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
AAOI
2018-01-19
2,335,056
4,783,372
0.542541
0.770562
0.156144
0.073294
AAOI
2018-01-26
1,371,955
3,016,262
0.531109
0.840695
0.136055
0.02325
AAOI
2018-02-02
1,801,819
2,917,303
0.646866
0.841362
0.146354
0.012284
AAOI
2018-02-09
2,938,872
4,924,144
0.65075
0.794971
0.181517
0.023512
AAOI
2018-02-16
2,010,581
4,097,149
0.5249
0.854904
0.132931
0.012165
AAOI
2018-02-23
5,935,224
10,311,709
0.58644
0.848587
0.136478
0.014936
AAOI
2018-03-02
1,493,543
3,512,613
0.519483
0.783736
0.197226
0.019038
AAOI
2018-03-09
3,033,941
6,044,396
0.58221
0.676613
0.201213
0.122174
AAOI
2018-03-16
3,785,496
7,597,495
0.592511
0.737237
0.152523
0.11024
AAOI
2018-03-23
1,809,534
2,916,046
0.666231
0.852273
0.133722
0.014005
AAOI
2018-03-30
1,573,669
2,904,471
0.557245
0.831743
0.153705
0.014552
AAOI
2018-04-06
1,258,394
2,186,293
0.633185
0.838703
0.151669
0.009628
AAOI
2018-04-13
3,183,441
5,788,110
0.578894
0.854493
0.135701
0.009806
AAOI
2018-04-20
3,620,802
5,936,213
0.703546
0.825513
0.158954
0.015533
AAOI
2018-04-27
2,513,807
4,491,784
0.622802
0.757609
0.137718
0.104673
AAOI
2018-05-04
1,990,793
4,106,714
0.497792
0.799154
0.189413
0.011433
AAOI
2018-05-11
3,087,647
5,872,418
0.561107
0.860407
0.133402
0.006191
AAOI
2018-05-18
993,847
1,813,314
0.59054
0.799398
0.188509
0.012093
AAOI
2018-05-25
792,155
1,397,252
0.687983
0.788041
0.203156
0.008803
AAOI
2018-06-01
5,074,443
8,489,073
0.656323
0.796396
0.19318
0.010424
AAOI
2018-06-08
2,851,910
5,157,670
0.643898
0.802289
0.182671
0.01504
AAOI
2018-06-15
2,433,569
4,177,884
0.710939
0.81036
0.177703
0.011938
AAOI
2018-06-22
1,816,495
2,977,828
0.713326
0.815219
0.17108
0.013701
AAOI
2018-06-29
1,374,136
2,297,949
0.715945
0.729592
0.244173
0.026236
AAOI
2018-07-06
1,412,312
2,568,374
0.608954
0.815699
0.158413
0.025889
AAOI
2018-07-13
1,924,564
3,233,961
0.668336
0.768002
0.203122
0.028876
AAOI
2018-07-20
2,824,842
4,952,760
0.661118
0.809168
0.177177
0.013655
AAOI
2018-07-27
1,898,819
3,365,713
0.709203
0.79416
0.191699
0.014141
AAOI
2018-08-03
1,250,126
2,091,073
0.66302
0.757048
0.226051
0.016901
AAOI
2018-08-10
4,379,029
7,923,086
0.669482
0.800395
0.18762
0.011985
AAOI
2018-08-17
1,101,472
2,584,551
0.536196
0.742096
0.248647
0.009257
AAOI
2018-08-24
820,151
2,104,062
0.505306
0.650308
0.332179
0.017514
AAOI
2018-08-31
583,387
1,975,529
0.4568
0.739466
0.248125
0.012409
AAOI
2018-09-07
2,608,282
5,687,239
0.525854
0.777295
0.210831
0.011875
AAOI
2018-09-14
1,077,144
2,436,515
0.548382
0.756451
0.232199
0.011351
AAOI
2018-09-21
1,557,289
3,399,530
0.49046
0.780889
0.206322
0.012789
AAOI
2018-09-28
4,145,847
8,380,894
0.49654
0.79489
0.195644
0.009465
AAOI
2018-10-05
2,324,638
4,980,928
0.54212
0.695597
0.298141
0.006262
AAOI
2018-10-12
1,716,304
3,144,947
0.646018
0.637068
0.351233
0.011698
AAOI
2018-10-19
1,155,926
2,112,384
0.585818
0.713045
0.280182
0.006772
AAOI
2018-10-26
1,509,591
2,394,049
0.664472
0.642
0.347309
0.010691
AAOI
2018-11-02
1,982,951
3,185,139
0.670889
0.662647
0.326445
0.010907
AAOI
2018-11-09
4,119,864
7,243,615
0.603099
0.689934
0.260005
0.050061
AAOI
2018-11-16
1,390,948
2,928,574
0.552805
0.677251
0.241613
0.081136
AAOI
2018-11-23
595,596
1,052,812
0.618984
0.659305
0.315861
0.024834
AAOI
2018-11-30
815,836
1,729,894
0.565658
0.678341
0.282464
0.039195
AAOI
2018-12-07
1,067,240
2,056,556
0.61679
0.698649
0.25095
0.050401
AAOI
2018-12-14
872,608
1,605,652
0.576548
0.657113
0.300566
0.042321
AAOI
2018-12-21
1,685,983
3,977,233
0.53062
0.61283
0.356707
0.030464
AAOI
2018-12-28
