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(한글 번역: 박세민)

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이 강좌는 Stanford Center for Professional
Development 에서 제공됩니다.

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.

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.

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오늘 할 이야기는

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지난 강의에 이어 Naive Bayes에 대한 논의를 계속 해보도록 하고

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지난 강의에 이어 Naive Bayes에 대한 논의를 계속 해보도록 하고

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지난 강의에 이어 Naive Bayes에 대한 논의를 계속 해보도록 하고

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Naive Bayes에서 몇가지 다양한 이벤트 모델에 대해 논의하고

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옆길로 살짝 빠져서 뉴럴 네트워크에 대해서 잠시 이야기 할 시간을 잠깐하고,

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(뉴럴 네트워크에 많은 시간을 쓰지는 않을거에요.)

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그리고 Support Vector Machine에 대해 이야기 할 거에요.

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Support Vector Machine은

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Supervised learning algorithm인데,

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많은 사람들이 Supervised learning algorithm 중에서 
사람들이 가장 효과적이고 곧장 사용할 수 있다고 생각하는

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supervised learning 알고리즘이에요

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이런 견해는 논란이 있지만, 많은 사람들이 이러한 견해를

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견지하고 있어요.

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이런 것들에 대해 이야기를 시작해 볼것이구요, 이 이야기를 완성하기 위해서는

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강의 몇 개를 더 해야 해요.

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자, Naive Bayes에 대해 이야기 해보죠. 저번 시간에 했던

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이야기를 다시 리마인드 해보자면,

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가장 간단한 예제인 스팸 분류에 대해 시작했어요

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가장 간단한 예제인 스팸 분류에 대해 시작했어요

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가장 간단한 예제인 스팸 분류에 대해 시작했어요

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사전의 단어에 대응하는 feature vector를 이렇게 만들었었죠.

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사전의 단어에 대응하는 feature vector를 이렇게 만들었었죠.

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알다시피

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이메일에 등장하는 단어에 기반해서

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feature vector를 represent 는데, 해당 자리에

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0 또는 1로 채웠어요.

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Naive Bayses는

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generative learning algorithm이고, 따라서

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제말은,

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00:20:47,090 --> 00:20:50,350


