Dataset Viewer
Auto-converted to Parquet
date
stringdate
2016-07-01 02:00:00
2019-07-02 01:00:00
0
float64
0
140
1
float64
0
296
2
float64
0
601
3
float64
0
1.17k
4
float64
0
547
5
float64
0
1.98k
6
float64
0
178
7
float64
0
2.1k
8
float64
0
600
9
float64
0
752
10
float64
0
385
11
float64
0
841
12
float64
0
511
13
float64
0
371
14
float64
0
417
15
float64
0
2.39k
16
float64
0
85
17
float64
0
394
18
float64
0
1.99k
19
float64
0
304
20
float64
0
126
21
float64
0
2.25k
22
float64
0
251
23
float64
0
236
24
float64
0
693
25
float64
0
665
26
float64
0
880
27
float64
0
214
28
float64
0
1.08k
29
float64
0
530
30
float64
0
1.17k
31
float64
0
932
32
float64
0
1.32k
33
float64
0
417
34
float64
0
11.3k
35
float64
0
360
36
float64
0
934
37
float64
0
1.32k
38
float64
0
269
39
float64
0
160
40
float64
0
8.84k
41
float64
0
1.64k
42
float64
0
531
43
float64
0
335
44
float64
0
775
45
float64
0
565
46
float64
0
381
47
float64
0
353
48
float64
0
361
49
float64
0
903
50
float64
0
962
51
float64
0
236
52
float64
0
701
53
float64
0
583
54
float64
0
278
55
float64
0
12.7k
56
float64
0
589
57
float64
0
533
58
float64
0
2k
59
float64
0
2.16k
60
float64
0
1.46k
61
float64
0
419
62
float64
0
436
63
float64
0
862
64
float64
0
615
65
float64
0
836
66
float64
0
525
67
float64
0
616
68
float64
0
393
69
float64
0
435
70
float64
0
498
71
float64
0
178
72
float64
0
1.01k
73
float64
0
375
74
float64
0
714
75
float64
0
2.35k
76
float64
0
1.14k
77
float64
0
5.26k
78
float64
0
1.28k
79
float64
0
1.91k
80
float64
0
2.09k
81
float64
0
1.22k
82
float64
0
1.17k
83
float64
0
1.06k
84
float64
0
946
85
float64
0
444
86
float64
0
147
87
float64
0
2.29k
88
float64
0
7.27k
89
float64
0
15.4k
90
float64
0
1.17k
91
float64
0
10.8k
92
float64
0
11.5k
93
float64
0
10.7k
94
float64
0
7.29k
95
float64
0
2.86k
96
float64
0
3k
97
float64
0
1.12k
98
float64
0
911
99
float64
0
669
100
float64
0
2.87k
101
float64
0
385
102
float64
0
534
103
float64
0
3.06k
104
float64
4
1.1k
105
float64
0
990
106
float64
0
2.28k
107
float64
0
342
108
float64
0
288
109
float64
0
1.1k
110
float64
0
661
111
float64
0
1.13k
112
float64
0
3.2k
113
float64
0
1.41k
114
float64
0
227
115
float64
0
909
116
float64
0
1.55k
117
float64
0
609
118
float64
0
742
119
float64
0
21.3k
120
float64
0
2.75k
121
float64
0
243
122
float64
0
226
123
float64
0
1.11k
124
float64
0
1.45k
125
float64
0
295
126
float64
0
1.85k
127
float64
4
714
128
float64
0
22k
129
float64
4
903
130
float64
8
653
131
float64
0
16.1k
132
float64
0
2.56k
133
float64
0
18.4k
134
float64
0
1.05k
135
float64
56
7.97k
136
float64
8
942
137
float64
4
292
138
float64
8
1.61k
139
float64
4
1k
140
float64
0
1.31k
141
float64
0
1.22k
142
float64
4
609
143
float64
8
1.12k
144
float64
4
366
145
float64
4
660
146
float64
0
646
147
float64
0
268
148
float64
0
3.16k
149
float64
0
2.96k
150
float64
0
16k
151
float64
0
3.45k
152
float64
0
2.3k
153
float64
0
20.8k
154
float64
0
3.39k
155
float64
0
203k
156
float64
0
1.11k
157
float64
0
1.91k
158
float64
0
3.78k
159
float64
0
6.26k
160
float64
0
2.27k
161
float64
0
1.71k
162
float64
0
4.23k
163
float64
0
6.13k
164
float64
0
3.34k
165
float64
0
1.63k
166
float64
0
7.1k
167
float64
0
48.8k
168
float64
0
4.53k
169
float64
0
5.83k
170
float64
0
1.46k
171
float64
0
2.53k
172
float64
0
7.96k
173
float64
0
3.61k
174
float64
0
3.14k
175
float64
0
17k
176
float64
0
2.06k
177
float64
0
8.88k
178
float64
0
4.91k
179
float64
0
25.4k
180
float64
0
1.31k
181
float64
0
7.39k
182
float64
0
5.18k
183
float64
8
2.51k
184
float64
0
3.29k
185
float64
0
2.12k
186
float64
0
41.3k
187
float64
0
5.96k
188
float64
0
879
189
float64
24
5.93k
190
float64
4
775
191
float64
4
1.2k
192
float64
4
738
193
float64
20
6.05k
194
float64
0
1.29k
195
float64
4
656
196
float64
16
3.21k
197
float64
8
887
198
float64
16
2.95k
199
float64
0
18.5k
200
float64
8
1.49k
201
float64
0
926
202
float64
4
1.32k
203
float64
8
1.4k
204
float64
0
4.58k
205
float64
0
5.35k
206
float64
8
1.33k
207
float64
4
601
208
float64
4
649
209
float64
4
534
210
float64
8
1.79k
211
float64
12
2.9k
212
float64
8
1.67k
213
float64
8
965
214
float64
8
1.01k
215
float64
4
902
216
float64
8
1.07k
217
float64
8
1.45k
218
float64
4
467
219
float64
8
1.56k
220
float64
8
1.67k
221
float64
8
1.51k
222
float64
8
1.17k
223
float64
8
1.95k
224
float64
0
578
225
float64
12
1.99k
226
float64
32
5.71k
227
float64
4
520
228
float64
4
1.1k
229
float64
0
1.02k
230
float64
0
4.24k
231
float64
0
2.21k
232
float64
4
1.04k
233
float64
44
14.9k
234
float64
4
755
235
float64
4
619
236
float64
0
78.7k
237
float64
12
2.17k
238
float64
4
780
239
float64
0
750
240
float64
8
1.8k
241
float64
4
568
242
float64
4
646
243
float64
4
869
244
float64
8
1.16k
245
float64
0
1.07k
246
float64
20
5.56k
247
float64
0
730
248
float64
12
2.12k
249
float64
4
691
250
float64
24
5.74k
251
float64
12
1.92k
252
float64
4
716
253
float64
4
1.14k
254
float64
32
6.72k
255
float64
20
4.08k
256
float64
8
882
257
float64
4
923
258
float64
8
868
259
float64
8
1.14k
260
float64
4
526
261
float64
4
591
262
float64
24
5.49k
263
float64
8
1.78k
264
float64
24
4.72k
265
float64
8
891
266
float64
16
3.58k
267
float64
0
1.67k
268
float64
0
7.91k
269
float64
4
631
270
float64
12
3.11k
271
float64
16
4.61k
272
float64
8
1.46k
273
float64
4
713
274
float64
4
825
275
float64
4
988
276
float64
64
16.9k
277
float64
12
2.32k
278
float64
0
2.34k
279
float64
8
1.87k
280
float64
16
4.09k
281
float64
0
10.2k
282
float64
8
1.29k
283
float64
4
860
284
float64
0
1.8k
285
float64
0
694
286
float64
0
870
287
float64
0
1.39k
288
float64
0
1.51k
289
float64
0
3k
290
float64
0
39.5k
291
float64
0
1.69k
292
float64
0
8.75k
293
float64
0
3.11k
294
float64
0
2.43k
295
float64
0
2.6k
296
float64
0
19.9k
297
float64
0
3.32k
298
float64
0
400
299
float64
0
451
300
float64
0
2.34k
301
float64
0
7.71k
302
float64
0
22.8k
303
float64
0
2.58k
304
float64
0
3.97k
305
float64
0
1.54k
306
float64
0
6.77k
307
float64
0
2.33k
308
float64
0
19.6k
309
float64
0
10.6k
310
float64
0
1.74k
311
float64
0
5.75k
312
float64
0
3.34k
313
float64
0
764k
314
float64
0
28.6k
315
float64
0
39.7k
316
float64
0
1.33k
317
float64
0
205
318
float64
0
4.45k
319
float64
0
1.37k
OT
float64
0
6.04k
2016-07-01 02:00:00
14
69
234
415
215
1,056
29
840
226
265
179
148
112
171
229
1,001
49
162
594
88
34
885
122
102
425
185
360
83
449
37
408
346
521
177
4,047
151
218
811
112
68
4,131
784
184
167
325
278
224
158
127
512
502
126
407
293
137
3,976
280
267
681
673
837
215
192
397
119
453
289
290
124
243
132
78
440
158
380
795
598
1,834
436
405
1,089
52
358
9
30
13
28
295
658
880
38
750
1,768
747
602
167
528
333
522
191
439
27
69
455
403
385
1,420
158
63
428
119
174
1,454
612
20
51
504
252
0
7,952
1,013
78
106
221
417
103
424
263
2,788
76
105
7,367
1,457
7,097
816
2,465
258
92
694
333
397
358
181
304
121
181
9
80
847
920
3,404
1,143
692
7,006
902
35,376
322
443
1,071
1,455
582
713
973
1,934
1,057
321
1,423
14,800
1,111
1,861
351
653
2,992
771
692
4,423
389
2,624
781
5,040
286
1,690
1,918
644
1,221
589
11,003
2,236
222
1,276
163
325
178
1,634
358
185
1,090
246
689
7,162
430
267
301
455
1,474
782
300
187
177
200
461
570
534
295
367
245
450
535
133
592
335
362
507
546
138
468
1,906
127
358
332
1,090
720
297
3,859
220
170
29,272
525
293
253
772
141
199
212
351
139
1,156
228
218
197
1,439
655
207
315
3,021
1,336
344
274
300
339
136
149
1,359
479
1,479
289
719
448
2,907
222
653
981
363
203
209
213
3,199
720
552
640
1,062
2,787
511
159
675
116
76
110
451
292
4,770
123
1,623
234
139
296
2,412
317
16
164
241
575
1,824
89
820
66
847
81
2,002
937
199
676
372
80,100
4,719
5,002
48
38
1,558
182
2,162
2016-07-01 03:00:00
18
92
312
556
292
1,363
29
1,102
271
340
235
192
143
213
301
1,223
64
216
758
126
39
1,074
150
127
585
219
451
108
606
60
548
470
632
224
4,684
190
260
950
138
89
5,024
992
241
231
438
360
257
202
160
635
779
147
527
373
164
5,053
329
362
900
833
1,035
282
236
512
151
560
351
394
165
296
170
98
529
198
435
964
740
2,211
539
499
1,451
44
616
10
39
17
39
398
822
943
53
786
3,654
997
744
221
701
472
680
244
494
31
96
608
544
330
440
126
75
575
145
223
1,989
784
29
68
656
332
0
10,547
1,359
103
140
285
565
136
551
262
3,353
69
108
7,221
1,443
7,474
825
2,333
255
87
700
329
397
369
192
283
126
180
10
84
795
920
3,290
945
666
7,145
861
37,169
330
398
969
1,267
603
660
919
1,721
1,057
329
1,411
14,203
1,120
1,602
357
660
2,856
763
703
4,334
406
2,516
660
5,091
277
1,705
1,756
614
1,185
462
9,792
2,113
216
1,282
165
325
163
1,601
335
203
1,075
246
733
7,150
395
287
294
455
1,532
792
303
143
188
167
449
560
530
291
357
246
418
538
131
588
332
369
511
534
130
460
1,821
124
334
340
1,042
665
293
3,958
204
167
27,689
496
266
226
682
135
189
215
337
132
1,100
226
12
182
1,418
664
212
311
2,445
1,170
338
264
280
324
142
141
1,292
487
1,308
274
711
446
2,772
199
553
975
364
189
203
217
3,078
706
547
610
1,048
2,647
517
164
667
128
85
101
606
374
4,189
149
2,065
318
125
334
3,166
385
32
123
318
750
2,418
104
1,268
87
988
91
2,685
866
265
805
452
95,200
4,643
6,617
65
47
2,177
253
2,835
2016-07-01 04:00:00
21
96
312
560
272
1,240
29
1,025
270
300
221
171
132
185
261
1,172
61
197
736
115
38
936
149
117
551
193
433
102
616
53
472
452
551
213
4,297
166
259
861
129
90
4,611
945
238
205
423
326
242
195
150
614
727
133
513
338
144
4,822
390
332
908
851
924
243
224
487
138
509
323
383
158
260
164
89
498
191
397
908
642
2,254
559
518
1,338
40
598
12
36
17
37
404
729
868
48
784
3,142
1,008
747
224
704
479
699
245
461
32
98
597
528
550
262
126
56
578
162
227
1,891
802
29
68
673
337
0
10,587
1,365
102
139
276
563
137
452
261
3,853
67
111
7,055
788
7,670
345
2,421
261
90
661
299
369
342
186
269
125
183
10
82
769
939
3,254
927
707
6,939
840
36,668
341
382
937
1,172
609
613
909
1,700
1,032
324
1,394
13,952
1,056
1,488
318
646
2,911
742
707
4,417
364
2,521
686
4,913
270
1,755
1,646
600
1,219
464
10,422
2,072
205
1,291
150
334
153
1,497
312
186
1,100
231
718
6,842
399
269
287
443
1,531
761
302
141
182
167
439
556
544
297
382
234
388
572
129
601
329
357
450
520
140
430
1,666
127
322
329
1,018
653
293
3,770
201
162
27,938
512
241
211
670
138
201
202
330
136
1,100
231
12
179
1,364
637
212
328
2,267
1,134
336
262
275
322
129
136
1,317
486
1,398
271
721
431
2,734
183
546
966
371
177
191
217
2,967
642
532
613
1,014
2,535
489
161
649
148
82
84
613
369
4,041
112
1,987
305
123
238
3,194
384
32
