-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathRworkshopII.html
680 lines (516 loc) · 615 KB
/
RworkshopII.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
<!DOCTYPE html>
<html>
<head>
<title>Hello, R!</title>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="X-UA-Compatible" content="chrome=1">
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="apple-mobile-web-app-capable" content="yes">
<link href="data:text/css;charset=utf-8,%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Open%20Sans%27%3B%0Afont%2Dstyle%3A%20normal%3B%0Afont%2Dweight%3A%20400%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVyseR0AAI5wAAAAHE9TLzKhPb8OAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IA9NGKQAAA%2B0AAAAomZwZ21%2BYbYRAAAG9AAAB7RnYXNwABUAIwAAjmAAAAAQZ2x5ZqzBrbUAABIIAABRVGhlYWT5NhTaAAABDAAAADZoaGVhDrcE%2BgAAAUQAAAAkaG10eJh3VwIAAAHoAAADWGtlcm4Mlg8JAABjXAAAIwRsb2NhdpdjTAAAEFgAAAGubWF4cAJdAUoAAAFoAAAAIG5hbWXeiHLCAACGYAAABglwb3N0gnjp1QAAjGwAAAHycHJlcEO3lqQAAA6oAAABCQABAAAAARmaMibrIV8PPPUAHwgAAAAAAMnt2GAAAAAAye3YYP55%2FhAHrgdzAAAACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2Fnn%2BeweuAAEAAAAAAAAAAAAAAAAAAADWAAEAAADWAEIABQA9AAQAAgAQAC8AXAAAAQ4AmQADAAEAAwROAZAABQAIBZoFMwAAAR8FmgUzAAAD0QBmAfEIAgILBgYDBQQCAgTgAALvQAAgWwAAACgAAAAAMUFTQwBAACAgrAYf%2FhQAhAiNAlggAAGfAAAAAARIBbYAAAAgAAEIAAAAAAAAAAQUAAACFAAAAiMAmAM1AIUFKwAzBJMAgwaWAGgF1wBxAcUAhQJeAFICXgA9BGoAVgSTAGgB9gA%2FApMAVAIhAJgC8AAUBJMAZgSTALwEkwBkBJMAXgSTACsEkwCFBJMAdQSTAF4EkwBoBJMAagIhAJgCIQA%2FBJMAaASTAHcEkwBoA28AGwcxAHkFEAAABS8AyQUMAH0F1QDJBHMAyQQhAMkF0wB9BecAyQI7AMkCI%2F9gBOkAyQQnAMkHOQDJBggAyQY7AH0E0QDJBjsAfQTyAMkEZABqBG0AEgXTALoEwwAAB2gAGwSeAAgEewAABJEAUgKiAKYC8AAXAqIAMwRWADEDlv%2F8BJ4BiQRzAF4E5wCwA88AcwTnAHMEfQBzArYAHQRiACcE6QCwAgYAogIG%2F5EEMwCwAgYAsAdxALAE6QCwBNUAcwTnALAE5wBzA0QAsAPRAGoC0wAfBOkApAQCAAAGOQAXBDEAJwQIAAIDvgBSAwgAPQRoAe4DCABIBJMAaAIUAAACIwCYBJMAvgSTAD8EkwB7BJMAHwRoAe4EIQB7BJ4BNQaoAGQC1QBGA%2FoAUgSTAGgCkwBUBqgAZAQA%2F%2FoDbQB%2FBJMAaALHADECxwAhBJ4BiQT0ALAFPQBxAiEAmAHRACUCxwBMAwAAQgP6AFAGPQBLBj0ALgY9ABoDbwAzBRAAAAUQAAAFEAAABRAAAAUQAAAFEAAABvz%2F%2FgUMAH0EcwDJBHMAyQRzAMkEcwDJAjsABQI7ALMCO%2F%2FHAjsABQXHAC8GCADJBjsAfQY7AH0GOwB9BjsAfQY7AH0EkwCFBjsAfQXTALoF0wC6BdMAugXTALoEewAABOMAyQT6ALAEcwBeBHMAXgRzAF4EcwBeBHMAXgRzAF4G3QBeA88AcwR9AHMEfQBzBH0AcwR9AHMCBv%2FaAgYAqQIG%2F7MCBv%2FsBMUAcQTpALAE1QBzBNUAcwTVAHME1QBzBNUAcwSTAGgE1QBzBOkApATpAKQE6QCkBOkApAQIAAIE5wCwBAgAAgIGALAHYgB9B4kAcQS8AQwEngFvBLwBCAQAAFIIAABSAVwAGQFcABkB9gA%2FAs0AGQLNABkDPQAZAwIApAJvAFICbwBQAQr%2BeQLHABQEuAA%2FAAAAAwAAAAMAAAAcAAEAAAAAAKwAAwABAAAAHAAEAJAAAAAgACAABAAAAH4A%2FwExAVMCxgLaAtwgFCAaIB4gIiA6IEQgdCCs%2F%2F8AAAAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrP%2F%2F%2F%2BP%2Fwv%2BR%2F3H9%2F%2F3s%2FevgteCy4LHgruCY4I%2FgYOApAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAEAAAAAAAAAAQIAAAACAAAAAAAAAAAAAAAAAAAAAQAAAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwdHh8gISIjJCUmJygpKissLS4vMDEyMzQ1Njc4OTo7PD0%2BP0BBQkNERUZHSElKS0xNTk9QUVJTVFVWV1hZWltcXV5fYGEAhoeJi5OYnqOipKalp6mrqqytr66wsbO1tLa4t7y7vb4AcmRladB4oXBrAHZqAIiaAHMAAGd3AAAAAABsfACouoFjbgAAAABtfQBigoWXw8TIyc3Oysu5AMEA09XR0gAAAHnMzwCEjIONio%2BQkY6VlgCUnJ2bwsXHcQAAxnoAAAAAAEBHW1pZWFVUU1JRUE9OTUxLSklIR0ZFRENCQUA%2FPj08Ozo5ODc2NTEwLy4tLCgnJiUkIyIhHxgUERAPDg0LCgkIBwYFBAMCAQAsILABYEWwAyUgEUZhI0UjYUgtLCBFGGhELSxFI0ZgsCBhILBGYLAEJiNISC0sRSNGI2GwIGAgsCZhsCBhsAQmI0hILSxFI0ZgsEBhILBmYLAEJiNISC0sRSNGI2GwQGAgsCZhsEBhsAQmI0hILSwBECA8ADwtLCBFIyCwzUQjILgBWlFYIyCwjUQjWSCw7VFYIyCwTUQjWSCwBCZRWCMgsA1EI1khIS0sICBFGGhEILABYCBFsEZ2aIpFYEQtLAGxCwpDI0NlCi0sALEKC0MjQwstLACwKCNwsQEoPgGwKCNwsQIoRTqxAgAIDS0sIEWwAyVFYWSwUFFYRUQbISFZLSxJsA4jRC0sIEWwAENgRC0sAbAGQ7AHQ2UKLSwgabBAYbAAiyCxLMCKjLgQAGJgKwxkI2RhXFiwA2FZLSyKA0WKioewESuwKSNEsCl65BgtLEVlsCwjREWwKyNELSxLUlhFRBshIVktLEtRWEVEGyEhWS0sAbAFJRAjIIr1ALABYCPt7C0sAbAFJRAjIIr1ALABYSPt7C0sAbAGJRD1AO3sLSywAkOwAVJYISEhISEbRiNGYIqKRiMgRopgimG4%2F4BiIyAQI4qxDAyKcEVgILAAUFiwAWG4%2F7qLG7BGjFmwEGBoATpZLSwgRbADJUZSS7ATUVtYsAIlRiBoYbADJbADJT8jITgbIRFZLSwgRbADJUZQWLACJUYgaGGwAyWwAyU%2FIyE4GyERWS0sALAHQ7AGQwstLCEhDGQjZIu4QABiLSwhsIBRWAxkI2SLuCAAYhuyAEAvK1mwAmAtLCGwwFFYDGQjZIu4FVViG7IAgC8rWbACYC0sDGQjZIu4QABiYCMhLSxLU1iKsAQlSWQjRWmwQIthsIBisCBharAOI0QjELAO9hshI4oSESA5L1ktLEtTWCCwAyVJZGkgsAUmsAYlSWQjYbCAYrAgYWqwDiNEsAQmELAO9ooQsA4jRLAO9rAOI0SwDu0birAEJhESIDkjIDkvL1ktLEUjRWAjRWAjRWAjdmgYsIBiIC0ssEgrLSwgRbAAVFiwQEQgRbBAYUQbISFZLSxFsTAvRSNFYWCwAWBpRC0sS1FYsC8jcLAUI0IbISFZLSxLUVggsAMlRWlTWEQbISFZGyEhWS0sRbAUQ7AAYGOwAWBpRC0ssC9FRC0sRSMgRYpgRC0sRSNFYEQtLEsjUVi5ADP%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%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%2BALACIz6xAQIGDLAKI2VCsAsjQgGwASM%2FALACIz%2BxAQIGDLAGI2VCsAcjQrABFgEtLLCAsAJDULABsAJDVFtYISMQsCAayRuKEO1ZLSywWSstLIoQ5S1AmQkhSCBVIAEeVR9IA1UfHgEPHj8erx4DTUsmH0xLMx9LRiUfJjQQVSUzJFUZE%2F8fBwT%2FHwYD%2Fx9KSTMfSUYlHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwNHRhkf60YBIzMiVRwzG1UWMxVVEQEPVRAzD1UPD08PAh8Pzw8CDw%2F%2FDwIGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dSsrKysrdCtzdCsrKysrKysrKysrKytzdCsrKxheAAAABhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABEgAFACRAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAE%2FyU%2F%2B3%2Bhf%2Fq%2Fqn%2F7AAY%2FrwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAiwCBAN0AmACPAI4AmQCIAIEBDwCKAAAAAAAAAAAAAAAAADIAWADgAVwBzgJMAmYCkgK%2BAvoDJgNEA1oDfAOWA9gEAgREBKIE5AUwBY4FsAYgBn4GtAboBwgHMgdSB6oIMghyCM4JDAlICX4JrAn8Ci4KRApsCpwKugr4CzALdgu0DAgMVgyqDM4NAg0qDW4Nng3GDfIOFg4wDlQOdg6MDqwPCA9eD5oP7hA8EHwREBFOEXwRuhH4EhASaBKiEuQTOhOOE8IUFBRUFJIUuhUGFTYVcBWcFd4V9hY8FnYWdhaoFvQXRheUF%2BgYDhiKGMAZPBmKGcYZ5BnsGnYajBrEGuIbHBtsG4wbzBv8HB4cUBx4HLIc6h0AHRYdLB2KHZwdrh3AHdId5B3wHj4eSh5cHm4egB6SHqQeth7IHtofMh9EH1YfaB96H4wfnh%2FMIDggSiBcIG4ggCCSINQhPCFMIVwhbCF8IY4hoCIsIjgiSCJYImgieiKMIp4isCLCIyojOiNKI1ojaiN6I4wj0iQ4JEgkWCRoJHokiiTiJPQlDCVwJeomFCZKJoQmmiawJs4m7Cb0JyQnVidwJ5AntCfYJ%2FIoNCiqAAAAAgCY%2F%2BMBiQW2AAMADgArQBQDCQkCBAQPEAEBDAIMBk9ZDBYCAwA%2FPysREgA5GC8REgE5ETMzETMxMAEjAzMDNDMyFhUUBiMiJgFGaTPP4Xg6P0A5NEQBkwQj%2BrSIRkJARz8AAAIAhQOmArAFtgADAAcAH0ANAAMHBAMECAkGAgcDAwA%2FM80yERIBOTkRMxEzMTABAyMDIQMjAwE%2FKGkpAispaCkFtv3wAhD98AIQAAACADMAAAT2BbYAGwAfAJlAVQgfHBUEFAkRDAwJEg8OCwQKExMUFh0eBwQGFwQBABkEGAUFBhQGCiEDGhcDGAoYICEIBAwNDE5ZHAENHwAQERBOWRkVEU8NAU8RAQ0RDREFFxMDCgUALzM%2FMxI5OS8vXV0RMzMrEQAzMxEzMysRADMzERIBOTkRFzMREjk5ETMREhc5ERIXOREzERIXOTIyETMREhc5MTABAyEVIQMjEyEDIxMhNSETITUhEzMDIRMzAyEVASETIQPVQgEb%2Fs1UiVT%2B0VKIUP76AR9E%2FusBK1KLUgExVIZUAQj85QEvQv7RA4P%2BrIH%2BUgGu%2FlIBroEBVH8BtP5MAbT%2BTH%2F%2BrAFUAAMAg%2F%2BJBAwGEgAgACYALQBmQDUnESUdFwQEKhQNBSEAABkFEQkFLi8lDQYNTVkDBiQOKg5MWR0qKxwUHE1ZFyoUBhQGFAUWBQAvLxI5OS8vEjkyKxEAMxEzKxEAMxEzKxEAMxESARc5ETMRMzMzMxEzMzMRMzEwARQGBxUjNSImJzUeATMRLgE1NDY3NTMVFhcHJicRHgIHNCYnETYBFBYXEQ4BBAzMt4Fw0kNT2VnNpcungbirNJWanZxKqlmA2f3dWm9jZgHBiLEX6N8jH5wlLwG4QayIg6gStrQFRYM7C%2F5OMl97ZUhZLP57HgMHTFwpAYMQXQAABQBo%2F%2BwGLQXLAAkAFQAhAC0AMQBFQCQAEAUKFigcIiIuKAowEAYyMwMNHysNKw0rMDEGMBgZJRkHEwcAPzM%2FMz8%2FEjk5Ly8RMxEzERIBFzkRMxEzETMRMzEwExQWMzIRECMiBgUUBiMiJjU0NjMyFgEUFjMyNjU0JiMiBgUUBiMiJjU0NjMyFgkBIwHySlOkpFNKAcqZlIyblZKRnAGmSlRUUFBUVEoBy5mUjpmVko6f%2Fv781ZMDKwQCqqoBVAFSqKrk6e7f4%2Bbu%2FNurqaetq6Wlq%2BPp7t7j5usDIPpKBbYAAAAAAwBx%2F%2BwF0wXNAAsAFQA1AFFAMBMWAB0GIyorListIw4mGR0WCTY3MwxJWTMTDyctDjAFLwMZJgMqKiAvEiAJSlkgBAA%2FKwAYPxI5Lxc5Ehc5PysREgEXOREzETMRMxEzMTABFBYXPgE1NCYjIgYTMjcBDgIVFBYlNDY3LgI1NDYzMhYVFAYHAT4BNzMCBwEjJw4BIyImAZ5IV4FlZ1ZZb5vxn%2F5Lb1wsm%2F65i7RVPSTEr6K6iJ0BlzhDF6hEiQEr5bl29JbX7QSTRX1YS39TTWFg%2B52aAahEWWZBdYn6gshmX2JqOZaop5VrtV3%2BeT6nY%2F7ilP7dsmpc1AAAAQCFA6YBPwW2AAMAFLcAAwMEBQIDAwA%2FzRESATkRMzEwAQMjAwE%2FKGkpBbb98AIQAAAAAAEAUv68AiEFtgANABxADAcACgQABA4PCycDAwA%2FPxESATk5ETMRMzEwExASNzMGAhUUEhcjJgJSm5KikJGUi6CTmgIxAQkBzq7B%2FjL08P42vaoBxgAAAAABAD3%2BvAIMBbYADQAcQAwECgcACgAODwoDBCcAPz8REgE5OREzETMxMAEQAgcjNhI1NAInMxYSAgybkqCLlJGQopOaAjH%2B%2Bf46qLwBy%2FD0Ac7Br%2F4xAAAAAQBWAn8EDgYUAA4AMEAbAwUEAQcNCgkLCQ8QBAoBDQIMDA0KBwQGCA4AAD%2FEMhc5ETMRMxEzERIBFzkxMAEDJRcFEwcLAScTJTcFAwKRKwGOGv6D%2BKywoLDy%2FocdAYcrBhT%2BdW%2B2H%2F66XgFq%2FpZeAUYftm8BiwAAAQBoAOMEKQTDAAsAKEATAAQECQUFDA0DBwgHUFkADwgBCAAvXTMrEQAzERIBOREzMxEzMTABIRUhESMRITUhETMCjQGc%2FmSL%2FmYBmosDF4r%2BVgGqigGsAAEAP%2F74AW0A7gAIABG1BQAJCgUAAC%2FNERIBOTkxMCUXBgIHIzYSNwFeDxpiNX0bQQ3uF2T%2B93JoATJcAAEAVAHZAj8CcQADABG1AgAFBAABAC8zERIBOTkxMBM1IRVUAesB2ZiYAAAAAQCY%2F%2BMBiQDyAAsAGEALBgAADA0JA09ZCRYAPysREgE5ETMxMDc0NjMyFhUUBiMiJpg9OTpBQjkzQ2pDRUVDQUY%2FAAABABQAAALbBbYAAwATtwIABAUDAwISAD8%2FERIBOTkxMAkBIwEC2%2F3fpgIhBbb6SgW2AAAAAgBm%2F%2BwELQXNAAsAFwAoQBQSAAwGAAYZGAkVS1kJBwMPS1kDGQA%2FKwAYPysREgE5OREzETMxMAEQAiMiAhEQEjMyEgEQEjMyEhEQAiMiAgQt7%2Fbs9u707vf84ZakppWVpqSWAt3%2Bhf6KAX8BcgF%2BAXL%2Bfv6S%2FsH%2B3QEnATsBOwEl%2Ft8AAQC8AAACywW2AAoAJEAQCQABCAELDAQJBwcBCQYBGAA%2FPxI5LxI5ERIBOTkRMzMxMCEjETQ3DgEHJwEzAsuiCBU01FgBg4wEEoJ0FS6scgErAAAAAQBkAAAEJQXLABkAK0AXGAEHEwATDgEEGhsQCktZEAcBGExZARgAPysAGD8rERIBFzkRMxEzMTApATUBPgI1NCYjIgYHJzYzMhYVFAIHARUhBCX8PwGBsHA4jn5bo2RYyu7O6pzW%2FsAC8I8Bg7KYkFN1iTxPcajTsov%2B8ND%2BxwgAAAAAAQBe%2F%2BwEGwXLACcAQ0AkGwATBwcAAxYiDQYoKQMXFhcWS1kXFwolJR5LWSUHChFLWQoZAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzMTABFAYHFR4BFRQEISImJzUeATMgERAhIzUzMjY1NCYjIgYHJz4BMzIWA%2B6dkLCq%2Ft7%2B9XTBW1%2FXYAF7%2Fl6QkqvIk35gqm1UWuuC1ewEXoyyHggWtJLR4SMsni8xASkBCo%2BXhmt6NEZwR1HDAAACACsAAARqBb4ACgASADxAHhIFCQICCwcDAAMFAxMUAQUSBUxZCQ8HEhIDBwYDGAA%2FPxI5LxI5MysRADMREgEXOREzMzMRMxEzMTABIxEjESE1ATMRMyERNDcjBgcBBGrZn%2F05Araw2f6ICggwKv43AVD%2BsAFQkQPd%2FCkB5o%2B0YD%2F9dgABAIX%2F7AQdBbYAGgA6QB8PAxkUCBQXAwQcGwARS1kAAAYVFRhMWRUGBgxLWQYZAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEyBBUUACMiJzUeATMyNjUQISIHJxMhFSEDNgIt5wEJ%2Ft%2F%2B94JG0GWww%2F6JX59WNwLX%2FbclcwN95cfj%2Fv5PoC0zpp0BMh03AqyZ%2FkkXAAAAAAIAdf%2FsBC8FywAWACQAREAjGhELISEAAAYRAyYlDAsOHU1ZCw4OFAMUF0tZFBkDCE1ZAwcAPysAGD8rERIAORgvOSsRADMREgEXOREzETMRMzEwExAAITIXFSYjIgIDMzYzMhYVFAIjIgAFMjY1NCYjIg4BFRQeAXUBTwFIcUFNY%2Bv4DAxu7sXj%2BdTj%2FvYB646dkpFalllQkwJxAa8BqxOPGf7b%2Fsas7szk%2FvsBVcizqZGmSoJGZ7JoAAAAAQBeAAAEKwW2AAYAH0AQAQUFAAIDBwgDAkxZAwYAGAA%2FPysREgEXOREzMTAhASE1IRUBAR0CXvzjA839qgUdmYX6zwADAGj%2F7AQpBcsAFgAiAC4ATUApFw8mFCwDHQkJAwYRFA8GLzAGESkgKSBLWSkpDAAMGk1ZDBkAI01ZAAcAPysAGD8rERIAORgvKxESADk5ERIBFzkRMxEzETMRMzEwATIWFRQGBx4BFRQGIyImNTQlLgE1NDYDFBYzMjY1NCYnDgEBIgYVFBYXPgE1NCYCSMjqhpOylv7d6vwBMop463enl5WmnMKVhgE6fY52n493kQXLuqRssklVu3u22c28%2B4xOtXCfvfumeIaMemGXR0CbA2d4ZFyEQjyKXGV3AAAAAAIAav%2FsBCUFywAXACUAQUAiGxEiCgoAAAQRAyYnDh5NWQsUDg4CFBQYS1kUBwIHTVkCGQA%2FKwAYPysREgA5GC8SOSsREgEXOREzETMRMzEwARAhIic1FjMyEhMjDgEjIiY1NAAzMhYSASIGFRQWMzI%2BATU0LgEEJf1odERQZvD1Cww3tnLC5AD%2F0JXfeP4Uj5yQk1uZWFKTA0b8phSPGgEpATNTV%2BjQ5AEImf7bATC4pJClSoBGabJmAAAAAgCY%2F%2BMBiQRkAAsAFQAoQBQQBgYMAAAWFw4TT1kOEAkDT1kJFgA%2FKwAYPysREgE5ETMzETMxMDc0NjMyFhUUBiMiJhE0MzIVFAYjIiaYPTk6QUI5M0N2e0I5M0NqQ0VFQ0FGPwO7h4dBRj8AAgA%2F%2FvgBhQRkAAgAEgAiQBABDQ0FCQkUEwsQT1kLEAUAAC%2FNPysREgE5ETMzETMxMCUXBgIHIzYSNwM0MzIVFAYjIiYBXg8aYjV9G0ENFXd7Qjk6Pe4XZP73cmgBMlwC74eHQUZGAAABAGgA8gQpBNkABgAVQAkEAAUBBAcIAwAALy8REgEXOTEwJQE1ARUJAQQp%2FD8DwfzyAw7yAaZiAd%2BV%2Fo3%2BuAAAAgB3AcEEGQPjAAMABwAqQBUHAgQAAgAJCAQFUFkEAQBQWQ8BAQEAL10rABgvKxESATk5ETMRMzEwEzUhFQE1IRV3A6L8XgOiA1qJif5niYkAAAAAAQBoAPIEKQTZAAYAFUAJBQECAAQHCAYDAC8vERIBFzkxMBMJATUBFQFoAw%2F88QPB%2FD8BiQFGAXWV%2FiFi%2FloAAAIAG%2F%2FjAzkFywAbACYAOUAdIRwbAAcTEwAcDgQnKAAAJBAkHk9ZJBYQCklZEAQAPysAGD8rERIAORgvERIBFzkRMxEzETMxMAE1NDY3PgE1NCYjIgYHJzYzMhYVFA4BBw4BHQEDNDMyFhUUBiMiJgEhSGKIR4N7T5ZhO73Ov9QnTH5lQbJ4Oj9AOTREAZM2dZdUc3RSZm8lMYdjvKtJb2NuVnJfIf7XiEZCQEc%2FAAAAAgB5%2F0YGuAW0ADUAPwBFQCIjLjYOOwcUGwAAKRQOLgVAQRg4OAQ9CBELEQsRKx8yAyYrAC8zPzMSOTkvLxI5MjMzETMREgEXOREzETMzETMRMzEwARQOASMiJicjDgEjIiY1NBIzMhYXAxUUMzI2NTQCJCMiBAIVEAAhMjcVBiMgABEQEiQhMgQSARQzMhsBJiMiBga4WKBoVnYLCCiVZpap7MBErEUZhVtylP7vsd%2F%2Btq4BQgEv0uLA9P6V%2Fm%2FWAYwBANcBT7f79sPPEg5IVYKTAtmO7IJoUVdizbDMAP8ZFv4qFrLXrLUBEJO5%2Fqnh%2Fs%2F%2BuFaFVAGPAWYBBAGW37X%2Bs%2F6k%2FgE5AQUUtAAAAAACAAAAAAUQBbwABwAOADlAHgIOCwgBBQADAAcDBAcEEA8OAklZCwUODgQFAwAEEgA%2FMz8SOS8SOSsREgE5OREzETMREhc5MTAhAyEDIwEzCQEDJicGBwMEYLb9trSsAkKPAj%2F%2BZaohIxYprAHR%2Fi8FvPpEAmoBxVZ9YHP%2BOwAAAAMAyQAABL4FtgAOABcAIABJQCYTBB0KDxkZDgoEBw4EISIIDxgPGEpZDw8OAA4ZSlkOEgAXSlkAAwA%2FKwAYPysREgA5GC8rERIAORESARc5ETMRMxEzETMxMBMhIAQVFAYHFQQRFAQjIRMhMjY1NCYrARkBITI2NTQmI8kBnQEjAQSRiwFN%2Fvfu%2FgKqARi0nrDA%2BgExsbO3uwW2rryCqRkKOf7bxNwDRHGGe239kf3diZKIgAAAAAABAH3%2F7ATPBcsAFgAmQBQDDhQJDgMXGBIASVkSBAsGSVkLEwA%2FKwAYPysREgEXOREzMTABIgAREAAzMjcVBiMgABE0EiQzMhcHJgM78f7pAQ35mcSY3%2F69%2FqGpAT%2FY5qxIpgUz%2Fr%2F%2B6f7h%2Fsc3lTkBiAFp4gFUuFSSTgAAAgDJAAAFWAW2AAgAEQAoQBQOBAkABAASEwUNSlkFAwQOSlkEEgA%2FKwAYPysREgE5OREzETMxMAEQACkBESEgAAMQACEjETMgAAVY%2Fnf%2Bj%2F5rAcABVQF6tP7h%2FuX3zwEwATIC6f6W%2FoEFtv6G%2FqcBHgEi%2B3ABKwAAAQDJAAAD%2BAW2AAsAOkAfBgoKAQQACAEEDA0GCUlZBgYBAgIFSVkCAwEKSVkBEgA%2FKwAYPysREgA5GC8rERIBFzkRMxEzMTApAREhFSERIRUhESED%2BPzRAy%2F9ewJe%2FaIChQW2l%2F4plv3mAAAAAQDJAAAD%2BAW2AAkAMkAaBgAAAQMIAQMKCwYJSVkGBgECAgVJWQIDARIAPz8rERIAORgvKxESARc5ETMRMzEwISMRIRUhESEVIQFzqgMv%2FXsCXv2iBbaX%2FemXAAABAH3%2F7AU9BcsAGwA6QB8UCBkCAg4bCAQcHQAbSVkAAAUMDBFJWQwEBRdJWQUTAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEhEQ4BIyAAETQSJDMyFwcmIyAAERAAITI3ESEDTAHxdPCe%2FrT%2BjrcBWOfqykLGt%2F71%2FtQBIQEYmJH%2BuQL%2B%2FTklJgGLAWTkAVe1VpZU%2FsL%2B5v7Y%2Fs4jAcIAAQDJAAAFHwW2AAsAM0AZCQEBAAgEBAUABQ0MCANJWQgIBQoGAwEFEgA%2FMz8zEjkvKxESATk5ETMRMxEzETMxMCEjESERIxEzESERMwUfqvz%2BqqoDAqoCsP1QBbb9kgJuAAAAAAEAyQAAAXMFtgADABG2AAQFAQMAEgA%2FPxESATkxMDMRMxHJqgW2%2BkoAAAAAAf9g%2Fn8BaAW2AA0AHUANCwgIDg8JAwAFSVkAIgA%2FKwAYPxESATkRMzEwAyInNRYzMjY1ETMRFAYMXjZHTWNnqsD%2BfxuRFHhxBbb6WL7RAAABAMkAAATpBbYACwAqQBUIBAQFBQILCgAFDQwCCAUJBgMBBRIAPzM%2FMxI5ORESARc5ETMRMzEwISMBBxEjETMRATMBBOnI%2FeuZqqoCl8n9tALFiP3DBbb9KwLV%2FYUAAAABAMkAAAP4BbYABQAfQA4DAAAEBgcBAwADSVkAEgA%2FKwAYPxESATk5ETMxMDMRMxEhFcmqAoUFtvrkmgABAMkAAAZxBbYAEwAyQBgIBQUGCw4ODQYNFBUBChEDBgsHAw4ABhIAPzMzPzMSFzkREgE5OREzETMRMxEzMTAhASMWFREjESEBMwEzESMRNDcjAQNQ%2FhAIDp0BAAHPCAHT%2FqoOCP4MBRCa1PxeBbb7SgS2%2BkoDrqK%2B%2BvIAAQDJAAAFPwW2ABAALkAVCQYGBwEPDwAHABESCwMHDwgDAQcSAD8zPzMSOTkREgE5OREzETMRMxEzMTAhIwEjFhURIxEzATMmAjcRMwU%2FwvzhCBCdwAMdCAIOAp8Ey9i0%2FMEFtvs6GwElPwNHAAAAAAIAff%2FsBb4FzQALABcAKEAUEgAMBgAGGRgJFUlZCQQDD0lZAxMAPysAGD8rERIBOTkRMxEzMTABEAAhIAAREAAhIAABEBIzMhIREAIjIgIFvv6d%2FsT%2Bvf6hAWABRAE7AWL7c%2F3x8%2Fj38vP9At3%2Bof5uAYsBaAFlAYn%2BcP6g%2Ftf%2BzQEyASoBJwEx%2Fs0AAgDJAAAEaAW2AAkAEgA0QBoKBQUGDgAGABMUCgRKWQoKBgcHEkpZBwMGEgA%2FPysREgA5GC8rERIBOTkRMxEzETMxMAEUBCEjESMRISABMzI2NTQmKwEEaP7R%2FuasqgF7AiT9C5niyr7JvgQM3u%2F9wQW2%2FRuSoZGOAAAAAAIAff6kBb4FzQAPABsANEAbEAoWAAAEAwoEHB0DDQcNGUlZDQQHE0lZBQcTAD%2FGKwAYPysREgA5ERIBFzkRMxEzMTABEAIHASMBByAAERAAISAAARASMzISERACIyICBb7izgFc9%2F7jN%2F69%2FqEBYAFEATsBYvtz%2FfHz%2BPfy8%2F0C3f7n%2FoxC%2FpYBSgIBiwFoAWUBif5w%2FqD%2B1%2F7NATIBKgEnATH%2BzQAAAAIAyQAABM8FtgAMABUASEAlDQEBAgwJEQcLCgoHCQIEFhcJDQANAEpZDQ0CAwMVSVkDAwsCEgA%2FMz8rERIAORgvKxESADkREgEXOREzETMRMxEzETMxMAERIxEhIAQVEAUBIwElMzI2NTQmKwEBc6oBkQENAQH%2B2gGNyf6e%2Fs%2FptKirvd0CYP2gBbbOz%2F7eZv1vAmCSj4%2BRgAAAAAEAav%2FsBAIFywAkADRAGx4TDAAAGBMFBCUmDB4DFhYbSVkWBAMJSVkDEwA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQEIyAnNR4BMzI2NTQuAScuATU0NjMyFwcmIyIGFRQeARceAQQC%2Fujw%2FvyMWtRoqqw9j5LMr%2F7R2rc1tauHmDiFieatAYXB2EOkJiyBc0xhUjRJyKGpyFCUTHRnTGFRMVK8AAAAAAEAEgAABFoFtgAHACRAEgABBQEDAwgJBwMEA0lZBAMBEgA%2FPysRADMREgEXOREzMTAhIxEhNSEVIQKLqv4xBEj%2BMQUfl5cAAAEAuv%2FsBRkFtgARACVAERABCgcBBxMSEQgDBA1JWQQTAD8rABg%2FMxESATk5ETMRMzEwAREUACEgADURMxEUFjMyNjURBRn%2B0v74%2Fvj%2B36rIwrnIBbb8Tvr%2B4gEg%2FAOu%2FEa3xMW4A7gAAQAAAAAEwwW2AAoAGkALAQQMCwgDAAQDAxIAPz8zEjkREgE5OTEwATMBIwEzARYXNjcEDLf98aj99LQBUDoiJDoFtvpKBbb8TqOaoqEAAAABABsAAAdMBbYAGQAkQBAZChsaFQ4OBQkYEQoDAQkSAD8zPzMzEjk5ETMREgE5OTEwISMBLgEnBgcBIwEzExYXNjcBMwEWFzY3EzMFxaj%2B2RU0ARYw%2FuKo%2Fnu05zAWGzUBBrQBEzAhEzXmtAPTQcYUhJ38MwW2%2FHm%2BmrevA3n8f5vDjswDhQAAAQAIAAAElgW2AAsAI0ASBAYFCwoABg0MAggECQYDAQQSAD8zPzMSOTkREgEXOTEwISMJASMJATMJATMBBJbB%2Fnf%2BcLQB5v47vAFrAW61%2FjsCg%2F19AvwCuv29AkP9TAAAAQAAAAAEewW2AAgAIEAPBAUCBQcDCQoABQEHAwUSAD8%2FMxI5ERIBFzkRMzEwCQEzAREjEQEzAj0Bhrj%2BGKz%2BGboC2wLb%2FIH9yQIvA4cAAAABAFIAAAQ%2FBbYACQArQBcIAQMHAAcEAQQKCwUESVkFAwEISVkBEgA%2FKwAYPysREgEXOREzETMxMCkBNQEhNSEVASEEP%2FwTAwj9EAO%2F%2FPgDHoUEmJmF%2B2kAAQCm%2FrwCbwW2AAcAIEAOBgEEAAEACAkFAgMGAScAPzM%2FMxESATk5ETMRMzEwASERIRUhESECb%2F43Acn%2B3wEh%2FrwG%2Bo36IQAAAQAXAAAC3QW2AAMAE7cDAQQFAwMCEgA%2FPxESATk5MTATASMBugIjpv3gBbb6SgW2AAAAAAEAM%2F68AfwFtgAHACBADgMAAQYABggJAAcnAwQDAD8zPzMREgE5OREzETMxMBchESE1IREhMwEh%2Ft8Byf43tgXfjfkGAAAAAAEAMQInBCMFwQAGABhACQADBwgFAgAEAgAvLzMSORESATk5MTATATMBIwkBMQGyYwHdmP6M%2FrICJwOa%2FGYC6f0XAAAAAf%2F8%2FsUDmv9IAAMAEbUABQEEAQIALzMRATMRMzEwASE1IQOa%2FGIDnv7FgwABAYkE2QMSBiEACQATtgAECwoGgAEALxrNERIBOTkxMAEjLgEnNTMeARcDEm5BsijLIHIsBNk0wD8VRbU1AAAAAgBe%2F%2BwDzQRaABkAJABHQCUiCAseHhkZEggDJSYBAgseR1kCCwsAFRUPRlkVEAUaRlkFFgAVAD8%2FKwAYPysREgA5GC85KxEAMxESARc5ETMRMxEzMTAhJyMOASMiJjUQJTc1NCYjIgcnPgEzMhYVESUyNj0BBw4BFRQWA1IhCFKjeqO5AhO6b3qJrTNRwWHEvf4Om7Gmxq9tnGdJqJsBTBAGRIF7VH8sMq7A%2FRR1qpljBwdtc1peAAIAsP%2FsBHUGFAATAB8AREAiChcXDw8MHQMMAyAhDQAMFRIRChEGAAYaRlkGFgAURlkAEAA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzETMRMzEwATISERACIyImJyMHIxEzERQHMzYXIgYVFBYzMjY1NCYCrtjv8dZrsTwMI3emCAh0zKqWmqqZlpYEWv7Z%2FvL%2B8v7VT1KNBhT%2Bhn9lpIvD5%2BfH39HW0gAAAAABAHP%2F7AOLBFwAFgAmQBQPAwMVCQMYFwYNRlkGEAASRlkAFgA%2FKwAYPysREgEXOREzMTAFIgAREAAzMhYXBy4BIyARFBYzMjcVBgJm7v77AQn1T54tMzeCMv6yo6CJkG4UASUBDAETASwiF40WHf5Wytg7kzkAAAACAHP%2F7AQ3BhQAEgAfAEJAIR0GFwAODhEGESAhEhUPAAABAQwDCQkaRlkJEAMTRlkDFgA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzMxEzMTAlIwYjIgIREBIzMhczLwERMxEjJTI2PQE0JiMiBhUUFgOaCXPl1%2B%2Fw1t93DQcEpof%2BnqqZm6qSm5qTpwEmAQ8BDwEsok9NAb757He5ziPpx%2BPP0tYAAAACAHP%2F7AQSBFwAEwAaADtAHxgKFwsDAxEKAxwbFwtGWRcXAAYGFEZZBhAADkZZABYAPysAGD8rERIAORgvKxESARc5ETMzETMxMAUiABEQADMyEh0BIR4BMzI3FQ4BAyIGByE0JgJ%2F8%2F7nAQXczvD9DQW5qLGtWJ2chJ0OAj2MFAEoAQcBCQE4%2FvHeacHISpQmIQPlrJidpwAAAAABAB0AAAMOBh8AFAA5QB0UDAwTAgIHAwUDFRYKD0ZZCgABBQcFRlkTBw8DFQA%2FPzMrEQAzGD8rERIBOTkRMzMRMzMSOTEwASERIxEjNTc1ECEyFwcmIyIGHQEhAp7%2B6abExAFhV3UrYEReWgEXA8f8OQPHSzw9AZQjhR99ikcAAAMAJ%2F4UBDEEXAAqADcAQQBuQD4rGTglDB89BTETARMFAioiHB8lGQpCQxwPNQ81RlkIO0dZCiIIKg8IDwgWKioCR1kqDyg%2FR1koEBYuR1kWGwA%2FKwAYPysAGD8rERIAOTkYLy8REjk5KysREgA5ERIBFzkRMxEzETMRMxEzMTABFQceARUUBiMiJwYVFBY7ATIWFRQEISImNTQ2Ny4BNTQ2Ny4BNTQ2MzIXARQWMzI2NTQmKwEiBhMUFjMyNTQjIgYEMcscLNzAMStqSlrCsr%2F%2B3P7o1%2BmAdCo5QEVVa9jGVkX%2BEZaM0clumMdxflqCdPP2dX4ESGkYI3FHocAIOFUtK5aPtr%2BgkmSSGhNQNTxaKiOobLTDFPsAWVx9a1lFbAM8c3bs934AAQCwAAAERAYUABYAM0AZDgwICAkAFgkWFxgOCRISBEZZEhAKAAAJFQA%2FMz8%2FKxESADkREgE5OREzETMRMzMxMCERNCYjIgYVESMRMxEUBzM%2BATMyFhURA556gq2fpqYICjG1dMnJAsWGhLzW%2FcMGFP4pVThPW7%2FQ%2FTUAAAIAogAAAWYF3wADAA8AI0ARCgAABAEBEBENB0hZDQIPARUAPz%2FOKxESATkRMzMRMzEwISMRMwM0NjMyFhUUBiMiJgFWpqa0OCooOjooKjgESAEpOTU2ODg3NwAAAv%2BR%2FhQBZgXfAAwAGAAsQBYTCwsNCAgZGhYQSFkWQAkPAAVGWQAbAD8rABg%2FGs4rERIBOREzMxEzMTATIic1FjMyNjURMxEQAzQ2MzIWFRQGIyImK187RUNOSaa0OCooOjooKjj%2BFBmHFFVXBPz7EP68B105NTY4ODc3AAEAsAAABB0GFAAQADZAGxAOCgoLCwgGBAUIBBESDAAAEBAICAMHCxUDDwA%2FPzMSOS85ETM%2FERIBFzkROREzETMzMTABNjcBMwkBIwEHESMRMxEUBwFUK1gBYsX%2BRAHbyf59faSkCAIxPWMBd%2F4t%2FYsCBmz%2BZgYU%2FMc3cwABALAAAAFWBhQAAwAWQAkAAQEEBQIAARUAPz8REgE5ETMxMCEjETMBVqamBhQAAAABALAAAAbLBFwAIwBGQCMVERESCAkAIwkSIwMkJRwWFRUSGQQNGQ1GWR8ZEBMPCQASFQA%2FMzM%2FPzMrEQAzERI5GC8zMxESARc5ETMRMxEzETMxMCERNCYjIgYVESMRNCYjIgYVESMRMxczPgEzIBczPgEzMhYVEQYlcHablKZwd5yRpocbCC%2BragEBTwgxune6uQLJg4Oyuf2cAsmDg7vV%2FcEESJZQWrpWZL%2FS%2FTUAAAEAsAAABEQEXAAUADFAGAAUDAgICRQJFhUMCRAQBEZZEBAKDwAJFQA%2FMz8%2FKxESADkREgE5OREzETMRMzEwIRE0JiMiBhURIxEzFzM%2BATMyFhURA556gqygpocbCDO4ccbIAsWGhLrW%2FcEESJZRWb%2FS%2FTUAAgBz%2F%2BwEYgRcAAwAGAAoQBQTAA0HAAcaGQoWRlkKEAMQRlkDFgA%2FKwAYPysREgE5OREzETMxMAEQACMiJgI1EAAzMgABFBYzMjY1NCYjIgYEYv7y7pPkfAEM7uYBD%2Fy9qKOjqamlo6YCJf70%2FtOKAQKtAQwBK%2F7O%2FvvS3NvT0dnWAAAAAgCw%2FhQEdQRcABQAIQA%2FQCAZCwQHBwgfEggSIiMECwAPDxVGWQ8QCQ8IGwAcRlkAFgA%2FKwAYPz8%2FKxESADk5ERIBOTkRMxEzETMzMzEwBSImJyMWFREjETMXMz4BMzISERACAyIGBxUUFjMyNjU0JgKua7E8DAymhxcIQKpu2u3x7qiWApqqjqGhFE9SYFb%2BPQY0llpQ%2Ftb%2B8%2F7y%2FtUD47rLJefH5srN2wAAAAIAc%2F4UBDcEXAAMAB8AREAiChAdFgMaGhkQGSAhGhsXDx0eHhYNExMHRlkTEA0ARlkNFgA%2FKwAYPysREgA5OREzGD8%2FERIBOTkRMxEzMzMRMzEwJTI2NzU0JiMiBhUUFhciAhEQEjMyFzM3MxEjETQ3IwYCTqaYBZypkpuZfdTu8NbheQkYg6YLDXN3stMl5srjz8%2FZiwEqAQsBDQEuqpb5zAHVZEanAAEAsAAAAycEXAAQACpAFA0JCQoKAhESCw8NAAoVAAVGWQAQAD8rABg%2FEjk%2FERIBOTkRMxEzMTABMhcHJiMiBhURIxEzFzM%2BAQKkSToXRDSFvaaJEwg9rARcDJoP2KH9tARIy2t0AAAAAQBq%2F%2BwDcwRcACQANkAcHhMMAAAYBRMEJSYMHgMWFhtGWRYQBgMJRlkDFgA%2FKwAYLz8rERIAOTkREgEXOREzETMxMAEUBiMiJzUeATMyNjU0JicuAjU0NjMyFwcmIyIGFRQeARceAQNz5M7aek%2B1VIKMb6GZgT%2FavrGpO6WGdngtZI7DiQErmaZFmiguU1VAWz45VWxLhptIh0RKQSw%2BODVHkAABAB%2F%2F7AKoBUYAFgA0QBsQFBQJCwkSAwQYFwoTEBNHWQ5AEA8HAEZZBxYAPysAGD8azSsRADMREgEXOREzETMxMCUyNjcVDgEjIBkBIzU%2FATMVIRUhERQWAhIsUhgbaSr%2Bwp2dRmABPv7CXnUNB38NEQFPAoxQRer%2Bgf17Y2oAAAEApP%2FsBDkESAAUADRAGQETBwwMChMKFRYMDQ0QCBQPEARGWRAWCxUAPz8rABg%2FMxI5ETMREgE5OREzETMRMzEwAREUFjMyNjURMxEjJyMOASMiJjURAUx6gqyfpokYCTO1dMjHBEj9OYaEvNUCQPu4k1FWvtECzQAAAAABAAAAAAQCBEgACwAYQAoBCgwNBQkBDwAVAD8%2FMzkREgE5OTEwIQEzExYXMzYSEzMBAaD%2BYLLsUA4IC3XMsv5gBEj9duRENQFNAjD7uAAAAAEAFwAABiMESAAcACxAFAkbHR4XFg4NAwQNBAgaEgkPAAgVAD8zPzMzEjk5ETMRMzMzERIBOTkxMCEDJicjBgcDIwEzGgEXMz4BNxMzExYXMz4BEzMBBC%2FJEzQIKB7PwP7VrmpvCAgLMRLJtMQ4FAgEI7%2Bs%2FtECgzvRr1%2F9fwRI%2FmP%2BUEs5tTUCdf2LrHUklgLc%2B7gAAAAAAQAnAAAECARIAAsAIkARBwUGAAEFDA0JAwEICxUEAQ8APzM%2FMxI5ORESARc5MTAJATMJATMJASMJASMBuP6DvQEhASC7%2FoMBkbz%2Bzf7KvAIxAhf%2BXAGk%2Fen9zwG8%2FkQAAQAC%2FhQEBgRIABUAJEASCQ8AAxYXBA0ADRJGWQ0bCAAPAD8yPysREgA5ERIBFzkxMBMzExYXMz4BEzMBDgEjIic1FjMyPwECsvBPEwgNU%2Bay%2FilGu4hMSjdEq0k9BEj9j9ZfM%2FcCfPsguZsRhQzAnAAAAAABAFIAAANtBEgACQArQBcIAQMHAAcEAQQKCwUER1kFDwEIR1kBFQA%2FKwAYPysREgEXOREzETMxMCkBNQEhNSEVASEDbfzlAlb9zwLn%2FbICXXEDVoGB%2FLoAAQA9%2FrwCwQW2ABwALEAVGRoaCxcAAA8HFAMDBwsDHR4TAwQnAD8%2FERIBFzkRMxEzMxEzETMRMzEwJRQWFxUuATURNCYjNT4BNRE0NjMVBhURFAcVFhUB23VxvtB%2BeIJ02Lbm398MZlwCjAKqmgEvaFmNAlxgATKbrIsGwf7Z1ycMJ9cAAQHu%2FhACewYUAAMAFkAJAgMDBAUDGwAAAD8%2FERIBOREzMTABMxEjAe6NjQYU9%2FwAAQBI%2FrwCywW2AB0ALEAVFQUKEhICGQAdHQ4OGQUDHh8VJwYDAD8%2FERIBFzkRMxEzETMzETMRMzEwASY1ETQnNTIWFREUFhcVIgYVERQGBzU%2BATURNDY3Agrf47jTdoJ6fs2%2Bb3RucQI%2FJ9cBJ8EGi66Z%2Fs5hWwKNWWj%2B0ZmrAowCXGYBKXJ4FAAAAAABAGgCUAQpA1QAFwAkQBEDDxgZEgxQWQMSDwYGAFBZBgAvKwAQGMQvxCsREgE5OTEwASIGBzU2MzIWFx4BMzI2NxUGIyImJy4BAVI1fzZkkERxWUJiLzaANmaOSH5IS1oCyUM2l20cJhwbQDmWbiEgIBgAAAIAmP6LAYkEXgADAA4AK0AUAgQEAwkJDxAAAAMMDAZPWQwQAyIAPz8rERIAORgvERIBOREzMxEzMTATMxMjExQjIiY1NDYzMhbbaTPP4Xk8PD85M0YCrPvfBUyHR0A%2FSEAAAAABAL7%2F7APbBcsAGwA%2BQB4WCA0DAwoEABAQBAgDHB0ZBQITCg0CDQINBAsHBBkAPz8SOTkvLxEzMxEzMxESARc5ETMRMzMRMxEzMTAlBgcVIzUmAjUQJTUzFR4BFwcmIyIGFRQWMzI3A8tpk4XLwQGMh0uOMTGFbayin6eNjvA2BsjOIAER%2BgH8PqykAyEXjDPT2dTLOwAAAAEAPwAABEQFyQAdAEhAJhgTCQ0NGhYRAgsWEwUeHwwYGRhOWQkZGRMAExBMWRMYAAVLWQAHAD8rABg%2FKxESADkYLzMrEQAzERIBFzkRMzMRMxEzMTABMhcHJiMiBhURIRUhFRQGByEVITU2PQEjNTMRNDYCqr6qPZqPe30Bpv5aQUoDG%2Fv7zcbG4AXJVIVNfIz%2B2X%2FdZIgsmo0v9N9%2FATyyzQAAAgB7AQYEFwSgABsAJwAgQA0cACIOAA4oKR8VFSUHAC8zMy8zERIBOTkRMxEzMTATNDcnNxc2MzIXNxcHFhUUBxcHJwYjIicHJzcmNxQWMzI2NTQmIyIGuEqHXodogn9miV%2BGSkqDXIlmf4Zkh1yFSoGddHSeoHJ0nQLTemuMXIVJSYVcinF2g2eHXIVHSYVciGt8cKCfcXKipAAAAQAfAAAEcQW2ABYAVkAuEg4HCwsQDAUJAgkDDBQOFQcXGAoODgcPBhISAwATFQ8THxMCDxMPEwwBFQYMGAA%2FPzMSOTkvL10REjkyMhEzETMzETMREgEXOREzETMzETMRMzEwCQEzASEVIRUhFSERIxEhNSE1ITUhATMCSAF7rv5gAQb%2BwwE9%2FsOk%2FsQBPP7EAQD%2BZbIC3wLX%2FP5%2Fqn%2F%2B9AEMf6p%2FAwIAAgHu%2FhACewYUAAMABwAkQBACBgYDBwcICQQDBAMHGwAAAD8%2FOTkvLxESATkRMzMRMzEwATMRIxEzESMB7o2NjY0GFPz4%2Fg389wAAAAIAe%2F%2F4A5YGHQAxAD0AQ0AmMgATBioeOBkZHgwGACMGPj8VAzs2HC0GIQkhJ0dZIRUJEEdZCQAAPysAGD8rERIAFzkREgEXOREzETMRMxEzMTATNDY3LgE1NDYzMhYXBy4BIyIGFRQWFx4BFRQGBxYVFAYjIic1HgEzMjY1NC4BJy4CNxQWHwE2NTQmJw4Bi1ZOSlTPxV6fYTVih0x0dHuaupZSSpnq1NqATsJSho0wbHOOhkKShKcxiZO5RFUDKVaJJShvVXmLHSeDJxs7QDxUN0SXa1qNKVGSjJlBlCUtTEcuOjorNFpyYk1pPRNQb1NwORNkAAAAAgE1BQ4DaAXTAAsAFwAeQAwGAAwSABIYGQ8DFQkALzPNMhESATk5ETMRMzEwATQ2MzIWFRQGIyImJTQ2MzIWFRQGIyImATU1JSY3NyYlNQF9NSUlNzclJTUFcTQuLjQyMTEyNC4uNDIxMQAAAwBk%2F%2BwGRAXLABYAJgA2AEZAJycXAw8vHx8UCQ8XBTc4BgwAEg8MHwwCABIQEgIMEgwSGysjEzMbBAA%2FMz8zEjk5Ly9dXREzETMREgEXOREzETMRMzEwASIGFRQWMzI3FQ4BIyImNTQ2MzIXByYBNBIkMzIEEhUUAgQjIiQCNxQSBDMyJBI1NAIkIyIEAgN9fYd%2Fg1Z9MGVGwtDdv4B2Omz8l8gBXsrIAV7Kwv6i0M%2F%2BosNprgEtrK4BKq%2Bu%2Ftewrv7WrwQjrpqooi18FBzx2NH2PHYz%2FrjIAV7KyP6iysX%2BptDPAVrGrf7Tra4BKbCuASqvrv7XAAACAEYDFAJxBccAFgAfADdAHBcGGwoBARYWEAYDICEcCgoSGRYAAxADAgMNEh8APzPUXcQzEjkvMxESARc5ETMRMzMRMzEwAScGIyImNTQ2PwE1NCMiByc2MzIWFRElFDMyPQEHDgECFBhcjF9vmqV1lGRoK3KFgon%2BUHDJYnBnAyFUYWNmZmkGBCeFM2A4aXn%2BPLxktDEEBDkAAAACAFIAdQOqA74ABgANAClAEwMGCg0CBAsJCQQNBgQODwwFCAEALzMvMxESARc5ETMRMxEzETMxMBMBFwkBBwElARcJAQcBUgFWd%2F7fASF3%2FqoBiwFYdf7hAR91%2FqgCJwGXRf6i%2FqFHAZcbAZdF%2FqL%2BoUcBlwAAAAABAGgBCAQpAxcABQAbQAwCAQQBBgcFBFBZBQIALy8rERIBOTkRMzEwAREjESE1BCmJ%2FMgDF%2F3xAYWKAP%2F%2FAFQB2QI%2FAnESBgAQAAAABABk%2F%2BwGRAXLAAgAFgAmADYAXUAzJxcAERESBAkvHx8NCQwSFwY3OAwQEAAADhMOEggTDxIfEgIAExATAhITEhMbKyMTMxsEAD8zPzMSOTkvL11dETMRMxESOS8zETMREgEXOREzETMRMxEzETMxMAEzMjY1NCYrAQUUBgcTIwMjESMRITIWATQSJDMyBBIVFAIEIyIkAjcUEgQzMiQSNTQCJCMiBAIC02xQYVZdagGyVU3uqM%2BHlAEFppv738gBXsrIAV7Kwv6i0M%2F%2BosNprgEtrK4BKq%2Bu%2Ftewrv7WrwL6U0BLQYhQex7%2BdQFi%2Fp4De4L%2BxcgBXsrI%2FqLKxf6m0M8BWsat%2FtOtrgEpsK4BKq%2Bu%2FtcAAf%2F6BhQEBgaTAAMAEbUABQEEAQIALzMRATMRMzEwASE1IQQG%2B%2FQEDAYUfwACAH8DXALuBcsADAAYACFADg0AEwYABhkaEArAFgMEAD8zGswyERIBOTkRMxEzMTATNDYzMhYVFA4BIyImNxQWMzI2NTQmIyIGf7WCgrZSklSCtXN1UVBzcVJTcwSTgra1g1SPVLSDUnJxU1RxcgAAAgBoAAEEKQTDAAMADwAANzUhFQEhFSERIxEhNSERM2gDwf5kAZz%2BZIv%2BZgGaiwGKigMWiv5WAaqKAawAAQAxAkoCjQXJABgAI0ARBxMXAQEOEwAEGhkKEB8XASAAPzM%2FMxESARc5ETMRMzEwASE1Nz4CNTQmIyIGByc2MzIWFRQGDwEhAo39pOxZUiFQPzRiRUKDmISTWZOuAbgCSmjmVmFMNkRFJjJYb4JwUJeKpQABACECOQKNBckAIwA5QCIPBQUAAxIeCgYkJRJdE20TAkwTAQsTGxMCExMIGiEfDQghAD8zPzMSOS9dXV0zERIBFzkRMzEwARQGBxYVFAYjIic1FjMyNTQrATUzMjY1NCYjIgYHJz4BMzIWAnNSRLC4qJh0k3vT53V3Z2NQQ0JwOEU%2FjF6InQTnUGcXL6KAjzh7RKKRa09EPUQrI1otNncAAQGJBNkDEgYhAAkAE7YJBAoLBIAJAC8azRESATk5MTABPgE3MxUOAQcjAYkwbyDKLK5AbwTyPrBBFUG%2BNAAAAAEAsP4UBEQESAAWADVAGgUKCggQABMTFAgUGBcGFQ8UGw0CRlkNFgkVAD8%2FKwAYPz8zERIBOTkRMxEzMxEzETMxMAEQMzI2NREzESMnIwYjIicjFhURIxEzAVb%2Bq5%2BmiBoKb%2BWWWAoKpqYBff76vdQCQPu4k6dcVKD%2BwAY0AAAAAQBx%2FvwEYAYUAA8AJ0ASBAUBAAAFCwMQEQgIBQMPBQEFAC8zPzMSOS8REgEXOREzETMxMAEjESMRIxEGIyImNRA2MyEEYHLVcz5U2Mva6AIt%2FvwGsPlQAzMS%2BvsBBP4AAQCYAkwBiQNaAAsAF0AKBgAADQwDCU9ZAwAvKxESATkRMzEwEzQ2MzIWFRQGIyImmD44OkFCOTNDAtNCRUVCQUY%2FAAABACX%2BFAG0AAAAEgAkQBARDgsAAA4FAxMUDhERCAMQAC%2FMMjkvMxESARc5ETMRMzEwARQGIyInNRYzMjY1NCYnNzMHFgG0mZYzLS07T1FPbVhuN7T%2B32FqCWoIKDYrNRGycycAAQBMAkoB4QW2AAoAIEAOAgADAwoMCwkJAyAGAB4APzI%2FOS8REgE5OREzMzEwATMRIxE0Nw4BBycBUo%2BFBhY2h0MFtvyUAkNbWhYtX2AAAAACAEIDFAK%2BBccACwAXACVAEgwGEgAGABgZDwADEAMCAxUJHwA%2FM8RdMhESATk5ETMRMzEwARQGIyImNTQ2MzIWBRQWMzI2NTQmIyIGAr6rlpKpqJeYpf3%2BW2hpXFxpZ1wEb6S3uqGjtbaienp6ent2dgAAAAIAUAB1A6gDvgAGAA0AI0ARCwkEAgADBwIKCQYODwwFCAEALzMvMxESARc5ETMRMzEwCQEnCQE3AQUBJwkBNwEDqP6odQEf%2FuF1AVj%2Bdf6odQEf%2FuF1AVgCDP5pRwFfAV5F%2Fmkb%2FmlHAV8BXkX%2Baf%2F%2FAEsAAAXRBbYQJwDTAoMAABAmAHv%2FABEHANQDHf23AAmzAwISGAA%2FNTUA%2F%2F8ALgAABdsFthAnANMCPwAAECYAe%2BIAEQcAdANO%2FbcAB7ICEBgAPzUAAAD%2F%2FwAaAAAGIQXJECYAdfkAECcA0wLfAAARBwDUA239twAJswMCKxgAPzU1AAACADP%2BdwNUBF4AHQAoAEFAIggUHiMBHA8cIxQEKSoAHQEMAx0dESYmIE9ZJhARC0lZESMAPysAGD8rERIAORgvX15dERIBFzkRMxEzETMxMAEVFAYHDgIVFBYzMjY3FwYjIiY1ND4CNz4BPQETFCMiJjU0NjMyFgJOS2F5PRmEelCWYjvFxr7YI0BZNmVBtHk7PkI3M0YCrDN6lFRqS004ZHEmMIdguqpGaVlSL1h0XR8BK4dFQkBHQAAA%2F%2F8AAAAABRAHcxImACQAABEHAEP%2FwgFSAAizAhAFJgArNQAA%2F%2F8AAAAABRAHcxImACQAABEHAHYAhQFSAAizAhgFJgArNQAA%2F%2F8AAAAABRAHcxImACQAABEHAMUAIwFSAAizAh0FJgArNQAA%2F%2F8AAAAABRAHLxImACQAABEHAMcABAFSAAizAhgFJgArNQAA%2F%2F8AAAAABRAHJRImACQAABEHAGoANwFSAAq0AwIkBSYAKzU1%2F%2F8AAAAABRAHBhImACQAABAHAMYAOQCBAAL%2F%2FgAABoEFtgAPABMATkAsCg4OEQEACAwBEAUFFQUUCRMGE0lZEANJWQoNSVkQChAKAQYDBRIBDklZARIAPysAGD8%2FEjk5Ly8rKysRADMRATMREhc5ETMzETMxMCkBESEDIwEhFSERIRUhESEBIREjBoH9Ev3%2B47ACugPJ%2FbwCHf3jAkT7VAG%2BdgHR%2Fi8Ftpf%2BKZb95gHSArUA%2F%2F8Aff4UBM8FyxImACYAABAHAHoCAgAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAEP%2FtwFSAAizAQ0FJgArNQAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAHYAPwFSAAizARUFJgArNQAA%2F%2F8AyQAAA%2FgHcxImACgAABEHAMX%2F%2BwFSAAizARoFJgArNQAA%2F%2F8AyQAAA%2FgHJRImACgAABEHAGoAEgFSAAq0AgEhBSYAKzU1%2F%2F8ABQAAAY4HcxImACwAABEHAEP%2BfAFSAAizAQUFJgArNQAA%2F%2F8AswAAAjwHcxImACwAABEHAHb%2FKgFSAAizAQ0FJgArNQAA%2F%2F%2F%2FxwAAAmkHcxImACwAABEHAMX%2BuwFSAAizARIFJgArNQAA%2F%2F8ABQAAAjgHJRImACwAABEHAGr%2B0AFSAAq0AgEZBSYAKzU1AAIALwAABUgFtgAMABcAV0AyERUVCAQNAAATBAYEGBkUBgcGSVkRDwc%2FB68HzwffBwULAwcHBAkJEEpZCQMEFUpZBBIAPysAGD8rERIAORgvX15dMysRADMREgEXOREzETMzETMxMAEQACkBESM1MxEhIAADECEjESEVIREzIAVI%2Fnf%2Bj%2F57mpoBsgFRAXy1%2FcfnAXv%2Bhb4CYgLp%2Fpb%2BgQKJlgKX%2Fon%2BpAJA%2FfyW%2Fgr%2F%2FwDJAAAFPwcvEiYAMQAAEQcAxwCTAVIACLMBGgUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAQwB5AVIACLMCGQUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAdgEKAVIACLMCIQUmACs1AAD%2F%2FwB9%2F%2BwFvgdzEiYAMgAAEQcAxQC0AVIACLMCJgUmACs1AAD%2F%2FwB9%2F%2BwFvgcvEiYAMgAAEQcAxwCaAVIACLMCIQUmACs1AAD%2F%2FwB9%2F%2BwFvgclEiYAMgAAEQcAagDVAVIACrQDAi0FJgArNTUAAQCFARAEDASYAAsAGUAJBwkDAQkBDA0IABkvERIBOTkRMxEzMTABFwkBBwkBJwkBNwEDrGD%2BoAFeYP6e%2FqRlAV7%2BoGQBYQSYY%2F6e%2FqBjAV%2F%2BoWMBYAFgZf6dAAADAH3%2FwwW%2BBfYAEwAbACMATkAsFh8XHgQcFBwKFAAAEg8FCAoGJCUWHiEZDSFJWQ8SCAUEAxANBAMZSVkGAxMAP8YrABg%2FxhIXOSsREgA5ORESARc5ETMRMxESFzkxMAEQACEiJwcnNyYREAAhMhc3FwcWAxAnARYzMhIBEBcBJiMiAgW%2B%2Fp3%2BxOuUZXhssgFgAUTRnWF4asC0bv1gc7Dz%2BPwnZQKdaqjz%2FQLd%2FqH%2BbmSNT5rGAW0BZQGJXodQlMr%2BlQEQmvxMUgEyASr%2B%2BpoDr0n%2BzQAAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwBDAEYBUgAIswETBSYAKzUAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwB2AM8BUgAIswEbBSYAKzUAAP%2F%2FALr%2F7AUZB3MSJgA4AAARBwDFAH0BUgAIswEgBSYAKzUAAP%2F%2FALr%2F7AUZByUSJgA4AAARBwBqAJgBUgAKtAIBJwUmACs1Nf%2F%2FAAAAAAR7B3MSJgA8AAARBwB2ADEBUgAIswESBSYAKzUAAAACAMkAAAR5BbYADAAVADZAHA0JBQUGEQAGABYXDQRKWQkVSlkNCQ0JBgcDBhIAPz8SOTkvLysrERIBOTkRMxEzETMzMTABFAQhIxEjETMRMyAEATMyNjU0JisBBHn%2B0f7huKqq1wEZARb8%2Bqjiyr7KzAMQ4%2B7%2BwQW2%2FwDP%2FeqPpJWKAAABALD%2F7AScBh8AMABBQCIpKgUdIwAXDAwAHREqBTEyEhIqLi4mRlkuACoVDxVGWQ8WAD8rABg%2FPysREgA5GC8REgEXOREzETMRMxEzMTABFAcOARUUHgEXHgEVFAYjIic1HgEzMjU0JicuATU0Njc%2BATU0JiMgFREjETQ2MzIWBBmPWDgbR06MZsKzvGs%2FnEjXU25%2FYEVHS0CIf%2F7sptzezuEE8odzRkMhICo5M1%2BdZaCrRZonL7ZLa0ZSe1Q%2FajU5WjVQVd%2F7TASysrudAAD%2F%2FwBe%2F%2BwDzQYhEiYARAAAEQYAQ44AAAizAiYRJgArNf%2F%2FAF7%2F7APNBiESJgBEAAARBgB2KwAACLMCLhEmACs1%2F%2F8AXv%2FsA80GIRImAEQAABEGAMXYAAAIswIzESYAKzX%2F%2FwBe%2F%2BwDzQXdEiYARAAAEQYAx70AAAizAi4RJgArNf%2F%2FAF7%2F7APNBdMSJgBEAAARBgBq4gAACrQDAjoRJgArNTUAAP%2F%2FAF7%2F7APNBoUSJgBEAAARBgDG9wAACrQDAigRJgArNTUAAAADAF7%2F7AZzBFwAKQA0ADsAYUAzKgAkETA4GRkEMDkYGB8wCwAFPD0bLSctRlkZMQQxR1k4JCcRBAQOIicWNQgOCEZZFA4QAD8zKxEAMxg%2FMxI5LzkSOTMrEQAzKxEAMxESARc5ETMRMzMRMxI5OREzMTATNDY%2FATU0JiMiByc%2BATMyFhc%2BATMyEh0BIRIhMjY3FQ4BIyAnDgEjIiY3FBYzMjY9AQcOAQEiBgchNCZe%2BP64dHeQozRKx2KCpSk1q27A6P1DCAE6W51UVpVl%2Ft99UcWGo7mua1iRqJ66pAO9eYsLAgeAAS%2BhswgGRIF7VH8pNVdfWGD%2B9d5r%2FnUjJ5QmIel%2FaqqXX1mpmmMHCG0CMqaenKgAAAD%2F%2FwBz%2FhQDiwRcEiYARgAAEAcAegFGAAD%2F%2FwBz%2F%2BwEEgYhEiYASAAAEQYAQ7UAAAizAhwRJgArNf%2F%2FAHP%2F7AQSBiESJgBIAAARBgB2TgAACLMCJBEmACs1%2F%2F8Ac%2F%2FsBBIGIRImAEgAABEGAMX3AAAIswIpESYAKzX%2F%2FwBz%2F%2BwEEgXTEiYASAAAEQYAagoAAAq0AwIwESYAKzU1AAD%2F%2F%2F%2FaAAABYwYhEiYAwgAAEQcAQ%2F5RAAAACLMBBREmACs1AAD%2F%2FwCpAAACMgYhEiYAwgAAEQcAdv8gAAAACLMBDREmACs1AAD%2F%2F%2F%2BzAAACVQYhEiYAwgAAEQcAxf6nAAAACLMBEhEmACs1AAD%2F%2F%2F%2FsAAACHwXTEiYAwgAAEQcAav63AAAACrQCARkRJgArNTUAAgBx%2F%2BwEYgYhABsAJgBKQCshBgwcHAAAGBkWDhETEAYJJygJH0ZZCwMWERkODwUUCQkDFxQBAyRGWQMWAD8rABg%2FMxI5LxIXORI5KxESARc5ETMRMxEzMTABEAAjIgA1NAAzMhc3JicFJzcmJzcWFzcXBxYSAzQmIyARFBYzMjYEYv77997%2B6QEH3OJkCDnN%2FvFJ6VxeRZxm7kzPmKWotJz%2Br6%2Bir6ECM%2F7n%2FtIBDeLmAQZ5BNa%2Fm2yFPjF1SUuKa3eP%2FnL%2B6JOq%2Fpint8kA%2F%2F8AsAAABEQF3RImAFEAABEGAMcOAAAIswEeESYAKzX%2F%2FwBz%2F%2BwEYgYhEiYAUgAAEQYAQ9QAAAizAhoRJgArNf%2F%2FAHP%2F7ARiBiESJgBSAAARBgB2VgAACLMCIhEmACs1%2F%2F8Ac%2F%2FsBGIGIRImAFIAABEGAMUOAAAIswInESYAKzX%2F%2FwBz%2F%2BwEYgXdEiYAUgAAEQYAx%2FEAAAizAiIRJgArNf%2F%2FAHP%2F7ARiBdMSJgBSAAARBgBqGwAACrQDAi4RJgArNTUAAAADAGgA%2FAQpBKgAAwAPABsAM0AYFgoKEAQCBAEDHB0ZExMBBw0NAQEAUFkBAC8rEQAzGC8zETMvMxESARc5ETMzETMxMBM1IRUBNDYzMhYVFAYjIiYRNDYzMhYVFAYjIiZoA8H9rjs2NDo7MzQ9OzY0OjszND0CjYqK%2Fug8PT86OUA%2FAvQ8PT86OUA%2FAAMAc%2F%2B8BGIEhwATABsAIwBLQCkXHxwUFAocAAASDwUICgYkJRYeIRkNGUZZDxIIBQQDEA0QAyFGWQYDFgA%2FxisAGD%2FGEhc5KxESADk5ERIBFzkRMxEzERI5OTEwARAAIyInByc3JhEQADMyFzcXBxYFFBcBJiMiBgU0JwEWMzI2BGL%2B8u6acFRyXoEBDO6adFR1YX%2F8vTUB0Utyo6YClzP%2BL0dxo6kCJf70%2FtNFdU6DmAEAAQwBK0x3TIWY%2BatmAoY11tSkZP19M9sA%2F%2F8ApP%2FsBDkGIRImAFgAABEGAEPEAAAIswEWESYAKzX%2F%2FwCk%2F%2BwEOQYhEiYAWAAAEQYAdnEAAAizAR4RJgArNf%2F%2FAKT%2F7AQ5BiESJgBYAAARBgDFEgAACLMBIxEmACs1%2F%2F8ApP%2FsBDkF0xImAFgAABEGAGohAAAKtAIBKhEmACs1NQAA%2F%2F8AAv4UBAYGIRImAFwAABEGAHYSAAAIswEfESYAKzUAAgCw%2FhQEdQYUABYAIgA%2BQB8gBhsUEBARBhEkIxIAERsMFgkDCR5GWQkWAxdGWQMQAD8rABg%2FKxESADk5GD8%2FERIBOTkRMxEzMxEzMTABPgEzMhIREAIjIicjFxYVESMRMxEUByUiBgcVFBYzIBE0JgFYQqpq1%2FDx1t56DAQIpqYGAUiomAKaqgEvlAO0WU%2F%2B1P71%2FvT%2B06EiTT%2F%2BNQgA%2Fi40Whu4ySnnxwGw19EAAP%2F%2FAAL%2BFAQGBdMSJgBcAAARBgBqtQAACrQCASsRJgArNTUAAAABALAAAAFWBEgAAwAWQAkAAQEFBAIPARUAPz8REgE5ETMxMCEjETMBVqamBEgAAAACAH3%2F7AbnBc0AFAAfAFNALhgGDxMTHQANER0GBSAhDxJJWQ8PAAsLDklZCwMJFUlZCQQDG0lZAxIAE0lZABIAPysAGD8rABg%2FKwAYPysREgA5GC8rERIBFzkRMxEzETMxMCkBBiMgABEQACEyFyEVIREhFSERIQEiABEQADMyNxEmBuf9AGZc%2Frn%2BnwFcAUBmWgMO%2FbMCJ%2F3ZAk38RPn%2B%2FwEB93BXVxQBiQFqAWgBhheX%2FimW%2FeYEnf7P%2Ftn%2B1%2F7NIQR1HgAAAAMAcf%2FsBx8EWgAeACoAMQBVQC0fCA4CFhYlLxUVHCUIBDIzKygLKEZZLhZGWQIFDgsuLgURCxAYIgUiRlkABRYAPzMrEQAzGD8zEjkvEjkSOSsrEQAzERIBFzkRMxEzEjk5ETMxMAUgJw4BIyIAERAAMzIWFz4BMzISHQEhEiEyNjcVDgEBFBYzMjY1NCYjIgYlIgYHITQmBZb%2B230%2B0Ynf%2FvQBBuuDzT46wH7J7v0nCAFKXqFXWJj7IZino5mbpaaVBEd%2FkQwCIIQU63R3ATEBCAEJASx3cnB5%2Fvfiaf53IyeUJyACOdPb1dHd1djYpJ6epAABAQwE2QOuBiEADgAYQAkHABAPCwSADgkALzMazTIREgE5OTEwAT4BNzMeARcVIyYnBgcjAQx%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%2B9wAAAAABABkDwQFEBbYABwAStgUBCAkFBwMAP8YREgE5OTEwARcGAgcjEjcBNQ8aYjV6RiAFthZk%2FvdyAR3YAP%2F%2FAD%2F%2B%2BAFtAO4SBgAPAAAAAgAZA8ECtAW2AAcADwAaQAwEAQ0JBBARAAgDDAMAPzPNMhESARc5MTABJzYTMwYCByEnNhI3MwYHAZYPOHp7HjsN%2FdcMFmI4e0IlA8EW1wEIc%2F7fYRZaAQx5%2FvcAAAAAAgAZA8ECtAW2AAcAEAAaQAwJDQEFBBESDQUQBwMAPzPGMhESARc5MTABFwYCByMSNyEXBgIHIzYSNwE1DxpiNXpGIAInDhhgOH0aQg0FthZk%2FvdyAR3YFlv%2B9npkATRdAAAA%2F%2F8AGf75ArQA7hEHAM4AAPs4ACC3AQAHQA0NSAe4%2F8CzDAxIB7j%2FwLMJCUgHABErKys1NQABAKQB9AJeA%2BMACwATtgYAAAwNCQMAL80REgE5ETMxMBM0NjMyFhUUBiMiJqRxbGl0c2prcgLseX58e3eBgwAAAQBSAHUCHwO%2BAAYAGkAKBAIDBgIGCAcFAQAvLxESATk5ETMRMzEwEwEXCQEHAVIBVnf%2B3wEhd%2F6qAicBl0X%2Bov6hRwGXAAAAAQBQAHUCHQO%2BAAYAGkAKAwAEAgACCAcFAQAvLxESATk5ETMRMzEwCQEnCQE3AQId%2Fqh1AR%2F%2B4XUBWAIM%2FmlHAV8BXkX%2BaQAAAf55AAACjwW2AAMAE7cABQIEAwMCEgA%2FPxEBMxEzMTAJASMBAo%2F8eY8DhwW2%2BkoFtgAAAAIAFAJKArQFvAAKABQAPEAfFAULBwMDCQIAAgUDFRYBBQUJDxQfFAIUFAMOBx8DIAA%2FPzMSOS9dMzMRMxESARc5ETMzETMzETMxMAEjFSM1ITUBMxEzITU0Nw4DDwECtH2R%2Fm4BmIt9%2FvIGBRgeHguoAxTKymUCQ%2F3Nw4ZLDCctLRH2AAEAP%2F%2FsBIkFywAmAHFAPx0XHxYWGgsCBwcaJBEEChoXBicoCxcYF05ZCBgFHR4dTlkCHg8eHx4vHgMJAxgeGB4TIiIATFkiBxMOTFkTGQA%2FKwAYPysREgA5ORgvL19eXREzKxEAMxEzKxEAMxESARc5ETMRMzMRMxEzETMxMAEgAyEVIQcVFyEVIR4BMzI3FQYjIgADIzUzJzU3IzUzEgAzMhcHJgMb%2FsFPAf799AICAc%2F%2BQSXLqpyZkqvt%2Ft8uppgCApikJwEk7cmlR6YFNf5tgTlALYG0xUKWQQENAQGBKixQgQEFASRhi1YAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%2F3EAywA3ACkAywA5ACkAywA6ACkAywA8ABQAywBE%2F64AywBG%2F4UAywBH%2F4UAywBI%2F4UAywBK%2F8MAywBQ%2F8MAywBR%2F8MAywBS%2F4UAywBT%2F8MAywBU%2F4UAywBV%2F8MAywBW%2F8MAywBY%2F8MAywCC%2F3EAywCD%2F3EAywCE%2F3EAywCF%2F3EAywCG%2F3EAywCH%2F3EAywCfABQAywCi%2F4UAywCj%2F64AywCk%2F64AywCl%2F64AywCm%2F64AywCn%2F64AywCo%2F64AywCp%2F4UAywCq%2F4UAywCr%2F4UAywCs%2F4UAywCt%2F4UAywC0%2F4UAywC1%2F4UAywC2%2F4UAywC3%2F4UAywC4%2F4UAywC6%2F4UAywC7%2F8MAywC8%2F8MAywC9%2F8MAywC%2B%2F8MAywDE%2F4UAzAAm%2F5oAzAAq%2F5oAzAAy%2F5oAzAA0%2F5oAzAA3%2F3EAzAA4%2F9cAzAA5%2F4UAzAA6%2F4UAzAA8%2F4UAzACJ%2F5oAzACU%2F5oAzACV%2F5oAzACW%2F5oAzACX%2F5oAzACY%2F5oAzACa%2F5oAzACb%2F9cAzACc%2F9cAzACd%2F9cAzACe%2F9cAzACf%2F4UAzADD%2F5oAzQAk%2F3EAzQA3ACkAzQA5ACkAzQA6ACkAzQA8ABQAzQBE%2F64AzQBG%2F4UAzQBH%2F4UAzQBI%2F4UAzQBK%2F8MAzQBQ%2F8MAzQBR%2F8MAzQBS%2F4UAzQBT%2F8MAzQBU%2F4UAzQBV%2F8MAzQBW%2F8MAzQBY%2F8MAzQCC%2F3EAzQCD%2F3EAzQCE%2F3EAzQCF%2F3EAzQCG%2F3EAzQCH%2F3EAzQCfABQAzQCi%2F4UAzQCj%2F64AzQCk%2F64AzQCl%2F64AzQCm%2F64AzQCn%2F64AzQCo%2F64AzQCp%2F4UAzQCq%2F4UAzQCr%2F4UAzQCs%2F4UAzQCt%2F4UAzQC0%2F4UAzQC1%2F4UAzQC2%2F4UAzQC3%2F4UAzQC4%2F4UAzQC6%2F4UAzQC7%2F8MAzQC8%2F8MAzQC9%2F8MAzQC%2B%2F8MAzQDE%2F4UAzwAm%2F5oAzwAq%2F5oAzwAy%2F5oAzwA0%2F5oAzwA3%2F3EAzwA4%2F9cAzwA5%2F4UAzwA6%2F4UAzwA8%2F4UAzwCJ%2F5oAzwCU%2F5oAzwCV%2F5oAzwCW%2F5oAzwCX%2F5oAzwCY%2F5oAzwCa%2F5oAzwCb%2F9cAzwCc%2F9cAzwCd%2F9cAzwCe%2F9cAzwCf%2F4UAzwDD%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%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAMACAAKAA0AB%2F%2F%2FAA8AAAABAAAAAMmJbzEAAAAAyTUxiwAAAADJ7dhg%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Open%20Sans%27%3B%0Afont%2Dstyle%3A%20normal%3B%0Afont%2Dweight%3A%20600%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzEMhEAAJKkAAAAHE9TLzKiDbgUAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IBCRGjQAAA%2FAAAAApmZwZ21%2BYbYRAAAG9AAAB7RnYXNwAAgAGwAAkpgAAAAMZ2x5ZhQyYgAAABIYAABUuGhlYWT5NRTiAAABDAAAADZoaGVhDrUE%2BgAAAUQAAAAkaG10eLHEUI0AAAHoAAADWGtlcm4Mlg8JAABm0AAAIwRsb2Nh0PO82gAAEGgAAAGubWF4cAJSAT8AAAFoAAAAIG5hbWUEDhKHAACJ1AAABs9wb3N0gnjp1QAAkKQAAAHycHJlcHism24AAA6oAAABGAABAAAAARmawtwUTF8PPPUAHwgAAAAAAMnt2GIAAAAAye3YYv53%2FhQHrgdzAAEACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2Fnf%2BeweuAAEAAAAAAAAAAAAAAAAAAADWAAEAAADWAEQABQA%2FAAQAAgAQAC8AXAAAAQMAigADAAEAAwRsAlgABQAIBZoFMwAAAR8FmgUzAAAD0QBmAfYAAAILBwYDCAQCAgTgAALvQAAgWwAAACgAAAAAMUFTQwAgACAgrAYf%2FhQAhAiNAlggAAGfAAAAAARSBbYAAAAgAAEIAAAAAAAAAAQUAAACFAAAAjUAhQN9AIUFKwAvBJEAbwblAFQF7ABgAfIAhQKJAFICiQA9BGIASgSRAGACIwA%2FApMASAIzAIUDHwAQBJEAWASRAJoEkQBaBJEAVgSRACcEkQB1BJEAXgSRAEoEkQBYBJEAVgIzAIUCOQA%2FBJEAYASRAGYEkQBgA6AAEAcvAG8FSgAABUgAwQUSAHkF3wDBBHcAwQRCAMEFzwB5BgIAwQJxAMECZP9kBR0AwQRWAMEHYgDBBkQAwQZMAHkE7ADBBkwAeQUdAMEEZgBkBIcAHQXwALQE%2BgAAB5EADAT6AAQEvAAABJoAQgKkAJoDHwAQAqQAMwRMAB0Db%2F%2F8BLwBagSkAFoE%2FACoA%2FYAZgT8AGYEnABmAucAIwRzABcFFACoAjsAmgI7%2F4cEkwCoAjsAqAemAKgFFACoBOMAZgT8AKgE%2FABmA3MAqAPlAGIDJQAnBRQAngRIAAAGiQAUBGgAGQRKAAAD0wBEAxcALQRoAdkC%2BAAtBJEAYAIUAAACNQCFBJEApgSRAEgEkQB1BJEAEgRoAdkEAgBzBLwBJQaoAGQC8gA5BHMAUgSRAGACkwBIBqgAZAQA%2F%2FoDbQBtBJEAYALnADMC5wAtBLwBagUdAKgFPQBxAjMAhQG6AAAC5wBUAwwAPQRzAFAGpAA8BqQALgakADcDoAA3BUoAAAVKAAAFSgAABUoAAAVKAAAFSgAAB0z%2F%2FgUSAHkEdwDBBHcAwQR3AMEEdwDBAnH%2F%2BgJxALMCcf%2B1AnEAAQXZAC8GRADBBkwAeQZMAHkGTAB5BkwAeQZMAHkEkQCDBkwAeQXwALQF8AC0BfAAtAXwALQEvAAABPQAwQVUAKgEpABaBKQAWgSkAFoEpABaBKQAWgSkAFoHGQBaA%2FYAZgScAGYEnABmBJwAZgScAGYCO%2F%2B7AjsAnAI7%2F5wCO%2F%2FnBNsAZgUUAKgE4wBmBOMAZgTjAGYE4wBmBOMAZgSRAGAE4wBmBRQAngUUAJ4FFACeBRQAngRKAAAE%2FACoBEoAAAI7AKgHlgB5B64AZgTLAOMEngFgBMsA7AQAAFIIAABSAYsAGQGLABkCJQA%2FAy0AGQMtABkDsAArAwIAgwKwAFICsABQAQr%2BdwLnABAEpAA%2FAAAAAwAAAAMAAAAcAAEAAAAAAKwAAwABAAAAHAAEAJAAAAAgACAABAAAAH4A%2FwExAVMCxgLaAtwgFCAaIB4gIiA6IEQgdCCs%2F%2F8AAAAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrP%2F%2F%2F%2BP%2Fwv%2BR%2F3H9%2F%2F3s%2FevgteCy4LHgruCY4I%2FgYOApAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAEAAAAAAAAAAQIAAAACAAAAAAAAAAAAAAAAAAAAAQAAAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwdHh8gISIjJCUmJygpKissLS4vMDEyMzQ1Njc4OTo7PD0%2BP0BBQkNERUZHSElKS0xNTk9QUVJTVFVWV1hZWltcXV5fYGEAhoeJi5OYnqOipKalp6mrqqytr66wsbO1tLa4t7y7vb4AcmRladB4oXBrAHZqAIiaAHMAAGd3AAAAAABsfACouoFjbgAAAABtfQBigoWXw8TIyc3Oysu5AMEA09XR0gAAAHnMzwCEjIONio%2BQkY6VlgCUnJ2bwsXHcQAAxnoAAAAAAEBHW1pZWFVUU1JRUE9OTUxLSklIR0ZFRENCQUA%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%2F4BiIyAQI4qxDAyKcEVgILAAUFiwAWG4%2F7qLG7BGjFmwEGBoATpZLSwgRbADJUZSS7ATUVtYsAIlRiBoYbADJbADJT8jITgbIRFZLSwgRbADJUZQWLACJUYgaGGwAyWwAyU%2FIyE4GyERWS0sALAHQ7AGQwstLCEhDGQjZIu4QABiLSwhsIBRWAxkI2SLuCAAYhuyAEAvK1mwAmAtLCGwwFFYDGQjZIu4FVViG7IAgC8rWbACYC0sDGQjZIu4QABiYCMhLSxLU1iKsAQlSWQjRWmwQIthsIBisCBharAOI0QjELAO9hshI4oSESA5L1ktLEtTWCCwAyVJZGkgsAUmsAYlSWQjYbCAYrAgYWqwDiNEsAQmELAO9ooQsA4jRLAO9rAOI0SwDu0birAEJhESIDkjIDkvL1ktLEUjRWAjRWAjRWAjdmgYsIBiIC0ssEgrLSwgRbAAVFiwQEQgRbBAYUQbISFZLSxFsTAvRSNFYWCwAWBpRC0sS1FYsC8jcLAUI0IbISFZLSxLUVggsAMlRWlTWEQbISFZGyEhWS0sRbAUQ7AAYGOwAWBpRC0ssC9FRC0sRSMgRYpgRC0sRSNFYEQtLEsjUVi5ADP%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%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%2BALACIz6xAQIGDLAKI2VCsAsjQgGwASM%2FALACIz%2BxAQIGDLAGI2VCsAcjQrABFgEtLLCAsAJDULABsAJDVFtYISMQsCAayRuKEO1ZLSywWSstLIoQ5S1ApQkhSCBVIAEeVR9IHlUfHgEPHj8erx4DT0YcH05NGx9NRhofJjQQVSUkSB8ZE%2F8fBwT%2FHwYD%2Fx9MSxwfS0YbHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwPLSttK60oDy0kBSEYSH0dGEh9JRgEjSCJVHDMbVRYzFVURAQ9VEDMPVc8PAR8PAQ8P3w%2F%2FDwMGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dCsrKysrdCsrc3NzdCsrKysrKysrKysrKytzdCsrKxheBhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABFIAFACGAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAGfyU%2F%2B3%2Be%2F%2Fy%2Fqj%2BngAXAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAwAC4ALAAowCUAMAAzQDFAM8AugCaATEAsgAAAAAAAAAAAAAAAAA0AFoA2AFWAc4CTAJmApICwALyAyADQgNaA3wDmgPcBAQESgSmBO4FPAWYBb4GJgaGBr4G%2BAcgB0oHcgfOCFgImAjyCTIJagmiCdQKIgpUCmoKkgrMCuoLMgtuC7QL8gxKDJYM6A0MDUANcg3IDgQOMg5mDooOqA7KDvQPCg8qD4oP3hAYEGoQwBECEZwR2hISElwSnBK0EwwTRhOGE9oULhReFKwU8BUqFVoVshXsFiwWYBawFsgXGhdgF2AXkhfkGDwYmBjuGRQZjhnEGkAakhrOGvAa%2BBuCG5gb0BwMHEYclhy2HPwdMB1SHYgdsh3sHiYePB5SHmgeyB7aHuwe%2Fh8QHyIfNB%2BOH5ofrB%2B%2BH9Af4h%2F0IAYgGCAqIHwgjiCgILIgxCDWIOghGCGCIZQhpiG4Icoh3CImIpIioiKyIsIi0iLkIvYjhCOQI6AjsCPAI9Ij5CP2JAgkGiSGJJYkpiS2JMYk1iToJTAlmCWoJbolyiXcJewmRCZWJm4m0idYJ4YnwCf%2BKBQoKihKKGoojCi%2BKO4pIilCKWQpiCmmKeYqXAAAAAIAhf%2FjAa4FtgADAA8AKUATCgMEAwICERABAQ0CAw0HUVkNEwA%2FKwAYPxI5LxESATkRMzMRMzEwASMDIQE0NjMyFhUUBiMiJgFzrjQBFf7fTkhHTE1GR08BvAP6%2BsdKTVBHR1NQAAAAAgCFA6YC%2BAW2AAMABwAfQA0HBAADBAMJCAYCBwMDAD8zzTIREgE5OREzETMxMAEDIwMhAyMDAW0plikCcymWKQW2%2FfACEP3wAhAAAAIALwAABPoFtAAbAB8AikBKCB8cFQQUCREMDAkSDw4LBAoTExQWHR4HBAYXBAEAGQQYBQUGFAYKIQMaFwMYChggIQgEDAwcAQ0fABAQGRURDRENEQUXEwMKBRIAPzM%2FMxI5OS8vETMzMxEzMxEzMzMRMzMREgE5OREXMxESOTkRMxESFzkREhc5ETMREhc5MjIRMxESFzkxMAEDIRUhAyMTIwMjEyM1IRMhNSETMwMzEzMDMxUBMxMjA903AQ7%2B0VCyUPhQrkz6ARs5%2FvgBJVC0UPxQrlD8%2FQD6OfoDZv7kqP5eAaL%2BXgGiqAEcqAGm%2FloBpv5aqP7kARwAAAMAb%2F%2BJBCcGEgAgACYALQBnQDkMFBcdJSoGBAQFIQAnEQAFCBEZBS8uBQYWQA8SSBYXQB0NJAMqKgYXJQwGDE9ZAwYrHBQXFxxPWRcALysRADMRMxgvMysRADMREjkRFzMaGBDNKxDNERIBFzkRMxEzETMSFzkxMAEUBgcVIzUmJzUeARcRJy4BNTQ2NzUzFRYXByYnERceAQc0JicRNgEUFhcRDgEEJ9TIhfifVuZbVKSX17iFy7ZJnZtMvpLsUV%2Bw%2FidHXVBUAcWRvBbZ0wRI0yo5AQF2Hz%2BvgYqyE6ilB0u3Pgz%2BlB1JooQ6SyP%2BwRsC4zlMJQE3DEoAAAUAVP%2FsBpEFywAJABQAHgApAC0AV0AwLSorLBofFSUFCgAQChAfJSosBi8uHKAnAScnLQNgDQGvDQENDSwtAywSBxIEGCITAD8zPzM%2FPxI5L11xMxE5L10zERIBFzkRMxEzETMRMxEzETMxMAEUFjMyERAjIgYFFAYjIiY1ECEyFgEUFjMyERAjIgYFFAYjIiY1ECEyFgkBIwEBFzpChIRCOgHCpaGYpwE%2FnakB9jtCg4NCOwHCpp%2BYqAFAmqv%2B1%2FzVwgMrBACVkgEnASeSk%2Bbn794Bye382pWUASkBJZCV5ubt3wHJ7AMh%2BkoFtgAAAAMAYP%2FsBekFywALABQAMgBUQC4sKxIVJygGIQAbKxUbISgFNDMlDi0qBCwnAyQYAw8nHiwSHglLWR4EMAxMWTATAD8rABg%2FKwAYPxI5ERc5ERIXORESARc5ETMRMxEzETMRMzEwARQWFz4BNTQmIyIGEzI3AQ4BFRQWJTQ2Ny4BNTQ2MzIWFRQGBwE2NzMCBwEhJw4BIyIkAcNDPHFbV0hPXZW3gv6BalCL%2Fn2Ap19F2bexyoeeAVpRNvJGmgEt%2FtGVZueM5v76BHs%2FcD9Ab0VBTlH792sBeUR3TGJ7zYPDYG%2BZUpiwq5Fyul3%2BsmvP%2FuSz%2Ft2RUlPaAAAAAAEAhQOmAW0FtgADABS3AAMDBQQCAwMAP80REgE5ETMxMAEDIwMBbSmWKQW2%2FfACEAAAAAABAFL%2BvAJMBbYADQAfQA4DBAsDCgcACgAPDgsDAwA%2FLxESATk5ETMRFzMxMBMQEjczBgIVFBIXIyYCUpuSzYuUlInLk5oCMQEJAc6uvP4t9PT%2BNrmqAcYAAQA9%2FrwCNwW2AA0AH0AOAwoLAwQHAAQADw4ECgMAPy8REgE5OREzERczMTABEAIHIzYSNTQCJzMWEgI3m5LLipOUi82TmgIx%2Fvn%2BOqi7Acj09QHRva%2F%2BMQAAAAABAEoCagQUBhQADgAbQA8DBQQBBw0KCQsJDxAIDgAAP8QREgEXOTEwAQMlFwUTBwsBJxMlNwUDAqApAYEc%2Fpjsx6aVzef%2BmiMBeCkGFP6CbNkd%2FslrAVL%2BrmsBNx3ZbAF%2BAAAAAQBgAOMEMQTDAAsALEAWBgMKCgsLAQgDDQwJAQIBUlkGLwIBAgAvXTMrEQAzERIBFzkRMxI5OTEwASE1IREzESEVIREjAe7%2BcgGOtAGP%2FnG0AnmyAZj%2BaLL%2BagABAD%2F%2B%2BAGcAO4ABgAeQA8ABQMFCAcDQAZQBtAGAwYAL13NERIBOTkRMzEwJQYDIxI3MwGcMICtRSLn17r%2B2wEO6AAAAAEASAHBAkoCiQADABVACQMABQQBAE1ZAQAvKxESATk5MTATNSEVSAICAcHIyAAAAAEAhf%2FjAa4BFAALABhACwYAAA0MCQNRWQkTAD8rERIBOREzMTA3NDYzMhYVFAYjIiaFTEhJTE1ISEx9SU5RRkdTUgAAAQAQAAADDgW2AAMAHEAMAwABAgIABQQDAwISAD8%2FERIBOTkRMxEzMTAJASMBAw794N4CIQW2%2BkoFtgAAAgBY%2F%2BwEOQXNAAsAFwAoQBQSAAwGBgAZGAkVTVkJBwMPTVkDGQA%2FKwAYPysREgE5OREzETMxMAEQAiMiAhEQEjMyEgEQEjMyEhEQAiMiAgQ59fz0%2FPX79fz9DXuHh319h4d7Atv%2Bg%2F6OAX4BcQGDAW%2F%2BgP6O%2FtX%2FAAEEAScBJgEH%2Fv4AAQCaAAADDAW2AAoAIUAQAAQICQQBAQwLBAcBCQYBGAA%2FPxI5ORESATkRFzMxMCEjETQ3DgEHJwEzAwzrCBdDv3YBrsQDsKljGDqblQFSAAABAFoAAAQ5BcsAGwAxQBoHFBoCAg4UGwQdHBEKTVkRBwIaAQEaTlkBGAA%2FKxESADkYPysREgEXOREzETMxMCkBNQE%2BAjU0JiMiBgcnPgEzMhYVFA4BDwEVIQQ5%2FCEBeadtMndpVJ1nf3rmgsz2R5Or%2FgK2sgF7q49%2BSGNyPlGbZ1bVtGOyvaH2CgAAAAEAVv%2FsBC0FywAmAENAJBMHGwAABAcNFyIGKCcDFxgYF09ZGBgKJCQeTVkkBwoQTVkKGQA%2FKwAYPysREgA5GC8rERIAORESARc5ETMRMzEwARQGBxUeARUUBCEiJzUeATMyNjU0JisBNTMgNTQmIyIGByc2ITIWBAKik7Cw%2Ftb%2B7fOnXdBgqqi6x3%2BBAV56d1OaaXPJAQrd%2BARmi7kgCBavkdPlT9EuMn6EdW6%2F8l5mL0SklL4AAAACACcAAARtBboACgASAEhAJwkBAQ4LBwQSBQUEAAMUEwEFEgVNWQkGUBIBDxIfEgISEgMPBwYDGAA%2FPzMSOS9dXTMzKxEAMxESARc5ETMRMzMzMxEzMTABIxEjESE1ATMRMyERNDcjBgcBBG3F5f1kApzlxf5WCggcPP6VAT%2F%2BwQE%2FtQPG%2FEgBb8R9Ql798AABAHX%2F7AQpBbYAHAA6QB8PAxoVAwgVGAQeHQARTVkAAAYWFhlOWRYGBgxNWQYZAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEyBBUUACEiJzUeATMyNjUQISIGBycTIRUhAz4BAkrdAQL%2B2%2F7y9YxR0lqfpv6yL4o0aTgC%2BP3XISNlA5Hqyur%2B%2BU%2FVLjKOiQEGEww%2BAsrR%2FpYGEAACAF7%2F7AQ%2FBckAFwAkAERAIxsRIgoKAAAFEQMmJQoUDg4eT1kODhQCAgdPWQIHFBhNWRQZAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzETMxMBMQITIXFSYjIgYDMz4BMzIWFRQAIyImAgUyNjU0JiMiDgEVFBZeArtuTExk6%2BwKDC%2Bqc8fe%2Fv%2Feneh9Af55g3t7TIBKmQJvA1oRxBb8%2FupRWfTR5v71lwEh9pyRfpBBcTuNwQAAAQBKAAAEPQW0AAYAJUASBgABBQACBQMIBwAYAwJOWQMGAD8rABg%2FERIBFzkRMxEzMTAhASE1IRUBAQACQv0IA%2FP9wQTlz6T68AAAAAMAWP%2FsBDkFyQAWACMAMAA3QB0DCA4UKyEGMjEFESEhKysLAAAkT1kABwsaT1kLGQA%2FKwAYPysREgA5GC8zEjk5ERIBFzkxMAEyFhUUBR4BFRQEIyIkNTQ2Ny4BNTQ2AxQWMzI2NTQmLwEOAQEiBhUUHgEXPgE1NCYCSNDy%2FvKskf724%2B7%2B%2BomchnL6RpJ9gY%2BEhh2EdAENZHosVGR4Y3sFyb%2Bg4YVWvnW12sy7esNMULJvn737smhzd2ZRhjkNOosDP2NVNFJDLzV1TlVjAAACAFb%2F7AQ3BckAGAAlAERAIyIMDAAcEgAGEgMnJgwPFQ8fT1kPDwMVFRlNWRUHAwhPWQMZAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzETMxMAEQACEiJzUWMzISEyMOASMiJjU0ADMyFhIlIgYVFBYzMjY1NC4BBDf%2BpP6ihTpZWu7qCww7p3DC3gEB3pzofv4CeoJ5e3eiRXwDRv5Q%2FlYQxRkBAAESWlDy0%2BUBD5j%2B3%2FafkH2Pjl9Zm1oAAAACAIX%2F4wGuBGoACwAWAChAFBEMBgYAABgXDhRRWQ4QCQNRWQkTAD8rABg%2FKxESATkRMxI5OTEwNzQ2MzIWFRQGIyImETQzMhYVFAYjIiaFTEhJTE1ISEyUS0pNSEhMfUlOUUZHU1IDnpdQR0dTUgAAAgA%2F%2FvgBrARqAAYAEQAyQBsMBwEGBgQHAxMSBAAGEAaQBgMNAwYJD1FZCRAAPysAGC9fXl3GERIBFzkRMxEzMTAlFwYDIxI3AzQzMhYVFAYjIiYBjQ8wgK1FIiOUS0pNSEhM7he6%2FtsBDugC5ZdQR0dTUgABAGAA3QQxBOwABgAmQBYFAQABBAMIBwAPAwE%2FA28DjwPvAwQDAC9dccYREgEXOREzMTAlATUBFQkBBDH8LwPR%2FSMC3d0BrnkB6MP%2BqP7RAAIAZgGwBCkD8gADAAcALUAbBAcAAwQJCAQFUlkEAQEAUlkPAS8BTwFvAQQBAC9dKwAYEMYrERIBFzkxMBM1IRUBNSEVZgPD%2FD0DwwM%2Fs7P%2BcbKyAAEAYADdBDEE7AAGACZAFgEFAgUGAwgHBg8DAT8DbwOPA%2B8DBAMAL11xxhESARc5ETMxMBMJATUBFQFgAt39IwPR%2FC8BogEvAVjD%2Fhh5%2FlIAAgAQ%2F%2BMDbQXLABsAJgBBQCEhHBsABxMADhMcBCgnBBcXEAAAJBAQCktZEAQkHlFZJBMAPysAGD8rERIAORgvEjkRMxESARc5ETMRMxEzMTABNTQ2Nz4BNTQmIyIGByc2MzIWFRQOAQcOAR0BAzQzMhYVFAYjIiYBG1Bkd0VwaV%2BiTVTL6MTmLFltXT%2Ftk0hMTUdHTAG8QG6STl5oSFRaNiawccCpS3VqVUlgUS3%2BwZdPSEdTUQAAAAIAb%2F9WBr4FvgA1AD8ATEAmGwA7FDoHFjYOIy4ADhQWKC4GQUAICz0RETIYODgECwsrHzIDJisALzM%2FMxI5LzMzETMROS8zEjkREgEXOREzETMRMzMRMxEzMTABFA4BIyImJyMOASMiJjU0EjMyFhcDFRQzMjY1NAIkIyIEAhUQACEyNxUGIyAAERASJDMyBBIBFDMyEzcmIyIGBr5ao2tPdBQMMZBao7v40Uy5SBZoT12M%2Fv6n1f7FpgE2ASLd8NL3%2Fo7%2BYuABjfvZAVO7%2B%2Fy3wRIMP0iAjwLjj%2B2EVEhOTtKzzgEBGxj%2BLxigzJ6rAQOMsP652P7e%2FshapFYBjwFlAQUBl9i0%2FrP%2Bp%2BkBJe8RqgAAAAIAAAAABUoFvAAHAA8AN0AeBgUMAAcDBAECBAcIDA8HERAPAkxZDw8FAAQSDAUDAD8zPzMSOS8rERIBFzkRMxEzETMzMTAhAyEDIwEhCQEDLgEnBgcDBEyS%2FdGP%2FAIjAQQCI%2F4xiQ81Chs0hAGW%2FmoFvPpEAmQBjiisKHuS%2FoMAAwDBAAAE2QW2AA8AGAAhAElAJhQEHgsQGhoPBAgLDwQjIggZEBAZS1kQEA8AABhMWQADDxpMWQ8SAD8rABg%2FKxESADkYLysREgA5ERIBFzkRMxEzETMRMzEwEyEgBBUUBgcVHgEVFAQjIRMzMjY1NCYrARkBMzI2NTQmI8EBsgEuAQ2EfJqR%2Fu31%2FfDv5paKlaLP%2FpaZnJ8FtrC%2BgKoWCh2rksXfA1pfcmdc%2Far%2BMXN8cm4AAQB5%2F%2BwEzwXLABgAJkAUAw8JDxUDGhkTAExZEwQMBkxZDBMAPysAGD8rERIBFzkRMzEwASICERASMzI2NxUGIyAAETQSJDMyFwcuAQMvzuzj112uXqza%2Fr%2F%2BqKcBPNXgvlZKpQT%2B%2Ftz%2B%2F%2F7z%2FuwlHc1BAYUBauQBVrZexyM1AAACAMEAAAVmBbYACAAPAChAFA0ECQAEABARBQxMWQUDBA1MWQQSAD8rABg%2FKxESATk5ETMRMzEwARAAKQERISAAAxAhIxEzIAVm%2Fm7%2Bhv5nAcQBXQGE%2FP4Vz6oCEALp%2Fpb%2BgQW2%2Foj%2BowIN%2B9sAAAAAAQDBAAAD%2FAW2AAsAPUAgBAAGCgoBAAEIAw0MBglMWQYGAQICBUxZAgMBCkxZARIAPysAGD8rERIAORgvKxESARc5ETMRMxEzMTApAREhFSERIRUhESED%2FPzFAzv9tAIn%2FdkCTAW2yv5yyP41AAAAAAEAwQAAA%2FoFtgAJADhAHgYAAAEEBwEDCgsGCUxZDwYBCwMGBgIBEgIFTFkCAwA%2FKwAYPxI5L19eXSsREgEXOREzETMxMCEjESEVIREhFSEBru0DOf20Aif92QW2yv43ywAAAAABAHn%2F7AUxBcsAGgA6QB8YAhMIAggaDQQcGwAaTFkAAAULCxBMWQsEBRZMWQUTAD8rABg%2FKxESADkYLysREgEXOREzETMxMAEhEQ4BIyAAERAAITIXByYjIgAVEBIzMjcRIQMXAhqE843%2BtP6YAZYBZOXNVLKy6v7w9eZ0hP7RAxn9IiskAYkBZgFhAY9Yx1L%2B2v%2F%2B9P7pHQF5AAABAMEAAAVCBbYACwAzQBkIBAQFCQEBAAUADA0IA0xZCAgFCgYDAQUSAD8zPzMSOS8rERIBOTkRMxEzETMRMzEwISMRIREjETMRIREzBULw%2FV7v7wKi8AKT%2FW0Ftv2qAlYAAAAAAQDBAAABsAW2AAMAEbYABQQBAwASAD8%2FERIBOTEwMxEzEcHvBbb6SgAAAAAB%2F2T%2BaAGqBbYADAAfQA4KAwcHDg0IAwAFTFkAIwA%2FKwAYPxESATkRMzMxMBMiJzUWMzI1ETMRFAYIYkJUPsTw1f5oGckV%2BAWJ%2Bn%2Fg7QAAAAEAwQAABR0FtgAOADVAHAsMAQAIBAQFAAIFDA4FEA8CDgMIBAULBgMBBRIAPzM%2FMxIXORESARc5ETMRMxEzETMxMCkBAQcRIxEzETY3ASEABwUd%2Fuv%2BNY3v72JhAYsBEP6BpgKWc%2F3dBbb9RnhvAdP%2BPr8AAQDBAAAEGwW2AAUAH0AOAwAFAAcGAQMAA0xZABIAPysAGD8REgE5OREzMTAzETMRIRXB7wJrBbb7F80AAQDBAAAGogW2ABQAPkAfEgsODg0UAAkCCAUFBgYJDQMWFQISCQMGCwcDAA4GEgA%2FMzM%2FMxIXORESARc5ETMRMzMRMzMRMxEzMzEwIQEjEhURIxEhATMBIREjETQSNyMBAzn%2BWAgR2QFRAZYGAaIBUuYLBAj%2BSQTF%2FvDu%2FTkFtvt1BIv6SgLTbQFeJfs9AAAAAQDBAAAFgwW2ABEAMkAXDAEQEAADCgcHCAgAExIDDAgQCQMBCBIAPzM%2FMxI5ORESATk5ETMRMzMRMxEzMzEwKQEBIxcWFREjESEBMyYCNREzBYP%2B2%2F0xCAUO2QEiAs0GAgzbBI1Bupr9CAW2%2B3kXASFRAv4AAAAAAgB5%2F%2BwF0wXNAAsAFwAoQBQMBhIABgAYGQkVTFkJBAMPTFkDEwA%2FKwAYPysREgE5OREzETMxMAEQACEgABEQACEgAAEQEjMyEhEQAiMiAgXT%2Fpv%2Buf61%2Fp0BZQFLAUYBZPuk2tbV2dfV19sC3f6b%2FnQBiQFqAWoBhP52%2Fpr%2B8v7pARQBEQENARb%2B6gACAMEAAASJBbYACgATADJAGQ8ACwUFBgYAFRQLBExZCwsHBhIHE0xZBwMAPysAGD8SOS8rERIBOTkRMxEzETMxMAEUBCEjESMRISAEATMyNjU0JisBBIn%2B1P7rmO8BpQESARH9J3%2B4rJqjpgP85fT93QW24P4WgIh%2BfAAAAgB5%2FqQF0wXNAA8AGwA7QB8FBAMGFgAQCgAEBgoEHRwNGUxZDQQFBwMHBxNMWQcTAD8rEQAzGBDGPysREgEXOREzETMRMxEzMTABEAIHASEBIyAAERAAISAAARASMzISERACIyICBdPLwgFe%2Fr7%2B7Cf%2Btf6dAWUBSwFGAWT7pNrW1dnX1dfbAt3%2B9v6USv6HAUgBiQFqAWoBhP52%2Fpr%2B8v7pARQBEQENARb%2B6gAAAAACAMEAAAUKBbYACAAVAERAIxIVBBAUEwAKCgsLEBMVBBcWEgkACUtZAAAMFAsSDAhMWQwDAD8rABg%2FMxI5LysRADMREgEXOREzETMRMxEzETMxMAEzMjY1NCYrARkBIxEhIAQVEAUBIQEBsKanlqKjnu8BnQEbARD%2B5AGd%2FvD%2BogMOfHp8bP1c%2FbgFttTW%2Fu90%2FXkCSAAAAAEAZP%2FsBAwFywAkADRAGwwAHRIFEhcABCYlDB0DFRUaTFkVBAMJTFkDEwA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQEIyInNR4BMzI2NTQmJy4BNTQkMzIXByYjIgYVFB4BFx4CBAz%2B5vj4nmThYY6HfMLIpAEE29LQTMOZdHgwbo%2BhlkYBjcPeTeIvNmxbUnJOUdCSt9Jcw1JlUzlRSDtDdJIAAQAdAAAEaAW2AAcAJUASAAEBAwYDCQgBEgcDBANMWQQDAD8rEQAzGD8REgEXOREzMTAhIxEhNSEVIQK67%2F5SBEv%2BUgTpzc0AAQC0%2F%2BwFOwW2ABEAJUAREAELCAgBExIRCQMFDkxZBRMAPysAGD8zERIBOTkRMxEzMTABERQGBCMgADURMxEUFjMgGQEFO4v%2B%2Bbf%2B8P7S8KiuAVIFtvxOovODASD8A678Y7WsAWMDmwABAAAAAAT6BbYADAAqQBQDAgkAAQUEAQQJAw4NCQMABAMDEgA%2FPzMSORESARc5ETMRMxEzMzEwATMBIwEzAR4BFz4BNwQC%2BP4A%2FP4C9gExGDYIDTYRBbb6SgW2%2FHNBzTJMyDAAAQAMAAAHgwW2ABwAQEAhAQAYCgkQFRQFGxwNDAUMEBgcBR4dEAUYAwobFAwDAQoSAD8zPzMzEhc5ERIBFzkRMxEzETMzETMzETMzMTApAQMuAScOAQcDIQsBMxMWFz4BNxMzExYXNjcTMwYG%2Fvz4EDAFCi0P8v78vcD00TEVCywS7u30IycPOdDyA2g51ypAzDL8nALcAtr8rM2dVdJBA1b8pnftj90DUgAAAAEABAAABPYFtgALADVAHAEACQoHBgMEBAACBQYICgsIDQwCCAQJBgMBBBIAPzM%2FMxI5ORESARc5ETMRMxEzETMxMCkBCQEhCQEhCQEhAQT2%2Fu3%2Bkv6P%2FwAB5f46AQoBUgFSAQL%2BNwJW%2FaoC9gLA%2FdcCKf08AAAAAAEAAAAABLwFtgAIACxAFQECCAcABAQFAgUHAwoJAAUBBwMFEgA%2FPzMSORESARc5ETMSOREzETMxMAkBIQERIxEBIQJeAVoBBP4Z8P4bAQQDGwKb%2FIH9yQIvA4cAAQBCAAAEWAW2AAkAOEAdAwcIAgACBAcECwoHBAUFBExZBQMCCAEBCExZARIAPysREgA5GD8rERIAORESARc5ETMRMzEwKQE1ASE1IRUBIQRY%2B%2BoC4f0zA%2B79HAL4pgRDzaj7vwAAAAABAJr%2BvAJxBbYABwAfQA0EAAYBAQAJCAYBBQIDAD8zLzMREgE5OREzETMxMAEhESEVIREhAnH%2BKQHX%2FwABAP68Bvqw%2BmcAAAABABAAAAMOBbYAAwAcQAwCAQADAwEFBAMDAhIAPz8REgE5OREzETMxMBMBIwHuAiDd%2Fd8FtvpKBbYAAAABADP%2BvAIIBbYABwAfQA0DAAEGBgAJCAAHAwQDAD8zLzMREgE5OREzETMxMBchESE1IREhMwEA%2FwAB1f4rkwWZsPkGAAEAHQIXBC8FvgAGACdAEgIBBQQDBgAAAwUDCAcFAAQCAwA%2FzTI5ERIBFzkRMxEzETMzMTATATMBIwkBHQG0eQHlwv6j%2Fs0CFwOn%2FFkCtv1KAAAAAAH%2F%2FP7BA3P%2FSAADABG1AwUCBAECAC8zEQEzETMxMAEhNSEDc%2FyJA3f%2BwYcAAQFqBNkDUAYhAAkAE7YIAwsKBYAAAC8azRESATk5MTABLgEnNSEeARcVArJF0zABESaDLATZNMU6FUa2MxkAAAIAWv%2FsBAQEZgAbACYASUAmDAEfHxskCAgUGwMoJwIFFwwgSlkMDAUXABUXEEhZFxAFHEhZBRYAPysAGD8rABg%2FERI5LysREgA5ERIBFzkRMxEzETMzMTAhJyMOASMiJjU0NiU3NTQmIyIGByc%2BATMyFhURJTI2PQEHDgEVFBYDXC8IUKJ%2Fo7f%2BAQS%2FY2hVnEhMWtZf09f9%2BoCbjqaXWJplSbChq64IBjtqaTIiqC8xuMX9F6CPgWAGBmNmSlEAAAIAqP%2FsBJMGFAATAB8AQEAhCRgRAw0eAw0LCwMhIAgRBgAMAAsVABRGWQAQBhtGWQYWAD8rABg%2FKwAYPz8REjk5ERIBOTkRMxEzERczMTABMhIREAIjIicjByMRMxEUBgczNhciBgcVFBYzMjY1EALdz%2Bfq0NJ0ECuw6wgCCnCdjn0CgJF9gQRm%2FtT%2B8f7w%2FtGXgwYU%2Fo4pohalwKfEEMq1xrsBeQAAAAEAZv%2FsA7QEZgAVACZAFA0DAwgSAxcWBgtGWQYQABBGWQAWAD8rABg%2FKxESARc5ETMxMAUiABEQACEyFwcmIyARFBYzMjcVDgECZvv%2B%2BwERAQKvjEeVYf7hj4qdjD%2BPFAElARIBFwEsQb06%2FoO6u07NJSAAAgBm%2F%2BwEVAYUABIAHwBAQCEQFwkDDAwOHQMOAyEgCREABgwADxUGGkZZBhAAE0ZZABYAPysAGD8rABg%2FPxESOTkREgE5OREzETMRFzMxMAUiAhEQEjMyFzMmNREzESMnIwYnMjY3NTQmIyIGFRQWAh3P6OvQ2nIMEey4KQtxm5GEAoiRfIaCFAEsAQ8BEAEvoXdFAZP57JGlvqO3IdGwybq4wQACAGb%2F7AQ5BGYAFAAbAEdAJxkKGAsLAwMKEQMdHBgLSFkMGBwYAhADGBgABgYVSFkGEAAOR1kAFgA%2FKwAYPysREgA5GC9fXl0rERIBFzkRMxEzETMxMAUgABEQADMyEh0BIR4BMzI2NxUOAQMiBgchLgECi%2F7%2B%2Ft0BDuzb%2Fv0fBaSVYqlhVrCccIcNAfYCgBQBLQEIAQ8BNv726X%2BhrSUrvykiA8iOiImNAAAAAQAjAAADQgYfABUAO0AeDRQUBwICAwADBQMXFgMVCxBGWQsABQEUAUhZBxQPAD8zKxEAMxg%2FKwAYPxESARc5ETMSOTkRMzEwASERIxEjNTc1NDYzMhcHJiMiBh0BIQLT%2FvLstra4vXx4PldPUEkBDgOg%2FGADoG5ISMS9KbIcY2NIAAAAAwAX%2FhQETgRmACsAOABDAHJAPSsCJT4FOSUMHzITLBkABRMZHyUGRUQiCAg8SlkICBYoHDYPDzZGWQ8PFigoQUpZKBArAklZKw8WL0lZFhsAPysAGD8rABg%2FKxESADkYLysREgA5ERI5GC8rEQAzERIBFzkRMxEzETMRMxEzEjk5MTABFQceARUUBiMiJwYVFBY7ATIWFRQEISImNTQ2Ny4BNTQ2Ny4BNTQ2MzIWFwEUFjMyNjU0JisBIgYTFBYzMjU0JiMiBgROvRoi7M81K0xHX8G3vv7K%2Ftvi7oF0Lz1GRVZr49IvZxr%2BGol8wLxnjLJld2VrZMxlZ2ZpBFKBIyNmOavECC8%2FJiack7zMoJRmixsUWTE%2BViolp3C0xg0H%2BwJMUm5bSD1fA0docNpsdXQAAAABAKgAAAR1BhQAFQAzQBkBAA8NCQkKAAoXFg8KExMFRlkTEAsAAQoVAD8zPz8rERIAORESATk5ETMRMzMRMzEwISMRNCYjIgYVESMRMxEUBzM%2BATMgEQR17GdwlIvr6wwPMKtyAZICqIB%2BsdD92wYU%2FnVfbFBY%2FmsAAAAAAgCaAAABogX6AAMADwA2QCIKAAQAAQEREA0fBy8HAl8Hbwd%2FB58HrwffB%2B8HBwcCDwEVAD8%2FL11xzRESATkRMzMRMzEwISMRMwM0NjMyFhUUBiMiJgGT6%2Bv5RUA%2BRUU%2BQEUEUgElP0REPzxFRQAAAAL%2Fh%2F4UAaIF%2BgAMABgAQ0AqEwoKDQMDBwcaGRZADxAfEC8QTxBfEI8QnxDPEN8QCQ4DEAgPAAVGWQAbAD8rABg%2FL19eXRrNERIBOREXMxEzMTATIic1FjMyNREzERQGAzQ2MzIWFRQGIyImN2pGREeW67NGRUA%2BRUU%2BQEX%2BFBm6EqoE0%2Fsdq7AHYz9ERD88RUUAAAABAKgAAASJBhQADgA6QB8CAwYFDgwJCQoDBAUHCgUQDw4IBwQECgILAAIPBgoVAD8zPz8REhc5ERIBFzkRMxEzMxEzETMxMAE3ASEJASEBBxEjETMRBwGLhQFOAQ%2F%2BQwHZ%2Fuz%2BnYHp6QwCSKYBZP4l%2FYkB5Wr%2BhQYU%2FQnVAAAAAAEAqAAAAZMGFAADABZACQABAQUEAgABFQA%2FPxESATkRMzEwISMRMwGT6%2BsGFAAAAAEAqAAABwYEZgAjAEZAIxwbEwAAAQ0JCQoBChsDJSQUDQoRCw8cAQoVIAURBUZZFxEQAD8zKxEAMxg%2FMzM%2FERI5ORESARc5ETMRMxEzEjkRMzEwISMRNCYjIgYVESMRMxczPgEzIBczPgEzMhYVESMRNCYjIgYVBEzsYGaIf%2Bu4IQwur2kA%2F1MQMbJzxrXrYWaJfwKqf32xzv3ZBFKRT1auUlzIzf0vAqp%2FfauxAAAAAQCoAAAEdQRmABMAMUAYDQkJCgEACgAUFQ0KEREFRlkREAsPAQoVAD8zPz8rERIAORESATk5ETMRMxEzMTAhIxE0JiMiBhURIxEzFzM%2BATMgEQR17GdwlYrruCEMMrhwAY4CqIB%2BsM%2F92QRSkU9W%2FmsAAAACAGb%2F7AR9BGYADAAVAChAFA0HEQAHABYXChNGWQoQAw9GWQMWAD8rABg%2FKxESATk5ETMRMzEwARAAIyImAjUQADMyAAEQISARECEiBgR9%2Fur4m%2B6AART78AEY%2FNsBGwEY%2FuaUhQIr%2FvH%2B0IwBBq0BDQEu%2Fsv%2B%2Bv6BAX8Be8QAAAIAqP4UBJMEZgATACAAP0AgGAsDBgYHHhEHESEiAwsADg4URlkOEAgPBxsAG0ZZABYAPysAGD8%2FPysREgA5ORESATk5ETMRMxEzMzMxMAUiJyMWFREjETMWFzM2MzISERACASIGHQEUFjMyNjU0JgLZ0nQODuu%2BCBkMbtzP5%2Bv%2B%2BIyBgJF6hIMUl4we%2FjsGPh91qP7U%2FvH%2B8f7QA7qktCPKtci5ur8AAAIAZv4UBFQEZgALACAAQEAgHhYDGhoZCg8ZDyIhGhsXDx8WDBISB0ZZEhAMAEZZDBYAPysAGD8rERIAOTkYPz8REgE5OREzETMRMzMzMTAlMjY9ATQmIyIGFRAXIgIREBIzMhYXMzczESMRNDY3IwYCXpSBhZR%2BhMPN6OzPaKVBCBrD7AgDDWioq60lzbTIu%2F6FvAEtAQ4BDgExTViR%2BcIB1SxiGqUAAAEAqAAAA04EZgAQACNAEA0JCQoCChIRCw8NChUFABAAPzI%2FOT8REgE5OREzETMxMAEyFwcmIyIGFREjETMXMz4BAtlHLhcyNo2v67gfDDexBGYK2wy4k%2F2%2BBFLDY3QAAAEAYv%2FsA48EZgAhADRAGwoAGxEABhEWBCMiChsDFBQZR1kUEAMISFkDFgA%2FKwAYPysREgA5ORESARc5ETMRMzEwARQGIyInNRYzMjU0LgEnLgE1NDYzMhcHJiMiFRQWFx4CA4%2Fs3N2Gw6jZMG5iv4flxcOuTLN6umGjiXw8ATuirUPLWoMqODwmSpR2jp1PsUpqNEg%2FNVhzAAAAAAEAJ%2F%2FsAvAFSAAVAD1AHw8MExMIAggKEQQXFg0PQAkSDA8PEkhZDw8GAEZZBhYAPysAGD8rEQAzETMaGBDNERIBFzkRMxI5OTEwJTI3FQ4BIyAZASM1PwEzFSEVIREUFgJEVlYne0L%2BspeiUJEBO%2F7FVaobsREXAWACVGhW6vay%2FbBVUQAAAAABAJ7%2F7ARtBFIAFAAwQBcBEREUCwgUCBYVAgUSCQ8AFQUORlkFFgA%2FKwAYPz8zEjkREgE5OREzETMRMzEwIScjDgEjIiY1ETMRFBYzMjY1ETMRA7QhDDG1dMnG7WhvlIvskU1YyMsC0%2F1Wf3%2Bx0AIn%2B64AAAEAAAAABEgEUgALAChAEwkKAgELAAUBCgUDDQwJAQ8FABUAPzI%2FMxESARc5ETMzETMRMzEwIQEzExYXMzY3EzMBAaT%2BXPjhOgwICT3h%2Bv5aBFL9faJkSL4Cg%2FuuAAAAAAEAFAAABnMEUgAdAD5AIR0AFxMSBAgHDhscCgkECQ4XHAUfHgANFwMIFQkbBAMSDwA%2FFzM%2FFzMREgEXOREzETMRMzMRMzMRMzMxMCEDJgMjAgcDIQEzExYXMz4BNxMhEx4BFzM2NxMzAQQzjxpECToik%2F78%2FsrwjTAUBgopD6gBAqMPLQQIDzeP7P7IAgRSASv%2B8nH9%2FgRS%2Fd%2FKkEm9LwJG%2Fboxyjh73QIh%2B64AAAAAAQAZAAAETgRSAAsAM0AaCAcEBQIBCgsAAQUGBwsGDQwJAwsEAQ8ICxUAPzM%2FMxI5ORESARc5ETMRMxEzETMxMAkBIRsBIQkBIQkBIQGe%2Fo0BDPz%2BAQr%2BjAGH%2Fvb%2B7%2F7w%2FvYCNQId%2Fn0Bg%2F3j%2FcsBnv5iAAABAAD%2BFARKBFIAFAAzQBoUCgQICQEAAAQJDwQWFQQUFQgADwwRRlkMGwA%2FKwAYPzM%2FMxESARc5ETMRMxEzMzEwESETFhczPgETMwECISInNRYzMj8BAQDhMxEICTDm%2Fv4ngf7TTko1RKpFKQRS%2FY2GdjedApv7G%2F6nEboMxWgAAAEARAAAA4sEUgAJADhAHQMHCAICBAcJBAsKBwQFBQRIWQUPAggBAQhIWQEVAD8rERIAORg%2FKxESADkREgEXOREzETMxMCkBNQEhNSEVASEDi%2Fy5Ai%2F98wMV%2Fd0CM5EDDbSk%2FQYAAAAAAQAt%2FrwC6QW2ABwARUAnCxgSAg4HFRUcAhgcAx4dEQICDwN%2FA48DrwO%2FA88DBgMDChgZCwoDAD8zLzMSOS9dMxI5ERIBFzkRMxI5ORE5ETMxMAE0ITUyNjURNDYzFQ4BFREUBxUWFREUFhcVLgE1ATf%2B9oeD2dlyZ%2BXlZnPnywEfur9bXQE3nJO2BVNS%2FtfHJwwkyf7VUlQCtwKZqwAAAAEB2f4fAo0GEAADABS3AgMDBQQDAAAAPy8REgE5ETMxMAEzESMB2bS0BhD4DwAAAAEALf68AssFtgAeAEVAJwsbEgQXDgcHAAAEGwMgHwwbGw8afxqPGq8avxrPGgYaGhMEAxITAwA%2FMy8zEjkvXTMSORESARc5ETMSOTkRMxE5MTAFFAYHNT4BNRE0Njc1JjURNCYnNTIWFREUFjMVIgYVAc%2FH219qanvlW27fw399e4EUnJICtwFLXAEGeYQVDCfHASlSUwW2ma7%2B4WRUv1VlAAAAAQBgAjsEMQNoABUAQEAkDwMXFg4GAxERC1JZABEQEQIJAxEGQAYAUlkPBh8GPwZvBgQGAC9dKwAaGBDNX15dKwAQGMQQxhESATk5MTABIgYHNTYzMhYXFjMyNjcVBiMiJicmAUoyez1jl0J2WINZNH06aZFBfVR%2FArQ8Pb9sGiU3Pjq%2Bbx8jNwAAAAACAIX%2BjQGuBF4AAwAPAChAEgQCCgIDAxEQAAANAw0HUVkNEAA%2FKwAYLxI5LxESATkRMzMRMzEwEzMTIQEUBiMiJjU0NjMyFsGuM%2F7rASFLSkhMTEhITQKF%2FAgFOEpOT0lFVFEAAQCm%2F%2BwD9gXLABwASkApDgILAgUWCAUIEBwEHh0FAgIZTVkAAhACAhADAgQZDhNNWQuQDgEODAcAP81dMisAGD%2FFX15dKxEAMxESARc5ETMRMzMRMzEwJQYHFSM1JgI1NBI3NTMVFhcHJiMiBhUUFjMyNjcD23eLnM%2FIyc6emINGkmiSjJCKS4dX7jsFwsgfARj6%2FgEeIKqiBT28O77BwrIeJQABAEgAAARWBckAHQBVQC4aCAsLFw8TAgkQExcYBh8eCxgZGE9ZCA8ZAQsDGRkSAAAFTVkABxMPEg9OWRIYAD8rEQAzGD8rERIAORgvX15dMysRADMREgEXOREzETMSOTkxMAEyFwcmIyIdASEVIRUUBgchFSE1PgE9ASM1MxE0NgKywrVMonrNAY3%2Bc0JQAvT78mJevLzjBclStkfb9Ky2W4Atz8MehHC4rAEAvNQAAAIAdQECBBsEpAAbACcAOkAlIg4cAAACBQkMDhATFxoKKSgJDBATFxoCBQgfFSUPBx8HbwcDBwAvXTPEMhc5ERIBFzkRMxEzMTATNDcnNxc2MzIXNxcHFhUUBxcHJwYjIicHJzcmNxQWMzI2NTQmIyIGukCFeYNkc3NihXmDPz%2BBd4Vjcn5Zg3eDQKiIXmGIiGFdiQLTbWiFd4E%2FQYN1hWRzd2KBd4E9PX93gWN0YoWFYmGIiAAAAAABABIAAAR9BbYAFgBbQDMABxADCwsMAgUJDA4SFQcYFwYSExJQWQADDxMfEwIJAxMTDBUKDg8OUFkHDw8MARUGDBgAPz8zEjkvMysRADMREjkYL19eXTMzKxEAMxESARc5ETMSFzkxMAkBMwEzFSEVIRUhFSM1ITUhNSE1MwEzAkgBQfT%2BceP%2B5wEZ%2Fufh%2FuUBG%2F7l4P529gMdApn9CJeamfT0mZqXAvgAAAAAAgHZ%2Fh8CjQYQAAMABwAkQBADAgUFBAQJCAMEAwQHGwAAAD8%2FOTkvLxESATkRMxI5OTEwATMRIxEzESMB2bS0tLQGEPzm%2FkX85AAAAAIAc%2F%2FyA4kGIwAtADkATUAsNBcmGy4AEQUyGTcDAAMFCxcZGyEIOzoDGTcUMioGHggID0lZCAEeJElZHhYAPysAGD8rERIAFzkREgEXOREzETMRMxEzETMRMzEwEzQ2NyY1NDYzMhYXBy4BIyIVFBYXHgEVFAcWFRQGIyInNR4BMzI1NC4BJy4CNxQeARc2NTQmJw4BgU1Jktu5W6ZjRHR4PcJuiK%2BWi4vs0NSGTcBR6ypkYY2CPbgwbYxtfJ82RQMnUIMrU5iBkiIqojIabTZPM0SdbbFZUI%2BOpUezKDODKzY2JjdddWEtRkQ4QWdLZzUQWwACASUFAgOWBewACwAXAB5ADAwSBgASABkYDwMVCQAvM80yERIBOTkRMxEzMTABNDYzMhYVFAYjIiYlNDYzMhYVFAYjIiYBJUMwNT9ANDBDAYlDMDVAQjMwQwV3Pjc%2BNzVAOjs%2BNz43Nj86AAADAGT%2F7AZEBcsAFgAmADYARkAoAw8vHycXCQ8UFx8FODcAABIQEgISEhsGDwwfDJ8MAwwMIzMbBCsjEwA%2FMz8zEjkvXTMROS9dMxESARc5ETMRMxEzMTABIgYVFBYzMjY3FQYjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA31veGx7N34uc3jF2dzEiohBavyGyAFeysgBXsrC%2FqLQz%2F6iw3upASSoqgEkp6n%2B26eo%2Ft%2BsBAqhjpOeHhWeM%2FHe1vdGjzf%2B0cgBXsrI%2FqLKxf6m0M8BWsaq%2Ft2oqwEhqagBJaim%2FtwAAAIAOQMCApMFxwAXACEAOUAdCwEhIRcbBwcRFwMjIiELCxMdAQAABBAEAgQOEwQAPzPUXcQzMxI5LzMREgEXOREzETMRMzMxMAEnDgEjIiY1NDY%2FATQmIyIHJzYzMhYVEQEOARUUMzI2PQECIx0udkdxcaioa0VFWng2kI2Kiv7%2BR21gW1wDDmE3NmlqaG8GBEhIOHNGfX3%2BQQE8AkAxWFJSKwAAAgBSAGgEIQPhAAYADQApQBMDBgoNAgQLCQkEDQYEDg8MBQgBAC8zxDIREgEXOREzETMRMxEzMTATARcJAQcBJQEXCQEHAVIBZKj%2B5gEaqP6cAcIBZaj%2B5QEbqP6bAjEBsF7%2Bov6kYQGvGgGwXv6i%2FqRhAa8AAAAAAQBgAQAEMQMrAAUAI0AQAQADAAcGAQQEA1JZLwQBBAAvXSsAGBDEERIBOTkRMzEwASMRITUhBDGy%2FOED0QEAAXmyAP%2F%2FAEgBwQJKAokSBgAQAAAABABk%2F%2BwGRAXLAAgAFQAlADUAXUAzBAkLDg0MABAQES4eJhYJDA4RFh4GNzYPAAASDQ8RHxECEREaCAASEBICEhIiMhoEKiITAD8zPzMSOS9dMxE5L10zEjkvMxESARc5ETMRMxEzETMRMxEzETMxMAEzMjY1NCYrAQUUBxMjAyMRIxEhMhYBNBIkMzIEEhUUAgQjIiQCNxQSBDMyJBI1NAIkIyIEAgLsRUpMSU9DAZmZ7dPAWr0BBq6i%2B9%2FIAV7KyAFeysL%2BotDP%2FqLDe6kBJKiqASSnqf7bp6j%2B36wDAkZBSDl9qz7%2BcwFa%2FqYDh4j%2BxcgBXsrI%2FqLKxf6m0M8BWsaq%2Ft2oqwEhqagBJaim%2FtwAAAAAAf%2F6BhQEBga4AAMAEbUABQEEAQIALzMRATMRMzEwASE1IQQG%2B%2FQEDAYUpAACAG0DOQL%2BBcsADAAYAB9ADRMGDQAGABoZEAkWAwQAPzPEMhESATk5ETMRMzEwEzQ2MzIWFRQGIyIuATcUFjMyNjU0JiMiBm2%2Bi4q%2BwIhYmViZZkpKZmhISGgEgYfDwIqLvVeYWUZoZ0dMZmgAAAAAAgBgAAAEMQThAAsADwA3QB4GAwoKCwwPAQgLBREQDA1SWQwSCQECAVJZBp8CAQIAL10zKxEAMxg%2FKxESARc5ETMSOTkxMAEhNSERMxEhFSERIwE1IRUB7v5yAY60AY%2F%2BcbT%2BcgPRApiyAZf%2BabL%2Bav7%2BsrIAAAAAAQAzAkoCpgXJABYAJ0ATBhEVAgIMERYEGBcJDh8CFRUBIAA%2FMxI5PzMREgEXOREzETMxMAEhNTc%2BATU0JiMiByc2MzIWFRQGDwEhAqb9jeZ1QUAzXWxei6qIl1yJiwGNAkqH4XBqOzQ2WHl3hHJTl3%2BBAAABAC0COQKiBckAIwA5QB8XABAGAAYLEx4DBiUkAxMTHxQBHxQBFBQJGiEfDgkhAD8zPzMSOS9dcTMSORESARc5ETMRMzEwARQGBx4BFRQGIyInNRYzMjU0KwE1MzI1NCYjIgYHJz4BMzIWAoVRT15fuq2UepF9s8dzabhFODlhOVQ9kmKGnQTjS18nFW5Nf4o%2BnU%2BHfYWBNDgoJXIuO3sAAQFqBNkDUAYhAAkAE7YFAAsKBYAAAC8azRESATk5MTABNT4BNyEVDgEHAWo5eSMBETTPRwTZGUasPRU9wTUAAAEAqP4UBHUEUgAYADtAHQoFBQgRABUVFhYIGhkRCw4GFw8JFRYbDgJGWQ4WAD8rABg%2FPz8zEjk5ERIBOTkRMxEzMxEzETMxMAEUMzI2NREzESMnIw4BIyInIx4BFREjETMBk9qSiuy3Ig0wj2iMTwQDB%2BvrAab8sdACJ%2Fuuk1NUWhyyJP7ABj4AAAAAAQBx%2FvwEdwYUAA8ALUAVAQAEBQAFCwMREAEFCAgOBQ4DS1kOAC8rABgvEjkvETMREgEXOREzETMxMAEjESMRIxEGIyImNRA2MyEEd4m%2FiT5U2Mva6AJE%2FvwGf%2FmBAzMS%2BvsBBP4AAAABAIUCOQGuA2oACwAXQAoGAAANDAMJUVkDAC8rERIBOREzMTATNDYzMhYVFAYjIiaFTEhJTE1ISEwC00lOUUZHU1IAAAEAAP4UAaoAAAARAC1AFw8MCgAABQwDExIMD0ALDkgPDw4HAhsOAC8%2FMxI5LyszERIBFzkRMxEzMTABFCEiJzUWMzI2NTQnNzMHHgEBqv7PQjc2RTY%2Fs1SYKVBa%2FvLeD4kOIS1VGaZYFV8AAAEAVAJKAhQFtgAKACJAEAAECQMBCAEMCwcJASAECR4APzM%2FEjkREgE5OREXMzEwASMRPwEOAQcnJTMCFLoDBREvdlgBGacCSgIAZ1sSLFlw0QAAAAIAPQMCAs8FxwALABcAJUASEgAMBgAGGRgPAAMQAwIDFQkEAD8zxF0yERIBOTkRMxEzMTABFAYjIiY1NDYzMhYFFBYzMjY1NCYjIgYCz6%2BdlrCxmZiw%2FhBOWFhOTlhYTgRkpL6%2Fo6m6vaZvbm5vcW1tAAAAAgBQAGgEIQPhAAYADQAlQBILCQQCAAMHAgoJBg4PCAEBDAUALzPELzIREgEXOREzETMxMAkBJwkBNwEFAScJATcBBCH%2BmagBG%2F7lqAFn%2Fj3%2BmqgBGv7mqAFmAhf%2BUWEBXAFeXv5QGv5RYQFcAV5e%2FlAAAP%2F%2FADwAAAYxBbYQJwDTAqYAABAmAHvoABEHANQDXP23AAmzAwIRGAA%2FNTUA%2F%2F8ALgAABkgFthAnANMCgwAAECYAe9oAEQcAdAOi%2FbcAB7ICEBgAPzUAAAD%2F%2FwA3AAAGaAXJECcA0wL4AAAQJwDUA5P9txEGAHUKAAAJswIBBxgAPzU1AAACADf%2BdwOWBF4AGwAnAEhAJhwiABsHExMbIgMpKAQXFwAbEBsCCwMbGxAlJR9RWSUQEApLWRAiAD8rABg%2FKxESADkYL19eXTkRMxESARc5ETMRMxEzMTABFRQGBw4BFRQWMzI2NxcGIyImNTQ%2BATc%2BAT0BExQGIyImNTQ2MzIWAotSZnw%2BbGtaqFJS3MzP6CpWcl4%2B70tKSExMSEhNAoU%2FapZQYmJLTl43JrNuv6lJcmhaTGFPLQFASk5PSUVUUf%2F%2FAAAAAAVKB3MSJgAkAAARBwBD%2F%2BQBUgAIswIZBSYAKzUAAP%2F%2FAAAAAAVKB3MSJgAkAAARBwB2AKoBUgAIswIZBSYAKzUAAP%2F%2FAAAAAAVKB3MSJgAkAAARBwDFADsBUgAIswIcBSYAKzUAAP%2F%2FAAAAAAVKB0gSJgAkAAARBwDHAC0BUgAIswIYBSYAKzUAAP%2F%2FAAAAAAVKBz4SJgAkAAARBwBqAEYBUgAKtAMCJQUmACs1Nf%2F%2FAAAAAAVKBwkSJgAkAAARBgDGVm0ACbMDAiQDAD81NQAAAAAC%2F%2F4AAAbTBbYADwATAGVANgYTExERCg4OAQgABAUFAAEMEBIFFRQKDUxZCgoBBhADTFkQEAEGBRIJEwYTTFkGAwEOTFkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKxESARc5MxEzETMRMxI5OREzETMxMCkBESEDIwEhFSERIRUhESEBIREjBtP81f4IvPYCpgQv%2FcUCFP3sAjv7NwGeewGW%2FmoFtsr%2Bcsj%2BNQGZAoEAAP%2F%2FAHn%2BFATPBcsSJgAmAAAQBwB6Ag4AAP%2F%2FAMEAAAP8B3MSJgAoAAARBwBD%2F7cBUgAIswEVBSYAKzUAAP%2F%2FAMEAAAP8B3MSJgAoAAARBwB2AE4BUgAIswEVBSYAKzUAAP%2F%2FAMEAAAP8B3MSJgAoAAARBwDF%2F%2FkBUgAIswEYBSYAKzUAAP%2F%2FAMEAAAP8Bz4SJgAoAAARBwBqAAQBUgAKtAIBIQUmACs1Nf%2F%2F%2F%2FoAAAHgB3MSJgAsAAARBwBD%2FpABUgAIswENBSYAKzUAAP%2F%2FALMAAAKZB3MSJgAsAAARBwB2%2F0kBUgAIswENBSYAKzUAAP%2F%2F%2F7UAAAK3B3MSJgAsAAARBwDF%2FtIBUgAIswEQBSYAKzUAAP%2F%2FAAEAAAJyBz4SJgAsAAARBwBq%2FtwBUgAKtAIBGQUmACs1NQACAC8AAAVeBbYADAAYAEdAJQ0AEggWFgQABAYUBBoZFQYHBkxZEgcHBAkJEUxZCQMEFkxZBBIAPysAGD8rERIAORgvMysRADMREgEXOREzEjk5ETMxMAEQACkBESM1MxEhIAADEAIrAREhFSERMyAFXv5u%2Fob%2Bb5KSAb4BWwGE%2FPn0xQEz%2Fs2gAhIC6f6Y%2Fn8Cb8gCf%2F6H%2FqQBBAEJ%2FknI%2FloA%2F%2F8AwQAABYMHSBImADEAABEHAMcAsgFSAAizARoFJgArNQAA%2F%2F8Aef%2FsBdMHcxImADIAABEHAEMAdwFSAAizAiEFJgArNQAA%2F%2F8Aef%2FsBdMHcxImADIAABEHAHYBJwFSAAizAiEFJgArNQAA%2F%2F8Aef%2FsBdMHcxImADIAABEHAMUAugFSAAizAiQFJgArNQAA%2F%2F8Aef%2FsBdMHSBImADIAABEHAMcArgFSAAizAiAFJgArNQAA%2F%2F8Aef%2FsBdMHPhImADIAABEHAGoAywFSAAq0AwItBSYAKzU1AAEAgwEOBA4EmAALABxADwEDBQcJCwYNDC8AXwACAAAZL10REgEXOTEwCQE3CQEXCQEHCQEnAcn%2Bun0BSAFJff63AUV7%2Frf%2BvH0C0wFGf%2F66AUZ7%2Frb%2BuH0BRv66fQAAAAMAef%2B0BdMF%2FAATABsAIwBOQC0WFx4fBBQcFAAcCgAFCAoPBSUkFx4WHwQhGQ8SCAUEAw0NIUxZDQQDGUxZAxMAPysAGD8rERIAFzkREhc5ERIBFzkRMxEzERIXOTEwARAAISInByc3JhEQACEyFzcXBxYDNCcBFjMyEgEUFwEmIyICBdP%2Bm%2F651ZRejWK8AWUBS8ebWo5jw%2F5Q%2FbZhi9XZ%2FKJOAktci9fbAt3%2Bm%2F50UYlekMQBeQFqAYRSgVyMx%2F6Q4Yj8rjwBFAER54MDUjv%2B6gD%2F%2FwC0%2F%2BwFOwdzEiYAOAAAEQcAQwA3AVIACLMBGwUmACs1AAD%2F%2FwC0%2F%2BwFOwdzEiYAOAAAEQcAdgDuAVIACLMBGwUmACs1AAD%2F%2FwC0%2F%2BwFOwdzEiYAOAAAEQcAxQCLAVIACLMBHgUmACs1AAD%2F%2FwC0%2F%2BwFOwc%2BEiYAOAAAEQcAagCYAVIACrQCAScFJgArNTX%2F%2FwAAAAAEvAdzEiYAPAAAEQcAdgBYAVIACLMBEgUmACs1AAAAAgDBAAAEkQW2AAwAFQBGQCURAA0JBQUGBgAXFgkVTFkACRAJAgwDCQkGBw0ETFkNDQYHAwYSAD8%2FEjkvKxESADkYL19eXSsREgE5OREzETMzETMxMAEUBCEjESMRMxUzIAQBMzI2NTQmKwEEkf7c%2Fuuo7%2B%2FFAQwBEP0fhbusnKykAwjj9P7PBbbz4P4Vfox%2FewAAAAEAqP%2FsBQIGHwAzAEFAIiUABh8ZDiwtAA4UHy0FNTQZJRExLRUxKEZZMQARF0hZERYAPysAGD8rABg%2FERI5ORESARc5ETMRMxEzETMxMAEUBgcOARUUFh8BHgIVFAYjIic1HgEzMjU0JicuATU0Njc%2BATU0JiMiBhURIxE0JDMyBAR9TUJaNi05X1xXLNbMvm06okPARXl3aERHS0CGb3%2BG6wEB7%2BEBBATlSoUzRTocHjMmQD5fcEelrEHHJTGXPVhKSXxUP2k1N1UzSFFsaftzBJHBzagA%2F%2F8AWv%2FsBAQGIRImAEQAABEGAEOZAAAIswIwESYAKzX%2F%2FwBa%2F%2BwEBAYhEiYARAAAEQYAdkwAAAizAjARJgArNf%2F%2FAFr%2F7AQEBiESJgBEAAARBgDF6AAACLMCMxEmACs1%2F%2F8AWv%2FsBAQF9hImAEQAABEGAMfkAAAIswIvESYAKzX%2F%2FwBa%2F%2BwEBAXsEiYARAAAEQYAavUAAAq0AwI8ESYAKzU1AAD%2F%2FwBa%2F%2BwEBAacEiYARAAAEQYAxg4AAAq0AwIqESYAKzU1AAAAAwBa%2F%2BwGuARmACYAMAA3AHNAPyEPFgQtNBYWLTUVJwAAChUaLQU5OA8hJA0ELUpZBAQkDTQWSVk0NCQNETFIWQ0HSFkRDRAeGEdZJClIWR4kFgA%2FMysrABg%2FMysrERIAORgvKxESADkYLysREgA5ORESARc5ETMRMxEzETMRMxI5OTEwEzQ2PwE1NCMiByc%2BATMyFzYzMhIdASESITI3FQ4BIyImJw4BIyImNxQzMjY9AQcOAQEiBgchNCZa8%2Fm8yY2mSljRY%2FFjeOLO9P04CgEjuKxWq26M2UNewZGlu%2FSmfJCHm5ADpHCDCQHZdQE9rK0IBkzCUqYvMZub%2FvPkf%2F6wUL8pIm1ufV60m5uRf2AGBmECEYuLgpQAAP%2F%2FAGb%2BFAO0BGYSJgBGAAAQBwB6AWQAAP%2F%2FAGb%2F7AQ5BiESJgBIAAARBgBDrwAACLMCJREmACs1%2F%2F8AZv%2FsBDkGIRImAEgAABEGAHZgAAAIswIlESYAKzX%2F%2FwBm%2F%2BwEOQYhEiYASAAAEQYAxQAAAAizAigRJgArNf%2F%2FAGb%2F7AQ5BewSJgBIAAARBgBqDgAACrQDAjERJgArNTUAAP%2F%2F%2F7sAAAGhBiESJgDCAAARBwBD%2FlEAAAAIswENESYAKzUAAP%2F%2FAJwAAAKCBiESJgDCAAARBwB2%2FzIAAAAIswENESYAKzUAAP%2F%2F%2F5wAAAKeBiESJgDCAAARBwDF%2FrkAAAAIswEQESYAKzUAAP%2F%2F%2F%2BcAAAJYBewSJgDCAAARBwBq%2FsIAAAAKtAIBGREmACs1NQACAGb%2F7AR9BiEAGwAnAFBAKwwcHAAiBgAGEBMYBSkoFhkRDhAFFw8PFAwDCQkfR1kJCQMXFAEDJUdZAxYAPysAGD%2FGEjkvKxESADkSORgvEhc5ERIBFzkRMxEzETMxMAEQACMiADU0ADMyFzcmJwcnNyYnNxYXNxcHFhIDNCYjIgYVFBYzMjYEff7t%2B%2Bv%2B4gEG3NZXCD6l%2BljMVlFUjHbnWLyYn%2FCXg5eGlImUhgI3%2Fun%2BzAEQ5ecBDW8EvZyWhXc7K5I%2FUYqBcYz%2BhP7pf5aknpmitgAAAP%2F%2FAKgAAAR1BfYSJgBRAAARBgDHIQAACLMBHBEmACs1%2F%2F8AZv%2FsBH0GIRImAFIAABEGAEO7AAAIswIfESYAKzX%2F%2FwBm%2F%2BwEfQYhEiYAUgAAEQYAdm8AAAizAh8RJgArNf%2F%2FAGb%2F7AR9BiESJgBSAAARBgDFDAAACLMCIhEmACs1%2F%2F8AZv%2FsBH0F9hImAFIAABEGAMf%2FAAAIswIeESYAKzX%2F%2FwBm%2F%2BwEfQXsEiYAUgAAEQYAahIAAAq0AwIrESYAKzU1AAAAAwBgAOwEMQS2AAMADwAbADRAGhYQCgQAAwQQBB0cBw0ZEw0TAQEAUlkvAQEBAC9dKxEAMzMYLzMvMxESARc5ETMRMzEwEzUhFQE0NjMyFhUUBiMiJhE0NjMyFhUUBiMiJmAD0f2YP0A9QEQ5PEM%2FQD1ARDk8QwJ5srL%2B%2FEBHSD8%2FSkcC%2FEBHSD8%2FSkcAAAAAAwBm%2F7gEfQSLABMAGwAiAE9ALhYXHh8EHBQcABQKAAUICg8SBiQjFx4WHwQhGQ8SCAUEAw0NGUZZDRADIUZZAxYAPysAGD8rERIAFzkREhc5ERIBFzkRMxEzERIXOTEwARAAIyInByc3JhEQADMyFzcXBxYBFBcBJiMiBgU0JwEWMyAEff7q%2BJBqTIdSjgEU%2B5ByRYhOh%2FzbJQGHPFeUhQIzIf59NlYBGAIr%2FvH%2B0DltWnWbAQkBDQEuP2RcbJj%2FAIdUAi8nxLd5Uv3XIQAA%2F%2F8Anv%2FsBG0GIRImAFgAABEGAEO3AAAIswEeESYAKzX%2F%2FwCe%2F%2BwEbQYhEiYAWAAAEQcAdgCLAAAACLMBHhEmACs1AAD%2F%2FwCe%2F%2BwEbQYhEiYAWAAAEQYAxSEAAAizASERJgArNf%2F%2FAJ7%2F7ARtBewSJgBYAAARBgBqJwAACrQCASoRJgArNTUAAP%2F%2FAAD%2BFARKBiESJgBcAAARBgB2JwAACLMBHhEmACs1AAIAqP4UBJMGFAAVACEAQUAiHwYMEhUaBA8PEBAGIyIMFQkDEQAQGwMWRlkDEAkdRlkJFgA%2FKwAYPysAGD8%2FERI5ORESATk5ETMRFzMRMzEwAT4BMzISERACIyInIx8BESMRMxEPAQUiBh0BFBYzMhE0JgGTPaNqzujpzdtvDggG6%2BsHAwEZjoGAkf57A8FWT%2F7S%2FvP%2B8P7RlUhc%2FjcIAP5SihsbpLIlyrUBgb67AAD%2F%2FwAA%2FhQESgXsEiYAXAAAEQYAasoAAAq0AgEqESYAKzU1AAAAAQCoAAABkwRSAAMAFkAJAAEBBQQCDwEVAD8%2FERIBOREzMTAhIxEzAZPr6wRSAAAAAgB5%2F%2BwHGwXNABQAHwBWQC8NAA8TEx0YBgAGER0EISAPEkxZDw8BCwsOTFkLAwkVTFkJBAETTFkBEwMbTFkDEgA%2FKwAYPysAGD8rABg%2FKxESADkYLysREgEXOREzETMRMxEzMTApAQYjIAAREAAhMhchFSERIRUhESEBIgIREBIzMjcRJgcb%2FMxmbf7A%2FqUBWAE%2Fc14DOv3AAhv95QJA%2B%2F7Q1tTQgVRQFAGJAWoBaAGGF8r%2Bcsj%2BNQQ1%2Fur%2B8%2F7z%2FugjBAAlAAADAGb%2F7AdMBGYAHQApADAAb0A9DQIkLRQUJC4THgcHExokBDIxDQIECi0USFkMLRwtAhADLS0ECg8qSFkPCgonRlkKEAAXR1kABAQhRlkEFgA%2FKxEAMysAGD8rEQAzKxESADkYL19eXSsREgA5ORESARc5ETMRMxEzETMSOTkxMAUgJwYhIgAREAAzMhYXNjMyAB0BIR4BMzI2NxUOAQEUFjMyNjU0JiMiBiUiBgchNCYFnv7ni4T%2B9Oz%2B6AES9XnMQoP43QEA%2FR4LlZpmqmBUr%2FtHg5KNg4SRj4EEGW6HCwHxfhTCwgE2AQkBEAErYmDC%2FvXof6SqJSu%2FKCMCP73Cv7zAv77Mi4uGkAAAAQDjBNkD5QYhAAwAKEASCQgCAAwEBQIFDAMODQIJgAUAAC8yGs0yERIBFzkRMxEzETMzMTABJicGByM1NjchFhcVA0Z7aWd6nr8%2FAQQ%2FwQTZSWtnTRnGaW7BGQACAWAE1wM7BpwACwAWACpAFgwAEgYGABgXD3AJAQ8JHwkvCQMJFAMALzPEXV0yERIBOTkRMxEzMTABFAYjIiY1NDYzMhYHNCYjIgYVFDMyNgM7g2xsgH9taIeFPC4vPGsuPAW8Zn99ZmV9fGYyOTkyajcAAAEA7ATXA%2F4F9gAVADJAGBITBwgTCBcWEAAFCwALAAt%2FE48TAhOACAAvGsxdOTkvLxEzETMREgE5OREzETMxMAEiLgIjIgcjPgEzMh4CMzI3Mw4BAwgqUU5KIlEcegyDZitSTkkiTxt9DIIE2SMrI3OLkiMrI3OGlwAAAAABAFIBxwOuAoUAAwARtQMABQQAAQAvMxESATk5MTATNSEVUgNcAce%2BvgAAAAEAUgHHB64ChQADABG1AwAFBAABAC8zERIBOTkxMBM1IRVSB1wBx76%2BAAAAAQAZA8EBcwW2AAcAF0AJAQcHBQkIAAQDAD%2FNERIBOTkRMzEwEyc2EjczAgclDBRmNqpAJQPBFlMBGnL%2FAPUAAAEAGQPBAXMFtgAGABdACQEGBgQIBwQGAwA%2FxhESATk5ETMxMAEXBgMjEjcBZA81e6pFHwW2FtH%2B8gEh1AAAAAABAD%2F%2B%2BAGcAO4ABgAeQA8ABQUDCAcDQAZQBtAGAwYAL13NERIBOTkRMzEwJQYDIxI3MwGcMICtRSLn17r%2B2wEO6AAAAAIAGQPBAxQFtgAGAA4AIkAQBw0ABQMFCw0EEA8GDgIKAwA%2FM80yERIBFzkRMxEzMTABNhMzAgcjJTYSNzMCByMBuDV9qkUf6f5SFGY2qkAl6QPXywEU%2FtjNFlMBGnL%2FAPUAAAACABkDwQMUBbYABgANACJAEAcMAAUDBQoMBA8OCgMMBQMAPzPGMhESARc5ETMRMzEwAQYDIxI3MwUGAyMSNzMBczV7qkUf5wGwNXusRSLnBaDR%2FvIBIdQW0f7yAQ%2FmAAACACv%2B%2BAMpAO4ABgANAClAFgcMAAUDBQoMBA8OCgMMQAZQBtAGAwYAL10zzTIREgEXOREzETMxMCUGAyMSNzMFBgMjEjczAYc3eaxCJOgBsDCArEIk6NfW%2FvcBBPIXuv7bAQTyAAAAAAEAgwHRAn8EBgALABO2BgAADQwJAwAvzRESATkRMzEwEzQ2MzIWFRQGIyImg4R6eYWGeHiGAuyKkJGJh5SRAAABAFIAaAJeA%2BEABgAYQAoDBgIEBgMIBwUBAC%2FEERIBFzkRMzEwEwEXCQEHAVIBZKj%2B5gEaqP6cAjEBsF7%2Bov6kYQGvAAEAUABoAl4D4QAGABhACgMAAAIEAwgHAQUAL8QREgEXOREzMTAJAScJATcBAl7%2BmqgBGv7mqAFmAhf%2BUWEBXAFeXv5QAAAAAAH%2BdwAAAo8FtgADABpACwMABQECAgQDAwISAD8%2FEQEzETMRMzIxMAkBIwECj%2FyowANaBbb6SgW2AAAAAAIAEAJKAtUFvAAKABEAPkAgCQEBCwcEEQYABAYDExIBBQUGCQ8RHxECEREHAyAOBx4APzM%2FEjkvXTMzMxEzERIBFzkRMxEzMzMRMzEwASMVIzUhNQEzETMhNTQ3Bg8BAtV9wP54AYy8ff7DBjQklAL6sLB%2FAkP9zbJhZGg22QAAAQA%2F%2F%2BwEhQXFACYAcUBCDAMICBYfAxsFChEYGx0kBygnBh0eHVBZAw8eHx4vHr8eBAkDHhcJGBcYUFkMAxcBFAMXFxMiIgBNWSIHEw5NWRMZAD8rABg%2FKxESADkYL19eXTMrEQAzGBDGX15dMisRADMREgEXOREXMxEzMzEwASIGByEVIQcVFyEVIRIhMjcVBiMiACcjNTMnNTcjNTM2ADMyFwcmAx%2BNsx4ByP4pAgIBmP55QAEsj5aDrvH%2B0y6YiAICiJYmATLyyJ5UmgT%2BqKqaLTcnmf7IPss9AQj6mSUlQZr7AR5Yu0wAAAAAAAEAACMAAAEF0xgAAAoK8gAFACT%2FcQAFADcAKQAFADkAKQAFADoAKQAFADwAFAAFAET%2FrgAFAEb%2FhQAFAEf%2FhQAFAEj%2FhQAFAEr%2FwwAFAFD%2FwwAFAFH%2FwwAFAFL%2FhQAFAFP%2FwwAFAFT%2FhQAFAFX%2FwwAFAFb%2FwwAFAFj%2FwwAFAIL%2FcQAFAIP%2FcQAFAIT%2FcQAFAIX%2FcQAFAIb%2FcQAFAIf%2FcQAFAJ8AFAAFAKL%2FhQAFAKP%2FrgAFAKT%2FrgAFAKX%2FrgAFAKb%2FrgAFAKf%2FrgAFAKj%2FrgAFAKn%2FhQAFAKr%2FhQAFAKv%2FhQAFAKz%2FhQAFAK3%2FhQAFALT%2FhQAFALX%2FhQAFALb%2FhQAFALf%2FhQAFALj%2FhQAFALr%2FhQAFALv%2FwwAFALz%2FwwAFAL3%2FwwAFAL7%2FwwAFAMT%2FhQAKACT%2FcQAKADcAKQAKADkAKQAKADoAKQAKADwAFAAKAET%2FrgAKAEb%2FhQAKAEf%2FhQAKAEj%2FhQAKAEr%2FwwAKAFD%2FwwAKAFH%2FwwAKAFL%2FhQAKAFP%2FwwAKAFT%2FhQAKAFX%2FwwAKAFb%2FwwAKAFj%2FwwAKAIL%2FcQAKAIP%2FcQAKAIT%2FcQAKAIX%2FcQAKAIb%2FcQAKAIf%2FcQAKAJ8AFAAKAKL%2FhQAKAKP%2FrgAKAKT%2FrgAKAKX%2FrgAKAKb%2FrgAKAKf%2FrgAKAKj%2FrgAKAKn%2FhQAKAKr%2FhQAKAKv%2FhQAKAKz%2FhQAKAK3%2FhQAKALT%2FhQAKALX%2FhQAKALb%2FhQAKALf%2FhQAKALj%2FhQAKALr%2FhQAKALv%2FwwAKALz%2FwwAKAL3%2FwwAKAL7%2FwwAKAMT%2FhQALAC0AuAAPACb%2FmgAPACr%2FmgAPADL%2FmgAPADT%2FmgAPADf%2FcQAPADj%2F1wAPADn%2FhQAPADr%2FhQAPADz%2FhQAPAIn%2FmgAPAJT%2FmgAPAJX%2FmgAPAJb%2FmgAPAJf%2FmgAPAJj%2FmgAPAJr%2FmgAPAJv%2F1wAPAJz%2F1wAPAJ3%2F1wAPAJ7%2F1wAPAJ%2F%2FhQAPAMP%2FmgAQADf%2FrgARACb%2FmgARACr%2FmgARADL%2FmgARADT%2FmgARADf%2FcQARADj%2F1wARADn%2FhQARADr%2FhQARADz%2FhQARAIn%2FmgARAJT%2FmgARAJX%2FmgARAJb%2FmgARAJf%2FmgARAJj%2FmgARAJr%2FmgARAJv%2F1wARAJz%2F1wARAJ3%2F1wARAJ7%2F1wARAJ%2F%2FhQARAMP%2FmgAkAAX%2FcQAkAAr%2FcQAkACb%2F1wAkACr%2F1wAkAC0BCgAkADL%2F1wAkADT%2F1wAkADf%2FcQAkADn%2FrgAkADr%2FrgAkADz%2FhQAkAIn%2F1wAkAJT%2F1wAkAJX%2F1wAkAJb%2F1wAkAJf%2F1wAkAJj%2F1wAkAJr%2F1wAkAJ%2F%2FhQAkAMP%2F1wAkAMv%2FcQAkAM7%2FcQAlAA%2F%2FrgAlABH%2FrgAlACT%2F1wAlADf%2FwwAlADn%2F7AAlADr%2F7AAlADv%2F1wAlADz%2F7AAlAD3%2F7AAlAIL%2F1wAlAIP%2F1wAlAIT%2F1wAlAIX%2F1wAlAIb%2F1wAlAIf%2F1wAlAJ%2F%2F7AAlAMz%2FrgAlAM%2F%2FrgAmACb%2F1wAmACr%2F1wAmADL%2F1wAmADT%2F1wAmAIn%2F1wAmAJT%2F1wAmAJX%2F1wAmAJb%2F1wAmAJf%2F1wAmAJj%2F1wAmAJr%2F1wAmAMP%2F1wAnAA%2F%2FrgAnABH%2FrgAnACT%2F1wAnADf%2FwwAnADn%2F7AAnADr%2F7AAnADv%2F1wAnADz%2F7AAnAD3%2F7AAnAIL%2F1wAnAIP%2F1wAnAIT%2F1wAnAIX%2F1wAnAIb%2F1wAnAIf%2F1wAnAJ%2F%2F7AAnAMz%2FrgAnAM%2F%2FrgAoAC0AewApAA%2F%2FhQApABH%2FhQApACIAKQApACT%2F1wApAIL%2F1wApAIP%2F1wApAIT%2F1wApAIX%2F1wApAIb%2F1wApAIf%2F1wApAMz%2FhQApAM%2F%2FhQAuACb%2F1wAuACr%2F1wAuADL%2F1wAuADT%2F1wAuAIn%2F1wAuAJT%2F1wAuAJX%2F1wAuAJb%2F1wAuAJf%2F1wAuAJj%2F1wAuAJr%2F1wAuAMP%2F1wAvAAX%2FXAAvAAr%2FXAAvACb%2F1wAvACr%2F1wAvADL%2F1wAvADT%2F1wAvADf%2F1wAvADj%2F7AAvADn%2F1wAvADr%2F1wAvADz%2FwwAvAIn%2F1wAvAJT%2F1wAvAJX%2F1wAvAJb%2F1wAvAJf%2F1wAvAJj%2F1wAvAJr%2F1wAvAJv%2F7AAvAJz%2F7AAvAJ3%2F7AAvAJ7%2F7AAvAJ%2F%2FwwAvAMP%2F1wAvAMv%2FXAAvAM7%2FXAAyAA%2F%2FrgAyABH%2FrgAyACT%2F1wAyADf%2FwwAyADn%2F7AAyADr%2F7AAyADv%2F1wAyADz%2F7AAyAD3%2F7AAyAIL%2F1wAyAIP%2F1wAyAIT%2F1wAyAIX%2F1wAyAIb%2F1wAyAIf%2F1wAyAJ%2F%2F7AAyAMz%2FrgAyAM%2F%2FrgAzAA%2F%2B9gAzABH%2B9gAzACT%2FmgAzADv%2F1wAzAD3%2F7AAzAIL%2FmgAzAIP%2FmgAzAIT%2FmgAzAIX%2FmgAzAIb%2FmgAzAIf%2FmgAzAMz%2B9gAzAM%2F%2B9gA0AA%2F%2FrgA0ABH%2FrgA0ACT%2F1wA0ADf%2FwwA0ADn%2F7AA0ADr%2F7AA0ADv%2F1wA0ADz%2F7AA0AD3%2F7AA0AIL%2F1wA0AIP%2F1wA0AIT%2F1wA0AIX%2F1wA0AIb%2F1wA0AIf%2F1wA0AJ%2F%2F7AA0AMz%2FrgA0AM%2F%2FrgA3AA%2F%2FhQA3ABD%2FrgA3ABH%2FhQA3ACIAKQA3ACT%2FcQA3ACb%2F1wA3ACr%2F1wA3ADL%2F1wA3ADT%2F1wA3ADcAKQA3AET%2FXAA3AEb%2FcQA3AEf%2FcQA3AEj%2FcQA3AEr%2FcQA3AFD%2FmgA3AFH%2FmgA3AFL%2FcQA3AFP%2FmgA3AFT%2FcQA3AFX%2FmgA3AFb%2FhQA3AFj%2FmgA3AFn%2F1wA3AFr%2F1wA3AFv%2F1wA3AFz%2F1wA3AF3%2FrgA3AIL%2FcQA3AIP%2FcQA3AIT%2FcQA3AIX%2FcQA3AIb%2FcQA3AIf%2FcQA3AIn%2F1wA3AJT%2F1wA3AJX%2F1wA3AJb%2F1wA3AJf%2F1wA3AJj%2F1wA3AJr%2F1wA3AKL%2FcQA3AKP%2FXAA3AKT%2FXAA3AKX%2FXAA3AKb%2FXAA3AKf%2FXAA3AKj%2FXAA3AKn%2FcQA3AKr%2FcQA3AKv%2FcQA3AKz%2FcQA3AK3%2FcQA3ALT%2FcQA3ALX%2FcQA3ALb%2FcQA3ALf%2FcQA3ALj%2FcQA3ALr%2FcQA3ALv%2FmgA3ALz%2FmgA3AL3%2FmgA3AL7%2FmgA3AL%2F%2F1wA3AMP%2F1wA3AMT%2FcQA3AMj%2FrgA3AMn%2FrgA3AMz%2FhQA3AM%2F%2FhQA4AA%2F%2F1wA4ABH%2F1wA4ACT%2F7AA4AIL%2F7AA4AIP%2F7AA4AIT%2F7AA4AIX%2F7AA4AIb%2F7AA4AIf%2F7AA4AMz%2F1wA4AM%2F%2F1wA5AA%2F%2FmgA5ABH%2FmgA5ACIAKQA5ACT%2FrgA5ACb%2F7AA5ACr%2F7AA5ADL%2F7AA5ADT%2F7AA5AET%2F1wA5AEb%2F1wA5AEf%2F1wA5AEj%2F1wA5AEr%2F7AA5AFD%2F7AA5AFH%2F7AA5AFL%2F1wA5AFP%2F7AA5AFT%2F1wA5AFX%2F7AA5AFb%2F7AA5AFj%2F7AA5AIL%2FrgA5AIP%2FrgA5AIT%2FrgA5AIX%2FrgA5AIb%2FrgA5AIf%2FrgA5AIn%2F7AA5AJT%2F7AA5AJX%2F7AA5AJb%2F7AA5AJf%2F7AA5AJj%2F7AA5AJr%2F7AA5AKL%2F1wA5AKP%2F1wA5AKT%2F1wA5AKX%2F1wA5AKb%2F1wA5AKf%2F1wA5AKj%2F1wA5AKn%2F1wA5AKr%2F1wA5AKv%2F1wA5AKz%2F1wA5AK3%2F1wA5ALT%2F1wA5ALX%2F1wA5ALb%2F1wA5ALf%2F1wA5ALj%2F1wA5ALr%2F1wA5ALv%2F7AA5ALz%2F7AA5AL3%2F7AA5AL7%2F7AA5AMP%2F7AA5AMT%2F1wA5AMz%2FmgA5AM%2F%2FmgA6AA%2F%2FmgA6ABH%2FmgA6ACIAKQA6ACT%2FrgA6ACb%2F7AA6ACr%2F7AA6ADL%2F7AA6ADT%2F7AA6AET%2F1wA6AEb%2F1wA6AEf%2F1wA6AEj%2F1wA6AEr%2F7AA6AFD%2F7AA6AFH%2F7AA6AFL%2F1wA6AFP%2F7AA6AFT%2F1wA6AFX%2F7AA6AFb%2F7AA6AFj%2F7AA6AIL%2FrgA6AIP%2FrgA6AIT%2FrgA6AIX%2FrgA6AIb%2FrgA6AIf%2FrgA6AIn%2F7AA6AJT%2F7AA6AJX%2F7AA6AJb%2F7AA6AJf%2F7AA6AJj%2F7AA6AJr%2F7AA6AKL%2F1wA6AKP%2F1wA6AKT%2F1wA6AKX%2F1wA6AKb%2F1wA6AKf%2F1wA6AKj%2F1wA6AKn%2F1wA6AKr%2F1wA6AKv%2F1wA6AKz%2F1wA6AK3%2F1wA6ALT%2F1wA6ALX%2F1wA6ALb%2F1wA6ALf%2F1wA6ALj%2F1wA6ALr%2F1wA6ALv%2F7AA6ALz%2F7AA6AL3%2F7AA6AL7%2F7AA6AMP%2F7AA6AMT%2F1wA6AMz%2FmgA6AM%2F%2FmgA7ACb%2F1wA7ACr%2F1wA7ADL%2F1wA7ADT%2F1wA7AIn%2F1wA7AJT%2F1wA7AJX%2F1wA7AJb%2F1wA7AJf%2F1wA7AJj%2F1wA7AJr%2F1wA7AMP%2F1wA8AA%2F%2FhQA8ABH%2FhQA8ACIAKQA8ACT%2FhQA8ACb%2F1wA8ACr%2F1wA8ADL%2F1wA8ADT%2F1wA8AET%2FmgA8AEb%2FmgA8AEf%2FmgA8AEj%2FmgA8AEr%2F1wA8AFD%2FwwA8AFH%2FwwA8AFL%2FmgA8AFP%2FwwA8AFT%2FmgA8AFX%2FwwA8AFb%2FrgA8AFj%2FwwA8AF3%2F1wA8AIL%2FhQA8AIP%2FhQA8AIT%2FhQA8AIX%2FhQA8AIb%2FhQA8AIf%2FhQA8AIn%2F1wA8AJT%2F1wA8AJX%2F1wA8AJb%2F1wA8AJf%2F1wA8AJj%2F1wA8AJr%2F1wA8AKL%2FmgA8AKP%2FmgA8AKT%2FmgA8AKX%2FmgA8AKb%2FmgA8AKf%2FmgA8AKj%2FmgA8AKn%2FmgA8AKr%2FmgA8AKv%2FmgA8AKz%2FmgA8AK3%2FmgA8ALT%2FmgA8ALX%2FmgA8ALb%2FmgA8ALf%2FmgA8ALj%2FmgA8ALr%2FmgA8ALv%2FwwA8ALz%2FwwA8AL3%2FwwA8AL7%2FwwA8AMP%2F1wA8AMT%2FmgA8AMz%2FhQA8AM%2F%2FhQA9ACb%2F7AA9ACr%2F7AA9ADL%2F7AA9ADT%2F7AA9AIn%2F7AA9AJT%2F7AA9AJX%2F7AA9AJb%2F7AA9AJf%2F7AA9AJj%2F7AA9AJr%2F7AA9AMP%2F7AA%2BAC0AuABEAAX%2F7ABEAAr%2F7ABEAMv%2F7ABEAM7%2F7ABFAAX%2F7ABFAAr%2F7ABFAFn%2F1wBFAFr%2F1wBFAFv%2F1wBFAFz%2F1wBFAF3%2F7ABFAL%2F%2F1wBFAMv%2F7ABFAM7%2F7ABGAAUAKQBGAAoAKQBGAMsAKQBGAM4AKQBIAAX%2F7ABIAAr%2F7ABIAFn%2F1wBIAFr%2F1wBIAFv%2F1wBIAFz%2F1wBIAF3%2F7ABIAL%2F%2F1wBIAMv%2F7ABIAM7%2F7ABJAAUAewBJAAoAewBJAMsAewBJAM4AewBLAAX%2F7ABLAAr%2F7ABLAMv%2F7ABLAM7%2F7ABOAEb%2F1wBOAEf%2F1wBOAEj%2F1wBOAFL%2F1wBOAFT%2F1wBOAKL%2F1wBOAKn%2F1wBOAKr%2F1wBOAKv%2F1wBOAKz%2F1wBOAK3%2F1wBOALT%2F1wBOALX%2F1wBOALb%2F1wBOALf%2F1wBOALj%2F1wBOALr%2F1wBOAMT%2F1wBQAAX%2F7ABQAAr%2F7ABQAMv%2F7ABQAM7%2F7ABRAAX%2F7ABRAAr%2F7ABRAMv%2F7ABRAM7%2F7ABSAAX%2F7ABSAAr%2F7ABSAFn%2F1wBSAFr%2F1wBSAFv%2F1wBSAFz%2F1wBSAF3%2F7ABSAL%2F%2F1wBSAMv%2F7ABSAM7%2F7ABTAAX%2F7ABTAAr%2F7ABTAFn%2F1wBTAFr%2F1wBTAFv%2F1wBTAFz%2F1wBTAF3%2F7ABTAL%2F%2F1wBTAMv%2F7ABTAM7%2F7ABVAAUAUgBVAAoAUgBVAET%2F1wBVAEb%2F1wBVAEf%2F1wBVAEj%2F1wBVAEr%2F7ABVAFL%2F1wBVAFT%2F1wBVAKL%2F1wBVAKP%2F1wBVAKT%2F1wBVAKX%2F1wBVAKb%2F1wBVAKf%2F1wBVAKj%2F1wBVAKn%2F1wBVAKr%2F1wBVAKv%2F1wBVAKz%2F1wBVAK3%2F1wBVALT%2F1wBVALX%2F1wBVALb%2F1wBVALf%2F1wBVALj%2F1wBVALr%2F1wBVAMT%2F1wBVAMsAUgBVAM4AUgBXAAUAKQBXAAoAKQBXAMsAKQBXAM4AKQBZAAUAUgBZAAoAUgBZAA%2F%2FrgBZABH%2FrgBZACIAKQBZAMsAUgBZAMz%2FrgBZAM4AUgBZAM%2F%2FrgBaAAUAUgBaAAoAUgBaAA%2F%2FrgBaABH%2FrgBaACIAKQBaAMsAUgBaAMz%2FrgBaAM4AUgBaAM%2F%2FrgBbAEb%2F1wBbAEf%2F1wBbAEj%2F1wBbAFL%2F1wBbAFT%2F1wBbAKL%2F1wBbAKn%2F1wBbAKr%2F1wBbAKv%2F1wBbAKz%2F1wBbAK3%2F1wBbALT%2F1wBbALX%2F1wBbALb%2F1wBbALf%2F1wBbALj%2F1wBbALr%2F1wBbAMT%2F1wBcAAUAUgBcAAoAUgBcAA%2F%2FrgBcABH%2FrgBcACIAKQBcAMsAUgBcAMz%2FrgBcAM4AUgBcAM%2F%2FrgBeAC0AuACCAAX%2FcQCCAAr%2FcQCCACb%2F1wCCACr%2F1wCCAC0BCgCCADL%2F1wCCADT%2F1wCCADf%2FcQCCADn%2FrgCCADr%2FrgCCADz%2FhQCCAIn%2F1wCCAJT%2F1wCCAJX%2F1wCCAJb%2F1wCCAJf%2F1wCCAJj%2F1wCCAJr%2F1wCCAJ%2F%2FhQCCAMP%2F1wCCAMv%2FcQCCAM7%2FcQCDAAX%2FcQCDAAr%2FcQCDACb%2F1wCDACr%2F1wCDAC0BCgCDADL%2F1wCDADT%2F1wCDADf%2FcQCDADn%2FrgCDADr%2FrgCDADz%2FhQCDAIn%2F1wCDAJT%2F1wCDAJX%2F1wCDAJb%2F1wCDAJf%2F1wCDAJj%2F1wCDAJr%2F1wCDAJ%2F%2FhQCDAMP%2F1wCDAMv%2FcQCDAM7%2FcQCEAAX%2FcQCEAAr%2FcQCEACb%2F1wCEACr%2F1wCEAC0BCgCEADL%2F1wCEADT%2F1wCEADf%2FcQCEADn%2FrgCEADr%2FrgCEADz%2FhQCEAIn%2F1wCEAJT%2F1wCEAJX%2F1wCEAJb%2F1wCEAJf%2F1wCEAJj%2F1wCEAJr%2F1wCEAJ%2F%2FhQCEAMP%2F1wCEAMv%2FcQCEAM7%2FcQCFAAX%2FcQCFAAr%2FcQCFACb%2F1wCFACr%2F1wCFAC0BCgCFADL%2F1wCFADT%2F1wCFADf%2FcQCFADn%2FrgCFADr%2FrgCFADz%2FhQCFAIn%2F1wCFAJT%2F1wCFAJX%2F1wCFAJb%2F1wCFAJf%2F1wCFAJj%2F1wCFAJr%2F1wCFAJ%2F%2FhQCFAMP%2F1wCFAMv%2FcQCFAM7%2FcQCGAAX%2FcQCGAAr%2FcQCGACb%2F1wCGACr%2F1wCGAC0BCgCGADL%2F1wCGADT%2F1wCGADf%2FcQCGADn%2FrgCGADr%2FrgCGADz%2FhQCGAIn%2F1wCGAJT%2F1wCGAJX%2F1wCGAJb%2F1wCGAJf%2F1wCGAJj%2F1wCGAJr%2F1wCGAJ%2F%2FhQCGAMP%2F1wCGAMv%2FcQCGAM7%2FcQCHAAX%2FcQCHAAr%2FcQCHACb%2F1wCHACr%2F1wCHAC0BCgCHADL%2F1wCHADT%2F1wCHADf%2FcQCHADn%2FrgCHADr%2FrgCHADz%2FhQCHAIn%2F1wCHAJT%2F1wCHAJX%2F1wCHAJb%2F1wCHAJf%2F1wCHAJj%2F1wCHAJr%2F1wCHAJ%2F%2FhQCHAMP%2F1wCHAMv%2FcQCHAM7%2FcQCIAC0AewCJACb%2F1wCJACr%2F1wCJADL%2F1wCJADT%2F1wCJAIn%2F1wCJAJT%2F1wCJAJX%2F1wCJAJb%2F1wCJAJf%2F1wCJAJj%2F1wCJAJr%2F1wCJAMP%2F1wCKAC0AewCLAC0AewCMAC0AewCNAC0AewCSAA%2F%2FrgCSABH%2FrgCSACT%2F1wCSADf%2FwwCSADn%2F7ACSADr%2F7ACSADv%2F1wCSADz%2F7ACSAD3%2F7ACSAIL%2F1wCSAIP%2F1wCSAIT%2F1wCSAIX%2F1wCSAIb%2F1wCSAIf%2F1wCSAJ%2F%2F7ACSAMz%2FrgCSAM%2F%2FrgCUAA%2F%2FrgCUABH%2FrgCUACT%2F1wCUADf%2FwwCUADn%2F7ACUADr%2F7ACUADv%2F1wCUADz%2F7ACUAD3%2F7ACUAIL%2F1wCUAIP%2F1wCUAIT%2F1wCUAIX%2F1wCUAIb%2F1wCUAIf%2F1wCUAJ%2F%2F7ACUAMz%2FrgCUAM%2F%2FrgCVAA%2F%2FrgCVABH%2FrgCVACT%2F1wCVADf%2FwwCVADn%2F7ACVADr%2F7ACVADv%2F1wCVADz%2F7ACVAD3%2F7ACVAIL%2F1wCVAIP%2F1wCVAIT%2F1wCVAIX%2F1wCVAIb%2F1wCVAIf%2F1wCVAJ%2F%2F7ACVAMz%2FrgCVAM%2F%2FrgCWAA%2F%2FrgCWABH%2FrgCWACT%2F1wCWADf%2FwwCWADn%2F7ACWADr%2F7ACWADv%2F1wCWADz%2F7ACWAD3%2F7ACWAIL%2F1wCWAIP%2F1wCWAIT%2F1wCWAIX%2F1wCWAIb%2F1wCWAIf%2F1wCWAJ%2F%2F7ACWAMz%2FrgCWAM%2F%2FrgCXAA%2F%2FrgCXABH%2FrgCXACT%2F1wCXADf%2FwwCXADn%2F7ACXADr%2F7ACXADv%2F1wCXADz%2F7ACXAD3%2F7ACXAIL%2F1wCXAIP%2F1wCXAIT%2F1wCXAIX%2F1wCXAIb%2F1wCXAIf%2F1wCXAJ%2F%2F7ACXAMz%2FrgCXAM%2F%2FrgCYAA%2F%2FrgCYABH%2FrgCYACT%2F1wCYADf%2FwwCYADn%2F7ACYADr%2F7ACYADv%2F1wCYADz%2F7ACYAD3%2F7ACYAIL%2F1wCYAIP%2F1wCYAIT%2F1wCYAIX%2F1wCYAIb%2F1wCYAIf%2F1wCYAJ%2F%2F7ACYAMz%2FrgCYAM%2F%2FrgCaAA%2F%2FrgCaABH%2FrgCaACT%2F1wCaADf%2FwwCaADn%2F7ACaADr%2F7ACaADv%2F1wCaADz%2F7ACaAD3%2F7ACaAIL%2F1wCaAIP%2F1wCaAIT%2F1wCaAIX%2F1wCaAIb%2F1wCaAIf%2F1wCaAJ%2F%2F7ACaAMz%2FrgCaAM%2F%2FrgCbAA%2F%2F1wCbABH%2F1wCbACT%2F7ACbAIL%2F7ACbAIP%2F7ACbAIT%2F7ACbAIX%2F7ACbAIb%2F7ACbAIf%2F7ACbAMz%2F1wCbAM%2F%2F1wCcAA%2F%2F1wCcABH%2F1wCcACT%2F7ACcAIL%2F7ACcAIP%2F7ACcAIT%2F7ACcAIX%2F7ACcAIb%2F7ACcAIf%2F7ACcAMz%2F1wCcAM%2F%2F1wCdAA%2F%2F1wCdABH%2F1wCdACT%2F7ACdAIL%2F7ACdAIP%2F7ACdAIT%2F7ACdAIX%2F7ACdAIb%2F7ACdAIf%2F7ACdAMz%2F1wCdAM%2F%2F1wCeAA%2F%2F1wCeABH%2F1wCeACT%2F7ACeAIL%2F7ACeAIP%2F7ACeAIT%2F7ACeAIX%2F7ACeAIb%2F7ACeAIf%2F7ACeAMz%2F1wCeAM%2F%2F1wCfAA%2F%2FhQCfABH%2FhQCfACIAKQCfACT%2FhQCfACb%2F1wCfACr%2F1wCfADL%2F1wCfADT%2F1wCfAET%2FmgCfAEb%2FmgCfAEf%2FmgCfAEj%2FmgCfAEr%2F1wCfAFD%2FwwCfAFH%2FwwCfAFL%2FmgCfAFP%2FwwCfAFT%2FmgCfAFX%2FwwCfAFb%2FrgCfAFj%2FwwCfAF3%2F1wCfAIL%2FhQCfAIP%2FhQCfAIT%2FhQCfAIX%2FhQCfAIb%2FhQCfAIf%2FhQCfAIn%2F1wCfAJT%2F1wCfAJX%2F1wCfAJb%2F1wCfAJf%2F1wCfAJj%2F1wCfAJr%2F1wCfAKL%2FmgCfAKP%2FmgCfAKT%2FmgCfAKX%2FmgCfAKb%2FmgCfAKf%2FmgCfAKj%2FmgCfAKn%2FmgCfAKr%2FmgCfAKv%2FmgCfAKz%2FmgCfAK3%2FmgCfALT%2FmgCfALX%2FmgCfALb%2FmgCfALf%2FmgCfALj%2FmgCfALr%2FmgCfALv%2FwwCfALz%2FwwCfAL3%2FwwCfAL7%2FwwCfAMP%2F1wCfAMT%2FmgCfAMz%2FhQCfAM%2F%2FhQCgAA%2F%2B9gCgABH%2B9gCgACT%2FmgCgADv%2F1wCgAD3%2F7ACgAIL%2FmgCgAIP%2FmgCgAIT%2FmgCgAIX%2FmgCgAIb%2FmgCgAIf%2FmgCgAMz%2B9gCgAM%2F%2B9gCiAAX%2F7ACiAAr%2F7ACiAMv%2F7ACiAM7%2F7ACjAAX%2F7ACjAAr%2F7ACjAMv%2F7ACjAM7%2F7ACkAAX%2F7ACkAAr%2F7ACkAMv%2F7ACkAM7%2F7AClAAX%2F7AClAAr%2F7AClAMv%2F7AClAM7%2F7ACmAAX%2F7ACmAAr%2F7ACmAMv%2F7ACmAM7%2F7ACnAAX%2F7ACnAAr%2F7ACnAMv%2F7ACnAM7%2F7ACqAAX%2F7ACqAAr%2F7ACqAFn%2F1wCqAFr%2F1wCqAFv%2F1wCqAFz%2F1wCqAF3%2F7ACqAL%2F%2F1wCqAMv%2F7ACqAM7%2F7ACrAAX%2F7ACrAAr%2F7ACrAFn%2F1wCrAFr%2F1wCrAFv%2F1wCrAFz%2F1wCrAF3%2F7ACrAL%2F%2F1wCrAMv%2F7ACrAM7%2F7ACsAAX%2F7ACsAAr%2F7ACsAFn%2F1wCsAFr%2F1wCsAFv%2F1wCsAFz%2F1wCsAF3%2F7ACsAL%2F%2F1wCsAMv%2F7ACsAM7%2F7ACtAAX%2F7ACtAAr%2F7ACtAFn%2F1wCtAFr%2F1wCtAFv%2F1wCtAFz%2F1wCtAF3%2F7ACtAL%2F%2F1wCtAMv%2F7ACtAM7%2F7ACyAAX%2F7ACyAAr%2F7ACyAFn%2F1wCyAFr%2F1wCyAFv%2F1wCyAFz%2F1wCyAF3%2F7ACyAL%2F%2F1wCyAMv%2F7ACyAM7%2F7AC0AAX%2F7AC0AAr%2F7AC0AFn%2F1wC0AFr%2F1wC0AFv%2F1wC0AFz%2F1wC0AF3%2F7AC0AL%2F%2F1wC0AMv%2F7AC0AM7%2F7AC1AAX%2F7AC1AAr%2F7AC1AFn%2F1wC1AFr%2F1wC1AFv%2F1wC1AFz%2F1wC1AF3%2F7AC1AL%2F%2F1wC1AMv%2F7AC1AM7%2F7AC2AAX%2F7AC2AAr%2F7AC2AFn%2F1wC2AFr%2F1wC2AFv%2F1wC2AFz%2F1wC2AF3%2F7AC2AL%2F%2F1wC2AMv%2F7AC2AM7%2F7AC4AAX%2F1wC4AAr%2F1wC4AMv%2F1wC4AM7%2F1wC6AAX%2F7AC6AAr%2F7AC6AFn%2F1wC6AFr%2F1wC6AFv%2F1wC6AFz%2F1wC6AF3%2F7AC6AL%2F%2F1wC6AMv%2F7AC6AM7%2F7AC%2FAAUAUgC%2FAAoAUgC%2FAA%2F%2FrgC%2FABH%2FrgC%2FACIAKQC%2FAMsAUgC%2FAMz%2FrgC%2FAM4AUgC%2FAM%2F%2FrgDAAAX%2F7ADAAAr%2F7ADAAFn%2F1wDAAFr%2F1wDAAFv%2F1wDAAFz%2F1wDAAF3%2F7ADAAL%2F%2F1wDAAMv%2F7ADAAM7%2F7ADBAAUAUgDBAAoAUgDBAA%2F%2FrgDBABH%2FrgDBACIAKQDBAMsAUgDBAMz%2FrgDBAM4AUgDBAM%2F%2FrgDDAC0AewDIADf%2FrgDJADf%2FrgDKACT%2FcQDKADcAKQDKADkAKQDKADoAKQDKADwAFADKAET%2FrgDKAEb%2FhQDKAEf%2FhQDKAEj%2FhQDKAEr%2FwwDKAFD%2FwwDKAFH%2FwwDKAFL%2FhQDKAFP%2FwwDKAFT%2FhQDKAFX%2FwwDKAFb%2FwwDKAFj%