrGjRvHihUriI+Pt5n2devWrSQmJvLOO+9oz9/Ly4tJkybRp08fXF1dCQ8PJycnx+aYzs7OREREsGvXrk79RUdHk5WVRVZWFn379r2+FyeEEEIIIYQQQgghhBBCiGtKCoA3wKJFi4iJicHHx8emvb6+Xiu2xcbGau1ubm40NDRo8dSpU9m0aZMW19bW9rjviIgItm3bRnt7O+np6bi7u9O/f3/CwsI4cOAAtbW11NbWcuDAAcLCwmhtbeXs2bMAWCwWEhMT8fb2/jqXLb6myspKm+Jdbm4ugwcPBmDfvn28+OKLvPfee7i6umrbhIWFkZ+fz/nz52ltbSU5OZnbbruNxsZGqqqqAOsowaSkJEaOHHnF/hsaGjCbzQC0tbWhlOLEiRPaMZRSWvHYYrGglNLWImxubkYpRWVlJQBNTU0opTh9+jQA58+fRymlrVfZ2NiIUkobddjQ0IBSSsvB+vp6lFLU1NQAUFdXh1KKuro6AGpqalBKUV9fD8DZs2dRSmnvn+rqapRSNDY2AnDmzBmUUpw/fx6A06dPo5TSiu+VlZUopWhubgashXGllDY6t6KiAqWUVmw/ceIESina2toAMJvNKKW0e1leXk5ycrIWl5WVkZKSosWlpaWkpqZqcUlJCWlpaVpcXFxMenq6FhcVFdmMKi0sLCQzM1OLCwoKbBaDzcvL65RLubm5WpyTk0NeXp4WZ2Vl2UxRm5mZSWFhoRZnZGRQVFSkxenp6RQXF2txWloaJSUlWpyamkppaakWp6SkUFZWpsXJycmUl5drsVJKck9yD5Dck9yT3APJPck9yT3JPSvJPck9yT0ryT3JvQ6Se5J7HST3bmzuRUZG4mNv/a67n10/TAYTo+xHAdDfrj8mg4kR+hEADLIbhMlgYqh+KACD9YMxGUwM1lu/7xyqH4rJYKJPnz7Apdzz9PQEYJT9KEwGE/3s+gHgY++DyWDiJt1NAPjZ+2EymHDXuQMQ4BCAyWDCTecGwDiHcZgMJlxwAazLcn059yIjI7Gzs5ZOJjlOwmQwafdyiuMUVhlWafFUp6msMKzQ4ulO03mm1zNa/AunX/BUr6e0ODAwsFPudczqB/CA8wMscV2ixZHOkUS7RmvxPJd5POTykBZHuUQR5RKlxQ+5PMQ8l3laHBYW9oPOvR/z515PyBSgN4CXlxfLli3r1P7MM88QFRXFSy+9pK3rBxASEsILL7yAv78/K1asYNWqVTzyyCN4e3uj1+sxmUzMmjWrR32Hh4eTlJTEsGHDcHV1ZcuWLQB4enqyevVqxo4dC0BMTAyenp6cO3eOsLAwLBYLFy9e5Oc//zm//vWvr8FdED1lsVhYvnw5lZWVODs707dvX9544w0AHn30UZqbm7UpPIOCgnjjjTfw8PDgySefZOzYseh0OsLDw5kxYwZnzpwhIiKC5uZmLl68yOTJk/ntb397Iy9PCCGEEOIHY8Qjf6XU7zfMcwFH4G9ffEcUZf1uga1fTKTxkAu0ANu/+I4p2hUa2iDuiDVe4gr/bYN3v/iO6jFXqGyDnV98h7WsF5hbYdeH1vipXnC8FHYnw/C8v/J25O0AjJ44lbZ2mLFkNdnlcOAD6/arDHDkE3j/kDU2GUCZIbkF9F+8HmOGlBbrdawwwHOfwBELuADPGOB3n8BRC7jp4MlesPwTyLaAuw4e7wWPl0NeK9ykg0d7wdJyKGiFfnbW63u4HD5qhf521uv/zcdw/CIMsoNFrrD4Y/j4IgzWwwIXWPAxnLgIQ/XwKxeYXwY3bZvK7T/rx+LFi6/1oxRCCCGEEF9Ba+/OM9F9U23ObVrRD8Dd3Z3qpmu/VNGFYRc6tdnb23PR9eI17wug+WfNndosfbpeCuybsrhYaLfvvPSX+PHQtXe1+JsQQnzBaDTa/MJJCCGEEEJ0zWg0kh19Y//eFLD50t/djEYjwA0/p+slYLP1+uTvqkIIIYQQQogfk55+Zy9TgAohhBBCCCGEEEIIIYQQQgjxAyIFQECn0zFv3qV5cVtbW+nbt6/N3Ltdyc3NJSkp6arHNxgMV92mvb2dpUuXMmzYMHx9fW3mkN66dSvDhw9n+PDhbN26tdO+ERERP9h1+TZs2MDIkSPx9vbGz8+Pbdu2ATBkyBBt7t4rycrKYunSpd2+bjab+cc//tHj7b+OIUOG4OPjg6+vL5MmTdLmOP6mzGbzN3rur7zyijY/sRBCCCGEEEIIIYQQQgghfjikAAj06tWLwsJCLlywzvd78OBBBg4ceNX9eloA7Im9e/dSWlpKaWkpmzdvZskS60KfNTU1rF27loyMDI4ePcratWupra3V9vvnP//ZowLj99Ebb7zBwYMHOXr0KIWFhXz44Yd8lRlrW1tbMRqNbNy4sdttvlwAvNr2X9fhw4fJz88nODiY3//+99f8+F+HFACFEEIIIYQQQgghhBBCiB8mKQB+Yfr06ezZsweAuLg4IiMjtdeOHj3K+PHjGT16NOPHj6ekpISWlhZiYmJISEjA39+fhIQEGhsbWbhwoTbaa+fOndoxVq5ciZ+fH0FBQZw5c6ZT/7t27WL+/PnodDqCgoKoq6ujqqqK/fv3ExoaiqenJx4eHoSGhrJv3z4AGhsbeemll1i1atV1vjs3xvPPP8/rr79O7969AetCr1FRUdrrr776KmPGjMHHx4fi4mIA1qxZQ3R0NFOnTmX+/PkopbSRnMnJyfj7++Pv78/o0aNpaGjg2WefJSUlBX9/f15++WWb7bt67gCxsbHMmjWLadOmMXz4cJ555pkeX9Mdd9zBqVOntPill17C29sbb29vXnnlFaDzyL4NGzawZs0aALKzs/Hz8+OOO+7gtdde07Yxm81MmDCBMWPGMGbMGNLS0gBsrgfg0UcfJTY2lo0bN1JZWUlISAghISGdznPz5s0YjUaMRiPV1dd+cV0hhBBCCCGEEEIIIYQQQlw/UgD8wpw5c4iPj6epqYn8/HwCAwO110aOHMmHH37IsWPHWLduHc899xyOjo6sW7eO2bNnk5uby+zZs1m/fj3u7u4UFBSQn5/P5MmTATh37hxBQUHk5eUxceJE3nzzzU79nzp1ikGDBmmxl5cXp06d6rYdYPXq1Tz11FO4urper9tywzQ0NNDQ0MDQoUO73aZPnz7k5OSwZMkSNmzYoLVnZ2eza9cum5F9YC2kvfbaa+Tm5pKSkoKLiwsvvPACEyZMIDc3lyeeeMJm+66ee4fc3FwSEhIoKCggISGBioqKHl3Xvn37uPvuu7Xz3LJlCxkZGaSnp/Pmm29y7NixK+6/cOFCNm7cyJEjR2za+/Xrx8GDB8nJySEhIeGq05guXbqUAQMGcPjwYQ4fPtzp9ejoaLKyssjKyqJv3749ujYhhBBCCCGEEEIIIYQQQnw3SAHwC76+vpjNZuLi4ggPD7d5rb6+nvvvvx9vb2+eeOIJ/vOf/3R5jEOHDvHII49osYeHBwCOjo7aKKyAgADMZnOnfbua2lKn03XbnpubS1lZGffcc0+Pr/H7pL29HZ1Od8VtZs2aBXS+pxEREbi4uHTa/s477+TJJ59k48aN1NXVYW9vf8XjX+m5T5kyBXd3d5ydnbntttuuuq5fSEgI/fr149ChQzz44IMApKamcs8999CrVy8MBgOzZs0iJSXliudTV1fHpEmTAGzWrbRYLPz617/Gx8eH+++/n6Kioiuez1fR0NCg3d+2tjaUUtr1tra2opTSCqAWiwWlFCdPngSgubkZpRSVlZUANDU1oZTi9OnTAJw/fx6llDYqtrGxEaWUNuqwoaEBpZS23mN9fT1KKWpqagCoq6tDKUVdXR1gnTJXKUV9fT0AZ8+eRSlFQ0MDANXV1SilaGxsBODMmTMopbSpUE+fPo1SiqamJgAqKytRStHc3AzAyZMnUUphsVgAqKioQClFa2srACdOnEApRVtbG2AdmamU0u5leXk5ycnJWlxWVmbzzEtLS0lNTdXikpISbTQnQHFxMenp6VpcVFRERkaGFhcWFpKZmanFBQUFZGVlaXFeXp7N+qK5ubnk5uZqcU5ODnl5eVqclZVFQUGBFmdmZlJYWKjFGRkZNrmWnp6ujcYFSEtL00bOgjXnS0tLtTglJYWysjItTk5Opry8XIuVUpJ7knuA5J7knuQeSO5933JvnkseD7lcyr0ol1yiXC7l3kMuOcxzuZR70a5ZRDpfyr0lrpk84Hwp9x5zzeBe50u5t6xXOr90upR7T/VK4xdO3efeCkMKU50u5d4qQzJTHC/lnsmgmORoBkBPGyaDYoKjNfccacVkUNzhYM09FyyYDIpxDtbcc9M1YzIoAhysueeua8JkUPjZW3PvJt15TAaFj7019/rZNWIyKEbZW3Ovv10DJoNihN6ae4Ps6jEZFEP11twbrK/DZFAM1ltzb6i+BpNBMcjOmnsDBw6U3JPPPUA+9yT3JPck96wk9yT3OkjuSe5J7llJ7v1wc68npAB4mYiICJYvX24z/SdYR9qFhIRQWFjI7t27tQf4Zd0VrRwcHLR2vV6vPdDLeXl52YwiO3nyJAMGDOi2/ciRI2RnZzNkyBDuuusujh8/TnBw8Ne57O+k3r1706tXL5sPiy9zcnICOt/TXr16dbn9s88+y1tvvcWFCxcICgqy+SDrypWee0ffXfXflcOHD3PixAluv/12YmJigK6LvgD29vbamxzQ+r1SUfTll1/mpz/9KXl5eWRlZdHS0nLFYwkhhBBCiGvvtP/cG30KNudgcfbA4uJ5A8/m+rI4e+Dm5najT0MIIYQQQgghvpN07d1VIX5EDAYDjY2NnDx5kp07d7Js2TKUUmzYsIHExETuuecefvWrX3HvvfeyZs0aYmNjMZvN7Ny5k/fee4+tW7cC1gJTU1OTtpZbbW0tHh4e2vEBduzYQWJiIrGxsTbnsGfPHjZt2kRSUhIZGRksXbqUo0ePUlNTQ0BAgFbVHzNmDNnZ2Xh6XvofebPZzMyZM20q9z8Er7/+Ort37yYhIYHevXvz+eefEx8fT3R0NEOGDCErK4s+ffqQlZXF8uXLUUqxZs0aDAYDy5cvB7B5jh9//LE2pejdd9/NggULGDRoEE8++aRWOe/Jc4+NjSUrK4tNmzYBMHPmTJYvX95tAfbyc62qqsLHx4fjx49jNptZsGAB6enptLe3ExgYyPbt2/H29qZ///6UlJRgMBiYNGkS06ZNY82aNfj6+vL6669z11138bvf/Y49e/ZQWFjIE088gZeXF0899RRbtmxh0aJFtLe3U1FRwYQJEygpKaGpqQl/f39MJhMLFizAx8eH9957j5tvvvmKz8FoNNr8ykQIIYQQQnTNaDSSHZ19Q88hYHOA9nc3o9EIcMPP6Xq5/FqFEEIIIYQQ4seip9/ZywjAy3h5ebFs2bJO7c888wwrVqzgzjvv5OLFi1p7SEgIRUVF+Pv7k5CQwKpVq6itrcXb2xs/P79Oa6vpdDo2btyoxa2trfTt25eZM2cSHh7OLbfcwrBhw/j1r3/N66+/DoCnpydRUVHcfvvtjB07lpiYGJvi3+UMBsNVr7G9vZ2lS5cybNgwfH19bYYLb926leHDhzN8+HCtqHm5iIgIvL29r9rHtbJkyRJCQkIYO3Ys3t7eTJo06Rutd/jKK69oz8bFxYXp06fj6+uLvb09fn5+vPzyyzbbd/fcv4n+/fsTGRnJa6+9xpgxY1iwYAHjxo0jMDCQxYsXM3r0aBwcHIiJiSEwMJCZM2dqaxHefvvtXLhwgdDQUHx8fHBxcaGmpoZhw4bxyiuv8PbbbxMUFMTx48dxcnLC19eXGTNmYLFYuPXWW5k7dy6+vr6sW7cOPz8/zp49y9ixYwkJCbkm1yaEEEIIIYQQQgghhBBCiO8GGQH4LTIYDAwfPpy0tDRcXFzYu3cvK1aswMvLi8TExG73+/KIsysdv2OkYXeSkpJ49dVXtZGGy5YtIyMjg5qaGq1qrNPpCAgIIDs7W1vH8J///Cc7duwgPz//BzfS8LvuyJEjPPnkkyilcHJy4uzZs7S0tDBgwACOHTuGh4cHwcHB2ihDsM7NPGrUKDw8PNi7dy9r1qwhIyOD9vZ2zp07h8FgwGKxcNddd/HnP/+ZoKCgbvuXEYBCCCGEED0jIwC/XTICUAghhBBCCPFjJCMAv6OmT5/Onj17AIiLi7NZb/Do0aOMHz+e0aNHM378eEpKSmhpaSEmJoaEhARtpGFjYyMLFy7Ex8cHX19fdu7cqR1j5cqV+Pn5ERQUpC1+ebldu3Yxf/58dDodQUFB1NXVUVVVxf79+wkNDcXT0xMPDw9CQ0PZt28fYF0886WXXmLVqlXX+e6IrlRVVdGnTx9t3cE+ffowYMAAAEaPHs2QIUM67TN+/HiteBsUFKQtnKrT6bSRohaLBYvF0u26gkIIIYQQQgghhBBCCCGE+H6SAuC3bM6cOcTHx9PU1ER+fj6BgYHaax1TPR47dox169bx3HPP4ejoyLp165g9eza5ubnMnj2b9evX4+7uTkFBAfn5+UyePBmAc+fOERQURF5eHhMnTuTNN9/s1P+pU6cYNGiQFnt5eXHq1Klu2wFWr17NU0899Y2m3/wxCAwMxN/f3+ZPQUHBNz7u1KlTqaioYMSIETz88MPaeoU99be//Y3p06dr8cWLF/H396dfv36Ehoba5GCHzZs3YzQaMRqNVFdXf+NrEEIIIYQQQgghhBBCCCHEt8f+Rp/Aj42vry9ms5m4uDjCw8NtXquvrycqKorS0lJ0Oh0Wi6XLYxw6dIj4+D/94SkAACAASURBVHgt7hjp5ejoyMyZMwEICAjg4MGDnfbtasZXnU7XbXtubi5lZWW8/PLLmM3mHl/nj1FGRsZ1Oa7BYCA7O5uUlBQOHz7M7NmzeeGFF1iwYMFV9z18+DB/+9vfSE1N1dr0ej25ubnU1dVxzz33UFhY2Gltx+joaKKjo4FLU0cJIYQQQgghhBBCCCGEEOL7QUYA3gAREREsX77cZvpPsI60CwkJobCwkN27d9PU1NTl/u3t7V1O2+jg4KC16/V6WltbO23j5eVFRUWFFp88eZIBAwZ0237kyBGys7MZMmQId911F8ePHyc4OPjrXLb4BvR6PcHBwaxdu5ZNmzbZTPvanfz8fBYvXsyuXbu46aabOr3+k5/8hODgYG2q1+40NDRoxd+2tjaUUpw4cQKA1tZWlFJa7lgsFpRS2pSjzc3NKKWorKwEoKmpCaUUp0+fBuD8+fMopbTpahsbG1FKaaMOGxoaUEpx9uxZwFokV0pRU1MDQF1dHUop6urqAKipqUEpRX19PQBnz55FKUVDQwMA1dXVKKW0tTLPnDmDUorz588DcPr0aZRS2nuvsrISpRTNzc2A9X2hlNKK8xUVFSiltPfaiRMnUErR1tYGgNlsRiml3cvy8nKbEZxlZWWkpKRocWlpqU2xtqSkhLS0NC0uLi4mPT1di4uKimwKz4WFhWRmZmpxQUGBzVzQeXl55OTkaHFubi65ublanJOTQ15enhZnZWXZjGLNzMy0WQM0IyODoqIiLU5PT6e4uFiL09LSKCkp0eLU1FRKS0u1OCUlhbKyMi1OTk6mvLxci5VSknuSe4DknuSe5B5I7n3fcm+eyzwecnlIi6NcoohyidLih1weYp7LPC2Odo0m0vnS/xsscV3CA84PaPFjro9xr/O9Wrys1zJ+6fRLLX6q11P8wukXWvzl3FthWMFUp6lavMqwiimOU7TYZDAxyXESAHr0mAwmJjhOAMARR0wGE3c43AGACy6YDCbGOYwDwE3nhslgIsAhAAB3nTsmgwk/ez8AbtLdhMlgwsfeB4B+dv0wGUyMsh8FQH+7/pgMJkboRwAwyG4QJoOJofqhAAzWD8ZkMDFYPxiAofqhmAwmBtlZZy+R3JPPPfncs5Lck9yT3LOS3JPc6yC5J7knuWcluffDzb2ekBGAN8CiRYtwd3fHx8fH5gHW19czcOBAAGJjY7V2Nzc3LcnAOiXkpk2beOWVVwCora3VRgFeTUREBJs2bWLOnDlkZGTg7u5O//79CQsL47nnnqO2thaAAwcO8Mc//hFPT0+WLFkCWBNu5syZNucsrr+SkhLs7OwYPnw4YP1QHzx48BX3+fTTT5k1axbbt29nxIgRWnt1dTUODg785Cc/4cKFCxw6dIjf/e531/X8hRBCCCF+LD4P/PxGn4LNOVx0vUhbe9sNPJvr67twv4UQQgghhPghGvHIXyn1+w1P9YLjpbD7i7rTM72g4GPYe9garzBAdjkc+MAarzLAkU/g/UPW2GQAZYbkFtB/8XqMGVJawPGL/Z/7BI5YwAV4xgC/+wSOWsBNB0/2guWfQLYF3HXweC94vBzyWuEmHTzaC5aWQ0Er9LODJa7wcDl81Ar97SDaFX7zMRy/CIPsYJErLP4YPr4Ig/WwwAUWfAwnLsJQPfzKBeaXQUUbjNBDpAs8WAZVbTDKHh5whtnx8Fkb+NjDLGe47x34bzv42cPdznD3dqhvhwAHmOkEEdugoR3GOcB0JwjfAheAOxxgqhOEvQ0twARHmOwIP38LLgKTHCHYEUI2W+/lFEe4wxGCN0NAD5+jrr2ruR/FdWEwGLTqcAelFBs2bCAxMZEjR44QFRVF3759mTx5Mtu3b8dsNlNTU0NYWBgWi4UVK1YwY8YMHnnkEbKzs9Hr9ZhMJmbNmmVz/B07dpCYmGhTSATr6MFHH32Uffv24erqypYtW7QpHt9++22ef/55AFauXMnChQtt9u0oAF7+CwFx/WVnZ/PYY49RV1eHvb09w4YNY/PmzfTp04eNGzfypz/9idOnT9OvXz/Cw8N56623WLx4MTt37tQKhfb29mRlZZGfn09UVBQXL16kra2NBx54gJiYmCv2bzQabX5lIoQQQgghhBBCCCGEEOKHy2g0kh0t3wl/VwVs7tl39lIAFEJckRQAhRBCCCGEEEIIIYQQ4sdDCoDfbT0tAMoagFeh0+mYN+/S+hytra307duXmTNnXnG/3NxckpKSrnp8g8Fw1W3a29tZunQpw4YNw9fX12aO361btzJ8+HCGDx/O1q1btfZp06bh5+fH7bffzm9/+1suXrx41X5+SH75y19yxx139Ghbs9nMP/7xj6tul5WVxdKlS7/pqWkWLFjAX//6V5u2f/3rX4SHh3+l4wQHB1/1zb548WKbuZyFEEIIIYQQQgghhBBCCPHDJQXAq+jVqxeFhYVcuHABgIMHD2rr9F1JTwuAPbF3715KS0spLS1l8+bN2pp8NTU1rF27loyMDI4ePcratWu1Nfzeffdd8vLyKCwspLq6mv/93/+9JufyfVBXV0dOTg51dXV88sknV92+pwVAo9HIxo0br8UpAhAZGUl8fLxNW3x8PJGRkT0+Rk8Lu2+99Ra33XbbVzo/IYQQQgghhBBCCCGEEEJ8P0kBsAemT5/Onj17AIiLi7Mp0Bw9epTx48czevRoxo8fT0lJCS0tLcTExJCQkIC/vz8JCQk0NjaycOFCfHx88PX1ZefOndoxVq5ciZ+fH0FBQZw5c6ZT/7t27WL+/PnodDqCgoKoq6ujqqqK/fv3ExoaiqenJx4eHoSGhrJv3z4AevfuDVhHLLa0tKDT6a7nLfpO2blzJ7/4xS+YM2eOTYFtwYIFLF26lPHjx3PLLbewY8cOAJ599llSUlLw9/fn5ZdfpqmpSXtWo0eP5vBh64qmSilt5OeaNWtYtGgRwcHB3HLLLTaFwb///e+MGzcOf39/fvOb33RbpPv5z39OcXExVVVVAJw/f55Dhw5x9913X/E4BoOBmJgYAgMDOXLkiM0xlyxZgtFo5Pbbb8dkMmntl48SNBgMV825zZs3YzQaMRqNVFdXf4W7L4QQQgghhBBCCCGEEEKIG00KgD3QUUhqamoiPz+fwMBA7bWRI0fy4YcfcuzYMdatW8dzzz2Ho6Mj69atY/bs2eTm5jJ79mzWr1+Pu7s7BQUF5OfnM3nyZADOnTtHUFAQeXl5TJw4kTfffLNT/6dOnWLQoEFa7OXlxalTp7pt7xAWFka/fv1wc3Pjvvvuux635jupo0gbGRlJXFyczWtVVVWkpqaSmJjIs88+C8ALL7zAhAkTyM3N5YknnuC1114DoKCggLi4OKKiomhqaurUT3FxMfv379dGX1osFj766CMSEhL497//TW5uLnq9nnfeeafL89Tr9cyaNYt3330XgPfee4+QkBDc3NyueJxz587h7e1NRkYGd911l80x//CHP5CVlUV+fj7Jycnk5+d36rcnORcdHU1WVhZZWVn07dv3ardcCCGEEEIIIYQQQgghhBDfIfY3+gS+D3x9fTGbzcTFxXVan62+vp6oqChKS0vR6XRYLJYuj3Ho0CGb0WgeHh4AODo6aqPKAgICOHjwYKd929vbO7XpdLpu2zvs37+fpqYm5s6dywcffEBoaGgPrvb77cyZM5SVlXHXXXeh0+mwt7ensLAQb29vAO6++27s7Oy47bbbuhz5BpCamspjjz0GWAu8gwcP5vjx4522mzFjBk5OTjg5OdGvXz/OnDnD+++/T3Z2NmPHjgXgwoUL9OvXr9vzjYyM5Omnn2bZsmXEx8czf/58gCseR6/Xc++993Z5vHfffZfNmzfT2tpKVVUVRUVF+Pr62mzTk5wTQgghhBBCCCGEEEIIIcT3l4wA7KGIiAiWL1/eaX221atXExISQmFhIbt37+5ypBhYi3hdTcPp4OCgtev1elpbWztt4+XlRUVFhRafPHmSAQMGdNt+OWdnZyIiIti1a1fPL/Z7LCEhgdraWm6++WaGDBmC2Wy2Kbw6OTlp/95VAfVK7V92+bE6nl17eztRUVHk5uaSm5tLSUkJa9as6fYYd955J1VVVeTl5ZGWlqYVmK90HGdnZ/R6fadjffLJJ2zYsIH333+f/Px8ZsyY0WU+9iTnLtfQ0IDZbAagra0NpRQnTpwArFPMKqW0PLRYLCilOHnyJADNzc0opaisrASgqakJpRSnT58GrNOeKqW0YmxjYyNKKW3a0YaGBpRSnD17FrAW3JVS1NTUANb1HpVS1NXVAdZ1MZVS1NfXA3D27FmUUjQ0NABQXV2NUorGxkbAWjBWSnH+/HkATp8+jVJKu2+VlZUopWhubgas7zGllFbor6ioQCml3cMTJ06glKKtrQ2wri+plNLuZXl5OcnJyVpcVlZGSkqKFpeWlpKamqrFJSUlpKWlaXFxcTHp6elaXFRUREZGhhYXFhaSmZmpxQUFBdrUrwB5eXnk5ORocUd+dcjJySEvL0+Ls7KyKCgo0OLMzEwKCwu1OCMjg6KiIi1OT0+nuLhYi9PS0igpKdHi1NRUSktLtTglJYWysjItTk5Opry8XIuVUpJ7knuA5J7knuQeSO5J7knuSe5ZSe5J7knuWUnuSe51kNyT3OsguSe5J7lnda1z76leafzC6VLuPdMrlelOl3JvhSGFqU6Xcm+VIZkpjpdyz2RQTHI0A6CnDZNBMcHRmnuOtGIyKO5wsOaeCxZMBsU4B2vuuemaMRkUAQ7W3HPXNWEyKPzsrbl3k+48JoPCx96ae/3sGjEZFKPsrbnX364Bk0ExQm/NvUF29ZgMiqF6a+4N1tdhMigG6625N1Rfg8mgGGRnzb0R+rOYDIr+dtbcG2Vfjcmg6GdnzT0f+zOYDIqbdNbc87M/jcmgcNdZcy/AoRKTQeGms+beOIeTmAwKF6y5d4dDBSaDwhFr7k1wPIHJoNBjzb1JjmZMBqXdyymO5awyXMq9npACYA8tWrSImJgYfHx8bNrr6+sZOHAgALGxsVq7m5ub9qEEMHXqVDZt2qTFtbW1Pe47IiKCbdu20d7eTnp6Ou7u7vTv35+wsDAOHDhAbW0ttbW1HDhwgLCwMBobG7V15VpbW0lKSmLkyJFf57K/d+Li4ti3bx9msxmz2Ux2drZNAbArX35WEydO1KbbPH78OJ9++im33nprj/qfMmUKO3bs4LPPPgOs/8Hq+I9pV3Q6HQ888ABRUVGEh4fj7Oz8tY4D8Pnnn9OrVy/c3d05c+YMe/fu7dE5CyGEEEIIIYQQQgghhBAdTvvPvdGnIK4BXXtPhzv9SBkMBu3XBB2UUmzYsIHExESOHDlCVFQUffv2ZfLkyWzfvh2z2UxNTQ1hYWFYLBZWrFjBjBkzcHNzw93dncGDB2MymYiIiMDBwYEZM2aQmJjIjh07SExMtCkkAhw7dozVq1fz0Ucf4erqypYtWzAajQC8/fbbPP/884D11wrNzc2cOXOGmTNn0tzczMWLF5k8eTIvv/wy9vb2tLe3s2zZMpKSknB1dSU2NpYxY8YAsHXrVn7/+98DsGrVKqKiogCYNm0aVVVVtLa2MmHCBF577bUuR6DdaGazmTvvvJOTJ0/ajLYcM2YMf/nLX/jLX/7CzJkztfUQO56txWJh2rRpnD17lgULFrBkyRJ++9vfkp2djb29PS+99BIhISE2z33NmjUYDAaWL18OgLe3N4mJiQwZMoSEhAT++Mc/0tbWhoODA6+99hpBQUHdnvexY8cYM2YMe/fuZdq0aVr75cf573//i6OjI25ubvznP/8hLS2NwMBA5s6dy//93//Rv39/Jk2aRGtrK5mZmfzsZz8jPz8fe3t7evfuzcWLF/n73/+O0WjEYDBQWVnJqFGj8PHx4f/9v//XKecuZzQabX5lIoQQQgghhBBCCCGEEOKHy2g0kh2dfaNPQ3QjYHNAj76zlwLgt8hgMDB8+HDS0tJwcXFh7969rFixAi8vLxITE7vdLzY2lqysLJsRhN0d/8vFyi9LSkri1VdfJSkpiYyMDJYtW0ZGRgY1NTVaoUen0xEQEEB2djYeHh58/vnn9O7dm/b2du677z7uv/9+5syZ87Xugfjqjhw5wpNPPolSCicnJ86ePUtLSwsDBgwgKSmJ6dOnA/Dggw8yceJElixZwvPPP099fT0vvvgi1dXV3HrrrZw+fRpHR0cAli1bRnV1NZ6enlfNKykACiGEEEIIIYQQQgghxI+HFAC/23paAJQpQL9l06dPZ8+ePYB1usrL1xQ8evQo48ePZ/To0YwfP56SkhJaWlqIiYkhISEBf39/EhISaGxsZOHChfj4+ODr68vOnTu1Y6xcuRI/Pz+CgoK0eZcvt2vXLubPn49OpyMoKIi6ujqqqqrYv38/oaGheHp64uHhQWhoKPv27QOgd+/egHU60ZaWli7XMhTXT1VVFX369NHWHOzTp4+21mN4eDg6nQ6dTse4ceO0ubl1Oh0NDQ20t7fT2NiIp6cn9vb2AGRnZ3PmzBmmTp16Yy5ICCGEEEIIIYQQQgghhBDXlRQAv2Vz5swhPj6epqYm8vPzCQwM1F4bOXIkH374IceOHWPdunU899xzODo6sm7dOmbPnk1ubi6zZ89m/fr1uLu7U1BQQH5+PpMnTwbg3LlzBAUFkZeXx8SJE3nzzTc79X/q1CkGDRqkxV5eXpw6darb9g5hYWH069cPNzc3bQpN0XOBgYH4+/vb/Ll88dUrmTp1KhUVFYwYMYKHH37YZpHZDhaLhe3bt2tTiD766KN89NFHDBgwAB8fH/785z9jZ2dHW1sbTz31FP/zP/9zxT43b96M0WjEaDRqC/YKIYQQQgghhBBCCCGEEOL7wf5Gn8CPja+vL2azmbi4OMLDw21eq6+vJyoqitLSUnQ6HRaLpctjHDp0iPj4eC328PAAwNHRkZkzZwIQEBDAwYMHO+3b1YyvOp2u2/YO+/fvp6mpiblz5/LBBx8QGhrag6sVHTIyMr72vgaDgezsbFJSUjh8+DCzZ8/mhRdeYMGCBdo2Dz/8MBMnTmTChAmA9Xn5+/vzwQcf8PHHHxMaGsqECRPYtm0b4eHhNsXerkRHRxMdHQ2grTcphBBCCCGEEEIIIYQQQojvBxkBeANERESwfPlym+k/AVavXk1ISAiFhYXs3r2bpqamLvdvb2/vchpOBwcHrV2v19Pa2tppGy8vLyoqKrT45MmTDBgwoNv2yzk7OxMREcGuXbt6frHimtDr9QQHB7N27Vo2bdpkM+3r2rVrqa6u5qWXXtLatmzZwqxZs9DpdAwbNoybb76Z4uJijhw5wqZNmxgyZAjLly9n27ZtPPvsszfikoQQQgghhBBCCCGEEEIIcZ1IAfAGWLRoETExMfj4+Ni019fXM3DgQABiY2O1djc3NxoaGrR46tSpbNq0SYtra2t73HdERATbtm2jvb2d9PR03N3d6d+/P2FhYRw4cIDa2lpqa2s5cOAAYWFhNDY2UlVVBVjXAExKSmLkyJFf57LF11RSUkJpaakW5+bmMnjwYADeeust9u/fT1xcHHZ2l97OP/vZz3j//fcBOHPmDCUlJdxyyy288847fPrpp5jNZjZs2MD8+fN54YUXrth/Q0MDZrMZgLa2NpRSnDhxArDmhFJKKx5bLBaUUtpahM3NzSilqKysBKCpqQmlFKdPnwbg/PnzKKW09SobGxtRSmnTjjY0NKCU4uzZs4D1PaKUoqamBoC6ujqUUtTV1QFQU1ODUor6+noAzp49i1JKe/9UV1ejlKKxsVG7N0opzp8/D8Dp06dRSmnF98rKSpRSNDc3A9bCuFJKG51bUVGBUkortp84cQKlFG1tbQCYzWaUUtq9LC8vt5nCtaysjJSUFC0uLS0lNTVVi0tKSkhLS9Pi4uJi0tPTtbioqMhmdGlhYSGZmZlaXFBQYLMYbF5eHjk5OVqcm5tLbm6uFufk5JCXl6fFWVlZNlPVZmZmUlhYqMUZGRkUFRVpcXp6OsXFxVqclpZGSUmJFqemptrkckpKyv9n787joqr3x4+/hoGBgSECl5LwukKoDKAQguWCXjE3Mjeacs/okrml6cWFQe3bre/1W7b9Kr2lXm8pXb33mvtSHZersilbJqKIqahpKoGKsszvj5GjCCgaCOr7+Xj0yPeZs3zOOe/5nBk+8/l8OHTokBpv27aN7OxsNVYURXJPcg+Q3JPck9wDyT3JPck9yT0ryT3JPck9K8k9yb0yknuSe2Uk9yT3JPesajr3pjhNob99fzWe5jSN3va91TjaEE2YfZgazzLMooeuhxqbDWa66roCoEWL2WCms846ip0OHWaDmRC7EAD06DEbzATZBQHgrHHGbDATYBcAgIvGBbPBjJ+tHwANNA0wG8wYba3tLI1tGmM2mGlj2waAJjZNMBvMeGm9AGhq0xSzwUwrbSsAmmmbYTaYaaa1/q29lbYVZoOZpjbW0fO8tF6YDWaa2DQBoI1tG8wGM41tGgNgtDViNphpoGkAgJ+tH2aDGReNCwABdgGYDWacNc4ABNkFYTaY0aMHIMQuBLPBjA4dAJ11nTEbzGjRAtBV1xWzwaxeyx66HswyzOJOyBCgdcDDw4OJEydWWD5t2jRGjhzJe++9p87rBxAaGso777yDv78/0dHRzJo1i3HjxuHj44NWq8VsNjNw4MBqHbtPnz6sX7+e1q1b4+joyOLFiwFwc3Nj9uzZPPXUUwDExMTg5ubG6dOnCQ8P58qVK5SUlNC9e3f+9Kc/1cBVENVVUFDA+PHjuXDhAra2trRu3ZqFCxcC8Kc//YlmzZoREmKtJAcOHEhMTAyzZ89m1KhRGI1GLBYL7777Lg0bNqyxMk1d+j0rHx+NDog2wIwjsLsI9MA0A0w/AglF4KyBN5xg6hFILgIXDUxygknZkFoMDTTwuhNMyIb0YmhsA1GO8Fo2/FQMTWwg0hFePQwHS6CpDYxxhLGHwWbv5yT8T0SNnZMQQog7ExYWRuNmrWkdOpQ//g1KgK466KaDUOtjih46CNFBt2txmD0E2EGXa3FvezDaQuf94LssjJAORkZEDKqT86kPkval8sXX/yTtpyxstRr+Lza6rov0UFMUhahpMaQM28wgB3C3geBr36OHOkADGwjaZ41NDuBsAy8u/pyDn7xad4UGvMZ9zvOd2pF+GE6+HEYjB+tIIw+i9l3CcH+sMaGdnmLee5/w3bf/rOsiVVtYWBhnCiHI34hHk8fo1KlTXRfpvjF19lx+OpSDTWNPnhs05I6+a7xhyaVdu3a1Xsb2XcJo5uGOf79RDP4KfrWAny2YSnIJDq71w1fbppQjPJ1hzb3n7KG5LYxYVvf1WFW++OILtsankjJsM1Oc4NzqlSxuNRPP1M/50lS79zU+K5fpR1rf9nuuZkkYzRs4Vfo3n/ogLCwMl8f/QLtnhxH+d8i3QJCd9TNZn8VwGXhxxyzad+jAM888Q/suYbT1ao1n96H8acIiDnxcP3OjusLCwggMeYacVs+zfLd1WZQjWE7u5VMfnzvaV4eQzljs9Hz0dkwtlPTOzJgxg32HjnNs+H943Qn+96v3OZm5l5aNnBk/fnyl23iN+5zGTlr6ezoyZ+Mhfnhn7D0tc1hYGA0aNiQwIIBp8/5KUVER3371RY3uv/mT7XANHkTna+0a/e3ByxaevtbuUVbvhaRZ49cOLKWhqwsdO3bEa9zntO/4NJ5HNjFz5kw2b95cY2WrK2XfNf4R+AlaYJYBYnJgx1Vq5O97b5JLmzZt6vYkRaW++e9PHHf1v+N677eOv92D0onaprFUNvmbEEJcExgYWO5XJmXLkiOTqtji3ghYWLFcQggh7p2yOWJr6nkQsNC6v4e5br953t2H+VrUB3eT4/Xh88mNn9Me9PfV/fyeuZ/LXtduvHZ3+gy6V+/RquqP+lBH3Kiy73X1rYw3uvm6Biy0lv9elLm634Hre71bnWfbjedw4/r1OTeqqybfm2X7qg/XpLL3RpmqylfXz6Gbj1/TZbjbz3Fl5Sh7z9f39/SdqOnvbzd7EOqIB9X99rwX1VPZ3+wr80APAarRaBg+fLgaFxcX06hRI/r163fL7VJSUli/fv1t928wGG67jsViYcKECbRu3RpfX99y3XOXLl2Kp6cnnp6eLF26FLB2me7bty/e3t60a9fugZyfLTY2lieeeAJ/f3+8vb2JiopSu1TXFUVRqsyLxYsX4+/vj7+/PzqdDqPRiL+/P3/+85+JjY1l/vz597i0QgghhBBCCCGEEEIIIYQQVXugGwCdnJzIyMjg8uXLAGzZskWdY+9WqtsAWB0bNmwgKyuLrKwsFi5cSFRUFGAdy3jOnDnEx8eTkJDAnDlz1Ln8pk6dyoEDB9i3bx///e9/2bBhQ42UpT6ZPHkyKSkp7N+/n/T09HLjJt9O2XjMv0dJSUm11x09erQ6lrK7uzs//PADKSkpt507TwghhBBCCCGEEEIIIYQQoi480A2AAL1792bdunUALF++HJPJpL6WkJBAp06daN++PZ06dSIzM5OrV68SExNDXFwc/v7+xMXFUVBQwOjRozEajfj6+rJq1Sp1HzNnzsTPz4/g4GB1otMbrV69mhEjRqDRaAgODubChQucPHmSTZs20bNnT9zc3HB1daVnz55s3LgRR0dHQkNDAdDpdHTo0EGdcPVBdPXqVQoLC3F1dQXg8OHDPPvsswQEBNC5c2d1wtFRo0bxxhtvEBoayvTp04mNjWXMmDF069aNli1b8uGHH6r7HDBgAAEBAbRr106dKw+sPTZjYmLo2LEju3fvZuPGjXh7e/PMM8/wr3/9667PYf/+/ZWW47333sPHxwcfHx8WLFgAWCeN9fb2ZuzYsfj4+PDSSy+xdetWnn76aTw9PUlISAAqz02AH3/8kaCgIPz9/fH19SUrK4uLFy/S1ADikwAAIABJREFUt29f/Pz88PHxIS4uDoDvvvuO9u3bYzQaGTNmjDrRbfPmzTGbzXTo0AGj0VhuUlchhBBCCCGEEEIIIYQQQtz/HvgGwBdeeIEVK1ZQWFhIWloaHTt2VF/z9vZm+/bt7Nu3j7lz5zJjxgx0Oh1z584lIiKClJQUIiIimDdvHi4uLqSnp5OWlkb37t0BuHjxIsHBwaSmptKlSxcWLVpU4fgnTpygadOmauzh4cGJEyeqXH6jCxcusGbNGnr06FHTl6XOvf/++/j7+9OkSRO8vLzw9/cHIDIyko8++ojk5GTmz5/Pa6+9pm5z8OBBtm7dyv/93/8BcODAATZt2qT2oCwqKgLgyy+/JDk5maSkJD788EN+/fVXwHq/fHx8iI+PJzAwkFdeeYU1a9awY8cOTp06ddfnUlk5kpOTWbx4MfHx8ezZs4dFixaxb98+AA4dOsTEiRNJS0vjwIEDfP311+zcuZP58+fz9ttvA5XnJsBnn33GxIkTSUlJISkpCQ8PDzZu3Ii7uzupqalkZGTw7LPPUlhYyKhRo4iLiyM9PZ3i4mI+/fRTtcwNGzZk7969REVFVTqE6cKFCwkMDCQwMJAzZ87c9bURQgghhBBCCCGEEEIIIcS998A3APr6+pKTk8Py5cvp06dPudfy8vIYMmQIPj4+TJ48mR9//LHSfWzdupVx48apcVlvNZ1Op84bFxAQQE5OToVtLRZLhWUajabK5WWKi4sxmUxMmDCBli1b3v5E7zNlQ4D+8ssvXLx4kRUrVlBQUMCuXbsYMmQI/v7+vPrqq5w8eVLdZsiQIWi1WjXu27cv9vb2NGzYkMaNG6s9MD/88EO1V+axY8fIysoCQKvVMmjQIMDaaNeiRQs8PT3RaDQMGzbsrs+lsnLs3LmT559/HicnJwwGAwMHDmTHjh0AtGjRAqPRiI2NDe3ataNHjx5oNBqMRqOaQ1XlZkhICG+//TbvvvsuR48eRa/XYzQa2bp1K9OnT2fHjh24uLiQmZlJixYt8PLyAmDkyJFs375dLfPAgQOBqvM2MjKSpKQkkpKSaNSo0V1fGyGEEEIIIYQQQgghhBBC3HsPfAMgQHh4OFOnTi03/CfA7NmzCQ0NJSMjgzVr1lBYWFjp9haLpVzjXBk7Ozt1uVarrXRuOg8PD44dO6bGx48fx93dvcrlZSIjI/H09GTSpEl3drL3GTs7O5599lm2b99OaWkpjz76qDrfXkpKCj/99JO6rpOTU7lt7e3t1X+XXX9FUdi6dSu7d+8mNTWV9u3bq/fVwcGhXANiZff0blRWjsoaeCtb38bGRo1tbGzUHKoqN1988UW+/fZb9Ho9vXr14vvvv8fLy4vk5GSMRiPR0dHMnTv3lse/sQxV5e2N8vPz1UbC0tJSFEWhbdu2AOgoxmxQCLGz5rKeIswGhSA767C1zpormA0KAXa5ALhoCjEbFPxsrT0uG2guYTYoGG2tjbeNbQowGxTa2Fp7HTaxycdsUPDSngWgqU0eZoNCK+05wNpLVlEULly4AFjn1lQUhby8PADOnj2Loijk5+cDcObMGRRFoaCgAIDTp0+jKAqXLl0C4NSpUyiKol7v3NxcFEVRh089fvw4iqKovU2PHTuGoijqNTx69CiKolBaWgpYh3xVFEW9ltnZ2eXmuzx06JDaMAyQlZXFzp071TgzM5Ndu3ap8YEDB9izZ48a79+/n/j4eDXOyMggMTFRjdPT00lKSlLj1NRU9u7dq8Zl77Mye/fuJTU1VY2TkpJIT09X48TERDIyMtQ4Pj6e/fv3q/GePXvKDSm7a9cudfhagJ07d6oN8gA7duzg0KFDarxt2zays7PVWFGUCrl39OhRAPX9XlaPFhUVoSiKOmTylStXUBSF3Fxr7hUWFqIoitrb99KlSyiKov5woKCgAEVR1B6v+fn5KIrC2bPW3MvLy0NRFM6dk9wDyT3Jveu517ZtW8wGBS3W3Ouqy8FsUNRr2UOXzSzD9dwLsz9EtOF67vW2z2Ka0/XcCwoKeqhzz2Qy4ePjA1g/F0ju1W29Fx4ersaDHPYz3vF67g11yCDK8XrumRzSiXSsP7k3zWknve0fjnrviSeewGQy4ebmBtx/uRcUFMSAAQPU+GGr9+4m98p+5KjX6+/4u4bJZLpn9V6zZs0wGxQaaKy552d7CpPJVG9yLzMzs1zuPWd/gIlO9Tv3bhzRaYrTLoKCgtS4tnPPZDJV+3uus7NzvX7mtmrVCrNBwVljzb0gu+OYDQp6rLnn7e2NyWSq8HnPxsb6J8T7/btGr169MDlcz70ox0SeeeYZNa6P9d7tnrktWrQArtd7zZo1A8DFxeWWudewYUNMJhOPP/44cO8/73l5eWEymdDpdEDN13sBAQHlvmv0t89kitP13Lu53uvUqZPa0QOsn/du7Exyvz9zb/yuoaUUs0Ghs86aezXx9z2TyVRv67368MyVei8HuP++a9T33KuOh6IBcMyYMcTExGA0Gsstz8vL44knngBgyZIl6nJnZ2f1pgKEhYXx8ccfq/H58+erfezw8HD+/ve/Y7FY2LNnDy4uLjRp0oRevXqxefNmzp8/z/nz59m8eTO9evUCYNasWeTl5anzxj3ILBYLu3btolWrVjzyyCO0aNGCf/7zn+prN1ZW1ZGXl4erqyuOjo4VKtMbeXt7c+TIEQ4fPgxY54esSV26dOE///kPly5d4uLFi/z73/+mc+fO1d6+qtzMzs6mZcuWTJgwgfDwcNLS0sjNzcXR0ZFhw4YxdepU9u7di7e3Nzk5OWrlu2zZMrp27Vpj53e5dWiN7etu/dbxlboughBCPNRK7Uop0TndfsVqKtK7UWKrr7H93Y8sNraU6Jwo0rtR5PBoXRdHAEUOrne0/in/l2qpJHdXhiIH1xr70Vt9VOTgSrHOGYuNLUW6R+q6OHfEzc2NEkdrvWfR6uq6OPeVYjtrPVnQ2Hj7lW9y1ekxxo4fWwulKq/IwZUSe+eKxzc8VuvHvhNFbi0qLKvP37McHR0pcXRT40Jn63fme1Hm6t67Iv2jlNqW1nJp7p6bmxslOsMt17FotFhsbAGs9dS19X8LernWy1fbNBoNpVr7CssLHjMSFhZ2R/sqtdOXy8e65OzsXK4sl908KXF049FHq/48+VvHVyjwHUzxI0246DOgyvVqi5ubG2U/XS/Wu9b4tdRoNJTYOd7RNiW2ekqvPZPL6pVSrU79kdH9LCwsTP2uUVvq2zNOXHe5QesKywoev/PPUeL+pLHcrqvQfcxgMKitsWUURWH+/PmsXbuW3bt3M3LkSBo1akT37t1ZtmwZOTk5nDt3jl69elFUVER0dDR9+/Zl3LhxJCcno9VqMZvNDBw4sNz+V65cydq1a8s11oC1Eev1119n48aNODo6snjxYgIDAwHrXHVlc77NnDmT0aNHc/z4cZo2bYq3t7faS+v1119n7Nja/5Jyr8TGxrJo0SIaNWpEUVERvr6+fPnll+j1eo4cOUJUVBQnT56kqKiIF154gZiYGEaNGkW/fv0YPHiwug+DwcDUqVMB8PHxYe3atTRp0oQBAwZw4sQJnnzySc6cOUNsbCzdunWrkA8bN25k0qRJNGzYkGeeeYaMjAzWrl17y7I3b96cpKQkGjZseMtyNG/enPfee48vv/wSgLFjxzJp0iRycnLo16+f+gufG8/rxteqys2//OUv/OMf/8DOzo7HH3+cr7/+msTERN58801sbGyws7Pj008/JTAwkO+++46pU6dSXFzMU089xaeffoq9vX25c0hKSmLq1Knlfklws8DAwHK/MhFCCCHA+nxIjkyu0X0GLAx4qJ85ZZ8RkyOTH/prUR/ceD+qqz7ctxvfmwELAwDqvEy15eZzfVDPU5T3e54/9+o9UVX9IXl6/7qTvKvv9/l2z7f6Xv7f41bvTXhwn5cPo7v5HAcPbv7f7fW4Ew/qtXsQVPYMk/t1/6vu3+xt70FZ6szNjX8A3bp1o1u3boB1PrWDBw+qr82bNw+w/grlxm62AEuXLr3l/gcPHqw2Tt1Io9HwySefVLp82LBhag+t4uJiGjVqRMeOHW85fGNKSgq5ubkV5jO8WWWNnzezWCxMnDiR9evX4+joyJIlS+jQoQNgPd+33noLsPZIHDlyJJcuXWLIkCEcPnwYrVZL//79eeedd255jMrExsYSGxtb6WstWrRg48aNFZbf3LB68/Y3dpnfsGFDpfu++Xo8++yz5bozV8fN8+XdqhxvvPEGb7zxRrnXmzdvXm6dG8/rxteqys3o6Giio6PV5WvXrmX27NloNBquXr1KVFQUgYGB/Pzzz+r902g0DB48GHt7exISEnj00Uf54x//iMViITY29paNf0IIIYQQQgghhBBCCCGEuP880A2A9ZmTkxMZGRlcvnwZvV7Pli1b1CEfbyUlJYWkpKTbNgBWx4YNG8jKyiIrK4v4+HiioqKIj4/n3LlzzJkzh6SkJDQaDQEBAYSHh2Nvb8/UqVMJDQ3l6tWr9OjRgw0bNtC7d+/fXRZx54qKioiMjCQhIQEPDw+uXLmiNlC+9dZbDB06lKioKPbv30+fPn3IycnBx8eHpKQkbG1tOXnyJH5+fvTv3x9bW6kKhBBCCCGEEEIIIYQQQogHxUMxB2B91bt3b9atWwdY56AzmUzqawkJCXTq1In27dvTqVMnMjMzuXr1KjExMcTFxeHv709cXBwFBQWMHj0ao9GIr68vq1atUvcxc+ZM/Pz8CA4OVifCvNHq1asZMWIEGo2G4OBgLly4wMmTJ9m0aRM9e/bEzc0NV1dXevbsqQ5hGhpqnftNp9PRoUMHdULOB8XixYvx9/cv99+4cePquliVys/Pp7i4mAYNGgBgb2/Pk08+CVh7/f3222+AdT5Bd3d3wDpnQlljX2Fh4QM9J4wQQgghhBBCCCGEEEII8bCSBsA69MILL7BixQoKCwtJS0ujY8eO6mve3t5s376dffv2MXfuXGbMmIFOp2Pu3LlERESQkpJCREQE8+bNw8XFhfT0dNLS0ujevTsAFy9eJDg4mNTUVLp06cKiRYsqHP/EiRM0bdpUjT08PDhx4kSVy2904cIF1qxZQ48ePWr6stSp0aNHk5KSUu6/yoZwrQ/c3NwIDw+nWbNmmEwmvvrqK0pLrZONx8bG8o9//AMPDw/69OnDRx99pG4XHx9Pu3btMBqNfPbZZ5X2/lu4cCGBgYEEBgZy5syZe3ZOQgghhBBCCCGEEEIIIYT4/aQBsA75+vqSk5PD8uXLKwzpmZeXx5AhQ/Dx8WHy5Mn8+OOPle5j69at5Xqoubq6AtYeev369QMgICCgwtx1QKVzDWo0miqXlykuLsZkMjFhwgRatmx5+xMVteZvf/sb3333HUFBQcyfP58xY8YA1h6lo0aN4vjx46xfv57hw4erjYMdO3bkxx9/JDExkb/85S8UFhZW2G9kZCRJSUkkJSXRqFGje3pOQgghhBBCCCGEEEIIIYT4faQBsI6Fh4czderUcsN/AsyePZvQ0FAyMjJYs2ZNpY00YG3Eq2wYRzs7O3W5VquluLi4wjoeHh4cO3ZMjY8fP467u3uVy8tERkbi6enJpEmT7uxkRa0wGo1MnjyZLVu2qEPAfvHFFwwdOhSAkJAQCgsLOXv2bLnt2rRpo85FeSv5+flqA3JpaSmKonD06FHA2hisKIqaL0VFRSiKog4Ne+XKFRRFITc3F7AOO6ooCqdOnQLg0qVLKIqiDlFbUFCAoihqr8P8/HwURVHLnpeXh6IonDt3DrD2RFUUhQsXLgBw7tw5FEUhLy8PgLNnz6IoCvn5+QCcOXMGRVEoKCgA4PTp0yiKwqVLlwA4deoUiqKo77fc3FwUReHKlSuA9b2gKApFRUUAHDt2DEVR1PfX0aNHURRFbWzNyclBURT1WmZnZ7Nt2zY1PnToEDt27FDjrKwsdu7cqcaZmZns2rVLjQ8cOMCePXvUeP/+/cTHx6txRkYGiYmJapyenk5SUpIap6amsnfvXjUu6+VaZu/evaSmpqpxUlIS6enpapyYmFguX+Lj49m/f78a79mzhwMHDqjxrl27yMzMVOOdO3eSlZWlxjt27ODQoUNqvG3bNrKzs9VYURTJPck9QHKvPudeZ11nzAYzWrQAdNV1xWwwq9eyh64Hswyz1DjMPoxoQ7Qa97bvzTSnaWocFBT0UOeeyWTCx8cHABsbG8m9Oq73wsPD1XiQwyDGO45X46EOQ4lyjLp+7xxMRDpGqnFd5940p2n0tr8+T/eDXO95ab0wG8y4ubkBD0buPUz13t3knpeXFwDOGmfMBjMBdgEAuGhcMBvM+Nn6AdBA0wCzwYzR1ghAY5vGmEwmdbSb2q73mjVrhtlgpoHGOmWDn60fJpNJcu+a+y33TCYTQXZBwO1zz9nZuV4/c1u1aoXJZMJZ4wxAkF0QZoMZPXrAOiLVg5x7vXr1wuRw/W9wUY5RPPPMM2pc33KvPj1z77fPewEBAeW+a/S3788Upylq/Jz9c0x0mqjGgxwGqZ0p4MGr90wmE111XQHQosVsMNNZ1xkAHTrMBjMhdiEA6NFjNpirXe810DTAZDJJ7l0j9Z7Ue/cq96qj4th/4p4aM2YMLi4uGI3GcjczLy+PJ554AoAlS5aoy52dndWEAwgLC+Pjjz9mwYIFAJw/f17tBXg74eHhfPzxx7zwwgvEx8fj4uJCkyZN6NWrFzNmzOD8+fMAbN68mb/85S8AzJo1i7y8PP72t7/9ntMWNaCgoICkpCS6desGWCv7Zs2aAfCHP/yB7777jlGjRvHTTz9RWFhIo0aNOHLkCE2bNsXW1pajR4+SmZlJ8+bN6+4kfgevcZ9ztUMEo/Qw6jAcLYFWWhimhxGH4FgpeGnBpIcXD8HJUmhjC0MdIGIFuOz7nB0xA+r6NMp565//5fFmrel87Znb3x68bOHpa58Hn7OH5rYQkmaNBzmAuw0EX3umD3WABjYQtM8amxzA2QaeuvaZYLgedMAX1z4zjLR+v2NpgvX/L+vhKrDs2meOSEfIL4Xlu61xlCP8WgrfXPvMMt4Rckth1bXPNBOdIKcYjrwSho0GPnkntgavznVe4z7nqN/LRBtgxhHYXQR6YJoBph+BhCJw1sAbTjD1CCQXgYsGJjnBpGxILYYGGnjdCSZkQ3oxNLaxnt9r2fBTMTSxsZ7/q4fhYAk0tYExjvC/H79O8W9n+eabb9TyhIWFYftIQ4IGRlYr934pBaMtDHSAwV/Brxbws4UBDjBgGTRO+RxlZv9auXa/h6IoRE2LIWXY5nqXe+YzCr+c/ZWtV1uT5fcqU5zgYBasufaZaJoTpB+GDT9Y42gDJGfD5u/B/x9hjBzYp9zQ13UtNTWV+f/vb6z74z/U3Bt7GA6XQDMtd13v3S738iwQYAf97CH875BvgSA76G0PfRbDZSDEDsLs4c1uPTllPEVLanYkgMI/VP6Dp4eFxcZCia4EgN+Cfqvj0gidTkeJY8kdbfNbx7q/bzeWocSxhEYOD+5oDr91/A0N1h89FvgW1HFp7s7ChQt5tOFjPJ3RCbh/Pu+t3m6N7+SZCzDLALuPwHdbrbHZAEoObLsK2muvf7L9e/4ZM7rKa3bJ81J1Lm2lLDYWSu1L73r76ipxLKHEvmL9UfxIxR/mivvDndy7gvb1uz4qtS/FYlNx5Kcyl1tfvoelubfc3Nyw2FY8d4udRf0hiXgwuLm5YdFVnedVKWpYVC5evX4TY9+YSdrwzfftM/fMyDBs0dzyfV8T5BlXfxU1Lqqw7MoTV+qgJKIuaCyVjfcoap3BYFBbissoisL8+fNZu3Ytu3fvZuTIkTRq1Iju3buzbNkycnJyOHfuHL169aKoqIjo6Gj69u3LuHHjSE5ORqvVYjabGThwYLn9r1y5krVr15ZrSARr78HXX3+djRs34ujoyOLFiwkMDATgyy+/5O233wZg5syZjB49muPHj9O0aVO8vb2xt7cH4PXXX2fs2LG1fLVEZfLz84mIiODw4cPo9XqcnJz44IMPCAwMZP/+/bzyyisUFBSg0Wj43//9X8LCwli2bBnvvPMOdnZ22NjYEBMTw4ABt24ECwwMLPcrk/oiMDCQ5Mi7L1fAwvp3Xr/3nOqLgIXWeqS2rm9dXqfKzq2s3qypMtXH3ISaP8+aVHZf4M7LV9v5ejfq87Uuc+M1r0/XTggh7jf3Q51/r9XXz0JCCCEePg/Cc7o+fucVQvx+1f2bvfQArCM3N/4BdOvWTe3NFRISwsGDB9XX5s2bB1h/wXJjF2CApUuX3nL/gwcPZvDgwRXW0Wg0fPLJJ5WWb8yYMep8cmU8PDwqnR9Q1A1nZ2fWr19f6Wtt27blv//9b4Xlw4cPZ/jw4bVdNCGEEEIIIYQQQgghhBBC1CGZA7ASGo2mXCNJcXExjRo1KjcOdGVSUlKqbJC5kcFguO06FouFCRMm0Lp1a3x9fcuN67t06VI8PT3x9PQs1/g3c+ZMmjZtWq39P6hycnLQ6/X4+/ur/129erVG9t28efMK8+hVRaPRMGXK9XHF58+fT2xs7C23GTVqFCtXrqywXFGU2+aeEEIIIYQQQgghhBBCCCFEGWkArISTkxMZGRlcvmwd93zLli3qfHy3Ut0GwOrYsGEDWVlZZGVlsXDhQqKiogDrRJRz5swhPj6ehIQE5syZo87V179/fxISEmrk+PezVq1aqZOfpqSkoNPpyr1eNqlmbbK3t+df//pXtRsMhRBCCCGEEEIIIYQQQgghaoo0AFahd+/erFu3DoDly5djMpnU1xISEujUqRPt27enU6dOZGZmcvXqVWJiYoiLi8Pf35+4uDgKCgoYPXo0RqMRX19fVq1ape5j5syZ+Pn5ERwczOnTpyscf/Xq1YwYMQKNRkNwcDAXLlzg5MmTbNq0iZ49e+Lm5oarqys9e/Zk48aNAAQHB9OkSZNavjL3p9jYWCIjIwkLC2PEiBHk5OTQuXNnOnToQIcOHdi1yzrjrqIodOvWjcGDB+Pt7c1LL71UYdjTy5cv8+yzz7Jo0aIqj2dra0tkZCTvv/9+hdeOHj1Kjx498PX1pUePHvz888/qa1u3bqVz5854eXmxdu3aCttevHiRMWPG8NRTT9G+fXtWr14NwI8//khQUBD+/v74+vqSlZXFxYsX6du3L35+fvj4+BAXFwdAcnIyXbt2JSAggF69enHy5MkKx1m4cCGBgYEEBgZy5syZalxhIYQQQgghhBBCCCGEEELUF9IAWIUXXniBFStWUFhYSFpaGh07dlRf8/b2Zvv27ezbt4+5c+cyY8YMdDodc+fOJSIigpSUFCIiIpg3bx4uLi6kp6eTlpZG9+7dAWsjTnBwMKmpqXTp0qXShqQTJ07QtGlTNfbw8ODEiRNVLhfXHT58WB3+c9y4cery5ORkVq9ezddff03jxo3ZsmULe/fuJS4ujgkTJqjr7du3jwULFrB//36ys7PLzaVXUFBA//79efHFF3nllVduWY5x48bx1VdfkZeXV27566+/zogRI0hLS+Oll14qd+ycnBy2bdvGunXr+NOf/kRhYWG5bf/nf/6H7t27k5iYyA8//MCbb77JxYsX+eyzz5g4cSIpKSkkJSXh4eHBxo0bcXd3JzU1lYyMDJ599lmKiooYP348K1euJDk5mTFjxjBz5swKZY+MjCQpKYmkpCQaNWpUvQsvhBBCCCGEEEIIIYQQQoh6QRoAq+Dr60tOTg7Lly+nT58+5V7Ly8tjyJAh+Pj4MHnyZH788cdK97F169ZyDVCurq4A6HQ6dU63gIAAcnJyKmx7c68zsM4rV9Vycd2NQ4B+8skn6vLw8HD0ej0ARUVFvPLKKxiNRoYMGcL+/fvV9YKCgvDw8MDGxgZ/f/9y9+e5555j9OjRjBgx4rbleOSRRxgxYgQffvhhueW7d+/mxRdfBGD48OHs3LlTfW3o0KHY2Njg6elJy5YtOXDgQLltN2/ezDvvvIO/vz/dunWjsLCQn3/+mZCQEN5++23effddjh49il6vx2g0snXrVqZPn86OHTtwcXEhMzOTjIwMevbsib+/P2+99RbHjx+/5Xnk5+er16C0tBRFUTh69ChgHU5VURSOHTumXldFUdR9XrlyBUVRyM3NBaCwsBBFUTh16hQAly5dQlEUtRdsQUEBiqKovQ7z8/NRFEUdSjUvLw9FUTh37hwAzbQXMBsUmmkvANBKew6zQaGpjbXR1Ut7FrNBoYlNPgBtbM9gNig0tikA4PTp0yiKwqVLlwA4deoUiqKoDa+5ubkoisKVK1cAOH78OIqiUFRUBMCxY8dQFEUdVvbo0aMoikJpaSlgbdBVFEW9ltnZ2Wzbtk2NDx06xI4dO9Q4ICCAaU7X86G/fSZTnHap8XP2B5jotEeNBznsZ7xjvBoPdcggyjFRjU0O6UQ6JqnxcH0qL+uvzyc6Up/CSH2KGr+s38twfaoaRzomYXJIV+Mox0SGOmSo8XjHeAY5XH/vTHTaw3P213N2165dZGZmqvHOnTvJyspS4x07dnDo0CE13rZtG9nZ2WqsKEqVuaejGLNBIcTOmnt6ijAbFILsrLnnrLmC2aAQYGfNPRdNIWaDgp+tNfcaaC5hNigYba2519imALNBoY2tNfea2ORjNih4aa2519QmD7NB4fHHHwfgwoULKIrChQvW3Hv88cfvKPeMtqcxGxQaaKy552d7CrNBwUVTN7mXlZVVri7KzMxUe0YDHDhwgPDwcDWub7kXHh5e7oc6U5x20d/+eu5Nc9pJb/vruRdt2EGY/fXci4iIqHbu3Yt6z2QyqUOPl+VeK23N1Hu3y70Au1zMBgVnjTX3guyOYzYo6LHmXojdMcwGBVtbWwDatm1b67m3Z8/1em///v3Ex1/PvYyMDBITr+deeno6SUnXcy81NbXcPMplnw/K7N3IvpXmAAAgAElEQVS7l9TU67mXlJREevr13EtMTCQj43ruxcfHl/vMsGfPnnLP6tqs9+r6mXtzvXfu3DkURVF/6HT27FkURSE/35p7Z86cQVEUCgrq5zNXck9yr77kXlBQEAMGDFDj++3z3p0+c2cZttFDdz33zAaFrrocALSUYjYotG3bFpDck3pP6j3JPSvJPcm9usy9G/8mfL8/cyX37q/ck3pPcg9un3vVIQ2AtxAeHs7UqVPLDf8JMHv2bEJDQ8nIyGDNmjUVemmVsVgslTbO2dnZqcu1Wm2lc9J5eHioiQ/W5HB3d69yubg9Jycn9d/vv/8+jz32GKmpqSQlJXH16lX1NXt7e/XfN9+fp59+mg0bNlTaEFuZSZMm8cUXX3Dx4sUq17kxR27Ol5tji8XCqlWr1Ir9559/pk2bNrz44ot8++236PV6evXqxffff4+XlxfJyckYjUaio6OZO3cuFouFdu3aqdunp6ezefPmap1LfXPK/6U63b425D8RWNdFqBFFejeKHFxrbf91ee+K7R+p+L7EQrH9IzV2jPqYm2Vq877+HqVaHaV2+ru6dvXxnGxtbSnWOdd1MW6pxFaPBQ2l9oa6LooQQtzX9Ho9Fq2urotRr1xuHVrXRRBCCCEA63fNIr1bXRfjdynSu1HieH+fgxDi7mks1W3JeIgYDAYKCgo4fvw4q1atYuLEiSiKwvz581m7di3PP/88w4YNY9CgQcTGxrJkyRJycnJYtWoV3377LUuXLgXgz3/+M4WFhSxYsACA8+fP4+rqqu4fYOXKlaxdu5YlS5aUK8O6dev4+OOPWb9+PfHx8UyYMIGEhATOnTtHQECA2srfoUMHkpOTcXNzq1D+h1FOTg79+vUr9ysGsM4BaDAYmDp1KgCTJ0/Gw8ODKVOmsHjxYsaMGYPFYil3n8E6XGdgYCCjRo2iefPmJCUlMW/ePK5evcqnn35aZTluvAfTpk1jxYoVjBkzhtjYWMLDwxkyZAjDhw9nyZIlrF69mn//+9+MGjWKX375hbVr13LkyBG6du3KoUOH2LNnj1qmGTNm8Ntvv/HRRx+h0WjYt28f7du3Jzs7mxYtWqDRaJg0aRLNmzdn6NChuLm54eDgwH/+8x+WLFnCN998Q9u2bVm2bBkhISEUFRVx8OBB2rVrV+W5BAYGlvuVSX0RGBhIcmTyXW8fsDCg3p3X7z2n+qQ2r29dXqeAhQEA5c4tMNDacFtTZaqPuQk1f541qey+wJ2Xr7J7Wh/U9/qgvuapEEIIIYQQQgghxIOuun+zlx6At+Dh4cHEiRMrLJ82bRrR0dE8/fTTlJSUqMtDQ0PZv38//v7+xMXFMWvWLM6fP4+Pjw9+fn788MMPlR5n6dKlDB8+XI2Li4sZOXIkP/30E61bt+aVV17h//2//weAm5sbs2fP5qmnnsLPz48BAwaojX/Tpk3Dw8ODS5cu4eHhQWxsLGBtjLodi8XChAkTaN26Nb6+vuW6ES9duhRPT088PT3Vxk2AmTNn0rRp02rtv7557bXXWLp0KcHBwRw8eLBc78DbWbBgAYWFhUybNq1a60+ZMkXtZgzw4YcfsnjxYnx9fVm2bBkffPCB+tqTTz5J165d6d27N5999hkODg7l9jV79myKiorw9fXFx8eH2bNnAxAXF4ePjw/+/v4cOHCANm3aEBoaiqurKw4ODowbN45Zs2Zx+fJl3N3d6dmzJw4ODjRv3rxcF3QhhBBCCCGEEEIIIYQQQtz/pAdgPWAwGPD09GTXrl3o9Xo2bNhAdHQ0Hh4eak+0yixZsoSkpCQ+/vjj2+7/dj0C169fz0cffaT2OJw4cSLx8fGcO3dObU3WaDQEBASQnJyMq6sre/bsoVmzZnh6ej60PQ7rqyeffJJvvvkGPz8/SkpKyMzMpG3btrz99tvk5eXx7rvvcubMGZ588klOnTqFTlf1sEPSA/Deqe89fu6E9AD8fceob7kJ0gPwXqvv9UF9zVMhhBBCCCGEEEKIB530ALzP9O7dm3Xr1gGwfPnycvMOJiQk0KlTJ9q3b0+nTp3IzMzk6tWrxMTEEBcXp/Y4LCgoYPTo0RiNRnx9fVm1apW6j5kzZ+Ln50dwcLA6KeaNVq9ezYgRI9BoNAQHB3PhwgVOnjzJpk2b6NmzJ25ubri6utKzZ082btwIQHBwME2aNKnlKyPuxi+//KLeG61WS9u2bQHrnIL5+flYLBYKCgpwc3PD1ta2LosqhBBCCCGEEEIIIYQQQogaJg2A9cQLL7zAihUrKCwsJC0tjY4dO6qveXt7s337dvbt28fcuXOZMWMGOp2OuXPnEhERQUpKChEREcybNw8XFxfS09NJS0uje/fuAFy8eJHg4GBSU1Pp0qULixYtqnD8EydO0LRpUzX28PDgxIkTVS4X8Ouvv+Lv71/hv19//bWui8bkyZN58sknef755/n8888pLCwErHMa/vTTT7i7u2M0Gvnggw+wsalYDSxcuJDAwEACAwM5c+bMvS6+EEIIIYQQQgghhBBCCCF+B+n6U0/4+vqSk5PD8uXL6dOnT7nX8vLyGDlyJFlZWWg0GoqKiirdx9atW1mxYoUau7q6AqDT6ejXrx8AAQEBbNmypcK2lY0Eq9FoqlwuoEGDBqSkpNR1MSoVExPDSy+9xObNm/n6669Zvnw5iqKwadMm/P39+f777zl8+DA9e/akc+fOPPLII+W2j4yMJDIyErg+7J8QQgghhBBCCCGEEEIIIe4P0gOwHgkPD2fq1Knlhv8EmD17NqGhoWRkZLBmzRq1N9fNLBZLpY1zdnZ26nKtVktxcXGFdTw8PDh27JgaHz9+HHd39yqXi/qvVatWREVF8d1335Gamsqvv/7K4sWLGThwIBqNhtatW9OiRQsOHDhQ10UVQgghhBBCCCGEEEIIIUQNkgbAemTMmDHExMRgNBrLLc/Ly+OJJ54AYMmSJepyZ2dn8vPz1TgsLIyPP/5Yjc+fP1/tY4eHh/P3v/8di8XCnj17cHFxoUmTJvTq1YvNmzdz/vx5zp8/z+bNm+nVq9ddnqG4V9atW6f23szKykKr1fLoo4/yhz/8ge+++w6A06dPk5mZScuWLW+5r/z8fHJycgAoLS1FURSOHj0KQHFxMYqiqI3ERUVFKIrC8ePHAbhy5QqKopCbmwtAYWEhiqJw6tQpAC5duoSiKOq8lAUFBSiKog47mp+fj6IonD17FrC+FxRF4dy5cwA00zbDbDDTTNsMgFbaVpgNZpraWIet9dJ6YTaYaWJjnQ+xjW0bzAYzjW0aq9dAURQuXboEwKlTp1AURW1kz83NRVEUrly5AlgbwBVFUXvhHjt2DEVR1Eb1o0ePoigKpaWlAOTk5KAoinots7Oz2bZtmxofOnSIHTt2qHFAQADTnKapcX/7/kxxmqLGz9k/x0SniWo8yGEQ4x3Hq/FQh6FEOUapscnBRKRjpBoP1w/nZf3LajxSP5KR+pFq/LL+ZYbrh6txpGMkJofrP0iIcoxiqMNQNR7vOJ5BDoPUeKLTRJ6zf06Nd+3aRWZmphrv3LmTrKwsNd6xYweHDh1S423btpGdna3GiqJUmXs6dJgNZkLsQgDQo8dsMBNkFwSAs8YZs8FMgF0AAC4aF8wGM362fgA00DTAbDBjtLXWt41tGmM2mGlj2waAJjZNMBvMeGm9AGhq0xSzwczjjz8OwIULF1AUhQsXLgDw+OOP31HuGW2NmA1mGmgaAOBn64fZYMZF4wLc+9zLyspi586dapyZmcmuXbvU+MCBA4SHh6txfcu98PDwckNnT3GaQn/7/mo8zWkave17q3G0IZow+zA1joiIqHbu3at6r+y5X5Z7rbStgN9f790u9wLsAjAbzDhrnAEIsgvCbDCjRw9AiF0IZoNZnT/2XuTenj171Hj//v3Ex8ercUZGBomJiWqcnp5ebhLs1NRU9u7dq8YpKSnleu/v3buX1NRUNU5KSiI9PV2NExMTycjIUOP4+Hj279+vxnv27