358
00:20:50,350 --> 00:20:54,740


359
00:20:54,740 --> 00:20:55,910


360
00:20:55,910 --> 00:20:57,950


361
00:20:57,950 --> 00:21:04,950


362
00:21:06,940 --> 00:21:09,450


363
00:21:09,450 --> 00:21:12,010


364
00:21:12,010 --> 00:21:13,500


365
00:21:13,500 --> 00:21:19,299


366
00:21:19,299 --> 00:21:21,520


367
00:21:21,520 --> 00:21:26,930


368
00:21:26,930 --> 00:21:28,140


369
00:21:28,140 --> 00:21:31,690


370
00:21:31,690 --> 00:21:38,690


371
00:21:42,370 --> 00:21:49,200


372
00:21:49,200 --> 00:21:50,970


373
00:21:50,970 --> 00:21:55,090


374
00:21:55,090 --> 00:21:55,809


375
00:21:55,809 --> 00:21:59,750


376
00:21:59,750 --> 00:22:02,180


377
00:22:02,180 --> 00:22:05,740


378
00:22:05,740 --> 00:22:07,530


379
00:22:07,530 --> 00:22:11,220


380
00:22:11,220 --> 00:22:14,280


381
00:22:14,280 --> 00:22:15,610


382
00:22:15,610 --> 00:22:17,750


383
00:22:17,750 --> 00:22:22,310


384
00:22:22,310 --> 00:22:26,420


385
00:22:26,420 --> 00:22:29,700


386
00:22:29,700 --> 00:22:33,750


387
00:22:33,750 --> 00:22:34,950


388
00:22:34,950 --> 00:22:41,630


389
00:22:41,630 --> 00:22:44,730


390
00:22:44,730 --> 00:22:51,299


391
00:22:51,299 --> 00:22:55,809


392
00:22:55,809 --> 00:23:01,480


393
00:23:01,480 --> 00:23:04,080


394
00:23:04,080 --> 00:23:07,300


395
00:23:07,300 --> 00:23:10,330


396
00:23:10,330 --> 00:23:11,370


397
00:23:11,370 --> 00:23:15,360


398
00:23:15,360 --> 00:23:18,670


399
00:23:18,670 --> 00:23:21,070


400
00:23:21,070 --> 00:23:25,049


401
00:23:25,049 --> 00:23:26,880


402
00:23:26,880 --> 00:23:30,120


403
00:23:30,120 --> 00:23:33,880


404
00:23:33,880 --> 00:23:35,170


405
00:23:35,170 --> 00:23:37,370


406
00:23:37,370 --> 00:23:40,700


407
00:23:40,700 --> 00:23:43,780


408
00:23:43,780 --> 00:23:45,640


409
00:23:45,640 --> 00:23:46,790


410
00:23:46,790 --> 00:23:51,320


411
00:23:51,320 --> 00:23:51,860


412
00:23:51,860 --> 00:23:54,150


413
00:23:54,150 --> 00:23:55,630


414
00:23:55,630 --> 00:23:58,460


415
00:23:58,460 --> 00:24:03,070


416
00:24:03,070 --> 00:24:04,490


417
00:24:04,490 --> 00:24:07,020


418
00:24:07,020 --> 00:24:07,910


419
00:24:07,910 --> 00:24:13,710


420
00:24:13,710 --> 00:24:14,950


421
00:24:14,950 --> 00:24:17,170


422
00:24:17,170 --> 00:24:18,329


423
00:24:18,329 --> 00:24:20,340


424
00:24:20,340 --> 00:24:23,050


425
00:24:23,050 --> 00:24:26,990


426
00:24:26,990 --> 00:24:27,770


427
00:24:27,770 --> 00:24:30,929


428
00:24:30,929 --> 00:24:32,850


429
00:24:32,850 --> 00:24:35,529


430
00:24:35,529 --> 00:24:39,190


431
00:24:39,190 --> 00:24:44,080


432
00:24:44,080 --> 00:24:45,260


433
00:24:45,260 --> 00:24:49,290


434
00:24:49,290 --> 00:24:53,360


435
00:24:53,360 --> 00:25:00,360


436
00:25:03,550 --> 00:25:07,190


437
00:25:07,190 --> 00:25:11,560


438
00:25:11,560 --> 00:25:18,560


439
00:25:21,670 --> 00:25:27,590


440
00:25:27,590 --> 00:25:31,220


441
00:25:31,220 --> 00:25:33,419


442
00:25:33,419 --> 00:25:36,340


443
00:25:36,340 --> 00:25:37,520


444
00:25:37,520 --> 00:25:39,220


445
00:25:39,220 --> 00:25:41,190


446
00:25:41,190 --> 00:25:44,420


447
00:25:44,420 --> 00:25:46,180


448
00:25:46,180 --> 00:25:46,839


449
00:25:46,839 --> 00:25:50,050


450
00:25:50,050 --> 00:25:52,760


451
00:25:52,760 --> 00:25:59,760


452
00:26:02,549 --> 00:26:05,919


453
00:26:05,919 --> 00:26:07,440


454
00:26:07,440 --> 00:26:09,370


455
00:26:09,370 --> 00:26:12,130


456
00:26:12,130 --> 00:26:15,830


457
00:26:15,830 --> 00:26:16,950


458
00:26:16,950 --> 00:26:18,230


459
00:26:18,230 --> 00:26:25,230


460
00:26:25,540 --> 00:26:29,230


461
00:26:29,230 --> 00:26:34,360


462
00:26:34,360 --> 00:26:37,790


463
00:26:37,790 --> 00:26:41,040


464
00:26:41,040 --> 00:26:43,710


465
00:26:43,710 --> 00:26:45,330


466
00:26:45,330 --> 00:26:46,669


467
00:26:46,669 --> 00:26:50,730


468
00:26:50,730 --> 00:26:55,850


469
00:26:55,850 --> 00:26:59,710


470
00:26:59,710 --> 00:27:01,750


471
00:27:01,750 --> 00:27:05,610


472
00:27:05,610 --> 00:27:06,210


473
00:27:06,210 --> 00:27:08,610


474
00:27:08,610 --> 00:27:11,410


475
00:27:11,410 --> 00:27:12,629


476
00:27:12,629 --> 00:27:17,440


477
00:27:17,440 --> 00:27:19,370


478
00:27:19,370 --> 00:27:23,000


479
00:27:23,000 --> 00:27:27,080


480
00:27:27,080 --> 00:27:29,020


481
00:27:29,020 --> 00:27:32,480


482
00:27:32,480 --> 00:27:35,649


483
00:27:35,649 --> 00:27:41,840


484
00:27:41,840 --> 00:27:45,300


485
00:27:45,300 --> 00:27:46,650


486
00:27:46,650 --> 00:27:48,990


487
00:27:48,990 --> 00:27:50,720


488
00:27:50,720 --> 00:27:57,720