123
294
725
2,380
120
1,254
88
942
77
2,661
839
278
817
430
96,600
4,285
6,571
64
43
2,193
218
2,764
2016-07-01 05:00:00
20
92
312
443
213
845
24
833
179
211
170
149
116
151
209
813
40
173
661
93
21
833
114
86
434
145
351
78
449
54
375
410
491
170
3,252
114
180
685
128
69
3,470
764
224
160
317
268
173
178
79
544
630
121
466
314
94
3,643
231
263
669
696
653
181
182
383
136
400
199
326
117
208
142
62
382
160
280
731
489
1,791
410
464
1,048
40
526
12
44
18
45
411
697
872
48
727
949
1,002
687
222
707
601
667
246
409
29
91
603
553
385
232
126
74
578
160
235
1,818
802
30
66
651
331
0
10,524
1,348
103
143
274
564
137
449
262
3,492
69
104
7,171
704
7,595
240
2,399
267
88
649
314
364
345
178
258
131
186
10
83
781
890
3,239
945
703
7,048
845
36,293
335
380
950
1,179
592
608
934
1,651
1,006
333
1,365
14,112
1,017
1,462
340
608
3,039
716
718
4,391
353
2,456
697
4,571
284
1,582
1,609
636
1,186
486
10,529
2,128
210
1,300
154
314
157
1,487
298
181
1,107
237
741
6,990
395
285
312
437
1,470
749
295
143
180
155
427
549
552
286
377
226
404
540
121
591
364
361
503
542
132
446
1,683
131
319
339
1,045
696
296
3,790
194
163
26,686
493
244
206
668
138
192
198
330
133
1,121
226
12
183
1,385
616
238
323
2,181
1,141
330
258
265
320
133
139
1,301
463
1,515
266
729
419
2,637
184
534
930
371
170
188
209
2,907
696
517
601
987
2,350
511
166
661
155
76
87
621
369
4,031
115
1,970
305
207
211
3,075
384
24
164
279
725
2,375
119
1,246
87
867
102
2,684
838
271
801
291
94,500
4,222
6,365
65
39
1,315
195
2,735
2016-07-01 06:00:00
22
91
312
346
190
647
16
733
186
179
142
170
99
136
148
688
29
144
619
86
20
815
80
73
304
118
289
75
347
44
288
377
479
148
2,639
86
141
623
115
54
2,774
626
167
145
232
220
141
151
47
487
569
106
345
289
73
2,669
146
229
528
538
584
144
155
323
127
322
166
277
98
187
122
55
336
147
233
574
393
1,539
296
407
833
40
488
12
46
19
35
409
696
831
47
709
891
997
680
223
713
455
493
242
424
32
106
598
543
605
222
126
59
323
154
226
1,701
778
29
64
639
337
0
10,525
1,352
105
144
271
567
137
444
261
3,712
68
106
7,153
678
7,426
237
2,300
258
79
652
299
350
343
184
272
125
186
11
86
718
914
3,219
984
684
7,061
808
37,334
337
385
935
1,143
595
489
951
1,466
973
303
1,394
13,968
1,009
1,473
299
615
3,394
852
688
4,205
356
2,439
673
4,812
272
1,613
1,645
642
1,212
652
10,371
2,056
230
1,286
147
317
184
1,644
302
191
1,067
235
679
6,853
414
286
294
452
1,495
758
298
131
190
162
451
554
514
283
376
237
398
552
121
578
338
348
475
543
130
442
1,746
127
328
355
985
672
290
3,831
196
170
25,519
485
261
207
660
135
189
200
340
143
1,072
222
12
189
1,396
601
233
338
2,091
1,157
335
280
273
327
130
138
1,333
502
1,537
272
721
419
2,665
185
600
942
349
178
190
215
3,163
673
518
591
953
2,357
524
160
649
121
82
87
622
370
4,056
111
1,971
312
158
212
3,059
388
32
123
259
725
2,367
110
1,212
86
819
103
2,692
828
267
807
279
91,300
4,116
6,298
75
40
1,378
191
2,721
2016-07-01 07:00:00
20
92
187
340
178
641
18
726
184
177
140
190
105
132
151
673
26
142
591
80
20
791
78
69
265
121
283
64
327
44
282
350
467
141
2,729
85
148
490
109
63
2,698
647
151
141
235
227
148
137
46
457
545
107
317
273
75
2,875
157
210
557
457
592
139
148
310
116
305
171
244
114
179
108
50
341
131
219
559
364
1,317
298
411
793
38
403
12
38
19
38
400
688
856
47
715
892
988
675
221
720
389
322
247
443
33
101
596
570
440
222
132
62
224
155
223
1,762
748
29
64
611
334
0
10,538
1,337
104
140
273
550
137
457
262
3,204
77
103
7,070
653
7,389
248
2,256
253
95
640
326
311
343
179
265
123
178
11
92
781
907
3,075
916
649
6,951
823
37,001
331
380
942
1,137
594
420
960
1,155
1,035
293
1,345
13,884
940
1,474
287
615
3,417
862
709
4,299
366
2,290
754
4,698
280
1,568
1,668
614
1,135
562
10,002
2,083
246
1,309
153
304
168
2,388
302
182
1,095
277
698
6,904
413
290
298
434
1,611
746
320
138
203
152
444
566
534
273
408
235
404
536
142
628
363
360
553
519
138
460
1,752
127
353
333
1,039
676
284
3,880
193
158
25,353
506
286
206
664
140
210
205
328
153
1,166
224
12
193
1,391
646
219
353
2,256
1,248
339
272
273
399
133
188
1,348
500
1,506
325
675
416
2,721
179
620
951
360
172
199
224
3,029
677
519
600
997
2,380
500
153
637
123
102
87
626
369
4,005
113
1,973
426
148
212
3,069
400
32
164
264
725
2,354
118
1,042
86
831
102
2,616
865
269
802
389
87,000
4,259
5,548
64
39
1,250
185
2,742
2016-07-01 08:00:00
20
91
138
376
199
719
22
715
221
243
169
176
133
138
167
874
32
180
534
80
39
786
90
87
288
136
323
75
427
57
370
375
463
175
3,592
107
197
704
113
70
3,077
685
156
147
280
247
161
143
56
418
450
110
318
292
99
4,079
239
238
716
482
696
156
175
383
116
342
224
243
139
220
119
57
392
127
258
584
434
1,643
373
397
848
57
432
12
34
18
35
400
713
1,060
46
977
929
1,088
673
223
738
378
309
244
293
40
81
600
547
495
232
171
60
243
149
208
1,636
180
30
64
601
331
0
10,524
1,335
101
141
272
545
137
443
261
3,540
76
106
7,190
667
6,803
257
2,157
269
91
661
345
338
357
182
275
116
178
11
87
812
934
3,110
935
615
7,078
840
35,085
342
388
958
1,243
613
419
930
1,774
1,057
288
1,463
14,120
993
1,724
275
630
3,592
917
684
4,475
361
2,302
722
4,850
286
1,502
1,638
609
1,132
464
9,950
2,166
248
1,328
162
351
192
3,575
303
186
1,114
325
729
6,570
466
340
406
458
1,756
750
311
136
198
162
471
597
526
272
431
244
416
534
151
593
351
352
575
563
144
470
1,975
123
363
347
1,114
723
307
4,199
193
158
26,771
524
323
230
681
151
203
213
352
172
1,257
228
12
198
1,422
658
219
321
2,486
1,218
388
311
321
411
132
198
1,683
541
1,609
313
669
425
2,738
203
645
960
375
196
203
234
4,138
752
605
595
1,001
2,491
473
158
613
126
101
84
628
360
4,021
112
2,005
502
151
191
3,123
411
24
164
268
725
2,487
117
909
86
859
90
2,615
895
265
827
410
84,100
4,432
4,275
65
49
1,818
191
2,716
2016-07-01 09:00:00
20
92
8
361
187
662
23
625
214
227
155
163
127
128
161
909
31
161
536
81
59
661
80
84
283
123
300
62
405
73
444
354
390
164
3,047
106
207
666
126
63
2,925
619
139
176
289
225
163
147
58
383
367
94
328
274
79
3,926
216
237
772
489
715
145
154
333
150
332
197
234
125
205
112
60
368
138
251
553
444
1,676
380
362
780
64
407
12
29
19
34
398
677
1,271
44
1,030
940
1,172
707
227
732
417
271
247
264
23
87
587
527
495
242
132
89
494
150
221
1,775
180
29
65
577
333
0
10,690
1,338
101
147
273
551
137
419
262
3,765
66
101
7,228
647
7,243
234
2,157
519
89
748
365
343
389
237
268
133
202
11
91
822
978
3,275
982
724
7,099
867
40,585
328
430
994
1,278
642
425
900
1,763
1,021
306
1,497
13,859
1,057
1,867
283
631
3,570
908
690
4,451
341
2,371
989
5,141
287
1,681
1,853
670
1,117
443
10,160
2,179
251
1,272
155
375
186
3,640
339
211
1,110
342
656
7,076
456
354
376
453
1,582
824
353
142
201
206
454
651
508
282
438
243
442
624
131
602
364
365
559
562
137
482
2,089
134
346
321
1,156
752
332
4,933
292
182
28,605
600
319
265
690
157
220
215
383
157
1,257
211
12
198
1,493
676
252
308
2,651
1,303
544
310
306
405
132
215
1,713
638
1,661
322
666
456
2,958
225
744
1,044
361
201
211
242
3,834
804
633
678
1,058
3,038
515
178
617
147
103
78
625
369
4,007
108
2,003
561
148
190
3,331
439
32
123
249
700
2,664
107
785
85
888
90
2,585
833
630
833
423
83,900
4,322
4,411
69
55
2,017
192
2,716
2016-07-01 10:00:00
13
91
7
259
144
552
14
521
185
159
125
169
111
100
133
890
26
137
580
93
50
876
62
49
219
94
265
40
264
44
388
317
516
138
3,865
100
155
599
111
64
2,686
439
150
149
328
216
128
128
11
342
334
74
270
248
53
2,900
144
198
841
366
625
140
129
272
238
320
159
192
90
143
115
61
326
119
234
506
423
1,697
350
300
750
62
439
9
40
20
24
396
646
1,459
48
1,119
1,207
1,477
790
232
731
477
250
235
322
25
85
552
519
495
263
126
87
485
212
305
1,731
180
28
65
579
327
0
10,602
1,355
97
152
376
586
134
413
261
3,635
64
73
7,002
510
7,243
197
2,344
523
104
928
380
349
564
273
280
146
233
10
88
825
930
3,275
934
708
7,361
924
41,835
347
453
1,115
1,237
613
418
897
1,679
1,046
417
1,463
12,859
1,112
1,782
304
653
3,514
855
716
4,421
354
2,256
1,007
5,116
285
1,759
1,871
710
1,150
451
12,686
2,218
251
1,391
158
372
166
3,820
345
204
1,272
354
684
7,051
484
346
357
444
1,602
813
356
152
201
232
579
727
560
320
411
275
444
709
152
650
378
359
568
544
143
556
2,101
141
364
339
1,240
840
322
6,758
326
186
28,938
722
296
255
775
158
223
233
411
143
1,310
234
12
235
1,398
673
302
371
3,348
1,569
617
315
326
438
138
193
2,246
600
1,743
311
753
566
3,019
230
847
1,544
362
228
204
258
3,639
947
645
688
1,222
3,284
570
182
653
251
83
74
924
382
4,028
106
2,061
522
152
225
3,365
446
32
164
240
675
2,624
80
764
86
852
113
2,441
814
468
794
465
79,800
4,140
5,638
77
40
1,261
204
2,680
2016-07-01 11:00:00
11
96
8
402
172
698
16
608
249
174
146
165
126
116
190
912
32
141
645
112
41
885
64
61
254
130
323
39
321
47
382
325
521
160
3,774
91
179
628
106
64
3,306
461
224
170
383
272
151
121
38
393
385
78
263
285
61
4,540
194
203
1,046
403
566
136
148
300
276
366
200
226
90
161
153
83
394
107
255
572
536
1,751
511
321
846
67
379
10
57
19
31
384
843
1,619
45
1,240
1,810
1,595
917
228
720
541
292
237
351
54
92
559
529
440
397
132
139
504
231
324
1,691
180
29
65
666
326
0
10,567
1,351
99
143
457
564
134
421
262
3,414
67
71
6,153
491
6,807
191
2,465
524
121
950
385
376
600
278
318
150
240
10
86
830
984
3,181
997
730
7,579
1,034
40,126
336
452
1,181
1,437
585
414
840
1,736
1,121
491
1,450
13,204
1,096
1,768
314
652
3,325
883
721
4,354
357
2,444
907
6,002
336
1,957
2,144
714
1,150
474
14,316
2,246
277
1,373
170
351
191
4,314
398
232
1,388
361
709
6,866
592
339
352
493
1,793
908
363
189
191
245
613
918
598
337
467
306
406
580
148
663
420
365
530
546
169
573
2,363
169
425
366
1,441
899
340
7,829
373
169
31,107
796
287
290
856
147
227
241
406
139
1,299
223
12
260
1,480
631
403
359
4,030
2,106
600
333
301
479
137
180
2,641
581
2,125
293
768
572
3,124
241
885
1,674
362
251
212
277
3,639
1,157
666
660
1,255
3,942
641
186
662
278
92
99
1,055
360
4,737
107
2,379
442
151
258
5,770
571
24
123
243
700
2,655
167
920
152
870
95
3,683
847
636
916
1,479
81,000
5,280
7,593
80
38
1,228
190
2,581
2016-07-01 12:00:00
64
113
13
446
191
1,023
20
771
270
233
214
142
137
130
209
1,068
42
143
754
89
35
1,059
94
74
334
169
395
50
414
44
400
386
623
170
5,662
134
218
694
117
75
3,513
574
261
184
371
290
191
154
60
488
446
92
276
319
83
5,309
299
273
1,120
693
577
191
186
410
253
457
229
283
104
181
153
80
545
123
336
584
598
1,771
582
450
925
39
368
8
61
18
22
378
1,280
1,584
47
1,698
2,359
1,797
1,043
223
716
541
