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
ACIW
2014-09-12
439,433
1,014,994
0.589694
0.527632
0.34561
0.126758
ACIW
2014-09-19
608,878
1,036,155
0.606986
0.596392
0.333256
0.070351
ACIW
2014-09-26
655,786
1,129,578
0.639875
0.523213
0.41504
0.061747
ACIW
2014-10-03
1,172,117
2,026,761
0.634585
0.39037
0.525392
0.084238
ACIW
2014-10-10
826,152
1,442,730
0.63438
0.467381
0.467102
0.065517
ACIW
2014-10-17
1,031,507
1,943,617
0.57771
0.441977
0.503097
0.054926
ACIW
2014-10-24
371,507
1,536,340
0.281558
0.372042
0.548764
0.079194
ACIW
2014-10-31
1,735,100
4,155,799
0.43467
0.479469
0.425325
0.095205
ACIW
2014-11-07
1,051,523
3,306,762
0.441784
0.407379
0.528047
0.064574
ACIW
2014-11-14
701,479
1,942,792
0.439331
0.456898
0.455156
0.087946
ACIW
2014-11-21
1,186,367
2,077,869
0.639226
0.471738
0.47624
0.052022
ACIW
2014-11-28
863,194
1,422,533
0.72738
0.537957
0.384995
0.077047
ACIW
2014-12-05
1,576,771
2,261,916
0.639369
0.646574
0.291267
0.06216
ACIW
2014-12-12
865,097
1,411,689
0.652674
0.578893
0.358515
0.062592
ACIW
2014-12-19
1,342,921
1,942,295
0.690795
0.488642
0.442256
0.069102
ACIW
2014-12-26
507,580
850,714
0.612045
0.389496
0.387531
0.222973
ACIW
2015-01-02
751,539
1,213,651
0.661589
0.494762
0.425741
0.079497
ACIW
2015-01-09
890,147
1,499,253
0.579482
0.537573
0.373582
0.088845
ACIW
2015-01-16
970,323
1,790,919
0.554211
0.597056
0.282607
0.120337
ACIW
2015-01-23
414,675
1,299,746
0.501027
0.466554
0.440457
0.092989
ACIW
2015-01-30
622,470
1,672,841
0.549831
0.439763
0.406891
0.153347
ACIW
2015-02-06
562,819
877,328
0.643435
0.510329
0.434903
0.054768
ACIW
2015-02-13
579,147
844,263
0.630977
0.456985
0.486477
0.056539
ACIW
2015-02-20
670,768
925,082
0.655674
0.50577
0.445905
0.048324
ACIW
2015-02-27
1,454,839
2,300,377
0.719802
0.541195
0.413215
0.04559
ACIW
2015-03-06
984,263
2,569,247
0.603003
0.424238
0.370859
0.204903
ACIW
2015-03-13
796,654
1,570,975
0.583998
0.454449
0.338835
0.206716
ACIW
2015-03-20
750,854
2,425,939
0.445732
0.561451
0.354879
0.083671
ACIW
2015-03-27
1,106,067
2,098,104
0.681398
0.600575
0.343161
0.056264
ACIW
2015-04-03
896,330
1,673,349
0.651299
0.664495
0.291997
0.043507
ACIW
2015-04-10
847,257
1,565,664
0.571357
0.546578
0.403223
0.050199
ACIW
2015-04-17
657,970
1,270,739
0.544072
0.483372
0.455545
0.061083
ACIW
2015-04-24
973,310
1,605,339
0.623791
0.499217
0.382753
0.11803
ACIW
2015-05-01
1,499,596
2,598,433
0.563773
0.418953
0.478988
0.10206
ACIW
2015-05-08
1,015,747
2,373,135
0.620334
0.426157
0.523758
0.050085
ACIW
2015-05-15
582,203
1,237,859
0.501448
0.470453
0.483873
0.045674
ACIW
2015-05-22
570,810
1,163,738
0.530677
0.548398
0.399565
0.052037
ACIW
2015-05-29
616,785
1,094,406
0.597664
0.545009
0.411503
0.043488
ACIW
2015-06-05
1,089,953
1,657,387
0.656452
0.605956
0.34988
0.044164
ACIW
2015-06-12
1,175,518
2,081,416
0.623268
0.511782
0.32647
0.161748
ACIW
2015-06-19
732,611
1,649,403
0.483097
0.51975
0.428317
0.051933
ACIW
2015-06-26
575,221
1,418,590
0.457923
0.504375
0.462606
0.033019
ACIW
2015-07-03
825,602
1,479,424
0.540433
0.640582
0.330283
0.029134
ACIW
2015-07-10
1,023,405
1,954,251
0.567201
0.587485
0.323475
0.089041
ACIW
2015-07-17
1,107,351
4,249,875
0.450064
0.381666
0.588132
0.030202
ACIW
2015-07-24
890,103
1,963,225
0.496196
0.622541
0.34135
0.036109
ACIW
2015-07-31
1,880,825
3,683,477
0.539395
0.65455
0.302219
0.043231
ACIW
2015-08-07
887,074
1,897,926
0.527178
0.591256
0.373835
0.034909
ACIW
2015-08-14
599,418
1,096,023
0.552031
0.61438
0.320759
0.064861
ACIW
2015-08-21
