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
ABG
2014-10-31
619,920
1,480,000
0.451825
0.394112
0.554137
0.051751
ABG
2014-11-07
768,311
1,270,626
0.643016
0.492332
0.490526
0.017142
ABG
2014-11-14
493,105
898,906
0.597107
0.468389
0.509954
0.021657
ABG
2014-11-21
424,609
735,467
0.579499
0.456773
0.530489
0.012738
ABG
2014-11-28
375,164
669,521
0.572237
0.350258
0.639209
0.010533
ABG
2014-12-05
528,631
1,096,690
0.565485
0.37046
0.613904
0.015636
ABG
2014-12-12
535,022
1,353,884
0.496312
0.384097
0.60148
0.014423
ABG
2014-12-19
840,102
2,138,588
0.439681
0.323788
0.661469
0.014743
ABG
2014-12-26
471,485
1,619,699
0.334015
0.325532
0.572093
0.102376
ABG
2015-01-02
294,556
949,216
0.351808
0.397758
0.592724
0.009517
ABG
2015-01-09
536,851
1,259,038
0.422419
0.3483
0.638596
0.013104
ABG
2015-01-16
631,826
1,511,359
0.450339
0.357575
0.584351
0.058074
ABG
2015-01-23
327,478
753,910
0.520793
0.422514
0.566598
0.010888
ABG
2015-01-30
805,290
1,603,853
0.547663
0.402613
0.534123
0.063263
ABG
2015-02-06
877,143
1,758,635
0.489149
0.50851
0.477167
0.014323
ABG
2015-02-13
544,914
1,056,331
0.536847
0.463128
0.517466
0.019406
ABG
2015-02-20
271,366
617,177
0.512093
0.453266
0.533947
0.012787
ABG
2015-02-27
397,701
727,992
0.510382
0.462614
0.528593
0.008792
ABG
2015-03-06
772,489
1,337,540
0.592596
0.532887
0.365816
0.101297
ABG
2015-03-13
524,059
936,195
0.598163
0.412116
0.48274
0.105145
ABG
2015-03-20
559,341
1,038,340
0.671353
0.4439
0.548045
0.008056
ABG
2015-03-27
670,595
1,012,212
0.690121
0.471633
0.514847
0.01352
ABG
2015-04-03
434,565
1,007,609
0.492988
0.429645
0.555956
0.014399
ABG
2015-04-10
502,745
732,024
0.704374
0.499548
0.483576
0.016876
ABG
2015-04-17
520,729
766,732
0.739719
0.520378
0.465417
0.014205
ABG
2015-04-24
667,299
1,132,692
0.595858
0.448989
0.505092
0.04592
ABG
2015-05-01
683,308
1,238,891
0.680606
0.465841
0.487498
0.046662
ABG
2015-05-08
581,049
1,185,014
0.599881
0.513345
0.473544
0.013111
ABG
2015-05-15
386,575
721,344
0.616261
0.488738
0.502217
0.009045
ABG
2015-05-22
336,499
529,880
0.645019
0.526085
0.454631
0.019284
ABG
2015-05-29
407,476
606,268
0.709187
0.461627
0.475168
0.063205
ABG
2015-06-05
416,118
830,654
0.586936
0.423983
0.519302
0.056715
ABG
2015-06-12
367,337
711,883
0.515564
0.543745
0.408715
0.047539
ABG
2015-06-19
418,151
996,678
0.442996
0.49924
0.488821
0.011939
ABG
2015-06-26
548,086
1,332,426
0.545203
0.493623
0.489521
0.016856
ABG
2015-07-03
270,549
679,321
0.41623
0.509811
0.480765
0.009424
ABG
2015-07-10
404,854
742,836
0.594655
0.488535
0.497916
0.01355
ABG
2015-07-17
473,751
1,142,911
0.514806
0.505822
0.485634
0.008543
ABG
2015-07-24
1,238,501
2,394,292
0.503634
0.452328
0.533846
0.013826
ABG
2015-07-31
605,517
1,194,833
0.544058
0.482396
0.499459
0.018145
ABG
2015-08-07
593,865
1,535,428
0.452973
0.506874
0.474683
0.018443
ABG
2015-08-14
619,757
1,093,636
0.58927
0.585507
0.392053
0.02244
ABG
2015-08-21
668,246
1,177,783
0.573317
0.301301
0.659625
0.039074
ABG
2015-08-28
577,353
1,288,471
0.524366
0.467395
0.498475
0.03413
ABG
2015-09-04
550,138
860,846
0.662813
0.491288
0.473088
0.035624
ABG
2015-09-11
449,947
637,924
0.715729
0.492014
0.491805
0.016181
ABG
2015-09-18
483,893
832,914
0.633222
0.523909
0.464201
0.01189
ABG
2015-09-25
494,408
758,268
0.644479
0.476285
0.488096
0.035619
ABG
2015-10-02
762,037
1,395,532
0.584195
0.549093
0.426406
0.024501
ABG
2015-10-09
412,966
724,709
0.60775
0.545698