337
222
294
60
236
568
521
605
376
145
119
405
215
317
1,816
162
28
66
679
327
0
10,524
1,345
96
143
488
574
133
414
261
3,703
59
72
6,687
503
7,098
187
2,927
508
114
976
378
375
547
276
309
151
233
9
89
833
1,067
3,167
1,147
707
7,562
967
41,751
340
482
1,088
1,414
594
402
807
1,638
1,167
483
1,390
13,170
1,112
1,764
310
646
3,271
913
683
4,494
386
2,731
919
5,825
343
1,973
2,130
757
1,169
461
13,949
2,290
270
1,377
206
348
200
4,162
429
231
1,405
331
696
7,138
610
341
365
496
1,763
842
363
173
210
240
605
870
587
452
487
297
380
564
145
661
393
337
547
552
157
562
2,363
167
444
414
1,477
849
327
7,762
402
172
31,856
778
303
288
869
144
223
236
421
143
1,334
220
12
259
1,456
664
371
362
3,858
2,086
552
354
313
538
137
182
2,616
631
2,407
286
779
547
3,131
256
907
1,637
353
278
211
277
3,627
1,105
640
670
1,213
4,120
583
170
560
263
95
103
1,062
486
5,104
113
3,207
384
154
329
6,920
646
32
164
251
725
2,629
213
1,132
161
970
92
3,940
844
655
935
1,405
86,500
5,133
9,387
78
36
1,270
211
2,600
2016-07-01 13:00:00
53
142
11
551
200
1,410
24
929
196
287
226
142
142
175
283
1,133
48
170
850
90
37
1,180
114
100
401
234
510
72
461
52
491
405
695
224
6,570
190
268
669
115
80
4,611
821
217
184
396
321
217
199
92
533
482
111
311
317
114
6,233
312
317
970
879
721
245
247
485
183
511
267
367
131
177
172
78
637
152
419
781
729
2,033
736
509
1,118
28
354
8
61
19
28
382
1,506
1,544
48
1,711
2,629
2,184
998
226
740
589
383
227
279
53
227
558
528
495
356
158
113
379
237
316
1,939
168
29
66
720
327
0
10,743
1,335
96
147
460
526
133
407
261
3,386
64
69
7,061
526
7,032
192
2,949
523
119
971
385
368
561
179
284
147
193
9
89
828
1,002
3,161
1,323
731
7,298
984
41,334
352
463
1,060
1,426
587
408
897
1,204
1,172
479
1,357
12,860
1,056
1,715
319
646
3,225
931
674
4,437
395
2,776
836
5,699
354
1,937
2,199
788
1,124
498
11,634
2,153
266
1,341
200
326
192
4,008
352
227
1,418
300
689
7,039
584
366
357
479
1,876
926
358
147
210
233
605
870
598
462
472
300
396
552
157
675
398
370
533
538
158
565
2,134
168
428
372
1,468
834
325
7,274
421
161
30,607
766
302
293
872
153
198
216
396
161
1,317
226
12
268
1,416
658
347
356
3,738
1,977
543
342
301
546
149
181
2,786
596
2,532
300
792
571
3,047
257
802
1,582
353
274
214
288
3,529
1,124
646
657
1,171
3,905
537
165
449
261
104
100
1,043
544
4,525
115
2,986
466
156
349
7,030
658
24
164
270
750
2,828
217
1,764
290
1,070
91
2,661
898
634
973
1,487
88,800
5,306
9,365
81
38
1,440
211
2,637
2016-07-01 14:00:00
26
158
11
532
236
1,449
33
1,049
232
263
236
169
137
224
322
1,059
59
193
782
88
42
1,034
124
114
423
240
534
73
527
44
548
441
609
245
7,388
188
299
955
128
88
6,220
856
190
194
399
346
242
219
134
495
521
117
320
352
134
5,823
386
338
848
952
687
274
276
529
175
535
263
387
132
210
148
97
744
154
447
933
733
2,128
788
526
1,307
28
354
10
59
20
31
384
3,139
2,951
52
2,034
4,938
3,461
992
225
778
454
475
229
288
46
294
564
537
440
366
171
128
383
227
289
1,867
204
28
67
709
330
0
10,852
1,331
97
147
513
473
136
419
262
3,627
63
72
7,082
507
6,785
193
2,927
515
117
976
414
379
533
191
295
145
187
9
87
829
1,015
3,181
1,382
706
7,473
990
38,918
344
466
1,071
1,522
706
427
869
1,248
1,188
509
1,458
13,018
1,072
1,729
321
661
3,278
885
672
4,258
382
2,739
846
5,711
354
1,756
2,199
764
1,156
477
12,634
2,291
273
1,355
208
338
191
3,985
395
234
1,419
287
750
7,224
599
347
352
491
1,948
910
352
149
204
238
619
887
590
464
491
300
396
678
162
676
432
342
536
541
164
567
2,129
163
428
409
1,477
831
316
7,005
425
166
30,190
725
309
297
845
151
223
215
398
157
1,303
235
12
263
1,476
667
359
330
3,930
1,889
533
352
320
547
150
180
2,694
621
2,484
308
758
517
3,131
260
810
1,501
369
250
222
292
3,699
1,092
664
662
1,197
3,905
536
168
455
255
111
89
1,043
544
4,462
116
2,717
1,281
268
674
8,321
926
32
205
635
775
5,362
235
2,039
823
1,378
119
3,092
1,535
636
2,003
1,581
122,500
10,905
9,365
78
38
1,879
196
2,665
2016-07-01 15:00:00
10
147
13
364
187
1,067
33
931
189
202
197
175
118
230
279
839
44
202
601
77
40
876
116
118
367
186
488
75
443
44
444
430
516
241
5,706
164
230
870
100
75
5,415
646
196
171
363
284
208
173
93
456
415
115
274
332
121
4,130
301
291
820
681
566
216
216
473
125
503
239
347
105
190
121
66
624
146
356
769
611
1,528
474
438
1,216
28
425
8
52
19
38
380
3,869
3,648
51
2,274
4,142
3,490
1,017
229
740
468
536
227
341
119
329
554
543
495
314
120
128
381
233
281
1,868
204
29
67
710
328
0
10,763
1,341
99
160
496
454
136
416
261
3,452
62
63
7,018
499
6,852
203
2,927
520
121
1,007
408
395
546
189
283
143
214
8
87
850
1,057
3,261
1,429
703
7,561
1,002
37,042
338
466
1,082
1,492
758
422
892
1,357
1,240
486
1,418
13,716
1,189
1,747
325
700
3,148
792
688
4,537
371
2,693
897
6,077
379
1,971
2,236
831
1,146
482
12,686
2,170
271
1,328
202
348
196
4,050
337
240
1,425
287
776
7,274
586
385
382
487
1,952
899
348
147
210
242
613
885
608
440
508
306
388
654
166
685
432
362
550
554
159
569
2,147
165
431
410
1,495
846
312
6,837
428
171
28,940
748
297
296
828
153
213
223
395
148
1,311
220
12
267
1,449
658
377
320
3,854
1,903
526
342
304
545
156
179
2,704
638
2,470
297
778
535
3,166
262
816
1,555
371
248
215
296
3,627
1,112
662
670
1,188
3,965
525
178
449
244
108
70
969
552
4,444
117
2,716
1,514
291
748
8,645
1,051
24
164
773
775
5,749
243
2,248
581
1,565
134
3,435
1,554
633
2,108
1,630
123,600
11,851
9,479
80
45
1,960
202
2,737
2016-07-01 16:00:00
28
122
17
294
197
1,010
34
719
194
197
181
148
121
169
253
848
43
187
586
86
32
926
112
92
295
153
415
64
408
42
398
394
546
186
3,933
155
248
812
87
69
4,784
625
199
182
312
279
176
156
53
472
361
114
237
317
98
4,310
257
272
764
696
505
219
202
377
110
467
227
286
97
181
113
63
624
143
326
793
489
1,675
406
429
1,079
28
439
8
55
20
49
388
3,269
3,643
50
3,297
4,100
3,541
1,029
233
716
555
531
233
1,380
174
366
561
540
550
252
145
132
380
239
302
1,840
198
29
68
672
332
0
10,861
1,350
96
168
523
476
135
413
262
3,619
61
65
7,163
497
6,218
188
2,927
535
121
951
396
364
530
185
300
141
189
10
86
842
1,005
3,390
1,446
744
7,388
1,014
35,501
348
478
1,027
1,463
754
427
932
1,946
1,206
428
1,475
14,489
1,166
1,728
320
668
3,242
869
714
4,483
365
2,769
926
5,951
357
1,911
2,233
797
1,207
495
13,424
2,196
272
1,405
202
369
186
3,962
386
226
1,427
268
795
7,188
579
376
375
487
2,010
912
354
148
207
244
617
881
643
438
482
295
402
693
150
681
427
341
546
589
167
573
2,101
166
460
409
1,501
833
325
6,629
426
166
28,606
732
305
286
852
156
216
219
388
148
1,286
220
12
269
1,401
646
377
347
3,881
1,846
535
344
300
540
147
179
2,745
608
2,577
296
800
513
3,221
270
835
1,570
373
249
213
293
3,735
1,091
685
672
1,180
3,979
521
173
448
252
105
69
923
556
4,456
122
2,732
1,475
293
757
8,732
1,056
32
205
777
775
5,740
249
2,211
581
1,551
140
3,396
1,540
662
2,166
1,472
133,000
12,120
9,730
78
59
1,605
192
2,812
2016-07-01 17:00:00
61
112
16
298
174
963
25
742
217
221
189
142
110
150
253
801
46
189
637
85
35
921
113
105
325
153
423
57
432
56
388
385
543
219
4,001
152
257
679
94
69
4,904
633
229
199
323
286
208
153
83
440
398
115
236
322
105
4,823
236
269
764
768
618
229
196
371
120
454
199
294
102
192
106
74
661
143
340
750
515
1,634
416
438
1,132
43
459
8
59
20
37
392
4,119
3,708
54
3,027
4,135
3,795
1,159
230
716
328
565
229
1,499
178
347
563
516
385
262
146
123
381
217
295
1,851
204
28
68
643
325
0
10,840
1,351
93
164
513
486
136
414
261
3,855
62
73
7,310
524
6,972
185
2,938
521
118
959
385
375
541
181
281
153
177
9
87
835
1,032
3,397
1,378
751
7,091
1,010
34,835
341
462
1,062
1,467
675
423
915
1,838
1,180
412
1,427
13,850
1,136
1,713
297
676
3,292
883
729
4,477
367
2,723
955
5,737
364
1,893
2,294
799
1,193
521
13,265
2,228
276
1,345
201
355
195
4,177
332
232
1,430
264
800
7,334
584
381
387
506
1,856
910
344
149
200
252
621
856
647
462
486
299
402
656
155
664
423
360
547
574
164
567
2,151
170
433
420
1,531
860
320
6,837
424
171
28,940
732
301
290
839
161
210
215
383
144
1,320
216
12
262
1,436
616
395
339
3,755
1,859
534
345
300
545
154
179
2,715
603
2,672
289
819
504
3,138
268
828
1,510
375
249
213
286
3,809
1,110
644
655
1,158
3,914
591
180
452
255
103
68
969
556
4,498
121
2,710
1,432
301
805
8,890
1,149
32
205
783
775
5,823
268
2,114
517
1,606
144
4,055
1,573
646
2,152
1,610
133,100
12,546
9,888
82
33
1,515
201
2,807
2016-07-01 18:00:00
12
109
15
358
194
910
27
783
205
229
187
163
102
155
243
830
37
179
638
66
52
936
121
102
367
160
412
60
439
47
462
396
551
206
4,365
131
254
631
98
61
4,492
675
225
176
338
266
223
156
81
428
393
119
243
279
98
4,259
205
304
756
725
613
222
187
392
118
439
214
296
104
201
111
67
679
163
362
686
557
1,654
371
482
1,248
60
440
10
57
20
26
390
4,210
4,095
46
3,021
4,123
4,083
1,132
231
716
379
531
238
1,700
210
357
571
528
550
325
133
126
376
236
286
1,828
340
29
68
600
333
0
10,651
1,343
94
154
518
482
135
421
262
3,703
61
70
7,499
507
7,505
186
2,905
490
123
947
379
376
534
241
296
154
176
8
87
808
990
3,297
1,354
714
7,422
976
33,417
355
469
1,043
1,464
595
429
901
1,610
1,193
403
1,372
14,111
1,112
1,712
300
660
3,295
913
714
4,424
377
2,737
836
5,875
359
1,921
2,271
819
1,217
516
12,949
2,183
281
1,409
199
341
190
4,369
412
228
1,435
261
791
7,224
610
375
367
527
2,011
894
342
146
206
290
618
902
615
432
501
302
394
682
141
665
418
345
553
550
156
569
2,243
169
431
409
1,507
824
317
6,769
430
172
28,355
709
306
295
933
163
207
216
394
152
1,299
207
12
272
1,463
631
407
353
3,912
1,863
541
352
291
544
151
186
2,687
625
2,731
301
810
481
3,210
261
857
1,558
372
283
206
285
3,809
1,129
624
658
1,129
3,972
606
178
463
253
131
69
958
552
4,453
122
2,684
1,429
312
1,097
9,619
1,283
24
123
809
800
5,913
484
2,215
524
1,693
157
4,382
1,725
659
2,261
1,454
132,000
12,478
9,842
78
32
1,474
195
2,823
2016-07-01 19:00:00
33
108
15
419
199
1,037
24
895
244
279
216
169
138
170
246
976
38
183
724
80
40
1,207
130
108
341
188
478
72
493
44
459
453
711
211
4,502
163
267
652
120
69
4,882
786
192
203
316
295
199
167
90
432
491
114
292
317
116
4,566
262
305
845
807
641
228
185
400
130
458
242
297
126
244
124
74
615
163
387
821
595
1,791
456
535
1,338
36
428
10
68
19
27
394
3,674
4,639
46
3,324
4,363
4,286
1,175
239
713
454
455
238
1,792
221
306
586
536
660
272
126
127
376
214
301
1,889
269
29
67
651
338
0
10,645
1,347
94
159
512
486
136
425
261
3,373
61
73
7,739
545
7,776
203
2,938
513
128
939
424
382
577
300
290
147
187
8
96
832
984
3,160