2FwwDKAIL%2FcQDKAIP%2FcQDKAIT%2FcQDKAIX%2FcQDKAIb%2FcQDKAIf%2FcQDKAJ8AFADKAKL%2FhQDKAKP%2FrgDKAKT%2FrgDKAKX%2FrgDKAKb%2FrgDKAKf%2FrgDKAKj%2FrgDKAKn%2FhQDKAKr%2FhQDKAKv%2FhQDKAKz%2FhQDKAK3%2FhQDKALT%2FhQDKALX%2FhQDKALb%2FhQDKALf%2FhQDKALj%2FhQDKALr%2FhQDKALv%2FwwDKALz%2FwwDKAL3%2FwwDKAL7%2FwwDKAMT%2FhQDLACT%2FcQDLADcAKQDLADkAKQDLADoAKQDLADwAFADLAET%2FrgDLAEb%2FhQDLAEf%2FhQDLAEj%2FhQDLAEr%2FwwDLAFD%2FwwDLAFH%2FwwDLAFL%2FhQDLAFP%2FwwDLAFT%2FhQDLAFX%2FwwDLAFb%2FwwDLAFj%2FwwDLAIL%2FcQDLAIP%2FcQDLAIT%2FcQDLAIX%2FcQDLAIb%2FcQDLAIf%2FcQDLAJ8AFADLAKL%2FhQDLAKP%2FrgDLAKT%2FrgDLAKX%2FrgDLAKb%2FrgDLAKf%2FrgDLAKj%2FrgDLAKn%2FhQDLAKr%2FhQDLAKv%2FhQDLAKz%2FhQDLAK3%2FhQDLALT%2FhQDLALX%2FhQDLALb%2FhQDLALf%2FhQDLALj%2FhQDLALr%2FhQDLALv%2FwwDLALz%2FwwDLAL3%2FwwDLAL7%2FwwDLAMT%2FhQDMACb%2FmgDMACr%2FmgDMADL%2FmgDMADT%2FmgDMADf%2FcQDMADj%2F1wDMADn%2FhQDMADr%2FhQDMADz%2FhQDMAIn%2FmgDMAJT%2FmgDMAJX%2FmgDMAJb%2FmgDMAJf%2FmgDMAJj%2FmgDMAJr%2FmgDMAJv%2F1wDMAJz%2F1wDMAJ3%2F1wDMAJ7%2F1wDMAJ%2F%2FhQDMAMP%2FmgDNACT%2FcQDNADcAKQDNADkAKQDNADoAKQDNADwAFADNAET%2FrgDNAEb%2FhQDNAEf%2FhQDNAEj%2FhQDNAEr%2FwwDNAFD%2FwwDNAFH%2FwwDNAFL%2FhQDNAFP%2FwwDNAFT%2FhQDNAFX%2FwwDNAFb%2FwwDNAFj%2FwwDNAIL%2FcQDNAIP%2FcQDNAIT%2FcQDNAIX%2FcQDNAIb%2FcQDNAIf%2FcQDNAJ8AFADNAKL%2FhQDNAKP%2FrgDNAKT%2FrgDNAKX%2FrgDNAKb%2FrgDNAKf%2FrgDNAKj%2FrgDNAKn%2FhQDNAKr%2FhQDNAKv%2FhQDNAKz%2FhQDNAK3%2FhQDNALT%2FhQDNALX%2FhQDNALb%2FhQDNALf%2FhQDNALj%2FhQDNALr%2FhQDNALv%2FwwDNALz%2FwwDNAL3%2FwwDNAL7%2FwwDNAMT%2FhQDPACb%2FmgDPACr%2FmgDPADL%2FmgDPADT%2FmgDPADf%2FcQDPADj%2F1wDPADn%2FhQDPADr%2FhQDPADz%2FhQDPAIn%2FmgDPAJT%2FmgDPAJX%2FmgDPAJb%2FmgDPAJf%2FmgDPAJj%2FmgDPAJr%2FmgDPAJv%2F1wDPAJz%2F1wDPAJ3%2F1wDPAJ7%2F1wDPAJ%2F%2FhQDPAMP%2FmgAAAB4BbgABAAAAAAAAADQAagABAAAAAAABABIAxQABAAAAAAACAAcA6AABAAAAAAADACcBQAABAAAAAAAEABIBjgABAAAAAAAFAAwBuwABAAAAAAAGABEB7AABAAAAAAAHAFICpAABAAAAAAAIABQDIQABAAAAAAALABwDcAABAAAAAAAMAC4D6wABAAAAAAANAC4EeAABAAAAAAAOACoE%2FQABAAAAAAAQAAkFPAABAAAAAAARAAgFWAADAAEECQAAAGgAAAADAAEECQABACQAnwADAAEECQACAA4A2AADAAEECQADAE4A8AADAAEECQAEACQBaAADAAEECQAFABgBoQADAAEECQAGACIByAADAAEECQAHAKQB%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%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAIACAAK%2F%2F8ADwAAAAEAAAAAyYlvMQAAAADJTOp9AAAAAMnt2GI%3D%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Open%20Sans%27%3B%0Afont%2Dstyle%3A%20italic%3B%0Afont%2Dweight%3A%20400%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzakEwAAIZUAAAAHE9TLzKhTLaOAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IA7AFxkAAA%2B0AAAAoGZwZ21%2BYbYRAAAG9AAAB7RnYXNwABUAIwAAhkQAAAAQZ2x5Zr%2FLVRcAABIEAABJAGhlYWT4qxTOAAABDAAAADZoaGVhDj8E%2FgAAAUQAAAAkaG10eGTdQjIAAAHoAAADWGtlcm4Mlg8JAABbBAAAIwRsb2NhW7BKSgAAEFQAAAGubWF4cAJdAPoAAAFoAAAAIG5hbWVqCPoKAAB%2BCAAABkVwb3N0gmzp1QAAhFAAAAHycHJlcFSBlpMAAA6oAAABCQABAAAAARmacz8BIV8PPPUAHwgAAAAAAMnt2FoAAAAAye3YWv4Z%2FhAHgQdzAAIACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2Fhn%2BHAeBAGQAFQAAAAAAAAAAAAAAAADWAAEAAADWAEQABQA5AAQAAgAQAC8AXAAAAQ4ASwADAAEAAwQPAZAABQAIBZoFMwAAAR8FmgUzAAAD0QBmAgAAAAILBgYDBQQCAgTgAALvQAAgWwAAACgAAAAAMUFTQwABACAgrAYf%2FhQAhAiNAlggAAGfAAAAAARIBbYAAAAgAAEIAAAAAAAAAAQUAAACFAAAAhIAKwMXAOEFKwA%2FBGgASAZYAKgFXABCAbwA4QJIAFICSP9gBGoA1wRoAH8B7P%2BcAn8ANwIGACsCzf%2BiBGgAeQRoAS8EaAAMBGgALwRoABAEaABQBGgAhQRoAK4EaABgBGgAYgIGACsCBv%2BcBGgAeQRoAH8EaAB5A2oAngbHAG8Ecf%2BLBMkAVgSuAJYFVABWBBcAVgPHAFYFagCWBW0AVgIvAFYCI%2F7BBHUAVgPLAFYGsgBUBZ4AVAXDAJYEhwBWBcMAlgSNAFYEBAAnA%2FwAugVoAKQEYgC8BtEA3wQn%2F5gEBgC8BD%2F%2F8AJK%2F%2FACzQDdAkr%2FagQjADUDJ%2F9EBG8CPwSFAGIEngA7A5oAYgSeAGID8gBiAoH%2FGwQC%2F4EEngA7AggAOwII%2Fv4D5wA5AggAOQb6ADsEngA7BH0AYgSe%2F9UEngBiAysAOwNtAAgCmABaBJ4AcQOyAGIFvAB1A9P%2FtgOy%2FzsDjf%2FjAssAGwRoAh0Cy%2F%2B2BGgAcwIUAAACEv%2FyBGgA4QRo%2F%2BkEaACoBGgAfwRoAh0D4wA7BG8ByQaoAIsCrgCqA74AWARoAH8CfwA3BqgAiwMOAOMDbQDXBGgAfwLNAGACzQB3BG8CFASq%2F9UFPQDHAgYAqgGk%2F1YCzQECArAAqAO%2BABcF7gB7Be4AQgYdAFcDav%2F8BHH%2FiwRx%2F4sEcf%2BLBHH%2FiwRx%2F4sEcf%2BLBon%2FiQSuAJYEFwBWBBcAVgQXAFYEFwBWAi8AVgIvAFYCLwBWAi8AVgVUAEgFngBUBcMAlgXDAJYFwwCWBcMAlgXDAJYEaACoBcMAdwVoAKQFaACkBWgApAVoAKQEBgC8BIcAVgSe%2FwAEhQBiBIUAYgSFAGIEhQBiBIUAYgSFAGIGhQBiA5oAYgPyAGID8gBiA%2FIAYgPyAGICCAA7AggAOwIIADsCCAA7BI0AWgSeADsEfQBiBH0AYgR9AGIEfQBiBH0AYgRoAH8EfQA9BJ4AcQSeAHEEngBxBJ4AcQOy%2FzsEnv%2FVA7L%2FOwIIADsG1wCWBukAYgRvAY8EngInBG8BUAPXADcHrgA3AVwAewFcAH0B7P%2BcAs8AewLPAH0DWv%2BcAwYAxwJEAFgCRAAXAQz%2BGQLNAFwEaAA%2FAAAAAwAAAAMAAAAcAAEAAAAAAKwAAwABAAAAHAAEAJAAAAAgACAABAAAAH4A%2FwExAVMCxgLaAtwgFCAaIB4gIiA6IEQgdCCs%2F%2F8AAAAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrP%2F%2F%2F%2BP%2Fwv%2BR%2F3H9%2F%2F3s%2FevgteCy4LHgruCY4I%2FgYOApAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAEAAAAAAAAAAQIAAAACAAAAAAAAAAAAAAAAAAAAAQAAAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwdHh8gISIjJCUmJygpKissLS4vMDEyMzQ1Njc4OTo7PD0%2BP0BBQkNERUZHSElKS0xNTk9QUVJTVFVWV1hZWltcXV5fYGEAhoeJi5OYnqOipKalp6mrqqytr66wsbO1tLa4t7y7vb4AcmRladB4oXBrAHZqAIiaAHMAAGd3AAAAAABsfACouoFjbgAAAABtfQBigoWXw8TIyc3Oysu5AMEA09XR0gAAAHnMzwCEjIONio%2BQkY6VlgCUnJ2bwsXHcQAAxnoAAAAAAEBHW1pZWFVUU1JRUE9OTUxLSklIR0ZFRENCQUA%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%2F4BiIyAQI4qxDAyKcEVgILAAUFiwAWG4%2F7qLG7BGjFmwEGBoATpZLSwgRbADJUZSS7ATUVtYsAIlRiBoYbADJbADJT8jITgbIRFZLSwgRbADJUZQWLACJUYgaGGwAyWwAyU%2FIyE4GyERWS0sALAHQ7AGQwstLCEhDGQjZIu4QABiLSwhsIBRWAxkI2SLuCAAYhuyAEAvK1mwAmAtLCGwwFFYDGQjZIu4FVViG7IAgC8rWbACYC0sDGQjZIu4QABiYCMhLSxLU1iKsAQlSWQjRWmwQIthsIBisCBharAOI0QjELAO9hshI4oSESA5L1ktLEtTWCCwAyVJZGkgsAUmsAYlSWQjYbCAYrAgYWqwDiNEsAQmELAO9ooQsA4jRLAO9rAOI0SwDu0birAEJhESIDkjIDkvL1ktLEUjRWAjRWAjRWAjdmgYsIBiIC0ssEgrLSwgRbAAVFiwQEQgRbBAYUQbISFZLSxFsTAvRSNFYWCwAWBpRC0sS1FYsC8jcLAUI0IbISFZLSxLUVggsAMlRWlTWEQbISFZGyEhWS0sRbAUQ7AAYGOwAWBpRC0ssC9FRC0sRSMgRYpgRC0sRSNFYEQtLEsjUVi5ADP%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%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%2BALACIz6xAQIGDLAKI2VCsAsjQgGwASM%2FALACIz%2BxAQIGDLAGI2VCsAcjQrABFgEtLLCAsAJDULABsAJDVFtYISMQsCAayRuKEO1ZLSywWSstLIoQ5S1AmQkhSCBVIAEeVR9IA1UfHgEPHj8erx4DTUsmH0xLMx9LRiUfJjQQVSUzJFUZE%2F8fBwT%2FHwYD%2Fx9KSTMfSUYlHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwNHRhkf60YBIyIzHxwzG1UWMxVVEQEPVRAzD1UPD08PAh8Pzw8CDw%2F%2FDwIGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dSsrKysrdCtzdCsrKysrKysrKysrKytzdCsrKxheAAAABhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABEgAFACRAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAF%2FyU%2F%2Bv%2Bhf5e%2Fqj%2F6wAW%2FrwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAiwCBAN0AmACPAI4AmQCIAIEBDwAAAAAAAAAAAAAALgBMAKQBDAF6AeYB%2BgIcAjwCZgKGApwCrgLKAuADHAM%2BA3oDzAQIBE4EpgTEBSgFfgWuBdoF%2FAYaBj4GjgcKBzoHiAfAB%2FYIJAhKCJIIugjOCPIJHAk2CW4JmgnaCg4KWgqYCuQLBAs2C1oLmgvCC%2BIMCgwmDDoMVgxyDIQMnAzmDTINZg2yDfwORg7ODw4PMA9mD5YPqBAAEDoQdhDCERARQBGIEcgSABIiEmYSjhLGEu4TOBNKE5QTxhPGE%2FAUNhSAFNAVGhU6FaQVzhY%2BFnwWshbIFtAXQBdSF4AXsBfiGCIYPBh6GKQYrhjSGPIZIBlUGWoZgBmWGeQZ9hoIGhoaLBpAGloapBqwGsIa1BrmGvobDBseGzAbRBuQG6IbtBvGG9gb6hv%2BHCochhyYHKocvBzQHOIdHh2QHaIdtB3GHdgd6h38HoAejB6eHrAewh7UHuYe%2BB8KHx4fgh%2BUH6YfuB%2FKH9wf7iAgIH4gkCCiILQgxiDYISghOiFMIaQiGCI8Im4inCKuIsAi2CLyIwgjLiNWI3ojlCOyI9Ij6CQcJIAAAAACACv%2F4wIrBbYABAAQABhACwICDgQDDghPWQ4WAD8rABg%2FEjkvMTAJASMSEwE0NjMyFhUUBiMiJgIr%2Fu5tMX%2F%2Bz09ELThOQjE3Bbb73QEzAvD6mExYNzZEXjgAAAIA4QOmA0IFtgADAAcADbQGAgcDAwA%2FM80yMTABAyMTIQMjEwHlmWtIAhmaa0gFtv3wAhD98AIQAAAAAAIAPwAABTsFtgAbAB8AM0AYAB8QEBkVERETBAgMDAEcDQ0KFxMDBgoSAD8zPzMSOS8zMzMRMzMROS8zMzMRMzMxMAEDIQchAyMTIQMjEyE3IRMhNyETMwMhEzMDIQcBIRMhBAxiAR0N%2Fst9i4H%2B0X%2BFef77DQEcZf7rDQEte4t9ATF%2FhX0BCAz8xQEvYP7RA4P%2BrIH%2BUgGu%2FlIBroEBVH8BtP5MAbT%2BTH%2F%2BrAFUAAAAAwBI%2F4kELwYQAB4AJQAsADpAHx8MAykiLBwNJQYGEwYMS1kbJhMmS1kWEwYTBhMVBRUALy8SOTkvLxEzKxEAMysREgAXOTIRMzEwARQGDwEjNyYnNR4BMxMuATU0Nj8BMwcWFwcmJwMeAQE%2BATU0JicDDgEVFBYXA67hxTGFMcN4UrtJYot92L8nhSeffD95f16Vf%2F53a35CUQhsdkVJAeyiyhbh3w46miktAcQxlXKfwBGwsgxAhz8J%2Fkg3jP6iDXxcNlQgAkoLdGI1WRoAAAUAqP%2FsBfwFywADAA8AHgArADoAJUASBBwcAyUxMQIDBgIYHzgHChUZAD8zPzM%2FPxI5LzMROS8zMTAJASMBAyIOARUUMzI2EjU0FxQCDgEjIiY1NBI2MzIWASIOARUUMzI%2BAjU0FxQCDgEjIiY1NBI2MzIWBbz7w5gEPiFDaT9qQWhFiz9ljVZuemWscnR4%2FCNCakBrNFQ%2FJoxAZYxXbXplrHJ0eAW2%2BkoFtv1Ogfh0rYIBC2eml2v%2B%2FrFjlZGmATGYjwJcfvl3rE%2BVyUemmGz%2B%2FbBilpGmATGYkAADAEL%2F7AUfBc0ACwAWADUAMEAbKioaBRAnBA8oMC0EHy8SHwBKWR8EMwxKWTMTAD8rABg%2FKwAYPxIXORc5OS8xMAEiBhUUFz4CNTQmATI2NwEOAhUUFiU0NjcmNTQ2MzIWFRQOAgcBNjczBgcTIycOASMiJgLhaXRSi2g%2BVf6lV6Jy%2Fs6AcDuF%2Fti01WfUr5WvQW6RUQEWf0ioZbbLyXV43ImoygVEeG54c0dOXDpNWfszQlsBsUNidUlqgd%2BU22alkKTJnoVOdmJSKv57brnssP7ypmRWwAABAOEDpgHlBbYAAwAJsgIDAwA%2FzTEwAQMjEwHlmWtIBbb98AIQAAAAAQBS%2FrwC5wW2AAsACrMDAwonAD8%2FMTATEBIBMwoBERATIwJS8AEInfb7coOTARABUwJAARP%2B8v2o%2FsL%2Brf79AQoAAAAB%2F2D%2BvAH0BbYACgAKswgDBCcAPz8xMAEQAgEjABEQAzMSAfTz%2FvucAfBxg5IDYP6r%2Fb%2F%2B8gInAn0BVQEB%2FvMAAQDXAmoEgQYbAA4AC7MGBg4AAD8zLzEwAQMlByUTBwMBJwElNwUTA1Z7AaYI%2Fne0pnH%2B%2FnQBNf6LNwFzKQX4%2FoESnS%2F%2BgTQBlv6oeQEcbZq5AZAAAQB%2FAQgEFwSgAAsADrQJAQEGAgAvMzMRMzEwASE1IREzESEVIREjAgT%2BewGFjQGG%2FnqNAouOAYf%2BeY7%2BfQAAAAH%2FnP74ASsA7gAGAAixBAAAL80xMCUXBgcjEjcBIwhxnYF%2BTu4X6%2FQBHtgAAQA3AdUCOQJzAAMACLEAAQAvMzEwEzchBzcjAd8iAdWengAAAQAr%2F%2BMBIwDyAAsADLUJA09ZCRYAPysxMDc0NjMyFhUUBiMiJitRRys1UEQuNkpNWzQ1R180AAAB%2F6IAAAN9BbYAAwAKswMDAhIAPz8xMAkBIwEDffzTrgMtBbb6SgW2AAAAAAIAef%2FsBEQFzQAMABkAF0AMCw1LWQsHBBRLWQQZAD8rABg%2FKzEwARACBCMiAjUQEiQzIAUiBgIVFBYzMjYSNRAERJ3%2B8bOwvKQBDa0Bbf6JccB3ZG9zvHED9v7Z%2Fhj7AP%2FyAQ4B6fmQ5%2F5h2Ky45AGs7wFDAAAAAAEBLwAAA4UFtgAKABC2BAcBCQYBGAA%2FPxI5OTEwISMTEjcGDwEnATMCTKzEOx0yWbJQAcGVA5EBBWI1Om5%2FARwAAAAAAQAMAAAENwXLABsAHEAOAhoRC0tZEQcBGkxZARgAPysAGD8rEQAzMTApATcBPgM1NCYjIgYHJzYzMhYVFA4BBwEVIQOP%2FH0fAdFmlWEveGdNk1lSv96wzU%2B3y%2F6gAqaTAaRdjX17S2N0OURzmrGbb7rQsf7NCAAAAQAv%2F%2BwEMQXLACgALUAXAxgZGRhLWRkZCyYmIEtZJgcLEUtZCxkAPysAGD8rERIAORgvKxESADkxMAEUBgcVHgEVFA4BIyInNR4BMzI2NTQmKwE3MzI2NTQmIyIGByc2MzIWBDHKs3yOfO6k0q9e0lWitJ6Ngx%2BLpdp0Y1CaYlDD5bPEBIec2SAJF6d9hctyT6QxNZ%2BKg4eProxcbDZCdpCuAAACABAAAARMBb4ACgATACVAEgYTDwcBBRMFTFkJExMDBwYDGAA%2FPxI5LzMrEQAzETMRMzEwASMDIxMhNwEzAzMhNhITIw4BBwEEK%2BlIpEr9cB0DQsTP6P51LkBUCBFjF%2F3rAU7%2BsgFOngPS%2FCncATIBJB2HHf2PAAABAFD%2F7ARIBbYAHAAtQBcbBwAAEk1ZAAAHFxcaTFkXBgcMS1kHGQA%2FKwAYPysREgA5GC8rERIAOTEwATIWFRQGBCMiJzUWMzI2NTQmIyIGBycTIQchAzYCVrbXkv76scGJpKq%2F1pODMGJaSsUCnCH99n9XA33RsqH0eU%2BkZsCsfpMNGDkCrJn%2BSRcAAAIAhf%2FsBFoFywAaACgALUAXDRgFESFNWRERGAUFCktZBQcYG0tZGBkAPysAGD8rERIAORgvKxESADkxMBM0GgEkMzIXByYjIgADMz4BMzIWFRQCBiMiJgUyPgE1NCMiDgIVFBaFec4BHrhvSSNEZtT%2B30QIO69qmrSF5JO2xwGPXpNR3UJ8YDB5AajRAZwBI5MXkRb%2B1v7aT17FrKH%2B9Y3mWWy%2Bcfg5X3JiiZ4AAAAAAQCuAAAEeQW2AAYAFkAKBQIAGAMCTFkDBgA%2FKwAYPxEzMTAzASE3IQcBrgMA%2FTEfA3sb%2FQQFIZWL%2BtUAAwBg%2F%2BwEVgXNABkAJQAxADJAGxMGKSMEDQAsGktZLCwNAAAmS1kABw0gS1kNGQA%2FKwAYPysREgA5GC8rERIAFzkxMAEyFhUUBgceARUUDgEjIiY1NDY3LgE1ND4BAw4BFRQWMzI2NTQmEyIGFRQWFz4BNTQmAuWuw5y8f2p44Zi%2B2L7JX1Ftxgq5mYpwi6ZoCHKITlihhnMFza2VgcBQTq5zer9mxamU2ExFl2Bvr2H87zynd2t%2BlHpjlgK9g25SfDY8j2ZaagACAGL%2F7AQrBcsAGgAoAC1AFw4FGCERTVkhIQUYGBtLWRgHBQpLWQUZAD8rABg%2FKxESADkYLysREgA5MTABFAoBBCMiJzUWMzISEyMOASMiJjU0EjYzMhYlIgYVFBYzMj4CNTQmBCtwt%2F78rIhqhnDK%2BkAKM6NjqbiB55C0x%2F5%2FlrZtbEyAWSl2BArC%2Flf%2B2Ywini8BGgEsS1fFvpkA%2F4%2FlV%2BKxfIQ5anpag5kAAgAr%2F%2BMBwwRkAAsAFgAXQAwPFE9ZDxAJA09ZCRYAPysAGD8rMTA3NDYzMhYVFAYjIiYTNDYzMhUUBiMiJitRRys1UEQuNqBQR2FTQS42Sk1bNDVHXzQDpU1baEldNQAAAv%2Bc%2FvgBwwRkAAYAEQAVQAkEQAYKD09ZChAAPysAGC8azjEwJRcGByMSNxM0NjMyFRQGIyImASMIcZ2Bfk5jUEdhU0EuNu4X6%2FQBHtgCzk1baEldNQAAAAEAeQDyBBAE2QAGABdACQECBQUGBAMAAwAvLxEzMjkRMzMxMCUBNQEVCQEEEPxpA5f9FQLr8gGmYgHflf6N%2FrgAAAAAAgB%2FAbwEFwPlAAMABwAStwUABAEEBAABAC8zMy9dMzEwEzUhFQE1IRV%2FA5j8aAOYA1qLi%2F5ijo4AAAAAAQB5APIEEATZAAYAG0ALBQQBAQMABgIDBgMALy8RMxEzEjkRMzMxMBMJATUBFQF5Aun9FwOX%2FGkBiQFIAXOV%2FiFi%2FloAAAAAAgCe%2F%2BMDmgXLABoAJgAlQBIHEQAAJBEkHk9ZJBYRCklZEQQAPysAGD8rERIAORgvEjkxMAE%2BATc%2BAjU0JiMiBgcnPgEzMhYVFAYHDgEHAzQ2MzIWFRQGIyImAQQWZXOAUC5nYFGUQj1cyFKnuIOgfVgX7VBHLDVTQS42AZOCp1tkWGQ%2BXWUzH4EzMqiae894W3Fo%2FrdNWzQ1SV00AAAAAAIAb%2F9GBo8FtAA1AEEAKkATJisHCTYQGD09BAkQCRAJKx8yAwA%2FM8Q5OS8vETMzETMRMxI5ETMxMAEUAgYjIicjBiMiJjU0PgEzMhYXDgEXFDMyPgE1NAAjIgQCFRAAITI3FQYjIAAREBIkITIEEgUiDgEVFBYzMhsBJgaPbsh6xRAIb7Rzg4jxjEF9WEBEA2ZOf0r%2FAPLk%2FpvFAR8BCsXf2%2BD%2Bxv6X%2FQGyAQ2%2FARSR%2FUpeoFxCQbtVRj8DVLP%2B3qS4uJeGnf6QGCTy%2FC51hul%2F7wEA1v6H5P7y%2FtdWf1oBcQFBAQUBwfaX%2FuxfbsRyXVMBOwECFwAAAv%2BLAAAEEAW2AAcADgAdQA4LBA4BSVkODgMEAwcDEgA%2FMz8SOS8rEQAzMTABIQMjATMTIwsBJicOAQMDLf4Q9b0DH664qksjGAUlV84B0f4vBbb6SgJtASuzq1iu%2Fn0AAwBWAAAEsgW2AA4AFwAgAC1AFwUgDw8gSlkPDw0ODhdKWQ4DDRhKWQ0SAD8rABg%2FKxESADkYLysREgA5MTABIBEUBgcVHgEVFAQjIQETMzI2NTQmKwEDITI2NTQmKwEDAgGwrp5ze%2F7Q%2F%2F4xATUn%2BJy6hY%2FT%2BgEKtcKVjOwFtv6wjcIdCiCdbtTxBbb9jpJ%2BaGf7bqGTdHsAAAAAAQCW%2F%2BwFCgXLABgAF0AMFABJWRQEDQdJWQ0TAD8rABg%2FKzEwASIEAhUUFjMyNxUOASMiABEQEiQzMhcHJgOurv7tocOri7dWnG7y%2FuzTAWThxZdFigUzwv6J3bvfOZUfHAErAQIBBQHB7FCNRQAAAAIAVgAABRQFtgAJABMAF0AMBhJKWQYDBRNKWQUSAD8rABg%2FKzEwARACBCkBASEgAAEyJBI1NCYrAQMFFNL%2Bev76%2FqABNQFWARQBH%2FytygEyo87HsvoDbf77%2FnDYBbb%2B1fwItwFO19fd%2B3AAAAEAVgAABGoFtgALACZAFAYJSVkGBgECAgVJWQIDAQpJWQESAD8rABg%2FKxESADkYLysxMCkBASEHIQMhByEDIQM1%2FSEBNQLfIP3KYgIPHf3vcgI1BbaZ%2FiuY%2FegAAQBWAAAEagW2AAkAHUAPBglJWQYGAgESAgVJWQIDAD8rABg%2FEjkvKzEwISMBIQchAyEHIQECrAE1At8e%2FchuAhAg%2Fe8Ftpn965kAAAEAlv%2FsBU4FywAdACZAFAAdSVkAAAQLCxJJWQsEBBlJWQQTAD8rABg%2FKxESADkYLysxMAEhAwYjIAAREBIkMzIWFwcuASMiBAIVFBYzMjcTIQM1Acua2Mv%2B%2BP7bywFo23XNaEJNsWqp%2FuuazbiaamD%2B3wL%2B%2FTlLASEBAwENAbn1KCyYIjLL%2FpThvtonAbwAAAEAVgAABXMFtgALABpADQgDSVkICAUKBgMBBRIAPzM%2FMxI5LysxMCEjEyEDIwEzAyETMwQ9p4%2F9bJGqATWqgwKUhagCsP1QBbb9kgJuAAAAAQBWAAACNQW2AAMACrMBAwASAD8%2FMTAzATMBVgE3qP7JBbb6SgAAAAH%2Bwf5%2FAjUFtgAMABG3CQMABUlZACIAPysAGD8xMAMiJzcWMzI2NwEzAQKmaTAGRUxkgxkBM6r%2By0%2F%2BfxmTFH14Bar6RP6FAAEAVgAABSsFtgANABVACQoEBwsIAwEHEgA%2FMz8zEjk5MTAhIyYCJwcDIwEzAwEzAQQKukiVSK59qgE1qpcCvNH9gbUBZbeD%2FbIFtv06Asb9gwAAAAEAVgAAA1YFtgAFABG3AQMAA0lZABIAPysAGD8xMDMBMwEhB1YBNar%2B7AI1IQW2%2BuSaAAABAFQAAAa4BbYAFAAZQAwKAhMDBwwIAwAPBxIAPzMzPzMSFzkxMCEDIw4BBwMjATMTMwEhASMaATcjAQKkpggHKxC%2BogE19JUJApMBCv7Rrn6GGwb9MwUQSPtK%2FH0FtvtMBLT6SgJOAndN%2Bu4AAAAAAQBUAAAFqAW2AA8AFUAJAwsHDggDAQcSAD8zPzMSOTkxMCEjASMGBwMjATMBMzY3EzMEc7X%2BNAYgKqyiATW0AcsGHiqupATH3cX82wW2%2BzzgtQMvAAAAAAIAlv%2FsBYMFzQANABsAF0AMCw5JWQsEBBVJWQQTAD8rABg%2FKzEwARACBCMgABEQEiQzMgAlIgYCFRQWMzI2EjU0JgWDsP641%2F8A%2FuLAAU%2FS9AEY%2Feed%2BInEqJjxjLwDi%2F7z%2FlfpASsBDgEIAbTs%2Fsycyv6Y2sffwwFs3cffAAAAAgBWAAAEhwW2AAoAEwAdQA8LBEpZCwsHBhIHE0pZBwMAPysAGD8SOS8rMTABFAAhIwMjASEyFgEzMjY1NCYrAQSH%2Frj%2Bw4d7qgE1AUrW3P0Thdjgi5CjBD34%2Fvr9wQW2vf3YtrB9bwACAJb%2BpAWDBc0ADQAfACNAER8QHRAHFwBJWRcEEAdJWRATAD8rABg%2FKxESADkYEMYxMAEiBgIVFBYzMjYSNTQmAQcjIAAREBIkMzIAERAABwEjA2qd%2BInEqJ7yhbz%2BxBEQ%2FwD%2B4sABT9L0ARj%2B6uwBEtsFNcr%2BmNrH38gBadvH3%2Fq5AgErAQ4BCAG07P7M%2FvL%2Bs%2F4aTv6aAAIAVgAABIkFtgALABUAJkATCAAODgBKWQ4OAwoCEgMMSVkDAwA%2FKwAYPzMSOS8rERIAOTEwAQMjASEgERAFEyMLAQIHMzI2NTQmIwGBgaoBNQFAAb7%2BkO%2B60WlmDqjB0IeYAmD9oAW2%2FpL%2BpGX9eQJgAsH%2BEkGqn3ltAAABACf%2F7AQjBcsAJgAgQBAfDBUDFRxJWRUEAwlJWQMTAD8rABg%2FKxESADk5MTABFAQjIiYnNRYzMjY1NCYnLgE1NCQzMhYXBy4BIyIGFRQeARceAgOR%2Fuf%2FaqFHorKivmmPl3UBCNdjq19CQqRFhqMiSmmTZzUBqNPpHSKqVJeETndRVap0u%2BsmLpYmLIt3Nk1EPVhkeQAAAAEAugAABLQFtgAHABZACgESBwMEA0lZBAMAPysRADMYPzEwISMBITchByEB56wBFf5qIQPZHv5oBR%2BXlwAAAAABAKT%2F7AV%2FBbYAFQAUQAkVCgMEEUlZBBMAPysAGD8zMTABAwIEIyImNTQ3EzMDBhUUFjMyNjcTBX%2FNN%2F7j9ubeGL2qvxaSkay%2FLM0Ftvw6%2Fvn90MNReANu%2FIVqUnWHr8oDugAAAQC8AAAFHwW2AAsAELYLBgMHAwYSAD8%2FMxEzMTAlNjcBMwEjAzMTFhUB3z1lAd%2B%2F%2FPO0oqphFMWQwgOf%2BkoFtvxexIsAAAAAAQDfAAAHgQW2AB0AGUAMBA8YAwkcEwoDAQkSAD8zPzMzEhc5MTAhIwMmNSMOAQEjAzMTFxQHMzY3ATMTFhUHMzY3ATME6aoxCAYZSP4srj6qHwIKBllDAZWyKwkBCUs4AYO2A8WIkkil%2FA4Ftvx7WGKg84wDYPykmZdT4IIDfQAB%2F5gAAATRBbYACwAVQAkIAgQJBgMBBBIAPzM%2FMxI5OTEwISMDASMJATMTATMBA7y01f4fugJU%2FvmsywG7uv3VAoH9fwMIAq79zQIz%2FUoAAAEAvAAABMMFtgAIABC2AAUBBwMFEgA%2FPzMSOTEwCQEzAQMjEwMzAhkB6cH9jXGsd%2B6qAssC6%2Fxn%2FeMCJQORAAAB%2F%2FAAAASTBbYACQAgQBAHBAIIBQRJWQUDAQhJWQESAD8rABg%2FKxEAMxEzMTApATcBITchBwEhA3X8exwDnP1xIANaGvxkArmJBJKbi%2FtvAAH%2F8P68AvAFtgAHAA61BQIDBgEnAD8zPzMxMAEhASEHIwEzAXP%2BfQF9AYMf4%2F7C4%2F68BvqN%2BiEAAQDdAAACUAW2AAMACrMDAwISAD8%2FMTABEyMDAXfZmtkFtvpKBbYAAAH%2Fav68AmoFtgAHAA61AwQDAAcnAD8zPzMxMAczASM3IQEhd%2BEBQOMeAYX%2BhP58tgXfjfkGAAAAAQA1AikEAgXBAAYADrQFAQAEAgAvLzMRMzEwEwEzASMDATUCVm0BCpHJ%2Fi0CKQOY%2FGgC6%2F0VAAAB%2F0T%2BvAKN%2F0gAAwAIsQECAC8zMTABITchAm%2F81R4DK%2F68jAABAj8E2QOHBiEACAAIsQYBAC%2FNMTABIy4BJzUzFhcDh2g9hxy1K2gE2T26PBWIpwACAGL%2F7ARgBFwAEgAgACdAFAoEDAAFDwgVABpGWQAQDBNGWQwWAD8rABg%2FKwAYPz8REjk5MTABMhYXMzczAyM3IwYjIiY1NBI2AzI2EjU0JiMiBgIVFBYCf1yQKAtDf%2BmFGgizxouejvopYcB4cFtos2ZeBFxjXaz7uNHlxqzQAWTK%2FBu5ASmVZ3qs%2FtqjcnEAAAAAAgA7%2F%2BwEOQYUABUAIgAnQBQLBAAPBwAGFQ8WRlkPEAAdRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMHIwEzBgIHMz4BMzIWFRQCBhMiBgIVFBYzMjYSNTQCIWGTJQpGfQFKqDM3MAldtWCNnon1IGDHdW9pY6toFGZYqgYU8v7%2FrHZvxq3R%2Fp3HA%2BO%2B%2FuCXbnWiASuo4wABAGL%2F7AOqBFwAGAAXQAwHDEZZBxAAE0ZZABYAPysAGD8rMTAFIiY1NBIkMzIXByYjIgYCFRQWMzI2NxUGAfrC1pQBBaOJgy94Y3C5aYV1SIA%2BfBTWw8gBUr0zjTOZ%2Fu%2BggI4oG48%2FAAIAYv%2FsBMMGFAAUACEAJ0AUAwsOAAYACRUAHEZZABAOFUZZDhYAPysAGD8rABg%2FPxESOTkxMAEyFzM2NxMzASM3Iw4BIyImNTQSNgMyNhI1NCYjIgYCFRQCf8JXChEcTqb%2BtosWCGWwXouckPUmXsh1bGdlrWkEWr6bdwFm%2BezRfWjErtYBZML8HbsBI5dvdKX%2B1aXjAAAAAgBi%2F%2BwDtARcABgAIgAmQBQcDkZZHBwABwcZRlkHEAASRlkAFgA%2FKwAYPysREgA5GC8rMTAFIiY1NBI2MzIWFRQEISMHFBYzMjY3FQ4BEyIGBzMyNjU0JgHsuNKV9pSZmv60%2FsshBHuBP4VjXpA0Z7UwDOTzSRTawbwBWcCFd7TNUIOTJDCSLCMD4bynd3E1RgAAAAH%2FG%2F4UA4MGHwAgACpAFgwaCR0QFkZZEAAaHUdZGg8ABUZZABsAPysAGD8rABg%2FKxEAMxEzMTADIic1FjMyNjcTIz8CPgEzMhYXByYjIgYPATMHIwMOAWhFOEAwTFIZ48ENzhcuo6AodCArTD1XXR0Z7hnt6Cei%2FhQVjRZ8cwQ6Q0JkyKUXDoEdYYFsf%2Fu2va4AAAAD%2F4H%2BFARMBFwAKAA1AEMASEAoGzMzDkZZBzlHWQQgCQMHJjMHMwcVKCZAR1kmECgCR1koDxUsR1kVGwA%2FKwAYPysAGD8rERIAOTkYLy8REhc5KysRADMxMAEPARYVFAYjIicGFRQWHwEeARUUBCEiJjU0NjcmNTQ2Ny4BNTQ2MzIXARQWMzI2NTQmLwEOAQEUFjMyPgE1NCYjIg4BBEwZ0ynpwzcdi0I%2FdbWj%2Ftz%2B98LckKFOZls%2FUO%2B6Tkz9SoKAts1sgp94gAEWWlBPdj9YUk51QQRIaxg%2BYL%2FjCDVOKRsIDhaEgLjKk4ZpmjYpUEVjKyB9U8L4FPr1TVp%2FdD5IDhAZfgMSVVlUk1ZSVlGRAAEAOwAABCkGFAAdAB1ADhILFgwAAAsVFgVGWRYQAD8rABg%2FMz8REjkxMCETNjU0IyIOAQcDIwEzDgMHMz4BMzIWFRQHBgMC2ZQSk1mpgSFlqAFKqBIhIykbC163ZIOPFydqArReKZR24Z%2F%2BJwYUUpqfrmZ7apCEPmjB%2FiEAAAAAAgA7AAACHwXfAAMADgAOtQwHAg8BFQA%2FP8QyMTAzIxMzAzQ2MzIVFAYjIibjqOqoeUAzWEMsKDQESAEYOEdaN0wxAAAC%2Fv7%2BFAIdBd8ADAAXABZAChUQCA8ABUZZABsAPysAGD%2FEMjEwAyInNRYzMjcBMwEOAQE0NjMyFRQGIyImh0U2PTp9KwEIpv72JJ0BVEAzVkMsJjT%2BFBWNFs0E2%2FsWq58HTDhHWjdMMQAAAAABADkAAAQhBhQADgAYQAsGDgkBCgABDwUJFQA%2FMz8%2FERI5OTEwCQEzCQEjAwcDIwEzCgEHAUoCDsn%2BKwEnu%2BuYUqoBSqpIci0CLwIZ%2Fi39iwIMe%2F5vBhT%2BsP3sgQAAAAABADkAAAItBhQAAwAKswIAARUAPz8xMDMjATPhqAFMqAYUAAABADsAAAaHBFwALAAnQBMWDwwTDQ8AIQwVJwYTBkZZGhMQAD8zKxEAMxg%2FMzM%2FERI5OTEwIRM2NTQmIyIOAQcDIxMzBzM%2BATMyFhczPgEzMhYVFAcDIxM2NTQmIyIOAQcDAriUEj5LVJ95IWWo6osWCletXHF6CwhWwmN%2FixaQqpQURUpRnncfawK0XilGTnjfnf4lBEjLd2iCdH15iIJEbv1gArRoKj5LdNWS%2FgwAAAEAOwAABCkEXAAZAB1ADg8MEw0PAAwVEwZGWRMQAD8rABg%2FMz8REjkxMCETNjU0JiMiDgEHAyMTMwczPgEzMhYVFAcDAtmUFEdOWamBIWWo6osWCmCzYH%2BTF48CtGgoP0x43p7%2BJQRIy3pli31PZf1gAAAAAgBi%2F%2FAEHQRWAA0AGwAXQAwAEUZZABAHGEZZBxYAPysAGD8rMTABMhYVFAIGIyImNTQSNgE0JiMiBgIVFBYzMjYSAoO%2B3JD2m8DakvgBg31rba1ff3dopl0EVuHFvP6ytuLEvgFPs%2F5xc4%2BU%2Fvmhg4%2BSAQ0AAAAAAv%2FV%2FhQEOQRaABUAIgAnQBQEDAAPCg8JGw8WRlkPEAAdRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMHDgEDIwEzBzM2MzIWFRQCBhMiBgIVFBYzMjYSNTQCIWGSKAoEAw9rpgFQixoIs8GJnor0IGDHdW9pY6toFGRaJhla%2FgMGNNHjw7DU%2Fp7FA%2BO%2B%2FuCXbnWiASuo4wACAGL%2BFARgBFwAFQAiACdAFAQLAA8FDwgbAB1GWQAQDxZGWQ8WAD8rABg%2FKwAYPz8REjk5MTABMhYXMzczASMTNjcjDgEjIiY1NBI2AzI2EjU0JiMiBgIVFAKBXo8lDUN9%2FrCmZQkwCF%2B0YIyfkfcpXMR5bWJlsGgEXGVbrPnMAeAtsHlsw6%2FUAWjC%2FBu4ASKbaXqp%2Ftej4wAAAAABADsAAANoBFwAEgAbQA0OCwAMDwsVAAVGWQAQAD8rABg%2FPxESOTEwATIXByYjIg4BBwMjEzMHMz4CAvBFMyQ1NFufdxxrqOqLFgpIXmcEXA6WDXjVgv4KBEjLX1MtAAABAAj%2F7ANEBFwAJAAgQBAMHgMVFRtGWRUQAwlGWQMWAD8rABg%2FKxESADk5MTABFAYjIic1HgEzMjY1NCYnLgE1NDYzMhcHJyYjIgYVFBYXHgIC393JqYhGokV%2BgEZ0gmzKpaufNjhld11qR29rXS4BN5yvRZ4qLmROOU5ESYxgiqlKiRkrV0U4UD88VmMAAAABAFr%2F7ALbBUQAGgAnQBMQEkAMFQ8SEhVHWRIPBgBGWQYWAD8rABg%2FKxEAMxEzGhgQzTEwJTI3FQ4BIyImNTQ3EyM%2FAjMHIQchAwYVFBYBizdZImQefYUSf6wOuX1iNwESGv7vgRI6dRqBDhR3dkJUAlpJTuT8f%2F2kVy04PAAAAAEAcf%2FsBF4ESAAYABtADQ8SChgPDRUSBUZZEhYAPysAGD8%2FMxI5MTABAwYVFDMyPgE3EzMDIzcjDgEjIiY1NDcTAcOWEpNYqoIiZKbnixYMYrJfgJIWkgRI%2FUlZMo944J4B2%2Fu4y31ii4E%2BbgKkAAABAGIAAAQSBEgACwAOtQkBDwUAFQA%2FMj8zMTAzAzMTEhUzEjcBMwHffahAGAZ%2FNAFFsv2xBEj9m%2F7%2BaAETYAJc%2B7gAAAEAdQAABgYESAAfABlADAUPGQMJHRMKDwAJFQA%2FMz8zMxIXOTEwIQMmPQEjDwEBIwMzExUUBzM2NwEzExYdAQczNhIBMwEDPyAECTJT%2Ft3KK6QSCAYvWgEntiUGAgYcbgEMsv4GAlpeTpx2vf2RBEj9rliTenzGAnX9rqheNSpWAQkCWPu4AAAB%2F7YAAAQGBEgACwAVQAkGAAIHBA8LAhUAPzM%2FMxI5OTEwCQEjAQMzEwEzARMjAdP%2BpsMB2%2B%2BqrgFKwv45%2FKgBsv5OAjUCE%2F5kAZz95f3TAAH%2FO%2F4UBBIESAAYABhACwUPCgAPDxRGWQ8bAD8rABg%2FMxI5MTATMxMWEhUzPgE3ATMBDgEjIic1FjMyNj8BYqhKChMGI2gZAUWy%2FUhdtoBIRD9EUnU3TARI%2Fd9F%2FvNSV%2BIrAmH6%2FqyGFYcSZWOIAAAB%2F%2BMAAAN9BEgACQAgQBAHBAIIBQRHWQUPAQhHWQEVAD8rABg%2FKxEAMxEzMTApATcBITchBwEhArL9MRcCtv4hGwKRHf1YAhN1A1Z9jPzBAAEAG%2F68Ay8FtgAnABlACxsKCgsLJhQSAwAnAD8%2FMzI5LzMSOTEwASImNTQ3PgEnNCM3MjY3Ez4BOwEHIgYHAw4BBxUWFRQPAQYVFBYzFQG6jZcUISUE0SB2jxZEIqerIR9pXBRHHH5olxIvD0lT%2FrxpdzRZkqMVj49XaAFGoICNSVf%2Bv3t6EQUprDtI0zooNTGOAAABAh3%2BEAKoBhQAAwAKswAAAxsAPz8xMAEzESMCHYuLBhT3%2FAAB%2F7b%2BvALBBbYAJwAbQAwcCwsKChQTJgADEycAPz8yETM5LzMSOTEwATIWFRQPAQYVFDMHIgYHAw4BKwE1MjY3Ez4BNzUmNTQ%2FATY1NCYjNwEdkJkVMRDRIXeOFkMkprUNc2gTSBl%2Ba5YSMg5RYxwFtml2MF3bRCuPkFZo%2FrqkfY5IVwFCdX0SBiqpO0jVQSI1MY0AAQBzAlAEMwNUABcAErYPAAaADAMSAC8zMxrNMjIxMAEiBgc1NjMyFhceATMyNjcVBiMiJicuAQFcNoEyYpFFdFZAYTI3gTNkkEh%2BSEtaAslFNJdtHSUbHEI3lm4hICAYAAAAAAL%2F8v6LAfIEXgADAA8AGEALAAAHAyIHDU9ZBxAAPysAGD8SOS8xMAEzAyMBNDYzMhYVFAYjIiYBBG2wzwEIUUYsNVFBMDYCrPvfBStMXDQ2R10zAAEA4f%2FsBCkFywAeAChAFQIeDAkJEU1ZHhhLWR4JHgkBCgcBGQA%2FPxI5OS8vKysRADMRMzEwBSM3LgE1NBI2PwEzBxYXByYjIgYCFRQWMzI2NxUGBwJGfSuEj3%2FmkSN7JXdiL21ucLlphHZIgD57oxTXIs%2BauQE%2BxxWqqAkojjSZ%2Fu%2BgfZIoHI8%2BBAAAAf%2FpAAAEmgXJABsAMUAZCxcYF05ZCBgYEgAABUtZAAcTDxIPTFkSGAA%2FKxEAMxg%2FKxESADkYLzMrEQAzMTABMhcHJiMiBwMhByEHDgEHIQchNzY%2FASM3MxMSA0q4mEKShNUyRQFyGv6NLxZYUALVIfxHG801L8gayUxLBclWhU%2Ft%2Frp%2F22KJK5qNLvPdfwFeAWEAAAIAqAEhBBAEhwAbACcAJEATBQIaFxMQDAkIBxIYFQoEHxUlBwAvM8QyzjIQzjISFzkxMBM0Nyc3FzYzMhc3FwcWFRQHFwcnBiMiJwcnNyY3FBYzMjY1NCYjIgblRIFcf2dycmWBXIFGRn9agWJ1d2J%2FWn9EgY9naJKSaGaQAtN1YoFcgUZGgVqBaHF3Yn9af0RGf1p%2FYHdnj49naJKRAAABAH8AAATsBbYAFgA9QCEKDg8OTVkHDwYSExJNWQMAExUPEx8TAg8TDxMMARUGDBgAPz8zEjk5Ly9dERI5MisRADMRMysRADMxMAkBMwEzByEHIQchAyMTITchNyE3MwMzAkYB67v96%2Bcc%2FtchASkd%2Ftk5mjj%2B3R0BIiH%2B3R3hyqMCywLr%2FP6FoIX%2B9gEKhaCFAwIAAgId%2FhACqAYUAAMABwAXQAoDAwcEBAcAAAcbAD8%2FETkvETkvMTABMxEjETMRIwIdi4uLiwYU%2FPj%2BDfz3AAAAAAIAO%2F%2F4A%2BUGHQAsADgALUAZGTMCLQ8tNjAzJwYeBx4kR1keFQcMR1kHAAA%2FKwAYPysREgAXOREzETMxMBM0NyY1NDYzMhcHJiMiBhUUFhceAhUUBgcWFRQGIyInNR4BMzI2NTQmJy4BAQ4BFRQWFz4BNTQmru53z7C9hDWUdmZ5THxkYjR6b3LkzLB3OKFMhY5lZopwAVRSamWUUF9jAwLJakaFf55EezxRRTFFOCxPZEBhpjhHdpirPZQiLFlVMFIuPYsBURp7RkZeQCx%2BRDxbAAAAAgHJBQ4D6QXTAAoAFQAMsw4DEwgALzPNMjEwATQ2MzIVFAYjIiYlNDYzMhUUBiMiJgHJOC5OOycjLwFsOC9NOycjLwViLkNQMUQsKC5DUDFELAAAAwCL%2F%2BwGagXLABYAJgA2AC1AGQYMABIPDB8MAgASEBICDBIMEhsrIxMzGwQAPzM%2FMxI5OS8vXV0RMxEzMTABIgYVFBYzMjcVDgEjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA6B9hYKAUoFCXjnA0ty%2BgnY8avyXyAFeysUBWtDJ%2FqfNz%2F6iw2muAS2srgEqr67%2B17Cu%2FtavBCOumqmhK3ocFO%2Fc0PU8eDX%2BuMgBXsrC%2FqLQzP6nys8BWsat%2FtOtrgEpsK4BKq%2Bu%2FtcAAAACAKoDFAMMBccAEgAeABtADAkDAAcTDAAEHhoAHwA%2FMj8Q1DLEEjk5MTABMhczNzMDIzcjDgEjIiY1ND4BAzI%2BATU0JiMiBhUUAfJyJwYlVotcDgQoZElNY1OWFj1nRTk5XH0Fx2da%2FWd1OEp4an%2FXe%2F20YrFPPkXOjIsAAgBYAHEDqAO%2BAAYADQAhQA4NBwoGAAMKAwUIAQwFAQAvLzMRMxI5OREzMxEzMzEwEwEXARMHAwUBFwETBwNYAYdO%2FtescecBiwFvVv7lnnHXAkgBdlH%2BuP59MQG6DgGVRf6T%2FqIxAY0AAAAAAQB%2FAQgEFwMZAAUACrICBAUALzMvMTABESMRITUEF4z89AMZ%2Fe8Bg44AAP%2F%2FADcB1QI5AnMSBgAQAAAABACL%2F%2BwGagXLAA8AHwAtADUALUAVJSkpBDUqKgwEIycnLi4MHAQEFAwTAD8zPzMSOS8zEjkREjkvMxE5LzMxMBM0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCJRQGBxMjAyMRIxEzMhYBMzI1NCYrAYvIAV7KxQFa0Mn%2Bp83P%2FqLDaa4BLayuASqvrv7XsK7%2B1q8Dtl9V45XPcX%2Flo53%2BWlzDX2ZaAtvIAV7Kwv6i0Mz%2Bp8rPAVrGrf7Tra4BKbCuASqvrv7XCE5%2BI%2F5%2FAWD%2BoANwfv7llUw%2BAAABAOMGFAQXBpgAAwAIsQECAC8zMTABITchA%2FT87yEDEwYUhAACANcDXgNGBcsADAAYAAyzEAoWAwAvMy8zMTATNDYzMh4BFRQGIyImNxQWMzI2NTQmIyIG17WCU5FUtYODtHF0UlNyc1JQdgSTgLhTkVSAtbWAUHR1T1J1dQAAAAIAfwAABBcEmAALAA8AIUAOCQEBBgILAgsCDQUNDAUALy8zERI5OS8vETMzETMxMAEhNSERMxEhFSERIwE1IRUCBP57AYWNAYb%2Beo3%2BewOYAoONAYj%2BeI3%2Bff8AjY0AAAEAYAJKAvYFyQAXABK3Cg8fAhYWASAAPzMRMz8zMTABITclPgI1NCYjIgcnNjMyFhUUBg8BIQKR%2Fc8XAQhzVyg%2BO1ppO32VbX1pkd0BiwJKauRkY1cvNUBQWmVxXmOhfbsAAAABAHcCOQL0BckAIgAbQAwiEBAREQYYHR8LBiEAPzM%2FMxI5LzMSOTEwAR4BFRQGIyInNRYzMjU0KwE3MzI2NTQmIyIHJzYzMhYVFAcCJUVOtqJ9bH1yzbJaFl9hdEU7Zl43bZ9ygM8EDBFmRYSTOH9IqolrUkc8PURdWHBftDYAAAECFATZA7oGIQAJAAixBAkAL80xMAE%2BATczFQ4BByMCFDiLJb4mzEtpBPQ8tzoVMcw2AAAB%2F9X%2BFARqBEgAGgAgQBASDA8HFw8KFRYbDwJGWQ8WAD8rABg%2FPz8zEjk5MTABFDMyPgE3EzMDIzcjDgEjIicjDgEDIwEzAwYBJ5NZpoMiaaPpixgMXbRicDMJCxdIpAFQqJQSAQqTduCdAd77uM15aGBOjP6iBjT9SVwAAQDH%2FvwEtgYUAA8AGkALBggIDgUBDgNJWQ4ALysAGC8zEjkvOTEwASMRIxEjEQYjIiY1EDYzIQS2ctVzPlTYy9roAi3%2B%2FAZ9%2BYMDMxL6%2BwEE%2FgD%2F%2FwCqAksBogNaEAcAEQB%2FAmgAAAAB%2F1b%2BFADTAAAAEQAMswgDEA8ALzPMMjEwExQGIyInNRYzMjU0Jic3MwcW06KFKS0mHq5OPGVqPYP%2B7GJ2CWQGbi4rCLZ5JgABAQICSgKPBbYACgAOtQkGAyAAHgA%2FPzk5MTABMwMjEzY3DgEHJwIZdrqHcBkhGTJ4MwW2%2FJQCDmd6GStPWgAAAgCoAxQC6QXHAAwAFwANtBMDDQofAD8zxDIxMAEUBiMiJjU0PgEzMhYnIgYVFBYzMjY1NALpsZhxh1SXY3V%2B9WZ1TEVedQTDv%2FCOfXXFboYfr45VVbGQpgAAAAACABcAcwNoA8EABgANAB9ADQAGAwcNCgoDBQgBDAUALzMvMxI5OREzMxEzMzEwCQEnAQM3EyUBJwEDNxMDaP53TgEprHHp%2FnX%2BkFYBGp5x2QHl%2Fo5SAUMBhzL%2BQQ7%2Bb0YBaAFiMv5u%2F%2F8AewAABVIFthAnANMCYgAAECYAe8oAEQcA1AJm%2FbcACbMDAhIYAD81NQD%2F%2FwBCAAAFpAW2ECYAe5IAECcA0wIpAAARBwB0Aq79twAHsgIQGAA%2FNQAAAP%2F%2FAFcAAAXoBckQJgB14AAQJwDTAvgAABEHANQC%2FP23AAmzAwIqGAA%2FNTUAAAL%2F%2FP5xAvgEWAAZACUAI0ARBhkZECMjHU9ZIxAQCUlZECMAPysAGD8rERIAORgvOTEwAQ4BDwEGFRQWMzI2NxcOASMiJjU0Njc%2BATcTFAYjIiY1NDYzMhYCkRZkc1%2BfZ2BQlEI%2BWsZXqLaEn4RRFu5RRys1UEMvNgKogqRdS3%2BUXWYzH4EwNKeafNB3Ym1kAUpNWzQ0R18zAAAA%2F%2F%2F%2FiwAABBAHcxImACQAABEHAEP%2F2AFSAAq0AhAQBSYAKxE1%2F%2F%2F%2FiwAABE0HcxImACQAABEHAHYAkwFSAAq0AhgYBSYAKxE1%2F%2F%2F%2FiwAABDgHcxImACQAABEHAMUAQgFSAAq0AhUVBSYAKxE1%2F%2F%2F%2FiwAABI8HLxImACQAABEHAMcAYAFSAAq0AhgYBSYAKxE1%2F%2F%2F%2FiwAABCsHJRImACQAABEHAGoAQgFSAAy1AwIiIgUmACsRNTUAAP%2F%2F%2F4sAAAQQBwISJgAkAAARBwDGAAIAgQAZQA8DAu8YAd8YAW8YAQ8YARgAEV1dXV01NQAAAv%2BJAAAG3QW2AA8AEwA8QCAKDUlZCgoBBhMDSVkTEwEGBRIJEgYSSVkGAwEOSVkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKzEwKQETIQEjASEHIQMhByEDIQETIwEFqP0fYv5K%2FtvFA6oDqiH9y2QCEBz973MCNv1%2Fk1T%2BTgHR%2Fi8Ftpn%2BK5b95gHVArD9UAAA%2F%2F8Alv4UBQoFyxImACYAABAHAHoCIwAA%2F%2F8AVgAABGoHcxImACgAABEHAEP%2F%2BwFSAAq0AQ0NBSYAKxE1%2F%2F8AVgAABGoHcxImACgAABEHAHYAfQFSAAq0ARUVBSYAKxE1%2F%2F8AVgAABGoHcxImACgAABEHAMUARgFSAAq0ARISBSYAKxE1%2F%2F8AVgAABGoHJRImACgAABEHAGoAQgFSAAy1AgEfHwUmACsRNTUAAP%2F%2FAFYAAAJRB3MSJgAsAAARBwBD%2FsoBUgAKtAEFBQUmACsRNf%2F%2FAFYAAANCB3MSJgAsAAARBwB2%2F4gBUgAKtAENDQUmACsRNf%2F%2FAFYAAAMoB3MSJgAsAAARBwDF%2FzIBUgAKtAEKCgUmACsRNf%2F%2FAFYAAAMpByUSJgAsAAARBwBq%2F0ABUgAMtQIBFxcFJgArETU1AAAAAgBIAAAFFAW2AA0AGwAtQBcaBwgHSVkXCAgFCgoWSlkKAwUbSlkFEgA%2FKwAYPysREgA5GC8zKxEAMzEwARACBCkBEyM3MxMhIAABMiQSNTQmKwEDIQchAwUU0v56%2Fvr%2BoIeVIJaNAVYBFAEf%2FK3KATKjzseybwFKIf62agNt%2Fvv%2BcNgCiZYCl%2F7V%2FAi3AU7X1939%2FJb%2BCv%2F%2FAFQAAAWoBy8SJgAxAAARBwDHAQgBUgAKtAEZGQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwBDAGgBUgAKtAIdHQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwB2ASEBUgAKtAIlJQUmACsRNf%2F%2FAJb%2F7AWDB3MSJgAyAAARBwDFANUBUgAKtAIiIgUmACsRNf%2F%2FAJb%2F7AWDBy8SJgAyAAARBwDHAOUBUgAKtAIlJQUmACsRNf%2F%2FAJb%2F7AWDByUSJgAyAAARBwBqAM8BUgAMtQMCLy8FJgArETU1AAAAAQCoATED8AR3AAsAFkAKAwYACQQCCggEAgAvMy8zEhc5MTAJATcJARcJAQcJAScB5%2F7BYgFAAUNj%2FrwBQmH%2Bvf7AYALTAUFj%2FsABQGD%2BvP6%2BYAFA%2FsJgAAMAd%2F%2BsBbYGBAAXACAAKQAjQBMfIx4kBCYYDxhJWQ8EBCZJWQQTAD8rABg%2FKxESABc5MTABEAIEIyInByc3JjUQEiQzMhYXNxcHHgEBIgYCFRQXASYTNCcBFjMyNhIFg7D%2BuNfIhIFwiWrAAU%2FSY59Ig3KVMDL95534iSkC4VrRIf0jW46Y8YwDi%2F7z%2FlfpYKBcqojrAQgBtOw2OaZcuD68AT%2FK%2Fpjah1wDl1j%2BWnZX%2FHFKwwFsAP%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwBDAFgBUgAKtAEXFwUmACsRNf%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwB2ASMBUgAKtAEfHwUmACsRNf%2F%2FAKT%2F7AV%2FB3MSJgA4AAARBwDFAMsBUgAKtAEcHAUmACsRNf%2F%2FAKT%2F7AV%2FByUSJgA4AAARBwBqALoBUgAMtQIBKSkFJgArETU1AAD%2F%2FwC8AAAEwwdzEiYAPAAAEQcAdgBUAVIACrQBEhIFJgArETUAAgBWAAAEUgW2AAwAFQAlQBMJFUpZCQkGBw0ESlkNDQYHAwYSAD8%2FEjkvKxESADkYLysxMAEUACEjAyMBMwMzMhYBMzI2NTQmKwEEUv64%2FsGFRqoBNao1oNXd%2FRCH1%2BKMkaYDPfj%2B%2Bv7BBbb%2FAL792bawfm4AAAAAAf8A%2FhQEWAYfAD8ALEAYNhUnAx4MDDlGWQwAHiRGWR4WAAVGWQAbAD8rABg%2FKwAYPysREgAXOTEwAyInNRYzMjY3AT4BMzIWFRQOAQcGFRQXHgIVFAYjIic1HgEzMjY1NC4BJy4BNTQ%2BATc%2BAjU0JiMiBgcBDgGFRTY9MkFUFwEYK%2BLCorQqUYpuXy9sM9m4r10zhz5xiBUuQlhFJT5dUD4iaVl3hhz%2B7iii%2FhQVjxZfbgUiyMaOfTljW2lTRDhCImtxQ6%2FHR6ApM3RlKD44N0VuPDVWR0U4P0MlQEl9gPrpva7%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAQ7EAAAq0AiIiESYAKxE1AAD%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAdkQAAAq0AioqESYAKxE1AAD%2F%2FwBi%2F%2BwEYAYhEiYARAAAEQYAxfcAAAq0AicnESYAKxE1AAD%2F%2FwBi%2F%2BwEYAXdEiYARAAAEQYAxxIAAAq0AioqESYAKxE1AAD%2F%2FwBi%2F%2BwEYAXTEiYARAAAEQYAav0AAAy1AwI0NBEmACsRNTX%2F%2FwBi%2F%2BwEYAaBEiYARAAAEQYAxtoAAAy1AwIkJBEmACsRNTUAAwBi%2F%2BwGWARcACoAOABCAEJAJBUYAwYEChE8IUZZPDwFFg8FFTkyETJGWRoRECUrCitGWQAKFgA%2FMysRADMYPzMrEQAzGD8%2FEjkvKxESABc5MTAFIiYnByM3Iw4BIyImNTQSNjMyFhczNzMHNjMyFhUUBCEjBxQWMzI2NxUGJTI2EjU0JiMiBgIVFBYBIgYHMzI2NTQmBI1soygfchoIbaVfeoqN8o5SficLQ20fe9F3k%2F6z%2Fs4nBH2DN3t1pPxrX7t3W01jsGRKA9V1vC8O4vVGFE9Qi9GEYcaqzgFmzGFfrJKmiHS2y1CDkyEzlkuLtwEqlmd6rf7epHJzA1a9pnVvPUIAAAD%2F%2FwBi%2FhQDqgRcEiYARgAAEAcAegF9AAD%2F%2FwBi%2F%2BwDtAYhEiYASAAAEQYAQ4IAAAq0AiQkESYAKxE1AAD%2F%2FwBi%2F%2BwD7wYhEiYASAAAEQYAdjUAAAq0AiwsESYAKxE1AAD%2F%2FwBi%2F%2BwDxgYhEiYASAAAEQYAxdAAAAq0AikpESYAKxE1AAD%2F%2FwBi%2F%2BwDvQXTEiYASAAAEQYAatQAAAy1AwI2NhEmACsRNTX%2F%2FwA7AAAB7AYhEiYAwgAAEQcAQ%2F5lAAAACrQBBQURJgArETX%2F%2FwA7AAAC6gYhEiYAwgAAEQcAdv8wAAAACrQBDQ0RJgArETX%2F%2FwA7AAACxAYhEiYAwgAAEQcAxf7OAAAACrQBCgoRJgArETX%2F%2FwA7AAACwQXTEiYAwgAAEQcAav7YAAAADLUCARcXESYAKxE1NQAAAAIAWv%2FsBHEGJQAgAC4ANEAcGQ8WHgAIBQQDHxYoRlkWFg8fDwYDAQ8hRlkPFgA%2FKwAYPzM%2FEjkvKxESABc5ERI5MTABJic3FhclFwceARUUAgQjIiY1NBI2MzIWFzc1NCYnBScTMj4BNTQmIyIOARUUFgKkQlBfdkYBBEDwV0%2BP%2Fvm0ts2H75RpmSMGSUr%2B8jgxa6Zmg3FtoFdzBT86N3VURpJphXP7kP3%2BfMTQuaABFJ5bTwIRiNBdlWz7vXDgcnaKc8%2BAfoL%2F%2FwA7AAAEUAXdEiYAUQAAEQYAxyEAAAq0ASMjESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAQ5cAAAq0Ah0dESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAdjkAAAq0AiUlESYAKxE1AAD%2F%2FwBi%2F%2FAEHQYhEiYAUgAAEQYAxe8AAAq0AiIiESYAKxE1AAD%2F%2FwBi%2F%2FAENQXdEiYAUgAAEQYAxwYAAAq0AiUlESYAKxE1AAD%2F%2FwBi%2F%2FAEHQXTEiYAUgAAEQYAaugAAAy1AwIvLxEmACsRNTUAAwB%2FAPwEFwSoAAMADgAZABC1AAEBEQwRAC8vEjkvMzEwEzUhFQE0MzIWFRQGIyImETQzMhYVFAYjIiZ%2FA5j9xG81Ozw0NDtvNTs8NDQ7AouOjv7qeT08Oj8%2BAvV5PTw6Pz4AAAMAPf%2B0BFAEkwAVAB4AJwAwQBsSDwcEBgkiHB0hERQIDwQPFkZZDxAEJEZZBBYAPysAGD8rERIAFzkYEMYQxjEwARQCBiMiJwcnNyY1NBI2MzIXNxcHFiUiBgIVFBcBJhM0JwEWMzI2EgQXi%2FSakmRiaW1Ek%2FSWkmpoaXc%2B%2FnBsr2QRAgY2jA39%2FjllZ6tfAsG9%2Fqq%2BQX1Sh2eiwgFOsESBT4FhaZL%2B%2FpdcLQKFL%2F7lVCP9fy2PAQIAAAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAQ5kAAAq0ARoaESYAKxE1AAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAdmgAAAq0ASIiESYAKxE1AAD%2F%2FwBx%2F%2BwEXgYhEiYAWAAAEQYAxQoAAAq0AR8fESYAKxE1AAD%2F%2FwBx%2F%2BwEXgXTEiYAWAAAEQYAagAAAAy1AgEsLBEmACsRNTX%2F%2F%2F87%2FhQEEgYhEiYAXAAAEQYAduAAAAq0ASIiESYAKxE1AAAAAv%2FV%2FhQEOQYUABcAJAAnQBQEDQARCQAIGxEYRlkREAAfRlkAFgA%2FKwAYPysAGD8%2FERI5OTEwBSImJyMGBwMjATMCBgczPgEzMhYVFAIGEyIGAhUUFjMyNhI1NAIhYpQnCggRZqYBsKhfKBMJZbBfi56K9CBgx3VvaWOraBRmWGhI%2FhoIAP5HokR9aMOw1P6exQPjvv7gl251ogErqOMA%2F%2F%2F%2FO%2F4UBBIF0xImAFwAABEGAGqGAAAMtQIBLCwRJgArETU1AAEAOwAAAc0ESAADAAqzAg8BFQA%2FPzEwMyMTM%2BOo6qgESAAAAAIAlv%2FsBykFzQAVACEAOUAgEBNJWRAQAQwMD0lZDAMKG0lZCgQDFklZAxIBEgEUSVkrABg%2FPysAGD8rABg%2FKxESADkYLysxMCkBBiMgABEQEiQzMhchByEDIQchAyEFMjcTJiMiBgIVFBYF9P1eTlD%2FAP7iwAFP0phVAsUf%2FctkAhAf%2FfBzAjX8pEU29kxznfiJxBQBKwEOAQgBtOwXmf4rlv3mFRMEiRbK%2Fpjax98AAwBi%2F%2BwGrARcACEALgA4ADtAHgIOBQwyGEZZMjIFDC8iDCJGWREMEBwpBSlGWQAFFgA%2FMysRADMYPzMrEQAzERI5GC8rERIAOTkxMAUgJw4BIyImNTQSNjMgFz4BMzIWFRQEISMHFBYzMjY3FQYBIgYCFRQWMzISETQmJSIGBzMyNjU0JgTj%2FvJWRc17uNiW%2FJsBDllLzXeLnP63%2FtApBHuBS4xQov0Cba5gfG6xyncCiX2%2FLBLn8EAU4Wty5MLBAU6x4W16g3m3ylCDkzEjlksD3ZL%2B%2FpuNkgFBAQt8hgS9pnp0MEUAAAEBjwTZA%2FYGIQAOAAyzAwsGAQAvM80yMTABIyYnBgcjNT4BNzMWHwED9mc5aIZsbZF3F54lWyoE2TCNd0YbhYEnY4hCAAAAAAICJwTZA90GgQALABcAFUALDx8JLwk%2FCQMJFQMALzPMXTIxMAEUBiMiJjU0NjMyFgc0JiMiBhUUFjMyNgPdeGNldnxfZXZoQDMxQjs4M0AFsGN0c2JedXJhNT4%2BNTY9PQAAAAABAVAE2QQvBd0AFQAStgUTC4AQAAkAL8QyGt3GMzEwASIuAiMiBgcjEjMyHgIzMjY3MwIDRihLR0MgLDMWZDqtLE9HPhssMxpkQgTbIysjOToBAiQrJDY%2F%2Fv4AAAEANwHVA5ECdQADAAixAAEALzMxMBM3IQc3IwM3IgHVoKAAAAEANwHVB2gCdQADAAixAAEALzMxMBM3IQc3IwcOIgHVoKAAAAEAewPBAggFtgAGAAmyAAMDAD%2FNMTATJzYTMwIHgQZirH%2BTOAPBFtMBDP6nnAAAAAEAfQPBAgwFtgAHAAmyBQcDAD%2FGMTABFw4BByMSNwIECCiOWIGGRQW2Flv%2FhQEqywAAAAAB%2F5z%2B%2BAErAO4ABgAIsQQAAC%2FNMTAlFwYHIxI3ASMIcZ2Bfk7uF%2Bv0AR7YAAIAewPBA3sFtgAGAA0ADbQABwMKAwA%2FM80yMTABJzYTMwIHISc2EzMCBwH0CFDAf6Ip%2FdEGYqx%2FkzgDwRa1ASr%2BhXoW0wEM%2FqecAAACAH0DwQN%2FBbYABwAPAA20DAUPBwMAPzPGMjEwARcOAQcjEjchFwYDIzYSNwIECCiOWIGGRQItCl60fzl1HAW2Flv%2FhQEqyxbO%2Fu9%2BASVSAAL%2FnP74ApwA7gAGAA0ADLMLDQQAAC%2FNMzIxMCUXBgcjEjchFwYDIxI3ASMIcZ2Bfk4CKwlfsIGMP%2B4X6%2FQBHtgXzf7uATy6AAEAxwHsApED6QALAAixCQMAL80xMBM0NjMyFhUUBiMiJseTfVxelIBZXQKskaxiXI2yYwABAFgAcQItA74ABgAStgYAAwMBBQEALy8SOREzMzEwEwEXARMHA1gBh07%2B16xx5wJCAXxR%2FrL%2BgzEBtAABABcAcwHsA8EABgAStgAGAwMFAQUALy8SOREzMzEwCQEnAQM3EwHs%2FnhNASiscegB8P6DUgFNAX0y%2FksAAAAAAf4ZAAAC8AW2AAMACrMDAwISAD8%2FMTAJASMBAvD7wpkEPQW2%2BkoFtgAAAAACAFwCSgLfBbwACgAQACFADw0HBhABBQUJEBADBx4DIAA%2FPxI5LzMzETMRMxEzMTABIwcjNyE3ATMDMyMSNwYPAQLJgSt%2FK%2F6TFwHhhXl%2F%2FkUVFFrNAxTKymUCQ%2F3NAUJJJHH2AAAAAAEAP%2F%2FsBNcFyQAmAEtAKQsXGBdOWQgYBhwdHE1ZAx0PHR8dAgkDGB0YHRIhIQBMWSEHEg1MWRIZAD8rABg%2FKxESADk5GC8vX15dETMrEQAzETMrEQAzMTABIgYHIQchBgchByEQITI3FQYjIgI9ASM3MzY3IzczEgAzMhYXByYDoIzkSwGqGv5HFQsBfR3%2BlwEpe4V%2Fl9TpqhuaCBaXG59hAUXPWY5GUHEFMcbHhUFjg%2F6LN5M7AQv1DINQVIUBCwEaKzGKTgAAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%2F3EAywA3ACkAywA5ACkAywA6ACkAywA8ABQAywBE%2F64AywBG%2F4UAywBH%2F4UAywBI%2F4UAywBK%2F8MAywBQ%2F8MAywBR%2F8MAywBS%2F4UAywBT%2F8MAywBU%2F4UAywBV%2F8MAywBW%2F8MAywBY%2F8MAywCC%2F3EAywCD%2F3EAywCE%2F3EAywCF%2F3EAywCG%2F3EAywCH%2F3EAywCfABQAywCi%2F4UAywCj%2F64AywCk%2F64AywCl%2F64AywCm%2F64AywCn%2F64AywCo%2F64AywCp%2F4UAywCq%2F4UAywCr%2F4UAywCs%2F4UAywCt%2F4UAywC0%2F4UAywC1%2F4UAywC2%2F4UAywC3%2F4UAywC4%2F4UAywC6%2F4UAywC7%2F8MAywC8%2F8MAywC9%2F8MAywC%2B%2F8MAywDE%2F4UAzAAm%2F5oAzAAq%2F5oAzAAy%2F5oAzAA0%2F5oAzAA3%2F3EAzAA4%2F9cAzAA5%2F4UAzAA6%2F4UAzAA8%2F4UAzACJ%2F5oAzACU%2F5oAzACV%2F5oAzACW%2F5oAzACX%2F5oAzACY%2F5oAzACa%2F5oAzACb%2F9cAzACc%2F9cAzACd%2F9cAzACe%2F9cAzACf%2F4UAzADD%2F5oAzQAk%2F3EAzQA3ACkAzQA5ACkAzQA6ACkAzQA8ABQAzQBE%2F64AzQBG%2F4UAzQBH%2F4UAzQBI%2F4UAzQBK%2F8MAzQBQ%2F8MAzQBR%2F8MAzQBS%2F4UAzQBT%2F8MAzQBU%2F4UAzQBV%2F8MAzQBW%2F8MAzQBY%2F8MAzQCC%2F3EAzQCD%2F3EAzQCE%2F3EAzQCF%2F3EAzQCG%2F3EAzQCH%2F3EAzQCfABQAzQCi%2F4UAzQCj%2F64AzQCk%2F64AzQCl%2F64AzQCm%2F64AzQCn%2F64AzQCo%2F64AzQCp%2F4UAzQCq%2F4UAzQCr%2F4UAzQCs%2F4UAzQCt%2F4UAzQC0%2F4UAzQC1%2F4UAzQC2%2F4UAzQC3%2F4UAzQC4%2F4UAzQC6%2F4UAzQC7%2F8MAzQC8%2F8MAzQC9%2F8MAzQC%2B%2F8MAzQDE%2F4UAzwAm%2F5oAzwAq%2F5oAzwAy%2F5oAzwA0%2F5oAzwA3%2F3EAzwA4%2F9cAzwA5%2F4UAzwA6%2F4UAzwA8%2F4UAzwCJ%2F5oAzwCU%2F5oAzwCV%2F5oAzwCW%2F5oAzwCX%2F5oAzwCY%2F5oAzwCa%2F5oAzwCb%2F9cAzwCc%2F9cAzwCd%2F9cAzwCe%2F9cAzwCf%2F4UAzwDD%2F5oAAAAaAT4AAQAAAAAAAAA5AHQAAQAAAAAAAQAJAMIAAQAAAAAAAgAGANoAAQAAAAAAAwAlAS0AAQAAAAAABAAQAXUAAQAAAAAABQAMAaAAAQAAAAAABgAPAc0AAQAAAAAABwBSAoMAAQAAAAAACAAUAwAAAQAAAAAACwAcA08AAQAAAAAADAAuA8oAAQAAAAAADQAuBFcAAQAAAAAADgAqBNwAAwABBAkAAAByAAAAAwABBAkAAQASAK4AAwABBAkAAgAMAMwAAwABBAkAAwBKAOEAAwABBAkABAAgAVMAAwABBAkABQAYAYYAAwABBAkABgAeAa0AAwABBAkABwCkAd0AAwABBAkACAAoAtYAAwABBAkACwA4AxUAAwABBAkADABcA2wAAwABBAkADQBcA%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%2F%2FQAAP9mAGYAAAAAAAAAAAAAAAAAAAAAAAAAAADWAAAAAQACAAMABAAFAAYABwAIAAkACgALAAwADQAOAA8AEAARABIAEwAUABUAFgAXABgAGQAaABsAHAAdAB4AHwAgACEAIgAjACQAJQAmACcAKAApACoAKwAsAC0ALgAvADAAMQAyADMANAA1ADYANwA4ADkAOgA7ADwAPQA%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAMACAAKAA0AB%2F%2F%2FAA8AAAABAAAAAMmJbzEAAAAAyWNIwAAAAADJ7dha%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Open%20Sans%27%3B%0Afont%2Dstyle%3A%20italic%3B%0Afont%2Dweight%3A%20600%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAQAQAABAAARkZUTVzakCwAAIdAAAAAHE9TLzKiF7fYAAABiAAAAGBjbWFwjOjcmQAABUAAAAGyY3Z0IBCQGPYAAA%2FAAAAApmZwZ21%2BYbYRAAAG9AAAB7RnYXNwAAgAGwAAhzQAAAAMZ2x5ZlP99RUAABIYAABI%2BGhlYWT4yBTmAAABDAAAADZoaGVhDlsE5gAAAUQAAAAkaG10eH8IOQoAAAHoAAADWGtlcm4Mlg8JAABbEAAAIwRsb2NhVbZEUAAAEGgAAAGubWF4cAJpAQYAAAFoAAAAIG5hbWUVGrLBAAB%2BFAAAByxwb3N0gmzp1QAAhUAAAAHycHJlcHisnCUAAA6oAAABGAABAAAAARmaflhYuV8PPPUAHwgAAAAAAMnt2GQAAAAAye3YZP4C%2FhQHtAdzAAMACAACAAAAAAAAAAEAAAiN%2FagAAAgA%2FgL%2BBAe0AGQAFQAAAAAAAAAAAAAAAADWAAEAAADWAEUABQA8AAQAAgAQAC8AXAAAARoAUwADAAEAAwQvAlgABQAIBZoFMwAAAR8FmgUzAAAD0QBmAgAAAAILBwYDCAQCAgTgAALvQAAgWwAAACgAAAAAMUFTQwAhACAgrAYf%2FhQAhAiNAlggAAGfAAAAAARSBbYAAAAgAAEIAAAAAAAAAAQUAAACFAAAAi0AIQNaANUFKwAzBGgAPQaYAI0FgwBCAeMA1QJ%2FAE4Cf%2F9mBGIAwQRoAHUCEv%2BaAokALwInACEDFP%2BkBGgAXARoAPIEaP%2FuBGgAHwRo%2F%2FwEaAA1BGgAbwRoAH0EaABMBGgAXAInACECJ%2F%2BcBGgAcwRoAHUEaABzA4sAogbPAGQEuv%2BHBN8ARgTJAIcFXgBGBDUARgQCAEYFdwCHBYMARgJgAEYCZP6%2BBK4ARgP4AEYG3QBEBdMARAXNAIcElgBGBc0AhwS2AEYEIQAnBB0AsAV3AJgEjQC6BvwAywR%2F%2F5EERAC6BET%2F2QJ3%2F%2BUDFADdAnf%2FcQQtACUDLf9EBG8CHQSiAF4EsAAvA7oAXgSuAF4EMwBeAr7%2FHwQr%2F4cEuAAvAjMALwIz%2FvoEOQAvAjMALwcbAC8EuAAvBJYAXgSw%2F8kErgBeA0QALwOaAA4C8ABcBLgAbwPlAGQGBAB5BAj%2FqgPs%2F1YDmP%2FZAtEACARoAfIC0f%2BoBGgAbwIUAAACLf%2FTBGgAwwRo%2F%2B4EaACNBGgAagRoAfID4wAnBG8BqgaoAIMC2QCgBB8AUARoAHUCiQAvBqgAgwOHAG8DbQC8BGgAdQLpAE4C6QBoBG8B%2FATF%2F8kFPQCsAicAlgGk%2F0QC6QDBAtEApAQfAAoGfQCVBn0AeQaTAGwDi%2F%2FdBLr%2FhwS6%2F4cEuv%2BHBLr%2FhwS6%2F4cEuv%2BHBtn%2FhwTJAIcENQBGBDUARgQ1AEYENQBGAmAARgJgAEYCYABGAmAARgVeADUF0wBEBc0AhwXNAIcFzQCHBc0AhwXNAIcEaACTBc0AbQV3AJgFdwCYBXcAmAV3AJgERAC6BJYARgTy%2Fv4EogBeBKIAXgSiAF4EogBeBKIAXgSiAF4GvgBeA7oAXgQzAF4EMwBeBDMAXgQzAF4CMwAvAjMALwIzAC8CMwAvBJYAUAS4AC8ElgBeBJYAXgSWAF4ElgBeBJYAXgRoAHUElgAzBLgAbwS4AG8EuABvBLgAbwPs%2F1YEsP%2FJA%2Bz%2FVgIzAC8HBgCHBvwAXgRvAWIEngIdBG8BRgPXAC8HrgAvAYkAdwGJAHMCEv%2BaAyMAdwMjAHMDqv%2BaAvQAmAJtAFACbQAKAQb%2BAgLpAEYEaAAzAAAAAwAAAAMAAAAcAAEAAAAAAKwAAwABAAAAHAAEAJAAAAAgACAABAAAAH4A%2FwExAVMCxgLaAtwgFCAaIB4gIiA6IEQgdCCs%2F%2F8AAAAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrP%2F%2F%2F%2BP%2Fwv%2BR%2F3H9%2F%2F3s%2FevgteCy4LHgruCY4I%2FgYOApAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAEAAAAAAAAAAQIAAAACAAAAAAAAAAAAAAAAAAAAAQAAAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwdHh8gISIjJCUmJygpKissLS4vMDEyMzQ1Njc4OTo7PD0%2BP0BBQkNERUZHSElKS0xNTk9QUVJTVFVWV1hZWltcXV5fYGEAhoeJi5OYnqOipKalp6mrqqytr66wsbO1tLa4t7y7vb4AcmRladB4oXBrAHZqAIiaAHMAAGd3AAAAAABsfACouoFjbgAAAABtfQBigoWXw8TIyc3Oysu5AMEA09XR0gAAAHnMzwCEjIONio%2BQkY6VlgCUnJ2bwsXHcQAAxnoAAAAAAEBHW1pZWFVUU1JRUE9OTUxLSklIR0ZFRENCQUA%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%2F4BiIyAQI4qxDAyKcEVgILAAUFiwAWG4%2F7qLG7BGjFmwEGBoATpZLSwgRbADJUZSS7ATUVtYsAIlRiBoYbADJbADJT8jITgbIRFZLSwgRbADJUZQWLACJUYgaGGwAyWwAyU%2FIyE4GyERWS0sALAHQ7AGQwstLCEhDGQjZIu4QABiLSwhsIBRWAxkI2SLuCAAYhuyAEAvK1mwAmAtLCGwwFFYDGQjZIu4FVViG7IAgC8rWbACYC0sDGQjZIu4QABiYCMhLSxLU1iKsAQlSWQjRWmwQIthsIBisCBharAOI0QjELAO9hshI4oSESA5L1ktLEtTWCCwAyVJZGkgsAUmsAYlSWQjYbCAYrAgYWqwDiNEsAQmELAO9ooQsA4jRLAO9rAOI0SwDu0birAEJhESIDkjIDkvL1ktLEUjRWAjRWAjRWAjdmgYsIBiIC0ssEgrLSwgRbAAVFiwQEQgRbBAYUQbISFZLSxFsTAvRSNFYWCwAWBpRC0sS1FYsC8jcLAUI0IbISFZLSxLUVggsAMlRWlTWEQbISFZGyEhWS0sRbAUQ7AAYGOwAWBpRC0ssC9FRC0sRSMgRYpgRC0sRSNFYEQtLEsjUVi5ADP%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%2FgGKKsUBAinBFYGg6LSwgiiNJZIojU1g8GyFZLSxLUlh9G3pZLSywEgBLAUtUQi0ssQIAQrEjAYhRsUABiFNaWLkQAAAgiFRYsgIBAkNgQlmxJAGIUVi5IAAAQIhUWLICAgJDYEKxJAGIVFiyAiACQ2BCAEsBS1JYsgIIAkNgQlkbuUAAAICIVFiyAgQCQ2BCWblAAACAY7gBAIhUWLICCAJDYEJZuUAAAQBjuAIAiFRYsgIQAkNgQlmxJgGIUVi5QAACAGO4BACIVFiyAkACQ2BCWblAAAQAY7gIAIhUWLICgAJDYEJZWVlZWVmxAAJDVFhACgVACEAJQAwCDQIbsQECQ1RYsgVACLoBAAAJAQCzDAENARuxgAJDUliyBUAIuAGAsQlAG7IFQAi6AYAACQFAWblAAACAiFW5QAACAGO4BACIVVpYswwADQEbswwADQFZWVlCQkJCQi0sRRhoI0tRWCMgRSBksEBQWHxZaIpgWUQtLLAAFrACJbACJQGwASM%2BALACIz6xAQIGDLAKI2VCsAsjQgGwASM%2FALACIz%2BxAQIGDLAGI2VCsAcjQrABFgEtLLCAsAJDULABsAJDVFtYISMQsCAayRuKEO1ZLSywWSstLIoQ5S1ApQkhSCBVIAEeVR9IHlUfHgEPHj8erx4DT0YcH05NGx9NRhofJjQQVSUk%2Fx8ZE%2F8fBwT%2FHwYD%2Fx9MSxwfS0YbHxMzElUFAQNVBDMDVR8DAQ8DPwOvAwPLSttK60oDy0kBSEYSH0dGEh9JRgEjSCJVHDMbVRYzFVURAQ9VEDMPVc8PAR8PAQ8P3w%2F%2FDwMGAgEAVQEzAFVvAH8ArwDvAAQQAAGAFgEFAbgBkLFUUysrS7gH%2F1JLsAlQW7ABiLAlU7ABiLBAUVqwBoiwAFVaW1ixAQGOWYWNjQBCHUuwMlNYsCAdWUuwZFNYsBAdsRYAQllzcysrXnN0dCsrKysrdCsrc3NzdCsrKysrKysrKysrKytzdCsrKxheBhQAFwBOBbYAFwB1BbYFzQAAAAAAAAAAAAAAAAAABFIAFACGAAD%2F7AAAAAD%2F7AAAAAD%2F7AAA%2FhT%2F7AAABbYAFfyU%2F%2Bv%2Bef%2F0%2Fqj%2BqAAX%2FrwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAwAC4ALAAowCUAMAAzQDFAM8AugCaATEAsgAAAAAAAAAAAAAAAAAsAEoAngEIAXIB3AHwAhACMAJaAnwClAKoAsQC2gMWAzYDdAPIBAQERgSeBL4FHAVwBaIF0AXqBg4GKAZ2BvYHJgdyB6oH4AgOCDQIfAikCLgI3AkGCSAJVgmGCcYJ%2BgpGCoIKygrqCxwLQguEC64Lzgv2DBIMJgxCDF4McAyKDNINIA1UDaQN8A42DroO9g8mD2oPmA%2BqD%2FoQMhBsELYRBBEuEXIRsBHqEgwSThJ4Eq4S2BMmEzgThBO8E7wT5hQqFHYUwBUKFSgVjhW8FiwWbBaWFrAWuBcsFz4XbBeeF9IYGhg0GHIYmBiiGNAY8BkiGU4ZZBl6GZAZ4hn0GgYaGBoqGj4aUBqaGqYauBrKGtwa8BsCGxQbJhs6G4YbmBuqG7wbzhvgG%2FQcIBx%2BHJAcohy0HMgc2h0SHXwdjh2gHbIdxB3WHegeaB50HoYemB6qHrwezh7gHvIfBh9oH3ofjB%2BeH7Afwh%2FUIBAgaiB8II4goCCyIMQhFCEmITghkiIGIigiXCKSIqQitiLQIuwjAiMqI1QjeCOSI6wjxiPcJBIkfAAAAAIAIf%2FlAlgFtgADAA8AGEALAQENAgMNB1FZDRMAPysAGD8SOS8xMAEjEyEBNDYzMhYVFAYjIiYBULCoARD9yVtVOUReTD5FAbwD%2BvqqUGRBPU9iQwAAAAACANUDpgN9BbYAAwAHAA20BgIHAwMAPzPNMjEwAQMjEyEDIxMCBJeYSAJgmJlKBbb98AIQ%2FfACEAAAAAACADMAAAU3BbYAGwAfADNAGAAfEBAZFREECAwMARwNEQ0RChcTAwYKEgA%2FMz8zEjk5Ly8zMzMRMzMRMzMzETMzMTABAyEHIQMjEyMDIxMjNyETITchEzMDMxMzAzMHATMTIwQMVAEPD%2F7RebR7%2BHmudfoRARhU%2FvgQASd5snn8ea55%2FA785fpS%2BgNo%2FuKo%2Fl4Bov5eAaKoAR6oAab%2BWgGm%2Flqo%2FuIBHgADAD3%2FiQRIBhIAHwAlACsAQUAiFUAPEkgcJQ0DKysTBAZAIAwGDE9ZAwYVE0AbJhMmTVkWEwAvMysRADMaGBDNLzMrEQAzGhgQzRI5ERczKzEwARQGDwEjNyYnNR4BFxMuATU0Nj8BMwcWFwcmJwMeAgE%2BATU0JwMOARUUFwPb79othy3FiU7LXFSch%2B3OJYcjoYBWhm5QgHU4%2FmBWZXMOWVluAe6s0hTT0w1D0So4AgGDOKV1p8kRo6UQQrlCCP6NM1hy%2FuELYk1lLAJEC11MYikAAAUAjf%2FsBkYFywALABkAHQApADcAJ0ATHjUGEDUQNRAcHQMcEgAXByQuEwA%2FMz8zPz8SOTkvLxEzETMxMAEiDgEVFDMyPgE1NBcUAgYjIiY1NBI2MzIWJQEjARMiDgEVFDMyPgE1NBcUAgYjIiY1NBI2MzIWAhI3WDVQNFc7wW%2B2c3yEarN3f4UCwvvDwwQ%2BDDRXOVE0WDvBb7Zxf4Vqs3Z%2FiAUjeuBnh3TrZoOBoP7Nmp6VpgEnlpiD%2BkoFtv0lc%2BNshnXoaIN%2Fof7LmpmSqwEqlZYAAwBC%2F%2BwFWgXNAAoAFAAxADRAHQUYIw8ELx0kDiksBCYmHSsSHQBLWR0ELwtLWS8TAD8rABg%2FKwAYPxI5Ehc5ERIXOTEwASIGFRQXPgE1NCYBMjY3AQ4BFRQWJTQ2NyY1NDYzMhYVFAYHEzY3MwIHEyEnDgEjIiYC7FdePpNpSP7TTYxK%2FviFYXD%2BoavJWOG