0.43912
0.015182
ABG
2015-10-16
572,698
1,046,506
0.624352
0.448386
0.53609
0.015524
ABG
2015-10-23
1,199,002
3,313,337
0.45911
0.501728
0.486595
0.011677
ABG
2015-10-30
687,763
1,392,270
0.562659
0.47588
0.503228
0.020892
ABG
2015-11-06
618,584
1,297,497
0.529986
0.500337
0.461096
0.038566
ABG
2015-11-13
769,521
1,987,238
0.52409
0.515349
0.405133
0.079518
ABG
2015-11-20
659,611
2,338,852
0.330913
0.461397
0.509139
0.029464
ABG
2015-11-27
311,879
848,589
0.430617
0.465997
0.486246
0.047757
ABG
2015-12-04
446,398
821,625
0.572747
0.538883
0.441891
0.019226
ABG
2015-12-11
392,133
1,118,715
0.511364
0.537286
0.440679
0.022036
ABG
2015-12-18
711,737
1,340,221
0.564565
0.462694
0.512249
0.025056
ABG
2015-12-25
369,263
929,350
0.475209
0.539705
0.441497
0.018798
ABG
2016-01-01
355,494
822,046
0.570055
0.43511
0.524117
0.040773
ABG
2016-01-08
794,501
2,232,951
0.462095
0.511557
0.417708
0.070735
ABG
2016-01-15
785,425
2,044,827
0.409411
0.401782
0.567607
0.030611
ABG
2016-01-22
708,534
1,332,545
0.538713
0.420237
0.491242
0.088521
ABG
2016-01-29
2,994,214
5,428,855
0.537044
0.326364
0.655798
0.017838
ABG
2016-02-05
1,590,837
2,713,176
0.605414
0.418339
0.554067
0.027594
ABG
2016-02-12
1,491,054
2,741,986
0.584139
0.409452
0.565059
0.025489
ABG
2016-02-19
560,579
1,015,542
0.588249
0.403077
0.567372
0.029551
ABG
2016-02-26
1,135,676
2,173,182
0.518071
0.423901
0.537771
0.038328
ABG
2016-03-04
1,271,754
2,314,461
0.557538
0.358926
0.611403
0.029671
ABG
2016-03-11
880,385
1,635,938
0.554149
0.379422
0.591615
0.028963
ABG
2016-03-18
1,148,433
1,849,875
0.649619
0.36739
0.572649
0.059961
ABG
2016-03-25
816,902
1,137,195
0.716359
0.344597
0.576744
0.078658
ABG
2016-04-01
1,172,943
1,688,479
0.688881
0.36779
0.55657
0.07564
ABG
2016-04-08
1,505,514
1,988,473
0.778462
0.418336
0.497739
0.083925
ABG
2016-04-15
928,152
1,480,478
0.658157
0.37926
0.57215
0.04859
ABG
2016-04-22
781,236
1,220,983
0.630379
0.428793
0.540819
0.030388
ABG
2016-04-29
772,070
1,607,304
0.541458
0.456782
0.509373
0.033845
ABG
2016-05-06
554,323
1,063,978
0.643845
0.365531
0.601057
0.033412
ABG
2016-05-13
522,429
947,095
0.523622
0.334418
0.646124
0.019458
ABG
2016-05-20
563,988
993,671
0.584165
0.358906
0.617882
0.023212
ABG
2016-05-27
359,435
626,617
0.596716
0.387332
0.591812
0.020856
ABG
2016-06-03
467,997
887,907
0.63339
0.484187
0.433743
0.082069
ABG
2016-06-10
710,311
1,050,074
0.682161
0.483523
0.47745
0.039027
ABG
2016-06-17
808,235
1,298,490
0.688094
0.397308
0.49314
0.109552
ABG
2016-06-24
656,676
1,052,924
0.661908
0.440238
0.542472
0.017289
ABG
2016-07-01
635,166
1,171,158
0.602949
0.436839
0.50844
0.054721
ABG
2016-07-08
376,847
796,773
0.547211
0.362018
0.617715
0.020267
ABG
2016-07-15
370,926
683,425
0.590438
0.350081
0.614114
0.035805
ABG
2016-07-22
507,342
830,487
0.646747
0.409031
0.56626
0.024709
ABG
2016-07-29
560,451
1,058,215
0.626705
0.422459
0.554654
0.022887
ABG
2016-08-05
565,890
1,086,882
0.571877
0.436449
0.477954
0.085597
ABG
2016-08-12
438,977
866,859
0.573499
0.483209
0.424153
0.092637
ABG
2016-08-19
313,330
599,371
0.581301
0.434728
0.513717
0.051555
ABG
2016-08-26
371,665
794,024
0.53756
0.494944
0.462397
0.042659
ABG
2016-09-02
370,703
627,271
0.593069
0.473814
0.490961
0.035225
ABG
2016-09-09
325,522
673,997
0.589622
0.415473
0.533801
0.050725
ABG
2016-09-16
616,102
1,108,975
0.665838
0.435936
0.516874
0.04719
ABG
2016-09-23
296,821
593,843
0.528885
0.375012
0.59557
0.029418