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
2012-07-27
651,872
1,221,654
0.515387
0.123069
0.854908
0.022023
ABG
2012-08-03
552,755
1,016,761
0.543244
0.131983
0.848474
0.019543
ABG
2012-08-10
417,250
757,266
0.537656
0.172126
0.811897
0.015977
ABG
2012-08-17
346,216
569,793
0.57544
0.114912
0.873411
0.011677
ABG
2012-08-24
231,239
402,145
0.629976
0.120732
0.860891
0.018377
ABG
2012-08-31
373,809
688,800
0.527401
0.157718
0.831413
0.010869
ABG
2012-09-07
382,144
711,646
0.570243
0.162603
0.826761
0.010636
ABG
2012-09-14
588,167
1,021,810
0.562582
0.09953
0.84229
0.05818
ABG
2012-09-21
467,846
771,687
0.609227
0.122601
0.848426
0.028972
ABG
2012-09-28
282,343
486,423
0.572625
0.129773
0.817595
0.052632
ABG
2012-10-05
368,891
796,006
0.483048
0.220363
0.765801
0.013836
ABG
2012-10-12
488,030
922,003
0.520638
0.18701
0.669441
0.143549
ABG
2012-10-19
280,445
592,191
0.492987
0.158576
0.814227
0.027197
ABG
2012-10-26
394,236
865,094
0.501673
0.196094
0.778191
0.025714
ABG
2012-11-02
284,746
633,156
0.457794
0.252767
0.725755
0.021478
ABG
2012-11-09
321,680
626,171
0.509074
0.185057
0.802356
0.012587
ABG
2012-11-16
313,999
668,817
0.509944
0.182498
0.783744
0.033758
ABG
2012-11-23
205,419
474,861
0.489956
0.258048
0.7338
0.008152
ABG
2012-11-30
499,052
900,921
0.507932
0.181447
0.809825
0.008728
ABG
2012-12-07
363,710
641,891
0.598765
0.223025
0.761853
0.015122
ABG
2012-12-14
366,258
649,459
0.561406
0.171728
0.81115
0.017122
ABG
2012-12-21
368,970
715,786
0.522943
0.173637
0.755152
0.071211
ABG
2012-12-28
173,697
282,644
0.614117
0.147823
0.834445
0.017732
ABG
2013-01-04
420,997
949,382
0.488801
0.238542
0.677779
0.08368
ABG
2013-01-11
470,892
865,994
0.587889
0.23401
0.659691
0.1063
ABG
2013-01-18
314,677
588,845
0.526694
0.22059
0.756064
0.023346
ABG
2013-01-25
291,001
503,165
0.589804
0.136972
0.834603
0.028425
ABG
2013-02-01
348,847
719,724
0.50912
0.198215
0.737803
0.063982
ABG
2013-02-08
259,798
477,905
0.559664
0.168281
0.758035
0.073684
ABG
2013-02-15
303,906
578,173
0.578629
0.226347
0.716808
0.056845
ABG
2013-02-22
468,488
971,348
0.489783
0.182062
0.781812
0.036126
ABG
2013-03-01
585,233
1,025,790
0.567854
0.179169
0.780846
0.039985
ABG
2013-03-08
654,937
1,283,508
0.518659
0.240112
0.735227
0.02466
ABG
2013-03-15
1,028,636
1,798,781
0.622174
0.267361
0.715456
0.017183
ABG
2013-03-22
327,056
613,177
0.506568
0.170132
0.801891
0.027977
ABG
2013-03-29
253,905
559,912
0.501913
0.177197
0.740654
0.082149
ABG
2013-04-05
657,222
1,211,797
0.594937
0.440334
0.53413
0.025536
ABG
2013-04-12
424,854
670,952
0.666373
0.405757
0.544671
0.049572
ABG
2013-04-19
822,290
1,575,802
0.620501
0.400568
0.5849
0.014532
ABG
2013-04-26
851,476
1,615,320
0.566595
0.422403
0.52103
0.056567
ABG
2013-05-03
525,520
1,001,341
0.552258
0.426554
0.530546
0.042899
ABG
2013-05-10
358,259
614,677
0.571489
0.382844
0.606089
0.011066
ABG
2013-05-17
459,499
851,223
0.526139
0.354182
0.618249
0.027569
ABG
2013-05-24
400,986
698,182
0.525297
0.435719
0.54767
0.016611
ABG
2013-05-31
312,144
580,170
0.494351
0.364438
0.608754
0.026809
ABG
2013-06-07
682,991
1,297,441
0.47297
0.366527
0.606452
0.027021
ABG
2013-06-14
362,304
728,044
0.45776
0.485777
0.489433
0.024791
ABG
2013-06-21
477,829
932,513
0.499119
0.38711
0.574938
0.037951
ABG
2013-06-28
521,105
1,052,946
0.532998
0.317849
0.578269
0.103882
ABG
2013-07-05
246,533
489,529
0.573068
0.453874
0.512706