5oLizzOttSOlxuM3%2B615q0ny%2B0wUSbFhtXEt1REJH%2B542NwF9SodWVm2uk9Zil4S01aKJgcpb%2Frpwt%2F7yuP7pg1BHwwABANUDpgIEBbYAAwAJsgIDAwA%2FzTEwAQMjEwIEl5hIBbb98AIQAAAAAQBO%2FrwDFwW2AAoACrMJJwMDAD8%2FMTATEBIBMwAREBMjAk75AP%2FR%2Fg5zt5MBFAFXAkMBCP3c%2FX7%2Bt%2F71AQUAAAH%2FZv68Ai8FtgAKAAqzBCcIAwA%2FPzEwARACASMAERADMxICL%2Fb%2B%2FtEB8nO3kwNc%2Fqr9wf71AiQCggFHAQ3%2B9wABAMECVgSDBh8ADgAJsgYOAAA%2FzTEwAQMlByUTBwsBJwElNwUTA2R0AZMM%2FpGqzWbjogEl%2FqJHAWIlBfT%2BkRfNLf6XPQFz%2FsiQAQpkw7IBfwAAAAABAHUBAAQdBKgACwAStwkBAgFSWQYCAC8zKxEAMzEwASE1IREzESEVIREjAfD%2BhQF7tAF5%2Foe0Ane0AX3%2Bg7T%2BiQAAAAH%2Fmv74AVYA7gAGAAixBAAAL80xMCUXAgcjNhMBTgh9jbJpX%2B4X%2Fvzb7gEIAAAAAAEALwG%2BAlICiQADAAu0AQBMWQEALysxMBM3IQcvLQH2LQG%2By8sAAAABACH%2F4wFOARQACwAMtQkDUVkJEwA%2FKzEwNzQ2MzIWFRQGIyImIV5UOENfTUI%2FXlNjPz1OZ0cAAAH%2FpAAAA7gFtgADAAqzAwMCEgA%2FPzEwCQEjAQO4%2FNXpAysFtvpKBbYAAAAAAgBc%2F%2BwETAXNAA0AGgAXQAwLDk1ZCwcEFU1ZBBkAPysAGD8rMTABEAIEIyICNRASJDMyFiUiBgIVFBYzMjYSNRAETJ7%2B6LnCv6YBF7a7wv5wYaZrTlpkpWMD9P7O%2Fh%2F1AP%2FsARwB5PbtKOD%2Bb8KPluMBltMBDAAAAQDyAAADtAW2AAoAELYHBAEJBgEYAD8%2FEjk5MTAhIxM2NwYPAScBMwJ97r0cNjlOu2oB%2FMYDZpauNy91qgE9AAH%2F7gAABD8FywAbAB1ADxEKTVkRBwIaAQEaTlkBGAA%2FKxESADkYPysxMCkBNwE%2BAjU0JiMiBgcnPgEzMhYVFA4BBwEVIQOP%2FF8kAdewfThjWkaKZXN43nW11k6oyP7JAm60AaafkHtGVWM8T6BhU7qebLrDq%2F74CAAAAAABAB%2F%2F7AQ%2FBcsAKAAtQBcDFxgYF09ZGBgLJiYfTVkmBwsRTVkLGQA%2FKwAYPysREgA5GC8rERIAOTEwARQGBxUeARUUBgQjIic1HgEzMjY1NCEjNzMyNjU0JiMiBgcnPgEzMhYEP8aqf4uI%2Fv%2Bw4aBUy16dsP7qhSVqpM9jWkiVWGh403m3zgSBntQfBxike4XPck%2FXMTWPfdu3lX1PWzM7oVFBsQAAAAAC%2F%2FwAAARCBboACgASAClAFwEFEgVNWQkPEh8SAlASARISAw8HBgMYAD8%2FMxI5L11dMysRADMxMAEjAyMTITcBMwMzIRM2NyMGBwEEF8lE5UX9kiUDI%2F7Jyf5RRB9FCDNU%2FloBPf7DAT3FA7j8SAE1iPFWZP4MAAABADX%2F7ARYBbYAGwAmQBQAEk9ZAAAHFhYZTlkWBgcMTVkHGQA%2FKwAYPysREgA5GC8rMTABMhYVFAYEIyInNRYzMjY1NCYjIgcnEyEHIQM2AmK114z%2B9L7WjaevrcJ8fl%2BCWMgCyS3%2BBmpdA4vPtqH0hU%2FZZKaTaX8jRALE0f6UEgAAAAACAG%2F%2F7ARtBcsAGQAoAC1AFw0XEBAgT1kQEBcFBQpNWQUHFxpNWRcZAD8rABg%2FKxESADkYLysREgA5MTATNBoBJDMyFwcmIyIAAzM2MzIWFRQCBiMiJgUyPgE1NCMiDgMXFBZvedEBJcR1VitIbc3%2B%2BEEGfcmcr4nqmcLRAaNRfESyM1lFMB4CYwG%2BzQGSARySGcIW%2Fv3%2B%2BarGraL%2B6o%2FwLmGsZsgmOkddQ26GAAAAAAEAfQAABJwFtgAGABhACwAYBQIDAwJOWQMGAD8rERIAORg%2FMTAzASE3IQcBfQLy%2FV4rA6Qh%2FQoE6c2o%2BvIAAAADAEz%2F7AReBc0AFwAjAC8AKUAUBhIYGCoqDQAAJE9ZAAcNHk9ZDRkAPysAGD8rERIAORgvMxI5OTEwATIWFRQGBx4BFRQOASMiJjUQJS4BNTQ2Ew4BFRQWMzI2NTQmEyIGFRQWFz4BNTQmAtuz0J6peGl75J3L5QFwW0%2F%2BQpWGdmNzi2EaXXJOQXN9YAXNspaEw0JOr3J5v2nIqAEph0aWV7Pb%2FNM2kWhdcIBnW4UCqXBcU2wnK3xfUVsAAAIAXP%2FsBDcFywAZACYALUAXDhAXECFPWRAQBRcXGk1ZFwcFCk1ZBRkAPysAGD8rERIAORgvKxESADkxMAEUCgEEIyInNRYzMjYTIwYjIiY1NBI2MzIWJSIOARUUFjMyNjU0JgQ3dL3%2B%2BbOFa3lzvOw7BnHApbWG75vAzf5hUn9EXFh1omAD%2Bs3%2BXf7phyDPK%2FYBCqDMupwBCo%2FvLF6mYGluvJJsgQAAAAIAIf%2FjAfoEagALABcAF0AMAwlRWQMQFQ9RWRUWAD8rABg%2FKzEwEzQ2MzIWFRQGIyImAzQ2MzIWFRQGIyImzV5UOENhTUI9rF5UOENfTUI%2FA7RTYz89T2ZH%2FN5TYz89TmdHAAAC%2F5z%2B%2BAH6BGoABgASABVACQRABgoQUVkKEAA%2FKwAYLxrOMTAlFwIHIzYbATQ2MzIWFRQGIyImAU4IfY2wX2drXlQ4Q2FNQj3uF%2F7829YBIALGU2M%2FPU9mRwAAAAEAcwDdBBsE7AAGAAixAAMAL8YxMCUBNQEVCQEEG%2FxYA6j9RwK53QGueQHow%2F6o%2FtEAAAACAHUBrgQdA%2FIAAwAHAB9AEQQFUlkEAQEAUlkPAQGQAQEBAC9dXSsAGBDGKzEwEzUhFQE1IRV1A6j8WAOoAz%2Bzs%2F5vtLQAAAABAHMA3QQbBOwABgAIsQYDAC%2FGMTATCQE1ARUBcwK2%2FUoDqPxYAaIBLwFYw%2F4Yef5SAAAAAgCi%2F%2BUDwwXLABkAJQAlQBIHEAAAIxAjHVFZIxYQCk1ZEAQAPysAGD8rERIAORgvEjkxMAE%2BATc%2BAjU0JiMiBgcnNjMyFhUUBgcOAQcBNDYzMhYVFAYjIiYBBBJre2tPJVVRTZJOTs%2FLq8R%2FqGhcD%2F7ZXlQ4Q2JMQj0BvIWvWk1QUTBGWDclsHGrnXjDd0p2Vf6iU2M%2FPU9kRQAAAgBk%2F0YGqgW0ADgARAAsQBQHCjkRESg1BAoaPz8KCi0hNQMoLQAvMz8zEjkvMxEzETMREjkvMxI5MTABFAIGIyImJyMGIyImNTQSNjMyHgEXAwYVFDMyPgE1NCQjIgQCFRAAMzI3FQYjIiQCNRASJCEyBBIFIg4BFRQzMjY%2FASYGqnfWhGJpDAZlsHuFh%2FGPNFVKXGUeT0h8R%2F7%2F69b%2Bqr8BGfvI5tvr0v7GqfUBuQERyAEkm%2F0zVpFScFJ3KUA1A06w%2FtumXEqmnYyXAQGVChAf%2FnhyLVyF2Hrk78f%2BlOD%2B%2Ff7kVptapwE40QEOAbb6lf7odmu1Z52QlPAQAAAAAAL%2FhwAABE4FuAAHAA4AGkANDgFMWQ4OBAcDEgsEAwA%2FMz8zEjkvKzEwASEDIwEhEyMDAiY1BgcDAzv%2BG9H%2BAw8BEqbqOSgLN1esAZb%2BagW4%2BkgCZgGgrzSLqP6wAAAAAAMARgAABMsFtgAPABcAIAAtQBcGIBAQIEtZEBAODw8XTFkPAw4YTFkOEgA%2FKwAYPysREgA5GC8rERIAOTEwATIWFRQGBxUeARUUBCkBARMzMjY1NCsBAzMyNjU0JisBAwre462ZbHf%2B1P71%2FhUBNW7Hi5jftePfk6d4dMgFtqikksIeCByXbNn4Bbb9pHlvrPvbiH5iZwAAAQCH%2F%2BwFIQXLABgAF0AMEwBMWRMEDAdMWQwTAD8rABg%2FKzEwASIGAhUUFjMyNxUGIyIAERASJDMyFwcuAQOcmvKRpaGNvLTC%2BP7n0wFg4tmsXj%2BOBP6y%2FqvMtL9EzUMBKQEMAQQBvuhcwyIwAAAAAAIARgAABR8FtgAJABMAF0AMBhJMWQYDBRNMWQUSAD8rABg%2FKzEwARACBCkBASEgAAEyJBI1NCYrAQMFH8j%2Bgv7%2B%2Fm8BNQFxAQ8BJPzEsQEIjbCokuMDff7x%2FmzaBbb%2B3vw1rAE4yLjB%2B9sAAAEARgAABIMFtgALACZAFAYJTFkGBgECAgVMWQIDAQpMWQESAD8rABg%2FKxESADkYLysxMCkBASEHIQMhByEDIQNO%2FPgBNQMIK%2F3lVAH2Kf4IYAIbBbbN%2FnXL%2FjgAAQBGAAAEgQW2AAkAHUAPBglMWQYGAgESAgVMWQIDAD8rABg%2FEjkvKzEwISMBIQchAyEHIQEz7QE1AwYr%2FedgAfYt%2FgwFts3%2BOssAAAEAh%2F%2FsBVwFywAdACZAFAAdTFkAAAUMDBJMWQwEBRlMWQUTAD8rABg%2FKxESADkYLysxMAEhAw4BIyAAERASJDMyFhcHJiMiBAIVFBYzMjcTIQMSAgCdcNWE%2Fvv%2B4M0Bd%2B9vzGdarqCe%2Fv6VsqRtalD%2B6wMZ%2FSAoJQEkAQsBCAG28ikxy1a1%2FrHNt7whAXMAAAEARgAABYsFtgALABpADQgDTFkICAUKBgMBBRIAPzM%2FMxI5LysxMCEjEyEDIwEzAyETMwRW7oz9yovtATXtfwI2f%2B0Ck%2F1tBbb9qgJWAAAAAQBGAAACaAW2AAMACrMBAwASAD8%2FMTAzATMBRgE36%2F7JBbb6SgAAAAH%2Bvv5oAnMFtgAMABG3CAMABUxZACMAPysAGD8xMAMiJzcWMzI3ATMBDgGYaEIFVEXJNQEr7v7PLuf%2BaBnJFfoFh%2Fpa2c8AAAEARgAABWYFtgAMABVACQgCBQoGAwEFEgA%2FMz8zEjk5MTApAQMHAyMBMwM3ASEBBD%2F%2B%2BvyVde0BNe2XjQHsARz9mAKPZP3VBbb9PqYCHP1jAAAAAAEARgAAA3kFtgAFABG3AQMAA0xZABIAPysAGD8xMDMBMwEhB0YBNe3%2B9gIbKwW2%2BxfNAAABAEQAAAblBbYAEwAbQAwRAgIJBgsHAwAOBhIAPzMzPzMSOTkRMzEwIQMjBgcDIwEhEzMBIQEjEzY3IwECh3MGCS642wE1AUNtBgJeAVj%2Bz%2BO2Jy8G%2FX0Evnbe%2FJYFtvuDBH36SgNoupz7QgABAEQAAAXdBbYAEQAVQAkDCwgQCQMBCBIAPzM%2FMxI5OTEwKQEBIwcOAQMjASEBMzYSNxMzBKj%2B%2FP5mBgoYF6zbATUBDAGPBwYyD6DbBItFlX%2F8zgW2%2B4M2ARVBAvEAAAACAIf%2F7AWNBc0ADQAbABdADAsOTFkLBAQVTFkEEwA%2FKwAYPysxMAEQAgQjIAAREBIkMzIAJSIGAhUUFjMyNhI1NCYFjb7%2Bs9z%2B%2Ff7kxQFW2fsBF%2F3biuB%2Fo5KK3XueA5r%2B6f5M4wErAQgBCwG56v7WXcD%2Bq8qtvL8BU86qvgAAAAIARgAABJYFtgAIABMAHUAPDQBMWQ0NEA8SEAhMWRADAD8rABg%2FEjkvKzEwATMyNjU0JisBBRQAISMDIwEhMhYB0V6yw3V5dwJX%2Fq3%2B0W5z7QE1AU7l6ALsn5JtZMn4%2Fvb93QW2yQAAAgCH%2FqQFjQXNABAAHgAjQBEFBw4RTFkOBAMYBwcYTFkHEwA%2FKxESADkYPysAGBDGMTABEAAHASEDIyAAERASJDMyACUiBgIVFBYzMjYSNTQmBY3%2B%2FOEBCP7fyh%2F%2B%2Ff7kxQFW2fsBF%2F3biuB%2Fo5KK3XueA5r%2Bvv4eW%2F6JAUgBKwEIAQsBuer%2B1l3A%2FqvKrby8AVPRqr4AAAACAEYAAASaBbYADQAWACZAEwoADg4AS1kODgMMAhIDFkxZAwMAPysAGD8zEjkvKxESADkxMAEDIwEhMhYVFAYHEyEDJzMyNjU0JisBAa577QE1AVLf7q2r%2Bf78z497qqh2fHcCSP24Bba9xKXjNP2HAkjGloNpXAABACf%2F7AQ7BcsAJAAgQBALHgMWFhtMWRYEAwhMWQMTAD8rABg%2FKxESADk5MTABFAQjIic1FjMyNjU0JicuAjU0PgEzMhcHJiMiBhUUHgEXHgEDov7f%2FtKKrbGJnlKDaWQ1e%2BGNzbBWoYZthB4%2FZ5t2AazS7kvgYXVoRWtTQ26DT4DGbFy%2FTnVeL0c9QWG1AAABALAAAATDBbYABwAWQAoBEgcDBANMWQQDAD8rEQAzGD8xMCEjASE3IQchAhDtAQj%2BhS0D5iv%2BgwTpzc0AAAAAAQCY%2F%2BwFiwW2ABUAFEAJFQoDBBFMWQQTAD8rABg%2FMzEwAQMCACMiJjU0NxMzAwYVFBYzMjY3EwWLyjj%2B0PvZ7RTB7cAVd3mRqifHBbb8RP71%2Fv3Ux1NXA4X8d1hGZnGhtQOoAAEAugAABUgFtgAMABC2DAYDBwMGEgA%2FPzMSOTEwJTY3ATMBIQMzExYXBwH6RkMBx%2F79BP7%2BkOhKCQIB%2BLKDA4n6SgW2%2FHdngkwAAAABAMsAAAe0BbYAHAAbQAwXDgUOCRsSCgMBCRIAPzM%2FMzMSOTkRMzEwKQEDJzcjBgcBIQMzExQHMzY3ATMTFwczPgE3ATMFJf7%2BJQYEBi9G%2Fn%2F%2FADXlEw0GUzsBg%2BEfAwMIHFQTAWb2A0q5apCT%2FLYFtvyuiNLdhgNJ%2FLmpvFjbKwNOAAAB%2F5EAAAUlBbYACwAVQAkCCAQJBgMBBBIAPzM%2FMxI5OTEwKQEDASEBAzMTASEBBBD%2FAMD%2BSv73Akr69rIBkgEK%2FdkCUP2wAwICtP3kAhz9OgAAAAABALoAAAUABbYACAAQtgAFAQcDBRIAPz8zEjkxMAkBIQEDIxMDMwJGAbABCv2Rcu537vIDGQKd%2FG%2F92wIpA40AAf%2FZAAAEogW2AAkAIEAQBwQFBExZBQMCCAEITFkBEgA%2FKxEAMxg%2FKxEAMzEwKQE3ASE3IQcBIQOF%2FFQhA1L9qisDgSP8rAKFqAQ%2Fz6z7wwAB%2F%2BX%2BvAMQBbYABwAOtQUCAwYBJwA%2FMz8zMTABIQEhByMBMwGT%2FlIBfQGuJ93%2B0d3%2BvAb6sPpnAAEA3QAAAocFtgADAAqzAwMCEgA%2FPzEwARMjAwGs29HZBbb6SgW2AAAB%2F3H%2BvAKaBbYABwAOtQMEAwAHJwA%2FMz8zMTAHMwEjNyEBIWrbATHdJwGu%2FoP%2BVJMFmbD5BgAAAAEAJQIZBBQFvgAGAA60BQIABAIALy8zEjkxMBMBMwEjAwElAmB%2FARC4vP5OAhkDpfxbArL9TgAAAf9E%2FrwCk%2F9IAAMACLEBAgAvMzEwASE3IQJ1%2FM8eAzH%2BvIwAAQIdBNkDlgYhAAgACrIGgAEALxrNMTABIy4BJzUzFhcDlpBBhiL1L1UE2T%2BxQxWalQAAAAIAXv%2FsBH8EZgASACAAJ0AUCxEABwwPBxpGWQcQDxUAE0ZZABYAPysAGD8%2FKwAYPxESOTkxMAUiJjU0EjYzMhYXMzczAyM3IwYnMjYSNTQmIyIGAhUUFgGPjaSL9JJhjCcKPrTsthUGnmlSnmZeTFWWWlEUy7jKAWDNW1ee%2B66wxL6bAQSaWGua%2FveOZmUAAAIAL%2F%2FsBFAGFAAWACMAJ0AUBAwAEAcABhUQF0ZZEBAAHkZZABYAPysAGD8rABg%2FPxESOTkxMAUiJicjByMBMwMOAQczPgEzMhYVFAIGAyIGAhUUFjMyNhI1NAJCYo0oCkCyAUrrRw0yDwhallaRoovyDFGiY11VVZRWFFpWnAYU%2FrM%2Fuy9xV8%2B2yv6dyAO6oP77jGBrnQEHj8kAAAEAXv%2FsA80EZgAXABdADAcMRlkHEAASRlkAFgA%2FKwAYPysxMAUiJjU0EiQzMhcHJiMiAhUUFjMyNjcVBgH6xNiTAQqppIVGemOWyHBjSoFBjBTUxc8BU789uDX%2BzeJveCwgw0cAAAAAAgBe%2F%2BwE3QYUABQAIQAuQBgDCw4ABgAAHEZZABAJCkhZCRUOFUZZDhYAPysAGD8rABg%2FKwAYPxESOTkxMAEyFzM2NxMzASM3Iw4BIyImNTQSNhMyNhI1NCYjIgYCFRQCb7NZCA0YTOn%2BtrgTB1ikXI%2Bij%2FAMUqFhV1lVlFgEZrKSaAFm%2BeywalrLus0BZMT8RKQBCIdbbpr%2B9IvLAAAAAAIAXv%2FsA%2FoEZgAJACMAJkAUAxhIWQMDChERAEhZERAKHUdZChYAPysAGD8rERIAORgvKzEwASIGBzMyNjU0JgMiJjU0EiQzMhYVFAQhIwcVFBYzMjY3FQ4BAphgqSUdvNRA18XdmwEJpKGz%2FrP%2BzCsCcXBIjmFgoQOyrI1rYjM5%2FDrex8YBVbqRhbbNHx1vfiYuuywlAAAAAf8f%2FhQDrgYfAB4AKUAWDxRGWQ8ACBsLGBgbSFkYDwAFRlkAGwA%2FKwAYPysRADMRMxg%2FKzEwAyInNRYzMjcTIz8CPgEzMhcHJiMiBg8BMwcjAw4BTFo7QDKGK9mzFcIVLLWmc2A9Sj5FUxYS5SXl3yi2%2FhQXvhTNA%2F5qTFzGpyuwHFZiVrL7472yAAAD%2F4f%2BFAR3BGYAJwA0AEEASEAoGygoDkZZBzxKWQQgCQMHJSgHKAcVJScCSFknDyU1SVklEBUuSVkVGwA%2FKwAYPysAGD8rERIAOTkYLy8REhc5KysRADMxMAEPARYVFAYjIicGFRQWHwEeARUUBCEiJjU0NjcmNTQ2NyY1NDYzMhcBDgEVFBYzMjY1NCYnEyIOARUUFjMyPgE1NAR3H8Ac7sg0KG8%2FPH%2BwmP7S%2FurL34uaTF1kh%2FXJUFD%2BTHB4b3KjuFpxhUFiNkdCQV81BFKJITpPweMIKEAmHAgQFoN6xNaWg2eWNC1SRWUvUavE8BT7wBJqTkFNbGUzOgwDxU2FT0dNTohRjgABAC8AAARKBhQAGgAcQA4QChQUBUZZFBALAAAKFQA%2FMz8%2FKxESADkxMCETNjU0IyIGBwMjATMDBg8BMz4BMzIWFRQHAwK%2BjhKBcMMtYuwBSus5Gy4TCFSpXYiRF4sCoFolh%2FrZ%2Fi0GFP76fqdLal6bkExi%2FXMAAAACAC8AAAJWBfoACwAPACVAGgkfAy8DAl8DbwN%2FA58DrwPfA%2B8DBwMODw0VAD8%2FL11xzTEwATQ2MzIWFRQGIyImAyMTMwFKTkc1QlBBNUYv7OzrBWJEVDU2R1I0%2BtYEUgAC%2Fvr%2BFAJWBfoADAAYADBAIBZADxAfEC8QTxBfEI8QnxDPEN8QCQ4DEAgPAAVGWQAbAD8rABg%2FL19eXRrNMTADIic1FjMyNwEzAQ4BATQ2MzIWFRQGIyImcVo7QDWDJwEE6f72JrMBKUxHNkFQQTVE%2FhQXvhS6BMP7IbWqB05EVDU2R1IzAAAAAQAvAAAEhwYUAA4AGUANAg0FBgQICQAADwQIFQA%2FMz8%2FERc5MTABIQkBIQMHAyMBMwIGBzMDdwEQ%2Fh0BI%2F760YhN7AFK64cxIwQEUv4b%2FZMB12D%2BiQYU%2FY3NfAABAC8AAAJkBhQAAwAKswIAARUAPz8xMCEjATMBGeoBSusGFAABAC8AAAauBGYAJgAlQBIDJAAXDSEVEhwAHEZZBgAQIg8APz8yKxEAMxg%2FMzMSOTkxMAEyFzM%2BATMyFhUUBwMjEzY1NCMiBgcDIxM2NTQjIgYHAyMTMwczNgMn3CIIS79nhYsWjOuPE3lsuytl648RdW67LWLs7LgVCZQEZut0d5mLQHX9cwKgXyaB%2BM3%2BHwKgUi2H%2FtP%2BKwRSzeEAAAAAAQAvAAAESgRmABgAHEAODgsSEgVGWRIQDA8ACxUAPzM%2FPysREgA5MTAhEzY1NCMiDgEHAyMTMwczPgEzMhYVFAcDAr6OEoFIjHAcYuzsuBUJU7BnhpMXiQKgWimDcteI%2FisEUs12a5iMRXD9cwAAAAIAXv%2FuBDcEZAANABsAF0AMGQNGWRkQEgpGWRIWAD8rABg%2FKzEwATQmIyIOARUUFjMyPgE3FAIGIyImNTQSJDMyFgNKYltdk1FjYVqQUO2S%2F6bA4o8BAqnD3AK%2Ba3mP9Ytvdoj1icr%2BtbHlxccBTLnoAAAAAv%2FJ%2FhQEUARmABMAIAAmQBQDCgANDRRGWQ0QCA8HGwAbRlkAFgA%2FKwAYPz8%2FKxESADk5MTAFIicjBgcDIwEzBzM2MzIWFRQCBgMiBgIVFBYzMjYSNTQCQrVYCgcSYOkBUrgVCZ27j6KM8QxRoGVdVVWUVhSwYVj%2BMQY%2BvNDOt8z%2BncYDup%2F%2B%2Boxga50BB4%2FJAAAAAAIAXv4UBH8EZgAVACIAJ0AUDAMPAAQPBxsAHUZZABAPFkZZDxYAPysAGD8rABg%2FPxESOTkxMAEyFzM3MwEjEz4BNyMOASMiJjU0EjYTMjYSNTQmIyIGAhUUAnG3WwpAsv6s6UsMPwcIVKBai6CS7w1QnmFbUVaUWQRmsp75wgFdOPgRbFrNttABZsH8RKIBCIlea5v%2B%2BI7LAAAAAAEALwAAA4kEZgAQABRACQUNCgAQChULDwA%2FPz8ROTIxMAEyFwcmIyIGBwMjEzMHMz4BAx0%2BLjM2MH7GJ2rs7LgVCVOmBGYM2w7it%2F4MBFLNeGkAAAEADv%2FsA3EEZgAiACBAEAscAxQUGUdZFBADCEhZAxYAPysAGD8rERIAOTkxMAEUBiMiJzUWMzI2NTQmJy4BNTQ2MzIXByYjIgYVFBYXHgIDDuzSvoSZn2F4RWt9Z9a2xJZMjH5JW0JmaVguAVStu0PLWlBFM0k9Q4tfm7BUsExCOy1GNztUYwABAFz%2F7AMlBUgAGQAnQBMPEUALFA4RERRIWREPBgBGWQYWAD8rABg%2FKxEAMxEzGhgQzTEwJTI3FQ4BIyA1NDcTIz8CMwchByEDBhUUFgHHRFMjeDz%2B7hB5ohW%2BgZI0ARcn%2Fut6DTKqH7IRGvc5SgI6blLo9rL9xDclKzMAAQBv%2F%2BwEhwRSABkAG0ANDxIKGQ8NFRIFRlkSFgA%2FKwAYPz8zEjkxMAEDBhUUMzI%2BATcTMwMjNyMOASMiJjU0NjcTAfqBH39Ijm4eY%2BnpuRUIUrJnhpIYDHsEUv2ejTSFctOOAdX7rs10bZiOP3s%2BAkgAAAABAGQAAARQBFIADAAOtQUKAQ8AFQA%2FPzMyMTAzAzMTFhUzPgE3ATMB54PoNw4HHFQXATf6%2FaoEUv2qn4pKtikCVvuuAAEAeQAABl4EUgAbAB1ADRQMAwwHEBAZCA8ABxUAPzM%2FMzMREjk5ETMxMCEDJzcOAQEhAzMTBgczNjcBMxMXBzM%2BAhMzAQNMEwEDGTX%2Bwf76L90NAgkGQisBFv4TAQMGEVAv5PT9%2BgJzRsg%2Bfv07BFL9eleesGACa%2F2kNeoy2W4CAvuuAAH%2FqgAABFQEUgALABVACQAGAgcEDwsCFQA%2FMz8zEjk5MTAJASEBAzMTASEBEyMB6f7P%2FvIB2%2Bf1kAEfARL%2BM%2Fj2AYP%2BfQI5Ahn%2BiwF1%2Fdv90wAAAAH%2FVv4UBFIEUgAXABhACwUOCQAPDhNGWQ4bAD8rABg%2FMxI5MTATMxMeARUzNjcBMwEOASMiJzUWMzI2PwFk6D8JDgZWMQEl%2Fv1QWtSPTENLMkp4QDMEUv3tPuFF12ICPvsApZkTvBBXcFwAAAH%2F2QAAA6IEUgAJACRAEgcEBQUESFkFDwIIAQEISFkBFQA%2FKxESADkYPysREgA5MTApATcBITchBwEhAs%2F9Ch0Ce%2F5JJwLBJf2RAeaTAw2yqv0KAAEACP68A0oFtgAnACBAEBsJCa8KvwoCCgoTJicUEwMAPzMvMxI5L10zEjkxMAEgNTQ%2FATY1NCM3MjY3Ez4COwEHIgYHAw4BBxUWFRQPAQYVFBYzFQHJ%2FsQRLQ7RJ3iPFjscWpZ7PClgVxJGGH50oBArC0FN%2FrzsPUjJQSGNu1VlAROGhzy4RFL%2By2x9EQYtqiZTwjAaMy%2B5AAAAAAEB8v4fAqQGEAADAAmyAAADAC8%2FMTABMxEjAfKysgYQ%2BA8AAAH%2FqP68AtEFtgAmACBAEBoKCq8JvwkCCQkmExIlJgMAPzMvMxI5L10zEjkxMAEgFRQPAQYVFDMHIgYHAw4BKwE1PgE3Ez4BNzUmNTQ%2FATY1NCYjNwEOAT4RLQ7RJ3mOFj8is7Qdal0SRhh%2BdJ4RKwpWTiMFtus9SMtBIY66VGT%2BzqWGtwJFUAE1bXoRBjCnN0LFLB46KLgAAQBvAjsEKwNoABcAH0AODwYDEhIMUlkSBgBSWQYALysAGC8rABAYxBDGMTABIgYHNTYzMhYXHgEzMjY3FQYjIiYnLgEBWDN6PGSVQG1cRloxMn06Z5M%2Fek1MVwK0Pju%2FbBgnHhk%2BOr5vISEgFwAAAAL%2F0%2F6LAgoEXgADAA8AF0AKAAANAw0HUVkNEAA%2FKwAYLxI5LzEwEzMDIQEUBiMiJjU0NjMyFt2upv7uAjdeUDtEYk5BPAKF%2FAYFVlBkPzxSZEcAAAEAw%2F%2FsBDEFywAeACRAEgIeHhhNWR4BGQkMDBFPWQwKBgA%2FzSsRADMYP8UrEQAzMTAFIzcuATU0EjY%2FATMHFhcHJiMiDgEVFBYzMjY3FQYHAkKcLYSMf%2BWTI5wlfGFFfWFjollwY0qBQYWgFNUiyZ6%2BAULHFqSkDC25NY%2F2j294KyDCRQUAAAAB%2F%2B4AAAS4BcsAHAAxQBkLFxgXT1kIGBgSAAAFTVkABxMPEg9OWRIYAD8rEQAzGD8rERIAORgvMysRADMxMAEyFwcmIyIHAyEHIQcOAQchByE3Nj8BIzczEz4BA1i8pFiPc7kqOQFNIv6wIRVfUwKyLfw0JsgyI8QkxT0m5gXLVrdKzf7qrJhihirPwS3npKwBK7nCAAAAAAIAjQEOBBkEmAAbACcAGEANCQwQExcaAgUIHxUlBwAvM8QyFzkxMBM0Nyc3FzYzMhc3FwcWFRQHFwcnBiMiJwcnNyY3FBYzMjY1NCYjIgbRPYF3f2ZpbGN%2FeYE9PX93f19weFd%2FdX89qH1cW4KCW1x9AtNuX4F3fz0%2FgXWBY2xyX313fzs7fXd9X3BbfnxdXX6AAAABAGoAAAT6BbYAFgA9QCEKDg8OUFkHDwYSExJQWQMAExUPEx8TAg8TDxMMARUGDBgAPz8zEjk5Ly9dERI5MisRADMRMysRADMxMAkBMwEzByEHIQchByM3ITchNyE3MwMzAlIBsPj9%2Btkj%2Fu4fARIh%2FvA13TP%2B7yEBER7%2B8CPTx%2BgDGQKd%2FQiblJv09JuUmwL4AAAAAgHy%2Fh8CpAYQAAMABwATtwMEAwQHAAAHAC8%2FETk5Ly8xMAEzESMRMxEjAfKysrKyBhD85v5F%2FOQAAAAAAgAn%2F%2FID9AYjACwAOAAlQBUCLRQzGikGHwgIDklZCAEfJElZHxYAPysAGD8rERIAFzkxMBM0Ny4BNTQ2MzIXBy4BIyIGFRQWFx4BFRQGBxYVFAYjIic1FjMyNjU0JicuAQEOARUUFhc%2BATU0JqLbLz7fubKaRD6HTVZhSXB%2Fd2lsZvbPvH%2BYp3R0TmaCdgFcRVNdfz5LYwL8vHcgZEGKpU6eHStFPCtDMjiPYFyePUx1nbBDu11RRytJMDyPAUEaaj49VzkkbTw8WQAAAgGqBQIEFwXsAAsAFwAMsw8DFQkALzPNMjEwATQ2MzIWFRQGIyImJTQ2MzIWFRQGIyImAapGPzA5RzovPgF%2FRj8wOUc6Lz4FZDxMLzBBSi8zPEwvMEFKLwAAAAADAIP%2F7AZiBcsAFQAlADUAL0AbBQsPCx8LnwsDABEAERARAgsRCxEiMhoEKiITAD8zPzMSOTkvL10RM10RMzEwASIGFRAzMjY3FQYjIiY1NDYzMhcHJgE0EiQzMgQSFRQCBCMiJAI3FBIEMzIkEjU0AiQjIgQCA6Jxfe4vgix1e8XU48eKgERq%2FIfIAV7KxwFdy8X%2BpM7P%2FqLDe6YBJKutASWipP7draj%2B26gECpib%2FtMgE54z99TY%2BUKTN%2F7RyAFeysb%2Bn8nH%2FqTMzwFaxqj%2B36yuASGmpQEjran%2B2wAAAAIAoAMCAzsFxwASAB0AH0AQBwgDEwAMEAwCDAAEHhkAHwA%2FMj8Q1F0yOTnEMTABMhczNzMDIzcjDgEjIiY1ND4BEzI%2BATU0IyIGFRQB8nE1Bid2k3sKBDJgPVtpXpcHMl87ZlJxBcdnWv1UaT43hHKA3XL9umCfT3fDhX0AAAAAAgBQAGQEEgPjAAYADQAMswwFCAEALzPEMjEwEwEXARMHAyUBFwETBwNQAYuH%2FuCZstkBuAGBif7ok7TRAj8BpHb%2BtP6PTAHFAgGycP6h%2FqJMAa4AAQB1AQAEHQMrAAUAEbYCBQUEUlkFAC8rABgQxDEwAREjESE1BB2z%2FQsDK%2F3VAXe0AAAA%2F%2F8ALwG%2BAlICiRIGABAAAAAEAIP%2F7AZiBcsADwAfACwANQAzQB0lKQ8pHykCNSoAKhAqAictKSoqKS0DDBwEBBQMEwA%2FMz8zEhc5Ly8vM10RM10RMzEwEzQSJDMyBBIVFAIEIyIkAjcUEgQzMiQSNTQCJCMiBAIlFAYHEyMDIxEjESEgATMyNjU0JisBg8gBXsrHAV3Lxf6kzs%2F%2BosN7pgEkq60BJaKk%2Ft2tqP7bqAPAW1XTyKxbsgENAVH%2BVEhUWltTSALbyAFeysb%2Bn8nH%2FqTMzwFaxqj%2B36yuASGmpQEjran%2B2wlTfCT%2BiwFF%2FrsDbv5nSD9JOAAAAQBvBhQEJQa6AAMACLEBAgAvMzEwASE3IQP8%2FHMnA48GFKYAAgC8AzsDTgXLAAwAGAAMsxAJFgMALzPEMjEwEzQ2MzIWFRQGIyIuATcUFjMyNjU0JiMiBrzCiIjAwIhYmliYaEpIaGdJSmgEgYjCwoiJvViWWEZoaEZKaGcAAAACAHUAAAQdBMMACwAPACRAFAwNUlkMQgkBAgFSWQYQAgFwAgECAC9dcTMrEQAzGD8rMTABITUhETMRIRUhESMBNSEVAfD%2BhQF7tAF5%2Foe0%2FoUDqAKRtQF9%2FoO1%2For%2B5bS0AAAAAQBOAkoDEAXJABkAErcKEB8CGBgBIAA%2FMxI5PzMxMAEhNyU%2BAjU0JiMiByc%2BATMyFhUUDgEPASECqv2kHAENb0sjODBbZFBElV5ziS9ldq4BcwJKh99fUkgmLjRQezY3eF9Fb25bjgABAGgCOQMQBckAIwAnQBYDFRUPFh8WAg8WHxYCFhYKHCEfDwohAD8zPzMSOS9dcTMSOTEwARQGBxUeARUUBiMiJzUWMzI2NTQrATczMjY1NCMiByc2MzIWAxBtaE5Kx6qKcH56WmOSbBxdWWt1XGBEfqV8igT4WnYaBBJiQoGaOJ9HSkVxhURBZEF5Wm8AAAABAfwE2QPlBiEACAAKsgOACAAvGs0xMAE2NyEVDgEHIwH8YYABCDbQR5wE8mzDE0K%2FNAAAAf%2FJ%2FhQEkwRSABoAIEAQEgwKBxcPFhsKFQ8DRlkPFgA%2FKwAYPz8%2FMxI5OTEwARQWMzI2NxMzAyM3Iw4BIyInIwYHAyMBMwMGAWZCP3HBLWbn67gWCkucV2wvCAkeQukBUuuNEwEzQUj71AHZ%2B66%2Bb2NRSaL%2BwgY%2B%2FWJUAAEArP78BLQGFAAPABO3CAgBAw4ABQEALzM%2FMxI5LzEwASMRIxEjEQYjIiY1EDYzIQS0i7yMPlPYzNrpAkX%2B%2FAZm%2BZoDMxL6%2BwEE%2Fv%2F%2FAJYCOQHDA2oQBwARAHUCVgAAAAH%2FRP4UAOwAAAASABpADQ0QQAsOSBAQDwgDGw8ALz8zEjkvKzMxMBMUBiMiJzUWMzI1NCYnNzMHHgHspI5ANi8xiUZFYpIySED%2B%2BGp6D4cOYCgrCahgGVQAAAAAAQDBAkoCtgW2AAoADrUJAyAGAB4APzI%2FOTEwATMDIxM2Nw4BBycCFKK6v2MRKBU5fU0FtvyUAc1PihQuUIEAAAIApAMCAwgFxwANABcAFEAKEwAEEAQCBA4LHwA%2FM8RdMjEwARQOASMiJjU0PgEzMhYlIgYVFDMyNjU0AwhUnm56ilija3yC%2FvZRZ3BNZQS2fsZwkoN6x2%2BPCq%2BBja%2BEigAAAAACAAoAXAPPA9sABgANAA60CAEBDAUALzPELzIxMAkBJwEDNxMFAScBAzcTA8%2F%2Bc4YBH5m02f5I%2Fn%2BMARmSs9MB%2Fv5edwFKAXJM%2FjkC%2FlBxAVwBYEz%2BUAD%2F%2FwCVAAAFxQW2ECcA0wKTAAAQJgB71gARBwDUAsH9twAJswMCERgAPzU1AP%2F%2FAHkAAAYeBbYQJwDTAncAABAmAHu5ABEHAHQDDv23AAeyAhAYAD81AAAA%2F%2F8AbAAABi8FyRAnANMDIQAAECcA1AMr%2FbcRBgB1BAAACbMCAQYYAD81NQAAAv%2Fd%2FnUC%2FgRaABkAJQAtQBgHABkQGQILAxkZECMjHVFZIxAQCk1ZECIAPysAGD8rERIAORgvX15dOTEwAQ4BBw4CFRQWMzI2NxcGIyImNTQ2Nz4BNwEUBiMiJjU0NjMyFgKcGW10a00lVFFMk09Lzcyuv4CnXWAWASdgUjhDXU9CPwKDkqpTT05QMEdXNyaxcKuceMZ1QHVfAV5VY0E8TmZEAP%2F%2F%2F4cAAAROB3MSJgAkAAARBwBD%2F%2F0BUgAKtAIQEAUmACsRNf%2F%2F%2F4cAAASsB3MSJgAkAAARBwB2AMcBUgAKtAIXFwUmACsRNf%2F%2F%2F4cAAASFB3MSJgAkAAARBwDFAFoBUgAKtAIVFQUmACsRNf%2F%2F%2F4cAAATLB0gSJgAkAAARBwDHAHMBUgAKtAIYGAUmACsRNf%2F%2F%2F4cAAARzBz4SJgAkAAARBwBqAFwBUgAMtQMCJCQFJgArETU1AAD%2F%2F%2F%2BHAAAETgcHEiYAJAAAEQYAxhttAAmzAwIkAwA%2FNTUAAAAAAv%2BHAAAHJQW2AA8AEwA8QCAKDUxZCgoBBhMDTFkTEwEGBRIJEgYSTFkGAwEOTFkBEgA%2FKwAYPysRADMYPxESOS8rERIAORgvKzEwKQETIQEhASEHIQMhByEDIQETIwEF8Pz3Vv5Q%2FwD%2B%2BgOiA%2Fwr%2FeVUAfgr%2FgpiAhv9TYpS%2FnABlv5qBbbN%2FnXI%2FjUBmwKD%2FX0A%2F%2F8Ah%2F4UBSEFyxImACYAABAHAHoCKwAA%2F%2F8ARgAABIMHcxImACgAABEHAEP%2F8QFSAAq0AQ0NBSYAKxE1%2F%2F8ARgAABIMHcxImACgAABEHAHYAfQFSAAq0ARQUBSYAKxE1%2F%2F8ARgAABIMHcxImACgAABEHAMUAPwFSAAq0ARISBSYAKxE1%2F%2F8ARgAABIMHPhImACgAABEHAGoANQFSAAy1AgEhIQUmACsRNTUAAP%2F%2FAEYAAAJ2B3MSJgAsAAARBwBD%2FuABUgAKtAEFBQUmACsRNf%2F%2FAEYAAAOIB3MSJgAsAAARBwB2%2F6MBUgAKtAEMDAUmACsRNf%2F%2FAEYAAANpB3MSJgAsAAARBwDF%2Fz4BUgAKtAEKCgUmACsRNf%2F%2FAEYAAANgBz4SJgAsAAARBwBq%2F0kBUgAMtQIBGRkFJgArETU1AAAAAgA1AAAFHwW2AA0AGwAtQBcaBwgHTFkXCAgFCgoWTFkKAwUbTFkFEgA%2FKwAYPysREgA5GC8zKxEAMzEwARACBCkBEyM3MxMhIAABMiQSNTQmKwEDIQchAwUfyP6C%2Fv7%2Bb4GSLZCJAXEBDwEk%2FMSxAQiNsKiSXgEdLf7lWgN9%2FvH%2BbNoCb8gCf%2F7e%2FDWsATjIuMH%2BScj%2BWv%2F%2FAEQAAAXdB0gSJgAxAAARBwDHAQABUgAKtAEbGwUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwBDAG8BUgAKtAIdHQUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwB2ARcBUgAKtAIkJAUmACsRNf%2F%2FAIf%2F7AWNB3MSJgAyAAARBwDFAMkBUgAKtAIiIgUmACsRNf%2F%2FAIf%2F7AWNB0gSJgAyAAARBwDHANkBUgAKtAIlJQUmACsRNf%2F%2FAIf%2F7AWNBz4SJgAyAAARBwBqAMUBUgAMtQMCMTEFJgArETU1AAAAAQCTAR8EAASHAAsAFkAKAwAGCQQCCggEAgAvMy8zEhc5MTAJATcJARcJAQcJAScByf7KfQE4ATl%2F%2FsUBN3v%2Bx%2F7IegLTATd9%2FssBNXv%2Bx%2F7HewE1%2Fs17AAMAbf%2BqBbQGBAAVAB4AJwAuQBodIRwiBCQWERQJBgQEDw8WTFkPBAQkTFkEEwA%2FKwAYPysREgAXORESFzkxMAEQAgQjIicHJzcmNRASJDMyFzcXBxYlIgYCFRQXASYTNCcBFjMyNhIFjb7%2Bs9zBfXaFgWfFAVbZvYB3hYVe%2FduN4IIYApxQvxP9a0t3i998A5r%2B6f5M41OVaKCK4wELAbnqXpVopoKOuv6oz1hMA0RB%2FpZYN%2FzHOL8BUgD%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAQwBOAVIACrQBFxcFJgArETX%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAdgEbAVIACrQBHh4FJgArETX%2F%2FwCY%2F%2BwFiwdzEiYAOAAAEQcAxQC2AVIACrQBHBwFJgArETX%2F%2FwCY%2F%2BwFiwc%2BEiYAOAAAEQcAagCwAVIADLUCASsrBSYAKxE1NQAA%2F%2F8AugAABQAHcxImADwAABEHAHYAZgFSAAq0ARERBSYAKxE1AAIARgAABGQFtgAMABUAH0ARCRVMWQ0ETFkJDQkNBgcDBhIAPz8SOTkvLysrMTABFAAhIwMjATMHMzIWATMyNjU0JisBBGT%2Bs%2F7KbELtATXtM2Hj6%2F06YLDFd3l5AzHz%2FvP%2BzwW288r%2BAZ2UbWIAAAAB%2Fv7%2BFAS2BhsAOQAsQBgxFCUDHQwMNEdZDAAdIkhZHRYABUZZABsAPysAGD8rABg%2FKxESABc5MTADIic1FjMyNjcBPgEzMhYVFAcOARUUFx4CFRQGIyInNRYzMjY1NCYnLgE1NDY3PgE1NCYjIgcBDgF1RUg9NEFTFgEGMPrgvNGzdj1Ka0gm6Ma2ZX5%2BaXYvWFJOWVtiUV5V0jT%2B%2BCq5%2FhQXwRVXaATS58ygh6mCV0EjLDlUVmM8rMhByVZYUDBKRkBzRUuAPEJcNEFI7%2FsUxa4A%2F%2F8AXv%2FsBH8GIRImAEQAABEGAEO5AAAKtAIiIhEmACsRNQAA%2F%2F8AXv%2FsBH8GIRImAEQAABEGAHZaAAAKtAIpKREmACsRNQAA%2F%2F8AXv%2FsBH8GIRImAEQAABEGAMX9AAAKtAInJxEmACsRNQAA%2F%2F8AXv%2FsBH8F9hImAEQAABEGAMcSAAAKtAIqKhEmACsRNQAA%2F%2F8AXv%2FsBH8F7BImAEQAABEGAGr%2FAAAMtQMCNjYRJgArETU1%2F%2F8AXv%2FsBH8GmhImAEQAABEGAMboAAAMtQMCJCQRJgArETU1AAMAXv%2FsBo8EZgApADcAQQA%2FQCM7IUhZOzsGAhQXBAkQFQ84MRAxRlkaEBAEFSUqCSpGWQAJFgA%2FMysRADMYPz8zKxEAMxg%2FERIXOTkvKzEwBSInByM3Iw4BIyImNTQSNjMyFhczNzMHPgEzMhYVFAQhIwcUFjMyNxUGJTI2EjU0JiMiBgIVFBYBIgYHMzI2NTQmBKLeUxeXFAhVoV6Gl4rvjViALAk%2FlBkzoGSMof6z%2FswtBHlzfbSv%2FIZVm2BNS1WVU0oDn2erJR%2B71EQUiXWwalrOtckBYsxXW551P0qZfbbNPHV4VL1PvqEBDoRbbqD%2B%2BotpYgMIrI1rYDo0AP%2F%2FAF7%2BFAPNBGYSJgBGAAAQBwB6AYEAAP%2F%2FAF7%2F7AP6BiESJgBIAAARBgBDlwAACrQCJSURJgArETUAAP%2F%2FAF7%2F7AQWBiESJgBIAAARBgB2MQAACrQCLCwRJgArETUAAP%2F%2FAF7%2F7AQJBiESJgBIAAARBgDF3gAACrQCKioRJgArETUAAP%2F%2FAF7%2F7AP6BewSJgBIAAARBgBq2gAADLUDAjk5ESYAKxE1Nf%2F%2FAC8AAAIYBiESJgDCAAARBwBD%2FoIAAAAKtAEFBREmACsRNf%2F%2FAC8AAAMdBiESJgDCAAARBwB2%2FzgAAAAKtAEMDBEmACsRNf%2F%2FAC8AAAMJBiESJgDCAAARBwDF%2Ft4AAAAKtAEKChEmACsRNf%2F%2FAC8AAAL7BewSJgDCAAARBwBq%2FuQAAAAMtQIBGRkRJgArETU1AAAAAgBQ%2F%2BwEewYlAB0AKwA2QBwFCAAbBAYcHAMZDhUVJUdZFRUOBgMBDh5HWQ4WAD8rABg%2FMxI5LysREgA5EjkYLxIXOTEwASYnNxYXNxcHFhEUAgQjIiY1NBI2MzIWFzMmJwcnEzI%2BATU0JiMiDgEVFBYChyxbaoFQ%2BkbZm5L%2B%2BrXF24Puk2CQKQYKe%2FpIUFyLTmhcW4tKYgUtKTeYSEqKf3nN%2Fs3%2F%2FoW%2F1sOiARKcTUbzjI6B%2B%2B53x2phdHDDc2hvAAAA%2F%2F8ALwAABH0F9hImAFEAABEGAMclAAAKtAEiIhEmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAEOfAAAKtAIdHREmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAHZIAAAKtAIkJBEmACsRNQAA%2F%2F8AXv%2FuBDcGIRImAFIAABEGAMXzAAAKtAIiIhEmACsRNQAA%2F%2F8AXv%2FuBFoF9hImAFIAABEGAMcCAAAKtAIlJREmACsRNQAA%2F%2F8AXv%2FuBDcF7BImAFIAABEGAGrvAAAMtQMCMTERJgArETU1AAMAdQDsBB0EtgADAA8AGwAcQAwHDRkTDRMBAQBSWQEALysRADMzGC8zLzMxMBM1IRUBNDYzMhYVFAYjIiYRNDYzMhYVFAYjIiZ1A6j9rj8%2BPkFFOjpDPz4%2BQUU6OkMCd7S0%2Fv5AR0g%2FQElHAvxAR0g%2FQElHAAAAAAMAM%2F%2BmBFoEkwAVAB0AJgAuQBocJBslBB4WERQJBgQEDw8WR1kPEAQeR1kEFgA%2FKwAYPysREgAXORESFzkxMAEUAgYjIicHJzcmNTQSJDMyFzcXBxYlIgIVFBcBJgMyPgE1NCcBFgQ1lP2iiWJpe3NGjQECqYhnVn1kP%2F5YjbwIAbotyVmUVQb%2BTCkCvND%2BsK47g2CNaJ3IAUq6PWxgdWRO%2Ft3bJyMCJSP9AIXrjC0W%2FeIh%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAEOhAAAKtAEbGxEmACsRNQAA%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAHZzAAAKtAEiIhEmACsRNQAA%2F%2F8Ab%2F%2FsBIcGIRImAFgAABEGAMUQAAAKtAEgIBEmACsRNQAA%2F%2F8Ab%2F%2FsBIcF7BImAFgAABEGAGoGAAAMtQIBLy8RJgArETU1%2F%2F%2F%2FVv4UBFIGIRImAFwAABEGAHb5AAAKtAEgIBEmACsRNQAAAAL%2Fyf4UBFAGFAAWACQAJ0AUBA0AEAkACBsQF0ZZEBAAHkZZABYAPysAGD8rABg%2FPxESOTkxMAUiJicjBgcDIwEzDgEHMzYzMhYVFAIGAyIGAhUUFjMyNhI1NCYCSl6OKwgHEmDpAbDrMDIzCJutkKGI6RxUnmBcVlaTVlIUW1VbXv4xCADf6K%2FIzLnM%2Fp3GA7qi%2FveGYmmaAQiRZGUAAP%2F%2F%2F1b%2BFARSBewSJgBcAAARBgBqmQAADLUCAS0tESYAKxE1NQABAC8AAAIGBFIAAwAKswIPARUAPz8xMCEjEzMBG%2Bzs6wRSAAACAIf%2F7AdSBc0AFQAhADpAIBATTFkQEAEMDA9MWQwDChtMWQoEARRMWQESAxZMWQMTAD8rABg%2FKwAYPysAGD8rERIAORgvKzEwKQEGIyAAERASJDMyFyEHIQMhByEDIQUyNxMmIyIGAhUUFgYd%2FTNUVv79%2FuTFAVbZkU4C%2BCv95VQB%2BCv%2BCGACG%2FxsSkHeRHGK4H%2BjFAErAQgBCwG56hfN%2FnXI%2FjUTGwQOH8D%2Bq8qtvAAAAAADAF7%2F7AbDBGYAIgAvADkAO0AeDgMFDDMYSFkzMwUMMCMMI0ZZEQwQHCoFKkZZAAUWAD8zKxEAMxg%2FMysRADMREjkYLysREgA5OTEwBSImJwYjIiY1NBIkMzIXPgEzMhYVFAQhIwcUFjMyNjcVDgEBIg4BFRQWMzISNTQmJSIGBzMyNjU0JgTJeLkwie262pMA%2F6btYknKfZ%2Bv%2FrX%2Bzi8DcXFFg29bqP1dV41XYVuPrWMCiWmuIh%2B90jwUXFy258XOAU2vwFtnlYG3zDxvfiMxvSskA7aA9ZF0egEl6291EKuObGUwOAAAAQFiBNkEKwYhAA0ADrQDC4AGAQAvMxrNMjEwASMmJwYHIzU%2BATczFhcEK5hMVYNppIp%2BG%2FgmiATZP3NuRBmAhyhjzAACAh0E1wP0BpoACwAXABlADg8PCR8JLwkDcAkBCRUDAC8zzF1dMjEwARQGIyImNTQ2MzIWBzQmIyIGFRQWMzI2A%2FSEamp%2FgmdohoM8Ly07NTMvPAW6aHt6Z2d7eWkyOTkyMTc3AAAAAAEBRgTXBFgF9gAVACFAEBAABQsACwALfxSPFAIUgAkALxrMXTk5Ly8RMxEzMTABIi4CIyIGByMSMzIeAjMyNjczAgNULUtEPyAmMhKJOccuTkM8HSgyF4lCBNkiKSI3OAEdIykjNTz%2B4wAAAAEALwHFA6AChwADAAixAAEALzMxMBM3IQcvKwNGKwHFwsIAAAEALwHFB3cChwADAAixAAEALzMxMBM3IQcvKwcdKwHFwsIAAAEAdwPBAjEFtgAHAAmyAAQDAD%2FNMTATJzYSNzMCB30GIpFXsHpNA8EWTAEKif7i1wAAAAABAHMDwQIvBbYACAAJsgUIAwA%2FzjEwARcGAgcjNhI3AicIJZNSsit%2BHQW2FlP%2B839fAUBWAAAAAAH%2Fmv74AVYA7gAGAAixBAAAL80xMCUXBgcjNhMBTghsnrJpX%2B4X6fbuAQgAAgB3A8EDyQW2AAYADgANtAAHAwsDAD8zzTIxMAEnNhMzAgchJzYSNzMCBwIXCVS3sHpN%2FXsGIpFXsHpNA8EWvgEh%2FuLXFkwBCon%2B4tcAAAACAHMDwQPHBbYACAAQAA20DQUQCAMAPzPOMjEwARcGAgcjNhI3IRcGAyM2EjcCJwglk1KyK34dAoUJYquwM3QgBbYWU%2F7zf18BQFYW3P79cgEmXQAC%2F5r%2B%2BALuAO4ABgANAAyzCwQNAAAvMs0yMTAlFwYHIzYTIRcGAyMSNwFOCGyesmlfAoMJXK%2BweE%2FuF%2Bn27gEIF87%2B7wEZ3QABAJgBzQKkBAgACwAIsQkDAC8vMTATNDYzMhYVFAYjIiaYp4xkdaSRZnECrJzAbXKcwHMAAQBQAGQCYgPjAAYACLEFAQAvxDEwEwEXARMHA1ABi4f%2B4Jmy2QI9AaZ2%2FrL%2BkUwBwQAAAAEACgBcAh0D2wAGAAixAQUAL8QxMAkBJwEDNxMCHf50hwEhmrPZAgL%2BWncBTgFuTP5AAAAB%2FgIAAAMCBbYAAwAKswMDAhIAPz8xMAkBIwEDAvvFxQQ9Bbb6SgW2AAAAAAIARgJKAwQFvAAKABAAJUAUDQcBBQkFBgMPEB8QAhAQAwceAyAAPz8SOS9dFzMRMxEzMTABIwcjNyE3ATMDMyE%2FAQYPAQLneie3J%2F6QGgHdxXl7%2Fs80IiBCuwL6sLCJAjn9zd2BM1DbAAAAAAEAM%2F%2FsBNkFywAnAFNALwYcHRxQWQMdCxcYF1BZCBgPHR8dAgkAGHAYAgsDHRgdGBMhIQBNWSEHEw5OWRMZAD8rABg%2FKxESADk5GC8vX15dXl0RMysRADMRMysRADMxMAEiBgchByEGByEHIRQWMzI3FQYjIgI1IzczNjcjNzMSADMyFhcHLgEDkXbBQQGDIf5uEgoBVCH%2BwXmHeIqBsdjkoiGLDwyJIJRcAUfQWJlQZjZqBQKuqJpDSJuhkzzLPQEE%2FJtfLJoBBAEbLDe0IiwAAAAAAAABAAAjAAABBdMYAAAKCvIABQAk%2F3EABQA3ACkABQA5ACkABQA6ACkABQA8ABQABQBE%2F64ABQBG%2F4UABQBH%2F4UABQBI%2F4UABQBK%2F8MABQBQ%2F8MABQBR%2F8MABQBS%2F4UABQBT%2F8MABQBU%2F4UABQBV%2F8MABQBW%2F8MABQBY%2F8MABQCC%2F3EABQCD%2F3EABQCE%2F3EABQCF%2F3EABQCG%2F3EABQCH%2F3EABQCfABQABQCi%2F4UABQCj%2F64ABQCk%2F64ABQCl%2F64ABQCm%2F64ABQCn%2F64ABQCo%2F64ABQCp%2F4UABQCq%2F4UABQCr%2F4UABQCs%2F4UABQCt%2F4UABQC0%2F4UABQC1%2F4UABQC2%2F4UABQC3%2F4UABQC4%2F4UABQC6%2F4UABQC7%2F8MABQC8%2F8MABQC9%2F8MABQC%2B%2F8MABQDE%2F4UACgAk%2F3EACgA3ACkACgA5ACkACgA6ACkACgA8ABQACgBE%2F64ACgBG%2F4UACgBH%2F4UACgBI%2F4UACgBK%2F8MACgBQ%2F8MACgBR%2F8MACgBS%2F4UACgBT%2F8MACgBU%2F4UACgBV%2F8MACgBW%2F8MACgBY%2F8MACgCC%2F3EACgCD%2F3EACgCE%2F3EACgCF%2F3EACgCG%2F3EACgCH%2F3EACgCfABQACgCi%2F4UACgCj%2F64ACgCk%2F64ACgCl%2F64ACgCm%2F64ACgCn%2F64ACgCo%2F64ACgCp%2F4UACgCq%2F4UACgCr%2F4UACgCs%2F4UACgCt%2F4UACgC0%2F4UACgC1%2F4UACgC2%2F4UACgC3%2F4UACgC4%2F4UACgC6%2F4UACgC7%2F8MACgC8%2F8MACgC9%2F8MACgC%2B%2F8MACgDE%2F4UACwAtALgADwAm%2F5oADwAq%2F5oADwAy%2F5oADwA0%2F5oADwA3%2F3EADwA4%2F9cADwA5%2F4UADwA6%2F4UADwA8%2F4UADwCJ%2F5oADwCU%2F5oADwCV%2F5oADwCW%2F5oADwCX%2F5oADwCY%2F5oADwCa%2F5oADwCb%2F9cADwCc%2F9cADwCd%2F9cADwCe%2F9cADwCf%2F4UADwDD%2F5oAEAA3%2F64AEQAm%2F5oAEQAq%2F5oAEQAy%2F5oAEQA0%2F5oAEQA3%2F3EAEQA4%2F9cAEQA5%2F4UAEQA6%2F4UAEQA8%2F4UAEQCJ%2F5oAEQCU%2F5oAEQCV%2F5oAEQCW%2F5oAEQCX%2F5oAEQCY%2F5oAEQCa%2F5oAEQCb%2F9cAEQCc%2F9cAEQCd%2F9cAEQCe%2F9cAEQCf%2F4UAEQDD%2F5oAJAAF%2F3EAJAAK%2F3EAJAAm%2F9cAJAAq%2F9cAJAAtAQoAJAAy%2F9cAJAA0%2F9cAJAA3%2F3EAJAA5%2F64AJAA6%2F64AJAA8%2F4UAJACJ%2F9cAJACU%2F9cAJACV%2F9cAJACW%2F9cAJACX%2F9cAJACY%2F9cAJACa%2F9cAJACf%2F4UAJADD%2F9cAJADL%2F3EAJADO%2F3EAJQAP%2F64AJQAR%2F64AJQAk%2F9cAJQA3%2F8MAJQA5%2F%2BwAJQA6%2F%2BwAJQA7%2F9cAJQA8%2F%2BwAJQA9%2F%2BwAJQCC%2F9cAJQCD%2F9cAJQCE%2F9cAJQCF%2F9cAJQCG%2F9cAJQCH%2F9cAJQCf%2F%2BwAJQDM%2F64AJQDP%2F64AJgAm%2F9cAJgAq%2F9cAJgAy%2F9cAJgA0%2F9cAJgCJ%2F9cAJgCU%2F9cAJgCV%2F9cAJgCW%2F9cAJgCX%2F9cAJgCY%2F9cAJgCa%2F9cAJgDD%2F9cAJwAP%2F64AJwAR%2F64AJwAk%2F9cAJwA3%2F8MAJwA5%2F%2BwAJwA6%2F%2BwAJwA7%2F9cAJwA8%2F%2BwAJwA9%2F%2BwAJwCC%2F9cAJwCD%2F9cAJwCE%2F9cAJwCF%2F9cAJwCG%2F9cAJwCH%2F9cAJwCf%2F%2BwAJwDM%2F64AJwDP%2F64AKAAtAHsAKQAP%2F4UAKQAR%2F4UAKQAiACkAKQAk%2F9cAKQCC%2F9cAKQCD%2F9cAKQCE%2F9cAKQCF%2F9cAKQCG%2F9cAKQCH%2F9cAKQDM%2F4UAKQDP%2F4UALgAm%2F9cALgAq%2F9cALgAy%2F9cALgA0%2F9cALgCJ%2F9cALgCU%2F9cALgCV%2F9cALgCW%2F9cALgCX%2F9cALgCY%2F9cALgCa%2F9cALgDD%2F9cALwAF%2F1wALwAK%2F1wALwAm%2F9cALwAq%2F9cALwAy%2F9cALwA0%2F9cALwA3%2F9cALwA4%2F%2BwALwA5%2F9cALwA6%2F9cALwA8%2F8MALwCJ%2F9cALwCU%2F9cALwCV%2F9cALwCW%2F9cALwCX%2F9cALwCY%2F9cALwCa%2F9cALwCb%2F%2BwALwCc%2F%2BwALwCd%2F%2BwALwCe%2F%2BwALwCf%2F8MALwDD%2F9cALwDL%2F1wALwDO%2F1wAMgAP%2F64AMgAR%2F64AMgAk%2F9cAMgA3%2F8MAMgA5%2F%2BwAMgA6%2F%2BwAMgA7%2F9cAMgA8%2F%2BwAMgA9%2F%2BwAMgCC%2F9cAMgCD%2F9cAMgCE%2F9cAMgCF%2F9cAMgCG%2F9cAMgCH%2F9cAMgCf%2F%2BwAMgDM%2F64AMgDP%2F64AMwAP%2FvYAMwAR%2FvYAMwAk%2F5oAMwA7%2F9cAMwA9%2F%2BwAMwCC%2F5oAMwCD%2F5oAMwCE%2F5oAMwCF%2F5oAMwCG%2F5oAMwCH%2F5oAMwDM%2FvYAMwDP%2FvYANAAP%2F64ANAAR%2F64ANAAk%2F9cANAA3%2F8MANAA5%2F%2BwANAA6%2F%2BwANAA7%2F9cANAA8%2F%2BwANAA9%2F%2BwANACC%2F9cANACD%2F9cANACE%2F9cANACF%2F9cANACG%2F9cANACH%2F9cANACf%2F%2BwANADM%2F64ANADP%2F64ANwAP%2F4UANwAQ%2F64ANwAR%2F4UANwAiACkANwAk%2F3EANwAm%2F9cANwAq%2F9cANwAy%2F9cANwA0%2F9cANwA3ACkANwBE%2F1wANwBG%2F3EANwBH%2F3EANwBI%2F3EANwBK%2F3EANwBQ%2F5oANwBR%2F5oANwBS%2F3EANwBT%2F5oANwBU%2F3EANwBV%2F5oANwBW%2F4UANwBY%2F5oANwBZ%2F9cANwBa%2F9cANwBb%2F9cANwBc%2F9cANwBd%2F64ANwCC%2F3EANwCD%2F3EANwCE%2F3EANwCF%2F3EANwCG%2F3EANwCH%2F3EANwCJ%2F9cANwCU%2F9cANwCV%2F9cANwCW%2F9cANwCX%2F9cANwCY%2F9cANwCa%2F9cANwCi%2F3EANwCj%2F1wANwCk%2F1wANwCl%2F1wANwCm%2F1wANwCn%2F1wANwCo%2F1wANwCp%2F3EANwCq%2F3EANwCr%2F3EANwCs%2F3EANwCt%2F3EANwC0%2F3EANwC1%2F3EANwC2%2F3EANwC3%2F3EANwC4%2F3EANwC6%2F3EANwC7%2F5oANwC8%2F5oANwC9%2F5oANwC%2B%2F5oANwC%2F%2F9cANwDD%2F9cANwDE%2F3EANwDI%2F64ANwDJ%2F64ANwDM%2F4UANwDP%2F4UAOAAP%2F9cAOAAR%2F9cAOAAk%2F%2BwAOACC%2F%2BwAOACD%2F%2BwAOACE%2F%2BwAOACF%2F%2BwAOACG%2F%2BwAOACH%2F%2BwAOADM%2F9cAOADP%2F9cAOQAP%2F5oAOQAR%2F5oAOQAiACkAOQAk%2F64AOQAm%2F%2BwAOQAq%2F%2BwAOQAy%2F%2BwAOQA0%2F%2BwAOQBE%2F9cAOQBG%2F9cAOQBH%2F9cAOQBI%2F9cAOQBK%2F%2BwAOQBQ%2F%2BwAOQBR%2F%2BwAOQBS%2F9cAOQBT%2F%2BwAOQBU%2F9cAOQBV%2F%2BwAOQBW%2F%2BwAOQBY%2F%2BwAOQCC%2F64AOQCD%2F64AOQCE%2F64AOQCF%2F64AOQCG%2F64AOQCH%2F64AOQCJ%2F%2BwAOQCU%2F%2BwAOQCV%2F%2BwAOQCW%2F%2BwAOQCX%2F%2BwAOQCY%2F%2BwAOQCa%2F%2BwAOQCi%2F9cAOQCj%2F9cAOQCk%2F9cAOQCl%2F9cAOQCm%2F9cAOQCn%2F9cAOQCo%2F9cAOQCp%2F9cAOQCq%2F9cAOQCr%2F9cAOQCs%2F9cAOQCt%2F9cAOQC0%2F9cAOQC1%2F9cAOQC2%2F9cAOQC3%2F9cAOQC4%2F9cAOQC6%2F9cAOQC7%2F%2BwAOQC8%2F%2BwAOQC9%2F%2BwAOQC%2B%2F%2BwAOQDD%2F%2BwAOQDE%2F9cAOQDM%2F5oAOQDP%2F5oAOgAP%2F5oAOgAR%2F5oAOgAiACkAOgAk%2F64AOgAm%2F%2BwAOgAq%2F%2BwAOgAy%2F%2BwAOgA0%2F%2BwAOgBE%2F9cAOgBG%2F9cAOgBH%2F9cAOgBI%2F9cAOgBK%2F%2BwAOgBQ%2F%2BwAOgBR%2F%2BwAOgBS%2F9cAOgBT%2F%2BwAOgBU%2F9cAOgBV%2F%2BwAOgBW%2F%2BwAOgBY%2F%2BwAOgCC%2F64AOgCD%2F64AOgCE%2F64AOgCF%2F64AOgCG%2F64AOgCH%2F64AOgCJ%2F%2BwAOgCU%2F%2BwAOgCV%2F%2BwAOgCW%2F%2BwAOgCX%2F%2BwAOgCY%2F%2BwAOgCa%2F%2BwAOgCi%2F9cAOgCj%2F9cAOgCk%2F9cAOgCl%2F9cAOgCm%2F9cAOgCn%2F9cAOgCo%2F9cAOgCp%2F9cAOgCq%2F9cAOgCr%2F9cAOgCs%2F9cAOgCt%2F9cAOgC0%2F9cAOgC1%2F9cAOgC2%2F9cAOgC3%2F9cAOgC4%2F9cAOgC6%2F9cAOgC7%2F%2BwAOgC8%2F%2BwAOgC9%2F%2BwAOgC%2B%2F%2BwAOgDD%2F%2BwAOgDE%2F9cAOgDM%2F5oAOgDP%2F5oAOwAm%2F9cAOwAq%2F9cAOwAy%2F9cAOwA0%2F9cAOwCJ%2F9cAOwCU%2F9cAOwCV%2F9cAOwCW%2F9cAOwCX%2F9cAOwCY%2F9cAOwCa%2F9cAOwDD%2F9cAPAAP%2F4UAPAAR%2F4UAPAAiACkAPAAk%2F4UAPAAm%2F9cAPAAq%2F9cAPAAy%2F9cAPAA0%2F9cAPABE%2F5oAPABG%2F5oAPABH%2F5oAPABI%2F5oAPABK%2F9cAPABQ%2F8MAPABR%2F8MAPABS%2F5oAPABT%2F8MAPABU%2F5oAPABV%2F8MAPABW%2F64APABY%2F8MAPABd%2F9cAPACC%2F4UAPACD%2F4UAPACE%2F4UAPACF%2F4UAPACG%2F4UAPACH%2F4UAPACJ%2F9cAPACU%2F9cAPACV%2F9cAPACW%2F9cAPACX%2F9cAPACY%2F9cAPACa%2F9cAPACi%2F5oAPACj%2F5oAPACk%2F5oAPACl%2F5oAPACm%2F5oAPACn%2F5oAPACo%2F5oAPACp%2F5oAPACq%2F5oAPACr%2F5oAPACs%2F5oAPACt%2F5oAPAC0%2F5oAPAC1%2F5oAPAC2%2F5oAPAC3%2F5oAPAC4%2F5oAPAC6%2F5oAPAC7%2F8MAPAC8%2F8MAPAC9%2F8MAPAC%2B%2F8MAPADD%2F9cAPADE%2F5oAPADM%2F4UAPADP%2F4UAPQAm%2F%2BwAPQAq%2F%2BwAPQAy%2F%2BwAPQA0%2F%2BwAPQCJ%2F%2BwAPQCU%2F%2BwAPQCV%2F%2BwAPQCW%2F%2BwAPQCX%2F%2BwAPQCY%2F%2BwAPQCa%2F%2BwAPQDD%2F%2BwAPgAtALgARAAF%2F%2BwARAAK%2F%2BwARADL%2F%2BwARADO%2F%2BwARQAF%2F%2BwARQAK%2F%2BwARQBZ%2F9cARQBa%2F9cARQBb%2F9cARQBc%2F9cARQBd%2F%2BwARQC%2F%2F9cARQDL%2F%2BwARQDO%2F%2BwARgAFACkARgAKACkARgDLACkARgDOACkASAAF%2F%2BwASAAK%2F%2BwASABZ%2F9cASABa%2F9cASABb%2F9cASABc%2F9cASABd%2F%2BwASAC%2F%2F9cASADL%2F%2BwASADO%2F%2BwASQAFAHsASQAKAHsASQDLAHsASQDOAHsASwAF%2F%2BwASwAK%2F%2BwASwDL%2F%2BwASwDO%2F%2BwATgBG%2F9cATgBH%2F9cATgBI%2F9cATgBS%2F9cATgBU%2F9cATgCi%2F9cATgCp%2F9cATgCq%2F9cATgCr%2F9cATgCs%2F9cATgCt%2F9cATgC0%2F9cATgC1%2F9cATgC2%2F9cATgC3%2F9cATgC4%2F9cATgC6%2F9cATgDE%2F9cAUAAF%2F%2BwAUAAK%2F%2BwAUADL%2F%2BwAUADO%2F%2BwAUQAF%2F%2BwAUQAK%2F%2BwAUQDL%2F%2BwAUQDO%2F%2BwAUgAF%2F%2BwAUgAK%2F%2BwAUgBZ%2F9cAUgBa%2F9cAUgBb%2F9cAUgBc%2F9cAUgBd%2F%2BwAUgC%2F%2F9cAUgDL%2F%2BwAUgDO%2F%2BwAUwAF%2F%2BwAUwAK%2F%2BwAUwBZ%2F9cAUwBa%2F9cAUwBb%2F9cAUwBc%2F9cAUwBd%2F%2BwAUwC%2F%2F9cAUwDL%2F%2BwAUwDO%2F%2BwAVQAFAFIAVQAKAFIAVQBE%2F9cAVQBG%2F9cAVQBH%2F9cAVQBI%2F9cAVQBK%2F%2BwAVQBS%2F9cAVQBU%2F9cAVQCi%2F9cAVQCj%2F9cAVQCk%2F9cAVQCl%2F9cAVQCm%2F9cAVQCn%2F9cAVQCo%2F9cAVQCp%2F9cAVQCq%2F9cAVQCr%2F9cAVQCs%2F9cAVQCt%2F9cAVQC0%2F9cAVQC1%2F9cAVQC2%2F9cAVQC3%2F9cAVQC4%2F9cAVQC6%2F9cAVQDE%2F9cAVQDLAFIAVQDOAFIAVwAFACkAVwAKACkAVwDLACkAVwDOACkAWQAFAFIAWQAKAFIAWQAP%2F64AWQAR%2F64AWQAiACkAWQDLAFIAWQDM%2F64AWQDOAFIAWQDP%2F64AWgAFAFIAWgAKAFIAWgAP%2F64AWgAR%2F64AWgAiACkAWgDLAFIAWgDM%2F64AWgDOAFIAWgDP%2F64AWwBG%2F9cAWwBH%2F9cAWwBI%2F9cAWwBS%2F9cAWwBU%2F9cAWwCi%2F9cAWwCp%2F9cAWwCq%2F9cAWwCr%2F9cAWwCs%2F9cAWwCt%2F9cAWwC0%2F9cAWwC1%2F9cAWwC2%2F9cAWwC3%2F9cAWwC4%2F9cAWwC6%2F9cAWwDE%2F9cAXAAFAFIAXAAKAFIAXAAP%2F64AXAAR%2F64AXAAiACkAXADLAFIAXADM%2F64AXADOAFIAXADP%2F64AXgAtALgAggAF%2F3EAggAK%2F3EAggAm%2F9cAggAq%2F9cAggAtAQoAggAy%2F9cAggA0%2F9cAggA3%2F3EAggA5%2F64AggA6%2F64AggA8%2F4UAggCJ%2F9cAggCU%2F9cAggCV%2F9cAggCW%2F9cAggCX%2F9cAggCY%2F9cAggCa%2F9cAggCf%2F4UAggDD%2F9cAggDL%2F3EAggDO%2F3EAgwAF%2F3EAgwAK%2F3EAgwAm%2F9cAgwAq%2F9cAgwAtAQoAgwAy%2F9cAgwA0%2F9cAgwA3%2F3EAgwA5%2F64AgwA6%2F64AgwA8%2F4UAgwCJ%2F9cAgwCU%2F9cAgwCV%2F9cAgwCW%2F9cAgwCX%2F9cAgwCY%2F9cAgwCa%2F9cAgwCf%2F4UAgwDD%2F9cAgwDL%2F3EAgwDO%2F3EAhAAF%2F3EAhAAK%2F3EAhAAm%2F9cAhAAq%2F9cAhAAtAQoAhAAy%2F9cAhAA0%2F9cAhAA3%2F3EAhAA5%2F64AhAA6%2F64AhAA8%2F4UAhACJ%2F9cAhACU%2F9cAhACV%2F9cAhACW%2F9cAhACX%2F9cAhACY%2F9cAhACa%2F9cAhACf%2F4UAhADD%2F9cAhADL%2F3EAhADO%2F3EAhQAF%2F3EAhQAK%2F3EAhQAm%2F9cAhQAq%2F9cAhQAtAQoAhQAy%2F9cAhQA0%2F9cAhQA3%2F3EAhQA5%2F64AhQA6%2F64AhQA8%2F4UAhQCJ%2F9cAhQCU%2F9cAhQCV%2F9cAhQCW%2F9cAhQCX%2F9cAhQCY%2F9cAhQCa%2F9cAhQCf%2F4UAhQDD%2F9cAhQDL%2F3EAhQDO%2F3EAhgAF%2F3EAhgAK%2F3EAhgAm%2F9cAhgAq%2F9cAhgAtAQoAhgAy%2F9cAhgA0%2F9cAhgA3%2F3EAhgA5%2F64AhgA6%2F64AhgA8%2F4UAhgCJ%2F9cAhgCU%2F9cAhgCV%2F9cAhgCW%2F9cAhgCX%2F9cAhgCY%2F9cAhgCa%2F9cAhgCf%2F4UAhgDD%2F9cAhgDL%2F3EAhgDO%2F3EAhwAF%2F3EAhwAK%2F3EAhwAm%2F9cAhwAq%2F9cAhwAtAQoAhwAy%2F9cAhwA0%2F9cAhwA3%2F3EAhwA5%2F64AhwA6%2F64AhwA8%2F4UAhwCJ%2F9cAhwCU%2F9cAhwCV%2F9cAhwCW%2F9cAhwCX%2F9cAhwCY%2F9cAhwCa%2F9cAhwCf%2F4UAhwDD%2F9cAhwDL%2F3EAhwDO%2F3EAiAAtAHsAiQAm%2F9cAiQAq%2F9cAiQAy%2F9cAiQA0%2F9cAiQCJ%2F9cAiQCU%2F9cAiQCV%2F9cAiQCW%2F9cAiQCX%2F9cAiQCY%2F9cAiQCa%2F9cAiQDD%2F9cAigAtAHsAiwAtAHsAjAAtAHsAjQAtAHsAkgAP%2F64AkgAR%2F64AkgAk%2F9cAkgA3%2F8MAkgA5%2F%2BwAkgA6%2F%2BwAkgA7%2F9cAkgA8%2F%2BwAkgA9%2F%2BwAkgCC%2F9cAkgCD%2F9cAkgCE%2F9cAkgCF%2F9cAkgCG%2F9cAkgCH%2F9cAkgCf%2F%2BwAkgDM%2F64AkgDP%2F64AlAAP%2F64AlAAR%2F64AlAAk%2F9cAlAA3%2F8MAlAA5%2F%2BwAlAA6%2F%2BwAlAA7%2F9cAlAA8%2F%2BwAlAA9%2F%2BwAlACC%2F9cAlACD%2F9cAlACE%2F9cAlACF%2F9cAlACG%2F9cAlACH%2F9cAlACf%2F%2BwAlADM%2F64AlADP%2F64AlQAP%2F64AlQAR%2F64AlQAk%2F9cAlQA3%2F8MAlQA5%2F%2BwAlQA6%2F%2BwAlQA7%2F9cAlQA8%2F%2BwAlQA9%2F%2BwAlQCC%2F9cAlQCD%2F9cAlQCE%2F9cAlQCF%2F9cAlQCG%2F9cAlQCH%2F9cAlQCf%2F%2BwAlQDM%2F64AlQDP%2F64AlgAP%2F64AlgAR%2F64AlgAk%2F9cAlgA3%2F8MAlgA5%2F%2BwAlgA6%2F%2BwAlgA7%2F9cAlgA8%2F%2BwAlgA9%2F%2BwAlgCC%2F9cAlgCD%2F9cAlgCE%2F9cAlgCF%2F9cAlgCG%2F9cAlgCH%2F9cAlgCf%2F%2BwAlgDM%2F64AlgDP%2F64AlwAP%2F64AlwAR%2F64AlwAk%2F9cAlwA3%2F8MAlwA5%2F%2BwAlwA6%2F%2BwAlwA7%2F9cAlwA8%2F%2BwAlwA9%2F%2BwAlwCC%2F9cAlwCD%2F9cAlwCE%2F9cAlwCF%2F9cAlwCG%2F9cAlwCH%2F9cAlwCf%2F%2BwAlwDM%2F64AlwDP%2F64AmAAP%2F64AmAAR%2F64AmAAk%2F9cAmAA3%2F8MAmAA5%2F%2BwAmAA6%2F%2BwAmAA7%2F9cAmAA8%2F%2BwAmAA9%2F%2BwAmACC%2F9cAmACD%2F9cAmACE%2F9cAmACF%2F9cAmACG%2F9cAmACH%2F9cAmACf%2F%2BwAmADM%2F64AmADP%2F64AmgAP%2F64AmgAR%2F64AmgAk%2F9cAmgA3%2F8MAmgA5%2F%2BwAmgA6%2F%2BwAmgA7%2F9cAmgA8%2F%2BwAmgA9%2F%2BwAmgCC%2F9cAmgCD%2F9cAmgCE%2F9cAmgCF%2F9cAmgCG%2F9cAmgCH%2F9cAmgCf%2F%2BwAmgDM%2F64AmgDP%2F64AmwAP%2F9cAmwAR%2F9cAmwAk%2F%2BwAmwCC%2F%2BwAmwCD%2F%2BwAmwCE%2F%2BwAmwCF%2F%2BwAmwCG%2F%2BwAmwCH%2F%2BwAmwDM%2F9cAmwDP%2F9cAnAAP%2F9cAnAAR%2F9cAnAAk%2F%2BwAnACC%2F%2BwAnACD%2F%2BwAnACE%2F%2BwAnACF%2F%2BwAnACG%2F%2BwAnACH%2F%2BwAnADM%2F9cAnADP%2F9cAnQAP%2F9cAnQAR%2F9cAnQAk%2F%2BwAnQCC%2F%2BwAnQCD%2F%2BwAnQCE%2F%2BwAnQCF%2F%2BwAnQCG%2F%2BwAnQCH%2F%2BwAnQDM%2F9cAnQDP%2F9cAngAP%2F9cAngAR%2F9cAngAk%2F%2BwAngCC%2F%2BwAngCD%2F%2BwAngCE%2F%2BwAngCF%2F%2BwAngCG%2F%2BwAngCH%2F%2BwAngDM%2F9cAngDP%2F9cAnwAP%2F4UAnwAR%2F4UAnwAiACkAnwAk%2F4UAnwAm%2F9cAnwAq%2F9cAnwAy%2F9cAnwA0%2F9cAnwBE%2F5oAnwBG%2F5oAnwBH%2F5oAnwBI%2F5oAnwBK%2F9cAnwBQ%2F8MAnwBR%2F8MAnwBS%2F5oAnwBT%2F8MAnwBU%2F5oAnwBV%2F8MAnwBW%2F64AnwBY%2F8MAnwBd%2F9cAnwCC%2F4UAnwCD%2F4UAnwCE%2F4UAnwCF%2F4UAnwCG%2F4UAnwCH%2F4UAnwCJ%2F9cAnwCU%2F9cAnwCV%2F9cAnwCW%2F9cAnwCX%2F9cAnwCY%2F9cAnwCa%2F9cAnwCi%2F5oAnwCj%2F5oAnwCk%2F5oAnwCl%2F5oAnwCm%2F5oAnwCn%2F5oAnwCo%2F5oAnwCp%2F5oAnwCq%2F5oAnwCr%2F5oAnwCs%2F5oAnwCt%2F5oAnwC0%2F5oAnwC1%2F5oAnwC2%2F5oAnwC3%2F5oAnwC4%2F5oAnwC6%2F5oAnwC7%2F8MAnwC8%2F8MAnwC9%2F8MAnwC%2B%2F8MAnwDD%2F9cAnwDE%2F5oAnwDM%2F4UAnwDP%2F4UAoAAP%2FvYAoAAR%2FvYAoAAk%2F5oAoAA7%2F9cAoAA9%2F%2BwAoACC%2F5oAoACD%2F5oAoACE%2F5oAoACF%2F5oAoACG%2F5oAoACH%2F5oAoADM%2FvYAoADP%2FvYAogAF%2F%2BwAogAK%2F%2BwAogDL%2F%2BwAogDO%2F%2BwAowAF%2F%2BwAowAK%2F%2BwAowDL%2F%2BwAowDO%2F%2BwApAAF%2F%2BwApAAK%2F%2BwApADL%2F%2BwApADO%2F%2BwApQAF%2F%2BwApQAK%2F%2BwApQDL%2F%2BwApQDO%2F%2BwApgAF%2F%2BwApgAK%2F%2BwApgDL%2F%2BwApgDO%2F%2BwApwAF%2F%2BwApwAK%2F%2BwApwDL%2F%2BwApwDO%2F%2BwAqgAF%2F%2BwAqgAK%2F%2BwAqgBZ%2F9cAqgBa%2F9cAqgBb%2F9cAqgBc%2F9cAqgBd%2F%2BwAqgC%2F%2F9cAqgDL%2F%2BwAqgDO%2F%2BwAqwAF%2F%2BwAqwAK%2F%2BwAqwBZ%2F9cAqwBa%2F9cAqwBb%2F9cAqwBc%2F9cAqwBd%2F%2BwAqwC%2F%2F9cAqwDL%2F%2BwAqwDO%2F%2BwArAAF%2F%2BwArAAK%2F%2BwArABZ%2F9cArABa%2F9cArABb%2F9cArABc%2F9cArABd%2F%2BwArAC%2F%2F9cArADL%2F%2BwArADO%2F%2BwArQAF%2F%2BwArQAK%2F%2BwArQBZ%2F9cArQBa%2F9cArQBb%2F9cArQBc%2F9cArQBd%2F%2BwArQC%2F%2F9cArQDL%2F%2BwArQDO%2F%2BwAsgAF%2F%2BwAsgAK%2F%2BwAsgBZ%2F9cAsgBa%2F9cAsgBb%2F9cAsgBc%2F9cAsgBd%2F%2BwAsgC%2F%2F9cAsgDL%2F%2BwAsgDO%2F%2BwAtAAF%2F%2BwAtAAK%2F%2BwAtABZ%2F9cAtABa%2F9cAtABb%2F9cAtABc%2F9cAtABd%2F%2BwAtAC%2F%2F9cAtADL%2F%2BwAtADO%2F%2BwAtQAF%2F%2BwAtQAK%2F%2BwAtQBZ%2F9cAtQBa%2F9cAtQBb%2F9cAtQBc%2F9cAtQBd%2F%2BwAtQC%2F%2F9cAtQDL%2F%2BwAtQDO%2F%2BwAtgAF%2F%2BwAtgAK%2F%2BwAtgBZ%2F9cAtgBa%2F9cAtgBb%2F9cAtgBc%2F9cAtgBd%2F%2BwAtgC%2F%2F9cAtgDL%2F%2BwAtgDO%2F%2BwAuAAF%2F9cAuAAK%2F9cAuADL%2F9cAuADO%2F9cAugAF%2F%2BwAugAK%2F%2BwAugBZ%2F9cAugBa%2F9cAugBb%2F9cAugBc%2F9cAugBd%2F%2BwAugC%2F%2F9cAugDL%2F%2BwAugDO%2F%2BwAvwAFAFIAvwAKAFIAvwAP%2F64AvwAR%2F64AvwAiACkAvwDLAFIAvwDM%2F64AvwDOAFIAvwDP%2F64AwAAF%2F%2BwAwAAK%2F%2BwAwABZ%2F9cAwABa%2F9cAwABb%2F9cAwABc%2F9cAwABd%2F%2BwAwAC%2F%2F9cAwADL%2F%2BwAwADO%2F%2BwAwQAFAFIAwQAKAFIAwQAP%2F64AwQAR%2F64AwQAiACkAwQDLAFIAwQDM%2F64AwQDOAFIAwQDP%2F64AwwAtAHsAyAA3%2F64AyQA3%2F64AygAk%2F3EAygA3ACkAygA5ACkAygA6ACkAygA8ABQAygBE%2F64AygBG%2F4UAygBH%2F4UAygBI%2F4UAygBK%2F8MAygBQ%2F8MAygBR%2F8MAygBS%2F4UAygBT%2F8MAygBU%2F4UAygBV%2F8MAygBW%2F8MAygBY%2F8MAygCC%2F3EAygCD%2F3EAygCE%2F3EAygCF%2F3EAygCG%2F3EAygCH%2F3EAygCfABQAygCi%2F4UAygCj%2F64AygCk%2F64AygCl%2F64AygCm%2F64AygCn%2F64AygCo%2F64AygCp%2F4UAygCq%2F4UAygCr%2F4UAygCs%2F4UAygCt%2F4UAygC0%2F4UAygC1%2F4UAygC2%2F4UAygC3%2F4UAygC4%2F4UAygC6%2F4UAygC7%2F8MAygC8%2F8MAygC9%2F8MAygC%2B%2F8MAygDE%2F4UAywAk%2F3EAywA3ACkAywA5ACkAywA6ACkAywA8ABQAywBE%2F64AywBG%2F4UAywBH%2F4UAywBI%2F4UAywBK%2F8MAywBQ%2F8MAywBR%2F8MAywBS%2F4UAywBT%2F8MAywBU%2F4UAywBV%2F8MAywBW%2F8MAywBY%2F8MAywCC%2F3EAywCD%2F3EAywCE%2F3EAywCF%2F3EAywCG%2F3EAywCH%2F3EAywCfABQAywCi%2F4UAywCj%2F64AywCk%2F64AywCl%2F64AywCm%2F64AywCn%2F64AywCo%2F64AywCp%2F4UAywCq%2F4UAywCr%2F4UAywCs%2F4UAywCt%2F4UAywC0%2F4UAywC1%2F4UAywC2%2F4UAywC3%2F4UAywC4%2F4UAywC6%2F4UAywC7%2F8MAywC8%2F8MAywC9%2F8MAywC%2B%2F8MAywDE%2F4UAzAAm%2F5oAzAAq%2F5oAzAAy%2F5oAzAA0%2F5oAzAA3%2F3EAzAA4%2F9cAzAA5%2F4UAzAA6%2F4UAzAA8%2F4UAzACJ%2F5oAzACU%2F5oAzACV%2F5oAzACW%2F5oAzACX%2F5oAzACY%2F5oAzACa%2F5oAzACb%2F9cAzACc%2F9cAzACd%2F9cAzACe%2F9cAzACf%2F4UAzADD%2F5oAzQAk%2F3EAzQA3ACkAzQA5ACkAzQA6ACkAzQA8ABQAzQBE%2F64AzQBG%2F4UAzQBH%2F4UAzQBI%2F4UAzQBK%2F8MAzQBQ%2F8MAzQBR%2F8MAzQBS%2F4UAzQBT%2F8MAzQBU%2F4UAzQBV%2F8MAzQBW%2F8MAzQBY%2F8MAzQCC%2F3EAzQCD%2F3EAzQCE%2F3EAzQCF%2F3EAzQCG%2F3EAzQCH%2F3EAzQCfABQAzQCi%2F4UAzQCj%2F64AzQCk%2F64AzQCl%2F64AzQCm%2F64AzQCn%2F64AzQCo%2F64AzQCp%2F4UAzQCq%2F4UAzQCr%2F4UAzQCs%2F4UAzQCt%2F4UAzQC0%2F4UAzQC1%2F4UAzQC2%2F4UAzQC3%2F4UAzQC4%2F4UAzQC6%2F4UAzQC7%2F8MAzQC8%2F8MAzQC9%2F8MAzQC%2B%2F8MAzQDE%2F4UAzwAm%2F5oAzwAq%2F5oAzwAy%2F5oAzwA0%2F5oAzwA3%2F3EAzwA4%2F9cAzwA5%2F4UAzwA6%2F4UAzwA8%2F4UAzwCJ%2F5oAzwCU%2F5oAzwCV%2F5oAzwCW%2F5oAzwCX%2F5oAzwCY%2F5oAzwCa%2F5oAzwCb%2F9cAzwCc%2F9cAzwCd%2F9cAzwCe%2F9cAzwCf%2F4UAzwDD%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%2F%2FQAAP9mAGYAAAAAAAAAAAAAAAAAAAAAAAAAAADWAAAAAQACAAMABAAFAAYABwAIAAkACgALAAwADQAOAA8AEAARABIAEwAUABUAFgAXABgAGQAaABsAHAAdAB4AHwAgACEAIgAjACQAJQAmACcAKAApACoAKwAsAC0ALgAvADAAMQAyADMANAA1ADYANwA4ADkAOgA7ADwAPQA%2BAD8AQABBAEIAQwBEAEUARgBHAEgASQBKAEsATABNAE4ATwBQAFEAUgBTAFQAVQBWAFcAWABZAFoAWwBcAF0AXgBfAGAAYQCsAKMAhACFAL0AlgDoAIYAjgCLAJ0AqQCkAQIAigEDAIMAkwDyAPMAjQCXAIgAwwDeAPEAngCqAPUA9AD2AKIArQDJAMcArgBiAGMAkABkAMsAZQDIAMoAzwDMAM0AzgDpAGYA0wDQANEArwBnAPAAkQDWANQA1QBoAOsA7QCJAGoAaQBrAG0AbABuAKAAbwBxAHAAcgBzAHUAdAB2AHcA6gB4AHoAeQB7AH0AfAC4AKEAfwB%2BAIAAgQDsAO4AugDXALAAsQDYAN0A2QCyALMAtgC3AMQAtAC1AMUAhwC%2BAL8AvAEEAQUHdW5pMDBBRAlvdmVyc2NvcmUMZm91cnN1cGVyaW9yBEV1cm8AAAABAAIACAAK%2F%2F8ADwAAAAEAAAAAyYlvMQAAAADJY0iWAAAAAMnt2GQ%3D%29%20format%28%27truetype%27%29%3B%0A%7D%0A%40font%2Dface%20%7B%0Afont%2Dfamily%3A%20%27Source%20Code%20Pro%27%3B%0Afont%2Dstyle%3A%20normal%3B%0Afont%2Dweight%3A%20400%3B%0Asrc%3A%20url%28data%3Aapplication%2Fx%2Dfont%2Dtruetype%3Bbase64%2CAAEAAAAPAIAAAwBwRkZUTWaiaLcAAKVwAAAAHE9TLzJyvPgMAAABeAAAAGBjbWFwVIOo9QAAA8QAAAICY3Z0IAC%2FC3EAAAeAAAAAImZwZ20GWZw3AAAFyAAAAXNnYXNw%2F%2F8AAwAApWgAAAAIZ2x5ZrbD8a4AAAmIAABdUGhlYWT7xXV0AAAA%2FAAAADZoaGVhBi4C3QAAATQAAAAkaG10eDZGLdMAAAHYAAAB6mxvY2F%2FBGjeAAAHpAAAAeJtYXhwAwgBUgAAAVgAAAAgbmFtZXFCsfwAAGbYAAA7ZHBvc3QKYvRKAACiPAAAAylwcmVwJrMjsAAABzwAAABBAAEAAAABBFos1IC0Xw889QAfA%2BgAAAAAzR8W4gAAAADNHxbi%2F%2F%2F%2FBgJVA2sAAAAIAAIAAAAAAAAAAQAAA9j%2B7wAAA%2Bj%2F%2FwAAAlUAAQAAAAAAAAAAAAAAAAAAAAUAAQAAAPAAVgAEAEgABgABAAAAAAAKAAACAACyAAMAAQADAlgBkAAFAAACigJYAAAASwKKAlgAAAFeADIBIAAAAgsFCQMEAwICBCAAAAcAABgBAAAAAAAAAABBREJFAEAADSIVAu7%2FBgAAA9gBEWAAAZMAAAAAAeYCkAAAACAAAQPoAAAAAAAAAU0AAAAAAAACWAAAAAAA4wCDAFcAVQAcACoA9QDQAHoAVABVAMUAVQDbAGMARwBiAEUAOQAnADgATQBGAEQAQwDbAMUAeABVAGsAbQAxACAAZwBCAFUAcwCHADUATwBfAFEAYgCGAFEAUwAwAGYAMQBkAEMAKgBPACsACgA2ACYAQQDiAGMAYwBvADwAuQBRAF0AUAA8AEUAZwBIAF0AWgA3AGoAUQA8AF0APABdADwAkgBIAEUATQAzAAgAQAAxAEcAeAEHAGMATAAAAOMAcQBNADoANQEHAFsAlgAeAKcAUwBVAFUAcACxAK8AVQCuAKwA6wBNAEgA2wDdANAAjgBhABwAHAAnAHsAIAAgACAAIAAgACD%2F%2FwBCAHMAcwBzAHMAXwBfAF8AXwAQAFMAMAAwADAAMAAwAGYALQBPAE8ATwBPACYAZQBYAFEAUQBRAFEAUQBRABEAUABFAEUARQBFAFoAWgBaAFoAPABdADwAPAA8ADwAPABVADwATQBNAE0ATQAxAF0AMQBaACEACwCoAM8AngC5AOsAqACeALEAlgDPANcApwCOAFAAFADRANkA2QBfAGcAZwCXAMUA0wAcAKwAOgBVABwAoQDQAK0ArACsAKkA%2BQCkAJsApQDPANIAAAAAAAMAAAADAAAAHAABAAAAAAD8AAMAAQAAABwABADgAAAANAAgAAQAFAAAAA0AfgD%2FATEBUwLGAtoC3AMEAwgDCgMnHUMdUiAUIBogHiAiIDogRCB0IKwiEiIV%2F%2F8AAAAAAA0AIACgATEBUgLGAtoC3AMAAwgDCgMnHUMdUiATIBggHCAiIDkgRCB0IKwiEiIV%2F%2F8AA%2F%2F3%2F%2BX%2FxP%2BT%2F3P%2BAf3u%2Fe39yv3H%2Fcb9quOP44HgweC%2B4L3guuCk4JvgbOA13tDezgABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQYAAAMAAAAAAAAAAQIAAAAEAAAAAAAAAAAAAAAAAAAAAQAABQYHCAkKCwwNDg8QERITFBUWFxgZGhscHR4fICEiIyQlJicoKSorLC0uLzAxMjM0NTY3ODk6Ozw9Pj9AQUJDREVGR0hJSktMTU5PUFFSU1RVVldYWVpbXF1eX2BhYmMAiImLjZWaoKWkpqinqautrK6vsbCys7W3tri6ub69v8AAdGZna9x6o3JtAHhsAIqcAHUAAGl5AAAAAABufgCqvINlcAAAAABvfwBkhIeZxcbU1dna1te7AMMA3%2BHd3gAAAHvY2wCGjoWPjJGSk5CXmACWnp%2BdxMfJcwAAyHwAAAAAALgAACxLuAAJUFixAQGOWbgB%2F4W4AEQduQAJAANfXi24AAEsICBFaUSwAWAtuAACLLgAASohLbgAAywgRrADJUZSWCNZIIogiklkiiBGIGhhZLAEJUYgaGFkUlgjZYpZLyCwAFNYaSCwAFRYIbBAWRtpILAAVFghsEBlWVk6LbgABCwgRrAEJUZSWCOKWSBGIGphZLAEJUYgamFkUlgjilkv%2FS24AAUsSyCwAyZQWFFYsIBEG7BARFkbISEgRbDAUFiwwEQbIVlZLbgABiwgIEVpRLABYCAgRX1pGESwAWAtuAAHLLgABiotuAAILEsgsAMmU1iwQBuwAFmKiiCwAyZTWCMhsICKihuKI1kgsAMmU1gjIbgAwIqKG4ojWSCwAyZTWCMhuAEAioobiiNZILADJlNYIyG4AUCKihuKI1kguAADJlNYsAMlRbgBgFBYIyG4AYAjIRuwAyVFIyEjIVkbIVlELbgACSxLU1hFRBshIVktALAAKwCyAQECKwGyAgECKwG3AkA2KiEUAAgrALcBTUAyJBcACCsAsgMHByuwACBFfWkYREuwYFJYsAEbsABZsAGOAAAAABQARABWAAAADP8zAAwB5gAMAj4ADAJ%2BAAwCkAAMAsgADAAAAAAAAAAAAAAAAAAAAAAAOABEALoBJAE0AeYB%2FAIeAj4CdAKYAr4CxgLoAwIDZAOcA%2B4EYASyBRgFjAXCBkgGvAbIBtQHBgcSB0QHlggMCFAItAkECUIJgAm2ChYKUgqICsQLFAs6C5AL4Aw0DH4M8A1EDbIN3g4gDlgOuA8UD1IPiA%2BmD8AP3hAIEBwQJBCqESYRdhHuEkwSnBNqE8IUABRWFKYU3hViFboWDhaIFwAXTBeyGAIYVhiQGQIZYBm%2BGfQaVhpqGswbChsKGzgbohwKHGQcxhzkHXAdeB4AHggeFB4qHjIeqh6yHu4fLB82H0AfSB%2B%2BH%2FAf%2BiACIAwgFCAgIDAgQCBQIKAgrCC4IMQg0CDcIOghQiFOIVohZiFyIX4hiiGWIaIhriH%2BIgoiFiIiIi4iOiJGInQi%2FCMIIxQjICMsIzgjfCP4JAQkECQcJCgkNCRAJPglBCUQJRwlKCU0JUAlTCVYJWQl8CX8JggmFCYgJiwmOCZ4JwAnDCcYJyQnMCc8J7YnwifqKDwo5CjsKPQo%2FCkOKSIpQil6KY4pwin0KiIqdiqyKsYq2isAKyQrLis6K0YrVCt6K5IrqivGK9AsTixiLGospCzGLQQtWC2SLaQtuC3YLhQuSC56LqgAAAACAOP%2F9AF1Ap4ABQARAC0AuAAARVi4AAEvG7kAAQANPlm4AABFWLgADy8buQAPAAM%2BWbgACdy4AAXcMDEBJzMHAyMHNDYzMhYVFAYjIiYBBgJQAgo4LSseHisrHh4rAkBeXv6opiMpKSMkKioAAAD%2F%2FwCDAWAB1gKvEiYADI4AEAYADHMAAAAAAgBXAAACBwKKABsAHwCLALgAAEVYuAAILxu5AAgACz5ZuAAARVi4AAwvG7kADAALPlm4AABFWLgAGy8buQAbAAM%2BWbgAAEVYuAAXLxu5ABcAAz5ZuwACAAEAAQAEK7sABgABAAUABCu4AAYQuAAK0LgADtC4AAUQuAAe0LgAEdC4AAIQuAAf0LgAEtC4AAEQuAAZ0LgAFdAwMTcjNTM3IzUzNzMHMzczBzMVIwczFSMHIzcjByMTNyMHpk9WE1VbGDUXhBg1F1FXE1ZdGDYZhRg22ROFEsw5lDq3t7e3OpQ5zMzMAQWUlAAAAAABAFX%2FkgIAAuwAMQBHALgAFi%2B4ACwvuAAr3LkABQAB9LgAFhC4ABfcugAIABcAKxESObgAFNC4ABcQuQAeAAH0ugAhACsAFxESObgAKxC4AC7QMDEBLgMjIgYVFB4EFRQOAgcVIzUuASc3HgEzMjY1NC4ENTQ2NzUzFR4BFwHDER8iKBkzOy9HUkcvGS9BJzw4ZCMnJls5PD0vRlNGL1lJPDdKHgHtDRUPCC0mHCQeHio8LiA3KRsEkpEFLB05GykxJh8pIB4pOSw%2FUAiEgwUqHQAA%2F%2F8AHP%2F0Aj0CihInAOT%2FewFNECYA3wAAEAcA5ACGAAAAAwAq%2F%2FQCQQKcAA0AGwBHAJAAuAAARVi4ADMvG7kAMwANPlm4AABFWLgAIS8buQAhAAM%2BWbgAAEVYuAAcLxu5ABwAAz5ZuAAhELkABQAB9LoACAAhADMREjm6ABEAMwAhERI5uAARELgAK9C4AAvQuAAzELkAGQAB9LgACBC4AB7QuAARELkAOwAB9LgAHhC4AEXQuAA%2B0LgAHBC4AEfQMDE3FB4CMzI2Ny4BJw4BExQWFz4DNTQmIyIGASYnDgEjIi4CNTQ%2BAjcuATU0PgIzMhYVFA4CBx4BFz4BNzMOAQcWF3oUIi4aHzoaMFUiICpGEA4VJR0QGyEjJgFqQUgkVzgsSDMdFCMsGBUXFSU1IT1CGSgyGiBTLRwpDkwSNCQ8Na8bLSARHBgqZDYcPQEtGzoeDx8hJRYdKzb9yRQ3IygbMEMoIDYtJxIpTyMhOCoYSDogNC8pFDNeJyhfOUF2NC4RAAABAPUBYAFjAq8ABQALALoAAgAEAAMrMDETJzMPASP3Am4CGTgCQW5u4QAAAAEA0P9QAd4C3AAOAAsAugAGAAAAAyswMQUuATU0NjcXDgEVFBYXBwGxaHl5aC1lX19lLbBR5JGR5FEqVch%2Ff8hVKgAAAQB6%2F1ABiALcAA0ACwC6AAcADQADKzAxFz4BNTQmJzceARUUBgd6ZV9fZS1oeXlohlXIf3%2FIVSpR5JGR5FEAAAEAVABvAgQCLAAOAC8AuAAOL7oAAQAOAAUREjm4AAEQuQAEAAH0uAAH0LgAARC4AArQuAAOELgADNAwMT8BJzcXNzMXNxcHFwcnB4psohCnCTAJpxCibCp4eI2lRi43vb03LkalHp%2BfAAAAAAEAVQBoAgMCLAALAB0AuwACAAEAAQAEK7gAAhC4AAbQuAABELgACdAwMQEjNTM1MxUzFSMVIwELtrZCtrZCASs%2Bw8M%2BwwAAAAEAxf8rAYwAmwASAAsAugAMAAYAAyswMRc%2BATcOASMiJjU0NjMyFhUUBgfFPj4CBQkFIC4wIC0tXVOhHE88AQElJiUnRTtYeR8AAP%2F%2FAFUBKwIDAWkSBgDiAAAAAQDb%2F%2FQBfQCdAAsAGAC4AABFWLgACS8buQAJAAM%2BWbgAA9wwMTc0NjMyFhUUBiMiJtsvIiIvLyIiL0gmLy8mJi4uAAABAGP%2FYAH1AsYAAwAYALgAAEVYuAACLxu5AAIADz5ZuAAA3DAxFyMBM61KAUhKoANmAAAAAwBH%2F%2FQCEQKKAAsAGwAnAEsAuAAARVi4AAYvG7kABgALPlm4AABFWLgAAC8buQAAAAM%2BWbgABhC5AAwAAfS4AAAQuQAUAAH0ugAcABQADBESObgAHC%2B4ACLcMDEFIiY1NDYzMhYVFAYDIg4CFRQWMzI2NTQuAgMiJjU0NjMyFhUUBgEsa3p6a2t6emshOCkWVUNDVRYpOCEZJSUZGSUlDK2goaiooaCtAlQeQWNFiYKCiUVjQR7%2BvSMgHyMjHyAjAAAAAAEAYgAAAhACfgAMAD0AuAAARVi4AAovG7kACgALPlm4AABFWLgAAi8buQACAAM%2BWbkAAwAB9LgAANC4AAoQuAAF0LkABwAB9DAxJRUhNTMRIzU%2BATczEQIQ%2FlK1iDNMHj1EREQB1jUIFxD9xgAAAAABAEUAAAIKAooAHwBDALgAAEVYuAAPLxu5AA8ACz5ZuAAARVi4AB4vG7kAHgADPlm5ABwAAfS4AADQugAFAA8AHhESObgADxC5AAgAAfQwMTc%2BAzU0JiMiBgcnPgEzMh4CFRQOAgc%2BATsBFSFJUX1VLERHLU0fLytjRDBNNh0rTmxBHT0d0v4%2FMUh0YVQoN0YtIC8sNRsxRiotW2FpOwIERwAAAAEAOf%2F0AgYCigAzAFMAuAAARVi4AB0vG7kAHQALPlm4AABFWLgAMC8buQAwAAM%2BWbkAAwAB9LoADQAdADAREjm4AA0vuQAOAAH0uAAdELkAFgAB9LoAJgANAA4REjkwMTceATMyPgI1NC4CIzUyPgI1NCYjIgYHJz4BMzIeAhUUBgcVHgMVFA4CIyImJ2MgWT4hOCkXGThYPzlPMhdHOy1QICwoZj4tTTkgTDwgOSwZJD9UMFNwI4QeLhEeKxscLyISPxIgLBkvNiQdNCMtFik8JzpKFAQHGyk2ISpELxk3IwAAAAIAJwAAAiECfgAJABQAWQC4AABFWLgAES8buQARAAs%2BWbgAAEVYuAANLxu5AA0AAz5ZuwAOAAEAAAAEK7gAERC5AAQAAfS4AAAQuAAJ0LgADhC4AAvQuAAJELgAENC4AAAQuAAT0DAxJTU%2BATcjDgEPAQUjFSM1ITUBMxEzAXABAgIFDyIQrQGfY07%2BtwE%2FWGPyxho9GhcvF9pCsLA3AZf%2BdAAAAQA4%2F%2FQCCgJ%2BACgAVQC4AABFWLgAEi8buQASAAs%2BWbgAAEVYuAAjLxu5ACMAAz5ZuwAZAAEADQAEK7gAIxC5AAUAAfS6ABYAIwASERI5uAAWELgAEdC4ABIQuQAUAAH0MDE3HgMzMj4CNTQmIyIGBycTIRUhBz4BMzIeAhUUDgIjIi4CJ2EQJCs1ICI7LBlVSCg4IiwVAWn%2B4BEcNSUuUDsiJ0JVLitFNy0SgQ4bFAwVJjYhQkoUExwBM0e9DA4YMUs0NFA3HQ8YHxEAAgBN%2F%2FQCFgKKAA0AMABXALgAAEVYuAAtLxu5AC0ACz5ZuAAARVi4ACMvG7kAIwADPlm7AAgAAQAZAAQruAAjELkAAAAB9LoAFgAjAC0REjm4ABYQuQALAAH0uAAtELkAEQAB9DAxJTI%2BAjU0JiMiBgceARMuASMiDgIHPgEzMh4CFRQOAiMiLgI1ND4CMzIWFwFBHDIkFUZCJlQpCVXhGUIkJkY1IQEmXzAsSTUdIzpNKzRZQiUsSmE0O1cgNRQlMyBCRScvXWAB3hcbHEBpTSYtGTFKMS5LNh4mTXNNYIdVJycdAAAAAAEARgAAAhQCfgAPADMAuAAARVi4AAcvG7kABwALPlm4AABFWLgAAC8buQAAAAM%2BWbgABxC5AAUAAfS4AAnQMDEzPgM3ITUhFQ4DByPiBBoyTTf%2BkAHOP1IyFgNWW5WGfkNHM0iEiZheAAAAAAMARP%2F0AhMCigANABoAQABXALgAAEVYuAApLxu5ACkACz5ZuAAARVi4ADwvG7kAPAADPlm5AAMAAfS4ACkQuQATAAH0ugALAAMAExESObgACy%2B4ADHQuAAxL7gADty4AAsQuAAg3DAxNxQWMzI2NTQuAicOATc2NTQmIyIGFRQeAgc0PgI3NS4BNTQ%2BAjMyHgIVFAYHFR4DFRQOAiMiLgKPV0pITB82SSovPtFQQj82QhouPfgYJjEaKDkdNUgrL0kzGzkoGi4iEx86VTc2VzwhqzZEPjIhLSAZDhpBgTpGMEE4Lx0pIBnEITQqHwwEGUkzJTwrGBktPyUtTxwEDR4mMyIkPi4aGi9AAAACAEP%2F9AIMAooADQAwAFcAuAAARVi4ACMvG7kAIwALPlm4AABFWLgALS8buQAtAAM%2BWbsAAAABABkABCu6ABYALQAjERI5uAAWELkAAwAB9LgAIxC5AAYAAfS4AC0QuQARAAH0MDEBMjY3LgEjIg4CFRQWBx4BMzI%2BAjcOASMiLgI1ND4CMzIeAhUUDgIjIiYnARklVCoKU0cdMSQVRVkYQiUmRTUgAiddMSxJNB0iO00qNFpCJS1KYDQ7VyABNicuXmAUJTQfQkXLFxwcQWhNJiwZMUoxLks2HiZNc01gh1UnJh0AAAD%2F%2FwDb%2F%2FQBfQIDEicAEwAAAWYQBgATAAD%2F%2FwDF%2FysBjAIDEicAEwAAAWYQBgARAAAAAQB4ADAB7QJoAAcAOwC7AAAAAQAHAAQruAAAELgAAtC4AAIvuQABAAH0ugAEAAAABxESObgABxC4AAXQuAAFL7kABgAB9DAxEyUVBRUFFSV4AXX%2B0wEt%2FosBa%2F1PywTLT%2F0A%2F%2F8AVQDBAgMB1BImAOIAaxAGAOIAlgAAAAEAawAwAeACaAAHADsAuwAHAAEAAAAEK7gAABC4AALQuAACL7kAAQAB9LoABAAHAAAREjm4AAcQuAAF0LgABS%2B5AAYAAfQwMQEFNSU1JTUFAeD%2BiwEt%2FtMBdQEt%2FU%2FLBMtP%2FQACAG3%2F9AHfAqoAHQApACoAuAAARVi4ACcvG7kAJwADPlm7ABEAAQAKAAQruAAnELgAIdy4AADcMDE3Jj4ENTQmIyIGByc%2BATMyHgIVFA4EFwc0NjMyFhUUBiMiJvIGEiMsJxo3NyZBGzEiXDoqRDEbGyctJRUFZiseHisrHh4r6CQ4LignKhoqNx8bLSMuFik5JCEzKygsMyCmIykpIyQqKgAAAAIAMf9wAiICewA0AD0APwC7AB4AAQAlAAQruwAvAAEAFAAEK7sAOAABAAYABCu7ADsAAQAOAAQrugACAAYALxESObgAAhC5ADoAAfQwMSUjJyMOASMiLgI1NDY3NTQuAiMiDgIVFB4CMzI2NxcOASMiLgI1ND4CMzIeAhUFFBYzMjc1DgECIjIHBBZHJxsvIxSIgBEkOSctUj8lJD5UMS1DHRwnUjI7alAvLVBrPjRMMhn%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%2FW%2Fso%2FQz05%2BAAAAQBC%2F%2FQCKgKcACEAOQC4AABFWLgABS8buQAFAA0%2BWbgAAEVYuAAdLxu5AB0AAz5ZuAAFELkADAAB9LgAHRC5ABYAAfQwMRM0PgIzMhYXBy4BIyIOAhUUHgIzMjY3Fw4BIyIuAkIrTmxAPFodLxpAKi9NNh0dNk0vLUYgMCdiPz5pTSwBSE9%2BWC8wIDUbISVFYj0%2BY0YmJiMzLTIuV38AAAIAVQAAAiUCkAAKABMAOQC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAKLxu5AAoAAz5ZuAAAELkAEgAB9LgAChC5ABMAAfQwMRMzMhYVFA4CKwE3MjY1NCYrARFVoJWbJ0xwSaSbcG9vcEgCkKidTntVLUSKfX2E%2FfgAAAABAHMAAAISApAACwBNALgAAEVYuAAALxu5AAAADT5ZuAAARVi4AAsvG7kACwADPlm4AAAQuQADAAH0ugAHAAsAABESObgABy%2B5AAQAAfS4AAsQuQAIAAH0MDETIRUhFSEVIRUhFSFzAZX%2BvwEP%2FvEBS%2F5hApBGzkfuRwAAAQCHAAACGAKQAAkAQwC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAJLxu5AAkAAz5ZuAAAELkAAwAB9LoABwAJAAAREjm4AAcvuQAEAAH0MDETIRUhFSEVIREjhwGR%2FsIBDf7zUwKQRt5G%2FtoAAQA1%2F%2FQCFQKcACcATQC4AABFWLgABS8buQAFAA0%2BWbgAAEVYuAAjLxu5ACMAAz5ZuAAFELkADgAB9LgAIxC5ABgAAfS6AB0AIwAFERI5uAAdL7kAHgAB9DAxEzQ%2BAjMyHgIXBy4BIyIOAhUUHgIzMjY3NSM1MxEOASMiLgI1K01rQCE2LSMOLxg%2BMC5LNh0bM0wwIzwTg9AgZEA%2BaEwqAUhPf1cvDhccDzUaIiVFYj0%2BY0YmFRKrRf7sICwuV38AAQBPAAACCQKQAAsASQC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAALLxu5AAsAAz5ZugAJAAsAABESObgACS%2B5AAIAAfS4AAAQuAAE0LgACxC4AAfQMDETMxEhETMRIxEhESNPVAESVFT%2B7lQCkP7tARP9cAE1%2FssAAQBfAAAB%2BQKQAAsAQQC4AABFWLgABC8buQAEAA0%2BWbgAAEVYuAALLxu5AAsAAz5ZuQAAAAH0uAAEELkAAwAB9LgABtC4AAAQuAAJ0DAxNzMRIzUhFSMRMxUhX6OjAZqjo%2F5mRwIDRkb9%2FUcAAQBR%2F%2FQB7QKRABMANQC4AABFWLgACS8buQAJAA0%2BWbgAAEVYuAAQLxu5ABAAAz5ZuQADAAH0uAAJELkABwAB9DAxNx4BMzI2NREhNSERFA4CIyImJ4cdSCZHQf7tAWYWM1M9OGkikywqS1EBckb%2BQS5RPCM0OQAAAQBiAAACQwKQAAwAawC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAELxu5AAQADT5ZuAAARVi4AAsvG7kACwADPlm4AABFWLgACC8buQAIAAM%2BWboAAwAHAAAREjm6AAkABwAAERI5uAAJELgABtC4AAMQuAAK0DAxEzMRMwEzBxMjAwcVI2JUAwEUXs%2FnXb5yVAKQ%2FrcBSfr%2BagFVhdAAAAEAhgAAAh0CkAAFACsAuAAARVi4AAAvG7kAAAANPlm4AABFWLgABS8buQAFAAM%2BWbkAAgAB9DAxEzMRIRUhhlIBRf5pApD9t0cAAAABAFEAAAIHApAAHQBNALgAAEVYuAAALxu5AAAADT5ZuAAARVi4AB0vG7kAHQADPlm7ABIAAQAEAAQruAAAELgABtC4AB0QuAAJ0LgAABC5ABYAAfS4ABDQMDETMxMXMzcTMxEjETQ%2BAjcjDwEjLwEjHgMVESNRXF0hBCBcXEcCAwMCAytaLVosAwEEBAJGApD%2B6WpqARf9cAFxFDY3NRSM%2Ff2MFDU3NhT%2BjwAAAQBTAAACBQKQABMAWQC4AABFWLgAAS8buQABAA0%2BWbgAAEVYuAALLxu5AAsAAz5ZugACAAEACxESObkABAAB9LgAARC4AAjQugAMAAsAARESObgAARC5AA0AAfS4AAsQuAAS0DAxEzMTFzMuATURMxEjAycjHgEVESNTVdVCAgIJT1XVQgICCU8CkP5ihjFrNAFU%2FXABnoYzZzP%2BqQAAAAIAMP%2F0AigCnAATACcANQC4AABFWLgACi8buQAKAA0%2BWbgAAEVYuAAALxu5AAAAAz5ZuQAUAAH0uAAKELkAHgAB9DAxBSIuAjU0PgIzMh4CFRQOAicyPgI1NC4CIyIOAhUUHgIBLDhcQyUlQ1w4N11DJSVDXTclPisYGCs%2BJSY9KxgYKz0MMFl%2FT099Vy4vV31OT39ZMEkmR2M%2BPWJEJSVEYj0%2BY0cmAAIAZgAAAiECkAAOABcARwC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAOLxu5AA4AAz5ZugAMAA4AABESObgADC%2B4AAAQuQAWAAH0uAAMELkAFwAB9DAxEzMyHgIVFA4CKwERIxMyNjU0JisBEWbJNlo%2FIyNAWTZ2U75XU1VVawKQFC1KNjRMMhn%2B%2FAFIQUZHN%2F77AAACADH%2FXQIpAp0AEwA0AEsAuAAARVi4ACQvG7kAJAANPlm4AABFWLgAGi8buQAaAAM%2BWbsAMQABABcABCu4ABoQuQAFAAH0uAAkELkADwAB9LgAGhC4AC7QMDETFB4CMzI%2BAjU0LgIjIg4CAQ4BIyImJy4DNTQ%2BAjMyHgIVFA4CBx4BMzI2N4YXKz0mJT0rFxcrPSUmPSsXAaMQJBZXbRkvTTceJEJcODdcQiQdNEstEUozDxkJAUs9ZEcnJ0dkPT1jRSUlRWP94wYIWEMIN1d2R099Vy8vV35ORnRXOAkqKwYEAAACAGQAAAIpApAACAAYAFMAuAAARVi4AA4vG7kADgANPlm4AABFWLgADS8buQANAAM%2BWboACwANAA4REjm4AAsvuQAAAAH0uAAOELkACAAB9LgADRC4AAnQuAALELgAF9AwMRMzMjY1NCYrAQEDIxEjETMyHgIVFAYHE7dtTVFRTW0BE551U8wyVD0iUEOnAVk%2FQEE0%2FbMBFf7rApATLEYzTVwR%2FuIAAAABAEP%2F9AIZApwAMwBJALgAAEVYuAAWLxu5ABYADT5ZuAAARVi4ADAvG7kAMAADPlm5AAMAAfS6AAYAMAAWERI5uAAWELkAHQAB9LoAIAAWADAREjkwMTceATMyNjU0LgIvAS4DNTQ%2BAjMyFhcHLgEjIgYVFB4CHwEeAxUUDgIjIiYndSViNkZMEiArGV4ZMikaIDlPLz5oJCwgTTE8RhUhKhVcHjUnFyA8VjZIeS2PJS07MBkjGRQLKQocKDckJUAvGi0kNh0hMy0YIRkSCSgMHyk3JCdEMx00LQAAAQAqAAACLgKQAAcAMwC4AABFWLgAAi8buQACAA0%2BWbgAAEVYuAAHLxu5AAcAAz5ZuAACELkAAQAB9LgABdAwMQEjNSEVIxEjAQLYAgTYVAJKRkb9tgAAAAEAT%2F%2F0AgkCkAAZADMAuAAARVi4AAAvG7kAAAANPlm4AABFWLgAFC8buQAUAAM%2BWbkABwAB9LgAABC4AA3QMDETMxEUHgIzMj4CNREzERQOAiMiLgI1T1QVJTIeHjImFVEhOlEwMFI7IQKQ%2FmYzRysUFCtHMwGa%2FmhHYj8cHD9iRwAAAAEAKwAAAi0CkAAPADMAuAAARVi4AAAvG7kAAAANPlm4AABFWLgADy8buQAPAAM%2BWbkABQAB9LgAABC4AAzQMDETMxMeARczPgM3EzMDIytYahEcEgQJEA8PCGlV0GECkP6eO2Q6HTU0Nh0BYv1wAAABAAoAAAJOApEAIQBNALgAAEVYuAABLxu5AAEADT5ZuAAARVi4ACAvG7kAIAADPlm7ABwAAQAKAAQruAAgELkABgAB9LgAD9C4AAEQuAAU0LgAIBC4ABfQMDETMxMeARczPgE%2FATMXHgEXMz4BNxMzAyMDLgEnIw4BBwMjClM1AgkDAwsVCkU7RQkVCwQDCAMyT2FcSwcMBQMGDAhIWgKR%2FmQqTykpUCny8ihRKSlQKQGc%2FW8BEx08HR08Hf7tAAABADYAAAIiApAAGQBdALgAAEVYuAACLxu5AAIADT5ZuAAARVi4ABgvG7kAGAADPlm6AAAAGAACERI5ugAGABgAAhESObgAAhC4AAvQugANABgAAhESObgAGBC4AA%2FQugAUABgAAhESOTAxEwMzFx4BFzM%2BAT8BMwMTIycuAScjDgEPASP6t1xcDRgQBA4VDFpYt8RcYw4bEQQOGg1iWAFTAT2oFysdHSsXqP6%2F%2FrGxGDMeHjMYsQAAAQAmAAACMgKQAA8AQAC4AABFWLgAAS8buQABAA0%2BWbgAAEVYuAALLxu5AAsADT5ZuAAARVi4AA4vG7kADgADPlm6AAcADgABERI5MDElAzMXHgEXMz4BPwEzAxUjAQLcWGMTJBQEFCYTX1bcVOoBpsMmSygoTCbC%2FlrqAAEAQQAAAhsCkQAJAD0AuAAARVi4AAMvG7kAAwANPlm4AABFWLgACC8buQAIAAM%2BWbkABgAB9LgAANC4AAMQuQABAAH0uAAF0DAxNwEhNSEVASEVIUEBb%2F6xAbX%2BkAF1%2FiYyAhlGMv3oRwAAAAEA4v9oAfYCxAAHABcAuwAFAAEABgAEK7sAAQABAAIABCswMRMhFSMRMxUh4gEU09P%2B7ALEMP0EMAAAAAEAY%2F9gAfUCxgADABgAuAAARVi4AAAvG7kAAAAPPlm4AALcMDETMwEjY0oBSEoCxvyaAAABAGP%2FaAF3AsQABwAXALsAAAABAAUABCu7AAQAAQABAAQrMDEFESM1IREhNQE10gEU%2FuxoAvww%2FKQwAAABAG8BHAHpAp4ACQAmALgAAEVYuAAALxu5AAAADT5ZuAAC3LoABQAAAAIREjm4AAnQMDEBMxMjLwEjDwEjAQhImUhCMQQxQkgCnv5%2BsIWFsAAAAAABADz%2FdAIc%2F7sAAwANALsAAAABAAEABCswMQUVITUCHP4gRUdHAAD%2F%2FwC5Aj0BbQLREgYAygAAAAIAUf%2F0AgMB8gAhAC8AgAC4AABFWLgAEy8buQATAAc%2BWbgAAEVYuAAdLxu5AB0AAz5ZuAAARVi4ABcvG7kAFwADPlm6AAUAEwAXERI5uAAFL7gAExC5AAoAAfS4AB0QuQAnAAH0ugANAAoAJxESOboAGQAXABMREjm4ABkQuQAqAAH0uAAFELkAKwAB9DAxNzQ%2BAjcuAyMiBgcnPgMzMhYVESMnIw4BIyIuAjcUHgIzMjY3NQ4DUSdVhl4BDh4xIzBYIiASMTc%2BIGRhQwcDKWM0IjwtGlASHScVKlEqTmk%2FGn4pPSwcCBksIRQlFTgMGRQNbVv%2B1kIgLhMjMycVHRMJJSOABhYfJwAAAAACAF3%2F9AIcAsgAFgAnAIMAuAAARVi4AAYvG7kABgAHPlm4AABFWLgAAC8buQAAAA8%2BWbgAAEVYuAAQLxu5ABAAAz5ZuAAARVi4ABYvG7kAFgADPlm6AAMABgAQERI5ugAUABAABhESObgAFBC5ABcAAfS4ABAQuQAaAAH0uAAGELkAJAAB9LgAAxC5ACcAAfQwMRMzFQc%2BATMyHgIVFA4CIyImJyMHIzceATMyPgI1NC4CIyIGB11SAiNXKzFMMxokPVArI1EjAwdCUiNHGiA2KBYQITQkIEkmAsjCXiIoI0FbOD5iRCMjHzZyHxobMUgtKEIvGiMmAAEAUP%2F0AhsB8gAhADkAuAAARVi4AAUvG7kABQAHPlm4AABFWLgAHS8buQAdAAM%2BWbgABRC5AAwAAfS4AB0QuQAWAAH0MDE3ND4CMzIWFwcuASMiDgIVFB4CMzI2NxcOASMiLgJQK0pjNzxXHikeQSYqRjEcGzFFKi1LHyQoYzY5YUgo8j1fQiIqHTUaHhsyRSoqRDEbIxo1JCgiQV8AAAACADz%2F9AH7AsgAFgAkAIMAuAAARVi4AAUvG7kABQAHPlm4AABFWLgACi8buQAKAA8%2BWbgAAEVYuAASLxu5ABIAAz5ZuAAARVi4AAwvG7kADAADPlm6AAgABQASERI5ugAOABIABRESObgAEhC5ABoAAfS4AA4QuQAcAAH0uAAIELkAHQAB9LgABRC5ACAAAfQwMTc0PgIzMhYXJzUzESMnIw4BIyIuAjcUFjMyNzUuASMiDgI8JT1QKy1EIgNSRAcDHlMtME04HlVLREhBIT8gIDcpGPI7X0IkIh1au%2F04QB8tIkFePlhiSfIfGhsxRAACAEX%2F9AIZAfIAHgAnAEMAuAAARVi4AAUvG7kABQAHPlm4AABFWLgAGi8buQAaAAM%2BWbsAJwABAA0ABCu4ABoQuQATAAH0uAAFELkAIgAB9DAxNzQ%2BAjMyHgIVFAYHIR4DMzI2NxcOASMiLgIlNCYjIg4CB0UqRVkvNFI5HgEC%2FoQBHTFDKCtHIh0kXDs2X0cpAYhMRB43LB4F8jxfQiMhPFQzDRkJJz4sGBgVNhciI0FeZElOFCc4JAAAAAEAZwAAAkIC1AAWAFYAuAAARVi4ABQvG7kAFAAPPlm4AABFWLgAEC8buQAQAAc%2BWbgAAEVYuAAMLxu5AAwAAz5ZuAAUELkAAwAB9LgAEBC4AAfQuAAQELkADQAB9LgACtAwMQEuASMiBh0BMxUjESMRIzU3NTQ2MzIXAi8eMyBCOczMUYuLX2VIRAJ6DglDPCxD%2Fl0Boz4FKVlsHAAAAAADAEj%2FIAI2AfIAEQBFAFUAsgC4AABFWLgAJS8buQAlAAc%2BWbgAAEVYuAAoLxu5ACgABz5ZuAAARVi4ACcvG7kAJwAHPlm4AABFWLgAQy8buQBDAAU%2BWbgAAEVYuAAMLxu5AAwAAz5ZuABDELkAAwAB9LgADBC4AA%2FQuAAV0LgADBC5ADoAAfS4ADLcuQBGAAH0ugA1AEYAMhESObgANRC4ABzQuAAoELkAKQAB9LgAJxC5ACoAAfS4ACUQuQBOAAH0MDEXFBYzMj4CNTQmKwEiJicOAQc0Njc1LgE1NDY3NS4BNTQ%2BAjMyFzMVIx4BFRQOAiMiJicGFRQWOwEyFhUUDgIjIiYTMjY1NC4CIyIOAhUUFo9RTipEMBk3OF8VJRAjG0cpJxQeHhwZIx80RScoIMmCERwdM0UnEysUJjUwbV5bJkZkPmt12y9BEh4pFxcpHhJCUSYwERwkEyMYAwUTKR0dOBcECyYfFzETBBM%2FLChALRkMPxI0ICc%2BKxcJCRggHRs0PiI%2BLhxGAWs%2BNRkqHhERHioZNT4AAAAAAQBdAAACCwLIABYAZQC4AABFWLgAAC8buQAAAA8%2BWbgAAEVYuAAGLxu5AAYABz5ZuAAARVi4ABYvG7kAFgADPlm4AABFWLgACy8buQALAAM%2BWboAAwAGAAsREjm4AAYQuQAPAAH0uAADELkAFAAB9DAxEzMVBz4BMzIWFREjETQmIyIOAgcRI11SBCdYOVdRUjQ8FiUkJhVSAsjCcyk2Y2H%2B0gEjRUMLFiEW%2Fq0AAAACAFoAAAGeAskABQARADsAuAAARVi4AAAvG7kAAAAHPlm4AABFWLgAAi8buQACAAM%2BWbgAABC5AAQAAfS4AAAQuAAG3LgADNwwMRMhESMRIyUiJjU0NjMyFhUUBloBNFLiAQIdJSUdHCYmAeb%2BGgGjpyIdHSMjHR0iAAAAAgA3%2FycBngLJABUAIQBBALgAAEVYuAAALxu5AAAABz5ZuAAARVi4AAcvG7kABwAFPlm5AA4AAfS4AAAQuQAUAAH0uAAAELgAFty4ABzcMDETIREUDgIjIiYnNx4BMzI%2BAjURIyUiJjU0NjMyFhUUBloBNBQvTjsmSB0bGjkcJDAcC%2BIBAh0lJR0cJiYB5v4OLUs3HhMOPQ0OEiIxHwG1pyIdHSMjHR0iAAAAAAEAagAAAj4CyAAMAG0AuAAARVi4AAQvG7kABAAHPlm4AABFWLgAAC8buQAAAA8%2BWbgAAEVYuAAMLxu5AAwAAz5ZuAAARVi4AAgvG7kACAADPlm6AAIAAAAMERI5ugAJAAAACBESObgACRC4AAbQuAACELkACgAB9DAxEzMRMwEzBxMjJwcVI2pSBAEGXsLcXLNzUgLI%2Fh4BAMH%2B2%2FNvhAABAFH%2F9AIZAsgAEAA1ALgAAEVYuAAALxu5AAAADz5ZuAAARVi4AAsvG7kACwADPlm5AAUAAfS4AAAQuQAQAAH0MDETMxEUFjMyNxcOASMiJjURI1H4MywoNBUhOihOUaYCyP3VNi8XPgwRWFcB4gAAAQA8AAACLAHyACAAowC4AABFWLgABi8buQAGAAc%2BWbgAAEVYuAALLxu5AAsABz5ZuAAARVi4AAAvG7kAAAAHPlm4AABFWLgAIC8buQAgAAM%2BWbgAAEVYuAAYLxu5ABgAAz5ZuAAARVi4ABAvG7kAEAADPlm6AAIAIAAAERI5uAACELgACNC4AAsQuQATAAH0uAAIELkAFgAB9LgABhC5ABsAAfS4AAIQuQAeAAH0MDETMxczPgEzMhc%2BATMyFhURIxE0IyIGBxEjETQjIgYHESM8QAcDEjEqShIWNCkzN081GiYTQjcaJBNPAeZAIipUJi5NSf6kAVVWJSb%2BoAFVViUm%2FqAAAAAAAQBdAAACCwHyABYAZQC4AABFWLgABi8buQAGAAc%2BWbgAAEVYuAAALxu5AAAABz5ZuAAARVi4ABYvG7kAFgADPlm4AABFWLgACy8buQALAAM%2BWboAAgAGABYREjm4AAYQuQAPAAH0uAACELkAFAAB9DAxEzMXMz4BMzIWFREjETQmIyIOAgcRI11EBwQmWDlXUVI0PBYlJCYVUgHmUyk2Y2H%2B0gEjRUMLFiEW%2Fq0AAAACADz%2F9AIcAfIAEwAnADUAuAAARVi4AAUvG7kABQAHPlm4AABFWLgADy8buQAPAAM%2BWbkAGQAB9LgABRC5ACMAAfQwMTc0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4CPCdCVzAwV0InJ0JXMDBXQidVFik5IyM5KRYWKTkjIzkpFvI9X0IiIkJfPTxfQSIiQV88KkQxGxsxRCoqRTIbGzJFAAACAF3%2FMwIcAfIAFgAlAIMAuAAARVi4AAkvG7kACQAHPlm4AABFWLgAAy8buQADAAc%2BWbgAAEVYuAATLxu5ABMAAz5ZuAAARVi4AAIvG7kAAgAFPlm6AAUACQATERI5ugAWABMACRESObgAFhC5ABcAAfS4ABMQuQAaAAH0uAAJELkAIgAB9LgABRC5ACUAAfQwMRcVIxEzFzM%2BATMyHgIVFA4CIyImJzceATMyNjU0LgIjIgYHr1JEBwMiWS0xSzMaJD1QLCJPIQIjRhlCVBAhNCQgSSYppAKzPiAqI0FbOT5hRCMhHj8fGmZbKEIvGiMmAAAAAgA8%2FzMB%2BwHyABYAJACDALgAAEVYuAAFLxu5AAUABz5ZuAAARVi4AAsvG7kACwAHPlm4AABFWLgAEi8buQASAAM%2BWbgAAEVYuAANLxu5AA0ABT5ZugAIAAUAEhESOboADwASAAUREjm4ABIQuQAaAAH0uAAPELkAHAAB9LgACBC5AB0AAfS4AAUQuQAgAAH0MDE3ND4CMzIWFzM3MxEjNTcOASMiLgI3FBYzMjc1LgEjIg4CPCU9UCstRiMDB0JSBCBRLTBNOB5VS0RIQSE%2FICA3KRjyO19CJCIgNv1Ns1gfKyJBXj5YYknyHxobMUQAAQCSAAACGQHyABIAVAC4AABFWLgAAC8buQAAAAc%2BWbgAAEVYuAAGLxu5AAYABz5ZuAAARVi4ABEvG7kAEQADPlm6AAIAEQAAERI5uAAGELkADQAB9LgAAhC5ABAAAfQwMRMzFzM%2BATMyFhcHLgEjIgYHESOSRAcDJm9EGy4XExojHTdlLFIB5nM7RAkLRwkIP0z%2B4wAAAAABAEj%2F9AIOAfIALQBJALgAAEVYuAATLxu5ABMABz5ZuAAARVi4ACovG7kAKgADPlm5AAMAAfS6AAYAKgATERI5uAATELkAGgAB9LoAHwATACoREjkwMTceATMyNjU0JicuAzU0PgIzMhYXBy4BIyIOAhUUFhceARUUDgIjIiYncCleQkJARVkmQzIeGjNNMjdoJCggTi0iLhwMUkJjXxw3UTRIeS12HiQsIBwsFgkaIyoaHTMlFSUZNRccCxMaDh4nERlAOB40KBctHwABAEX%2F9AIiAm4AGwBNALgABS%2B4AABFWLgAAy8buQADAAc%2BWbgAAEVYuAAWLxu5ABYAAz5ZuAADELkAAQAB9LgAAxC4AAfQuAABELgACNC4ABYQuQAPAAH0MDETIzU%2FATMVMxUjFRQeAjMyNjcXDgEjIi4CNc6JjAtE7%2B8MHDAjIzgaEiFQKDVIKxMBoz4FiIhD5yExIhEMCjwMER01Si0AAQBN%2F%2FQB%2BQHmABQAZQC4AABFWLgACi8buQAKAAc%2BWbgAAEVYuAATLxu5ABMABz5ZuAAARVi4AAYvG7kABgADPlm4AABFWLgAAC8buQAAAAM%2BWboAAgAGABMREjm4AAYQuQAPAAH0uAACELkAEgAB9DAxISMnIw4BIyImNREzERQWMzI2NxEzAflDBwQlVzlYUVMzPSpEKVJVKzZjYQEu%2Ft1FQysvAVEAAQAzAAACJQHmAA0APAC4AABFWLgAAC8buQAAAAc%2BWbgAAEVYuAAKLxu5AAoABz5ZuAAARVi4AA0vG7kADQADPlm5AAUAAfQwMRMzEx4BFzM%2BATcTMwMjM1NwDxsNBA0ZD3BPyVwB5v7sJUcjI0clART%2BGgABAAgAAAJQAeYAIQB0ALgAAEVYuAAALxu5AAAABz5ZuAAARVi4AAovG7kACgAHPlm4AABFWLgAFC8buQAUAAc%2BWbgAAEVYuAAhLxu5ACEAAz5ZuAAARVi4ABcvG7kAFwADPlm6AAYAAAAhERI5uAAGELgAD9C6ABwAAAAXERI5MDETMxMeARczPgE%2FATMXHgEXMz4BNxMzAyMnLgEnIw4BDwEjCFQ7BwwFBAcOCDtGPAgOCAQHCwY7TmpjOgcMCAQGDAk4YgHm%2FucjQiIiQyL8%2FCNCIiJCIwEZ%2Fhr2I0UlIEQq9QABAEAAAAIXAeYAGQBlALgAAEVYuAABLxu5AAEABz5ZuAAARVi4AAsvG7kACwAHPlm4AABFWLgAGS8buQAZAAM%2BWbgAAEVYuAAPLxu5AA8AAz5ZugATAAEAGRESObgAExC4AADQuAATELgADdC4AAfQMDE3JzMXHgEXMz4BPwEzBxcjJy4BJyMOAQ8BI%2FmrW00NHQ8EDhwNSVetulpVDyEQBA8eD1BY%2FOprFCoUFCwUafH1cBUuFRYrF3AAAAEAMf8vAicB5gAcAFsAuAAARVi4AAgvG7kACAAHPlm4AABFWLgAEi8buQASAAc%2BWbgAAEVYuAAZLxu5ABkABT5ZuAAARVi4AAcvG7kABwADPlm4ABkQuQADAAH0ugAOAAgABxESOTAxFx4BMzI2PwEDMxMeARczPgE3EzMDDgMjIic3VAoXCzNAEg%2FjU3cOHw8EDRsMak7WDiQyQSkkHBGGAwQ7LSQB5%2F7zIEojI0khAQ398iQ%2BLRoKQQAAAQBHAAACFAHmAAkAPQC4AABFWLgAAy8buQADAAc%2BWbgAAEVYuAAILxu5AAgAAz5ZuQAGAAH0uAAA0LgAAxC5AAEAAfS4AAXQMDE3ASE1IRUBIRUhRwFN%2FtgBnv6yAVj%2BMywBd0Ms%2FolDAAAAAQB4%2F2gB9gLEADkAKwC7ADMAAQA0AAQruwAZAAEAGgAEK7sACwABAAoABCu6ACcACgALERI5MDEFND4CNTQuAiM1Mj4CNTQmNTQ%2BAjsBFSMiDgIVFBYVFAYHFR4BFRQGFRQeAjsBFSMiLgIBAAMDAwwgOSwsOSAMCRYuRi89NCYxGwoGJzQ0JwYKGzEmND0vRi4WExsxLi4ZDxsWDjQOFhsPMF00JzMeDTAKFSMYK1svMTMJBAkzMTNULhgjFQowDR4zAAEBB%2F8GAVEC7gADAAsAugABAAIAAyswMQEzESMBB0pKAu78GAAAAAABAGP%2FaAHgAsQAOQArALsAAAABADcABCu7ABoAAQAXAAQruwAnAAEAKAAEK7oADAAoACcREjkwMRcyPgI1NCY1NDY3NS4BNTQ2NTQuAisBNTMyHgIVFAYVFB4CMxUiDgIVFB4CFRQOAisBNZYmMRwKBiY0NCYGChwxJjM9L0UuFgkMIDksLDkgDAMDAxYuRS89aAoVIxguVDMxMwkECTMxL1srGCMVCjANHjMnNF0wDxsWDjQOFhsPGS4uMRsnMx4NMAAAAQBMAP8CDAGVABkAJwC7AAMAAQAWAAQruwARAAEACAAEK7gAAxC4AA3QuAARELgAGdAwMRM%2BATMyHgIzMj4CNxcOASMiLgIjIgYHTBpIJh4vKScVDBUVEgk1GkgmHi8pJxUXKREBFkY3GiAaBxMiGhhGNhogGiI0AAAAAAIA4%2F9IAXUB8gAFABEAHAC4AABFWLgADy8buQAPAAc%2BWbgACdy4AATcMDEFFyM3EzM3FAYjIiY1NDYzMhYBUgJQAgo4LSseHisrHh4rWl5eAVinJCkpJCMqKgAAAgBx%2F98B%2BgKNAAYAJQBcALgAAEVYuAAYLxu5ABgACz5ZuwAiAAEACgAEK7sAGgABACEABCu4ACEQuAAA0LgAAC%2B4ACIQuAAG0LgABi%2B4AAoQuAAN0LgADS%2B4AAzcuAAaELgAF9C4ABcvMDEBDgEVFBYfAQ4BBxUjNS4DNTQ%2BAjc1MxUeARcHLgEnET4BNwE6OEA%2FOcAeSCczLUo1HR82SiozLEAXKBQtGiA0FQHdDVhCQ1gNCRoiA2doBSQ9VDU0UzwkBmpnAiIWNBIWAv6oAhsSAAABAE0AAAITAooAKQBXALgAAEVYuAATLxu5ABMACz5ZuAAARVi4AAEvG7kAAQADPlm7AAgAAQALAAQruAABELkAAAAB9LgAA9C4ABMQuQAaAAH0uAALELgAINC4AAgQuAAj0DAxJRUhNT4BNTQnIzU3LgE1ND4CMzIWFwcuASMiBhUUFhczFSMWFRQGBxUCE%2F47Pz0IdWMLFR43TTA%2BVR0wFzsqQkUTC72tBiUmR0cyHF85Gh00BCA9ICpEMBorIC8XHkE0IDsgOBsdNUYfBAAAAgA6AFMCHgJBACAANAAXALsAJgABAB0ABCu7AAwAAQAwAAQrMDE%2FAS4BNTQ2Nyc3FzYzMhc3FwceARUUBgcXBycOASMiJwc3FB4CMzI%2BAjU0LgIjIg4COlQRExIRUyxXMD8%2BMVcsVBETExFULFgXOR4%2BMVdQEyArGBgrIBMTICsYGCsgE4BVFzojIzsXVi1aJSVaLVYXOyMjOhdVLVkTEyZZ9h4xJBMTJDEeHjEkExMkMQAAAQA1AAACIwJ%2BAB0AbAC4AABFWLgAAC8buQAAAAs%2BWbgAAEVYuAAJLxu5AAkACz5ZuAAARVi4ABMvG7kAEwADPlm6AAUAEwAJERI5uAAFELgAC9C5AA4AAfS4ABnQuAAY3LgAD9C5ABIAAfS4ABXQuAALELgAHNAwMRMXHgEXMz4BPwEzAzMVIxUzFSMVIzUjNTM1IzUzA4pcESETBBIiElxSuqK3t7dStbW1obkCfqshQyMjQyGr%2FsAvQTCenjBBLwFAAAIBB%2F8GAVEC7gADAAcAEwC6AAEABQADK7oAAwAHAAMrMDEBMxEjFxEjEQEHSkpKSgLu%2FjVN%2FjAB0AAAAAIAW%2F%2FAAf0CrAAPAEcATwC7AC8AAQAoAAQruwBEAAEAEwAEK7oAMgAoABMREjm6ABYARAAvERI5ugAgADIAFhESObgAIBC4AADQugA8ABYAMhESObgAPBC4AAjQMDElPgE1NC4CJw4BFRQeAhMuASMiBhUUHgQVFAYHHgEVFA4CIyImJzceATMyNjU0LgQ1NDY3LgE1ND4CMzIWFwFzICMpPkkgHyUpP0lUGjgjKiYqP0k%2FKjEpDg8YKjskN1wgMho9KiktKj5KPiozKA4REyY4JjJRHsAOJiIiLCEdEhApHyErIRwBaxQaJRobJB4eKz0uMDwWECcaHjIkFSYhLRgcKB0cJh4dKj0uLUAVECcaGi8kFSIXAP%2F%2FAJYCTAHCAroSBgDPAAAAAwAe%2F%2FUCOgKNABMAJwBFAE0AuAAARVi4AAUvG7kABQALPlm4AABFWLgADy8buQAPAAM%2BWbkAGQAB9LgABRC5ACMAAfS4AC3QuQA0AAH0uAAZELgAQdC5ADoAAfQwMRM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4CFzQ%2BAjMyFhcHLgEjIgYVFBYzMjY3Fw4BIyIuAh4pSWM5OWNJKSlJYzk5Y0kpLiA7UzIyUzsgIDtTMjJTOyBGGy47ISMxFCIQHxQuODUtGiYRHhc0JiI7LBkBQ0x7VS4uVXtMTXtXLy9Xe01Ca00qKk1rQkJqTCkpTGpCK0YyGhsUJw4RSztCTRQOKhQbGzNJAP%2F%2FAKcA%2FAG6Ak4SBgDSAAD%2F%2FwBTADQB%2BAHEEiYA3Y4AEAYA3XMAAAAAAQBVAGgCAwFpAAUADQC7AAEAAQAEAAQrMDETIREjNSFVAa5C%2FpQBaf7%2Fw%2F%2F%2FAFUBKwIDAWkSBgDiAAAABABwAT8B6ALJABMAJwA1AD4APQC7ABQAAQAAAAQruwAKAAEAHgAEK7sANgABADIABCu4AB4QuAAp0LgAMhC4AC%2FQuAAUELgANNC4ADHQMDEBIi4CNTQ%2BAjMyHgIVFA4CJzI%2BAjU0LgIjIg4CFRQeAgMzMhYVFAYHFyMnIxUjNzI2NTQmKwEVASwnRTMdHTNFJydEMx4eM0QnHzcnFxcnNx8gNigXFyg2KUwgLxURLi4jKSlDFBgTFxwBPx00SCwsSDQdHTRILCxINB0lFyo7JCM7KxgYKzsjJDsqFwEIHSQSHwZTRkZmEREPEkMAAAD%2F%2FwCxAlkBpwKSEgYAzgAAAAIArwGtAaoCrQATAB8AFwC7AAoAAQAaAAQruwAUAAEAAAAEKzAxASIuAjU0PgIzMh4CFRQOAicyNjU0JiMiBhUUFgEsGS0jFBQjLRkZLiIVFSIuGSIqKiIhKioBrRIhLx0eLyISEiIvHh0vIRIuLiMlLi4lIy4AAAIAVQAAAgMCLAALAA8ARAC4AABFWLgADi8buQAOAAM%2BWbsAAwABAAAABCu4AAMQuAAE3LgAAxC4AAbQuAAAELgACNC4AA4QuQAMAAH0uAAL3DAxASM1MzUzFTMVIxUjByEVIQELtrZCtrZCtgGu%2FlIBMD6%2Bvj6xQT4AAP%2F%2FAK4BuAGnAvUSBwDmAAEBuAAA%2F%2F8ArAGsAaQC9RIHAOcAAAG4AAD%2F%2FwDrAj0BnwLREgYAywAAAAEATf9FAi4B5gAoAHMAuAAoL7gAAEVYuAAALxu5AAAABz5ZuAAARVi4AAsvG7kACwAHPlm4AABFWLgAHy8buQAfAAM%2BWbgAAEVYuAAYLxu5ABgAAz5ZuAAfELkABQAB9LoAHAALAB8REjm4ABwQuQAKAAH0uAAYELkAEgAB9DAxEzMRFBYzMj4CNxEzDgEVFBYzOgE3FwYjIiYnIw4BIyImJxwBHgEXI01TNDkTJiYnFFMCAxALBAcHDBMdJiQFAyBRLyM7FAICAlMB5v7dQ0UJGCsjATxjz1gUEAI%2BCDU6ODUVICY7NDMeAAAAAgBI%2F7AB5QKQAAMAEAAlALgAAEVYuAAALxu5AAAADT5ZuAAARVi4AA8vG7kADwANPlkwMQEzESMDIyIuAjU0PgI7AQGUUVE2IDVaQiUkP1YyKwKQ%2FSABMhk1Ujk7UTMWAAAA%2F%2F8A2wEHAX0BsBIHABMAAAETAAD%2F%2FwDd%2FysBdgADEgYA0QYA%2F%2F8A0AG4AWEC6RIHAOUAAAG4AAD%2F%2FwCOAPwBygJOEgYA0wAA%2F%2F8AYQA0AgYBxBImAN6OABAGAN5zAAAA%2F%2F8AHAAAAj8CfhInAOX%2FewFNECYA3wAAEAcA6ACGAAD%2F%2FwAcAAACPAJ%2BEicA5f97AU0QJgDfAAAQBwDmAIcAAP%2F%2FACcAAAJVAooSJwDn%2F3sBTRAmAN8ZABAHAOgAhgAAAAIAe%2F88AewB8gAbACcAKgC4AABFWLgAJS8buQAlAAc%2BWbsACgABABEABCu4ACUQuAAf3LgAG9wwMSUWDgQVFBYzMjY3Fw4BIyImNTQ%2BBCc3FAYjIiY1NDYzMhYBZwYSIywnGjg3JkEbMCFdOlRlGyctJBQEZyweHisrHh4s%2FiQ4LignKxkqNh4bLSMuVEghMysoLDIhpyQpKSQjKioAAP%2F%2FACAAAAI4AzISJgAmAAAQBgDpAAAAAP%2F%2FACAAAAI4AzISJgAmAAAQBgDqAAAAAP%2F%2FACAAAAI4AzISJgAmAAAQBgDrAAAAAP%2F%2FACAAAAI4AzMSJgAmAAAQBgDsAAAAAP%2F%2FACAAAAI4Ay0SJgAmAAAQBgDtAAAAAP%2F%2FACAAAAI4A2sSJgAmAAAQBgDuAAAAAAAC%2F%2F8AAAJPApAABgAWAGYAuAAARVi4AA4vG7kADgANPlm4AABFWLgACC8buQAIAAM%2BWbgAAEVYuAAMLxu5AAwAAz5ZuwAAAAEACgAEK7sAEwABABQABCu4AA4QuQABAAH0uAAIELkABwAB9LgAARC4ABHQMDEBESMOAQ8BBRUhNSMHIwEhFSMVMxUjFQE9AxQrFC4Blv7unklXAQQBQ72TkwECAUw2aTZ3u0e%2FvwKQRs1H7%2F%2F%2FAEL%2FKwIqApwSJgAoAAAQBgDvLwAAAP%2F%2FAHMAAAISAzISJgAqAAAQBgDpHwAAAP%2F%2FAHMAAAISAzISJgAqAAAQBgDqHwAAAP%2F%2FAHMAAAISAzISJgAqAAAQBgDrHwAAAP%2F%2FAHMAAAISAy0SJgAqAAAQBgDtHwAAAP%2F%2FAF8AAAH5AzISJgAuAAAQBgDpAAAAAP%2F%2FAF8AAAH5AzISJgAuAAAQBgDqAAAAAP%2F%2FAF8AAAH5AzISJgAuAAAQBgDrAAAAAP%2F%2FAF8AAAH5Ay0SJgAuAAAQBgDtAAAAAAACABAAAAIrApAADAAZAFMAuAAARVi4AAQvG7kABAANPlm4AABFWLgACy8buQALAAM%2BWbsAAwABAAAABCu4AAsQuQANAAH0uAAEELkAEwAB9LgAAxC4ABXQuAAAELgAF9AwMRMjNTcRMzIWFRQGKwE3MjY1NCYrARUzFSMVW0tLoZSbm5Gkm3Bvb3BIj48BQSoFASConZ2uRIp9fYTcL%2F3%2F%2FwBTAAACBQMzEiYAMwAAEAYA7AYAAAD%2F%2FwAw%2F%2FQCKAMyEiYANAAAEAYA6QAAAAD%2F%2FwAw%2F%2FQCKAMyEiYANAAAEAYA6gAAAAD%2F%2FwAw%2F%2FQCKAMyEiYANAAAEAYA6wAAAAD%2F%2FwAw%2F%2FQCKAMzEiYANAAAEAYA7AAAAAD%2F%2FwAw%2F%2FQCKAMtEiYANAAAEAYA7QAAAAAAAQBmAH4B8gIVAAsAKQC6AAUACQADK7oACgAJAAUREjm4AAoQuAAB0LgAChC4AAfQuAAE0DAxPwEnNxc3FwcXBycHZpqaLJqaLJqaLJqaq5%2BeLZ%2BfLZ6fLaCgAAADAC3%2F4gIsAq4ACgAVAC8AfQC4AABFWLgAKy8buQArAA0%2BWbgAAEVYuAAeLxu5AB4AAz5ZugAVAB4AKxESObgAFRC4AADQuAAeELkAAwAB9LoACgAeACsREjm4AAoQuAAL0LgAKxC5AA4AAfS4AAoQuAAW0LgAABC4ACDQuAAVELgAI9C4AAsQuAAt0DAxNx4BMzI%2BAjU0LwEuASMiDgIVFBcBHgEVFA4CIyInByc3LgE1ND4CMzIXNxfAFTcgJT4rGBkfFTghJj0rGBsBTB0eJUNdN1pANTA%2FHR8lQ1w4XD82L3QaHSZHYz5ZQDgaHSVEYj1fQAGFK3NIT39ZMD1PIF0tdklPfVcuPU8gAAAA%2F%2F8AT%2F%2F0AgkDMhImADoAABAGAOkAAAAA%2F%2F8AT%2F%2F0AgkDMhImADoAABAGAOoAAAAA%2F%2F8AT%2F%2F0AgkDMhImADoAABAGAOsAAAAA%2F%2F8AT%2F%2F0AgkDLRImADoAABAGAO0AAAAA%2F%2F8AJgAAAjIDMhImAD4AABAGAOoAAAAAAAIAZQAAAiECkAAQABkAOQC4AABFWLgAAC8buQAAAA0%2BWbgAAEVYuAAPLxu5AA8AAz5ZuwARAAEADQAEK7sAAwABABcABCswMRMzFTMyHgIVFA4CKwEVIzcyNjU0JisBEWVUdjZaPyMjQFk2dlS%2FV1NVVWsCkG4ULkk2NE0yGJbaQEdHNv78AAABAFj%2F9AI0AtQAOQBaALgAAEVYuAAFLxu5AAUADz5ZuAAARVi4ADkvG7kAOQADPlm4AABFWLgAGy8buQAbAAM%2BWbkAIgAB9LoADwAFACIREjm4AAUQuQA0AAH0ugAlABsANBESOTAxEzQ%2BAjMyHgIVFA4CFRQeBBUUDgIjIiYnNx4BMzI2NTQuBDU0PgI1NCYjIgYVESNYHDRKLyg9KhUcIhweLDUsHhcrPCUqRiAhHDQdKi0eLTQtHhwiHCwqNz9SAgcuTDYdGCk1HiY1LCkaGCAbGiQ1JyA2KBcYFToUEy8fHSYdGSEtIyIxLS8gJTFLS%2F4FAAAA%2F%2F8AUf%2F0AgMC0RImAEYAABAGAMoOAAAA%2F%2F8AUf%2F0AgMC0RImAEYAABAGAMsOAAAA%2F%2F8AUf%2F0AgMC0RImAEYAABAGAMwOAAAA%2F%2F8AUf%2F0AgMCsBImAEYAABAGAM0OAAAA%2F%2F8AUf%2F0AgMCuhImAEYAABAGAM8OAAAA%2F%2F8AUf%2F0AgMC1xImAEYAABAGANAOAAAAAAMAEf%2F0AlUB8gAuADcARAClALgAAEVYuAANLxu5AA0ABz5ZuAAARVi4ABMvG7kAEwAHPlm4AABFWLgAJi8buQAmAAM%2BWbgAAEVYuAAsLxu5ACwAAz5ZuwAvAAEAGwAEK7oAAwANACwREjm4AAMvuAANELkABgAB9LoAEAAmAA0REjm4ACYQuQAfAAH0ugApACYADRESObgAExC5ADQAAfS4ACwQuQA7AAH0uAADELkAQgAB9DAxNzQ2Ny4BIyIGByc%2BATMyFhc%2BATMyHgIVFAYHIR4BMzI2NxcOASMiJicOASMiJiU0LgIjIgYPARQWMzI2Ny4BLwEOARF8fAEnLxpBFx8eUC0wOw4YRTAlNyUSAgL%2B%2FgM8OxwvFR0ZQSY1SBgpTyY8RgH%2FCBQhGC85BfEoIho%2BGggHAQFcT4FJVxM2RRkQOBQgOCovMyQ9UC0OGg1MXRINNhEaMCstLkvXHzgrGVJJkScoJCMWNR0ZEDr%2F%2FwBQ%2FysCGwHyEiYASAAAEAYA0SoAAAD%2F%2FwBF%2F%2FQCGQLREiYASgAAEAYAyg8AAAD%2F%2FwBF%2F%2FQCGQLREiYASgAAEAYAyw8AAAD%2F%2FwBF%2F%2FQCGQLREiYASgAAEAYAzA8AAAD%2F%2FwBF%2F%2FQCGQK6EiYASgAAEAYAzw8AAAD%2F%2FwBaAAABnQLREiYAxAAAEAYAyjAAAAD%2F%2FwBaAAABzwLREiYAxAAAEAYAyzAAAAD%2F%2FwBaAAAB4ALREiYAxAAAEAYAzDAAAAD%2F%2FwBaAAAB8gK6EiYAxAAAEAYAzzAAAAAAAgA8%2F%2FQCGALaABQAOQBrALgAAEVYuAA0Lxu5ADQADz5ZuAAARVi4AB0vG7kAHQADPlm7ACcAAQALAAQruAAdELkAAAAB9LoAKgA0AB0REjm4ACoQuQAIAAH0ugAVADQAHRESObgAFRC4AC3QuAAVELgAN9C4ADDQMDElMj4CNTwBJy4BIyIOAhUUHgITHgEVFA4CIyIuAjU0PgIzMhYXLgEnByc3LgEnNx4BFzcXASwoOycTASNSJyg9KRUaLDx7QlAhPlg3L1ZCJyI9UzIvVBwOPS6WF4QaPCImKEoihxc4HTVILAsWCy8mGCw7IiY9KxgCKj2reTxjRycgPVc2M1M7IComRWUoTSlEEyERNBMqGkUpAAAA%2F%2F8AXQAAAgsCsBImAFMAABAGAM0SAAAA%2F%2F8APP%2F0AhwC0RImAFQAABAGAMoAAAAA%2F%2F8APP%2F0AhwC0RImAFQAABAGAMsAAAAA%2F%2F8APP%2F0AhwC0RImAFQAABAGAMwAAAAA%2F%2F8APP%2F0AhwCsBImAFQAABAGAM0AAAAA%2F%2F8APP%2F0AhwCuhImAFQAABAGAM8AAAAAAAMAVQBgAgMCMwALABcAGwAlALsAGQABABoABCu4ABkQuAAA3LgABty4ABoQuAAP3LgAFdwwMQEiJjU0NjMyFhUUBgM0NjMyFhUUBiMiJichFSEBLBcfHxcXHx9NHxcXHx8XFx%2BhAa7%2BUgHIHhgXHh4XGB7%2BzhceHhcYHh7rPgAAAwA8%2F%2BkCHAH9AAoAFgAwAH0AuAAARVi4ACwvG7kALAAHPlm4AABFWLgAHy8buQAfAAM%2BWboAFgAfACwREjm4ABYQuAAA0LgAHxC5AAIAAfS6AAoALAAfERI5uAAKELgAC9C4ACwQuQAOAAH0uAAKELgAF9C4AAAQuAAh0LgAFhC4ACTQuAALELgALtAwMTcWMzI%2BAjU0Ji8BLgEjIg4CFRQWFwEeARUUDgIjIicHJzcuATU0PgIzMhc3F8kpOiM5KRYODR4TMh0jOSkWDg0BNRsgJ0JXMFM%2FMyU1GyAnQlcwUz8zJVwmHDFFKiE6FyYSFBwyRiohOBcBICBZNzxfQSIwOx0%2BIFg2PV9CIjA7Hf%2F%2FAE3%2F9AH5AtESJgBaAAAQBgDK%2FAAAAP%2F%2FAE3%2F9AH5AtESJgBaAAAQBgDL%2FAAAAP%2F%2FAE3%2F9AH5AtESJgBaAAAQBgDM%2FAAAAP%2F%2FAE3%2F9AH5AroSJgBaAAAQBgDP%2FAAAAP%2F%2FADH%2FLwInAtESJgBeAAAQBgDLBAAAAAACAF3%2FMwIcAsgAFgAlAIMAuAAARVi4AAIvG7kAAgAPPlm4AABFWLgACC8buQAIAAc%2BWbgAAEVYuAABLxu5AAEABT5ZuAAARVi4ABIvG7kAEgADPlm6AAUACAASERI5ugAVABIACBESObgAFRC5ABcAAfS4ABIQuQAaAAH0uAAIELkAIgAB9LgABRC5ACUAAfQwMRcjETMVBz4BMzIeAhUUDgIjIiYnFzUeATMyPgI1NCYjIgYHr1JSAiNWKzFMMxslPVArJEwhASNFGiA3KBdBSSBIJs0DlclXIigjQVs5PmFEIyIdXJsfGhsxSC1QYyMmAAD%2F%2FwAx%2Fy8CJwK6EiYAXgAAEAYAzwQAAAAAAQBaAAABjgHmAAUALwC4AABFWLgAAC8buQAAAAc%2BWbgAAEVYuAACLxu5AAIAAz5ZuAAAELkABAAB9DAxEyERIxEjWgE0UuIB5v4aAaMAAAACACEAAAJPApEAEgAbAE8AuAAARVi4AAMvG7kAAwANPlm4AABFWLgADS8buQANAAM%2BWbsACAABAAkABCu4AAMQuQAGAAH0uAANELkACwAB9LgAFtC4AAYQuAAY0DAxEzQ2MyEVIxUzFSMVMxUhIi4CNxQWOwERIyIGIY19ARrClJTM%2Ftk%2BYUQkVlRWFRVWVAFLnqhGz0fuRy1Ve05%2BiQIIgwAAAAMAC%2F%2F0AlQB8gATADsARACNALgAAEVYuAAZLxu5ABkABz5ZuAAARVi4AB8vG7kAHwAHPlm4AABFWLgAMi8buQAyAAM%2BWbgAAEVYuAA3Lxu5ADcAAz5ZuwA8AAEAJwAEK7gANxC5AAUAAfS4ABkQuQAPAAH0ugAcADIAGRESObgAMhC5ACsAAfS6ADUAMgAZERI5uAAfELkAQQAB9DAxNxQeAjMyPgI1NC4CIyIOAgc0PgIzMhYXPgEzMh4CFRQGByMeATMyNjcXDgEjIiYnBiMiLgIlNC4CIyIGB1gNGiYaFiUaDg4aJRYaJhoNTRswQCUvRRQUQTAiNSMSAQLxBDo2GicUHRc7IzBIFitdJkAvGwIFCBIeFi0wBvMqRTEcHDFFKipEMhsbMkQqPV9BIj04Nz4kPFEtDhcQTF0RDjYRGjk3cCJBX2AfOCsZU0gA%2F%2F8AqAI9AbAC0RIGAMwAAP%2F%2FAM8CHgGJAtcSBgDQAAD%2F%2FwCeAkMBugKwEgYAzQAAAAEAuQI9AW0C0QADAAsAugABAAMAAyswMRMzFyO5Wlo%2FAtGUAAEA6wI9AZ8C0QADAAsAugACAAAAAyswMQEjNzMBKj9aWgI9lAAAAAABAKgCPQGwAtEABwAZALsAAQABAAQABCu4AAQQuAAD3LgABtAwMQEzFyMnIwcjAQlGYT9DBEM%2FAtGUY2MAAAAAAQCeAkMBugKwABYAJwC7AAgAAQAOAAQruAAOELgAE9y5AAMAAfS4AArQuAAOELgAFdAwMRM%2BATMyHgIzMjczDgEjIi4CIyIHI54FKygSHhkYDB8JLwUrKBIeGRgMHwkvAkMwPREUETYvPhEVETcAAAEAsQJZAacCkgADAA0AuwABAAEAAgAEKzAxEzMVI7H29gKSOQAAAAACAJYCTAHCAroACwAXAB0AuwAAAAEABgAEK7gAABC4AAzQuAAGELgAEtAwMRMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBswYHh4YFx8fqRcfHxcYHh4CTCAXFyAgFxcgIBcXICAXFyAAAAIAzwIeAYkC1wALABcAFwC6AAwAAAADK7gADBC4ABLcuAAG3DAxASImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWASwpNDQpKTQ0KRQcHBQUHBwCHjMqKjIyKiozJR4aGR4eGRoeAAABANf%2FKwFwAAMAEQAdALoAAQACAAMruAACELgAEdC4AAvcuQAKAAH0MDElMwceARUUDgIHJz4BNTQmJwEZNRkYIxgoNRwIKDEhHgM1CCAfFiAWDQMpBRcUFBUIAAIApwD8AboCTgAZACMAOQC4ABIvuwAdAAEAFwAEK7sADQABAAYABCu7AAMAAQAhAAQrugATAA0AFxESObgAExC5ACAAAfQwMRM0NjcuASMiBgcnPgEzMhYdASMnIw4BIyImNxQWMzI2NzUOAadmbQEeJx00FhkaSCg%2FPTQFAhg5ICs8PyIZFysXUUMBWTU4Cx4sFQ0rDxtIP8MlExoyLxgXFRNSCSUAAAIAjgD8AcoCTgATAB8AFwC7ABcAAQAPAAQruwAFAAEAHQAEKzAxEzQ%2BAjMyHgIVFA4CIyIuAjcUFjMyNjU0JiMiBo4aKzkgIDksGRksOSAgOSsaQjErKzExKysxAaUoPysXFys%2FKCg%2FKxcXKz8oNUBANTRBQQAAAAEAUADYAggBIAADAA0AuwABAAEAAgAEKzAxEyEVIVABuP5IASBIAAABABQA2AJEASAAAwANALsAAQABAAIABCswMRMhFSEUAjD90AEgSAAAAQDRAV4BfAK7ABEACwC6AAUACwADKzAxAQ4BBzYzMhYVFAYjIiY1NDY3AXwvNQMMDh8nKiAnM0xEAosbTzQGKCAjKj85S3cjAAAAAAEA2QFeAYQCuwARAAsAugAFAAsAAyswMRM%2BATcGIyImNTQ2MzIWFRQGB9kwNQMMDiAnKiAoMkxDAY4aTzUGJyAjK0A5S3Yj%2F%2F8A2f8fAYQAfBIHANcAAP3BAAD%2F%2FwBfAV4B7wK7EiYA1o4AEAYA1nMAAAD%2F%2FwBnAV4B9wK7EiYA144AEAYA13MAAAD%2F%2FwBn%2Fx8B9wB8EicA1%2F%2BO%2FcEQBwDXAHP9wQAAAAEAlwBzAcEBmQATAAsAugAKAAAAAyswMSUiLgI1ND4CMzIeAhUUDgIBLB42KRgYKTYeHjYpGBgpNnMVJzYhITYnFRUnNiEhNicVAAABAMUANAGFAcQABgALALoAAgAGAAMrMDE3NTcXBxcHxZknf38n1FCgI6WmIgAAAAABANMANAGTAcQABgALALoAAgAFAAMrMDElJzcXFQcnAVJ%2FJ5mZJ%2FylI6BQoCIAAAACABwAIAI8AnAAAwAHAAsAugAHAAMAAyswMT8BFwcBByc3HLchpwHvtyGnTbweywIjvB7LAAAA%2F%2F8ArAG4AbkC6RIHAOgAAAG4AAAAAQA6%2F%2FQCNgKKADEAbQC4AABFWLgAFS8buQAVAAs%2BWbgAAEVYuAADLxu5AAMAAz5ZugAoACIAAyu4ACgQuQArAAH0uAAG0LgAKBC4AAnQuAAiELgAD9C4ACIQuQAfAAH0uAAS0LgAFRC5ABwAAfS4AAMQuQAuAAH0MDElDgEjIiYnIzU3JjQ1PAE3IzU3PgEzMhYXBy4BIyIGByEVIQYUFRwBFyEVIx4BMzI2NwI2Jlw%2BYocTQDsBATtAE41qM1geMRo7JkpaDgEm%2FtUBAQED%2FQ5YRStBHlEsMYF2KwQJEgkIEAgsBXaFLSEvGiFiVzEHDggKEwkwVWAkIwAAAQBVASsCAwFpAAMADQC7AAEAAQACAAQrMDETIRUhVQGu%2FlIBaT4A%2F%2F8AHAAgAjwCcBIGAN8AAAACAKH%2F9AG3AT0ACwAXACgAuAAARVi4AAAvG7kAAAADPlm7AAYAAQASAAQruAAAELkADAAB9DAxBSImNTQ2MzIWFRQGJzI2NTQmIyIGFRQWASw9Tk49PU5OPSAuLiAgLi4MWE9OVFROT1gyOTw8NTU8PDkAAAEA0AAAAWEBMQAIAB4AuAAARVi4AAgvG7kACAADPlm7AAUAAQAAAAQrMDElIzU%2BATczESMBIlIhKRUyP%2BYqBRAM%2Fs8AAQCtAAABpgE9ABgALAC4AABFWLgAFy8buQAXAAM%2BWbsADQABAAYABCu4ABcQuQAVAAH0uAAA0DAxNz4BNTQmIyIGByc%2BATMyFhUUDgIHMxUjt05THx0UJg4nFzskNj4TISwZiO8kO04hGyAXEyEaIzUyFCcnKRY1AAAAAAEArP%2F0AaQBPQAkADwAuAAARVi4ACEvG7kAIQADPlm7ABYAAQAPAAQruwAJAAEACAAEK7gAIRC5AAMAAfS6ABsACAAJERI5MDE3HgEzMjY1NCM1MjY1NCYjIgYHJz4BMzIWFRQHHgEVFAYjIiYnzA8xGxsjYConGh0SKA8eEz0jLzs4ICdGMyNDGVESGRYZMyYcFxQXEw8mFBksKDcUCCYfLTAcGgAAAAIArAAAAbkBMQAFABAAOAC4AABFWLgACS8buQAJAAM%2BWbsAEAABAAYABCu7AAIAAQANAAQruAAQELgAANC4AAYQuAAK0DAxJTU3Iw8BFyMVIzUjNTczFTMBTgQDLTbNMjmilEcydDhSQUkrSUkfyb0AAAAAAQCpAsIBXwMyAAMACwC6AAEAAwADKzAxEzMXI6leWEUDMnAAAQD5AsIBrwMyAAMACwC6AAIAAAADKzAxASM3MwE%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%2FKwFrAAMAEQAdALoAAQACAAMruAACELgAEdC4AAvcuQAKAAH0MDElMwceARUUDgIHJz4BNTQmJwETNhkYIxgoNRwIKDEhHwM1CCAfFiAWDQMpBRcUFBUIAAAAGgE%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%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%2FAH4AgACBAOwA7gC6ANcAsACxANgA3QDZAQoBCwEMAQ0BDgEPARABEQESARMAsgCzALYAtwDEALQAtQDFAIcAvgC%2FALwBFAEVAO8BFgEXARgBGQEaARsBHAEdAR4BHwEgASEBIgROVUxMAkNSB3VuaTAwQTAHdW5pMDBBRAh0d28uc3Vwcwp0aHJlZS5zdXBzB3VuaTAwQjUIb25lLnN1cHMHdW5pMDMwMAd1bmkwMzAxB3VuaTAzMDIHdW5pMDMwMwd1bmkwMzA0B3VuaTAzMDgHdW5pMDMwQQd1bmkwMzI3BmEuc3VwcwZvLnN1cHMJZm91ci5zdXBzBEV1cm8HdW5pMjIxNQl6ZXJvLmRub20Ib25lLmRub20IdHdvLmRub20KdGhyZWUuZG5vbQlmb3VyLmRub20LdW5pMDMwMC5jYXALdW5pMDMwMS5jYXALdW5pMDMwMi5jYXALdW5pMDMwMy5jYXALdW5pMDMwOC5jYXALdW5pMDMwQS5jYXALdW5pMDMyNy5jYXAAAAAAAAAB%2F%2F8AAgAAAAEAAAAAzG2xVQAAAADNFaB%2FAAAAAM0fFuI%3D%29%20format%28%27truetype%27%29%3B%0A%7D%0A" rel="stylesheet" media="all">
<link href="data:text/css;charset=utf-8,%40charset%20%22UTF%2D8%22%3B%0A%0Ahtml%2C%20body%2C%20div%2C%20span%2C%20applet%2C%20object%2C%20iframe%2C%0Ah1%2C%20h2%2C%20h3%2C%20h4%2C%20h5%2C%20h6%2C%20p%2C%20blockquote%2C%20pre%2C%0Aa%2C%20abbr%2C%20acronym%2C%20address%2C%20big%2C%20cite%2C%20code%2C%0Adel%2C%20dfn%2C%20em%2C%20img%2C%20ins%2C%20kbd%2C%20q%2C%20s%2C%20samp%2C%0Asmall%2C%20strike%2C%20strong%2C%20tt%2C%20var%2C%0Ab%2C%20u%2C%20i%2C%20center%2C%0Adl%2C%20dt%2C%20dd%2C%20ol%2C%20ul%2C%20li%2C%0Afieldset%2C%20form%2C%20label%2C%20legend%2C%0Atable%2C%20caption%2C%20tbody%2C%20tfoot%2C%20thead%2C%20tr%2C%20th%2C%20td%2C%0Aarticle%2C%20aside%2C%20canvas%2C%20details%2C%20embed%2C%0Afigure%2C%20figcaption%2C%20footer%2C%20header%2C%20hgroup%2C%0Amenu%2C%20nav%2C%20output%2C%20ruby%2C%20section%2C%20summary%2C%0Atime%2C%20mark%2C%20audio%2C%20video%20%7B%0Amargin%3A%200%3B%0Apadding%3A%200%3B%0Aborder%3A%200%3B%0Afont%3A%20inherit%3B%0Afont%2Dsize%3A%20100%25%3B%0Avertical%2Dalign%3A%20baseline%3B%0A%7D%0A%0Ahtml%20%7B%0Aline%2Dheight%3A%201%2E2%3B%0A%7D%0A%0Aul%20%7B%0Alist%2Dstyle%3A%20none%3B%0A%7D%0A%0Atable%20%7B%0Aborder%2Dcollapse%3A%20collapse%3B%0Aborder%2Dspacing%3A%200%3B%0A%7D%0A%0Acaption%2C%20th%2C%20td%20%7B%0Afont%2Dweight%3A%20normal%3B%0Avertical%2Dalign%3A%20middle%3B%0A%7D%0A%0Aq%2C%20blockquote%20%7B%0Aquotes%3A%20none%3B%0A%7D%0A%0Aq%3Abefore%2C%20q%3Aafter%2C%20blockquote%3Abefore%2C%20blockquote%3Aafter%20%7B%0Acontent%3A%20%22%22%3B%0Acontent%3A%20none%3B%0A%7D%0A%0Aa%20img%20%7B%0Aborder%3A%20none%3B%0A%7D%0A%0Aarticle%2C%20aside%2C%20details%2C%20figcaption%2C%20figure%2C%20footer%2C%20header%2C%20hgroup%2C%20menu%2C%20nav%2C%20section%2C%20summary%20%7B%0Adisplay%3A%20block%3B%0A%7D%0A%0A%0Ahtml%20%7B%0Aheight%3A%20100%25%3B%0Aoverflow%3A%20hidden%3B%0A%7D%0A%0Abody%20%7B%0Amargin%3A%200%3B%0Apadding%3A%200%3B%0Aopacity%3A%200%3B%0Aheight%3A%20100%25%3B%0Amin%2Dheight%3A%20740px%3B%0Awidth%3A%20100%25%3B%0Aoverflow%3A%20hidden%3B%0Acolor%3A%20%23fff%3B%0A%2Dwebkit%2Dfont%2Dsmoothing%3A%20antialiased%3B%0A%2Dmoz%2Dfont%2Dsmoothing%3A%20antialiased%3B%0A%2Dms%2Dfont%2Dsmoothing%3A%20antialiased%3B%0A%2Do%2Dfont%2Dsmoothing%3A%20antialiased%3B%0A%2Dwebkit%2Dtransition%3A%20opacity%20250ms%20ease%2Din%3B%0A%2Dwebkit%2Dtransition%2Ddelay%3A%20100ms%3B%0A%2Dmoz%2Dtransition%3A%20opacity%20250ms%20ease%2Din%20100ms%3B%0A%2Do%2Dtransition%3A%20opacity%20250ms%20ease%2Din%20100ms%3B%0Atransition%3A%20opacity%20250ms%20ease%2Din%20100ms%3B%0A%7D%0A%0Abody%2Eloaded%20%7B%0Aopacity%3A%201%20%21important%3B%0A%7D%0A%0Ainput%2C%20button%20%7B%0Avertical%2Dalign%3A%20middle%3B%0A%7D%0A%0Aslides%20%3E%20slide%5Bhidden%5D%20%7B%0Adisplay%3A%20none%20%21important%3B%0A%7D%0A%0Aslides%20%7B%0Awidth%3A%20100%25%3B%0Aheight%3A%20100%25%3B%0Aposition%3A%20absolute%3B%0Aleft%3A%200%3B%0Atop%3A%200%3B%0A%2Dwebkit%2Dtransform%3A%20translate3d%280%2C%200%2C%200%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%280%2C%200%2C%200%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%280%2C%200%2C%200%29%3B%0A%2Do%2Dtransform%3A%20translate3d%280%2C%200%2C%200%29%3B%0Atransform%3A%20translate3d%280%2C%200%2C%200%29%3B%0A%2Dwebkit%2Dperspective%3A%201000%3B%0A%2Dmoz%2Dperspective%3A%201000%3B%0A%2Dms%2Dperspective%3A%201000%3B%0A%2Do%2Dperspective%3A%201000%3B%0Aperspective%3A%201000%3B%0A%2Dwebkit%2Dtransform%2Dstyle%3A%20preserve%2D3d%3B%0A%2Dmoz%2Dtransform%2Dstyle%3A%20preserve%2D3d%3B%0A%2Dms%2Dtransform%2Dstyle%3A%20preserve%2D3d%3B%0A%2Do%2Dtransform%2Dstyle%3A%20preserve%2D3d%3B%0Atransform%2Dstyle%3A%20preserve%2D3d%3B%0A%2Dwebkit%2Dtransition%3A%20opacity%20250ms%20ease%2Din%3B%0A%2Dwebkit%2Dtransition%2Ddelay%3A%20100ms%3B%0A%2Dmoz%2Dtransition%3A%20opacity%20250ms%20ease%2Din%20100ms%3B%0A%2Do%2Dtransition%3A%20opacity%20250ms%20ease%2Din%20100ms%3B%0Atransition%3A%20opacity%20250ms%20ease%2Din%20100ms%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%7B%0Adisplay%3A%20block%3B%0Aposition%3A%20absolute%3B%0Aoverflow%3A%20hidden%3B%0Aleft%3A%2050%25%3B%0Atop%3A%2050%25%3B%0A%2Dwebkit%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dmoz%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0Abox%2Dsizing%3A%20border%2Dbox%3B%0A%7D%0A%0A%0A%0A%0A%3A%3Aselection%20%7B%0Acolor%3A%20white%3B%0Abackground%2Dcolor%3A%20%23ffd14d%3B%0Atext%2Dshadow%3A%20none%3B%0A%7D%0A%0A%3A%3A%2Dwebkit%2Dscrollbar%20%7B%0Aheight%3A%2016px%3B%0Aoverflow%3A%20visible%3B%0Awidth%3A%2016px%3B%0A%7D%0A%0A%3A%3A%2Dwebkit%2Dscrollbar%2Dthumb%20%7B%0Abackground%2Dcolor%3A%20rgba%280%2C%200%2C%200%2C%200%2E1%29%3B%0Abackground%2Dclip%3A%20padding%2Dbox%3B%0Aborder%3A%20solid%20transparent%3B%0Amin%2Dheight%3A%2028px%3B%0Apadding%3A%20100px%200%200%3B%0A%2Dwebkit%2Dbox%2Dshadow%3A%20inset%201px%201px%200%20rgba%280%2C%200%2C%200%2C%200%2E1%29%2C%20inset%200%20%2D1px%200%20rgba%280%2C%200%2C%200%2C%200%2E07%29%3B%0A%2Dmoz%2Dbox%2Dshadow%3A%20inset%201px%201px%200%20rgba%280%2C%200%2C%200%2C%200%2E1%29%2C%20inset%200%20%2D1px%200%20rgba%280%2C%200%2C%200%2C%200%2E07%29%3B%0Abox%2Dshadow%3A%20inset%201px%201px%200%20rgba%280%2C%200%2C%200%2C%200%2E1%29%2C%20inset%200%20%2D1px%200%20rgba%280%2C%200%2C%200%2C%200%2E07%29%3B%0Aborder%2Dwidth%3A%201px%201px%201px%206px%3B%0A%7D%0A%0A%3A%3A%2Dwebkit%2Dscrollbar%2Dthumb%3Ahover%20%7B%0Abackground%2Dcolor%3A%20rgba%280%2C%200%2C%200%2C%200%2E5%29%3B%0A%7D%0A%0A%3A%3A%2Dwebkit%2Dscrollbar%2Dbutton%20%7B%0Aheight%3A%200%3B%0Awidth%3A%200%3B%0A%7D%0A%0A%3A%3A%2Dwebkit%2Dscrollbar%2Dtrack%20%7B%0Abackground%2Dclip%3A%20padding%2Dbox%3B%0Aborder%3A%20solid%20transparent%3B%0Aborder%2Dwidth%3A%200%200%200%204px%3B%0A%7D%0A%0A%3A%3A%2Dwebkit%2Dscrollbar%2Dcorner%20%7B%0Abackground%3A%20transparent%3B%0A%7D%0A%0Abody%20%7B%0Abackground%3A%20black%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%7B%0Adisplay%3A%20none%3B%0Afont%2Dfamily%3A%20%27Open%20Sans%27%2C%20Arial%2C%20sans%2Dserif%3B%0Afont%2Dsize%3A%2026px%3B%0Acolor%3A%20%23797979%3B%0Awidth%3A%20900px%3B%0Aheight%3A%20700px%3B%0Amargin%2Dleft%3A%20%2D450px%3B%0Amargin%2Dtop%3A%20%2D350px%3B%0Apadding%3A%2040px%2060px%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%205px%3B%0A%2Dmoz%2Dborder%2Dradius%3A%205px%3B%0A%2Dms%2Dborder%2Dradius%3A%205px%3B%0A%2Do%2Dborder%2Dradius%3A%205px%3B%0Aborder%2Dradius%3A%205px%3B%0A%2Dwebkit%2Dtransition%3A%20all%200%2E6s%20ease%2Din%2Dout%3B%0A%2Dmoz%2Dtransition%3A%20all%200%2E6s%20ease%2Din%2Dout%3B%0A%2Do%2Dtransition%3A%20all%200%2E6s%20ease%2Din%2Dout%3B%0Atransition%3A%20all%200%2E6s%20ease%2Din%2Dout%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Efar%2Dpast%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Epast%20%7B%0Adisplay%3A%20block%3B%0Aopacity%3A%200%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Ecurrent%20%7B%0Adisplay%3A%20block%3B%0Aopacity%3A%201%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Ecurrent%20%2Eauto%2Dfadein%20%7B%0Aopacity%3A%201%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Ecurrent%20%2Egdbar%20%7B%0A%2Dwebkit%2Dbackground%2Dsize%3A%20100%25%20100%25%3B%0A%2Dmoz%2Dbackground%2Dsize%3A%20100%25