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
|
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Brainwash Visualize\n",
"\n",
"- read in JSON boxes\n",
"- read in one image to get size\n",
"- draw bboxes in b/w"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"\n",
"import os\n",
"from os.path import join\n",
"import math\n",
"from glob import glob\n",
"from random import randint\n",
"import json\n",
"from pprint import pprint\n",
"\n",
"import cv2 as cv\n",
"import numpy as np\n",
"import pandas as pd\n",
"from PIL import Image, ImageDraw\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import scipy.io\n",
"from pathlib import Path\n",
"from sklearn import preprocessing\n",
"from tqdm import tqdm_notebook as tqdm\n",
"\n",
"import sys\n",
"sys.path.append('/work/megapixels_dev/megapixels/')\n",
"from app.settings import app_cfg as cfg\n",
"from app.utils import file_utils, im_utils\n",
"from app.models.bbox import BBox"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"fp_dir_ims = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/images/'\n",
"fp_out_mean = '/data_store_hdd/datasets/people/brainwash/processed/brainwash_mean.png'\n",
"fp_out_mean_bboxes = '/data_store_hdd/datasets/people/brainwash/processed/brainwash_mean_bboxes.png'\n",
"fp_json_test = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/test_boxes.json'\n",
"fp_json_train = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/train_boxes.json'\n",
"fp_json_val = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/val_boxes.json'"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [],
"source": [
"# function to create spaced colormaps as RGB values\n",
"\n",
"import matplotlib as mpl\n",
"import matplotlib.cm as mplcm\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import cm\n",
"\n",
"def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n",
" norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n",
" scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n",
" colors = [scalars.to_rgba(i) for i in range(ncolors)]\n",
" colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n",
" if reverse:\n",
" colors = colors[::-1]\n",
" if bgr:\n",
" colors = [c[::-1] for c in colors]\n",
" if as_hex:\n",
" colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n",
" return colors\n",
"\n",
"def jit(x, amt=.01, prob=0.25):\n",
" # jitter a xy point\n",
" r = random.random()\n",
" if r < prob:\n",
" if r < (prob/2.0):\n",
" return x + (random.random() * amt)\n",
" else:\n",
" return x - (random.random() * amt)\n",
" else:\n",
" return x\n",
" \n",
"def jitter_clr(clr, amt=10, mono=False):\n",
" clr = list(clr)\n",
" if mono:\n",
" r = randint(-amt, amt)\n",
" for i in range(len(clr)):\n",
" clr[i] = max(0, min(255, clr[i] + r))\n",
" else:\n",
" for i in range(len(clr)):\n",
" r = randint(-amt, amt)\n",
" clr[i] = max(0, min(255, clr[i] + r))\n",
" return clr\n",
"\n",
"def random_color():\n",
" return tuple(map(int, np.random.choice(range(256), size=3)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create averaged image"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8966\n"
]
}
],
"source": [
"fp_ims = glob(join(fp_dir_ims, '*.png'))\n",
"print(len(fp_ims))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"ims = []\n",
"for fp_im in fp_ims:\n",
" ims.append(cv.imread(fp_im))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ims_test = ims[:10]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"im_mean = np.mean(ims, axis=0).astype(np.uint8)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9f4d4bf0b8>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvFmwLMl53/fLrZbeu89+93tn7uwDYLANiCFFkwoxSFsK0JJIiQ5GyPJCOcJ68YNDfLIU9oMVelCEHGYwTIdgk5ItLpKDpizuAmSCCwgQwACDWXBn7r6cc+5Zeu9aM9MP1efcc2cGwFwYIKCI+p040d3V2VlVWVn//PL7vizhvaempqam5r0hv9sHUFNTU/PvE7Vo1tTU1DwCtWjW1NTUPAK1aNbU1NQ8ArVo1tTU1DwCtWjW1NTUPALfEdEUQvyoEOJrQoi3hBA/+53YR01NTc13A/HtztMUQijgCvCXgDvA54Gf8t6/9m3dUU1NTc13ge+EpflR4C3v/TXvfQ78MvCJ78B+ampqav7c0d+BOk8Dt098vgO8+I1+IISolyXV1NR8t9n33q99s0LfCdEU77LtHaIohPgZ4Ge+A/uvqamp+Va4+V4KfSdE8w5w9sTnM8C9txfy3v8C8AtQW5o1NTX//vCd8Gl+HrgshLgohAiAvwn8xndgPzU1NTV/7nzbLU3vfSmE+LvA7wAK+KT3/tVv935qampqvht821OOvqWDqKfnNTU1332+4L3/8DcrVK8IqqmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BGrRrKmpqXkEatGsqampeQRq0aypqal5BPR3+wCOEELgvV++AngEAg+IZRmPr8rC8t3Rp6MS7mSNy1LV63H9iOUmf6KORzrSE8f2rdXwthM43vT1yvp3282yDnGyrpOVHG8Tx5+FBH903v4b7/Mdp3ZcT9WmR+358M6OPomH3x3X96Did57Sw9frnQfyoM7qEgrwR/1DAmXVVkelffXbb3aFTtS6/Cwe6mfv/hux/M2D2t+1ufyD7062w8le/M5LJpbn40G4E78RCKEQzuJOVC790TGDf6j/fzPE21rWP3SvvZ13nN+7bBdv++IbdUuo2sj7B69HZb9h13v7MT7UD/98+J6xNI9OvHr1y4aq3h/9HZd9+JcnylcIIZBSLt8f3WBHXy5/clzmwQ/F8evbu4443nZUn18KsRAPRFuIh+t46L14eD9Syoe2PXRuQsDbyp/YC0I8OO6q2eTy9lN4L6t/qv/q1Cuhcc6fODKBP77ZHv4/ap/jvT/Uq6vfOO+PD8oDXjz4rrrhH4ij90ff+Qf7eLczPz7ld791hTgSTKr6hUMIj6fkpAhwvL93NOU7aj55PEKcuK7H34uH/4XAsRyexYP2e/ul9MtB4qFh5SFVemcvPn4nbaWGCCRqOTh6wC4vx1Hbe7zwOOFwwj18Dd+17pPbHpQ+eXe9W394r5L00FAj3rZdiHce1wnBPNl877hGnrfdK+LhL7/O776uUfD/k+8ZS/NIvU8aJCdF6N040tWq4d3DuugclbQ8bG1UN9wD6+vEVo4kxeM5eds8XOrovTgyWI/F7Lhq70+UevBb8faL7R/87qEb7GQnetsILAApJM7Z461euuNzfnis9ninT1RzZPr4E6W+Tgv7E3bQ8nzk2yyDoxlBVeZInQRC+uNybz+3h85m2VbvGDvEg+P04sF1xh+1ugK/lC5BZUE7sVTuo+OvylaD8NezDY5a9IGaiWVpsbzJ7fHY8OA43dFAgTo6MLx/uJ4HLSOO9+GPT829rczJciB81QPxEueXbeo8Uh7tzlV9wFe2pXuXS/h2ST55Xz3UqY4/vheJefAD/67lq/N/pwguh+l3swpPlP3691F1fY/uTX9i4Ef4ZXsd1eHftu93O8J3PzP7Ltvfje8J0VxfXeFv/42fYG19nQ995MM8+/7n+cIXP8+tG2+xfeUNAhmitaYocwaDFRrNBlJKZknGcDrhcLhACsWlSxd45Y1XGU0SbGk5e3qTIk958ulnQSgK77l9/U3OnH+CMAp4+cuv4FUTYwzWWWxZsphOabcirCvJs5TD/T2GwxG29Hz0Yx8jigI67RbWFmzfu8vK2inanS6NRoPtu7cZrK4SxTHOWm7dvMHm5hYHe9sM9w9pd7u8deUKzjqyvEAGIZ3+gCiO8Qi0CZjOU9qtNh/8wPM0myG2KNi+e5VkXiKkZDKdk2cFL730cYTwtNt9RnsFk8kCZzUgj7QLoWCW7NNsxvQGPU6dXqM/6HDtxltkWQbSoI2pLoKQREHAaLTP9t27KG0Iw4j1tTW6nRZSwpUrb9DrdokbDXrdAbv3d1BS8djjj5MmOfNZQq/bo9XvYYJw2ckF49GYNE/YOrWFtY6yLMjSFHAURYpSEu8tWZZiTLS0Dj1aGcqyRGtNnsLO7SlR1EC4ACEdi3SCI2N1o8P23j5R2MA5x+H+fT71u7/NxvoaSmtWVk6xvn4OpObm9ddwZcKRhZWXJXmWU9oShOBDH/8+hC0JtEKJqi0lHuEcZZHhBXgp0GGA0z1OnzqFUpV4eufxzuGdpygtznpsaXnrzTf5+Z/7OSbjIUWR4cv82EJ3rrJsFQYjQyLd4X3P/iD/5J/+d/yfv/jb3Lu7w9/7+/8Zv/jz/4pf+6Vf50w35VQsKQrLfqkZe8/EO0o8XlgcDoRHaUEYGrSSKC2J4ggplzMeKdBaobTCGI3WhjAIUUovPyu00gRhgNYa5zx5npMmC7I0YzabMZ1MSNOMZJFSliVlkVMUOaUteObZp3j+/e/n3LmLTCdjtu/dZbi/j/eeIAxotdu0Wi1W1zdZLBZ0u71KUJ0nTzOmkwmT2ZR2u0VR5GitmU5nXH7iCVqdLkppirzg9dde5fHLjyMFJIsF4+Eh16+8wXh4+GDGigdvkUIgBFhnAY8tSqy1lbvKOwSCX/43v/We9Op7QjSlEMRhgPCOosi5eeM6cRQgXEEoQPkcaS2+yJlPRjRCA1JilGC4v8/hwZT1jS0kHi0FzSikyApaUUShJfd3tonjJs1eFyUFYRQhvSMMmlgZLkdGgVGCwAQ0G03CyOBsSTqbkIchpfKcPrWJktBqNzFGMx0OeeLyZYIwwJYFe9sQKIW3ll6/x+igzalTp9AuwyUJmxsr7N0NsaWnDAPCVpdWr08QRpTOk+YlYSgJgohGs40xEBpDoDU+lEghsZGjzAp63S7giCJDeDpk80yf0DSRUiOkRCqB0pKvfOUVrl27xrVrX+NXf+Uq7V6L/qDHD/zADyCNRipFYS14mExnvPLlL3Owv08YN+h2V1ikcOZsjJ3vs3PjLQ61wXtot7uURc7lixe4+8qXuXXjNt3OgB2vCNcv0husIoTAeYdUsLY5QKDw3nN4OGZ7Z5fZbMxjl84QBpVPUkiH1ssZhgSjBVeufI3te/coUo32myih2d8Z0eo0OHPpDEIJlGrSaGaEQYOyKMmSnLOnTxGGAVnm8AQkmUNISxg0KbDVFNd74riBa3qcdyAl5y9cotdpI8WxOYmzJUWaUOQZhS0pvSMtCoRugzSVheKXsx1/0rr1SKk5f/4y/+Af/I8c7O1x794dvvCnn+P6tWvM5gvKvADriYVEW0FoPfdeu8In/9G/5K/8rR/jS3/8ZZJRxr03btNyku74Fh/7wPvYv71Ati8hoza///JXmeQZI2/xocF6IAyYZiXeW7wvcG5eibOSS7E0BJFBKYEJFFJYlFYopdBao3UloMYYtNbVdiUJgpC1tSYrg1WstZSlJctysixjPBlTlgVB1GKelEgTEYYlg8E6WVIwGY8wOqAZNzEmQCjNytoG+/sHdDtd8jzj9s071WClIIpiWq02V9+6Rl7kIBTj8YwwamCCEO9DgrBBs9Wk07X0egMWkzmPPfYUWVHQaLbY3dlhOhriypJkPkXJvDIqjAfnUUoigKIo3rNefU+IpvcerRXOewrryUpL3GyzMlghLgsCpdg/OGQxLPFKcziZUBQ5UaONMQHNZgtnPWmWHY/uUipMGOElSKVRWuO9ZzKZ4HHgLEpqLGLpm6zMfAE0GjHaCCbD2fH0QStJmiwoi4QsndNqNhEI9vd26fX6CAlhGNDt9QnikMHqKtPxmNX1dZLRHqPQ0O+1acSGLLNIqwiMIdAGpRW+dDjncM6jtSGOIoSoLJ4ojLFFihSyshBk9YoHYyRxQ2NMWFlF0iOlXwqP40MfeZJOX3Hrxk2EcpQOms02WsUIaQkCgyhA6YDUe7RU9Lt9Gp02jggZ9Fjkmlgb9vf2icOINMsZj6acO3OaIksZ7u+jFSTJjNF4wdbgPHlRorVCCMiLnCAIlqO6xyMxURtTWjwglUAKRTJLMDrEYxGycl+URYExASuDdRrRBn/8h3/Ec8++ABLu3r/GqbObJMWM2XxGUXh86SnyjEYjRJuQ0lqcN8zmCdaWSKUJTASUCAHj4SFxHBMEBrSqxHLpThBSUiJAKqQyhE0IRTW5bnmPcJVLxC/n3R6B9ceTYY6sWaUkQRSycWqL9Y11tDQ88cRztJpdbFby2T/8f1nsblNOhqxHgovrHXY/+zn+6RdepyEiRv/uqxy++irtcsS58wXve+kZ/u0/+zzKeJoBdKTn/uEui9JCq0kpPLYRMEtmS1eJQ2lNFMXgocgtubQs5jlKCbwvQOY04mhpkUqkUsv7ApRWSAFaK4w2lfBKiVIKpTVCCpqtBkFo8HjOnT/H1umzTCYzfFkynyeUpcU5jzEBHlgsEjaDkPFovHQFgZKKdrvN+HAE0jIejRBCEEcRJjAUpaXT66OkIc1y7t69xdPPPcFkNCFdzPC2pNPpYp2nsAW5E6yfucC5x59Cebh78xqbG30ajZhms0Ucx1y7+hY729sk88V71qtvKppCiE8Cfxm4771/brltAPwKcAG4Afyk934oKm/tPwH+Q2AB/Kfe+y++lwMRUmKtYzoZMx7tMbp/lyKdQpGDl3g0OoxRQUheFiA1iyRnkWRMZ3OsEyRpxnyRkueObrdHq9tDSrC+CosUWcJiPsM7vxQhdcI3IlFUVk5ZWrQxCCFZW18jXSxQ0qCkRJqAVquyRDY3tzh95iwra+s4HLPphMHqKspomq3msiOFKK0qUZbVjYT3KKWxrsR5i1laAEeeVSll1R6FRRhd+cuEQMqlr3YpmlUwqfKBOZsjRIl3AnvC5zSdTUjmY9bWBrQ7bbwwrKys45wlEAJXFFBarMsp8xxXlmSLhEazQekKsA6cI0kTXvjgR5d+wuo4V/pdVjoxq4MuIClLz+7+iAtPnqPZbCGX09uiLIiaEUjIsow333oTE3fwKF5/42s8/8wllPZVgEtU0WOlQEpFnuU89thlstRxZ/sOH/q+D/CHn/kMzz73HFdvvcFwvsfeaI21tbXqJpegtaTZjMhtQNxoYcLKKnZe0GoMyFMIAkGepbzx1a9gyxwvBF5pEmvp9/tEcUxgAhrtFo1Gg3a7QxAGKFVZ8koqwCFUNa10ziOUBG+rNhJVnxbW4b1EumpwtkJw7uJ5Xvnqb/L4hRgpPEUyY7UZsZhm/Mhzpyl2btBaO8UbV77GCx9+gWbPcnXyCqEb8td++qf41L/4A+bxJiaKEIGm22sTDiOeWjvN3cMRe5M9kuyQWTql022TJXOmszHdTh8hFUVh2dw8Q5Y5lFJ4bxmN9/HeIgSsrq3QarcxYYD3YH1Z9VkpH/RT7wCPWlqjgTFoE6ADTb/fo9vvUeSW4f4+zWaL6WhEaAK8c2RJhgkMt27cIssyNk+dRjjP/Z0dImMo8xwVCrq9Lq+/9jp4CKIYABMYgiDid3/7d2g0Qnr9Lo24QZ6k/N5v/SbKOzr9FdIsY5bmhHFMHMUoBElekltPKBSt/gqtTpePX7hEs9Xg/v1D/tHP/eP3IlXvydL834H/GfilE9t+Fvi33vt/KIT42eXnvwf8GHB5+f8i8PPL129CdUGEENy8doO4ETLorLJy4TKPXTyL9447N+/w1rWrWO/JR6MqgKAkQRgShiVxo0m73VlGlj1GB7S7HaSA6XRS+VzyjNu3bvFCliCKBFjaFKKKMkshaDRiTp85zXQ6QkhBGFUWXBiF1agqNFJpwsBgdEgUxwgpwTmsLY6jH85VIinEUdyV4yiyoLr4IgxxSxH0uKXPqQpaFEWOL3PSxJEsEoq8QAYGEGijUUpw9+4d7u/uopQBFEqVPAgySDwBk+mcfr9LEIaUec7ps5uY0FCUDqNkdVCqGrB8UWCzjEYUkiRzpHEYk4Gf0umv46KQxWyM944iz5hOJ6x0I7zw1dROgwoUjU5Io7EUGAQQVecnJF/4whcoLMzTQ+K4wb27+yymEz784vuwOKwv8XhsLnHSIYQgCgOKPOOxS+d5+Utf4kd+5Ic4GI4wxpCkGc4pRuMJnWYPKSWBUZRGU9IkTQXaerSJcK5AqRAhNN4VzGcTwsCwde40UhlUFHP+3AWyLMeVniSf49IRczx7Uh+7cYrCUnpB4TyNKKTVbtHqdGk22zQabaQAJzxSeJCglEAEirKsgjlxI2J9Y43P/9lnsUlGupjAfJdVnWCCGZ0twf6dP+Op822e/MiCYLXJqdclL3z8x/j0v/4aE7VOqRs4E1EqjYlj8tIynUwxyhAFAagFpvCMh/fBO5qRAZeRZyUAN2+8Rhi2iBsdXvzYx5jMJsxnU3Z27tHt9Gi0mmhjsM6R5im2LCltSVGUeGexZQ7eIaRAKYWUAm0MURyS5wvu3L7JE08+w91bt9hYWeHAmGO/ZZnnKCV54cPv59aNm8RxBN5jlGJ4MGQ6mTLY7FEWJS+++CJRGLFIU1qdDkEQcH/3PmEY0m43mU5n3N/ZYTIcoZSkSHK88wyHQw5GY5Qy9HpdmnGDOAywrhqcrXM4UQV/8tJRuPeervVNRdN7/wdCiAtv2/wJ4D9Yvv9F4N9RieYngF/ylVPns0KInhBiy3u//Y32IRBopYjabS4//36UUWhvkd5x6+422WLGeDTCeY8ti2XEVaK1WYqTJAxDrLXY0iFE5dOLQoN1Od6l7O3tVp3dCj7/2c/x7LOXKEqLMGFlaC7/qimyJU0XOO8oXVn514IQpCSKGzSaLYo8IW40CaIG1rvKwSwd3rtlxLMSy9IWyGUkNs1KlFAYLdFBhNOGsNHAGFO5C4yGvEAIiVj60lQQIKimr0optNHYhcV7R1nmaB1ighW8bRGZCbgFQjhU1ELHZ2gMUsbDe/RbHZ5/7jkajYibt2+jlcE7QRhGkOUo5bHGoCjRRpMridQeYwqKckzmJCZeoYEjW4wxkUHjUc6BVHgpGR4Okcqj9NJSFP44alraKubpSo9zFmMMk/GIycgxGS9YvzjGMSWKNWHYQtsuqvSUznI43GP79j6PXbrM04+d58LZTQa9DkYHWKEBxXh8iFYC4UqSZEJRWLIyBxoobRBSEkQRjqq/QIkrEqTWqKhJYQUq6CDDLhuDJlJAuhgTiin9VgBCMxyOKdOCuDfg7uGUPMlxyYJpOmV/9x5JKfiB7//hZRBfIoRHCodfRr21klg8eZHR7XZ48aMfg6JElRmf/fX/lae22vzwX32Jz/zqb7NI5/z1/+qn+fznX+PZF36Ij/03zzG+O2H/lc+RKo8MDGUgcaHAG0EhPHm2IOr28Wk16Erp6TQbZFlGEBi63S47OztEcYSQ4FyBtSkbm2tssE5RWp7/wAdIsqRyqYQRaZZRFDlZnpFnOVmSYMuCpCjZ391hZbVPcWSx2hIpHGGg2d3bx5Ul3Xab2XTK6GCIVtXMJi9Lzpw9i3eWC5cucGvZH/OiIIpiZrMFPd8hMJrZbMKbV75GbzBgNJnQW1mj0ejy4osf51O/9zt87PsbdLpd1tbWWF0ZcPv6dYqy8le2ohjnHYvpGFekdLc2mU9HbKz2ydMFWRLQbLVQWlEU5XsSTPjWfZobR0Lovd8WQqwvt58Gbp8od2e57RuKJgiE0CipUUrjbIGTgjRZMBmNkHhUGBHEJarQJGlWBTy0JslLLIKsLLm9vUvpwQvF7v6Q/+vXf4vSWsbjMUmaI5VG6C47hwn29XusbZyuEoZFNeWQsrKLpFJobVA6oCwzlFI0Wy3iRhMpBUprppOEMGpQOosrHd5XOXRFWUBZsDCKPM8o8qyyYqXElrYSdOlRUpOWBYM4rvw93lGURXVTi8pZnycFUsnKt1dassyjjWF9Y6OK/OYlUgRo38HLECXHaF1Zq6XLUdLTaK4QRYbFbB+ExBhdWbdKkxQlpSgrH5aERZ6CBhUGxK0W8/mCEkuoA0ajOVe+doVBt8H2jdcJbUrgUw62ehQ4xrllf5IhTZNFsEEUmMqC9o4sS/n+H3gJPHz8pRcprcU6z2Ix4czpHlY6dAdWN58mSRc46yCXFIucMIqITMz4cEj8FMRBg+tX3mA4mbLIHHuHE5I059KFM7h8jrclzhYIpfE2A63QhipCj8fZEqkFwsMinSNDg1OCvCiQlJjIgIb5Yo7QCiE7COkZHdxj0B2ge5L7ownnLp3h3t6Cyf49ukHIarvN9dvbCOGWsxfFUX5i5RusrjtI0jTFeVtZpN4xnUxANfmhv/zjhN0tfuzv/Bf84//2v2fnMOCLbw3Z/7Ov8eb2Ic8//QEmBpxQdPttdKeBA0Rk8FohjECFnouPn+NzX7wJwla+dyHJi5zpdIFShmbcA+b0VjZod9oMBgOk0pX/F0+UpXiqDA8dBGRZSrPVRkqJs5Y8S7l9/SrzecKHPvQh/uSPP0u32+UwHXHq9BbZ3NFrDtAYhnsTZqMJ3daAZDHDW1DScOPqDW7fukcQhfTX15hN9jFKI1VlBUqhiKKI/mCFG9dukCwS3v+h50BpxvsjyiJnbb3PaH+X8XDE6PCA+XTKSn+ALy1f/uKXWKRzoihkMOiztblJmadEkcG7ksBo2p02WZaRZhnvPRv12x8I+nrJW+8sKMTPAD8D0Gm1EEJV6SRLCy2Zz8kW8yotQFQW0f7+YVWZ1EwXKQfD+ywyS5Jk3D+8TZ6XjCYT5vMFHsXK2jr9wYDzj52unODLzptmOcl8hhdVMEWKI8tQYIxZ+gwN6+vrXL8+AiAIQrz3JEmGCUIKW5IXOcPRiF6/i8CBkLhlYMAuhcE5e5wE790yv044hFRgK6tYL9MOrXWAqkbHxZzDg32kUBRlSavVJI4DsgJK6wjDCKWqaboUIR6FczlQLK+CxBUFTlfTQsQymX4Z6LClI4xiTGgoi4zS5iA9s8UCJzS5K5FSgQAtNWnhicoDisTz+JMvMr9zhdBOUHmO0oJCGLpxg1K16bfPEocB2kicy5lMDhFeIrygERk8BmsB5gxWA+blAht4dg7uIZRAS48RCk+OUDkmhNKnXL9+jSIvuXbjDoWXlE6Q5jnnL1zg3JlVynKGVopnnnkGHQbMsoKyCIiiPt5DUZRkWQo2wpcLDg8OacxTCuspnCeWAudyxuM5WkskUBSWYTJipdulzFNSBzqIKFA0V9ZZWe3jZyOK2QzpqzxCKSXePciFrKxtv+x/kCQLhIQiz8mSBfvDA3zQ5nOv7nDn6pBep4m6+D7+h//pVygCzS39GqkXSHkFvdpnPBwzaEaYRgRFiY4CpJbMkjkpJWJiWV1ZI83nzOcLms0WCEUjirBFiZYB+Dmj4SGrq6sEYVj1Cymw3kEGiCpSPlssCKMYKSRJkuCWfc85z+OXn6TZ7HL+3GMkyQKjI7Y2TnPx/GPs7R9gZLBMpYqxRQGucmt54fjwix9lMplh8WyeP0ugDVdfe53h/iHWluAF1npGhyMef/wy8yRhOpnQ6vTYv7/LP/vfPsmlxy9x4803+fj3v8STTz7F9t27LOYJSZqzs7tHnicoJdi7f59Br1cFUKWojmWZZnSUUpUl6XsWuW9VNHePpt1CiC3g/nL7HeDsiXJngHvvVoH3/heAXwDY2lj3UatNs9NhPBySZQu8r3x8Jm4xn4x4/Y03uHXzNlnuqk5eOOZpgfOCvCgRQtJstzl7YYNev4/W+ihLi6NkXO/BVXcrzi8d9csM+qpjV8dmiwIQhHG8tABLrPNMpzOCKKpEsSzx3lVpF7bE2xIhFKW1+KVlKFDYsjxeaVL9poogV7+r/Ch+uTrJeV9FLZXEBAG9Xp9Gq4WSleA6a7GOyjI+znSWR5nAyKV7QEmNcAJn7fIYK0e+VAqEoLQWqaDRaJCXOXmR04gDwB0f22wypdfvgbV4myDthNDOme2MKJKctc4Kh9dvELYdzWZMPskQqs9iumA6KyhyTxBIPv2p36K0C7J8WKWRhAaQCC/prjYxoadczDBRjHXVdmkLbLGg22xSHEYki5Iktezsj7l08RKdSUpaOFbW17l8+XIVYFncR2sHvuT1V18nSTKsNhjdodPqVGlY2nDqzGnyBbS6K3S6A9Y3tmj3uuRlSbPXRSpFs9MiTVPKIifSCpvlhKbFcP+Atc3TJCkkTjHLCpwoCbxkPJkjdYB7KJH+aAXAg2g6QJ5nlbgqTxQHCAUqblE2egzjiM9ducatnSGHztDvrdPurbHaarK+tcmpD1/i07/ze6gwQBhVea7jkDiOWd3cYvdgjzvbd3n+g89z/fqblGVJv7/CzRvXSGZThBDM5qNKMIxh69RWlWcqBFIpcltWr0VOYS1RFFOWBYUrCIKAsihwtkRIAUqysXWa69du01SKMIzodlf4wp9+gcHqKteuXKXfHVAmDk/IV15+mR/9j36YyWTI8GDIbJGgjEYhSBcJk+mMyWTKdDIFBMPDEbPplKLIGayuMh6N+f3f/X3u3bzF6uoaP/k3/xNOnT3NzevX+fSnP02n1cZ7QWHhxZde4t69e+xu32M5lQykAAAgAElEQVQ03KPb7+NclSMs8EghkLL6T9NsuVjkvfGtiuZvAH8L+IfL1//7xPa/K4T4ZaoA0Pib+TMB4kaT8089SbvdJk/n3Ly6w1e+9EUmowl5UZIVJVlekGaONLeYMKTVarO62QEhsLZK1YnimLjROBag48D4iVUG1WqWoyCNOBpgj01kqSprUakql807R1mUlV9RVn7FosiAamrlncU7V00pUFUdUiz3VR2Hde7YyqsixJWv8zgqLkQVjORBIAjAlhZnLWJ5cY+W4WhTpe84dxRxBnB4qtQt4Sp/ogkFhcjwLkMpgZISZ13l4PewSBKsKzCmiuSDp7SeyWSKbjQQziO8Q7iCfDHGSEukSsbbb9A8e57Wxjraj8mdZTqbMLMlpy99gM5qAyU9Eke716TVXqPd7WECjSsLmnGT7Xs7xKlktdfD4UiFozsYoKSmSOcsxgd0G03ap/tsb9/npR/4IdK0ADxPP/c++qurBGHMYpZQ5iWzcYYOC5Ry5HmK8ILTm6fBR0zHY6xzTGYpa6srfOXlV+i2elx54xrrGwO++tVXKcqCC5cf4/SZM8RGEwcGqwSqTGl3+yzmc5TWVdsnObu7hzip6fRbOGfJrSWMY46enfBua6COLM2nn36K6WTCl77weborTa6+OcOHmqm3rGxt0peal69fwwUxW+cvETVaNFptCgSt1RU2L5zDlyVOeILQYMIQoSXT2QRlFI24ybW33mSRzsnLgus3b9FptQiNwpaW02fOcHg4YjSfs7I6qFbVSFm5hXw1cLIcyD0Qh03SJGU6nVWC6R2z2Yx2K8R6SxhH9Ps9ojBia+s0586dI89yJuMxWgd84EPv5+U/+wpxo8n23R2CUNNstEFo5smC7bvbLOaLZczBk6YZeMHGximefrrPzvY2Ogx4/Y03ePbZZ/iLP/hD/Jt//RskyYysyNk4tcWzz72PV7/yCr3BKgUljz/5FJefeQbvPePhIZ1GgPcFWmmcsyglsWWB0kHlHvl2BoKEEP+CKuizKoS4A/x9KrH8VSHEfw7cAn5iWfw3qdKN3qJKOfrb7+Ug0mTBv/zF/4XFIsMLTZLm7O8Pcc4TNpo0mi26vXW2ev0qF24pUkVeRaubzQZhHD9Y43fs7D+xkE2AtSXz2YzhwSGdwSrglj7NB8KaZTkHB4dICWmWLANLYpnsG5BnKaFqIIVAyyqVSEpBWSzz9GxZ+WX90ZJGsM6htFmuOqki5aPxhKDTxzmPPOHUEELiHctATxXYqlwIlX8QRJVTyNHpLmPzy3NwzoOzOGmZpwcUZYIt5jQDs3RDSKTWOKcoyoI4jhCUFEVCUZRoHVSpI3FMoIPjBO+iyLC+5PTZU1yM2mitaHd6DDoBr73yRRbuAK8kKNif7BBqRbvZQIWSeTonMLqaXjU7zBcpToCUmlC3sFmCDNSyrR1FaglUiEIxGiUs5iVnNzaJ0sr/ihLkeYEtIDIx2zs7aPr4coz1KYeHQ1qNztLvmx2nMXVaq4wOp7QaKzTjAcIHtDpdDocj0nSO1gHz+RxjDGEY4p3DeEe/22NvZ4SUimQxp8gL1npr7O3vYawG6bCuoN3soRCVX5qTS/aWK72XecBKCvr9Du1WwPve9wTT0T7lxZJWs0kZClygaK72yYHu6gpxo8ELH/kI3hj2R0M2z57l+iuvcGplgPQQdxo45dnfP6Az6KMDTRRH9Ff6DCdjwkaTZDxEK8VsOuGtt75WDY7JgrW1tUocl5YXYhkMPbEU2DtHGIbVoOscwjsO9g8YHuRsntpEKlhZXWE+TzBBUPVppRmNh6ysrHDxqfO8/PJXWN9YJwwizp47w2y2YLZYYMKAZrPN7r1dnPVMJzNsWbmx8DCbL1DaLFO9FE89/Qx/9Kk/4NaNG1x543XOXrhAnmWsrKywWCT0B4I7t25z5c3f59TZU1y8eIHVlRUMnkgbhC8o8hxjDGVekGVjQq1R0XtRqor3Ej3/qa/z1V98l7Ie+K/f++4r5vOEnYOUTqdLr9dnPQw5/5isrKkqyxgp1fEIaI4WpTc4ttSOrbgHx4L11ZK2PEvJ0wWL+ZRbt25z7ux5jKmWvikpUEvVkrD0SXp6gxUODg7QJsCWliAMkcITBQYhBcYEKGMQLJfOWYtw1WqQsizwNkRJhRRVUKnd7TOcTGj3+qSLlI1zlziYLYiiGO9K8qLKCpCymm6XRYH0ErdMCpbywYoTtUw8hqptQCGFr3yQvkCFCq/By7SKZlMl+wtRpUIpEyBViHECawuk8ARRhIkahK0+1gk8iiBooGSEFIr5wnH+8vNUi4cUc+cYDue8dneXO3fHiHhAUQrevHeX5374R5DecX/nHuPhlFNbG7TiHmuDDa5ev0a332M6ndLutXjlK1eJ4jZ/8MefYpYmBKpBqAxGOrYGG4iyy9rGFreuDplM7zGdTNDGMBxOmIwWaEJOb13i7NbjyEBg7SHYJmmWM50OaTYGzLMEpQytTkSaZEShZjS+Q+kmlO40QaOHnxZsbp2mP+hQFAVaGw4Px3SaPUapotM/hy1GzCYjDodzEjGl3zT42d5ysMrp9dqoo7XQRw+ggWX2w4NJupae9Y0VjHJsnNrEuZzcFXgdc/GZx3j1xjU++NHneeJ9L9Be30KLoFp7rSPWt7qYLYF2jsBZjHOsb67xk3/jP2aRZkznc5I04d69u8yTBZ1pj8lsxkGSkKfVwoJqaupoNFq0uh2crx74ImQVEPPiwcNJEG7p2vKVYApwXvD+j7zE7u4ON2/eJzKa2XzO2soaSioO9g/Z2tjCFiWH+1UUXWpBv9dFecH4YMRzH32B7Z0dhJQ0m23anS63rt/k4HDIdLYA55iNphwe3mQ2n/PY5cd56tJT/PNf+D+4c+stfvRH/xLPfOAD3Ltzk72dHX7z//lNvu9j348AXJ7RjEKG93cZ7+8icHzfx16kCEPWBr3KRVaW5GkCyjA6HBEGwXvWq++JFUFxHPPU08/iqKwnt1yShhBIjp4QdCQcHiFF5aOS1XTY+Uq4rLXVhZWyCuaYAPCEgaYIJEZ58A5jguME8uq5GVWnVkJgtMYEQeWbxOOWU3+lFVJrtPJoo8gzj9Ia6xz4KiqrpETIasXOnVs3ONjZo8wTynTO/fu7oJY+IV9ND0BU+ZpU0fLK1VDt17vKUX307AqkwFmHQHNk/h09zMvhURSVdaMdqZCU3lB6jxaVP9ZLQZIlmDDAeYtwOVobjp7S5Lwnarb4+F/4QcAjnGTQ67LS72AkdBstnn76WYrSIYTG2SoXcZ7OePnLG0RxE1t6omabTiumzHKcLTBa4WxBb9CjLHKMUezfv8/mxhZCNtk6vYUWkrbpstI8g3Wefr/H8PAQE/aZZQmNVgOlGly//gaWEOljmp1VmpEkm2TcuTZiawCBamJ9QpooIgPzWcpssotCUhYlKpihZEyRVxbodDYhzQVJqoiiPmlSkqU5Qgim0wQTNlGdFQ5TWOeQxXRKEMWcefw8+wdDemJMI44ZTRK8hWari/UgqR4k4Zxf9i95/DAVKcDajM//yR+iBRzu3SeOIs5eOM/oYJ9Ou8Fg0MO4gsKVNNttFrOUMAiRShHqEOk9/V6PYjJBupIAh5QByoAJBWlqCEKFtZY0TbHO8cRjl7h29Sp5liJwJFlO6lwlmMtZjBQK64+s4uq+ErJaqSfwx2vXpTY0Vs/w9MXnKccH5LNDvFAIoVksEiITsnf/PnEQMRqN2L69jSstYpkgj/fcuXGTwler4NqdDkVWYkzIxuYpWu0OUWi49Ph5mtsNdnZ38V5gTMxP/ORPM94Z8qu/9ot88eXP43E8/fQz/J2f+S+5fv0Ok2nKeDJZZsJIwNGIG7jSsigXuF4XgWA8GtHqdJFGEGjFndu3ea98T4gm8OCJJsePhqtu5soXVKXsSCGXqy6qKW+eZ1WZZUBHmyof7+iZmW454jvvlutuNVIeraQRy0X8y38qX6TWusoD9RDHjcqqW/5V+aGVw3s6HhMGIShFq9mizDP27t/HSonWmna7S7fVBeGZzEdgLdJIjp/VKI5upCogpVQ13bfLJ8645XfVMrxqeZ/UCltUFrWnuiGlFMvQQxUhl1pX0yipUBKMDvBZvjxniVaatZUVxDK967jNpcAO+uR5xhuvvUK6SEnHDQ63FRLHl7/0MlunNjEmZLGYo1QVaV2kKel8jBYSKSPyRcHOnXsIPEVWIKVgMBgwHg8JQ0MUhWRZinOW0xvrdFptlBSsrw944qknuX33Nv1+n1anWkJ5aWuDi5fXMFozTs6iwxa59diyEvZ8ntPowsaFFsZYSm/YOH0RKwuKvFr9JRSVS8M7hAowYUg+3idJUqbjCXnqSBaQpprZVCCNxKJYW98gaLcxjZL03oio2cASEAQRofIIL8jzSmTdcgq7vBJ4XwUbnIA8z1nMppR5yitf/iKf++wfYV1Jp93g2u07LGYzkjJHS8mrr7xKNp9TSsFoOGL7Dz9DHDX54Ac/TBSGDA8OSCYjXJZhjj1QgsPhIb/2r36NVrvF2to6Z86do91u0+82KIqSdjNmfaVHmlSLOqxzJGWJxGGPHhkoOO6TciluR6/CA6q6d7zUqEAQtjpsbGzRiQz5bIQhZ31lANayGE9hUhk9f/Ynf4q3/rj+9c0N1s5s8ebVt2i2Wty5eYvJaIQtSjqdNs1mg0bcYDqegPCEUcjK+goXL18mT0smB4d84sf/KjZY8NiTT7CYTHjtq6+SZZbSCfIsA18ZFVIIpJAopWnE0fFS5TRZEMUxvf4Kk+mMtbW19yxV3xOiWUWUbXWi3pNlGVHcXOYPViOms5aszJZrlwVBEFSpElSWIss1v0cpP8BxOFwsO5ZU8nhtsTgpmEfJ7UtLM4wiWC5tPKqs0WjQ6XRRCpqtFgf372OtI0sStu/cIUtSVtc3OXXuPN47FvMJGgm+JFgKsXdVWtPRgskj0ZJCINTSzeD88aPfvK98t+FyPbBfprQIKY79mZX/tlqr7YUEaaqBhaq+KodULNuyOv9WI0YqU+XFyQcP5XPOsZhDmWQY3WM+z1jMFjhbcG/7kC99+TV2d7a5+uZbeCzdXo8o6vDG628Rh22iuMOLH/8LBGGJVhIjAmIT40q/DKDlNBsNBJDnlVtAKZBYlLLc373DhXOniKKI1dUOd+7epdE2RE2BEmCMIGqGuDRBG1/l84qcloKo71ACRG4I4w4owIZk6QJXpnggMFUOppQS60ra7Q7tVkQUNRiNSqJ4hbxwGKMIW4a5LZEKxgd7NMs5jV6LWSpIs5zIGGSpjl1CUlY5sDxY+lVN0b3Hu5LPfOYPuHHtLbJkznyR0Go30WGTRVowXaQ0Filaa27dvEUURYBYZjCsoIxib+ce88mMThihBGjhK2tWCFCK3d09tnfvU+zcJ33la1hbIqgCRe1WzMWLlxj0V+j3urRbbRDgla4S0pXG+qr/u+MA44Nn0j7orwopFaWXmCjGK02uAsL+Ouunz5BP90mSGRtra6ytb3B/Z5cwDJlPpzRbLZI8Y9BqLWd4HmMMSik6nQ7T8QQhBa1l7uTdO3fZvrfDxcceQ6kqDe/w8IDpZMK9e1d55ZWv8Im//glsYcEJlDBEYcjN23fY39sjbkQEkQFVpRE658jSjHBlAIBWmjAIcLYkz3MO9g/es159T4hmnmdQJlhbUJQlV16/yodefAmlDVJJvDcgBC2l8MupZFEUlO7Ibnvgcj+K+hw9D1EsRabS1eWUdtkhKhFdiglUjyATgjAM0aHBLao0BGsdSZKwv79HupixWMwRCFY2TtHu9On2Vhge3Ed5QVkWtFot8myGRmJUSB4FqKMcuOXxGGOqFCCqiD3VQ3agrKZBHo8XDpSgLEvCMKLIHdZVa7Ld0joES2bvI61H65I8dXgBlurhEVKWaGmWOZ0KE5hl56+WGx65O5RUVUpGrui0Y8pCM8/mKC0RwtDpD5AmYDqbsrt3CCh29xZcONflwoXnSRcLKqWSKK+gdOSLnCIt0FIzmy3QChbL3Fu8RwuBwGHLHC09H/ngR7lz+zapTRlPp4RRi0azvQwKVMEWE2kauglUeY7elQRBk6ipkQiU0Vy6vFkt+UvjavBxVQZCp9fl5s2bKKkYjfeIooiimLBIRrQ6q0jpKZ0gaEQUpAxW+syLCZ1Ok1bZ4vD+XXJvKKMBi2lKUxZ0u20OJ/tIHeKRx/6lo0fELeYzPvnJf0qeZVhbHjtVWu0OzWaL0pWEUQNE9VAQhwBriaKIC5ce43A4QkvJ3t4uEsFaM8aX1VOajh87LCRX37pBbrpcfOFjSBXihAIEwpa4ImV3eMD1Nw+YDN8gT6bgC378r/0VepuCMivQYYhHkBf58n6Rx/fQ0W6q5x6oKkE9jBDKUKJJUTTCBuubTyHLgoN7dylmU8JOm+nwkDAOmSZzVGDQYcit67e4c/suYStmdbCKKy3dTpc0q9aKqyDgzP9H3Xv+Wpal532/FXY48eZKt0Ln7knd0zPkDIMEipIMS7ThABn+LAP64j/Ef4ctQBYgwbBpSCRtMQ7NISmS0xz2hI7TqdK9VXXjiXvvFfzhXWuf2xIhtQDZaJ1Go7qq6957zt5rv+F5nvd5b0zY37/B48fHDOoBdVFy9Nln/B//7J/yD//h/8DLz79MUdS891fvcHF6ijEFphzws599ytOnp7TdGpTHGMV3v/tzKKVYN2usNRwc7LI1nbKYzSjqEevFgvn56ReOV1+KoAmwmC+4dXgDW2iOHj9JTB59hST0sARMcfW6KulQ/9Z/59UZn6sqUX1Azb9X+StSIJ1MxoynU3xwNCkjeh94dP8Be90+t+7c4c7zL/L08SO0kUAjUh6H1jZpv6T11tb076cXlqtN1g7eo43ACRnHjEh7X1UVSsN0Z5vjhw+Eue9WNG1D5xzWFhzePiQGjU9YUVkYMVRQBpRBaS3TMFq+32A0zOICSHpMa23PyqcLx2g04tnJks41NK0w1q+//jqvvfFNBqViNJiiVElEMxxuo5Tm4vyUyWTM62++xN7uNopIcI6nz57HWoW2AIHRaNy3gHVdCXDvPd57mmbF02dPmEwnoCI6hnRlAiE4cSlKmlWtDdaWEGWEVkVx4ilLzfUbW/KZ4jYglXxVCSZ477k70naqyHw2YzAqiVgm2zeZLy4ZDMdo1tw7PKALDWVw6GhZrR0hIvPLwyHGjFlftJxcrFiuHS4omqajKBXRi1qzaxt+41/8C7q2kcCtkvuUkrFhrRWlKdF1jbW2h4my0uP2nUOarqNrRYd8OZtzagq2JxNCUmJkZv7k9AxVDoi2pokGH7Pju0aXBaNrQ8YHkWvxVYJrIXTcvPsKQRlcENOYEKVIsNaCknOVpTi967/WtKs11Kp3OYiIWXMTIoW22NE263WHNyWd0jilMYMBk8EAUxWERaBrPEHDZx9LEnvy9CnlUDw/feto28hqteLy8pLrN27y6Ucfc3h4yD/6R/8j/+wf/2P+3q/9F1hd8nO/8B3e/vO3ODs5JzhPPRjywsuvsFovOD8/Yb2a9zCb0SUheJp1w0LPMbbg4vQETeT6zVtfOFZ9KYKm0VL2eyfzn3VVJgMP/TncMUaVB1qEDEp3LQs8xA9D9QJtkGLMFiKpyFo0pTOeSf+9xT9RTFJD8HRty9nJCU+fPENpw627d9m5tsdwNOpt7FzXsQyeQV0RgsMkXWcWymY8NWbNKJvw3rtY/xvzUsZayrJka2ebdn5BNaip6wFt2zKfLSjsgP39A+qq4u6deyit6bq2rwz6xJCShTYSxE2qanPFrXRyJg8+JaVMWoDShuvXr3FZlxLYEqMv7ZRmOBihdEVZjRjUY5q2Y3SzAuMYDA31UCfXfIMt91MCzPIv+UdrndyfFF3boZTh2clTrt04EFJKDTi/uMAaeW+d6+i6jtV8LiOSzovki8CgrrD9PY2MR3VKDvIzc5WduxLvPTduXWe9mrKYz2i6jmdP7+O9Yj5ThOi4/zFUdQFGo1TJVlhhFJiu5ezsEaPRFkU1JbjIZLvCRzh6/JSqKimMpjCGP/yD3+eTjz4iEihKK618UAzqisKYFCBFPytnVf5bCJfI22//kNe+8g1+8tN3sabAlhWnl3OmU3GVigSRChnNydkp9WCKMgYVDaSgKTBPJOYBeBTRiLKjGIxRymOLzW4uY4wQQyDPl9JpTt1TFSXaCNkzmG54AJ1KUecjznsaD9V0jzuv1GydHLBeziF0KA3vfvQhh9dvUmq596vFinbdQJD7cnp6yrpp2LtzQIzIeObpKdf3Dlg+PeezoyccHz0mRMd4OuTD997j+OiIuhiglKEeDvE6YKqSoiqZXZ4xHk0I3rOzNUUrRdc1tI1ifnJCQPP4yVNa9/+9uP0/6ksbYbLbtqWIyafP6CuBIL3URr6htZb2JAUd7yPOub5iDCHIQ5QIpJAqVpWZpc233PyMCA8+u8/Dh/dRxnBwsM/h7bvMTi8T4276YCdVosFYObzeO3zwSWIuwVLInOQhmSlJtdHCqYSzCp7oUUajo1SaMr0j5qiL5ZIXnr+L8y1NC+PRGFuUmMKiyKsvJLAJOSSH2WiFVoKzXZXA6Iz15gwkIAZKyejaxeWcrpvLvSksy9mc8WSCNfL9q3qEUpWYcCiDVjK9pa38bKV8gjw0o6Hgc9lJm/5dpP06IdB2DmNLHj8+ErjEWMqiZD5bcP1A0a0dCsPN64c0bSvjtc4lr8zI9vYhhVUsFwsx5ihLQPBwk5QW9AMMcs1fe+0VqZ5i0ram6i5G8WNtmpblcsVqveJytcIvwXWG5bIjasXhzT18V9KsO7SytJ3DE/Gdx61WPDp5xjs//kmCnBpGg20iAVNaSjvqByq0IpEVm0ELkywEl7M569WK0XDEyek5B9ducnb8VIKaUvlm4l1ksZhz4/mXIIYEtcjwhU4SqBDTkjbywghp7sXbQPfXqChKWuckgYbwuQRcVRUhigVjnZ4zq6VPIg2BrBcrunVLWRRMt3fZOthjPZ8xP3vK6uKM117/Bj/88x/w1VdfRUXFfC5eA13XUe9MWDZrZrNLmnaL008/4+zsnBvXbzDZ2WY6nvJ//1+/zSuvvMzetX2a5ZJBXXPj4BrLyzVBW2xZMLBjRlsTNJFHDw3DYY3RchZ16oAuz89BKebLNa+9+ipbB9fhf/pi8epLETQVkuGUtjRtR1UN8iP1+b+XAp60ORI8+8bSaLQSnDATHlqn9jy6TbWT4kTTNkLM2CtBRMPO7i637t1Jhylw9PCh2EiFkAxnM9kkgTN4h2s9bdtgdUHXdslVJwHrSUKUA1cO1zHGXm8p+42SlCrIk9O2LbP5nOF0h4Nr+9QjMWeICurhIE0nye1T3vTfM1+jSMQHiNr3hz5dPfJGymxLlxNMJDIYDPjFX/wlmVZCpF8hyANWJCPhtlvjQyeVycpQlrWYOtTiyCT47KaSl5fuv18OouJDGRgMBnz3u99JCSAg+nyPT/8v//3Dw1u93jRfX61ND3GIWe7GIFf1UwO5hE7vJCULbeRIJOUa1ooyI5aRQV1TlQWTMGLHOaK/JhrczvHhBx+ADzTLjr/44/d4+dUXeOfHH7Ozt0VRK/YOJvzgB3/ZnxNjNN47qqrEWIPrXL92IZ+JTesu98UWBUVhOXn2DKM1bdOyXjfs7OwRwibZg7SxMUbG0x0ule7bdq3FVcoaw5NPPsDgqYcDhsMRxkSKZFDsvMciZEnnXH+/860LgrRKJWzEGlFrQ17v55yn6zx61XJ5fsn56RnbOzsU9RZFOWR67RqjrTHr2R5xNecXf/VXePsv/5KBrSi0xflA4zquj8eYQcnZxRmmLDClYzyZoI2mrEqenhzTacfv/OH3+eqb32A+W3F5ck67aLl+cJOlE39aGVEVx/m6HrC7u53cnlYMLDjyTq1IYS2ffPQR7mcffuF49aUImiHKBMJkusX5+SlFWaZ1sz2vk16qxwZNainzEiylTR/8snyi//5epWwOeRSxLOUAX91aSYTBcNBXHQQJiiHIfLkPwuLbuiJ4R1EUFKXFaphdnGKtZWu6JXhh16FKK983iD6U9GBoLdVOUVjRYyqRR0myFwZfac3N23ekegye1XIJKAgBhWe5uMA2phfTg0hbcjWrlcwSa4VU4OQiV/frDIw2xCiO3CLHUr32VSfIRGlFlzSwrvF86803+OYbKo2pKogyAmqM6YOCVkKCIGIAefX5T6KXT0FR8EUoC/HeVMm3MkMaElw9KIW98h6vBmSV/t54OMy3nz4wJ9gBMq5MgjA2CUzx+fQsRZxsuhRDFItTgusF5+jaNavFAu8Mb/78C7Rt4MVXD9jb3+Pttz/kfHbMoC7YmozxXtymRqMBw+GA1XrNs8sZq9UaYy3GGgaDmp2dHUbjEVEL8VfYgueee47pzj5vvfVX3Lp1i/sPHnN99wA/rCi0tM8xwv1HD+m8Z9F61MimgRASRySjvFvTLZYXpzx7cB+jPNZC/Wt/S5zmrcF7x2rd9N0aqN7SMPqkRQ5BuqoYaZqWshoDyZzGeRataH+v37iBtYayqghAB1STKYPplNX5KevZJW/8wi9iQuCzDz+iWa+ox0PQEYPBdS1aW24f3qFdNzw7fsLH77zPv/pXv0nTrNjeHrN/bZ8Yz7h38y4f/vR92rblcrVGFxY86KLkcnbJulkzKC06esajVIzFIPyDtZycHjMYj3nlpde+cLz6UgRNkfqUsuJhZ5v1qpUbdrWN7MFMegwyqixTu0roXP3OVzO56LUydlckPWP+QvkZka5zsvwqhrTlLvaau7IsEt4pVlLBO/GHNEr+23ui73CNw7uODs16IeaubGJMwlzdhqxSqerUgnmFEFksFqhYiIfhesVidkHrPG3n+fSjD/DdMkmSfF8Bxxj7gBKB4ANt2/YVTw5GGTet64FACEqCmLrihLrkNdUAACAASURBVJS7aZ+GBWKU5VrOuX6IAAVlUSW5TZGSl1xQY1IFqHS/d6awBVVdy/OcPrstCgpbSAIqSowxlGUplSRQlmWvMZXPofpqOSfRlAclSHuRaeX/35eYCbs2RoMWx6WrZ2VTk+ZgKslMpnuS3Vv0FIXlYH+fo6NjGeV0AfHONKwfn/HtX/oqP/nxj1HqQAJHodndmTAZj7h//zNW65YQNErbBG0Y2qZjNluwWsm5un79AKM10Qc+/fgTtrd3ZPlZVTOejEV3nN4tCo4eHxO1IWgLynwu4aQHiPG160wODrjuXiS0a1azZzjvxeneaFyCkvJjtslxkigIgeADq9USbMGjo2P21p7Dw4oYPME5UcGEyHgksjKjFPPZgrIqWDea8WjIcGcXU1RcnDyjnc84uHWTi/Mznjw5YufGrnSEzvHos4c86O6zu71LaBytb5jUU97/yTt8/ZuvYrVlZ2uLt9/6ISYaqkHBqlnz/EsvsOw61qtGPAiUQBSr5ZzxoEQXNmmvI816yfVr+4QQ+Pjdn37hePUlCZryYFV1jTZQ17WIp6+QulmwniSXqTWjJy9iTE1ECgwxRlrX0bUddVVgFP/WQ3L1X5BKYr1eoM/ZSFUQM+D5bEY5LLFG0ZQFSsH52QkhOApraJs1a1Vw8uwoWbvN8bbj9OkT2uUsie7zz/ECmK/XPRF19c1k9yTvNd53hOBwbYsyVtBHFYjREZzr29gcGLN3o1K6/30WKMesZfUe13WsERIuJx7vu751z+7WEgDTGuDUqiuV/CljxPsO75HqwOjkLgW5v8s/vx8qSBrTkCQ5OZmFVJIqnf++wBa5mhSs1iS2X/6etZayKCjKkul0ugmeSIVV2IKilI2bgpObVGHrRAr+NYcx5oQj9z/9DoWM3Hrn2d3bY7FY4L1syhQ/VKnQbGko6gHj6Q7Pv/o6hdXUNrKcX7C17LhYOEYTGCkYDmqIMqRRDWratmM2u8SaM/x25N1332M02WYwnnJ5eYkxCZfzDqI4DUUfefr0GaYqCWkVhygHEnaplCRWFNFLw6OVpagH0r4Hn3wa/poLkX71waGCJPr5YkFEMRxP+ezBA9brhldefUWSnbU07Yp106CIPHjwKa997VW6ruP0bM54MqaLYIYjtrTl3HlW7QU3bt/h9PKc7/3B9/jKa69QVyXBBQgR13QCWQV45YVX+fSjj5hOtvjLH/wlZVExnUxYL1tcjPz03Xf47os3qYsCZSyT5YTTtA8sek/XrhnWU7RRuLZDawiuQ2vNaFD9+wNVen1JgqaS1s5oQpC1olqTZmLlFSUablq3KwfCO59GvhRN0zKbzZgvFgxHI7Z3dsQL0zeJRU57TlRuV3PFIWC5T/KX4DsIYrWGAtc5mR8OnuAlGDiXpkFitlRzYv+G2MApqzbYnnzSPvCATLx470Uf2Lk+SMmfJeOEVMGS8Mpc9WSZTgg+jXpmkwVFXnkRYt4/nt5AX43q9D6kYnRJeiRjf3mKKleDRpa9JWGzMZvqO1fwOTBmjDGLpHvsNElXQgwofzVNKYKP4i+aqsGc9HxqCTf3HrzKy+dygqBPBI8ePurfcyZBIFW+MSZCUK5DPgfWGsbjseCXlaywreua0XCwwWKVIkYJoG0rKoWmbQjQqyWKQog0bQoePbrPV775Omun8FFxeT5juDthe+8We/e+wmtvrlhcnLJazlnMLjg/O2W+mFGWJcdPnlLViovLNcORor1cUNRjWK24uJijTUHXNtRWMFyVSKxPP/tUgqAt+u4sXbh0HcSDNYaISve40Cbh3h4VxQu2JwtTJRJVTm5iGuO95/ziknq6T1uWDEcTjo6fcPvePTrn2N/dEbVHVRGcYzweMxwMICk1MlatlSJow2j3gKb1rM4vmOzsYgtxx788PWX0/PMQkGo4wP7ePoUusbZiNB7zzW+9yQfvfsjTR0+ZjrdoveNyvmA+u2S6fw2tNcetLIuLIaSxZYGRXFrfK/BDwPtwBdr797++NEGzrqpehmKsrAsNUW3m0JONWp5Y8CHQuVSxtR2LxZKLywvKumY6nXJrd5dhsonTyegiy5fST+31nypjoFHwP+/EM1Aqzc0/0tqH5Jkpc+kyyWR68Dyk/dmZ5IgR2ZAZIj56ZDuE5fj4GOeE8ddK2MPghRDK1yQHdikUPTFoCewp2H3u3z5gyoMUUmudpzsyM5sZc2FHkxtU+m+QIBRy0GITFH0iWsqy7NvfmJKFSIjy9sKEEbPhXoIPeEIPq+Sg6VzYjKlq2bMki77i5/0NU0LsK/8UkHM1takwFSFIgAjJji9XlDF5i/ZQTCLfLi9nZNu9o+NjsYBLCSD7kBpj2N3e5nI2Y//gOmU9YjAcE0Ma2UUINYWiWSyYn54y3r/J2ekFZyfPUMh0jlaKGzdvMp9dMhxP2dqacnh4iPeexXLF3edeo3OeRw8f8dzzd5hdnlLVFT4EtrctMWoGgxq3Xso5C5HOBU7OL5hcv4lKQTMXFvka9VhL+jMVRaYVERy8qut0mUUrHKD/2pB8XK02OB+YL1fs7teEqKkHYwpbEqLcy/v3H/DcvbuSiIPn7r17NK0jEphOp4QQxATZGLyPBAyjnX3Zf1WULC5PqY0h3Gn40+//P7z+9W/gE1wia5PXjCdDtre2+OyTj9nZ3WY9XxEizJYrirrm93/n9/lv/vv/jsIYYteyNRnRtS1lIvmCl+RnjWzc1Kg+sXzR15cjaCLVj9GaSFpRawwuSOXROi/BLMjDvG4b5vMlj4+fgNbs7O6yvbPDZHeXQEwW9i0hRsajkQC/Kk0ApSpLwUY03zNOEKKQP8Yo0JuRys65RK5kMbh4csZAqhzF3NclKdJgNMZ3slYiIpVN1IbFYsZ61XBweJdHR6fM5jOZEa9KotJ4GT5PhEySwgQnVa0xoKNMuzgnEzG51ZWvSqy4MOc+CEKnSdNGWmFy0ATIAU5vJCxRRfIZkoAr7vKoiIkigO7nqpFdTJAg5xgJKXPna5KTVF40l7NTnjZx3stmR+/7wG2VyXxW/310ZINl5ir2CnYZUxW/KVC1zFT3WJ1KgVcIub591XICldasVmtihMPDQ9brNZeXF1ycnVFYy3w+Y7lY8N7Z+/ydv/9f8Xvf+yPOnzwRTaY1VGXBeDShKId88vFn7Ozf4P7DI6rRiHv3fpW26zh5+oTZfEGpA6vZOYNS9kVVZcV4PKYeTdjeu87ejdsMasNLX/kKdVWwWiw4PTlhe2ebJw/ug3OYdB0UiuW64db+NULyb40puZM1wsRULQYUgtU//9wdXAi0rqPWA0KIaQ1JUoak6+uDFxjCGNHJtg6vjcz+24Kd7W18hKqqOD094Xt/+Ifs7Gzx1a99lS54FrMFu7vbPHz4iHv3buPaDlNputaxXLYU2jA5uMXN555jfnrC+vKc0Cz5L//BP+Dp8THvvvMeL73wIk8uTvnxD3/AZ48+ZfaHJ9y+c4uf+/YvsFyvUKYiFppf+2//a/7JP/0n/PZv/hb/+d//eywuz3nuhrhWEQUTv7ycEYKnLCtqbUAnjDz8R/TT/P/ntRE8E2RHT1GWrDtpXUNwMh2wWHM5W3B6fo42mhdefAlbFP3NHlYVSivKQrwjFdJSoBLLjsysa2P6ykR+fKYa825nm1pXn3C4jYaPlLSBK99DgdLoNApny1J0p92CsqpZ2YLFfMmya9FR3gtRQlxVVjTtkrBuKcuK9SL0bW/+1j7I6ozoxO2961y/ZwdIB10kIRInIjIxLPuAAmHzMQMonfHEDcFC2AQ+6C9HcrqXYFXkveCpNdZcrd5Vr3gIsDmEqWqLMQjJpeQaWmNk9YCX/fMg1YROMiHvOpEO6Q05pVIFnwPn1a4hV88qfU556AVyye48McRe25s1tABRizzHO4cC7t69i/eOp0+ecHl2RlFYurbFO49G0azW3Lhxi+tbOxRGiS0fUrWtVm3y5Cy5feOAH//0x/yLf/6I/es3+dZ3vkMbYDSdUG3t4ts1ymg64Hyx4rntA/78r37CyfEjFJ7JZMiwrvjq17/G8y89zycfvIcJDXkPkQ8RtKZ16zT6mSt0qaJ93MAYPp07oxQ+OHZ2dnGdoyiLtJ1A5Eb98e6rzNB3C50P2LIixvy8iHLDaHFH2t4/YLFccnJ6zvf/6I/5e3//P2M4ErJxPJ3Sto5PPnvA8/fuyeqR9Ro9qMFoOjSTg2sMp1POnhzTzMTz9ju/fMDbb73F9b093v7x23z3u9/m+sE1BnXN+ekl9WDIynkePHxAvTNhb/eAo4cPefTJZ6znM6bj6wwGdVqyGPqEvzkDKRn/B0SrL0fQ7GOXSoyrwpoClGCKzXrNo8dHPH56ymA45vkXX2JnextT2A0xBLRdh3M+LX4XWdFoNBIjhxh6wgmVl+p+/j0oBBjvupasJ7RpaiXLN0Tnkdlasd/QxlAoRVUOKOoBwQeMLTk5fSAkUHAYo6koccn1XaXgI3KfIW3nGAwGXC5WYriRA3lM8hwfUAWyqnY8InaulxJ5nx+OkA60CON7pj4EdIhpIi7SiUIJbVwfNLUxmMy8X8FCtcmESUyjn9kKT7oDGf/TfdVnbG5ZI875XiCdg5zK11qJ4sAanWbD9RVcKbWGqaU2RnDVrJFwCfPtD07fiubf5ipU8LgQ5b72D0bG6mIgBk00WjS/IQgs5D0qQts0PZnm03tRaNpmzWQy5qXXXqAqNIW1lGXBarXm+OgZZ2czjp+dsbu7B97hmgVHDz7iNx58ys7BDX75b/9tBpMR49EBXdNRDAZw9ISL2SXTnTF37nyToig4Oz7ih3/xZ7z/k7e5PDtlNb+gMBqrZeLIWMtwvIVSYFUgBnGs1zEmk+fQE1vakMY7ZVe7tXlttMAheeIqQy49tt1XnoH1usOYAu88MYoo3nuXbwERxfbOLuvVCu9bfvM3f4vX33idl15+gaIsaDvH4eFtuk48YuuqSnt/pjifzmA1YO/wNk8+aVjNZ1gF3/r57/DBT37McDQgIutc1iu5N8PxhPV8wQsvvsBqtaQe1hRlyZ9+/08ZlJ6qFOlRWezK6UltlwygRHTCxNW/GQ/+Ha8vRdDMOJU8OJt9JRnon83mOB/45ps/h4/JHcVaFLBYzNPNjrIDfTAgDGq8y1sWNdYo8BKITGJ3E5W0IWkUae3EhoXOb04ZrkhyQFmpfIwpQMF4LCsPQpuXq3k+/vBDDJrxZMr85AkaRV3XqEoerozdPf/Ci9z/7GParqNpmp5VztikGGoYpjs7nM1X7O7uU5U1a+eIUfWtVAikKiObFCddYfo3qpC+X7b+Ulg0IbpkCFJJtapVHzQzJluWFXVd9dcjY2GQyCItDLhKe9utTYxt3MiqMlFkrpikWFsJe5vY80w6bEgo1ZNcxhhx7E+Vr0yxqCuHPVWNqTqKIbekcm1ywMyTL/kEZFJLcFCPtvncBbqu7QcA2vVagqnRBN9hteL44QfcurHDdHsHq1owLbdu7HF+fo6KjqLQdO1KoKeiwOjA8uyY//N//V+oBwMmW1NsWWFtwXI+Y3FxTvSO6BzOdQTXEoMXk+wYsSRMzjlcOqsnJ+dMxxVqdYFazCRooonKUBqDMgUYg0eBjojdcO7gAkVpQGmZ/W+bHqbJ+3OEkJQEtWpabD1kNpthqgnGFCLjU/TTWeVgyGhri8uzE4L3/Pmf/QX379/nu9/9DtPpRNKpF2Y8es+Tx48pyrLXLgctY6/XnnuR4wf3WZ6fgfN89etf57d/49ep60rOe7rzs8sZTdvyg+9/n+/+zV/ml//GL/In34enjx6IITSRMq2H2QgThWTtuk62r+q/poj6d7y+FEETPl8q52mP9AcURcHNW4cMhiOyy6TzPs0lp2mi7FaUAltZlr2IW6lI9FKC6yTo3lQdG0xOJ4hAsFV5aaP7uWVjDYUVx6Vm3VDWNfVggDYG13U0yznt+QUxwPMvv8qT+/dRvu1JEeccvlv32Jw2hsePHkqLavISNtmAGHxE6cRqhsiz02ds7V/ncj6X92IssUhkTjDJOUi8EZ3riNER4HMz+IJt+QRD2LQtMwgon+RdKsqhMlqlCpY+4OWqAzIeLPfNKKlsnfM459MeFklKIUaMpHdAquKgIpXJZsq5sg3kEdWYz0Oa7PHOyf75KwxnZtRzEohkziPpaoTp6tv52OsyM/mVg6wQdEL+ia71k48/piwKzs/OiCGkayXsvw6BwhrGZc318ZDbh9fRCrrVChWNeDkihiBlaaV9NYIJK2uJHgaFxjdLLo7nKKUk6Qc5z8F5GYP1HpKBRkywgQJ8DOl8SlJZrZZsDWvGJuBjhws+EaQxGQqrNP8i8EWHZjAcURhZGV1gpWPSUsHn50glBrL/vTa0zlNNxhzdP2LvoKQYFam9jzJJJBeUydYOq+WS5WWLNgVPn57yL//lb/HGG9/gtVdeSTR6wCjFarmUybrOQV1tcHht2bt1l6IY8PT+p7z1Z39BDPDe+x/wzTemlLZknXxiz8/OefDgARe/9Vu89o3X+eYbX+cPT4+ZDAqMNphCuqLgBc+1CcaKIaK9Rymb5GVf7PWlCJqfJwtEf6eSaYFWmsFwQOtlQ57zaWePUbKXOv1jjLjd6LRXILeVxhgIgtUorakHgyS1CDmSpGpT9Sx+UZRpVlfaunpYYQtLPRhircEWlq7z4ohjDeenZ6xXK0pbsnewL+2Jc9R1zXq2+lxb2HVdai0FW1ksFhgrwdq5jr39mywWCyKR5XJJt15ckTpFvAt0rZBAMr+uk+7S4Z3gXJ9j0lNAcr0gWq5N53z/d53zFGVi4A190iqLUqr+xLA755NcS6zk8sukVb9i+GvogqINGo+sa3XCSolWNrV6TesFmtCqTyoxqSVUzENUmf1PFy9dSGmrNN4HXNoKelXPmUdcfap+JGDk6RZZ/ZHbM9kDH2narp+e+dnPftbLvZzzfXvunccrIRe9rrh+cxfvO0xhKOsR5WDKyccPRXmgFfVwgEt+BCppT0Pwae5cSCijQJc2aSgDaBmaSHcvnZuMz8bEW24W9Z2ePmN3a8zAipO+I9AFTxc8PnVqwm4nB3+lubl7gKbDuRatR6JPXq1Zr1cUZUVlykSYxh7+Qmvmq5a9G0Nu3L7H0YNHHFY1dV3hEvQRojyvprAc3LjF/dWaGFy/VeEv/vwt3vnJT/nWm9/k9s2bKK2599xzDOsB//oPvsdXXn6Ra7du4q2lrUp0jAxGE27efp6HH/6M6fY2r33tdRbrhuPZMw729gkoLmczrl27xrpb8+MfvsU7P3obTeCV514gV5VEJAEYK274C5mwi0rL2PN/QLz6UgTNnAV9wpSsNRgLWos7i9aaxWxJbaQ014gVlU8mF6QHwHtPUZWU1Wbfh/NOOOWUTYuyEKYw+D5bk7A2pdQVY45kxhE9VV1irATNnFlNUcjo1rNLdvcPmG5t06XdyRmOtIV8XQICyIursv5HZfY+3VjnPdevX+ej9z6kWbdEH5P9nEstpwSRtu2IPpkwxJiCR/Y69JtWPSkGQPfYFkRcCGjE8CSGQNt2VJXvW3NjtMxka9MfphClnamqsse4VHrfTWwSxiuJqvNiwqFtgU+BkBjFaFkDUZQEXSK1isKmClaTzahdd3ViSvUPcb5m0qrL587O/BKTrxJpOjHIJLZcwlAW0gciOPncdV1zeOeOmFs4SUjeObq26efzRTiuqMqKJ2cX/MmffkRlNcOqoKqKpEIwxNiRF+7l6rxNQdIaQ+jfaw40KgMFfeWsFMlLNuK96AnzDLhcJ/k8i+WC/f1tYpRgLFrnZOsW046tINUVKtIFz3RrkiRZUrE651itV/3gAmzgEfF2TZ2XKQi6YLQ9pXp2JtWxtbgQM9XYk4DaWKrhkPV8Jv4QSQo1u5zx+7/3+7z04gu8+cYbVJU4Phkf+On3/oiTW7fYvXWDwd1DSgNnx0fc2N3hyfF9Ah3Xbt7g8nLBqmn45P5n3Ll9l8v5jLaT+zSZTmWQgcDWdEtiQvKjaLsOnGx5JZE/IUjRYO2mCPj3vb4kQTMTI1dMGLQ8YD7ImNdqtWIw3U3tu1SGWTKTsUvfi8Zdb/QbhUtJLK/GWEvT+UQMZAY5JVOlKYuSqi7ByIHpuoaqEou0oqqI0Qsb6RyLxYL9a9f7FjID5/mGaGMokh4uH8ZMdsQQe11qHtlrm4Yf/ehHbA0nlHVFt1rTtgnf8tL6Bi8sp0paUZRcoxCVLD1Thqghpp2IWhnZCZRc6EOQ74MKWGNSiyvjo1qr/qELOmBNDrPygOedMzoZFufr1nkv+4a0VH+rtVQ1hRZTXR8RUbXOo7GKzonm0ijNciWQRde5XheY1yRn1rwsyx5WyUktRpWML0BdmSU3qUsRQgg2siTQCV4RX1bB40IMBCez5sTY72XadBtSweczpLXm4YMHXJ6d06wWEByDYcHhXdnsuG5avG/p2nU6LyIf69qWYA0k4o0UMPM6E+mINVGRdulkhj/BJ0m2lbH+GAPrpknaWY/O7kdGo1OwlIwhUIeOEKNjOBxJwZHgkLZt5b4qnTSUss452wlqrekiFFUNyeX92vUbwhWQBOip24DNiOtkukW7XuFbl56vlMxj5IP33+fxo0d861tv8rVXX8OoyO61XS4efkZzesK4mXN4aw8uj3h88ik2zNjeGjEeVcwXC3YP9liuVnz0yccoDaPRsC+EtFYUxjIej1guFty4sU9RlHLuI6wbWRFMQjJ7svcLvr4cQTNntBCuVEcbiN9YQ9e2crhiKta0WNZ7Y/tKxBYWrXQawzR0ziUsylMksNcYQ1gJS0j+Xj2rKzvFq3qAR0wiyqqiqmQhWna5OT05wVrDdGs7YSW+Z9NBKkxtDLYsiL76nGQmj6zlCkRumOmx1NliwXQ0TlhkxHViUya6zE50qusGq+VgKqXxUYMxRHRyNjJEL0EzaIi4ngGPUeHSjvMQHPnoCDss7997T9DJhd0ISdM0LZCCR7o2UjBLFeZVSFs1HSBWacp4okqGISGgokYp+R5CNEl1pEHY21a0sHk01CQRtNZKEp0Tlr2sjEgtUfiQRgFVclYizcvzeXG3SooJpe2m01fJU9RLAohp8kojmsa27ZLhsbSXMWF8zntOTk5wnaMsaxSBVbvi6ckZVaV58vic4WjM7PJCYJUYiUHJpBuGQEyfPWOJHZo0Nip6HxRQWCkkojFo5wl9FRh64ix4j7GmF2jLMdSpsBAhu4r57MmvRSkBJCg5u+vVivliTlVWG+hlQylgjGa1dtjBIH1vzfRgn65pwBhIsqT+gU1kUjUYMJpucXHaidTOR5pmJZAKcOkdv/e7v8veeITv1hSTIQd3bjA7OeXJh+/wyuF38TbiFfz8N1/jG2++waefPsDtbbFYe24/V/AXf/qnzOaXjMZDEfxrTfAKW5Ts7e6wuDjn8uKC6XTaKzS8l4Ih+EAbPNvbW/0wxxd5fTmCJhIEnfeUFCloGojiZlQUFtKB8umQFLbAFhZjR/JQpNY3JPxk3cioW2ELVAxELTLvoiho1zNU3BbRt7piSIxUt0rrfteycx1VUbFazGhWK1Cag+s3cN1a8LDUlqI8tjTkbZRKKVQ0OCvVbfShF4KToIQ8iZK9QfPYonMyGx7SuFfnAs5HlqsV3kUaIrFMlYqOJCEJAUPQmqA0XvleBiJVlQQS5yOdzwkjpv0vEeNk1CwiMiFVipgZCmJ0aZ97YpZzAlCKQEiemCtIUyMY0Vk616GtlYIpRIKOiaRJ1V9qD330DAYDDI3IlJRPGKrDeTEhibk7iKB0IcMHiR2RKZgg5BmJHLpqahGlo4hKoX0Ak9aFpMZTlBHSXMbgpXqNQgopSMRWTOc0slo3PHr0GK0thbGyA0oF1usFRPE7KKoxjx494ujxEdZYwcKt/FqWJUqJc32ZjE5y+eicl4CvFaPhRIJ+29GpjVpB/oF1s+7d1lUKuumAoVUEHYXYixCVzM6XtRgmxxAxhdzjpm1StE1tufk8EVsWBafHZ1Tbt1DG0C6X2HrAGsAWaNdhg8BJUct2S6UMXimGkwlts6K5PKVbXGLaBd26oQuRYEQT/Zv/+//GwXCAmw2xVsm9jS13bl/j/fMj2S5Jw/HRY+4eXofjU8Z2i+pyxYtfW/HpRx/y5OgBNiv1ypJyVKFCYDwaYg1cXFxyfn7O9u4edV2zM53iElF4fnG+WTL4BV5fiqCZE1TXtSgl1v8hyWmUTm7SMdC1LdpuloGFNLGQq8CiKNDJVX3dNESg6xx4h9UwGpaUZUnTrPrWRPUBQC74aDTClJbQmzoYui5iC8t4siXZPophhrEWFUhVWsSHDhOrJFORmWWt8yTKZsQwIvttQt/OixoAYsJWpKJt19Ked06CnWo7ojJ0nVTPMqEUQcl6AvpqPZMiAecSTpaqr9Z7ab8Ty1xkizhtUMYmqZBisVwLttm0MqFlLTZXQXozjLDBEtlIfLyDGPBdI+NqKpsyS/DO9855MVOwRrP2HcO6Ymd7j+lkzGg0QmnNfLlmtWpYrFbMF0tWq4amlTFX5z1dJ1VLcMmjMsbe/bzIC+0SDIPSGCXdiFSYDpWug0qVd0zjs72PaJJsZclZDJGTZyfcPjxkNlv19x4k2VblgNXqFKVKPvzwQ1zXYbWhaZq0vnmjg/SuAwXj0Yi/+3f/DtPpFu16LX6dRL715ptkzSlIJf07v/s7PbEoI6BpPJDcim8CKzmvKIWxMjiys72bBi86RlXNfLGgadZiR+eLfrtmXuUin0uY83Fdo6wRM+LgMWVBcA0HO0OOfvpDVudPiFpT1gNGk222JtvMPGwNBszXAz579jFh9hSrZS+YtoZYFHgUTQycVyUHB3vs7u/y0kt3eedHP2R/b4uy1pyfHjHd2kJFx60XnuODoxXTm/vc8ordwzvo6FjNZzy6L3vQP37whP/5n/xzXrPJiAAAIABJREFUpqOSV19+nufuPcdzz79EJNI0a5quY3Zxjncd3juK/9T2nsf0b2YqxXlaHjSTGPDVaikPhVe0wQNi02atEf2jkvHIxXLJumk2FmY+oJW0OlVpsNakee/PQwD5cOV96MZYlosFp89OODy8y9Gjp0mqEnqGVjDMTeDLU0QylgU+6eyICW+74jzknReWPpE7WolfpOpi/76dy2Yk8rWCrXWiZ+vkcykfACdrDrTHBam8fCKEQJa9yeyz7P/erEAIRCcjcvVggErEg5goy2cS38v8HlJLHhFGN17BaCFN3AAEimTiHLpWJn80EjDjxnJNJQLPeUfwjtnFGU+Pj7CG3okIpcXdSRl8VP01FAs/R9O2Eri8p1/rEYX8kjyUQoxKFZrx/RI5aYeT7VsixXx2N+pJp9APEcQoeKlzHWVhqaqCpgksF0uc68SAxUnyu3275Oz0lBA8bdegkIkjYw3NukluTjKLMpvNePvttxmNRlgr00dVWXB0fERZ2M9Vqn1nEiOr9Upc6rVKUrHNuext4UgFQcKTB4NhUvzInVqvVjSNWP5ldt5YsU9r2y5Vn2JOQnKqMrXFp+fSGMXQaD5+5yfc2KpwvqM5jzz55APsYEy9e5NidJAm5YaoeoSJLfg1q8U54+1tYvCUZcE3Xn+V5+7dpa5LLuenvPvue2xNhigN1w52uX59n8uTp2At685hcTiliUWJNhVbozH7Nw7TOfM0yznPjh7x7o9+wL/+wY8gOg5vXOPll1/mxeefoygrRqMh49GIi8vZF45XX4qgSapSXNehSdKMGDEm9q1cURgBc71nsZizX+8xHA7xQQ5017VcXFywXK1o2xbRQWrqqmZ7a8KwrlB4lr6lbds+k0aVzInTw++cozCao6NHbG1vcffFV1iePeXBJw9FHM7mMBLS1ErYWKZ553qsVPw2HRvTDJEWow3eB4pBmcTBcVOdhpCMblshl0IgBimDvReHbGM1RHFT6gNAIsZ8quDyyJj4Nuo+KYSkN8wfQStNiND5mEgVDVFJFZiZlxTkXMimG4nxVaFnRgEhg2Jq/xMhEILHmKLHTjOgKIy3oQ+zMTfLkS7vmlkvWa5WdM6nrsFji4LBYChi6kzyJIhFF4XgpqnqEsONfMSSI7w2RPVvS3+uVpRZ5ylVtKLtup7Mq+taDKaBw1s38d4xu5zRti1Ns+biYsZ6tWI4HDKfzZGk5VJyVikBBXRQNJ38+WBQi52a3qxZ9t7x3vvv08uuEzabRf4AzbphOBLj5awQCJ8LmKTPgSSbLlAPB/LH6ew2TdPvQs9kqExGiaJBK1lvgS7EIJqkpPCRsixkLHO9plKR2iqu7+3z6OiI6e6UH/7kPXZaz/V7E4KP7OztUe2M+OzDn7KeLwjNDFdbfvEXvsuLL9xjvVxyfvaEtm1o3QqtFRezGd51HD854vxyzs7WlE/O3qXau8douxInfG9RVrqHLialiimoJlvcGY144aUXqazBarj/6Uf87MP3+f6f/DMO9vf4+lde5cUXX6AajL5wuPpSBM2I+DJ2XUfe6eN8wFjwPgvMpfIorZVO1BiaZk1MmXo+n/VFxXQySZZfVcIXI0RpO0VCEVA6r9TdvAulZEnZxeyS23fvEpVMf9TDAU27JjhP1Bt3n5iE5H2LFsV7ULrYQHAN2TRB9cdfE9GyfrhztF2H0WKEYZSMFnrX0TVrfPLLNNZireCa2iQZS3L8Wa3FMDnTqjnOSTupyFKbmB44aQtd2kGkcQQ0itVahMLaaEKbWtQQko5SsLY8HaO1So5JOrG/GqONQAyJbdZG9w+wUVpWyiaSR4J8WseMYLM+BlwiiwUBCbQ+4kTiCcgDrbJ8KQqBFDMBpFSSzwe5xsnZSj6/BBUfIlhHbBO2arK/p+Lq+GAfaFOHIJWmJJKqqsQpPwbOz0957913+/UaZSka39UqcnZ+Lrvd07hnhgTatun3cOeENBgOGQyH/f1xCeYojKJILLt0MhtLPoEmOibTSWrf83tPF7FPFvIKIYp2dDDsO6o8hSYrWmSAQxQQnk4lrwWteHZyRtTDVGCk1t1L1ayJPHrwQERJyRDkq6+9xunpOXVRUFtDbQLVwHBz9yYXJ0956bWv8+GP36KqFG++8Q12tkY8O34sCTRKB6AVsixJSWeodMGzZycYW/DcnTtQjZk1S4yWNSU9VJTkMtkMOxKJWgYCUZHtg31+5d5tfuVXfxWAJ0dP+OO33uHZk+MvHK++HEEzSEXStS15Isj7FEyCPKBVJfrKYV1ii0y2wLNnT1ksF2xNtxiNRqlVl8pIZwYx4XAhqCSjkCczu4/3PTqR4XDEzv4+QSmZqIiiW2ybNSHK8qjEwwJiZBASHpkYj7TGIRC6/OdpTDQqorbUw4prN25zcj4jhkjnnSSAKC7Zqgy0zRrfNYTOUZU1zapN7L3gt953MkGk89y3770Uc3uVRd79XHdqSUVriWx1RNpf5yO+a5PJryQGjVQVfUVGTAFSp9nmKNfJB4xJZgja4ELEoORXbfERXMxmG0rwamSJm+wKD3QBgioA+bkuRnxMukcyFCKVZt9xK4VRSbaldNojn+9OFvZLzMki9951HmG0dWkxumTdteTx0axkkLMpVbwPch2quu5ntG/fuUtRWB7ef4hScHBwwOPHx2ilmU4mFGXBZLpLjOKd6py8f60Uy9UyfZbQy+Xq4SBdw3SNXSdVA7KGubCKtm3EsCVBBrLsTIJsbz6csOcswsoida1tv+fJGFGk5B1WpS0SNJadsjbJ/uL8ksGNHXyIqBBE4uQl8ergOTk6TkYgnovzc156+RXefec9BmXJ1rBmq1Jcu7bPvTuHfPKzik8+fci3v/0LjNScremA9XIhkjGd7Qtz4yeSMG0sKgaKsmK1bijnFxQedCgodYWuCkKPwgjhq7VCR3n+tEa2sqrA9s5Wv7lUK40tK8Y7O7jO8Xt//DtfKF59OYJmDLKLJYHaOrWi1pR0Tiqa3Z1dFrMLxiMhisQ1W3P78GaPW0mbmP6bK94l6RejRfZhjbSrIVVr+Wv7dQ9snIMiEWsVs/kZ7WqNV0KqZC1YnhSBFPAStCAVSmrxTElhCy7WrWhFtfz8srC0TctsdsH29lY/Gx68p1muULFLGs2YgkzonY2ULjCJvVfp8xhbkAXSor9rMMiMb1QK3beHIpCvhmM61+FDI9ghUFR55tthU5VujcZo0gSRxyHz0HkNBUS0S6uRdQQleFhUmqA8LrZpmkhIPF2kIQUj2kWtDYbNGuXep9Mq6Bwhdn17H3IR1Y/75d8rlJb1sz6IosDHkMj6iFSfYCMJswx00fPo0QlGa9brFYe3bmFssufLUzcR8l6VgCyea5qG4D3vvfuuVEFKEv+jh49o2o66qlku15Rlhfeh3zuljGUwGtM2DdpYQnCUZZESugMVsIV0O66LDMqKoipFn+kFvqrLikE1wGjLncPblFVJ23aJ/U9nefNkpSpbuqJqVFFWJavOU9alQB9dB1E+V9t1srYk6W1d0s0umo7t4ZgOIdyCcb1KodSK8+PHjJRU5Kuu5dd//dchKuqiZGA1Q+XYqTzXJxZ9fRuzXLA72uX993/A6dNnjMYlWkdZbJcmzrIYXmvdD1RopfGdY352wjSCNjW+XUFZUQ8meKTSzIoYggMNVmvByVWkMPJzijTIoUyFKQxt95+Y5CiP31dlKXKXhOlUtiTEFo1ia2uLQRvRfk1d1TJ6FqXtTiyLFONZNgH9Yqg8RZTxtMKK0FtMPTbOOzlYo+inb2L0CfNqpC0z+cGmx+OkkoQQUoWQxMExaoqywmFYzJfcuH2bJ48f9SOT3jsG4xFaC24m+3ikVe9ch46OtnF0ztO6SOshqOSwjvzM7IUZUTSeZIsHhVHYsqSysqvcuw5rDG0r7LPzkcVyhfNgihKt5bq7tI3QaIUnysdVaeFDrgKIhCgel8KVSDY3yvR4pcwQB/ARFxohQZL+VmdtrbVE73rJT/SdSGFSEujF0EBvL0fGf2V9RRag+2TUoYxBF4VUJ0mt4FPl5X0AFVHeSTANga2tbZbLJdVg0DuV6xyIE9a+btap9BEj5qZp+4rVJ42u857WiXtPUZbMLucMBmPG0ynXbt0kqkjXOtarFadPntLaRohCHGUp8EthPVVtmYwnKDS+C8RkJGKMwahkPhMjhRXX+KDg7OJSSNNcQfXeDRtGPQDlYNCvRgFYLpcCDyUTG5+UFzHGDQ4bwesSpy0qBLRyaAI6rXhZ4rClQQdDCKJrNUYTXBQv2RAwKrA1HkHoWFyecX17yv2PPsAqTxcdrvOyZtds3rtgyLHnB7KkKkaZ1Fou5tjKc+/WPZ5drolGOhhQfTLFaxRpV5WWSlMZkf7JdQRjohjv0H3hePWlCJoAtij6UT1V6BS8SlKXxHQygWROK7Ev9tq5TOL0VWa6yCG3i75LMhT52qq6Ki9QvTSjT9GZGZe+TjDVhO1ZW3xu3MwYk7ryQMCL0XG0qWV2PD1+gu8cebY9+JC0mI6oYm+tlTFVrYUs6pxnObtAK8OqdQRl6fJ+6jSCmRNBWZZEFG3nKKpS8KXgQGWhvUqLz2DddrTOs25auqBAGVQIhJD2/qSaTsck+jY6DQjIdc1O60SZOTLpsjvnUV4eXLRBGzFL0bakTIy3SYvWQhSBu1LirymVssxNu9AJSaMVMX3OXC3ZohAdbLGZFe4lY+n6+pgCWec2Z0OpBAsIvqWCTxi3QCm2sMQ2j3SajbJCKbo0w26NxTnHWz94i6qqmIwnyW+NTfBMwWg4GlEUFb/0N/4m1w8PGUyGrNYrtCk4PT3n2eNjzk6ecXl+xnJxjjWRwbCmGtSS8Aot9me+YblY0a5WRBfAewalLJ9rnadt1kStU7cQyBtX8zqPzTWSxFEPhtKtJJs70eFmrPuKN4HWtI0w/m3TYutaJn4Szk1ZgYJ23eHcCjsasTi5xIVlTx4qlHimKkW7XHF2ckbXyLbUg4NtTo4LXNBELAHZg2WVznYQAJvxW3LNrPpn0zkhc0+ePKIa7dAGJy7yiJZYCDAtZ0un1l+L6F+6kjQ6nYqf/wTHKFW/QtaHgMWkysT0LbZO2F3OhCKhyV9/hdNOD5FsdFzy2f37PH36lJ/79rcYDmupaLO9P/QMYT4xYoIhFQZBbpgPEa2TQF0prl07oGkbmnaVWvpsEZTbVZnrffb0Gddu3ODy6WO6XE0lj8eY4FTJpCI3KmyBUh0hRi4uZxRGFkStlh3KSrDUyVwgXGFKu1XTVzrn5xe4bg3B411LacVpXqWKw/sUAI0BbVOlCIpEhCAyrqA0BC9f17tJJYwpgewqymIvwT9lvNW7VJl3HqVbIqu+4tNKtk+idEqSEtxzEnKtWOPlscKotLS4zvcVkzaGuh5slAAZo1RKArHVG5jCS6S/uh4jB0O5X/IQWlPgtUtrEGqpXnWeUw8ifE7nynlPN5tzcX5BWdW9F8B6vUZpzXAwInrPwc09BsOaxeycy9kp460ptqq4de82Nw/vMD+/4PjhA54ePWSxOCfS0LkIBFxYEQMsZ0vaVUO3WuPWDaOqonHSQs8XK1ZtS+sDrXMycJDOv1YB7fPv5b75KNe+7Vq8F5WHuGFJMnNXuq48WmmN5eLsnHKwJdWuC2hrE4YfklIksHvjBsX2kMXjT7j/6afEGBnWI0pTgg9YXRCD5fxsyfa4pmmWFEVk/P9S92axlqXXfd/vG/ZwpjvVrbmqu3pks9lsTiKbZKxE1mCJUmRKEWw5DhwrCSAgiIIESBA5Rh7ykAc9BTGCxIkQP0RxECmwjUiA4kiURFmDI0YcmmM32UNV11x3vvcMe/qGPKxv71N0ZLMN2EDnNBpVdevWveees/f61vqv/zAdoVdOmiECMSl6YmKArF3ooWcOmB7CSdf3/HDJbj6i6hooN1DFWKAblJD7gwHl+yGT07MzZpMxZVb2FUBodI9X6+/xeE8UTWnHAyAdWFaaQZstBrkyEg5zU98Wxj7mQaXOT1HVNffvP+Deg4fUTct4POGFFz+Q1hiASjAAPUCebqT0XEJ6Q+hlaelGG5Vj8IGrF8+zWs4ljkPLyRhTtyEFV5HZjGpV8+RTz9DUK3r1i1LrrimkpEPR4gpu2+fa2CynGBVYIyTzcjwjpsLT55ZrRaIXCQ2pS9ttHwJd54nB4TtP73ilVW+7pjA2B2MxfZhackqKSQ3VtB0qz1CIbpz0Xvgos7rE6ILILO1AJieNTv3PqNBD1ygYciD03EcEW1QxDNr6kLru4bnG3j9Tug5jNEU5SksNGVdNwpWVrH4lyjbxUK0xjEYjPAxSVKOUdBc+DIUmeOHtCsUrEkUeLp153aRRPbXaMjdijOXHP/MZOufIspzf+Z3fZblcUhZiNH24v8e0nrK5tQnJaHljNmHnwkWaqiM4x+b2DuOyEBeu2OJ8S91U1PWKpmlZ4qibFV3jwYPzoFzHalmxrCoxPQm9BVyCpLQW1ljSnSuVOjYjAojVqiIqg9IV3ju6TlgrOsTkqbom02dZznJVkW1cEmPtILZ0JFejwmhm5YgLl3eY6cDr7ZKT4zO00ozzEcF5jvcPGGUFTz8z5cmnn+X1r3+B3e1LPPf8M7z++jfJMkNeZEBM1oIdbefk/baW3gMrBMlb90ZjopHD3Dt09CzPjglmzN7hnFBukucFoyKnzA2FFT19rzybzDbJrNDsUkM6FOd3+3hPFE1jJDOkjY5iVTHdmiDdoygwon4MlE+gO0oWH23nODg85K23brJcrRhNZly7dp3P/MRPsrWzw+HREffv3R34nFpppjMJue+Shfnj0RIAmdE0XScFAnGK2d7ZZZTlHD68h80sG1viGdhjo33hXC4WTDe25MRUyakGIPYpkHJRNnWNKnr+ovx9Zix5FkEbWi9yvXI8GUjF605JyN8hStGslZCTO+dSAZOts3MOF/vCL9/IZjldNBgsMZq0TIpEFRNMocRoFynO6U6Uj0XQOhPzB2vXvEeiFKEQIKpEC5KkyT4aQQ5BWdZ473F1g9YRnxYRgzt+osMIZiheAD3VRmtDVpSMRiOBN4J0TCbLCSlkTyktHQvQNjWZkmK3PDnFZDm2KIaRz7kUnKbF2KTrfNqMCztjtVwxn8/X2/QorlP9eDufn9K1jsl0Khh8kQsJ3RhmkxEbM0kNKMqCLEaqkxNuHR2xWtQ0VY1rJCrC2BytZNlR2CmTUlgR168kbC4pqXSMNMtTDg4OODw84vjklK6u8XWd3JLSIjEqccSXRooYA7OtTZTNaKoabSKhqmiaRvwsY2A6nWHtGKVgsVimaGLHcrliqxxDCLimwua5sCyMxejI3bff5l614OzRPbr5sSyV8jE+tAQX6HzHw3v3yUffZNXBd27eZbIxpZmfoPOS3Y0ZZWEYjUuauuLs9IzT0zNhXiQjjR5fHuz/QqStKym41lLPj8mmBtd03Dvcw+Yl3neiBFSBna0JWxtTNqcjpqUokKIygtcHv5YWv8vHe6JoymJEQP6qqpBlgR5E9D2O2WOWxlratuUrX32Vvf0jlNbMNjZ56UMv8MlPf5rlcsH9e/fYO9ijLEtISh2ZyGSD7vqRDYZJbXg+SicpnfD9uujIy4KqWbGxtY2xKm1ME7apFEZB7TyT6UzMKlSfOZOczZPaRqsUvZC2rnkuFKkQAllmMVo6ta7rkmdlvxRZP0kzdGLSTfTqFu86uralqatEj2qFkBxTZyZ+eyhtSICC5MIEMdvoX1+toE2FuV8sWGvRxpJhsJmhd/NOu5W0NJH/jVpr+RW97lvYCL3TjA9BRnkEA4sJ8Vda0zYtkeSFqjU29DJIoZ9oY8W4xejBXUcFyLRBW4t3smjTWnN2djZg2716KdUhOVz6QyYEohE2Q2bFY/L09CxxEteQTb/F7YIjyzKKouTsbJ6oSfLIMst4OmE6m5FlOdPNDYqylGVd3WLzAJlsvSWVsbc2dMnCTTbIbSsYoKjFDEFF9HjG9qURxcY5LqOom5bj40PeevMNXCe0OBOFCZKlZNc8L5jNNsRUOkjH5RD5cY//ySIpqa0aSag8PZnTJad837aYBF1J7pQjusD8+IhpId4QTbUQ2uDUgc1oqg7nAzaHm2+/yYc/9ee42r3IcQ0/9uM/xTtvfJu7t97iwpVzYsPoHMvlGzIJJSrWeDwmJvOUXqThQ+qQW0cWA8FFcC2jzNI2lQQyKpmKvDKcLh3z1TH31RFFptiYjLi0uyn0ReHTEYJ+1/XqPVE0++7Dpq5HKcnm8T5IsekXgUgO0KuvfpH9/UNmW+d48qlnePHFF7nx1FOczc947VvfJMuzlKMuS59T1gVSimZG24bhJkgInYDDWg3xAjLxy+cX45y6rtB6J20xTRoT5eIMAc6dP0+MYj0lum+P1TFp6UWTLSFUyXzCMYxCkm3O+nuaTIpV6lS/O5dZCqXkcCvh2zk3dGlyg8fEi0zegUon7XMELZLDNhUTFEkvnlRBQXxNe3WKsQZrPVkOyvjE74yPHTaJ1pTUNDZbj+zDc0rPj77z7alTibLUwyx93pEcBjJ0hhCRvKhIXbdUteijizzH2gwfRVOvUBBa+TmD8D29j4Ozf0hLEGIUh3TVp3/2rkvgOumWV1WFzfIB0xZvgSALNRQuvZfaGB49epTI1DJZZHkuRPe8IMtzjMnIsgKNJiOjiXKgEiJtlClF3l8p7Jk1tJ2jLAXP7WEX7z1129K1nYgFEObDzrnz3LlzlygXFL0sVBtx/Nra3MKkJVAk6f47KTyml2em6y4k2azWmqZphk5f+bUDFUnIUJ2doQmMRiUPT08pMgNBMZ8fc9J16+WnbvCnhl/91f+Ff/cXfpEvf+GLvPqNd9jdPsdLn7hCdXifw737xODJ8gnW1pS54N6XLl7k7ExUVj0ssljMUdGTGZkWxGvWkRuZOJp2hclyJF5F8ueFdg8ExdGi4Wz5QLK7tGJUFrJofpeP90bRVIq6qZkVs4HgXuQFwQesVYhnaKqcKrKxtcXzL36IF97/fvIi4/79+3zn298gyzKm45z9gwPatmO1WvHss89I1xoGmrvgYMGLK5APkKuhC9VayeJDp9M9RqIK5GVOCG6gL6h0Kuvk2+mTcUdR