0.03342
ABG
2013-07-12
398,496
714,824
0.582476
0.449704
0.530892
0.019403
ABG
2013-07-19
458,333
802,191
0.619136
0.468103
0.510708
0.021189
ABG
2013-07-26
1,080,545
2,227,149
0.513812
0.466106
0.520048
0.013846
ABG
2013-08-02
705,682
1,246,405
0.604442
0.535814
0.449466
0.01472
ABG
2013-08-09
415,128
859,700
0.509338
0.530161
0.457616
0.012223
ABG
2013-08-16
679,986
1,384,745
0.473446
0.280361
0.706578
0.013061
ABG
2013-08-23
429,400
809,286
0.55894
0.350846
0.546381
0.102773
ABG
2013-08-30
327,043
616,341
0.578838
0.318869
0.672665
0.008466
ABG
2013-09-06
501,845
930,024
0.521817
0.382919
0.600802
0.016279
ABG
2013-09-13
320,072
732,676
0.43489
0.336394
0.65718
0.006426
ABG
2013-09-20
442,451
915,398
0.43991
0.361635
0.628046
0.010319
ABG
2013-09-27
347,338
960,526
0.405043
0.314746
0.675301
0.009953
ABG
2013-10-04
620,255
1,526,138
0.496518
0.436403
0.555102
0.008494
ABG
2013-10-11
758,739
1,618,900
0.481814
0.45219
0.536378
0.011432
ABG
2013-10-18
696,497
1,242,206
0.616187
0.432406
0.558697
0.008896
ABG
2013-10-25
1,925,244
4,109,836
0.566556
0.556884
0.425189
0.017927
ABG
2013-11-01
850,192
1,465,227
0.623502
0.450686
0.535332
0.013982
ABG
2013-11-08
747,268
1,092,888
0.670137
0.498387
0.490823
0.010791
ABG
2013-11-15
533,702
887,931
0.588528
0.414652
0.570229
0.015119
ABG
2013-11-22
417,853
746,400
0.572383
0.426471
0.552318
0.021211
ABG
2013-11-29
182,511
415,013
0.475785
0.310493
0.677532
0.011975
ABG
2013-12-06
396,335
1,009,559
0.429955
0.415815
0.564292
0.019893
ABG
2013-12-13
380,131
1,088,294
0.422944
0.396538
0.596311
0.00715
ABG
2013-12-20
716,110
1,200,648
0.601103
0.376051
0.611151
0.012798
ABG
2013-12-27
168,241
340,857
0.507882
0.32547
0.658128
0.016402
ABG
2014-01-03
340,849
597,430
0.587973
0.463168
0.526541
0.010291
ABG
2014-01-10
303,159
634,133
0.564944
0.376331
0.611221
0.012448
ABG
2014-01-17
625,505
1,820,365
0.509352
0.423201
0.561096
0.015703
ABG
2014-01-24
393,580
1,047,832
0.529874
0.49921
0.484077
0.016713
ABG
2014-01-31
722,063
1,692,052
0.491885
0.451267
0.532392
0.016341
ABG
2014-02-07
728,380
1,687,494
0.416228
0.392753
0.592093
0.015154
ABG
2014-02-14
528,505
978,454
0.529539
0.469749
0.513838
0.016412
ABG
2014-02-21
300,706
584,417
0.503516
0.379529
0.610551
0.009919
ABG
2014-02-28
407,261
1,039,965
0.432499
0.394227
0.529583
0.07619
ABG
2014-03-07
624,816
1,369,306
0.53367
0.4578
0.465558
0.076642
ABG
2014-03-14
371,955
945,855
0.433671
0.383949
0.588539
0.027511
ABG
2014-03-21
373,993
748,186
0.549413
0.349391
0.637631
0.012978
ABG
2014-03-28
1,059,761
1,950,096
0.687889
0.436865
0.54862
0.014515
ABG
2014-04-04
576,524
1,366,044
0.584446
0.410586
0.553691
0.035723
ABG
2014-04-11
490,789
1,074,445
0.601458
0.317514
0.654071
0.028415
ABG
2014-04-18
294,024
666,738
0.489906
0.347007
0.635827
0.017166
ABG
2014-04-25
608,420
1,355,215
0.564231
0.342626
0.59523
0.062144
ABG
2014-05-02
610,549
1,362,243
0.533276
0.443921
0.539386
0.016693
ABG
2014-05-09
644,215
1,029,525
0.631761
0.348116
0.581986
0.069898
ABG
2014-05-16
857,609
1,713,021
0.501305
0.390543
0.539717
0.06974
ABG
2014-05-23
572,536
958,452
0.602198
0.378129
0.585289
0.036583
ABG
2014-05-30
307,664
578,267
0.611362
0.339039
0.62865
0.032311
ABG
2014-06-06
458,640
948,599
0.540307
0.395337
0.576603
0.02806
ABG
2014-06-13
382,194
950,754
0.455463
0.468238
0.513484
0.018278
ABG
2014-06-20
588,703
1,323,930
0.468118
0.40928
0.567939
0.022781