1,416
747
7,367
977
36,960
345
531
1,065
1,553
584
480
1,095
1,216
1,150
420
1,433
15,153
1,120
1,703
307
653
3,206
925
766
4,444
394
2,750
791
5,711
369
1,858
2,278
772
1,211
528
12,739
2,234
281
1,445
211
341
201
4,502
440
245
1,523
263
790
7,273
594
370
380
513
2,054
867
349
154
208
283
611
899
649
469
536
321
402
666
152
676
463
364
562
597
163
574
2,387
171
474
423
1,543
809
327
7,424
460
164
27,354
769
325
315
988
168
257
230
392
172
1,370
212
12
312
1,472
634
419
346
4,065
2,069
563
375
307
564
161
226
2,817
611
2,796
306
811
540
3,238
263
815
1,573
385
284
206
308
3,931
1,117
629
699
1,155
4,075
649
178
492
306
151
106
1,036
548
4,533
140
3,126
1,549
462
1,110
10,572
1,515
32
246
797
848
6,589
493
2,410
542
1,900
186
4,722
2,062
645
2,318
1,611
144,300
13,791
11,320
82
46
1,643
186
2,854
2016-07-01 20:00:00
74
107
17
584
282
1,261
29
1,153
297
350
264
176
171
186
311
1,267
53
224
848
122
68
1,488
144
135
430
264
566
102
668
51
590
483
876
259
6,184
199
340
1,007
183
88
5,784
955
264
237
432
358
239
237
143
594
570
154
411
425
163
5,335
382
363
1,237
949
914
294
232
577
189
570
360
375
170
311
156
94
723
207
455
974
775
2,833
606
659
1,409
51
442
12
73
20
35
396
4,223
4,560
45
3,340
4,587
4,834
1,202
238
720
583
440
247
1,830
254
293
601
535
770
282
133
134
374
241
312
1,774
210
29
67
637
337
0
10,753
1,338
99
156
406
556
138
450
262
3,930
64
101
7,970
661
8,227
239
2,883
514
130
970
444
403
603
299
295
146
222
9
91
929
1,061
3,153
1,405
734
7,481
961
37,584
330
569
1,094
1,639
608
535
1,157
1,499
1,193
421
1,432
15,633
1,173
1,899
301
661
3,346
986
763
4,527
393
2,934
850
6,116
369
1,827
2,293
784
1,222
517
12,581
2,250
299
1,537
273
400
241
4,630
512
250
1,552
266
786
7,286
617
378
422
543
2,646
907
351
162
204
283
646
905
636
463
532
338
382
698
161
687
473
352
573
606
168
587
2,124
176
518
416
1,633
848
339
7,781
484
169
33,943
835
335
329
949
168
279
237
477
184
1,380
217
12
321
1,449
655
438
311
4,385
2,154
579
379
337
587
147
271
2,828
626
2,888
300
806
569
3,496
292
866
1,707
390
311
223
305
4,237
1,215
652
762
1,152
4,588
647
192
553
314
171
141
1,121
552
5,169
195
3,380
1,857
517
1,070
10,683
1,528
24
205
698
896
6,606
504
2,446
539
2,118
194
4,661
2,207
661
2,560
1,686
166,700
14,271
11,843
79
46
1,629
182
2,946
2016-07-01 21:00:00
22
107
25
722
311
1,276
25
1,376
343
367
258
177
169
185
293
1,469
60
268
861
151
74
1,524
136
140
441
266
557
89
690
60
672
481
898
273
6,071
207
349
1,197
194
86
5,937
1,067
252
234
532
368
250
272
153
642
587
163
474
432
178
5,746
423
373
1,447
923
973
298
278
590
310
634
423
408
173
309
197
118
725
234
479
1,028
805
2,875
709
806
1,350
64
427
13
71
20
42
394
4,370
4,600
47
3,263
4,534
4,912
1,126
248
728
618
457
237
2,006
258
282
607
546
770
314
126
128
377
214
309
1,834
257
30
67
651
340
0
10,836
1,342
97
144
300
600
138
443
261
3,527
67
103
7,971
697
7,796
248
2,905
525
121
974
409
417
577
287
302
155
241
9
93
935
1,129
3,304
1,294
744
7,439
957
40,126
355
585
1,112
1,684
657
521
1,166
1,610
1,127
452
1,448
15,548
1,143
1,865
306
684
3,288
1,010
808
4,344
358
2,917
810
6,292
378
1,946
2,329
790
1,183
517
12,685
2,278
304
1,491
271
403
249
4,606
460
244
1,544
267
749
7,175
598
388
426
543
2,509
908
352
167
222
286
623
904
653
456
536
341
402
684
161
695
434
366
570
625
168
565
1,912
175
515
389
1,693
861
348
7,642
495
190
33,690
862
339
336
972
165
284
239
476
166
1,355
209
12
322
1,524
661
445
337
4,391
2,146
574
376
327
585
153
276
2,812
638
2,841
290
836
586
3,592
331
894
1,475
381
317
211
310
4,188
1,240
680
783
1,155
4,610
654
201
553
310
206
142
1,153
582
5,221
201
3,375
1,865
521
1,069
10,712
1,491
32
123
694
872
6,441
506
2,427
552
2,121
210
6,798
2,177
675
2,576
1,544
160,700
13,183
12,000
81
49
1,956
182
3,003
2016-07-01 22:00:00
19
113
20
788
332
1,273
24
1,514
347
370
257
185
176
225
311
1,573
66
263
902
144
62
1,483
159
147
469
284
563
98
715
54
669
496
873
285
6,434
220
336
1,164
205
95
5,818
902
332
240
540
392
251
233
162
675
628
159
509
460
178
5,489
380
344
1,394
914
1,073
309
298
626
329
579
441
425
173
322
216
142
736
239
532
977
918
2,476
736
744
1,369
36
421
12
66
20
39
404
3,707
4,471
46
3,237
4,550
4,876
1,102
241
720
546
364
248
2,092
286
299
598
547
825
335
133
117
376
233
241
1,850
210
29
67
669
339
0
10,715
1,359
100
144
299
590
139
448
262
3,732
64
103
8,073
666
8,104
239
2,938
519
122
997
420
391
492
198
310
154
234
9
85
937
1,119
3,261
1,094
735
7,285
980
37,209
343
583
1,079
1,680
645
511
1,202
1,350
1,210
431
1,588
15,860
1,189
1,849
314
684
3,233
954
808
4,208
354
2,905
852
6,040
373
1,976
2,340
793
1,261
485
13,318
2,321
294
1,555
224
427
227
3,077
517
244
1,505
254
743
7,113
597
369
409
524
2,567
861
342
167
212
286
623
917
647
358
531
333
404
705
152
704
426
364
573
586
172
603
1,912
178
483
386
1,651
847
342
7,065
470
193
32,775
838
372
327
1,015
172
284
245
464
172
1,349
224
12
320
1,480
661
433
315
4,562
2,158
596
376
336
591
148
218
2,838
617
2,759
296
850
563
3,761
342
790
1,405
364
311
215
299
4,140
1,230
657
704
1,238
4,676
688
207
541
308
222
143
1,163
634
5,222
220
3,338
1,855
556
1,059
10,692
1,474
24
246
681
872
6,549
505
2,602
554
2,065
213
7,101
2,123
448
2,571
1,640
168,000
12,619
11,797
78
53
2,017
177
2,964
2016-07-01 23:00:00
74
113
20
766
338
1,318
23
1,345
296
377
239
185
181
257
290
1,488
58
288
887
118
53
1,642
176
150
452
305
556
89
692
51
679
551
966
296
5,956
212
305
1,064
182
87
5,579
941
347
242
466
426
255
219
198
703
634
158
431
422
177
6,105
385
362
1,460
931
1,055
295
312
659
298
546
408
437
173
330
219
114
673
216
541
945
961
2,949
799
673
1,320
37
410
12
64
19
32
409
3,749
4,513
46
3,244
4,464
4,834
1,112
248
716
491
363
248
2,241
222
294
611
570
770
284
120
94
376
166
234
1,198
222
30
67
592
339
0
10,767
1,354
103
142
292
591
140
438
261
3,569
68
98
7,983
648
8,242
235
2,916
333
104
916
406
389
383
188
335
142
193
8
83
961
1,101
3,362
1,009
738
7,353
979
38,459
347
573
1,099
1,686
626
511
1,193
1,938
1,222
354
1,616
15,808
1,189
1,926
299
676
3,006
964
810
4,431
365
2,852
880
5,901
384
1,845
2,366
798
1,232
477
13,161
2,364
302
1,496
162
389
249
2,754
425
247
1,430
263
708
7,039
619
418
426
553
2,534
861
334
169
221
287
592
905
652
331
530
332
396
638
152
684
430
379
557
633
179
609
1,935
184
523
388
1,678
904
344
6,490
459
176
32,524
791
370
327
1,006
168
263
250
471
164
1,313
207
12
319
1,496
616
433
335
4,213
1,818
587
381
314
615
149
203
2,771
600
2,631
311
829
574
3,783
338
803
1,354
370
312
221
294
4,212
1,179
673
737
1,175
4,646
658
202
534
312
226
144
1,180
643
5,219
200
3,362
1,879
528
1,056
10,688
1,489
32
164
683
848
6,620
508
2,570
559
2,030
215
6,730
2,168
281
2,720
1,517
159,400
12,395
12,024
82
33
2,184
186
2,921
2016-07-02 00:00:00
60
104
13
684
336
1,231
26
1,204
287
368
250
171
175
226
280
1,280
65
278
770
114
41
1,260
154
146
413
269
495
85
679
48
596
561
742
257
5,297
201
272
1,021
139
84
5,219
867
363
224
437
390
233
212
169
679
573
146
387
383
163
5,566
365
369
1,346
867
1,052
275
312
621
179
528
372
406
156
324
203
99
570
194
492
847
883
2,824
770
673
1,219
37
415
11
66
20
32
402
3,112
4,354
43
3,225
4,122
4,778
1,069
246
717
400
323
236
1,619
215
271
600
557
715
294
133
78
283
155
217
1,092
216
30
67
590
337
0
10,739
1,353
103
142
291
549
139
446
262
3,726
67
100
8,071
661
8,686
231
2,960
265
104
721
338
357
371
178
331
134
185
9
83
975
1,105
3,282
959
751
7,091
987
36,542
336
580
1,082
1,693
620
509
1,145
1,813
1,026
340
1,660
16,213
1,143
1,973
312
724
2,960
886
768
4,360
373
2,906
901
5,281
352
1,886
2,330
746
1,214
468
13,002
2,299
267
1,510
162
372
248
2,611
467
215
1,388
266
691
7,286
547
368
430
549
2,307
768
317
164
236
288
513
821
653
321
475
310
396
583
126
694
409
368
545
706
159
540
1,958
176
535
394
1,636
820
342
5,903
360
174
34,692
809
372
323
1,018
169
283
243
479
161
1,201
209
12
269
1,550
658
356
332
4,066
1,653
482
352
325
570
137
208
2,283
622
2,605
324
806
574
3,665
318
772
1,294
370
285
211
274
3,725
1,104
700
715
1,113
4,520
617
188
526
256
176
144
872
504
5,189
191
3,297
1,783
509
1,043
9,355
1,481
24
205
682
800
6,406
502
2,533
338
2,059
206
4,935
2,115
277
2,291
1,425
162,700
10,855
9,751
67
46
2,209
295
2,887
2016-07-02 01:00:00
46
99
11
576
296
1,075
23
1,042
297
327
211
164
150
211
238
1,075
61
232
717
108
33
1,030
139
133
360
207
431
76
655
64
560
523
607
210
4,366
184
255
941
134
73
5,198
760
300
211
355
322
190
200
120
582
514
136
359
359
150
5,002
355
299
1,040
802
916
243
254
569
156
476
303
358
156
292
166
73
471
182
429
920
704
2,339
680
434
1,155
53
414
13
70
20
35
400
1,936
3,346
43
3,031
2,755
4,689
900
233
713
426
298
241
1,590
200
263
676
533
825
252
146
67
508
145
207
1,143
198
29
67
545
337
0
10,724
1,351
104
146
288
508
138
451
261
3,998
64
104
7,995
689
8,885
237
2,982
263
105
700
342
349
386
170
281
128
179
8
79
935
1,083
3,247
999
710
7,073
968
37,168
335
514
1,115
1,609
600
497
1,065
1,690
1,104
326
1,561
16,405
1,032
1,925
306
716
3,052
917
762
4,833
360
2,834
772
4,787
306
1,810
2,332
634
1,175
502
10,634
2,161
236
1,309
147
339
230
2,248
377
201
1,195
265
627
7,212
405
340
368
484
1,810
782
308
156
221
240
456
604
533
278
396
244
450
547
116
645
367
386
556
657
130
490
1,890
136
462
342
1,372
762
313
4,276
246
157
28,523
585
320
289
892
163
247
203
429
168
1,199
210
12
203
1,466
676
233
341
3,269
1,640
384
276
301
512
141
185
1,559
632
2,138
306
710
539
3,188
254
590
1,212
370
211
204
230
3,224
994
598
645
994
3,565
567
171
517
209
171
146
712
388
5,133
185
3,007
1,648
342
704
8,557
1,414
32
205
558
799
5,589
479
1,816
240
2,039
171
4,229
2,109
269
1,473
752
150,900
7,424
8,024
65
50
2,239
347
2,820
2016-07-02 02:00:00
16
95
10
462
272
863
20
928
269
277
177
195
144
165
183
982
51
219
675
111
31
903
115
116
322
172
377
81
569
50
471
475
532
190
3,684
143
220
845
111
72
4,491
674
238
202
297
289
165
168
81
523
656
115
383
325
132
4,900
364
258
929
696
805
200
216
514
145
411
245
305
141
243
140
61
419
168
351
816
595
1,738
644
393
944
69
445
12
74
20
36
534
1,517
2,194
46
1,870
1,193
2,817
756
238
710
395
288
238
1,414
134
217
765
531
715
242
172
72
587
156
192
1,008
174
30
66
539
334
0
10,701
1,353
104
142
285
522
138
449
262
4,830
67
97
8,192
1,353
9,535
718
2,432
258
94
694
324
362
375
183
296
126
172
9
80
839
1,009
4,765
1,064
673
7,866
872
35,168
328
444
995
1,445
688
504
1,094
1,684