489
00:27:58,390 --> 00:28:00,440


490
00:28:00,440 --> 00:28:05,340


491
00:28:05,340 --> 00:28:07,340


492
00:28:07,340 --> 00:28:10,320


493
00:28:10,320 --> 00:28:13,460


494
00:28:13,460 --> 00:28:17,010


495
00:28:17,010 --> 00:28:18,090


496
00:28:18,090 --> 00:28:19,690


497
00:28:19,690 --> 00:28:24,320


498
00:28:24,320 --> 00:28:28,609


499
00:28:28,609 --> 00:28:29,419


500
00:28:29,419 --> 00:28:32,630


501
00:28:32,630 --> 00:28:36,090


502
00:28:36,090 --> 00:28:37,800


503
00:28:37,800 --> 00:28:39,930


504
00:28:39,930 --> 00:28:43,460


505
00:28:43,460 --> 00:28:47,700


506
00:28:47,700 --> 00:28:50,850


507
00:28:50,850 --> 00:28:52,780


508
00:28:52,780 --> 00:28:54,390


509
00:28:54,390 --> 00:28:57,020


510
00:28:57,020 --> 00:29:00,640


511
00:29:00,640 --> 00:29:02,700


512
00:29:02,700 --> 00:29:07,490


513
00:29:07,490 --> 00:29:09,750


514
00:29:09,750 --> 00:29:11,390


515
00:29:11,390 --> 00:29:12,790


516
00:29:12,790 --> 00:29:14,169


517
00:29:14,169 --> 00:29:18,549


518
00:29:18,549 --> 00:29:20,780


519
00:29:20,780 --> 00:29:23,710


520
00:29:23,710 --> 00:29:30,710


521
00:29:31,019 --> 00:29:34,530


522
00:29:34,530 --> 00:29:38,940


523
00:29:38,940 --> 00:29:43,559


524
00:29:43,559 --> 00:29:46,270


525
00:29:46,270 --> 00:29:51,510


526
00:29:51,510 --> 00:29:54,500


527
00:29:54,500 --> 00:29:58,380


528
00:29:58,380 --> 00:30:01,360


529
00:30:01,360 --> 00:30:02,580


530
00:30:02,580 --> 00:30:05,679


531
00:30:05,679 --> 00:30:06,570


532
00:30:06,570 --> 00:30:08,309


533
00:30:08,309 --> 00:30:12,080


534
00:30:12,080 --> 00:30:15,820


535
00:30:15,820 --> 00:30:17,940


536
00:30:17,940 --> 00:30:21,440


537
00:30:21,440 --> 00:30:27,440


538
00:30:27,440 --> 00:30:29,090


539
00:30:29,090 --> 00:30:30,980


540
00:30:30,980 --> 00:30:34,490


541
00:30:34,490 --> 00:30:35,700


542
00:30:35,700 --> 00:30:42,700


543
00:30:43,640 --> 00:30:49,850


544
00:30:49,850 --> 00:30:52,360


545
00:30:52,360 --> 00:30:53,950


546
00:30:53,950 --> 00:30:56,620


547
00:30:56,620 --> 00:30:59,200


548
00:30:59,200 --> 00:31:01,320


549
00:31:01,320 --> 00:31:04,390


550
00:31:04,390 --> 00:31:05,780


551
00:31:05,780 --> 00:31:08,220


552
00:31:08,220 --> 00:31:11,470


553
00:31:11,470 --> 00:31:14,270


554
00:31:14,270 --> 00:31:16,210


555
00:31:16,210 --> 00:31:18,470


556
00:31:18,470 --> 00:31:20,950


557
00:31:20,950 --> 00:31:23,850


558
00:31:23,850 --> 00:31:29,300


559
00:31:29,300 --> 00:31:32,420


560
00:31:32,420 --> 00:31:36,680


561
00:31:36,680 --> 00:31:37,650


562
00:31:37,650 --> 00:31:39,910


563
00:31:39,910 --> 00:31:41,180


564
00:31:41,180 --> 00:31:46,040


565
00:31:46,040 --> 00:31:49,730


566
00:31:49,730 --> 00:31:51,770


567
00:31:51,770 --> 00:31:54,450


568
00:31:54,450 --> 00:31:56,070


569
00:31:56,070 --> 00:31:58,280


570
00:31:58,280 --> 00:31:59,980


571
00:31:59,980 --> 00:32:03,990


572
00:32:03,990 --> 00:32:04,840


573
00:32:04,840 --> 00:32:08,809


574
00:32:08,809 --> 00:32:10,940


575
00:32:10,940 --> 00:32:14,610


576
00:32:14,610 --> 00:32:18,050


577
00:32:18,050 --> 00:32:20,330


578
00:32:20,330 --> 00:32:27,330


579
00:32:30,550 --> 00:32:34,520


580
00:32:34,520 --> 00:32:35,059


581
00:32:35,059 --> 00:32:38,789


582
00:32:38,789 --> 00:32:41,240


583
00:32:41,240 --> 00:32:45,170


584
00:32:45,170 --> 00:32:47,909


585
00:32:47,909 --> 00:32:50,220


586
00:32:50,220 --> 00:32:54,360


587
00:32:54,360 --> 00:32:57,830


588
00:32:57,830 --> 00:33:00,729


589
00:33:00,729 --> 00:33:05,430


590
00:33:05,430 --> 00:33:08,270


591
00:33:08,270 --> 00:33:11,610


592
00:33:11,610 --> 00:33:14,410


593
00:33:14,410 --> 00:33:16,279


594
00:33:16,279 --> 00:33:19,690


595
00:33:19,690 --> 00:33:23,370


596
00:33:23,370 --> 00:33:26,970


597
00:33:26,970 --> 00:33:28,280


598
00:33:28,280 --> 00:33:30,980


599
00:33:30,980 --> 00:33:32,580


600
00:33:32,580 --> 00:33:34,489


601
00:33:34,489 --> 00:33:39,570


602
00:33:39,570 --> 00:33:42,900


603
00:33:42,900 --> 00:33:44,580


604
00:33:44,580 --> 00:33:46,250


605
00:33:46,250 --> 00:33:49,360


606
00:33:49,360 --> 00:33:52,420


607
00:33:52,420 --> 00:33:56,289


608
00:33:56,289 --> 00:33:58,600


609
00:33:58,600 --> 00:34:00,440


610
00:34:00,440 --> 00:34:06,330


611
00:34:06,330 --> 00:34:10,110


612
00:34:10,110 --> 00:34:12,389


613
00:34:12,389 --> 00:34:16,009


614
00:34:16,009 --> 00:34:18,809


615
00:34:18,809 --> 00:34:22,569


616
00:34:22,569 --> 00:34:23,360


617
00:34:23,360 --> 00:34:30,360


618
00:34:37,779 --> 00:34:38,789


619
00:34:38,789 --> 00:34:42,339


620
