Visualization.ipynb
258 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"import matplotlib\n",
"%matplotlib inline\n",
"\n",
"font = {'size':15}\n",
"matplotlib.rc('font', **font)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def default_result(filename):\n",
" train_default = {}\n",
" valid_default = {}\n",
" with open(filename, 'r') as f:\n",
" for i, line in enumerate(f):\n",
" lines = line.strip('\\n').split(' ')\n",
" if lines[0] == 'train':\n",
" train_default[lines[1]] = (float(lines[-3]), float(lines[-1]))\n",
" elif lines[0] == 'valid':\n",
" valid_default[lines[1]] = (float(lines[-3]), float(lines[-1]))\n",
" return train_default, valid_default"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def pruning_result(filename):\n",
" train_pruning = {}\n",
" valid_pruning = {}\n",
" sparse_pruning = {}\n",
" with open(filename, 'r') as f:\n",
" for i, line in enumerate(f):\n",
" lines = line.strip('\\n').split(' ')\n",
" if lines[0] == 'train':\n",
" train_pruning[lines[1]] = (float(lines[4]), float(lines[6]))\n",
" elif lines[0] == 'valid':\n",
" valid_pruning[lines[1]] = (float(lines[4]), float(lines[6]))\n",
" elif lines[0] == 'sparsity':\n",
" sparsity = float(lines[3].replace('%',''))\n",
" rate = lines[-1]\n",
" sparse_pruning[i//4] = (sparsity, rate)\n",
" return train_pruning, valid_pruning, sparse_pruning"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def acc1_acc5(result_dict):\n",
" acc1 = []\n",
" acc5 = []\n",
" for val in result_dict.values():\n",
" acc1.append(val[0])\n",
" acc5.append(val[1])\n",
" return acc1, acc5"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"train_none, valid_none = default_result('../결과/kaggle_kernel_default.txt')\n",
"\n",
"dirname = 'result_201202/'\n",
"train_pruning_05, valid_pruning_05, sparse_pruning_05 = pruning_result(dirname+'prune_05.txt')\n",
"train_pruning_06, valid_pruning_06, sparse_pruning_06 = pruning_result(dirname+'prune_06.txt')\n",
"train_pruning_07, valid_pruning_07, sparse_pruning_07 = pruning_result(dirname+'prune_07.txt')\n",
"train_pruning_08, valid_pruning_08, sparse_pruning_08 = pruning_result('result_201124/prune_08.txt')\n",
"train_pruning_09, valid_pruning_09, sparse_pruning_09 = pruning_result('result_201105/pruning_prune90.txt')\n",
"\n",
"dirname = 'result_201124/'\n",
"train_decor_05, valid_decor_05 = default_result(dirname+'reg_5.txt')\n",
"train_decor_06, valid_decor_06 = default_result(dirname+'reg_6.txt')\n",
"train_decor_07, valid_decor_07 = default_result(dirname+'reg_7.txt')\n",
"train_decor_08, valid_decor_08 = default_result(dirname+'reg_8.txt')\n",
"train_decor_09, valid_decor_09 = default_result(dirname+'reg_9.txt')\n",
"train_decor_1, valid_decor_1 = default_result('../결과/kaggle_kernel_decorrelation.txt')\n",
"\n",
"dirname = 'result_201203/'\n",
"train_all_05_07, valid_all_05_07, sparse_all_05_07 = pruning_result(dirname+'prune_05_reg_07.txt')\n",
"train_all_05_08, valid_all_05_08, sparse_all_05_08 = pruning_result(dirname+'prune_05_reg_08.txt')\n",
"train_all_05_09, valid_all_05_09, sparse_all_05_09 = pruning_result(dirname+'prune_05_reg_09.txt')\n",
"train_all_06_07, valid_all_06_07, sparse_all_06_07 = pruning_result(dirname+'prune_06_reg_07.txt')\n",
"train_all_06_08, valid_all_06_08, sparse_all_06_08 = pruning_result(dirname+'prune_06_reg_08.txt')\n",
"# train_all_05_07, valid_all_05_07, sparse_all_05_07 = pruning_result(dirname+'prune_05_reg_07.txt')\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"train_none_acc1, train_none_acc5 = acc1_acc5(train_none)\n",
"valid_none_acc1, valid_none_acc5 = acc1_acc5(valid_none)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"train_pruning_05_acc1, train_pruning_05_acc5 = acc1_acc5(train_pruning_05)\n",
"train_pruning_06_acc1, train_pruning_06_acc5 = acc1_acc5(train_pruning_06)\n",
"train_pruning_07_acc1, train_pruning_07_acc5 = acc1_acc5(train_pruning_07)\n",
"train_pruning_08_acc1, train_pruning_08_acc5 = acc1_acc5(train_pruning_08)\n",
"train_pruning_09_acc1, train_pruning_09_acc5 = acc1_acc5(train_pruning_09)\n",
"\n",
"valid_pruning_05_acc1, valid_pruning_05_acc5 = acc1_acc5(valid_pruning_05)\n",
"valid_pruning_06_acc1, valid_pruning_06_acc5 = acc1_acc5(valid_pruning_06)\n",
"valid_pruning_07_acc1, valid_pruning_07_acc5 = acc1_acc5(valid_pruning_07)\n",
"valid_pruning_08_acc1, valid_pruning_08_acc5 = acc1_acc5(valid_pruning_08)\n",
"valid_pruning_09_acc1, valid_pruning_09_acc5 = acc1_acc5(valid_pruning_09)\n",
"\n",
"sparse_pruning_05_per, sparse_pruning_05_num = acc1_acc5(sparse_pruning_05)\n",
"sparse_pruning_06_per, sparse_pruning_06_num = acc1_acc5(sparse_pruning_06)\n",
"sparse_pruning_07_per, sparse_pruning_07_num = acc1_acc5(sparse_pruning_07)\n",
"sparse_pruning_08_per, sparse_pruning_08_num = acc1_acc5(sparse_pruning_08)\n",
"sparse_pruning_09_per, sparse_pruning_09_num = acc1_acc5(sparse_pruning_09)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"train_decor_05_acc1, train_decor_05_acc5 = acc1_acc5(train_decor_05)\n",
"train_decor_06_acc1, train_decor_06_acc5 = acc1_acc5(train_decor_06)\n",
"train_decor_07_acc1, train_decor_07_acc5 = acc1_acc5(train_decor_07)\n",
"train_decor_08_acc1, train_decor_08_acc5 = acc1_acc5(train_decor_08)\n",
"train_decor_09_acc1, train_decor_09_acc5 = acc1_acc5(train_decor_09)\n",
"train_decor_1_acc1, train_decor_1_acc5 = acc1_acc5(train_decor_1)\n",
"\n",
"valid_decor_05_acc1, valid_decor_05_acc5 = acc1_acc5(valid_decor_05)\n",
"valid_decor_06_acc1, valid_decor_06_acc5 = acc1_acc5(valid_decor_06)\n",
"valid_decor_07_acc1, valid_decor_07_acc5 = acc1_acc5(valid_decor_07)\n",
"valid_decor_08_acc1, valid_decor_08_acc5 = acc1_acc5(valid_decor_08)\n",
"valid_decor_09_acc1, valid_decor_09_acc5 = acc1_acc5(valid_decor_09)\n",
"valid_decor_1_acc1, valid_decor_1_acc5 = acc1_acc5(valid_decor_1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"train_all_05_07_acc1, train_all_05_07_acc5 = acc1_acc5(train_all_05_07)\n",
"train_all_05_08_acc1, train_all_05_08_acc5 = acc1_acc5(train_all_05_08)\n",
"train_all_05_09_acc1, train_all_05_09_acc5 = acc1_acc5(train_all_05_09)\n",
"train_all_06_07_acc1, train_all_06_07_acc5 = acc1_acc5(train_all_06_07)\n",
"train_all_06_08_acc1, train_all_06_08_acc5 = acc1_acc5(train_all_06_08)\n",
"\n",
"valid_all_05_07_acc1, valid_all_05_07_acc5 = acc1_acc5(valid_all_05_07)\n",
"valid_all_05_08_acc1, valid_all_05_08_acc5 = acc1_acc5(valid_all_05_08)\n",
"valid_all_05_09_acc1, valid_all_05_09_acc5 = acc1_acc5(valid_all_05_09)\n",
"valid_all_06_07_acc1, valid_all_06_07_acc5 = acc1_acc5(valid_all_06_07)\n",
"valid_all_06_08_acc1, valid_all_06_08_acc5 = acc1_acc5(valid_all_06_08)\n",
"\n",
"sparse_all_05_07_per, sparse_all_05_07_num = acc1_acc5(sparse_all_05_07)\n",
"sparse_all_05_08_per, sparse_all_05_08_num = acc1_acc5(sparse_all_05_08)\n",
"sparse_all_05_09_per, sparse_all_05_09_num = acc1_acc5(sparse_all_05_09)\n",
"sparse_all_06_07_per, sparse_all_06_07_num = acc1_acc5(sparse_all_06_07)\n",
"sparse_all_06_08_per, sparse_all_06_08_num = acc1_acc5(sparse_all_06_08)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pruning"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"88.57\n",
"82.88\n",
"80.81\n"
]
}
],
"source": [
"print(max(valid_none_acc1))\n",
"print(max(valid_pruning_05_acc1))\n",
"print(max(valid_pruning_06_acc1))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"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": [
"## pruning 결과 비교 (Acc1)\n",
"plt.plot(valid_none_acc1)\n",
"plt.plot(valid_pruning_05_acc1)\n",
"plt.plot(valid_pruning_06_acc1)\n",
"plt.legend(['default','50%','60%'])\n",
"plt.title('Pruning (Accuracy)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"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": [
"### pruning 희소성 비교\n",
"plt.plot([0]*225, 'C0')\n",
"plt.plot(sparse_pruning_05_per,'C1')\n",
"plt.plot(sparse_pruning_06_per,'C2')\n",
"plt.legend(['default', '50%','60%'])\n",
"plt.title('Pruning (Sparsity)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### decor"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"88.57\n",
"88.0\n",
"88.42\n",
"87.98\n"
]
}
],
"source": [
"print(max(valid_none_acc1))\n",
"print(max(valid_decor_07_acc1))\n",
"print(max(valid_decor_08_acc1))\n",
"print(max(valid_decor_09_acc1))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"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": [
"## decor 결과 비교 (Acc)\n",
"plt.plot(valid_none_acc1, 'C0')\n",
"plt.plot(valid_decor_07_acc1, 'C3')\n",
"plt.plot(valid_decor_08_acc1, 'C4')\n",
"# plt.plot(valid_decor_09_acc1, 'C5')\n",
"plt.legend(['default','0.7','0.8'])#, '0.9'])\n",
"plt.title('Decorrelation (Accuracy)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### all"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def chk_max(list1, list2):\n",
" for i,v in enumerate(list1):\n",
" if v == max(list1):\n",
" try:\n",
" print(i, v, list2[i])\n",
" except:\n",
" print(i, v, list2[-1])"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"250 83.05 48.94\n",
"288 82.03 50.35\n",
"258 82.9 49.48\n",
"298 82.28 71.34\n",
"276 82.52 71.18\n"
]
}
],
"source": [
"chk_max(valid_all_05_07_acc1, sparse_all_05_07_per)\n",
"chk_max(valid_all_05_08_acc1, sparse_all_05_08_per)\n",
"chk_max(valid_all_05_09_acc1, sparse_all_05_09_per)\n",
"chk_max(valid_all_06_07_acc1, sparse_all_06_07_per)\n",
"chk_max(valid_all_06_08_acc1, sparse_all_06_08_per)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4 49.17 32.69\n",
"11 50.7 22.05\n",
"22 49.97 43.29\n",
"2 72.09 28.4\n",
"2 71.31 33.67\n"
]
}
],
"source": [
