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
2019-12-20
583,781
1,335,272
0.49265
0.655113
0.222396
0.122491
AAOI
2019-12-27
543,538
1,308,438
0.430838
0.801834
0.164126
0.03404
AAOI
2020-01-03
580,050
1,463,348
0.474635
0.757529
0.203808
0.038663
AAOI
2020-01-10
1,155,217
2,353,744
0.489808
0.794258
0.180676
0.025065
AAOI
2020-01-17
2,257,370
4,940,624
0.513811
0.681575
0.172096
0.146328
AAOI
2020-01-24
708,119
1,881,074
0.421027
0.72888
0.247456
0.023664
AAOI
2020-01-31
1,230,722
2,886,469
0.479832
0.618357
0.235222
0.146421
AAOI
2020-02-07
1,152,668
2,281,860
0.527859
0.7187
0.238436
0.042864
AAOI
2020-02-14
1,489,157
2,707,345
0.576462
0.625347
0.321612
0.053041
AAOI
2020-02-21
1,136,295
2,509,278
0.546898
0.698055
0.271498
0.030447
AAOI
2020-02-28
1,365,229
2,808,437
0.570794
0.680743
0.283258
0.035999
AAOI
2020-03-06
1,262,778
2,179,395
0.572371
0.634362
0.284183
0.081455
AAOI
2020-03-13
1,726,623
3,361,982
0.47551
0.737602
0.195535
0.066863
AAOI
2020-03-20
1,681,581
3,424,332
0.486072
0.692489
0.259026
0.048485
AAOI
2020-03-27
1,992,311
3,169,683
0.643204
0.608097
0.352105
0.039798
AAOI
2020-04-03
1,200,772
1,806,274
0.692198
0.662224
0.295546
0.04223
AAOI
2020-04-10
979,162
1,742,475
0.585219
0.686536
0.282091
0.031372
AAOI
2020-04-17
1,179,663
1,916,169
0.626945
0.665107
0.297226
0.037667
AAOI
2020-04-24
1,288,420
2,190,165
0.628437
0.528458
0.36208
0.109462
AAOI
2020-05-01
1,454,368
2,332,594
0.584727
0.595046
0.305703
0.09925
AAOI
2020-05-08
2,178,879
3,779,135
0.664258
0.631963
0.317344
0.050693
AAOI
2020-05-15
1,382,778
2,433,290
0.636209
0.636469
0.316854
0.046677
AAOI
2020-05-22
782,615
1,770,418
0.596006
0.634639
0.316229
0.049133
AAOI
2020-05-29
894,686
1,813,360
0.624299
0.60974
0.359971
0.030289
AAOI
2020-06-05
1,209,722
2,537,314
0.648015
0.64058
0.291845
0.067576
AAOI
2020-06-12
1,127,151
1,934,720
0.616777
0.607527
0.257758
0.134714
AAOI
2020-06-19
1,413,096
2,458,949
0.612281
0.636333
0.317025
0.046642
AAOI
2020-06-26
733,145
1,335,260
0.559602
0.630694
0.319423
0.049883
AAOI
2020-07-03
1,576,137
2,682,614
0.673318
0.763417
0.200998
0.035585
AAOI
2020-07-10
1,455,904
2,786,099
0.593537
0.750446
0.220433
0.029121
AAOI
2020-07-17
1,177,977
2,078,128
0.629634
0.65764
0.318244
0.024117
AAOI
2020-07-24
3,314,210
5,689,191
0.654639
0.768389
0.212303
0.019308
AAOI
2020-07-31
1,620,080
2,815,203
0.629196
0.748421
0.232354
0.019226
AAOI
2020-08-07
3,840,247
7,861,073
0.559289
0.748626
0.233986
0.017388
AAOI
2020-08-14
1,767,697
3,553,333
0.491617
0.704267
0.241305
0.054428
AAOI
2020-08-21
1,700,027
3,154,498
0.580201
0.672914
0.189641
0.137445
AAOI
2020-08-28
1,161,798
2,302,371
0.581315
0.655354
0.223958
0.120688
AAOI
2020-09-04
1,771,477
3,048,612
0.650203
0.734453
0.181856
0.08369
AAOI
2020-09-11
758,689
1,219,016
0.64933
0.707293
0.248818
0.043889
AAOI
2020-09-18
766,216
1,185,763
0.670204
0.678522
0.274334
0.047144
AAOI
2020-09-25
1,100,764
1,901,487
0.594461
0.66841
0.28423
0.04736
AAOI
2020-10-02
689,039
1,115,754
0.679454
0.722501
0.242854
0.034645
AAOI
2020-10-09
643,890
1,153,586
0.532393
0.717651
0.256688
0.02566
AAOI
2020-10-16
557,609
906,940
0.630215
0.71565
0.261451
0.022899
AAOI
2020-10-23
826,299
1,461,794
0.581554
0.745798
0.23514
0.019063
AAOI
2020-10-30
955,530
1,650,937
0.686202
0.718323
0.249328
0.03235
AAOI
2020-11-06
2,055,080
3,496,776
0.590846
0.722822
0.175666
0.101512
AAOI
2020-11-13
1,553,085
2,591,891
0.583038
0.659791
0.205811
0.134398
AAOI
2020-11-20
1,213,111
2,776,271
0.522169
0.73796
0.219171
0.042868
AAOI
2020-11-27