00:34:42,339 --> 00:34:49,339


621
00:35:12,249 --> 00:35:13,729


622
00:35:13,729 --> 00:35:19,299


623
00:35:19,299 --> 00:35:24,209


624
00:35:24,209 --> 00:35:25,529


625
00:35:25,529 --> 00:35:29,039


626
00:35:29,039 --> 00:35:31,689


627
00:35:31,689 --> 00:35:34,639


628
00:35:34,639 --> 00:35:39,029


629
00:35:39,029 --> 00:35:42,709


630
00:35:42,709 --> 00:35:44,280


631
00:35:44,280 --> 00:35:46,000


632
00:35:46,000 --> 00:35:50,500


633
00:35:50,500 --> 00:35:55,209


634
00:35:55,209 --> 00:35:56,159


635
00:35:56,159 --> 00:35:59,699


636
00:35:59,699 --> 00:36:01,599


637
00:36:01,599 --> 00:36:04,319


638
00:36:04,319 --> 00:36:07,700


639
00:36:07,700 --> 00:36:09,109


640
00:36:09,109 --> 00:36:12,910


641
00:36:12,910 --> 00:36:13,819


642
00:36:13,819 --> 00:36:17,869


643
00:36:17,869 --> 00:36:20,180


644
00:36:20,180 --> 00:36:24,349


645
00:36:24,349 --> 00:36:26,509


646
00:36:26,509 --> 00:36:32,039


647
00:36:32,039 --> 00:36:35,670


648
00:36:35,670 --> 00:36:39,969


649
00:36:39,969 --> 00:36:41,739


650
00:36:41,739 --> 00:36:43,700


651
00:36:43,700 --> 00:36:45,269


652
00:36:45,269 --> 00:36:52,009


653
00:36:52,009 --> 00:36:56,019


654
00:36:56,019 --> 00:36:56,819


655
00:36:56,819 --> 00:37:00,400


656
00:37:00,400 --> 00:37:02,029


657
00:37:02,029 --> 00:37:06,349


658
00:37:06,349 --> 00:37:09,350


659
00:37:09,350 --> 00:37:11,209


660
00:37:11,209 --> 00:37:11,880


661
00:37:11,880 --> 00:37:14,629


662
00:37:14,629 --> 00:37:18,549


663
00:37:18,549 --> 00:37:19,429


664
00:37:19,429 --> 00:37:21,189


665
00:37:21,189 --> 00:37:24,799


666
00:37:24,799 --> 00:37:26,859


667
00:37:26,859 --> 00:37:30,769


668
00:37:30,769 --> 00:37:33,189


669
00:37:33,189 --> 00:37:34,229


670
00:37:34,229 --> 00:37:37,759


671
00:37:37,759 --> 00:37:39,890


672
00:37:39,890 --> 00:37:42,309


673
00:37:42,309 --> 00:37:46,640


674
00:37:46,640 --> 00:37:49,999


675
00:37:49,999 --> 00:37:51,900


676
00:37:51,900 --> 00:37:53,829


677
00:37:53,829 --> 00:37:57,529


678
00:37:57,529 --> 00:38:01,569


679
00:38:01,569 --> 00:38:05,630


680
00:38:05,630 --> 00:38:07,489


681
00:38:07,489 --> 00:38:09,889


682
00:38:09,889 --> 00:38:11,479


683
00:38:11,479 --> 00:38:15,129


684
00:38:15,129 --> 00:38:17,019


685
00:38:17,019 --> 00:38:20,619


686
00:38:20,619 --> 00:38:21,529


687
00:38:21,529 --> 00:38:26,309


688
00:38:26,309 --> 00:38:30,670


689
00:38:30,670 --> 00:38:36,929


690
00:38:36,929 --> 00:38:37,880


691
00:38:37,880 --> 00:38:41,949


692
00:38:41,949 --> 00:38:43,000


693
00:38:43,000 --> 00:38:49,089


694
00:38:49,089 --> 00:38:50,739


695
00:38:50,739 --> 00:38:57,739


696
00:38:59,259 --> 00:39:06,259


697
00:39:12,140 --> 00:39:19,140


698
00:39:30,779 --> 00:39:35,789


699
00:39:35,789 --> 00:39:38,689


700
00:39:38,689 --> 00:39:40,459


701
00:39:40,459 --> 00:39:41,660


702
00:39:41,660 --> 00:39:48,660


703
00:39:52,359 --> 00:39:54,809


704
00:39:54,809 --> 00:39:58,219


705
00:39:58,219 --> 00:40:00,579


706
00:40:00,579 --> 00:40:06,089


707
00:40:06,089 --> 00:40:07,490


708
00:40:07,490 --> 00:40:09,059


709
00:40:09,059 --> 00:40:10,800


710
00:40:10,800 --> 00:40:12,599


711
00:40:12,599 --> 00:40:16,159


712
00:40:16,159 --> 00:40:17,630


713
00:40:17,630 --> 00:40:19,589


714
00:40:19,589 --> 00:40:23,629


715
00:40:23,629 --> 00:40:25,739


716
00:40:25,739 --> 00:40:29,589


717
00:40:29,589 --> 00:40:31,749


718
00:40:31,749 --> 00:40:33,490


719
00:40:33,490 --> 00:40:36,399


720
00:40:36,399 --> 00:40:38,779


721
00:40:38,779 --> 00:40:41,659


722
00:40:41,659 --> 00:40:43,419


723
00:40:43,419 --> 00:40:46,410


724
00:40:46,410 --> 00:40:48,319


725
00:40:48,319 --> 00:40:50,629


726
00:40:50,629 --> 00:40:55,279


727
00:40:55,279 --> 00:40:56,509


728
00:40:56,509 --> 00:41:00,849


729
00:41:00,849 --> 00:41:05,429


730
00:41:05,429 --> 00:41:06,699


731
00:41:06,699 --> 00:41:08,040


732
00:41:08,040 --> 00:41:12,940


733
00:41:12,940 --> 00:41:14,289


734
00:41:14,289 --> 00:41:16,029


735
00:41:16,029 --> 00:41:19,399


736
00:41:19,399 --> 00:41:23,129


737
00:41:23,129 --> 00:41:25,260


738
00:41:25,260 --> 00:41:27,379


739
00:41:27,379 --> 00:41:29,289


740
00:41:29,289 --> 00:41:32,449


741
00:41:32,449 --> 00:41:36,109


742
00:41:36,109 --> 00:41:37,910


743
00:41:37,910 --> 00:41:41,559


744
00:41:41,559 --> 00:41:43,589


745
00:41:43,589 --> 00:41:48,009


746
00:41:48,009 --> 00:41:54,239


747
00:41:54,239 --> 00:41:58,249


748
00:41:58,249 --> 00:42:02,679


749
00:42:02,679 --> 00:42:07,219


750
00:42:07,219 --> 00:42:09,269


751