810,694
1,883,070
0.590834
0.633239
0.338828
0.027932
AAOI
2019-01-04
588,847
1,419,444
0.534771
0.659475
0.30689
0.033635
AAOI
2019-01-11
471,600
1,372,817
0.420154
0.592478
0.368725
0.038797
AAOI
2019-01-18
728,478
1,564,608
0.482547
0.704036
0.283142
0.012822
AAOI
2019-01-25
667,103
1,298,527
0.542516
0.689791
0.2873
0.022908
AAOI
2019-02-01
885,864
1,706,632
0.612494
0.749379
0.233741
0.01688
AAOI
2019-02-08
1,250,054
2,090,237
0.619458
0.747106
0.234695
0.018199
AAOI
2019-02-15
2,130,447
3,398,070
0.63833
0.741709
0.239168
0.019123
AAOI
2019-02-22
3,751,637
6,274,008
0.707886
0.746777
0.194205
0.059018
AAOI
2019-03-01
5,217,097
8,526,991
0.552781
0.720503
0.209742
0.069755
AAOI
2019-03-08
1,499,328
2,840,361
0.570976
0.723169
0.254486
0.022345
AAOI
2019-03-15
1,934,337
3,489,176
0.656655
0.707537
0.260405
0.032058
AAOI
2019-03-22
1,166,486
1,788,699
0.72615
0.751939
0.221523
0.026537
AAOI
2019-03-29
1,142,568
2,030,134
0.699467
0.703415
0.273572
0.023013
AAOI
2019-04-05
1,140,419
1,868,380
0.714817
0.732388
0.243536
0.024076
AAOI
2019-04-12
1,156,536
1,985,651
0.668704
0.712358
0.250063
0.037579
AAOI
2019-04-19
1,075,218
1,740,227
0.646552
0.708512
0.246648
0.04484
AAOI
2019-04-26
805,411
1,544,605
0.604613
0.697145
0.258298
0.044557
AAOI
2019-05-03
705,983
1,521,630
0.514346
0.676357
0.247822
0.075821
AAOI
2019-05-10
1,758,057
3,725,158
0.566676
0.672003
0.22356
0.104437
AAOI
2019-05-17
1,016,422
2,313,202
0.53501
0.602996
0.325847
0.071156
AAOI
2019-05-24
638,732
1,475,698
0.508117
0.681816
0.246782
0.071402
AAOI
2019-05-31
400,470
982,550
0.392258
0.73285
0.180244
0.086906
AAOI
2019-06-07
749,679
1,299,520
0.58132
0.700846
0.240272
0.058882
AAOI
2019-06-14
681,671
1,158,366
0.625244
0.672272
0.270375
0.057353
AAOI
2019-06-21
779,228
1,307,884
0.621933
0.675329
0.280813
0.043857
AAOI
2019-06-28
1,955,531
3,318,099
0.67126
0.696992
0.260256
0.042752
AAOI
2019-07-05
510,543
1,006,875
0.605988
0.748863
0.218253
0.032884
AAOI
2019-07-12
1,967,599
3,657,506
0.581738
0.796193
0.191933
0.011874
AAOI
2019-07-19
768,331
1,564,008
0.499416
0.85845
0.11567
0.025881
AAOI
2019-07-26
860,866
1,866,368
0.507147
0.823514
0.150352
0.026133
AAOI
2019-08-02
1,432,627
2,554,339
0.641784
0.860918
0.112698
0.026384
AAOI
2019-08-09
1,898,372
3,237,530
0.698346
0.778462
0.204822
0.016717
AAOI
2019-08-16
1,000,815
1,706,539
0.637216
0.76634
0.206059
0.0276
AAOI
2019-08-23
658,537
1,077,900
0.619205
0.813838
0.146663
0.039499
AAOI
2019-08-30
849,041
1,633,603
0.614767
0.758171
0.196916
0.044913
AAOI
2019-09-06
833,536
1,723,398
0.50396
0.685382
0.180557
0.134062
AAOI
2019-09-13
1,339,589
2,392,185
0.611994
0.704578
0.210429
0.084993
AAOI
2019-09-20
661,039
1,137,817
0.638409
0.810567
0.172406
0.017027
AAOI
2019-09-27
739,498
1,435,897
0.60551
0.713004
0.246407
0.04059
AAOI
2019-10-04
697,977
1,290,916
0.584251
0.747741
0.220767
0.031492
AAOI
2019-10-11
369,292
752,915
0.534926
0.693431
0.276235
0.030334
AAOI
2019-10-18
781,150
1,436,089
0.517741
0.687151
0.202019
0.110831
AAOI
2019-10-25
788,432
1,766,496
0.471727
0.666865
0.233455
0.09968
AAOI
2019-11-01
834,136
2,060,163
0.454713
0.677852
0.233939
0.08821
AAOI
2019-11-08
2,326,710
5,696,125
0.424133
0.779705
0.181888
0.038407
AAOI
2019-11-15
1,596,755
3,332,151
0.499207
0.750608
0.213356
0.036036
AAOI
2019-11-22
622,352
1,416,324
0.519103
0.700287
0.258537
0.041176
AAOI
2019-11-29
433,405
996,745
0.538399
0.68619
0.255512
0.058298
AAOI
2019-12-06
675,638
1,327,619
0.511908
0.71308
0.237126
0.049794
AAOI
2019-12-13
681,897
1,559,529
0.503835
0.657787
0.213915
0.128298