1
00:00:10,040 --> 00:00:12,179
(한국어 번역 by 박세민)

2
00:00:12,179 --> 00:00:15,449
이 강의는 Stanford Center for Professional 
Development에 의해 전달되었습니다.

3
00:00:15,449 --> 00:00:22,449
.

4
00:00:25,119 --> 00:00:29,819
오늘 할 이야기는 여러 종류의 Learning algorithm에 대한 
것입니다. 특히,

5
00:00:29,819 --> 00:00:32,790
generative learning algorithms에 대해 
먼저 이야기 하고

6
00:00:32,790 --> 00:00:37,840
Gaussian Discriminant Analysis(GDA)라고
불리는 알고리즘에 대해 이야기 할 거에요.

7
00:00:37,840 --> 00:00:43,340
잠깐 옆길로 빠져서 Gaussian에 대해 이야기 할 것이고,

8
00:00:43,340 --> 00:00:45,700
그 후 간단히 Generative와 Discriminative 
learning algorithm에 대한 비교를 할 거에요.

9
00:00:45,700 --> 00:00:49,780
그리고 Naive Bayses랑 Laplace Smoothing에 대해 
이야기하면서 강의를 마무리 짓기를 희망합니다.

10
00:00:49,780 --> 00:00:52,140
.

11
00:00:52,140 --> 00:00:55,020
Generative learning algorithm 논의의 동기 유발을 
위해

12
00:00:55,020 --> 00:00:58,590
이전까지 이야기 했던 Classification algorithm과 대조해
보기로 하죠.

13
00:00:58,590 --> 00:01:02,100
이전까지 이야기 했던 Classification algorithm과 대조해
보기로 하죠.

14
00:01:02,100 --> 00:01:08,920
이런걸 하는 알고리즘을 생각해봅시다. 트래이닝 셋이 주어지고

15
00:01:08,920 --> 00:01:11,640
그리고

16
00:01:11,640 --> 00:01:15,370
알고리즘을 맞게 돌린다면 , logistic regression을 
이 트레이닝 세트에 사용한다고 하였을 때,

17
00:01:15,370 --> 00:01:19,830
제가 생각하는 logistic regression은 데이터에서

18
00:01:19,830 --> 00:01:24,369
엑스표와 동그라미를 구분해주는 직선을 찾는 과정이에요. 즉, 일종의

19
00:01:24,369 --> 00:01:27,380
직선을 찾기위한 노력이죠.

20
00:01:27,380 --> 00:01:29,400
노이즈를 살짝 넣을게요.

21
00:01:29,400 --> 00:01:33,060
직선을 찾는건데

22
00:01:33,060 --> 00:01:34,430
that separates out

23
00:01:34,430 --> 00:01:38,630
the possitive and negative classes 
as well as possible