00:42:09,269 --> 00:42:12,530


752
00:42:12,530 --> 00:42:16,539


753
00:42:16,539 --> 00:42:18,989


754
00:42:18,989 --> 00:42:20,329


755
00:42:20,329 --> 00:42:23,920


756
00:42:23,920 --> 00:42:26,689


757
00:42:26,689 --> 00:42:30,029


758
00:42:30,029 --> 00:42:32,700


759
00:42:32,700 --> 00:42:37,759


760
00:42:37,759 --> 00:42:41,149


761
00:42:41,149 --> 00:42:46,789


762
00:42:46,789 --> 00:42:49,809


763
00:42:49,809 --> 00:42:52,359


764
00:42:52,359 --> 00:42:54,380


765
00:42:54,380 --> 00:42:57,379


766
00:42:57,379 --> 00:42:59,140


767
00:42:59,140 --> 00:43:03,389


768
00:43:03,389 --> 00:43:08,359


769
00:43:08,359 --> 00:43:11,449


770
00:43:11,449 --> 00:43:16,149


771
00:43:16,149 --> 00:43:18,789


772
00:43:18,789 --> 00:43:25,789


773
00:43:27,259 --> 00:43:32,949


774
00:43:32,949 --> 00:43:35,859


775
00:43:35,859 --> 00:43:39,479


776
00:43:39,479 --> 00:43:42,369


777
00:43:42,369 --> 00:43:49,369


778
00:44:08,839 --> 00:44:10,850


779
00:44:10,850 --> 00:44:13,269


780
00:44:13,269 --> 00:44:17,920


781
00:44:17,920 --> 00:44:18,419


782
00:44:18,419 --> 00:44:21,799


783
00:44:21,799 --> 00:44:22,479


784
00:44:22,479 --> 00:44:27,309


785
00:44:27,309 --> 00:44:30,469


786
00:44:30,469 --> 00:44:34,529


787
00:44:34,529 --> 00:44:36,019


788
00:44:36,019 --> 00:44:39,399


789
00:44:39,399 --> 00:44:43,379


790
00:44:43,379 --> 00:44:47,799


791
00:44:47,799 --> 00:44:49,269


792
00:44:49,269 --> 00:44:54,179


793
00:44:54,179 --> 00:44:55,249


794
00:44:55,249 --> 00:44:58,699


795
00:44:58,699 --> 00:45:02,959


796
00:45:02,959 --> 00:45:07,859


797
00:45:07,859 --> 00:45:12,619


798
00:45:12,619 --> 00:45:14,559


799
00:45:14,559 --> 00:45:16,689


800
00:45:16,689 --> 00:45:20,700


801
00:45:20,700 --> 00:45:24,450


802
00:45:24,450 --> 00:45:28,669


803
00:45:28,669 --> 00:45:31,049


804
00:45:31,049 --> 00:45:32,959


805
00:45:32,959 --> 00:45:37,819


806
00:45:37,819 --> 00:45:41,179


807
00:45:41,179 --> 00:45:43,239


808
00:45:43,239 --> 00:45:46,789


809
00:45:46,789 --> 00:45:51,170


810
00:45:51,170 --> 00:45:56,359


811
00:45:56,359 --> 00:45:59,539


812
00:45:59,539 --> 00:46:04,629


813
00:46:04,629 --> 00:46:11,629


814
00:46:12,499 --> 00:46:15,019


815
00:46:15,019 --> 00:46:18,069


816
00:46:18,069 --> 00:46:22,309


817
00:46:22,309 --> 00:46:25,589


818
00:46:25,589 --> 00:46:26,739


819
00:46:26,739 --> 00:46:33,069


820
00:46:33,069 --> 00:46:38,779


821
00:46:38,779 --> 00:46:40,779


822
00:46:40,779 --> 00:46:43,459


823
00:46:43,459 --> 00:46:47,049


824
00:46:47,049 --> 00:46:48,479


825
00:46:48,479 --> 00:46:51,179


826
00:46:51,179 --> 00:46:54,329


827
00:46:54,329 --> 00:46:56,089


828
00:46:56,089 --> 00:46:58,699


829
00:46:58,699 --> 00:47:02,779


830
00:47:02,779 --> 00:47:05,190


831
00:47:05,190 --> 00:47:12,190


832
00:47:12,809 --> 00:47:15,849


833
00:47:15,849 --> 00:47:19,599


834
00:47:19,599 --> 00:47:23,859


835
00:47:23,859 --> 00:47:25,309


836
00:47:25,309 --> 00:47:29,569


837
00:47:29,569 --> 00:47:30,430


838
00:47:30,430 --> 00:47:34,349


839
00:47:34,349 --> 00:47:38,739


840
00:47:38,739 --> 00:47:39,699


841
00:47:39,699 --> 00:47:41,279


842
00:47:41,279 --> 00:47:45,009


843
00:47:45,009 --> 00:47:47,929


844
00:47:47,929 --> 00:47:49,869


845
00:47:49,869 --> 00:47:56,869


846
00:47:57,589 --> 00:47:59,910


847
00:47:59,910 --> 00:48:00,970


848
00:48:00,970 --> 00:48:05,659


849
00:48:05,659 --> 00:48:06,380


850
00:48:06,380 --> 00:48:09,929


851
00:48:09,929 --> 00:48:12,749


852
00:48:12,749 --> 00:48:16,839


853
00:48:16,839 --> 00:48:19,880


854
00:48:19,880 --> 00:48:22,299


855
00:48:22,299 --> 00:48:26,859


856
00:48:26,859 --> 00:48:28,889


857
00:48:28,889 --> 00:48:33,209


858
00:48:33,209 --> 00:48:40,209


859
00:48:43,539 --> 00:48:48,119


860
00:48:48,119 --> 00:48:55,119


861
00:48:56,769 --> 00:49:00,209


862
00:49:00,209 --> 00:49:04,049


863
00:49:04,049 --> 00:49:05,619


864
00:49:05,619 --> 00:49:08,690


865
00:49:08,690 --> 00:49:10,900


866
00:49:10,900 --> 00:49:15,030


867
00:49:15,030 --> 00:49:17,089


868
00:49:17,089 --> 00:49:19,409


869
00:49:19,409 --> 00:49:20,440


870
00:49:20,440 --> 00:49:24,400


871
00:49:24,400 --> 00:49:28,569


872
00:49:28,569 --> 00:49:33,139


873
00:49:33,139 --> 00:49:35,019


874
00:49:35,019 --> 00:49:38,869


875
00:49:38,869 --> 00:49:41,179


876
00:49:41,179 --> 00:49:45,759


877
00:49:45,759 --> 00:49:48,329


878
00:49:48,329 --> 00:49:52,469


879
00:49:52,469 --> 00:49:55,779


880
00:49:55,779 --> 00:49:59,390


881
00:49:59,390 --> 00:50:02,829


882
