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
2016-02-19
374,045
600,086
0.708161
0.74747
0.214573
0.037957
AAOI
2016-02-26
797,518
1,342,060
0.678226
0.742846
0.219488
0.037665
AAOI
2016-03-04
480,210
681,710
0.721289
0.656713
0.31146
0.031827
AAOI
2016-03-11
265,829
448,797
0.627898
0.654604
0.301099
0.044298
AAOI
2016-03-18
304,687
491,670
0.632308
0.673752
0.250972
0.075276
AAOI
2016-03-25
493,578
1,122,488
0.523415
0.690418
0.221606
0.087976
AAOI
2016-04-01
369,017
1,117,361
0.427656
0.566925
0.25923
0.173845
AAOI
2016-04-08
448,604
791,115
0.630507
0.608517
0.257151
0.134332
AAOI
2016-04-15
371,768
654,248
0.567876
0.556018
0.369291
0.074691
AAOI
2016-04-22
2,573,002
5,243,942
0.606576
0.710408
0.251793
0.037799
AAOI
2016-04-29
1,153,165
1,639,478
0.759448
0.717988
0.217916
0.064096
AAOI
2016-05-06
837,511
1,150,539
0.736139
0.74195
0.21879
0.039261
AAOI
2016-05-13
1,379,781
3,095,469
0.512635
0.760181
0.196281
0.043538
AAOI
2016-05-20
969,006
1,333,764
0.730192
0.712969
0.256519
0.030511
AAOI
2016-05-27
878,461
1,332,244
0.712096
0.778884
0.164468
0.056647
AAOI
2016-06-03
723,153
1,239,609
0.615729
0.647768
0.21943
0.132802
AAOI
2016-06-10
712,067
1,087,138
0.694383
0.747888
0.221299
0.030813
AAOI
2016-06-17
507,878
1,392,850
0.473769
0.559289
0.259065
0.181647
AAOI
2016-06-24
372,903
737,039
0.562956
0.763386
0.198338
0.038276
AAOI
2016-07-01
541,616
995,382
0.584296
0.752371
0.154828
0.092801
AAOI
2016-07-08
294,964
673,743
0.463138
0.754925
0.191985
0.053089
AAOI
2016-07-15
445,031
1,025,778
0.533402
0.739021
0.220278
0.040701
AAOI
2016-07-22
350,665
595,932
0.614292
0.764989
0.201921
0.033091
AAOI
2016-07-29
385,761
716,450
0.637876
0.709828
0.246777
0.043394
AAOI
2016-08-05
1,033,766
2,082,361
0.653543
0.668066
0.254911
0.077023
AAOI
2016-08-12
549,893
1,240,788
0.482208
0.694428
0.220436
0.085137
AAOI
2016-08-19
392,260
933,166
0.495296
0.660716
0.282952
0.056332
AAOI
2016-08-26
745,070
1,971,255
0.520319
0.748889
0.21024
0.04087
AAOI
2016-09-02
755,291
1,227,314
0.644513
0.753466
0.205576
0.040958
AAOI
2016-09-09
1,099,604
1,953,081
0.607222
0.821598
0.152944
0.025459
AAOI
2016-09-16
1,115,833
2,068,913
0.584513
0.792344
0.180236
0.02742
AAOI
2016-09-23
1,023,734
1,824,240
0.60306
0.767848
0.194111
0.03804
AAOI
2016-09-30
597,460
1,142,017
0.596746
0.719835
0.2252
0.054965
AAOI
2016-10-07
523,464
1,149,165
0.514915
0.747708
0.205296
0.046996
AAOI
2016-10-14
398,777
1,063,036
0.439039
0.700731
0.262634
0.036635
AAOI
2016-10-21
334,804
732,865
0.510122
0.7413
0.229885
0.028815
AAOI
2016-10-28
305,664
584,845
0.567974
0.834305
0.145392
0.020303
AAOI
2016-11-04
1,062,040
1,956,313
0.595274
0.80687
0.176004
0.017126
AAOI
2016-11-11
759,900
1,927,127
0.477156
0.800886
0.174677
0.024436
AAOI
2016-11-18
849,869
1,614,435
0.540551
0.691001
0.257392
0.051607
AAOI
2016-11-25
393,606
1,979,354
0.486685
0.804864
0.180664
0.014472
AAOI
2016-12-02
445,392
1,017,411
0.444462
0.715186
0.218618
0.066196
AAOI
2016-12-09
705,569
1,340,151
0.541192
0.799347
0.185056
0.015597
AAOI
2016-12-16
422,287
884,091
0.499243
0.758278
0.219414
0.022308
AAOI
2016-12-23
319,171
696,784
0.430785
0.8037
0.159694
0.036606
AAOI
2016-12-30
219,590
495,911
0.547121
0.732861
0.238452
0.028687
AAOI
2017-01-06
233,623
538,171
0.504578
0.77971
0.192531
0.027759
AAOI
2017-01-13
2,449,556
4,913,820
0.545612
0.803892
0.159204
0.036904
AAOI
2017-01-20
1,179,774
2,180,213
0.509657
0.868071
0.116517
0.015412
AAOI
2017-01-27
625,789
1,483,206
0.445611
0.809073
0.169125
0.021802
AAOI
2017-02-03
572,701
1,329,463
0.50843