%20100%25%3B%0A%2Do%2Dbackground%2Dsize%3A%20100%25%20100%25%3B%0Abackground%2Dsize%3A%20100%25%20100%25%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Enext%20%7B%0Adisplay%3A%20block%3B%0Aopacity%3A%200%3B%0Apointer%2Devents%3A%20none%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Efar%2Dnext%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Edark%20%7B%0Abackground%3A%20%23515151%20%21important%3B%0A%7D%0A%0Aslides%20%3E%20slide%3Anot%28%2Enobackground%29%3Aafter%20%7B%0Afont%2Dsize%3A%2012pt%3B%0Acontent%3A%20attr%28data%2Dslide%2Dnum%29%20%22%2F%22%20attr%28data%2Dtotal%2Dslides%29%3B%0Aposition%3A%20absolute%3B%0Abottom%3A%2020px%3B%0Aright%3A%2060px%3B%0Aline%2Dheight%3A%201%2E9%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Etitle%2Dslide%3Aafter%20%7B%0Acontent%3A%20%27%27%3B%0Aposition%3A%20absolute%3B%0Abottom%3A%2040px%3B%0Aright%3A%2040px%3B%0Awidth%3A%20100%25%3B%0Aheight%3A%2060px%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Ebackdrop%20%7B%0Az%2Dindex%3A%20%2D10%3B%0Adisplay%3A%20block%20%21important%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%280%25%2C%20%23ffffff%29%2C%20color%2Dstop%2885%25%2C%20%23ffffff%29%2C%20color%2Dstop%28100%25%2C%20%23e6e6e6%29%29%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20linear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%2Dcolor%3A%20white%3B%0A%7D%0A%0Aslides%20%3E%20slide%2Ebackdrop%3Aafter%2C%20slides%20%3E%20slide%2Ebackdrop%3Abefore%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%3E%20hgroup%20%2B%20article%20%7B%0Amargin%2Dtop%3A%2045px%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%3E%20hgroup%20%2B%20article%2Eflexbox%2Evcenter%2C%20slides%20%3E%20slide%20%3E%20hgroup%20%2B%20article%2Eflexbox%2Evleft%2C%20slides%20%3E%20slide%20%3E%20hgroup%20%2B%20article%2Eflexbox%2Evright%20%7B%0Aheight%3A%2080%25%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%3E%20hgroup%20%2B%20article%20p%20%7B%0Amargin%2Dbottom%3A%201em%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%3E%20article%3Aonly%2Dchild%20%7B%0Aheight%3A%20100%25%3B%0A%7D%0A%0Aslides%20%3E%20slide%20%3E%20article%3Aonly%2Dchild%20%3E%20iframe%20%7B%0Aheight%3A%2095%25%3B%0A%7D%0A%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%20%7B%0Apadding%3A%2040px%20160px%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%3E%20slide%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%20%7B%0Amargin%2Dleft%3A%20%2D550px%3B%0Awidth%3A%201100px%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%3E%20slide%2Efar%2Dpast%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%2Efar%2Dpast%20%7B%0Adisplay%3A%20block%3B%0Adisplay%3A%20none%3B%0A%2Dwebkit%2Dtransform%3A%20translate%28%2D2260px%29%3B%0A%2Dmoz%2Dtransform%3A%20translate%28%2D2260px%29%3B%0A%2Dms%2Dtransform%3A%20translate%28%2D2260px%29%3B%0A%2Do%2Dtransform%3A%20translate%28%2D2260px%29%3B%0Atransform%3A%20translate%28%2D2260px%29%3B%0A%2Dwebkit%2Dtransform%3A%20translate3d%28%2D2260px%2C%200%2C%200%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%28%2D2260px%2C%200%2C%200%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%28%2D2260px%2C%200%2C%200%29%3B%0A%2Do%2Dtransform%3A%20translate3d%28%2D2260px%2C%200%2C%200%29%3B%0Atransform%3A%20translate3d%28%2D2260px%2C%200%2C%200%29%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%3E%20slide%2Epast%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%2Epast%20%7B%0Adisplay%3A%20block%3B%0Aopacity%3A%200%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%3E%20slide%2Ecurrent%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%2Ecurrent%20%7B%0Adisplay%3A%20block%3B%0Aopacity%3A%201%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%3E%20slide%2Enext%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%2Enext%20%7B%0Adisplay%3A%20block%3B%0Aopacity%3A%200%3B%0Apointer%2Devents%3A%20none%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%3E%20slide%2Efar%2Dnext%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%3E%20slide%2Efar%2Dnext%20%7B%0Adisplay%3A%20block%3B%0Adisplay%3A%20none%3B%0A%2Dwebkit%2Dtransform%3A%20translate%282260px%29%3B%0A%2Dmoz%2Dtransform%3A%20translate%282260px%29%3B%0A%2Dms%2Dtransform%3A%20translate%282260px%29%3B%0A%2Do%2Dtransform%3A%20translate%282260px%29%3B%0Atransform%3A%20translate%282260px%29%3B%0A%2Dwebkit%2Dtransform%3A%20translate3d%282260px%2C%200%2C%200%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%282260px%2C%200%2C%200%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%282260px%2C%200%2C%200%29%3B%0A%2Do%2Dtransform%3A%20translate3d%282260px%2C%200%2C%200%29%3B%0Atransform%3A%20translate3d%282260px%2C%200%2C%200%29%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%23prev%2Dslide%2Darea%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%23prev%2Dslide%2Darea%20%7B%0Amargin%2Dleft%3A%20%2D650px%3B%0A%7D%0A%0Aslides%2Elayout%2Dwidescreen%20%23next%2Dslide%2Darea%2C%0Aslides%2Elayout%2Dfaux%2Dwidescreen%20%23next%2Dslide%2Darea%20%7B%0Amargin%2Dleft%3A%20550px%3B%0A%7D%0A%0Ab%20%7B%0Afont%2Dweight%3A%20600%3B%0A%7D%0A%0Aa%20%7B%0Acolor%3A%20%232a7cdf%3B%0Atext%2Ddecoration%3A%20none%3B%0Aborder%2Dbottom%3A%201px%20solid%20rgba%2842%2C%20124%2C%20223%2C%200%2E5%29%3B%0A%7D%0A%0Aa%3Ahover%20%7B%0Acolor%3A%20black%20%21important%3B%0A%7D%0A%0Ah1%2C%20h2%2C%20h3%20%7B%0Afont%2Dweight%3A%20600%3B%0A%7D%0A%0Ah2%20%7B%0Afont%2Dsize%3A%2045px%3B%0Aline%2Dheight%3A%2065px%3B%0Aletter%2Dspacing%3A%20%2D2px%3B%0Acolor%3A%20%23515151%3B%0A%7D%0A%0Ah3%20%7B%0Afont%2Dsize%3A%2030px%3B%0Aletter%2Dspacing%3A%20%2D1px%3B%0Aline%2Dheight%3A%202%3B%0Afont%2Dweight%3A%20inherit%3B%0Acolor%3A%20%23797979%3B%0A%7D%0A%0Aol%2C%20ul%20%7B%0Amargin%2Dleft%3A%201%2E2em%3B%0Amargin%2Dbottom%3A%201em%3B%0Aposition%3A%20relative%3B%0A%7D%0Aol%20%7B%0Amargin%2Dleft%3A%201%2E4em%3B%0A%7D%0A%0Aol%20li%2C%0Aul%20li%20%7B%0Amargin%2Dbottom%3A%200%2E5em%3B%0A%7D%0A%0Aul%20li%20ul%20%7B%0Amargin%2Dleft%3A%202em%3B%0Amargin%2Dbottom%3A%200%3B%0A%7D%0A%0Aul%20li%20ul%20li%3Abefore%20%7B%0Acontent%3A%20%27%2D%27%3B%0Afont%2Dweight%3A%20600%3B%0A%7D%0A%0Aul%20%3E%20li%3Abefore%20%7B%0Acontent%3A%20%27%5C00B7%27%3B%0Amargin%2Dleft%3A%20%2D1em%3B%0Aposition%3A%20absolute%3B%0Afont%2Dweight%3A%20600%3B%0A%7D%0A%0Aul%20ul%2C%0Aol%20ul%20%7B%0Amargin%2Dtop%3A%20%2E5em%3B%0A%7D%0Aol%20ul%2C%0Aol%20ol%20%7B%0Amargin%2Dtop%3A%20%2E5em%3B%0A%7D%0A%0A%2Ehighlight%2Dcode%20slide%2Ecurrent%20pre%20%3E%20%2A%20%7B%0Aopacity%3A%200%2E25%3B%0A%2Dwebkit%2Dtransition%3A%20opacity%200%2E5s%20ease%2Din%3B%0A%2Dmoz%2Dtransition%3A%20opacity%200%2E5s%20ease%2Din%3B%0A%2Do%2Dtransition%3A%20opacity%200%2E5s%20ease%2Din%3B%0Atransition%3A%20opacity%200%2E5s%20ease%2Din%3B%0A%7D%0A%0A%2Ehighlight%2Dcode%20slide%2Ecurrent%20b%20%7B%0Aopacity%3A%201%3B%0A%7D%0A%0Apre%20%7B%0Afont%2Dfamily%3A%20%27Source%20Code%20Pro%27%2C%20%27Courier%20New%27%2C%20monospace%3B%0Afont%2Dsize%3A%2020px%3B%0Aline%2Dheight%3A%2028px%3B%0Apadding%3A%2010px%200%2010px%2060px%3B%0Aletter%2Dspacing%3A%20%2D1px%3B%0Amargin%2Dbottom%3A%2020px%3B%0Awidth%3A%20106%25%3B%0Aleft%3A%20%2D60px%3B%0Aposition%3A%20relative%3B%0A%2Dwebkit%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dmoz%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0Abox%2Dsizing%3A%20border%2Dbox%3B%0A%0A%7D%0A%2Eprettyprint%20%7B%0Abackground%2Dcolor%3A%20%23e6e6e6%3B%0A%7D%0A%0Apre%5Bdata%2Dlang%5D%3Aafter%20%7B%0Acontent%3A%20attr%28data%2Dlang%29%3B%0Abackground%2Dcolor%3A%20darkgrey%3B%0Aright%3A%200%3B%0Atop%3A%200%3B%0Aposition%3A%20absolute%3B%0Afont%2Dsize%3A%2016pt%3B%0Acolor%3A%20white%3B%0Apadding%3A%202px%2025px%3B%0Atext%2Dtransform%3A%20uppercase%3B%0A%7D%0A%0Apre%5Bdata%2Dlang%3D%22go%22%5D%20%7B%0Acolor%3A%20%23333%3B%0A%7D%0A%0Acode%20%7B%0Afont%2Dsize%3A%2095%25%3B%0Afont%2Dfamily%3A%20%27Source%20Code%20Pro%27%2C%20%27Courier%20New%27%2C%20monospace%3B%0Acolor%3A%20black%3B%0A%7D%0A%0Aiframe%20%7B%0Awidth%3A%20100%25%3B%0Aheight%3A%20510px%3B%0Abackground%3A%20white%3B%0Aborder%3A%201px%20solid%20%23e6e6e6%3B%0A%2Dwebkit%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dmoz%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0Abox%2Dsizing%3A%20border%2Dbox%3B%0A%7D%0A%0Adt%20%7B%0Afont%2Dweight%3A%20bold%3B%0A%7D%0A%0Abutton%20%7B%0Adisplay%3A%20inline%2Dblock%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%2840%25%2C%20%23f9f9f9%29%2C%20color%2Dstop%2870%25%2C%20%23e3e3e3%29%29%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28%23f9f9f9%2040%25%2C%20%23e3e3e3%2070%25%29%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28%23f9f9f9%2040%25%2C%20%23e3e3e3%2070%25%29%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28%23f9f9f9%2040%25%2C%20%23e3e3e3%2070%25%29%3B%0Abackground%3A%20linear%2Dgradient%28%23f9f9f9%2040%25%2C%20%23e3e3e3%2070%25%29%3B%0Aborder%3A%201px%20solid%20darkgrey%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%203px%3B%0A%2Dmoz%2Dborder%2Dradius%3A%203px%3B%0A%2Dms%2Dborder%2Dradius%3A%203px%3B%0A%2Do%2Dborder%2Dradius%3A%203px%3B%0Aborder%2Dradius%3A%203px%3B%0Apadding%3A%205px%208px%3B%0Aoutline%3A%20none%3B%0Awhite%2Dspace%3A%20nowrap%3B%0A%2Dwebkit%2Duser%2Dselect%3A%20none%3B%0A%2Dmoz%2Duser%2Dselect%3A%20none%3B%0Auser%2Dselect%3A%20none%3B%0Acursor%3A%20pointer%3B%0Atext%2Dshadow%3A%201px%201px%20white%3B%0Afont%2Dsize%3A%2010pt%3B%0A%7D%0A%0Abutton%3Anot%28%3Adisabled%29%3Ahover%20%7B%0Aborder%2Dcolor%3A%20%23515151%3B%0A%7D%0A%0Abutton%3Anot%28%3Adisabled%29%3Aactive%20%7B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%2840%25%2C%20%23e3e3e3%29%2C%20color%2Dstop%2870%25%2C%20%23f9f9f9%29%29%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28%23e3e3e3%2040%25%2C%20%23f9f9f9%2070%25%29%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28%23e3e3e3%2040%25%2C%20%23f9f9f9%2070%25%29%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28%23e3e3e3%2040%25%2C%20%23f9f9f9%2070%25%29%3B%0Abackground%3A%20linear%2Dgradient%28%23e3e3e3%2040%25%2C%20%23f9f9f9%2070%25%29%3B%0A%7D%0A%0A%3Adisabled%20%7B%0Acolor%3A%20darkgrey%3B%0A%7D%0A%0A%2Eblue%20%7B%0Acolor%3A%20%234387fd%3B%0A%7D%0A%0A%2Eblue2%20%7B%0Acolor%3A%20%233c8ef3%3B%0A%7D%0A%0A%2Eblue3%20%7B%0Acolor%3A%20%232a7cdf%3B%0A%7D%0A%0A%2Eyellow%20%7B%0Acolor%3A%20%23ffd14d%3B%0A%7D%0A%0A%2Eyellow2%20%7B%0Acolor%3A%20%23f9cc46%3B%0A%7D%0A%0A%2Eyellow3%20%7B%0Acolor%3A%20%23f6c000%3B%0A%7D%0A%0A%2Egreen%20%7B%0Acolor%3A%20%230da861%3B%0A%7D%0A%0A%2Egreen2%20%7B%0Acolor%3A%20%2300a86d%3B%0A%7D%0A%0A%2Egreen3%20%7B%0Acolor%3A%20%23009f5d%3B%0A%7D%0A%0A%2Ered%20%7B%0Acolor%3A%20%23f44a3f%3B%0A%7D%0A%0A%2Ered2%20%7B%0Acolor%3A%20%23e0543e%3B%0A%7D%0A%0A%2Ered3%20%7B%0Acolor%3A%20%23d94d3a%3B%0A%7D%0A%0A%2Egray%20%7B%0Acolor%3A%20%23e6e6e6%3B%0A%7D%0A%0A%2Egray2%20%7B%0Acolor%3A%20darkgrey%3B%0A%7D%0A%0A%2Egray3%20%7B%0Acolor%3A%20%23797979%3B%0A%7D%0A%0A%2Egray4%20%7B%0Acolor%3A%20%23515151%3B%0A%7D%0A%0A%2Ewhite%20%7B%0Acolor%3A%20white%20%21important%3B%0A%7D%0A%0A%2Eblack%20%7B%0Acolor%3A%20black%20%21important%3B%0A%7D%0A%0A%2Ecolumns%2D2%20%7B%0A%2Dwebkit%2Dcolumn%2Dcount%3A%202%3B%0A%2Dmoz%2Dcolumn%2Dcount%3A%202%3B%0A%2Dms%2Dcolumn%2Dcount%3A%202%3B%0A%2Do%2Dcolumn%2Dcount%3A%202%3B%0Acolumn%2Dcount%3A%202%3B%0A%7D%0A%0A%2Ecolumns%2D2%20ul%2C%20%2Ecolumns%2D2%20ol%20%7B%0A%2Dwebkit%2Dtransform%3A%20translate3d%280%2C%200%2C%200%29%3B%0A%7D%0A%0Atable%2Ermdtable%20%7B%0Awidth%3A%20100%25%3B%0Aborder%2Dcollapse%3A%20%2Dmoz%2Dinitial%3B%0Aborder%2Dcollapse%3A%20initial%3B%0Aborder%2Dspacing%3A%202px%3B%0Aborder%2Dbottom%3A%201px%20solid%20%23797979%3B%0A%7D%0A%0Atable%2Ermdtable%20tr%20%3E%20td%3Afirst%2Dchild%2C%20table%20th%20%7B%0Afont%2Dweight%3A%20600%3B%0Acolor%3A%20%23515151%3B%0A%7D%0A%0Atable%2Ermdtable%20tr%3Anth%2Dchild%28odd%29%20%7B%0Abackground%2Dcolor%3A%20%23e6e6e6%3B%0A%7D%0A%0Atable%2Ermdtable%20th%20%7B%0Acolor%3A%20white%3B%0Afont%2Dsize%3A%2018px%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%2840%25%2C%20%234387fd%29%2C%20color%2Dstop%2880%25%2C%20%232a7cdf%29%29%20no%2Drepeat%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28top%2C%20%234387fd%2040%25%2C%20%232a7cdf%2080%25%29%20no%2Drepeat%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28top%2C%20%234387fd%2040%25%2C%20%232a7cdf%2080%25%29%20no%2Drepeat%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28top%2C%20%234387fd%2040%25%2C%20%232a7cdf%2080%25%29%20no%2Drepeat%3B%0Abackground%3A%20linear%2Dgradient%28top%2C%20%234387fd%2040%25%2C%20%232a7cdf%2080%25%29%20no%2Drepeat%3B%0A%7D%0A%0Atable%2Ermdtable%20td%2C%20table%20th%20%7B%0Afont%2Dsize%3A%2018px%3B%0Apadding%3A%201em%200%2E5em%3B%0A%7D%0A%0Atable%2Ermdtable%20td%2Ehighlight%20%7B%0Acolor%3A%20%23515151%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%2840%25%2C%20%23ffd14d%29%2C%20color%2Dstop%2880%25%2C%20%23f6c000%29%29%20no%2Drepeat%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28top%2C%20%23ffd14d%2040%25%2C%20%23f6c000%2080%25%29%20no%2Drepeat%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28top%2C%20%23ffd14d%2040%25%2C%20%23f6c000%2080%25%29%20no%2Drepeat%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28top%2C%20%23ffd14d%2040%25%2C%20%23f6c000%2080%25%29%20no%2Drepeat%3B%0Abackground%3A%20linear%2Dgradient%28top%2C%20%23ffd14d%2040%25%2C%20%23f6c000%2080%25%29%20no%2Drepeat%3B%0A%7D%0A%0Atable%2Ermdtable%2Erows%20%7B%0Aborder%2Dbottom%3A%20none%3B%0Aborder%2Dright%3A%201px%20solid%20%23797979%3B%0A%7D%0A%0Aq%20%7B%0Afont%2Dsize%3A%2045px%3B%0Aline%2Dheight%3A%2072px%3B%0A%7D%0A%0Aq%3Abefore%20%7B%0Acontent%3A%20%27%5C201C%27%3B%0Aposition%3A%20absolute%3B%0Amargin%2Dleft%3A%20%2D0%2E5em%3B%0A%7D%0A%0Aq%3Aafter%20%7B%0Acontent%3A%20%27%5C201D%27%3B%0Aposition%3A%20absolute%3B%0Amargin%2Dleft%3A%200%2E1em%3B%0A%7D%0A%0Aslide%2Efill%20%7B%0Abackground%2Drepeat%3A%20no%2Drepeat%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%205px%3B%0A%2Dmoz%2Dborder%2Dradius%3A%205px%3B%0A%2Dms%2Dborder%2Dradius%3A%205px%3B%0A%2Do%2Dborder%2Dradius%3A%205px%3B%0Aborder%2Dradius%3A%205px%3B%0A%2Dwebkit%2Dbackground%2Dsize%3A%20cover%3B%0A%2Dmoz%2Dbackground%2Dsize%3A%20cover%3B%0A%2Do%2Dbackground%2Dsize%3A%20cover%3B%0Abackground%2Dsize%3A%20cover%3B%0A%7D%0A%0A%0Aarticle%2Esmaller%20p%2C%20article%2Esmaller%20ul%2C%20article%2Esmaller%20ol%20%7B%0Afont%2Dsize%3A%2020px%3B%0Aline%2Dheight%3A%2024px%3B%0Aletter%2Dspacing%3A%200%3B%0A%7D%0A%0Aarticle%2Esmaller%20table%20td%2C%20article%2Esmaller%20table%20th%20%7B%0Afont%2Dsize%3A%2014px%3B%0A%7D%0A%0Aarticle%2Esmaller%20pre%20%7B%0Afont%2Dsize%3A%2015px%3B%0Aline%2Dheight%3A%2020px%3B%0Aletter%2Dspacing%3A%200%3B%0A%7D%0A%0Aarticle%2Esmaller%20q%20%7B%0Afont%2Dsize%3A%2040px%3B%0Aline%2Dheight%3A%2048px%3B%0A%7D%0A%0Aarticle%2Esmaller%20q%3Abefore%2C%20article%2Esmaller%20q%3Aafter%20%7B%0Afont%2Dsize%3A%2060px%3B%0A%7D%0A%0A%0A%2Ebuild%20%3E%20%2A%20%7B%0A%2Dwebkit%2Dtransition%3A%20opacity%200%2E5s%20ease%2Din%2Dout%3B%0A%2Dwebkit%2Dtransition%2Ddelay%3A%200%2E2s%3B%0A%2Dmoz%2Dtransition%3A%20opacity%200%2E5s%20ease%2Din%2Dout%200%2E2s%3B%0A%2Do%2Dtransition%3A%20opacity%200%2E5s%20ease%2Din%2Dout%200%2E2s%3B%0Atransition%3A%20opacity%200%2E5s%20ease%2Din%2Dout%200%2E2s%3B%0A%7D%0A%0A%2Ebuild%20%2Eto%2Dbuild%20%7B%0Aopacity%3A%200%3B%0A%7D%0A%0A%2Ebuild%20%2Ebuild%2Dfade%20%7B%0Aopacity%3A%200%2E3%3B%0A%7D%0A%0A%2Ebuild%20%2Ebuild%2Dfade%3Ahover%20%7B%0Aopacity%3A%201%2E0%3B%0A%7D%0A%0A%2Epopup%20%2Enext%20%2Ebuild%20%2Eto%2Dbuild%20%7B%0Aopacity%3A%201%3B%0A%7D%0A%0A%2Epopup%20%2Enext%20%2Ebuild%20%2Ebuild%2Dfade%20%7B%0Aopacity%3A%201%3B%0A%7D%0A%0A%0A%2Eprettyprint%20%2Estr%2C%0A%2Eprettyprint%20%2Eatv%20%7B%0A%0Acolor%3A%20%23009f5d%3B%0A%7D%0A%0A%2Eprettyprint%20%2Ekwd%2C%0A%2Eprettyprint%20%2Etag%20%7B%0A%0Acolor%3A%20%230066cc%3B%0A%7D%0A%0A%2Eprettyprint%20%2Ecom%20%7B%0A%0Acolor%3A%20%23797979%3B%0Afont%2Dstyle%3A%20italic%3B%0A%7D%0A%0A%2Eprettyprint%20%2Elit%20%7B%0A%0Acolor%3A%20%237f0000%3B%0A%7D%0A%0A%2Eprettyprint%20%2Epun%2C%0A%2Eprettyprint%20%2Eopn%2C%0A%2Eprettyprint%20%2Eclo%20%7B%0Acolor%3A%20%23515151%3B%0A%7D%0A%0A%2Eprettyprint%20%2Etyp%2C%0A%2Eprettyprint%20%2Eatn%2C%0A%2Eprettyprint%20%2Edec%2C%0A%2Eprettyprint%20%2Evar%20%7B%0A%0Acolor%3A%20%23d94d3a%3B%0A%7D%0A%0A%2Eprettyprint%20%2Epln%20%7B%0Acolor%3A%20%23515151%3B%0A%7D%0A%0A%2Enote%20%7B%0Aposition%3A%20absolute%3B%0Az%2Dindex%3A%20100%3B%0Awidth%3A%20100%25%3B%0Aheight%3A%20100%25%3B%0Atop%3A%200%3B%0Aleft%3A%200%3B%0Apadding%3A%201em%3B%0Abackground%3A%20rgba%280%2C%200%2C%200%2C%200%2E3%29%3B%0Aopacity%3A%200%3B%0Apointer%2Devents%3A%20none%3B%0Adisplay%3A%20%2Dwebkit%2Dbox%20%21important%3B%0Adisplay%3A%20%2Dmoz%2Dbox%20%21important%3B%0Adisplay%3A%20%2Dms%2Dbox%20%21important%3B%0Adisplay%3A%20%2Do%2Dbox%20%21important%3B%0Adisplay%3A%20box%20%21important%3B%0A%2Dwebkit%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dmoz%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dms%2Dbox%2Dorient%3A%20vertical%3B%0Abox%2Dorient%3A%20vertical%3B%0A%2Dwebkit%2Dbox%2Dalign%3A%20center%3B%0A%2Dmoz%2Dbox%2Dalign%3A%20center%3B%0A%2Dms%2Dbox%2Dalign%3A%20center%3B%0Abox%2Dalign%3A%20center%3B%0A%2Dwebkit%2Dbox%2Dpack%3A%20center%3B%0A%2Dmoz%2Dbox%2Dpack%3A%20center%3B%0A%2Dms%2Dbox%2Dpack%3A%20center%3B%0Abox%2Dpack%3A%20center%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%205px%3B%0A%2Dmoz%2Dborder%2Dradius%3A%205px%3B%0A%2Dms%2Dborder%2Dradius%3A%205px%3B%0A%2Do%2Dborder%2Dradius%3A%205px%3B%0Aborder%2Dradius%3A%205px%3B%0A%2Dwebkit%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dmoz%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0Abox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dwebkit%2Dtransform%3A%20translateY%28350px%29%3B%0A%2Dmoz%2Dtransform%3A%20translateY%28350px%29%3B%0A%2Dms%2Dtransform%3A%20translateY%28350px%29%3B%0A%2Do%2Dtransform%3A%20translateY%28350px%29%3B%0Atransform%3A%20translateY%28350px%29%3B%0A%2Dwebkit%2Dtransition%3A%20all%200%2E4s%20ease%2Din%2Dout%3B%0A%2Dmoz%2Dtransition%3A%20all%200%2E4s%20ease%2Din%2Dout%3B%0A%2Do%2Dtransition%3A%20all%200%2E4s%20ease%2Din%2Dout%3B%0Atransition%3A%20all%200%2E4s%20ease%2Din%2Dout%3B%0A%7D%0A%0A%2Enote%20%3E%20section%20%7B%0Abackground%3A%20%23fff%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%205px%3B%0A%2Dmoz%2Dborder%2Dradius%3A%205px%3B%0A%2Dms%2Dborder%2Dradius%3A%205px%3B%0A%2Do%2Dborder%2Dradius%3A%205px%3B%0Aborder%2Dradius%3A%205px%3B%0A%2Dwebkit%2Dbox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0A%2Dmoz%2Dbox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0Abox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0Awidth%3A%2060%25%3B%0Apadding%3A%202em%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slides%2Elayout%2Dwidescreen%20slide%2Enext%2C%0A%2Ewith%2Dnotes%2Epopup%20slides%2Elayout%2Dfaux%2Dwidescreen%20slide%2Enext%20%7B%0A%2Dwebkit%2Dtransform%3A%20translate3d%28690px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%28690px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%28690px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%2Do%2Dtransform%3A%20translate3d%28690px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0Atransform%3A%20translate3d%28690px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slides%2Elayout%2Dwidescreen%20slide%20%2Enote%2C%0A%2Ewith%2Dnotes%2Epopup%20slides%2Elayout%2Dfaux%2Dwidescreen%20slide%20%2Enote%20%7B%0A%2Dwebkit%2Dtransform%3A%20translate3d%28300px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%28300px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%28300px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Do%2Dtransform%3A%20translate3d%28300px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0Atransform%3A%20translate3d%28300px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slide%20%7B%0Aoverflow%3A%20visible%3B%0Abackground%3A%20white%3B%0A%2Dwebkit%2Dtransition%3A%20none%3B%0A%2Dmoz%2Dtransition%3A%20none%3B%0A%2Do%2Dtransition%3A%20none%3B%0Atransition%3A%20none%3B%0Apointer%2Devents%3A%20none%3B%0A%2Dwebkit%2Dtransform%2Dorigin%3A%200%200%3B%0A%2Dmoz%2Dtransform%2Dorigin%3A%200%200%3B%0A%2Dms%2Dtransform%2Dorigin%3A%200%200%3B%0A%2Do%2Dtransform%2Dorigin%3A%200%200%3B%0Atransform%2Dorigin%3A%200%200%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slide%3Anot%28%2Ebackdrop%29%20%7B%0A%2Dwebkit%2Dtransform%3A%20scale%280%2E6%29%20translate3d%280%2E5em%2C%200%2E5em%2C%200%29%3B%0A%2Dmoz%2Dtransform%3A%20scale%280%2E6%29%20translate3d%280%2E5em%2C%200%2E5em%2C%200%29%3B%0A%2Dms%2Dtransform%3A%20scale%280%2E6%29%20translate3d%280%2E5em%2C%200%2E5em%2C%200%29%3B%0A%2Do%2Dtransform%3A%20scale%280%2E6%29%20translate3d%280%2E5em%2C%200%2E5em%2C%200%29%3B%0Atransform%3A%20scale%280%2E6%29%20translate3d%280%2E5em%2C%200%2E5em%2C%200%29%3B%0A%2Dwebkit%2Dbox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0A%2Dmoz%2Dbox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0Abox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slide%2Ebackdrop%20%7B%0Abackground%2Dimage%3A%20%2Dwebkit%2Dgradient%28radial%2C%2050%25%2050%25%2C%200%2C%2050%25%2050%25%2C%20600%2C%20color%2Dstop%280%25%2C%20%23b1dfff%29%2C%20color%2Dstop%28100%25%2C%20%234387fd%29%29%3B%0Abackground%2Dimage%3A%20%2Dwebkit%2Dradial%2Dgradient%2850%25%2050%25%2C%20%23b1dfff%200%25%2C%20%234387fd%20600px%29%3B%0Abackground%2Dimage%3A%20%2Dmoz%2Dradial%2Dgradient%2850%25%2050%25%2C%20%23b1dfff%200%25%2C%20%234387fd%20600px%29%3B%0Abackground%2Dimage%3A%20%2Do%2Dradial%2Dgradient%2850%25%2050%25%2C%20%23b1dfff%200%25%2C%20%234387fd%20600px%29%3B%0Abackground%2Dimage%3A%20radial%2Dgradient%2850%25%2050%25%2C%20%23b1dfff%200%25%2C%20%234387fd%20600px%29%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slide%2Enext%20%7B%0A%2Dwebkit%2Dtransform%3A%20translate3d%28570px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%28570px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%28570px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0A%2Do%2Dtransform%3A%20translate3d%28570px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0Atransform%3A%20translate3d%28570px%2C%2080px%2C%200%29%20scale%280%2E35%29%3B%0Aopacity%3A%201%20%21important%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20slide%2Enext%20%2Enote%20%7B%0Adisplay%3A%20none%20%21important%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20%2Enote%20%7B%0Awidth%3A%20109%25%3B%0Aheight%3A%20260px%3B%0Abackground%3A%20%23e6e6e6%3B%0Apadding%3A%200%3B%0A%2Dwebkit%2Dbox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0A%2Dmoz%2Dbox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0Abox%2Dshadow%3A%200%200%2010px%20%23797979%3B%0A%2Dwebkit%2Dtransform%3A%20translate3d%28250px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Dmoz%2Dtransform%3A%20translate3d%28250px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Dms%2Dtransform%3A%20translate3d%28250px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Do%2Dtransform%3A%20translate3d%28250px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0Atransform%3A%20translate3d%28250px%2C%20800px%2C%200%29%20scale%281%2E5%29%3B%0A%2Dwebkit%2Dtransition%3A%20opacity%20400ms%20ease%2Din%2Dout%3B%0A%2Dmoz%2Dtransition%3A%20opacity%20400ms%20ease%2Din%2Dout%3B%0A%2Do%2Dtransition%3A%20opacity%20400ms%20ease%2Din%2Dout%3B%0Atransition%3A%20opacity%20400ms%20ease%2Din%2Dout%3B%0A%7D%0A%0A%2Ewith%2Dnotes%2Epopup%20%2Enote%20%3E%20section%20%7B%0Abackground%3A%20%23fff%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%205px%3B%0A%2Dmoz%2Dborder%2Dradius%3A%205px%3B%0A%2Dms%2Dborder%2Dradius%3A%205px%3B%0A%2Do%2Dborder%2Dradius%3A%205px%3B%0Aborder%2Dradius%3A%205px%3B%0Aheight%3A%20100%25%3B%0Awidth%3A%20100%25%3B%0A%2Dwebkit%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dmoz%2Dbox%2Dsizing%3A%20border%2Dbox%3B%0Abox%2Dsizing%3A%20border%2Dbox%3B%0A%2Dwebkit%2Dbox%2Dshadow%3A%20none%3B%0A%2Dmoz%2Dbox%2Dshadow%3A%20none%3B%0Abox%2Dshadow%3A%20none%3B%0Aoverflow%3A%20auto%3B%0Apadding%3A%201em%3B%0A%7D%0A%0A%2Ewith%2Dnotes%20%2Enote%20%7B%0Aopacity%3A%201%3B%0A%2Dwebkit%2Dtransform%3A%20translateY%280%29%3B%0A%2Dmoz%2Dtransform%3A%20translateY%280%29%3B%0A%2Dms%2Dtransform%3A%20translateY%280%29%3B%0A%2Do%2Dtransform%3A%20translateY%280%29%3B%0Atransform%3A%20translateY%280%29%3B%0Apointer%2Devents%3A%20auto%3B%0A%7D%0A%0A%2Esource%20%7B%0Afont%2Dsize%3A%2014px%3B%0Acolor%3A%20darkgrey%3B%0Aposition%3A%20absolute%3B%0Abottom%3A%2070px%3B%0Aleft%3A%2060px%3B%0A%7D%0A%0A%2Ecentered%20%7B%0Atext%2Dalign%3A%20center%3B%0A%7D%0A%0A%2Ereflect%20%7B%0A%2Dwebkit%2Dbox%2Dreflect%3A%20below%203px%20%2Dwebkit%2Dlinear%2Dgradient%28rgba%28255%2C%20255%2C%20255%2C%200%29%2085%25%2C%20white%20150%25%29%3B%0A%2Dmoz%2Dbox%2Dreflect%3A%20below%203px%20%2Dmoz%2Dlinear%2Dgradient%28rgba%28255%2C%20255%2C%20255%2C%200%29%2085%25%2C%20white%20150%25%29%3B%0A%2Do%2Dbox%2Dreflect%3A%20below%203px%20%2Do%2Dlinear%2Dgradient%28rgba%28255%2C%20255%2C%20255%2C%200%29%2085%25%2C%20white%20150%25%29%3B%0A%2Dms%2Dbox%2Dreflect%3A%20below%203px%20%2Dms%2Dlinear%2Dgradient%28rgba%28255%2C%20255%2C%20255%2C%200%29%2085%25%2C%20white%20150%25%29%3B%0Abox%2Dreflect%3A%20below%203px%20linear%2Dgradient%28rgba%28255%2C%20255%2C%20255%2C%200%29%2085%25%2C%20%23ffffff%20150%25%29%3B%0A%7D%0A%0A%2Eflexbox%20%7B%0Adisplay%3A%20%2Dwebkit%2Dbox%20%21important%3B%0Adisplay%3A%20%2Dmoz%2Dbox%20%21important%3B%0Adisplay%3A%20%2Dms%2Dbox%20%21important%3B%0Adisplay%3A%20%2Do%2Dbox%20%21important%3B%0Adisplay%3A%20box%20%21important%3B%0A%7D%0A%0A%2Eflexbox%2Evcenter%20%7B%0A%2Dwebkit%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dmoz%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dms%2Dbox%2Dorient%3A%20vertical%3B%0Abox%2Dorient%3A%20vertical%3B%0A%2Dwebkit%2Dbox%2Dalign%3A%20center%3B%0A%2Dmoz%2Dbox%2Dalign%3A%20center%3B%0A%2Dms%2Dbox%2Dalign%3A%20center%3B%0Abox%2Dalign%3A%20center%3B%0A%2Dwebkit%2Dbox%2Dpack%3A%20center%3B%0A%2Dmoz%2Dbox%2Dpack%3A%20center%3B%0A%2Dms%2Dbox%2Dpack%3A%20center%3B%0Abox%2Dpack%3A%20center%3B%0Aheight%3A%20100%25%3B%0Awidth%3A%20100%25%3B%0A%7D%0A%0A%2Eflexbox%2Evleft%20%7B%0A%2Dwebkit%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dmoz%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dms%2Dbox%2Dorient%3A%20vertical%3B%0Abox%2Dorient%3A%20vertical%3B%0A%2Dwebkit%2Dbox%2Dalign%3A%20left%3B%0A%2Dmoz%2Dbox%2Dalign%3A%20left%3B%0A%2Dms%2Dbox%2Dalign%3A%20left%3B%0Abox%2Dalign%3A%20left%3B%0A%2Dwebkit%2Dbox%2Dpack%3A%20center%3B%0A%2Dmoz%2Dbox%2Dpack%3A%20center%3B%0A%2Dms%2Dbox%2Dpack%3A%20center%3B%0Abox%2Dpack%3A%20center%3B%0Aheight%3A%20100%25%3B%0Awidth%3A%20100%25%3B%0A%7D%0A%0A%2Eflexbox%2Evright%20%7B%0A%2Dwebkit%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dmoz%2Dbox%2Dorient%3A%20vertical%3B%0A%2Dms%2Dbox%2Dorient%3A%20vertical%3B%0Abox%2Dorient%3A%20vertical%3B%0A%2Dwebkit%2Dbox%2Dalign%3A%20end%3B%0A%2Dmoz%2Dbox%2Dalign%3A%20end%3B%0A%2Dms%2Dbox%2Dalign%3A%20end%3B%0Abox%2Dalign%3A%20end%3B%0A%2Dwebkit%2Dbox%2Dpack%3A%20center%3B%0A%2Dmoz%2Dbox%2Dpack%3A%20center%3B%0A%2Dms%2Dbox%2Dpack%3A%20center%3B%0Abox%2Dpack%3A%20center%3B%0Aheight%3A%20100%25%3B%0Awidth%3A%20100%25%3B%0A%7D%0A%0A%2Eauto%2Dfadein%20%7B%0A%2Dwebkit%2Dtransition%3A%20opacity%200%2E6s%20ease%2Din%3B%0A%2Dwebkit%2Dtransition%2Ddelay%3A%200%2E6s%3B%0A%2Dmoz%2Dtransition%3A%20opacity%200%2E6s%20ease%2Din%200%2E6s%3B%0A%2Do%2Dtransition%3A%20opacity%200%2E6s%20ease%2Din%200%2E6s%3B%0Atransition%3A%20opacity%200%2E6s%20ease%2Din%200%2E6s%3B%0Aopacity%3A%200%3B%0A%7D%0A%0A%0A%2Eslide%2Darea%20%7B%0Az%2Dindex%3A%201000%3B%0Aposition%3A%20absolute%3B%0Aleft%3A%200%3B%0Atop%3A%200%3B%0Awidth%3A%20100px%3B%0Aheight%3A%20700px%3B%0Aleft%3A%2050%25%3B%0Atop%3A%2050%25%3B%0Acursor%3A%20pointer%3B%0Amargin%2Dtop%3A%20%2D350px%3B%0A%7D%0A%0A%23prev%2Dslide%2Darea%20%7B%0Amargin%2Dleft%3A%20%2D550px%3B%0A%7D%0A%0A%23next%2Dslide%2Darea%20%7B%0Amargin%2Dleft%3A%20450px%3B%0A%7D%0A%0A%0A%2Elogoslide%20img%20%7B%0Awidth%3A%20383px%3B%0Aheight%3A%2092px%3B%0A%7D%0A%0A%2Esegue%20%7B%0Apadding%3A%2060px%20120px%3B%0A%7D%0A%0A%2Esegue%20h2%20%7B%0Acolor%3A%20%23e6e6e6%3B%0Afont%2Dsize%3A%2060px%3B%0A%7D%0A%0A%2Esegue%20h3%20%7B%0Acolor%3A%20%23e6e6e6%3B%0Aline%2Dheight%3A%202%2E8%3B%0A%7D%0A%0A%2Esegue%20hgroup%20%7B%0Aposition%3A%20absolute%3B%0Abottom%3A%20225px%3B%0A%7D%0A%0A%2Ethank%2Dyou%2Dslide%20%7B%0Abackground%3A%20%234387fd%20%21important%3B%0Acolor%3A%20white%3B%0A%7D%0A%0A%2Ethank%2Dyou%2Dslide%20h2%20%7B%0Afont%2Dsize%3A%2060px%3B%0Acolor%3A%20inherit%3B%0A%7D%0A%0A%2Ethank%2Dyou%2Dslide%20article%20%3E%20p%20%7B%0Amargin%2Dtop%3A%202em%3B%0Afont%2Dsize%3A%2020pt%3B%0A%7D%0A%0A%2Ethank%2Dyou%2Dslide%20%3E%20p%20%7B%0Aposition%3A%20absolute%3B%0Abottom%3A%2080px%3B%0Afont%2Dsize%3A%2024pt%3B%0Aline%2Dheight%3A%201%2E3%3B%0A%7D%0A%0Aaside%2Egdbar%20%7B%0Aheight%3A%2097px%3B%0Awidth%3A%20215px%3B%0Aposition%3A%20absolute%3B%0Aleft%3A%20%2D1px%3B%0Atop%3A%20125px%3B%0A%2Dwebkit%2Dborder%2Dradius%3A%200%2010px%2010px%200%3B%0A%2Dmoz%2Dborder%2Dradius%3A%200%2010px%2010px%200%3B%0A%2Dms%2Dborder%2Dradius%3A%200%2010px%2010px%200%3B%0A%2Do%2Dborder%2Dradius%3A%200%2010px%2010px%200%3B%0Aborder%2Dradius%3A%200%2010px%2010px%200%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%200%25%2050%25%2C%20100%25%2050%25%2C%20color%2Dstop%280%25%2C%20%23e6e6e6%29%2C%20color%2Dstop%28100%25%2C%20%23e6e6e6%29%29%20no%2Drepeat%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28left%2C%20%23e6e6e6%2C%20%23e6e6e6%29%20no%2Drepeat%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28left%2C%20%23e6e6e6%2C%20%23e6e6e6%29%20no%2Drepeat%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28left%2C%20%23e6e6e6%2C%20%23e6e6e6%29%20no%2Drepeat%3B%0Abackground%3A%20linear%2Dgradient%28left%2C%20%23e6e6e6%2C%20%23e6e6e6%29%20no%2Drepeat%3B%0A%2Dwebkit%2Dbackground%2Dsize%3A%200%25%20100%25%3B%0A%2Dmoz%2Dbackground%2Dsize%3A%200%25%20100%25%3B%0A%2Do%2Dbackground%2Dsize%3A%200%25%20100%25%3B%0Abackground%2Dsize%3A%200%25%20100%25%3B%0A%2Dwebkit%2Dtransition%3A%20all%200%2E5s%20ease%2Dout%3B%0A%2Dwebkit%2Dtransition%2Ddelay%3A%200%2E5s%3B%0A%2Dmoz%2Dtransition%3A%20all%200%2E5s%20ease%2Dout%200%2E5s%3B%0A%2Do%2Dtransition%3A%20all%200%2E5s%20ease%2Dout%200%2E5s%3B%0Atransition%3A%20all%200%2E5s%20ease%2Dout%200%2E5s%3B%0A%0A%7D%0A%0Aaside%2Egdbar%2Eright%20%7B%0Aright%3A%200%3B%0Aleft%3A%20%2Dmoz%2Dinitial%3B%0Aleft%3A%20initial%3B%0Atop%3A%20254px%3B%0A%0A%2Dwebkit%2Dtransform%3A%20rotateZ%28180deg%29%3B%0A%2Dmoz%2Dtransform%3A%20rotateZ%28180deg%29%3B%0A%2Dms%2Dtransform%3A%20rotateZ%28180deg%29%3B%0A%2Do%2Dtransform%3A%20rotateZ%28180deg%29%3B%0Atransform%3A%20rotateZ%28180deg%29%3B%0A%7D%0A%0Aaside%2Egdbar%2Eright%20img%20%7B%0A%2Dwebkit%2Dtransform%3A%20rotateZ%28180deg%29%3B%0A%2Dmoz%2Dtransform%3A%20rotateZ%28180deg%29%3B%0A%2Dms%2Dtransform%3A%20rotateZ%28180deg%29%3B%0A%2Do%2Dtransform%3A%20rotateZ%28180deg%29%3B%0Atransform%3A%20rotateZ%28180deg%29%3B%0A%7D%0A%0Aaside%2Egdbar%2Ebottom%20%7B%0Atop%3A%20%2Dmoz%2Dinitial%3B%0Atop%3A%20initial%3B%0Abottom%3A%2060px%3B%0A%7D%0A%0Aaside%2Egdbar%20img%20%7B%0Awidth%3A%2085px%3B%0Aheight%3A%2085px%3B%0Aposition%3A%20absolute%3B%0Aright%3A%200%3B%0Amargin%3A%208px%2015px%3B%0A%7D%0A%0A%2Etitle%2Dslide%20hgroup%20%7B%0Abottom%3A%20100px%3B%0A%7D%0A%0A%2Etitle%2Dslide%20hgroup%20h1%20%7B%0Afont%2Dsize%3A%2065px%3B%0Aline%2Dheight%3A%201%2E4%3B%0Aletter%2Dspacing%3A%20%2D3px%3B%0Acolor%3A%20%23515151%3B%0A%7D%0A%0A%2Etitle%2Dslide%20hgroup%20h2%20%7B%0Afont%2Dsize%3A%2034px%3B%0Acolor%3A%20darkgrey%3B%0Afont%2Dweight%3A%20inherit%3B%0A%7D%0A%0A%2Etitle%2Dslide%20hgroup%20p%20%7B%0Afont%2Dsize%3A%2020px%3B%0Acolor%3A%20%23797979%3B%0Aline%2Dheight%3A%201%2E3%3B%0Amargin%2Dtop%3A%202em%3B%0A%7D%0A%0A%2Equote%20%7B%0Acolor%3A%20%23e6e6e6%3B%0A%7D%0A%0A%2Equote%20%2Eauthor%20%7B%0Afont%2Dsize%3A%2024px%3B%0Aposition%3A%20absolute%3B%0Abottom%3A%2080px%3B%0Aline%2Dheight%3A%201%2E4%3B%0A%7D%0A%0A%5Bdata%2Dconfig%2Dcontact%5D%20a%20%7B%0Acolor%3A%20white%3B%0Aborder%2Dbottom%3A%20none%3B%0A%7D%0A%0A%5Bdata%2Dconfig%2Dcontact%5D%20span%20%7B%0Awidth%3A%20115px%3B%0Adisplay%3A%20inline%2Dblock%3B%0A%7D%0A%0A%2Eoverview%2Epopup%20%2Enote%20%7B%0Adisplay%3A%20none%20%21important%3B%0A%7D%0A%0A%2Eoverview%20slides%20slide%20%7B%0Adisplay%3A%20block%3B%0Acursor%3A%20pointer%3B%0Aopacity%3A%200%2E5%3B%0Apointer%2Devents%3A%20auto%20%21important%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%280%25%2C%20%23ffffff%29%2C%20color%2Dstop%2885%25%2C%20%23ffffff%29%2C%20color%2Dstop%28100%25%2C%20%23e6e6e6%29%29%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20linear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%2Dcolor%3A%20white%3B%0A%7D%0A%0A%2Eoverview%20slides%20slide%2Ebackdrop%20%7B%0Adisplay%3A%20none%20%21important%3B%0A%7D%0A%0A%2Eoverview%20slides%20slide%2Efar%2Dpast%2C%20%2Eoverview%20slides%20slide%2Epast%2C%20%2Eoverview%20slides%20slide%2Enext%2C%20%2Eoverview%20slides%20slide%2Efar%2Dnext%2C%20%2Eoverview%20slides%20slide%2Efar%2Dpast%20%7B%0Aopacity%3A%200%2E5%3B%0Adisplay%3A%20block%3B%0A%7D%0A%0A%2Eoverview%20slides%20slide%2Ecurrent%20%7B%0Aopacity%3A%201%3B%0A%7D%0A%0A%2Eoverview%20%2Eslide%2Darea%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%40media%20print%20%7B%0A%0Aslides%20slide%20%7B%0Adisplay%3A%20block%20%21important%3B%0Aposition%3A%20relative%3B%0Abackground%3A%20%2Dwebkit%2Dgradient%28linear%2C%2050%25%200%25%2C%2050%25%20100%25%2C%20color%2Dstop%280%25%2C%20%23ffffff%29%2C%20color%2Dstop%2885%25%2C%20%23ffffff%29%2C%20color%2Dstop%28100%25%2C%20%23e6e6e6%29%29%3B%0Abackground%3A%20%2Dwebkit%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20%2Dmoz%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20%2Do%2Dlinear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%3A%20linear%2Dgradient%28%23ffffff%2C%20%23ffffff%2085%25%2C%20%23e6e6e6%29%3B%0Abackground%2Dcolor%3A%20white%3B%0A%2Dwebkit%2Dtransform%3A%20none%20%21important%3B%0A%2Dmoz%2Dtransform%3A%20none%20%21important%3B%0A%2Dms%2Dtransform%3A%20none%20%21important%3B%0A%2Do%2Dtransform%3A%20none%20%21important%3B%0Atransform%3A%20none%20%21important%3B%0Awidth%3A%20100%25%3B%0Aheight%3A%20100%25%3B%0Apage%2Dbreak%2Dafter%3A%20always%3B%0Atop%3A%20auto%20%21important%3B%0Aleft%3A%20auto%20%21important%3B%0Amargin%2Dtop%3A%200%20%21important%3B%0Amargin%2Dleft%3A%200%20%21important%3B%0Aopacity%3A%201%20%21important%3B%0Acolor%3A%20%23555%3B%0A%7D%0A%0Aslides%20slide%2Efar%2Dpast%2C%20slides%20slide%2Epast%2C%20slides%20slide%2Enext%2C%20slides%20slide%2Efar%2Dnext%2C%20slides%20slide%2Efar%2Dpast%2C%20slides%20slide%2Ecurrent%20%7B%0Aopacity%3A%201%20%21important%3B%0Adisplay%3A%20block%20%21important%3B%0A%7D%0A%0Aslides%20slide%20%2Ebuild%20%3E%20%2A%20%7B%0A%2Dwebkit%2Dtransition%3A%20none%3B%0A%2Dmoz%2Dtransition%3A%20none%3B%0A%2Do%2Dtransition%3A%20none%3B%0Atransition%3A%20none%3B%0A%7D%0A%0Aslides%20slide%20%2Ebuild%20%2Eto%2Dbuild%2C%0Aslides%20slide%20%2Ebuild%20%2Ebuild%2Dfade%20%7B%0Aopacity%3A%201%3B%0A%7D%0A%0Aslides%20slide%20%2Eauto%2Dfadein%20%7B%0Aopacity%3A%201%20%21important%3B%0A%7D%0A%0Aslides%20slide%2Ebackdrop%20%7B%0Adisplay%3A%20none%20%21important%3B%0A%7D%0A%0Aslides%20slide%20table%2Erows%20%7B%0Aborder%2Dright%3A%200%3B%0A%7D%0A%0Aslides%20slide%5Bhidden%5D%20%7B%0Adisplay%3A%20none%20%21important%3B%0A%7D%0A%0A%2Eslide%2Darea%20%7B%0Adisplay%3A%20none%3B%0A%7D%0A%0A%2Ereflect%20%7B%0A%2Dwebkit%2Dbox%2Dreflect%3A%20none%3B%0A%2Dmoz%2Dbox%2Dreflect%3A%20none%3B%0A%2Do%2Dbox%2Dreflect%3A%20none%3B%0A%2Dms%2Dbox%2Dreflect%3A%20none%3B%0Abox%2Dreflect%3A%20none%3B%0A%7D%0A%0Apre%2C%20code%20%7B%0Afont%2Dfamily%3A%20monospace%20%21important%3B%0A%7D%0A%7D%0A%0Alabel%20%7B%0Adisplay%3A%20block%3B%0Amargin%2Dbottom%3A%204px%3B%0A%7D%0Alabel%2C%20input%20%7B%0Afont%2Dsize%3A%2016px%3B%0Acolor%3A%20%23333%3B%0A%7D%0Ainput%20%7B%0Awidth%3A%20220px%3B%0A%7D%0A%2Ejslider%20%7B%0Amargin%2Dtop%3A%208px%3B%0A%7D%0A%0A%2EdataTables%5Finfo%2C%20%2EdataTables%5Fpaginate%20%7B%0Afont%2Dsize%3A%2014px%3B%0A%7D%0A" rel="stylesheet" media="all">
<link href="data:text/css;charset=utf-8,slides%3Eslide%7B%2Dwebkit%2Dtransition%3Anone%20%21important%3B%2Dwebkit%2Dtransition%3Anone%20%21important%3B%2Dmoz%2Dtransition%3Anone%20%21important%3B%2Do%2Dtransition%3Anone%20%21important%3Btransition%3Anone%20%21important%7D%0A" rel="stylesheet" media="only screen and (max-device-width: 480px)">
<base target="_blank">
<script type="text/javascript">
var SLIDE_CONFIG = {
// Slide settings
settings: {
title: 'Hello, R!',
useBuilds: true,
usePrettify: true,
enableSlideAreas: true,
enableTouch: true,
favIcon: 'image\logo.gif',
},
// Author information
presenters: [
{
name: 'Yue Hu’s R Workshop Series II' ,
company: '',
gplus: '',
twitter: '',
www: '',
github: ''
},
]
};
</script>
<style type="text/css">
b, strong {
font-weight: bold;
}
em {
font-style: italic;
}
slides > slide {
-webkit-transition: all 0.2s ease-in-out;
-moz-transition: all 0.2s ease-in-out;
-o-transition: all 0.2s ease-in-out;
transition: all 0.2s ease-in-out;
}
.auto-fadein {
-webkit-transition: opacity 0.6s ease-in;
-webkit-transition-delay: 0.2s;
-moz-transition: opacity 0.6s ease-in 0.2s;
-o-transition: opacity 0.6s ease-in 0.2s;
transition: opacity 0.6s ease-in 0.2s;
opacity: 0;
}
slides > slide:not(.nobackground):before {
font-size: 12pt;
content: "";
position: absolute;
bottom: 20px;
left: 60px;
background: url(image\logo.gif) no-repeat 0 50%;
-webkit-background-size: 30px 30px;
-moz-background-size: 30px 30px;
-o-background-size: 30px 30px;
background-size: 30px 30px;
padding-left: 40px;
height: 30px;
line-height: 1.9;
}
</style>
</head>
<body style="opacity: 0">
<slides class="layout-widescreen">
<slide class="title-slide segue nobackground">
<aside class="gdbar"><img src="data:image/gif;base64,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"></aside>
<!-- The content of this hgroup is replaced programmatically through the slide_config.json. -->
<hgroup class="auto-fadein">
<h1 data-config-title><!-- populated from slide_config.json --></h1>
<h2 data-config-subtitle><!-- populated from slide_config.json --></h2>
<p data-config-presenter><!-- populated from slide_config.json --></p>
</hgroup>
</slide>
<slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Preface</h2></hgroup><article id="preface">
</article></slide><slide class=''><hgroup><h2>What Are Covered in This Workshop Series</h2></hgroup><article id="what-are-covered-in-this-workshop-series">
<ul class = 'build'>
<li><a href='https://rpubs.com/sammo3182/Rintro' title=''>A overview of R</a></li>
<li><a href='https://rpubs.com/sammo3182/Rintro' title=''>Data manipulation (input/output, row/column selections, etc.)</a></li>
<li><strong>Descriptive and binary hypotheses (summary, correlation, t-test, etc.)</strong></li>
<li><strong>Multiple regression (OLS, GLS, MLM, etc.)</strong></li>
<li>Multilevel Regression</li>
<li>Presentation (table, graph)</li>
</ul>
</article></slide><slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Hypothesis Tests</h2></hgroup><article id="hypothesis-tests">
</article></slide><slide class=''><hgroup><h2>package loading</h2></hgroup><article id="package-loading">
<p>You want the <code>pacman</code> package to load multiple packages.</p>
<pre class = 'prettyprint lang-r'>pacman::p_load(dplyr)</pre>
</article></slide><slide class=''><hgroup><h2>Data Glimpse</h2></hgroup><article id="data-glimpse">
<pre class = 'prettyprint lang-r'>data("mtcars")
dplyr::glimpse(mtcars)</pre>
<pre >## Observations: 32
## Variables: 11
## $ mpg <dbl> 21.0, 21.0, 22.8, 21.4, 18.7, 18.1, 14.3, 24.4, 22.8, 19....
## $ cyl <dbl> 6, 6, 4, 6, 8, 6, 8, 4, 4, 6, 6, 8, 8, 8, 8, 8, 8, 4, 4, ...
## $ disp <dbl> 160.0, 160.0, 108.0, 258.0, 360.0, 225.0, 360.0, 146.7, 1...
## $ hp <dbl> 110, 110, 93, 110, 175, 105, 245, 62, 95, 123, 123, 180, ...
## $ drat <dbl> 3.90, 3.90, 3.85, 3.08, 3.15, 2.76, 3.21, 3.69, 3.92, 3.9...
## $ wt <dbl> 2.620, 2.875, 2.320, 3.215, 3.440, 3.460, 3.570, 3.190, 3...
## $ qsec <dbl> 16.46, 17.02, 18.61, 19.44, 17.02, 20.22, 15.84, 20.00, 2...
## $ vs <dbl> 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, ...
## $ am <dbl> 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, ...
## $ gear <dbl> 4, 4, 4, 3, 3, 3, 3, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 4, 4, ...
## $ carb <dbl> 4, 4, 1, 1, 2, 1, 4, 2, 2, 4, 4, 3, 3, 3, 4, 4, 4, 1, 2, ...</pre>
</article></slide><slide class=''><hgroup><h2>Binary Tests: Difference in mean</h2></hgroup><article id="binary-tests-difference-in-mean">
<p>\(H_{0}: \bar{cylinders} = \bar{gears},\ \alpha = .05\)</p>
<pre class = 'prettyprint lang-r'>t.test(mtcars$cyl, mtcars$gears) </pre>
<pre >##
## One Sample t-test
##
## data: mtcars$cyl
## t = 19.599, df = 31, p-value < 2.2e-16
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
## 5.543607 6.831393
## sample estimates:
## mean of x
## 6.1875</pre>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p><code>t.test</code> offers arguments <code>alternative</code>, <code>mu</code>, <code>paired</code>, and <code>conf.level</code> for users to change in two-tail/one-tail test, parameter mean, independent/paired comparison, and \(\alpha\).</p>
<pre class = 'prettyprint lang-r'># one side, cyl > gear, alpha = .01
t.test(mtcars$cyl, mtcars$gear,
alternative = "greater", conf.level = .99))
# comparing with the parameter (true value)
t.test(mtcars$cyl, mu = 6) # the true mean is 6.</pre>
</article></slide><slide class=''><hgroup><h2>Binary Tests: Correlation</h2></hgroup><article id="binary-tests-correlation">
<p>\(H_{0}: \rho_{(cyl,gear)} = 0,\ \alpha = .05\)</p>
<pre class = 'prettyprint lang-r'>cor.test(mtcars$cyl, mtcars$gear)</pre>
<pre >##
## Pearson's product-moment correlation
##
## data: mtcars$cyl and mtcars$gear
## t = -3.1011, df = 30, p-value = 0.004173
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -0.7180260 -0.1738615
## sample estimates:
## cor
## -0.4926866</pre>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p><code>cor.test</code> offers various arguments as in <code>t.test</code> for more specific settings. Moreover, users can use the <code>method</code> argument to set the method to calculate the correlations, "Pearson", "Kendall", or "Spearman." (<span style="color:green">
Tip</span>)</p>
<pre class = 'prettyprint lang-r'>cor.test(mtcars$cyl, mtcars$gear, method = "kendall")</pre>
<pre >## Warning in cor.test.default(mtcars$cyl, mtcars$gear, method = "kendall"):
## Cannot compute exact p-value with ties</pre>
<pre >##
## Kendall's rank correlation tau
##
## data: mtcars$cyl and mtcars$gear
## z = -3.1551, p-value = 0.001604
## alternative hypothesis: true tau is not equal to 0
## sample estimates:
## tau
## -0.5125435</pre>
<aside class='note'><section><p>Do I have to type the <code>mtcars$</code> every time?</p>