00:50:02,829 --> 00:50:06,099


883
00:50:06,099 --> 00:50:09,999


884
00:50:09,999 --> 00:50:11,239


885
00:50:11,239 --> 00:50:13,659


886
00:50:13,659 --> 00:50:17,849


887
00:50:17,849 --> 00:50:24,849


888
00:50:41,549 --> 00:50:44,889


889
00:50:44,889 --> 00:50:48,239


890
00:50:48,239 --> 00:50:50,109


891
00:50:50,109 --> 00:50:53,989


892
00:50:53,989 --> 00:50:55,809


893
00:50:55,809 --> 00:51:01,029


894
00:51:01,029 --> 00:51:04,180


895
00:51:04,180 --> 00:51:07,999


896
00:51:07,999 --> 00:51:10,019


897
00:51:10,019 --> 00:51:15,149


898
00:51:15,149 --> 00:51:19,549


899
00:51:19,549 --> 00:51:21,759


900
00:51:21,759 --> 00:51:25,769


901
00:51:25,769 --> 00:51:30,219


902
00:51:30,219 --> 00:51:33,779


903
00:51:33,779 --> 00:51:36,759


904
00:51:36,759 --> 00:51:38,469


905
00:51:38,469 --> 00:51:43,939


906
00:51:43,939 --> 00:51:49,369


907
00:51:49,369 --> 00:51:53,179


908
00:51:53,179 --> 00:51:54,619


909
00:51:54,619 --> 00:51:58,039


910
00:51:58,039 --> 00:52:00,349


911
00:52:00,349 --> 00:52:04,460


912
00:52:04,460 --> 00:52:07,809


913
00:52:07,809 --> 00:52:10,149


914
00:52:10,149 --> 00:52:13,770


915
00:52:13,770 --> 00:52:16,779


916
00:52:16,779 --> 00:52:18,429


917
00:52:18,429 --> 00:52:20,880


918
00:52:20,880 --> 00:52:23,409


919
00:52:23,409 --> 00:52:25,789


920
00:52:25,789 --> 00:52:28,670


921
00:52:28,670 --> 00:52:34,499


922
00:52:34,499 --> 00:52:38,400


923
00:52:38,400 --> 00:52:44,049


924
00:52:44,049 --> 00:52:46,159


925
00:52:46,159 --> 00:52:50,629


926
00:52:50,629 --> 00:52:51,349


927
00:52:51,349 --> 00:52:53,359


928
00:52:53,359 --> 00:52:54,989


929
00:52:54,989 --> 00:52:56,289


930
00:52:56,289 --> 00:53:03,289


931
00:53:04,179 --> 00:53:07,059


932
00:53:07,059 --> 00:53:10,569


933
00:53:10,569 --> 00:53:11,230


934
00:53:11,230 --> 00:53:17,569


935
00:53:17,569 --> 00:53:24,569


936
00:53:27,889 --> 00:53:31,829


937
00:53:31,829 --> 00:53:33,049


938
00:53:33,049 --> 00:53:35,499


939
00:53:35,499 --> 00:53:37,069


940
00:53:37,069 --> 00:53:42,709


941
00:53:42,709 --> 00:53:49,709


942
00:53:56,429 --> 00:54:02,650


943
00:54:02,650 --> 00:54:03,660


944
00:54:03,660 --> 00:54:10,660


945
00:54:13,160 --> 00:54:19,680


946
00:54:19,680 --> 00:54:21,880


947
00:54:21,880 --> 00:54:25,229


948
00:54:25,229 --> 00:54:27,429


949
00:54:27,429 --> 00:54:32,069


950
00:54:32,069 --> 00:54:35,489


951
00:54:35,489 --> 00:54:38,099


952
00:54:38,099 --> 00:54:43,099


953
00:54:43,099 --> 00:54:45,319


954
00:54:45,319 --> 00:54:46,919


955
00:54:46,919 --> 00:54:51,159


956
00:54:51,159 --> 00:54:54,579


957
00:54:54,579 --> 00:54:55,960


958
00:54:55,960 --> 00:55:00,239


959
00:55:00,239 --> 00:55:01,160


960
00:55:01,160 --> 00:55:03,989


961
00:55:03,989 --> 00:55:07,390


962
00:55:07,390 --> 00:55:11,169


963
00:55:11,169 --> 00:55:12,969


964
00:55:12,969 --> 00:55:17,699


965
00:55:17,699 --> 00:55:18,869


966
00:55:18,869 --> 00:55:21,019


967
00:55:21,019 --> 00:55:23,539


968
00:55:23,539 --> 00:55:25,530


969
00:55:25,530 --> 00:55:28,369


970
00:55:28,369 --> 00:55:29,799


971
00:55:29,799 --> 00:55:33,239


972
00:55:33,239 --> 00:55:36,519


973
00:55:36,519 --> 00:55:37,849


974
00:55:37,849 --> 00:55:39,079


975
00:55:39,079 --> 00:55:41,389


976
00:55:41,389 --> 00:55:43,709


977
00:55:43,709 --> 00:55:47,479


978
00:55:47,479 --> 00:55:50,229


979
00:55:50,229 --> 00:55:55,229


980
00:55:55,229 --> 00:55:57,029


981
00:55:57,029 --> 00:55:58,219


982
00:55:58,219 --> 00:56:03,849


983
00:56:03,849 --> 00:56:06,780


984
00:56:06,780 --> 00:56:08,689


985
00:56:08,689 --> 00:56:12,839


986
00:56:12,839 --> 00:56:14,669


987
00:56:14,669 --> 00:56:15,990


988
00:56:15,990 --> 00:56:17,009


989
00:56:17,009 --> 00:56:18,699


990
00:56:18,699 --> 00:56:22,599


991
00:56:22,599 --> 00:56:26,589


992
00:56:26,589 --> 00:56:31,249


993
00:56:31,249 --> 00:56:34,049


994
00:56:34,049 --> 00:56:36,649


995
00:56:36,649 --> 00:56:43,649


996
00:57:14,359 --> 00:57:18,069


997
00:57:18,069 --> 00:57:19,899


998
00:57:19,899 --> 00:57:23,679


999
00:57:23,679 --> 00:57:30,679


1000
00:57:31,579 --> 00:57:33,609


1001
00:57:33,609 --> 00:57:35,509


1002
00:57:35,509 --> 00:57:35,759


1003
00:57:35,650 --> 00:57:39,569


1004
00:57:39,569 --> 00:57:40,539


1005
00:57:40,539 --> 00:57:44,439


1006
00:57:44,439 --> 00:57:46,949


1007
00:57:46,949 --> 00:57:49,779


1008
00:57:49,779 --> 00:57:51,799


1009
00:57:51,799 --> 00:57:54,439


1010
00:57:54,439 --> 00:57:57,849


1011
00:57:57,849 --> 00:58:02,179


1012
00:58:02,179 --> 00:58:03,450