24
00:01:38,630 --> 00:01:42,570


25
00:01:42,570 --> 00:01:46,250


26
00:01:46,250 --> 00:01:47,230


27
00:01:47,230 --> 00:01:49,720


28
00:01:49,720 --> 00:01:51,100


29
00:01:51,100 --> 00:01:52,710


30
00:01:52,710 --> 00:01:54,080


31
00:01:54,080 --> 00:01:57,930


32
00:01:57,930 --> 00:01:59,350


33
00:01:59,350 --> 00:02:01,530


34
00:02:01,530 --> 00:02:04,750


35
00:02:04,750 --> 00:02:08,720


36
00:02:08,720 --> 00:02:10,999


37
00:02:10,999 --> 00:02:12,359


38
00:02:12,359 --> 00:02:15,019


39
00:02:15,019 --> 00:02:18,969


40
00:02:18,969 --> 00:02:20,170


41
00:02:20,170 --> 00:02:21,490


42
00:02:21,490 --> 00:02:28,010


43
00:02:28,010 --> 00:02:30,980


44
00:02:30,980 --> 00:02:32,759


45
00:02:32,759 --> 00:02:36,309


46
00:02:36,309 --> 00:02:40,689


47
00:02:40,689 --> 00:02:44,759


48
00:02:44,759 --> 00:02:48,489


49
00:02:48,489 --> 00:02:51,579


50
00:02:51,579 --> 00:02:53,579


51
00:02:53,579 --> 00:02:55,759


52
00:02:55,759 --> 00:03:00,409


53
00:03:00,409 --> 00:03:04,129


54
00:03:04,129 --> 00:03:08,799


55
00:03:08,799 --> 00:03:13,400


56
00:03:13,400 --> 00:03:17,859


57
00:03:17,859 --> 00:03:19,209


58
00:03:19,209 --> 00:03:20,270


59
00:03:20,270 --> 00:03:24,620


60
00:03:24,620 --> 00:03:25,650


61
00:03:25,650 --> 00:03:27,920


62
00:03:27,920 --> 00:03:30,720


63
00:03:30,720 --> 00:03:35,969


64
00:03:35,969 --> 00:03:39,389


65
00:03:39,389 --> 00:03:43,679


66
00:03:43,679 --> 00:03:45,809


67
00:03:45,809 --> 00:03:46,899


68
00:03:46,899 --> 00:03:49,659


69
00:03:49,659 --> 00:03:52,929


70
00:03:52,929 --> 00:03:54,950


71
00:03:54,950 --> 00:03:58,379


72
00:03:58,379 --> 00:04:01,230


73
00:04:01,230 --> 00:04:03,089


74
00:04:03,089 --> 00:04:05,459


75
00:04:05,459 --> 00:04:07,559


76
00:04:07,559 --> 00:04:13,899


77
00:04:13,899 --> 00:04:18,959


78
00:04:18,959 --> 00:04:22,729


79
00:04:22,729 --> 00:04:25,190


80
00:04:25,190 --> 00:04:26,889


81
00:04:26,889 --> 00:04:29,619


82
00:04:29,619 --> 00:04:32,510


83
00:04:32,510 --> 00:04:39,510


84
00:04:39,699 --> 00:04:43,240


85
00:04:43,240 --> 00:04:46,509


86
00:04:46,509 --> 00:04:49,349


87
00:04:49,349 --> 00:04:56,349


88
00:04:58,150 --> 00:04:59,940


89
00:04:59,940 --> 00:05:03,270


90
00:05:03,270 --> 00:05:04,330


91
00:05:04,330 --> 00:05:11,330


92
00:05:11,939 --> 00:05:15,319


93
00:05:15,319 --> 00:05:17,499


94
00:05:17,499 --> 00:05:21,959


95
00:05:21,959 --> 00:05:27,310


96
00:05:27,310 --> 00:05:30,729


97
00:05:30,729 --> 00:05:35,060


98
00:05:35,060 --> 00:05:37,090


99
00:05:37,090 --> 00:05:40,470


100
00:05:40,470 --> 00:05:42,129


101
00:05:42,129 --> 00:05:45,949


102
00:05:45,949 --> 00:05:47,439


103
00:05:47,439 --> 00:05:49,370


104
00:05:49,370 --> 00:05:50,959


105
00:05:50,959 --> 00:05:52,669


106
00:05:52,669 --> 00:05:56,430


107
00:05:56,430 --> 00:05:58,919


108
00:05:58,919 --> 00:06:01,349


109
00:06:01,349 --> 00:06:05,600


110
00:06:05,600 --> 00:06:12,600


111
00:06:18,969 --> 00:06:19,889


112
00:06:19,889 --> 00:06:22,919


113
00:06:22,919 --> 00:06:26,500


114
00:06:26,500 --> 00:06:27,569


115
00:06:27,569 --> 00:06:29,820


116
00:06:29,820 --> 00:06:33,120


117
00:06:33,120 --> 00:06:34,979


118
00:06:34,979 --> 00:06:37,810


119
00:06:37,810 --> 00:06:41,999


120
00:06:41,999 --> 00:06:46,679


121
00:06:46,679 --> 00:06:47,909


122
00:06:47,909 --> 00:06:51,329


123
00:06:51,329 --> 00:06:53,580


124
00:06:53,580 --> 00:06:55,600


125
00:06:55,600 --> 00:06:58,199


126
00:06:58,199 --> 00:07:00,489


127
00:07:00,489 --> 00:07:03,110


128
00:07:03,110 --> 00:07:05,710


129
00:07:05,710 --> 00:07:08,190


130
00:07:08,190 --> 00:07:15,190


131
00:07:20,180 --> 00:07:23,059


132
00:07:23,059 --> 00:07:25,960


133
00:07:25,960 --> 00:07:30,080


134
00:07:30,080 --> 00:07:32,279


135
00:07:32,279 --> 00:07:39,279


136
00:07:39,779 --> 00:07:43,449


137
00:07:43,449 --> 00:07:45,639


138
00:07:45,639 --> 00:07:51,029


139
00:07:51,029 --> 00:07:54,599


140
00:07:54,599 --> 00:07:57,119


141
00:07:57,119 --> 00:08:03,249


142
00:08:03,249 --> 00:08:05,309


143
00:08:05,309 --> 00:08:08,150


144
00:08:08,150 --> 00:08:13,379


145
00:08:13,379 --> 00:08:16,759


146
00:08:16,759 --> 00:08:19,539


147
00:08:19,539 --> 00:08:23,939


148
00:08:23,939 --> 00:08:30,939


149
00:08:31,449 --> 00:08:35,949


150
00:08:35,949 --> 00:08:38,190


151
00:08:38,190 --> 00:08:42,220


152
00:08:42,220 --> 00:08:42,990


153
00:08:42,990 --> 00:08:47,210


154
00:08:47,210 --> 00:08:47,960


155
00:08:47,960 --> 00:08:51,620


156
00:08:51,620 --> 00:08:55,310


157
00:08:55,310 --> 00:08:56,999


158
00:08:56,999 --> 00:09:00,060


159
00:09:00,060 --> 00:09:02,470


160
00:09:02,470 --> 00:09:04,670


161
00:09:04,670 --> 00:09:07,410


162
00:09:07,410 --> 00:09:11,810


163
00:09:11,810 --> 00:09:13,710


164
00:09:13,710 --> 00:09:17,260


165
00:09:17,260 --> 00:09:20,320


166
00:09:20,320 --> 00:09:22,930


167
00:09:22,930 --> 00:09:25,720


168
00:09:25,720 --> 00:09:28,740


169
00:09:28,740 --> 00:09:33,690


170
00:09:33,690 --> 00:09:34,290


171
00:09:34,290 --> 00:09:37,670


172
00:09:37,670 --> 00:09:41,370


173
00:09:41,370 --> 00:09:42,420


174
00:09:42,420 --> 00:09:45,860


175
00:09:45,860 --> 00:09:48,570


176
00:09:48,570 --> 00:09:52,090


177
00:09:52,090 --> 00:09:53,930


178
00:09:53,930 --> 00:09:56,310


179
00:09:56,310 --> 00:09:59,130


180
00:09:59,130 --> 00:10:02,960


181
00:10:02,960 --> 00:10:05,880


182
00:10:05,880 --> 00:10:08,240


183
00:10:08,240 --> 00:10:11,600


184
00:10:11,600 --> 00:10:17,320


185
00:10:17,320 --> 00:10:21,600


186
00:10:21,600 --> 00:10:25,090


187
00:10:25,090 --> 00:10:25,749


188
00:10:25,749 --> 00:10:30,810


189
00:10:30,810 --> 00:10:32,510


190
00:10:32,510 --> 00:10:34,570


191
00:10:34,570 --> 00:10:36,520


192
00:10:36,520 --> 00:10:39,419


193
00:10:39,419 --> 00:10:43,949


194
00:10:43,949 --> 00:10:45,350


195
00:10:45,350 --> 00:10:47,170


196
00:10:47,170 --> 00:10:52,460


197
00:10:52,460 --> 00:10:57,020


198
00:10:57,020 --> 00:10:58,940


199
00:10:58,940 --> 00:11:03,310


200
00:11:03,310 --> 00:11:06,960


201
00:11:06,960 --> 00:11:09,050


202
00:11:09,050 --> 00:11:12,770


203
00:11:12,770 --> 00:11:14,890


204
00:11:14,890 --> 00:11:16,400


205
00:11:16,400 --> 00:11:18,090


206
00:11:18,090 --> 00:11:21,120


207
00:11:21,120 --> 00:11:26,430


208
00:11:26,430 --> 00:11:28,610


209
00:11:28,610 --> 00:11:32,700


210
00:11:32,700 --> 00:11:36,400


211
00:11:36,400 --> 00:11:41,130


212
00:11:41,130 --> 00:11:45,480


213
00:11:45,480 --> 00:11:47,839