809,550
1,254,790
0.619909
0.64064
0.234692
0.124667
ACIW
2015-08-28
866,242
2,242,743
0.458834
0.628255
0.273589
0.098156
ACIW
2015-09-04
525,874
1,075,597
0.501892
0.627008
0.267361
0.105631
ACIW
2015-09-11
300,726
645,237
0.436806
0.593068
0.356301
0.050631
ACIW
2015-09-18
554,885
1,086,327
0.514089
0.62442
0.318551
0.057029
ACIW
2015-09-25
438,952
849,370
0.542504
0.642067
0.30486
0.053073
ACIW
2015-10-02
476,059
827,493
0.58665
0.64741
0.304415
0.048175
ACIW
2015-10-09
362,990
891,555
0.508908
0.639642
0.308304
0.052054
ACIW
2015-10-16
285,328
545,732
0.503532
0.619801
0.324892
0.055307
ACIW
2015-10-23
240,986
437,170
0.572309
0.63502
0.323397
0.041584
ACIW
2015-10-30
362,688
728,234
0.556924
0.632171
0.289046
0.078783
ACIW
2015-11-06
774,367
2,996,053
0.428848
0.595603
0.31678
0.087617
ACIW
2015-11-13
688,190
1,377,376
0.569724
0.627491
0.282885
0.089624
ACIW
2015-11-20
389,641
1,077,237
0.440304
0.579598
0.371291
0.049112
ACIW
2015-11-27
311,165
998,867
0.367118
0.653706
0.302734
0.04356
ACIW
2015-12-04
456,214
1,292,452
0.399285
0.695842
0.253086
0.051072
ACIW
2015-12-11
411,897
729,853
0.584274
0.587816
0.347467
0.064717
ACIW
2015-12-18
751,010
1,393,130
0.531924
0.545578
0.391178
0.063244
ACIW
2015-12-25
664,161
1,015,953
0.651788
0.712624
0.243055
0.044321
ACIW
2016-01-01
639,010
1,081,576
0.570334
0.709455
0.24372
0.046825
ACIW
2016-01-08
1,046,451
1,794,265
0.586221
0.550929
0.327094
0.121978
ACIW
2016-01-15
720,834
1,820,173
0.421339
0.650827
0.29668
0.052492
ACIW
2016-01-22
530,980
1,433,143
0.396991
0.562025
0.290137
0.147838
ACIW
2016-01-29
479,949
1,534,226
0.346617
0.537189
0.404668
0.058143
ACIW
2016-02-05
605,139
1,191,485
0.534446
0.533874
0.35798
0.108146
ACIW
2016-02-12
624,793
1,340,144
0.481616
0.609717
0.288157
0.102126
ACIW
2016-02-19
672,245
1,095,292
0.569105
0.729332
0.229507
0.041161
ACIW
2016-02-26
1,794,238
3,184,926
0.594078
0.70795
0.254798
0.037252
ACIW
2016-03-04
1,454,322
3,022,862
0.599083
0.633636
0.311601
0.054763
ACIW
2016-03-11
1,162,141
1,707,104
0.689441
0.641509
0.307607
0.050884
ACIW
2016-03-18
1,610,698
2,336,550
0.725948
0.664086
0.230273
0.105641
ACIW
2016-03-25
697,070
1,257,297
0.589342
0.608942
0.256544
0.134514
ACIW
2016-04-01
1,005,140
2,013,600
0.601194
0.489326
0.311958
0.198716
ACIW
2016-04-08
693,990
973,172
0.725181
0.476412
0.33121
0.192378
ACIW
2016-04-15
424,018
891,127
0.523801
0.536364
0.337858
0.125778
ACIW
2016-04-22
551,798
906,434
0.635728
0.57244
0.393451
0.034108
ACIW
2016-04-29
521,496
964,454
0.553531
0.589523
0.367771
0.042706
ACIW
2016-05-06
778,141
1,105,532
0.689781
0.625278
0.315793
0.058929
ACIW
2016-05-13
646,481
1,244,607
0.582181
0.664202
0.279981
0.055817
ACIW
2016-05-20
576,381
1,174,915
0.519576
0.545843
0.400032
0.054125
ACIW
2016-05-27
352,170
932,215
0.503632
0.564072
0.351014
0.084914
ACIW
2016-06-03
367,397
637,984
0.597114
0.577743
0.260202
0.162055
ACIW
2016-06-10
516,252
802,861
0.647999
0.55907
0.388984
0.051946
ACIW
2016-06-17
617,259
945,966
0.635568
0.548119
0.265844
0.186037
ACIW
2016-06-24
489,259
896,928
0.55299
0.580799
0.353569
0.065632
ACIW
2016-07-01
578,324
1,007,473
0.592306
0.542845
0.338861
0.118294
ACIW
2016-07-08
212,926
613,884
0.412099
0.542357
0.402535
0.055108
ACIW
2016-07-15
392,266
1,019,725
0.44225
0.522515
0.429332
0.048153
ACIW
2016-07-22
288,729
706,350
0.457028
0.553041
0.383292
0.063667
ACIW
2016-07-29
873,052
1,510,868
0.594829
0.590472
0.360033
0.049495
ACIW
2016-08-05
645,140
1,170,843
0.596223
0.530268
0.310972
0.15876