<ul class = 'build'>
<li>No you don't.
<ul class = 'build'>
<li>It offers a potential for cross-dataset operation, though.</li>
<li>Use <code>within()</code>: e.g., <code>within(mtcars, cor.test(cyl, gear))</code></li>
<li>Use <code>attach()</code> (not recommonded)</li>
</ul></li>
</ul></section></aside>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p>We can get the correlation matrix, too:</p>
<pre class = 'prettyprint lang-r'>cor(mtcars[,1:4])</pre>
<pre >## mpg cyl disp hp
## mpg 1.0000000 -0.8521620 -0.8475514 -0.7761684
## cyl -0.8521620 1.0000000 0.9020329 0.8324475
## disp -0.8475514 0.9020329 1.0000000 0.7909486
## hp -0.7761684 0.8324475 0.7909486 1.0000000</pre>
</article></slide><slide class=''><hgroup><h2>Present the correlations</h2></hgroup><article id="present-the-correlations">
<p>You want the <code>corrplot</code> package.</p>
<pre class = 'prettyprint lang-r'>cor(mtcars) %>% corrplot::corrplot()</pre>
<p><img src="data:image/png;base64,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" width="720" /></p>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p>Or a mixed format:</p>
<pre class = 'prettyprint lang-r'>cor(mtcars) %>% corrplot::corrplot.mixed()</pre>
<p><img src="data:image/png;base64,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" width="720" /></p>
</article></slide><slide class=''><hgroup><h2>Binary Tests: ANOVA</h2></hgroup><article id="binary-tests-anova" class="smaller">
<p>One way or two way ANOVA:</p>
<pre class = 'prettyprint lang-r'>aov_one <- aov(cyl ~ gear, data = mtcars) #one-way
aov_two <- aov(cyl ~ gear + am, data = mtcars) #two-way
summary(aov_one); summary(aov_two)</pre>
<pre >## Df Sum Sq Mean Sq F value Pr(>F)
## gear 1 24.00 24.001 9.617 0.00417 **
## Residuals 30 74.87 2.496
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</pre>
<pre >## Df Sum Sq Mean Sq F value Pr(>F)
## gear 1 24.00 24.001 9.907 0.00379 **
## am 1 4.62 4.620 1.907 0.17786
## Residuals 29 70.25 2.423
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</pre>
</article></slide><slide class=''><hgroup><h2>Wrap up</h2></hgroup><article id="wrap-up">
<ul class = 'build'>
<li><p>T-test: <code>t.test(x, y = NULL, alternative = c("two.sided", "less", "greater"), mu = 0, paired = FALSE, conf.level = 0.95, ...)</code></p></li>
<li><p>Correlation: <code>cor.test(x, y, alternative = c("two.sided", "less", "greater"), method = c("pearson", "kendall", "spearman"), conf.level = 0.95, continuity = FALSE, ...)</code></p></li>
<li><p>ANOVA: <code>aov(formula, data = NULL, ...)</code></p></li>
</ul>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p>Next: Multiple regression</p>
<div class="centered">
<img src='http://www.math.yorku.ca/SCS/spida/lm/mreganim3.gif' title='fig:'/><p class='caption'>core</p></div>
</article></slide><slide class='segue dark nobackground level1'><hgroup class = 'auto-fadein'><h2>Multiple Regression</h2></hgroup><article id="multiple-regression">
</article></slide><slide class=''><hgroup><h2>Ordinary Linear Regression</h2></hgroup><article id="ordinary-linear-regression">
<p>\(Mileage = \beta_0cylinders + \beta_1horsepower + \beta_3weight + \varepsilon\)</p>
<pre class = 'prettyprint lang-r'>lm_ols <- lm(mpg ~ cyl + hp + wt, data = mtcars)</pre>
<ul class = 'build'>
<li><code>lm_ols</code>: Object name</li>
<li><code>mpg</code>: Dependent variable</li>
<li><code>cyl + hp + wt</code>: Independent variables</li>
<li><code>data = mtcars</code>: Where the variables are stored</li>
</ul>
</article></slide><slide class=''><hgroup><h2>Result</h2></hgroup><article id="result" class="smaller">
<pre class = 'prettyprint lang-r'>summary(lm_ols)</pre>
<pre >##
## Call:
## lm(formula = mpg ~ cyl + hp + wt, data = mtcars)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9290 -1.5598 -0.5311 1.1850 5.8986
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 38.75179 1.78686 21.687 < 2e-16 ***
## cyl -0.94162 0.55092 -1.709 0.098480 .
## hp -0.01804 0.01188 -1.519 0.140015
## wt -3.16697 0.74058 -4.276 0.000199 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.512 on 28 degrees of freedom
## Multiple R-squared: 0.8431, Adjusted R-squared: 0.8263
## F-statistic: 50.17 on 3 and 28 DF, p-value: 2.184e-11</pre>
</article></slide><slide class=''><hgroup><h2>Nonlinear transition</h2></hgroup><article id="nonlinear-transition">
<p>ln, square, exponential, or inverse</p>
<pre class = 'prettyprint lang-r'>lm_tran <- lm(log(mpg) ~ I(cyl^2) + exp(hp) + I(1/wt), data = mtcars)</pre>
<ul class = 'build'>
<li><code>log(mpg)</code>: logistic</li>
<li><code>I(cyl^2), I(1/wt)</code>: square, inverse</li>
<li><code>exp(hp)</code>: exponential</li>
</ul>
</article></slide><slide class=''><hgroup><h2>The result</h2></hgroup><article id="the-result" class="smaller">
<pre class = 'prettyprint lang-r'>summary(lm_tran)</pre>
<pre >##
## Call:
## lm(formula = log(mpg) ~ I(cyl^2) + exp(hp) + I(1/wt), data = mtcars)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.27532 -0.06730 -0.01030 0.08334 0.24674
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.770e+00 1.633e-01 16.958 2.92e-16 ***
## I(cyl^2) -6.282e-03 1.664e-03 -3.775 0.000765 ***
## exp(hp) -8.547e-148 4.283e-147 -0.200 0.843268
## I(1/wt) 1.308e+00 3.022e-01 4.329 0.000173 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1271 on 28 degrees of freedom
## Multiple R-squared: 0.8354, Adjusted R-squared: 0.8178
## F-statistic: 47.38 on 3 and 28 DF, p-value: 4.26e-11</pre>
</article></slide><slide class=''><hgroup><h2>Adding binary variables</h2></hgroup><article id="adding-binary-variables">
<p>When the model including binary variables based on a factor</p>
<pre class = 'prettyprint lang-r'>mtcars$gear_f <- factor(mtcars$gear, levels = 3:5, labels = c("3-gear", "4-gear", "5-gear"))
table(mtcars$gear)</pre>
<pre >##
## 3 4 5
## 15 12 5</pre>
<pre class = 'prettyprint lang-r'>table(mtcars$gear_f); class(mtcars$gear_f)</pre>
<pre >##
## 3-gear 4-gear 5-gear
## 15 12 5</pre>
<pre >## [1] "factor"</pre>
</article></slide><slide class=''><hgroup><h2>The result</h2></hgroup><article id="the-result-1" class="smaller">
<pre class = 'prettyprint lang-r'>lm_f <- lm(mpg ~ cyl + hp + wt + gear_f, data = mtcars)
summary(lm_f)</pre>
<pre >##
## Call:
## lm(formula = mpg ~ cyl + hp + wt + gear_f, data = mtcars)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.4107 -1.7394 -0.6204 1.2435 5.9357
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 37.67538 3.49111 10.792 4.24e-11 ***
## cyl -0.80485 0.68114 -1.182 0.24805
## hp -0.02116 0.01712 -1.236 0.22757
## wt -3.03971 0.88754 -3.425 0.00205 **
## gear_f4-gear 0.46155 1.49468 0.309 0.75994
## gear_f5-gear 0.67475 2.11262 0.319 0.75198
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.6 on 26 degrees of freedom
## Multiple R-squared: 0.844, Adjusted R-squared: 0.814
## F-statistic: 28.12 on 5 and 26 DF, p-value: 1.04e-09</pre>
</article></slide><slide class=''><hgroup><h2>Interaction</h2></hgroup><article id="interaction">
<p>Two-way interaction: horsepower * Weight</p>
<pre class = 'prettyprint lang-r'>lm_in <- lm(mpg ~ cyl + hp * wt, data = mtcars)</pre>
<p>Equivalent to <code>lm_in2 <- lm(mpg ~ cyl + hp + wt + hp:wt, data = mtcars)</code></p>
</article></slide><slide class=''><hgroup><h2>The result</h2></hgroup><article id="the-result-2" class="smaller">
<pre class = 'prettyprint lang-r'>summary(lm_in)</pre>
<pre >##
## Call:
## lm(formula = mpg ~ cyl + hp * wt, data = mtcars)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.3917 -1.6444 -0.6117 1.4213 4.5530
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 49.490987 3.663514 13.509 1.58e-13 ***
## cyl -0.365239 0.508620 -0.718 0.47887
## hp -0.108394 0.029775 -3.640 0.00114 **
## wt -7.627489 1.521056 -5.015 2.93e-05 ***
## hp:wt 0.025837 0.007992 3.233 0.00322 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.172 on 27 degrees of freedom
## Multiple R-squared: 0.8869, Adjusted R-squared: 0.8702
## F-statistic: 52.94 on 4 and 27 DF, p-value: 2.156e-12</pre>
</article></slide><slide class=''><hgroup><h2>Post-estimate diagnoses: Residural</h2></hgroup><article id="post-estimate-diagnoses-residural">
<pre class = 'prettyprint lang-r'>res <- resid(lm_ols); res[1:4]</pre>
<pre >## Mazda RX4 Mazda RX4 Wag Datsun 710 Hornet 4 Drive
## -1.8204257 -1.0128476 -3.1603990 0.4639233</pre>
<pre class = 'prettyprint lang-r'>plot(lm_ols, which = 1) # residural vs. fitted plot</pre>
<p><img src="data:image/png;base64,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" width="720" style="display: block; margin: auto;" /></p>
</article></slide><slide class=''><hgroup><h2>Post-estimate diagnoses: Outliers</h2></hgroup><article id="post-estimate-diagnoses-outliers">
<pre class = 'prettyprint lang-r'>car::outlierTest(lm_ols) # Bonferonni p-value for most extreme obs</pre>
<pre >##
## No Studentized residuals with Bonferonni p < 0.05
## Largest |rstudent|:
## rstudent unadjusted p-value Bonferonni p
## Toyota Corolla 2.749837 0.010508 0.33625</pre>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<pre class = 'prettyprint lang-r'>car::qqPlot(lm_ols) #qq plot for studentized resid </pre>
<p><img src="data:image/png;base64,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" width="720" /></p>
</article></slide><slide class=''><hgroup><h2>Post-estimate diagnoses: CLRM Properties</h2></hgroup><article id="post-estimate-diagnoses-clrm-properties" class="build">
<ul class = 'build'>
<li>Heteroscedasticity</li>
</ul>
<pre class = 'prettyprint lang-r'>car::ncvTest(lm_ols) </pre>
<pre >## Non-constant Variance Score Test
## Variance formula: ~ fitted.values
## Chisquare = 2.882097 Df = 1 p = 0.08956928</pre>
<ul class = 'build'>
<li>Multicollinearity</li>
</ul>
<pre class = 'prettyprint lang-r'>car::vif(lm_ols) </pre>
<pre >## cyl hp wt
## 4.757456 3.258481 2.580486</pre>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p>Autocorrelation</p>
<pre class = 'prettyprint lang-r'>car::durbinWatsonTest(lm_ols)</pre>
<pre >## lag Autocorrelation D-W Statistic p-value
## 1 0.146151 1.64407 0.192
## Alternative hypothesis: rho != 0</pre>
</article></slide><slide class=''><hgroup><h2>Logit</h2></hgroup><article id="logit">
<p>\(vs = \frac{1}{1 + e^{-(\beta_0 + \beta_1cylinder + \beta_2horsepower + \beta_3weight + \varepsilon)}}\)</p>
<pre class = 'prettyprint lang-r'>logit <- glm(vs ~ cyl + hp + wt, data = mtcars, family = "binomial")</pre>
<p>MLE on other distributions: change the value of the argument <code>family</code> to <code>Gamma</code>, <code>poisson</code>, <code>gaussian</code>, etc.</p>
</article></slide><slide class=''><hgroup><h2>The result</h2></hgroup><article id="the-result-3" class="smaller">
<pre class = 'prettyprint lang-r'>summary(logit)</pre>
<pre >##
## Call:
## glm(formula = vs ~ cyl + hp + wt, family = "binomial", data = mtcars)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.41745 -0.12944 -0.00758 0.24675 1.24429
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 9.95269 4.38923 2.268 0.0234 *
## cyl -2.16258 1.50997 -1.432 0.1521
## hp -0.05270 0.03552 -1.484 0.1379
## wt 2.97179 1.90352 1.561 0.1185
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 43.860 on 31 degrees of freedom
## Residual deviance: 12.698 on 28 degrees of freedom
## AIC: 20.698
##
## Number of Fisher Scoring iterations: 7</pre>
</article></slide><slide class=''><hgroup><h2>Interpretation: Margin</h2></hgroup><article id="interpretation-margin">
<pre class = 'prettyprint lang-r'>library(mfx)
logit_m <- logitmfx(vs ~ cyl + hp + wt, data = mtcars)
logit_m</pre>
<pre >## Call:
## logitmfx(formula = vs ~ cyl + hp + wt, data = mtcars)
##
## Marginal Effects:
## dF/dx Std. Err. z P>|z|
## cyl -0.3028436 0.2629609 -1.1517 0.24946
## hp -0.0073793 0.0043738 -1.6872 0.09157 .
## wt 0.4161633 0.2899976 1.4351 0.15127
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</pre>
</article></slide><slide class=''><hgroup><h2>Interpretation: Predicted probability</h2></hgroup><article id="interpretation-predicted-probability">
<p>Predicted Probability when <code>cyl</code> changes from 4 to 6.</p>
<pre class = 'prettyprint lang-r'># Step 1: creat an aggregate data
mtcars_fake <- with(mtcars, data.frame(cyl = 4:6, hp = mean(hp), wt = mean(wt)))
# Step 2: predict based on the new data
logit_pp4 <- cbind(mtcars_fake,predict(logit, newdata = mtcars_fake, type = "link", se = TRUE))
# Step 3: convert to probability
logit_pp4 <- within(logit_pp4, {pp <- plogis(fit)
lb <- plogis(fit - 1.96 * se.fit)
ub <- plogis(fit + 1.96 * se.fit)})
logit_pp4[,7:9]</pre>
<pre >## ub lb pp
## 1 0.9999189 0.04100710 0.9582577
## 2 0.9899843 0.06589691 0.7253227
## 3 0.7048727 0.03719288 0.2329796</pre>
</article></slide><slide class=''><hgroup><h2>Wrap Up</h2></hgroup><article id="wrap-up-1">
<ul class = 'build'>
<li>OLS: <code>lm(Y ~ X, data = data)</code>
<ul class = 'build'>
<li>Non-linear transformations: <code>I(X^2)</code>, <code>exp(X)</code>, <code>log(X)</code>.</li>
<li>Using factor variable: R will handle that for you.</li>
<li>Interaction: <code>lm(Y ~ X * Z, data = data)</code>.</li>
<li>Post-estimate diagnoses: <code>resid()</code>, <code>outlierTest()</code>, <code>qqPlot()</code>, <code>ncvTest()</code>, <code>vif()</code>, <code>durbinWatsonTest()</code></li>
</ul></li>
<li>Logit: <code>glm(Y ~ X, data = data, family = "binomial")</code>
<ul class = 'build'>
<li>Margins: using <code>mfx::logitmfx</code></li>
<li>Predict probabilty:
<ul class = 'build'>
<li>Step 1: create an aggregate data</li>
<li>Step 2: predict the log odds</li>
<li>Step 3: transfer to probability</li>
</ul></li>
</ul></li>
</ul>
</article></slide><slide class=''><hgroup><h2></h2></hgroup><article >
<p>Next: Presenting with R</p>
<div class="centered">
<p><img src="https://espngrantland.files.wordpress.com/2014/06/9u4jd.gif" height="500" width = "800" /></p></div>
</article></slide><slide class=''><hgroup><h2>See you then ~</h2></hgroup><article id="see-you-then">
<div class="centered">
<p><img src="http://rescuethepresent.net/tomandjerry/files/2016/05/16-thanks.gif" /></p></div>
</article></slide><slide class=''><hgroup><h2>External Sources</h2></hgroup><article id="external-sources">
<ul class = 'build'>
<li><p>My email: <a href='mailto:%[email protected]' title=''>[email protected]</a></p></li>
<li>Workshops: <a href='http://ppc.uiowa.edu/node/3608' title=''>http://ppc.uiowa.edu/node/3608</a></li>
<li>Consulting service: <a href='http://ppc.uiowa.edu/node/3385/' title=''>http://ppc.uiowa.edu/node/3385/</a></li>
<li>Q&A Blogs:
<ul class = 'build'>
<li><a href='http://stackoverflow.com/questions/tagged/r' title=''>http://stackoverflow.com/questions/tagged/r</a></li>
<li><a href='https://stat.ethz.ch/mailman/listinfo/r-help' title=''>https://stat.ethz.ch/mailman/listinfo/r-help</a></li>
</ul></li>
<li><p>Blog for new stuffs: <a href='http://www.r-bloggers.com/' title=''>http://www.r-bloggers.com/</a></p></li>
<li>Graph Blogs:
<ul class = 'build'>
<li><a href='http://www.cookbook-r.com/Graphs/' title=''>http://www.cookbook-r.com/Graphs/</a></li>
<li><a href='http://shiny.stat.ubc.ca/r-graph-catalog/' title=''>http://shiny.stat.ubc.ca/r-graph-catalog/</a></li>
</ul></li>
</ul></article></slide>
<slide class="backdrop"></slide>
</slides>
<script src="data:application/x-javascript;base64,/* Modernizr 2.5.3 (Custom Build) | MIT & BSD
 * Build: http://www.modernizr.com/download/#-fontface-backgroundsize-borderimage-borderradius-boxshadow-flexbox-flexbox_legacy-hsla-multiplebgs-opacity-rgba-textshadow-cssanimations-csscolumns-generatedcontent-cssgradients-cssreflections-csstransforms-csstransforms3d-csstransitions-applicationcache-canvas-canvastext-draganddrop-hashchange-history-audio-video-indexeddb-input-inputtypes-localstorage-postmessage-sessionstorage-websockets-websqldatabase-webworkers-geolocation-inlinesvg-smil-svg-svgclippaths-touch-webgl-mq-prefixed-teststyles-testprop-testallprops-hasevent-prefixes-domprefixes-load
 */
;window.Modernizr=function(a,b,c){function C(a){i.cssText=a}function D(a,b){return C(m.join(a+";")+(b||""))}function E(a,b){return typeof a===b}function F(a,b){return!!~(""+a).indexOf(b)}function G(a,b){for(var d in a)if(i[a[d]]!==c)return b=="pfx"?a[d]:!0;return!1}function H(a,b,d){for(var e in a){var f=b[a[e]];if(f!==c)return d===!1?a[e]:E(f,"function")?f.bind(d||b):f}return!1}function I(a,b,c){var d=a.charAt(0).toUpperCase()+a.substr(1),e=(a+" "+o.join(d+" ")+d).split(" ");return E(b,"string")||E(b,"undefined")?G(e,b):(e=(a+" "+p.join(d+" ")+d).split(" "),H(e,b,c))}function K(){e.input=function(c){for(var d=0,e=c.length;d<e;d++)t[c[d]]=c[d]in j;return t.list&&(t.list=!!b.createElement("datalist")&&!!a.HTMLDataListElement),t}("autocomplete autofocus list placeholder max min multiple pattern required step".split(" ")),e.inputtypes=function(a){for(var d=0,e,g,h,i=a.length;d<i;d++)j.setAttribute("type",g=a[d]),e=j.type!=="text",e&&(j.value=k,j.style.cssText="position:absolute;visibility:hidden;",/^range$/.test(g)&&j.style.WebkitAppearance!==c?(f.appendChild(j),h=b.defaultView,e=h.getComputedStyle&&h.getComputedStyle(j,null).WebkitAppearance!=="textfield"&&j.offsetHeight!==0,f.removeChild(j)):/^(search|tel)$/.test(g)||(/^(url|email)$/.test(g)?e=j.checkValidity&&j.checkValidity()===!1:/^color$/.test(g)?(f.appendChild(j),f.offsetWidth,e=j.value!=k,f.removeChild(j)):e=j.value!=k)),s[a[d]]=!!e;return s}("search tel url email datetime date month week time datetime-local number range color".split(" "))}var d="2.5.3",e={},f=b.documentElement,g="modernizr",h=b.createElement(g),i=h.style,j=b.createElement("input"),k=":)",l={}.toString,m=" -webkit- -moz- -o- -ms- ".split(" "),n="Webkit Moz O ms",o=n.split(" "),p=n.toLowerCase().split(" "),q={svg:"http://www.w3.org/2000/svg"},r={},s={},t={},u=[],v=u.slice,w,x=function(a,c,d,e){var h,i,j,k=b.createElement("div"),l=b.body,m=l?l:b.createElement("body");if(parseInt(d,10))while(d--)j=b.createElement("div"),j.id=e?e[d]:g+(d+1),k.appendChild(j);return h=["&#173;","<style>",a,"</style>"].join(""),k.id=g,(l?k:m).innerHTML+=h,m.appendChild(k),l||(m.style.background="",f.appendChild(m)),i=c(k,a),l?k.parentNode.removeChild(k):m.parentNode.removeChild(m),!!i},y=function(b){var c=a.matchMedia||a.msMatchMedia;if(c)return c(b).matches;var d;return x("@media "+b+" { #"+g+" { position: absolute; } }",function(b){d=(a.getComputedStyle?getComputedStyle(b,null):b.currentStyle)["position"]=="absolute"}),d},z=function(){function d(d,e){e=e||b.createElement(a[d]||"div"),d="on"+d;var f=d in e;return f||(e.setAttribute||(e=b.createElement("div")),e.setAttribute&&e.removeAttribute&&(e.setAttribute(d,""),f=E(e[d],"function"),E(e[d],"undefined")||(e[d]=c),e.removeAttribute(d))),e=null,f}var a={select:"input",change:"input",submit:"form",reset:"form",error:"img",load:"img",abort:"img"};return d}(),A={}.hasOwnProperty,B;!E(A,"undefined")&&!E(A.call,"undefined")?B=function(a,b){return A.call(a,b)}:B=function(a,b){return b in a&&E(a.constructor.prototype[b],"undefined")},Function.prototype.bind||(Function.prototype.bind=function(b){var c=this;if(typeof c!="function")throw new TypeError;var d=v.call(arguments,1),e=function(){if(this instanceof e){var a=function(){};a.prototype=c.prototype;var f=new a,g=c.apply(f,d.concat(v.call(arguments)));return Object(g)===g?g:f}return c.apply(b,d.concat(v.call(arguments)))};return e});var J=function(c,d){var f=c.join(""),g=d.length;x(f,function(c,d){var f=b.styleSheets[b.styleSheets.length-1],h=f?f.cssRules&&f.cssRules[0]?f.cssRules[0].cssText:f.cssText||"":"",i=c.childNodes,j={};while(g--)j[i[g].id]=i[g];e.touch="ontouchstart"in a||a.DocumentTouch&&b instanceof DocumentTouch||(j.touch&&j.touch.offsetTop)===9,e.csstransforms3d=(j.csstransforms3d&&j.csstransforms3d.offsetLeft)===9&&j.csstransforms3d.offsetHeight===3,e.generatedcontent=(j.generatedcontent&&j.generatedcontent.offsetHeight)>=1,e.fontface=/src/i.test(h)&&h.indexOf(d.split(" ")[0])===0},g,d)}(['@font-face {font-family:"font";src:url("https://")}',["@media (",m.join("touch-enabled),("),g,")","{#touch{top:9px;position:absolute}}"].join(""),["@media (",m.join("transform-3d),("),g,")","{#csstransforms3d{left:9px;position:absolute;height:3px;}}"].join(""),['#generatedcontent:after{content:"',k,'";visibility:hidden}'].join("")],["fontface","touch","csstransforms3d","generatedcontent"]);r.flexbox=function(){return I("flexOrder")},r["flexbox-legacy"]=function(){return I("boxDirection")},r.canvas=function(){var a=b.createElement("canvas");return!!a.getContext&&!!a.getContext("2d")},r.canvastext=function(){return!!e.canvas&&!!E(b.createElement("canvas").getContext("2d").fillText,"function")},r.webgl=function(){try{var d=b.createElement("canvas"),e;e=!(!a.WebGLRenderingContext||!d.getContext("experimental-webgl")&&!d.getContext("webgl")),d=c}catch(f){e=!1}return e},r.touch=function(){return e.touch},r.geolocation=function(){return!!navigator.geolocation},r.postmessage=function(){return!!a.postMessage},r.websqldatabase=function(){return!!a.openDatabase},r.indexedDB=function(){return!!I("indexedDB",a)},r.hashchange=function(){return z("hashchange",a)&&(b.documentMode===c||b.documentMode>7)},r.history=function(){return!!a.history&&!!history.pushState},r.draganddrop=function(){var a=b.createElement("div");return"draggable"in a||"ondragstart"in a&&"ondrop"in a},r.websockets=function(){for(var b=-1,c=o.length;++b<c;)if(a[o[b]+"WebSocket"])return!0;return"WebSocket"in a},r.rgba=function(){return C("background-color:rgba(150,255,150,.5)"),F(i.backgroundColor,"rgba")},r.hsla=function(){return C("background-color:hsla(120,40%,100%,.5)"),F(i.backgroundColor,"rgba")||F(i.backgroundColor,"hsla")},r.multiplebgs=function(){return C("background:url(https://),url(https://),red url(https://)"),/(url\s*\(.*?){3}/.test(i.background)},r.backgroundsize=function(){return I("backgroundSize")},r.borderimage=function(){return I("borderImage")},r.borderradius=function(){return I("borderRadius")},r.boxshadow=function(){return I("boxShadow")},r.textshadow=function(){return b.createElement("div").style.textShadow===""},r.opacity=function(){return D("opacity:.55"),/^0.55$/.test(i.opacity)},r.cssanimations=function(){return I("animationName")},r.csscolumns=function(){return I("columnCount")},r.cssgradients=function(){var a="background-image:",b="gradient(linear,left top,right bottom,from(#9f9),to(white));",c="linear-gradient(left top,#9f9, white);";return C((a+"-webkit- ".split(" ").join(b+a)+m.join(c+a)).slice(0,-a.length)),F(i.backgroundImage,"gradient")},r.cssreflections=function(){return I("boxReflect")},r.csstransforms=function(){return!!I("transform")},r.csstransforms3d=function(){var a=!!I("perspective");return a&&"webkitPerspective"in f.style&&(a=e.csstransforms3d),a},r.csstransitions=function(){return I("transition")},r.fontface=function(){return e.fontface},r.generatedcontent=function(){return e.generatedcontent},r.video=function(){var a=b.createElement("video"),c=!1;try{if(c=!!a.canPlayType)c=new Boolean(c),c.ogg=a.canPlayType('video/ogg; codecs="theora"').replace(/^no$/,""),c.h264=a.canPlayType('video/mp4; codecs="avc1.42E01E"').replace(/^no$/,""),c.webm=a.canPlayType('video/webm; codecs="vp8, vorbis"').replace(/^no$/,"")}catch(d){}return c},r.audio=function(){var a=b.createElement("audio"),c=!1;try{if(c=!!a.canPlayType)c=new Boolean(c),c.ogg=a.canPlayType('audio/ogg; codecs="vorbis"').replace(/^no$/,""),c.mp3=a.canPlayType("audio/mpeg;").replace(/^no$/,""),c.wav=a.canPlayType('audio/wav; codecs="1"').replace(/^no$/,""),c.m4a=(a.canPlayType("audio/x-m4a;")||a.canPlayType("audio/aac;")).replace(/^no$/,"")}catch(d){}return c},r.localstorage=function(){try{return localStorage.setItem(g,g),localStorage.removeItem(g),!0}catch(a){return!1}},r.sessionstorage=function(){try{return sessionStorage.setItem(g,g),sessionStorage.removeItem(g),!0}catch(a){return!1}},r.webworkers=function(){return!!a.Worker},r.applicationcache=function(){return!!a.applicationCache},r.svg=function(){return!!b.createElementNS&&!!b.createElementNS(q.svg,"svg").createSVGRect},r.inlinesvg=function(){var a=b.createElement("div");return a.innerHTML="<svg/>",(a.firstChild&&a.firstChild.namespaceURI)==q.svg},r.smil=function(){return!!b.createElementNS&&/SVGAnimate/.test(l.call(b.createElementNS(q.svg,"animate")))},r.svgclippaths=function(){return!!b.createElementNS&&/SVGClipPath/.test(l.call(b.createElementNS(q.svg,"clipPath")))};for(var L in r)B(r,L)&&(w=L.toLowerCase(),e[w]=r[L](),u.push((e[w]?"":"no-")+w));return e.input||K(),C(""),h=j=null,e._version=d,e._prefixes=m,e._domPrefixes=p,e._cssomPrefixes=o,e.mq=y,e.hasEvent=z,e.testProp=function(a){return G([a])},e.testAllProps=I,e.testStyles=x,e.prefixed=function(a,b,c){return b?I(a,b,c):I(a,"pfx")},e}(this,this.document),function(a,b,c){function d(a){return o.call(a)=="[object Function]"}function e(a){return typeof a=="string"}function f(){}function g(a){return!a||a=="loaded"||a=="complete"||a=="uninitialized"}function h(){var a=p.shift();q=1,a?a.t?m(function(){(a.t=="c"?B.injectCss:B.injectJs)(a.s,0,a.a,a.x,a.e,1)},0):(a(),h()):q=0}function i(a,c,d,e,f,i,j){function k(b){if(!o&&g(l.readyState)&&(u.r=o=1,!q&&h(),l.onload=l.onreadystatechange=null,b)){a!="img"&&m(function(){t.removeChild(l)},50);for(var d in y[c])y[c].hasOwnProperty(d)&&y[c][d].onload()}}var j=j||B.errorTimeout,l={},o=0,r=0,u={t:d,s:c,e:f,a:i,x:j};y[c]===1&&(r=1,y[c]=[],l=b.createElement(a)),a=="object"?l.data=c:(l.src=c,l.type=a),l.width=l.height="0",l.onerror=l.onload=l.onreadystatechange=function(){k.call(this,r)},p.splice(e,0,u),a!="img"&&(r||y[c]===2?(t.insertBefore(l,s?null:n),m(k,j)):y[c].push(l))}function j(a,b,c,d,f){return q=0,b=b||"j",e(a)?i(b=="c"?v:u,a,b,this.i++,c,d,f):(p.splice(this.i++,0,a),p.length==1&&h()),this}function k(){var a=B;return a.loader={load:j,i:0},a}var l=b.documentElement,m=a.setTimeout,n=b.getElementsByTagName("script")[0],o={}.toString,p=[],q=0,r="MozAppearance"in l.style,s=r&&!!b.createRange().compareNode,t=s?l:n.parentNode,l=a.opera&&o.call(a.opera)=="[object Opera]",l=!!b.attachEvent&&!l,u=r?"object":l?"script":"img",v=l?"script":u,w=Array.isArray||function(a){return o.call(a)=="[object Array]"},x=[],y={},z={timeout:function(a,b){return b.length&&(a.timeout=b[0]),a}},A,B;B=function(a){function b(a){var a=a.split("!"),b=x.length,c=a.pop(),d=a.length,c={url:c,origUrl:c,prefixes:a},e,f,g;for(f=0;f<d;f++)g=a[f].split("="),(e=z[g.shift()])&&(c=e(c,g));for(f=0;f<b;f++)c=x[f](c);return c}function g(a,e,f,g,i){var j=b(a),l=j.autoCallback;j.url.split(".").pop().split("?").shift(),j.bypass||(e&&(e=d(e)?e:e[a]||e[g]||e[a.split("/").pop().split("?")[0]]||h),j.instead?j.instead(a,e,f,g,i):(y[j.url]?j.noexec=!0:y[j.url]=1,f.load(j.url,j.forceCSS||!j.forceJS&&"css"==j.url.split(".").pop().split("?").shift()?"c":c,j.noexec,j.attrs,j.timeout),(d(e)||d(l))&&f.load(function(){k(),e&&e(j.origUrl,i,g),l&&l(j.origUrl,i,g),y[j.url]=2})))}function i(a,b){function c(a,c){if(a){if(e(a))c||(j=function(){var a=[].slice.call(arguments);k.apply(this,a),l()}),g(a,j,b,0,h);else if(Object(a)===a)for(n in m=function(){var b=0,c;for(c in a)a.hasOwnProperty(c)&&b++;return b}(),a)a.hasOwnProperty(n)&&(!c&&!--m&&(d(j)?j=function(){var a=[].slice.call(arguments);k.apply(this,a),l()}:j[n]=function(a){return function(){var b=[].slice.call(arguments);a&&a.apply(this,b),l()}}(k[n])),g(a[n],j,b,n,h))}else!c&&l()}var h=!!a.test,i=a.load||a.both,j=a.callback||f,k=j,l=a.complete||f,m,n;c(h?a.yep:a.nope,!!i),i&&c(i)}var j,l,m=this.yepnope.loader;if(e(a))g(a,0,m,0);else if(w(a))for(j=0;j<a.length;j++)l=a[j],e(l)?g(l,0,m,0):w(l)?B(l):Object(l)===l&&i(l,m);else Object(a)===a&&i(a,m)},B.addPrefix=function(a,b){z[a]=b},B.addFilter=function(a){x.push(a)},B.errorTimeout=1e4,b.readyState==null&&b.addEventListener&&(b.readyState="loading",b.addEventListener("DOMContentLoaded",A=function(){b.removeEventListener("DOMContentLoaded",A,0),b.readyState="complete"},0)),a.yepnope=k(),a.yepnope.executeStack=h,a.yepnope.injectJs=function(a,c,d,e,i,j){var k=b.createElement("script"),l,o,e=e||B.errorTimeout;k.src=a;for(o in d)k.setAttribute(o,d[o]);c=j?h:c||f,k.onreadystatechange=k.onload=function(){!l&&g(k.readyState)&&(l=1,c(),k.onload=k.onreadystatechange=null)},m(function(){l||(l=1,c(1))},e),i?k.onload():n.parentNode.insertBefore(k,n)},a.yepnope.injectCss=function(a,c,d,e,g,i){var e=b.createElement("link"),j,c=i?h:c||f;e.href=a,e.rel="stylesheet",e.type="text/css";for(j in d)e.setAttribute(j,d[j]);g||(n.parentNode.insertBefore(e,n),m(c,0))}}(this,document),Modernizr.load=function(){yepnope.apply(window,[].slice.call(arguments,0))};"></script>
<script src="data:application/x-javascript;base64,var q=null;window.PR_SHOULD_USE_CONTINUATION=!0;
(function(){function L(a){function m(a){var f=a.charCodeAt(0);if(f!==92)return f;var b=a.charAt(1);return(f=r[b])?f:"0"<=b&&b<="7"?parseInt(a.substring(1),8):b==="u"||b==="x"?parseInt(a.substring(2),16):a.charCodeAt(1)}function e(a){if(a<32)return(a<16?"\\x0":"\\x")+a.toString(16);a=String.fromCharCode(a);if(a==="\\"||a==="-"||a==="["||a==="]")a="\\"+a;return a}function h(a){for(var f=a.substring(1,a.length-1).match(/\\u[\dA-Fa-f]{4}|\\x[\dA-Fa-f]{2}|\\[0-3][0-7]{0,2}|\\[0-7]{1,2}|\\[\S\s]|[^\\]/g),a=
[],b=[],o=f[0]==="^",c=o?1:0,i=f.length;c<i;++c){var j=f[c];if(/\\[bdsw]/i.test(j))a.push(j);else{var j=m(j),d;c+2<i&&"-"===f[c+1]?(d=m(f[c+2]),c+=2):d=j;b.push([j,d]);d<65||j>122||(d<65||j>90||b.push([Math.max(65,j)|32,Math.min(d,90)|32]),d<97||j>122||b.push([Math.max(97,j)&-33,Math.min(d,122)&-33]))}}b.sort(function(a,f){return a[0]-f[0]||f[1]-a[1]});f=[];j=[NaN,NaN];for(c=0;c<b.length;++c)i=b[c],i[0]<=j[1]+1?j[1]=Math.max(j[1],i[1]):f.push(j=i);b=["["];o&&b.push("^");b.push.apply(b,a);for(c=0;c<
f.length;++c)i=f[c],b.push(e(i[0])),i[1]>i[0]&&(i[1]+1>i[0]&&b.push("-"),b.push(e(i[1])));b.push("]");return b.join("")}function y(a){for(var f=a.source.match(/\[(?:[^\\\]]|\\[\S\s])*]|\\u[\dA-Fa-f]{4}|\\x[\dA-Fa-f]{2}|\\\d+|\\[^\dux]|\(\?[!:=]|[()^]|[^()[\\^]+/g),b=f.length,d=[],c=0,i=0;c<b;++c){var j=f[c];j==="("?++i:"\\"===j.charAt(0)&&(j=+j.substring(1))&&j<=i&&(d[j]=-1)}for(c=1;c<d.length;++c)-1===d[c]&&(d[c]=++t);for(i=c=0;c<b;++c)j=f[c],j==="("?(++i,d[i]===void 0&&(f[c]="(?:")):"\\"===j.charAt(0)&&
(j=+j.substring(1))&&j<=i&&(f[c]="\\"+d[i]);for(i=c=0;c<b;++c)"^"===f[c]&&"^"!==f[c+1]&&(f[c]="");if(a.ignoreCase&&s)for(c=0;c<b;++c)j=f[c],a=j.charAt(0),j.length>=2&&a==="["?f[c]=h(j):a!=="\\"&&(f[c]=j.replace(/[A-Za-z]/g,function(a){a=a.charCodeAt(0);return"["+String.fromCharCode(a&-33,a|32)+"]"}));return f.join("")}for(var t=0,s=!1,l=!1,p=0,d=a.length;p<d;++p){var g=a[p];if(g.ignoreCase)l=!0;else if(/[a-z]/i.test(g.source.replace(/\\u[\da-f]{4}|\\x[\da-f]{2}|\\[^UXux]/gi,""))){s=!0;l=!1;break}}for(var r=
{b:8,t:9,n:10,v:11,f:12,r:13},n=[],p=0,d=a.length;p<d;++p){g=a[p];if(g.global||g.multiline)throw Error(""+g);n.push("(?:"+y(g)+")")}return RegExp(n.join("|"),l?"gi":"g")}function M(a){function m(a){switch(a.nodeType){case 1:if(e.test(a.className))break;for(var g=a.firstChild;g;g=g.nextSibling)m(g);g=a.nodeName;if("BR"===g||"LI"===g)h[s]="\n",t[s<<1]=y++,t[s++<<1|1]=a;break;case 3:case 4:g=a.nodeValue,g.length&&(g=p?g.replace(/\r\n?/g,"\n"):g.replace(/[\t\n\r ]+/g," "),h[s]=g,t[s<<1]=y,y+=g.length,
t[s++<<1|1]=a)}}var e=/(?:^|\s)nocode(?:\s|$)/,h=[],y=0,t=[],s=0,l;a.currentStyle?l=a.currentStyle.whiteSpace:window.getComputedStyle&&(l=document.defaultView.getComputedStyle(a,q).getPropertyValue("white-space"));var p=l&&"pre"===l.substring(0,3);m(a);return{a:h.join("").replace(/\n$/,""),c:t}}function B(a,m,e,h){m&&(a={a:m,d:a},e(a),h.push.apply(h,a.e))}function x(a,m){function e(a){for(var l=a.d,p=[l,"pln"],d=0,g=a.a.match(y)||[],r={},n=0,z=g.length;n<z;++n){var f=g[n],b=r[f],o=void 0,c;if(typeof b===
"string")c=!1;else{var i=h[f.charAt(0)];if(i)o=f.match(i[1]),b=i[0];else{for(c=0;c<t;++c)if(i=m[c],o=f.match(i[1])){b=i[0];break}o||(b="pln")}if((c=b.length>=5&&"lang-"===b.substring(0,5))&&!(o&&typeof o[1]==="string"))c=!1,b="src";c||(r[f]=b)}i=d;d+=f.length;if(c){c=o[1];var j=f.indexOf(c),k=j+c.length;o[2]&&(k=f.length-o[2].length,j=k-c.length);b=b.substring(5);B(l+i,f.substring(0,j),e,p);B(l+i+j,c,C(b,c),p);B(l+i+k,f.substring(k),e,p)}else p.push(l+i,b)}a.e=p}var h={},y;(function(){for(var e=a.concat(m),
l=[],p={},d=0,g=e.length;d<g;++d){var r=e[d],n=r[3];if(n)for(var k=n.length;--k>=0;)h[n.charAt(k)]=r;r=r[1];n=""+r;p.hasOwnProperty(n)||(l.push(r),p[n]=q)}l.push(/[\S\s]/);y=L(l)})();var t=m.length;return e}function u(a){var m=[],e=[];a.tripleQuotedStrings?m.push(["str",/^(?:'''(?:[^'\\]|\\[\S\s]|''?(?=[^']))*(?:'''|$)|"""(?:[^"\\]|\\[\S\s]|""?(?=[^"]))*(?:"""|$)|'(?:[^'\\]|\\[\S\s])*(?:'|$)|"(?:[^"\\]|\\[\S\s])*(?:"|$))/,q,"'\""]):a.multiLineStrings?m.push(["str",/^(?:'(?:[^'\\]|\\[\S\s])*(?:'|$)|"(?:[^"\\]|\\[\S\s])*(?:"|$)|`(?:[^\\`]|\\[\S\s])*(?:`|$))/,
q,"'\"`"]):m.push(["str",/^(?:'(?:[^\n\r'\\]|\\.)*(?:'|$)|"(?:[^\n\r"\\]|\\.)*(?:"|$))/,q,"\"'"]);a.verbatimStrings&&e.push(["str",/^@"(?:[^"]|"")*(?:"|$)/,q]);var h=a.hashComments;h&&(a.cStyleComments?(h>1?m.push(["com",/^#(?:##(?:[^#]|#(?!##))*(?:###|$)|.*)/,q,"#"]):m.push(["com",/^#(?:(?:define|elif|else|endif|error|ifdef|include|ifndef|line|pragma|undef|warning)\b|[^\n\r]*)/,q,"#"]),e.push(["str",/^<(?:(?:(?:\.\.\/)*|\/?)(?:[\w-]+(?:\/[\w-]+)+)?[\w-]+\.h|[a-z]\w*)>/,q])):m.push(["com",/^#[^\n\r]*/,
q,"#"]));a.cStyleComments&&(e.push(["com",/^\/\/[^\n\r]*/,q]),e.push(["com",/^\/\*[\S\s]*?(?:\*\/|$)/,q]));a.regexLiterals&&e.push(["lang-regex",/^(?:^^\.?|[!+-]|!=|!==|#|%|%=|&|&&|&&=|&=|\(|\*|\*=|\+=|,|-=|->|\/|\/=|:|::|;|<|<<|<<=|<=|=|==|===|>|>=|>>|>>=|>>>|>>>=|[?@[^]|\^=|\^\^|\^\^=|{|\||\|=|\|\||\|\|=|~|break|case|continue|delete|do|else|finally|instanceof|return|throw|try|typeof)\s*(\/(?=[^*/])(?:[^/[\\]|\\[\S\s]|\[(?:[^\\\]]|\\[\S\s])*(?:]|$))+\/)/]);(h=a.types)&&e.push(["typ",h]);a=(""+a.keywords).replace(/^ | $/g,
"");a.length&&e.push(["kwd",RegExp("^(?:"+a.replace(/[\s,]+/g,"|")+")\\b"),q]);m.push(["pln",/^\s+/,q," \r\n\t\xa0"]);e.push(["lit",/^@[$_a-z][\w$@]*/i,q],["typ",/^(?:[@_]?[A-Z]+[a-z][\w$@]*|\w+_t\b)/,q],["pln",/^[$_a-z][\w$@]*/i,q],["lit",/^(?:0x[\da-f]+|(?:\d(?:_\d+)*\d*(?:\.\d*)?|\.\d\+)(?:e[+-]?\d+)?)[a-z]*/i,q,"0123456789"],["pln",/^\\[\S\s]?/,q],["pun",/^.[^\s\w"-$'./@\\`]*/,q]);return x(m,e)}function D(a,m){function e(a){switch(a.nodeType){case 1:if(k.test(a.className))break;if("BR"===a.nodeName)h(a),
a.parentNode&&a.parentNode.removeChild(a);else for(a=a.firstChild;a;a=a.nextSibling)e(a);break;case 3:case 4:if(p){var b=a.nodeValue,d=b.match(t);if(d){var c=b.substring(0,d.index);a.nodeValue=c;(b=b.substring(d.index+d[0].length))&&a.parentNode.insertBefore(s.createTextNode(b),a.nextSibling);h(a);c||a.parentNode.removeChild(a)}}}}function h(a){function b(a,d){var e=d?a.cloneNode(!1):a,f=a.parentNode;if(f){var f=b(f,1),g=a.nextSibling;f.appendChild(e);for(var h=g;h;h=g)g=h.nextSibling,f.appendChild(h)}return e}
for(;!a.nextSibling;)if(a=a.parentNode,!a)return;for(var a=b(a.nextSibling,0),e;(e=a.parentNode)&&e.nodeType===1;)a=e;d.push(a)}var k=/(?:^|\s)nocode(?:\s|$)/,t=/\r\n?|\n/,s=a.ownerDocument,l;a.currentStyle?l=a.currentStyle.whiteSpace:window.getComputedStyle&&(l=s.defaultView.getComputedStyle(a,q).getPropertyValue("white-space"));var p=l&&"pre"===l.substring(0,3);for(l=s.createElement("LI");a.firstChild;)l.appendChild(a.firstChild);for(var d=[l],g=0;g<d.length;++g)e(d[g]);m===(m|0)&&d[0].setAttribute("value",
m);var r=s.createElement("OL");r.className="linenums";for(var n=Math.max(0,m-1|0)||0,g=0,z=d.length;g<z;++g)l=d[g],l.className="L"+(g+n)%10,l.firstChild||l.appendChild(s.createTextNode("\xa0")),r.appendChild(l);a.appendChild(r)}function k(a,m){for(var e=m.length;--e>=0;){var h=m[e];A.hasOwnProperty(h)?window.console&&console.warn("cannot override language handler %s",h):A[h]=a}}function C(a,m){if(!a||!A.hasOwnProperty(a))a=/^\s*</.test(m)?"default-markup":"default-code";return A[a]}function E(a){var m=
a.g;try{var e=M(a.h),h=e.a;a.a=h;a.c=e.c;a.d=0;C(m,h)(a);var k=/\bMSIE\b/.test(navigator.userAgent),m=/\n/g,t=a.a,s=t.length,e=0,l=a.c,p=l.length,h=0,d=a.e,g=d.length,a=0;d[g]=s;var r,n;for(n=r=0;n<g;)d[n]!==d[n+2]?(d[r++]=d[n++],d[r++]=d[n++]):n+=2;g=r;for(n=r=0;n<g;){for(var z=d[n],f=d[n+1],b=n+2;b+2<=g&&d[b+1]===f;)b+=2;d[r++]=z;d[r++]=f;n=b}for(d.length=r;h<p;){var o=l[h+2]||s,c=d[a+2]||s,b=Math.min(o,c),i=l[h+1],j;if(i.nodeType!==1&&(j=t.substring(e,b))){k&&(j=j.replace(m,"\r"));i.nodeValue=
j;var u=i.ownerDocument,v=u.createElement("SPAN");v.className=d[a+1];var x=i.parentNode;x.replaceChild(v,i);v.appendChild(i);e<o&&(l[h+1]=i=u.createTextNode(t.substring(b,o)),x.insertBefore(i,v.nextSibling))}e=b;e>=o&&(h+=2);e>=c&&(a+=2)}}catch(w){"console"in window&&console.log(w&&w.stack?w.stack:w)}}var v=["break,continue,do,else,for,if,return,while"],w=[[v,"auto,case,char,const,default,double,enum,extern,float,goto,int,long,register,short,signed,sizeof,static,struct,switch,typedef,union,unsigned,void,volatile"],
"catch,class,delete,false,import,new,operator,private,protected,public,this,throw,true,try,typeof"],F=[w,"alignof,align_union,asm,axiom,bool,concept,concept_map,const_cast,constexpr,decltype,dynamic_cast,explicit,export,friend,inline,late_check,mutable,namespace,nullptr,reinterpret_cast,static_assert,static_cast,template,typeid,typename,using,virtual,where"],G=[w,"abstract,boolean,byte,extends,final,finally,implements,import,instanceof,null,native,package,strictfp,super,synchronized,throws,transient"],
H=[G,"as,base,by,checked,decimal,delegate,descending,dynamic,event,fixed,foreach,from,group,implicit,in,interface,internal,into,is,lock,object,out,override,orderby,params,partial,readonly,ref,sbyte,sealed,stackalloc,string,select,uint,ulong,unchecked,unsafe,ushort,var"],w=[w,"debugger,eval,export,function,get,null,set,undefined,var,with,Infinity,NaN"],I=[v,"and,as,assert,class,def,del,elif,except,exec,finally,from,global,import,in,is,lambda,nonlocal,not,or,pass,print,raise,try,with,yield,False,True,None"],
J=[v,"alias,and,begin,case,class,def,defined,elsif,end,ensure,false,in,module,next,nil,not,or,redo,rescue,retry,self,super,then,true,undef,unless,until,when,yield,BEGIN,END"],v=[v,"case,done,elif,esac,eval,fi,function,in,local,set,then,until"],K=/^(DIR|FILE|vector|(de|priority_)?queue|list|stack|(const_)?iterator|(multi)?(set|map)|bitset|u?(int|float)\d*)/,N=/\S/,O=u({keywords:[F,H,w,"caller,delete,die,do,dump,elsif,eval,exit,foreach,for,goto,if,import,last,local,my,next,no,our,print,package,redo,require,sub,undef,unless,until,use,wantarray,while,BEGIN,END"+
I,J,v],hashComments:!0,cStyleComments:!0,multiLineStrings:!0,regexLiterals:!0}),A={};k(O,["default-code"]);k(x([],[["pln",/^[^<?]+/],["dec",/^<!\w[^>]*(?:>|$)/],["com",/^<\!--[\S\s]*?(?:--\>|$)/],["lang-",/^<\?([\S\s]+?)(?:\?>|$)/],["lang-",/^<%([\S\s]+?)(?:%>|$)/],["pun",/^(?:<[%?]|[%?]>)/],["lang-",/^<xmp\b[^>]*>([\S\s]+?)<\/xmp\b[^>]*>/i],["lang-js",/^<script\b[^>]*>([\S\s]*?)(<\/script\b[^>]*>)/i],["lang-css",/^<style\b[^>]*>([\S\s]*?)(<\/style\b[^>]*>)/i],["lang-in.tag",/^(<\/?[a-z][^<>]*>)/i]]),
["default-markup","htm","html","mxml","xhtml","xml","xsl"]);k(x([["pln",/^\s+/,q," \t\r\n"],["atv",/^(?:"[^"]*"?|'[^']*'?)/,q,"\"'"]],[["tag",/^^<\/?[a-z](?:[\w-.:]*\w)?|\/?>$/i],["atn",/^(?!style[\s=]|on)[a-z](?:[\w:-]*\w)?/i],["lang-uq.val",/^=\s*([^\s"'>]*(?:[^\s"'/>]|\/(?=\s)))/],["pun",/^[/<->]+/],["lang-js",/^on\w+\s*=\s*"([^"]+)"/i],["lang-js",/^on\w+\s*=\s*'([^']+)'/i],["lang-js",/^on\w+\s*=\s*([^\s"'>]+)/i],["lang-css",/^style\s*=\s*"([^"]+)"/i],["lang-css",/^style\s*=\s*'([^']+)'/i],["lang-css",
/^style\s*=\s*([^\s"'>]+)/i]]),["in.tag"]);k(x([],[["atv",/^[\S\s]+/]]),["uq.val"]);k(u({keywords:F,hashComments:!0,cStyleComments:!0,types:K}),["c","cc","cpp","cxx","cyc","m"]);k(u({keywords:"null,true,false"}),["json"]);k(u({keywords:H,hashComments:!0,cStyleComments:!0,verbatimStrings:!0,types:K}),["cs"]);k(u({keywords:G,cStyleComments:!0}),["java"]);k(u({keywords:v,hashComments:!0,multiLineStrings:!0}),["bsh","csh","sh"]);k(u({keywords:I,hashComments:!0,multiLineStrings:!0,tripleQuotedStrings:!0}),
["cv","py"]);k(u({keywords:"caller,delete,die,do,dump,elsif,eval,exit,foreach,for,goto,if,import,last,local,my,next,no,our,print,package,redo,require,sub,undef,unless,until,use,wantarray,while,BEGIN,END",hashComments:!0,multiLineStrings:!0,regexLiterals:!0}),["perl","pl","pm"]);k(u({keywords:J,hashComments:!0,multiLineStrings:!0,regexLiterals:!0}),["rb"]);k(u({keywords:w,cStyleComments:!0,regexLiterals:!0}),["js"]);k(u({keywords:"all,and,by,catch,class,else,extends,false,finally,for,if,in,is,isnt,loop,new,no,not,null,of,off,on,or,return,super,then,true,try,unless,until,when,while,yes",
hashComments:3,cStyleComments:!0,multilineStrings:!0,tripleQuotedStrings:!0,regexLiterals:!0}),["coffee"]);k(x([],[["str",/^[\S\s]+/]]),["regex"]);window.prettyPrintOne=function(a,m,e){var h=document.createElement("PRE");h.innerHTML=a;e&&D(h,e);E({g:m,i:e,h:h});return h.innerHTML};window.prettyPrint=function(a){function m(){for(var e=window.PR_SHOULD_USE_CONTINUATION?l.now()+250:Infinity;p<h.length&&l.now()<e;p++){var n=h[p],k=n.className;if(k.indexOf("prettyprint")>=0){var k=k.match(g),f,b;if(b=
!k){b=n;for(var o=void 0,c=b.firstChild;c;c=c.nextSibling)var i=c.nodeType,o=i===1?o?b:c:i===3?N.test(c.nodeValue)?b:o:o;b=(f=o===b?void 0:o)&&"CODE"===f.tagName}b&&(k=f.className.match(g));k&&(k=k[1]);b=!1;for(o=n.parentNode;o;o=o.parentNode)if((o.tagName==="pre"||o.tagName==="code"||o.tagName==="xmp")&&o.className&&o.className.indexOf("prettyprint")>=0){b=!0;break}b||((b=(b=n.className.match(/\blinenums\b(?::(\d+))?/))?b[1]&&b[1].length?+b[1]:!0:!1)&&D(n,b),d={g:k,h:n,i:b},E(d))}}p<h.length?setTimeout(m,
250):a&&a()}for(var e=[document.getElementsByTagName("pre"),document.getElementsByTagName("code"),document.getElementsByTagName("xmp")],h=[],k=0;k<e.length;++k)for(var t=0,s=e[k].length;t<s;++t)h.push(e[k][t]);var e=q,l=Date;l.now||(l={now:function(){return+new Date}});var p=0,d,g=/\blang(?:uage)?-([\w.]+)(?!\S)/;m()};window.PR={createSimpleLexer:x,registerLangHandler:k,sourceDecorator:u,PR_ATTRIB_NAME:"atn",PR_ATTRIB_VALUE:"atv",PR_COMMENT:"com",PR_DECLARATION:"dec",PR_KEYWORD:"kwd",PR_LITERAL:"lit",
PR_NOCODE:"nocode",PR_PLAIN:"pln",PR_PUNCTUATION:"pun",PR_SOURCE:"src",PR_STRING:"str",PR_TAG:"tag",PR_TYPE:"typ"}})();
"></script>
<script src="data:application/x-javascript;base64,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"></script>
<script src="data:application/x-javascript;base64,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"></script>
<script src="data:application/x-javascript;base64,/*
 * Hammer.JS
 * version 0.4
 * author: Eight Media
 * https://github.com/EightMedia/hammer.js
 */
function Hammer(element, options, undefined)
{
    var self = this;