1,038
319
1,539
15,607
1,000
2,020
355
716
3,052
809
747
4,720
398
2,811
791
4,938
284
1,650
1,945
617
1,247
544
9,949
2,384
240
1,331
151
339
189
1,920
356
194
916
249
651
7,076
417
309
332
443
1,573
766
302
214
215
200
463
624
551
286
361
244
432
564
128
594
333
360
493
581
141
466
1,907
125
355
320
1,162
687
293
4,087
229
159
29,105
504
291
248
789
147
187
212
327
141
1,198
228
614
184
1,463
676
222
323
2,575
1,468
356
271
295
351
142
147
1,445
598
1,426
280
752
454
3,046
239
612
945
363
208
199
222
3,151
724
576
598
1,042
2,744
536
168
523
154
137
153
623
388
5,086
167
2,635
754
138
480
6,954
1,019
32
205
365
775
3,490
426
1,982
217
1,684
115
3,880
1,787
269
1,288
343
112,200
6,341
6,433
65
53
2,199
248
2,785
2016-07-02 03:00:00
16
92
12
402
252
821
17
847
239
257
170
191
145
125
162
884
49
186
575
128
26
795
94
100
287
155
359
69
448
58
410
411
469
166
3,570
116
207
765
97
50
3,686
592
209
170
281
279
153
142
64
476
615
96
397
271
111
4,053
291
231
788
589
718
171
188
421
137
375
219
280
135
233
125
56
365
159
312
698
495
1,528
509
376
848
42
614
12
74
20
37
530
887
1,494
44
1,047
1,092
1,438
743
241
710
324
263
248
1,226
97
197
937
554
825
252
218
62
585
142
179
940
174
30
69
515
333
0
10,753
1,339
103
142
276
495
137
441
261
4,322
66
96
8,234
1,468
9,856
822
2,333
256
88
709
315
379
370
195
290
132
168
9
82
1,176
1,058
3,937
1,101
655
7,024
851
36,168
332
400
981
1,205
677
452
1,091
1,696
1,055
391
1,533
14,280
994
1,671
398
668
2,922
773
722
4,740
452
3,079
714
5,129
284
1,734
1,802
619
1,218
467
9,845
2,280
238
1,381
156
337
175
1,801
344
197
858
248
688
7,112
393
334
328
460
1,643
775
303
202
226
167
436
657
550
286
373
244
392
567
118
588
325
374
491
576
131
454
1,797
127
334
331
1,033
679
292
4,216
225
167
28,939
499
275
230
696
137
178
211
318
138
1,306
215
813
179
1,472
652
225
326
2,297
1,293
352
264
287
330
146
143
1,410
611
1,349
268
726
454
2,889
215
589
969
361
190
198
224
2,968
701
570
587
1,039
2,603
549
176
540
126
143
102
611
379
5,218
138
2,308
502
129
352
4,527
553
24
205
309
750
2,348
197
1,988
141
875
119
3,752
1,101
260
1,088
263
71,600
4,343
5,388
65
47
2,009
199
2,818
2016-07-02 04:00:00
19
89
11
376
240
686
16
766
218
241
161
171
131
114
149
845
45
155
544
125
25
750
85
93
263
135
326
67
410
50
357
363
442
165
3,138
113
181
656
96
43
3,219
560
174
158
271
256
149
128
47
445
588
85
390
254
102
3,566
248
206
768
659
683
167
168
385
130
335
212
262
135
210
121
56
351
137
289
622
446
1,527
417
365
769
46
581
11
70
20
30
530
851
1,392
42
1,020
912
1,409
719
227
710
315
243
246
911
80
177
1,021
533
770
262
178
70
586
125
187
903
162
29
68
527
335
0
10,773
1,334
104
145
272
561
137
446
262
5,112
68
106
7,644
805
10,198
571
2,377
252
88
648
311
357
341
186
283
129
177
10
83
1,225
1,112
3,549
1,103
657
7,828
831
36,000
318
402
928
1,715
636
415
1,109
1,708
1,035
322
1,552
14,482
985
1,645
393
793
2,969
729
718
4,821
398
4,177
730
4,698
273
1,781
1,650
567
1,212
484
10,528
2,320
235
1,359
142
368
170
1,718
312
185
877
238
689
6,817
393
320
341
436
1,643
750
302
152
225
167
436
660
560
296
390
228
386
580
115
609
333
364
490
560
135
444
1,804
127
326
334
985
660
292
4,058
227
158
28,021
502
247
212
691
144
199
202
313
132
1,812
235
789
181
1,399
649
232
337
2,250
1,221
354
263
315
335
136
139
1,414
582
1,478
276
742
444
2,878
200
592
960
375
182
184
229
3,016
659
548
596
1,010
2,520
536
172
531
123
132
84
615
379
4,980
138
2,127
506
128
302
4,407
527
32
164
278
700
2,336
124
1,668
97
810
123
3,736
1,041
263
1,137
258
68,600
4,284
5,069
65
46
2,051
180
2,820
2016-07-02 05:00:00
16
88
193
298
199
528
12
719
172
183
126
149
100
110
132
549
31
128
486
120
19
735
68
69
216
107
284
52
342
59
290
376
433
119
2,411
80
121
457
98
35
2,610
430
136
142
214
203
126
123
35
429
529
84
378
242
60
2,592
166
164
561
554
518
135
135
316
139
265
144
248
125
175
104
41
267
136
233
505
346
1,087
297
366
597
38
516
9
66
19
31
540
808
1,248
43
867
910
1,092
630
229
713
329
243
245
590
40
152
1,124
549
715
252
0
63
581
138
185
855
156
30
65
522
333
0
10,709
1,355
100
138
276
674
137
446
261
5,446
66
104
7,872
702
9,204
517
2,399
281
92
655
307
347
338
173
276
138
174
9
84
1,224
1,275
3,289
1,063
667
8,302
806
35,751
335
400
957
1,581
617
450
1,138
1,648
974
344
1,537
13,917
1,049
1,604
398
692
3,041
717
739
4,571
380
3,581
754
4,585
275
1,682
1,673
580
1,221
479
10,528
2,472
234
1,419
146
341
173
1,807
299
186
900
244
715
6,867
390
344
374
427
1,557
744
295
166
215
150
431
695
567
294
382
230
390
556
127
580
348
370
477
570
129
446
1,763
129
315
328
1,021
698
295
4,008
220
159
27,688
490
247
201
697
140
196
197
316
137
1,885
223
759
190
1,449
595
245
320
2,186
1,228
342
260
323
329
141
139
1,378
610
1,497
264
740
440
2,855
201
573
924
381
175
192
224
2,943
693
530
587
966
2,335
530
172
548
120
100
85
611
374
4,977
140
1,761
370
128
227
3,504
418
24
164
262
725
2,299
124
1,673
95
805
122
3,654
1,063
258
895
256
66,900
4,087
4,797
64
33
2,065
199
2,834
2016-07-02 06:00:00
18
90
11
253
184
505
9
904
150
151
111
169
90
115
118
469
25
131
495
119
16
773
60
59
198
89
257
46
374
40
231
411
455
103
2,138
72
104
410
93
30
2,600
357
107
133
186
178
123
123
37
412
494
84
346
221
47
3,412
130
159
484
425
452
117
122
281
127
252
119
234
108
159
97
36
237
132
198
429
413
1,013
274
370
507
36
430
8
67
19
35
532
708
912
43
679
911
1,015
620
228
716
307
232
238
309
39
134
1,185
534
715
366
0
69
585
137
195
843
156
30
64
522
331
0
10,777
1,361
107
137
277
706
136
435
262
5,301
67
107
7,805
678
9,516
515
2,256
252
84
640
294
325
338
179
278
131
174
9
83
1,174
1,188
3,261
1,399
645
7,931
827
40,251
334
467
1,095
1,846
612
509
1,164
1,938
1,014
301
1,658
14,338
1,072
1,668
379
692
3,195
793
691
4,547
352
3,448
746
4,723
306
1,672
1,668
833
1,169
587
10,160
2,360
231
1,372
140
337
196
1,718
314
196
1,002
245
851
6,608
418
318
354
429
1,564
749
295
141
228
168
443
745
731
282
381
229
386
566
122
578
347
364
504
579
129
430
1,786
125
313
343
1,018
667
291
4,038
227
171
26,437
480
249
205
678
140
210
197
322
151
1,798
198
759
184
1,458
640
240
343
2,115
1,212
342
272
277
335
135
136
1,378
586
1,538
266
729
438
2,857
198
580
936
352
177
185
225
3,225
684
535
509
997
2,336
522
169
539
124
112
84
611
369
4,918
141
1,440
312
128
209
3,321
385
32
123
260
725
2,290
115
1,537
96
815
123
3,608
888
265
834
253
61,900
4,010
4,184
65
48
2,134
228
2,852
2016-07-02 07:00:00
16
91
9
249
190
545
10
877
161
171
109
170
95
115
119
517
26
134
490
113
18
787
68
68
188
100
270
46
291
44
255
347
463
156
2,706
82
121
372
97
34
2,958
404
132
126
188
192
113
125
34
404
349
86
275
186
59
3,490
143
163
529
375
468
127
131
287
123
260
136
237
130
156
96
40
275
124
209
482
380
992
289
357
571
36
479
8
64
19
29
516
688
952
44
684
893
1,010
613
232
708
305
235
249
265
38
143
1,062
560
770
262
0
57
255
125
203
852
156
29
64
536
334
0
10,710
1,365
109
140
328
702
136
449
261
6,138
66
103
7,527
660
8,050
524
2,190
267
118
631
320
309
333
175
314
130
163
9
92
1,424
1,171
3,930
1,307
770
8,054
883
54,042
369
753
1,011
1,944
637
690
1,200
1,962
1,116
619
2,494
14,708
1,096
1,627
388
716
3,962
959
1,105
4,915
394
3,558
818
5,104
468
1,881
1,692
817
1,217
622
10,159
2,422
231
2,253
144
322
276
2,408
303
234
1,157
307
874
7,211
528
307
480
434
1,701
1,146
368
223
220
153
493
761
823
318
419
271
412
545
190
614
447
424
653
693
167
685
1,734
126
359
338
1,027
649
281
4,097
225
254
26,770
494
286
203
679
143
236
201
310
158
2,406
214
763
246
2,574
661
233
360
2,303
1,599
337
265
289
421
140
186
1,728
636
1,460
376
709
558
2,929
195
548
876
379
180
240
237
3,139
681
544
625
1,677
2,335
566
167
521
132
165
87
626
443
4,827
138
1,366
427
130
204
3,291
429
24
205
258
725
2,237
122
1,296
96
828
123
3,487
885
324
822
386
60,400
4,145
4,161
64
38
2,278
197
2,798
2016-07-02 08:00:00
15
93
10
354
225
644
16
850
200
238
138
176
119
123
148
731
33
169
594
97
44
758
81
87
224
125
318
60
449
53
386
474
446
211
3,160
109
169
590
92
44
3,209
496
160
141
226
235
132
133
27
365
407
87
280
233
94
5,387
216
191
688
470
574
145
149
368
122
382
205
229
166
257
102
51
342
129
256
546
525
1,359
438
370
677
54
466
11
72
19
39
518
852
1,302
66
1,020
1,208
1,202
797
326
741
295
250
238
313
39
120
1,349
540
825
585
0
73
243
186
262
1,773
168
30
64
532
333
0
10,802
1,362
106
134
334
686
136
680
262
5,498
67
361
7,493
681
8,496
497
2,102
498
158
857
373
508
482
175
505
120
178
7
90
1,385
1,218
4,916
1,260
968
9,337
1,725
59,543
526
752
1,066
2,189
1,098
747
1,378
2,214
1,715
664
3,001
15,633
1,143
2,276
627
910
3,908
1,206
1,367
5,849
534
4,188
1,213
10,028
518
1,869
2,345
987
1,411
888
10,528
2,602
281
2,338
168
384
298
4,606
466
256
1,539
331
1,111
8,163
614
455
542
595
1,927
2,189
396
268
301
207
711
924
773
344
460
308
496
803
260
767
539
673
685
1,037
235
746
3,385
119
570
353
1,123
724
356
5,880
304
245
37,111
641
456
389
694
253
248
352
350
163
3,150
217
1,120
310
2,196
966
318
507
3,028
1,562
492
350
485
548
329
300
2,581
823
1,897
463
706
653
3,743
353
671
1,531
490
220
372
353
5,961
1,099
1,003
892
2,219
2,520
794
226
555
227
175
150
670
708
4,862
211
1,377
499
152
235
4,113
488
32
164
256
897
2,348
119
1,079
95
861
122
3,321
920
379
866
434
55,900
4,369
4,343
65
56
2,304
212
2,746
2016-07-02 09:00:00
14
109
9
450
221
755
15
874
218
219
146
160
141
131
173
843
35
169
683
97
61
848
85
78
237
155
426
55
468
75
462
497
499
205
3,979
113
192
660
117
46
3,360
496
161
166
294
252
139
168
55
395
392
85
319
272
87
5,053
233
224
812
599
698
163
151
375
175
398
219
258
156
265
109
53
377
140
275
619
562
1,665
498
366
722
62
479
8
119
211
39
554
974
1,532
90
1,104
1,304
1,289
929
325
907
383
211
266
278
27
128
1,513
595
165
0
0
215
701
350
341
2,127
297
28
64
553
334
0
11,071
1,404
99
141
489
772
135
827
261
6,328
65
449
7,718
858
11,389
483
3,642
857
180
1,003
537
665
705
289
625
216
263
9
119
1,451
1,239
5,485
1,421
1,170
9,362
1,578
83,543
525
795
1,245
2,496
1,095
763
1,520
2,441
1,631
697
3,102
17,288
1,478
2,539
606
1,049
4,442
1,289
1,423
6,570
600
4,376
1,784
10,280
539
2,136
2,721
1,138
1,374
1,106
12,581
2,612
445
2,419
274
512
322
4,729
609
285
1,368
429
1,564
11,644
802
451
740
748
2,659
1,783
674
303
396
254
919
1,365
811
628
691
434
542
875
242
768
748
679
962
1,074
370
814
3,402
252
618
571
1,555
1,408
488
9,013
332
329
47,285
1,170
470
436
1,021
309
400
449
626