"chk_max(sparse_all_05_07_per, valid_all_05_07_acc1)\n",
"chk_max(sparse_all_05_08_per, valid_all_05_08_acc1)\n",
"chk_max(sparse_all_05_09_per, valid_all_05_09_acc1)\n",
"chk_max(sparse_all_06_07_per, valid_all_06_07_acc1)\n",
"chk_max(sparse_all_06_08_per, valid_all_06_08_acc1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"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": [
"## 정확도 비교\n",
"plt.plot(valid_all_05_07_acc1, 'C1')\n",
"plt.plot(valid_all_05_08_acc1, 'C3')\n",
"plt.plot(valid_all_06_07_acc1, 'C2')\n",
"plt.plot(valid_all_06_08_acc1, 'C4')\n",
"plt.legend(['50%/0.7','50%/0.8', '60%/0.7', '60%/0.8'])#, '0.9'])\n",
"plt.title('Pruning + Decorrelation (Accuracy)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"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": [
"## 희소성 비교\n",
"plt.plot(sparse_all_05_07_per, 'C1')\n",
"plt.plot(sparse_all_05_08_per, 'C3')\n",
"plt.plot(sparse_all_06_07_per, 'C2')\n",
"plt.plot(sparse_all_06_08_per, 'C4')\n",
"plt.legend(['50%/0.7','50%/0.8', '60%/0.7', '60%/0.8'])\n",
"plt.title('Pruning + Decorrelation (Sparsity)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 전체 비교"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"268 88.57 0\n",
"281 80.81 70.26\n",
"273 88.0 0\n",
"298 82.28 71.34\n"
]
}
],
"source": [
"chk_max(valid_none_acc1, [0]*300)\n",
"chk_max(valid_pruning_06_acc1, sparse_pruning_06_per)\n",
"chk_max(valid_decor_07_acc1, [0]*300)\n",
"chk_max(valid_all_06_07_acc1, sparse_all_06_07_per)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAERCAYAAACAbee5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3gc1dWH37u9qPdqSZYsV9w7BtvYFBOKA8EQEsBxQi+BfBBqaKGXhA6hmo5NtzFg44Zx71WSLcmWbPXeV1vn++PujnZVbNmxY0L2fZ59tJo5c+fe2ZnfPffcMzNCURSCBAkSJMgvC83JrkCQIEGCBDn+BMU9SJAgQX6BBMU9SJAgQX6BBMU9SJAgQX6BBMU9SJAgQX6BBMU9SJAgQX6BBMU9yM8GIcRsIYQihJhyjNtP8W4/+/jWLEiQ/z6C4h4ECBBGRQjxUg82cUIIh9dm5X+4iicMIcRAv7ZPOtn1CRLkeBAU9yCdaQcuF0IYu1l3BSAA13+2SiecPwLNQJX3e5Ag//UExT1IZ74EIoELu1n3B+BbwP4frdEJRAihR3ZanwIfApcIIUJPbq16x39LPYOcHILiHqQzW4EdSCFXEUKMBQYD7/S0oRBiphBijRCixftZI4TorpNACPEnIUSeEMIuhCgQQvwZOSrozjZcCPGk184uhKgWQnwshOh7zK3s4HwgDngXmAtYgUt7MhZCXCyEWCGEaBBCtAkh9gohXhBCGPxshBDiaiHEBr9jsUsI8bCfzYPeMFB6N/so6hz28trOFUJME0KsFkK0AAu965KEEM8KIbYLIeqFEO1CiBwhxJ1CCG035RuEEH/12rcJIRqFEJuFEDd51//Fu7/p3WxrFELUCSGWHf6wBjnZBMU9SHe8A5wlhEjxWzYHGbb4prsNhBA3IL3+KOAR4O/e718JIa7pZHsr8AYyBHQPUljvAG7uptxwYC1wA7DIa/MScAawQQiRdsytlPwROAD8pCjKTmCbt63dtfFR4DNkZ/BP4FbgK+BcwOJn+j7wOqAAj3rbthz4zb9Z19He/W0EbkOONACGAhd593EfcBdwCHgCeKVTGwzAYuBJoBK4H7gX2OItA+TvYaf7ENWvkSO7t/7NtgQ50SiKEvwEPwBTkGJ0OxCNvLjv8a4zAw3AM97/W4CVfttGepcVAGF+y8OAQmQ8O8K7LAJoBXIAi59tircMBZjit/x5wAYM61TfNKAJmNtNG2b3ss1JyPmDB/2W/dlbxsBOtmO9y5cDpk7rBCC832d57d4HNJ3sNH7fH/TapXdTryL/4+tdpng/07uxN/v232n5+4AbSPRb9ldvOY91Y+9fv4+QnW9UJ5sfgLrOxyD4+fl9gp57kC4oilILLABmexddBIQDb/ewyZnIcMYLiqI0+ZXTBLwIhAC+If5ZSC/3ZUVR2vxsS+jwRAEZ3gB+B6wCSoUQMb4PsoNY7y3vWJmNHL2+57fsQ8BJV+/9d96/dyuK0u6/QvHSye52RVE8newC/j8GdiiKsrTzQkVRbL79e0MuUd5jtBjZvtGd2lEPPNxNOf71ex0w0tEevCGkacCHnY9BkJ8fupNdgSA/W94BFnlTA+cAGxVFyenBNsP7d08363Z7//bt9DevG9vO5cciRxFnAdU97PuYBNPbcfwB2AlohBBZfqvXAFcKIe5WFMWXGdQP6fHuOELR/YByRVEqj6VeR2BfdwuFEDpkKOZKIIuucxeRneq3/UjirCjKSiHEPmRo5kXv4j94y37z6Kse5D9NUNyD9MRioBR4AJgKXH8Y224nQo9g292LBDqX4/t/KTJGfDyZjBRCgPwebM5Dxrh9denNyw96a3c4m56uy7Yelv8DORcxDxnjr0KOPkYij1vnEXpvX+LwBvC0EGIUci5iNrBZUZQjdXBBfgYExT1ItyiK4hZCvAfcjYx5f3IY80Lv38FA5yyKQd6/+zvZDkTGr/0Z2On/amSsP6y7cMS/yRzkvMKVdO/9/wvptfrEfS9wDnLycuNhyt0LXCiEiD+C917n/RuFjLEDIIQwAYnI+YvecgWwSlGUy/wXdhqN+NgHDBRCGBVFOVJK61xkZ/FH4GugD/D4UdQryEkkGHMPcjheAx4CrlMUpfEwdj8gY+A3++dee7/fjJwo/cHP1gbcKISw+NmmAJf7F+qNAX8IjBVCdJtpIoSIO9pGeTNwfgMsURRlvqIon3X+IOccZgghEr2bfeT9+1h3N3h5wzzQMW/wlBBC04MNdIRYOqcb3sbRX5duOo16hBBWb1md+RAZprmv84pO9UNRlBpk53Y5cBNy5PBR5+2C/DwJeu5BekRRlIPIrI4j2TUIIf4KvIxMT5zrXTUbGfq41tc5KIpSL4T4G/AMsNY7OrAA1yHDIyM6FX8vcCowXwgxHzmJ6kBmy5yLTOGbfZRN+y0yw+Tzw9h87i33KuAJRVE2CiGeBO4Etggh5gEVyPmG3yCzaRoURfnUu+5KoJ8QYgFyAjMbOBsY4i1/KXLe4WEhRDQyHXMSMB6oOcr2fAZc693vUiAeOTKp7cb2eWRu/31CiDHAEmRWzGCgP107m9eRGUDnAe/6T5gH+ZlzstN1gp+fxwe/VMhe2AakQvot/zUyJ73V+1kLzOyhjGuRIQw7MgRxK3LCLiAV0mtrAf4G7EJ6/c1ALjImPK6bNsw+Qv03IWPSkYexMSJTLfd2Wv5b5IRrs7eNecBzgMHPRgPciLwhrM1ruxN4oFNZ2cD3XpsGYD6QTM+pkHN7qKsFeBooRgp1PnKCdVp3xwMwITvNPV77Bu8xuaGbsoW3PAU47WSfp8FP7z++3NwgQYIE6RYhxB5AqyjKgJNdlyC9JxhzDxIkSI8IIc5AToq/frLrEuToCHruQYIE6YJX1DOR2VIhQKaiKM0nt1ZBjobghGqQIEG6437kBG8OcFVQ2P/7CHruQYIECfIL5GfhucfExCjp6eknuxpBggQJ8l/Fli1bahRFie1u3c9C3NPT09m8efPJrkaQIEGC/FchhCjuaV0wWyZIkCBBfoEExT1IkCBBfoEExT1IkCBBfoEExT1IkCBBfoEExT1IkCBBfoEExT1IkCBBfoEExT1IkCBBfoEExT1IkP9xCqtb2LC/u0e///I5VNfGt7vKT8q+D9a24XD9u+9M75mguAcJchjqWx0cquvp1aW9R1EUSup7LsfucvPPH/bR0ObodZkfrC8mt/zI785YtLOcH3LkG//aHC5a7a6A9U98l8f1H27lWB5F4vb8dzy+pKCqhdX5Xd+B8tzSfG74cCsFVS0A/JRfzbRnV3LrJ9tOSNvanW6ufm8zd3y6gynPrODJ77t7T/zxISjuv1DaHC7GPLqUJXsqTnZV/qu5f8Eefv/Whn+7nGW5VUx6cgULd5T1uP75Zfl8t7t3v1ejzcl9X+3mjVX7WVa8jP0N+3u0vfGjrVz93mZcbg//N38Hf/zoO/bV71PX55Q1UdfqoLLJztfbS7n7i10B2yuK0q2HuTSnkmEPLaG2JfBVrJ07j3+Xl5bnH/XIwuZwU1zbqtb7mvc38/u3NlBY3aLaKIrC6oJqwMPba6XILsutoqh1J0sa72RfVS2NNicfbzyIoijUtzp4ZvFePtxQjNMty/V12K12FztLGtQOsqndybtri1iypwKX17bd6eaNVfv5IaeST7eUAPBlzk+UNZ+YkUNQ3H+hlNbbqG62s+FA3ZGNj4Dboxx3L2Z3aSOX/mtdr4XA7nIf9T4Kqpq58aOt3XZwB2vbqGpu77J8dX4Ni/dU0GJ3Ud/qYMP+Wopr26hvDfSoPR6FdmfXOv2QU8nkp1fQ5nBRWN3CwwtzcLg8FHhF5YEFe6htsfPQwj3U+ZXpq+N+P/Hx0WJ3qaLhdHtQFIVdJfKVtjtKGrhz1d3ct/rhbo+B/+/2U0ENu0obyVGe5OIFFzNv624abU5KG2wA5JQ38uLyAj7eVEBBbam63dy1RUx8Yjku777dHtnuZXlVtNhdbPQ7x7YU1zPsoSUU17YCUNNiZ9Zr68gtb+L9dUVMeGIRF3x+OQX1He//VhSFL/K/YEV+AW2OwPOhsqmdZ5bs4501RQBsq9rGltICGtuczN98iBeW5VPR2M4H64t5d22RWt4f5m5k8tMruept+S7zJpss98EFe9RjWVjdQmWTnbDEVSyou4m6tjYKq1swxi5Baypn6YE1fLG1hLu/2MXeymZeXF7ASysKuPfL3Ty6KJdV+6qZ9OQKvtxWwuAHFnPBS2tYU1BLTlkT05/9kQcW7OGa97fwxdZS6lsdjHlkKc/+sI/pA+P44bbTeXbWUByxr/HM+re7/e3+XX4Wz5YJcvypbJLeVGE3YnE43l9fTFK4iWkD49Vlt87bjkbA85d1fr1pIAt3lPFTfjWPXzQUh8uD2aDtpl7tfLWtFK1GsOFAHbtLGxnXNxqQwvreuiIe/fUQSm15DIsdxsG6Np5dso+FO8v48I/jmJgVo5ZV02InymJAoxFd9qMoCpe/sYGqZjvVTXbOGpwQsP7aD7aQEGbknT+MDVj+/LJ9lNbbGNEnko1FdVQ3y+OYW94UsO9HFuXy4YZibp2ezfVTMtXlX20rpbi2jfX7a3l0US5FrTtZ1Pgnpoc9C0Bdq4M3Vx/gnTVFfLalhMzYEJ64+BSW5VUBUFjdGlCfpnYnEx9fzp0zBjBzeBJTnlnBsFPWkmwcDQj219YREmNjV+0W1h/cy/g+/QO2L2+0qd/nbzpEWUMr1gTZMTy16UnSI55T13++tZSCqhYMscu5avHzrP7tChQUvtl1gJoWO2UN7exoWMaTG5/k1cmfs7W4HoD1RRV4rFs5N+NclhbswNj3UX4otPCn6CnsKm1kY1EdM57/CYCQ8IO0tOxi2YENZEVm0e50c81n77DN8TzO+glcN+R2luyp5MoJaVw2tg+r9lUDshPzKB5uWHoDrU0p9FNuY1dJIw63h50ljSzNlWGnSKuBCLOe9fvrSI4ws7m4jnanm1a7C51G8FN+DZ9uLmHWmFRW7q0G3ITGbqLJ2crr69axv1oQE59MPcVsrNxApiYLoa/j7+seZuu2yVw0IhVhLOPz+stY/u09QBiPLv4Ja9YrtJf9hpzyAbz2434MWg2fXz+Bq97exO6yRuwuN832dvoN+5iLRl9Hv/hQLGYbYqeLqnpzl/P3eBD03H9GeHrwjlvtLhwuD9/vLleHg51xuj088k2O6oX5vNKexP3Ktzdy6yfbAjwlj0fhye/yeGFZvrps9vezWd/8IjllXWO7eyuaWVvYEcdcuKOMT7eU8PyyfKY9uzKgPUU1rby8ooAvt5Xy+Hd5bDvUAMA+b6xzS3E9V769gSU5lfxzzTdc8d0V/GPj65z5z1UsyalAr9Gw2M8Dr2pu59QnlrNgRxluj4LHo/C3r3az9aAUnOpmO1XNdvRawY6SBtXLXlWyir11e9lf3cLGA3Xc+NFWHlq4Ry23rKGdssZ2luVVqsIO8PA3Odz88TYa2hzsLm1k7toDGLQanvw+Tx1VuD0Kqwvk8fjbV3sorG7FEFpAm7uZ7Q2LCOl/L6bk9ymuk21vbnewu3E5c+ZuoLndRUyIocvvtae0iRa7i/fWFvHltlLqHSVsavic7yufB9yg7bC/d9mbAdt+sL6YN1bJcE146tesrHkDDFXeH9uIXZ/LnjJZF6tBy6Kd5Wg1Aq2xmiZnLU2OJp7a+A/26u8GYae4rpXvi76n0dHIzDfnsbdSPuJ9QeHX3PXTXXy8fS07q3eg0TfxSt7ttDntASOzi0Ykc+sM2UFuKzvIzctv5tmVK9ncKN9Trni0zNt0iJzyJh7/Lo/GNic/esW9vLGdjaU5tDhb8BgL2HKwEofbQ1ZcSMC8g+/8TY4wc9eMATjdCiv3VmFzuvn91Haysrbx+He5VDW188rKQvpnlNHklCGfL/asp7TBRphF1jm/eRPFta0Yon5iZ9NiXNZ1XDO5L/0zZGitkuWAQpNuAxp9A6akeawsKKau1cEjM4eQlaBFl/EgW6rW8cW2UjKSmqhw7GF3gxxN1NllhzRn3OGdpmMl6Ln/h/kpv5p1hbX89ZzA11F+tOEg93y5ix33n0W4RR9gP2fuJu44uz+PfZvH1P6xvD17DEIEequ7Sxt5c/UBFu0qZ93d06jyClNJvY12pxujTsO9X+3mwmFJDEuNUD2iCIuBUWmRZMRYMRu0tNhd7CptpLndSYhRx5bKLWCEqvLLAvbX2Obkyrc3YHO4mTMpg81F9VQ0taMo8NnmQ5Q1tlPaYCM1ygLArH+to6rZztmD5YhgT6n0HveUl/PK9kX8mNeMSX8K6dGhrNm/F6wwb98HON13sfL2KTywYI8qnN8XfU9rXTZ2l4cFBYu49bMIzu6fwU/td1K45tfcrbnS67EqJAx8jcqKfmw7OJYGzUb+uuqvDI4ait11OXbkZGNiuIkHzh+My+2hokl2iu1O2Yma9VrcHoV99XvZV69QWNVCeoyFMLOem6Zm8ciiXKqb7SRFmNhYXEGjzQlAWUslqRm7wVRFA1DiXobQuNGH7WFP8xJgFNfPcPBB0XyqSvSM6HMap2ZG8q+tX1LdOpxYaySAKlz5VS08tzQfY9heWT8qGJS9l7xDVgCMmlAqXKvZWFTN8txa4sOMPPl9nrcdCrrQ3ThtIWhsiQDY6yZgjFnJkvxdRFosZMeHsuFAHTefkcX7xW04gHu//5KV9R8gdG50YbsprB7KpopNAGjNh3C3ZTAo1cV+dwF64IHFi7Ga3BAJTsXOiGef5fdDZgLw0uUjmDIgkvdz1gOwvymX8tptKI3taMNl/BltO+WN8vg32pxc+vo6impbyYoLoaCqhfe3rgJAaFxYwwvJCp3A5OxY1Rk5rV8MP+XXUNpg455zBzA2IwqAr7aVAR4+L3sA9NDcNoLfvbmBJpuT/knrcdhiaLa30eguAobj0chj3uqpoLBxPyhSJq1Ru9hWv4gocwQA+rBtmMNzcXpcmEQ07fpacuvWAcNJjbKwp2YXbtHCgZYdtFUmce6pdfxUByXNsr3lrTLWnhyaxIkg6Ln/G7TYXV1ihIejtsXOFW9t5JWVhTS3OwPWfbLpIABbDtbRaG/kw9wPqW+v58e91TjdCp9ulifEyv25TPp4MoeaDgVsX1IvPfbyxnb2VTZT6RUpRVF4e8d8dlUc5KMNB5m7toiqpg6P9IutJdw6bzsPLtijxnE9CmwqqlNPQpAXm3+M+Z9L91HZZKep3cXLKwpYXVDDgRoZUijzXqB5Fc1qHXydzeaiejSmEiotL4FwsLFuAa/ueJUc+wcMza4gLn0JZS3So7F5Ghjcx05atJVJWTEUVrfyzxVruOPHO/g8/wuEvo5NbS9iiNjE4rwitMZqdjle56JX13DnV2vQGCtocBdhiFrFp1vzeWbTM7J9nsBwUXljO1/nbGJh7paAGPUdZ/fnlmn90Ef9iLXvC4RnvklOeSPf7qrgwmFJZMWFADLUdO/St7lmxUxMBgenZkVjiF5Bg2kBDchRgUfTgol43G1p1GmXI4QHnaUIgNjoGh66YDDFyteYkj7hpmW34HDLeHxOeRMRFj1J4SbcHoXMtIMIRyLCFU18fDFTB8kh/ZWDfodG18IDP3zK66sKeWhhjtpB6Y1NOJRmhK4ZrbkExW3E1TQcgB0Ny+mTWM0TFw/lndljuHV6Nlq9FLcVVe/IA+GKwBizgo+KHsHmsoEi0JgP0i9zLyUhD2IKk5OzWlMZbe4mFEXgcUShCVuvjqRqNSuY8PFYvj2wSB4zmzy3DN7OCkBo5eRkUriJly4fgd3lYWJmDG9eORq9VrDswEZwW7DqrEwbVc8/Zw0jM9aqbn/t6ZlYDFoMWpg5IoFWTxmx0VV8v6cCrbUjxh9u1pNf1cKvxrSzu24LswfPZkjMIIxWKbbtngYixRBQBNWedQidvC7chiIe2/gYWyu3eutrx61pRKNrZUrCJQiPiTYhf9P4MCN762XbFEM5QoDOIq/ZkpZAcU+wBoYMjxdBce8ln2w8GBCCcLk9XPzKWk57cgUr9sqhbnO7kz+9u5kLX1rdbRjjrdUH1O/5VYHD74QwEwAbD9Tz2tYPeGLjE5z35flsPFim2lsMWrTGSpqc9eyo3sm9S9+ixS6F9JBfmt2qfdVUNdvRagS6kBxe3fMYL257GYA1BTVq6ObycX1oanfh9ihsLq7nm51lmPTylJgzdzPP/bQ8oI5ljc28t/sTvtz7HT/lVzMmPRKtRuB0S0F0exQMsYuxpMt97a2Qx+BATStC24IudCe1rQ501n3oQvahtRRT6VmL4pBD9T3uf7Kl4StMkZvUfSYlybDC5Gz5PoKXVskLq7BxLxqj7ASEvhah7YgtO90eXCkPYu37vFyvtfNN8XyqbPJ3amyXtgatBqtBC7i5b9Mc7t8yB2P8V1hSPiAx3MQNUzK5fkomWRmyDi7FRky47KRmjkgmPswEKLy8ci9f7FkHWht3/BqGZrSheIxdfv8EUyaO+vGgryU0rIKt1bItw7JaCA9r5MfKj3HbUsip3843hd/z18928NmWEk5JDmft3dNYfPtQSmy5/GHEr5iRNY6DbbmcPVSK2yX9L8IowjjQth6PAlrzASzWagzRKwlN+dJ7HFrRGstw2xPx2OMA0EWtYL/hCTJirEwdEIdH8eBAipnGUMfQ2MHcPHoOGn0tpbZcFFcItA3GGlrG2IH1KHhwC3k8raGVCF0LijsEZ8NYdNYDFGqexRS6j2e2PAFAUVORPFe0MhTiFFL83fZY9HpZzqj0KM4bmsSK26fw9uwxpMdYeWTmEKKjyxkZP5yM8Awc1NI3NoTMWNnBom0lJVrhtunZ9B/2Bb/+5ixuW3kbStw7aAxVmBK+Un+HC4YlEGU1EBWXi1lnZlb/WQyOGYTGVE6YWUujo45kSyau1iw0odsxmBpxt8eTZhkir4PWjoynywdcwdjw33HXqVdiVtLRWgqxpL7LFYsv5vN8GW7SGCuZ0DeafQ27Aem5X7f0Oj7O+xir3kqYIazLuXI8CIp7L1AUhUcW5aqz8QAfbzrE3spmTHot17y3mVX7qnlgwR5W7q2ipN7Gn97d5M0yceP0SC99f3UrBp085Psqmnl5RQFnPLuSsgYbDW3SZuOBWpYWrQOgydFIbk1H/HtiZjShVmn3we4vWVD6HNd/Jb2rQ3VtRFsNRIZ4eP3AHylq2cngZCPWxMUA5JTXo7UU0Oyq47a1s9BHreLS0amEGnWMSotEa6xg2b5CBiWG8cdJGQBsqZApcYpbdjxPbH6Ip7c8yv3r7qKwuoXJ2bGM7BOBXivQCBC6JowxK9CaD6GP2MC8kntxuB2sLqhBH7EBc8pHCF0TQi/jvIaoH9EYaol0noNedHhgRpMNxW1C40iiVSvr0C8+lBW3T0FnkJ1is1KEziTFWmOoJcTckXni87QAEq2JZIZnYonxpjMqWg41SEF5d85Y5l07AUNYrmqvC92DLnQPZ4zfzvNbn8flcVHatp+BUQMBmDlOwxkD4hieGkF8mAl95Do2uP4Po0XW5bmd9/NByZ+ZMrgjtOZxyI4pI6wfZiUNAHNIFTm1OQDk1eaxsWIjCgruyksRaFh1YA/zvaM1n4C9n/M+AJcOuIShcUOpausoI8YSQ/+o/miMVaREmolK/5r0fj9hjPsep0Gm+QmhoDWXoziiAA2Ky6LW0ZdBUt9ej1vpGI0OiRnM1UNnM8zzGq35f6Ml/x7amzNx0MCKQytUu2Gxw3DrytBoW9C4Q3DUT8BRNxGPqRB90ofoNXrSw9I7fiPRMXdk1Jjx2BMIsdhJy/yJEVmt/H3d35m1cBbLDi4DYPIgA03uMqamTSDWEqt21Bkx8rwJ7fcIFyycxtWn96XItpEmRxP7G/djpx5Ln7fR6RyclXYWADedmczXN4+k0VlLgjUBs85MUkgSbsXB/BuzcXgcDElIwdU0FI2hDowlaF2p3Dv+bgAqWuXcz7VDr+XPI2/irZl3EW0NJUqXidZYjTYkl2pbNcVN8j0aGn0jM0ZoKG0pJcmahM1lY03pGkpbSkm0JnYJsR4vguLeC8ob22mxu9QJNkVR+NePhYxOi6TfsA+xZrzEP5fuI7e8mdOzY3n4wiGUNbazrrCWa5dey0VfXwRAWaONcRlRmPVaXlpRwLM/LqdM9w6/n/cCZd6shp0ldVTZc3G1SoFVtPWEGmXMLysulPgIeVHsa9oBwMZymb98qM5GSpSFlNg2bEoN1Y5C6kNfR+ilh1TvKMeS9iYh/R6j1VOFIXIDfaLM3HxhI3ecb8XS9zlCsh9l1ugU/nbeIKYPjKdF8b7kRbhBuNhU9ZP3fw/CUMPw1EjOHl3Lr07LIzs+FH3kOvWYmRK/pEHJ5eO8j9l+sAGL1esNGivR6KW46kIK0AsL86+4llNiO7I87J4WokyRXD70bPbU7eCtXW/R5mwjI8ZK/2S85VSRHCdT8PSmOv511SB1+wF9O0JW4xLHMSRmCG4hRxEuWwpC247e0MDTe67m+7I3iIjbrtpr9M0oKCw4OJe3dr/Fqztexe62c17f8wBIjW9S5zwiLXr0oXlodM0ohsAX4tQ5ZJhtWp9phLvGA9A/sj8RejnnoFh24PK4GJ84ntr2WpYULSHaFE3/6Ex0ShS7qgoIS1jO+GwtrvDv2d+wn8/zP+es9LNICkliWOwwAFYcWkG4MRy9Rs8pcdkYzDX8aVIGekMrkWFdUz0RTrQeGYt2lv0RV0sWAI12+ftUtVUFmA+JGYIQguY2DyAADa6mIWjQ0Oxo5opBV/DXMX/lkuxLcOPAYD1ElDlSTthWXoCrZQBo7ExJncLpKad3rQ+QFtYHqy4Mm1JFnWER/8y5nvn75lPUVMQ7u99h7u65vLL9FQBOSzmNOEsc1W1yzuj/frqJqJQfQCiyc/S4iTHLkWCoIVQ2Wd/ANcPmMC5xHAA3L7+ec7+eQmVbJXEWOYKJNsuMrZJWOUobnpTKoGgZulJwc83EkaRFynIrWyuJM8dx04ibsOg7OsgkczYAIe4RXNzvYgDVKz/o+gGAmVkzA9pu1Vs5UQTFvRfs82YF+OLGn+1eS2lLKZeP68OWqo249Yc4WNdCeaONxO6YTPcAACAASURBVHAT0wbGEWrS8camxWwo30BRUxFtzjbKGmykRJrJiLFSUm8jLnEH+oitVJs+oKxtP8mZP2BIfw6PcDA47AwA0pLq6T/oRxAukqNdRIZKz93pkReu1nKA1QU1FDdUUxHyMKYwGVtsVUppUHK4ftj19DVPQGMOjNFrDLWUtuXzZu4zvJXzkro8I1V6JZEWPQ6khy00TrSWA7gUO66acwHQWYoYmhrO1obvWF83n4mZ0YSE1qAhMJ79rx2vs7O0DoulwbvfDnEHuGLwZSSGRpAdmR2wXWp4LL/KPAu34ua5rc/xRf4X3LriVnRmKZpCeKhWpDeuaBqpbe+4ySU5WV6gkyKv4ZYRtzAkRg6nFUWDpz0JoWlHl/gJ+fX5LCleQlREM8nWdHV7s86MVW9lQNQAXt/5OgCnJp9KtCma/PqOkZSCgtZ3XIVCVkSWuq6oqYjB0YN5bupzXDv6IpzNgzgrcwKRFgseZyg2rYxTX5J9CQDry9czMn4kw1MjaW+LpNK1DSVyCf0HrOProrm8vP1lWp2tnJZ8GiA7CpPWRF17HdEmKUwZYRm4sTN9qJ5mR7PqYQKckXqG+j1UF4dJryE7YhDuRil4H+R+wPNbn6faJkUz1ixHG4OjBwNw14yBzBiSwNmD41HcoYyMnQjAlJQpXDHoCrXtHk0rMZZodV/OOmk3M2smI+JkVojoJDvp4WnMHj84YMQwNGYo1wy9hh3VO3h2y7N8WfAlSdYk+ob3JdYcS4O9gVpbLWtK1+AMXaZuV9BQQJO9ickpk3nrrLfIDM9EJ3RcOvDXqpDm1smRWlFjEXFmr7h7j6Hv5q4Ycwzz/nAeVp0U50RrotpZuBQXVkNXUR4QMRJX8wAGGGdxWX+ZgPCXUX8B4OvCrwnRhzA9bToA4cZwAA41H+pSzvEiKO6dyKvLU70YH75bk6ua7by5800e3nodluRPAnKn610HaNGvp02/BZNey6QBGra2v6yuz63Np6bFQVK4GY93CJwQ06CuN8YvosmwDI2uBcVtYlLSZKx6K82GH9nbvhBD9Eqezr2cNtERtwfQGqvZXHKQyvb9tFFGo5BeqEcnL9K+EX0ZlpgeMAy215wBioYF+xdgc9nUDAiAeXvnATJf2EOH56cL3Y2iaJiaeCE6JYSo6FLCTHoONR+i1dnK1VPj6BPXztiEcWiFFHjFGUWzs4kDjUV4vDFWjbESjaEBty2VaGMSvx/4ewCyowLFPcIUwZCYIXx30XeYdWbe2PUGyw4uo6BtLYqnI8nL47KAUNQLFmBLpWzP42deRawlVhV34YohLTIWobWjN8r5E51GR5OzjonJY9SsiDfOeoN/nfkvnjjtCfQaPSatifSwdPpF9mNv/V41hHGg8QBoOmL91w67li8vkPFtu9tOhFFmVVw1ZjQ5N3xCv9gYws16FGcUCDcRxgjOTDuT4bHSQxwSM4ShKRG4HdEIjezEVx5aCcCasjUAamhDr9VzavKp8rcyRaq/NcgbfaDDC79/wv3cMeYOtZ7RxgSSws0MSAglI1Jmz7yz+x3m7pmrTqKfmnwqUaYodX8TMqN59fejuGxsH4amhHPNsD8wMm4kp8SeIusVnq6WH2OOUr+727IY4nmS01NOZ1ziOKamTmV49KSA3zotLE09VgBXDLqCx097nBkZMwDoE9qHcGM4Z/Q5AyGE6m1/e+BbOrOubB0Oj4PR8aMZGD2Q64dfz62jbiXGHINFZwmwbXI0qWVFmWSd/cXdpNcxMl6OkBKsCVj1VgQyhBKiD+my7+SwKGwls+kb3pfUsFR2XrmTi7MvZkrKFGwuG6PiR9EnrA8h+hD+MPgPnJp8Kg9OeLBLOceL/2lxb3O28eflf1ZnvytbK7lk4SU8uv7RALv8SinuDpeHD3M/BkBrLsWsFxi1cuLMlDQfc9KnbGqScdFG00IUHKQ5bwRgS5kUn6QIM7eeE8uMsTXUOIqZkDhBlmcpJM6UyunGV2jZdz+jU1NJsCTI7AQgMWU7Cgqlto5nUWg8svdffmA9ik6KVZ3TG+czSDGNMEbQLzoVAIHgxoxPcVSfhV6JkWmOgFuRWTDDY4ezpXILiqIQYdGDph0tBgB01gI8thTOOyWDCSljiIwsxe1xU9oi72SsaCuhoq2MvhHppIbK/Y2OljFOjbmYNk+dt5z9IFw4G0fyxNiPiLVID/GM1DO4tP+l9I/sr9YbICU0hTEJY6hrl9sreIg2pHLLsLtkm5ql57mnRmaljIgbgUtxEW4MJ8Isva7syGx0Gh1jkvpzwSlSABVvfnhVWxXNjmbiLfGkhmQQZ0phWOwwhsUOIzMikwcnPsgfT/kjWo2WcYnjyKvL474199HiaFFF1OOQ4poWmqaGBKDDOwPUG60iLAY8TmnfL7IfQgiem/ocF2RewK8yfsWotEg8jg7P19fuVqfMROoT1kddd3b62QAcbJKjmYxwGcrz1ctHlClKDTsAXD5qODdMzeLvM4fw4qwpADg8DlweF2vL1gJw99i7+fyCz9FqAkdiU/vHseCmSUxIHsu7M97FrJPZOla9VfWCB8Uncv2UTDUVMdYkO5BQQygvnPECIxNkZ5tiyaJPaB/GJo5Vf2+B4NaRt9InrA/JIcn8bfzfeHbKs3x70bf8ZbT0gn3nzNcFX9MZ3zyAr8M7O/1srhp8FUBACMWHryyfuO+tkxkuPk/eF/5KsCSgERpCDCE9lhUTIq+V+DCpCb5Y+s0jb0YndJyafCpGrZFFFy1i9uDZvDb9Nab2mdqlnOPF/7S4v7z9ZZYfWs47uz4BOrzWTSVFLNop05TqWx1sP+TzsN3UtFfjcUSh4KawsVAd6mmN1bjtsTQ6q2hyNNFOJW5bKrsLklE8Or7fJ2PkSRFmNtZ/yurmZ2h0NDI5dTJC0SOEQmZ4NhePTCEu1MwpKeEBKVJ1dinedneHNx2rGY1QDBS27FTF3O6RnYFGJ0NJ4cZwEq3y4koKSWJkqrwArdoYCho60sP0Gj0XZF1AXXsdB5oOEGHWgcaOTvFedPoGPK5QJmfHMiLuFEpbD1HQUKBOFu+q3kWrs5XkkGTV27v79EtRPHrp9aNg1lrVenqcEcSGdmSURJujuW/8fWrH4O/J+TxbH4PjU7h6+O/YceUOFl51DyCH2nqNnrEJ8o7TJGtH7rBBa+C2kbdxzYgrSQqLVJdHmaKwu+3q/h+edA+Pnv5AwL4uyLyA64ZdB8CcIXO4ftj1fLP/Gy5acBGvbH+FEE0CzqYR6ISOPmF9CDOGoRO6Lm3wEWHW43FIIfGFoqLN0Tw66VHirfFkxFi5/+zTumznq69/hzE5ZTIAg6LlfEO0KZpQQ6jqrKjH1hSNWWcmRB+CRmiYNXwIvxmVgkmvJT0iMcB2Xdk64i3xWPSWgI6qN/g6lwRrDHeeM4DkCCn84WZ9gF1SqBTO/jFpLLpoEeMTx6vHKsGagEFrUG1n9Z/FgKgBhBnC0GtkOb6QkS/V0IdBY2BH9Q71WHWmu/h2vEXOgYQbw9EKLSUtJYTqQ9XjfHH2xdw84mZ1VOSLoXfnufvO53hv5puP7Mhsvr3oWzUEF2WK6tJpngj+Z8W9zdnGB7kfAnCgpgWP4uGzfZ8BUNHg4aaP5TNJfvvGevZWNjNpIGhM5YBCnEZ6i7uqd9HuaqdvWD9sJb/DXvkrAArqC6izV6InGtCgOGLJrZWx2uQIMzurd6r1yI7MJlwvZwmHxAxk2sB4Nt47nXCz/oj5r/GmPsTos9GaD2Aw1XdrE2GMUMtJD0tnUFIYQkCEXqa9+UgLS1OFcUvlFsxGN0IouJ3eSSnhJjM6DqtRp8ZhFxctVrdfVy4nU5NDkxkUM4goUxRZkRkMjBqALkQOdc/te45qf3b2QNKiuvF+vILi87wAhsdJcfd5iT4vVCM0pEfEY9aZsblshBnCVE8rKSTwxpArB1/J+MTxARdlv4h+6vdoUzSjE0YzPnF8t8fRt78bht/Au+e8i1FrpMXZwo2DH2Zi9MW8N+M9rHorGqFR696tuFv0eJxRXfbvz6lpMjPH1yn7SAtLC/jforfwza+/4YnTZJqhEIK00DT2NwY+RMwndDHmGGLNsei1HWJr0BqINHYca4fHoY4IjhZfaMbX/kiLFOnO4h5mDAuwg8CR2pHwhVKAgEnaMYlj1FFolLmruHcOy0CH5+7/u6WFpaled4w5hmuGXoNGSKn0nT/ddRTDUiL423mDOHNQfJd1iSGJ6DT/2XtG/2fFva69Do/3RKi2VVLSVEG9XQpkZKidpHAz/1q1n7yKZm4/K5sK8wuYUz4A4LRU6WnsqN5Bu7udaWlTEW1DURxSRHfV7KK2vZaU0CTCTDoGRGejNRehNe8nzOoJ8JizIrIYHi89uNGJpwTUMd4qT5LOXoJFI0/ujPC+ZIcPQ2OsxGAtoTsCxD08nRCjjpcvH8nEtI7JP51GR0Z4Bn1C+xBnjuOpjU+xukaOZmy2jn2fNUA+Q8XnKS4pXgKASWtifbm88zA5JJk/DfkTX1/4NVqNlhHeITjA9cOu57ZRtzExaSLPXXwmOm3X0893sfl7qKPiR/HopEe5+pSrAQI8SiGE6u2HGcMYGjsU6CruPnzDaoCsyI5j4B+2OBLD44bzxQVf8N1F3/H7kROYO/t0NfbsX5Z/G3yEm/V4bKkYNGZGxo/stvyM8Az+furf+b/R/wdA33DpNXYWd98y/zalhKagEPgYC5+49wnrEzDp68N3zH2jnQuzLuyh5YfH57n7RDI6pHtxDzfI4+LfqUSYpLj7fsvD4d9pXtr/UvW7zzkBiDJ2I+7dhFJ8njt0HCf/+YPO+CZVu/PcNRrBHydlYDH8PG78/3nU4iTwyipvDrdHT5u7lh8K5P+hujishnYGpUfy9XZ5s8LAZD3/OlSGd1TIaen92O9Ko7ipGI/iwaI3kxRhptWhx6AP5ceSHwH47YjhjJw+HrOlH79dcC3atA/Iq5fexfXDrle9haFxA/ix9Af6RwU+9Ck5RHr009Om81VBx00YA8PGsmpbOqOHjqbBE8qa2g9x0NVzN+vMGLQGok3R/Cb7N5yTLj3nc09JxJ7fB/KlB3L/+PtJD09HCME/pv6Dv/74V7bUyhuYFFeHQPkuqghTBMkhyRQ3FaPT6BgWO4wNFRvUOuu1eiK00nZW9iyaHc2EG8OJs8QxZ8gc5gyZ0+Pv4hty+1/4GqHhgswLWF26GqBLuCA1NJV99fsIM4QRbgzn6dOfVidROxOqD1W/+wtdd8P4w6HX6nvsEHzx2u49dwMeRzxPjlpIRnhXDw9khzUza6aa7XJm2pm8teutboW5M509X4PGoHqZj016rNtntsdZ4ihqLOKmETexpXJLl8yl3jIhcQIDowaqIxKf5x5mDpQZX6fnf8yjTdHoNDq1Izsc/nnhPkfDoDFwSkxHB+s/KvDRWdwFIuA3VMXdLx+/Mz5xP5EpjMeL/ylxb2xzcvrTK7jn3AHM27IPSxrEm9KpbN/PwhyZZTIxeTTLD/3AKenhfFv0FW5bMga/YSDAxPQsPi8OUW8jNmlN9IsLobndhSmyn5p9MigujcHx4UA4T0y5h1tW3MI7u+VNR5f2v1Q9sX474LeMiBvRRSzOTDsTrdAyOn40DreDals1myo2kRUTR64hk2GpkSSGT+atvFQaXIcI1YfS7GxWt1cnqYTggQmBseTEEDnkjzXHcm7fc9Xlw2KHkR2ZzcqSlQB4nB13z/mL1aj4UZS2lJIdmc2ohFFsqNhAqCFUPfl9ZEVm8fhpjx/pp+lSr7hOxxzkhRxjjlEvaB+q5+6Nh56TcU6XbX0EeO4Rx+a5HwmfSHQn7j5vNirE0GVdZxKsCbw2/TVGxI1gWp9ph/UoffgcAp1Gh8vjIsocpYphdyMJgKmpU0m0JnJ+5vmcn3n+EffRE30j+jL//Pnq/1HW7j335JBkwo3hDIjqeL6SRW/ho3M/6lUbAeaeM5dIYyRRpih0QkeMOUYdOVj1Vkw6U5dt/MMyQ2OHkmxNVuP4cJSeu6Gr5340KIpC0cW/IeqqKwm/8NhGSkfif0rcC2taaLQ5+WZnuXq7+uCYAVSV5ZNXvwtjmJEhMQNZXPwt1WIppsQv0LhiKWntECyPKwSrwYxFb6HWJicHTToTT148FI8CnxWOZ2uVnNDyXWggb6YxaAysLVvL0JihAWISYghhdMLoLvU168z8qq+M4z95+pM8vO5hNlVsIi0yhg33TFftPpv5Dg+te4isyCy184DuxcWHbwjenYj6ez2KK6zb5fdPuJ85Q+aQaE3ErDMH5FH/O4xLGMfbZ78d4IX5iDJFsWLWii7L/cMyR8J/OO0Td4vOosbzjweHC8uclhXDy5ePZERqz7+NP750x4HRA3tl7/PcY8wxtDpaezUimdV/Vq/KPloyY61oNYL0mEAvN9wYzurLVnex720bQToXPmItscRYYtQJZV/YpzM6jQ6j1ojdbWdW9qwu4afeeO6Hm1A9GpS2NtpzcrDt3HXCxL1XMXchxGVCiK1CiBYhRKkQ4j0hRFInGyGEuEcIcUgIYRNCrBJCDO+pzP8k9a0OJj+9gu+9b7nZWlyP0Misk1FJ0gvUWguINqaoF+ZHhS/icUTi0VXz2IbH1MmQ/jFSSKx6Ky1OmU5n0pmIDjESG2pUc3OhI8QA0jMZkzgGgFtG3nJM7fDFRjs/iyLeGs8r019hdLzsIHxxxMOJuy+e7yvTH38R9/iFZfzFyqg1khmRiUVvQQhB/6j+XcJKx4IQgjEJXZ96eTg6e+6Hw+dxWfVWQgwhhBpCj6vXDh0i0Z2467QafjX0xN1ynhIixT3SGEm0Ofqow03Hk37xoex84CwGJBz9s1Pyhg2n9u13jmwITEyayLiEcQghyIrI6tZh8eHz3juPMEHOGYQaQrud2/BxvMIy7kbvw8jqu0+EOB4c0XMXQlwAfAy8DNwBJAKPAN8IIUYrippycRfwN69NHvAXYKkQYoiiKCf1XW95Fc0U17bxxdYSEE48cXPReuSwbVC0FCSNrpVRSf3UeCnAeX1mc8ixll11GzBrzYSYQ+gbIfOM/X9cs7bD6/Mf0nVOd7pu6HWMSxin3gZ9tPjyiHsaXvtO6vSwdCrbKg8r7katkckpkxmX0LUu/oKguDouAv84+M8Jn7j3dFz8MWlN6IRObUu0Kfqwx+lYmN5nOrW22h4ndU8kCdYEtEJLhDGCW0becsIeStVbrMbeBQfq3nuP0LPOQp+QgOJ2o9jtVD31FNFz/nDEbR+c+GDH9wkPBmSBdcait1Bvr+9W3C/udzHnZJzTbUjHx+EmVI8GVdwbGo5geez05shfDmxVFOUm3wIhRBPwNdAfyBVCmJDi/riiKC95bdYBRcBNwH3Hud5HRZn3KYg1LQ40pnJ0oXmgaNEKrRqnAzks9E+hunHCdEy685j26TTO6HMGVwy6Qr1Y/MW988nw+QWf0+xopjPD44araX3Hgu8Glp48k77hfZmRPoMxiWPYULHhiGL30rSXul0eIO5us5pq6Mto+LmRaE1kSuqUgGyJnhBCEGIIUdt4fub5x31yLDUsldvH3H5cy+wtvsynxJBEJiVPOvIGPwOcVVVUPvY49fPmk7noGxSns0fb+k8+wdC3L9ax3f/Wvnz0nvBNqvqu49Z162hcsJCkxx9Dq9EesTNUPffv7oTLF0BIz6OEw+ETd1fDSfTcAT3Q2GmZr7vxjS0nAmGAOpuiKEqrEGIhMIOfhbgraC2FaIzytnyEm1BDBNGmaOYMmUO0KZrLBlxGg72jJ00NTUUIwapLV2HWmQNE/HDifqzZBkdidPxoPvnVJ10mFH0YtAaemvwUubXybthjFWP/sMx3t0znuh9fxOF2BGSa/JzQarS8eMaLvbYP0Yeobbxm6DUnqlonBE9bG8JoRGh7vgnm1emvHtc5hBONp0k+1M1RWAiA4nD0aFv9z+ewnjqxR3EHKL39DrQRESTcd2+XdVad9ymSXpE++Kerwe0m/q470YZ3dYYURcHT1ITWaobyHaSEJKNBEF+1D8q2Qfax3RPg89jd9SfOc+9NzP1t4DQhxJVCiDAhRDYyLLNCUZQcr80AwA3kd9o217vupFLaYEMbkocl7U2MsR033oQaQhFCcNuo27hy8JVdbujwxUUjTZFdBNx3kkBXcT9RCCEYHDP4iHZqyuIxhht8wmfRWRiYEIFVbyXcGH7C4sT/aW4ccSNXDLriZFfjqFFcLgqmTWffmLHY9uzp0S7BmtCrEFV32Hbton7e/CMbHguONvhsDu6DOeQOGEjjwm8AcDcFvvugJ89dcThwNzbiqqntdj2As7KSpm++of6DD7pd7/PcfXMvunjpeTsOdv8Ar5bly8k/fTL2l39D1Z9/zahVr7Is5TekutzQeIwP/Wo4hLtOtuFEhmWOKO6KoiwCZgOvIz34vYAWuMjPLBJoURSl8+vg6wGLEKJL3pcQ4hohxGYhxObq6upjrH7vKGloVUVdaDtu3+9uCKbX6pmRPkO9668n/J8K5x9z/zmQYE3g3nH3BkzuHg2+G0B8cUWLzvKzjbcfC+f1Pe+Y5z1OJu7mZtz19Xja2qh+7vnjVm79xx9Tfr9MlS26ZBYVDzyAvaCAxq+7PrulW6ry4O0Z0Nqz6AJQnQe7P8e5U95DUX6PfHSEu6EjMOCqre1R3F11dd6/Pe+nwdsxCWPXl6UA6sO/fOe2PlHOizgOFndrb9+/H8Vu59D7udTmhNK2fCExBUvlysbubxw8LC4HvDIed+5KABSbDY/NdvhtjpEjirsQYirwGvA8MBW4DIgCvhRC+I8Nu3u7s+hpnaIoryuKMlpRlNGxsV0zNo4nB5sL0Joq1Gd6+OhuUgXgqclPqSmIPXEyPPfeIoTgsgGXHXOmhM9z93VgUaaow2Yg/K/jcThwFBUd1zKdFRUonsCJQU+znMfRJyfTuno1zvLy47KvpsVLaPjiCzz2jtcv7j/vfMruvOuI27Zt28b+WVfiyl8Pm98+vLFDZpcpDu97EZxOFJcLd32HWLfn5PYs7l6P3X0Yz71to3z5tK4HTfF/xg6APl5mjTk3fQ+vTgJPoH/qrpUdirNFRrCFFij3Pj7kWMTdVg+OloA2u7d8efTl9ILehGWeBRYoinKnoigrFUWZB8wEpgC+BM16ILST2ANEAG2KovQ8Q3KCURSFarscPjlq5YOWDEKK+r+TSXC4mPt/OyadCYvOono3D018iIcmPnSSa/Wfp+699yn5861dRLYzJdffQOE5M/C0t+OsrDqsbW9w1dRQcOZZtCwPfM2hu1GGL6Jmzwag5tXXKDjrbOrn/3thFMfBYnC5sOflHdm4E81Ll2KvaKb5kAmKu+auAyhuN3UffYSn2ftkz5qOcIZt2zbcBzpeltK8fNlhxF2O8N0NDSiu7t9d7GmTr5v02Lt5UQnyxsDLBvi97N07d+Eo3AeVu8D7/l51n51GCVLhvL7qEcTd3dLS9Y5gm/e1gs0dr8V0Hzr6494beiPuA4Dt/gsURdkL2IBM76I8ZKim8/3RA7zr/uMoisIPOZVUt9hx6yoRaHj/0hv5+8RHuWXUtUDPnntvCBB37S9L3EF67z5xTwxJVO8c/V+i+oUXaF68mPr33z+sXesa+az1yiefpGDyZDV80Bs87e1UPv5EQOzVWVoKTifOykCh8TRLcTdlphLxm4tpmD8f58GDNH2zqNf7K7vvPkr/8peOMu12XOUyU9m2ezfCFHguK+7OkdZA2ndIL7b5kAkObZRhh07Ytm2j8uG/07xSPn/I09TxLmJ74X7cpXtBKESOT6Zh3nxsOzoerOffsbprO4S2p2PsC3Eodm89dsyDVc+o60dsb+GSrzu29U3eOqq8x7+xNKA8n+eu2vs9i6Y7ca//9FOKr7iClhdvIP/UU7t00Kq4t3R0Pu7YExMi7I24FwMBTzgSQgwEzMhUR4C1QBNwiZ+NBTgf+O54VPRo2Xaogavf28zbq4vQGKqJNiYyPiOemf0uIDNC9km9uaOxJ37JnjvAjIwZTE6dfLKrcVIxDZJZSXUfftSjjcvvJpTW1VLk7fkFPZl3oWXFCurefZfKp5/uKLNGip/SKRbrm3jUzL+IuMGVmIfJJ2DqErp5Rs2qp2HHJ/DVjbgX3oOnVT4P3lG4n/Z9+1Qz56FD4PUu27dvQWsNfP7K4dISFZcL2549CK2G1ioj7lYbeN+7649ru5zvav/pK2+7WtV1HpsNT9l+tHoPsdNTwOOheenSjvVtHR6u/0Sq+0ji3u4Vz5yvYMfH6vrmH36g4Ysv1E7D1z5HjbdOnSZJO3ciiu9R0ho9NJWBu2MEYdu1m4q/3U/bps2UvbEUxe6gbdNmv8LsHeLe1o5vqs7VEQ07rvRG3F8DLhVCPCuEmC6E+B3wFVLYvwVQFKUdeAK4RwhxoxBiGvCpt/ze56gdR4pr5Y+1cEcZGkNVQD677w7O4xGWMWqNavzul8SfR/6Z3w383cmuxknFJyy+nOTuaF27Vv2ui5EPNHMcONCtrau+noq/PxIwgeYLL9jzOp5N7hMxjy0wtOATd63BgzZvHunzPsGYnR0ggCpb34Ndn0LRT5S8+B17R43GUVQkxbSp4x4Mx0H5og9tTAztm1ajcXUSs9ae224vLESx2bAOiAFF4GzTQrVMw3WWlbH//AuofOppXN4RiL1Kesmetha1DE9jLe76WjQGBY27HjQaPC1+6/0yaXydnv8x6owq7g6HDIm42gPU01lRAU4nruoa1Q7A3epG8dDFG+/ciSjWBGy1ekgcCoobWjruz2zfsxsAY2o0bocM97T7Ql2ttfBInOx0AU+rA4NV1utEZcz0RpVeAG4EzkTeuPQUMkwzTVGUVj+7J4BHgbuBb5B572cqihI4tvwPUVInf+TShhY0hhoGx3Y8OzslNIXU0FT1jfbHgk/cf4leexCJqp9nhgAAIABJREFUz9v1NDd3+zRFAHt+R/avxiK93vpPPmH/zF+r2/toXbuW/2fvzOMkq+qz/z3nbrV2d/U2PfsCDAgIyI4IoiauUSMSl4iRGLckbtE3UaPmk2hCiL6JyRs1Jhrj8mpiXsEtIQmCGwqIIKIgmzDMPtMzvVbXfu897x/n3KWqq5uZYZrpaev5fPrT3VW3qm5tz3nO89umvvAFanclk5L8ce0jRyQL4E9o4unMoogCqpaTnIvM5VDVKo1t29pJoj6DP76fYGqC6g69SOy/5q8Ia9W21MPmdv24+QsuwJ+tEbba4wtqonsWCejgJ0B+k/4uhKGnM2LQKrbx0ENMfvrTTN+sSa8+baMUqHpqcdtzP0FTYLkhojaJ8Lw2cg/KyUIUTBwERzf6CrplzHz3w6hKcrxqNKBVB79O9Y47mP7KV/FNELq1R9sv6Z1J0BJt5K6Umue5T946zqPfHKFS2aQvmN2TvB73348sFhl6mukpJaBx3336s/OwsWf26L5TQbWJW9SW11Lluh9KKqRSSv2DUuoMpVReKbVWKfVypdQjXY77C6XUOqVUVil1iVLqroXud6mxc0qrGeFMI2TAlpRyz9pZrr/8+rgp05Ega2cRiOOqWKSHw0OsiMOQsNJFHdNunUQKv3H//TTuv5/qXTpUFVk3kX/b3JUQiH9AB2DDcpnWHk0UUTZImgT1/c+CJRF2O7mHlSqPPO/5PPLiX4/Pl/osD/3TBA/+vyJRSMifmCCsVlH1OmHkNe/Yjuzvx1m/jqDmE3a4MGpq4Vxu36QweyWdFBfm1um0SNrJt7Fdq9ugYXH/l9ZQ3ZYQcLjvAYKmxOrLQ3UC4bpti2J61+QfnMDbsiX+uxPqpj9H+SFWX8G8fnXq+8pUd7eY+PS/sP+DH4zVf0TyaXIPmxJmE889LJeh1R64bZiRm42GzkTz9+1GKUX1zjup33cfmZNPpri2Rv+mKoOXnazz8vfvh4eS+hoVQlALsDMBhbO24KxefCjPkWLl+QkGu6b0F0NY+oNyuCPDHgtCCN1adAUGU39ZUL7xRiq33rrg9WGlgsjqxTt86Afwk/nee1idT+4RqnfewfS11/LQJZfSeOQRfBMQbD3yAP5Hn82eP/wDGvfcGR8/+QU9GSwioPR9AwTlWaxCnriWrDGHzOfiRSiyP2iWiTM6QkHQUPHzUeY+w9lZ+Mm/Etx/C/bIMFaxDxSErXZKUJPtAca285mYQORyWK6xW3Jr4cAD5jno5yocB5RCyGRBqht7Rjoh4cFdmtxLw1A5iHRdgrQtk1Lu/sGDuBs3Ilw33t2kEWa0H27Z2u4IG022fW6C7f+do7Vzp36dzA4sWkjT1bBBS7Z57v7E/AVEZM0uxe6nNunw0G+9l6kvfJHtr7qS+t0/xTvlFOTMQ6y5cJri6bpPVf3ee+Ghb6JC/fAT9xVQAWSHm6x/95UMvPSlC77GjwcrmtxdW8atfR9PZsxCyDlHt1VsD48f5W99a9F0xLmbb6Z+n7YT9n/ow4x/5G+7HqeUIqxW4zzo4LbPwzf/ZN5xaesktkWkxO5zqN56Kwc+9jHwfWa++rVYzbZ+fjsz37+HmW/8N5U77iE73GDgVMnkp/+F+gMPxKQS1ts993C2jMynPm9TjyJzufmebb3DJ1dGWVcq8fkGs7Pw1TcR7nsQmfGQfcn3Q2SSAiA1tTC5+1OT2KUSUpkFwxuBmR3QmMOfnMAaGMDdtAmA/FiD1eebHUxNWz9WRhG2QoKmhVUahKCBcJ12W8bEB/yJCZo7d+Ju3Ig1PERw8KB+P27/ZPL6+Jq4LakFnfpakhXU3N5uL7UeuR/u/09Uq4UsaqUfqnybLRP57cJOrCrp6nrMsBnSmLFBKWa+/vX4em/DaijrhSMzbCFzOcrXf51wbob7/30NB35a5OC9RYobmhTXNsBZOv5YkeQehIo90zUuO6UQr+JLQe4LDQXo4dhAtVrsevNbmP7Sv8G+e6A238vc+fo3sO0ll6N8n9aePdoT7dLLRNXrEIbYY3rLHJZnoaVJbPb669n11rfpy1PkHpbLeFu3suWNm+kbm6L2k7vx9+zFXrWKmf/4RuKvT1SZ3ZF8qe1syNDmvaAU9fvu08QFhLXECirfeCPNnTuxcqnKy6ltiFyuLdComs355A6IbFa3lzVZIsHMDAiJ8gVSNbD6knYFI1ddwZqLNBGrmfmFUuWbbuK+059Ma+curMFBpAm9hbYpmpt8mGBiEmtoCGe97thpZwL6NujXyq8LEAornyNsCcKmwBrQhXPCsZJMFyC89TPwwH8xfd110GrR/5Jfx127juau3XDX/4U7P8O+v7iaAx/7GGFVn4flaS9b3Zck6qXfY2GFtO76Jnzp1ah6Dbtfk3uQ34Q/McXk5z5LWKvFi6xXTFkzxvMPmyF+1QRNf6pTN0tXXknx/KTttaRK36/9GrM3fkcHm4GJ+4qoUNC3zixg7tFtWpfGiiT3/bN1AusAtwVv5vKn6jf88bbo7IaSVzrmLVV7SBBWKhCG2uP+l+fDLe2JWumg6MzXvwG+j2q1qKeCotU77mDu5ptj3zdS7mF5Dlp6W1+57YeUb7hBZ55UK8i+5DMgi0W8E06ib1ON7AkjrP7zDzLyB2/H37OX6o/0hK76w3uoTyYdOexMgOVq0g1nZmJSUSZbJpieZteb30L9pz/FyqU6eUxu00Hc1PNq7dnTldydsdE2ggvLZVh7LmEgEEEZq5h8PyxRQTomVXBmfj7ExD99Enyf2l13YQ8OIjHkHpqFZ24cf3ICe3AQZ50OLlqZUBcACQVKIC2FLPTh1zTpWYPaNhV2OyUFD98B//oKZr76NXLnnou3ZQvOxg00tz8K1QkY/znlb97A3Le/E8c/rLxnzqd9AlSE7FCL1mQFVICqzmL1GevNGWHq4Rz7r76GbVf8Bq1detfi9afIPTDvU6NFq5bUbHonncjY+96LnUkF3htzDFzxUlSjyeyOdhEY32dPuR8e9s7UkN44ipAHpnWDpaVQ7h+4+AO8+/zHLtHu4cgQVirsefd72nLJF0MwZ0hmehoaM21patH9RThwTTJ2sH5P0oRr+5WvZufr3xAfa5tgV1CpmkhYk8AUE7W+/0VUtYZVShq0yUwGghbZwRabfqOPgSuuiPPlO1MW82N6V2lnQqTJgGmNj8e2RLQrSCtzmR5ZV96HzLbnpTd37oL6DJ3JPc5IeyuKYGYWhEAFAtmaartf2Zomyu5Vs/P7PtmjSSsKa3AQ4c+BgDAwN5obJzg4gTU8hLvOKPdsgBAgTTBYWArRPxwrWmtQL6LSam9O59f0ffr79+OdqrPb3MlbCA5OELYEKgjxx8dp7d1D6Ovb2ifpoiBlF7G8xFJx1q9HZiy8gRatio0qrkHV5rDzurVAYA0QNPXjNR9+mJmvXIeVt3HHkl1N9J6EtRp+LVloXW8WrtkAO0wMJzsIzbnYloqep37yCrfQI/cjwmzdR9r6C7h7bjeWsJbEG9/Yt3HeQOIejh5qP/sZM1/9KrUf//iQjo8IOZg2uckdtkw6Z9mfNVkSlkX9np/Bjz7V5t+2TNWmE9kyFWO/tKpaxQOtL7+H8OAO7IFUJ9FMJi5UYdePwG/oL7gpc5dFLTKK62oUVmtlbmcDxOAGpCdpPpLkyEfZMunMkHj+i1uA+nScfhmf966dmtw7Ckud4fYukcHsDARNQl8gglksmeSCC38CaQKganY87rfiT04ye8MNbeRuD5YQfgXpOShDrlQO4E9OYg8O4azX3w87o0k2Te6yNBYHcOXIWHx5BHf9Gpqmp4tqNmO/263rxbg5Z2nlHyqCiUmCpn5861RdfBfWG6Tndoz9yfsZfeYq3NVDhL7A3/QSVKuBNamzmkKVI6hLHQRGF6NlBgOs0eQ7HlllYbVKq550THeDh/WOabupe+hbqwPepuI3aCRU6xYC4kYtSzhoe0WSe6XhIwy51/waBbewYtrVrkSoyZ3MXXOFbgmbQjSCrDNffCGEFU26wYwh9QXIvXDZZfoCCbnzzqN2z73wk3/VFZ0G1Tt1ZaEdBVRrhvxatUS5VyzC6QNx6h0Y5V41ZOzX4cADSNfFNd5z6RUvp3ThKlafP01mSNskTr8Fm5+O5fg0TE9zq78/zpZJpxU29xibpG8t1KbmkXtzR0Tu7Z93Z7DdlgzLZfCbhIFAyhBZTqpWZX08zm5RzSbs057yjte9jt1vfRvpPoBWX948b5eg3gQnh5rZr3ugDw2SO+98Bi4+gfyofv0iu0daCllMFpyIQIVM2Nj1JmnOWTo3vtlEGHJ3Cnqxac7ZtFJjIJtlTbbWwIA593qi5ocHKVxyCaUzc3hj+vrmquejrBxy/VnInEfQEAQNC2/LmngByxRnKVxyIf1X6IwWZVJiw0oFvyKQnmZpN/LlJ83i3L9WN0pzHJCindz7UvmmPeV+eNDknqRQLdchE7/UaFbg5zrLYO4rn2bnZ+6lfvs32w6JskC6VmACzOyids/P4qySuOgoqsCst5O7P6kXi+IzLgHAKUD2zDNpPPggYWVWfxmNwq7e8j0A7MFBhOMQVo1f3UoqPFsVizAQWE5K9WY8qE7CsAmsmaIe9wTd8sLdvIWxZxSxhteSG26x6blT5NZnYdPTsBxfK2/AGRsirNWo3HqrDh4aeNYusFw9Aag2hUy1C5DFIo2HfwH1GcIOcrdL7Z5vMDMLQRMV2ghbYR1IUjJlfW/MDCoU8Khpq2CKlsJbPhUfG/nVMuOiqlXIj+Dv1+drDw1jFfKsfvlZWJ5eEGLlboPMJarVGlkDlocQib/tuQfwq3ZM0MJ1IQxiS6NVy9N68u/FxzdmDLmX9E4qaEpQguL6GmPvNENZWnW8VXqha2x7FOUrxImXIgcGCes+fkNiFzJxa4dMqYVzykWMvU/PG4qzjQ4cJKhD8Ul92IMFssPm8xGlUvatgUYZIQTSsQiaicr3VqfaZzvti/PRxIok97lGgHSSKryl8Nt7eJz4+dfh318NU9tjpe3va8/MiMk9pdzrDzyg+4LM7KL2vrN49IqXcfAf/1Efd9vn9O0icq+1e/WRAs6dthnLDXDzAZnTT4MgoLFnDhpzcR/w6o/vBkDm88hikaBuSKdVjasmW3IdypdY5V+ANPaCl4HaJKw7D6Qdk7tnyN0eGtTnNaSLcbIDNUSmCKtOx3IVhJr8nOq9BJOT7Pjt1zLxyU+CZbHleeOsesqMzrDIDkCt3ZbJnXeebmNQn0HJlFIXCqfQPnRN2zINwgCkYyF23YY0KX+yeSC2QFRuFLb/oO22YStZOOyCfr1kNqsLvfIj+Af17sJ++FqtZFPl/xG5S1sgc4lqtQYGoLAKSYrc+/TfTUPawnGgOYflKiwvoDZToOUn8Y5m2Unui8QKyY02KJ5nhtz4NayBArKvj8YjD6NaLYTrYhWKBLUGQUNi5WyyZ58NArKDTRg5BWGb188EM6LUytwai5OuvgKvL9AWS+jr35kBLRaUQrgybkfQ/+IXMfCSFyYvptsj98NC2paBZOpKD8cOSila+/fHQU8ahoCrE6iqfq+CSRM4nHpU/x+Tu1buzR072PbiX2f8r/8aJh7m4M/1+9r8xcPaLvmpmewzV0UpCMtJa9jmrt1xqb3tBaw+f4bhU6fImmBnbV8dVS9r9QlxbrjM55GFPGGUaNKqxYU1zTLas67sREr9OCKT0cq9uAoGT4iLeryTdPsLe2RE20V968Ay2SVuAewM0k1ZEvmE5MJyGbvUj9fvI23ALUK2pJX7thvi43LnnIM/Po5/8AChlQgay1FIK2UF2DbB9AxhvQmBQvQNw8Qv4seXtkL0aztKlbZqHzlF0Glyt/KueZ2yehEujMaVuNbub8EXfkO/HgaJchdxgRiA1dcHhVEE5nGEiq2ORkufi3BcaGjrrX9zjfLDLQ78zd8gXNO2dzayZbQy9utW8pi+Sa9s1RFOBm/zZhoPPqTJ13GQfUXCSl0r95yk9MpXsPGPXoCTDyE/ond0XaxdJ9OE6kHw+pN5qpl+8Aqa6P0G0obAPK2hN74Jd02q0dsS1smsWHKXPVvmmEMpFbeMnbnuK/zi6Zfxi0sv1TaKbwKU9WmUaSQVTE7C9lvh786EvXfPU+6RYp7+ty8x/Z83MLdbfzFae/dq0o0CemFI6Ase+Nd+dr31rQBsv/JKJj75SUQ2iwznKK6rkxtpYpeyWEND1MfD+HHSbW9lLodVyOnqRSCszOieJUDzgF4IpK3iQKC00Q2lckMwcnKs3PtOzrP24mm8VZ5W7rlB/QPg9YFlx+mQsphHuu3pLlZ/6jPsGmVYm0Te/c/6Nvk8mdP0QtXYvh9lpeIAbogUzdT/LnM33cQOkwYuB01lp5NYJ6KkPXCVX42qTRP+zwfi24d+Qht2wRBoLq/ts/wIodmJWYU8TDwE276XPHbkudsy3nXIQkEr48IqhNIkLGSK3Cv6uQjXjQd+jL7hSorP1APAVTPAcoM40yXKXoqUu7SVHiTyX+/SJG9ncU84Ie5fL1wXq9hHa99+CAVWRsdOcms8bZs4GYQQiXpPITNQg8pByA/pBRc0uUduQXMOaak4TCGzGYhqY+xMvONbCqxIcp+t1+O2A9BT7scK01/6Er945rNQYRg32AqrVe33RkqwNh1nIPhT03HwjgMP4nd47lEec1ipsPcTXyG3qsHAhWt1d8JGpU1RhuaLPvetb+NPTODv09kvdqmklZaBqM/gbd5Ic84ibOpvYPass+LrZT6PzGXirI5wRls9lhcQ1rQalr92NcI2vrBl1Hd2EEZOgclHwG8gph6kb30Vse9nmqCyA/oYAK8I0onJ3R7oixVuBHsgRe5eQRNJ0ExsjmIR72Tt89d3TRHKZLtveQIpU+MlX/B8/dLvN+S37nR9XFq5D23Ur7k7wNSDeR5813XJa+sLrLzN2r/9CE7Rjl+n1p49jN+4m8BkE8mzTVl9dQJyw7D6TGS/yWd3ZJzGGQ+mLowgQtM2RILlKoQNrYo+T+Emyl2ceBmrr9YdFnNPWoed1yJCeC7S7AhicneUtgHv/aouRHMy2ENDyWLuOMhigZbp+RMVQVGb1otoBKc9b95bVcCioj9PueFksc706fcItO9uJalLIpNJgqhL6LfDCiX3qcYkCBUPiO4VGh0bVO+4E3//foLJSfzxpBhGNRtxtSf1aZQh92B6BiZ0tggzO+cp93RgVViStRdNkVlTQNVqtHbuaOuLEqXFATRS/cuD2VmttCLUp7GKeYKm1F0BgezpSZWhsCysnBffX5RmGfnBADJfQBqvPrJnyA3C6Ck6N/7A/Un3wL3ayydbSin3Iliu9twBe6Cg1V4Kdn+KCNx8rBKjHYNVLGCXSth9NrVf7EKFSV61lbWQJJW0q07bSekVVyTPcd0Z+txdXWgkJAm520Vmd2ZQ6TqelsDyQvqe+1zYr9MSRaGfYHqaiRt+zuxOE2S94Ep9AxVAcTW88XvIft1vRTpW7Lkn5L4KGZO7WbQcSdDSz0Urd7MjdwtYAwOcdPP3WPfu3yZjioJkNhvHTfy6UfJ2CGFLL6p+A+wsMp8EcyPlHr/WrrGwalOJGod5yj170iptL1YmID/codwNuTfnks8EJpvKNnZcj9wPH9NNHTg7qaR9zp5yPzZoPqIbh7b279dbXgNVryceaH0GZUaiBbNzMBmR+644dTGcMb1WUo20Bs8rYWdCzCxv5r57c7wth/a84jS5h3Nzbcqd2jRWIUPQlPHikN2yJrk+aGH35fBrOiUvnNXVn26qalFms4icsQ58Qz65IVhtdgB7706Ruxlqli1p9Q5a5Vl27Hnb/fm2fiYAVjHlzbqF+LZR8ZMsFEEp8sMzVPZ5hAO64Gf0j/6I4YuKcYsAhELc9xXknmQknixocrUclXjiI6b7YkNQm2ifbx+2JEI14eBDcPPfwCm/hlVKct+jTB05lKoBMYQmTd8a4VixLWMNROQ+Gi9WURGVcKw43iEsESv3SBnbIyNYo+vJDGpCDspz2kJxnXblDprcW1VwMu3kbjz3+LWOsp/q013JXRYKFC67jJGXnK/N9PJe/X5HO7HIcwed6y6SeIfwvMRnX8I0SFih5F4xvtyG4gZgaVoP9LA4VBjSMEMr/O0P4u/ahiyYBk31lHKvTcepjMFsFSbMFKOZnfEQ4XCHVruRcl/z4Q8xcoa+jdcfILJZ9n/ss8xsS5SQnyL3yi23xhkUuYsubAvwUZ/GyrsEDRnbOnYmVQHUqpLZrIttmmWLwNgy6X4jIptF9hlFOm66XGdLUNqs/fQ9P+mi3AcXtGWsvux8W6Y/lcroFmLSiTNcigWoHKS4pkHYkswd1IRZfOYzyG0eRDRn9XnaOi5o+UnuvMhk4O33UHrHhxg9U++WInKv3HJ7HFyOEPoCIUK45zpNbr/6AUQqJdP3+5H5PCKb2jEbn1ma3jjCtWP7REbKPZ8i9yiG4doEdWO5hLXYcyct2PIjOqsFwMR4hOvGyr3ttVSBVu6F5PbCdSlGtQ+AbZkdYm0qWYAhLm5y1q1j/Sf+AXvILGi1yS7K3SwW5b2xVSc8DyElOOa9XMJMGVip5O7rD0BUPdqzZZ54+Pv3xx65/8Xfwz84iWuqFVUjrdyn43mXfrkK0zqjRU3tJKxE+etaDUfefP6pT0XMGX+UKife8D9YxpOORpcFjcSWmPvud/G2bmXrD29j/T/8gwmARV/MaaycoycJmV4hkipuX0tbA60amU3aJ65PuoS36XmqbtqWyeYQhtzFgZ/qEWyFVTpYNnaGJnTTKTAucOpf32HLpDz3vkybLbPuHz7OwMWJVYRXiL1gIQEBVqEIMzvJjzUQjk35v/9bX5/J6AWmPoPMZePFwJLJLkhmszCwnuyzX87AFnO5SdWs33svCCisTbUfVkKTb8W0JsgPt6Vk+rN1TZ62p18LANtk1ZhgtXSdOFsmbctEdkz823UIa6ZFcFhJsqy8VAwiP4xXam9ELzMeKojIvWPAue211QcIxyF75pk4G7QYtDCZdp3kbqdSMjvPIe25eynPfc+P4/cyDtTbPc/9iFH3NQlEyv3xzErt4TGw6w742Zfjf5XvE1arNB5JZrnUpx1UKHDWaEIN642E3GvTyaizck171NkSwYHdcU5x2AJm98bKXdLQ22uARhl7ZARvrb5vZ8D4rUH7e5558ulY/f2mgvQgDJ0QnRyWp5Vpq2LIPSyz5TkH2PrSvdCq4o1kEHZIbcIhqGuicFPKXeayyIxRoVYAF/1+8uVecxbsvydetAAobdKPHyl3tyOgWnDjgRwyl6X4jGfE1+njU5670AFTa6AfZncjbYW7cW38WgnP0wG+xiwy42oVmxmIm33Fx0TYpAu8RLY/rgi1MhbrnjrFuqclOx4hScjdyceKGQClEmUcdT2Mlbt+nYRrJ7ZMvyHQTlvmsvcgBsYIzCIv/BS5p5V7toTsaDgm3OQ5Sad9F4STnWfLAGz56lfY9LanIoM0uc+3ZRJyT+8eOpR7cUw/ibu/lLyXEblHyr1nyxw+6qH+YJ83dh5XP+1qLl176TE+oxWMTz0Lrv2d+N/df/AHPHD2OXGPFOFY1Cf0l8FdFZWFm/FnAPVpwqbxS+uh5vNNTyMom0wGK9Spd7tu1213BYgJPbYNy4u36e5qTZR2qQhCEYTtqmjota9N/qlN6wpC6Wjlnukk9xmEZfq4+HWEXyVbalGbdGNf3n5j0sNbZrOxKhMbzoZL/zB5rLVn64Us9JMv/4aLNCunlbuUeAOKoeecRuGMdUkWTMb43U1DxnYGimvaSGfNs7MMXnVV3IvcHk7yqGWs3GeRnqW9/JGTsexE6cpUvjmv+n/wv7Q1FpGYzHoIC9zBJKAopNI7IMsFy6a1p70ATRbyyXODxHPPRsrdTZF74rnHKlcqOP8NyHx/3KZY+KaKWFjtxCgtyA1xwm8PcsKNuso5fj+kYt6IYzuD1RFQBZ32mt26UfeIadX0+5ZNV5N2kHs6k6Yw2u65Z0v6fa6MI/N95py8+PH1/fWU+2GjEWhyLzgFXnjCC3Gs7q0/ezj6KH9TT65v7tyByGTwVuWpT5mGTyPJ+LM4z728H2WGLKCEzkpZf0EcHHXygc5fnxtHTe1FWiHigf/Ux5sSb+7+N9ySsWGcHEKquN2rdELW/ebJ2ENDyUk2K0mVZ306Lo1vVUzArJXy5Fs1aMzh9vm0Ko7OqJEgTkxGNIpsLsmWedGH2xXd1ucmf695iv594q/o32nPHU0aoy94EukRATJjJ+dsufDmO+Dc3zYLgr6usNbH3bBBk7udwRpJyD2t3O2s1Bk5Iye35dHLVF4/ThYKI/H5AMjBMbj8U4hSEmjW5H4gJqjSK16ONZxMO7PykXI3v03BVqSYhedgj4yQOfVUsmedaY7Nx48ppAIn21ZzIFqzOqDqFeYXFOWGcUf7cddp6y/2850OS8Y8xzbPPZ3imBnQvvy0aSOQVu6O2378hovgBX8NL/w/eseTSyl3gFNeoM/BBJaj3V2P3I8QYahoqToWTo/Un2C09ibqrfnoo1iDJexCqmFS1uSp11PKfXpHW5OroGHBmrMThZyXhL5AlfcRlmf0Fjf64vWvg8YsfOWNuGXd6MufCxAyaT+76tdOoFh8uONEq0mJeG0ay9GWQmvOQmYcxNye9mObc0jPNoMlJFbGaWtEJ3Mp5Z62OEAvIoPGAnraO+C3vganm/zvwc3J8wBN3qaq0c5qUio9fWvqnHMwsF6rYCHghX8H6y9MXsuZXdC/DntQLxrCdXUAz+uD0GfsBRtZfWET+tZhpUgvXSmaRqxo+0twxm8gCknb4NiWMbZL5tRT2fr9m3E36+cUdb+MF7pIuUeFS56HzGTYfN215M4+O3Uu+eT+7QzCSzJ1RP2gVu7d2omccxWc8fLkWM/sEGzFPOluZ+alQsbI64WNCdNm5YmhAAAgAElEQVTjP7OI5267cN7r4JzXgOXA6qfAc66Grc/R15/ya2C5iDH9HsbK3ellyxwRqq0AYdVx5dKuij1ozO7IcOAe/QWe+36SXtd8ZBtWMY9Ab/+dvI/z6L8DoKb3pcrBK6ajrFaSgRyE/rVJN7+iDnaqyT2ElbL+skaj0PoSJem6Wm37s3Wt3KNmUyMn6dFvUbaKUka557QvOrMLy9Hn6Nct3dd8arv2xcEo9zIy46ACnT8vs+0ELnO5OMVPdiPKK78Mp18Ba8+BLZclqnP0SfDOB7R1A1qJBy3wa9h5j1Ne26J0lvkcN6vtPjPAU66E1WcmmUczu6BvLVZ6lwJauQNuuA13wzqtXFMevuxckAxi5W6Cj7KY3K+0lM4S6VCflhlcEtsybju520MDIBRWf/fvp8gYcrclCKF79UTXPXKjznTyCvNveOGbNMkaRA2+rEyYKOkIneSeVu4RuR806bOLee6dkFLHW6I4Q2kjvOM+5Obz9NXRc4mU+xJOYYIVSO6Vho+QDTxraVfFHjR23zLIwXv0F7r+85/Hl7d278Kevof8mCbtdZfMIJtmfNzUnoTcARUIrKwpEqIEhbEUuesvQji5j7BSMeSe6rxn4Him58jzno2QoIylLFYZ5fudazT5BU297XZyuoL0wANYVipzxLP0cSNPMk+kCvvvQfabafc1K55jGg1iEJ4XK8V5yh1gcAtc8c/dU9+KY8nflqPPr1XXJe8D6xHRQtac6357J5uyuPZC31rsQU1I8eQlz5Db+P36NXOycasBWES5GxKzjIUhUuRONPC645yiqVTRbTqVuzM6wgnPH6dw2tqujynzxqKyTeFS6vUUzUl4+Kb5i1wXFJ9xGd4grL6gMt/+cDJt2T3tyt1YSweOgNy7IT8cL/gi2xFI7Sn3w8OcIfeMtbSrYg/Mm5DU1nddgeWFDKzdzckfuJTM2r44E0LNjCdqE1304vTrL4xPHzgZQvSXL6rMDKfHCatVndYWZcr0JQQhLTj5pfsYedd7Ea5LqMwXdthYIj/+LHzyWbDvZ/p/N697vzTLiKmH4ow9y/Y1+Y8aci/vgz13IdecAkCrZsWqb+MXv8CGz31Wt3WNAoULEOUhQTrGlqnpdLmB9ckuJbJlOuFk9YIQBjpQnC1hDXZX7jTLulLUySGkSREUop3cUohtGeOfi76kUCluidIxbCJW7rHnHgVUI9Xq4hYDhNt99rDImeCjIXeZGtYthjbq59pNuXdg5K1vZcsrc2RGHG13pWFnEbYdL2ptZB01/+qm3DsDqoeI6HFi5W65etd1wrMO634OFyuO3CsNH2Sd3BJOOOlBo3rbbck/SmnyTVkWlhcigpruJ5IbMtanIpw5QG1vnW03jGo/PRA4Q/pLHQRmnqXUpGAP6svDmUnCer29ICWl3AFkLoOwLMTghjigKlxP+9y//gmtfr/9F/pgJ6uVO8CuH+l0SyA/ahaOiNwfugFUiLVBB/38moz9ZHtwkPz55+vbXXQRfS96Ydt2/7BhOdqWMcqdfkPuShlbpst9R6TZrECrApk+3VY4jXQqcHFVnIonHYVwnQUH2cS2TKTcT3kumEPFgsq92Hab+JyjDpidvzsfM693GbFyT6U0ivOM7XKoFedOTr8+nUPso+cfBXfTi1vOKPdxswuNbBqIe8scLrnHwd1IuQsBL/4YbLp4kVs9fqw4ci/XfYRskrd7nvtSo/LDHyb/hD6qWosVOJDMr8wOaHIXuvJQlSep7fOpT9q0zngLyhtCDo4g7JCgpb9oochpb9aUpoezU6haIyH3KCCahpMoschzFbajfe6zXqkrRqNgrJNPyD2FgbWmTUJ03cPfAieHXP9kAFQgsYqlebfLnnUWaz/0IR3APFJYjk7qN50L6V+vVXwlCiR2Ifdoaz83rn97fViDHeSeSZF7YSzeAVhu2KaM55+PUc+Rf77+vMR+Mo3S5nvu/e236bBlkt8LKPeY3I1KTp2fPPdV+nXJzn/9u8LNayK3O55jlHNvYgltZG27+nPVquqU09TiJewjJPc42N79OS8VVhy5T1WbCKtOn9clot7DUYW/fzz+WzWqhNUqdt6K/diE3JMmWdJSqLlpVEMXAYVPepkeGJHJYrshQV2TRoguwbeKmsDDZkiYJvd0570Idhdyb0tz69M2C+gvbT5J3Rt4wdPJb87o/t1CwvBJye1GTkb2JUE5OXCI5HK4kJFy150LGdCj+ZjZubAtE5FkNAw80x9ny8SYp9yTNEGxCLmrlt7OWOm0QeOBR0TXueBYRrnHt+kIqMYWid3dCpLFKNPH7BrSaZrFEb0LS9cRLAYn267c42rZDuXeSdaRWo8K3QyOyHMHRKZDuT9BWIHk3gLZYCDT6ydzpHjwqRez802/u/hBt36ccPvd8b+qVjGeuEoqLdvI3ZTnOxZhpUzQ1NeFlSqqXkdksliZEL9mLg90NWU0w7RVtQibrYTcvb728m+It9vCceLWB5FPqm9TTLoKOjm9PT79CjjxV1n9159gw3teZZ5MqInB5JFTXN1mt8i+JSJ3K8qWSSl30OS+kC0TEf6c2XFk+hAdc1UXVu5qwUwZIO5b35422KFene4B1diW6ShiekzlHpG7k7LVzP9CCNhwgc5CORSsOh1WnZY8ZuSnm8UtysWfF3OIjluI3N3DtWWOjXKf333+OMd0pYmQDQazvZYDR4pgcpK573xn4QPCEP7nPQSTI4D+oIeG3EVfgOWGBHUrKZlPk3s2h2pVUZZR6JU5VKOB7B/F8iCoGkUf2kg7xF6zBpn1aMzahC3iUm684nzvNWXLRK0L2tq0phVsRJRX/HN8LJe8U6faxeXhOZ1H30nuhSUSDpab2DLZUhJTKO/TfnpXco+Ue2LLzPPQ3SLaLFdaudd1ef3Qk+YIfuWqBU8nyrZJP1/puASkCK7Dc49a58p5yj0VTEz/7oAoRCLAkHvURXKBoO+iePYH9e8vvEy/Bl57cHdh5W52dEMntp/bESr3eZ77E4QVR+4HKzWEbFH0egHVI4EKu1T0dWLPj4H2cWuqpm0ZWfJjO6bNlhk+Wfc0yRUIg4k41THq2S6GN2Gf+xKaP9YtcUNf6oBftoS7aRONiVlUIJImUBk9lo3f+jrc/59w+z+22TIx0uSeVrBpxRmRoRDw3KtTl5uNbQe5W0tF7jIVUC1mEjJqlHXAtKstYzz3yG4yz3H1n38w3vUgpb6vxqxW7oFeQHMjTXjG0xc8nUS5t3dQTP/uzJbJX3QhpVe/msxpZmZpZJ3FdsxjKPe+aJiHydTxHge5R7BNlW7HQvOYtsxgh3KPFrQuE5kWQ5yV01Pujw8TVb3t7rX5PXxMfOYzOKOjXa9TkRIWAu7Xs0rDlkQ6IWFLJuQum0nr2jS5n/EyOPVFiFuvQM2IeFSbb3q2i4yHNTgcp1eGLVNdmBvC23oy5ev1LFLpGCKOVPiWp8PuO/XfKVsmQuwNp28Dh9Zuta57t9P3RCl3G/ymSYXMJF0Va1M6BfBQlLsp2Bm44or247w+vXg5qUlAMD/YmEKi3OdXc8ZZLJ3Kvb+fsff+cXJBR+Mw+tfrTpmrz+j6mLLftD4wlalxAPfxkPvGp+qg/tR2naUTDTPP58G25wfB891tGY5QuVulEplTTyVj5vU+UVh55F6bAdkj98PFzNe+xvg1f7Xg9Xvf/R7CRoN1f/sR2HEbSumJPG7Bp9mS2l6p15GilSj3tC0jhK6MzOVRk4LQNFUMJjWZS8/DKpVQ1SphvU4Y2DgbzoTNl+JueShOVZTFAaDc7rdHfxtlm/ZE2zz3NuV+KDs7Y9cUx3Qg0bIgCB5