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
2018-10-26
1,030,761
2,467,078
0.485816
0.497999
0.482504
0.019497
ACCO
2018-11-02
2,157,225
5,085,359
0.482092
0.545976
0.434589
0.019435
ACCO
2018-11-09
987,278
3,035,645
0.408261
0.469118
0.475049
0.055834
ACCO
2018-11-16
1,217,771
2,901,338
0.440787
0.447675
0.476664
0.075661
ACCO
2018-11-23
740,085
1,647,617
0.489191
0.436322
0.547874
0.015804
ACCO
2018-11-30
922,712
2,088,644
0.532043
0.508336
0.459962
0.031702
ACCO
2018-12-07
743,554
1,691,900
0.521816
0.46154
0.508033
0.030427
ACCO
2018-12-14
1,053,985
2,292,493
0.561273
0.421276
0.538099
0.040625
ACCO
2018-12-21
1,673,140
3,912,099
0.46958
0.434008
0.531415
0.034577
ACCO
2018-12-28
1,042,478
2,124,991
0.569571
0.445887
0.525756
0.028357
ACCO
2019-01-04
1,301,257
3,069,511
0.497834
0.422601
0.552854
0.024545
ACCO
2019-01-11
1,682,449
2,889,787
0.632233
0.415672
0.554969
0.029358
ACCO
2019-01-18
1,424,412
2,474,360
0.648366
0.470812
0.504966
0.024223
ACCO
2019-01-25
1,059,894
1,761,800
0.636233
0.402299
0.560593
0.037108
ACCO
2019-02-01
916,089
1,663,757
0.59288
0.363715
0.612332
0.023953
ACCO
2019-02-08
1,271,384
2,051,918
0.661501
0.47017
0.494566
0.035264
ACCO
2019-02-15
1,535,916
2,955,245
0.560665
0.453889
0.515084
0.031027
ACCO
2019-02-22
1,138,062
1,965,844
0.62144
0.374221
0.53511
0.090669
ACCO
2019-03-01
1,262,566
2,018,480
0.713025
0.374355
0.557671
0.067975
ACCO
2019-03-08
1,192,219
1,966,585
0.697683
0.540143
0.432763
0.027095
ACCO
2019-03-15
1,158,575
2,269,329
0.671597
0.385419
0.58694
0.027641
ACCO
2019-03-22
994,331
1,644,590
0.654533
0.449305
0.520321
0.030374
ACCO
2019-03-29
998,850
1,523,599
0.628429
0.467229
0.512336
0.020435
ACCO
2019-04-05
780,752
1,538,688
0.528757
0.435913
0.530985
0.033102
ACCO
2019-04-12
682,191
1,116,825
0.672601
0.425989
0.517898
0.056113
ACCO
2019-04-19
372,315
739,331
0.51814
0.400387
0.529453
0.07016
ACCO
2019-04-26
670,285
1,083,230
0.639521
0.411368
0.524453
0.064179
ACCO
2019-05-03
1,073,102
1,899,595
0.556595
0.391863
0.56707
0.041066
ACCO
2019-05-10
1,047,820
1,721,968
0.62787
0.411371
0.466942
0.121686
ACCO
2019-05-17
1,198,832
2,108,150
0.587331
0.465107
0.449485
0.085407
ACCO
2019-05-24
1,607,301
2,783,951
0.560282
0.493954
0.427609
0.078437
ACCO
2019-05-31
1,095,394
2,046,543
0.544985
0.388416
0.441185
0.170399
ACCO
2019-06-07
816,027
2,101,953
0.408236
0.319798
0.460794
0.219408
ACCO
2019-06-14
817,925
1,936,784
0.50089
0.347271
0.492792
0.159937
ACCO
2019-06-21
1,530,497
3,239,937
0.543709
0.44572
0.470285
0.083995
ACCO
2019-06-28
1,152,639
2,586,127
0.531309
0.352949
0.516127
0.130924
ACCO
2019-07-05
642,679
1,153,025
0.57897
0.357616
0.488936
0.153447
ACCO
2019-07-12
922,184
1,738,579
0.5636
0.312652
0.497764
0.189584
ACCO
2019-07-19
941,795
1,742,383
0.518249
0.325812
0.555692
0.118495
ACCO
2019-07-26
1,001,260
1,727,537
0.638103
0.38861
0.480701
0.130689
ACCO
2019-08-02
2,185,421
4,437,603
0.645859
0.398673
0.531271
0.070056
ACCO
2019-08-09
1,590,522
2,748,945
0.599667
0.404767
0.505784
0.08945
ACCO
2019-08-16
1,004,478
1,697,406
0.596991
0.452551
0.461778
0.085671
ACCO
2019-08-23
1,131,802
2,200,739
0.586638
0.467245
0.449849
0.082906
ACCO
2019-08-30
870,929
1,801,157
0.51163
0.482487
0.441477
0.076036
ACCO
2019-09-06
661,281
1,363,365
0.540349
0.453879
0.418724
0.127396
ACCO
2019-09-13
992,781
1,889,118
0.561746
0.471167
0.417593
0.11124
ACCO
2019-09-20
761,898
1,705,598
0.492201
0.386468
0.509268
0.104264
ACCO
2019-09-27
588,893
1,309,933
0.509077
0.459919
0.469064
0.071017
ACCO
2019-10-04
772,628
1,355,695
0.631288