264
3,566
250
1,256
271
2,717
1,424
312
611
3,322
1,963
756
492
635
933
304
380
2,945
1,185
2,597
652
1,300
979
4,394
320
1,080
2,061
611
366
413
557
6,934
1,339
1,106
1,096
2,168
4,788
830
383
703
275
166
163
647
773
6,142
238
1,605
568
168
247
5,020
531
32
0
243
1,021
2,669
107
1,113
96
917
124
3,381
1,218
807
890
287
54,300
4,369
4,570
70
58
2,344
524
3,003
2016-07-02 10:00:00
43
117
10
410
167
797
14
910
457
196
139
360
148
109
165
1,149
33
166
643
144
57
998
68
59
217
147
399
36
362
104
432
523
588
166
3,662
101
184
584
116
41
3,589
478
171
166
281
264
131
142
20
366
410
79
273
273
65
4,925
200
219
852
586
645
163
158
391
256
346
174
225
128
236
109
49
454
141
278
803
528
1,844
680
566
838
74
513
127
696
172
103
647
1,034
1,674
152
1,266
1,339
1,870
1,355
417
1,110
475
188
284
332
38
255
1,787
643
0
0
0
225
671
307
339
2,004
320
29
65
534
340
0
11,154
1,480
100
148
596
1,028
133
1,318
261
7,072
464
452
7,931
1,797
11,193
723
5,094
829
185
1,245
519
629
761
413
675
268
408
7
113
1,345
1,279
5,391
1,521
1,178
9,938
1,529
98,377
496
830
1,542
2,537
1,091
918
1,604
2,617
1,549
865
3,703
18,112
2,283
2,583
582
1,065
4,759
1,561
1,447
6,776
617
4,116
1,321
11,496
546
2,570
2,700
1,129
1,581
1,209
16,685
2,859
373
2,592
313
663
310
4,838
498
311
1,370
462
1,658
10,657
715
545
720
815
2,229
1,969
690
239
407
339
943
1,418
944
610
663
522
545
963
263
821
674
844
851
1,085
480
1,088
3,343
276
629
508
1,678
1,213
443
10,165
369
328
46,868
1,216
469
417
1,001
273
371
489
701
325
3,916
450
1,171
348
3,570
1,376
328
628
4,229
2,019
762
437
719
824
363
433
3,055
961
2,152
668
1,318
1,029
4,306
324
1,317
2,313
617
368
374
503
6,750
1,463
1,126
1,153
2,348
4,683
815
347
827
370
171
177
965
791
5,703
281
2,204
537
144
291
4,794
646
24
0
259
1,046
2,811
85
1,057
95
893
121
3,358
1,435
1,204
824
464
60,600
4,504
6,024
78
58
1,492
571
3,061
2016-07-02 11:00:00
70
116
15
430
171
782
12
1,055
503
208
182
419
194
145
204
1,174
38
151
678
176
48
998
82
67
253
146
397
33
357
233
385
631
588
193
4,115
89
172
594
130
49
4,121
714
206
180
345
277
149
136
28
477
515
103
301
246
62
5,926
196
200
1,072
814
695
188
171
413
295
383
192
237
169
227
134
65
498
242
293
1,108
504
1,844
749
846
938
87
524
846
821
217
103
803
1,254
2,714
190
1,695
2,211
3,090
2,717
533
1,135
485
223
437
543
94
244
2,131
636
0
0
0
177
609
322
350
2,017
356
28
64
552
333
0
11,261
1,510
97
144
588
1,106
137
1,215
262
7,236
486
483
7,449
2,096
11,266
596
5,402
789
187
1,363
547
673
727
418
660
276
480
8
122
1,639
1,622
7,606
1,999
1,401
11,214
2,281
105,085
743
1,084
1,939
3,381
1,326
980
1,836
3,556
2,248
973
3,815
26,044
2,345
3,504
865
1,514
5,069
1,937
1,832
8,952
754
5,234
1,425
16,394
671
3,652
3,143
1,410
1,975
1,257
24,370
4,064
420
2,482
403
772
401
5,130
610
374
1,485
517
1,719
11,311
831
605
697
843
2,375
2,302
783
339
457
329
1,169
1,789
1,248
636
730
602
625
896
298
845
883
1,109
908
1,131
545
1,386
3,557
307
700
639
1,927
1,510
517
10,442
418
357
47,702
1,346
511
479
1,066
302
420
610
730
350
3,336
580
1,200
475
3,642
1,511
429
659
4,774
2,710
792
495
537
946
387
468
3,810
962
2,425
709
1,881
1,126
4,586
358
1,268
2,583
789
427
408
471
7,007
1,716
1,185
1,180
2,790
5,765
923
441
1,202
441
469
231
1,135
977
9,870
508
3,674
830
256
353
8,162
1,087
32
0
487
1,421
6,112
186
1,409
204
1,308
162
6,911
1,593
1,505
1,450
1,488
96,500
5,577
8,661
100
109
1,763
610
3,350
2016-07-02 12:00:00
67
125
15
410
214
887
15
1,281
486
207
186
395
206
153
217
1,245
39
173
721
162
42
1,082
104
67
290
163
383
36
390
290
462
667
636
207
4,433
145
196
727
123
48
4,611
859
212
201
343
307
163
176
62
510
551
100
340
292
75
5,694
241
216
1,248
870
740
207
211
543
288
402
225
298
220
249
154
64
498
267
305
1,183
553
1,771
739
753
997
64
571
888
606
239
93
862
2,549
4,178
246
2,919
3,083
5,754
3,936
851
1,085
493
266
491
648
181
226
2,146
683
0
0
0
194
562
366
381
2,003
362
29
68
554
340
0
11,427
1,529
100
136
589
1,109
136
1,188
261
7,503
432
491
7,419
1,661
10,953
529
6,095
762
189
1,489
520
714
728
457
660
297
547
7
127
1,723
1,805
8,570
2,268
1,455
12,210
2,331
92,585
816
1,117
1,982
3,506
1,274
1,072
2,183
3,892
2,551
1,007
3,867
27,396
2,430
4,129
866
1,622
5,082
1,974
1,830
10,179
1,031
5,662
1,595
16,685
772
4,174
3,322
1,503
2,054
1,318
25,528
4,542
456
2,515
450
715
426
5,129
646
386
1,774
491
1,566
12,137
788
654
743
849
2,612
2,162
824
334
488
357
1,241
1,772
1,107
775
751
623
630
865
297
857
930
952
926
1,178
515
1,242
3,784
336
710
659
1,966
1,461
537
10,204
441
428
54,905
1,382
517
521
1,131
328
437
627
760
382
3,199
639
1,194
502
2,953
1,560
444
685
4,934
2,753
763
524
521
916
400
473
3,907
970
2,873
720
1,919
1,264
4,659
370
1,326
2,659
772
434
476
501
7,300
1,758
1,204
1,167
2,771
5,913
928
436
1,259
454
485
245
1,153
1,133
13,477
830
5,405
1,320
476
969
10,190
1,382
32
0
505
4,107
7,251
238
1,833
540
2,457
213
10,639
2,923
1,530
1,648
1,757
143,600
10,420
9,138
434
173
1,702
595
3,469
2016-07-02 13:00:00
68
125
16
492
215
1,052
18
1,288
471
207
218
454
210
162
230
1,229
42
183
859
167
39
1,190
100
90
301
194
422
45
440
313
569
660
700
234
5,503
178
241
675
145
59
4,687
1,010
235
179
281
359
172
179
71
527
598
107
311
287
81
6,823
234
237
1,075
998
687
247
249
556
213
412
244
301
278
284
156
65
473
247
340
1,305
538
1,949
693
700
1,150
58
563
866
411
230
118
905
3,702
5,865
286
3,988
3,423
6,256
3,948
1,006
1,108
430
293
480
1,164
161
254
2,264
697
0
0
0
233
540
328
372
2,142
338
29
68
573
347
0
11,465
1,546
99
148
600
1,085
138
1,154
262
8,138
445
502
7,647
1,541
10,922
491
5,853
749
203
1,475
553
741
878
342
636
278
466
9
127
1,700
1,819
8,419
2,434
1,458
12,336
2,363
98,418
807
1,098
2,046
3,583
1,187
1,073
2,259
3,981
2,765
1,007
3,904
27,271
2,525
4,105
884
1,661
5,141
1,969
1,823
10,081
1,057
5,791
1,568
16,254
755
4,282
3,310
1,606
1,972
1,406
25,371
4,552
423
2,497
432
707
429
5,145
565
400
1,847
495
1,613
12,619
824
627
778
846
2,501
2,253
840
359
521
341
1,340
2,163
1,179
718
809
703
655
945
331
936
956
953
894
1,237
519
1,370
3,532
366
750
680
2,101
1,418
544
10,642
441
454
54,518
1,518
543
517
1,184
340
392
634
745
394
3,231
561
1,227
509
2,917
1,811
418
654
4,763
2,599
736
555
504
925
394
454
4,113
1,001
3,138
751
2,078
1,283
4,637
377
1,352
2,580
833
467
470
513
7,785
1,672
1,243
1,226
2,873
5,847
911
419
1,158
402
503
242
1,032
1,184
14,384
777
5,867
1,692
562
1,018
10,717
1,509
24
0
505
4,705
8,118
242
2,448
669
3,359
630
9,290
3,116
1,545
1,846
1,768
154,400
12,475
9,297
493
137
1,785
574
3,505
2016-07-02 14:00:00
95
125
16
556
196
1,064
19
1,389
387
195
232
395
194
170
293
1,350
48
186
895
120
48
1,035
105
106
375
204
488
56
497
284
590
711
609
232
5,161
178
240
775
149
65
5,470
1,109
235
180
302
363
199
181
96
480
604
119
324
298
87
6,694
219
254
1,103
1,144
792
263
283
520
176
450
251
315
234
281
167
67
540
247
398
1,341
530
1,992
730
677
1,196
56
589
173
160
237
97
851
3,933
5,376
291
3,557
3,881
6,169
4,064
1,007
1,188
313
271
458
1,159
209
310
1,950
661
0
0
0
223
534
342
366
2,034
320
28
68
608
351
0
11,446
1,550
102
146
643
1,120
140
1,072
261
8,123
506
535
7,820
1,507
10,795
578
5,754
790
201
1,405
570
732
803
345
597
255
465
8
128
1,726
1,846
8,296
2,431
1,421
11,998
2,309
96,293
780
1,153
2,084
3,729
1,280
1,108
2,368
3,987
2,639
1,045
3,945
28,271
2,572
4,109
884
1,661
5,348
1,796
1,816
9,779
1,077
5,666
1,537
16,255
770
4,036
3,428
1,632
1,983
1,342
25,581
4,380
415
2,565
446
711
441
5,140
688
390
1,765
530
1,748
11,891
819
610
719
882
2,626
2,216
850
385
478
356
1,297
2,315
1,233
715
793
683
696
1,023
313
972
907
971
896
1,338
531
1,356
3,387
338
759
684
2,056
1,361
572
9,875
448
489
54,433
1,460
524
535
1,151
378
443
645
752
398
3,255
533
1,230
507
3,805
1,684
433
721
4,928
2,568
694
551
661
912
419
398
4,175
1,044
3,272
744
1,940
1,230
5,244
369
1,366
2,704
808
447
444
559
7,995
1,651
1,280
1,247
2,789
5,831
945
444
1,225
420
503
322
963
1,172
14,806
777
5,729
1,692
571
1,039
10,592
1,477
32
0
624
4,680
11,589
246
2,571
710
3,437
448
10,289
3,682
1,468
3,042
2,091
198,800
13,395
9,570
508
75
2,509
686
3,586
2016-07-02 15:00:00
66
120
16
438
198
1,023
17
1,208
290
182
174
340
189
162
228
1,345
36
187
716
90
49
979
107
94
304
191
433
40
703
155
476
657
576
225
5,207
152
192
831
126
53
4,600
948
215
178
255
328
177
159
87
417
442
105
265
307
70
5,822
272
231
808
1,046
701
226
249
443
132
432
232
307
142
246
133
62
556
219
352
1,227
487
1,486
688
540
1,142
50
710
105
433
234
69
845
4,209
6,146
285
3,636
4,260
6,026
4,127
997
1,271
362
262
433
1,466
224
327
1,803
679
0
0
0
222
528
341
347
2,082
321
29
68
594
352
0
11,451
1,534
98
169
640
1,103
141
1,049
262
7,740
483
514
7,712
1,308
10,452
559
5,413
720
221
1,412
564
749
722
374
684
256
506
10
132
1,844
1,854
8,822
2,366
1,366
12,044
2,269
102,626
739
1,134
2,073
3,803
1,324
1,104
2,440
3,941
2,705
1,025
3,964
29,103
2,830
4,154
867
1,660
5,082
1,815
1,852
10,235
1,064
5,844
1,538
16,255
800
4,335
3,479
1,586
2,052
1,390
25,739
4,304
435
2,777
441
686
427
4,603
620
384
1,696
500
1,790
11,928
836
718
713
823
2,538
2,184
776
359
467
342
1,255
2,235
1,285
718
781
654
674
926
343
897
886
959
861
1,239
506
1,286
3,597
348
732
674
2,302
1,267
547
10,841
459
481
51,594
1,350
547
528
1,108
357
406
626
773
395
4,144
521
1,302
494
3,712
1,596
446
674
4,521
2,513
695
535
774
924
410
399
4,190
959
2,992
739
2,049
1,252
4,773
384
1,421
2,620
833
428
434
614
7,227
1,672
1,273
1,138
3,002
5,972
936
429
1,233
379
498
328
941
1,172
14,888
846
5,910
1,672
1,085
1,036
10,679
1,485
32
0
1,070
4,705
10,091
259
2,586
713
3,407
564
9,919
4,126
1,495
3,094
1,876
198,600
13,395
9,502
513
86
2,461
661
3,506
2016-07-02 16:00:00
88
121
15
434
231
961
17
1,193
453
189
207
407
219
171
241
1,337
37
169
708
155
47
1,006
106
94
278
166
407
47
704
226
447
602
593
196
5,547
138
190
741
143
56
4,425
874
194
185
268
323
147
157
94
431
427
103
286
321
78
6,233
234
219
949
1,204
726
194
223
471
161
395
207
307
169
233
114
56
567
223
338
1,591
540
1,602
640
603
1,169
72
674
125
212
215
106
823
4,258
6,534
264
3,831
4,315
6,061
4,151
989
1,197
353
287
437
1,203
195
294
1,991
717
0
0
0
206
515
313
349
2,061
350
28
67
580
348
0
11,480
1,548
94
175
633
1,131
138
1,062
261
7,668
474
506
7,768
1,387
10,163
515
5,677
725
208
1,267
569
731
692
385
680
257
494
9
123
2,094
1,802
8,384
2,337
1,455
12,159