fuuNisFyT0lhPSNsrJMS9aLaM8dy9/vnHgFGu+fbbRI+5AMJuAdVOcn+s/ij9GwABfauT83jTzQseLoojrLlwitxF2hKJSf7xkPuFJn70r7/ZtmNwN27AGRubf/yJvwLj9+ris/S5HWm2jOuy+bprD++cjwJWFLn7oc8O/3pwIbfETXlWGg5c8yfzLpv7wQ/0oOBzzqF6110EU1OoMESM34fyRkEJ7ExIswzBlFbgUtTx+kKcvK/jkcU1bb1ARK5AkO4lM6n7mwsvgzWoU+8qt96KqlaRm08DaeGdkHzJpGs+sumS8ujvuFAm1b1wQc/9MD4fxTW6UCmfJ5ydbbMpjiqkqVCNiphAv3azu/XfnWX0kByXCqh2RWlTEiBOfzcWIffYllmM3B+rhH5kK/zhL9oykxZFtkT/phqMmuEnmaOg3CN4hWTRBAZf8xpKr3zl/OPWnQMv+9y8i4/Ucz9WWFHk/qN9P2LW/S7QU+6HBaXwZxvEFSoGB/7mI1j9/az/x0/Q2r0bgoDWAz/BrU8TrH8BcJfu3UFSrSqtgIEtVUonVeDc34HnfYj0hHeRzaECQWhEsW+Uu/BcrH5NTLt+9/cAyJ2ve3JkzjgDe6gfz91P/qwnw65t7UQd/e3M99zbvojeAp77Y8G0CJC5nCb3wlIpd1v74Z3KPSL3bnMJouPK+zTRL9Qs76WfSv62PeIA6yK2TNSjvVuTLZHJ6o3NobyOh0rsoHdhZ74STniGebyj4LlHOOcq2Jjq5mnb8+aiLobjjdxXVCpkpaXL39c453Hu2LnH+GyWF5RS7Hnf+6jcfnt82eTnPk/l1lsJp/bqYGW6U2AuRzi9n+DATlp79sRf9PqPvgNAOKg902gkXRQYlbbuny0tNNla7V8e6WUIg8Rzj+akykyG/MUXM/DKVyTH5jSpOKOjnPSD29jw+S9jP+9d+sputozdzXPvYsvYGXOCh4hopJ0huaUNqHYq90LS9KybKo+Oqx5cWLWDVtiRyjYWWdK0/jFOq1sqpBud31Fe6ISAl3wCNj1NP3YmSYV83Nj41LbmYod9anGF6lFYaJ4ArChynzMDDS4evApvgfLmX1YE09PMfPlaZq69Dn9ykub27ey/+mp2vuGNzP33NwDIpEaVyVwONb2PcP8jNHckU4TqP9UzQsMBXcFpG+UeTOvgY1t7gC6NkUTG08rdZNr4xs4Rrm4BO/bHf5wKeHWownXn6H4ywmpvPRCRmtOt4rCLLXO4lp3JpolIbsk9d2hX7oFpANbNlkm/xt2uXwhOdlFLBmDV+9+HvWY1wkoWgFi5Rz10ltj+jIumDjO3fClwpL1ljhVWlC0zWdOdAYdzverUTvim13r1jjt4+HnPT76wts3EF3WwJ1NqUR03i6LvEwYCoYjJ3RoZpv7QNnjqIIGli00iWyaYipR7KpWyS7qb9DKoQKDMYXFANaXQrMFBgoMH2zr3xSiOwe//sD3YFZN2pNxTPcA7K1Th0NXmW34M9enk3KPWt0uZLRONkUsr9whdbZns4tcvBCdHHNVeAIOvehWDr3pV22UyInfPvDdLPOQ5Ind5NGyZx4vjzJZZUeQ+UdXkPlLokXsnWvt0HnRr9+74suyZZ6KCgMaD9wOQGbFAZxzqNLhAN/VqPXQfIpshe/qTad37Axg6Me4AGdky/owujGmbV9lF1QnPIwwkKjAdIuv1+PII9tAQwcGD8ystI6RbA0DKluniuT8e5d6RCrfkyl06ulgJUso99Vnu7KUDRn0b/3wxW6YTdqat7fKhIp5GlDGv4RI36IsDqsvACjnSbJljhRVly0zX9RdjdKmU1XGM9JQkq7+f/iteytCb3og9MoJqagXnbliNiCpHm01UKAh9QfN7X8D1yjpbpO5DYZSgrBVmbMvs2w502jLzlbu2ZaAzeJsu8IhG4lmHSqLZEjz1rXDK8/V9PZbnfoRq08rnEblcm01xVJG2SSLl3kbuXcg78s/hMJV7dsHOjIshsWU6uj4uEcTRKGI6Skg89+OD3FeUcp+tV1Chw2CuN6ijE/6+fTpPWykKz3oWa/78zwGY+9a342PsgX7coSqN8Sb4PsoQcHPOwskHyEKesBlAYRXhfr1Lisn9wD7AaSd3e/77IBeo0ku3qY0mCSk/OLQnJ0RSak7Hly9NxJHFcYRq09t6MpkdO4/otoeEdKZLRJpxVeUimTClzTovO92e9rHg5MCeO+xTjMl967Ng08i8tstHG0elQvUo4XjLlllR5D7XqqBCl/7s8fHiP5Fo7d2HMzbG2J+8v61Szh5JCMHq72fDi2eY5DVMfPKTyW2rFplSC5nN6mKiwijBw1q5RwVLQUNvAkXac19Aucd/uy6q2UT297eNhnPW6SEcYb027/aHgrTCauuzIi2dN36Eyn3od17L0O+89ohue0iQaQupY5LRYsHS190IO2+DVU8+9Mc6hIBqN8TkPjAGW5562Lc/7MdbTuQeBVSXQXD3ULCibJlKswqh0yN3peDB/4kbRKEUrXu+h1PKUvj2i7B//pn4UHvUkLslEIV+bKsyrx+48iWWFyIdpYOh2WHC8pwejnHulUBC7tJWCRF18bat/sQ3jhYWb/PmNhIefv3rGXr96xm4/PIjevpJx8Iun4NM35JneBwx2pS7sWMi5b5ommMOTngmFA5DuQ9ugYFD7K6YQkzuT5B6FbatWwQsB3I/zpT7iiL3ql9DhR6FzIrakBw+7r0Ovvgy+OE/6v/r0/gHJrHLP02uB3jwBmxPWx9WzkFkitAod1UmlhtiKR3TCGUfYbmMHCghLn0HQipUKEDoHPc48NclWyb75NPjv+1hXdzibt7cdozM5Rh95zuOeGRdrNy7Fahc9h44dwnV9+NBWknHyt2Q/OGkOR4Knv9heOW/HvbNkjz3J45sZT7fPXPqicZxRu4rigXrfg0LF0t2Hxv2SwGl4CbjPxslqCoTtGoWfTnjYa8/X7ft/eJvYM8NAR5W3nQhbM51/eJaXoj0TVMvUSSYndVTdyxXT1cKhS5gGtyUeO1d8tzdLUkKozCZEM6ao+vbLkruZ7/6qD7WUUWbLdOh3A8nWHpIj3VkQeEnWrkDrP/o3+Ns2PCEPd5CyJ17Hv0vfvE8MbJccUjKXQhhCyHeLYR4SAjREELsEkJ8pOMYIYT4YyHETiFETQjxPSHEWUtz2t3RCGpY4oltq7nsMLsbprbpv00yub/nUQgFdkTuiHhyjy10HreVz2giCZpIa/7HwnJDZFM3sArI4k9O6Ik/0okHX1t5D952d0LqXZR7ugNfGGXcrOreifJIsSi5L2e02TKdnvvymE/gnXgizvr1S5fr3wW5887DidoXH0M4q0ZZ81fXLDrgZDnhUG2ZfwHeCvxv4NnAu4HOaNe7gfcDfwW8EJgDbhRCdGm7tjRohnVc+UtO7q3U2+Lrxk/+zkcBcIaNlx40dftTwDI8bBWzsVoUYn6WiuUqZF2nU4YqQzAxqYOgloM0Y/XsPqP44+6D3bfS3pP08On8xbrPR+6ccw7zSS6OOPB13JF7ascUkbu7RLbMEaL4jGdw4jdvWB5FRT0sisf89Ashngu8AjhTKfXzBY7JoMn9L5VSHzWX3Qo8CrwZeN/ROuHF0FJ1cvLYr/DHFKnCFNWosucd78RxdGDVeflfwx3v0aQ/bfLSs3ksL8DuTybViD0/nHe3lheiKjuAHGEjwJ+cNMrdjqcjOf0ddkyXbBmA9Z/4BDPXXcvQG9/I4Gt/G7t0dMfWJQHV44zc07ZM1JPHWyJbpocVj0NR7q8FvrUQsRs8FegD/j26QClVAb4BPO9xneFhIKBBpktu9UpHWK2y8/d+n+b27XrYg0Hr4Ayz11/P5H/dBoC94URduBI0YuWOk2Xd06YYeunTY7Uofvr5eY9huSFS6bzoYHICVa0a5e7GA4vsgVx8n/qC7u+Fs2qU4d/9XYSUR53Y4fgrNonRLY/dPYRUyB566IJDIfcLgAeFEB8VQswKIapCiOuEEOko2ClAADzUcdv7zHVPCEIaZO1lEFV/glH7yU+Y+9a32PPH721T7v6Ebualmj7CCrHGNuip834zVu40yuRGmrhr1iTKXap5jxGlQgI0TSGPPTQIloMy/dntwahIKCL5Y2ORJZ77cUbussv55kdgzdmwrtfltIfDw6HsW8eAq4C70fZMEfgQ8BUhxIVKz18rAXNKqU6zdgrICSFcpVQzfYUQ4g3AGwA2HIVIuFIKJZrku2RorHQoX7cPaO3cSe2+B8iEICS0JsvxMU5eIWxXBznTyr1VNQfkEnK3OshdKKSt4n4wrZ2mkdjgIEgrznF3Btv7qi+k3Jcax31ANR2Itl14w7e7H99DD4vgUJS7MD8vVkpdr5T6EvBq4Hzgmanj5su9pIHIvOuUUv+klDpXKXXuyMhhFF8sgHKjjhAh+eVaoLKEiHqp++PjPPoHH+bgvZqkW5OV+BinaIjOcts89xhuLrFlOj4VlhsiBHG/90S566rSoCnN/8Y68Mww4s7ZlE8QVhS599DDEeJQvn1TwM+UUhOpy74PNIFTU8cUhRCdybMDQFUp1WKJsX9OBw2L3tI2MnrCoeavmf6BA+x6y1vxDx4EEnKPMPFAHr9m4U9X48vs/tT0eb8BlQPtd5pS7jKl3IWl4hYDQgK2TXOnJndrcKj9LoaNf37Bm46oQOZo4bgld9kj9x6OHg6F3O9b4HIBRI1E7gcs4MSOY04x1y05xg25960Ucp/ZBdf/IVyzESoTbVftu/pqyt/8JuX/uBY+fCLBrgfi6wpnb0X5kpndA7SmG1j9Wk07JbOjsTzty3e2e3WycWZG2nO3vEAPun7+/0a8axtWPk9gFhV7sD0Yag8bsu9bDZsvfdwvwRHjeM2WiVIh7V6aYQ+PH4dC7v8BnCGESA9CvBRw0D48wC3ALPAb0QFCiBw63/2/js6pLo6DFe0v92dWALnffz185DS4/Z+gMQPlPfFVKgio/OAWAMJ9j0DlAMEjdyGdkOHTZ1n9khNxCj7Vgxlas00yZ53Jqks8+s9fr+/AdpOeM+nuiE7KlrGTDdjQyRVKJ1Z1YC83GPcyF9lsXBJu5/RiIJbJa3/cBlSj9Meecu/hKOBQpM0/oQuYviGEuBodUP0r4Eal1PcBlFJ1IcQ1wPuFEFNotf4O9OLx90ty5h2Yrml/uZRZAb3cJ0zS0UVvhls/mhQmKUX9xn8nnNXk3Ny1Cz8vCaYmsbyQkdPnYPJH5IabzO13gBbZsdUMFiqwxtSSWV4yXSg3BDPRcIicLkl38gh3EJ38BKWTKsaOMRNxDLnbqeZimy8XBJPjXdsNHAsct6mQsS1zfFRA9rC88ZjKXSk1iw6cTgH/BnwMuAl4Wceh1wB/AbwHrfb7gF9VSu0/mie8EGbN7Mk+bwUEVKsTeot+sh4+EWe03Pd1/GvfFh829+MHeehrqyjfNxP74tSmyI00CWqKoBbijK2C2lQ85Bnbhabp451PeeZRG1yviBhYrf+2ZBJcNZZBWNMLTebJSXtZu2Dj9fnLRnHG04KON889LhhYHq9jD8c3DimdQSn1C6XU85VSeaVUSSl1lVJqquMYpZT6C6XUOqVUVil1iVLqrqU57fkoG8Lq91bAiL3KBOSGwc2hFNR+/qC+vFmJc8rdzZvxJ+cAPY/UciNynyY32ojvqnjZJRC2kiKY9PSdXMppi7KM+tchVm0FQKa7QxrCae3RFtHo25NFJvGKlwcpHbcB1cC8b8vkdezh+MZx9ulfGNMNvdasKgw/xpHHAaoT2jJx8szt9dj1vz7CCU9+Dm7oE/qa3L0TT6C5bVt8k5jcG7O4RcHG15+O6z+IvdHUmkXknd7y54xyt7ykS+CVX0YIG957fnt3SHO7Df/8KYKpKdxNm5LrIjvhGBUtdSJuS3u8BVSj6uKeLdPDUcBx9ulfGDNNTe5j+aHHOPIJRn1W2yDpcWTVSZjcBusWaJhVPagtEydLUNebK39yErdRTpT7mvbnaeUcXTTk18DOkDtxFB6+N24eFqvrdHOqvFkI0155tqSLExwH4aWONbfLX3TR/PONA4HLxHOPFPvxptxLm/Tvk5+wjh09rGCsmGEd5dY0KnDpzy4zz/1bH4TPvbj9sq/+HnzqmVA52P02VWPLOLlYqataDRpzhIbcvVH9PON2u4Vs4pvbXjLdPkp5jLb66S1/zgRFuxR+Scdp7/y3mJpcbsr9eM2WGdkKf/gwnPs7x/pMelgBWDHkXmlNo4ICbpde5McUU9t1znoaFd0Xnfu+3v02lciWyRIG+vmEtRo0yyhD9vkzttC3pUn/Jh1sVTKTpDbaGZPP3kiUe0TO6RzqyHPvMlNUuG7bvNNF523GlZXLRLkfr5476N2U+CUeNtPDUcMyY8IjRyWYQYSF9oHIywHVCZ3t4idBTvrX6d/3XDf/eL+pc9vzw2BnYjIPq1VolLVyFwrLqrH2/INkBnXxr5Jp5e4mlahBB7lbXTz3LimMwvMQburYxZR7RPzLRblbFkh5/KVC9tDDUcSKIfdaMIMMl2GmTNVUl9ZSLQKiIqJHvz9f1dcm9e/cIEhJGGqCCqvallGBRFoKMa2bdw2cvYqhU8sM/+rWVNA0o3/CVpIj3025x577/OIj4brITIqsrcVsmeXluQM469fhrFt3rE+jhx6OGVYMuTfCGWyWI7kbsq6lMkfrMwSFE6hN2vAT3YOleuedPHL55Tz4nJfg1yWNSZ39EgaaOMOaUe4iq312syiIVSczekYZa2hVe0ZMROLRQmJ1U+5dAqoG2pbp6E64EKzl5bkDnHD99ZRe9ZvH+jR66OGYYUWQu1KKJuXlR+5BS1ssALUpWuPjVO+8E+ozTG0bZvtNo6g7P0/jwQfZ+YY3EkxPE0xO89BXx3jkbR/Bn5ggDA25V6vQnEOJjG7sFe0IBky75NxgYstYXhI4bRhyjwOqaXI3AVV3vnJ316/HXZ9qxbyocl9enjtoa2bZWXQ99PAEYkWQ+2xzFkWAJ5bZKLJItQN89XcZf83T2P6qK6k+OovflKhA4e/bycG//xtQAZu++EWyW9fHNwmmpwkDnX+us2XKhMrTY+0icu9bq39nBztsGUPGdePdFNIAACAASURBVLO4xJ57SoFn+rWl0kW5r/vYR1n1vmg6oug+JSiC5ej7sY7DAGYPPaxQrAhyn6xrEs3IZTaKrJpKdZzahmrpIpW9NwtCX7/0jVmH8re+Q9+aCZyBLIPPOCm+SViro6Jsmaomd6VsXW8UefNDphFn39pEgdteorRj5e61/7bcuJdMV1vGsnQZv5D6NoupYMtZVqq9hx56WCHkPlXXfnbOWkbk/p1rKP/p85h8ILE8otbszbJF2NRkOfVgHhUIBjbrjJq+/kfY8FL9PFStmqRCGlsmDATCJlHua54Cr7sJTvyV1AQk77GVe3Tss94PT3n1ws/Dche3ZEDbMsvIb++hhx5WSIXqjPG1s/Yy6gi5/QccuMulVclS2lpBCAhb0Voq8MtaxVf2eUgn1CmNlQOw63bkplcCNxHWaoRmzElobBnlr0I6MiFtJ5vM13Q6iphgfkA1VvCG3M9//eLPw/IWD6aCrqgsji1+TA899PCEYkWQezPURJk91g2XlILtt4BXoLVrF41p7VPPbMvRqliErcTa8Kd1F0sVCjKllnY9HroBQh9xwsVocq8T6vGohLNTMKD/t5zUhisdDHVTRUz2ArZMRPKH2p7Xch5buZ/6Iv3TQw89LBusDHIPNLlnjmXDJaXg2tfBPV+G/g2U75sFtJLee/sAAE7BBykgVPhTyfBqt88w+LgeeiXXnQ7o9EfV0imR6qHvwQZQrRCZMU2+hGwPkEbK3XK72DId2TKHSu72ISj3HnroYdlhRXjuLeNd5JxjSO73fkUTO+Dv28XEvR5WJmg7JGhInAFNwKrlx5fH5G6ya2SfrhxV9TqhIfegJZndkSFsBQjXrMlOrj3QGXvumURt1xcIqB5N5d5DDz0sO6wIco+Ue9Y5hgrzx5/VmSsv+igHflYkaArWXzoJIplHGrYkdt/8zZJXNORemwRhIfI6Xz+s1gibmtwb0w67bxnEnywjnRS5p5HOlknbMtJOWvrGvdcPldx7yr2HHo5HrChbJn8slPt/vUuTZ+UgDJ8MI6fQnLPJDLbIvvMbuA9+gOajj8aHO9mAWsdduH0malqbAicXzyYNZmcgVHRCeFFFaAdBd7YfAK3c08r7sG2ZQ8iW6aGHHpYdVoRyr/mRcj8GAdVt34Nt3zVtekswdAJ+XWJ7IfSvw924se1w26snf69ZjT08jHv5B/UF1UlwczrH3HUJJibphnhCUmdlaazc3URtN2bbq1IPO6DqsmjTsB566GFZYkUo92pLE2bBXSISUgr+70th63Phgje0X1c5qAObtSndZTE3SNCwsTNNKI7Rf/nlICVz3/42AI49A2gSHnzVlQxe9RrEzHa48Y918LOkFwORzeJPaXK33ICgacUPGQ/RmKfcU557uv1AMTUoxF7gtgvhgjctXp36BGN2dpbx8XFardaxPpUeelhSOI7D6OgofX1HVnm/Isi91mqilCDnLpE3vO278PBN+idN7mGoFbsKAQW5IZTvEzQEVl8WLIe+5zyb7Fln8QtD7rbXICJ3mc/r9rSx/61ia0Vms7FytzJhG7nLTETQHZ57N1sG2j3zw1XuZ3TOQT92mJ2dZf/+/axdu5ZsNtvrHdPDioVSilqtxu7duwGOiOBXhC1T95ugbLLuETydMITr/xB2/3jhY37wd/r3Cc+ML6rdfTeNe39MbUJSnzLEmx0kmNLVsvbWZBydVRpI/vZChKNJSeZTAdAIhnRlJkMwqcndzoRtpyM8Q9wLBVQt1wzENuSXJvplNljjcDA+Ps7atWvJ5XI9Yu9hRUMIQS6XY+3atYyPjx/RfawM5e43QFlkbOuxD+7E9KNw+z/pxltrz55/vd+AbTfrv8OA2j330tq1i91vfzv28CD+wREAnvSKPYSiQHP7dgCsi5J2s9J1kfk8YaWC5YRIzyZotZB5Q85pFW0IW+SytHZ29HqP7i/jQcj8CUoDG2Dz03XFqrQ0wden23PhhYCxM2D0SYf8Ei0XtFotstnjb1HqoYcjRTabPWILckWQe91voJRNxj0Cct/3M/07quTsxP57iXsAtGrsevOb8fftA0D5Sa66CmHXh75A5a57AbCHBtvuxiqVCCsVpKOwsh7BXAuZS1WURoiVe5awrAud1Ng5MH5PfIjIZKBKF1smC69Jje7LljS5d1buvunm7s/1OEBPsffwy4TH83lfEbZMw28euXJfjNx/+u9w1+f136OngV9DTe8FwC4VkaIZHzq7IxsTO4A1ONR2V9aAtmako5B5Q+CRchciIeCI3FMKtfCsXwXA3bwZABVabccuiGxJ/+5lu/TQwy8dVga5B5Hn/njIvdx2cTi1l51vfzdTX/o38Ppg5GQ9si5UlE6qUFxfxZ+txsfvuX2g7fbdlDugbZmiLlKKPXdIkbuxZbKJ2u5/ya9z8k/uIn/J0/S5mbmq85R7J3rk3kMPv7RYEeTeDFqo0CbjHMHTici93q7cx//0Xczt8XTL3lZN+9utGqEvkFaIzWzcax2AUND3vOfG/8qO6LZVGkDYQreDKerromIlIFHhsXI3JO+62MPDyEyGkbe8hdKVV9J/8Wnm2Mcg92jS0rFuqNbDorjnnnsQQvCd73znkG8ThiG///u/z6pVqxBC8Kd/+qdH9Zyuuuoqzj333Pj/22+//ag/Rg9LixVB7rFydxZQ7sECAYnKBMzuNndilPsd/wIHHmD623ciXUVz1qFx7gfAzqIaVVQoELbCcubf56o/+ZP4706vLH/BhRRONtZMvybdduUepSiaVEgzv9RZswYh9dtkFYuMve+9yIIZJ9gZUO1EpNytXvuAlYbrrruOj3/84/zlX/4lt956K6973euW9PFuv/12/uzP/mxJH6OHo4sVEVBtBcZz70buM7vh/zwFfutrsPGi9uv2G9WeLWlyb1bhP96Oyo6imjb9F6xl+va9zDzQZPS0rB5STRZpKywvSU8cvsAlv0Zil0p4J52E3yV1aeCllzNg3QQ/uRc5oAdTp331ODUxIvec/t9Zu3b+c+o4dkHE5L58ipB6ODq4//77KZVKvPa1rz3Wp9LDMsWKUO6tsIVaiNz33wNBA/bcNf+6yJLZcJEm96lHAQgrute6u341xWc/m8lPf5r6eAPV0Gpd2grLTci9cNo6ck/SlaWbr7uWk27+XvcTLa6C3DCZJ59F5vTTEXZqbXXaA6oiY8h9zZrOe0kde4jk7tcXP66HJxQf//jHWb9+Pfl8nhe+8IXs3bu37fowDLnmmms48cQT8TyPrVu38tnPfja+/rLLLuP9738/U1NTCCEQQvDoo4/y/9s77/CoqvTxf85MekJCKiChBISErhKKwK70LhoQBLEg+NUg4lIEFOkKq6AgoOKirLAqEaRIR6S5iCwgq7+VEkCpgSAtBNKTmfP7485MpiWZQEIy4Xye5z6Z+95z733PnMk777z3PedNTk5m6NCh1KlTB19fX+rXr8+kSZPIycl/8L97926EEBw+fNjmnu3bt+eJJ55wqu/SpUsZOXIkgOV+7du3L6F3Q1FaVAzP3ZgLsoCYu8lgk3reVn72Jzi/X5uaHxylrRFz/Q8AjFILkegrBVF1zBROHTpE0ie7ua+p9nYJvUTvnb+gl77PTKiuVSISnoV4yW1HwYPPUDkkisp942yPFeCNe0REOF7HwzY+XyBm455rv1SZoqxYt24dI0aMID4+nscff5wffvjBwfseOXIky5YtY8qUKTz00EN8//33DB06lNDQUHr37s3HH3/M3LlzWbVqFVu3bgWgWrVqnDhxgpCQEObOnUtwcDAnTpxg2rRpXLlyhX/84x+3rXOvXr0YO3Ys77//Pvv27QNub8ak4u5SIYx7njEHpC9eemfGXZtUZGPcU87C5z201/W6gnclyEmDqycBMORpb4uuUhAeISHUWLSIs4MHcfn/mR6Eekj0YVXQZhKBPvJ+CHChxJ9PoLY5w85zN8901YcEF9zWfuEwe3xND1RzMgpv58ZM33CEoxcLmKNQyjS8L5CpjzYq1jkzZ86ke/fuLFq0CIBu3bpx5coVPvvsMwB+//13Fi1axOeff85zzz0HQOfOnUlOTmb69On07t2bhg0bEhkZiYeHB61bt7Zcu0mTJrz33nuW/bZt2+Lv78/QoUNZuHAhXre5PEd4eDi1a9cGsLmfonxTIcIyeTIXvfBwnvBv9txvWBn3sz/lvw68L9/gmsI0xgzNGOqCNMPq26QxXtVCybmlhX10HhJ9lZraOR4etg9Gbxc7zz3vulYA2yM01LFtSB1t9mlI3cKv6WtKz8xNv3P9FHeMwWDgl19+4bHHHrOR9+3b1/J6x44d6HQ64uLiyMvLs2ydOnXi119/xWAw2F/WgpSSDz74gIYNG+Lr64unpyeDBw8mOzubc+fOlVq/FOWTCuK556EXBYRDnIVlzv0EXpWg7avQpD+cMc3YTP4VAGOWKbYelJ+rrg/wI9u0eJcupjO69kMQH09AFxBQMrMm7Tz3sOHDyTl9Bv82bRzbBteG1134ZzV79hU4LFNcz7ksuXLlCnl5eUTYhdqs969evYrBYCAoKMjpNZKTk4mMjHR67IMPPuC1117j9ddf55FHHiE4OJiDBw8yYsQIsrLUc5d7jQph3A3k2hp3owF+WwUNH9OMu9BrqzfmZGjpg2f3Qe228Mh4rb3JqHP9lHa6qZC1Pjjcckl9QL53Lh7oC/W7oq/8d3QBJeC1g8MMVd9Gjai7aeOdXdMccw9ybgwUd5fw8HA8PDwcFoKy3g8JCcHDw4O9e/ei0zn+sLb/YrDmm2++oX///sycOdMiO3r0qE0bH1OKrfVDVoDr168TFhbmemcU5Z4KEZYxylw8rI37uf/A2hchYaAWkrjvAU2emqStu37tJNS0ih16V7K5niFXe1t0wfn/SLrA/Da6AM2r0gcHW5YVuGM8XMyAKQ6B98HABOj7acldU3Hb6PV6HnjgAdatW2cjX7NmjeV1x44dMRgMpKamEhsb67AVFjfPzMzE29t2NvJXX31ls2/2+o8dO2aRnT9/nuPHjxequ/m+6heA+1AhPHejzEOvs+qKOQxxSltDneiecOEQpJ7LLygdaOXNeuf/BM7yeoC8DC1rxtq46ytZGfdAzSMOe3k4Ou8Smtrv6WIGTHGJ6Vmy11PcERMnTqRv374MHz6cuLg4fvjhB0vGC0B0dDTx8fEMHDiQ8ePHExsbS1ZWFkeOHOHEiROWB6/O6NKlCwsWLKBVq1bUrVuXr776it9//92mTWRkJC1atGDy5Mn4+flhNBqZNWsWISEhBVxVIyYmBoD58+fTsWNHAgMDiY6OvoN3QlHaVAzPnTw8dVYeTU5a/usec+AhLeuAy8fyFwiz9tZNrw05gjPLr3L1iGntl5Cqlia6oPwsF10l7SFnYJcuBPz1ryXTidLw3BXljri4OBYuXMiGDRt4/PHH+eWXX1iyZIlNm48++ojJkyfzr3/9i549ezJkyBA2bdrEX4v4rE2ZMoVBgwYxadIkBg0ahJeXFwsWLHBot3z5cmrWrMnTTz/NxIkTmTJlSpGG+i9/+Qvjxo1j/vz5tGrVipdeeqn4nVfcVYSUjgWY7zaxsbHy559/vq1zpZQ0XdaMCGMvdgz9uyb85StY9zL87X+WsnV80BSqNUM2f56rE56l8sR/4Nm8l3Ys9QLMa0jqWR8u7tM8GOEhiTmcaLnP9U/m8ucHWngj+tB+dP4lnOf77zmw820YdRgq1yjZa1cQjh07RoMG7rcOvUJxJxT2uRdCHJJSxjo75vaee57MAyHxsp5in2NK/fOyyj2v0RKSDpJ38TxXj1Ti1n/yl+c1p0KmXcxfYMt+ORZ9kCm2LiTC14Wc9uJi1rWo3HWFQqFwAbePueeaFgXz1Fkbd1NYxtpQRraE377BeEF7kGTItFr4yysAGVyXtKsS0B4Y6exK9ukqa6EYnQeWhbxKlCYDIKBK/kqOCoVCcQe4veeea6qS5G3taueka+mP1uuY12gBgDz9HwAMGVapYEKQ8fAnGNOz8K6jhUSE3To1+mAtTUx4lFIlIP9QaNy36HYKhULhAm5v3HMMmpF2MO5eAfmZMQCVtdi78eoZ7W+a7cSetF27EZ6eVO6jLUtgznU3YzbuOk9V5k2hUJR/im3chRDVhRBpQggphAiwkgshxEQhxHkhRKYQ4t9CiAdKVl1HcoyacffxtPLSc9IcY9c+lUHngczQ4vGGm7aVl9J27sSvZUu8o7UHF4Zso81xXWUt/dE+XKNQKBTlkduxVHOANCfy14HJwLvAo6Y224UQVZ20LTGy87IB8LZ/oGpv3HU68AvDaNA8b8PN/MWmci9cIOfsWQIe+SueNbX1WoyZtmt46E2TmHRebv+YQqFQ3AMUy7gLIf4CdAfes5P7oBn3v0spP5RSbgf6AxJ4pYR0dUpGrslzt46vOzPuAAHhSItxT7WI0w8eBMCvZUs8qjtPQxQ+PqCTCG9l3BUKRfnHZeMuhNADC4EZwFW7w22AQGClWSClTAc2AD3uXM2CScvWslscjbuTdEX/cEtxaUNqvnHPOHgQXVAQ3vXro/PxIWRAH2p+stDmVCEEem9dyc1IVSgUilKkOG5oPOADfAQMtjsWAxiAk3byY8CTt62dC6TlaMbdzz7mHlDFsbF/uCUsY0zND8tk/Pwzfs2bW1Icq8x41+m9vOrWw7NBTAlprlAoFKWHS567ECIUeAsYI6V0Vm06GEiTUtovNp0C+AkhHFY7EkK8KIT4WQjx85UrV4qrt4W0HC3m7utpny2TP43f4qX754dlZE4OxqwscpKSyD17Dv9WLYu8V82vVlJlytu3ratCUV4YMmQIsbFOJzaWGKtXr+b+++93WIN+zZo1tGjRAl9fX0JDQ+nevTvp6bY1B9atW0eTJk3w8fGhYcOGrFixwub4rVu3GDBgAEFBQbRu3ZoTJ07YHE9JSSEiIoJDhw7ZyDMzM4mIiGDPnj0l2NPyiathmZnAfinl5kLaOFvHQBR0TEq5WEoZK6WMDQ8Ptz/sMhkm427ruefH3HOTkznRth3p+w+Af5glLANgSL1J2o4dAAR06FDkvXTe3oWX0VMo3ITJkyezdOnSUru+0Whk6tSpjBs3Dr0+f87IZ599xlNPPUWPHj3YsmULn332GfXq1SMvL8/S5scff6Rfv3506NCBLVu20KtXLwYNGsS2bdssbWbOnMmJEydYuXIlUVFRDBkyxOb+06ZNo3fv3jRv3txG7uvry8iRI5k8eXLpdLw8IaUsdAMaATlAa6CyaXsZzWBXB3xN+3mA3u7ccUB6Ufdo3ry5vF0+/XmdbLy0sVx2aE++cFYNKTePl1JKmbZ/vzwaHSOvJ3wt5X+/lH8+Xl0ejY6RR6NjZObx4/LMM8/KP3o/etv3V9w9jh49WtYqlAkZGRllrUKx2bZtm/Tx8ZE3b960yK5cuSIDAgLk4sWLCz23a9euskOHDjayHj16yLZt21r2mzdvLleuXCmllPLSpUsSkGlpaVJK7XMSHBwsk5OTnV7/3LlzUggh//e//91W3+42hX3ugZ9lAXbVFc+9HuAJ7EMLs6Sgxd0BktAesiYCeuB+u3NjTMdKjXRTzL2SOQwjpU2euyHlhvb3xg2bmDtA1m+/kXHoEAGdOpamigqFBXM45NtvvyUmJgYfHx/atWtnU1RDCMHcuXMZNWoU4eHhNGnSBIDatWvz2muv2Vxv6dKlCCFIS9Oyk3fv3o0Qgt27d9O/f38CAgKoU6cOH3/8sVM97K/z22+/0aVLF/z9/YmJibFZax40Z3Dy5MlEREQQGBjI0KFD+frrrxFCcObMGUu7ZcuW0bVrVypZLZW9cqWWb2GuDeuM7Oxsdu3axYABA2zkAwcOZN++faSaQqw5OTn4+mrLY/v5+VlkAKNHj2bChAlUreo8C7tGjRq0aNGCf/3rXwXqURFwxbj/CHSw28xPHHui5b3/BNxES38EQAjhh5bvvqUE9XUgPU+baRrgZVoHPS8bpMHKuGuFpjXjHmaJuQMkvzlJy44ZbP98WKEoPc6ePcuYMWOYPHkyy5cvJzU1lW7dutkUwpgzZw7Jycl88cUXTpftLYr/+7//o1mzZqxdu5b27dszYsQIDhw4UOR5Tz31FH369GHt2rXUq1ePgQMHkpSUZDn+wQcfMGvWLOLj41m1ahW+vr6MHz/e4To7d+6kjV2JyP379xMdHc2SJUuIjIzE09OTVq1a8dNP+TWN//jjD3Jzcy3rx5tp0KABRqPREltv3rw5n376KdeuXWP+/PnUqVOH4OBgNm3axMmTJxk1alSh/WzTpg3bt28v8v1wZ4rMlpFSXgV2W8uEELVNL/dIKdNMsneAyUKIFDRvfQzal4dtTmEJk5mr/UNYjLvdipCGG1bGvXJNjAYP0Akwao8Bwl55BY87iPkrypgtr1sKm991qjaBHu8U+7SrV6+ybt06i/Fr3rw5devWZenSpcTHx2uXrlrV4SFicTCv6w7Qvn17NmzYwJo1a2jZsvDEgdGjRzN06FCLXlWqVGHjxo3Ex8djMBiYPXs28fHxzJgxA4CuXbty+vRpzp/Pr1F88eJFkpOTady4sc21L126xPHjx3n77beZPXs2oaGhzJ49m+7du3Py5EmqVKlCiskZq2xX4Sw4WJshbj4+depUOnfuTFhYGAEBAaxevZrc3FzGjh3Le++951CRyp5mzZqxcOFCsrKyLKUHKxolOZf+HbQHr28AG9Hy3rtIKf8swXs4kGHy3AN9TGEZuxUhbcMyYci63fCMjMSrTh1CX3qJkCEF/0RUKEqDiIgIG6+2Vq1aNG/e3Maz7tWr1x3do2vXrpbXnp6e1KtXz8YDd+W80NBQIiIiLOedP3+eS5cu0adPH5tz7PcvXboE4FCT1Wg0kpaWxpIlSxg8eDDdu3fn22+/Ra/X8+GHH9q0tS86L011J8zy2rVrk5iYyPHjx/nzzz/p2rUrCxcupHr16sTFxbFnzx6aNm1KeHg4w4cPd6gZGxYWhsFg4E4y9co7tzXdUkq5FFhqJ5Noxn2mk1NKjaxcLVsm0MFzNxl3a88dMOYa0AcGEbXqm7uppqK0uA3PuaxxVuQ6IiKC5ORky36VKk7maRQDe8/Xy8vLpfqnhZ1nNtr22W32++b29t6zuZRf+/btLbLAwECaN29ueeZg9tBvmP5fzZj3rfXz8PCgfv36gPZraNasWezatYvs7GwGDBjA/Pnz6dq1K926dWPx4sW88kr+ZHmzbhW5Jqzbr4KVZchCSj3+3t5w8yIselg7YArL5Jlj7qa/MisbXQX9GaZwDy5fvuxUVq1aNcu+vecK4OPj4+CBXr9+veQVLADzA0p7b9d+32zE7Q10gwYNEEJYvHAzUkp0pgmEdevWxdPTk8RE2zyMxMREdDqdxZjb8+abb9K/f3+aNGlCYmIiubm5DBgwgMqVK/PMM8+wa9cum/Zm3YqqHevOuL1xzzZkgdEDbw8dXDqsCYUOqmjxPpuwDGDMytLWiVEoyojLly/bPEQ8d+4c//3vf4uMh0dGRnLs2DEb2ffff18qOjqjRo0aVK1alXXr1tnI169fb7MfFRWFl5cXp0+ftpH37t0bKaWNoU1NTeXQoUM0a9YM0DzqDh068M03tr+sV6xYwcMPP0xQUBD2/O9//2P16tW89dZbFllOTo5l8lR6errDF8qZM2cIDQ0lNDTU1e67HW6/Cla2IRspvTTjbo63D98HgZoXZMmWuXkTaTAgs7LQVXH8WaxQ3C3CwsJ45plneOutt/D19WXKlClEREQ4TMSxJy4ujpEjRzJr1ixatGjBmjVrOHLkSKHnlCR6vZ5x48Yxbtw4wsPDadu2LevXr+e337QH2mbv29vbm+bNm3Po0CGef/55y/mxsbE89thjDBs2jHfeeYewsDBmz56Np6cnI0aMsLSbPHky7du3Z9SoUTz++ONs3ryZzZs3s3XrVqd6/e1vf2PSpEmWGH90dDR+fn6MHz+ejh078tFHHzmkkP78888O2TwVDbf33HMM2WD0xEOvc1pez5CSAh4eICWGmzc1z91bee6KsqNWrVrMmTOHadOmMXDgQAIDA/nuu++KzNp48cUXGTVqFAsWLGDAgAF4eXlZMmLuFqNHj2bixIl8/PHH9OvXj5SUFCZOnAho8XMzffv2dWqMv/zySx5//HHGjBnDE088gaenJzt37rTE2gHatWvHqlWr2L59O926dWP9+vUsX77c5mGvmTVr1pCcnGzz5eDj40NCQgKbN29m8ODBdO3a1ZKFBJCXl8eOHTvo169fibwn5ZaCZjfdze1OZqh2Xz5MNlrcSdvZ97GUUwOlzLgujTk58so/Fsuj0THy9x495dHoGJl16pQ88Ze/youTJt32/RRlR0WYofrcc8/JO/m8l0eGDRsma9asaSO7dOmS9PLykgcOHCgjrQpm69atMjAw0DKjtbxzuzNU3T4sk2vMRkjTomE5aRhzBZfnLMSvdWuuzJ0LgFdUFDmnTmG4cUN57grFHXD48GFWrFhBmzZt0Ol0bNmyhc8//5x337VdSbVKlSq88MILzJ8/ny+//LKMtHXOvHnzGD16NP7+Tmo+VCAqhHHXYVrMKyed1KQAUvYncGPVaksbr8hIAAzXrmkxdx+1JrtCcTv4+/vz448/8uGHH5Kenk6tWrV49913GTt2rEPbyZMns2TJEgwGg83iYWVJZmYmDz/8MKNHjy5rVUodtzfueTIbPWbPPR0Pf+21zMkBT0+qzZhBQLu23Pj2W/58dzYyJwfh41uGGivuZUpzJca7QVRUlENaYUFUrVqVN998s5Q1Kh6+vr5MnTq1rNW4K7j9A9U8mYNO5Bt3PPINt3edOlSOexyP8HBqfLKIXNMUaeW5KxSKio7bG3eDzMFDWMXcRb7h9qpVy/La78EH8WvdGgBpdLb0vEKhUFQcDiT6ywAAHfVJREFU3N+4k4OH2aDnpCOtij5ZG3eA0BdeAEDnq8IyCoWiYuP2MXcj1p57OhIr4167tk3bgHZtifp2Ld516txFDRUKheLuUyGMu6fOlNqYk4ZEe+1ZsyZ+Tuqi+sSoAtcKhaLi49bG3SiNIPLwNHvu2WlItMovUWvWoA+o2HmsCoVCURBuHXPPyjMtLWrx3NMxz8vSealC1gqF4t7FrY17tkFby72q4RpMC4L0y0jpAUKApzLuCvfg8OHDlrqnFYFp06Y5FOooipycHKZNm8avv/5qIz9z5gxCCDZu3FiSKtpw6NAhgoODuXnzpkWWnZ3N2LFjiYiIwN/fn169etnUiHWGWVdnW3R0tKXdnDlz6NSpU2l1x4JbG3ez514z+5xFJqUe4eXldD1shUJRPsnJyWH69OkOxr1atWrs27ePdu3aldq9J02aRHx8vM3CZ6+++ipLly7lvffeY9WqVVy9epUuXboUWtzDrKv1tnPnTjw8POjRo4elXXx8PP/9739L/cvcrWPuWQbTG+2Zv6Kc0SAQXl4FnKFQKAojMzMTXyepwgXJSxtvb29am+anlAYnT55k69atNkXIk5KSWLJkCf/85z959tlnAWjatClRUVF8+eWXvGBKqXZF15UrV5KXl8egQYMsskqVKtGvXz8WLlxoU5WqpHFrz90clvHS5YdgpNQp464o13z88cfUqFEDf39/Hn30UZvyeqDVGn3nnXe4//778fb2pn79+ixbtszhOmvXrqVly5b4+voSGhpKz549OXv2rOX4zp07adWqFT4+PlSpUoWXX36ZtLQ0y/Hdu3cjhOC7776jT58+BAQEWErRCSGYO3cuo0aNIjw8nCZNmljOW7duHbGxsfj4+FC1alXGjx9Pbm5ugf1NT0/nlVdesayzHhUVxYgRI2zCIJUqaYkQzz//vCWUcebMGadhGYPBwLRp06hZsybe3t40atSI5cuX29xzyJAhxMbG8v3339O0aVP8/f1p166dw/r3y5Yto2nTptSrV88i27ZtG6AtW2ymevXqtGvXji1bthTYT2d8/fXXREVF0