214
00:11:47,839 --> 00:11:50,060


215
00:11:50,060 --> 00:11:56,230


216
00:11:56,230 --> 00:12:01,500


217
00:12:01,500 --> 00:12:02,300


218
00:12:02,300 --> 00:12:06,230


219
00:12:06,230 --> 00:12:09,400


220
00:12:09,400 --> 00:12:11,640


221
00:12:11,640 --> 00:12:14,790


222
00:12:14,790 --> 00:12:19,480


223
00:12:19,480 --> 00:12:23,520


224
00:12:23,520 --> 00:12:25,250


225
00:12:25,250 --> 00:12:27,580


226
00:12:27,580 --> 00:12:30,960


227
00:12:30,960 --> 00:12:34,340


228
00:12:34,340 --> 00:12:36,990


229
00:12:36,990 --> 00:12:37,740


230
00:12:37,740 --> 00:12:40,700


231
00:12:40,700 --> 00:12:41,910


232
00:12:41,910 --> 00:12:44,770


233
00:12:44,770 --> 00:12:51,170


234
00:12:51,170 --> 00:12:55,300


235
00:12:55,300 --> 00:12:55,870


236
00:12:55,870 --> 00:12:57,340


237
00:12:57,340 --> 00:12:58,719


238
00:12:58,719 --> 00:13:00,390


239
00:13:00,390 --> 00:13:03,720


240
00:13:03,720 --> 00:13:07,340


241
00:13:07,340 --> 00:13:14,340


242
00:13:29,460 --> 00:13:34,440


243
00:13:34,440 --> 00:13:37,160


244
00:13:37,160 --> 00:13:40,940


245
00:13:40,940 --> 00:13:45,540


246
00:13:45,540 --> 00:13:47,300


247
00:13:47,300 --> 00:13:48,900


248
00:13:48,900 --> 00:13:55,900


249
00:13:58,090 --> 00:14:01,060


250
00:14:01,060 --> 00:14:04,870


251
00:14:04,870 --> 00:14:06,050


252
00:14:06,050 --> 00:14:11,730


253
00:14:11,730 --> 00:14:13,040


254
00:14:13,040 --> 00:14:16,230


255
00:14:16,230 --> 00:14:18,110


256
00:14:18,110 --> 00:14:20,350


257
00:14:20,350 --> 00:14:23,120


258
00:14:23,120 --> 00:14:26,690


259
00:14:26,690 --> 00:14:33,690


260
00:14:40,180 --> 00:14:44,130


261
00:14:44,130 --> 00:14:47,700


262
00:14:47,700 --> 00:14:54,700


263
00:14:54,800 --> 00:15:01,210


264
00:15:01,210 --> 00:15:02,000


265
00:15:02,000 --> 00:15:09,000


266
00:15:11,200 --> 00:15:12,840


267
00:15:12,840 --> 00:15:16,840


268
00:15:16,840 --> 00:15:18,310


269
00:15:18,310 --> 00:15:20,640


270
00:15:20,640 --> 00:15:23,900


271
00:15:23,900 --> 00:15:25,100


272
00:15:25,100 --> 00:15:29,390


273
00:15:29,390 --> 00:15:30,380


274
00:15:30,380 --> 00:15:37,380


275
00:15:40,500 --> 00:15:41,440


276
00:15:41,440 --> 00:15:45,080


277
00:15:45,080 --> 00:15:48,260


278
00:15:48,260 --> 00:15:52,690


279
00:15:52,690 --> 00:15:58,060


280
00:15:58,060 --> 00:16:03,830


281
00:16:03,830 --> 00:16:10,030


282
00:16:10,030 --> 00:16:11,710


283
00:16:11,710 --> 00:16:14,650


284
00:16:14,650 --> 00:16:16,980


285
00:16:16,980 --> 00:16:18,720


286
00:16:18,720 --> 00:16:19,600


287
00:16:19,600 --> 00:16:24,250


288
00:16:24,250 --> 00:16:26,420


289
00:16:26,420 --> 00:16:30,000


290
00:16:30,000 --> 00:16:31,790


291
00:16:31,790 --> 00:16:34,779


292
00:16:34,779 --> 00:16:39,249


293
00:16:39,249 --> 00:16:41,790


294
00:16:41,790 --> 00:16:44,930


295
00:16:44,930 --> 00:16:47,710


296
00:16:47,710 --> 00:16:51,860


297
00:16:51,860 --> 00:16:53,089


298
00:16:53,089 --> 00:16:57,000


299
00:16:57,000 --> 00:16:59,030


300
00:16:59,030 --> 00:17:01,990


301
00:17:01,990 --> 00:17:03,960


302
00:17:03,960 --> 00:17:05,150


303
00:17:05,150 --> 00:17:08,040


304
00:17:08,040 --> 00:17:08,670


305
00:17:08,670 --> 00:17:14,360


306
00:17:14,360 --> 00:17:16,420


307
00:17:16,420 --> 00:17:17,460


308
00:17:17,460 --> 00:17:19,579


309
00:17:19,579 --> 00:17:23,910


310
00:17:23,910 --> 00:17:26,700


311
00:17:26,700 --> 00:17:27,839


312
00:17:27,839 --> 00:17:30,929


313
00:17:30,929 --> 00:17:35,440


314
00:17:35,440 --> 00:17:36,270


315
00:17:36,270 --> 00:17:43,270


316
00:17:46,240 --> 00:17:48,049


317
00:17:48,049 --> 00:17:51,260


318
00:17:51,260 --> 00:17:55,550


319
00:17:55,550 --> 00:17:58,780


320
00:17:58,780 --> 00:18:02,269


321
00:18:02,269 --> 00:18:05,910


322
00:18:05,910 --> 00:18:07,850


323
00:18:07,850 --> 00:18:10,150


324
00:18:10,150 --> 00:18:15,800


325
00:18:15,800 --> 00:18:17,400


326
00:18:17,400 --> 00:18:22,040


327
00:18:22,040 --> 00:18:23,750


328
00:18:23,750 --> 00:18:27,220


329
00:18:27,220 --> 00:18:29,520


330
00:18:29,520 --> 00:18:32,040


331
00:18:32,040 --> 00:18:35,490


332
00:18:35,490 --> 00:18:41,620


333
00:18:41,620 --> 00:18:42,870


334
00:18:42,870 --> 00:18:45,880


335
00:18:45,880 --> 00:18:47,390


336
00:18:47,390 --> 00:18:52,600


337
00:18:52,600 --> 00:18:56,880


338
00:18:56,880 --> 00:19:02,800


339
00:19:02,800 --> 00:19:09,800


340
00:19:22,010 --> 00:19:24,040


341
00:19:24,040 --> 00:19:26,200


342
00:19:26,200 --> 00:19:33,200


343
00:19:34,310 --> 00:19:41,310


344
00:19:49,880 --> 00:19:51,900


345
00:19:51,900 --> 00:19:57,060


346
00:19:57,060 --> 00:20:02,090


347
00:20:02,090 --> 00:20:05,670


348
00:20:05,670 --> 00:20:08,030


349
00:20:08,030 --> 00:20:10,880


350
00:20:10,880 --> 00:20:14,550


351
00:20:14,550 --> 00:20:15,370


352
00:20:15,370 --> 00:20:20,700


353
00:20:20,700 --> 00:20:22,680


354
00:20:22,680 --> 00:20:25,660


355
00:20:25,660 --> 00:20:30,350


356
00:20:30,350 --> 00:20:31,480


357
00:20:31,480 --> 00:20:34,330


358
00:20:34,330 --> 00:20:37,630


359
00:20:37,630 --> 00:20:40,270


360
00:20:40,270 --> 00:20:45,020


361
00:20:45,020 --> 00:20:47,990


362
00:20:47,990 --> 00:20:52,890


363
00:20:52,890 --> 00:20:55,770


364
00:20:55,770 --> 00:21:00,910


365
00:21:00,910 --> 00:21:02,970


366
00:21:02,970 --> 00:21:08,649


367
00:21:08,649 --> 00:21:14,530


368
00:21:14,530 --> 00:21:17,350


369
00:21:17,350 --> 00:21:19,630


370
00:21:19,630 --> 00:21:22,900


371
00:21:22,900 --> 00:21:25,160


372
00:21:25,160 --> 00:21:29,570


373
00:21:29,570 --> 00:21:30,470


374
00:21:30,470 --> 00:21:32,950


375
00:21:32,950 --> 00:21:37,730


376
00:21:37,730 --> 00:21:41,350


377
00:21:41,350 --> 00:21:45,140


378
00:21:45,140 --> 00:21:48,000


379
00:21:48,000 --> 00:21:52,940


380
00:21:52,940 --> 00:21:57,040


381
00:21:57,040 --> 00:21:59,860


382
00:21:59,860 --> 00:22:06,830


383
00:22:06,830 --> 00:22:07,500


384
00:22:07,500 --> 00:22:11,330


385
00:22:11,330 --> 00:22:16,630


386
00:22:16,630 --> 00:22:21,390


387
00:22:21,390 --> 00:22:24,340


388
00:22:24,340 --> 00:22:28,940


389
00:22:28,940 --> 00:22:30,470


390
00:22:30,470 --> 00:22:35,590


391
00:22:35,590 --> 00:22:39,710


392
00:22:39,710 --> 00:22:41,630


393
00:22:41,630 --> 00:22:44,610


394
00:22:44,610 --> 00:22:46,710


395
00:22:46,710 --> 00:22:50,400


396
00:22:50,400 --> 00:22:54,720


397
00:22:54,720 --> 00:22:57,230


398
00:22:57,230 --> 00:23:04,230


399
00:23:05,870 --> 00:23:12,870


400
00:23:14,540 --> 00:23:15,480


401