5FRV0i8b4ZoZY/Bdw+H+flrgIB6XCrq2SXCZSSqXQCSQZ0IVKjKTOqXkqdh3mMFhkvGj1YqQSfHzRkEQLqFCdOTQj7xy07jgB7jCRClYrm2SDZwsVxSJHP8YnUdrIUT7GDHGkheFQCVEGYlTse0B+8FQN0ETj/NoRTK6/nli7N9j6fRJyidhGSTFUQhEZQaKUtV0aCfZUMKJFTK2dPoCsXjnUWmKMckUGRgOxdYJB1I6KI3HcDpfUVVLYROkUTw4eZ5N05AlB6xVtSIvCk7OTsWIA6RgFsKHLFIKgNFWFmbJ49NoAwaIHTGxFJzrEqYtEECeKHVyoAu1SnuND6ISEypSwjK1GrDf3kBFYrA1o7Jkc3OTKmhcem1jjKxWFXVVMZpOBSc3QjtyzombPNC0LaoYYbUW/LAoUuSysENOD/aZTiYU4zGLs1PaOKcclUxnJfO5qKisMcOBd7h/j3fuvM0Tzz3DrXsH3Lz9CKsVzfKEF194iu3ZiPnqW0S9xBSWnZ0tLl+7hn20R9u0Aq9kBTfffBOCpyg1VCtC1RK6FshQIdK1HpTFqhRZHQJRZ3QRCRjUmjaKhVy3XNEdnNGsbr7revU9i6ZS6jrwK8AlhO71yzHGv6WU2gF+DbgB3AL+cozxWMmd8beAHwdWwM/FGL/8Pb4LEYkhcJ2QxY01tI2A7G3XrakCaRua5QV37twixkBZlpRFznwx5+79+4xGY86dO8f169cGHFFa8EQ21wbX1eKT6R2ocsAz++JprRnGWGthtrFBu6xTIqOQxY01tHWHtjnNUvS7zoiZsPcdKtEffBA3pmol0EMIkS6ZCi/my0TYFppR56Ug2TKjMIZMS0fpWz9wAkMQI+Je5aKDJyNgDASlyKcj2tzSugK0JcslBmS5rIgoXEzu7wksUtqgkJAsraWb6FOSpEtbh7X1jkkuymiXWUsvEI3JrTzPrPBFtRq629Df1CRsSovTUhzY6n04XBg2pSglhS5pz1WSjLgubevTc1NaZLcx2e3FIMR4n/TkiVdCjD5RnVLiZOowlUrFRMmBtlosaVtxaCL6IZJDnNiTiYn3/MmffGGIV+414VmeUZTrfCpr7eAkpROOoIxGpa219oZxXhBUWHNZlSiI1tEooINQsIxJHXySiPaLnpBcmbROQWExyiJFK05OT7GTDXq2cgiBpmmESZG6795w2HuBHZq6ZlVVmOk2mVZCc0v3nmDUgZODAza3rlFVNa5rybQnyxTlKONsETk+PgaS2shaLj3xNLff+CYf/fin+fDHXuIbX3sdpSxHe0d84atv8alPfZRGb7B5qWA+32PRRO4+OCC4iFIZly5eZ7FYMV80bG9O2N6ecOAeMZ4Y6rYhmhwVHLguMT7ENUyjEwMmmZLLiCgsiyzHaEXX1N+rFA6Pd9NpOuA/iTF+WSk1A76klPoc8HPA78YYf0kp9TeAvwH8IvAZ4Ln0/yvA306//tMfSoyGjbFUyQosyzKWi1rSHKs2LRLWEreuEacZqzV379wmzzPO7e7y7DPPcPfuXRkrdTLYU6KX9SGQGUmkXC1XTKdT2rZNkrm1QUOMUOSFUCGUIi8yxuWE11//Dh/75Ct44ODgGKUt1oj+OwQpADFTeCeGvTGxwY2Rm25U9lZcLTGqlODnvkvuR5CLPtdQWgXBoYOM33jJAoKku05mvoJ8ys2I1sTMUmtFO++G10GWRGmsWi6G5ZXkA+XDciOzmejd9XrUHwLPYsCm7s9YS27EbmxtrSd8Sx88TSvBWSAhbjZtZkl8QO8dTROE65jghujDcPM+zjTwKLTY76cjaQsAAAAgAElEQVSYE8CIy74yls6n8TkmSILe3V0PDulywwdc4+TwTe93jBHfCmfRJQ/Qru0SjiYuSEWeCQQTxflI4k4kbK1NslaTGXZ2dnjq2ac5f/4CZVZQjEqKLBcsOSI4XTpY0JBpjdOa0WQibutGlFhV08ioPHT4Kklzk/Zca0x6X7xfe1/2uVogZPvFYiFmG2h2r9i0ULRrDwFjqKq1E39IlDoFHBweUjctWxdnmCAwWQCBcLzYNPYF9u53vo3GEfFsbEw4OZ3TNFUyZYHOd2xtTPmxH/th7OQcv/LL/y3HRwd85qf+Kk898wJni03mixV3D044d/0Gf/oHf8zOhmHRtJy1BSjLYr7i4jMXuXfrO7RxzNaFJ2i6Jfl4h2gauqojH024MGsJzZyu6th/+JCuPsWODM++9GGiGeFshjJiWN42K6wK5GWGmY3eRSmUx/csmjHGB8CD9Pu5Uuo14CrwWeAH0qf9z8DvI0Xzs8CvRAER/0QptaWUupy+zj/1MRqNsUa2tU3dMprmInNUPekgdVVpKdE0DdvbI5q65vq162lLHbn/4AGr1YrFcsFsNhtG6Bh1GqGM0GrSxrGPhFVqvZ3zKb4hRMXV69eAyOGDd1jVFW1QzM9OycsRdV0LmO88vnPJPSgbkIQQvCycSO7j6UIjSnaRdC1CpdDKpM4I2aYEL8a/IotJ3Vwgz4TgL56SPR1nOD6RGIjIsqqJShN1RutFx+2iF6ciHgubinKjYAyKFHdAWj5YM3Q6/evTm4AYLXQia0SZIlGpycYsKX9sGve9d/QxB7J0CslRKW3NEZpMagjlAEm/inRT3n8VhfQdES/SzgeJaY1BOgf6JY9a6+9TQScIb7MvyrL8EN/VHgPtC4d0XmJLR0hu9SEkSzyGr9H7oUYkMXV7e5sQHCE4jB1TFDlFMUqLRfHPlMY3CqTiW+p6xXRnE0cgL0o6B8Y7IhmuqljVFXlS/4iBhkZbg2t7FyuFUdIQiOVhkGkjs8nJK6KtFqaICrI5T2+oSSO5GOJIMRWPhLSw0xaTFQTvEkVLDIqdc3Rdy+a2GHnPjw5EopglrnX0ZFkGcSVwWGbJipKvfuVVnvnABzl/aZf//L/8RSYbl/iDP/gS7//A84ynU05OTnji6evMT054/dUv4VzH4uYeWTHiL/7MZ/ndP/gKy9MzQgN7RxUf/r4P862vfAWVd2xOcp594UU2z93htTdvcev2MZcuPYvBce/Ba6io6NpOXOyDwA2+rQGHaoG2+l6lcHj8c2GaSqkbwEeALwAX+0IYY3yglLqQPu0qcOexf3Y3fey7iqZS6ueBnwfY2dlhOpsROjmZmqZhslGmC6Wnx0nXFmMgzzPqphmUDKSOwXnH6ekp09mMnZ0dAkJwV9qgCYnPJjfkyekJV7k2LB7ke8h/zjnysmRrczspfjwbG1vsHeyxnC+EEtSKAUNdN3gnsseecA2yjYzeSxiWSnnrUd6YEHtSdkxactGES9KmThdlh7GK4FOBTYqTfnFTlgVVXdO0LcLDisMBM68qqtbj0RirIAjmJdneog6JUbbcaBlx+w7DWJGdEcMgOOgPk14iKvEcfRYMKVVSJzWLIbPr+A5rzdBFey88PO8cwaU4ifSe9EqhHr5A9eO4FHP5vfzZ2Iw+WVAlhyFjrDi+EzFRY21GOQLXtiI3JGCwiOepHJZt16WOKfmLDtQmna67FIcRAhlm8BSQbhNiymuKMbJaLlkuF4zHI7q2xW5J0bKZONcrFcV8xmo5Ewm0XcNsa8p4WlC1HWgpcCh5z4vepSuKaGC1XJLlGcqlMTlLi7NU8HsVWyTiTaSwGRubmwRMwrMjSmgDgMRco1SygZOC6doOo7Q4NFmLMiYd6ioxPFTi/3oxxwmBejEnS1LP2cYGDjg+vj00O3lR8ud/6Ee4ePEKV5+6waUnblBePE9dB/aOHvHg4Iwrl87zqU9/hPnJgq2NKT/84z9CDJEr16+yv3/C733uD6maSDmasb//kIdf/Ap3797lgx/9CBcvXSQ3lrt373Lj6iVG4w0OD19l0UixniwPaGqPykxakDrqrsY3SwodyDKNr/4l+GkqpabA3wf+4xjj2T8jiOjP+ov4//lAjL8M/DLAjSdvxKIsOKvOhHLSirV/b34xrM5TYcjznPlSzC9iXyxSB3Djxg3K8Zj5fME7d+6ws7srXWiQCzHKDyNqiBBTXkkcnnaMEhS2OZkMtluyIJKMZ5eeh3OO1bIasm18SrTrpZ1aCQYlFBbp3nqVUV8ABavrHX+koEVEu+uT9ZdJdJi+yxNTYLk52qYnXpMWVIa66VjWLU3nZZx1AWPFim7A+KIoaxQipRdML226eyuyKDEdYgWWzC6sTodC4owqGQO9j+RZRlSKpnVoICvN4DJljUnO2EK3qptmwNVCjMmTUw+dt8AW6YATdr10LFp6SWMzmUq0OFFZpSiKAqKYWgAD17O/IvtRvOucREF3EuHx+AJFWzEujqkQihwxG+SqvXKpa1NSJpE8LwkJ1zw7PaOqBPeeTCZMJlNZpih5/ULabEcVWdZLHJ6tjQmT6QjVWlluVQ3aKBbLBWWRU45LCLA6W1LVNdrLoTJgi8TkxN7S1TVEP8AfeV7QtC02K1OQWgrZS9ev7j0zdWIWpMPaR8VqVWEnWzK5JGxfeLfyteu6IreadrXCtzWFEWbL/uEhbeeoanHtGo0nxBh54skb1JXj2pVrtOUBd5qGB3f2+b3Pf46XXvoEx8cnfPubr3Ht6kU+8bEPY0oRJFRtx+bWBp/89Md5cP+ApnXsnisZZXD50gW2d7aZbkz4/P/1W5SZ5vLujOAc1mQU5YSqqrH5iKpqsUEWQVorYttSKs1IR0riP4fy/F0WTaVUhhTM/zXG+A/Shx/1Y7dS6jKwlz5+F7j+2D+/Btz/Z339SKQcTzh4sI82hroW3asxhq6TETX2SkXkBjk+OUnKgTVXsmk7HuztCSZZllx78kmquqaqaoqywKeICZCFRkh+mL3qp/940zQM7VGEo6NDvva1r9E5T72qJOSsE6duow21b7Epx6gv7L3UsK3F17H3xuxdkUJPrUmFJCRD3Zg23b0NndfgOzfwMX0yGHapeMpXkOKhlOFssWTVeOrWY3MtYyVrp24SXEFS9ajH3Ip65/Ohs0x0Id17mebZ0CErvbZi8zHighQ3lVQdpCWRNwGFFEqU4LAyKqatfD9KEMX4mPVoLgKBvrtOuPR3kZBlOxqcFIJeehvimk4m6itxU6rreqCDiR2hdPZ9QRXPUM+QUKoA0nvhktM74KKnn1licn5SwGpVceHCBYKHIi/FwUkZ8kKMMsQqTzFfLjlbzIkxUo5LfAwDc2FYtkVPCB1G53JAuoa2bQguislGcozyXmhQdV3TVlI09fDanrBYVVy4fAUfFFkuCpumaalXFcVoRNe5xD5w+BglMcB72rZlsp0LNOEDOuHnvbn1cj5nsjnhZP8+Jplor1YVb998J5nXyHXmXMe4HGFNxmxSsjUuuZrtsiwLfv/Vr7D39pv844eP+HM//FMEZXi0d8hvf+73+OinP8KF3V1uvXmL4D3Lkzk3v/MWSimuPXGZ2XjK/PCY1fEBTb1gc2TY3pzx6MF93ry5R9c5VK5p6pXwsl1DVAEThYdcoJgVBUVsyTXEf5E8zbQN/zvAazHG//qxv/oN4K8Dv5R+/fXHPv4LSqlfRRZAp98LzwQwWUHVLJlu7NC1YiSQlzldJ0qLUKfIAQXlqKRzLatVJRZdb3wHbS1b53Y4f+kSx6enAq5nlrOjJe/cusWF3fOc392VG0EbppMSUufhOocxOb3dP8FTLyvCduAf/e7vM57OmMx2sFnJ0eFRAuUBpcjzjCyXghmJtF1LlgsG5X0a2fvOaV2HBWvTVlzWfXxsNO3jNGT7y3C6hzUFJ31uTDSXqETy9vDwmGXVUXeBoDSqJyOnm4HQ3/hpzFQkA10tnMR+S67F61IbTR+nbG1yFQoBmxm0NuRFsTZ7ULJAIwZa71hULca4ZLCclD8IH9R79xgFKTnaaMF0de8Dmipn3XQDbqhNlnBRwZwjUoCDd6i+8Hg/8A6bqhJaUdfhkgelT3zOvqvuDQR12tT3GeTDuJsw2D5xVClSSJlJHXig61rZdCtFUU4oygmd8yyrinndkJUtrXOs5nPOjo84PdzjyqVLjMblkExZN+2Aq2ZWc25ryqTMMFo4m2xPODk9wjnhUGZ5Jodc6I0pTDLVQKoCWlz7jQFl6JwIBqzNqFarpN3u0uHvqFSN0aJmWi2XBDRZMRIjmq6lcx6T5akLDyjfoY1i785NchNpW0/nBYNe3x/g245ru7scHx9zYfcceVvx+f/xf+Cbr7/OvsuYxY5u/ojP/8bf4RM/9tPUbpNZUZIVBd9+/TWeuHqVr3zhS2jn2J4aYuioju4zYpe6brHKkWeKa5fPU5Ylb966z+FxRdAjjNac7d8htwvyyZjgC2E6aMXmJCd2NaGrObd7niubPbr4vR/vptP8V4C/BnxdKfVq+tjfRIrl/66U+veA28BfSn/3fyJ0ozcRytG/8z2/g9w1oMRFqK1X9L6TTd2wsbFD05yuTXYTftaHvF+4eJGoNHXXMhuVnC8L3rl9m0ff+hbT6ZSPfPjD4BM9w8nFXZYlTVMz0iOc9xTDc4lEpTibz9l/9etom7NMGTB5kcloq5LUMN1QQiRWgNCRBhuzGBPA7jG2oBhDVBlZEVJnJlSZtu3SmCv50TbPCMlc16Siq7QUvF4vHoLYoPVdWdvJjedTFyiZ3ilywktByYsco4RTWVWrIR8e+mZPNuT0TjGQujIJhhNJfjLH8B7XtQSvBxs9lOSYxxjwvcFKJpdYrwDywaXF0dptPCqNTeO7CmLv1+OGfYaS0mYAUfoFhnTP8nW8d8So069yWDS10Eh6ArRIDVOxTkwJnzKd+rC4NMunMLwwOID7FIncc07X3x9kASe49XgyYzyZ4QLMT+cU4wl1WLFcLjk9OuLk8AAbffLhVMM2XiYQN7yuMXqaxgm+2HnappGUxi4OXbBwfmVB1VO1+gNAJaemPMXyCrQT8F4WX1pJTlVvtxYSZSs40afbpPvWsT/oAtrK6xycI8ss3nU01RKb8NA0xK23+Uqmpw+9/DLOdVy5dJ7f/63f5tuvfpnFfI7dPI/R0MQWLLzy5z/O/btz9t+8z8GjPXQMGAI6St6qIVCWFqMiNjbkOuGwzjObzfA+0LTCv1ZJ7qpCR7NaUdU14+0dLJFiVKBwaNWxfX4TpyP18ux7lqn+8W6253/En41TAvzQn/H5EfgP3vUzYL0Zz/JcAOeYZG+6d1/RyalF3hVjNFkulI8yLzg8PeXCpUtsjXb54pe+xGKx4PLly7z80ktiWNz1pqm9z6ZmMp2wWi1TOmXLeFz2XrPECKu64ujwhLbxQ0JkWQrhXlsZJ40RsrFO21TRh8tF2KURv22d2GtllroDpzLINCpthZWOWJ2hQsDCejxXhsZFciuqE5OpAXvsI4f7JUXbOh7u7aeTPo3qqUs0xkquTj7GO6EuaWMpyxF1rNI7u17qEBEJaWoWhHYUiSHFg6SiOUgP01jcF6LEDBoONIEh5IuJAYuSA7JfAGnpkJRa64wjyVA4xCQDlZHZ2izxPuU5KkTzngie8jOE5OJEzw2V1r53ee8XTn3Hr9LH+uI4jNxespRC/4modBhFepNkYbSla0EbppMpO9s7dJ1jsahwIaAzMdtYnC1YnM2F6laKQUWe51K4vR9C2XwajV3TCME/3fzeiSLH+cRZ7br0swjhH5DXFZlSSPeRtdKR2nTY1lUtJiN5If6tSg+dt3eeqCJ13ZCNZvRm1AMkAwla8hTW0K6WEGQrr1Qq5rGX0crUEok8+eQN8qzgyWvX+LX/7r/n9OyM2gcyA1EFphd2+fn/4m8yuXSFN9/+Im1Xcfet21zZ3WJsLJkCrQI3X3uV3e0pOztbtMsjjM3JihJblpwcHdI5R9NJgMtoPOFg/1Akz9HSNg3LkxOmG1NMrqjPTphOLPPDY67eeJpiZ+td16v3hCIIpKCNJzMR2hOHziUGeZOMSd1OuliL3NL5gC0KLl6+zHfeepO9R3s8//zzbL/vhYHaopJKJT6GlykFk/GY+/ceMRqNh4WEiiRDX+EWSraOnNBKwcbmBt55tE3cv0H+mTGoX7TCNR7nAnVds1quUMawd3jAsvEIwTgVGBRdWkjIQksPsQrBO1wyRsiybDg4sixL1B4Zo533rFY181WLsjlFkVFoiX/IyxHZaJzggZA6AVnsGCt4cd9S9oYafdGw2sgB4APR6B5TEGzVe3QUc1yVPk+hB3L82lhhHbzWd6Ndf4D1H0fkjArW0kpjBnhCzI81PgqI74MEz8kmOIijfFqaxQQ/COMhTQGqJ67rAR7pMUtUj+vqwVlJEYeYYZkqdLKJUyhSN5YMjPupoucrmuT0tJjPU95Vz6AF13S0dYNvO+xYMMQ8KWx6C7rOdeJ+vlrh2gpyQ2YzOudTtHKaanSCMEISOCRc2libunh5KbuuSzJOi41qSDjtl6c6dceyK0g/U1rImSyX8yapj/oXT/7syK3h4P4+Rsd0CcVhCpCrTLr1siwoipLt2ZSj/UP2H+5Rd55GGabllBCP+IX/9D/j3PXrPDqdU+TguwV33mo5frjHw7v3GBeGnZnlr/6Vn+T//t3fISyO5TAxhmphsEVJUy1YVg1392uq2mIpOD24S1Fogs6RGOKOen5GbRxl6ciD4alLW0zHEbWZveta9Z4pmiCqm8O9AzFZbVL+stbJeSZhN0gXUZQ5IQa+9drrnM3nPHnjSZ7+xCv0ihWtSJG0crljNMHJKf7o4SORv52esLG1M2Q9k2RuMRUj+U4yRoNic3Mb51pMKIQQ3F+4vVdm8IN0b7FcsVhWjMZTTs7mODOi3BqB0rjODxvcloALqdNLxrBd2xBT0FwMEWtzMR+GQY+e57nw8JCC5zEUo3Hq3DTaZhRliTIZTnVoZEutrQWSYa21Q7dI+jqhH3ejBKIpraSIBCku/yRroocnlGKNlcIwEq4/UX4xgyuScEZRouAhLTQ654UPGcFHUU71Si4dAm3n8J3gf65pMFrcjLq0aNJa9NYxUYtEttgv+dZGz/17a6wdcNv+QIj4lDXTd5L9tSE/kzUWj6Mn/IdUyINznB7K9WuyDJvllKMReVHQ1DVdvaJpKuomY7FcCovDe5qEt1arihACVVURXEtmCsDRtm6AAnp6FWk8F3MqJYU0de39dRJCYDQao3T/nH0iwCfWiV5HS6jEMOg6weGzLGe1WDDZygUz1kay5Z2nrSusDpweHqCIA2ULbYaIj67rMMqwe/4ix0fH/JWf+Sm++eWvUzct5CMUmuBKzu88j86mPLr/kJPTU/zihFkBh0dL2rqhLHMmZcbR/j0+/dd/klc++RG+/qdf4euvvsrJ6TFFYVAmYlSgXi3Zf3iffHaB1WnD4uQe02lBnqX3w1ucb1gtF5wrhBVxenKEwsPq/28RvqROc7rB/Tv3GI1nLBYrNrbGaKPpOk+R57RObHRCUGxubNJFw/nzL6SONEgA7PoaH8aog/193nnnNm++8SZZZtk9t8uzzz8vckfnWC6X6cZc4zBaC8dOfFEVrvOU5YTFvMKOSkaTGUfHpxidrNVci2tbPIrFqubweEExmnB77xidj7B5gc5LiY/VHmULlO2IyZ/SOyfdhDboPMe34p7etY6ghKvYuyYqZHSXOTQtYJQhS9zFvnsUKALR/6ZsIJ/I5qKQSVvqyGB91o+yoiSShMeec9lvrvvwNelowrDUUb2C6J94X/tfe8ZAj/8Jk1+ehw8BfEiuRanLjIIz9omXksUkfqP9MiyzFhciZVbI10Q+13UdWvcGxUkhlCCCiBik9PBFzxroYzQiDV0nsENfrATeCUMnJ9dJkuam8XZna5PV2YlIHdNUUJ1qUWE1EjOyrGuaekUg8Gh/n3FVE5D3f34mNnSnp6eUucWHHFQc3jelpHPru7kQewqZYjwaQV4keaQ4VmVZJqyAzmGzPOGoj2G6Wp5j35lrpemaliwvCT5yenJEVpR4H8T1vWvAB1anx4w2xrTVgoLklIUGm/OpH/wMi2XF4eER+w/v0XaRp65fpcxzTvf2CFoTTIHWOc6VPHnpWb78+a/xqR95iQ8+9yzfOKq4dVCz+UTJ0fGCs9OGiztb/MCPfpb/5r/6JT71qY9z7vIVDvcfcenyec5WFeNJweHJMfOzE2K7JFZH1IuWUq+woaXAkhcjGq+pQo6KirrzVN5w7cIVcg1T7Xi3j/dM0RSM0OBcR5ZZ6rphy8zkpnCO0WhE5yM6xbOOx2N8VMToB4MHkAtZeGciI7t58ybf+Po32dnZ5Sd/8rM899yz3Lt3m3v3HyUcRiy4xOy4H5tlC54XBQqbeKOyNGi958LVq7zxxm1O5ku2N8dY5YkpyndR1Tw6OGE83eTh/iHB5BgXiRayZNkVCWLwMahd+ovYDLSiEPsNu1B95N+tq5xsgTXKqGFJ4nwgKp/GtHSjPdZF9hveGGSky/KcLpG/exqS2L75VNDEoUmnJUns6ZnqsQ6sf/diUvsk8r1suROHtt+G890Wd320R3/S9abQPYVKRknW23QlfFSrDZ33mEyhrcEWY3oLup6+pKxCG1HyKBL0kHA5Huuy1rSktCXvwdyErpI6SVLxVZC6U0Xr0s+jFefP76K1YpSXgnVq6d6863BtS7Vc0oWkL89m5EXBYrHCR5XI45rT0zO6tmXv0UN2trfSVJE2/FGKE1oPUNDg3MXjEc3Q83nLUZHMnQVGadpWFl9apy29HaATH2Qi6zpHNhrhQ2Q8GqfRPCSrRFmkFtbgmorJqCBTEdc1RK3JN3a4/r4XUbakc4FuecpTO2OuXr6Maxs+9w9/k61zu5jZNo1XaMbMNjJ+8JVX2LQtT++e42jnPCfjOXuPHnDj6kUennQcnTgWy4yf+Dd/gT/+7d/gZz76UT77s3+JP/jc52iWK1zrCUEO0DwvyDNLdGcUOVjdcW5aYlWgDpGuTph5VrLyisNlxxmean7yrivVe6Jo9n2RUmrAYLq2TQatmrZ1MqK2snXtL9Q1mC+/iWm8Ojo54datd7h56xYhRP6tv/Zv88T1J0TW2LVsbEx5++YdirIUGkqy3yKawcQghEiZj3CtHy4q51qeevZZ3nrrLg+P5gSlyeoA7YpxoXFdy9HRMWU54t6DhwQtkbReeXCBqLoUFyAdgkvfp1cGCY9TcCdCWBcdJSM5irWCSetBsdFvYEWLqNMGXdG2HT2NaU10VWlEBxXSIoae7J5yeKIVL85UE0XHzbBh7rs1pdUQJQtJjRI8Om2TVaoyw0EGeJcKUFIU9TxN76QwWqvXW1j92GY+pAIWI53vhNri/bqApOun/5o66eBjMrCQgzUORXtdLHsH/bTNT4eNTnxVrxzKO1mC9a/7Y7gtSlEWJVeuXKGtllg8WiUPVSUJoN1gdqyZTSfk1tLUNUcH+9j5HG0NwQUWiyVNU1NVFfb8brKk6/Ol9HBYpUywgeYVvHBiq2WVPibPr8gLeY2Uok2Gw03d9KcextpE7o/Dv/PeU9qMLsh9FrpWaEvBo7zDrZZsjkcc7t1HK5jONmjqlp1z5zn/1HOUkw2WdUtQhmI85ejkhC9/9ev86q/9bzRNgxmN6TxJidbwsVeexXZn6Krj4M5dFsendE3H4d4Drj9xGcwMF6csVyOW9Zgnn/s4i9MTnn7fczz7/hf52hf+hDu33+HmnXtc27nE6aqmHE149OgBZWExBo7nCwprGE1mPH3jKuV0xoMHDzirVrz+zkMyFQndv1jDjn/pD6Ukt0cRGU0mYlgLqKhT11lhTY7WbRq34kAr6ek9McJyseDVr36NO7fvMhpP+P7v/wFeevlllNZUTYN3HUVuKMuM05MTNjc38F7Ad+G/Qe8/KdnJ0lp1zpEXI67deIK79/aJ2pLlGSsXqYIiNh34wPz0mKIccbpYUXeSfJd6QPFPVAarew18HOzE0n4mjbiJLqItSgVQYg6bZXa40WNUAthDckxPSySfKERRGAkDvSYKxKCMKD+iUtRVNWTxKGNStIDQaazRFHkmHpsDZqmTzVdSxqT3LrMJDkhdnur/Js2wUfZ5UjBj8utMm+x+IxRjGjWdQ5me85poW2qtIxc+phRQpWPqmgV2GEyekwu7QrihonlXoptWSuSUaYk27HvCoJwYDKOVlsVJJHW3Vp6XTrhpL70FeP/73y8YutYSdhbEYLo3wpBJJaDRTIqSyWjCKC8lWlZF6tWKR/sHBB9YVStGRSEUsVyUT70mPstsGsfjkPwSSDSv0B+ofacsTUTTthRFmWIt2hRHkkQUSS7rzRp+6ZeF4rzv6OqabDwmdC2zwgAdORmurgSCKMZ4NMV4yvbuBZarCmWkWYghovMSYz0uK3jiox/l3tt3ODw8w3Ud27tTdq+MqfcOuXH9CkcHh+zt7+G1+C6slqc0PsOFgr2Hjo0J7Fy9xD/8jb/Lh15+ive9/BFe/thHuPbkZV6uan7v83/Ixz/xMicnc8oRLFcrDo9OWC4qvIL5akn98G3y8YQnnvsQupxRr5bMT0442X/4ruvVe6Jorsc1w9b2NvPTOUoZcWbuhf9pLBwMJNI/da5jsVjx5ptvcfPmLSazDT770/8Gzz73nOTlJDMNoly8RTGhKApOTo45f+Ec+48OmUxmVFWFSXb/gCwFYqCqa5Q2XLh+DZtZjuZ32dzcYGs2xs8rQoQ2ag5PTslNxnyx4s7dh2TjTRQBpaQId22XslmSe09PSlaJhJxKi0lmuSEZe+jHQslQ0CX8T25zPRC/QxSSvE5jvHREsjU2xqQ8GCE0Z3meHNx72pDcYDbLiKw5l3lRDE7zRq8zjHJrv3u8XaHVueQAACAASURBVL9kgNCO+skhTdXixJS+Z6946kdCjUAG2lghmFuD80G09528DiGpoHT/WiTMujcW6b+PQiVIQgpLGD6e7OsSFUkFeZ7GiHu7IAq9yKB//tKBRw+QnIF0chaRes5kMuGJJ65xenyI1YEVHcFLwQ8x4qPE7Jo8wyiLQmO1pcxy8iKj6VoWZ6dYpXBaMSpLtjY3mUzGjMZjFIjpcAipWCdcP6YCn/T5/XtD1KJhj+KP0Bd8kfqKcUrsN/De0xFRXYJXIhjb5wTJtCPvvSL4Dtd2TMYlbVsL31lbnn3fBzk5XTFfVpy/eHm4N1VMcNC4YLE6pZhusWo6Hjx6wOZsG2s7NjZn3Ln1DucmJcdnZyxXjqpe8pGPfR/vvPEd3r55my4WXLx0haP9moMNy6VLUz77cz/PH/32b/KHf/t/4qMvf4APvfJ9OB+Zn845fbRP07YEHyi048pOST0SSlfwDoPn7OiEve8Yrr38CqONLcZbO1y68TS/85t/912Vq/dG0SQVRKPZ2tnh4f2HTCYbLFcV01lOnmdSvFTiKRJZLOZ86Stf5869e5TlmE988pP8hc/862hjh2TGzicbMJNiI7wXlxidsVic8vz7nufOO3fx3rE4mzOdjtNuRYpG17WUkzGXn3yKu/f2eeOtdwQ31CumueL8bMTtvSPKIkORsf/gIWfLmrwYMx5PhKaSwq+cc0TjcbFJ7jNJT50X2KIcqCDeO6LJiF2LJqKCJ0syxpjcfGJIO6AQk6ZYbnAZ4VWC30Tx0nSOELr1aGelYPZmHDp1n0OnqKQLyzNLmeeCy3kJHFMmDoeVD4kqlIppr7lP+5lE49HDUqfHPEVOKDihyYTm0WupFdB0HSEVid78eHh4T1KTp0A7oSQREim/536m6ymmIjvM+0jx7Lv6/iAaYAg0KgZilMWIjz0eK+N7IGKRg1uiGEp+7Ed/hBgcm5szLl44x72779C3ejZdi5GI0ZbtzV00OYv5gqpZcHR8gk/x0tvbO+mJKMbjgul0Jnr+ZO7StlLA4po3lWZ0+XNbt0nSmbjI2shSaDAoEe5wSDxPnUkh7PXkMfFbx5sTwS99SER+A8mj0gWxrSuKkgvnL+BD4OGjQ1548WXGswl13aC98E875+jqhgfzU8bjnMNVy+lqxeb2Ft1qjrGapa+59sKLbKiKnc1tPv+Pfp02Bup6SddGfNtRt4HrV7ZZnAWqOjLeGKML+KGf/lm0+ssYHWjrFbhDPvb9/xrffv1bPHz4gK6pwDtU8FzYHLGzdZ6dacHLL30E70uqyTX+3m/9MUfVCVXrktjk3T3eI0UzDl1VlhV4Jzd507Zs6BE2y6jrhmIkKXRtW/Pr/8c/oBjv8Bd+9Cd43wsvgNZD7EF/ZxtrpBPsJAPc5BmdD+RWnLGNFc1uDHEwCRmeD8IJvXL9Gvt7R7z+xk1cVJzs7zEd32C1ahgXmllhaLqWcVFy+epVtpsObQqefP55SOmIrRdPSBeVqJoekxAOHZsgcALoxwDOYYh0Tc3ZyTHLxYLVckU9X9D5SuIWWG9ze/cenXh2clBIUdHafFeusyLxJh/7/jbPB/2zi5GRsdg8l3HUyTjqH1dApS7T+950hMFYJPYFVKkkN0yKoBiFypVG/HpVrR2DIuiYDPBS8ZMFzJqkrhBytUm+oVKbpKj243HfMSqgC36AcEgfF1wyPcf0MwisIM93UNbEZGQRezqVSl1mkl1qxYsfeHFddBWsVks2NjeGcdp7z7nzu7RdR2YLfKdpmkAxmjDZGtO6JnFdNc5HlquaLBPjjqZuGI/LwZOAKF2vjOWRdX+frp1+RzjAIwpjMmKIyctB+Kzr90iSSnsdfj81aCIqOjJjGM+mQoJX4IIjzzKW8zlV3bC9sU2hFE1d48sChbATonOYZBGXFxneKJq2YXtzm3ox51tvvMnT1y+hVeT9L73M3tEJ7//Q03zra9/mndt3eOLGk5wcHzEeTzk5OyLPR6gocc9ZrikmlnykkjG04NzZ2HBhNOX81Sd5+WOviCx1teRg7z63b77B7be+RedrDg/PuPP2W+hsxp++9v8wml5kW5dMR4rlcvWuq9V7omjGKDECsgFMxgLJpUZbi80sq2VLOSplWWQ0TVPxH/5H/z6myOmCFz5fwuSkWEh313YOa4VWobUm6ChW7EZyXvqbsUtLkwEQQniN9x/scf/BESNrWDQdp8dH2Cevc3Z2TGcVh4eHnJwtKTNNppP7ugucLRZMNrZReUm0OST3ap2ic01S+sh2OsX7KpWwx0xiE6xhQ29x4cplkgxdUvMULI+P+aPPfx7nO9GYx4iJvYWX/FxRJ0s6F1L0RkxekYKZwbrLAgYuqCKyqhvaToyeje65fNK99k5IISTpZy+d7EnQfQendeK7RumOQ6/njkNhVKnqDIuVAbdN2KXqDUWksOkUYdxndfdKmaE4ptegf1/7rzn8jCCdqeot6dIB8hjM0BtKy4EiXRtGiqdNOfIhBJ5+9mmq1ZI+0rbpOjJrIKYik+fJ1T2j6wI65hR5iS1hNM3IMk3bSje4t3/CqqpoT1sm45H827T000a0/ibt+h4vmCGCaBQ0vQFx/1r0RAWtVeL+pq5dyWsb6PPkhbaklUp6bMdktsnZyQGTjW3xzcwVXb0ShVHSpTd1zagcURYlRV6QpewoFSRSuelaeolmpjST7R22t7YoioJA4Jlnn+NP/vAf8zM/9AqPHv4hB4cHXHvyGl1bs6pOCKHjwrlzOO/IssD2+QlZqdCZHPZixK0gpG1jorX5CLYYcenqU1y4dI2Pf+pfpetqqvkJj+7c5K3vvEXlxJt2bDNChEk2fdf16j1RNIli769QkFtmsxmwBqa1NjjXos2E4DpG4xGzyZim6citwcWARwjZFgbLr4hccCYVJjFDzbh48QK7F3apqypZikHXitv6cI5HUeXcuvMIowosnp3ZiINxyfzoEbGrOTw6Y7VqWJyccuo6WWAkysfh4RHldIPR1i7ZZANdjGTbrcVE1qSttzHZUEC/i+uoQNNLJlVSKiWZImC6iq5twDli7Lf/oEyEvtsOEmfrnU8jpYIoWeOZ0Wn5w2NFZd1N6dT1Nq0bbry++7JWJKQxksYaT3AO591QBFEKrQVOWI/Yal3KUoHruySx74tDxyrjfkShh8puMjHssL1s1aTOMV1EGln49B/rpZ6DkXVavH1XN0yvmY7p0EiYeSo6KDE3jlGTJQclyYUqyItCrpmk1smLgtVyTiCgjaXtHM4vyYsSowryYoyOIyYbGZONnL29B3gvqZl104IyKG05OZ2T2YyNjSmjshRiugvo3vcz9tcpqKCog2Pt4hxJIfCDQgsi1mSy3An+u3D7xwUI1mgMER87XLNExUDXNczPjtmeTTDGcG53FxcgRoMLkY2ylESArqNerWRa6RryPEMTaZ1LCzzomkZ8InwNWvPFL3yB3c2cpqo42N9HKTjY3+Po+IRHe7dwwfEXf+ZnefXLZ2T5FjvnR2A8qN52UK4jlaaOYWoweq0Ic4qmrlhVji5YJrtP8IHt61w4XnDr/j6ny0rMX3obwXfxeG8UTaRcee/RXrOxucli0RI8Yg2XLMgym4ke2HnOn9/l5PiUC9NyoB51velvlI7AJB6gyXM2traYbcxoXceqbbl69TL37xyyubVJ0zbkXQLAU1GSQDW5yNCBMs8YlYaR1azOTsRtZVXhOseoyFn5Tqgl6WZ0vqFuWuouMPZQbmhsXLv49J2MDxEbLNoIDae/cXsSck9EDsnIAhQHj+6z/8a3MMGhWdvbqdiPLLIkUjEKLqVAE8lshtWZOLKni6unxWgrSp08L+SwkSFetq0hrLFLJLhMfB2TCbNP0sgQMFowUZXGcqt6LmYctNwxLXZCen5RPRbolji2g22eCsNCqYcz+vEe1osoFQOycmM4BPqI5f4QWo+urMf4vruHYfSOySlItu3ye5MWeFobvO/49CufEFzWWlSUm7gsCyaTSTqwQrKpizRNS3Aaq0e4VhyJlsvVQDvLtCFqTVaW5OWYCByfnnHunJhgW2vJ8xzn+pyoNZ9UKblHwmMFcE33UpAUUFmWkQWf8Gt5fUKSZfavjEpLNR3Ady3G5GTWSGb4xpTMZhwdndAua5S1ZEUhTWvigvquJXiFVpBbncQRkTzxr2OEzY0NLl94gi996cu8+fWv8tnP/CAP79/nnXduYY3h4cOH+BBZVaf42HF6dpvT0zPGo3MU49TBKwWklNq+705DohmaTk0MKpnvF+TBo21GJMPXLbfvvkFMia95brD63ZfC90zR7C25YoiU4xmr5SE+OqpVzXRakhcGm2VUdUUMiueef5a7t29x+foVjAKPJxLQWmJXjbUU45FkT1vLarXicH+fuq7JreHJJ27w9Vdf44nrT3L75m3KkSxjtBEStxxdnt3tCU3lOHj0kHMbY6xf0DSe+XyFeC0CSmGzTAyJvXSccgp0NKcOXEN19IggwBv9WIVSafEkBczmBcVoxGS2wXg2oxiNxKUGoccIJqo5d+48d7+2IvMdKgqWaU2ybnOyYAqdSOxMijPOikwcw4LkVcdkQhyIYiwRkpzQ+BT3IYeOTaoSsRBLOeWknjz2HEoSPqjEfT5qCB6rTDIRlihdWX4l9oCWstw/eixTBTG/6Cll/ejeb8XFiGPNX41aC50rhoFi1Ts3GSu0qe9antDXjGR6EpMBx7CR77mb6+9Neo/6bPAPfuiDPPXMDRbzM+loFKiYDJyVHES2tFibYW1GXo6wOsOYnBigaVY8eHCPk5MT2rqiaVvaqMjLCSbLOTceUy2XPNo/4kLcYTQqpbBr6XZBnqc4+geatkEphu5cfrZ1x98bXctB2Y/ooNLP2YsmtBH8W2hhejjAdQzkmUQRey/+AdPxBnv3H1EXmp3tbVZ1xWQ2w1hLllmqVUVZ5lij+q0lxkIciUHOndu32d6c8ut/7+9z+fp1zp/fwfnA2XyJNZ7d3S0Ojg557RtfpWk6Hh0e4vQznNWl8FpVWL+P/RWkEtskHZpKR4yGXGWYbIJ3nrzIOTo4oV3MhWrXdRjtyYr8Xdeq90zR7HGVEAPWWHGcNpa2bVB6nG5euVGVUpzbOcerX7tLr6aJUTA0k2dMxhNmsxnKKOq65ujwEIEyDSoGgldsb2+zqhYCbi+Xg142N/mwkIkRMqtQmcK1FUeHK7yPnJ0tiDGdYmnLC7ItbWMz4GzQUzUqTAhkeYk2/y91bxIrW5ad531779NGcyNu97rss6qSSbLIakjatEiRAmFRMAnLEwEyDBseGJAHBDwwPLcH9kAjA4YEGxoIbgCDA9m0KNpqAHUUixJEslRsitVlVfavyXe7uBFx2t14sPY+cbPMJj1LBvDy3ZfvvrgRJ85ZZ61//U3M9NECG4ibumOMxrD97S03T57EAiDg/+LklNnxGat7D6K5rGd+tGL//ClZutsGH/nrMdsmQg1GSbCbdzYOu0lNxNTVeS8WaB4mv07ZmEdbuqRGUlLcRIHiI8FcVC5CeI8XrI/LIe3QsQOK8nVZjt3p+nzUn5uIG+poDuJshAzU4fNNmVEEkTsmzqRXycEo4qOx7fiY/j2kcyyWFcV0jEIQ4OBAn0q4q588NxO2qo3iiz/2JYboDypPKxg6sZiH+Nnr6FhvYixH6op2uy19J16wbbOn6zsc4vpfzhZU9Yz18TEfPfmQp88+4qUXH1GW5US3m6SoQbBwGzOYkuRTx5vzhEOnf4dgnwmCmhgZ6Qbu0iQgVKmizCdHLR2FDN576qrGZCkLSqhpTdfjgnSVwi9VDH2HIkScVxqSvKoYh45/66f+HS4+esabb36OzfUNL7/6Ij/yhS/xq3/v17h8fsnf/p//Jr/0S/8VdbHmvetv0463tN0Vy3A/0s8ixYoDu0LoaLFrTqeOTjezpLnX3NzcELxlu72hqmv8AEEfcO8/7fHpKZp3PuQQoOtalsslNl60eZ7R94cN92y+4PnFR4zOQa7QKmN1tOT83j2cc3Rty+5ig4uREVoplA/TOFGUFbNZjTaGYRQ373EYY755wtMURsN+v6UuNJcXl9xudtIVeXHDmbatkXdZlAW994xDH7uewHxec37/EcV8BUaWQTrLhfpTFFPMq1KCxfR9x3az4XZzw+b6iosnj8k2txyfn4u1m1I8euklvn3xTEZH/J3iEGQh4EX65u1I72zM1YHgHZkWE1ujRcWUHpPGPOFBWk9mu9Z5lE4joMLE3B7npCtJtn15HPOnZU/kF6IUKigiXRzUYTGULsz48iGEmKmU8Lt4s0wRtO5AL0odhneHSJCJkRm9B1KNVmlWj/9OqvehcE6XTVqicLBNk+f1fPknfoKsyMXdfypIB0NouVg1KQ0zEGMugo7wC8zmc+pdza0Spc52s2Gwjmq2QAFlWZJlJUfrYzZXlzx+8oxXX3k5wgMqYpM+3iACdhzvNBRA0FN3PfWed0f3WGy8d3j01HHLF0oWp8pIuGCU2IppjnSewzigR0tZVxgDWV0T+oEXHj1kt99xdXnBajmnaXYiNFCBWV2ig6auS54+e0aWad74wR9idI6XX/ss1nveefdtvB/Jc8tqveQv/twv8H//6q+z7xqacUNdevww4KoahZs2EAmzVkqRJaiFaLMTbwhBKxnZdeAb3/wmbbtjPivJMo3WATv8GVMEoSRhMo1DPrpKK6Iqw4uZbz/0kewt2Szb3YbROU7vnVMuZ5iiYLfbcnt9gx9GWZggRqqaGIsQL1aTG05PTxntSJ7neB8t/plDXLgoIDOKvtvTNQ3DME7k59TNTJvXKI7OTIbPZSwUk1fH5Ucfsds1zM4fUc3m5GVJlheyGOpkM6rMwUEoM5piMePheskrn3udKi/Ybff0/R4VHcSrwlAWWdycq8MdVh1OGhU8Qy8RrXDHGzMIVjkgVCBRuzAVKa0VwaWkTjCY6MeoJ16oNCiyGNKFuKi76FA/dWUqGSEz2bRN+vDUMUbyfQiixVdBTIElCVN8OQ94ZPK6FJXPYfNLhEQimX5apmmUujPmc1geEOT1eJcWf7HAhMPXSqvp3FRaUdYlX/jSF2ialiTfRMWtc0j1+NDVyXvyU9zuYYKRG8q+adjtdux2O7G3GwZ88ORlQZ5nEapZcntzzfVmw+nJ8bSzm1giXsLQVEiO/GrCbCNwy90YlcONRhZHaiqr8g/S8+dFIWYeeTFdl8kNrK4rdvstQQd0njNay+npKU+fPaMochbLOevVET/y+R/kq1/9Gl3bMXQtx8crynqOCxL9/PziCucsQzeQG4MbZWH553/mJ+nans//0Bf4nX/1Ll//9hNee/WE3eaK1fJUlo6R4B8isJt4tz5i0TrCL4fVnijSNts9T589Y3vxhDff+Jw4bXFQh32Sx6eiaCog5TAT7yFlmUcDD0c/jGSZpmt3nJ6esG/204e+WK9Zn52waxu211eSkzKOGJi2g8F7XFJ0KPHVU2XG8fGa/a7j+HhNCJGrGYjjVSwgRvPs+Uf0+5G2aeKAKxdUSjVMp12SOJosx5hxWngE73BDx+3zJ+yjC5HJMomY0JLBPNmJZUYUGKMVVUaQu6v3gj3aVLSdI/NjBPYVPijKsqIqy6nDGa1FZxk6xdnG42yijl1MaoUCpSKtRUbwABzGNimGxAJ4Z9scFwd29LEr15EIHn1DdZL0fVyrHWKhu8tRneSj8YQ42J4RFVLuUI78IaWU9Dmnv4tLJ1SyR0sd1p3zLeF8IcgyzAssJPsbP43c6WcorcjyjD/30z8Vc4rs9DpVOASuTUbOKsEO4h41GZHEN1TVNfVsxsnZOdvbDfv9nrZpxOVqI2NzZgzVYkVR1Ryt4eZmw9FySVkVE0c2uS7tt7diTYfALMJ8kFE0bdSD8oSQpMHEc8HEhVKI2y95TucCWRFQ+Cg7rrDO8uyjZ2y3Def3H8r22oB1YzQq9uRlhSkM3X7H46fP2O12rFYrtpsNWa5YH6/ph5Hdfs/R0QKtFK9+5lVs7zhen/DNb36b0Tp+4Rd/AWcDT558xCuvvsKHz7/Bq6++IJ9zCARnGWy82anDJKCUwuuDRl+nKSG+YWcdl5fXtG3Lu+98D6Mcn3njTZyXuJ1P+vh0FE2tKOt60vQOvef07Ixm3+F9oGlajk+WDH0v1mdIBOpyUfHr//gf8xd+/ucYfZSaAVqqFekCkqRD8W/M8nQg4c033+T/+bV/yEsvvMR77z2m2bcRAE/1QqIenPds93uJX4jk7BBEr27vdFekjSUakxfioE5A4VB+YIYiC5rFfEHXNehRVE5qlNeZPB1dvGvqdPHFSIZcya+0dS2UonUjOq9IC5BU0IVpIPZgRJqTGDjr+H1qWuqoO1iZG4VipGKHYuIEoCPmSThor0MM1PKR4uR9zBWPogIdvTNVxMsI4OPiKnUHQUUNNGDy7HAcg3hUOhe5hIlOEgts+n9qKvJxVIvnlIybd3LbSaN4OunUtHxESexvyo+f7ODiIiwrcn748z/ES6++LD6Ysbikn5mKZRY33VVVCeSS5+R5TlXXkTbnozWf4sGjRyyPlrJdHwZubjd0ezHsGIeeoWt55XNvkhcVJsuxY8+TZ0959OiBxPrG80ApRd/2k9G00oisMnJyNCZC3AaPJ7ikmU90NnHd0lHYkGV5pFh58gzunx+zOF7TtR1n905RmSGvMkpvaJqWqq4p61Ku025A9XLOH6/WXF9esl4fUS9meGWpjxZ8+P5jsqJiHBy311f8xI9/nt3Osd13XFzd0ln4H/7G3+be6QP6fuSX/ov/nF/8Kz/Or/zq/4ExBQrH2DXClAkh3mwPXF6fqHsqMVDkYw/e03cDGsUH733IxcVzLi6e8d333ueHf/zPoes/Y9vzgzGsPLQxVLMZV8+vKKqZGKPG8aIfhgl7eemFR7z33bdww58H5WRLp1VMJnR3Qrr8dHBDIJ50mpOTU8kJqmcMfS/xpdah89RxSadT1hU+bHA+Fk2I2SRC9ZAaoKcLFMXULYxOilBR5tTzkqoo4nOIQYi6041AiDxDJmqOvOa4zQyQUiSNUYx9DJuLeJp3Dme8uBgpJrlm6jwFG85jYJqO47qayqe8FhO7LBdPtgNvVRuDMtlE8LZjYEya57hYmWhEAVyw05w4+W96QYvTpts5MSU5pEIm/PJw/GVMNhA7Oi0bOFIYndYHSWSIDk8HqOKwTU0zs5/G2AO+B0maqSkit3ca+7TmzR/6wTtSV7mJEVLxFLlhogfpeJNJqpU8GoAoDGEUTrEPgXo249XXXuPm+orHH35AHzoReUT3q83VJUfHJ4QgcbZD18LD+/GaiWN4nASIn2OCWeRmm27iBwZCvMtMnfG0yIquRiDUv9wYMpNy7hXPLy7wIXDv/j1669CFHJ9h7PHBkhUzXDvig2McWvLcUJQVF5dXPHx0n3pRkhUF1ze3sgzqhCP98kuv8off+B4XVzf4oDg9fwDa8+HTC159+ZR7j06YLWYUZUVuCrqhxduoLIOpCTBaPEyDkeM/GSzHcy94z9gPqBDY73ZYJ6mpHzx+wu63fosv/vTPf+J69akomvK4O/opdJbjg53ugM4HyrKM7jyKgOaFF875zrd/C9f25HXF4Mc4lmlcPJnSHcdaS1XXGJPF/HNFVc0ponxwGDrJfR4sZSZ4UepaHjy4zwdvPxbeqBW1TeqWtDZoUrSpP8gYUVMhVSHgho6hDaJ/R0XyrZpGUblAY5FKBTSOwT5e7JMcEIUL0I+OYDJUxPecD+R38NV0waMkZCNhXOmXj7ZuqSh57+OxjeD6ZE8Z+Z5Rc60jqJ4Zw6g0DivTfFyKSayywWSGoGKSZrqw080leNwYXXWUkNKdc9MWPql7hGYksr8U6oZSkbEQu02twejI501nE9MxTEqZQ2dKPEbpmOoJB0wmzgnPzPOMLJOOxY6SsSRSUj91uMYI5CGWcUEw6SyjKguBW5TchHJjUGSAjVaAgeVywauvvMLb3/kWfdsyBi/6exounz5GeUc1X2D7Pob3xbfiw2Rj13YjATFnkRqpQWVEmxTE8o3INpCDo6LdgBTMMN1Y+k5C1ezYodSSYezQStM0Dbu25YX5gmo+R9cFTbuj6xo222tOz2tMaTA6Z368xBhNGYQK6JXjenOFdY68KNnvdrRNx+devQ8qw6uMm80tJs9odluePf6Qs+MZ//5f/o/pmo5+7Pnxf/vHwQeabdwteI8KLh53EWqk7t7caQpSY0AImOCwbcvtzQ1dP6JUwHcdF+9+l/dm/+ITV6pPTdH0U+cQ4virKMpCLkzrsIMlL3K6buD07Jjdfs/pyQnjsOfm6oqzhw/jMx0KUCqWWgeKvJDcG9KoJtSc1dFRjAnO8c6Lxn32cc7WcrkkkNyApLNKTto6GZ4HLz6ZsahMSxSTEVzcUPsQC5NIQ0McA4VLnQqKn/w2p83x9Joh7Witiwqo6HSeykSKIZ68JpWZ7rTaCKfR2jDlm6cTK+VZTwubiFGS2AHq8DlJyyivL416SoVDpz0dj0OWtrMu3v2TMUjMo0yv13vcaGP8roo58qnAy6gunahwTIWalMb2A2aZ1CFKpXPBHzpNaT9lLI/RJunvVLwBKhOXJXEysc7yIz/yBTFrJi2hEjVHuIITOBCPXwguduqOXGcQUkJpPIbRACUzhqGJ0b9lxNRCjMBl5PbmGqUUs7bFWk9RFjINOSfOVVHj3g+xaE7nvo7ignySgh5GVqZjMTUpqRvVKnq6WowyDMOA1prN7pasrpgXBTaI6XCWGapZjQ0DGIRetpzx6N6DaH8YGJse5y37riXL4eryCgl9k9d3eXPLP/+Nr5CXK4LSXDy/4ObqAm8HZrNjPvvGGzT9SDd0tF3D7cawbxtC5MtmRn5J1pH4K+SF3KiyTHK0jBas3lmHHR2/92/+DX3XRshO+L3BOu6tXM11/gAAIABJREFUZp+sUPEpKZrTOBE/XJATsZ4v8FZO1L7vKUqDs+PkbVhVM/Jc8+EHH3D+4OGkYkmjiovxCVVdieVaLGzy86TlOL93j+3tjqOjFc6JicTqeHnnxUFWFIL7aIPRmjFpnqNEUMXuKISA8skL8kB1KcqKzChMprHWYUw+4WZ3ZX7cwWa0FxzWh4DQ0BPWJyhEP4zorIj+kzLMKnUIGTPGH7DEKKXLs3wSCMiPk0Lho3zROU+ybctSBKpKoy4E58Sg1+nYoUj3pxVTBCxKTXZzToDNCCdIfEgIiPNPnL3TBW20hujv6X2YuK7BuZjxE+LYm9258NWELTJ12H66wUyowfQ43Fx05ItOUEAqVomsrqWILBczTk9PojtQZEskHDe+Bx0t/tJrDBGHtkPPSIgy2QwfHCEoVPD0bctuu+Pi+QXPnj5B6GqV2MkNHd57+q5ju7mh73vyvKDIV7KECma6TpRSwhn9GGR7eJ8qGkInyCBRvCA2pPKuAM96vWZzfSOmITpGkGQGs5hR2pHxdovONR98723O751zu7mmdz1N3zA7XlMVy3iOW9zoUHlGOZvR7CQ22DnPfLbEWkfXtxydnjMGhe0H+mFktlgwq2tur6948ZXX+W//u7/O8fkJx/fO+Kf/5J/T7BpeePEFlvMZdVVydHTE8fGaMgk4MkNVldGbIMIlRqhfzjqsDfzmb34FZ4cIrcjFVFUFi/n8E9erT0XRlEdAyO0J4NcsV8d8+M47VPWcvh8oqxlKqYnyoZTmldde5htf/wO+8OUfQxtF8h3MihKlYAweixJDWmulowKcVVRFwZtvvsnf/ZVf47XXXmO77Wn2TSyEfhpns8xQ1Rn7TUcIKkqv8qnYhBC9DqMe1js3YW7BB8ZgKYsZgUBeZIcxMvhY9MIkD5SO5DA6GpV8MaWYeA99O9BbmK0WeC9BZMm1XhZJTKOsivEXEqMhyZkpEyexFcYocQN1J+7hwKM0kQSfKTm+wYkySC6OQRQ08eer2Hrb0ZHc5RPkMPaRaZCwtFTAQDojmDbTKmgUMcfcxcWeFihA6wTy39lce4fikCV+kKDKzeBOnf0YD1dHDX0idaOS2484pH/xCz+CtwPDcMBZtRI+qoo3URPpP85ajLhIYIcOP0IYu2hykmGdSEafPvmItuvY3u7YbLaTcW+elzRNg3dSxHon+egza/FVTXXvjLwoGIaBEPdjqRuW6eYwmaTsKbnRqthhmwh3CY0rL+QGlGCYrMh58OILDP2A9SNWBd756ClLBYuyZr1eMTQtdV3w7tvfZb5egVLM5jWb3TVkhqYq2d5umdUzZosF5bJkHHNm1QLbe5r9iPOeo/WKrCzRecV77z7h4uI5Y98xr+c8ePQCA4arTcu7T7/BbDHjwYMX+fYffoP95pbm5oau66SbjZ4R2igKo3lw/4zj4zXL5ZL5bEZRSKaSMTlf+cq/4pvf+AOGcUDhJjjl1VdeZhj6T1ypPjVFc9rlxovXmAznnVigmeh4pDMhj3cDRVEwDB2vvPwKv/4vviaGxXU2jbRoxXXb8Hx7y0snZ9D3mABVXRGA/e4WFQKz2Zxx7KlnNbvdIDGqoyUr0mUmF9j6eMX2egvk0507hOiGE0dBHd2+fdT4SnHwmIgX5nkWP0DDZPelgUgwNkZPHadL4yZptJKiTAiMzuOVIaSigo+OQPGtez/pJLSWSAODwAAWJoWEQYoV6kBw9k427MMwTAFqpNdALDo2ZY6L5DIVzQnTTNtnQixmKurJiV2vdGfWiqrGBpkIQiz+CZey48GF6m4XLrBdPGZZjF6NP/8uT3V63Ym3GQ9oMiM5nG6Hrk2Ki4zeb77xhkRXKBEypH8xSWcjPmsix1bqpadpWzIl79/mGcpokXR62O0bbq6uCARRu8XPtq5nLJZLnLc0WjGOA0PXxfz4jLOzM6qy4DOf/QxPnz5lPl+wWq8YuoGJZKim/0xQxPSLaLnnEqykWCzmzOal4LZ5WsRqdKYZnIFc04w9ZWHYt3sKU9C2DabIyWY1wSiUydh3DXWtuL255PrpcxbVDL9aYV2LVmDdwGbTsFysuLm9xntLmVcM48BsdkQwUMxKtAGdKY7WR/TjiDIZx8fnVLMKFTSvv/YKF08/5PLiIuabCxFfKdGPd8oztFsuL+YUeSEeEs4j8t7Ad7/7NkM/4kJcwgaB115//VWKov7jStP/5/GpKZqpa4M4rhmDs5rZfB4xROmYiqJgu92xWJwyDB2np6e0zY6ryyvuv3B+wK+AnoAvc0YFVZahvadrO/pxkPClEHjy7CloFY0VWqpZxTD0aJPjgwPEEejo6Ihh6MjzCK5Pr1UuvOSc7ZyNHVrUvkw43oEhIEU3/htMHPEOqpJJd522nkqBVgQrEbbDaCErZAM4Dpi46NBpwRR8vPi1xJuSSOsaYreZHjpTEaJMvpXglEIFJk5owvCUviNnjOO5IvpOehfz22FaYgUTcUd5rzp6fCY4xsWi6Z2bujGtEq7mYkGKOvRwB5OLmKXJMmFIRAVTUiVN33RnmzwVRtRdlemEsRp196btWC4WnJ2doPAQJOt8OmZxW6/0IW9cbiLELnugG0bwAWsHMbcocpx17JuW29steZxUklXg8ugIYzSL5YI806xWK5q25dnTp1xfXREQwnnXNiwXCzHwGEeKsoiKtvB9WMThD4fuOwFXMj1UZc6D+6c8eHiPBw/vMfQDT59dsGsarm43XG6uWZ2usENP1zYMaLr9nqzMKeqSoi7RKqNpHf3QM/oB11hqbeh3OzLjMAZsHIf37Y750YzdTsZ8kxV0Xc9+u6OsK+bLOWEcULmjaTv60aKMpixqnLX87M/8FHUuQhdlKq5vG55fXvHB++/x1ne+xW5zScjSnsGx2+4YR0vfj3T9KIu8tMSLst7PfOZ1vvzlL5GZP2va83hRJTB6ksIpxWq95nazlU4r8gBdjF8FkZzVVcH7777HwxfvTRcDSpQcVTYT5+txREdaxayuubm+4itf+Q2ePX3C53/0RynLktvbG46Ojthvt5hMlj9KBbwdWa1XYuOlLMbk8Zw8bNjTYiAgLjJpA6xjsUyLACHbxyKntTRed/CmqbjFR+rAk3v4MI4EpGCM44Abx8kOLTkMuTgma2NI+2Svw+QpmnA5F1MKiYUqWbgZI0C+DlFFEoQYbPU4YbXqYxeoHHNrXRxhBZYIJqC8nj7fKR+bwwZbTU8WpuIZgosY4WGsnHDVeJz9KJzHoihiBxV9OyGKAkDpML23iUnAAUdN0+uhG5MbFt7xuc++JvAJ8WYWIUzZ/MvzZMZIAmKe0zaNwBijZRxGurZl6AfG0RKiM1LKmG+7Tl4XJtK/DIvFnKoq2d7eSrojirKecXR8QtcPtH3P06dPefftd3j1tdcElvF6cqE6dOTTYTssf74f2VWKssgJfqTrdqhwjFGWs9MjHj68z7ZpeP/xY8qnJWNhaLoetMJ2A93QkOuSALT7PaqWa8HFLCY7doxDB2WJJjBGT828KKL0tCCrMurFjKqYcfH8Il1AWOuYzSrIFbnLqeqKsihwLtB3HcdHc/a3Fww9vPL6C5zff8grr73Gl774Rd5//23csGc10zg78vz5Bd/79ls8efyEm6trut7Gz9NHXrKcb48ePuTpk6ccr48/Wa3iU1I0ZSuZtMP6YCihFEVZ0XfPqeo62sSJCe1g0zJB8eDhOR++/y74nyBB26A4ygtC0xDcKMapRoLNPvzwA37tH/wDXnrpJX76Z34WvKPb70UvrtVBGUTakAqnThuFs0PE+cQFyGR5XG4IXnp3OaIUGB35f17gBelQINdGYDp1RyFzd7spB0aapViQBuvEZkyCjHGjjQ7s0ZUnBJSXrkJHCMGHSDdCOpHJXzQzcYPop0KaumY36cXjp+PDtCxJMbc+nnQu0pbE4EOKngqi6hJcNRauaCji79wUDkUsmW1Eknv0P03fM2XzxOLgY3pocF622hHmUOpO1o936AhK+ERlUoniflAoTXNJWkxpxdnJCfO6ih2mfCZeJbwz0tEOU2+EKDzWjti+x9qRruu4vd0yjg6vM7y3MUNeXqcPwhfN8oy8LIQAP5tRFAW3mxvJBQqCH9d1LfADmre+8xbvvP025+fnvPDii5ycnAmzAI2f3t2hdwggoXLxOMtCCLLCsFzWnJ8dc+/eMfNZRZYpikJxUi64d//zPLy4z9Vuz9OrS3ZNy/XFNevjI3bbLUU9o21agoMsNzTtQFlUWK3Y7/esV2uslxC3buwZg2ccPFlmWB2vWB8fs7vZc3W7oet7jNHM52JUMowN/TiQ+UwSB0JguZyx320Yho7V6X1JBSBw/3glblG7W4oCMg0np0c8uHfCj7zxOrYfWKxO2G5brq43fOs7b/ONb32Lb33nLUJw1PWMm80tw/BnLPc8AfIp81spYrC9QmXJ866kbVtW6yWzWc1uuyORkn/48z/AP/z7v8F+uxfg2ToCln7fMNeaMs8Zuo5//dXf4Vvf/g7Hx8eocs3VLTxoFXUBdV1QlibSjjoJhTLq0DWajMXqiNuLrWCReRxhx4GgFDZeyLJocORG3MVN7CaViiavkSYhOFQyWDjgp6nbE4giOv5EPl7TtIzOMTiL8nsyo1HEDisIT1MpjUaBiu5LSuhRJnaM3nvGcUA7GY/ysogYobwGH+kseZ6R+t2g06cENspCxSRCvE2TnC/htLINlzetonTVZGmRFWWf/uDiTghkWsD6ZJqbKF1FngPJ0d7ELbad+KJpOgkhbc2lDKaumhCEopRMmGPnFeKomqqf3H/leL7+2ssQbPws5e8n0xfkRpfdef6maUQ3bkc2V1co72iahq7r2O0bdl1PlmXUVSmhdEA/9KAz8mKkKErq2QyjDXU9Y7065urygvfefYfN5oZhHKnKkm2/pe87Hj16ID6wfc8ffv0PybKcIQbxJUjizsU1PXxkBpgsJ6/m1IsjlNEUVUFQCO3Od1TzGSjLS4/OWTdzTk8WbLZbbs9WXD1fst1seX69oV5U6KrganNJUWW4YKkXM8btyL5rcWXAB4e1jrHrCR4WdYYdc548fkqz7+jGHmdGjk9OKPOc55fP0EpEFnlRYMqS0facPzrlYnuLAT778ufoupGnz57z+7//+2hlqUpFZiIXNlj8MNI3LTcXl7zyyqss53NeePSQL3/pS+yagf/tf/9lzu+f8/LLL0+T1yd9fCqKJiraqrnhoOZInBQU88UciORnpcmynKbpKErpSlerNc51PH/+jBcWL2HHEesshSnItOLrv/d7fO13v0Y9mzNbHPF7f/AdXv7Bn+Peo5fZdtfUlZCVjtcr+rYly+aCF5li2mQTAuvjNdvLnagexoEsK+LoHDeyimjEq6PxLzEqgkh9kLZRiqFCRYJ0sudKqO5EylWJEBIYRivSMS8dpkaDLqbRS91tfSLo753giNLFe7TyB25kBjr4CT8MQYybFVLQxmGc3IcEsw1xSy+9jDaC49kAdowam2g4POnJIyTh8WgtJHEXN1wpNjfPU9cbjVqCisdKlkXO2ojBig1dMjrWJpKWFdEgOW7wI7F/qhtaRxqYvPYpTC0WzHBnCaRU4GixiAwtDxxMVNKom5z0E55pR4sdB5yztHFaSdxWeR6hHgVvUcER8pxZXWPHEWPAqQGn5SaqjUheq9kM5xz32k6SUzc3iCbcxt/F/BllmC2WdH2PVsJvPaizvu8Cm75U5GWJyWZk5Zqj9TFZMcfkmQg3tKVptiIBjktCvKXIFFWhObt3zMm9Uxa7juvbLaOzWEaavqXbNXTjSFnmjG4kD7K5zlWcqoyRpY4xdPuWbugYx5718RH75oYPr66oyoKzs7PIrRzY7hx5nXN8fkapPGVeEHROPas4vacoC0WRBfADN5dPsM7RtpL71e5b9k0voo+8kGhhpXj8+EOcdYyD5eL5JXkuu5JP+vhUFM3gA3YUVyAf5MTo2xatNeWsYn604vmTp5Lw6BMxO1BXNU3bYLTh9OyId773Fi+++hJlnqOBZrfna3/4B3z7re9y/uAFvvntd9jsA5//ib9MfvQ6XXD03TUnK1DBs1qtePzhJfV8Rt8P5EX+MVL3+fk93n/rg3hh2gPupg3eW7wPYk0Vu0ThwyWJYIjLi0OGtg2xS1PT0CgJrHE0lnE/0I+Wphui5DDm/kw48MFY427WEEFhfcCoCBV4F7smUB5MMFMuTjLMcE6KuCyG/KFAxII8xi5UawNaljoaKXIpHS3pwnNjxKjECcPA+nF6nskOLkZu+IlJoEimHTrdYKLByMQHJW3nw0SWF9WVaKiVNh8rbsncAuICLuajTzeY+JoSlPLyCw9RHOzG5ASNRyndk+L/805unuMwSOcdeZ5d02CtJc+MLJjcgPOKfdvg65pMa7pO3KeyosRo8Z4sylIWYlnO8mjF7eZ2glQgUNcV52fHmMxQVBU6y7E2avz9BGdyAB4+7mKUzsuirFFZSVAF1fwY5zKMzhltS2Cg6RusHcU8OS/YXF/ilcRlt12