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
2011-09-02
575,396
1,228,033
0.485278
0.081289
0.886546
0.032165
ABM
2011-09-09
985,669
1,477,082
0.645477
0.118087
0.748245
0.133668
ABM
2011-09-16
780,542
1,469,879
0.511798
0.084673
0.8904
0.024927
ABM
2011-09-23
718,071
1,444,096
0.531061
0.08689
0.807598
0.105512
ABM
2011-09-30
793,659
1,257,622
0.659607
0.087469
0.88383
0.028701
ABM
2011-10-07
658,872
1,191,347
0.670435
0.077474
0.902507
0.020019
ABM
2011-10-14
435,608
772,900
0.620282
0.082108
0.865032
0.05286
ABM
2011-10-21
438,155
914,380
0.464872
0.096716
0.889745
0.013539
ABM
2011-10-28
566,226
1,106,440
0.529486
0.12621
0.809465
0.064325
ABM
2011-11-04
363,524
899,118
0.407007
0.094427
0.880199
0.025374
ABM
2011-11-11
349,955
900,542
0.435355
0.128413
0.845714
0.025874
ABM
2011-11-18
324,373
723,652
0.52357
0.127992
0.841166
0.030842
ABM
2011-11-25
434,912
897,230
0.534142
0.154652
0.814996
0.030352
ABM
2011-12-02
912,258
2,366,344
0.441287
0.18047
0.794226
0.025304
ABM
2011-12-09
1,648,280
4,655,260
0.365248
0.127504
0.810268
0.062228
ABM
2011-12-16
866,110
2,146,917
0.422815
0.16222
0.792928
0.044852
ABM
2011-12-23
309,442
906,628
0.372696
0.148787
0.828327
0.022885
ABM
2011-12-30
239,604
550,603
0.418008
0.114098
0.879895
0.006007
ABM
2012-01-06
311,785
709,170
0.444053
0.104377
0.867
0.028623
ABM
2012-01-13
254,628
706,096
0.354883
0.129078
0.860911
0.010011
ABM
2012-01-20
194,032
467,827
0.347886
0.133377
0.86056
0.006064
ABM
2012-01-27
306,445
841,875
0.456037
0.13025
0.851175
0.018575
ABM
2012-02-03
483,051
1,043,359
0.503138
0.122218
0.757123
0.120659
ABM
2012-02-10
274,299
638,126
0.472993
0.127394
0.798876
0.07373
ABM
2012-02-17
289,031
570,995
0.545158
0.146503
0.827509
0.025988
ABM
2012-02-24
295,222
557,597
0.575712
0.199607
0.784678
0.015715
ABM
2012-03-02
518,477
1,143,535
0.502811
0.173545
0.807205
0.01925
ABM
2012-03-09
946,250
2,142,580
0.47183
0.165325
0.802885
0.03179
ABM
2012-03-16
444,791
952,415
0.547168
0.109194
0.835676
0.055131
ABM
2012-03-23
548,064
835,772
0.687568
0.124226
0.858043
0.01773
ABM
2012-03-30
628,708
969,720
0.669871
0.075606
0.902504
0.02189
ABM
2012-04-06
445,955
773,504
0.579615
0.081241
0.900614
0.018145
ABM
2012-04-13
530,864
758,260
0.713862
0.133555
0.842149
0.024297
ABM
2012-04-20
420,306
705,659
0.59714
0.074638
0.900821
0.024541
ABM
2012-04-27
312,558
563,639
0.559315
0.082084
0.903946
0.01397
ABM
2012-05-04
491,237
824,835
0.619867
0.071074
0.858963
0.069963
ABM
2012-05-11
262,297
452,360
0.649444
0.122614
0.831625
0.045762
ABM
2012-05-18
525,081
823,104
0.651873
0.102721
0.822644
0.074636
ABM
2012-05-25
476,112
853,965
0.59248
0.100509
0.851403
0.048088
ABM
2012-06-01
605,833
912,643
0.704882
0.157968
0.760129
0.081903
ABM
2012-06-08
1,486,563
2,292,330
0.644457
0.149777
0.81746
0.032763
ABM
2012-06-15
439,099
1,030,914
0.454603
0.129149
0.847876
0.022975
ABM
2012-06-22
498,046
1,075,796
0.451952
0.095743
0.880039
0.024218
ABM
2012-06-29
783,888
1,270,940
0.587236
0.165526
0.816001
0.018473
ABM
2012-07-06
894,217
1,304,532
0.698929
0.14193
0.766684
0.091387
ABM
2012-07-13
1,269,614
1,894,477
0.702545
0.116313
0.810883
0.072804
ABM
2012-07-20
2,338,911
6,219,048
0.661096
0.173715
0.801929
0.024357
ABM
2012-07-27
483,773
1,248,841
0.440366
0.145798
0.831027
0.023175
ABM
2012-08-03
501,728
1,015,215
0.530597
0.150184
0.818557
0.031259
ABM
2012-08-10
263,883
608,159