2,240
98,084
745
1,138
2,024
3,792
1,301
1,047
2,345
3,904
2,623
929
3,982
28,910
2,830
4,041
875
1,637
5,165
1,782
1,869
10,128
1,141
5,463
1,776
16,319
741
4,444
3,388
1,541
2,047
1,395
25,948
4,330
420
2,556
460
669
400
4,788
641
396
1,694
563
1,643
11,902
790
641
719
824
2,729
1,966
778
349
446
351
1,221
2,110
1,219
779
801
582
664
987
340
911
926
982
913
1,222
509
1,298
3,370
336
725
669
2,158
1,381
546
9,409
453
446
52,652
1,335
539
497
1,094
347
409
597
719
377
4,094
536
1,219
495
3,279
1,321
448
661
4,662
2,497
668
521
793
803
381
389
4,102
898
3,042
699
2,119
1,192
4,733
374
1,332
2,577
828
421
433
601
7,435
1,668
1,234
1,180
2,751
5,713
894
425
1,097
370
492
329
910
1,176
14,963
832
6,086
1,652
712
1,036
10,576
1,468
24
0
683
4,754
10,544
256
2,820
735
3,417
463
9,093
3,143
1,307
3,022
1,889
205,600
14,816
13,093
509
169
2,532
593
3,421
2016-07-02 17:00:00
67
118
16
400
258
902
17
1,244
499
184
224
442
214
148
224
1,216
35
167
773
146
49
998
107
79
298
154
406
43
437
300
487
647
587
222
5,047
133
198
675
172
55
4,176
921
223
192
248
329
157
163
94
395
452
120
265
297
67
7,514
200
192
908
1,368
778
189
203
463
151
408
184
308
186
250
106
70
540
239
303
1,365
548
1,497
530
585
1,044
106
690
138
178
214
94
844
4,347
6,400
268
3,918
4,315
6,270
4,140
976
1,051
237
308
450
1,175
176
288
1,747
688
0
0
0
167
501
321
348
2,044
338
29
67
534
347
0
11,432
1,576
96
164
616
1,070
140
1,062
262
7,982
495
498
8,011
1,855
10,307
571
5,732
695
200
1,345
641
699
736
342
624
276
449
9
125
1,980
1,811
8,649
2,284
1,476
11,891
2,388
100,043
725
1,143
2,030
3,646
1,253
1,081
2,235
3,862
2,570
962
3,897
28,767
2,791
4,074
892
1,684
5,292
1,798
1,863
9,946
1,090
5,512
1,867
15,535
723
4,248
3,426
1,473
2,022
1,362
26,370
4,416
426
2,648
442
674
423
4,863
559
371
1,626
514
1,696
12,260
792
651
704
829
2,533
2,038
882
347
449
359
1,251
2,085
1,260
690
869
589
654
997
340
917
933
972
911
1,250
511
1,302
3,245
346
743
671
2,116
1,413
556
9,458
447
449
52,400
1,309
544
516
1,050
340
405
601
759
379
3,681
564
1,255
480
3,394
1,179
469
793
4,485
2,558
658
517
754
773
355
393
4,133
912
3,065
715
2,005
1,147
4,710
371
1,309
2,589
831
396
407
618
7,573
1,664
1,206
1,189
2,592
5,550
930
442
1,113
381
505
332
926
1,180
14,906
903
6,170
1,726
708
1,111
10,721
1,516
32
0
561
4,730
9,193
251
2,955
747
3,874
490
9,199
3,817
1,193
3,010
1,992
201,400
14,960
15,798
509
118
2,536
599
3,380
2016-07-02 18:00:00
92
111
16
406
246
935
22
1,177
501
180
232
425
205
142
239
1,230
33
169
872
136
51
951
96
97
300
174
388
41
426
301
517
765
560
228
5,274
129
224
665
159
63
4,492
949
239
164
269
329
166
172
73
405
471
117
265
263
75
6,976
212
209
848
1,441
830
204
224
464
161
394
201
311
193
239
127
53
527
234
289
1,382
543
1,613
564
659
1,060
107
681
105
130
218
96
937
4,522
6,849
258
4,007
4,334
6,233
4,083
1,002
1,122
224
257
447
1,173
179
295
1,745
684
0
0
0
194
498
347
346
1,980
186
28
69
546
347
0
11,476
1,545
97
163
613
1,084
140
1,073
261
8,011
517
528
8,532
2,107
10,854
751
5,853
780
208
1,288
648
676
736
428
662
275
465
10
122
1,980
1,764
9,254
2,365
1,448
11,976
2,298
100,001
800
1,136
2,124
3,665
1,254
1,089
2,241
3,933
2,803
991
3,983
28,784
2,728
4,090
859
1,668
5,273
2,022
1,864
9,880
1,121
5,498
1,711
16,040
738
4,211
3,658
1,500
2,083
1,370
25,475
4,362
428
2,538
446
739
421
5,031
631
409
1,810
542
1,711
12,397
818
633
670
866
2,671
2,024
824
333
468
357
1,258
2,124
1,271
692
807
600
634
1,052
335
920
917
962
865
1,232
528
1,298
3,289
372
721
694
2,134
1,408
566
9,747
455
450
50,649
1,380
536
533
1,146
328
395
612
797
382
4,178
555
1,305
524
3,342
1,458
469
726
4,804
2,534
701
523
746
806
363
393
4,241
920
3,015
703
2,055
1,129
4,839
369
1,387
2,565
808
454
424
570
7,458
1,509
1,244
1,224
2,592
5,714
959
467
1,240
385
550
341
890
1,167
15,223
845
6,182
1,818
800
1,326
11,916
1,687
32
0
884
4,852
12,620
330
3,018
762
4,087
560
10,707
3,614
1,311
3,013
1,980
206,400
14,985
17,047
510
91
3,021
1,000
3,410
2016-07-02 19:00:00
51
106
16
566
314
1,138
21
1,289
457
208
265
409
214
189
232
1,523
41
177
1,080
151
48
1,227
131
87
335
206
470
51
487
273
549
773
723
249
6,046
159
239
784
172
65
4,774
948
231
176
323
352
185
198
97
359
555
132
303
285
101
7,797
269
256
889
1,517
854
235
233
531
168
449
230
342
230
281
129
60
615
240
366
1,370
559
1,813
687
722
1,113
58
665
14
149
214
102
907
5,108
8,232
274
4,314
4,480
6,286
4,030
1,101
1,410
293
270
473
1,605
198
316
1,842
726
0
0
0
210
537
331
349
2,088
204
29
68
554
344
0
11,441
1,559
95
161
597
1,110
142
1,046
262
7,446
667
533
8,728
2,179
12,121
860
5,699
753
226
1,285
720
733
770
487
620
264
477
8
134
2,068
1,731
8,750
2,435
1,463
11,887
2,525
102,459
781
1,232
2,146
3,814
1,294
1,185
2,566
3,979
2,725
955
4,039
30,456
2,736
4,111
879
1,762
5,282
2,002
1,923
9,657
1,086
5,640
1,810
16,660
756
4,243
3,484
1,485
2,050
1,382
25,055
4,425
461
2,706
465
790
431
5,544
624
389
1,948
551
2,123
13,249
848
701
703
812
2,775
2,145
882
345
461
407
1,362
2,088
1,220
772
842
623
678
1,049
338
944
980
1,019
853
1,365
543
1,346
3,491
359
763
744
2,209
1,390
588
10,802
487
466
53,071
1,418
573
535
1,333
365
478
626
759
422
4,353
584
1,346
562
3,651
1,771
484
756
5,139
2,793
709
581
762
842
352
448
4,330
942
3,250
708
2,039
1,221
4,912
360
1,267
2,786
807
452
434
618
7,956
1,768
1,206
1,280
2,583
6,253
975
454
1,321
490
633
376
961
1,219
16,284
990
6,453
2,012
943
1,951
12,399
1,802
215
0
859
5,026
10,303
493
3,082
785
3,962
622
11,403
4,050
1,294
3,367
2,045
207,900
16,094
17,138
511
118
2,817
1,027
3,486
2016-07-02 20:00:00
49
114
16
791
408
1,425
32
1,787
451
300
312
376
250
244
287
1,945
67
239
1,340
200
56
1,352
191
135
453
301
622
87
802
222
849
791
796
329
7,365
233
308
1,106
222
81
6,371
1,347
298
241
523
466
245
270
198
581
684
156
412
473
188
9,182
437
418
1,391
1,532
1,298
292
326
659
247
640
436
469
270
391
196
86
784
276
546
1,327
800
3,097
788
864
1,303
64
525
16
121
206
104
874
5,072
10,615
301
4,403
4,701
6,790
4,091
1,174
2,310
327
302
422
1,586
228
301
1,722
735
0
0
0
221
564
360
380
2,130
180
29
67
587
346
0
11,393
1,553
97
154
621
1,129
141
1,055
261
7,838
678
567
9,249
2,443
12,281
989
5,556
783
215
1,300
730
755
836
476
623
248
517
8
134
2,172
1,771
8,527
2,431
1,411
11,629
2,603
104,210
845
1,292
2,162
3,927
1,300
1,208
2,839
3,994
2,953
919
4,116
30,875
2,868
4,309
885
1,777
5,330
2,080
1,988
9,679
1,069
6,142
1,999
17,192
800
4,249
3,396
1,454
2,194
1,376
25,265
4,420
452
2,806
510
833
496
5,415
713
418
1,943
544
2,218
12,545
875
648
757
883
3,237
2,328
836
361
457
401
1,351
2,167
1,327
811
815
624
734
1,011
345
1,070
980
1,074
964
1,322
578
1,400
4,019
386
827
803
2,422
1,641
645
11,807
509
513
60,170
1,603
577
567
1,270
400
495
636
858
435
2,909
564
1,361
607
3,679
1,904
490
789
5,752
2,828
740
628
834
865
347
485
4,478
999
3,538
705
2,125
1,354
5,092
383
1,409
2,871
886
473
467
524
8,378
1,977
1,250
1,413
2,808
6,750
1,008
507
1,379
544
672
429
1,174
1,500
16,550
1,167
6,804
2,098
975
1,912
12,538
1,824
8
0
947
5,001
13,251
505
3,138
741
3,965
506
10,789
5,108
1,385
3,686
2,108
232,900
16,534
17,320
526
176
2,685
1,056
3,472
2016-07-02 21:00:00
16
128
19
908
431
1,674
26
1,790
444
350
318
258
270
248
337
1,948
77
295
1,243
206
82
1,773
240
156
509
322
763
93
979
172
940
733
1,042
339
8,525
267
386
1,153
206
90
7,350
1,432
325
268
683
512
267
303
247
665
749
168
508
485
189
8,617
458
497
1,573
1,396
1,329
345
375
770
345
724
481
450
225
422
224
119
853
295
582
1,357
951
3,676
809
850
1,645
75
413
18
107
196
84
794
4,858
9,280
287
4,342
4,676
6,680
4,077
1,169
2,727
345
324
311
1,763
231
281
1,547
697
0
0
0
237
596
350
378
2,048
162
26
66
574
339
0
11,276
1,520
98
155
611
1,015
141
1,007
262
8,195
680
561
8,955
2,099
11,619
962
5,512
735
210
1,366
657
768
806
448
655
259
514
9
129
2,242
1,833
8,772
2,518
1,402
11,230
2,534
104,626
815
1,337
2,116
3,814
1,358
1,141
2,811
4,016
2,725
933
3,937
30,573
2,838
4,339
876
1,785
5,187
2,060
2,015
9,943
1,003
5,976
1,871
16,799
767
4,357
3,266
1,475
2,160
1,348
25,159
4,545
469
2,837
488
818
489
5,362
614
399
1,951
575
2,210
12,669
837
659
760
900
3,179
2,254
850
372
492
387
1,373
2,025
1,261
798
805
622
761
1,057
346
1,056
885
1,070
998
1,260
561
1,318
4,185
385
805
766
2,698
1,667
631
11,987
516
535
57,077
1,571
603
558
1,303
397
494
620
872
397
2,531
586
1,402
613
3,266
1,795
494
791
5,452
2,991
722
593
788
866
327
477
4,518
1,036
3,618
710
1,997
1,317
5,165
416
1,528
2,711
874
463
444
514
8,587
1,980
1,299
1,420
2,799
6,662
1,019
558
1,268
593
671
431
1,181
1,477
16,348
1,141
6,622
2,087
949
1,721
12,408
1,766
141
0
994
4,951
10,384
506
3,109
767
3,901
618
10,812
3,971
1,153
3,720
2,110
223,100
15,800
17,548
526
122
2,242
1,073
3,308
2016-07-02 22:00:00
28
135
22
880
386
1,547
26
1,635
408
322
295
216
243
266
333
1,948
68
288
1,214
192
84
1,660
249
165
538
316
704
93
920
161
890
673
978
329
8,002
280
347
1,054
211
107
7,382
1,386
406
271
705
481
277
289
219
652
741
190
587
488
191
8,284
491
421
1,508
1,343
1,345
334
332
770
373
686
468
455
198
405
263
129
855
283
588
1,230
954
3,118
834
775
1,717
54
357
16
99
189
78
774
4,477
7,056
296
4,202
4,635
6,704
3,983
1,164
2,485
387
317
266
1,753
240
293
1,554
730
0
0
0
227
598
399
374
2,199
150
27
67
573
333
0
10,841
1,501
99
159
615
850
140
1,004
261
7,443
649
535
9,088
2,047
10,649
903
5,677
709
199
1,306
647
677
734
387
611
255
485
10
119
2,253
1,825
8,404
2,360
1,462
11,409
2,733
94,918
827
1,238
2,166
3,838
1,249
1,111
2,719
4,027
2,525
937
4,054
30,414
2,800
4,051
838
1,715
5,193
1,986
1,953
9,673
981
5,773
1,783
15,153
751
4,603
3,257
1,558
2,198
1,297
25,160
4,583
446
2,612
428
783
450
3,640
645
382
1,872
581
1,864
11,792
797
585
689
830
2,980
2,122
801
347
440
382
1,295
1,806
1,209
703
779
619
896
1,070
322
1,036
866
976
971
1,142
553
1,298
3,864
363
741
737
2,473
1,601
614
10,662
506
519
55,296
1,514
611
535
1,278
391
471
618
788
401
2,303
560
1,337
605
3,038
1,659
515
763
5,547
2,882
696
517
774
850
310
408
4,277
916
2,959
685
2,026
1,231
5,276
406
1,494
2,575
866
458
466
488
8,118
1,791
1,194
1,368
2,822
6,722
1,007
497
1,312
574
650
430
1,179
1,461
16,157
1,158
6,647
2,070
946
1,487
12,413
1,765
32
0
931
4,479
10,410
508
3,117
729
3,838
507
10,904
4,340
639
3,691
2,115
226,500
15,450
17,275
526
94
1,909
911
3,203
End of preview. Expand in Data Studio

