symbol
string
datetime
string
short_volume
int64
total_volume
int64
short_volume_ratio_exchange
float64
retail_short_ratio
float64
institutional_short_ratio
float64
market_maker_short_ratio
float64
ABVC
2016-04-22
2
10
0.2
1
0
0
ABVC
2016-04-29
350
350
1
1
0
0
ABVC
2016-05-06
150
154
0.974026
1
0
0
ABVC
2016-05-13
1
1
1
1
0
0
ABVC
2016-09-02
7
51
0.137255
1
0
0
ABVC
2016-12-09
300
300
1
1
0
0
ABVC
2016-12-16
600
603
0.996305
1
0
0
ABVC
2016-12-23
400
429
0.943798
1
0
0
ABVC
2017-01-06
400
400
1
1
0
0
ABVC
2017-01-13
200
200
1
1
0
0
ABVC
2017-02-03
19
22
0.863636
1
0
0
ABVC
2017-02-10
200
200
1
1
0
0
ABVC
2017-02-17
500
500
1
1
0
0
ABVC
2017-02-24
400
400
1
1
0
0
ABVC
2017-03-03
400
413
0.979656
1
0
0
ABVC
2017-03-10
600
604
0.996078
1
0
0
ABVC
2017-03-17
300
300
1
1
0
0
ABVC
2018-01-19
15
15
1
1
0
0
ABVC
2018-05-11
400
400
1
1
0
0
ABVC
2018-08-17
100
100
1
1
0
0
ABVC
2019-06-14
80
80
1
1
0
0
ABVC
2019-06-21
313
416
0.702689
1
0
0
ABVC
2019-06-28
200
210
0.952381
1
0
0
ABVC
2019-07-05
300
300
1
1
0
0
ABVC
2019-07-12
200
1,489
0.535997
1
0
0
ABVC
2019-07-19
200
200
1
1
0
0
ABVC
2019-07-26
400
400
1
1
0
0
ABVC
2019-08-02
743
1,150
0.606444
1
0
0
ABVC
2019-08-09
700
950
0.722222
1
0
0
ABVC
2019-08-16
1,100
2,399
0.546397
1
0
0
ABVC
2019-08-23
1,729
5,530
0.379945
1
0
0
ABVC
2019-08-30
1,600
3,500
0.565909
1
0
0
ABVC
2019-09-06
5,500
8,500
0.65025
1
0
0
ABVC
2019-09-13
7,763
10,264
0.754446
1
0
0
ABVC
2019-09-20
10,076
10,784
0.935285
1
0
0
ABVC
2019-09-27
7,744
8,084
0.958585
1
0
0
ABVC
2019-10-04
4,415
7,505
0.589377
1
0
0
ABVC
2019-10-11
9,291
11,542
0.804381
1
0
0
ABVC
2019-10-18
2,989
7,637
0.41842
1
0
0
ABVC
2019-10-25
2,578
2,801
0.930924
1
0
0
ABVC
2019-11-01
5,400
7,050
0.797561
1
0
0
ABVC
2019-11-08
30,400
38,381
0.787842
1
0
0
ABVC
2019-11-15
11,602
15,989
0.737145
1
0
0
ABVC
2019-11-22
6,212
9,765
0.643082
1
0
0
ABVC
2019-11-29
4,700
5,100
0.909118
1
0
0
ABVC
2019-12-06
3,050
3,602
0.760096
1
0
0
ABVC
2019-12-13
9,740
11,997
0.814446
1
0
0
ABVC
2019-12-20
6,142
13,659
0.326017
1
0
0
ABVC
2019-12-27
600
1,001
0.666298
1
0
0
ABVC
2020-01-03
4,541
6,899
0.694459
1
0
0
ABVC
2020-01-10
6,327
9,027
0.72103
1
0
0
ABVC
2020-01-17
3,000
3,001
0.998756
1
0
0
ABVC
2020-01-24
5,936
11,286
0.664346
1
0
0
ABVC
2020-01-31
900
2,901
0.302355
1
0
0
ABVC
2020-02-07
4,000
6,948
0.662033
1
0
0
ABVC
2020-02-14
6,285
13,994
0.530073
1
0
0
ABVC
2020-02-21
9,904
16,825
0.597892
1
0
0
ABVC
2020-02-28
12,624
20,213
0.648357
1
0
0
ABVC
2020-03-06
4,800
8,870
0.675347
1
0
0
ABVC
2020-03-13
300
450
0.666667
1
0
0
ABVC
2020-03-20
1,639
1,639
1
1
0
0
ABVC
2020-03-27
251
800
0.375833
1
0
0
ABVC
2020-04-03
900
1,100
0.818182
1
0
0
ABVC
2020-04-10
130
930
0.177885
1
0
0
ABVC
2020-04-17
750
1,962
0.382263
1
0
0
ABVC
2020-04-24
100
700
0.142857
1
0
0
ABVC
2020-05-08
1,150
1,451
0.622792
1
0
0
ABVC
2020-05-15
200
200
1
1
0
0
ABVC
2020-05-22
1,900
2,000
0.95
1
0
0
ABVC
2020-05-29
5,250
6,302
0.907661
1
0
0
ABVC
2020-06-05
4,555
5,005
0.907843
1
0
0
ABVC
2020-06-12
1,150
1,350
0.888889
1
0
0
ABVC
2020-07-03
1,000
1,000
1
1
0
0
ABVC
2020-07-10
894
894
1
1
0
0
ABVC
2020-07-17
5,534
5,534
1
1
0
0
ABVC
2020-07-24
16,851
22,354
0.823752
1
0
0
ABVC
2020-07-31
7,381
8,196
0.878538
1
0
0
ABVC
2020-08-07
2,970
3,033
0.95933
1
0
0
ABVC
2020-08-14
5,382
5,682
0.950539
1
0
0
ABVC
2020-08-21
2,800
2,823
0.984584
1
0
0
ABVC
2020-08-28
3,430
4,561
0.842155
1
0
0
ABVC
2020-09-04
4,300
5,226
0.896424
1
0
0
ABVC
2020-09-11
2,749
3,804
0.791903
1
0
0
ABVC
2020-09-18
4,303
6,142
0.65049
1
0
0
ABVC
2020-09-25
4,800
4,800
1
1
0
0
ABVC
2020-10-02
4,488
5,943
0.868454
1
0
0
ABVC
2020-10-09
4,030
4,580
0.882388
1
0
0
ABVC
2020-10-16
2,680
2,980
0.938776
1
0
0
ABVC
2020-10-23
1,650
1,660
0.994565
1
0
0
ABVC
2020-10-30
2,826
3,126
0.925
1
0
0
ABVC
2020-11-06
3,656
3,656
1
1
0
0
ABVC
2020-11-13
6,974
10,160
0.780246
1
0
0
ABVC
2020-11-20
2,952
3,052
0.9
1
0
0
ABVC
2020-11-27
7,386
10,450
0.665427
1
0
0
ABVC
2020-12-04
2,160
9,965
0.214792
1
0
0
ABVC
2020-12-11
2,900
13,610
0.222633
1
0
0
ABVC
2020-12-18
6,000
12,630
0.436943
1
0
0
ABVC
2020-12-25
3,915
10,231
0.380443
1
0
0
ABVC
2021-01-01
900
3,250
0.254065
1
0
0
ABVC
2021-01-08
4,570
8,550
0.57028
1
0
0