DK8SYoypz/H4kzzJKStzosFlDnuWUs4IsF8MdHRVKPlIJ+2HAes8w9hSVwBFdu6coc8ZxZLfdcrZaM1vMQWesTo8Yu46m2/PmGz9I03RkeUE3DjgC8/Uxze0Fi8USNzQy9TkvkdlZwf/5K/8X3oMyGfPFmmH0jNZyeX3N9c3mzs32kz0+FUXTexmJnRO8LASx8NdKkxWePC/i3bxkHAayUuRSWV7g9ztCCLz22su8+973COFncc7x7W99k6///u9ivaeoj/i9bzzm9MGP8rkf/1GcrhlchtYjzmUxW0hR1SW3txvO799n7AdYLqbXpwKsj09iRIBciC5GBKfOgiD0hswcFhcK0YkbrcgzQ55FE4lJERiXXiES4mMBjXUEHwLdMArkEJdIgmMGCevSoq5Q6FjIFOjssARI0kdzyCHKizxubU10N9J3tOBRSRQ7xzS6ylgdcbMQ4iSAYEt5Ed9/vEhD5FvGzXVSRymiHj5ePMQCmHw3ldIxdC4/4G8KcXyKhUvHwpfiN4jLM2W04LlTETzgw8qbqZBMeTKCI0zfbxScrJdUhT70qSrRrA4FNH2m4Y70MJHd7Tgy9j1928pp4RxlYSgiLrfvBvZW+MLDIMyBaibxGPV8Tl7kzJcr0Iq8KlkcHSHc3pwQ88e1ggf372GynN46mtZGQ4/DeBnuFEo5pyInNbIRdJaTFRVVjJm2zku3qj1Beeq6IlDRdi1tu8d2LS4qvoz2WNswDAqCJTciQHBWFpK6UOhCsR/2HNUrVtWMtukY7F6+D2HBKK1QmZZFT66ZL2bEYBTqquL+2Smb3Z7Bjnzm5CW2txsyDcpIQsLgnNw85jUqM+IdMQx4Kx4U4yhNjMly5osF1oO1nnfeew+Tlbzw0ks8ePiQru149vQpjx8//cT16lNRNEH4VFopnI0SQh9AB9zoyPKCvBA+lrWOsi7J81zuoxH7Oj0941//9h/w5PFjfuurX+Xp06ec3zvj6ukljff8wBf/EhTndKHEWYPHkaHBzOj7DUURR0UjJ90YXaqDSuNeiEFaxAsv4nhM+4sJ75LfBWIQXPNg4JAUI3c7oeRYc9ej0bmkk5aESxeC/O6SJl0eCT0QTFLMgHUgbu3jGKslsEtp4YgqI5SjgMAEsumWkVnMUZDUwVhQ+2GI/NJoAjwVq7hdjqoobQ4LJYO47iemgMmyuMxAiOw6zv2xAMsyzE/FN4pLD/JJn+KDZbsfYnyGIoBLrAstjk5KTxjt1JHCdBM5/A2xQ1dkGh7eP5ftqnyC0zFWiklhksxOxClKbhIh4rxy3DLKoqBr99ho72cQ70w7jBN26qybeMjWjsxmc9GpG4NeaMqyYr5c0PUtrrGALCg3tmOxmHN6do5W/o4fAHc6ah3x2TCdJClp1GQGk+WUVUk1K6nqirxUON8zjB0ms4xunDBl7yVOw9qRrC6Et2otdb2ga1tQgVlV0g8NbuxxYcTpETL46OIpy+WasRfWR5YZXHAYnWGVp6wLuqah7/ZkWlNmhrKsqesj8IrV8ojOjiyqmt31BevlWtzh85y278iqkryYs2ubKT0hWBchEytpCH3PaIUy1rQ9Sme0/TDR7haLBTx4wH73ZyzCF6abNsmjMstz3Dgw9ANFlXNyfk63a+i7jvlCtoy77Y48LxiGnuPjExbLOb/9O7+F84rtPnDzgeazP/SL+OKc0WeMg0NnHq0Ff8zyHMIRm9tLjs4LtMm4d/+UvmvRWjH0A1lpDhttFWkqsRAorUSD7WU7m+VGlCRGk2VaoiYysf/P85ws05MuNplWyJaXWJyFSzdaK4RcD+0gHLMQFDbePUOs1KJIka9DxDGlCz7sApRKxbJA60y6xVhkwuixkTHgvT2M5DrJPbPYmQindRzt1AkTwiQlzeINzXuPzjQ6BEbv5MaW1E9xU29M0spLAum0JY9ej9qkyGA9cTYnwUIc4cWowkqcRJ5PuPJhcxwO3WQ4eKrGif9wzsVOVgXPay+9iMHFDtpMXNIEq8gNTWSeomfWh9ekhFqWGY2NyaJFUVLkwqWt6hn7puHy6pq264RhEXzMXRpFT+59tIUbWJ30HK3WVLOSsirY77bsNhu6ds+8znn+/Ll4sWY53qUbtZoMokk3ExK6q+Jna6jqOcYULI9monLbXZHrAuca2vYWYxxoJmpb23bsm054zZ2HTGP7jqubDYNXeAtNu8Uoz3JWcWstu3aLKQsKFKpvUV5jcQQNje/ZNS2L+QzXB4YOTKbY72/ZY6htwPYOP68pq5xXXnmR6+dPMWPHowcPcdH8uixz2mbLYlay294wjj1qHA+MCh8YhpF900gkS1Bc3dyisop+HHj/gw+4vLoiNxl5Zjha/VmL8EWKpYomCtPHHakjzjrysqa53TOM43Sx9p2AyML/0vz8z/9Fnl/v+c1/+VXOzn6Ao1d+klEVOCqCCmS5IiAFDmPwQGYK7JCDEqx0sZjx0UcbyqpmGEayQk/cSaHUaOkCide+VrFQmon0bHTcrioZyYXPZ6a8bhM3vyoWgMTPVJH6AzKWj9bR9QMeUYg4a6eCqCY7tMPFm5ZR4ocYok7cx8WTBjRaZwyjkI2Loog4YtyKB4/Kkqdleto7phw64YNqkg5qI4F3AlVIUUrFW0j50pkrbYiBwZF+FA4Kn2nZIvEaqatL/MrENUwvyzn/MRnoJIs43N1iqZBZWmuN+z5r7sNNRbFazinLHBUskw5e64NJchDJKPE1SMHUJMOSoigEB0WgpPzIEPwcrQS7bNoGt9uxXq+ph56maSWXKvkXDANd03Dx0TOIeGpmNPnxyWSiYa0U2MGItdnt7S0OTdce7AHvQgjf/0g+A3le3oFPrNi/ect+v5VkAGXFJ5UQudCBvJR4D9+O4jZX5BR5xtAO7LdbSZpEOs5xLBm2A85bQinXR9+PgEIbRTt05Mqw3W2Y5TlHqwXf+fb7rFZLynrB2A5Y2/PkcsNnPvMq81nFxePnZFhMXjCEwK7ZMZ/VjH1Lx8DQNth+wFhHiEtNax1j/FoZQ7/vxFlqtCyWS15++RXsONJ3LSbSzD7p41NRNENg4mlqJTkecrFKEXFWLKWaZk89m9F3PfPlDK2k6HkvXYMUksAsL7C9JmQLxtFLYJfyaDxZUeGCQTHivcKpgqxYE/SWPM+pq5qbm3c4OTuPHMBywvoUEi+8udxM1BqNYGzTuH1nDM8zoe4UuST05RHLkeIiZPTRD9N7VSSLOaKpgRgZqLhFnnTh6hDr8LGFhj6Ei8lxFas6HauZFCrFbCacV2uFrqRUTCI0uWCDOvpsxhHXWTEZzrKMLLrIhBAwPo9ySDsV75AEnFMnJq8vy4o7HFaNVz52+sTXG1DIiH/QlKsYbMahYyR5KIoqy4XD98kjLXemp51oTgeQU8WXqMgN3D87RgXHZFisD1vo9LmKY46O7A3pwAW+kekgyzKMkslD5JQRxzWavCrx8XmstdxubqjKgidPnk5ChGGQnKqr50zYcAhODGa8xTmxMkuZS9vdln5wbLfdRG4PcZlIhDoOSyA5dkUhePH6+ITMGF58dJ+6CHjX4eyeus7Ybm/ohpYsN7RdQ1GWqBj7OziL9YFuv8NnOe1uT6YURV3Q9R1936C0p5gVDM4x2IGx81R5LVBEbzEEtNKs5ksWdY1znnomcIZ3lqP5glld4n3BvfNTsjzDIdfKZrtlfnofGwLX21sUge12K3Lb2CQ4KzaS3TAwDCNBCeVt30i+eT8G1mvRpmeZwVvLfrdls7n5xPXqU1E0IWaem7gNRaJttTHicTmOFC7HWikgwzCyQBQ/bddNHZqOd+jl0ZzHz55zkjrEpJtLGBpexjofyCgxek4/bimMoayqaeM6xDY/5SsDnJyccHNxPSl9En6mEHpRclZJRTK7Y2M2Ea5jDISKxTN1Sjbq1cUR3tOP4rs42nHCEVORTGTwZDA8jYnaCL6o9eQORKqteIahpyjLGOYmrlGBgHMjECZvyHG00UPToI2ctDa6HI1j7HI5FIKEGWYRuyS6rnsXM4jg0CXfKYap25SHimTmtEmPxT8lZsaOM/5DDpUxHpo7/ya+OhJlS939vrhQUsD981OKzMhNdVoexaLLgT0QQsIMU2E6FEodi2vXNNRVFUn/USQRR+P1eh09CRxHiznX19dcXV3T9T0EgSpkoSQMgLSQG0c/5YqP44jREsFSz2YcrWu0uY1wTjqEcck2WfDFZV4Q2g0YTJ5R1zVaKYrccLPv0FpRlrWowXAojeQAEdjuG9Caej6X87zRbPueXGu6YcDFIDdjtCxilHBqR+tw3ShiB29RJk4dJkerwGBHxqHjs6++yvfeeovgBvbtVo6xC8yrGU+ePME7T7VY4L2nKHKUD2w2V6zXC7qhIfqboH2YIA87Wol70QbcZBlhAAAgAElEQVRrLW3bYfIKHxybmxtCIKq5sokt8Ukff2rRVEpVwK8DZfz+vxNC+K+VUq8BvwycAF8F/pMQwqCUKoH/Ffgx4BL4qyGEd/7kn3Jw/Ba8UaOsIyixXHOxK6rqCoIcmHG0FKUYCNRVxb5pUEhHsF4f8f6HT/F9i85qXDzhPbKdJxKVfbxIlKppusBiIXSak9Nj+u5g+jqZAhO4d/8+b3/nuweys0ygU7eZZwfnm0SoTu5DchIfHLJTdjXIBepi0RyspR8c4yhZO86O08grY7IokQ5mG6nwyJB4yP82KIOMSkBmculmrdh0aRXf1+Rsf6D9VHUdn/uwPU8Rujoogha1TUIRJR5VcMCyLOXisI6Qydg4WhsXQWHaoqdQNdGlH5IfE/aRpI9BCddSp/EfufjSIZmyfu50kxO2+fHT7NCYRzei1WIeu8yD8753Dq0OOvnDtQDJXwAVdfIRThmHEa0VlgStWEY7TpzKuq5ZLpeS/+Q8FxeXzKLSxzpZlHjnsMDm+nq6SVon6rO0bCrKGWVVsT4+QWcFF5c7Mdb2MjWQ/hsLphRN+VxNXkqYn1KcnKwxRrrZVHGFByvLon27ZxwsWWZYzJfs2xgx4UYW8xkYQ5kXqH3DvmsheOzoGK2jdx6vFJnO8MpFuplUtqEfyfKKzU4K1dlqxaqe8WNf/jLPry5o257ry2s2N7f8vX/0j6iUosDxF372p1kuZsyrgn0/4saevjMMVlRHJt7shK3hp0UWKHYxxmYYZCewb1r6YaTIM2Z1xbyuWa+O/uQSdefxSTrNHvi5EMJOKZUDv6GU+vvAfwn89yGEX1ZK/U/Afwb8j/H36xDCZ5VS/yHw14G/+if/CEVZVfHuLhexiyeAMZmA5d3I8dk9nnzwvnyI+4aqLnDWUq9WbLfbCQtarxYsF4qbx29z8uoP08SAMmM04zDgfM98MScERTP0FEYzNoazuSLLc87Ozvje997lxfolJtPd+FitjiQpMcW7EgtNHCGIGGCih4ihxWGE584QpWJn6pyXKAWIhhyOth+wXqzEhmH4Pudz2YYH1KH5RE1FXMY6Ic87hPhdlLHg+MDQHyRjUvDF69J7YlQrmPhcKX1TaxEVaK0kdygwdTjeOdBSDK11ONdCCAf6ECqmaIYJi8zz4oBRWicdRJTQBn8Hn4sdpfxXoYzY5YU7I/ykI4c7HUNIbSWKOErHMqriDfr8dI3G3vmsDt1qMmNOps5KQcpT01pjvAdjIl4cCFoWdz4Eur6nbVuGcZANevCUVYW1lt6O7G73jMMYz9cMa/vDjdR77Diwub6i71pCkBtXVRaSJ55nzBZz8rLAB8Nmc3tnUSYGMGp6+5FupBVlVZAXNcujFWWVc3y8YF4XtM0tQUFVzYWy4yzaZAwD+JDhMcxmFc4rXLMjyytQmkwpMIbVckle5GzbPcqO+GaYbqx+HLFuQClPlskN0CuPVY66zDmezTlfr3GjWAwezxbMdMH5ck0/DDy/vma73dF2Pe+89wHd6Jh9+DgKNBzD/oZcy+IxhMDYtOBEGdf2A0Ve4lzg4vIapQzDOLJcHU8G3H3fc319w+Zmw+Xl5Z9cou48/tSiGeQT2cU/5vFXAH4O+I/i//9fgP8GKZr/Qfwa4O8Af0MppcLdW/Yf8RCFhInAd7IWOyw6rLVU2QwXM3fsaDGLGXnMoM4yg3VCwciLjNVqxpOL9zh75Q0UibcYJzulGfserwzOg1UK70uGscE5R1EWUwc4Dpa8yKauRWlxomm2zbQgkiIptI9UKFPTc7iGw0S5SR1aGk9txCtTVrh1gsuYPBetuXcH6E+pKZKBeJSmz4pYEOL3SpiZqILcOEwFXuvY2afjqwR705G4njJXlNYoH+LixmOjY3b6u6IsRUs+Wd35qasWw48wdcFGHXioqSs9RHuIMXFRZFR5MS0AgxP39zQUByDTYrU2Ledg6k4nM+uEEadCGuWWcU8mY2mmODteYdTHdeTpkN4tvoqPe5x65xjTcih1aVa24NaKcmuMkSqjtZSl5EINfU/wnrZthZdsxS/TWju9j7Tx945YxIIs2jKN0sXEq7Wj5FPttjsRhfjkuBDfggpoFXBu4IfffAOdVbSDGHKfnKyoSkNRaLa3NhqaGrSp8L1l6C2zak7TtYzDQDd0BA91NUMp2NxupIAXGm0d+7aJ7AFhiaA0bvR4PPO6jE5VTqAhI/lSQ7unC559nrFeLlkdH+Ot5+lHz9k3e0Y7ys5Ca4YAv/07X6Mqv0leVeRlQVCB2WzGerlgtVxyvFqh+o5ut8VFlZstZHpLETUh7h+MMSjEuCeUxWF6+ISPT4RpKqUM8DvAZ4G/CXwXuAkhpJ/0AfBC/PoF4H2AEIJVSm2AU+Di+57zrwF/DYgOI7KVds5PHcTdKpuyrhcLcVUfhwFjDGVR0DQtdV2z3e1QWpFl0m2+/8FHKNugzVHcR2hQ4Q52RbxaNKZcMQyXFEZs88syi1KrEZMZ0u3bEzg9P2F/u4sGwUIxSl+niFylEhXlLtE6XoDTj5auMcSKKL2QxjqPDwrv5MI83G+SYkZeMwlPTS6yqbArhXAeBR/TCC3KRZsypTSZBm3ySHSXLXRKswzeS/JnVNykvJw0PidLtiSiUJmRAkmG04KFpoTOZAmXRTNi7xxj3zOEQFVVpEFa3O2iwYgS+hYZDH0XC66PsIN8X1AfLxIfI6uTbpCJncDEZ5Xi6rl/fg9NisKIURHxc0jEfe7imwkygMlVSWS98i0pkTPF/VbMxJPUunjOKrq2wzvHxfPn7LZbuRFFzD5NNEVRTJxKaRA0s1nF+uSYqq44PjnB5BmDHSEEtre7WNSjmYkXvNw4B5lCYfn3/tLP8vy65fo2YIPn1ddeYD7TgqNGZy6XeIzEBj0oRJmaMQwdzb5BKyiqjLKo6IaeoBSjGymKnGboGcaRsR/Iqxm50fRWcHJnXVRHaYL1CD3YYuIUFazn6uqafhwYbI82UJUZfijwumN0ATt6btpbUHtUZqgXc242DU8+/EiktlqRO8ej+/fIYmHeXN/gnKOeVWRZQVXPpjQCoyU4zuTC6TCm4pM+PlHRDCE44ItKqTXwK8AP/lHfxp1T7Y/5u7vP+beAvwXw0osvy7YixNFVgahr5ERI+efeB1bHxzx/+oyyrPDOT+P78miJ99sJJ5vPK6rCsdtcok+OSPI8FYukIGMhUmQUJq8YnRfZoTasViu6rmU2zilDMb2NhGu+/733ZdRU6uPYZsQxE0am4oUkNTMtlQ6HyAfhpabu0jlZCKGEZkSiI8WbyERPih1JiFugVCTkx0hnmKW7aiw63okJsTE5OvIJtclAx4IYQUNR8HiCP7gPTfzMLKOL1mZEXqWYbhxiI4hLudTCaS0dF1HNpO/gpGmZlsbJAELjMinVUUeXqEjF8i7CAodjQvq5d7+OxyVM5xFTUZtVdXQxsqSi/bEz9WNncEB8AlRc5vnoNK8FRkrHPx73tKk3WYbxXm4wStPsd+y2W26ur9nv9njn7yQqKobRYoyh6zpm85nAISajqisePLjPvQf3Keczzu/fR0eHrN2up226iEIcMEylU/idY3005/EHb3OxcXSuZrlaUeSGTAfJytEySvf9QJYb/OgIHvpxQPvEm4Y8r6iKAut6drdbdKHIigIfLC7ITbvtB2kYvKfbtxRVjiclR4piqzCGWVlT6AxcYH+7Z3d5I7HHRT5NbWWWM6oBHTTz+RFlUbPdiibeuhAXZJ52u4vTQ2BRlgw2wicmJytq/vB3f5fXX3+Zh49ewGTSCAF45QlOE6Jaaxz/iKr1xzz+f23PQwg3Sql/BvwksFZKZbHbfBF4HL/tA+Al4AOlVAasgKs/7bkFgWMqnKTOwx+23s5a8jynbRuqqmIYxkgkNweX73gXqcqCk3XB5dP3OF2/Pp1EWsmm3t3tIAh4FL1zlJkUxtV6zbvvvM9ytRaziriJ9kA9m6NUwJjol6nS1lyTGTVtrhM+NsnwYremjUlvSd67kvfrfGCwntF5JB3S0ffdoUu9i3CEuDIM8SYQ5HnSJjfcKdySZSQnS/BCwZKjG4+3O7gKaa0p8jxufg+yTpSiyItJvij9mTxHFrmrqXAlyEHFLjMtNfJMiOhZZqIMkbiw0pjMkJclKQr3rgzUW4eKEIBSKr38+LzRUT0cfn6atJOT0kEpAzo4Hp6doIMkb05z+bSo+6POzcOHlZ4vhZLJWJd4vGG64ZlMk4Wc3Dq6ruXy4oLrqyvJyvEuRoyINZx1doqV9kE62KqqWB4tmc9n3HtwztH6iKKsmM1m5EVBVc1QT68Z+uHwOiOsoCLenmeGN974DG2zJc+OKOc1q1VFnoFSsnwaxk4EF3lG33YUuRK/2FYmE6MUox0kLM3LTWY2W7AfGrr9HutGlNZkKsOTWBGSstnbDjsMBBT92OOHEa0ydq1lllc0o0UFwf/7dmBW19RlRTAwMOKdJzcZdpS8KA0ErTHx2vPWR3xafvd6xDuLdSKgmM+XrI9Pqep5xPMl9A4gKLnh2fGufPmTPT7J9vwcGGPBrIF/F1nu/FPgryAb9P8U+Lvxn/xq/PO/jH//T/40PFNI29KpRD+aCZty1k2dwtAPZPmM9fEa7z37XcP6eCmj+e2G5WLJZrfHGE2eax48OOLDr3/ArMwYPIjNWwzOwhO8pcwUob/h5tlb1MuW1geqqOBpu5a+6xn7kbIqUh1HZxkn52d02/1hY250VIpEPNAcOJOpACR+YVGU9P2A9S5SIxyj84zW0w0DWVHSNu3BYDbqvkmUmiDjNsk/UhMzddKIKa5KWXSnn0ZqraPhicRkJFqLjgqgydEJWYgVRcyUCVKI81yyhjxi1BGci52mj38v0jQ7jjEaOZt6uER+TxlFo5OLRGtRHBVV+f9S92a9kmXZfd9vD2eKE8Od8uZQQw/V1eyJbYlNsiVSoGDqQXqxHygb8Afy19CD4RfDzzZEEzBoUwIkGqAtUQTZ7Bq6qqsqK4c734g40x78sPY+cau7YRYNCigGUF2dmbdu3jhxztpr/dd/EIWTsV+gIQV36PJ8SnHMvNnM+wwxm0FnNgCHA3HGkeXQeePJGU0hfN6Mcc9FNc3x2mbFT8Kd545dOJo5B8kWdjYAiSEILmxD0jzLwTiNmouL11zf3tB1e7E/TLZ6KoE1VZVx3MDBjDrQtgsenZ/x+PEjqnrB6JxECFs7E973XZeucEyGMVDXFUWlqcrI1946x0171ssCUxqePd5QqJGyMPiQnJb8hDGWo6MFwQ1AoCwXrNYtowt4hO5UFQW3N7dMbpJiqjSmKOn6jhg8i6Jm1+9BORbtEtWJZ0NZlBAUg+q4vriiUIZqWbAoV3TbjqCAWLAbHffuRjxGrZbI36LiqG64u7nh7PiYsiyo6pqoFP0wcltd0W23ssAi0u12VEWB1Zrdbk9ZWP7qL3/Cb/zoH1Kj0AZGn1zCYMb//06LJvAU+B8SrqmB/znG+L8opf4S+J+UUv898P8A/yp9/b8C/kel1PtIh/nf/U1/QdYdx9RxhaRBFiusQ72dxpEQahbLJa8/f4k1Bc7JKBNiEO/F9AAbrWiagrqYKHRgDJqYCItKe4zyGDVx+flfU3PLpnR0uy3fePNd9ts7eqVYJm7YOI4UlSWP5zFGjk6OeXG/xeZwekjFPeNjWWet5tZHqbwt93OHMwe9BaEaORfwSmgUPicgkuE1dRjTQ0i0GSX5NSFCSMbByfzDTw6durpshBJJCpm0NMv6eaNlUZL9TGPwTONI3TS0iwbnPUPXzSOlLcSDcUq8T60l8nVKm37ZjquZGqTz8if9UxRFGu9AGYOPYDgcLiDN3WyRN3se+oNZRsyjeB7D0+8rZkx1/n0iSkeOVi3RT/NDMmOZZOxT5dpL5jzKuGfnzjeT+x/iyN6JjtwiJH5bFJRVRYywaFuGfk/wjqHbM/hp7lSNEayvKGzS/cs94VKzUJVlUqFNh848TUvCVJDPQwxscrGXiJbf+Z3foF2U3N/twI8UxmNws6re+Ym6KdP9pYghLVSdp6ws4+SI00hVFTRNTQiB1dGa7XbLzd0N99090WqqqmK33csBk677bitjswqR6Dx+CizbFjVFDIbN8oTaNJSmodAGosBRutYCS2mFd55xPxCDkPyHoWO/3RLzoaQUOkbWbUtRWgpjKcuCuqooyoL9LnJ8dMR2u+WTn3/Cd77znflZimRX/piGjL/Dohlj/HPgH/6K3/8Q+O1f8fs98N9+6Z8AWYhI1GwOb3koxTs8PCg5pYuqxvuJcRLWf1nIQkiwLhnBTVo+bDYlYdhiiiM8oLRw03x/zfNP/iNfe7xg2t4Q+ol/+rv/mBgCN1evUQqOj2U0n6aJQ4CatPmboyNeffp8vol/FUE2rSTg4aaaxMdMGnsEApStufOJ4zc9wDI1UYV5tJ+VNw+iGFSK8A3JNIIoXWA0grvFFOfro5DVXQZwoixmYpBMbasUsbCM4zgXHDeNTCkLfJpGikKytL2X7W20kW7nJE4kdWJVVc0dY44FLoqCLEf03mO1YRxGirKcjUGyG5PJZPggU0Hwfo7VlcVZlMwgrdAkRVJMWe/BP+jumQumVtA2FcGNGP2gu8jQyTzUx4RNpnE9QTA2O/Pk//8QT0UYBEyKotQzBGEStSp4h9bS/Xd7iZp1zskSJP3cRiuwwrcsywqt4P7+jru7G/rulKpuKMoKYxRWHyYFiIm/HKQDNAZrNet1w/e/9y7Xl69omprt/h605vVLT7tsaNqFYN5aoW2BUeJt0O239ENHiDkiJGKt/Cx101LWNWG3IyqhS5nCEpzHYiiMoV6XjE5G9t12Kw5VaBZ1zdMnTymf1cQpEp1GY3CjI4wSR9MsWnb7LU3byiIylkzO0+1HxqFnGncMfUfwInctkqFzfh+5WEj+VP6agsViwcuXr/j+D76H1iZFNedDMkM6f7ed5n/2l1aK+9tbVkdHyXrtwZ+lkTSrKaZpxJYNy/WSGCJDP1CVS4qipNuLU4lSJKyz4GjdcvXiE9ZvLFG2IIaR6O+4v/hLvv1Gy9WrT3h0vOIH3/t1tJLtonSqmqauubndYidzUCylYl7VTVolZbMIhQ4ccMvcoaSuSToUO7ux5E4IpWaduQ9BbNZ8LzSkhDNKJlHiZ6pkJSffNf07puWAT3w/Pd9A8scP8Dh18JfMKZaoQ45OWYls1FpLWUgXMo6jmBo7x5Q6rIhKlmWC57XN4vChxVzwDt936Pu5ozPGzj+Xcw5blJhCC40lb/S1ntUdKgp9KSayviLiADz4eQOetvWAUTmSIunjVUQTePLoTMbyfC08GdSWAkEkoFE5Y0knwn4M0kUqKzZ/RlRXLmvj099li3KOZ44gOfO2YOMmCmuoCku3W7Cta4ahl4z6UWhK+30nNBuv5PtYIzLbcaLbdzT1gkXTsGgafBCNu3cejSYkJoFOTUfwjr6/5/Wr5/TdnvV6w3S95eTkFIJjHDrQkapJ5N0ofE5rDMYaKsTNqx8GhnHCaJ22+gqXnsHNZkPVF+kgU/TFQhRtCl5fvkaZSF3WlLYk+Mg0TlxeXlGokqPlMeMwMHTCpWzqBWVd4YKnqAp88CwXK8becfHqFYvGUJgSV1WU5Z5x6Bn6nmF0jGOfUjun9D7kOhQppVJrzX6/5/T0BKLifruVjnm54vTkNPFkJzF1/pKvr0TRhESvAHKnqYipqTqc50oFnBsJoWK1OWZ7cy9GAqFFG3nIbJJv5ZTA5bLmw/c+4PHXv4vTE1cX79Pf/Ix13XH1quP73/kWzx4/Ini5OVycZBTZ77HWSB5KWTKNE3VT5ecerQ11u2LY7QV218Ipk0KmsUnKFvLIqfQ8duVYj+wlOTlJmBQFWiLqJtxLTDYEO9LaEBAajcqmEg9wUxnZ9XyzfCFfJ3VU1iQcLjs1zR3lhLUF3os7kVKKaZoYhmHu5GwhEklr7dw1KyWYtBunGT9V2sw0oyyFLZIBR96GeyfmtRr57409mG9kD06TpJZeiXorhjBruPM9gVLi/A7oEOT7zIdCXiJ6To7W1KVBNDtSKH7Rd9ZrWSLOizvyljymAzA7zMsSTv/C9Qdm+lb+/7Vp0DEm6zPLuFpSV5JdPk2TGBg7xzJd58yftYUUJDc53vvpe2yOXvOtd7/N5uiEtm0IUeSr3rm0Ec57AMmM+uEPf52+3zMMPc6vqKoSraEqC4ZpwFYl291WLOmIGBUZnMArSgs9apwmtLHcbTsicHN1SWlLCSwsS3k/Q09VNSwrzTDKf2NOz7m5u2U37EUH3o+Ct5qSclExTCPr9YamdgQfuLm5wU2O9WpNXdcUCUNfr0qePX3GB++/xzB0jGOPNjK1lFXF3d0dTJOYgMdJeM5J898ND5gnwOXVFX/yb/4t7bJlvV5jnlnqWgzMu65Lhixf7vWVKJpKaxZtzfb+lsWqlWKhDh1EDreXmzkwDQNVU7Pfv6Csana7Pe2ymTeLry9eS+EwinZpeXLW8eL9/xNTKo5WnpvwKT/63m/y6NG5OOZog3N2zlh/9OiMi5/8tWjbux0hHDEMA2VVzF2Wj5rf/L1/RrvcsO+SAqTvcf2evtsz7PcENxKDF8OFGCAVlkzqdj7QjxPDMDI5jy1r+mGQzi57dcL8d4ZUkMX9vUgYcIYN4tz1xIRf8sDoN5PKSWFdxkhBy51R/hyIB829sZaiLCmKcs6eL6oSpbRss1HzKJ9PePlJZKnipokwjGithKxvxF1KGXGuP3S3msKKsbRY6MltqbV09tM0MQ49wT1YYOUNfirSWQDwcFMuHT9s2hVPHp1AGHOP+mCEP/hm5koZgocQCFqlv3tMTusaW8giIh8IczeaNvVFOtxQ4jNaWJlSjLWUVT2rx0hYq88a/RBmUnYIUjgzdcgHiW7+yV/9hNeXlyzaFbaoePnikn4YcKOTJWeUrbKKE0dHK3bbO/7Ff/Vf88EHn3B3+yFXl6+xZUXdLgk76TaNsSg8FCqTMISMrhR13eCSf2tEQUBsE5Vm7AbGYWC9XLPf9uhkYvKNt5/ivedut+X65o6ff/Ip0YCtC9zo6PXAOHiuL2+oi5rN+ojaVgRt8W7i7lZCDY2GsigwRvPkjXNApKq3d7doAp999inD6BL9TZIEghfRyLxTSIeiTZziXd+x3e949fqC95IUOqap6GEC7N/0+koUTYB60bB79Yp21Ur3kOgXKiIORkpuNIDgJ4g1EcEvh35guVpSlhWTm1JpkRHTmoK33qhwQfH558/ZXnh++zd/i8ePzogxUlq56ftul3wvbTpJC3xAXKxDSIaygonmbnK7H2iPF1jTsmhhwYGXqbXBaEVVGAyB1y+e8/z9n9DdXhHHfo6cHfoB2QtJwiYwcxI14tCitUUpAcsfBoLpucvJe6UUAKZl22sKeyDXcxgrSUoa8eA8LFuk883iAo2OUCSFTo771fqhJRs0dQMgTvdKFiKHzbfDWCtkY5Uy1Z0TOky61pLmeYgbmG/0bFEXAtYY3EzkTxttkIYxv5O5aB+wRq0ihsAbj0/RKUYlRvmPFTy4fg9GdK2Jaj6vBV5R6WvT7439wMhAsxANNkrUV1ktZbQWgntVY41Gh8AQI64fmEaHF3Kn+JVajbGJTlfK95mXRNYm6ap8ZuPkuL65Zpwcdd3S93u8H+fpJztllYWCGKSLrBeU9QKt4c233sAF2HYjzgesFl6oGwNKy7a+qkog0ja1HIrbPdaK4GIcOzbrDdMwMfQj0zDRqx4/ifAkhsg0jhRFhUFTasPbT55QlhWXVzfsu04ajLGjKhuC91xdXKGcomnqhHXJ8rMoCspSp4O7SDWiplku6Hc79l2HQjF0e1xKj1VpAZgXhHlZp5SYphA0VVnhvEBfsz5dixfpl319JYpm9pK0hcj9bFXOy5P8wGeZXh4nvXMs2kbwktQNaKPY77Y0Tc1+388FY3t/w4sXrzl7dMZv/eaPaBcLghMTgb7v6fueuq7nzkMbxXK15ObmnqOjjVAXqoppmpKkUqhR4zgmnl0qQhHpMJTCa4MDfDSMQ0dPweLomDAN7IaOEDzjODJME6PzqLLBdT2KkBZEUShGiUDOPPrLvZXTOlGyzdXp7/0C3Bk5aLK1SmbCsvnOOeohfUMFifJjZhMKhRRB6UjlVvFeuh6RywkNKYIsCEIgxFGgCO/nLf8URun6EuUqRDE0tmUUOzWVDUEO2exz4X2wPMpLtexjGWOYH5RM0yHdK7JIdJydblBxQoLLQ+pCDt1IvqzZfHkunPMDp2eqlkpLqRmLftChmDQ2NnWNNZamqanLirqu0CfHuMnR9x23NzfcXF9yfy/Jkg+jk0O61jrdS1VVy3NhLUVVs9KG1WbDdrfj9etL3DSyWrXc3e6IMcUjE4nRMfQdb37rm+y2WzmoNOIpW9aUWKGjIYF7TSXwUtf30kiU8j60MTLFNTU3t3ecHm9YLlb0xch++4qmrtnvO4IPVNRs1msWi1Ymp8nxxrNnaCJaWd56+iajc/Sj4/nnL5kGOTxeff6KqRvp9hXtsqWqS5QK9MOeojTUZU1RFCmtVmCx4BztomUaBmzCjZXqMzzL4Sg9UMoiUCXYqapqYhnp9vt0WMcZrvoyr69E0Uz3L81iQT/0rOoKUDxgg0iXGUVZgI+4sWe1OebFp88pyoa+H2iXNdM4slyesN918iDEwCcff8yPf