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
2013-01-25
1,261,236
2,219,633
0.569543
0.212648
0.736664
0.050688
ACCO
2013-02-01
1,211,920
2,309,770
0.56096
0.2702
0.625375
0.104424
ACCO
2013-02-08
827,881
1,452,554
0.602225
0.145936
0.720423
0.133641
ACCO
2013-02-15
1,920,876
3,449,020
0.566098
0.136797
0.741545
0.121658
ACCO
2013-02-22
1,660,922
3,445,949
0.501559
0.162838
0.75104
0.086123
ACCO
2013-03-01
1,090,395
1,894,995
0.572773
0.166408
0.726584
0.107008
ACCO
2013-03-08
839,173
1,725,227
0.522708
0.165043
0.763509
0.071448
ACCO
2013-03-15
836,638
1,957,737
0.400394
0.124786
0.75821
0.117005
ACCO
2013-03-22
1,283,723
2,551,734
0.519422
0.280148
0.623434
0.096419
ACCO
2013-03-29
1,500,562
2,471,517
0.598854
0.183423
0.729573
0.087004
ACCO
2013-04-05
4,150,117
6,825,532
0.624317
0.466477
0.502885
0.030638
ACCO
2013-04-12
1,646,337
3,758,327
0.442148
0.496301
0.456855
0.046844
ACCO
2013-04-19
2,873,225
5,736,222
0.564702
0.479079
0.471327
0.049594
ACCO
2013-04-26
3,211,037
5,572,447
0.619753
0.42122
0.460708
0.118072
ACCO
2013-05-03
2,381,771
4,154,621
0.585856
0.409268
0.525752
0.064981
ACCO
2013-05-10
1,433,986
2,554,974
0.594486
0.437054
0.494978
0.067968
ACCO
2013-05-17
1,784,040
2,823,949
0.678274
0.420178
0.534418
0.045404
ACCO
2013-05-24
2,331,008
3,944,412
0.704105
0.419885
0.511076
0.069039
ACCO
2013-05-31
1,475,922
2,528,518
0.617599
0.427735
0.521943
0.050322
ACCO
2013-06-07
1,828,325
3,390,511
0.624154
0.430468
0.53298
0.036553
ACCO
2013-06-14
1,014,400
2,448,112
0.493977
0.426224
0.52403
0.049746
ACCO
2013-06-21
1,569,611
2,912,353
0.558589
0.443905
0.507737
0.048358
ACCO
2013-06-28
2,328,322
4,769,394
0.612891
0.400193
0.473203
0.126604
ACCO
2013-07-05
1,550,177
3,101,621
0.553165
0.490407
0.471232
0.038361
ACCO
2013-07-12
1,110,755
2,666,534
0.45219
0.462731
0.493955
0.043314
ACCO
2013-07-19
1,120,442
1,928,181
0.637298
0.448763
0.512115
0.039122
ACCO
2013-07-26
823,084
1,336,430
0.638835
0.388909
0.567144
0.043947
ACCO
2013-08-02
2,127,969
4,679,674
0.486664
0.40694
0.555199
0.037861
ACCO
2013-08-09
1,342,722
2,390,521
0.553281
0.447736
0.526714
0.02555
ACCO
2013-08-16
1,114,106
2,449,191
0.522737
0.46595
0.506225
0.027825
ACCO
2013-08-23
1,213,442
1,895,281
0.683105
0.445079
0.450184
0.104737
ACCO
2013-08-30
1,321,369
1,905,101
0.718168
0.474375
0.496719
0.028907
ACCO
2013-09-06
816,116
1,586,489
0.624964
0.488778
0.470632
0.04059
ACCO
2013-09-13
876,958
2,708,442
0.377629
0.412739
0.558141
0.029121
ACCO
2013-09-20
1,311,874
3,090,039
0.539291
0.349569
0.630171
0.02026
ACCO
2013-09-27
862,111
2,287,323
0.496004
0.402412
0.565204
0.032384
ACCO
2013-10-04
1,449,450
4,668,712
0.504269
0.438643
0.522763
0.038595
ACCO
2013-10-11
1,706,229
4,642,674
0.436733
0.435874
0.518313
0.045813
ACCO
2013-10-18
1,376,670
3,676,425
0.403621
0.498146
0.471801
0.030053
ACCO
2013-10-25
1,121,900
2,686,193
0.491744
0.414186
0.533343
0.052471
ACCO
2013-11-01