00:23:15,480 --> 00:23:19,790


402
00:23:19,790 --> 00:23:21,530


403
00:23:21,530 --> 00:23:23,540


404
00:23:23,540 --> 00:23:27,450


405
00:23:27,450 --> 00:23:30,950


406
00:23:30,950 --> 00:23:33,039


407
00:23:33,039 --> 00:23:36,840


408
00:23:36,840 --> 00:23:38,010


409
00:23:38,010 --> 00:23:42,250


410
00:23:42,250 --> 00:23:47,340


411
00:23:47,340 --> 00:23:50,970


412
00:23:50,970 --> 00:23:53,049


413
00:23:53,049 --> 00:23:56,470


414
00:23:56,470 --> 00:23:59,910


415
00:23:59,910 --> 00:24:00,780


416
00:24:00,780 --> 00:24:05,480


417
00:24:05,480 --> 00:24:08,750


418
00:24:08,750 --> 00:24:09,770


419
00:24:09,770 --> 00:24:15,470


420
00:24:15,470 --> 00:24:18,600


421
00:24:18,600 --> 00:24:22,610


422
00:24:22,610 --> 00:24:24,470


423
00:24:24,470 --> 00:24:30,870


424
00:24:30,870 --> 00:24:37,870


425
00:24:38,100 --> 00:24:45,100


426
00:24:45,140 --> 00:24:52,140


427
00:25:00,910 --> 00:25:04,320


428
00:25:04,320 --> 00:25:05,649


429
00:25:05,649 --> 00:25:07,240


430
00:25:07,240 --> 00:25:10,890


431
00:25:10,890 --> 00:25:12,780


432
00:25:12,780 --> 00:25:13,860


433
00:25:13,860 --> 00:25:15,450


434
00:25:15,450 --> 00:25:17,080


435
00:25:17,080 --> 00:25:20,030


436
00:25:20,030 --> 00:25:22,039


437
00:25:22,039 --> 00:25:28,040


438
00:25:28,040 --> 00:25:35,040


439
00:25:42,130 --> 00:25:46,980


440
00:25:46,980 --> 00:25:48,590


441
00:25:48,590 --> 00:25:51,640


442
00:25:51,640 --> 00:25:54,540


443
00:25:54,540 --> 00:25:59,200


444
00:25:59,200 --> 00:26:06,200


445
00:26:11,820 --> 00:26:14,580


446
00:26:14,580 --> 00:26:18,470


447
00:26:18,470 --> 00:26:23,070


448
00:26:23,070 --> 00:26:24,679


449
00:26:24,679 --> 00:26:27,440


450
00:26:27,440 --> 00:26:30,090


451
00:26:30,090 --> 00:26:33,470


452
00:26:33,470 --> 00:26:37,960


453
00:26:37,960 --> 00:26:39,520


454
00:26:39,520 --> 00:26:44,560


455
00:26:44,560 --> 00:26:47,840


456
00:26:47,840 --> 00:26:54,840


457
00:26:57,030 --> 00:27:00,180


458
00:27:00,180 --> 00:27:04,150


459
00:27:04,150 --> 00:27:06,789


460
00:27:06,789 --> 00:27:10,260


461
00:27:10,260 --> 00:27:14,470


462
00:27:14,470 --> 00:27:21,470


463
00:27:24,420 --> 00:27:25,820


464
00:27:25,820 --> 00:27:31,570


465
00:27:31,570 --> 00:27:32,929


466
00:27:32,929 --> 00:27:37,250


467
00:27:37,250 --> 00:27:39,720


468
00:27:39,720 --> 00:27:44,270


469
00:27:44,270 --> 00:27:45,200


470
00:27:45,200 --> 00:27:48,810


471
00:27:48,810 --> 00:27:52,770


472
00:27:52,770 --> 00:27:56,899


473
00:27:56,899 --> 00:27:59,140


474
00:27:59,140 --> 00:28:00,929


475
00:28:00,929 --> 00:28:04,070


476
00:28:04,070 --> 00:28:08,060


477
00:28:08,060 --> 00:28:09,510


478
00:28:09,510 --> 00:28:12,210


479
00:28:12,210 --> 00:28:13,660


480
00:28:13,660 --> 00:28:18,730


481
00:28:18,730 --> 00:28:21,340


482
00:28:21,340 --> 00:28:24,529


483
00:28:24,529 --> 00:28:29,230


484
00:28:29,230 --> 00:28:31,330


485
00:28:31,330 --> 00:28:36,370


486
00:28:36,370 --> 00:28:40,770


487
00:28:40,770 --> 00:28:44,230


488
00:28:44,230 --> 00:28:49,660


489
00:28:49,660 --> 00:28:52,200


490
00:28:52,200 --> 00:28:54,480


491
00:28:54,480 --> 00:28:56,490


492
00:28:56,490 --> 00:28:57,539


493
00:28:57,539 --> 00:28:58,799


494
00:28:58,799 --> 00:29:01,779


495
00:29:01,779 --> 00:29:03,080


496
00:29:03,080 --> 00:29:06,770


497
00:29:06,770 --> 00:29:11,270


498
00:29:11,270 --> 00:29:13,930


499
00:29:13,930 --> 00:29:16,470


500
00:29:16,470 --> 00:29:20,550


501
00:29:20,550 --> 00:29:21,919


502
00:29:21,919 --> 00:29:25,320


503
00:29:25,320 --> 00:29:27,540


504
00:29:27,540 --> 00:29:31,510


505
00:29:31,510 --> 00:29:33,830


506
00:29:33,830 --> 00:29:36,429


507
00:29:36,429 --> 00:29:38,510


508
00:29:38,510 --> 00:29:41,620


509
00:29:41,620 --> 00:29:46,490


510
00:29:46,490 --> 00:29:48,150


511
00:29:48,150 --> 00:29:50,039


512
00:29:50,039 --> 00:29:56,410


513
00:29:56,410 --> 00:30:00,030


514
00:30:00,030 --> 00:30:02,350


515
00:30:02,350 --> 00:30:05,550


516
00:30:05,550 --> 00:30:08,130


517
00:30:08,130 --> 00:30:13,330


518
00:30:13,330 --> 00:30:19,290


519
00:30:19,290 --> 00:30:22,960


520
00:30:22,960 --> 00:30:27,360


521
00:30:27,360 --> 00:30:28,900


522
00:30:28,900 --> 00:30:31,659


523
00:30:31,659 --> 00:30:35,730


524
00:30:35,730 --> 00:30:39,570


525
00:30:39,570 --> 00:30:44,600


526
00:30:44,600 --> 00:30:47,500


527
00:30:47,500 --> 00:30:50,070


528
00:30:50,070 --> 00:30:57,070


529
00:31:01,920 --> 00:31:04,040


530
00:31:04,040 --> 00:31:05,760


531
00:31:05,760 --> 00:31:09,769


532
00:31:09,769 --> 00:31:12,330


533
00:31:12,330 --> 00:31:13,750


534
00:31:13,750 --> 00:31:15,919


535
00:31:15,919 --> 00:31:18,600


536
00:31:18,600 --> 00:31:22,020


537
00:31:22,020 --> 00:31:25,159


538
00:31:25,159 --> 00:31:28,940


539
00:31:28,940 --> 00:31:30,159


540
00:31:30,159 --> 00:31:33,059


541
00:31:33,059 --> 00:31:37,950


542
00:31:37,950 --> 00:31:39,290


543
00:31:39,290 --> 00:31:43,270


544
00:31:43,270 --> 00:31:46,539


545
00:31:46,539 --> 00:31:48,630


546
00:31:48,630 --> 00:31:49,600


547
00:31:49,600 --> 00:31:52,310


548
00:31:52,310 --> 00:31:54,930


549
00:31:54,930 --> 00:31:58,710


550
00:31:58,710 --> 00:32:00,950


551
00:32:00,950 --> 00:32:02,970


552
00:32:02,970 --> 00:32:05,200


553
00:32:05,200 --> 00:32:09,380


554
00:32:09,380 --> 00:32:12,500


555
00:32:12,500 --> 00:32:14,490


556
00:32:14,490 --> 00:32:19,929


557
00:32:19,929 --> 00:32:21,380


558
00:32:21,380 --> 00:32:23,470


559
00:32:23,470 --> 00:32:25,080


560
00:32:25,080 --> 00:32:30,050


561
00:32:30,050 --> 00:32:30,760


562
00:32:30,760 --> 00:32:31,690


563
00:32:31,690 --> 00:32:34,210


564
00:32:34,210 --> 00:32:35,240


565
00:32:35,240 --> 00:32:39,080


566
00:32:39,080 --> 00:32:42,269


567
00:32:42,269 --> 00:32:43,170


568
00:32:43,170 --> 00:32:45,340


569
00:32:45,340 --> 00:32:49,090


570
00:32:49,090 --> 00:32:50,449


571
00:32:50,449 --> 00:32:52,810


572
00:32:52,810 --> 00:32:55,030


573
00:32:55,030 --> 00:32:58,660


574
00:32:58,660 --> 00:33:03,140


575
00:33:03,140 --> 00:33:06,740


576
00:33:06,740 --> 00:33:11,170


577
00:33:11,170 --> 00:33:13,890


578
00:33:13,890 --> 00:33:16,300


579
00:33:16,300 --> 00:33:18,350


580
00:33:18,350 --> 00:33:25,350


581
00:33:30,570 --> 00:33:37,570


582
00:33:53,170 --> 00:33:57,860


583
00:33:57,860 --> 00:34:00,360


584
00:34:00,360 --> 00:34:04,759


585
00:34:04,759 --> 00:34:05,960


586
00:34:05,960 --> 00:34:08,080


587
00:34:08,080 --> 00:34:13,829


588
00:34:13,829 --> 00:34:17,089


