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
AB
2015-06-05
539,057
963,220
0.557037
0.537565
0.446569
0.015866
AB
2015-06-12
429,569
1,072,972
0.448674
0.568716
0.363697
0.067587
AB
2015-06-19
257,207
729,910
0.413672
0.655732
0.325436
0.018831
AB
2015-06-26
510,850
1,105,005
0.538543
0.51986
0.4671
0.01304
AB
2015-07-03
238,114
463,909
0.506954
0.599997
0.388147
0.011856
AB
2015-07-10
184,002
522,846
0.362499
0.50583
0.486968
0.007202
AB
2015-07-17
497,064
1,987,265
0.325769
0.590749
0.394815
0.014435
AB
2015-07-24
301,624
839,470
0.40613
0.676383
0.31266
0.010957
AB
2015-07-31
295,886
937,143
0.315846
0.609116
0.380124
0.01076
AB
2015-08-07
763,119
1,445,277
0.536853
0.671325
0.312821
0.015854
AB
2015-08-14
732,389
1,385,831
0.546769
0.645648
0.335803
0.018549
AB
2015-08-21
567,577
1,155,604
0.509995
0.647457
0.30478
0.047763
AB
2015-08-28
700,612
1,482,861
0.518943
0.612419
0.348841
0.03874
AB
2015-09-04
530,725
1,048,411
0.437082
0.655238
0.316042
0.02872
AB
2015-09-11
376,769
693,832
0.525826
0.700817
0.28153
0.017653
AB
2015-09-18
468,944
843,292
0.58133
0.620347
0.372509
0.007144
AB
2015-09-25
347,615
577,417
0.582821
0.585064
0.408509
0.006427
AB
2015-10-02
482,672
1,073,948
0.532833
0.619385
0.371497
0.009119
AB
2015-10-09
475,888
838,516
0.639393
0.47256
0.512064
0.015376
AB
2015-10-16
416,151
885,056
0.498859
0.439303
0.543619
0.017078
AB
2015-10-23
771,563
1,457,941
0.571547
0.568366
0.410211
0.021423
AB
2015-10-30
422,219
1,313,613
0.348766
0.605716
0.350375
0.043909
AB
2015-11-06
463,073
1,149,135
0.44313
0.45856
0.463884
0.077556
AB
2015-11-13
314,061
657,172
0.53727
0.4421
0.472432
0.085468
AB
2015-11-20
397,829
949,111
0.457001
0.585038
0.393665
0.021298
AB
2015-11-27
259,656
583,561
0.493964
0.604668
0.384686
0.010646
AB
2015-12-04
629,705
2,028,442
0.376442
0.592056
0.388397
0.019547
AB
2015-12-11
892,259
2,363,414
0.401914
0.606298
0.382251
0.011451
AB
2015-12-18
803,335
2,296,660
0.408352
0.565537
0.41153
0.022933
AB
2015-12-25
759,104
1,046,795
0.614216
0.474911
0.514458
0.010631
AB
2016-01-01
431,505
872,025
0.517634
0.671708
0.320557
0.007734
AB
2016-01-08
599,378
1,251,793
0.55039
0.560716
0.383615
0.055669
AB
2016-01-15
548,460
1,336,147
0.451743
0.542378
0.436259
0.021363
AB
2016-01-22
530,314
1,510,245
0.400636
0.427461
0.486282
0.086257
AB
2016-01-29
393,711
1,395,107
0.368655
0.515965
0.453775
0.03026
AB
2016-02-05
378,071
1,044,966
0.335333
0.573901
0.411097
0.015002
AB
2016-02-12
615,022
1,590,131
0.434833
0.598337
0.385867
0.015796
AB
2016-02-19
524,412
1,519,632
0.385699
0.527025
0.457252
0.015723
AB
2016-02-26
486,374
962,614
0.581843
0.426165
0.559257
0.014578
AB
2016-03-04
733,208
1,464,252
0.539158
0.472086
0.517492
0.010422
AB
2016-03-11
737,664
1,422,231
0.566604
0.472807
0.508658
0.018536
AB
2016-03-18
710,308
1,305,284
0.508776
0.525289
0.439243
0.035467
AB
2016-03-25
336,997
837,219
0.49944
0.576394
0.37124
0.052366
AB
2016-04-01
724,145
1,583,872
0.474204
0.384364
0.487392
0.128244
AB
2016-04-08
591,341
1,170,576
0.521192
0.403442
0.498476
0.098082
AB
2016-04-15
376,482
1,053,925
0.421351
0.527663
0.401633
0.070704
AB
2016-04-22
426,201
995,509
0.484189
0.529685
0.441313
0.029003
AB
2016-04-29
439,737
911,448
0.501625
0.57264
0.411152
0.016208
AB
2016-05-06
530,983
1,079,613
0.481044
0.587413
0.398483
0.014105
AB
2016-05-13
421,434
957,692
0.45172
0.563156
0.413982
0.022862
AB
2016-05-20
522,361
1,137,947
0.418539
0.631137
0.358048
0.010815
AB
2016-05-27
367,855
914,762
0.415279
0.513354
0.467612
0.019034
AB
2016-06-03
264,981
568,881
0.490556
0.567408
0.327323
0.105268
AB
2016-06-10
384,783
923,193
0.449657
0.591968
0.390632
0.017399
AB
2016-06-17
455,412
874,642
0.523399
0.487522
0.417532
0.094946
AB
2016-06-24
421,366
874,814
0.534111
0.604691
0.375913
0.019396
AB
2016-07-01
516,906
1,009,079
0.486941
0.653205
0.308701
0.038095
AB
2016-07-08
275,975
549,101
0.518693
0.554862
0.430538
0.0146
AB
2016-07-15
285,198
699,184
0.463714
0.577316
0.398608
0.024076
AB
2016-07-22
238,224
685,498
0.405658
0.518788
0.461332
0.019879
AB
2016-07-29
387,160
890,590
0.359736
0.630824
0.360789
0.008386
AB
2016-08-05
643,446
1,714,494
0.402561
0.604485
0.327203
0.068312
AB
2016-08-12
290,715
1,146,966
0.295613
0.617372
0.312882
0.069746
AB
2016-08-19
144,551
694,432
0.27467
0.595635
0.390541
0.013824
AB
2016-08-26
271,559
893,678
0.353428
0.65764
0.329357
0.013003
AB
2016-09-02
253,992
942,770
0.307498
0.610312
0.377616
0.012071
AB
2016-09-09
274,756
873,311
0.388696
0.659299
0.318216
0.022485
AB
2016-09-16
447,895
1,085,714
0.413678
0.578792
0.39898
0.022228
AB
2016-09-23
423,074
865,067
0.455589
0.599265
0.389131
0.011604
AB
2016-09-30
398,419
951,157
0.421852
0.647479
0.326949
0.025572
AB
2016-10-07
253,675
568,798
0.478785
0.672423
0.310389
0.017188
AB
2016-10-14
316,754
627,842
0.526687
0.671591
0.307568
0.020841
AB
2016-10-21
285,538
615,116
0.504201
0.670972
0.303354
0.025674
AB
2016-10-28
478,977
1,200,376
0.47154
0.706943
0.274248
0.018809
AB
2016-11-04
444,516
991,439
0.455643
0.67128
0.315951
0.012769
AB
2016-11-11
523,332
1,388,559
0.43394
0.640112
0.339476
0.020412
AB
2016-11-18
522,893
1,355,560
0.382111
0.632387
0.304892
0.062721
AB
2016-11-25
416,112
917,673
0.449206
0.627978
0.355105
0.016917
AB
2016-12-02
630,417
1,337,675
0.479667
0.587807
0.352796
0.059397
AB
2016-12-09
778,159
2,320,469
0.431189
0.640655
0.33706
0.022284
AB
2016-12-16
755,336
1,814,327
0.44085
0.701535
0.280411
0.018054
AB
2016-12-23
780,498
1,601,484
0.431223
0.72671
0.247597
0.025693
AB
2016-12-30
440,501
952,931
0.46067
0.583138
0.393391
0.023471
AB
2017-01-06
754,955
1,211,845
0.606049
0.591994
0.392549
0.015457
AB
2017-01-13
991,896
1,800,966
0.627038
0.57766
0.399328
0.023012
AB
2017-01-20
326,146
663,414
0.508529
0.662789
0.326682
0.01053
AB
2017-01-27
628,670
947,877
0.682178
0.701267
0.286655
0.012078
AB
2017-02-03
823,133
1,288,581
0.73758
0.733798
0.249459
0.016743
AB
2017-02-10
743,350
1,391,157
0.589137
0.602803
0.306072
0.091125
AB
2017-02-17
1,527,676
2,738,556
0.610977
0.699048
0.249429
0.051523
AB
2017-02-24
575,833
978,025
0.579034
0.678446
0.311722
0.009833
AB
2017-03-03
707,606
1,358,785
0.529901
0.73153
0.252137
0.016333
AB
2017-03-10
774,921
1,144,414
0.65143
0.816561
0.170007
0.013432
AB
2017-03-17
702,246
1,276,428
0.546459
0.810423
0.178735
0.010842
AB
2017-03-24
768,520
1,608,989
0.417955
0.812986
0.169685
0.01733
AB
2017-03-31
591,209
1,349,610
0.435482
0.713903
0.270307
0.01579
AB
2017-04-07
824,041
1,400,192
0.573163
0.744789
0.247192
0.008019
AB
2017-04-14
964,194
1,937,487
0.600673
0.69342
0.292065
0.014515
AB
2017-04-21
519,220
962,963
0.511746
0.736588
0.254731
0.008681
AB
2017-04-28
940,212
2,158,004
0.579055
0.6116
0.369435
0.018965