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
ABM
2015-07-03
351,741
1,098,032
0.376789
0.320768
0.666975
0.012257
ABM
2015-07-10
389,302
1,502,100
0.309511
0.262612
0.709533
0.027856
ABM
2015-07-17
255,649
820,684
0.383787
0.39184
0.561763
0.046396
ABM
2015-07-24
368,174
674,335
0.564205
0.435666
0.53831
0.026024
ABM
2015-07-31
406,266
902,645
0.470531
0.426591
0.532147
0.041262
ABM
2015-08-07
421,562
936,629
0.516255
0.432567
0.540782
0.026651
ABM
2015-08-14
320,816
697,159
0.52346
0.461915
0.520028
0.018057
ABM
2015-08-21
381,147
728,477
0.559536
0.339374
0.610178
0.050448
ABM
2015-08-28
986,410
1,701,312
0.624833
0.477962
0.470785
0.051253
ABM
2015-09-04
1,848,488
3,279,123
0.601666
0.520838
0.422526
0.056636
ABM
2015-09-11
1,053,370
2,102,862
0.484308
0.501286
0.479643
0.019071
ABM
2015-09-18
901,253
2,011,596
0.436399
0.292927
0.6834
0.023673
ABM
2015-09-25
623,336
1,748,933
0.377231
0.383481
0.579296
0.037222
ABM
2015-10-02
1,300,175
2,792,688
0.409983
0.505246
0.459645
0.035109
ABM
2015-10-09
616,693
1,543,121
0.386363
0.360425
0.6112
0.028374
ABM
2015-10-16
627,694
1,384,035
0.480502
0.324478
0.632465
0.043057
ABM
2015-10-23
530,159
1,091,809
0.487796
0.462191
0.510874
0.026935
ABM
2015-10-30
1,072,483
2,151,498
0.498168
0.430846
0.53581
0.033345
ABM
2015-11-06
446,967
944,743
0.514839
0.344854
0.594683
0.060463
ABM
2015-11-13
620,157
1,037,796
0.570071
0.390191
0.554751
0.055059
ABM
2015-11-20
430,194
868,768
0.571319
0.420534
0.544478
0.034988
ABM
2015-11-27
265,497
485,388
0.596905
0.314461
0.651681
0.033857
ABM
2015-12-04
430,644
833,139
0.538303
0.358762
0.605242
0.035996
ABM
2015-12-11
695,963
1,617,548
0.473623
0.358432
0.618055
0.023513
ABM
2015-12-18
668,119
1,460,200
0.475058
0.42812
0.543815
0.028065
ABM
2015-12-25
261,970
539,363
0.475918
0.392035
0.581906
0.02606
ABM
2016-01-01
280,283
573,028
0.557613
0.33622
0.640137
0.023643
ABM
2016-01-08
623,228
1,169,607
0.558556
0.394894
0.535576
0.06953
ABM
2016-01-15
656,262
1,501,581
0.457761
0.378147
0.581259
0.040594
ABM
2016-01-22
905,043
1,481,974
0.622432
0.420384
0.517095
0.062521
ABM
2016-01-29
836,617
1,876,976
0.505985
0.392984
0.53957
0.067445
ABM
2016-02-05
541,233
1,079,233
0.5487
0.406223
0.556178
0.037599
ABM
2016-02-12
790,846
1,301,797
0.570526
0.361112
0.58945
0.049439
ABM
2016-02-19
532,331
1,032,383
0.556384
0.408723
0.567658
0.023619
ABM
2016-02-26
667,617
1,194,811
0.586798
0.341555
0.62753
0.030916
ABM
2016-03-04
797,109
1,300,330
0.641002
0.326581
0.631241
0.042178
ABM
2016-03-11
1,117,083
1,916,890
0.595647
0.437395
0.541607
0.020998
ABM
2016-03-18
586,067
1,550,541
0.415364
0.436098
0.491713
0.07219
ABM
2016-03-25
513,829
1,169,063
0.468638
0.400184
0.534436
0.06538
ABM
2016-04-01
447,149
1,051,006
0.480785
0.352742
0.546623
0.100636
ABM
2016-04-08
855,135
1,625,253
0.555623
0.495576
0.412061
0.092362
ABM
2016-04-15
730,575
1,367,613
0.574996
0.417081
0.520283
0.062636
ABM
2016-04-22
436,104
836,611
0.556255
0.421783
0.545934
0.032283
ABM
2016-04-29
566,665
931,427
0.58364
0.429163
0.541756
0.02908
ABM
2016-05-06
821,816
1,437,289
0.608759
0.412181
0.565745
0.022074
ABM
2016-05-13
450,916
834,969
0.548117
0.322768
0.642513
0.034719
ABM
2016-05-20
538,583
893,677
0.590805
0.314148
0.667804
0.018048
ABM
2016-05-27
551,213
984,415
0.565123
0.37706
0.598211
0.02473
ABM
2016-06-03
433,654
779,947
0.590585
0.327264
0.589264
0.083472
ABM
2016-06-10
1,184,152
2,337,025