    var defaults = {
        // prevent the default event or not... might be buggy when false
        prevent_default    : false,
        css_hacks          : true,

        drag               : true,
        drag_vertical      : true,
        drag_horizontal    : true,
        // minimum distance before the drag event starts
        drag_min_distance  : 20, // pixels

        // pinch zoom and rotation
        transform          : true,
        scale_treshold     : 0.1,
        rotation_treshold  : 15, // degrees

        tap                : true,
        tap_double         : true,
        tap_max_interval   : 300,
        tap_double_distance: 20,

        hold               : true,
        hold_timeout       : 500
    };
    options = mergeObject(defaults, options);

    // some css hacks
    (function() {
        if(!options.css_hacks) {
            return false;
        }

        var vendors = ['webkit','moz','ms','o',''];
        var css_props = {
            "userSelect": "none",
            "touchCallout": "none",
            "userDrag": "none",
            "tapHighlightColor": "rgba(0,0,0,0)"
        };

        var prop = '';
        for(var i = 0; i < vendors.length; i++) {
            for(var p in css_props) {
                prop = p;
                if(vendors[i]) {
                    prop = vendors[i] + prop.substring(0, 1).toUpperCase() + prop.substring(1);
                }
                element.style[ prop ] = css_props[p];
            }
        }
    })();

    // holds the distance that has been moved
    var _distance = 0;

    // holds the exact angle that has been moved
    var _angle = 0;

    // holds the diraction that has been moved
    var _direction = 0;

    // holds position movement for sliding
    var _pos = { };

    // how many fingers are on the screen
    var _fingers = 0;

    var _first = false;

    var _gesture = null;
    var _prev_gesture = null;

    var _touch_start_time = null;
    var _prev_tap_pos = {x: 0, y: 0};
    var _prev_tap_end_time = null;

    var _hold_timer = null;

    var _offset = {};

    // keep track of the mouse status
    var _mousedown = false;

    var _event_start;
    var _event_move;
    var _event_end;


    /**
     * angle to direction define
     * @param  float    angle
     * @return string   direction
     */
    this.getDirectionFromAngle = function( angle )
    {
        var directions = {
            down: angle >= 45 && angle < 135, //90
            left: angle >= 135 || angle <= -135, //180
            up: angle < -45 && angle > -135, //270
            right: angle >= -45 && angle <= 45 //0
        };

        var direction, key;
        for(key in directions){
            if(directions[key]){
                direction = key;
                break;
            }
        }
        return direction;
    };


    /**
     * count the number of fingers in the event
     * when no fingers are detected, one finger is returned (mouse pointer)
     * @param  event
     * @return int  fingers
     */
    function countFingers( event )
    {
        // there is a bug on android (until v4?) that touches is always 1,
        // so no multitouch is supported, e.g. no, zoom and rotation...
        return event.touches ? event.touches.length : 1;
    }


    /**
     * get the x and y positions from the event object
     * @param  event
     * @return array  [{ x: int, y: int }]
     */
    function getXYfromEvent( event )
    {
        event = event || window.event;

        // no touches, use the event pageX and pageY
        if(!event.touches) {
            var doc = document,
                body = doc.body;

            return [{
                x: event.pageX || event.clientX + ( doc && doc.scrollLeft || body && body.scrollLeft || 0 ) - ( doc && doc.clientLeft || body && doc.clientLeft || 0 ),
                y: event.pageY || event.clientY + ( doc && doc.scrollTop || body && body.scrollTop || 0 ) - ( doc && doc.clientTop || body && doc.clientTop || 0 )
            }];
        }
        // multitouch, return array with positions
        else {
            var pos = [], src;
            for(var t=0, len=event.touches.length; t<len; t++) {
                src = event.touches[t];
                pos.push({ x: src.pageX, y: src.pageY });
            }
            return pos;
        }
    }


    /**
     * calculate the angle between two points
     * @param object pos1 { x: int, y: int }
     * @param object pos2 { x: int, y: int }
     */
    function getAngle( pos1, pos2 )
    {
        return Math.atan2(pos2.y - pos1.y, pos2.x - pos1.x) * 180 / Math.PI;
    }

    /**
     * trigger an event/callback by name with params
     * @param string name
     * @param array  params
     */
    function triggerEvent( eventName, params )
    {
        // return touches object
        params.touches = getXYfromEvent(params.originalEvent);
        params.type = eventName;

        // trigger callback
        if(isFunction(self["on"+ eventName])) {
            self["on"+ eventName].call(self, params);
        }
    }


    /**
     * cancel event
     * @param   object  event
     * @return  void
     */

    function cancelEvent(event){
        event = event || window.event;
        if(event.preventDefault){
            event.preventDefault();
        }else{
            event.returnValue = false;
            event.cancelBubble = true;
        }
    }


    /**
     * reset the internal vars to the start values
     */
    function reset()
    {
        _pos = {};
        _first = false;
        _fingers = 0;
        _distance = 0;
        _angle = 0;
        _gesture = null;
    }


    var gestures = {
        // hold gesture
        // fired on touchstart
        hold : function(event)
        {
            // only when one finger is on the screen
            if(options.hold) {
                _gesture = 'hold';
                clearTimeout(_hold_timer);

                _hold_timer = setTimeout(function() {
                    if(_gesture == 'hold') {
                        triggerEvent("hold", {
                            originalEvent   : event,
                            position        : _pos.start
                        });
                    }
                }, options.hold_timeout);
            }
        },


        // drag gesture
        // fired on mousemove
        drag : function(event)
        {
            // get the distance we moved
            var _distance_x = _pos.move[0].x - _pos.start[0].x;
            var _distance_y = _pos.move[0].y - _pos.start[0].y;
            _distance = Math.sqrt(_distance_x * _distance_x + _distance_y * _distance_y);

            // drag
            // minimal movement required
            if(options.drag && (_distance > options.drag_min_distance) || _gesture == 'drag') {
                // calculate the angle
                _angle = getAngle(_pos.start[0], _pos.move[0]);
                _direction = self.getDirectionFromAngle(_angle);

                // check the movement and stop if we go in the wrong direction
                var is_vertical = (_direction == 'up' || _direction == 'down');
                if(((is_vertical && !options.drag_vertical) || (!is_vertical && !options.drag_horizontal))
                    && (_distance > options.drag_min_distance)) {
                    return;
                }

                _gesture = 'drag';

                var position = { x: _pos.move[0].x - _offset.left,
                    y: _pos.move[0].y - _offset.top };

                var event_obj = {
                    originalEvent   : event,
                    position        : position,
                    direction       : _direction,
                    distance        : _distance,
                    distanceX       : _distance_x,
                    distanceY       : _distance_y,
                    angle           : _angle
                };

                // on the first time trigger the start event
                if(_first) {
                    triggerEvent("dragstart", event_obj);

                    _first = false;
                }

                // normal slide event
                triggerEvent("drag", event_obj);

                cancelEvent(event);
            }
        },


        // transform gesture
        // fired on touchmove
        transform : function(event)
        {
            if(options.transform) {
                var scale = event.scale || 1;
                var rotation = event.rotation || 0;

                if(countFingers(event) != 2) {
                    return false;
                }

                if(_gesture != 'drag' &&
                    (_gesture == 'transform' || Math.abs(1-scale) > options.scale_treshold
                        || Math.abs(rotation) > options.rotation_treshold)) {
                    _gesture = 'transform';

                    _pos.center = {  x: ((_pos.move[0].x + _pos.move[1].x) / 2) - _offset.left,
                        y: ((_pos.move[0].y + _pos.move[1].y) / 2) - _offset.top };

                    var event_obj = {
                        originalEvent   : event,
                        position        : _pos.center,
                        scale           : scale,
                        rotation        : rotation
                    };

                    // on the first time trigger the start event
                    if(_first) {
                        triggerEvent("transformstart", event_obj);
                        _first = false;
                    }

                    triggerEvent("transform", event_obj);

                    cancelEvent(event);

                    return true;
                }
            }

            return false;
        },


        // tap and double tap gesture
        // fired on touchend
        tap : function(event)
        {
            // compare the kind of gesture by time
            var now = new Date().getTime();
            var touch_time = now - _touch_start_time;

            // dont fire when hold is fired
            if(options.hold && !(options.hold && options.hold_timeout > touch_time)) {
                return;
            }

            // when previous event was tap and the tap was max_interval ms ago
            var is_double_tap = (function(){
                if (_prev_tap_pos && options.tap_double && _prev_gesture == 'tap' && (_touch_start_time - _prev_tap_end_time) < options.tap_max_interval) {
                    var x_distance = Math.abs(_prev_tap_pos[0].x - _pos.start[0].x);
                    var y_distance = Math.abs(_prev_tap_pos[0].y - _pos.start[0].y);
                    return (_prev_tap_pos && _pos.start && Math.max(x_distance, y_distance) < options.tap_double_distance);

                }
                return false;
            })();

            if(is_double_tap) {
                _gesture = 'double_tap';
                _prev_tap_end_time = null;

                triggerEvent("doubletap", {
                    originalEvent   : event,
                    position        : _pos.start
                });
                cancelEvent(event);
            }

            // single tap is single touch
            else {
                _gesture = 'tap';
                _prev_tap_end_time = now;
                _prev_tap_pos = _pos.start;

                if(options.tap) {
                    triggerEvent("tap", {
                        originalEvent   : event,
                        position        : _pos.start
                    });
                    cancelEvent(event);
                }
            }

        }

    };


    function handleEvents(event)
    {
        switch(event.type)
        {
            case 'mousedown':
            case 'touchstart':
                _pos.start = getXYfromEvent(event);
                _touch_start_time = new Date().getTime();
                _fingers = countFingers(event);
                _first = true;
                _event_start = event;

                // borrowed from jquery offset https://github.com/jquery/jquery/blob/master/src/offset.js
                var box = element.getBoundingClientRect();
                var clientTop  = element.clientTop  || document.body.clientTop  || 0;
                var clientLeft = element.clientLeft || document.body.clientLeft || 0;
                var scrollTop  = window.pageYOffset || element.scrollTop  || document.body.scrollTop;
                var scrollLeft = window.pageXOffset || element.scrollLeft || document.body.scrollLeft;

                _offset = {
                    top: box.top + scrollTop - clientTop,
                    left: box.left + scrollLeft - clientLeft
                };

                _mousedown = true;

                // hold gesture
                gestures.hold(event);

                if(options.prevent_default) {
                    cancelEvent(event);
                }
                break;

            case 'mousemove':
            case 'touchmove':
                if(!_mousedown) {
                    return false;
                }
                _event_move = event;
                _pos.move = getXYfromEvent(event);

                if(!gestures.transform(event)) {
                    gestures.drag(event);
                }
                break;

            case 'mouseup':
            case 'mouseout':
            case 'touchcancel':
            case 'touchend':
                if(!_mousedown || (_gesture != 'transform' && event.touches && event.touches.length > 0)) {
                    return false;
                }

                _mousedown = false;
                _event_end = event;

                // drag gesture
                // dragstart is triggered, so dragend is possible
                if(_gesture == 'drag') {
                    triggerEvent("dragend", {
                        originalEvent   : event,
                        direction       : _direction,
                        distance        : _distance,
                        angle           : _angle
                    });
                }

                // transform
                // transformstart is triggered, so transformed is possible
                else if(_gesture == 'transform') {
                    triggerEvent("transformend", {
                        originalEvent   : event,
                        position        : _pos.center,
                        scale           : event.scale,
                        rotation        : event.rotation
                    });
                }
                else {
                    gestures.tap(_event_start);
                }

                _prev_gesture = _gesture;

                // reset vars
                reset();
                break;
        }
    }


    // bind events for touch devices
    // except for windows phone 7.5, it doesnt support touch events..!
    if('ontouchstart' in window) {
        element.addEventListener("touchstart", handleEvents, false);
        element.addEventListener("touchmove", handleEvents, false);
        element.addEventListener("touchend", handleEvents, false);
        element.addEventListener("touchcancel", handleEvents, false);
    }
    // for non-touch
    else {

        if(element.addEventListener){ // prevent old IE errors
            element.addEventListener("mouseout", function(event) {
                if(!isInsideHammer(element, event.relatedTarget)) {
                    handleEvents(event);
                }
            }, false);
            element.addEventListener("mouseup", handleEvents, false);
            element.addEventListener("mousedown", handleEvents, false);
            element.addEventListener("mousemove", handleEvents, false);

            // events for older IE
        }else if(document.attachEvent){
            element.attachEvent("onmouseout", function(event) {
                if(!isInsideHammer(element, event.relatedTarget)) {
                    handleEvents(event);
                }
            }, false);
            element.attachEvent("onmouseup", handleEvents);
            element.attachEvent("onmousedown", handleEvents);
            element.attachEvent("onmousemove", handleEvents);
        }
    }


    /**
     * find if element is (inside) given parent element
     * @param   object  element
     * @param   object  parent
     * @return  bool    inside
     */
    function isInsideHammer(parent, child) {
        // get related target for IE
        if(!child && window.event && window.event.toElement){
            child = window.event.toElement;
        }

        if(parent === child){
            return true;
        }

        // loop over parentNodes of child until we find hammer element
        if(child){
            var node = child.parentNode;
            while(node !== null){
                if(node === parent){
                    return true;
                };
                node = node.parentNode;
            }
        }
        return false;
    }


    /**
     * merge 2 objects into a new object
     * @param   object  obj1
     * @param   object  obj2
     * @return  object  merged object
     */
    function mergeObject(obj1, obj2) {
        var output = {};

        if(!obj2) {
            return obj1;
        }

        for (var prop in obj1) {
            if (prop in obj2) {
                output[prop] = obj2[prop];
            } else {
                output[prop] = obj1[prop];
            }
        }
        return output;
    }

    function isFunction( obj ){
        return Object.prototype.toString.call( obj ) == "[object Function]";
    }
}"></script>
<script src="data:application/x-javascript;base64,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"></script>
<script src="data:application/x-javascript;base64,/**
 * @authors Luke Mahe
 * @authors Eric Bidelman
 * @fileoverview TODO
 */
document.cancelFullScreen = document.webkitCancelFullScreen ||
                            document.mozCancelFullScreen;

/**
 * @constructor
 */
function SlideDeck(el) {
  this.curSlide_ = 0;
  this.prevSlide_ = 0;
  this.config_ = null;
  this.container = el || document.querySelector('slides');
  this.slides = [];
  this.controller = null;

  this.getCurrentSlideFromHash_();

  // Call this explicitly. Modernizr.load won't be done until after DOM load.
  this.onDomLoaded_.bind(this)();
}

/**
 * @const
 * @private
 */
SlideDeck.prototype.SLIDE_CLASSES_ = [
  'far-past', 'past', 'current', 'next', 'far-next'];

/**
 * @const
 * @private
 */
SlideDeck.prototype.CSS_DIR_ = 'theme/css/';

/**
 * @private
 */
SlideDeck.prototype.getCurrentSlideFromHash_ = function() {
  var slideNo = parseInt(document.location.hash.substr(1));

  if (slideNo) {
    this.curSlide_ = slideNo - 1;
  } else {
    this.curSlide_ = 0;
  }
};

/**
 * @param {number} slideNo
 */
SlideDeck.prototype.loadSlide = function(slideNo) {
  if (slideNo) {
    this.curSlide_ = slideNo - 1;
    this.updateSlides_();
  }
};

/**
 * @private
 */
SlideDeck.prototype.onDomLoaded_ = function(e) {
  document.body.classList.add('loaded'); // Add loaded class for templates to use.

  this.slides = this.container.querySelectorAll('slide:not([hidden]):not(.hidden):not(.backdrop)');

  // If we're on a smartphone, apply special sauce.
  if (Modernizr.mq('only screen and (max-device-width: 480px)')) {
    // var style = document.createElement('link');
    // style.rel = 'stylesheet';
    // style.type = 'text/css';
    // style.href = this.CSS_DIR_ + 'phone.css';
    // document.querySelector('head').appendChild(style);

    // No need for widescreen layout on a phone.
    this.container.classList.remove('layout-widescreen');
  }

  this.loadConfig_(SLIDE_CONFIG);
  this.addEventListeners_();
  this.updateSlides_();

  // Add slide numbers and total slide count metadata to each slide.
  var that = this;
  for (var i = 0, slide; slide = this.slides[i]; ++i) {
    slide.dataset.slideNum = i + 1;
    slide.dataset.totalSlides = this.slides.length;

    slide.addEventListener('click', function(e) {
      if (document.body.classList.contains('overview')) {
        that.loadSlide(this.dataset.slideNum);
        e.preventDefault();
        window.setTimeout(function() {
          that.toggleOverview();
        }, 500);
      }
    }, false);
  }

  // Note: this needs to come after addEventListeners_(), which adds a
  // 'keydown' listener that this controller relies on.

  // Modernizr.touch isn't a sufficient check for devices that support both
  // touch and mouse. Create the controller in all cases.
  // // Also, no need to set this up if we're on mobile.
  // if (!Modernizr.touch) {
    this.controller = new SlideController(this);
    if (this.controller.isPopup) {
      document.body.classList.add('popup');
    }
  //}
};

/**
 * @private
 */
SlideDeck.prototype.addEventListeners_ = function() {
  document.addEventListener('keydown', this.onBodyKeyDown_.bind(this), true);
  window.addEventListener('popstate', this.onPopState_.bind(this), false);

  // var transEndEventNames = {
  //   'WebkitTransition': 'webkitTransitionEnd',
  //   'MozTransition': 'transitionend',
  //   'OTransition': 'oTransitionEnd',
  //   'msTransition': 'MSTransitionEnd',
  //   'transition': 'transitionend'
  // };
  //
  // // Find the correct transitionEnd vendor prefix.
  // window.transEndEventName = transEndEventNames[
  //     Modernizr.prefixed('transition')];
  //
  // // When slides are done transitioning, kickoff loading iframes.
  // // Note: we're only looking at a single transition (on the slide). This
  // // doesn't include autobuilds the slides may have. Also, if the slide
  // // transitions on multiple properties (e.g. not just 'all'), this doesn't
  // // handle that case.
  // this.container.addEventListener(transEndEventName, function(e) {
  //     this.enableSlideFrames_(this.curSlide_);
  // }.bind(this), false);

  // document.addEventListener('slideenter', function(e) {
  //   var slide = e.target;
  //   window.setTimeout(function() {
  //     this.enableSlideFrames_(e.slideNumber);
  //     this.enableSlideFrames_(e.slideNumber + 1);
  //   }.bind(this), 300);
  // }.bind(this), false);
};

/**
 * @private
 * @param {Event} e The pop event.
 */
SlideDeck.prototype.onPopState_ = function(e) {
  if (e.state != null) {
    this.curSlide_ = e.state;
    this.updateSlides_(true);
  }
};

/**
 * @param {Event} e
 */
SlideDeck.prototype.onBodyKeyDown_ = function(e) {

  // Don't handle keys if an input or text area is active. Do special handling
  // for selectize because it keeps focus within an offscreen textbox even
  // when just the select control is showing -- for selectize we refrain from
  // handling keys only when the text input is active or when the up or down
  // arrow key is pressed (which is used to open the list from the keyboard)
  var parentNode = e.target.parentNode || e.target; // handle no parent
  if (parentNode.classList && parentNode.classList.contains('selectize-input')) {
    if (parentNode.classList.contains('input-active') ||  // text input is active
       (e.keyCode == 38) || (e.keyCode == 40))            // up or down arrow
      return;
  } else if (/^(input|textarea)$/i.test(e.target.nodeName) ||
      e.target.isContentEditable) {
    return;
  }

  // Forward keydowns to the main slides if we're the popup.
  if (this.controller && this.controller.isPopup) {
    this.controller.sendMsg({keyCode: e.keyCode});
  }

  switch (e.keyCode) {
    case 13: // Enter
      if (document.body.classList.contains('overview')) {
        this.toggleOverview();
      }
      break;

    case 39: // right arrow
    case 32: // space
    case 34: // PgDn
      this.nextSlide();
      e.preventDefault();
      break;

    case 37: // left arrow
    case 8: // Backspace
    case 33: // PgUp
      this.prevSlide();
      e.preventDefault();
      break;

    case 40: // down arrow
      this.nextSlide();
      e.preventDefault();
      break;

    case 38: // up arrow
      this.prevSlide();
      e.preventDefault();
      break;

    case 72: // H: Toggle code highlighting
      document.body.classList.toggle('highlight-code');
      break;

    case 79: // O: Toggle overview
      this.toggleOverview();
      break;

    case 80: // P
      if (this.controller && this.controller.isPopup) {
        document.body.classList.toggle('with-notes');
      } else if (this.controller && !this.controller.popup) {
        document.body.classList.toggle('with-notes');
      }
      break;

    case 82: // R
      // TODO: implement refresh on main slides when popup is refreshed.
      break;

    case 27: // ESC: Hide notes and highlighting
      document.body.classList.remove('with-notes');
      document.body.classList.remove('highlight-code');

      if (document.body.classList.contains('overview')) {
        this.toggleOverview();
      }
      break;

    case 70: // F: Toggle fullscreen
       // Only respect 'f' on body. Don't want to capture keys from an <input>.
       // Also, ignore browser's fullscreen shortcut (cmd+shift+f) so we don't
       // get trapped in fullscreen!
      if (document.cancelFullScreen !== undefined && e.target == document.body && !(e.shiftKey && e.metaKey)) {
        if (document.mozFullScreen !== undefined && !document.mozFullScreen) {
          document.body.mozRequestFullScreen(Element.ALLOW_KEYBOARD_INPUT);
        } else if (document.webkitIsFullScreen !== undefined && !document.webkitIsFullScreen) {
          document.body.webkitRequestFullScreen(Element.ALLOW_KEYBOARD_INPUT);
        } else {
          document.cancelFullScreen();
        }
      }
      break;

    case 87: // W: Toggle widescreen
      // Only respect 'w' on body. Don't want to capture keys from an <input>.
      if (e.target == document.body && !(e.shiftKey && e.metaKey)) {
        this.container.classList.toggle('layout-widescreen');
      }
      break;
  }
};

/**
 *
 */
SlideDeck.prototype.focusOverview_ = function() {
  var overview = document.body.classList.contains('overview');

  for (var i = 0, slide; slide = this.slides[i]; i++) {
    slide.style[Modernizr.prefixed('transform')] = overview ?
        'translateZ(-2500px) translate(' + (( i - this.curSlide_ ) * 105) +
                                       '%, 0%)' : '';
  }
};

/**
 */
SlideDeck.prototype.toggleOverview = function() {
  document.body.classList.toggle('overview');

  this.focusOverview_();
};

/**
 * @private
 */
SlideDeck.prototype.loadConfig_ = function(config) {
  if (!config) {
    return;
  }

  this.config_ = config;

  var settings = this.config_.settings;

  this.loadTheme_(settings.theme || []);

  if (settings.favIcon) {
    this.addFavIcon_(settings.favIcon);
  }

  // Prettyprint. Default to on.
  if (!!!('usePrettify' in settings) || settings.usePrettify) {
    prettyPrint();
  }

  if (settings.analytics) {
    this.loadAnalytics_();
  }

  if (settings.fonts) {
    this.addFonts_(settings.fonts);
  }

  // Builds. Default to on.
  if (!!!('useBuilds' in settings) || settings.useBuilds) {
    this.makeBuildLists_();
  }

  if (settings.title) {
    document.title = settings.title.replace(/<br\/?>/, ' ');
    if (settings.eventInfo && settings.eventInfo.title) {
      document.title +=  ' - ' + settings.eventInfo.title;
    }
    document.querySelector('[data-config-title]').innerHTML = settings.title;
  }

  if (settings.subtitle) {
    document.querySelector('[data-config-subtitle]').innerHTML = settings.subtitle;
  }

  if (this.config_.presenters) {
    var presenters = this.config_.presenters;
    var dataConfigContact = document.querySelector('[data-config-contact]');

    var html = [];
    if (presenters.length == 1) {
      var p = presenters[0];

      var presenterTitle = [p.name];
      if (p.company) {
        presenterTitle.push(p.company);
      }
      html = presenterTitle.join(' - ') + '<br>';

      var gplus = p.gplus ? '<span>g+</span><a href="' + p.gplus +
          '">' + p.gplus.replace(/https?:\/\//, '') + '</a>' : '';

      var twitter = p.twitter ? '<span>twitter</span>' +
          '<a href="http://twitter.com/' + p.twitter + '">' +
          p.twitter + '</a>' : '';

      var www = p.www ? '<span>www</span><a href="' + p.www +
                        '">' + p.www.replace(/https?:\/\//, '') + '</a>' : '';

      var github = p.github ? '<span>github</span><a href="' + p.github +
          '">' + p.github.replace(/https?:\/\//, '') + '</a>' : '';

      var html2 = [gplus, twitter, www, github].join('<br>');

      if (dataConfigContact) {
        dataConfigContact.innerHTML = html2;
      }
    } else {
      for (var i = 0, p; p = presenters[i]; ++i) {
        html.push(p.name + ' - ' + p.company);
      }
      html = html.join('<br>');
      if (dataConfigContact) {
        dataConfigContact.innerHTML = html;
      }
    }

    var dataConfigPresenter = document.querySelector('[data-config-presenter]');
    if (dataConfigPresenter) {
      dataConfigPresenter.innerHTML = html;
      if (settings.eventInfo) {
        var date = settings.eventInfo.date;
        var dateInfo = date ? ' - <time>' + date + '</time>' : '';
        dataConfigPresenter.innerHTML += settings.eventInfo.title + dateInfo;
      }
    }
  }

  /* Left/Right tap areas. Default to including. */
  if (!!!('enableSlideAreas' in settings) || settings.enableSlideAreas) {
    var el = document.createElement('div');
    el.classList.add('slide-area');
    el.id = 'prev-slide-area';
    el.addEventListener('click', this.prevSlide.bind(this), false);
    this.container.appendChild(el);

    var el = document.createElement('div');
    el.classList.add('slide-area');
    el.id = 'next-slide-area';
    el.addEventListener('click', this.nextSlide.bind(this), false);
    this.container.appendChild(el);
  }

  if (Modernizr.touch && (!!!('enableTouch' in settings) ||
      settings.enableTouch)) {
    var self = this;

    // Note: this prevents mobile zoom in/out but prevents iOS from doing
    // it's crazy scroll over effect and disaligning the slides.
    window.addEventListener('touchstart', function(e) {
      e.preventDefault();
    }, false);

    var hammer = new Hammer(this.container);
    hammer.ondragend = function(e) {
      if (e.direction == 'right' || e.direction == 'down') {
        self.prevSlide();
      } else if (e.direction == 'left' || e.direction == 'up') {
        self.nextSlide();
      }
    };
  }
};

/**
 * @private
 * @param {Array.<string>} fonts
 */
SlideDeck.prototype.addFonts_ = function(fonts) {
  var el = document.createElement('link');
  el.rel = 'stylesheet';
  el.href = ('https:' == document.location.protocol ? 'https' : 'http') +
      '://fonts.googleapis.com/css?family=' + fonts.join('|') + '&v2';
  document.querySelector('head').appendChild(el);
};

/**
 * @private
 */
SlideDeck.prototype.buildNextItem_ = function() {
  var slide = this.slides[this.curSlide_];
  var toBuild = slide.querySelector('.to-build');
  var built = slide.querySelector('.build-current');

  if (built) {
    built.classList.remove('build-current');
    if (built.classList.contains('fade')) {
      built.classList.add('build-fade');
    }
  }

  if (!toBuild) {
    var items = slide.querySelectorAll('.build-fade');
    for (var j = 0, item; item = items[j]; j++) {
      item.classList.remove('build-fade');
    }
    return false;
  }

  toBuild.classList.remove('to-build');
  toBuild.classList.add('build-current');

  return true;
};

/**
 * @param {boolean=} opt_dontPush
 */
SlideDeck.prototype.prevSlide = function(opt_dontPush) {
  if (this.curSlide_ > 0) {
    var bodyClassList = document.body.classList;
    bodyClassList.remove('highlight-code');

    // Toggle off speaker notes if they're showing when we move backwards on the
    // main slides. If we're the speaker notes popup, leave them up.
    if (this.controller && !this.controller.isPopup) {
      bodyClassList.remove('with-notes');
    } else if (!this.controller) {
      bodyClassList.remove('with-notes');
    }

    this.prevSlide_ = this.curSlide_--;

    this.updateSlides_(opt_dontPush);
  }
};

/**
 * @param {boolean=} opt_dontPush
 */
SlideDeck.prototype.nextSlide = function(opt_dontPush) {
  if (!document.body.classList.contains('overview') && this.buildNextItem_()) {
    return;
  }

  if (this.curSlide_ < this.slides.length - 1) {
    var bodyClassList = document.body.classList;
    bodyClassList.remove('highlight-code');

    // Toggle off speaker notes if they're showing when we advanced on the main
    // slides. If we're the speaker notes popup, leave them up.
    if (this.controller && !this.controller.isPopup) {
      bodyClassList.remove('with-notes');
    } else if (!this.controller) {
      bodyClassList.remove('with-notes');
    }

    this.prevSlide_ = this.curSlide_++;

    this.updateSlides_(opt_dontPush);
  }
};

/* Slide events */

/**
 * Triggered when a slide enter/leave event should be dispatched.
 *
 * @param {string} type The type of event to trigger
 *     (e.g. 'slideenter', 'slideleave').
 * @param {number} slideNo The index of the slide that is being left.
 */
SlideDeck.prototype.triggerSlideEvent = function(type, slideNo) {
  var el = this.getSlideEl_(slideNo);
  if (!el) {
    return;
  }

  // Call onslideenter/onslideleave if the attribute is defined on this slide.
  var func = el.getAttribute(type);
  if (func) {
    new Function(func).call(el); // TODO: Don't use new Function() :(
  }

  // Dispatch event to listeners setup using addEventListener.
  var evt = document.createEvent('Event');
  evt.initEvent(type, true, true);
  evt.slideNumber = slideNo + 1; // Make it readable
  evt.slide = el;

  el.dispatchEvent(evt);
};

/**
 * @private
 */
SlideDeck.prototype.updateSlides_ = function(opt_dontPush) {
  var dontPush = opt_dontPush || false;

  var curSlide = this.curSlide_;
  for (var i = 0; i < this.slides.length; ++i) {
    switch (i) {
      case curSlide - 2:
        this.updateSlideClass_(i, 'far-past');
        break;
      case curSlide - 1:
        this.updateSlideClass_(i, 'past');
        break;
      case curSlide:
        this.updateSlideClass_(i, 'current');
        break;
      case curSlide + 1:
        this.updateSlideClass_(i, 'next');
        break;
      case curSlide + 2:
        this.updateSlideClass_(i, 'far-next');
        break;
      default:
        this.updateSlideClass_(i);
        break;
    }
  };

  this.triggerSlideEvent('slideleave', this.prevSlide_);
  this.triggerSlideEvent('slideenter', curSlide);

// window.setTimeout(this.disableSlideFrames_.bind(this, curSlide - 2), 301);
//
// this.enableSlideFrames_(curSlide - 1); // Previous slide.
// this.enableSlideFrames_(curSlide + 1); // Current slide.
// this.enableSlideFrames_(curSlide + 2); // Next slide.

   // Enable current slide's iframes (needed for page loat at current slide).
   this.enableSlideFrames_(curSlide + 1);

   // No way to tell when all slide transitions + auto builds are done.
   // Give ourselves a good buffer to preload the next slide's iframes.
   window.setTimeout(this.enableSlideFrames_.bind(this, curSlide + 2), 1000);

  this.updateHash_(dontPush);

  if (document.body.classList.contains('overview')) {
    this.focusOverview_();
    return;
  }

};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.enableSlideFrames_ = function(slideNo) {
  var el = this.slides[slideNo - 1];
  if (!el) {
    return;
  }

  var frames = el.querySelectorAll('iframe');
  for (var i = 0, frame; frame = frames[i]; i++) {
    this.enableFrame_(frame);
  }
};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.enableFrame_ = function(frame) {
  var src = frame.dataset.src;
  if (src && frame.src != src) {
    frame.src = src;
  }
};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.disableSlideFrames_ = function(slideNo) {
  var el = this.slides[slideNo - 1];
  if (!el) {
    return;
  }

  var frames = el.querySelectorAll('iframe');
  for (var i = 0, frame; frame = frames[i]; i++) {
    this.disableFrame_(frame);
  }
};

/**
 * @private
 * @param {Node} frame
 */
SlideDeck.prototype.disableFrame_ = function(frame) {
  frame.src = 'about:blank';
};

/**
 * @private
 * @param {number} slideNo
 */
SlideDeck.prototype.getSlideEl_ = function(no) {
  if ((no < 0) || (no >= this.slides.length)) {
    return null;
  } else {
    return this.slides[no];
  }
};

/**
 * @private
 * @param {number} slideNo
 * @param {string} className
 */
SlideDeck.prototype.updateSlideClass_ = function(slideNo, className) {
  var el = this.getSlideEl_(slideNo);

  if (!el) {
    return;
  }

  if (className) {
    el.classList.add(className);
  }

  for (var i = 0, slideClass; slideClass = this.SLIDE_CLASSES_[i]; ++i) {
    if (className != slideClass) {
      el.classList.remove(slideClass);
    }
  }
};

/**
 * @private
 */
SlideDeck.prototype.makeBuildLists_ = function () {
  for (var i = this.curSlide_, slide; slide = this.slides[i]; ++i) {
    var items = slide.querySelectorAll('.build > *');
    for (var j = 0, item; item = items[j]; ++j) {
      if (item.classList) {
        item.classList.add('to-build');
        if (item.parentNode.classList.contains('fade')) {
          item.classList.add('fade');
        }
      }
    }
  }
};

/**
 * @private
 * @param {boolean} dontPush
 */
SlideDeck.prototype.updateHash_ = function(dontPush) {
  if (!dontPush) {
    var slideNo = this.curSlide_ + 1;
    // Add everything except the hash.
    var loc = location.protocol+'//'+location.host+location.pathname+(location.search?location.search:"");
    var hash = '#' + slideNo;
    if (window.history.pushState && (location.protocol !== "file:")) {
      window.history.pushState(this.curSlide_, 'Slide ' + slideNo, loc + hash);
    } else {
      window.location.replace(loc + hash);
    }

    // Record GA hit on this slide.
    if(typeof window.ga === 'function') {
      ga('set', 'page', hash)
      ga('send', 'pageview');
    }
  }
};


/**
 * @private
 * @param {string} favIcon
 */
SlideDeck.prototype.addFavIcon_ = function(favIcon) {
  var el = document.createElement('link');
  el.rel = 'icon';
  el.type = 'image/png';
  el.href = favIcon;
  document.querySelector('head').appendChild(el);
};

/**
 * @private
 * @param {string} theme
 */
SlideDeck.prototype.loadTheme_ = function(theme) {
  var styles = [];
  if (theme.constructor.name === 'String') {
    styles.push(theme);
  } else {
    styles = theme;
  }

  for (var i = 0, style; themeUrl = styles[i]; i++) {
    var style = document.createElement('link');
    style.rel = 'stylesheet';
    style.type = 'text/css';
    if (themeUrl.indexOf('http') == -1) {
      style.href = this.CSS_DIR_ + themeUrl + '.css';
    } else {
      style.href = themeUrl;
    }
    document.querySelector('head').appendChild(style);
  }
};

/**
 * @private
 */
SlideDeck.prototype.loadAnalytics_ = function() {
  (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
    (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
    m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
  })(window,document,'script','//www.google-analytics.com/analytics.js','ga');

  ga('create', this.config_.settings.analytics, 'auto');
  ga('send', 'pageview');
};


// Polyfill missing APIs (if we need to), then create the slide deck.
// iOS < 5 needs classList, dataset, and window.matchMedia. Modernizr contains
// the last one.
(function() {
  Modernizr.load({
    test: !!document.body.classList && !!document.body.dataset,
    nope: ['js/polyfills/classList.min.js', 'js/polyfills/dataset.min.js'],
    complete: function() {
      window.slidedeck = new SlideDeck();
    }
  });
})();
"></script>
<!-- dynamically load mathjax for compatibility with self-contained -->
<script>
(function () {
var script = document.createElement("script");
script.type = "text/javascript";
script.src = "https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
document.getElementsByTagName("head")[0].appendChild(script);
})();
</script>
<!-- map slide visiblity events into shiny -->
<script>
(function() {
if (window.jQuery) {
window.jQuery(document).on('slideleave', function(e) {
window.jQuery(e.target).trigger('hidden');
});
window.jQuery(document).on('slideenter', function(e) {
window.jQuery(e.target).trigger('shown');
});
}
})();
</script>
</body>
</html>