Cn3Q5rarPfq+pl7c7137tw5FEUhLy8PgLNnz6IoivrZ9MyZMyiKQkFBAVD/nrmSe5J7kntWknuSe2Uk9yT3JPesJPck98pI7knuSe5ZSe7V39yrDhkCtB7x8PBg4sSJFZZPmzaNkSNH8t5776nz+gGEhobyzjvv4O/vT3R0NLNmzWLcuHH4+Pig1Woxm80MHDiwWsfu06cP69evp3Xr1jg6OrJ48WIA3NzcmD17Nk899RRgHVrSzc1NLdfXX3/NpUuX8PDwYOzYscTGxv7OqyBqwrJly5g8eTKOjo7Y2try1VdfodVqmT17NqNGjcJoNGKxWHj33Xdp2LBhXRf3rvzW8bc63b42FDarvHfv/ag2r29d3rtSh1K1DixT4lhCsX3FntV3qz7mJliHky5xLKnrYlSqVFuKRWe5q2tX4liCnZ1dLZTq97nY9mJdF+GW8p/Kv/1KQgghRC0aHPkGU0YPuaNtkval8n+ffcna7n+niQ1EOsKrh+FgCTS1gTGOMPYwHC6BZloYpYdRh+FoCbTSwjA9jDgEx0rBSwsmPbx4CE6WQhtbGOoAESvA/e9h+LV0Z9SoUeWOH5+Vy4AsyLNAgB30s4fwv0O+BYLsoLc99FkMl4EQOwizh15fwlWgsw666+CPf4MSoKsOuukgdKF13z10EKKDbtfiMHvrMbpci3vbg9EWOl/7+15/e/CyhaczwDP1c74d3xUAr3Gfk+X3KoMcwN0Ggq/9/XCoAzSwgaB91tjkAM428NS1vz8O14MO+OLa3ydHWn87xNIE6/9f1lvPY9m1v29GOkJ+KSzfbY2jHOHXUvjm2t9HxztCbimsuvb304lOkFMM+z/6nIOfvArAu//ew2K3J/H6NpIBphGkH4YNP1jXjzZAcjZs/t4azzLA7iPw3VZrbDaAkgPbroL22usxObDjqvU8og0w4wjsLgI9YNbk0rp169snGdB11lf0DfRkQjakF0NjG+v5vZYNPxVTq7n3S6n1Pg90gMFfwa8W8LOFAQ4wYJk19wbtjCG4vZGQkJBKy//n6Gg6tG9Pr4PP4LPwKdq1bYNv+wD+tDKTTN9XazT3AJ6zh+a2EJJmjWsz93yXhdG3+zOYBj9f7pw/2bCXz3b5AFXn3urt1niKExzMghMvWf9O9sfJ79dq7k0zwPQjkFAEzhp4wwmmHoHkInDRwCQn+OBvM8j5+Tj/3fgfAEZ9tJZfNn6Gi4sLXV6eVWXuPbM9lh59nmPu4rf54en5tZ57N9d7EbvnEuLfjr/+9a/k5hehH/1FjdV7vsvC6OjfjhER1384KoQQDyONpbJJ3oQQ4prAwMByvzIRQgghhBBCiLp2N99TyuY3T46s3e83AQutx7m5fIGBgbV+7LsRsPD6tayvZSxTWVkDFtZ+mW887u3cD9cQKuZnmRvfJ2XrlqnP51UdNfneLNtXfbgmN59X2T2EW5ev7L1zL95DVR3/RjVZhtvluRBC3O+q+1n4oRoCVKPRMHz49SHGiouLadSoEf369bvldikpKaxfv/62+zcYDLddx2KxMGHCBFq3bo2vr2+57rpLly7F09MTT09Pli5dqi5PTk7GaDTSunVrJkyYQH1ss01ISKBLly48+eSTeHt7M3bsWC5dukRsbCzz58+v1j769OmjdretzIIFC9TutHejW7duNf7gHzVqFCtXrryr7Vq0aIG/vz8dOnRg9+7dd10Gk8mEr68v77//PjExMWzdav1Z2Y3n27x5c7WrsxBCCCGEEEIIIYQQQgghHmwP1RCgTk5OZGRkcPnyZfR6PVu2bFHn2LmVlJQUkpKS6NOnz+8uw4YNG8jKyiIrK4v4+HiioqKIj4/n3LlzzJkzh6SkJDQaDQEBAYSHh+Pq6kpUVBQLFy4kODiYPn36sHHjRnr37n37g90jp0+fZsiQIaxYsYKQkBAsFgurVq0qNz/hrVgsFiwWy20bWRcsWMCwYcNwdHSsiWLXub/+9a8MHjyYzZs38+qrr5KWlnbH+zh16hS7du1Sx00WQgghhBBCCCGEEEIIIYR4qHoAAvTu3Zt169YBsHz5ckwmk/paQkICnTp1on379nTq1InMzEyuXr1KTEwMcXFx+Pv7ExcXR0FBAaNHj8ZoNOLr68uqVavUfcycORM/Pz+Cg4PVySdvtHr1akaMGIFGoyE4OJgLFy5w8uRJNm3aRM+ePXFzc8PV1ZWePXuyceNGTp48yW+//UZISAgajYYRI0bwn//8p/Yv1B345JNPGDlypDp+vEajYfDgwTz22GOAdSLTbt260bJlSz788EPAOoFlmzZteO211+jQoQPHjh1Te6ldvHiRvn374ufnh4+PD3FxcXz44Yfk5uYSGhpKaGgoYL1/RqMRHx8fpk+frpbHYDAwZcoUOnToQI8ePdRJPwH++c9/EhQUhJeXlzo5a0lJCW+++SZPPfUUvr6+fP7551Weq8Vi4fXXX6dt27b07duXX375RX0tOTmZrl27EhAQQK9evTh58mS1rl+XLl3UiVJTUlIIDg7G19eX559/nvPnzwPW3nzTp0+vUPawsDB++eUX/P392bFjx217JM6ePZsPPvhAjWfOnKnekxstXLiQwMBAAgMDy10/IYQQQgghhBBCCCGEEELUfw9dA+ALL7zAihUrKCwsJC0tjY4dO6qveXt7s337dvbt28fcuXOZMWMGOp2OuXPnEhERQUpKChEREcybNw8XFxfS09NJS0uje/fuAFy8eJHg4GBSU1Pp0qULixYtqnD8EydO0LRpUzX28PDgxIkTt1zu4eFRYXl9kpGRQUBAQJWvHzhwgE2bNpGQkMCcOXMoKioCIDMzkxEjRrBv3z6aNWumrr9x40bc3d1JTU0lIyODZ599lgkTJuDu7s4PP/zADz/8QG5uLtOnT+f7778nJSWFxMREtWH04sWLdOjQgb1799K1a1fmzJmj7ru4uJiEhAQWLFigLv/iiy9wcXEhMTGRxMREFi1axJEjRyo9l3//+99kZmaSnp7OokWL2LXLOkN5UVER48ePZ+XKlSQnJzNmzBhmzpxZreu3Zs0ajEYjACNGjODdd98lLS0No9F427J/++23tGrVipSUFDp37nzbY7388svq8LKlpaWsWLGCl156qcJ6kZGRJCUlkZSURKNGjap1HkIIIYQQQgghhBBCCCGEqB8eqiFAAXx9fcnJyWH58uUVhvTMy8tj5MiRZGVlodFo1Iaqm23dupUVK1aosaurKwA6nU6dTzAgIIAtW7ZU2Lay+fs0Gs0dL7+f9O3bF3t7e+zt7WncuLHaM7JZs2YEBwdXWN9oNDJ16lSmT59Ov379Km3YSkxMpFu3bmrj1EsvvcT27dsZMGAANjY2REREADBs2DAGDhyoblf274CAAHJycgDYvHkzaWlpas+5vLw8srKyaNGiRYXjbt++HZPJhFarxd3dXW38zczMJCMjg549ewLWXoVNmjS55XV58803eeutt2jUqBFffPEFeXl5XLhwga5duwIwcuRIhgwZcsuy36nmzZvToEED9u3bx+nTp2nfvj0NGjS4q30JIYQQQgghhBBCCCGEEKJ+euh6AAKEh4czderUcsN/gnV4xNDQUDIyMlizZg2FhYWVbm+xWCpthLOzs1OXa7VaiouLK6zj4eHBsWPH1Pj48eO4u7vfcvnx48crLK9P2rVrR3JycpWv29vbq/++8bo4OTlVur6XlxfJyckYjUaio6OZO3duhXUqaxityo33qqwsN5bDYrHw0UcfkZKSQkpKCkeOHCEsLKxa+7uxPO3atVP3kZ6ezubNm29Zrr/+9a+kpKSwZcsWfHx8bnselZX9bowdO5YlS5awePFixowZc9v18/Pz1QbH0tJSFEVR5xwsLi5GURQ1d4uKilAURc3ZK1euoCgKubm5ABQWFqIoCqdOnQLg0qVLKIqiNgoXFBSgKIo67Gh+fj6KonD27FnA2jirKArnzp0D4P+zd+9xVVX54/9fh6sgijhqg6KAkIlcRMHU0VJzELPQn0gl1YCmWaZlfqQLmpF9yktapkkXGnPURnDshmlimW1HU24KCBp8jgqOAuIFERBU4KzfH+fLjiPgZabb5Pv5ePB4tBZnr/feZ7/Pllis96qoqEDTNCoqKgAoLy9H0zQuXLgAwNmzZ9E0Td+P8syZM2iaRnV1NWDev1LTNGpqagDznoqapumf/ZKSEjRN4/Lly4D586dpmv7HASdOnEDTNP1+HD9+HE3TMJlMgLnUraZp+nt57Ngxdu3apbePHDmil3MFMBqN7NmzR28XFBToq0zBvJo2NTVVbx8+fJi0tDS9nZeXR0ZGht7Ozc0lMzNTb+fk5HDgwAG93ZivjQ4cOEBOTo7ezszMJDc3V29nZGSQl5ent9PS0jh8+LDeTk1NJT8/X2/v3buXgoICvb1nzx6MRqPe3r17t17+FmDXrl0cO3ZMb2uaJrknuQdI7knuSe6B5J7knuSe5J6Z5N6Puefg4HDTuRcZGalX3nG1qiLOSaOXtTn3ultdIM5Jw8vanHvu1hXEOWm4W5tzz8u6nDgnje5W5tzrZX2WOCcNVytz7vnYnCHOSaOLlTn33N3dm+VeZGQkzgZz7gXZlhDnpNHOYM69O21PEuek4YA59wbbniDOScMOc+7dZXecOCcNa8y5N8yuiDgnTX8vR9od4yWnH3NvlP0RYp1+zL177Y083/bH3AuzL2BO29Zzb0Kbwzzt+GPuPdgmj+mOP+ZeZJtcpjn+mHt/cchhisOPuRftkE20w4+5N8XhAH9x+DH3pjlmEtnmx9yb7pjBg21+zL2nHdOY0ObH3JvVNpVx9pa5d+edd+rt59vu4V77H3Mv1mk3o+x/zL2XnHYx0u7H3Itz0hhmVwSANSbinDTusjPnnh31xDlpDLY1554DdURGRt7wc69du3bEOWn425hzr4tVNXFOGj425ufez517/jZlxDlp/MFgzr2+NqeIc9L03PPy8iIyMrLV517v3r2JjIzUc69Pnz5ERkZiZWX+FeJPnXvj7POZ1faXy73Q0NBmz72hQ4fq7evl3py2ewmz//G593PnXpyTxp225txrZ7hMnJNGkK0595wNl4hz0vQ/YG987jVW2XJ2dr5m7nXq1Ik4J40//vGPwM+fe1c/93r16mXONTs74Kd/7gUFBcm/ufLzHiA/70nu/X5z70bckhOAjz32GC+//LJedrHRhQsX6NatGwB/+9vf9P527drpNxnM+66tWrVKbzfu03Yjxo4dy7p161BKkZqairOzM66uroSGhvL1119z/vx5zp8/z9dff01oaCiurq60a9eO1NRUlFKsW7eOcePG/ZtX/vOYOXMma9eutXhQffzxx/oH8WaVlJTg6OjIo48+SkxMjP5Aa3ofBg4cyK5duzh79iwNDQ0kJibqK+dMJpO+mm/Dhg0WP8i1JDQ0lPfee0//4P3f//0fFy9ebPG1d999N0lJSTQ0NFBaWsp3330HwB133MGZM2fYt28fYH5YHTp06Kau29nZGRcXF/0fjPXr1+vX9FMaP348KSkpZGRkEBoa+pOPL4QQQgghhBA/tw49A276GGVlQ719u5/hbCzVtXFp8Q9Hr7S97WeP/e8o6R/Ji2kvknQ0iZL+kdc/4FdU0j8SQ4KBzwo/40K3QACq/tjvZ497xenG790Z3/E/45n85xrs26GsWi8Ipiz+25zHysqGkn4P/cxn9vOrc+iIydq+WX/1bf4tvPraFAb9/fm11du3o86hAz3+3gOtROPc7SNu6PwudvIBoOYPd/wCZ9lcvV1blJWi3qGeOocOP+nYdQ4dabB1/EnHFEKI/0YGdTNLqf7LOTk56bOzjTRNY9myZWzZsoV9+/YRHR1N586dueeee1i/fj1FRUWUl5cTGhpKXV0dsbGx3HfffcyYMYP9+/djbW1NXFwc4eHhFuN/8sknbNmyxWIiEcwrxWbOnElKSgqOjo6sWbOG4OBgAD766CMWLlwIwLx585g8eTJgnqWfNGkStbW13Hvvvbzzzju/uTKg+/bt4/nnn+f06dNYWVlx9913s3z5ct544w2cnJyIiYkBwM/Pjy1btgBw//33W/y1gYeHB5mZmezfv5/nnnsOKysrbG1tee+99wgODuadd94hPj4eV1dXvvvuOzZs2MCiRYtQSjFmzBjeeOMNwHyfZ8+ezVdffYWzszMbN26kc+fODB8+nGXLlhEcHMzZs2cJDg6mqKgIk8nESy+9xJdffolSis6dO/PFF1/g7Ozc7DqVUjz99NPs3LmTXr16AeYyoxEREWRnZ/PMM89w4cIF6uvrefbZZ3n88cdbfL8mTZrE/fffT0REhEV/dnY2Tz75JDU1NfTs2ZM1a9bg4uLS6rkXFRVZvI9Nx216TON726lTJwCefPJJOnTowOLFi697b4ODgy3+ykQIIYQQQggh/hs1/r/3/mmtV7D5KQQlBAE0+/+oXyq++OkFJQTd8P8XBwcH/6bvcWv52ei3fv7/Cfls3jqul+dCCPHf7kZ/Z39LTQD+lhgMBh599FHWr18PmJe7urq6MnDgQH2CrCXZ2dmUlJQ027/wai1Ndl5NKcWsWbP46quvcHR05G9/+xv9+/cHYO3atbz22msAvPTSS0RHRwOwf/9+fTJyzJgxrFix4jc3GXkj1/578dFHH7F8+XIMBgMmk4nXX3+dcePGkZOTw5NPPkl1dTUeHh78/e9/p3379ly5coVp06axceNG3N3def/99xk+fPg1Y8gEoBBCCCGEEOL3QCYAxb9LJgB/H+SzeeuQCUAhxO/djf7O/pYsAfpb0LZtW/Ly8qitrQXgm2++0cuPXkt2djZfffXVT3IO27Ztw2g0YjQaSUhIYPr06YC51u2CBQtIS0sjPT2dBQsW6GVOp0+fTkJCgn5cSkrKT3Iu4uadPHmS119/nT179nDw4M4ifwwAACAASURBVEFSU1MJCDCXwZk6dSqLFy8mNzeX8ePHs3TpUgBeffVVPv30U5566in++c9/MmfOHL2msBBCCCGEEEIIIYQQQgghfh9kAvBXdO+997J161YAEhMTiYz8sdZ+eno6f/rTn+jXrx9/+tOfKCgo4MqVK7z88sts3LiRwMBANm7cSHV1NZMnT8bf35+AgAA+/fRTfYx58+bRt29fBg0apG+E2VRycjJRUVEYDAYGDRpERUUFpaWlbN++nZCQEDp27IiLiwshISGkpKRQWlpKZWUlgwcPxmAwEBUVxRdffPHzv1E36adY/Zebm0tgYKDF18CBA296nBkzZjQbZ82aNf/x+QGcPn2adu3a4eTkBJhXPjZu/FxQUMDdd98NQEhIiJ4X58+f57333uPNN9+kS5cudOjQQf4aSgghhBBCCCGEEEIIIYT4nZEJwF/RxIkTSUpK4tKlSxw8eNBigql3797885//JCsri1dffZW5c+diZ2fHq6++ykMPPUR2djYPPfQQ//u//4uzszO5ubkcPHiQe+65B4CLFy8yaNAgcnJyuPvuu/nwww+bxS8uLqZ79+56283NjeLi4mv2u7m5Nev/PfL39yc7O9viKy0t7abHiY+PbzZO496O/6m+ffty22234enpyeTJk/nyyy/17/n5+bF582YANm3axIkTJ/RjkpOTqa+vp7CwkP379+vfayohIYHg4GCCg4M5c+bMT3K+QgghhBBCCCGEEEIIIYT4ZcgE4K8oICCAoqIiEhMTm+3pd+HCBR544AH8/PyYPXs2hw4danGMHTt2MGPGDL3t4uICgJ2dHffffz8AQUFBFBUVNTu2pe0fDQbDTfeLX4e1tTUpKSl88skn9OrVi9mzZ/PKK68A5r0B4+PjCQoKoqqqCjs7OwAee+wx3NzcCA4O5tlnn+VPf/oTNjY2zcaeNm0amZmZZGZm0rlz51/ysoQQQgghhBBCCCGEEEII8R+SCcBf2dixY4mJibEo/wkwf/58RowYQV5eHl9++SWXLl1q8XilVIuTcLa2tnq/tbU19fX1zV7j5uZmsfrr5MmTdO3a9Zr9J0+ebNYvfj0Gg4E777yT2NhYkpKS9FKfvXv35uuvv2b//v1ERkbi5eUFgI2NDcuXLyc7O5vk5GQqKiq4/fbbrxmjqqpKn0A2mUxomsbx48cBqK+vR9M0PV/q6urQNE3Pk8uXL6NpGiUlJQBcunQJTdM4deoUADU1NWiappeora6uRtM0fdVhVVUVmqZx9uxZwDwxrmka5eXlAFRUVKBpGhUVFYB5/0pN07hw4QIAZ8+eRdM0qqqqADhz5gyapullYsvKytA0jZqaGgBOnTqFpmn6562kpARN07h8+TJgznlN06irqwPgxIkTaJqmf76OHz+Opmn6vopFRUVomqa/l8eOHWPXrl16+8iRI+zevVtvG41G9uzZo7cLCgrYu3ev3s7Pzyc1NVVvHz582GJlal5eHhkZGXo7NzfXosRrTk4OBw4c0NuNq1IbHThwgJycHL2dmZlJbm6u3s7IyCAvL09vp6WlcfjwYb2dmppKfn6+3t67dy8FBQV6e8+ePRiNRr29e/dujhw5ord37drFsWPH9LamaZJ7knuA5J7knuQeSO5J7knuSe6ZSe79Z7kXGRmpV7txtXIlzimOXta9AOhu1Z04pzi8rM3/7+Ru7U6cUxzu1u4AeFl7EecUR3cr8/G9rHsR5xSHq5UrAD42PsQ5xdHFqov5eHf3ZrkXGRlJ27ZtAQiyDSLOKY52hnYA3Gl7J3FOcTjgAMBg28HEOcVhh/mPOe+yu4s4pzissQZgmN0w4pzi9PdypN1IXnJ6SW+Psh9FrFOs3r7X/l6eb/u83g6zD2NO2zl6e5z9OGa1naW3J7SZwNOOT+vtB9s8yHTH6Xo7sk0k0xyn6e2/OPyFKQ5T9Ha0QzTRDtF6e4rDFP7i8Be9Pc1xGpFtfvw9yHTH6TzY5kG9/bTj00xoM0Fvz2o7i3H24/T2nLZzCLMP09vPt32ee+3v1duxTrGMsh+lt19yeomRdiP1dpxTHMPshgFgjTVxTnHcZXcXAHbYEecUx2DbwQA44EBkZOQN5167du2Ic4rD38YfgC5WXYhzisPHxgf4+XPP38afOKc4/mD4AwB9bfoS5xSHs8HZPJ6XF5GRka0+93r37v27zr3Q0NBmz72hQ4fq7d9a7sU5xXGn7Z0AtDOYcyvINggAZ4MzcU5x9LXpC8AfDH/4TefeL/3cCwoKkn9z5ec9QH7ek9z7/ebejZAJwF/ZY489xssvv4y/v79F/4ULF+jWrRsAf/vb3/T+du3a6QkHMGrUKFatWqW3z58/f8Oxx44dy7p161BKkZqairOzM66uroSGhvL1119z/vx5zp8/z9dff01oaCiurq60a9eO1NRUlFKsW7eOcePGXT+Q+FmUlJQ0e9i7u5t/SDt9+jRgfqi+9tprPPnkk4D5oXjx4kUAvvnmG2xsbOjTp88vfOZCCCGEEL9NvWZ8gCEBXkyDrfuPXP8AIcR/FRsbG0z2pp89ToNjA+3atWvWr6wUdW3qfvb44qdX3775H1W3prpf9c94Jv85k72pxUpAjWq9a3/Bs/ll1TnUoWyaV7dStoo6B/ls/p7UOdSh7JrfayGEuNUYVEt1HcXPzsnJSZ8pbqRpGsuWLWPLli3s27eP6OhoOnfuzD333MP69espKiqivLyc0NBQ6urqiI2N5b777mPGjBns378fa2tr4uLiCA8Ptxj/k08+YcuWLRYTiWBePThz5kxSUlJwdHRkzZo1BAcHA+YSkgsXLgRg3rx5+r51mZmZTJo0idraWu69917eeecdKQP6Kzl+/DiTJ0+mpKSENm3a0LlzZ95//328vLxYsWIF8fHxAISHh7No0SIMBgNFRUWEhoZiZWVFt27dWL16tT5p2Jrg4GCLvzIRQgghhPi9Cg4OZv808889QQnyM5AQQgghhBBCiN+eG/2dvUwACiGuSSYAhRBCCHGrkAlAIYQQQgghhBC/dTf6O/tbvgToiRMnGDFiBD4+Pvj6+rJixQrAXO81JCSE22+/nZCQEL20plKKZ555Bm9vbwICAixKMAJUVlbSrVs3Zs6cqffNmzeP7t274+TkZPHay5cv89BDD+Ht7c3AgQP1WrgAixYtwtvbmzvuuIPt27fr/cuXL8fX1xc/Pz8iIyNb3RsQYNWqVXh7e2MwGPQ6t2AuLxoWFkbfvn3x9fVlzZo1+vfWrl3L7bffzu23387atWv1/v379+Pv74+3tzfPPPMM15o33rRpE76+vlhZWVkkYV1dHdHR0fj7++Pj48OiRYsAc+3eO++8Uz+fuLgf63kXFhYycOBAbr/9dh566CGuXLnSatxXXnmFZcuWATBp0iS6deum19c9e/YsHh4egLl2roODA4GBgfpX47hffPEFAQEB9O7dG39/f7744otW4zXG8fT0pG/fvvTq1YuoqCiKi4v171dXVzN9+nS8vLzo168fQUFBfPjhhxZjLF++nDZt2ui1hX8qHh4eFve9UUVFBREREfTu3RsfHx/27dv3k8YVQgghhBBCCCGEEEIIIcSv65afALSxseHNN9/khx9+IDU1lfj4eA4fPszixYsZOXIkRqORkSNHsnjxYgC2bduG0WjEaDSSkJDA9OnTLcabP38+w4YNs+gLCwsjPT29WezVq1fj4uLCkSNHmD17Ni+88AJg3vgzKSmJQ4cOkZKSwlNPPUVDQwPFxcWsXLmSzMxM8vLyaGhoICkpqdVrGzJkCDt27GhW4jE+Pp4+ffqQk5ODpmnMmTOHK1euUF5ezoIFC0hLSyM9PZ0FCxboE5/Tp08nISFBv/aUlJRW4/r5+fHZZ59x9913W/Rv2rSJy5cvk5uby/79+/nggw8oKirC3t6enTt3kpOTQ3Z2NikpKfpGqC+88AKzZ8/GaDTi4uLC6tWrW417NWtraz766KMWv+fl5aVvkJqdnY2dnR05OTnExMSQnJxMfn4+mzdvJiYmhoMHD14zztKlS8nJyaGgoIB+/foxYsQIfUJx6tSpuLi4YDQaycrKIiUlRd9ktFFiYiIDBgzg888/v+Fr+0/MmjWL0aNHk5+fT05ODj4+Pr9IXCGEEEIIIYQQQgghhBBC/DJu+QlAV1dX+vfvD0C7du3w8fGhuLiY5ORkoqOjAYiOjtZXgiUnJxMVFYXBYGDQoEFUVFRQWloKmFfJlZWVMWrUKIsYgwYNwtXVtVnspjEiIiL49ttvUUqRnJzMxIkTsbe3x9PTE29vb30Csb6+ntraWurr66mpqaFr166tXlu/fv30VW9NGQwGqqqqUEpRXV1Nx44dsbGxYfv27YSEhNCxY0dcXFwICQkhJSWF0tJSKisrGTx4MAaDgaioqGuujPPx8eGOO+5oMe7Fixf1a7Czs6N9+/YYDAZ9dWRdXR11dXUYDAaUUuzcuZOIiIhm9+FGPPvssyxfvpz6+hvbrHvZsmXMnTsXT09PADw9PYmNjWXp0qU3dLzBYGD27Nn88Y9/ZNu2bRw9epT09HRee+01rKzMH7XOnTvrE70AR48epbq6mtdee43ExMRrjn/o0CHuvPNOAgMDCQgIwGg0UlRURO/evYmOjiYgIICIiAhqamosjqutrWX06NF8+OGHVFZW8s9//pMpU6YAYGdnR4cOHZrFSkhIIDg4mODgYM6cOXND1y+EEEIIIYQQQgghhBBCiN+GW34CsKmioiKysrIYOHAgZWVl+qSdq6srp0+fBqC4uJju3bvrx7i5uVFcXIzJZGLOnDk3PFl09Vg2NjY4Oztz7ty5VmN069aNmJgYevTogaurK87Ozs0mG2/EzJkz+eGHH+jatSv+/v6sWLECKyurVuMWFxfj5ubWrP9mRURE0LZtW1xdXenRowcxMTF07NgRgIaGBgIDA+nSpQshISEMHDiQc+fO0aFDB2xsbP6tuD169GDo0KGsX7++2feOHj2ql/+cMWMGYJ5gCwoKsnhdcHAwhw4duqnr7N+/P/n5+Rw6dIi+ffvqk38tSUxMJDIykrvuuouCggI9z1ry/vvvM2vWLLKzs8nMzNTvSUFBAdOmTePgwYO0b9+ed999Vz+murqasLAwHn74YR5//HGOHTtG586dmTx5Mv369WPq1KlcvHixWaxp06aRmZlJZmYmnTt3vqnrF0IIIYQQQgghhBBCCCHEr0smAP+f6upqJkyYwNtvv0379u1bfV1Le98ZDAbeffddxowZYzGBdj2tjdVa//nz50lOTqawsJCSkhIuXrzIxx9/fMPxGm3fvp3AwEBKSkrIzs5m5syZVFZW3vT53Kz09HSsra0pKSmhsLCQN998k2PHjgHmcp3Z2dmcPHmS9PR08vLyfpK4c+fOZenSpZhMJov+piVA4+PjAfP9uHr8lvqup7X9EV9//XUCAwMtVm0mJSUxceJErKysCA8PZ9OmTa2OO3jwYBYuXMiSJUs4fvw4Dg4OAHTv3p0hQ4YA8Oijj7Jnzx79mHHjxjF58mSioqIA8wrSAwcOMH36dLKysmjbtq1e3rY1VVVV+v6UJpMJTdM4fvy4Pp6maZw4cQIwr+DUNI2TJ08C5n0uNU2jpKQEMO/3qGkap06dAqCmpgZN0ygrKwPMn0NN0/RVh1VVVWiapu9leOHCBTRN08uoVlRUoGkaFRUVgHnvTk3T9P0Uz549i6ZpVFVVAXDmzBk0TaO6uhqAsrIyNE3TV02eOnUKTdP0vTVLSkrQNE3fS/LkyZNomkZdXR1g3kNU0zR9lenx48fRNE3Pt6KiIjRN09/LY8eOsWvXLr195MgRdu/erbeNRqPF/SsoKGDv3r16Oz8/Xy+PC+ZywWlpaXo7Ly+PjIwMvZ2bm2uxD2dOTo7FvqWNn4FGBw4cICcnR29nZmaSm5urtzMyMsjLy9PbaWlpHD58WG+npqaSn5+vt/fu3UtBQYHe3rNnD0ajUW/v3r2bI0eO6O1du3bpzwQATdMk9yT3AMk9yT3JPZDc+6Vzb5x9PmPHjtXbknuSe/LcM5Pck9xrJLknuddIck9yT3LPTHJPcq+R5J7k3i+VezdCJgAxJ9aECRN45JFHCA8PB+C2227TS3uWlpbSpUsXwLwKrTEhwXzTunbtyr59+1i1ahUeHh7ExMSwbt06XnzxxWvGbTpWfX09Fy5coGPHjq3G2LFjB56ennTu3BlbW1vCw8MtHh43as2aNYSHh2MwGPD29sbT05P8/PxW47q5uekfuqb9N2vDhg2MHj0aW1tbunTpwpAhQyweXgAdOnRg+PDhpKSk0KlTJyoqKvQPwL8T19vbm8DAQP7xj39c97W+vr7NzufAgQP06dPnpmJmZWXh4+Oj77PY+IGdN28e2dnZVFZWAnDw4EGMRiMhISF4eHiQlJR0zTKgDz/8MJs3b8bBwYHQ0FB27twJNJ8UbdoeMmQI27Zt0ycl3dzccHNzY+DAgYB5VWbTfzCEEEII8ct6acM/6TXjg1/7NMT/Uznwcf2/6/7Q81c8EyGEEEIIIYQQ4j+kbnEmk0n95S9/UbNmzbLoj4mJUYsWLVJKKbVo0SL13HPPKaWU2rJlixo9erQymUxq3759asCAAc3GXLNmjZoxY0az/rZt21q0V61apZ544gmllFKJiYnqgQceUEoplZeXpwICAtSlS5fUsWPHlKenp6qvr1epqamqT58+6uLFi8pkMqmoqCi1cuXK616ju7u7OnPmjN5+8sknVVxcnFJKqVOnTqmuXbuqM2fOqHPnzikPDw9VXl6uysvLlYeHhzp37pxSSqng4GC1b98+ZTKZ1OjRo9XWrVuvG3fYsGEqIyNDby9evFhNmjRJmUwmVV1drXx8fFROTo46ffq0On/+vFJKqZqaGjV06FD15ZdfKqWUioiIUImJiUoppZ544gkVHx/fary4uDi1dOlSpZRS0dHRatOmTfr76e7urtzd3ZVSShUWFipfX99mx2dlZSlvb29VWFiov87Ly0tlZWW1GrNpHJPJpFasWKG8vb3V5cuXlVJKPfDAAyo2NlbV19crpZSqra1Vjo6OSimlXnzxRbVw4UKL8Tw8PFRRUVGLsY4ePapMJpNSSqlZs2ap5cuXq8LCQgWovXv3KqWUmjp1qlq2bJlS6sf7/swzz6gnn3xSH2fo0KEqPz9ff89iYmJavT6llAoKCrrm94UQQgjx7wsKCpJ/a4UQQgghhBBCCHHDbvT3CLf8CsDvv/+e9evXs3PnTn1PuK+++ooXX3yRb775httvv51vvvlGX803ZswYevbsibe3N48//rjFfmutef7553Fzc6OmpgY3NzdeeeUVAKZMmcK5c+fw9vbmrbfe0ksx+vr68uCDD9KnTx9Gjx5NfHw81tbWDBw4kIiICPr374+/vz8mk4lp06a1GnflypX66r2AgACmTp0KwPz589m7dy/+/v6MHDmSJUuW0KlTJzp27Mj8+fMZMGAAAwYM4OWXX9b36HvvvfeYOnUq3t7eeHl5ce+997Ya9/PPP8fNzY19+/Zx3333ERoaCsCMGTOorq7Gz8+PAQMGMHnyZAICAigtLWXEiBEEBAQwYMAAQkJCuP/++wFYsmQJb731Ft7e3pw7d44pU6Zc9/2+mq+vL/3797/u6wIDA1myZAlhYWH07t2bsLAw3njjDQIDA6953HPPPUffvn3p1asXGRkZfPfdd9jZ2QHw17/+Vb/HQUFB/PnPf2bJkiWAufzn+PHjLcYaP348SUlJLcbZuHEjfn5+BAYGkp+fr5f19PHxYe3atQQEBFBeXs706dMtjnv77be5dOkSzz//PADvvPMOjzzyCAEBAWRnZzN37tzrvjdCCCGEEEIIIYQQQgghhPjvYfNrn8Cvzd3dneHDh3Pq1CmsrKyYNm0aY8aMoby8HCsr8/yolZWVRVlFa2trDAYDBoNBf02jyspK5s2bZzGxY2tri8FgwNHR0aKUZtPjrx6racym/R06dMDa2howlw1Vrew313hcmzZtaGho4ODBg3Tq1AmAtm3bYm9vj5WVFfX19XrN2abXdnXcxutt6ZqvVl9fj7OzMyUlJWzdupXg4GAA7O3tcXR01OM2lvbs1asXtra2mEwmlFI0NDS0Gvdm9uObNWsWYWFh2Nvbk5CQoJ8HwNGjRy0m9tLT07Gzs2sW43rX2lTTc216fOOXyWSitrYWe3t7AAoLCwFYvnw5sbGxlJWV8dZbb7U6fmxsLLGxsRZ9lZWVWFlZ8f7771/zvNasWaO3AwMDSUtLIzg4mPr6elxcXG74GoUQQgghhBBCCCGEEEII8dt3y68AtLGx4c033+SHH34gNTWV+Ph4Dh8+zOLFixk5ciRGo5GRI0fqq/O2bduG0WjEaDSSkJDQbLXV/PnzGTZsmEVfWFgY6enpzWKvXr0aFxcXjhw5wuzZs3nhhRcA88afSUlJHDp0iJSUFJ566ikaGhooLi5m5cqVZGZmkpeXR0NDQ6urxcC8/9uOHTtwd3e36I+Pj9f3p9M0jTlz5nDlyhXKy8tZsGABaWlppKens2DBAs6fPw/A9OnTSUhI0K89JSWl1bh+fn589tln3H333Rb9mzZt4vLly+Tm5rJ//34++OADioqKsLe3Z+fOneTk5JCdnU1KSoq+EeoLL7zA7NmzMRqNuLi4sHr16lbjXs3a2pqPPvqoxe95eXnpG6RmZ2djZ2dHTk4OMTExJCcnk5+fz+bNm4mJieHgwYPXjLN06VJycnIoKCigX79+jBgxgitXrgAwdepUXFxcMBqNZGVlkZKSom8y2igxMZEBAwbw+eef3/C1/adWrFiBj4/PLxZPCCGEEEIIIYQQQgghhBC/nFt+AtDV1VUvD9muXTt8fHwoLi4mOTmZ6OhoAKKjo/niiy8ASE5OJioqCoPBwKBBg6ioqKC0tBSA/fv3U1ZWxqhRoyxiDBo0CFdX12axm8aIiIjg22+/RSlFcnIyEydOxN7eHk9PT7y9vfUJxPr6empra6mvr6empoauXbsyfvx4vXxp49f27dvp168fHh4ezeIaDAaqqqpQSlFdXU3Hjh2xsbFh+/bthISE0LFjR1xcXAgJCSElJYXS0lIqKysZPHgwBoOBqKgovvjiC2bMmNEs7po1a/Dx8eGOO+5oMe7Fixf1a7Czs6N9+/YYDAacnJwAqKuro66uDoPBgFKKnTt3EhERYXEfXn/99WZxX3/99Wbxnn32WZYvX66vNLyeZcuWMXfuXDw9PQHw9PQkNjaWpUuXtnqtV1/f7Nmz+eMf/8i2bds4evQo6enpvPbaa/pKws6dO+sTvWBeiVhdXc1rr71GYmIiANu3b28Wa/z48Rw6dIg777yTwMBAAgICMBqNek5ER0cTEBBAREQENTU1FudVW1vL