0.480866
0.181104
0.790238
0.028658
ABM
2012-08-17
479,612
1,117,953
0.457468
0.143056
0.850777
0.006167
ABM
2012-08-24
389,377
742,995
0.514628
0.139461
0.847154
0.013385
ABM
2012-08-31
526,572
796,178
0.628395
0.135007
0.842502
0.022491
ABM
2012-09-07
764,755
1,420,405
0.543416
0.120794
0.855251
0.023955
ABM
2012-09-14
698,037
1,307,288
0.512808
0.133085
0.818139
0.048776
ABM
2012-09-21
537,698
973,249
0.551862
0.107711
0.880801
0.011488
ABM
2012-09-28
643,528
1,295,748
0.534617
0.116115
0.804602
0.079283
ABM
2012-10-05
524,147
1,166,094
0.515316
0.230677
0.758391
0.010931
ABM
2012-10-12
993,385
1,617,255
0.622905
0.364653
0.479081
0.156267
ABM
2012-10-19
450,678
787,845
0.603578
0.218706
0.769191
0.012103
ABM
2012-10-26
321,477
614,843
0.510958
0.098904
0.884966
0.01613
ABM
2012-11-02
381,572
841,099
0.435111
0.133167
0.810384
0.056449
ABM
2012-11-09
331,547
642,693
0.519064
0.152971
0.832719
0.01431
ABM
2012-11-16
393,965
570,423
0.688032
0.145879
0.846658
0.007464
ABM
2012-11-23
253,425
364,455
0.740649
0.088009
0.904165
0.007826
ABM
2012-11-30
353,182
788,390
0.517348
0.121293
0.867176
0.011531
ABM
2012-12-07
258,886
504,737
0.491639
0.141269
0.84983
0.008901
ABM
2012-12-14
458,221
1,305,351
0.385705
0.129497
0.85252
0.017983
ABM
2012-12-21
363,300
1,021,595
0.32413
0.130159
0.815507
0.054333
ABM
2012-12-28
81,201
293,196
0.317777
0.17048
0.805548
0.023972
ABM
2013-01-04
289,495
671,625
0.443336
0.137641
0.786869
0.07549
ABM
2013-01-11
232,828
702,466
0.44194
0.218739
0.684816
0.096445
ABM
2013-01-18
280,859
923,244
0.384515
0.201288
0.790623
0.008089
ABM
2013-01-25
287,509
668,384
0.464923
0.146588
0.814699
0.038713
ABM
2013-02-01
363,249
921,387
0.459368
0.130752
0.803175
0.066073
ABM
2013-02-08
213,522
539,604
0.445656
0.095475
0.8319
0.072625
ABM
2013-02-15
334,621
597,706
0.50021
0.096535
0.858669
0.044796
ABM
2013-02-22
308,596
587,637
0.465569
0.108064
0.851333
0.040603
ABM
2013-03-01
286,630
675,376
0.457597
0.143689
0.817213
0.039098
ABM
2013-03-08
535,189
1,145,876
0.519937
0.169128
0.770312
0.06056
ABM
2013-03-15
519,700
1,047,795
0.499165
0.11962
0.834967
0.045413
ABM
2013-03-22
161,730
495,136
0.362954
0.107555
0.816151
0.076293
ABM
2013-03-29
170,066
319,529
0.562155
0.118273
0.826923
0.054804
ABM
2013-04-05
415,179
773,653
0.594437
0.363519
0.585479
0.051002
ABM
2013-04-12
269,462
689,796
0.457942
0.426831
0.535922
0.037247
ABM
2013-04-19
481,245
1,099,787
0.451036
0.324999
0.647245
0.027756
ABM
2013-04-26
512,651
1,038,865
0.489324
0.313496
0.651293
0.035212
ABM
2013-05-03
752,074
1,570,061
0.524512
0.412847
0.568552
0.018601
ABM
2013-05-10
450,503
1,249,788
0.369412
0.409262
0.575647
0.015091
ABM
2013-05-17
399,529
860,500
0.462444
0.287626
0.693055
0.019319
ABM
2013-05-24
348,983
691,039
0.530863
0.243098
0.743213
0.013688
ABM
2013-05-31
339,422
760,469
0.440427
0.224543
0.752238
0.023219
ABM
2013-06-07
766,115
1,727,216
0.43805
0.291939
0.686564
0.021497
ABM
2013-06-14
375,117
764,396
0.527384
0.302337
0.662508
0.035155
ABM
2013-06-21
372,508
873,033
0.371738
0.256286
0.72762
0.016094
ABM
2013-06-28
419,559
1,060,414
0.442204
0.340723
0.553059
0.106218
ABM
2013-07-05
185,449
747,847
0.282742
0.282652
0.690534
0.026815
ABM
2013-07-12
248,020
896,261
0.35483
0.338654
0.560858
0.100488
ABM
2013-07-19
401,536
964,087
0.490265
0.388789
0.573474
0.037736
ABM
2013-07-26
274,491
773,303
0.481976
0.332636
0.611379
0.055985