1013
00:58:03,450 --> 00:58:05,910


1014
00:58:05,910 --> 00:58:07,309


1015
00:58:07,309 --> 00:58:10,389


1016
00:58:10,389 --> 00:58:16,299


1017
00:58:16,299 --> 00:58:20,150


1018
00:58:20,150 --> 00:58:22,640


1019
00:58:22,640 --> 00:58:26,189


1020
00:58:26,189 --> 00:58:28,599


1021
00:58:28,599 --> 00:58:31,899


1022
00:58:31,899 --> 00:58:37,369


1023
00:58:37,369 --> 00:58:42,049


1024
00:58:42,049 --> 00:58:42,959


1025
00:58:42,959 --> 00:58:44,409


1026
00:58:44,409 --> 00:58:47,929


1027
00:58:47,929 --> 00:58:51,059


1028
00:58:51,059 --> 00:58:52,859


1029
00:58:52,859 --> 00:58:54,609


1030
00:58:54,609 --> 00:58:55,010


1031
00:58:55,010 --> 00:58:59,419


1032
00:58:59,419 --> 00:59:02,799


1033
00:59:02,799 --> 00:59:05,959


1034
00:59:05,959 --> 00:59:08,729


1035
00:59:08,729 --> 00:59:13,259


1036
00:59:13,259 --> 00:59:14,879


1037
00:59:14,879 --> 00:59:16,849


1038
00:59:16,849 --> 00:59:20,179


1039
00:59:20,179 --> 00:59:21,789


1040
00:59:21,789 --> 00:59:23,109


1041
00:59:23,109 --> 00:59:24,009


1042
00:59:24,009 --> 00:59:28,150


1043
00:59:28,150 --> 00:59:34,279


1044
00:59:34,279 --> 00:59:39,869


1045
00:59:39,869 --> 00:59:46,869


1046
00:59:52,909 --> 00:59:59,909


1047
01:00:05,339 --> 01:00:10,890


1048
01:00:10,890 --> 01:00:13,379


1049
01:00:13,379 --> 01:00:16,939


1050
01:00:16,939 --> 01:00:23,939


1051
01:00:27,279 --> 01:00:30,649


1052
01:00:30,649 --> 01:00:33,439


1053
01:00:33,439 --> 01:00:34,889


1054
01:00:34,889 --> 01:00:37,650


1055
01:00:37,650 --> 01:00:41,389


1056
01:00:41,389 --> 01:00:42,579


1057
01:00:42,579 --> 01:00:48,299


1058
01:00:48,299 --> 01:00:52,929


1059
01:00:52,929 --> 01:00:54,659


1060
01:00:54,659 --> 01:00:57,199


1061
01:00:57,199 --> 01:01:01,209


1062
01:01:01,209 --> 01:01:05,559


1063
01:01:05,559 --> 01:01:07,239


1064
01:01:07,239 --> 01:01:09,649


1065
01:01:09,649 --> 01:01:11,679


1066
01:01:11,679 --> 01:01:13,259


1067
01:01:13,259 --> 01:01:15,489


1068
01:01:15,489 --> 01:01:18,249


1069
01:01:18,249 --> 01:01:20,329


1070
01:01:20,329 --> 01:01:23,809


1071
01:01:23,809 --> 01:01:26,299


1072
01:01:26,299 --> 01:01:29,919


1073
01:01:29,919 --> 01:01:33,969


1074
01:01:33,969 --> 01:01:36,479


1075
01:01:36,479 --> 01:01:40,589


1076
01:01:40,589 --> 01:01:41,869


1077
01:01:41,869 --> 01:01:45,069


1078
01:01:45,069 --> 01:01:47,480


1079
01:01:47,480 --> 01:01:49,619


1080
01:01:49,619 --> 01:01:53,380


1081
01:01:53,380 --> 01:01:55,589


1082
01:01:55,589 --> 01:01:58,199


1083
01:01:58,199 --> 01:01:59,789


1084
01:01:59,789 --> 01:02:01,220


1085
01:02:01,220 --> 01:02:02,079


1086
01:02:02,079 --> 01:02:04,869


1087
01:02:04,869 --> 01:02:08,549


1088
01:02:08,549 --> 01:02:11,619


1089
01:02:11,619 --> 01:02:14,120


1090
01:02:14,120 --> 01:02:18,009


1091
01:02:18,009 --> 01:02:21,789


1092
01:02:21,789 --> 01:02:26,459


1093
01:02:26,459 --> 01:02:28,899


1094
01:02:28,899 --> 01:02:32,149


1095
01:02:32,149 --> 01:02:36,119


1096
01:02:36,119 --> 01:02:39,479


1097
01:02:39,479 --> 01:02:41,279


1098
01:02:41,279 --> 01:02:45,399


1099
01:02:45,399 --> 01:02:48,459


1100
01:02:48,459 --> 01:02:52,069


1101
01:02:52,069 --> 01:02:55,189


1102
01:02:55,189 --> 01:02:57,039


1103
01:02:57,039 --> 01:02:59,079


1104
01:02:59,079 --> 01:03:01,539


1105
01:03:01,539 --> 01:03:03,080


1106
01:03:03,080 --> 01:03:05,660


1107
01:03:05,660 --> 01:03:07,429


1108
01:03:07,429 --> 01:03:14,429


1109
01:03:16,049 --> 01:03:17,649


1110
01:03:17,649 --> 01:03:21,160


1111
01:03:21,160 --> 01:03:22,689


1112
01:03:22,689 --> 01:03:24,949


1113
01:03:24,949 --> 01:03:28,660


1114
01:03:28,660 --> 01:03:34,659


1115
01:03:34,659 --> 01:03:35,569


1116
01:03:35,569 --> 01:03:37,189


1117
01:03:37,189 --> 01:03:38,029


1118
01:03:38,029 --> 01:03:41,479


1119
01:03:41,479 --> 01:03:42,939


1120
01:03:42,939 --> 01:03:45,989


1121
01:03:45,989 --> 01:03:49,199


1122
01:03:49,199 --> 01:03:53,809


1123
01:03:53,809 --> 01:03:57,579


1124
01:03:57,579 --> 01:04:01,289


1125
01:04:01,289 --> 01:04:03,669


1126
01:04:03,669 --> 01:04:07,099


1127
01:04:07,099 --> 01:04:10,089


1128
01:04:10,089 --> 01:04:17,089


1129
01:04:21,299 --> 01:04:24,319


1130
01:04:24,319 --> 01:04:28,459


1131
01:04:28,459 --> 01:04:30,269


1132
01:04:30,269 --> 01:04:32,199


1133
01:04:32,199 --> 01:04:33,939


1134
01:04:33,939 --> 01:04:40,939


1135
01:04:44,129 --> 01:04:47,630


1136
01:04:47,630 --> 01:04:49,769


1137
01:04:49,769 --> 01:04:52,819


1138
01:04:52,819 --> 01:04:54,660


1139
01:04:54,660 --> 01:04:55,489


1140