589
00:34:17,089 --> 00:34:20,289


590
00:34:20,289 --> 00:34:24,269


591
00:34:24,269 --> 00:34:27,419


592
00:34:27,419 --> 00:34:28,589


593
00:34:28,589 --> 00:34:30,639


594
00:34:30,639 --> 00:34:37,639


595
00:34:40,689 --> 00:34:43,519


596
00:34:43,519 --> 00:34:44,489


597
00:34:44,489 --> 00:34:49,329


598
00:34:49,329 --> 00:34:53,929


599
00:34:53,929 --> 00:34:57,229


600
00:34:57,229 --> 00:35:00,569


601
00:35:00,569 --> 00:35:02,089


602
00:35:02,089 --> 00:35:05,809


603
00:35:05,809 --> 00:35:08,319


604
00:35:08,319 --> 00:35:11,799


605
00:35:11,799 --> 00:35:16,349


606
00:35:16,349 --> 00:35:19,360


607
00:35:19,360 --> 00:35:22,739


608
00:35:22,739 --> 00:35:24,389


609
00:35:24,389 --> 00:35:26,169


610
00:35:26,169 --> 00:35:28,609


611
00:35:28,609 --> 00:35:32,039


612
00:35:32,039 --> 00:35:36,509


613
00:35:36,509 --> 00:35:39,199


614
00:35:39,199 --> 00:35:41,420


615
00:35:41,420 --> 00:35:42,640


616
00:35:42,640 --> 00:35:43,849


617
00:35:43,849 --> 00:35:46,839


618
00:35:46,839 --> 00:35:51,130


619
00:35:51,130 --> 00:35:52,439


620
00:35:52,439 --> 00:35:54,429


621
00:35:54,429 --> 00:35:57,259


622
00:35:57,259 --> 00:36:04,259


623
00:36:04,619 --> 00:36:06,059


624
00:36:06,059 --> 00:36:11,609


625
00:36:11,609 --> 00:36:15,019


626
00:36:15,019 --> 00:36:17,400


627
00:36:17,400 --> 00:36:22,829


628
00:36:22,829 --> 00:36:29,829


629
00:36:29,940 --> 00:36:31,099


630
00:36:31,099 --> 00:36:35,749


631
00:36:35,749 --> 00:36:36,559


632
00:36:36,559 --> 00:36:40,079


633
00:36:40,079 --> 00:36:43,049


634
00:36:43,049 --> 00:36:47,099


635
00:36:47,099 --> 00:36:48,569


636
00:36:48,569 --> 00:36:52,039


637
00:36:52,039 --> 00:36:56,199


638
00:36:56,199 --> 00:36:57,499


639
00:36:57,499 --> 00:36:59,239


640
00:36:59,239 --> 00:37:02,609


641
00:37:02,609 --> 00:37:04,380


642
00:37:04,380 --> 00:37:05,290


643
00:37:05,290 --> 00:37:07,609


644
00:37:07,609 --> 00:37:09,529


645
00:37:09,529 --> 00:37:10,220


646
00:37:10,220 --> 00:37:13,569


647
00:37:13,569 --> 00:37:19,299


648
00:37:19,299 --> 00:37:22,819


649
00:37:22,819 --> 00:37:25,579


650
00:37:25,579 --> 00:37:26,110


651
00:37:26,110 --> 00:37:29,690


652
00:37:29,690 --> 00:37:31,429


653
00:37:31,429 --> 00:37:33,980


654
00:37:33,980 --> 00:37:36,869


655
00:37:36,869 --> 00:37:40,210


656
00:37:40,210 --> 00:37:44,519


657
00:37:44,519 --> 00:37:51,519


658
00:37:52,109 --> 00:37:56,139


659
00:37:56,139 --> 00:37:58,799


660
00:37:58,799 --> 00:38:01,089


661
00:38:01,089 --> 00:38:05,359


662
00:38:05,359 --> 00:38:07,839


663
00:38:07,839 --> 00:38:09,049


664
00:38:09,049 --> 00:38:13,469


665
00:38:13,469 --> 00:38:15,890


666
00:38:15,890 --> 00:38:19,989


667
00:38:19,989 --> 00:38:20,750


668
00:38:20,750 --> 00:38:24,369


669
00:38:24,369 --> 00:38:26,019


670
00:38:26,019 --> 00:38:26,880


671
00:38:26,880 --> 00:38:29,930


672
00:38:29,930 --> 00:38:31,899


673
00:38:31,899 --> 00:38:34,039


674
00:38:34,039 --> 00:38:36,229


675
00:38:36,229 --> 00:38:40,439


676
00:38:40,439 --> 00:38:41,870


677
00:38:41,870 --> 00:38:45,959


678
00:38:45,959 --> 00:38:48,959


679
00:38:48,959 --> 00:38:50,729


680
00:38:50,729 --> 00:38:54,150


681
00:38:54,150 --> 00:38:55,419


682
00:38:55,419 --> 00:39:00,019


683
00:39:00,019 --> 00:39:01,029


684
00:39:01,029 --> 00:39:03,139


685
00:39:03,139 --> 00:39:09,089


686
00:39:09,089 --> 00:39:11,159


687
00:39:11,159 --> 00:39:14,849


688
00:39:14,849 --> 00:39:16,319


689
00:39:16,319 --> 00:39:18,069


690
00:39:18,069 --> 00:39:21,799


691
00:39:21,799 --> 00:39:23,379


692
00:39:23,379 --> 00:39:25,429


693
00:39:25,429 --> 00:39:28,829


694
00:39:28,829 --> 00:39:29,880


695
00:39:29,880 --> 00:39:32,520


696
00:39:32,520 --> 00:39:36,649


697
00:39:36,649 --> 00:39:41,380


698
00:39:41,380 --> 00:39:43,640


699
00:39:43,640 --> 00:39:44,450


700
00:39:44,450 --> 00:39:51,450


701
00:39:51,889 --> 00:39:54,169


702
00:39:54,169 --> 00:39:55,069


703
00:39:55,069 --> 00:39:56,499


704
00:39:56,499 --> 00:39:57,909


705
00:39:57,909 --> 00:39:59,589


706
00:39:59,589 --> 00:40:02,829


707
00:40:02,829 --> 00:40:04,700


708
00:40:04,700 --> 00:40:08,329


709
00:40:08,329 --> 00:40:13,390


710
00:40:13,390 --> 00:40:14,009


711
00:40:14,009 --> 00:40:15,879


712
00:40:15,879 --> 00:40:18,849


713
00:40:18,849 --> 00:40:19,549


714
00:40:19,549 --> 00:40:25,589


715
00:40:25,589 --> 00:40:27,609


716
00:40:27,609 --> 00:40:29,900


717
00:40:29,900 --> 00:40:32,200


718
00:40:32,200 --> 00:40:35,160


719
00:40:35,160 --> 00:40:39,630


720
00:40:39,630 --> 00:40:41,509


721
00:40:41,509 --> 00:40:45,209


722
00:40:45,209 --> 00:40:49,359


723
00:40:49,359 --> 00:40:55,819


724
00:40:55,819 --> 00:40:57,559


725
00:40:57,559 --> 00:41:01,529


726
00:41:01,529 --> 00:41:05,319


727
00:41:05,319 --> 00:41:08,150


728
00:41:08,150 --> 00:41:11,779


729
00:41:11,779 --> 00:41:15,470


730
00:41:15,470 --> 00:41:16,339


731
00:41:16,339 --> 00:41:23,339


732
00:41:23,979 --> 00:41:25,579


733
00:41:25,579 --> 00:41:29,369


734
00:41:29,369 --> 00:41:34,059


735
00:41:34,059 --> 00:41:36,279


736
00:41:36,279 --> 00:41:37,890


737
00:41:37,890 --> 00:41:40,880


738
00:41:40,880 --> 00:41:47,880


739
00:41:52,900 --> 00:41:59,680


740
00:41:59,680 --> 00:42:01,189


741
00:42:01,189 --> 00:42:07,589


742
00:42:07,589 --> 00:42:09,300


743
00:42:09,300 --> 00:42:13,509


744
00:42:13,509 --> 00:42:17,210


745
00:42:17,210 --> 00:42:18,929


746
00:42:18,929 --> 00:42:23,899


747
00:42:23,899 --> 00:42:26,279


748
00:42:26,279 --> 00:42:33,279


749
00:42:33,859 --> 00:42:38,889


750
00:42:38,889 --> 00:42:43,269


751
00:42:43,269 --> 00:42:44,679


752
00:42:44,679 --> 00:42:47,590


753
00:42:47,590 --> 00:42:50,180


754
00:42:50,180 --> 00:42:52,509


755
00:42:52,509 --> 00:42:53,609


756
00:42:53,609 --> 00:42:57,029


757
00:42:57,029 --> 00:42:59,099


758
00:42:59,099 --> 00:43:02,089


759
00:43:02,089 --> 00:43:03,689


760
00:43:03,689 --> 00:43:07,519


761
00:43:07,519 --> 00:43:09,439


762
00:43:09,439 --> 00:43:12,239


763
00:43:12,239 --> 00:43:13,279


764
00:43:13,279 --> 00:43:16,849


765
00:43:16,849 --> 00:43:19,299


766
00:43:19,299 --> 00:43:22,479


767
00:43:22,479 --> 00:43:24,989


768
00:43:24,989 --> 00:43:28,739


769
00:43:28,739 --> 00:43:35,739


770
00:43:38,809 --> 00:43:40,960


771
00:43:40,960 --> 00:43:42,900


772
00:43:42,900 --> 00:43:44,399


773
00:43:44,399 --> 00:43:48,619


774
00:43:48,619 --> 00:43:53,299


775
00:43:53,299 --> 00:44:00,299


776
