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
ACCO
2016-11-25
574,441
1,731,324
0.352122
0.444996
0.514772
0.040232
ACCO
2016-12-02
1,592,685
3,134,325
0.520016
0.380846
0.553722
0.065433
ACCO
2016-12-09
971,394
2,521,893
0.39987
0.441316
0.527674
0.03101
ACCO
2016-12-16
1,540,819
3,496,695
0.447715
0.329297
0.640058
0.030645
ACCO
2016-12-23
940,520
1,828,025
0.482769
0.45325
0.511708
0.035041
ACCO
2016-12-30
493,393
983,236
0.477809
0.436656
0.542418
0.020926
ACCO
2017-01-06
644,353
1,349,071
0.454967
0.453058
0.522346
0.024596
ACCO
2017-01-13
894,554
1,881,257
0.471777
0.524643
0.448175
0.027182
ACCO
2017-01-20
904,540
1,403,205
0.61839
0.620527
0.360757
0.018715
ACCO
2017-01-27
979,734
1,940,328
0.487015
0.536176
0.441449
0.022375
ACCO
2017-02-03
836,097
1,563,183
0.574849
0.492823
0.48526
0.021918
ACCO
2017-02-10
805,588
1,572,894
0.435175
0.502986
0.362058
0.134956
ACCO
2017-02-17
844,761
2,421,971
0.402174
0.470256
0.446965
0.082779
ACCO
2017-02-24
878,838
2,770,162
0.336593
0.462915
0.504618
0.032467
ACCO
2017-03-03
1,096,206
2,818,613
0.381284
0.473306
0.498363
0.028331
ACCO
2017-03-10
690,502
1,903,722
0.37192
0.482591
0.489543
0.027866
ACCO
2017-03-17
740,993
1,892,578
0.37506
0.504342
0.473676
0.021983
ACCO
2017-03-24
1,636,852
3,115,065
0.551025
0.555146
0.428385
0.016469
ACCO
2017-03-31
750,876
1,347,542
0.561636
0.488386
0.49316
0.018454
ACCO
2017-04-07
1,739,372
3,289,511
0.561405
0.377452
0.583839
0.038708
ACCO
2017-04-14
1,057,652
1,733,784
0.602304
0.365033
0.610933
0.024034
ACCO
2017-04-21
729,843
1,488,177
0.542269
0.469167
0.488552
0.042282
ACCO
2017-04-28
876,472
1,738,884
0.545985
0.468701
0.503501
0.027798
ACCO
2017-05-05
1,744,079
3,428,311
0.518824
0.570207
0.406544
0.023249
ACCO
2017-05-12
918,797
2,391,689
0.412598
0.48099
0.497111
0.021899
ACCO
2017-05-19
922,057
2,441,794
0.361849
0.56277
0.416452
0.020778
ACCO
2017-05-26
964,902
2,542,164
0.374631
0.551473
0.357646
0.09088
ACCO
2017-06-02
841,983
1,721,772
0.499013
0.514346
0.46506
0.020594
ACCO
2017-06-09
660,590
1,737,077
0.392067
0.517435
0.459319
0.023246
ACCO
2017-06-16
544,411
1,568,685
0.452834
0.435525
0.532158
0.032317
ACCO
2017-06-23
470,291
1,255,956
0.435411
0.520119
0.453603
0.026277
ACCO
2017-06-30
787,080
1,861,044
0.471842
0.469392
0.504225
0.026383
ACCO
2017-07-07
697,572
1,218,961
0.611819
0.510464
0.461364
0.028172
ACCO
2017-07-14
819,174
1,679,223
0.512425
0.464707
0.502677
0.032616
ACCO
2017-07-21
623,219
1,491,103
0.446469
0.519904
0.454806
0.02529
ACCO
2017-07-28
724,360
1,781,024
0.39867
0.493775
0.482251
0.023974
ACCO
2017-08-04
1,555,805
3,506,183
0.448956
0.547572
0.430261
0.022167
ACCO
2017-08-11
1,489,429
2,825,585
0.542338
0.543839
0.429756
0.026405
ACCO
2017-08-18
913,389
1,902,729
0.489101
0.501809
0.462489
0.035702
ACCO
2017-08-25
738,997
1,558,851
0.486582
0.54968
0.423955
0.026365
ACCO
2017-09-01
796,962
1,796,858
0.445748
0.501066
0.473545
0.025389
ACCO
2017-09-08
671,144
1,408,363
0.440197
0.618067
0.346061
0.035872
ACCO
2017-09-15
821,308
1,835,281
0.487576
0.546617
0.420828
0.032555
ACCO
2017-09-22
788,453
1,526,422
0.521825
0.555361
0.422067
0.022572
ACCO
2017-09-29
915,417
1,667,490
0.527138
0.517197
0.40953
0.073274
ACCO
2017-10-06
988,440
1,757,199
0.576317
0.568064
0.408049
0.023887
ACCO
2017-10-13
1,274,798
2,567,694
0.494791
0.588186
0.333995
0.077819
ACCO
2017-10-20
1,150,554
1,773,139
0.673911
0.549452
0.4153
0.035248
ACCO
2017-10-27
935,121
1,623,091
0.583323
0.528918
0.442033
0.029049
ACCO
2017-11-03
1,323,172