apVKxt5v3792LhxY6lW0nJr456WkwFAABJDjuDy/6uEMduojLui3LJu3TpGjBhB7969WbNmDU2aNGHo0KE2bUaOHMnbb7/Niy++yKZNm4iLi2Po0KE2Bu6LL76gb9++1K1bl5UrV/L5559Tv359S8m7o0eP0r17d8LCwli9ejXTp09n+fLlPPHEEw46DRs2jGbNmrF+/XqGDRtmkc+ZM4fk5GS++OILi2e7cuVK+vbtS8uWLVm/fj1Tp05l8eLFvPHGGwX2OSMjA4PBwMyZM9myZQtvvfUWO3fupH///pY2O3fuBLQQiTmkYV120JopU6Ywc+ZMXnzxRdavX0/btm0ZPHgwCQkJNu3OnTvHuHHjePPNN0lISODy5csMGDDApirTjh07HIp2JCYmEhkZSUBAgI28QYMGDuX/CuPmzZts2bLFxms306ZNG3Jzc9mzZ4/L1ysubh2WScvOBMAfI3/+GkjqKX/wOIZn9eplrJnibvHugXdJvO76P1xJEhMSw4SWE4p1zsyZM+nevTuLFi0CoFu3bly5coXPPvsMgN9//51Fixbx+eef89xzzwHQuXNnkpOTmT59Or1798ZoNPL6668TFxdnY9D69OljeT1jxgxq1arF+vXrLSsyhoSE8OSTT7Jv3z4efvhhS9v+/fvblKgzU7VqVVasWGHZl1Iybtw4nn32WT7++GOL3NvbmxEjRvDGG284LVsXHh5u6S9oxTKioqJo164d586do2bNmrRo0QLQaqgWFoa5fv06H3zwAZMmTbIUKunWrRtJSUlMmzbNxpBev36dvXv3Wrxyo9FIXFwcx48fJyYmBiklv/zyC08//bTNPVJSUhwKhYNWvDvFVNnNFb799luysrIYOHCgw7GgoCBq1qzJgQMHeOyxx1y+ZnFwa8/9Vo5m3AMwkHlV89aFEOi81MJgivKHwWDgl19+cfhntv75v2PHDnQ6HXFxceTl5Vm2Tp068euvv2IwGDh+/DgXL160KWFnz4EDB4iLi7NZardfv354eHjw448/2rTt1auX02vYy0+cOMG5c+cYMGCAjW4dO3YkKyuLw4cPF6jPF198wYMPPkhAQACenp6WB6QnTpwo8BxnHD58mIyMDBuvH+DJJ5/kxIkTNsXHa9eubRNuadiwIaDF1EEz4tnZ2U4ze5wlZEgpi5WokZCQQKNGjWxCWtaEhYVx6dIll69XXNzac0/PNYVlpIGcm1rcXebmqbDMPURxPeey5MqVK+Tl5RERYVvD13r/6tWrGAwGp4WgAZKTk7l27RpAgWELc7sqVarYyPR6PaGhoQ5xXvt2BcmvXr0KQM+ePZ22P29addWetWvX8uyzzzJ8+HBmzZpFSEgIycnJxMXFFZp94gzz8wl73cz7KSkplvfT3vv2MtkF8z3Nf729bZ3B4OBgbty44XDvGzduOPXonXHt2jW2b9/OtGnTCmzj7e1d7P4XB7c27g2CHiLj7ItUD/2PjVwZd0V5JDw8HA8PDxvvErDZDwkJwcPDg71791oKTlsTERHBrVu3ABwexFpTrVo1h/sYDAauXbtGSEiIjbwgb9Rebj5v8eLFPPjggw7to6KinF7nm2++oVWrVjahnB9++KFA3QvD/IV2+fJlmxDQn3/+aaOjK5jPtzfkMTExnD9/nvT0dJtqTYmJicS4uHzJqlWryMvLcxqSMXPjxo1i6Vtc3Dos46MPwpBRB98LN23kyrgryiN6vZ4HHniAdevW2cjXrFljed2xY0cMBgOpqanExsY6bF5eXkRHR1O9enWnGTRmWrVqxdq1azEYDDb3ycvLu+2ccfN9z5w541Q3Z/F20NIo7b3jr776ymbf3qsuiMaNG+Pn58c333xjI1+5ciX169cnPDzc5f54e3tTs2ZNTp8+bSM3F+Jeu3atRXbx4kX27Nljk69eGAkJCbRs2ZK6des6PW40Gjl37hz169d3Wd/i4taee3ae6YN7WRl3hXswceJE+vbty/Dhw4mLi+OHH35g69atluPR0dHEx8czcOBAxo8fT2xsLFlZWRw5coQTJ07w2WefodPpmD17NoMHD2bw4MEMGjQIIQQ7d+5k0KBBxMbGMmnSJB588EEef/xxhg8fTlJSEhMmTKBbt242D1OLg06n4/333+eZZ57h5s2b9OjRAy8vL06dOsW3337LqlWr8PPzczivS5cujBgxgpkzZ9KqVSs2b97Mjh07bNp4eXkRFRXFypUrady4MT4+PjRt2tThWiEhIYwaNYq3334bDw8PYmNjWbNmDZs3b3bIlnGFtm3bcujQIRtZZGQkw4YNY9SoUUgpCQ8PZ9q0adSqVcvm4euMGTOYMWMGeXl5Nuebvwjef//9Au97/Phx0tLSaNu2bbF1dhU3N+5GAIxXMvAM1JObJsGoUiEV5Ze4uDgWLlzIO++8w7Jly2jfvj1LliyhW7duljYfffQR9evX59NPP2XKlCkEBgbSsGFDmzTFp556Ch8fH2bOnMkTTzyBv78/rVu3tniujRo1YsuWLZYvk8DAQAYNGsTs2bPvSP8nn3ySwMBAZs2axT//+U/0ej116tShd+/eFu/bnpdeeolTp04xf/58srKy6NKlC8uXL3fIivnkk0947bXX6Ny5M9nZ2Q4etZkZM2bg4eHBokWL+PPPP7n//vv58ssvCw2BFETfvn15/vnnHSZpLViwAH9/f8aMGUNGRgaPPPIICQkJ+Pj4WNoYjUabX0ZmVq5cCcCAAQMKvO/WrVuJiopyGt4qKYR1zmdZERsbK3/++edin7fn5BWeWXKA7/e8jk+wFxnJAmN6OoE9e1B97txS0FRRlhw7dowGDRqUtRqKCkROTg6RkZF89NFHDhk4pcnDDz9Mr169LOmchVHY514IcUhKGevsmFvH3LNzjXgY88hLycO7ih86009C4ak8d4VCUTReXl6MGzeO+fPn37V77t+/n8TERMts4NLC7cMykbcugxG8qwWiS9J+IqmwjEKhcJVXXnmFjIwMUlNTC0xBLUmuX7/OsmXLXE6rvF3c2rg3qR7EhEZ+sAu8q1VG+GmTmpRxVygUruLr68vUqVPv2v1czbi5U9zauNcM9aNSmJ5LgD6oEjo/LS9XGXeFQnGv49bGHcBwIxUAfeUgdL4qLKNQKBRQIYx7CsLDiM43AJ2fNgFCeCvjrlAo7m3cOlsGwJCSgt7LCJ6+lmwZnfLcFQrFPU4FMO7X0XtJ8PRD56dNQlBhGYVCca/j/sb9Rgp6byN4+uTnuSvjrlAo7nEqgHFPNYVl/BBqEpNCoVAAFcG4p940ee6+6HyV565wb5YuXYoQwlLr1FkNUYALFy4QEBDAqVOnbOS//fYbvXv3JigoiEqVKtGyZUuHhbGOHj1Kp06d8PPz47777mPKlCkOa6RMmTKF8PBw6tSpw4YNGxz07NSpE/PmzStW33r27MmECQWvv5+dnc3YsWOJiIjA39+fXr16cebMmUKvaX5/nG3R0dGWdnPmzKFTp07F0tfdcetsGWk0Yrh1C311oynmrhXMVtkyiorO22+/zaOPPkqdOnUssl9//ZW//OUvPPbYY5byeAcPHiQzM9PSJiUlhc6dO9OwYUPWrVvHH3/8wdixYzEajbz99tuAtqjVggULWLx4MX/88QeDBw/m9OnTliV9165dS1JSUrGmz2dmZrJr1y5ef/31Atu8+uqrrFq1innz5llWYuzSpQu//fabzYJd1lSrVo19+/Y53Ktr1642k4Xi4+OZNWsWu3fvpn379i7r7dZIKct8a968ubwd8lJT5dHoGHn1yWpSnt4jb6zfII9Gx8ibu3bd1vUU5ZujR4+WtQqlzueffy4BeevWLSmllKdPn5aA3LBhg6VNamqq9PX1ldu2bbM5t1WrVnLQoEGFXn/WrFmycuXKMjU11SJ79913pa+vr0U2duxY+fLLL1uOx8TEyI0bN0oppczKypJ16tSx7LvKhg0bZOXKlWVubq7T4+fPn5d6vV4uW7bMIktKSpKenp7y008/Lda9VqxYIQH5n//8x0Y+bNgw2bdv32JdqzxQ2Oce+FkWYFfdOixjMFVQsYRlTNkyKhVSUR7Zt28fffr04b777sPf358HHnjAoWiFK6xcuRJfX186duxokR09epT9+/czcuTIQs/dsmUL3bp1IzAw0CIbOHAgmZmZlupIOTk5Nsvf+vn5kZOTA8C8efOoV69egXVXC2LTpk1069YNDw/nwYJt27YBtvVkq1evTrt27diyZUux7vX1118TFRVFq1atbOT9+vVj48aNDmUGKypuHZYxpJpmp3oZwSsAj6raTze9k4K3iorJpVmzyD6WWCb39m4QQ9WJE11uf/bsWdq2bUt8fDw+Pj7s3buX559/Hp1Ox6BBg1y+zo4dO2jZsqVN8ev9+/cDWtilWbNmHDlyhFq1ajFx4kSbdeATExNtvhQAatasiZ+fH4mJiTz66KM0b96c6dOnM2LECE6dOsXhw4d54IEHuHTpErNnz2bv3r0u62pm8+bNlrCPMxITE4mMjCQgIMBG3qBBA3bv3u3yfW7evMmWLVsYM2aMw7E2bdqQm5vLnj17HIqUV0SKNO5CiP7AM0BzIAg4DrwnpUywaiOAN4DhQBhwEHhVSvlraShtxsZz9wvDt1Eo9+/cged995XmbRWK28K6mISUkr/+9a8kJSXx6aefFsu4Hzp0yME4Xbp0CYBnn32W8ePH06JFC1atWsULL7xAtWrVLEWtU1JSnK5GGBwcTEpKCqAVAklISKBOnToIIXjrrbeIiori+eef55lnnin2mvq//fYbSUlJdO/evcA2rujlCt9++y1ZWVlOC3cEBQVRs2ZNDhw4oIy7iTHAaWA0cBXoCSwXQoRJKRea2rwOTAbGAYmmc7YLIRpLKS+VvNoaxvR0EKD3Bny1D4Yy7PcWxfGcy5qUlBSmTp3KunXruHDhgiVDpXr16sW6zqVLlwiz+3VqNGpVyV544QXGjx8PQIcOHTh27Bh///vfLcYdnBfEllJa5J6enmzdupUzZ84QEBBAWFgYhw4dYtOmTRw/fpykpCSGDRvGwYMHiY2NZenSpdxXyP/dpk2baNmyZZH1TYvSyxUSEhJo1KgRTZo0cXo8LCzM8kVY0XEl5v6olPIpKeVKKeVOKeVrQAKaAUcI4YNm3P8upfxQSrkd6A9IoFRXow/s3p2Yd7vjFREIOn3RJygUZciQIUNYsWIF48aNY9u2bRw8eJChQ4cWWRTanqysLIeC0yEhIYBm0K3p2LEjR48etewHBwdzw/SL15rU1FQHz7l27dqWL5G//e1vTJs2jeDgYF599VWio6NJSkqifv36vPrqq4Xqu2nTpiJj9AXpdePGDZfXPb927Rrbt28v9FeQt7d3sd9vd6VIz11KedWJ+BfA/LumDRAIrLQ6J10IsQHoARRdR+oOEFnXwF/F2BXlm6ysLDZt2sSHH35IfHy8RW72uItDSEiIgyEsKFQipUSny/fhYmJiSEy0fUZx/vx50tPTiYmJcXqNhIQEUlNTeemllwDYtWsXe/bswc/Pj/j4eB555JECdU1JSWHfvn0sWLCg0D7FxMRY9PD397fIExMTC9TLnlWrVpGXl1doLdUbN25YvggrOrebLdMGMLsDMYABOGnX5pjpWOmScR38Qkv9NgrFnZCdnY3BYLDxuG/dusX69euLfa3o6GiH4tFt2rQhODiYHTt22Mh37NhBs2bNLPs9evTgu+++49atWxbZihUr8PX1dWqkMzMzmTBhAvPmzbN5gJuRkQFAeno6spA6zFu3bqVKlSpFFoLu2rUroOXQm7l48SJ79uxxubhFQkICLVu2pG7duk6PG41Gzp07R/369V26nrtT7GwZIUQnNK99qEkUDKRJKe3LgKcAfkIILylljpPrvAi8CNrT+tsm/SqEOh9MhaK8EBQURIsWLZgxYwaBgYHodDreeecdgoKCuHnzZrGu1bZtW4cvBS8vL6ZMmcL48eOpXLkyLVq0YPXq1fz73/+2pDiCNplnwYIF9O3blwkTJnDq1CmmTZvGmDFjbNIjzcyePZuHHnqIzp07W2SPPPIIkydP5rXXXmP27NmFTgratGmTTby/ICIjIxk2bBijRo1CSmmZxFSrVi2efvppS7sZM2YwY8YM8vLybM43fxG8//77Bd7j+PHjpKWl0bZt2yL1qRAUlADvbANqA38Ca61kbwIpTtr+H1rc3bOo697uJCYppZSz75dy/au3f77CbXD3SUwnT56UHTp0kH5+frJGjRry3XfflVOnTpWhoaGWNq5MYjp48KAUQsizZ8863OP999+XtWvXlp6enrJx48Zy9erVDm2OHDkiO3ToIH18fGTVqlXlpEmTZF5enkO78+fPy8qVK8uTJ0/ayM+ePSvbt28vAwICZIcOHeT58+ed9tdgMMjQ0FC5du1al96frKwsOXr0aBkWFib9/Pxkjx495KlTp2zaTJ06VWpmy5Z58+ZJnU4nL1y4UOD1586dK6OioqTRaHRJn/LC7U5iKo5hD0ELtRwE/K3kLwN5gN6u/Tgg3ZVr37ZxNxiknBYs5fbpt3e+wq1wd+NekjRr1kzOnj27rNUolL1790ovLy/LF1VZ07p1a/nWW2+VtRrFplRnqAoh/ICNgBfQS0qZbnU4EdAD99udFmM6Vnpkp4I0qJi74p7jzTff5KOPPnIIT5Qn2rRpQ3Z2tsPEpLJg//79JCYmFms9HHenSOMuhPAAvgHqAT2klJftmvwE3ERLfzSf4wc8ChRv3nBxyTBNI/ZT2TKKe4snnniC4cOHc+HChbJWxS24fv06y5YtczmtsiLgygPVj9EmLv0NCBFCtLY69ouUMksI8Q4wWQiRQv4kJh2w0OFqJUm6KUtTee6KewwhRKHL5ypscTXjpiLhinHvavo738mxKOAM8A6aMX8DCAV+BrpIKf8sAR0LJuOa9tfv3shbVRR/xqJC4c7IQtJMi8KVSUy1XWgjgZmm7e7hFwIN+kCgWnLgXsDT05PMzEz8TBW3FIqKTmZmJp6enrd1rluvCknN1tqmuCeIiIjgwoULVK9eHV9fX+XBKyosUkoyMzO5cOECVapUua1ruLdxV9xTmCfZXLx4kdzc3DLWRqEoXTw9PalSpYrTyWWuoIy7wq0IDAy87Q+7QnEv4daVmBQKhULhHGXcFQqFogKijLtCoVBUQJRxVygUigqIMu4KhUJRAVHGXaFQKCog4k6mt5aYEkJcAc7e5ulhaIW7KwKqL+UT1ZfyieoL1JJSOq08Xi6M+50ghPhZShlb1nqUBKov5RPVl/KJ6kvhqLCMQqFQVECUcVcoFIoKSEUw7ovLWoESRPWlfKL6Uj5RfSkEt4+5KxQKhcKRiuC5KxQKhcIOZdwVCoWiAuK2xl0I0VAIsUMIkSGEuCiEmCGE0Je1XoUhhBgihJBOtnirNkIIMVEIcV4IkSmE+LcQ4oGy1Nuk1/1CiH8IIf6fEMIghNjtpI1Lupf12LnYlzNOxumSk3Zl1hchRH8hxHohxAUhRJoQ4pAQYpBdG3cZE1f6Uu7HxHT/J4QQPwkhrgkhsoQQx4UQk4QQXlZtSn1c3HI9dyFEMLAdOAo8BtQF3kf7sppUhqq5Skcg02r/lNXr14HJwDjyi41vF0I0llI6fJDvIo3QCqX/B/AqoE2RupeTsXOlLwDLsS3ynmN9sBz0ZQxwGhiNNgGmJ7BcCBEmpTTr7S5j4kpfoPyPCWh1pHcBc4AbQEtgGlAVeMXUpvTHRUrpdhtaIe4UINBKNh7IsJaVtw0YAkggoIDjPkAqMMVK5g9cAd4uY911Vq9XAbtvR/fyMHZF9cUkPwO8V54/h0CYE9ly4LQbjkmhfXGXMSlEr5lohl7crXFx17BMD+A7KeVNK9nXgC/wSNmoVCK0AQKBlWaBlDId2IDW5zJDSmksoomrupf52LnQF1cp075IKZ1NV/8FiDC9dqcxKaovrlLmfSmAa+T/Srwr4+Kuxj0G7aeMBSnlObRvtJgy0ah4/CGEyDPF4l6ykscABuCkXftjlP9+uaq7O43dUCFEjhAiVQixSghRy+54eexLG7Sf8eD+Y2LdFzNuMyZCCL0Qwk8I0Q54FVgkNff7royLW8bcgWC0nzj2pJiOlVeS0eJsBwA9MAj4RAjhJ6Wch6Z7mpTSYHdeCuAnhPCSUuZQPnFVd3cZu3VoMfkkoAEwFdgjhGgipUw1tSlXfRFCdEKLzQ41idx2TJz0BdxvTNIBb9Prf6HF1+EujYu7GnfQYtf2iALk5QIp5XfAd1aiLUIIb2CSEGK+uZmTU0Uhx8oTrupe7sdOSvk3q909QoifgF+B54EPrJs6Of2u90UIURstRr1OSrnU6pDbjUlBfXG3MUH75eGH9kB1CvAh8LLpWKmPi7sa9xSgshN5EM6/6cozq4ABQG20flUSQujtvtUrAxlSytwy0M9VXNXdLcdOSnlYCHEceMhKXC76IoQIAbYA54CnrQ653ZgU0hcHyvOYAEgp/2t6+aMQ4iqwTAjxPndpXNw15p6IXcxJCFED7YlzotMzyj8STXc9cL/dMYfYWznEVd3dfeysPaYy74sQwg/YiPawrpfpwZy1fm4zJkX0pTDK1ZgUgNnQR3GXxsVdjfsWoJsQopKV7Em03PEfykal26YfWl7vWeAn4CbQ33zQ9IF/FK3P5RlXdXfLsRNCNAaigUNW4jLtixDCA/gGqAf0kFJetmviNmPiQl+cnVPuxqQQ2pr+nuZujUtZ5X3eYc5oMNrDye+BzsCLQBplnAvugt6rgQloKU69gS/QvI6RVm3eQHsaPgLoBGxCM/5Vylh3P+AJ07YPOGK17+eq7uVh7IrqC9ALSAAGAx2A4cAFtMlmgeWlL2grCUq0TIzWdpu3m41JoX1xlzEx6bAVeM30f94VmG7S4WurNqU+Lnels6X0BjYEdqJ9iyUDbwH6starCJ1nAcdNg5qJ5nE8Y9dGAG+iZQRkAnuAB8uB7rVN/3zOttrF0b2sx66ovgBNgR1ok0pygUvAUuC+8tQXtEk9FWVMCu2Lu4yJ6f5vAYdNhvgGWkhmJOBp1abUx0Ut+atQKBQVEHeNuSsUCoWiEJRxVygUigqIMu4KhUJRAVHGXaFQKCogyrgrFApFBUQZd4VCoaiAKOOuUCgUFRBl3BUKhaIC8v8BNeNaU97H6sAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(valid_none_acc1, 'C0')\n",
"plt.plot(valid_pruning_06_acc1, 'C1')\n",
"plt.plot(valid_decor_07_acc1, 'C2')\n",
"plt.plot(valid_all_06_07_acc1, 'C3')\n",
"plt.legend(['default','pruning(60%)', 'decorrelation(0.7)', 'all(60% / 0.7)'])#, '0.9'])\n",
"plt.title('Model Accuracy')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}