00:44:05,109 --> 00:44:09,969


777
00:44:09,969 --> 00:44:11,059


778
00:44:11,059 --> 00:44:12,499


779
00:44:12,499 --> 00:44:14,199


780
00:44:14,199 --> 00:44:18,269


781
00:44:18,269 --> 00:44:22,599


782
00:44:22,599 --> 00:44:29,599


783
00:44:29,889 --> 00:44:34,719


784
00:44:34,719 --> 00:44:37,609


785
00:44:37,609 --> 00:44:44,609


786
00:44:44,849 --> 00:44:49,690


787
00:44:49,690 --> 00:44:54,109


788
00:44:54,109 --> 00:44:56,529


789
00:44:56,529 --> 00:44:57,489


790
00:44:57,489 --> 00:45:02,299


791
00:45:02,299 --> 00:45:04,759


792
00:45:04,759 --> 00:45:06,849


793
00:45:06,849 --> 00:45:11,679


794
00:45:11,679 --> 00:45:12,589


795
00:45:12,589 --> 00:45:16,649


796
00:45:16,649 --> 00:45:20,789


797
00:45:20,789 --> 00:45:24,449


798
00:45:24,449 --> 00:45:27,889


799
00:45:27,889 --> 00:45:30,839


800
00:45:30,839 --> 00:45:32,369


801
00:45:32,369 --> 00:45:34,099


802
00:45:34,099 --> 00:45:36,579


803
00:45:36,579 --> 00:45:38,049


804
00:45:38,049 --> 00:45:42,179


805
00:45:42,179 --> 00:45:44,400


806
00:45:44,400 --> 00:45:46,469


807
00:45:46,469 --> 00:45:52,289


808
00:45:52,289 --> 00:45:55,569


809
00:45:55,569 --> 00:45:59,419


810
00:45:59,419 --> 00:46:01,379


811
00:46:01,379 --> 00:46:04,140


812
00:46:04,140 --> 00:46:08,579


813
00:46:08,579 --> 00:46:09,559


814
00:46:09,559 --> 00:46:14,249


815
00:46:14,249 --> 00:46:17,979


816
00:46:17,979 --> 00:46:21,969


817
00:46:21,969 --> 00:46:24,739


818
00:46:24,739 --> 00:46:27,899


819
00:46:27,899 --> 00:46:30,829


820
00:46:30,829 --> 00:46:35,180


821
00:46:35,180 --> 00:46:37,860


822
00:46:37,860 --> 00:46:41,249


823
00:46:41,249 --> 00:46:44,319


824
00:46:44,319 --> 00:46:46,560


825
00:46:46,560 --> 00:46:49,209


826
00:46:49,209 --> 00:46:52,939


827
00:46:52,939 --> 00:46:56,910


828
00:46:56,910 --> 00:46:59,289


829
00:46:59,289 --> 00:47:01,939


830
00:47:01,939 --> 00:47:03,619


831
00:47:03,619 --> 00:47:05,739


832
00:47:05,739 --> 00:47:09,900


833
00:47:09,900 --> 00:47:16,900


834
00:47:18,059 --> 00:47:19,289


835
00:47:19,289 --> 00:47:20,849


836
00:47:20,849 --> 00:47:24,400


837
00:47:24,400 --> 00:47:27,959


838
00:47:27,959 --> 00:47:31,390


839
00:47:31,390 --> 00:47:35,709


840
00:47:35,709 --> 00:47:36,400


841
00:47:36,400 --> 00:47:38,130


842
00:47:38,130 --> 00:47:38,830


843
00:47:38,830 --> 00:47:41,950


844
00:47:41,950 --> 00:47:44,089


845
00:47:44,089 --> 00:47:46,110


846
00:47:46,110 --> 00:47:47,459


847
00:47:47,459 --> 00:47:48,449


848
00:47:48,449 --> 00:47:52,219


849
00:47:52,219 --> 00:47:53,939


850
00:47:53,939 --> 00:47:56,620


851
00:47:56,620 --> 00:48:00,340


852
00:48:00,340 --> 00:48:01,500


853
00:48:01,500 --> 00:48:02,729


854
00:48:02,729 --> 00:48:03,819


855
00:48:03,819 --> 00:48:05,199


856
00:48:05,199 --> 00:48:07,239


857
00:48:07,239 --> 00:48:08,829


858
00:48:08,829 --> 00:48:10,749


859
00:48:10,749 --> 00:48:13,900


860
00:48:13,900 --> 00:48:20,339


861
00:48:20,339 --> 00:48:21,059


862
00:48:21,059 --> 00:48:23,699


863
00:48:23,699 --> 00:48:27,089


864
00:48:27,089 --> 00:48:28,479


865
00:48:28,479 --> 00:48:30,269


866
00:48:30,269 --> 00:48:34,439


867
00:48:34,439 --> 00:48:35,839


868
00:48:35,839 --> 00:48:42,289


869
00:48:42,289 --> 00:48:46,579


870
00:48:46,579 --> 00:48:49,369


871
00:48:49,369 --> 00:48:53,609


872
00:48:53,609 --> 00:48:54,630


873
00:48:54,630 --> 00:49:01,630


874
00:49:06,489 --> 00:49:07,950


875
00:49:07,950 --> 00:49:11,209


876
00:49:11,209 --> 00:49:18,209


877
00:49:18,729 --> 00:49:20,559


878
00:49:20,559 --> 00:49:25,910


879
00:49:25,910 --> 00:49:27,759


880
00:49:27,759 --> 00:49:30,369


881
00:49:30,369 --> 00:49:32,469


882
00:49:32,469 --> 00:49:33,989


883
00:49:33,989 --> 00:49:39,409


884
00:49:39,409 --> 00:49:42,919


885
00:49:42,919 --> 00:49:46,369


886
00:49:46,369 --> 00:49:49,529


887
00:49:49,529 --> 00:49:52,849


888
00:49:52,849 --> 00:49:54,529


889
00:49:54,529 --> 00:49:58,089


890
00:49:58,089 --> 00:50:01,869


891
00:50:01,869 --> 00:50:03,709


892
00:50:03,709 --> 00:50:06,619


893
00:50:06,619 --> 00:50:11,719


894
00:50:11,719 --> 00:50:13,359


895
00:50:13,359 --> 00:50:16,979


896
00:50:16,979 --> 00:50:17,760


897
00:50:17,760 --> 00:50:20,099


898
00:50:20,099 --> 00:50:24,489


899
00:50:24,489 --> 00:50:28,849


900
00:50:28,849 --> 00:50:32,119


901
00:50:32,119 --> 00:50:35,989


902
00:50:35,989 --> 00:50:41,150


903
00:50:41,150 --> 00:50:44,170


904
00:50:44,170 --> 00:50:45,299


905
00:50:45,299 --> 00:50:49,129


906
00:50:49,129 --> 00:50:53,009


907
00:50:53,009 --> 00:50:54,959


908
00:50:54,959 --> 00:50:58,579


909
00:50:58,579 --> 00:50:59,809


910
00:50:59,809 --> 00:51:01,359


911
00:51:01,359 --> 00:51:02,849


912
00:51:02,849 --> 00:51:06,829


913
00:51:06,829 --> 00:51:10,699


914
00:51:10,699 --> 00:51:12,619


915
00:51:12,619 --> 00:51:15,519


916
00:51:15,519 --> 00:51:19,049


917
00:51:19,049 --> 00:51:20,289


918
00:51:20,289 --> 00:51:23,489


919
00:51:23,489 --> 00:51:25,979


920
00:51:25,979 --> 00:51:28,190


921
00:51:28,190 --> 00:51:31,410


922
00:51:31,410 --> 00:51:37,050


923
00:51:37,050 --> 00:51:37,469


924
00:51:37,469 --> 00:51:39,349


925
00:51:39,349 --> 00:51:41,239


926
00:51:41,239 --> 00:51:42,519


927
00:51:42,519 --> 00:51:44,269


928
00:51:44,269 --> 00:51:46,599


929
00:51:46,599 --> 00:51:48,180


930
00:51:48,180 --> 00:51:50,829


931
00:51:50,829 --> 00:51:53,469


932
00:51:53,469 --> 00:51:57,869


933
00:51:57,869 --> 00:52:01,519


934
00:52:01,519 --> 00:52:03,589


935
00:52:03,589 --> 00:52:06,290


936
00:52:06,290 --> 00:52:07,959


937
00:52:07,959 --> 00:52:11,819


938
00:52:11,819 --> 00:52:16,419


939
00:52:16,419 --> 00:52:20,689


940
00:52:20,689 --> 00:52:23,019


941
00:52:23,019 --> 00:52:27,959


942
00:52:27,959 --> 00:52:29,839


943
00:52:29,839 --> 00:52:33,999


944
00:52:33,999 --> 00:52:34,509


945
00:52:34,509 --> 00:52:36,769


946
00:52:36,769 --> 00:52:38,779


947
00:52:38,779 --> 00:52:41,089


948
00:52:41,089 --> 00:52:43,069


949
00:52:43,069 --> 00:52:47,549


950
00:52:47,549 --> 00:52:54,549


951
00:52:58,019 --> 00:53:03,349


952
00:53:03,349 --> 00:53:10,349


953
00:53:11,660 --> 00:53:16,239


954
00:53:16,239 --> 00:53:18,069


955
00:53:18,069 --> 00:53:21,659


956
00:53:21,659 --> 00:53:23,189


957
00:53:23,189 --> 00:53:28,019


958
00:53:28,019 --> 00:53:28,839


959
00:53:28,839 --> 00:53:35,529


960
00:53:35,529 --> 00:53:39,959


961
00:53:39,959 --> 00:53:43,459


962
00:53:43,459 --> 00:53:45,419


963
00:53:45,419 --> 00:53:47,249


