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
2013-07-05
753,764
1,659,416
0.507476
0.636994
0.344373
0.018633
AB
2013-07-12
1,110,826
3,798,922
0.409279
0.578415
0.390735
0.03085
AB
2013-07-19
832,361
1,629,154
0.613841
0.641018
0.309502
0.04948
AB
2013-07-26
426,729
1,162,875
0.437491
0.660405
0.326841
0.012753
AB
2013-08-02
478,040
941,850
0.577585
0.702728
0.279644
0.017628
AB
2013-08-09
442,660
845,716
0.576792
0.671063
0.313175
0.015762
AB
2013-08-16
672,126
1,369,988
0.557039
0.766382
0.221081
0.012537
AB
2013-08-23
823,611
1,686,221
0.527954
0.772987
0.171872
0.055141
AB
2013-08-30
374,302
1,268,080
0.325941
0.802709
0.192353
0.004938
AB
2013-09-06
316,148
866,809
0.314667
0.71115
0.286421
0.002428
AB
2013-09-13
402,905
1,141,635
0.383003
0.711151
0.272232
0.016618
AB
2013-09-20
511,763
1,683,777
0.358435
0.697524
0.294204
0.008272
AB
2013-09-27
397,472
1,289,175
0.360121
0.759877
0.226106
0.014017
AB
2013-10-04
329,592
1,235,973
0.325691
0.688019
0.295507
0.016475
AB
2013-10-11
443,343
1,929,172
0.308465
0.690573
0.294673
0.014754
AB
2013-10-18
604,087
1,759,631
0.378877
0.735574
0.260368
0.004058
AB
2013-10-25
959,626
1,825,371
0.517678
0.790204
0.202775
0.00702
AB
2013-11-01
1,234,588
2,227,499
0.552205
0.718366
0.273501
0.008132
AB
2013-11-08
669,216
1,384,106
0.516796
0.652019
0.321474
0.026507
AB
2013-11-15
575,137
1,307,934
0.475011
0.690901
0.29871
0.010389
AB
2013-11-22
917,763
2,092,672
0.436123
0.720755
0.267717
0.011528
AB
2013-11-29
424,114
1,156,219
0.400428
0.687219
0.290894
0.021886
AB
2013-12-06
857,597
2,493,477
0.494211
0.672616
0.316165
0.011218
AB
2013-12-13
551,312
1,800,772
0.332208
0.700363
0.288018
0.011619
AB
2013-12-20
377,917
1,460,335
0.298754
0.745684
0.232925
0.02139
AB
2013-12-27
341,100
1,067,344
0.358468
0.660881
0.31175
0.02737
AB
2014-01-03
347,217
977,756
0.414501
0.722824
0.268533
0.008643
AB
2014-01-10
649,833
1,226,394
0.5345
0.752111
0.242104
0.005785
AB
2014-01-17
789,335
1,806,289
0.496653
0.654237
0.316261
0.029502
AB
2014-01-24
320,996
814,400
0.400933
0.753556
0.232417
0.014027
AB
2014-01-31
470,424
1,214,403
0.388424
0.646899
0.342473
0.010629
AB
2014-02-07
724,820
1,534,536
0.473785
0.768123
0.220107
0.01177
AB
2014-02-14
835,805
1,951,803
0.498577
0.688024
0.29581
0.016165
AB
2014-02-21
1,438,522
2,838,704
0.535065
0.678826
0.306148
0.015026
AB
2014-02-28
549,033
1,281,130
0.416011
0.729408
0.206795
0.063796
AB
2014-03-07
434,915
1,135,557
0.353184
0.739812
0.245739
0.014449
AB
2014-03-14
879,261
1,788,979
0.433589
0.772208
0.21268
0.015112
AB
2014-03-21
1,012,635
2,287,892
0.5307
0.647856
0.31164
0.040505
AB
2014-03-28
765,028
1,727,002
0.463269
0.744879
0.239727
0.015394
AB
2014-04-04
699,800
2,033,885
0.38827
0.671276
0.308676
0.020047
AB
2014-04-11
1,253,563
2,272,396
0.514508
0.729014
0.259486
0.0115
AB
2014-04-18
582,132
996,736
0.578264
0.687316
0.298059
0.014625
AB
2014-04-25
679,962
1,462,911
0.559137
0.714995
0.269714
0.015291
AB
2014-05-02
623,160
1,498,914
0.410899
0.691797
0.299091
0.009112
AB
2014-05-09
413,227
1,750,725
0.272476
0.623479
0.258492
0.118029
AB
2014-05-16
433,098
1,377,022
0.336734
0.582584
0.318306
0.09911
AB
2014-05-23
378,947
1,041,850
0.373144
0.628663
0.353091
0.018246
AB
2014-05-30
421,268
1,210,213
0.405463
0.629351
0.351429
0.019219
AB
2014-06-06
598,027
1,847,296
0.384907
0.575532
0.398143
0.026325
AB
2014-06-13
486,268