6NGj+fDDDwE4efIkW7du1UvCtqRxxWRwcDBnzpy5ofdPCCGEEEIIIYQQQgghhBC/Dbd8CdCmioqKyMrKYuDAgZSVlemTdq6urpw+fRqA4uJiunfvrh/j5uZGcXExt912G3PmzGH9+vV8++23NxSv6Vg2NjY4Oztz7tw5iouLGTRoULMYgwcPJiYmhh49euDg4MCoUaP0r5sxc+ZMxo4dS9euXamqqmLjxo1YWVm1em3FxcW4ubk169+yZctNxY2IiCA5ORlXV1dqampYvny5vsdgQ0MDQUFBHDlyhBkzZjBw4EDOnj1Lhw4dsLGxsYg7b9485s2b12z8xr0VG/Xo0YOhQ4eyfv16wsLCLL7XtATokCFDiI+P59ChQ8TExFi8Ljg4mPj4eA4cONDiNe3atatZX//+/cnPz8dgMNC3b99rlhFNTEwkMjKSu+66i4KCAk6fPk1oaKi+b2JTTz/9NLNmzeKRRx7hypUrNDQ0UFZWRkFBAatXr2bIkCE89thjvPvuu/p1VFdXM3HiRKKiovQ9A5999lneeOMNqqqqWj2vadOm6ftLNi2dKoQQQgghhBBCCCGEEEKI375bfgVgo+rqaiZMmMDbb79N+/btW31dS3vuGQwG3n33XcaMGWMxgXY9rY3VWv/58+dJTk6msLCQkpISLl68yMcff3zD8Ro1rjArKSkhOzubmTNnUllZedPnc7PS09OxtrampKSEwsJC3nzzTY4dOwaYy3VmZ2dz8uRJ0tPTycvL+0nizp07l6VLl2IymSz6m5YAjY+PB8z34+rxW+q7ntb2ZWxcudi1a1e9LykpiYkTJ2JlZUV4eDibNm1qddzBgwezcOFClixZwvHjx3FwcACge/fuDBkyBIBHH32UPXv26MeMGzeOyZMn65N/W7ZsoUuXLgQFBd3w9VRVVVFUVASAyWRC0zSOHz8OmFcfaprGiRMnAPMKTk3T9L0uL1++jKZplJSUAHDp0iU0TePUqVMA1NTUoGkaZWVlgPlzqGmavuqwqqoKTdM4e/YsABcuXEDTNL2MakVFBZqmUVFRAUB5eTmapnHhwgUAzp49i6Zp+mTnmTNn0DSN6upqAMrKytA0TV81eerUKTRN49KlSwCUlJSgaRqXL18GzKsnNU3T9808ceIEmqbpq0yPHz+Opml6vhUVFaFpmv5eHjt2zGLS+MiRI+zevVtvG41Gi/tXUFDA3r179XZ+fr5eHhfM5YLT0tL0dl5eHhkZGXo7NzeXzMxMvZ2Tk2Mxmd34GWh04MABcnJy9HZmZia5ubl6OyMjg7y8PL2dlpbG4cOH9XZqair5+fl6e+/evRQUFOjtPXv26CtXAXbv3s2RI0f09q5du/RnAoCmaZJ7knuA5J7k3u879/r27au3Jfck9xrJc09yr5HknuSe5J6Z5J7kXiPJPcm9RpJ7knuSe2aSe7du7t0ImQDEnFgTJkzgkUceITw8HIDbbrtNL+1ZWlpKly5dAPMqtMaEBPNN69q1K/v27WPVqlV4eHgQExPDunXrePHFF68Zt+lYK1asmAAAIABJREFU9fX1XLhwgY4dO7YaY8eOHXh6etK5c2dsbW0JDw+3eHjcqDVr1hAeHo7BYMDb2xtPT0/y8/Nbjevm5qZ/6Jr236wNGzYwevRobG1t6dKlC0OGDLF4eAF06NCB4cOHk5KSQqdOnaioqNA/AP9OXG9vbwIDA/nHP/5x3df6+vo2O58DBw7Qp0+fm4qZlZWFj4+Pvs9i4wd23rx5ZGdnU1lZCcDBgwcxGo2EhITg4eFBUlKSXga0JQ8//DCbN2/GwcGB0NBQdu7cCTSfFG3aHjJkCNu2bdMnJb///ns2b96Mh4cHEydOZOfOnTz66KM3dX1CCCGE+OnUet5F5cDHf+3TEEKI37RRo0Zx173/H1oJxMx/9aar4AghhBBCCHFLUrc4k8mk/vKXv6hZs2ZZ9MfExKhFixYppZRatGiReu6555RSSm3ZskWNHj1amUwmtW/fPjVgwIBmY65Zs0bNmDGjWX/btm0t2qtWrVJPPPGEUkqpxMRE9cADDyillMrLy1MBAQHq0qVL6tixY8rT01PV19er1NRU1adPH3Xx4kVlMplUVFSUWrly5XWv0d3dXZ05c0ZvP/nkkyouLk4ppdSpU6dU165d1ZkzZ9S5c+eUh4eHKi8vV+Xl5crDw0OdO3dOKaVUcHCw2rdvnzKZTGr06NFq69at1407bNgwlZGRobcXL16sJk2apEwmk6qurlY+Pj4qJydHnT59Wp0/f14ppVRNTY0aOnSo+vLLL5VSSkVERKjExESllFJPPPGEio+PbzVeXFycWrp0qVJKqejoaLVp0yb9/XR3d1fu7u5KKaUKCwuVr69vs+OzsrKUt7e3Kiws1F/n5eWlsrKyWo3ZNI7JZFIrVqxQ3t7e6vLly0oppR544AEVGxur6uvrlVJK1dbWKkdHR6WUUi+++KJauHChxXgeHh6qqKioxVhHjx5VJpNJKaXUrFmz1PLly1VhYaEC1N69e5VSSk2dOlUtW7ZMKfXjfX/mmWfUk08+2Wy87777Tt13332tXlujoKCg675GCCGEEEIIIX4uQUFBKigoSPHBj/8thBBCCCHErepGfx6+5VcAfv/996xfv56dO3cSGBhIYGAgX331FS+++CLffPMNt99+O998842+mm/MmDH07NkTb29vHn/8cd59993rxnj++edxc3OjpqYGNzc3fa+6KVOmcO7cOby9vXnrrbdYvHgxYF6J9uCDD9KnTx9Gjx5NfHw81tbWDBw4kIiICPr374+/vz8mk0nfp60lK1eu1FfvBQQEMHXqVADmz5/P3r178ff3Z+TIkSxZsoROnTrRsWNH5s+fz4ABAxgwYAAvv/yyvkffe++9x9SpU/H29sbLy4t777231biff/45bm5u7Nu3j/vuu0/fz27GjBlUV1fj5+fHgAEDmDx5MgEBAZSWljJixAgCAgIYMGAAISEh3H///QAsWbKEt956C29vb86dO8eUKVOu+35fzdfXl/79+1/3dYGBgSxZsoSwsDB69+5NWFgYb7zxhr5XYGuee+45+vbtS69evcjIyOC7777Dzs4OgL/+9a/6PQ4KCuLPf/4zS5YsAczlP8ePH28x1vjx40lKSmoxzsaNG/Hz8yMwMJD8/Hy9rKePjw9r164lICCA8vJypk+fbnHc22+/zaVLl3j++eev+x4IIYQQQgghhBBCCCGEEOK/n82vfQK/Nnd3d4YPH86pU6ewsrJi2rRpjBkzhvLycqyszPOjVlZWFmUVra2tMRgMGAwG/TWNKisrmTdvnsXEjq2tLQaDAUdHR4tSmk2Pv3qspjGb9nfo0AFra2vAXDZUtbLfXONxbdq0oaGhgYMHD9KpUycA2rZti729PVZWVtTX1+s1Z5te29VxG6+3pWu+Wn19Pc7OzpSUlLB161aCg4MBsLe3x9HRUY/bWNqzV69e2NraYjKZUErR0NDQatyb2Y9v1qxZhIWFYW9vT0JCgn4eAEePHrWY2EtPT8fOzq5ZjOtda1NNz7Xp8Y1fJpOJ2tpa7O3tASgsLARg+fLlxMbGUlZWxltvvdXq+LGxscTGxlr0VVZWYmVlxfvvv3/N81qzZg1griscFRVlke9CCCGEEEIIIYQQQgghhPh9ueVXANrY2PDmm2/yww8/kJqaSnx8PIcPH2bx4sWMHDkSo9HIyJEj9dV527Ztw2g0YjQaSUhIaLbaav78+QwbNsyiLywsjPT09GaxV69ejYuLC0eOHGH27Nm88MILgHnjz6SkJA4dOkRKSgpPPfUUDQ0NFBcXs3LlSjIzM8nLy6OhoaHV1WJg3v9tx44duLu7W/THx8fr+9NpmsacOXO4cuUK5eXlLFiwgLS0NNLT01mwYAHnz58HYPr06SQkJOjXnpKS0mpcPz8/PvvsM+6++26L/k2bNnH58mVyc3PZv38/H3zwAUVFRdjb27Nz505ycnLIzs4mJSVF3wj1hRdeYPbs2RiNRlxcXFi9enWrca9mbW3NRx991OL3vLy89A1Ss7OzsbOzIycnh5iYGJKTk8nPz2fz5s3ExMRw8ODBa8ZZunQpOTk5FBQU0K9fP0aMGMGVK1cAmDp1Ki4uLhiNRrKyskhJSdE3GW2UmJjIgAED+Pzzz2/42v5dreW7EEIIIYQQQgghhBBCCCF+P275FYCurq64uroC0K5dO3x8fCguLiY5ORlN0wCIjo5m+PDhLFmyhOTkZKKiojAYDAwaNIiKigpKS0txdXVl//79lJWVMXr0aDIzM/UYgwYNajF2cnKyXg40IiKCmTNnopQiOTmZiRMnYm9vj6enJ97e3qSnp9OjRw/q6+upra3F1taWmpoaunbtyvjx4/XVZI2WLFmil968msFgoKqqCqUU1dXVdOzYERsbG7Zv305ISIhe9jMkJISUlBSGDx9OZWUlgwcPBiAqKoovvviCLVu28P3331uMPWvWLCZPntxq3IsXL+rXYGdnR/v27TEYDDg5OQFQV1dHXV0dBoMBpRQ7d+5kw4YN+n145ZVXKC8vZ9OmTRZjP/DAA83iPfvssyxfvpzHH3+8xfO52rJly5g7dy6enp4AeHp6Ehsby9KlS2nfvn2L13r19c2ePZvPP/+cbdu24efnR3p6Ohs2bNBXEnbu3Fmf6AXzSsTq6mqWLl3KwoULmTRpEtu3b7d4TeO5vPbaa0yePJkrV65gMpn49NNPsbW1pb6+nujoaLKysujVqxfr1q3D0dFRP7a2tpbx48czYcIEHn/88RbzvU+fPhbxEhISSEhIAODMmTM39P4JIYQQQgghhBBCCCGEEOK34ZafAGyqqKiIrKwsBg4cSFlZmT5R4urqyunTpwEoLi6me/fu+jFubm4UFxdz2223MWfOHNavX8+33357Q/GajmVjY4OzszPnzp2juLjYYtKwMcbgwYOJiYmhR48eODg4MGrUKP3rZsycOZOxY8fStWtXqqqq2LhxI1ZWVq1eW3FxMW5ubs36t2zZclNxIyIiSE5OxtXVlZqaGpYvX65PNjY0NBAUFMSRI0eYMWMGAwcO5OzZs3To0AEbGxuLuPPmzWPevHnNxm+cTG3Uo0cPhg4dyvr16wkLC7P4XtMSoEOGDCE+Pp5Dhw4RExNj8brg4GDi4+M5cOBAi9e0a9euZn39+/cnPz8fg8FA3759r1lGNDExkcjISO666y4KCgo4ffo0oaGhLU7ePv3008yaNYtHHnmEK1eu0NDQQFlZGQUFBaxevZohQ4bw2GOP8e677+rXUV1dzcSJE4mKitL3DGzUNN+vNm3aNL08aNPSqUIIIYQQQgghhBBCCCGE+O275UuANqqurmbChAm8/fbbtG/fvtXXtbTnnsFg4N1332XMmDEWE2jX09pYrfWfP3+e5ORkCgsLKSkp4eLFi3z88cc3HK/R9u3bCQwMpKSkhOzsbGbOnEllZeVNn8/NSk9Px9rampKSEgoLC3nzzTc5duwYYC7XmZ2dzcmTJ0lPTycvL+8niTt37lyWLl2KyWSy6G9aAjQ+Ph4w34+rx2+p73pa25fx9ddfJzAwkK5du+p9SUlJTJw4ESsrK8LDw5utbGxq8ODBLFy4kCVLlnD8+HEcHBwA6N69O0OGDAHg0UcfZc+ePfox48aNY/Lkyc0m/24034UQQgghhBBCCCGEEEII8d9HJgAxl52cMGECjzzyCOHh4QDcdtttlJaWAlBaWkqXLl0A8yq0EydO6MeePHmSrl27sm/fPlatWoWHhwcxMTGsW7eOF1988Zpxm45VX1/PhQsX6NixY6sxduzYgaenJ507d8bW1pbw8HD27t1709e7Zs0awsPDMRgMeHt74+npSX5+fqtx3dzcOHnyZLP+m7VhwwZGjx6Nra0tXbp0YciQIRalUgE6dOjA8OHDSUlJoVOnTlRUVFBfX/9vx/X29iYwMJB//OMf132tr69vs/M5cOBAs/KY15OVlYWPj4++z2Lj5OO8efPIzs6msrISgIMHD2I0GgkJCcHDw4OkpCQSExNbHffhhx9m8+bNODg4EBoays6dO4Hmk6JN20OGDGHbtm0Wk5It5fu1VFVVUVRUBIDJZELTNI4fPw6Y81bTND1v6urq0DRNz5fLly+jaRolJSUAXLp0CU3TOHXqFAA1NTVomkZZWRlgnpjUNE0vO1pVVYWmaZw9exaACxcuoGmavo9iRUUFmqZRUVEBQHl5OZqmceHCBQDOnj2LpmlUVVUB5nKmmqZRXV0NQFlZGZqmUVNTA8CpU6fQNI1Lly4BUFJSgqZpXL58GTDnoKZp1NXVAXDixAk0TdNz9Pjx42iapt/zoqIivZQwwLFjxyxWjR45coTdu3frbaPRaDGBW1BQYPEZz8/P1/fHBPN+oWlpaXo7Ly+PjIwMvZ2bm2uR0zk5ORarWRsnwRsdOHCAnJwcvZ2ZmUlubq7ezsjIIC8vT2+npaVZ7CGZmppKfn6+3t67dy8FBQV6e8+ePRiNRr29e/dujhw5ord37dql/1EAgKZpknuSe4DknuSe5B5I7knuSe5J7pndyrlnZ2dHnJNGr169AMk9yT157knumUnuSe41ktyT3JPcM5Pcu3Vy70bc8hOASimmTJmCj48P//M//6P3jx07lrVr1wKwdu1axo0bp/evW7cOpRSpqak4Ozvj6urK3//+d/71r39RVFTEsmXLiIqKYvHixdeM3TTGJ598wj333IPBYGDs2LEkJSVx+fJlCgsLMRqN3HnnnfTo0YPU1FRqampQSvHtt9/i4+Nz09fco0cPvUxpYwnJnj17Ehoaytdff8358+c5f/48X3/9NaGhobi6utKuXTtSU1NRSrFu3Tr9/bjZuDt37kQpxcWLF0lNTaV3796cOXNG/5DV1tayY8cOevfujcFgYMSIEXzyySeA5X24GfPmzWPZsmXXfV1MTAyLFi3SH0hFRUUsXLiQOXPm3FAcpRQrV66ktLSU0aNH4+3tTXBwMC+99BINDQ2A+SHVOBmXmJjIK6+8QlFREUVFRZSUlFBcXKw/AK927NgxevbsyTPPPMPYsWM5ePAgAP/617/Yt2+fPubQoUP1Y1599VX+8Ic/8NRTT+nn2FK+CyFuzrhFn5BmLGHcok/oNeODX/t0hBBCCCF+1zp27IjJ0QUAk72TvpWEEEIIIYQQ4hrULW737t0KUP7+/qpv376qb9++auvWrers2bPqnnvuUd7e3uqee+5R586dU0opZTKZ1FNPPaV69uyp/Pz8VEZGRrMx16xZo2bMmKG3n3vuOdWtWzdlMBhUt27dVFxcnFJKqdraWhUREaG8vLzUgAED1NGjR/VjXnvtNdWzZ0/Vq1cv9dVXX+n9L7/8srrjjjuUr6+vevTRR9WlS5davbYVK1aobt26KWtra+Xq6qqmTJmilFKquLhYhYSEKD8/P+Xr66vWr1+vH7N69Wrl5eWlvLy81EcffaT3Z2RkKF9fX9WzZ081Y8YMZTKZWo372WefqW7duik7OzvVpUsXNWrUKKWUUlVVVSoiIkL16dNH+fj4qDfeeEMppVROTo4KDAxU/v7+ytfXVy1YsEAf6+jRo2rAgAHKy8tLRUREXPN64+Li1NKlS5VSSkVHR6tNmzbp3xs/frxyd3dXSilVWFiofH19Wxzj008/VX5+fuqOO+5Qfn5+6tNPP201XmMcDw8PFRAQoLy9vdWjjz6qTpw4oX//woULatq0acrDw0P1799fDRkyRL3zzjtKKaU8PDzUDz/8YDHe7Nmz1eLFi1uMtXDhQtWnTx/Vt29fFRoaqs6dO6cKCwuVj4+PeuKJJ5S/v78KDw9XFy9eVEop5e7urs6cOaNMJpOaNGmSeu6551rN92sJCgq65veFuBUFBQVZfAkhhBBCCCGEEEIIIcQv4UZ/H2nza09A/trc3d0ZPnw4p06dwsrKimnTpjFmzBjKy8uxsjIvkLSysrIoq2htbY3BYMBgMOivaVRZWcm8efMYP3683mdra4vBYMDR0dGilGbT468eq2nMpv0dOnTA2toaMC+RVa3sN9d4XJs2bWhoaODgwYN06tQJgLZt22Jvb4+VlRX19fX6ktOm13Z13Mbrbemar1ZfX4+zszMlJSVs3bqV4OBgAOzt7XF0dNTjNi5t7dWrF7a2tphMJpRS+