964
00:53:47,249 --> 00:53:50,139


965
00:53:50,139 --> 00:53:57,139


966
00:54:01,849 --> 00:54:07,329


967
00:54:07,329 --> 00:54:14,329


968
00:54:18,670 --> 00:54:20,779


969
00:54:20,779 --> 00:54:27,779


970
00:54:28,979 --> 00:54:32,579


971
00:54:32,579 --> 00:54:39,579


972
00:54:43,729 --> 00:54:44,640


973
00:54:44,640 --> 00:54:46,869


974
00:54:46,869 --> 00:54:50,860


975
00:54:50,860 --> 00:54:53,239


976
00:54:53,239 --> 00:54:55,630


977
00:54:55,630 --> 00:54:57,880


978
00:54:57,880 --> 00:55:01,759


979
00:55:01,759 --> 00:55:03,459


980
00:55:03,459 --> 00:55:07,129


981
00:55:07,129 --> 00:55:14,129


982
00:55:14,699 --> 00:55:18,479


983
00:55:18,479 --> 00:55:19,359


984
00:55:19,359 --> 00:55:20,719


985
00:55:20,719 --> 00:55:22,829


986
00:55:22,829 --> 00:55:24,969


987
00:55:24,969 --> 00:55:27,979


988
00:55:27,979 --> 00:55:30,919


989
00:55:30,919 --> 00:55:32,549


990
00:55:32,549 --> 00:55:34,649


991
00:55:34,649 --> 00:55:36,800


992
00:55:36,800 --> 00:55:39,320


993
00:55:39,320 --> 00:55:40,559


994
00:55:40,559 --> 00:55:42,420


995
00:55:42,420 --> 00:55:44,710


996
00:55:44,710 --> 00:55:45,989


997
00:55:45,989 --> 00:55:47,949


998
00:55:47,949 --> 00:55:51,439


999
00:55:51,439 --> 00:55:54,329


1000
00:55:54,329 --> 00:55:57,769


1001
00:55:57,769 --> 00:56:00,399


1002
00:56:00,399 --> 00:56:03,039


1003
00:56:03,039 --> 00:56:03,659


1004
00:56:03,659 --> 00:56:06,640


1005
00:56:06,640 --> 00:56:10,239


1006
00:56:10,239 --> 00:56:13,819


1007
00:56:13,819 --> 00:56:17,499


1008
00:56:17,499 --> 00:56:20,499


1009
00:56:20,499 --> 00:56:23,160


1010
00:56:23,160 --> 00:56:24,999


1011
00:56:24,999 --> 00:56:28,880


1012
00:56:28,880 --> 00:56:35,880


1013
00:56:41,409 --> 00:56:43,389


1014
00:56:43,389 --> 00:56:47,669


1015
00:56:47,669 --> 00:56:50,960


1016
00:56:50,960 --> 00:56:53,430


1017
00:56:53,430 --> 00:56:56,079


1018
00:56:56,079 --> 00:56:57,580


1019
00:56:57,580 --> 00:57:04,229


1020
00:57:04,229 --> 00:57:07,849


1021
00:57:07,849 --> 00:57:10,709


1022
00:57:10,709 --> 00:57:15,650


1023
00:57:15,650 --> 00:57:18,999


1024
00:57:18,999 --> 00:57:25,109


1025
00:57:25,109 --> 00:57:29,269


1026
00:57:29,269 --> 00:57:29,659


1027
00:57:29,659 --> 00:57:34,380


1028
00:57:34,380 --> 00:57:35,149


1029
00:57:35,149 --> 00:57:38,169


1030
00:57:38,169 --> 00:57:45,169


1031
00:57:48,959 --> 00:57:52,629


1032
00:57:52,629 --> 00:57:53,999


1033
00:57:53,999 --> 00:58:00,999


1034
00:58:01,289 --> 00:58:04,089


1035
00:58:04,089 --> 00:58:07,130


1036
00:58:07,130 --> 00:58:08,869


1037
00:58:08,869 --> 00:58:11,129


1038
00:58:11,129 --> 00:58:14,450


1039
00:58:14,450 --> 00:58:16,809


1040
00:58:16,809 --> 00:58:18,630


1041
00:58:18,630 --> 00:58:25,630


1042
00:58:28,049 --> 00:58:28,620


1043
00:58:28,620 --> 00:58:32,820


1044
00:58:32,820 --> 00:58:39,820


1045
00:58:41,309 --> 00:58:42,019


1046
00:58:42,019 --> 00:58:49,019


1047
00:58:49,829 --> 00:58:53,630


1048
00:58:53,630 --> 00:58:58,019


1049
00:58:58,019 --> 00:59:00,659


1050
00:59:00,659 --> 00:59:04,069


1051
00:59:04,069 --> 00:59:08,900


1052
00:59:08,900 --> 00:59:10,319


1053
00:59:10,319 --> 00:59:12,390


1054
00:59:12,390 --> 00:59:16,650


1055
00:59:16,650 --> 00:59:20,309


1056
00:59:20,309 --> 00:59:22,299


1057
00:59:22,299 --> 00:59:24,529


1058
00:59:24,529 --> 00:59:31,529


1059
00:59:38,389 --> 00:59:41,079


1060
00:59:41,079 --> 00:59:42,360


1061
00:59:42,360 --> 00:59:45,859


1062
00:59:45,859 --> 00:59:49,629


1063
00:59:49,629 --> 00:59:52,899


1064
00:59:52,899 --> 00:59:53,909


1065
00:59:53,909 --> 00:59:56,930


1066
00:59:56,930 --> 01:00:00,339


1067
01:00:00,339 --> 01:00:02,190


1068
01:00:02,190 --> 01:00:06,130


1069
01:00:06,130 --> 01:00:07,030


1070
01:00:07,030 --> 01:00:08,080


1071
01:00:08,080 --> 01:00:09,349


1072
01:00:09,349 --> 01:00:10,659


1073
01:00:10,659 --> 01:00:14,749


1074
01:00:14,749 --> 01:00:17,210


1075
01:00:17,210 --> 01:00:20,259


1076
01:00:20,259 --> 01:00:22,049


1077
01:00:22,049 --> 01:00:26,409


1078
01:00:26,409 --> 01:00:29,759


1079
01:00:29,759 --> 01:00:32,309


1080
01:00:32,309 --> 01:00:34,139


1081
01:00:34,139 --> 01:00:41,139


1082
01:00:49,209 --> 01:00:51,609


1083
01:00:51,609 --> 01:00:53,929


1084
01:00:53,929 --> 01:00:58,249


1085
01:00:58,249 --> 01:00:59,279


1086
01:00:59,279 --> 01:01:01,499


1087
01:01:01,499 --> 01:01:03,549


1088
01:01:03,549 --> 01:01:05,359


1089
01:01:05,359 --> 01:01:09,749


1090
01:01:09,749 --> 01:01:11,079


1091
01:01:11,079 --> 01:01:15,359


1092
01:01:15,359 --> 01:01:16,389


1093
01:01:16,389 --> 01:01:17,150


1094
01:01:17,150 --> 01:01:19,709


1095
01:01:19,709 --> 01:01:22,109


1096
01:01:22,109 --> 01:01:26,519


1097
01:01:26,519 --> 01:01:28,529


1098
01:01:28,529 --> 01:01:32,729


1099
01:01:32,729 --> 01:01:34,539


1100
01:01:34,539 --> 01:01:37,549


1101
01:01:37,549 --> 01:01:40,900


1102
01:01:40,900 --> 01:01:43,509


1103
01:01:43,509 --> 01:01:46,309


1104
01:01:46,309 --> 01:01:53,309


1105
01:01:54,639 --> 01:01:58,829


1106
01:01:58,829 --> 01:02:00,799


1107
01:02:00,799 --> 01:02:05,499


1108
01:02:05,499 --> 01:02:08,859


1109
01:02:08,859 --> 01:02:11,419


1110
01:02:11,419 --> 01:02:16,639


1111
01:02:16,639 --> 01:02:19,969


1112
01:02:19,969 --> 01:02:22,419


1113
01:02:22,419 --> 01:02:24,819


1114
01:02:24,819 --> 01:02:27,299


1115
01:02:27,299 --> 01:02:30,719


1116
01:02:30,719 --> 01:02:32,129


1117
01:02:32,129 --> 01:02:32,990


1118
01:02:32,990 --> 01:02:36,059


1119
01:02:36,059 --> 01:02:40,389


1120
01:02:40,389 --> 01:02:42,389


1121
01:02:42,389 --> 01:02:44,339


1122
01:02:44,339 --> 01:02:46,369


1123
01:02:46,369 --> 01:02:47,719


1124
01:02:47,719 --> 01:02:49,959


1125
01:02:49,959 --> 01:02:54,439


1126
01:02:54,439 --> 01:02:56,760


1127
01:02:56,760 --> 01:03:01,439


1128
01:03:01,439 --> 01:03:03,479


1129
01:03:03,479 --> 01:03:08,039


1130
01:03:08,039 --> 01:03:10,889


1131
01:03:10,889 --> 01:03:12,359


1132
01:03:12,359 --> 01:03:16,080


1133
01:03:16,080 --> 01:03:20,069


1134
01:03:20,069 --> 01:03:21,489


1135
01:03:21,489 --> 01:03:24,329


1136
01:03:24,329 --> 01:03:28,179


1137
01:03:28,179 --> 01:03:32,519


1138
01:03:32,519 --> 01:03:35,639


1139
01:03:35,639 --> 01:03:37,310


1140
01:03:37,310 --> 01:03:38,759


1141
01:03:38,759 --> 01:03:39,930


1142
01:03:39,930 --> 01:03:44,630


1143
01:03:44,630 --> 01:03:46,669


1144
01:03:46,669 --> 01:03:50,189


1145
01:03:50,189 --> 01:03:51,619


1146
01:03:51,619 --> 01:03:52,799


1147