/w7nJ6eMPQ9pTVUZcHd3R1aa46PjxmSbFDG1cDx0TGvX1+yaFtevbrk+PiEaZwE1yOCSjnXzqFsLdhclM5NjDQ0AejHgB89224gjtM8eme/TOdlweGSZ6XPfMmYr0sqEvOsjlysrHAi0XmI89IpxCARECr7b2ZTgwmTipw8jGLAIX6l4oCPP1BhVFJX2aIgBPG/9MFjgphAOOeZmLBpM5516IrkPxnCfDPa5P4uHZtX9JwAACAASURBVKtCJQd3lWSk+eaVMdfMN3+GKYwVp58MR3gfDnrhRME5qIRkW14axdnREvyIhDJJcTw43Od+OxXMNCHoTAsjW+BJgdbazoqfoshxw/I5iW9qQVWWEjRWltJJp86zKkuqVIyOj4/EUHgcub25Ybfbcnd3C6aYDywQrDvTuSDDWC1lVbNenfC//eH/TtM03N3upNNOE9nTZ48Z+p633v4aYzfIz6kEY90NA1NQTCFiC0NhxCTGWlFmLdqGvu/Z7XbyPsuCODkWtbyf7GewXi0ZR4dWE3UjBba0FqJk8SyahbgHrTcYXbDfddze3jENOxZFxX4KRDexWS+5Hi8JYaDvI5GSppUGZhh76qbGGOERF0XJFIQhUDc1K7eiLCtI0N2MZMdsB8isPlOpSTBJJDGN04Pt+S/5Yf1/vr4SRVO68kDVNGy394mikSg2qDQuRcb9PjdQaDNw/ORpokZA3/e0bSMPf1JJaGQ5s1muePr4MZHAcSthVbe3t9R1jffS8cnyI19kTdsuk0wz42UpSC1toImRGByvXzzHtkcSZesj/SiO0S4XzWFg2t/D2FHur5m6npCswIZxYpgctl7S74WknJUimRB/oMIwF6acUaSU0HMOSwjxFc0UrVwIlDYHPmY2+0hyO+e9GL3GgDZ2TgEFgQHEYPjQ7VtbzJv9fJrnVMsQ8sZaHlBlRc1x+MwsZV3LkkMprC1S4Uxaa+cJ1ktERlpW5QNkPjyUerDEEsxPmAgH1oVKBffRyRHL2qCCFCNZuIknq2BfOh1AaYpJcRaCdKj0gMn3zMbDEekwrbFpEpKfw9qCsijnAmmtFderVJxI39Mai64b+qSnOj45ZbXesFpvJBxsGhmnUR7q9B5zx2uMTZCBpUz8y+vrGzlItIIk2Pit3/wNbDGyWm148eqS+7v7ZPbb4pQTmo+X++RAnxIl3jR5wcujka1y14kf6GZFU9WMg+NquqGL4iHg3EhTSQLAommwRhOjZ71ecbQ6YtWuIUC37bHKMHUDfhgZu46u79htt1SlSpHRGqMtSgWqukIh5sxuEl9MydfyELx4YZYlzaJBXT9YhuaxXC74jLfHCH0/pLhjuZ4zr5eZRPGlXl+JoqmUFCRtDM2iYr+7p10ukxY6IZRKNrYxiHV+cOIAc/7kCVcXV4QQ6LqGxaLl8uKS4+MNt/f3VGUhtvhdx/pozd3dHVVVcnp6miSKah4H8wb6ficb8/Mnj3n1+pLz83O29/es15vE30sXmsjtq+dcvP5LTs+fsD45ZVUtcNrQe3ABymZBD/TeM0XFdrun394R3Eg3jOhyQT96tClwU4/LmKDSoCQEzRblL5ju5vEyqamSyYg8CCGpeAJxmpITe0gbfzFpcENPVTdMbkrdZqZUWdYnJ9LFOSduQiiGUQ6hAkn3s4XFKE2p5bPxQZY6pihS18u8+TZGOsycwS4OTRJ/EZWojUwyHyFEgvME7XGpME7jMFOPsg8oaWGljUndJ+khSCQwJTSYUiuuXr0k+nEe8UlFrl0uadulCK20XM/gJhJwnYyjD9y/oqwxieNnrZUspBQ0V5aFcAZVNoLWWK1nb1WF5NXERGebktRSDj1FjIqqXmBsSeEminFgqpzEAqfPuk9WgcYY+Tplef78pXhERgnTswaOj1qapuAHP/wBEcXN7R2XF5doY+ZU0yIdaFlpZ6xMGVW5YPITbhpRSmhsddUS/EBdlBgl1orWGEpbctFJHvs4dCxXK9bLliloCl2xKBuW7RKrLTe3t+zvd1y+vuDu+pp+v6ffbdnvd4k9MbHf3jF2hqmvcW7J/V3EKENV1dRVg9Ka++srmmYhn8M0st/eoxC3ozGFv8FhLM+HQQ4pzH8o4sAUxDYvUv+e8TQBIsL6r6qS6/sr2tVyXm6oqMFAvVzT3V8luVtg7HvqRcswPKdpFnRdz2ojfEGlxEdSG027bPng/ff57ve/x3K5pCjkBq+qii7FreafIkT5ECLJRMFalqslH3/0czZHR8m1R6UDSkwx/Ljnk/d+Iphc1XD85A2Wj56hCxmtmkWDG3u2UbGbRMnR7zuGyVOu1oQ4CvfQ+QRlatBGTIS1mXFH1KHvtJmHppI+O2WMmwdmviovhvLiJsqYGRNh3xaFxIkkR3YXAkFBXdeUdZW66Zgc2CVCOJDxQrn7YhRPTaUORUSlztB7nxyBUlolWQGVuaZSMGIUk4hRTQQXGBNnLvNzYzy4l4dw6DhBzXgmiVoSM/mfiDKGMAkVNQSSPl7G+KHvubq4mOGHqm5YrpY0yxXKWvJCyQV5f9M4YOrmsN3/wqgvRB852Ek/Z5jpLg9t5cjY60yHSfZ22nCgr4p5i/ODqH6SSUndNNiiwAYwWmhw+e8RU+nAD3/4I4ahY7M5mv9sHEesDoyjRLyEZFSiNRIHQ3YXky2ZTOCBEGSiWDQVZVkTfKSsamLUXFxcY2zBNPR45zjebBj2HdEYVstaMtF95PLmiv12z+3tLeM4UpZiftM0NdvtguAc+90WFYT2NvYdzk9ghKO6Xq1RS7l/oo9YrRh84Obmlr7rmMZBuLyKdK/EeR9Afm5IA0X+rRhnzD9/zd+78RzifNrLTaxncwqVNNegMEq6Lj/IQ+WGjrpd0LYLYlSM44DWa9p2wX6/p0h+lMdHG16+fsmPFr8lUcBkp3Ev5FbvZTufOJHD5Hj/gw/oh4EIaYyUC++co9DFfJF9CPz6P/od9vue/X7P7fUN/dgzXV6wPDqhXBjJ1WkaJmXR1YL9zTXD5NG2YnAiuXNjN9tWSUdWoG0hdIr44JhM3abcF4kDai0GK4onIBuAzIa6aVzVmYaT5JMhKXNICw1jLToR8E0yGo5KIIoib5rT5h0SlBEPsLv34XDCpwc5q2t0hDGMoDS2ABOVaOZVTMVfdOVz6FyGJ9LyJhsTyxY0j+s82HTJPaLSb0Xg8nZLbSROOCLLO+HjpWgLxKk8eMXQ7Rj6PVcXF+InagtsUdAsFixXa6zRTEMv2F2xmpMw85PonaNP71/8COw8+mWKVH4Jdh5xTs2OTT4phIR2JJlLIS13QowprTJvyhXjIJJLRdoMJ/jo2bMn3N28nIulTs5VIR0UyjRynbQ8L3VtZ7rTMI7zdBDQdN1WvEfLGjeJD8Q4uHTQicyYRcNq0YD3kKSd4zihgbHz7Hcd+/2e/T7BPhEh7Q9OFnIJz16t1mgF2/t7um4vEJuGsd9zO8keoK4arIL9vsONAwTPfreTaSTT9HLdeLA0ffj0QF4O8eB31QPOxd/8+ooUzcPDEyMsWjEbNvOJrhPmYrBlI4a6ETnlpomj0xNefvYCbWVUq6qKm5tr2qVs8lbrFZ89f8HlxQVPnj1JRGqh1chiB5x3+OC4eH3Bq8vLhB0aSKPUYrFgGkcxbyjEhzkCUWtsWbKsWurNCUfnT5kmx37wBMxM7ynrBaqosc0SUy1Qk6dolvSTT+Orn52ItE5SQm2IUT+YHFKfqeAAeCc8U2soigR4+5l7Nh+6eayPcd4GB+dwSmGBoe8xiYPoErFcJy4nqXP13othRFoU+ZDkg/nhDkIRy3dkSAsspURBlTfSmccYgqh1ZjwtjHiVccI8God0fRwhOdQcBqmsy48z7s2DQ+Jm2wvVKIhMsTSaxtYo18vyCC3XNymDCiPRykUhAXMQGfuOm3FEaTFAWbRLBi1JAz6N+sYatBJJ33Z7z9D19NWeo80RVVkmPuCh2yyLAlVV1LUcLEN64CcnphOogjBNZBqYzx3jJMRzrQyDF/er7GAViZyebnCup1ksmCbH5ENS+VgIQoR3UyeqJ63ROk83wlWOIdINwsMMIeImR2El+tpazTD6ZMvm8En9tlouOT89RUd49eIltq4ZQ2B3t+P4+AznPHd391glktq6rtntd0J2t1YUftrixgmtYbloacqK69trRjfR7bZzoJ2JsA2BYRS2TNd3acJy8/UVHPjhqP2gbD6soGTNefrV36LV/EoUTakBhy6qrBrubm5ZHx/nZx2FYHymrKG7T4Jtz9T31EshxCug78c5LjdfoaoqWK9afvbhhzx74+nsJiPpfiL+n7zj5598wna3Q0R3aYGdxt/lasXNzQ1n5bnQTnQq5DHQ7Xa0m1MhsBspdJaIDwghPUQKYyjrhqlqsO2GSktsQKEGprGTNMKkm/YR0VY/GC1Iuuf4oKCEVDyNAJZYXUo3FvwcW5D++pQ3nmgpUaXRMuDGMRVCeSjDOIpjfD9QNQZl9Ky/l9EqAetp4xxi7mwPpP2sQMrUGenQfdqs60y35YtQUhrnIeHMefmVjH5j7uLyAZpnKumi8lpq7ia0wimLD4rgFdFJP7EqPE1wRBUoVsdMAVQIFF4+q7LQlKl4CodPpo+qqqRATSP7aaS7l/O0rCoWyyWr1ZqyaYhB0fV7bm4uef3qJctFy2azoSwLiJG6Kjk7f5wYBzCME7bvGcYR5z27/U46w6QW8zHinHTrzkmKgPOesd+h0BgN0XhC9Pzw179Nv7/n3W+/O3elVVVgCoPyCXKIMXXrEa9CovFk6DZgtCz/xkkctoZhEOmkE+aKLWpu7y5lulGwbJcoSUyjbtds77fycwMfvP8Bxsi0p4H1epWq1IE+lDvCTOo3RUFd1yx9K3zKmAMThXPtk5v/NI10+w4FB/f7Xyp8Mf1vbi0eHLfpi2NU847iy76+EkUTJe7nMY2OSmmGoWMaFpR1zdxCK402BVWzZNjdAYFud0fR1Jw/ecTrV1fc391x9uiYqqrZ73e0iwV391vOzx/x0/d/xvX19ynrknHsOT4+nk2AP/75J9zv9rIdTeNMyIUAaBYNL168AGAcp5lwG1F8/unP+Y//67+mXR1x/uQpT569wWJzglLgYkyZ25rl+oQYFM36lJurK+4uLzBuZJjGBGIfXHVmcDrjunlczWNy8pzMPozik5loQvqQ9hhCQFuBCIRrKWOa1tJhaSM8wDzahGTSYaaCSYt6RyIWFJObEtVGy1jp3GwWQhDHdZ1+LrLCIiYfw9Q1kZkB6QYOPNhgImwHbTQ+ORnF4JlS+Fe++WfYQeUbXzCqwyPC3PHKwXcgvUfEzd5FzeA1u1FBkEx7/IRRkUXlWS4XECbWqwVNXaOCEcce72TvbjRlYXDTyPb2mv3dDSEE9vt9eo/yudxUFTfLpVCPrOHk5ISj02MWbQPoZCdn6Abh7Ibdjv1OeJfTlLm4PCh2Yrf22afPkWjnCWvlvb399hsM/Za33n6Lrh+EGF4UVFXJuB/FsDuR0J33RCQtUlJUk9+s1kzjRFmVKCUqudvrOzl4bYFLaZlt29JWJWVR0nc9fT+y23e8fn1BVVWUKZhvmhy2KDBaPtNx7BjGkaIwjEOP1QqXoaME63Rdj7XlTIlrmoamqdEY7u+2xADdvmeaJrq+exAXk+32mO+9LzaZcV4E5dNVPSipX/b11Sia8IUHiRhZtK144zVN+vO5scAUknZIgOg9bhiomiVuesGgDUM/inXZbkdZCh2irEqauuKjjz7k8ZOnNIuaKZ1Q773/fgrQUonvl7rM/KAmHflyuSRGORVtsPPNrJTi6bNzXr284M//7FP+7N//O771g3/A0ek5q5NTqqZFFwVl1VC3nmEcqJeO7e0NoxPwOyTt/eEaqGQrd0iazAU0674f5n9Ll+eSPpoZQ4vZcm+SHBpjDNpKKqVO9Srbi4FQUEQfnjLcjSFq2fRmtQUwGwpPw8g4DPPPLkVNzCsynUUnpUr+bB/CSVrL1ydSk2CPPhsiZ7w268nD/Jk8ZNZJAeWLt35kHmtnvDN3rFqBNgxTxAdDCMm31Qse6YgMjKxWS+zmCXddx/XnFxgFbVVyeryhrismP4qb1DRB8FJM04OvED+F3XbEGkVVVVhbiwdm0nyXVYWNJtGBGrq+F++EyX0hliH0vVxjleM7ApcXF8QoU5L3Pb/7T37E/f0N3/vurwkTIhlpJHoq4jjl81wCiBGMbO4L3CR8Tuc8AcU4OKy1wh8OUaaMhJPGGKnKgsIKW0JksQPd7pCbpZPBTO7zlLEEkoghPXdDt8e7NJa3i5m/HAmUVp7bvOFXSlMWFUrtCV6ub11V7LJJD3ksfzBz/0ItPNx3h2oqB+yD/+ZLvL46RVNLVcxOPMvVisvXr5K5q0nFSzoYo0ps1eC7PZHAsN9RNAvWmzW7Xc9+37E53lCm7Xjwfo72/fjjj/jGN79F0zY8//wFl5eXs0ololKHw/xYxijLB6UUbbsU/ASwRfKjTOXi29/9Hv/gN9fc3W25vLzkbtez296jixJtCyorOehRKUxR4IJHa3DTQExREHnjJ2P4F8rQ/E/uOOf8HqXmMVeWLn4el3XiaCboW3CkwqBUmKV5MT2cIUiXUTcNzgcZx8YJW1SJHqTEhIR0wKUxuUicRMGkBLubhhHPNC+YlJLkP3lQbVL92LRtzwdCWmskTBPm30b6gcDDpyCD+bP2Q8Cs9H3SYfYL4L5CScmIMgZOLk0UPhB9IEaFjwE/TnTjyPmzt4j1Gm1bjtozvJtQRK7cRPd6Rxh7DI62tqyaSgytpwFjSFxW+SEljG9FVYnhy3a7ZblcJaNmoSbVlaiHjBVTZm2ki5XrFiUPniiyTBRXl1dyACj43d/9bf6LH/4an3z8Ho/OH5GNpa2x3NzezT+DTBGBEAVysWVFXdUC1UyOwmjcsJfrreSgrEoRjAz9CEaKYb2oCOOEGyZsJVOOipGysBwfbVK6aYmxhVCtyEYoh8lt6DvhpY4jlTWo5IMQQ0BZS13XskWPckCbTPBP93xmZ0zjILhm8qeIDzrNvCRPt//8+gK0mf/obwFqfnWKJkjRiPIrpQxVXdH3e5p2ScZjQN6fKSpcJ/iPmwbcOLA+OqIfXjMMg2CVRkYAYwwhBpbLJRdXt+x2Oy5vr7m6uhJOoxc54Uxf4XAND4IsKMqSu9s72uUSN00Upeh00bJIOT4756ioWJ+cstsP9KNj8gmsD0FoROmhHfd7QjKi8H7i4UcZYmS20cijrlKHQppH9QeFFAVGpY4shtk5XuSW2QAYKApZ9CCGCGg9E9gjYoaccUXvPf3Q06Qwu7x2URyifXOh0kmxkzPMYwjE3N3EKKTu7MyeRtf5vTwcqh5+28Ptj2yJs9wymTOnyhnnRlyhkkTy4SY1X1eVxsAYk3LJKfzkZORVWUppE1UqcH1zC/USj0aZAuela66bhqpqqQqTcPU9t8FBNxA6R2nEc6DQYu9mipLVZsPpySkffvgh2+2WfuhpvRDJFWICvWpblu2Sly9f8fyzz9je34kcs66pyoIqadmN0Wx3W1BSRPvunovXn7NaLanKkr4fk2ghstvtxOB47FGIckkWX7K4MxTSFMz3kVzMsqrFnT8GjAmyeQ/SvMTgKbRmDDHRwyS+uirFwrBpW5S29MMo3qtBqFXBe6FSOYcPgWmaxIBFi1erQPdiEWisRusCa5OZS+p622Ur7kYkLDPR5aQY//KgPUM186/jL1fNv+XrK1M08ytv0GOULJ6b6xvqRXvA+JD3bGwKO1Oy+Bj3e9qjI6EiKEu37ymrkg7JE3LbHXVT8+jRIz759BNsVZJzXUhjD6mDylK2fIEjWQ1jub+7Z7lcieMPB8ig63q8C7goOyptLaUymKjwMY0ZUZIyx36HDg4/9oz9HpWwJKVl256LysPC8mAj9qAjS8Umd2cz9nnwglTKJ6pH8sNMygsxMUiDmtY09QIfAj5G6sWC+7t7dIRSH1zKY0wTgdbSmSGjtEYw1IBsoFWMc1pojsCQQ0+ieq1RmFSkMlatkJv7wVHwxZtbiYGJCGnkcAu5jKt8XZgL5qFoKlCpS1URlEeJElc4nyEQkxzTFmKQsVgu5yVXt9ujihJ0OnSMqGaU1kwegVGKBqMghgXRVLgY8NGDH6m052mzol6sqJsFxhS8fPmK07MzwdzbJcZohr6j23ds1ivOH59zd3vDe3/9E5qmEgs9BWVhE1ezhjhxdn7E7e0N3/jGW/ipY9GsmIPVIvSdeHaKcY1kaRWmRDkvaacwSxRzrK3WhuxUH31IE4XGFJXkuLuJaEVV1k/iE6qUQlcVbduKqbSV4qm0EeNrf1CpLRatHLopCSCEUeS7RZF+Do1SNW4iyVKLlFqqGaeesqrox5GuH3De4dyUWCd/c6eYn9VfKph/ywL6lSiaB4qJ/Dq/OVuUEg96f8ditZ6/Lm9hdVESpgGF8OzKpkEnp+27uzvOHz+iaRbkx0trTdsucCFHavzCXxgEk/IPcLcDtikPpDZ6tokT1YzBx0CME7c31yw2x+mBTeB9iISoiFqjomR7X2/vKYxoo3WuhQLuiVVXMujInWXOwJFL9JCClIjmPhldKNFkJ5wjYU/lLFt0TnCqOJuAHHq5KQSqquZ+u8U4z+bkVGSR2iQea5LzJX5nzIbLacEzjRN1cjyK3gsWWRSyhElYqGBdyfwjCt1G5IgAB533gzr5RbwpbeSJwhzQHJZBAXm/PnEOZ0cjkFEThVIBH0ZcKcXbO9Hd5yVTGCbGydENQ6JSRUpr0WXN6NUc9WHS8owYKIq0aU/hXt6NaCJtU/H0jTc5XS843ywoS4m+ePLkKX/67/8dZ6cnAhdoTVXVEDxNJUYqq0XL22+/zc8++IDXr15RlpamrmWqCoGLy0/5J7/3Y97++jdk2fTqE/ykOT055uWLFyhlMEXBex+8R1FYikJYD1VZ4QK4YaAbhDi/WC5xk2PRVMToKa1kWMUgRdW5kO5LRYFKeT8Bq6AqSsrSzuOy2A2mLKrUaMzvDyVBiEmsoa1luWzZ3t1xf/1aTJmdS3i8J/gCNxlicIxDjwsRbUpQhmbR0g+fMYyTmHqrDJP96sL5y+P3ofk4fMXfQ0zz4c+cw6WIinbZcnt9S7taHzquVJCKuqGbBsQ2Tsak45NjLi+uAZ+2cIbt/U7C13ad4GjBJ8fy3IkguA8Zr8t/f/qBZoxTsV6v2e22WHuE1zFFJ4gOfXt7xfXVNVW9oKgWKFPOS6RsEKyTi1J255clRiKMpyWP0uYBrskX+GSKlEoZQsIxZTGgYkQZ/SDVMM5LIOfFH5IYcUzoshTDjLQ0AhiHgcpYymbBdtdRNC1Ry6hOkPeYo4i9k0C4oiznDiJr90OIM277UPopY3N6L0F4gcYoxMRR8cVymTrgL+CTpBFdpzE7HFgO+YOKeSw/5CHJb0snrhHVTFCWbvQ4JyFws0lGuhhlYSVsTGuCS0tF59DpcyiUwcSAjg63d0zJCMIawzgMlKXh8ckpbz8+4dHximVtaaqSoeuTLl1oOF0nJsFFYWnqkv1OTHHbRUPXtTx96+u8uLihc5EwBILSROe52+04eXSKMkD0jMNA08hydJocKE9tjaiYNNzc33L+5GvYQjbQx9WSddqga6VxbmR7f8c0Ddzf3QIK78XJXbKHCowxkkaKTHaakLrMgxWhNgcVm1EabcQIRqf7WZuCvh8oKkkoCK5KiZADtt8zdDvSXCeWeUYlLb5g8025wIXA0cmxjP2pEyb62ZjjQG5/eCc9KJj5uftCkfzbtZpfnaJJql0zXie/Y8tKwp7GMdEY8gif9MscyMxD37M6OcFNLynLht12x+mjE2KM1FXF7f12HgVDzCMb8zWN88OaLmr6s6gOOEhV17x+/ZrN0ZFsKe3B1KHvdvyHP/sPdLsObWvOzp+yenTO5vQR1WJJtWzTMoGZJqNS9Zyd2BPd6NB5H7os0ukdQiRmX89UtLJqZvKeoqySs42hKAt8itIgbdgDCrShqG2iCEGFYhgnyrqhqOo55EulwhfnhZOa1Tkx+DlHWhz0I8vVak6hnN/jQ1ghMZHExkzN11q+3yEC5AuvmIPhghyQ+W5RgnXmZKkQwkGLnv7O/Ajl/y6bFk+DY+wdbnACjVgzb5yNUVRVKWmQZ8cslitCWkjUZUG7qNE6UhUaF3wqgD3T5Lm5u+VoueDZ+TFvP33E8XrJ1IvRTNd1HB0dsdmsxRawH7i/v6dJUSGioZ6oK/Eaffz0DZYffcbLl6+43XVEv0XFEWsFcwwhpvceaZctzgeK5IV6dHzEollwf3/HYiERJn0/4pVBaTGwDlE8Or3zlNWCpmlZrY9wkxcLwLSoub/fMU3y8zon6QiLumS5bFmvVtR1jbai1jswOhRlBFuW0q2ixADHWqqmTkIJS0RJPIe1FFWFStShxXKBVnmhJg1LiCEt1ZYcHR3TdZ2YixCTFPiXPTEV+Rk+/Prhs/3/5/XVKZq/sPafDWVjZNEu2O9l/Ib8ZeKMstwci5nDNIkSZ7tlvVnTd4NY/Y+Owha4caIoLH4Q7ptQcn7hPHoAemSqw/wApv81xlCWZYpoENwn5Bk7Rs6O13xyd0sIgdvLV3OWd1VWomywNuXqCJ2nsMUceEYy2tUZ4Muf7APakUpWYweHcjVzI2VzflgaqTSuT9Mk/Ectp7FOZhKFFUdr78TpyA1juhHFwUfge7nBshwvBlEviSONwYWJwhYU7VI+t8R0iPHgepSXLzIi69TVx3zJUPN4pOYDKEMPSh++liBZPcocPDPzwxBijhCJ85MSc3c7Y5/pwEXRdx1+FDhGOl5JMz06PuLs7JhFU1EUBeujNZv1JqV9ysLEGpjcyJRimIP31JXG6Mg3337MG4/OeOdrb7JqF6gYcIMoo9arJXd3d5ycnHK/vaPr9tSN5AXVVZ1MTeSzaZqKZ0+f8uzZm7x4dQ22xIWRqe9ZmmK+Tt1eLNy0Lei7gbqS4L5xnGiaBVdXl1jTimVhiASVlmmo5NAv5ixGg6lLjDISLxInIgZtK9qVlIngEzuDiHcTow98/vJi9i7w3lNVFXVdi/x0uaKqG6qq4o1nb/DRz3+eQuTS5FUULKwhBoFzNAGNdLir1QJi5MXnz7FKYW3J6MQspShKnjx5ykcffSTPAMlgWymcd7+0+7d6egAAIABJREFUKc81MteOucv8W2KZ+fXVKZqKWe2i1KHDUTE5BSXqRf7zcdjTtCtQEVNUBO8ovZdRzBju7u4xpuT6+oajoyW73ZbNasl+f4FWUiwODnyHMfCw9DgULbEeS1+nFaenJ1xdXvHkyVORe5py/pzefOsNXr74nBAN3o8QHMGNjEPHIqUOZs04pG11SEYSeCGMO1Hz2KJKhsHpEqXONCrSIkbiFWQk0smzEuFhJiULMSDS+VSAg/AUx66n63pMWnwIp1Lj8qga4mzR13U9bnKs1muGfhDVyOTkAPCe3f09i3ZJWVUPjI1jupGznPIhDKJmnOlhUykF//C5yJcIRhsJoBVGWyY3JhwrzowHyV9yD/DnB8+ONhADuhBfzi4dJMFHyrri69/4Gienx0CkLC3f+ObbcsCGwDAO7PZ39PuOtm7RKIpFQ1NWhHFkdBN+lJwc7weOypa3z0/QfqIyImO12tB3HWVZUpcV6/WaEANd17N2jn4YqMoKpRXWaAqrWS8XDNOW7/zat/n0+Sve//ATvI/4MdC2lteXVxgCzz/5mPPzU15f37KoGiYfefLkMRevL9j3PevNhmlyrIqKaAqcS0swRNE0DCNuHIneEcPiIFyIyGLyYW+Rnouo0tKsLGiWJNGC3J/SrWuqquTx02cAc3jc9eUVTdOw321p25ZPP/0U5xzvvvsuMQS22ztUjKxWLW88e8JmveLzzz5he3fH8+fPKQNYK5DXj//Rb9MuW/7kT/4P7u/vKMqCd955B+ccP/3pT8WZK0Z+8IMf0Pc9q9WKDz74gMWi4Y033+Tjjz7mIsXi5DiYL/v66hRN+AKmmH8dUyfVLpcyoi8assNR0y5T2ylgsEnFwqI4Pjnm9nYrmFF5RjmJPVhdlfSDe3AfHEwnMuaWsTKVfyZyYRXVS1GUokDIy4YHILMpLKujDbv7TugrLlmaTaNgN9YmT8A4F+kcDTtTg0IghInRCR2mqJrZpYwgdCKTFElKiVV/cI6mXaCUkcIaY7p24mwtcQ1RInknKS7aCg7pU6duy1Kc1LVGGYVLh9eibdndb2UTm4x1i7IUXGlywje0KWMpmWPk9zKrNBIWPZMAFAkqeXiV88yU74GMO0unFhO5/WE3q9LoNVPF+FVTl3SUGk8Inq6XbPaqKvnBr38fXRgijrK0vP2Nt5gITNOIUZq6rGiqmurJE7m2UWzftIr0t55p8rSLCucmKlNwutlQGitdsZsSyVvuthACzaJmu9ux2Rzx6ac/Z991rKaJbFajlMWkILqqMGyWDe987S0+/eQzdmOfDJyTJt2PkijgA2qcWC1WOO954803ubwSd/g3nj4heEdRlIwh+2YmVyME2ndecqOc82gd5wUg6QCScLwc6SsUNWVMkneG+bOT96CojOVrX/9mWgQZ1mtJt1ytN/zad75D1/X0vTgxPXv2jNv7e2IIPHvzTT762Yd8/vI1JycnBH/LvpPC/+jRI/7iL/6C8/Mzvva1b8okd3PNO+98k5cvX/LjH/82N7c3KBTf//73+KM/+iN2uz3f++53efnqFRD5F//8nzNOI58//5zf//3/kj/813/I/f394f78kq+vTNE8yAQ5jOmKGbEqyorXL15wVle4aZx11ZBGv0z0Tv9ebja8fv0aoyu8E9fxYT/QtguG8ZaZcpNG8rztnvfk85h3eJhzq6+NaJH7rqeqq7k7zRf+9OyMYf8crQWML93E0HdCsSgK4at5Nxt0mNkGTihQs9EwKvlJelGPFIWYL2RO1owuSPSuAONAEI5lWWU3csE8fQhoW6CNYEllisqNIbLdbiUJMJkEo6CwdqYlNW2bFnBhjgfRid4yjaMsf4zFBy9jvZafA2SDmrOI8v5N6fTwBk+OJj4UzAf3BZp8KMpnzdxN5mXXTDH6FfcUGR8mJJhAsNH1esk77/4atipAR45Pjjh7dIZH4aeR0hZUyVQ4xOQFqtJCQwm0oVdH6KJO4WgOHQObzZpsP7ff7UX+p+Vz8N5T1VJA1us11trZyd+HkAyiZak2Tg6jFTFMvPnGOUfrBfe3NxSlFa5l6q4Xy6XwYqPCWEtTVXzy859zdXnJs2fPmMaB5XKJjw/uq5Du5pivjQIlvqi2EJ9TpTUegQuUUgR1sOUDZoaIC6JfF/aHNKZPTs+YXOBnH32EUoqz01MenZ0xOk+I8OLlK7q+5/zsjG4Y+fCjnxOC5+mTx/zad77H888+5cnTN7i/uyZE+Iu/+Avefecdrq+uOTk54eOPPuRnP/sZV5fXfPDeT/n9f/b7PH/+KX/6p/8XMQb+6e/9U37rRz/ij//4jzFG82//zZ+glOJf/sv/hv/05/+Jn/3sQ549e8bZ2Rn39/fzofZlX18+gu0/80tl1wAgU0B4eNMnXfPQdUzTSFlXCbqKD06KA3ihtWG5XKAUMqrbIon+xXZOJdwrhC/eDOlbzhv0kK3J0sOaBEMsl0uJKEDA6rz48D6wWa9TCqXHDz1Tt2d/e8Pu9pbt7a10dnk5w6EQZP9JkzBFRZI1qsg09PS7LWEasVpRWqEYiXejR5Fw4IwfqoP9W/awVEnyVjQLiromaok9HseBdtHg3cT99TX79HO6aUpnmE7dnXxOIt2TTlsZQ9U0gu+SOvL5AEyFDmQcDmnUjqLC6fd74f1l82AOXz+fVQ9e8vsqYbaHzjLTjQ5fl/Be/eCbxIAlYgtLVdd861vfEuJ0Ae+88zYnp0d0U89uf09wTv7x4uqjtRSzQAAlOOs0TVSLJe1qw3J9RNO01FVFYQzTNIoUFEVMxhSSeS8551VVoY3h9PSM3b6TzPNZ5mpn1VRZGJaLis2q4dvvfI1CizKorgoicv3rRQPa4iNsNhsW7ZI/+7P/G+8cj85ORQuPohsGkQ0ntZdL95rSBp1USOjkHZAwc/m8zSyLlBykFNZH8mgIzN9zcoHJBWxR4nzKkDcF+34koPEextHRDaMQ3o1lu9szTh7nYbvrCWgGFxhGx9XVDW27RCfa29HRhtOTE5SKlIXh/PyUf/w7P+a73/k2J8cbvvmNtznerOm6HScnG6rSomLAaOS5J4hW3xis0ZQpssRoM0fFfJnXV6TTfLCQSaNy3nIfuk7F8aNHYhWViLg5BE14g8LN09gZjzw5e8THH35M1+1ZrVqMKRingeVywXDXiZNRzOa1ap7rlCJF1uZkwEPRTD+lbO3SFtk5cZ3PCxhTpA+LgMEx7e+S07yXUTKIiikM42GtB7KcSgUnPMBvm6aepZ7OTUzTSF1VmMKKo3ZZC76ozKweytnqJKwv280plVyUdPIsVRoXJqqipG0WxJi8FXd77i4vKIqSomkoqipBokl9YZhx4bw/i6kzn+GVtNhSKIoyj+LyxblLzAdXHjKyR6cPQeCQTOlKnXXMS6EImeQuf1neI+dbKnH3lBRVHQNWQ1U3rM5PUmid4u2336RdLXlx8Zr9bkdlDGXdolLcQ1lqjBEZg+S0KwprmLxggbl701YUQOJ4rqkaiV6JCPxSFAXTKFEWq7WM0YtFy+uLC7bbHZujQcL9kM/OaC0O6zHQ1hVvPnvKctkyRceiqWd+qQ+BqAQGWS6X/PVf/YSu33P+6Jhuv6duFuz7ifsuYEsIKjK6gEsxwXLgqsTaEH4lyQU/f46TmxKbImKUTgo7ZoGDSsUWJbzT29s7Nm+/NYsbzs8fC/+1HxjGid1eLN0uLi95fH4uUTdlwfn5OffbLeMoDuxNs0AFz8nJIzbrI97b/5TLiwuePnlC3+25u7vn3Xe/xdHxEX/wB3/Ay5evsFbz+PFjlJIx/Z133uHps3O887z77Xc5Olry6aef8Y2vv8Vue4ebOqZpYr/f8yo1QX/T6ytSNA9LGKXStpi8BFDzYj2G7IFZEHzAlpbgJZo1xJiyTcKMExZlzXqz4vZmx+XlNSenR4I9