1,670,962
0.357985
0.574568
0.405679
0.019752
AB
2014-06-20
491,638
1,545,407
0.320285
0.595711
0.382892
0.021397
AB
2014-06-27
317,293
962,392
0.342166
0.602203
0.371722
0.026075
AB
2014-07-04
283,771
782,140
0.42632
0.65438
0.271573
0.074047
AB
2014-07-11
531,140
1,416,837
0.394417
0.564205
0.412398
0.023398
AB
2014-07-18
384,099
1,096,166
0.415854
0.651941
0.284021
0.064039
AB
2014-07-25
262,677
883,101
0.379988
0.607547
0.364871
0.027582
AB
2014-08-01
510,081
1,559,563
0.360256
0.587463
0.389627
0.02291
AB
2014-08-08
441,429
1,187,536
0.376883
0.628566
0.350399
0.021035
AB
2014-08-15
386,829
940,043
0.408854
0.60468
0.373424
0.021896
AB
2014-08-22
474,416
1,121,055
0.474841
0.618535
0.363143
0.018322
AB
2014-08-29
318,962
883,537
0.432384
0.580131
0.377302
0.042567
AB
2014-09-05
188,734
622,250
0.318544
0.596164
0.385492
0.018344
AB
2014-09-12
304,159
991,393
0.301588
0.579994
0.357126
0.062879
AB
2014-09-19
328,851
686,723
0.472593
0.656451
0.321941
0.021608
AB
2014-09-26
374,254
896,757
0.431781
0.662987
0.31816
0.018853
AB
2014-10-03
367,160
952,027
0.398567
0.651442
0.33234
0.016218
AB
2014-10-10
424,296
1,182,540
0.405547
0.571489
0.404858
0.023653
AB
2014-10-17
616,406
2,028,429
0.330955
0.637935
0.339991
0.022075
AB
2014-10-24
544,472
1,255,438
0.426867
0.550762
0.43323
0.016008
AB
2014-10-31
492,708
1,218,272
0.456993
0.55398
0.384907
0.061113
AB
2014-11-07
355,125
1,216,645
0.33814
0.651567
0.332856
0.015577
AB
2014-11-14
452,890
1,154,065
0.396969
0.601987
0.38771
0.010303
AB
2014-11-21
382,123
1,327,371
0.43565
0.546545
0.438402
0.015053
AB
2014-11-28
206,252
524,406
0.368445
0.547645
0.441324
0.01103
AB
2014-12-05
306,769
1,148,307
0.444606
0.594222
0.380342
0.025436
AB
2014-12-12
498,760
2,782,978
0.21978
0.508507
0.445683
0.04581
AB
2014-12-19
223,190
1,217,956
0.202863
0.505052
0.462753
0.032195
AB
2014-12-26
205,795
1,003,217
0.326019
0.523418
0.377905
0.098677
AB
2015-01-02
305,126
1,111,107
0.334409
0.592333
0.391391
0.016276
AB
2015-01-09
472,242
1,230,150
0.399471
0.623202
0.350158
0.02664
AB
2015-01-16
419,034
791,787
0.548397
0.514171
0.434091
0.051738
AB
2015-01-23
349,454
852,691
0.443531
0.537924
0.443767
0.018309
AB
2015-01-30
689,690
1,554,230
0.455071
0.520309
0.423177
0.056513
AB
2015-02-06
601,944
1,633,647
0.38102
0.591449
0.386971
0.02158
AB
2015-02-13
661,262
1,821,254
0.434265
0.570155
0.401988
0.027856
AB
2015-02-20
454,007
1,396,029
0.32453
0.636608
0.346142
0.01725
AB
2015-02-27
724,995
2,127,812
0.357676
0.604575
0.362275
0.03315
AB
2015-03-06
801,290
1,635,069
0.498162
0.588648
0.33364
0.077712
AB
2015-03-13
685,699
1,668,236
0.469262
0.576807
0.334729
0.088463
AB
2015-03-20
914,140
1,769,624
0.596893
0.572482
0.391803
0.035715
AB
2015-03-27
520,573
1,201,822
0.454519
0.59659
0.385137
0.018273
AB
2015-04-03
348,745
678,438
0.532734
0.701661
0.276767
0.021573
AB
2015-04-10
317,545
660,352
0.428347
0.754865
0.237351
0.007784
AB
2015-04-17
553,076
1,124,220
0.420079
0.722084
0.259998
0.017917
AB
2015-04-24
363,865
812,927
0.459564
0.648816
0.295638
0.055545
AB
2015-05-01
628,445
1,397,846
0.442691
0.592937
0.336689
0.070374
AB
2015-05-08
564,432
1,517,568
0.47584
0.584487
0.382797
0.032716
AB
2015-05-15
380,017
998,676
0.419483
0.534421
0.445954
0.019625
AB
2015-05-22
456,762
934,641
0.592843
0.485478
0.496682
0.01784
AB
2015-05-29
362,746
782,567
0.479676
0.501782
0.478599
0.019619