01:04:55,489 --> 01:04:57,049


1141
01:04:57,049 --> 01:05:01,489


1142
01:05:01,489 --> 01:05:05,169


1143
01:05:05,169 --> 01:05:06,749


1144
01:05:06,749 --> 01:05:07,659


1145
01:05:07,659 --> 01:05:09,529


1146
01:05:09,529 --> 01:05:12,469


1147
01:05:12,469 --> 01:05:14,829


1148
01:05:14,829 --> 01:05:17,589


1149
01:05:17,589 --> 01:05:24,589


1150
01:05:26,579 --> 01:05:33,579


1151
01:05:33,999 --> 01:05:38,089


1152
01:05:38,089 --> 01:05:41,299


1153
01:05:41,299 --> 01:05:42,599


1154
01:05:42,599 --> 01:05:46,749


1155
01:05:46,749 --> 01:05:49,449


1156
01:05:49,449 --> 01:05:56,449


1157
01:06:02,979 --> 01:06:05,459


1158
01:06:05,459 --> 01:06:06,729


1159
01:06:06,729 --> 01:06:11,929


1160
01:06:11,929 --> 01:06:13,130


1161
01:06:13,130 --> 01:06:16,339


1162
01:06:16,339 --> 01:06:20,999


1163
01:06:20,999 --> 01:06:27,439


1164
01:06:27,439 --> 01:06:30,029


1165
01:06:30,029 --> 01:06:32,979


1166
01:06:32,979 --> 01:06:39,979


1167
01:06:45,389 --> 01:06:47,279


1168
01:06:47,279 --> 01:06:51,169


1169
01:06:51,169 --> 01:06:52,729


1170
01:06:52,729 --> 01:06:57,759


1171
01:06:57,759 --> 01:07:00,889


1172
01:07:00,889 --> 01:07:01,849


1173
01:07:01,849 --> 01:07:03,919


1174
01:07:03,919 --> 01:07:08,209


1175
01:07:08,209 --> 01:07:11,079


1176
01:07:11,079 --> 01:07:12,279


1177
01:07:12,279 --> 01:07:19,279


1178
01:07:22,689 --> 01:07:27,839


1179
01:07:27,839 --> 01:07:31,769


1180
01:07:31,769 --> 01:07:34,289


1181
01:07:34,289 --> 01:07:37,439


1182
01:07:37,439 --> 01:07:39,369


1183
01:07:39,369 --> 01:07:41,479


1184
01:07:41,479 --> 01:07:43,019


1185
01:07:43,019 --> 01:07:47,779


1186
01:07:47,779 --> 01:07:54,779


1187
01:08:11,959 --> 01:08:18,959


1188
01:08:22,089 --> 01:08:26,769


1189
01:08:26,769 --> 01:08:32,189


1190
01:08:32,189 --> 01:08:34,499


1191
01:08:34,499 --> 01:08:37,599


1192
01:08:37,599 --> 01:08:44,599


1193
01:08:45,250 --> 01:08:47,309


1194
01:08:47,309 --> 01:08:54,309


1195
01:08:59,539 --> 01:09:04,880


1196
01:09:04,880 --> 01:09:06,730


1197
01:09:06,730 --> 01:09:08,900


1198
01:09:08,900 --> 01:09:11,919


1199
01:09:11,919 --> 01:09:16,489


1200
01:09:16,489 --> 01:09:19,960


1201
01:09:19,960 --> 01:09:23,529


1202
01:09:23,529 --> 01:09:25,499


1203
01:09:25,499 --> 01:09:32,499


1204
01:09:33,420 --> 01:09:37,559


1205
01:09:37,559 --> 01:09:41,089


1206
01:09:41,089 --> 01:09:43,819


1207
01:09:43,819 --> 01:09:46,209


1208
01:09:46,209 --> 01:09:48,949


1209
01:09:48,949 --> 01:09:52,730


1210
01:09:52,730 --> 01:09:55,420


1211
01:09:55,420 --> 01:09:59,429


1212
01:09:59,429 --> 01:10:00,929


1213
01:10:00,929 --> 01:10:02,519


1214
01:10:02,519 --> 01:10:04,919


1215
01:10:04,919 --> 01:10:08,869


1216
01:10:08,869 --> 01:10:11,479


1217
01:10:11,479 --> 01:10:14,429


1218
01:10:14,429 --> 01:10:18,239


1219
01:10:18,239 --> 01:10:22,530


1220
01:10:22,530 --> 01:10:26,809


1221
01:10:26,809 --> 01:10:29,829


1222
01:10:29,829 --> 01:10:33,759


1223
01:10:33,759 --> 01:10:35,760


1224
01:10:35,760 --> 01:10:37,969


1225
01:10:37,969 --> 01:10:38,730


1226
01:10:38,730 --> 01:10:42,809


1227
01:10:42,809 --> 01:10:44,329


1228
01:10:44,329 --> 01:10:47,800


1229
01:10:47,800 --> 01:10:48,989


1230
01:10:48,989 --> 01:10:51,969


1231
01:10:51,969 --> 01:10:52,699


1232
01:10:52,699 --> 01:10:55,119


1233
01:10:55,119 --> 01:10:56,800


1234
01:10:56,800 --> 01:11:00,489


1235
01:11:00,489 --> 01:11:02,069


1236
01:11:02,069 --> 01:11:04,219


1237
01:11:04,219 --> 01:11:05,780


1238
01:11:05,780 --> 01:11:08,159


1239
01:11:08,159 --> 01:11:11,409


1240
01:11:11,409 --> 01:11:15,130


1241
01:11:15,130 --> 01:11:19,079


1242
01:11:19,079 --> 01:11:19,659


1243
01:11:19,659 --> 01:11:22,709


1244
01:11:22,709 --> 01:11:24,139


1245
01:11:24,139 --> 01:11:26,449


1246
01:11:26,449 --> 01:11:30,519


1247
01:11:30,519 --> 01:11:33,150


1248
01:11:33,150 --> 01:11:37,010


1249
01:11:37,010 --> 01:11:38,020


1250
01:11:38,020 --> 01:11:41,280


1251
01:11:41,280 --> 01:11:43,409


1252
01:11:43,409 --> 01:11:50,409


1253
01:12:03,610 --> 01:12:08,179


1254
01:12:08,179 --> 01:12:09,900


1255
01:12:09,900 --> 01:12:12,879


1256
01:12:12,879 --> 01:12:17,190


1257
01:12:17,190 --> 01:12:20,869


1258
01:12:20,869 --> 01:12:26,150


1259
01:12:26,150 --> 01:12:30,129


1260
01:12:30,129 --> 01:12:34,779


1261
01:12:34,779 --> 01:12:35,839


1262
01:12:35,839 --> 01:12:39,949


1263
01:12:39,949 --> 01:12:41,920


1264
01:12:41,920 --> 01:12:44,369


1265
01:12:44,369 --> 01:12:48,170


1266
01:12:48,170 --> 01:12:49,679


1267
01:12:49,679 --> 01:12:51,529