0.454714
0.470272
0.075014
ACCO
2019-10-11
784,390
1,172,305
0.721095
0.5212
0.404652
0.074149
ACCO
2019-10-18
794,696
1,213,373
0.658242
0.472533
0.420789
0.106678
ACCO
2019-10-25
1,341,323
2,107,257
0.624011
0.497901
0.413875
0.088224
ACCO
2019-11-01
1,237,662
3,485,341
0.40855
0.563383
0.362881
0.073736
ACCO
2019-11-08
847,346
1,704,283
0.544623
0.521151
0.41093
0.067919
ACCO
2019-11-15
698,862
1,235,331
0.631512
0.457033
0.476418
0.066549
ACCO
2019-11-22
984,710
1,786,277
0.587209
0.489057
0.427583
0.083359
ACCO
2019-11-29
458,525
989,638
0.531098
0.389873
0.527439
0.082688
ACCO
2019-12-06
806,128
1,838,757
0.495409
0.502822
0.433776
0.063402
ACCO
2019-12-13
859,567
1,555,804
0.550485
0.529713
0.331725
0.138563
ACCO
2019-12-20
686,869
1,305,462
0.590032
0.523722
0.35535
0.120929
ACCO
2019-12-27
328,741
646,089
0.405337
0.533701
0.404072
0.062228
ACCO
2020-01-03
331,230
962,193
0.363743
0.506692
0.401888
0.09142
ACCO
2020-01-10
554,733
1,666,627
0.379302
0.445698
0.502409
0.051893
ACCO
2020-01-17
456,359
1,165,460
0.411185
0.352069
0.503679
0.144252
ACCO
2020-01-24
329,907
804,570
0.429869
0.386891
0.545128
0.067981
ACCO
2020-01-31
635,468
1,601,277
0.411135
0.32732
0.533108
0.139572
ACCO
2020-02-07
539,586
1,380,536
0.4669
0.406343
0.53553
0.058127
ACCO
2020-02-14
1,693,142
4,656,488
0.391909
0.429481
0.537165
0.033354
ACCO
2020-02-21
328,250
1,369,158
0.284259
0.446313
0.526478
0.027209
ACCO
2020-02-28
1,192,179
3,161,987
0.449197
0.370694
0.528471
0.100834
ACCO
2020-03-06
1,412,266
2,722,334
0.540664
0.310721
0.541091
0.148188
ACCO
2020-03-13
1,811,704
4,334,413
0.441161
0.340098
0.552135
0.107766
ACCO
2020-03-20
1,264,500
4,544,197
0.322862
0.462259
0.466459
0.071281
ACCO
2020-03-27
1,254,537
3,280,343
0.403331
0.394732
0.556024
0.049244
ACCO
2020-04-03
1,873,869
3,420,541
0.592487
0.367571
0.59507
0.037359
ACCO
2020-04-10
1,350,519
3,138,790
0.475717
0.443385
0.520351
0.036264
ACCO
2020-04-17
1,684,648
2,938,439
0.557128
0.404812
0.562159
0.033029
ACCO
2020-04-24
1,130,692
1,913,301
0.630333
0.394238
0.524475
0.081287
ACCO
2020-05-01
2,144,623
3,580,733
0.649076
0.375658
0.553881
0.070461
ACCO
2020-05-08
1,948,222
3,830,250
0.564382
0.432032
0.536798
0.03117
ACCO
2020-05-15
1,786,915
2,830,942
0.662243
0.348867
0.638189
0.012944
ACCO
2020-05-22
995,046
2,038,876
0.575176
0.301692
0.677169
0.021139
ACCO
2020-05-29
806,860
2,461,128
0.466639
0.344204
0.627439
0.028358
ACCO
2020-06-05
919,827
2,101,507
0.527699
0.407441
0.557631
0.034928
ACCO
2020-06-12
1,198,286
2,522,580
0.601054
0.393109
0.512842
0.094049
ACCO
2020-06-19
1,100,473
2,105,201
0.698535
0.286227
0.6707
0.043072
ACCO
2020-06-26
1,439,067
3,248,101
0.568709
0.37667
0.590098
0.033231
ACCO
2020-07-03
1,198,552
2,008,967
0.595857
0.449902
0.524178
0.025921
ACCO
2020-07-10
1,021,910
1,736,874
0.655152
0.499848
0.47767
0.022482
ACCO
2020-07-17
1,079,989
1,991,401
0.511564
0.266935
0.701645
0.031421
ACCO
2020-07-24
1,388,368
2,388,360
0.674758
0.431809
0.54499
0.023201
ACCO
2020-07-31
1,158,177
1,860,158
0.66712
0.438517
0.532812
0.028671
ACCO
2020-08-07
821,015
1,986,931
0.56168
0.362356
0.615976
0.021668
ACCO
2020-08-14
1,370,400
2,019,580
0.683043
0.453383
0.529911
0.016706
ACCO
2020-08-21
911,992
1,751,421
0.589285
0.390841
0.506773
0.102386
ACCO
2020-08-28
1,235,296
2,102,537
0.659151
0.387346
0.540809
0.071845
ACCO
2020-09-04
938,369
2,066,974
0.558137
0.344966
0.592867
0.062166
ACCO
2020-09-11
785,853
2,073,819
0.44257
0.361784
0.614473
0.023743
ACCO
2020-09-18
1,381,133
4,415,830
0.485287
0.321764
0.657545
0.02069