2,740,505
0.509518
0.568636
0.409678
0.021686
ACCO
2017-11-10
768,001
1,901,339
0.438469
0.592715
0.388086
0.019199
ACCO
2017-11-17
655,756
1,653,958
0.336573
0.626299
0.360631
0.013069
ACCO
2017-11-24
647,786
1,891,620
0.408575
0.657033
0.325185
0.017783
ACCO
2017-12-01
582,402
1,719,100
0.376213
0.487662
0.497301
0.015037
ACCO
2017-12-08
413,638
1,145,327
0.358619
0.562632
0.426071
0.011297
ACCO
2017-12-15
741,267
2,203,300
0.444706
0.554445
0.432383
0.013171
ACCO
2017-12-22
314,184
980,732
0.43843
0.596503
0.38116
0.022336
ACCO
2017-12-29
303,403
715,642
0.451798
0.588936
0.400606
0.010459
ACCO
2018-01-05
451,595
1,093,898
0.432262
0.509629
0.403624
0.086747
ACCO
2018-01-12
364,746
1,027,160
0.309213
0.532059
0.454534
0.013406
ACCO
2018-01-19
380,946
989,815
0.402233
0.518073
0.388018
0.093908
ACCO
2018-01-26
491,864
1,371,362
0.423556
0.671847
0.309193
0.01896
ACCO
2018-02-02
603,532
1,430,284
0.475268
0.581011
0.382536
0.036453
ACCO
2018-02-09
766,234
1,713,067
0.508878
0.592618
0.375098
0.032285
ACCO
2018-02-16
1,910,142
5,898,240
0.424402
0.522561
0.449972
0.027467
ACCO
2018-02-23
613,000
1,767,387
0.374644
0.460601
0.519993
0.019406
ACCO
2018-03-02
688,952
1,695,512
0.411834
0.519718
0.44652
0.033762
ACCO
2018-03-09
862,372
2,307,627
0.360388
0.438365
0.435649
0.125986
ACCO
2018-03-16
946,844
2,554,469
0.401327
0.551481
0.341428
0.10709
ACCO
2018-03-23
601,530
1,427,407
0.424018
0.441004
0.538583
0.020412
ACCO
2018-03-30
862,406
1,603,580
0.494857
0.621283
0.367159
0.011558
ACCO
2018-04-06
1,370,184
2,593,111
0.396967
0.704191
0.284891
0.010918
ACCO
2018-04-13
585,183
1,387,667
0.391146
0.587615
0.399011
0.013375
ACCO
2018-04-20
512,116
1,527,872
0.342949
0.558401
0.41732
0.024279
ACCO
2018-04-27
615,226
1,754,081
0.33133
0.505394
0.350399
0.144207
ACCO
2018-05-04
721,517
2,390,601
0.30148
0.548194
0.439851
0.011955
ACCO
2018-05-11
525,971
1,804,685
0.328762
0.595682
0.382299
0.022018
ACCO
2018-05-18
612,454
1,747,184
0.329195
0.66064
0.327316
0.012043
ACCO
2018-05-25
534,094
1,571,298
0.31874
0.612866
0.375793
0.011341
ACCO
2018-06-01
373,199
1,048,424
0.355516
0.591791
0.399384
0.008826
ACCO
2018-06-08
493,095
1,213,730
0.35471
0.624143
0.36286
0.012997
ACCO
2018-06-15
550,632
1,619,134
0.36631
0.51806
0.464415
0.017524
ACCO
2018-06-22
537,212
1,474,212
0.381274
0.517047
0.464943
0.01801
ACCO
2018-06-29
637,224
1,505,581
0.439274
0.582942
0.396471
0.020587
ACCO
2018-07-06
349,362
1,076,456
0.33154
0.525325
0.464336
0.010339
ACCO
2018-07-13
469,900
1,130,220
0.39845
0.525488
0.459254
0.015259
ACCO
2018-07-20
590,761
1,326,681
0.454697
0.655296
0.328903
0.0158
ACCO
2018-07-27
507,851
1,330,326
0.367105
0.677857
0.30675
0.015394
ACCO
2018-08-03
1,337,173
3,198,501
0.425436
0.645422
0.338293
0.016286
ACCO
2018-08-10
856,737
2,286,726
0.457751
0.644482
0.338648
0.01687
ACCO
2018-08-17
620,524
1,766,444
0.433525
0.644047
0.326531
0.029422
ACCO
2018-08-24
478,998
1,447,143
0.410975
0.59243
0.376679
0.030891
ACCO
2018-08-31
607,974
1,563,281
0.427467
0.612365
0.369219
0.018416
ACCO
2018-09-07
431,957
1,118,497
0.385948
0.586662
0.398869
0.01447
ACCO
2018-09-14
511,880
1,091,169
0.421773
0.634027
0.352762
0.013212
ACCO
2018-09-21
577,546
2,249,560
0.409144
0.562258
0.413935
0.023807
ACCO
2018-09-28
522,553
1,832,548
0.304326
0.587973
0.388049
0.023978
ACCO
2018-10-05
707,018
1,767,703
0.363058
0.452653
0.542646
0.004701
ACCO
2018-10-12
814,983
1,817,570
0.420516
0.339911
0.650208
0.009881
ACCO
2018-10-19
677,392
1,636,612
0.408572
0.388454
0.598544
0.013002