Time-Series-Library (TSLib)

TSLib is an open-source library for deep learning researchers, especially for deep time series analysis.

We provide a neat code base to evaluate advanced deep time series models or develop your model, which covers five mainstream tasks: long- and short-term forecasting, imputation, anomaly detection, and classification.

This benchmark collection is designed to evaluate and develop advanced deep time-series models. For an in-depth exploration of current time-series models and their performance, please refer to our paper Deep Time Series Models: A Comprehensive Survey and Benchmark.

To get started with the codebase and contribute, please visit the GitHub repository.

Dataset Overview

Tasks Benchmarks Metrics Series Length
Forecasting Long-term: ETT (4 subsets), Electricity, Traffic, Weather, Exchange, ILI MSE, MAE 96~720 (ILI: 24~60)
Short-term: M4 (6 subsets) SMAPE, MASE, OWA 6~48
Imputation ETT (4 subsets), Electricity, Weather MSE, MAE 96
Classification UEA (10 subsets) Accuracy 29~1751
Anomaly Detection SMD, MSL, SMAP, SWaT, PSM Precision, Recall, F1-Score 100

File Structure

Time-Series-Library/
├── ETT-small/
├── EthanolConcentration/
├── FaceDetection/
├── Handwriting/
├── Heartbeat/
├── JapaneseVowels/
├── MSL/
├── PEMS-SF/
├── PSM/
├── SMAP/
├── SMD/
├── SWaT/
├── SelfRegulationSCP1/
├── SelfRegulationSCP2/
├── SpokenArabicDigits/
├── UWaveGestureLibrary/
├── electricity/
├── exchange_rate/
├── illness/
├── m4/
├── traffic/
├── weather/
└── .gitattributes

Usage

You can load the dataset directly using the datasets library:

from datasets import load_dataset
dataset = load_dataset("lalababa/Time-Series-Library", "ETT-small")

License

This dataset is released under the CC BY 4.0 License.

Citation

If you find this repo useful, please cite our paper.

@inproceedings{wu2023timesnet,
  title={TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis},
  author={Haixu Wu and Tengge Hu and Yong Liu and Hang Zhou and Jianmin Wang and Mingsheng Long},
  booktitle={International Conference on Learning Representations},
  year={2023},
}

@article{wang2024tssurvey,
  title={Deep Time Series Models: A Comprehensive Survey and Benchmark},
  author={Yuxuan Wang and Haixu Wu and Jiaxiang Dong and Yong Liu and Mingsheng Long and Jianmin Wang},
  booktitle={arXiv preprint arXiv:2407.13278},
  year={2024},
}
Downloads last month
82