0.498081
0.429821
0.540343
0.029837
ABM
2016-06-17
748,152
1,578,458
0.455813
0.227765
0.706335
0.0659
ABM
2016-06-24
668,261
1,720,266
0.417378
0.32336
0.631149
0.045491
ABM
2016-07-01
611,857
1,297,172
0.4695
0.298453
0.645758
0.055789
ABM
2016-07-08
383,192
666,491
0.559862
0.266344
0.705842
0.027814
ABM
2016-07-15
416,635
871,252
0.437279
0.266401
0.717176
0.016424
ABM
2016-07-22
341,132
687,529
0.536317
0.411059
0.568218
0.020723
ABM
2016-07-29
375,415
731,567
0.456719
0.294625
0.682755
0.02262
ABM
2016-08-05
454,354
825,017
0.56438
0.298176
0.636707
0.065117
ABM
2016-08-12
318,004
618,659
0.503004
0.341263
0.600524
0.058213
ABM
2016-08-19
355,711
698,512
0.522533
0.340437
0.634291
0.025272
ABM
2016-08-26
397,960
719,344
0.552152
0.290808
0.679458
0.029734
ABM
2016-09-02
410,089
736,124
0.555147
0.29514
0.673488
0.031372
ABM
2016-09-09
825,362
1,411,816
0.649275
0.4945
0.458693
0.046807
ABM
2016-09-16
566,273
1,080,359
0.509804
0.330791
0.642916
0.026293
ABM
2016-09-23
571,537
1,055,036
0.551927
0.425413
0.536745
0.037841
ABM
2016-09-30
538,202
944,186
0.60243
0.369321
0.591506
0.039173
ABM
2016-10-07
491,732
858,436
0.626115
0.425846
0.529323
0.044831
ABM
2016-10-14
327,054
1,181,695
0.349207
0.333293
0.643586
0.023121
ABM
2016-10-21
361,499
839,346
0.4485
0.41563
0.571193
0.013177
ABM
2016-10-28
283,759
538,161
0.54266
0.372867
0.606202
0.020931
ABM
2016-11-04
457,400
814,099
0.59374
0.417062
0.565448
0.01749
ABM
2016-11-11
867,601
1,425,247
0.625684
0.430154
0.550393
0.019453
ABM
2016-11-18
731,774
1,378,798
0.594835
0.33737
0.604611
0.058019
ABM
2016-11-25
329,108
873,319
0.423406
0.397333
0.57455
0.028117
ABM
2016-12-02
504,579
1,325,505
0.428523
0.307773
0.637871
0.054356
ABM
2016-12-09
754,379
1,889,921
0.427064
0.383291
0.600782
0.015927
ABM
2016-12-16
2,137,543
4,929,731
0.462694
0.413909
0.562831
0.02326
ABM
2016-12-23
819,028
1,608,997
0.545119
0.446788
0.530931
0.022281
ABM
2016-12-30
658,444
1,253,324
0.536346
0.363089
0.602338
0.034573
ABM
2017-01-06
800,386
1,519,138
0.538325
0.342659
0.624266
0.033074
ABM
2017-01-13
515,941
1,161,767
0.479998
0.363237
0.599096
0.037667
ABM
2017-01-20
427,584
1,194,454
0.376941
0.347104
0.589736
0.06316
ABM
2017-01-27
1,097,018
2,215,906
0.491352
0.396222
0.53958
0.064198
ABM
2017-02-03
2,376,846
4,853,801
0.672202
0.345963
0.59882
0.055217
ABM
2017-02-10
873,167
1,494,769
0.615071
0.357332
0.496524
0.146144
ABM
2017-02-17
783,632
1,225,524
0.571551
0.430012
0.490028
0.07996
ABM
2017-02-24
325,918
487,074
0.700092
0.273603
0.700711
0.025686
ABM
2017-03-03
792,564
1,534,605
0.611598
0.318161
0.66421
0.017629
ABM
2017-03-10
1,336,424
2,378,937
0.598116
0.408294
0.567399
0.024306
ABM
2017-03-17
801,907
1,348,183
0.653498
0.331107
0.650051
0.018842
ABM
2017-03-24
520,757
985,699
0.542193
0.346254
0.636237
0.017509
ABM
2017-03-31
527,639
1,024,102
0.538853
0.373239
0.614747
0.012013
ABM
2017-04-07
590,338
1,011,150
0.60633
0.345104
0.631142
0.023754
ABM
2017-04-14
475,129
1,054,811
0.526413
0.466355
0.516248
0.017397
ABM
2017-04-21
443,444
844,986
0.605406
0.440579
0.540742
0.018678
ABM
2017-04-28
520,137
1,344,963
0.533225
0.38129
0.598011
0.020699
ABM
2017-05-05
357,321
655,362
0.508024
0.361325
0.625686
0.012989
ABM
2017-05-12
407,783
862,030
0.497297
0.316943
0.664805
0.018252
ABM
2017-05-19
349,178
674,007
0.640112
0.305925
0.679005
0.015069
ABM
2017-05-26
270,821
684,339
0.491758
0.299609
0.651662
0.04873