01:03:52,799 --> 01:03:54,029


1148
01:03:54,029 --> 01:03:57,479


1149
01:03:57,479 --> 01:04:01,199


1150
01:04:01,199 --> 01:04:02,459


1151
01:04:02,459 --> 01:04:06,789


1152
01:04:06,789 --> 01:04:08,379


1153
01:04:08,379 --> 01:04:12,459


1154
01:04:12,459 --> 01:04:14,729


1155
01:04:14,729 --> 01:04:21,209


1156
01:04:21,209 --> 01:04:28,209


1157
01:04:34,789 --> 01:04:40,709


1158
01:04:40,709 --> 01:04:44,529


1159
01:04:44,529 --> 01:04:47,209


1160
01:04:47,209 --> 01:04:54,209


1161
01:04:56,179 --> 01:05:03,179


1162
01:05:05,089 --> 01:05:09,509


1163
01:05:09,509 --> 01:05:11,329


1164
01:05:11,329 --> 01:05:15,759


1165
01:05:15,759 --> 01:05:18,379


1166
01:05:18,379 --> 01:05:22,359


1167
01:05:22,359 --> 01:05:26,139


1168
01:05:26,139 --> 01:05:28,169


1169
01:05:28,169 --> 01:05:32,339


1170
01:05:32,339 --> 01:05:36,699


1171
01:05:36,699 --> 01:05:40,249


1172
01:05:40,249 --> 01:05:42,719


1173
01:05:42,719 --> 01:05:45,839


1174
01:05:45,839 --> 01:05:48,779


1175
01:05:48,779 --> 01:05:51,410


1176
01:05:51,410 --> 01:05:53,959


1177
01:05:53,959 --> 01:05:57,240


1178
01:05:57,240 --> 01:06:00,209


1179
01:06:00,209 --> 01:06:02,950


1180
01:06:02,950 --> 01:06:03,490


1181
01:06:03,490 --> 01:06:06,270


1182
01:06:06,270 --> 01:06:10,420


1183
01:06:10,420 --> 01:06:16,319


1184
01:06:16,319 --> 01:06:19,170


1185
01:06:19,170 --> 01:06:20,479


1186
01:06:20,479 --> 01:06:22,719


1187
01:06:22,719 --> 01:06:25,819


1188
01:06:25,819 --> 01:06:30,400


1189
01:06:30,400 --> 01:06:33,920


1190
01:06:33,920 --> 01:06:40,759


1191
01:06:40,759 --> 01:06:47,759


1192
01:06:48,339 --> 01:06:50,079


1193
01:06:50,079 --> 01:06:54,119


1194
01:06:54,119 --> 01:06:58,939


1195
01:06:58,939 --> 01:07:04,099


1196
01:07:04,099 --> 01:07:08,169


1197
01:07:08,169 --> 01:07:11,059


1198
01:07:11,059 --> 01:07:12,630


1199
01:07:12,630 --> 01:07:15,409


1200
01:07:15,409 --> 01:07:17,589


1201
01:07:17,589 --> 01:07:19,429


1202
01:07:19,429 --> 01:07:24,819


1203
01:07:24,819 --> 01:07:29,299


1204
01:07:29,299 --> 01:07:31,779


1205
01:07:31,779 --> 01:07:36,239


1206
01:07:36,239 --> 01:07:38,209


1207
01:07:38,209 --> 01:07:42,349


1208
01:07:42,349 --> 01:07:47,259


1209
01:07:47,259 --> 01:07:49,769


1210
01:07:49,769 --> 01:07:54,929


1211
01:07:54,929 --> 01:07:57,630


1212
01:07:57,630 --> 01:08:03,739


1213
01:08:03,739 --> 01:08:05,819


1214
01:08:05,819 --> 01:08:09,880


1215
01:08:09,880 --> 01:08:11,169


1216
01:08:11,169 --> 01:08:14,909


1217
01:08:14,909 --> 01:08:17,009


1218
01:08:17,009 --> 01:08:24,009


1219
01:08:37,079 --> 01:08:40,269


1220
01:08:40,269 --> 01:08:42,629


1221
01:08:42,629 --> 01:08:44,819


1222
01:08:44,819 --> 01:08:48,219


1223
01:08:48,219 --> 01:08:53,189


1224
01:08:53,189 --> 01:08:56,059


1225
01:08:56,059 --> 01:08:57,659


1226
01:08:57,659 --> 01:09:00,759


1227
01:09:00,759 --> 01:09:05,350


1228
01:09:05,350 --> 01:09:07,869


1229
01:09:07,869 --> 01:09:11,349


1230
01:09:11,349 --> 01:09:12,219


1231
01:09:12,219 --> 01:09:14,629


1232
01:09:14,629 --> 01:09:16,969


1233
01:09:16,969 --> 01:09:20,859


1234
01:09:20,859 --> 01:09:22,859


1235
01:09:22,859 --> 01:09:24,170


1236
01:09:24,170 --> 01:09:25,799


1237
01:09:25,799 --> 01:09:29,549


1238
01:09:29,549 --> 01:09:31,830


1239
01:09:31,830 --> 01:09:34,129


1240
01:09:34,129 --> 01:09:37,109


1241
01:09:37,109 --> 01:09:38,299


1242
01:09:38,299 --> 01:09:42,890


1243
01:09:42,890 --> 01:09:45,210


1244
01:09:45,210 --> 01:09:50,319


1245
01:09:50,319 --> 01:09:51,850


1246
01:09:51,850 --> 01:09:53,799


1247
01:09:53,799 --> 01:09:55,179


1248
01:09:55,179 --> 01:09:59,310


1249
01:09:59,310 --> 01:10:02,510


1250
01:10:02,510 --> 01:10:05,979


1251
01:10:05,979 --> 01:10:09,949


1252
01:10:09,949 --> 01:10:14,320


1253
01:10:14,320 --> 01:10:18,399


1254
01:10:18,399 --> 01:10:21,919


1255
01:10:21,919 --> 01:10:25,239


1256
01:10:25,239 --> 01:10:28,489


1257
01:10:28,489 --> 01:10:31,420


1258
01:10:31,420 --> 01:10:36,449


1259
01:10:36,449 --> 01:10:38,549


1260
01:10:38,549 --> 01:10:41,570


1261
01:10:41,570 --> 01:10:43,969


1262
01:10:43,969 --> 01:10:45,429


1263
01:10:45,429 --> 01:10:46,449


1264
01:10:46,449 --> 01:10:49,409


1265
01:10:49,409 --> 01:10:52,840


1266
01:10:52,840 --> 01:10:55,150


1267
01:10:55,150 --> 01:10:59,479


1268
01:10:59,479 --> 01:11:01,729


1269
01:11:01,729 --> 01:11:05,900


1270
01:11:05,900 --> 01:11:11,380


1271
01:11:11,380 --> 01:11:16,499


1272
01:11:16,499 --> 01:11:19,379


1273
01:11:19,379 --> 01:11:21,629


1274
01:11:21,629 --> 01:11:24,369


1275
01:11:24,369 --> 01:11:26,929


1276
01:11:26,929 --> 01:11:29,229


1277
01:11:29,229 --> 01:11:33,110


1278
01:11:33,110 --> 01:11:36,890


1279
01:11:36,890 --> 01:11:39,639


1280
01:11:39,639 --> 01:11:41,889


1281
01:11:41,889 --> 01:11:48,889


1282
01:12:06,469 --> 01:12:08,579


1283
01:12:08,579 --> 01:12:14,349


1284
01:12:14,349 --> 01:12:21,349


1285
01:12:38,639 --> 01:12:44,320


1286
01:12:44,320 --> 01:12:47,949


1287
01:12:47,949 --> 01:12:52,030


1288
01:12:52,030 --> 01:12:57,489


1289
01:12:57,489 --> 01:13:00,799


1290
01:13:00,799 --> 01:13:07,799


1291
01:13:12,030 --> 01:13:14,829


1292
01:13:14,829 --> 01:13:16,239


1293
01:13:16,239 --> 01:13:23,239


1294
01:13:24,650 --> 01:13:27,960


1295
01:13:27,960 --> 01:13:29,789


1296
01:13:29,789 --> 01:13:35,959


1297
01:13:35,959 --> 01:13:38,139


1298
01:13:38,139 --> 01:13:41,170


1299
01:13:41,170 --> 01:13:44,289


1300
01:13:44,289 --> 01:13:48,520


1301
01:13:48,520 --> 01:13:51,500


1302
01:13:51,500 --> 01:13:52,860


1303
01:13:52,860 --> 01:13:58,900


1304
01:13:58,900 --> 01:14:01,150


1305
01:14:01,150 --> 01:14:05,099


1306
01:14:05,099 --> 01:14:08,139


1307
01:14:08,139 --> 01:14:11,309


1308
01:14:11,309 --> 01:14:13,170


1309
01:14:13,170 --> 01:14:14,119


1310
01:14:14,119 --> 01:14:18,460


1311
01:14:18,460 --> 01:14:21,119


1312
01:14:21,119 --> 01:14:25,069


1313
01:14:25,069 --> 01:14:27,859


1314
01:14:27,859 --> 01:14:31,280


1315
01:14:31,280 --> 01:14:33,459


1316
01:14:33,459 --> 01:14:37,009


1317
01:14:37,009 --> 01:14:38,079


1318
01:14:38,079 --> 01:14:40,679


1319
01:14:40,679 --> 01:14:44,260


1320
01:14:44,260 --> 01:14:46,940


1321
01:14:46,940 --> 01:14:50,059


1322
01:14:50,059 --> 01:14:53,530


1323
01:14:53,530 --> 01:14:54,660


1324
01:14:54,660 --> 01:14:58,769


1325
01:14:58,769 --> 01:15:05,769


1326
01:15:07,489 --> 01:15:09,320


1327
01:15:09,320 --> 01:15:13,380


1328
01:15:13,380 --> 01:15:15,059


1329
01:15:15,059 --> 01:15:15,860