0.809556
0.156973
0.033471
AAOI
2017-02-10
747,013
1,551,145
0.523598
0.78389
0.131656
0.084454
AAOI
2017-02-17
1,220,189
2,504,305
0.499131
0.773964
0.167631
0.058405
AAOI
2017-02-24
2,932,902
6,003,105
0.540584
0.785256
0.194596
0.020148
AAOI
2017-03-03
3,270,285
5,729,391
0.612565
0.791162
0.190214
0.018624
AAOI
2017-03-10
2,625,297
4,748,984
0.651013
0.831844
0.145859
0.022296
AAOI
2017-03-17
1,661,008
4,230,269
0.484947
0.778496
0.195935
0.025569
AAOI
2017-03-24
2,807,227
5,545,292
0.538823
0.865869
0.11847
0.015661
AAOI
2017-03-31
4,714,298
8,172,219
0.648487
0.871489
0.116065
0.012446
AAOI
2017-04-07
3,235,044
10,361,643
0.397196
0.863987
0.124396
0.011617
AAOI
2017-04-14
6,939,564
13,846,789
0.530307
0.850316
0.132545
0.017139
AAOI
2017-04-21
3,521,919
9,228,729
0.441747
0.850474
0.137649
0.011877
AAOI
2017-04-28
5,036,864
9,226,233
0.611612
0.819956
0.164547
0.015498
AAOI
2017-05-05
8,954,576
15,093,370
0.663318
0.831104
0.155301
0.013594
AAOI
2017-05-12
7,153,215
15,280,418
0.565368
0.837723
0.150662
0.011615
AAOI
2017-05-19
5,658,759
10,645,587
0.599626
0.864077
0.123519
0.012403
AAOI
2017-05-26
7,397,567
14,622,825
0.570808
0.821012
0.123155
0.055833
AAOI
2017-06-02
3,854,070
7,332,798
0.572176
0.8643
0.124942
0.010758
AAOI
2017-06-09
5,742,441
11,019,481
0.580934
0.86102
0.128356
0.010623
AAOI
2017-06-16
6,757,083
12,826,702
0.567422
0.898413
0.091983
0.009604
AAOI
2017-06-23
3,870,632
7,075,258
0.581792
0.894031
0.092526
0.013442
AAOI
2017-06-30
5,441,928
9,463,102
0.613298
0.8812
0.106812
0.011988
AAOI
2017-07-07
2,902,987
5,496,877
0.578857
0.879112
0.104073
0.016814
AAOI
2017-07-14
8,310,876
16,618,651
0.550837
0.879728
0.10797
0.012302
AAOI
2017-07-21
9,635,088
18,727,662
0.566291
0.86219
0.125728
0.012082
AAOI
2017-07-28
8,112,339
15,030,379
0.60949
0.857002
0.13049
0.012507
AAOI
2017-08-04
11,172,263
22,194,708
0.564746
0.856328
0.126943
0.016729
AAOI
2017-08-11
7,999,424
19,296,368
0.535349
0.858985
0.122174
0.018841
AAOI
2017-08-18
6,219,721
10,493,986
0.603618
0.885261
0.102117
0.012622
AAOI
2017-08-25
4,384,294
8,068,198
0.581712
0.872674
0.114555
0.012771
AAOI
2017-09-01
4,600,063
8,535,242
0.565796
0.884101
0.105335
0.010564
AAOI
2017-09-08
2,884,081
6,142,402
0.550326
0.887171
0.103719
0.009111
AAOI
2017-09-15
3,309,136
6,005,733
0.544404
0.884445
0.100367
0.015188
AAOI
2017-09-22
8,388,238
15,004,823
0.614085
0.87294
0.113537
0.013523
AAOI
2017-09-29
3,253,174
6,937,440
0.489493
0.85288
0.099412
0.047708
AAOI
2017-10-06
4,045,312
8,098,428
0.600748
0.883082
0.105391
0.011527
AAOI
2017-10-13
5,727,973
12,601,412
0.576589
0.833103
0.115552
0.051346
AAOI
2017-10-20
3,555,978
8,917,514
0.507974
0.881953
0.107463
0.010584
AAOI
2017-10-27
2,283,156
5,957,773
0.510651
0.849698
0.133631
0.016671
AAOI
2017-11-03
2,943,300
6,282,117
0.520742
0.856727
0.129314
0.013959
AAOI
2017-11-10
5,747,366
12,433,546
0.509276
0.847304
0.140478
0.012217
AAOI
2017-11-17
2,730,338
4,645,529
0.673337
0.869497
0.117708
0.012795
AAOI
2017-11-24
1,051,221
3,187,662
0.459853
0.8488
0.130288
0.020912
AAOI
2017-12-01
1,155,383
3,249,345
0.459577
0.785492
0.192312
0.022195
AAOI
2017-12-08
2,006,807
4,610,142
0.532849
0.849567
0.138639
0.011794
AAOI
2017-12-15
1,183,751
3,131,551
0.421954
0.82375
0.161793
0.014457
AAOI
2017-12-22
1,536,691
4,162,690
0.420924
0.832148
0.150169
0.017684
AAOI
2017-12-29
1,526,409
2,771,490
0.583818
0.851982
0.137065
0.010953
AAOI
2018-01-05
1,219,803
2,458,583
0.538447
0.750503
0.139718
0.109779
AAOI
2018-01-12
2,428,399
5,077,414
0.551918
0.808614
0.177649
0.013738