925,079
1,892,377
0.50633
0.713168
0.248921
0.03791
AAOI
2020-12-04
830,714
1,575,714
0.606998
0.704579
0.260291
0.03513
AAOI
2020-12-11
1,176,378
1,959,358
0.615561
0.776796
0.197428
0.025776
AAOI
2020-12-18
1,021,466
1,931,325
0.566821
0.741944
0.216915
0.041141
AAOI
2020-12-25
1,012,368
1,734,133
0.593689
0.8025
0.175645
0.021855
AAOI
2021-01-01
937,819
1,739,507
0.514253
0.78897
0.193398
0.017632
AAOI
2021-01-08
1,743,514
3,260,357
0.608379
0.735417
0.22125
0.043333
AAOI
2021-01-15
1,425,024
2,692,529
0.546602
0.783452
0.185708
0.03084
AAOI
2021-01-22
655,133
1,551,859
0.503157
0.747126
0.221155
0.031719
AAOI
2021-01-29
1,740,689
4,852,153
0.401149
0.739742
0.215026
0.045232
AAOI
2021-02-05
728,733
1,950,421
0.447259
0.783088
0.193044
0.023868
AAOI
2021-02-12
509,605
1,574,291
0.412184
0.722735
0.25293
0.024335
AAOI
2021-02-19
472,212
1,420,285
0.382899
0.786661
0.187537
0.025802
AAOI
2021-02-26
833,132
2,910,585
0.349116
0.768942
0.171079
0.059979
AAOI
2021-03-05
1,906,214
3,950,419
0.573154
0.790164
0.195951
0.013885
AAOI
2021-03-12
869,144
2,202,800
0.512162
0.740609
0.248121
0.011271
AAOI
2021-03-19
792,353
1,794,177
0.582244
0.752971
0.236373
0.010656
AAOI
2021-03-26
799,851
1,779,228
0.532817
0.740031
0.240083
0.019886
AAOI
2021-04-02
539,469
1,283,736
0.502941
0.741803
0.2313
0.026897
AAOI
2021-04-09
600,590
1,739,101
0.496551
0.732729
0.22363
0.043641
AAOI
2021-04-16
637,186
1,393,069
0.555097
0.7828
0.190199
0.027001
AAOI
2021-04-23
613,532
1,558,107
0.454864
0.779535
0.193562
0.026903
AAOI
2021-04-30
761,541
1,622,418
0.468638
0.733931
0.226595
0.039474
AAOI
2021-05-07
1,629,947
2,896,340
0.661856
0.646723
0.244493
0.108784
AAOI
2021-05-14
1,040,788
2,380,691
0.55977
0.570468
0.294728
0.134804
AAOI
2021-05-21
720,565
1,517,112
0.610326
0.739266
0.234367
0.026367
AAOI
2021-05-28
648,681
1,538,012
0.554288
0.726337
0.252936
0.020727
AAOI
2021-06-04
582,279
1,222,608
0.591878
0.610054
0.35831
0.031636
AAOI
2021-06-11
580,578
1,186,782
0.593128
0.744566
0.230098
0.025336
AAOI
2021-06-18
749,207
1,483,258
0.610867
0.713237
0.265245
0.021518
AAOI
2021-06-25
679,612
1,442,332
0.592596
0.733653
0.230114
0.036232
AAOI
2021-07-02
597,562
1,672,045
0.417071
0.754938
0.189704
0.055358
AAOI
2021-07-09
551,787
1,431,710
0.468613
0.776578
0.210083
0.013339
AAOI
2021-07-16
512,797
1,290,720
0.477536
0.751483
0.184511
0.064006
AAOI
2021-07-23
475,813
1,462,491
0.454875
0.683133
0.292091
0.024776
AAOI
2021-07-30
515,348
1,218,443
0.500607
0.689809
0.279776
0.030415
AAOI
2021-08-06
925,167
2,238,052
0.484409
0.75001
0.227309
0.022682
AAOI
2021-08-13
1,115,890
2,156,471
0.653938
0.666261
0.311422
0.022317
AAOI
2021-08-20
826,923
1,638,971
0.647903
0.69971
0.281151
0.019139
AAOI
2021-08-27
658,274
1,232,459
0.644058
0.741379
0.230462
0.02816
AAOI
2021-09-03
561,041
1,243,759
0.557228
0.761771
0.210499
0.02773
AAOI
2021-09-10
372,072
862,480
0.477845
0.706923
0.202883
0.090194
AAOI
2021-09-17
513,029
1,120,486
0.532613
0.594709
0.321598
0.083693
AAOI
2021-09-24
422,666
1,128,972
0.460272
0.744046
0.22777
0.028184
AAOI
2021-10-01
295,357
842,768
0.397208
0.757622
0.229415
0.012963
AAOI
2021-10-08
368,777
1,157,860
0.434662
0.793292
0.191113
0.015595
AAOI
2021-10-15
263,248
890,379
0.288133
0.80886
0.168551
0.022588
AAOI
2021-10-22
286,102
861,687
0.425157
0.798813
0.165534
0.035653
AAOI
2021-10-29
473,061
1,102,777
0.597441
0.652221
0.225563
0.122216
AAOI
2021-11-05
2,344,195
5,313,167
0.544724
0.754433
0.225637
0.01993
AAOI
2021-11-12
1,876,082
4,400,339
0.412987
0.754696
0.216724
0.028579