mq5luLezH58s2bNIiwsDHt7exISEvTzADh69CiBgYF6Oz09HTs7u2YxrnetTTU916bHN36ZTCZqa2uxt7cHoLCwEIDly5cTGxtLWVkZb731Vqvjx8bGEhsba9FXWVmJlZUV77///jXPa82aNXp78uTJbNmyhS5dulgs9xZCCCGEEEIIIYQQQgghxO/DLV8C1MbGhjfffJMffviB1NRU4uPjOXz4MIsXL2bkyJEYjUZGjhypl/Pctm0bRqMRo9FIQkIC06dPtxhv/vz5DBs2zKIvLCyM9PT0ZrFXr16Ni4sLR44cYfbs2bzwwguAue5vUlIShw4dIiUlhaeeeoqGhgaKi4tZuXIlmZmZ5OXl0dDQQFJSUqvXNmTIEHbs2IG7u7tFf3x8vL4/naZpzJkzhytXrlBeXs6CBQtIS0sjPT2dBQsWcP78eQCmT59OQkKCfu0pKSmtxvXz8+Ozzz7j7rvvtujftGkTly9fJjc3l/379/PBBx9QVFSEvb09O3fuJCcnh+zsbFJSUvQ6yC+88AKzZ8/GaDTi4uLC6tWrW417NWtraz766KMWv+fl5aXXR87OzsbOzo6cnBxiYmJITk4mPz+fzZs3ExMTo5fabM3SpUvJycmhoKCAfv36MWLECK5cuQLA1KlTcXFxwWg0kpWVRUpKil5juFFiYiIDBgzg888/v+Fr+09MmjTpmvdPCCGEEEIIIYQQQgghhBD/3W75FYCurq64uroC0K5dO3x8fCguLiY5OVnfYDE6Oprhw4ezZMkSkpOTiYqKwmAwMGjQICoqKigtLcXV1ZX9+/dTVlbG6NGjLTbmHDRoUIuxk5OTeeWVVwCIiIhg5syZKKVITk5m4sSJ2Nvb4+npibe3N+np6fTo0YP6+npqa2uxtbWlpqaGrl27Mn78eH01WaMlS5YQGhraYlyDwUBVVRVKKaqrq+nYsSM2NjZs376dkJAQfT+FkJAQUlJSGD58OJWVlQwePBiAqKgovvjiC7Zs2cL3339vMfasWbOYPHlyq3EvXryoX4OdnR3t27fHYDDg5OQEmDf6rKurw2AwoJRi586dbNiwQb8Pr7zyCuXl5WzatMli7AceeKBZvGeffZbly5fz+OOPt3g+V1u2bBlz587F8/9v785jorraMIA/I6MGE5fSCkVQZoZBxQGcKqgEta0JgrbFAC4oxo1oW9e6L7QuVUFL2moUtaZqwSrUtRgXsGpcqlJUoEZTLZVBZYkiorgr8n5/GG8cmaEy+RQKzy8xcc7ce5bgk3O9h3uuVgsA0Gq1mD17NuLi4tCsWTOLY315fJMnT8bOnTuxb98+eHl5ISMjA5s3b1aeJGzZsqWy0As8exLx7t27iIuLQ0xMDEaMGIG0tDSzY573ZdGiRRg5ciQeP36MiooKbN++HQ0bNkR5eTmGDx+OrKwstG3bFomJiWjSpIly7oMHDxAaGorw8HCMHj0aPXv2VN5zSEREREREREREREREdU+9XwB8UV5eHrKystC1a1dcu3ZNWRh0dnbG9evXAQAFBQVo3bq1co6rqysKCgrg5OSEqVOnYuPGjTh48OArtfdiXWq1Gs2bN0dJSQkKCgrMFg2ft+Hv749p06ahTZs2sLe3R+/evZU/1TF+/HiEhISgVatWuHPnDn755Rc0aNDA6tgKCgrg6upaqXz37t3Vard///5ISUmBs7Mz7t+/j++//15ZbHz69Ck6d+6Mf/75B+PGjUPXrl1x48YNtGjRAmq12qzd6OhoREdHV6r/+WLqc23atEH37t2xceNGfPLJJ2bfvbgFaEBAAOLj43H+/HlMmzbN7DhfX1/Ex8cjMzPT4piOHDlSqaxTp064cOECVCoVOnbsWOU2oklJSRg8eDB69OiBixcv4vr16wgKCrK4eDthwgRMmjQJkZGRePz4MZ4+fYpr167h4sWLWLduHQICAjBq1CisWrVKGcfdu3cRERGBYcOGYdiwYVb78bK1a9di7dq1AIDi4uJXPo+IiIiIiIiIiIiIiGpevd8C9Lm7d+8iPDwcy5YtQ7NmzaweZ+mdeyqVCqtWrULfvn3NFtD+jbW6rJWXlpYiJSUFJpMJhYWFuHfvHn7++edXbu+5tLQ0GI1GFBYWIjs7G+PHj0dZWVm1+1NdGRkZsLOzQ2FhIUwmE7799lvk5uYCeLZdZ3Z2NvLz85GRkYFz5879X9qdM2cO4uLiUFFRYVb+4hag8fHxAJ79PF6u31LZv7H2XsbFixfDaDSiVatWSllycjIiIiLQoEEDhIWFVXqy8UX+/v6IiYnB0qVLcfnyZdjb2wMAWrdujYCAAADA0KFD8fvvvyvn9OvXDyNHjqzW4h8AjBkzBqdPn8bp06fRsmXLap1LREREREREREREREQ1iwuAeLbtZHh4OCIjIxEWFgYAcHJyQlFREQCgqKgIjo6OAJ49hXb16lXl3Pz8fLRq1QonT57EypUrodFoMG3aNCQmJmLWrFlVtvtiXeXl5bh9+zYcHBystnHgwAFotVq0bNkSDRs2RFhYGE6cOFHt8W7YsAFhYWFQqVTQ6/XQarW4cOGC1XZdXV2Rn59fqby6Nm/ejODgYDRs2BCOjo4ICAgw2yoVAFq0aIEPPvgAqampeOedd3Dr1i2Ul5fb3K5er4fRaMSWLVv+9ViDwVCpP5mZmejQoUO12szKyoKnp6fynsXni4/R0dHIzs5GWVkZAODs2bPIyclBYGAgNBoNkpOTkZSUZLXeIUOGYNeuXbC3t0dQUBAOHToEoPKi6IufAwICsG/fPquLkkREREREREREREREVPfU+y1ARQRRUVHw9PTElClTlPKQkBAkJCRg1qxZSEhIQL9+/ZTylStXIiIiAn/88QeaN28OZ2dnbNq0STn3p59+wunTp7FkyZIq237ehr+/P7Zt24ZevXpBpVIhJCQEQ4YMwZQpU1BYWIicnBx06dIFDRo0QHp6Ou7fvw97e3scPHgQvr6+1R5zmzZtcPDgQfTo0UPZQlKn00Gv12POnDkoLS0FAOzfvx+xsbFwcHBA06ZNkZ6ejq5duyIxMRETJkywqd1Dhw5h6NChuH//PtLT0/HFF1+guLgYDRs2RIsWLfDgwQMcOHAAM2fOhEqlwocffoht27YhIiLC7OdQHdHR0fjoo4/+9bhp06ZhwIAB6NWrFzQaDfLy8hATE4Nt27a9UjsighUrVqCoqAjBwcFo1KgRfH198eWXX2LhwoWws7PDw4cPlcW4pKQkzJ8/H7Nnz1bq0Gq1uHz5Mtzc3CrVn5ubC51Oh4kTJyI3Nxdnz56FTqfDlStXcPLkSfj7+yMpKQndu3dXzvn666+xcOFCjB07FqtXr36lcbzswoULNv07I6pPrGWkuLiYT9ES2Yj5IbId80NkO+aHyHbMD5HtmB8i29XH/OTl5b3agVLPHTt2TACIt7e3dOzYUTp27Ch79uyRGzduSK9evUSv10uvXr2kpKREREQqKipk7NixotPpxMvLS06dOlWpzg0bNsi4ceOUz9OnTxcXFxdRqVTi4uIi8+bNExGRBw8eSP/+/cXd3V38/Pzk0qVLyjmLFi0SnU4nbdu2lb179yrlc+fOlXbt2onBYJChQ4fKw4cPrY5t+fLl4uLiInZ2duLs7CxRUVEiIlJQUCCBgYHi5eUlBoNBNm7cqJyzbt06cXd3F3d3d1m/fr1SfurUKTEYDKLT6WTcuHFSUVFhtd0dO3aIi4uLNGrUSBwdHaV3794iInLnzh3p37+/dOjQQTw9PeWbb74REZE///xTjEajeHt7i8FgkAULFih1Xbp0Sfz8/MTd3V369+9f5XjnzZsncXFxIiIyfPhw2bp1q/JdaGiouLm5iYiIyWQSg8FgsY7t27eLl5eXtGvXTry8vGT79u1W23vejkajER8fH9Hr9TJ06FC5evWq8v3t27dlzJgxotFopFOnThIQECArVqwQERGNRiN//fWXWX2TJ0+WJUuWWGwrJiZGOnToIB07dpSgoCApKSkRk8kknp6e8umnn4q3t7eEhYXJvXv3RETEzc1NiouLpaKiQkaMGCHTp08XEZGIiAh59913Ra1Wi4uLi/z4449VjrFz585Vfk9E1jE/RLZjfohsx/wQ2Y75IbId80NkO+aHyHbMj3UqEe4NSPRflZeXh48//hjnzp17bW34+vpW2hqViF4N80NkO+aHyHbMD5HtmB8i2zE/RLZjfohsx/xYx3cAEhEREREREREREREREdUh9f4dgHVBaGgoTCaTWdnSpUsRFBT0WtsdN24cjh8/blY2adIkjBw58rW2u3jxYmzdutWsbMCAAYiOjn6Vq30XAAAIRklEQVRtbb7JsaalpWHmzJlmZVqtFjt37qx0rEajea1P/wHAmDFjXmv9RHUZ80NkO+aHyHbMD5HtmB8i2zE/RLZjfohsx/xYxy1AiYiIiIiIiIiIiIiIiOoQbgFKREREREREREREREREVIdwAZCIiIiIiIiIiIiIiIioDuECIBFZlZqainbt2kGv12PJkiU13R2iWufq1av48MMP4enpCYPBgOXLlwMA5s+fDxcXFxiNRhiNRuzdu1c5JzY2Fnq9Hu3atUNaWlpNdZ2oVtBoNPD29obRaISvry8A4ObNmwgMDISHhwcCAwNRWloKABARTJw4EXq9Hj4+PsjMzKzJrhPVqIsXLypzjNFoRLNmzbBs2TLOP0RWjBo1Co6OjvDy8lLKbJlvEhIS4OHhAQ8PDyQkJLzxcRDVBEv5mT59Otq3bw8fHx+Ehobi1q1bAIC8vDzY29sr89Bnn32mnHPmzBl4e3tDr9dj4sSJ4BuJqD6wlB9brtd4f47qI0v5GTRokJIdjUYDo9EIgPNPlYSIyILy8nLR6XRy6dIlefTokfj4+Mj58+drultEtUphYaGcOXNGRETKysrEw8NDzp8/L/PmzZO4uLhKx58/f158fHzk4cOHkpubKzqdTsrLy990t4lqDTc3NykuLjYrmz59usTGxoqISGxsrMyYMUNERPbs2SPBwcFSUVEhJ0+elC5durzx/hLVRuXl5eLk5CR5eXmcf4isOHLkiJw5c0YMBoNSVt35pqSkRLRarZSUlMjNmzdFq9XKzZs33/xgiN4wS/lJS0uTJ0+eiIjIjBkzlPyYTCaz417k5+cnJ06ckIqKCgkODpa9e/e+/s4T1TBL+anu9Rrvz1F9ZSk/L5oyZYosWLBARDj/VIVPABKRRRkZGdDr9dDpdGjUqBEiIiKQkpJS090iqlWcnZ3RqVMnAEDTpk3h6emJgoICq8enpKQgIiICjRs3hlarhV6vR0ZGxpvqLtF/QkpKCoYPHw4AGD58OH799VelfNiwYVCpVOjWrRtu3bqFoqKimuwqUa1w8OBBuLu7w83NzeoxnH+ovuvZsyccHBzMyqo736SlpSEwMBAODg546623EBgYiNTU1Dc+FqI3zVJ+evfuDbVaDQDo1q0b8vPzq6yjqKgIZWVl8Pf3h0qlwrBhw5TMEdVllvJjjbXrNd6fo/qqqvyICLZs2YLBgwdXWQfnH24BSkRWFBQUoHXr1spnV1fXKhc2iOq7vLw8ZGVloWvXrgCAlStXwsfHB6NGjVK2lGKuiMypVCr07t0bnTt3xtq1awEA165dg7OzM4Bni+zXr18HwPwQWZOcnGz2H1/OP0SvprrzDXNEZNn69evRp08f5bPJZMJ7772H999/H8eOHQPwLFeurq7KMcwP1XfVuV7j/ENU2bFjx+Dk5AQPDw+ljPOPZVwAJCKLxMJ+yCqVqgZ6QlT73b17F+Hh4Vi2bBmaNWuGzz//HJcuXUJ2djacnZ0xdepUAMwV0cuOHz+OzMxM7Nu3D/Hx8Th69KjVY5kfosoeP36MXbt2YcCAAQDA+Yfo/8BaXpgjosoWL14MtVqNyMhIAM8W069cuYKsrCx89913GDJkCMrKypgfohdU93qN+SGqLCkpyeyXIDn/WMcFQCKyyNXVFVevXlU+5+fno1WrVjXYI6La6cmTJwgPD0dkZCTCwsIAAE5OTrCzs0ODBg0wevRoZZs15orI3PN//46OjggNDUVGRgacnJyUrT2Liorg6OgIgPkhsmTfvn3o1KkTnJycAHD+IaqO6s43zBGRuYSEBOzevRubNm1SbqY2btwYb7/9NgCgc+fOcHd3x99//w1XV1ezbUKZH6rPqnu9xvmHyFx5eTl27NiBQYMGKWWcf6zjAiARWeTn54ecnByYTCY8fvwYycnJCAkJqeluEdUqIoKoqCh4enpiypQpSvmL7yXbuXMnvLy8AAAhISFITk7Go0ePYDKZkJOTgy5durzxfhPVBvfu3cOdO3eUv+/fvx9eXl4ICQlBQkICgGc3lvr16wfgWX4SExMhIkhPT0fz5s2VrduI6quXf/OV8w/Rq6vufBMUFIT9+/ejtLQUpaWl2L9/P4KCgmpyCEQ1JjU1FUuXLsWuXbvQpEkTpby4uBhPnz4FAOTm5iInJwc6nQ7Ozs5o2rQp0tPTISJITExUMkdU31T3eo3354jMHThwAO3btzfb2pPzj3Xqmu4AEdVOarUaK1euRFBQEJ4+fYpRo0bBYDDUdLeIapXjx49j48aN8Pb2htFoBADExMQgKSkJ2dnZUKlU0Gg0+OGHHwAABoMBAwcORIcOHaBWqxEfHw87O7uaHAJRjbl27RpCQ0MBPPsNviFDhiA4OBh+fn4YOHAg1q1bhzZt2mDr1q0AgL59+2Lv3r3Q6/Vo0qQJNmzYUJPdJ6px9+/fx2+//abMMQAwY8YMzj9EFgwePBiHDx/GjRs34OrqigULFmDWrFnVmm8cHBzw1Vdfwc/PDwAwd+5cODg41NiYiN4US/mJjY3Fo0ePEBgYCADo1q0b1qxZg6NHj2Lu3LlQq9Wws7PDmjVrlJysXr0aI0aMwIMHD9CnTx+z9wYS1VWW8nP48OFqX6/x/hzVR5byExUVVekd6AA4/1RBJZY2QiUiIiIiIiIiIiIiIiKi/yRuAUpERERERERERERERERUh3ABkIiIiIiIiIiIiIiIiKgO4QIgERERERERERERERERUR3CBUAiIiIiIiIiIiIiIiKiOoQLgERERERERERERERERER1CBcAiYiIiIiIiIiIiIiIiOoQLgASERERERERERERERER1SH/A9jnzxD8YYHRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1800x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from s4d import scoring\n",
    "from tabulate import tabulate\n",
    "from s4d.gui.viewer import PlotDiar\n",
    "from s4d.gui.viewer_utils import *\n",
    "\n",
    "ref = Diar.read_mdtm(os.path.join(data_dir, 'seg', 'ester1.tst.mdtm'))\n",
    "uem = Diar.read_uem(os.path.join(data_dir, 'seg', 'ester1.tst.uem'))\n",
    "uem_show = uem.make_index(['show'])\n",
    "ref_show = ref.make_index(['show'])\n",
    "\n",
    "der = scoring.compute_der(vit_diar, ref_show[show], uem=uem_show[show], collar=25, no_overlap=False)\n",
    "tab = scoring.get_header()\n",
    "tab += der.get_table(show, time=False)\n",
    "print(tabulate(tab, tablefmt='psql', floatfmt='.2f', headers='firstrow'))\n",
    "\n",
    "diff_diar = diar_diff(vit_diar, ref_show[show], match=True)\n",
    "p = PlotDiar(diff_diar, size=(25, 6))\n",
    "p.draw()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}