VSXELSapfyI50jbBk+mf2eQgjfG5cCol27p2KdvQarGYnc1RsnFetAvGfiAmZUgYA900SjHQBjc5xrFHKxL1RrBbEuetrGqsLdl3HR4xJxBepFB1gp/mItTvxI5rc3IqKYPqoPbJ3pUoUXvEDCiSMpSMFUszZLMaU/GrmiY9BEY6LueYI79S8QopIVJnHDT9efDJZMGmrpA0kmclkpdRtKhKiOCcyOkU8ufZNES61YOw4HCAxZl6lS3FstI8QzS5CofkllRYw3pV8+jJGdtJuvmqstRNzc3dHVPXU2txDdpt74hNm+I0HM6Jbr6p66QgEmpT29Q0TYsLnqIw1EpiL4qyEoOLBDUV1ibGQ2C/26csdMGCz87O2O129H3PvqxmdHAaxnRNAoogndQ3v85fv/9Tjo42xBhxPrC9vub09Ixx6PDBs9vvWa/XnJye8uknz2lXG+7u92y7iaj2oGwav80MG2QNe4wehXRfWomQV9gSUNfV7FPgnJs3/YqISV2nsXL/Xt7csOt7nj15TIyR1xcXLJoFzntevbqg78WX9tWrS169uuT05JTJTbz30/f5f9s70xhLsiuv/869sbwl16rM2rpq3O62hRiEsT2WFxmNRsMisKyRkCyN0Qj8AWTB8IGRPwy2QEh8hA/IQkJjLAwCCfAMw8BYlpBnvPAJjZf2MmNjerrdS3VVZW2ZWZkv3xbLvXw4N+K9zM7qytduV2aJ+5cyX7x48SLOi7hx4tyz/E9VVyz1e5RVzWg8YfP8Ouc3Nvje979PWRS89NJPuL11i43NTTY3NzkYDnnpJz/h/v37bG5sgoFbt27R7/cxxjAY7LO+vh5yiTOeffZZrl69ytraGmtrq7z//b/Quup+49P/5ES66owozUZh0kZQm+jqDIbxaEiWaXWBNApNHSokqSbXem9CkEXZVNbPn+fB7oDRcMj6uTXSNGM6HdGQB+hhwo2IMKczAUJ0rfm8qb7Wf91uhzt37tJbWtJWt4Ht3OE5t7HBnVtbbWRR667VQs2yXK25iZBbCVZy46eDJMvBWGo8K2vr1M6Td/KWS9D5GsG0DFBZRxiPRuzt7JBmOWmekWU5WZ5r4xgkWNUhGbhFk4JkkWD5SfBNJnmKWNt2RHQeqB1eNAJtxFBMJlTTgiRN6XS72l4i5Foa2/RHJ0QnQ9FC6GTZKJQmDahNMWuuXXg4BB/Moal6w2SuZMvz15DZdl6T/RHNGOjmuRI7eEizFJsmPP22q0ymEwYD5WdN0oSlfpeyrCjKCfUUxsUEI0Yrcuoq7K4myzKKsgCjnTersmAyHtBNLaurFshaGj2VRdPLrDW4qtJKKNFzv7KyGrqTKluUgdBpU2vlrRG63Zynrl7hhZdeoNPptOegKW4ArTNfW1tDU4Icw+GEG7fukeUdOv2lwBKrMzJxTqfcWJQOU1OvXK3BKxesSJ2JaTFCVSvFoTFKCOydC5Rys+tmRcmaEeHu/e2QYmTZHwxxXti6ezcEO/U6lkXBve3ttn+TNYaiqpmWNfd3d5lOxlpEUJWBCUzTnW6+doMs79Dr97GJ5eDgIPjxNQF/OBpijeXu3bvB3QD37t9vZ3M7u7s6rIx9kqPn8yO+TZCZa13rOdjb59yGBl6aAEaa5TpovFZ3ND3R21xCawMhhrC/P2BlbRkpp3Q7OaORkqO60EzLH5JBj6lKpilNpI0CI9ImhltjmFYVllkbjN5SX6tunN7Mde0Qo4GfYjoJylRJXxEb+CY1SmxsAjYhTVLybk9LyIwBqx0jq6LQKHjdlGs6+ssr6vOdTJgMhwz39zV4lHfwQKfbVRIGQ9uxcsak5NsbGFzLT+iNCelLVq2MoACquiZLrRKWeKVVm0y0LtgFpvtEaHkvjTFafulqtTKNWlomMa3i9MElQmPVozyk4sLMm0aZauveOuQMzrPXN2Pn0GjyGtCyojm2XrQLZp6lbGyc5/bODhavnKNpouk2gQqt9h4TUrGKosDUNVmSgqsZDw+YJgnpdEJiE6bjITu3b7K61GdlNUx3g7XsNQ7V8luWZUnt9Zoc3Nqi0+tSB3+4Dwn6dVVSFlNNgi8q6ho2NjfI0jRwz/r2PiDQrY1GQ2xiSYxhZ3uXnd09dnf32N3b55ln3wliyNKMbrdLmqtPXHyYnntB6grxFufK0BfKzfzLKHdB0w3A1crSb1q/SpgZ+hq8oa0gc9IySTnvMSFo5Hzwg9ZO29vYcL9Zi/PCjVtbTKclmRHOrS5ptRVKFnIwOMDYFGszBMGK9uEqywKyrB13YgRDElIGA3NmMLbmrCKabqgnxRlSmgQ/Ja1frymNaizOpu2BeIuk2tOmLJRtyLkqKLiGz08Vr7GGvJNRlTAcjlhdXSZJUlaWlxiN7oVoaPAhNh661kkXXtvlwzDWsrq61loH3tVaMx4si7zbpZgWrfXVcEQqy7wPxw0+IZMgRo+T5DmYhLTTRZKUNCgC8R5vVYuITbBZ1vZ9dnVNDaSdLlmv37LLJ8GXVhYFo4MDEmMCY06OSbNQE++0e2JqES+UAtNQpqmEwK614gQJOZw6VUs7HTrGtO9Nq/jUKraNrxffJvWL1QdPUU7Dgy0JfsvQq8jYmd9y5hQIPprGjdI8MMLUvanJbx4EoudLPCSinSmTQD/W6fVY6oda7tAy2SRKtmxJggLQ6+4cOBzTyZS0k1PUjixLKZ1jcjAENMgwnUy4f++++uvEUDlPMnfOmhvWJAnT0QTtAOq4cPECzkOedzTns1Jrtq5KJpOJXrfRBG+173hiNYWpdrVG7QMVYD+4iNIkIbWGu7f3Qxtg9VE+//yftjOeTh6Ykzo53V6HPMvUjZCmodujafMtBa3Tr5yDuqYsg1UWLHxt95GQiNqxiEdcTV1oGlPt1A8KYEWLArShXyBLCYHWtvQXoaxq9vYGWERZyswyvV6PwYNtvKvZ2ztQf6cYOp1OaLPt6PX61C4wR5kZ5ywhLWqeCakOAeQ2G6ApZjkBzpTSbOe9zQ0i0q4aDgb0+/1g4alybJ6ERTENOZqNjSrB16m7unT5EtdfeY1iqk2Zur2cqi7o5BnjaYUTP7s34bCCDNalD9aY97MNRETJY8dj7a1TVZhQ1oUYlldX2d3eUWsSZi1svccbVKn4pvOhRieNaFO1JO9g0zz0GGoiwB6xHmMTUiEQJCjtXVWrtZ0kiUa407yNphvvybtdEiMMdraZDB5AmWPTjNrD8soKdVkzPajY23tAb2WF7tp5fO1aflHwUAcXRVXNWNzDFNxYS9M4y3tlnRHNbQEvIWNB5k9qG6WtnVaJuOYE+5AMj8a1PM0UtFGYMz/njKJOK4Ca1CUfauBxNQmWbpooJ6VXBsKlJfV5VbWjrhzGeFJvaKafHh8IOOqW3mxSlCRoxc00cF0KaskWkym1E+7e32Hz0hXNJmj8mW0WgebNZp2OWq+jEWmeMxgMSKtM047EYBOd3bhaLfiqqigLR1nUaDM4p6QWoTpHvKOTZWSp9pnPs5QHuw8wNuHKU1d56m0ZW7duU0ynTKcFxbRgMt2juFeEca13TZqmdEIFT2ItWZrS7XXJe12t+goZG2IteZrqfeZda4m2lW2+VuVrE8bjCSKeCxcucHvrNhfPX2B7Z5uLVy7hgdu377CxeQFjLNs7O6yvr5MmCffubFFNCtY217mwuUk1GWF8RbfT4eWXNb/12rVrbO/s8OyVZ9ne0VbbCOztadQ9zVIe7O6ysbHJvXv32NjY4ODgQF0RxrK/v99mdMzRZD8SZ0NpthEYwpOgeSrUiNHo+IPtHVbX1mZlX0nD0qPKtS7LsK0mrlubaEvQQqOSyyt99vZG3L+/zbWfuwrec259lZu372HEUDc3GrN6lDbtolHk88Gg5uYWYWdnm6euXsOVJR7TJlv3+n0G+/uBaVpd+s18R0TUWkSnKq72iNEgQt5fxgVrUkKv7bqZ3hjbBlhciBB7k2A7SuDqkbbhlwaEHGISKq+ujk6/hze10qFVNa6qGWyPKKclNs3od3ONuBeFUocZO6uICtNjG3SbEkJoVL4sS7rdrga6vAs3lyEzaiePhiP1fXb6OLQLo/qm9dw61B+mft2m/UHD2xlSw7xaJ1XTzjdM5ZGZxSB+5v90dY2rSopiROdcVxmsQvAoSzPNLvBCXTk6mcXX4dlpCOxUqoir2lE5GBUV4macnL1eV+nT0FYQ07Lmxs3bmCzn7W9/mnNra1hTkDRs+sF3XqER8iwUZ/TFMBmNtIPl/IMjuBRcNWE8Lrh95z6+LoMVX4NTNwmupi4LyslYGadCqpV2nCwRp5kkIpqY3hBza0sLNIZQO8ppoaXHZcloNORBmKHUzSkVQtmpTvOttS0JteYud1p6vXe+4x0s97u8dHsLMUL/8gWevXoRMYbhbkXfKku7TIf0E09RTnDTITdf3uYdzzzDaG+HzIJ4x49/9EM2z59nc+MiX/3qV/nABz/Aq69eJ81SLl262BoO3W6XaTElzzqsrq62tHhZlnHlyhXSNOXe/Xusr60zmUyC33hOB50QZ0NpglpfgQkIGrZ0TcQ92NvTZGpr1R8RbjibhrK7UC5TlVr210S8jTU4pxT+mxcusLP9PIJh78E+3X5GVZX0OjnD0VRVpQ83X+sWCP+Comxm6vhZmo2IodvttS0fXGi/2kSo0yRlXIzVwklbBs42LYqQbKyzCPUnSlGQZHkb3dSpp2C8bad7rgl8hHMXJvDhfaPgmoCLntMasFkXb4z6PI0hX0rVfzUpcCG6n/eEvoXt7R0QodPraw5fouw3HlXYoH7lyeiATpbSSZRAqmmVUVcV04MRafAD+lqYFlNmbPK0qUQQ+hkFIuqmYZumHAULMjB0u7ZHN7NzwCzhvdmheIfxDhtYsEQSXK1N7ow1FEVJEqqS6rJGvEHEIYm6PcQYbWwWAk7j8UhdIcFfOw3TYe+hEjCdjO39PVaHQ16+/hrjacHGuXNYUwWXQ/jNVruGVs7hfd1mGzTUc71evx3HRtRoGA4GXL/+Kka8luaWOpU3qQ317QVV0dEgSFEqM3tIlaqrgsTqeK/LChMYr3Au+GwFZzRrIbV99Tcvr1CUZQi46UPNVXXwJ9dMp1PtFjmZtNZ/E1DpL/VZX1vl3t273Lx5i9FoyLnVNa5fv8573v0XuLt1i8xoMGYwOGCpk7K2fo7zSx12piMyqeimhK6zjttbW1y6sElRlqyvnyPPuxhrKaYFV566gvNOORyc486dO6yvrbW+9NXVNaqqYjA44PLlSwjCcDikLMr2PlKvzhNmaTZObcJE1IcnrcfhasfegwdsXrzU9rLxaF+bWYRW7xxrE8piqhUtwedlbEJdFtgkob/UpSxgf3+fpZWLVGXB2uoyw+EII1qnLczIMOZm4sHWnHsczUX2+/0e+/v7nD+/wWA0Cj4VvdF7vS7j0Uhz99J0puzCI955TxIYzcvat60OCGWITTZ9y8wS0PhvZ6I0ymKm5JucxsY96JwPvdETTHcJsUJtDUnHImUdfFvqd9vdH1CUlXZ/9DAZjbl8+RJ7D/Y4GA2VDSnLqF3JUk/5IF0xbZnwx8NxSLUR9gf7XLv2NF6E+7sDlJvEHJ5ON10BvbQE/jrrk1lZaPNgDZZ60zqB4J9SQ9631ysxyruZJSb4Ai3eu3bqKdbS7/YYZENGoxFL/SXSNCfvdOai+do8zteeNMkoK2UYb9KtrFXLdVqVSJJQjie8+up1Ll2+zHRa8mBvn2tPPUWeZXMkNKGJnWuyP1TZd/OcLEtRwmstfx0UQzye7Z1tdnd3yFJtmKdBHA0k+rpmWowpp12Wl5e5fXsHa0LCutgQZCr1YVNV4GusCMZ7JYM26oP1aCaHoD5VXK18ojZpFX7TDbSYKglwE/hrO6Wi1/bl668xnUyUbHgy4X//0R+xv7fLSy+9wHg05pWXXyZJE0ajMXfv3uHC5ibj8ZiDgwG3b73GcDjk5s3XyLOUd/35P8d3n3uOO7dv0+l0+fa3v9Xeg4MDddvVrub6q6+QZimT6ZStrS1EtDdTVVUU0yk3b95EkMBRoAaaBANrvjjiUTgTShPCtNy5QxySeM9keKAXKjzFGiYTG9JW/BwdlLZa0PQPVZyzE+HrmkuXL/PSiy+TiiGxKVVoa5vnKeOJTuu1Amhuih5eRQJrT6O55txznU6H3Z1dbeI2HgWFrTJrQy0beAu16qNp+6CBLW1ba8SQdTOqqibLO3jRPi61KzUKjzBTnI3DoPGVqSKWuaBDOwial7n81SRNSDpdMEq47BBsfxUn6q+rENI8p58rZZlDSVOG44lambVvXR/iPWvLS6SdTCtVvPo3y24nNOGC9XMdBsMDyqrG2LRVEs01baPAEhSKaZ3HmisbIsqNNQMcsrQ9BE5NCf7TYLVPxyTe0ekrOXXw5GgzL4SiqDQaHfyUStNWB1KIUBGGPqB1KpqSew2aeFdrz+4kJU01g0KAoiiYFCU3bm4xPDdlNJkyHk3o9bqsrazS7XW1DBL1ZDezo06nG3z1aM6r9zoO8Ow92GNne4eDwYALl9ZBHT0IPpRa1lRFwWQ8ZHVlheHB8BCBdTtg2zGik480nVXCSOh06V3dtnfGa8S8rmvSNNOgYF21FU7OObTnXWDfCvRuTW7w8to5pUL0HmscV69eIc8SBoMB4/GYyWTaxiRefvklQOvvH+zuUlYFaaoBwrouKAt1GUyn0za4OBweaHAs0RYkg4EySJWlcqEaa7VMNRhYRVHoafB+7r6eZXicFGdGaUrjPwxPXkGnJbe3tti8cHE2bfautUZ9S0lVkaRhoIc65LqqNdnW0d4AWZaT5xnO1QwPhnR6OdPxiHPra9zcuhd8Xqo0WydOsOKaSDchINQEnMSANYlam3t75FnGOKTfIDpFtVYzAcpyZil7o5ZPIvoUb5Kwm5bCJpm1M3ZtGWQ45pySbCwyNdhc+3mj9tVaawJXeq6baVQzBQZI805oYheUME3v8cYygtFY/V1JmpBlaWgXUTGDZPNnAAAMbUlEQVSZjikLwdc5eZ6zs/cA5zxFqc3WkiQlzXJsklCHfL7WGm6JS5r2v+EMBf+Zc6XyhJYzSj/XuEuYpYs0nYRDgyPwjnI6wiaWPFvCuQrINEvAWsqyJE0zauDC5gaj8YjJdIqZTqiq7bYeXpPgO4FaL5C1OEdRelySUNUutExO6HS6LK2ssLO9oy15t+4w2NtnurHB8tISB4NhSNpX+jNrDEtLfdI0ZW11RTM57IwJPUlSbJIyODhgPBopC3qWtsGL5rq7MF2u6x57ewOG4xEm7bcP08Y907hCtHhAT5jmZvpAUt3QIc46Smr7ZYL7Sv25iTXBbw4+kHaISUK/qZo01fPUWHOuLhHnEANZnmJH2val1+vQ7/cYDYdcfPoaFzY3efXVV/VhGx4I3W5OmiYMDw4AfYAJkOZZ8K9qbrCrHVmetQ/GxpMmYeDPc1t43zAz6X2RBDLlk+LESlNELPAd4Kb3/qMi8nbgi8A54LvA3/LeFyKSA/8R+AVgG/hV7/0rj9p/HXyGzodcxqLgztYWq2vrOsUOaS/OawP7LMvImxpZD1VZhTw8sDbVp2JVY6zBkGrqgoerP/dzvPjCS+zs7nEx39B+Js6xvLzM7t6wdcB7P2/LKZq6fglOdmuMWggi3Lp5g1u3bnH5yhWVL9Un6r27d5WtO/Rc8QiJ0Wlfs/O6IWmtHIlYjK+wzRRehJp61sYiqEM7d3O12hCvLVC9V+cizJnKzKpsGgUcpiXGWqiVwqx5TrQMRGGgiZqQaNyhxogjSdTBV1ea5N3t9DHGkxiPN1p3ba3Q73cYDkcUzpGkuap0H5qtJU0LOYcxzTmem2InosEW50IDPB8sef3d4vVLTb5gEwmeFmOoxtgkI8sNSI3zyuKTdzIG+3uc39ggSRKs5Lzzmad57dZNBoMDjHg8wQfpPKnJqSqwHmwNqbGkSUYlRtNx6hJXlVSTCcZ7MpswGe7j6ppyPGKw84AklFL2el06gbQjSSwrKytcvLBJJ0tZWtYGgrXz1GUVyDA8w9GIXr9Hb9gJqTZ6DY1NABNaV3jWzm1w/fothuMpS5lOWb0XZcbDI1YDe3hH7SqERGWvHZ6KJG26gwamL1djnZB31Xosy5KyclT1VFONbDN21ZKzFnxdUotmTuSdTOn3sgRrIO9o2lR/qY8PeZom+K2LsiDJEpZXltnfe8C0LCiqmswlTMuCynnSQLyM6GzGZhlJplkHZV3TsYl2IwiWbsu/FAJxxpjgc9fxVZZluJ/USj4p5KRzeRH5FPA+YCUozd8Bfs97/0UR+RzwA+/9b4nIrwPv8t7/PRH5OPA3vPe/+oh9+3nlNHefM5fnM3tyvCk0pshsv00VEjSHeJ3ncrH9hoT7+V8wN4uf2/Lo90+y7meNo5I9SobjztKhK8frr5gcs81JsejVn11rtcLDdZ3bxVzMqJVsTmcff7gTDY7GbXJ06ciXm7HdfnR4nM8O35SIzrlijh5tbvfNLOL1v2z+HC42yg/t6tCqmYvosFTHvdfX+fuv2abJLjh6z79eAObuWT8zHBYR+iGfOXjOe/++N9jZ7MCP+gOuAl8Dfhn4cjjafSAJn38I+EpY/grwobCchO3kEfv3x//JQ9Yv/idz+xKR8Nd8xqHP3uz+j353/r3WXBw+1tHf2X4ux+1/9t3j9/Hw75zk72HfW/w8nOwavNV/rztuc43nrvejroscHSdz74+ekzc8n+G4HHn/+nUz+d5oPLTfe8jYbMczx//e47Y/6TV7o+8ePdbDxtGb2e/x8kl7nzXXZv4+fgv+vnMSfXhSm/SzwG8Cy+H9eeCB975JdLoBPBWWnwJeA/DeVyKyF7a/f8JjzcEv/pVH7EkticOld/NHWSSKdvQIR786v6/miMfv/Ugh4BuIIEde3wocPZxnZukctVNOgofL5t9SuR92TA8cvhiND7hpmPewq3+cjK+X+aGzonalP7xuTpbj1r3eqvLt//nzPj8bmv/k8Nfl0PGbLef3fHSMLzLi5+dhR8/zT3O3+jfYz+vuonZbf2TjRUbpm8cjlaaIfBS4671/TkR+qVl9zKbHjp8jn83v95PAJ08o51sAP/f/8NJbt/c3v83P/lIvhubRO//+LOM4+fyRhUOpZI/h+G/9fh92RR72KH6jT98Sgd6qTd8iAR7PKD2Jpflh4FdE5CNAB1hBLc81EUmCtXkVuBW2vwFcA26ISAKsAjtHd+q9/zzweVCf5k/7QyIiIiIeBx4ZZ/fef8Z7f9V7/zTwceDr3vtfA74BfCxs9gng98Pyl8J7wudf929+zhsRERFxpvDTtLv4R8CnRORF1Gf5hbD+C8D5sP5TwKd/OhEjIiIizg5OnHL0MxUiTs8jIiJOHydKOTozjdUiIiIingREpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBRCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBRCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBRCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQsgKs2IiIiIBZCctgABB8Dzpy3Em8AGcP+0hVgQUebHhydR7v+fZX7bSTY6K0rzee/9+05biEUhIt950uSOMj8+PIlyR5kfjTg9j4iIiFgAUWlGRERELICzojQ/f9oCvEk8iXJHmR8fnkS5o8yPgHjvH+fxIiIiIp5onBVLMyIiIuKJwKkrTRH5ayLyvIi8KCKfPm15GojIvxORuyLyw7l150TkD0XkhfC6HtaLiPyr8Bv+WETee0oyXxORb4jIj0XkRyLyD58QuTsi8i0R+UGQ+5+F9W8XkW8GuX9bRLKwPg/vXwyfP30acgdZrIh8T0S+/CTILCKviMifiMj3ReQ7Yd1ZHx9rIvK7IvJ/w9j+0KnK7L0/tT/AAj8BngEy4AfAz5+mTHOy/SLwXuCHc+v+BfDpsPxp4J+H5Y8A/xMQ4IPAN09J5svAe8PyMvCnwM8/AXILsBSWU+CbQZ7fAT4e1n8O+Pth+deBz4XljwO/fYrj5FPAfwa+HN6faZmBV4CNI+vO+vj4D8DfDcsZsHaaMp/KQJs7GR8CvjL3/jPAZ05TpiPyPX1EaT4PXA7Ll9H8UoB/A/zN47Y7Zfl/H/grT5LcQA/4LvABNGE5OTpWgK8AHwrLSdhOTkHWq8DXgF8Gvhxu1LMu83FK88yOD2AFePnouTpNmU97ev4U8Nrc+xth3VnFRe/9FkB4vRDWn7nfEaZ/70GttjMvd5jmfh+4C/whOgN54L2vjpGtlTt8vgecf7wSA/BZ4DcBF96f5+zL7IE/EJHnROSTYd1ZHh/PAPeAfx/cIP9WRPqcosynrTTlmHVPYjj/TP0OEVkC/hvwG977/Tfa9Jh1pyK397723r8btd7eD/zZ4zYLr6cut4h8FLjrvX9ufvUxm54ZmQM+7L1/L/DXgX8gIr/4BtueBZkT1E32W9779wBDdDr+MPzMZT5tpXkDuDb3/ipw65RkOQnuiMhlgPB6N6w/M79DRFJUYf4n7/3vhdVnXu4G3vsHwP9C/VFrItKU+s7L1sodPl8Fdh6vpHwY+BUReQX4IjpF/yxnW2a897fC613gv6MPqLM8Pm4AN7z33wzvfxdVoqcm82krzW8D7wwRxwx1kH/plGV6I3wJ+ERY/gTqM2zW/+0QufsgsNdMHR4nRESALwA/9t7/y7mPzrrcmyKyFpa7wF8Gfgx8A/hY2Oyo3M3v+RjwdR8cWI8L3vvPeO+veu+fRsft1733v8YZlllE+iKy3CwDfxX4IWd4fHjvbwOvicifCav+EvB/TlXmx+2IPsbR+xE0yvsT4B+ftjxzcv0XYAso0afX30F9UF8DXgiv58K2Avzr8Bv+BHjfKcn8F9GpyB8D3w9/H3kC5H4X8L0g9w+BfxrWPwN8C3gR+K9AHtZ3wvsXw+fPnPJY+SVm0fMzK3OQ7Qfh70fN/fYEjI93A98J4+N/AOunKXOsCIqIiIhYAKc9PY+IiIh4ohCVZkRERMQCiEozIiIiYgFEpRkRERGxAKLSjIiIiFgAUWlGRERELICoNCMiIiIWQFSaEREREQvg/wFoXa1EwIjZvAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im_mean)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cv.imwrite(fp_out_mean, im_mean)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Draw BBoxes"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"im_mean_copy = im_mean.copy()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"bboxes_test = file_utils.load_json(fp_json_test)\n",
"bboxes_train = file_utils.load_json(fp_json_train)\n",
"bboxes_val = file_utils.load_json(fp_json_val)\n",
"bboxes_raw = bboxes_val + bboxes_test + bboxes_train"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"81973\n"
]
}
],
"source": [
"print(len(bboxes))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'image_path': 'brainwash_11_13_2014_images/00001000_640x480.png',\n",
" 'rects': [{'x1': 63.0, 'x2': 89.0, 'y1': 260.0, 'y2': 287.0},\n",
" {'x1': 115.0, 'x2': 135.0, 'y1': 174.0, 'y2': 193.0},\n",
" {'x1': 155.0, 'x2': 168.0, 'y1': 158.0, 'y2': 174.0},\n",
" {'x1': 184.0, 'x2': 203.0, 'y1': 162.0, 'y2': 180.0},\n",
" {'x1': 182.0, 'x2': 196.0, 'y1': 137.0, 'y2': 150.0},\n",
" {'x1': 283.0, 'x2': 301.0, 'y1': 124.0, 'y2': 143.0},\n",
" {'x1': 292.0, 'x2': 305.0, 'y1': 132.0, 'y2': 145.0},\n",
" {'x1': 321.0, 'x2': 338.0, 'y1': 119.0, 'y2': 134.0},\n",
" {'x1': 295.0, 'x2': 311.0, 'y1': 161.0, 'y2': 180.0},\n",
" {'x1': 320.0, 'x2': 344.0, 'y1': 173.0, 'y2': 192.0},\n",
" {'x1': 328.0, 'x2': 362.0, 'y1': 222.0, 'y2': 261.0},\n",
" {'x1': 470.0, 'x2': 513.0, 'y1': 245.0, 'y2': 289.0}]}\n"
]
}
],
"source": [
"pprint(bboxes_test[0])"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"BBox: (0.3375,0.33125), (0.39375, 0.5854166666666667), width:0.05624999999999997, height:0.2541666666666667\n"
]
}
],
"source": [
"bboxes = []\n",
"bboxes_jit = []\n",
"dim = (640,480)\n",
"for bbox in bboxes_train:\n",
" for rect in bbox['rects']:\n",
" b = BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim)\n",
" if b.width > .25 or b.height > .25:\n",
" print(b)\n",
" bboxes.append(BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim))\n",
" bboxes_jit.append(BBox.from_xyxy_dim(jit(rect['x1']), jit(rect['y1']), jit(rect['x2']), jit(rect['y2']), dim))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# random shuffle bboxes\n",
"bboxes_rand = bboxes_jit.copy()\n",
"random.shuffle(bboxes_rand)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"size_orig = (640, 480)\n",
"scale = 2\n",
"size_draw = (int(size_orig[0] * scale), int(size_orig[1] * scale))"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"im_mean_lg = im_utils.resize(im_mean, width=size_draw[0])"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "84c67bbfb82a478c992f0e2a5ddb1d1c",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=81973), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9f034ce160>"
]
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# draw it\n",
"clr = (255,255,255)\n",
"im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n",
"im_bg = im_draw.copy()\n",
"limit = 1000000\n",
"stroke_weight = 1\n",
"alpha = 0.05\n",
"w,h = size_scale\n",
"for i, bbox in enumerate(tqdm(bboxes_rand)):\n",
" bbox = bbox.to_dim(size_draw)\n",
" pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
" im_draw_next = im_bg.copy()\n",
" cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n",
" im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n",
" if i > limit:\n",
" break\n",
"\n",
"plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9f02e80f60>"
]
},
"execution_count": 186,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(cv.cvtColor(im_draw_next, cv.COLOR_BGR2RGB))"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cv.imwrite(fp_out_mean_bboxes, im_bg)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cv.im"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "megapixels",
"language": "python",
"name": "megapixels"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|