3,566,426
7,653,650
0.472192
0.408124
0.564627
0.027249
ACCO
2013-11-08
1,830,052
4,359,973
0.452924
0.433104
0.528488
0.038408
ACCO
2013-11-15
1,322,239
2,841,627
0.504858
0.44374
0.525076
0.031183
ACCO
2013-11-22
871,366
1,945,702
0.471254
0.415908
0.554814
0.029278
ACCO
2013-11-29
614,439
1,503,952
0.458604
0.457001
0.518478
0.024522
ACCO
2013-12-06
710,064
1,867,828
0.422083
0.429074
0.530098
0.040829
ACCO
2013-12-13
994,679
2,064,610
0.547513
0.446356
0.510795
0.042849
ACCO
2013-12-20
1,570,095
3,409,927
0.518357
0.411285
0.561474
0.027241
ACCO
2013-12-27
822,374
1,570,383
0.570471
0.513531
0.460586
0.025883
ACCO
2014-01-03
1,429,539
2,477,564
0.55787
0.491647
0.479906
0.028447
ACCO
2014-01-10
1,249,121
2,224,961
0.563728
0.417115
0.553891
0.028993
ACCO
2014-01-17
1,858,361
3,817,170
0.533104
0.465662
0.508051
0.026288
ACCO
2014-01-24
906,375
1,694,755
0.540588
0.509164
0.466741
0.024095
ACCO
2014-01-31
2,364,549
3,923,956
0.591414
0.455489
0.519743
0.024768
ACCO
2014-02-07
1,690,363
2,812,525
0.620401
0.374883
0.581433
0.043684
ACCO
2014-02-14
1,701,261
4,101,264
0.429516
0.463739
0.501448
0.034813
ACCO
2014-02-21
872,063
1,869,139
0.500234
0.337246
0.618407
0.044347
ACCO
2014-02-28
1,179,217
2,599,467
0.470896
0.392868
0.529989
0.077144
ACCO
2014-03-07
2,195,106
4,793,638
0.453025
0.523317
0.453323
0.023361
ACCO
2014-03-14
1,259,091
2,710,373
0.529608
0.443227
0.528569
0.028203
ACCO
2014-03-21
1,347,668
2,677,574
0.518006
0.420707
0.550701
0.028591
ACCO
2014-03-28
806,861
2,309,379
0.379884
0.333463
0.639406
0.027131
ACCO
2014-04-04
1,114,723
2,223,260
0.508461
0.45209
0.51992
0.02799
ACCO
2014-04-11
1,131,090
1,720,342
0.701275
0.39436
0.579852
0.025787
ACCO
2014-04-18
695,065
1,005,817
0.6516
0.336656
0.634465
0.02888
ACCO
2014-04-25
820,638
1,594,189
0.530891
0.306996
0.662627
0.030376
ACCO
2014-05-02
1,570,383
2,608,485
0.65075
0.40264
0.575351
0.02201
ACCO
2014-05-09
1,372,796
2,202,549
0.619479
0.307723
0.605686
0.086591
ACCO
2014-05-16
1,143,612
2,056,667
0.568119
0.300704
0.626031
0.073264
ACCO
2014-05-23
931,149
1,882,955
0.498988
0.371478
0.5765
0.052022
ACCO
2014-05-30
1,156,090
2,301,418
0.510646
0.528319
0.436413
0.035267
ACCO
2014-06-06
985,990
2,282,269
0.442577
0.37872
0.584246
0.037034
ACCO
2014-06-13
750,474
1,768,005
0.447355
0.468254
0.5102
0.021546
ACCO
2014-06-20
1,326,087
2,398,791
0.55994
0.373924
0.594916
0.03116
ACCO
2014-06-27
1,218,364
2,259,840
0.583935
0.378589
0.588308
0.033104
ACCO
2014-07-04
1,090,864
2,033,408
0.562795
0.43065
0.514399
0.054951
ACCO
2014-07-11
794,729
1,596,073
0.530555
0.375625
0.59985
0.024526
ACCO
2014-07-18
922,288
1,900,777
0.46961
0.309771
0.642842
0.047387
ACCO
2014-07-25
533,121
1,472,118
0.391833
0.313567
0.66303
0.023403
ACCO
2014-08-01
1,710,541
4,150,945
0.513642
0.457604
0.512346
0.030049
ACCO
2014-08-08
1,095,821
2,730,385
0.406377
0.42049
0.530744
0.048765
ACCO
2014-08-15
1,651,007
3,688,358
0.501163
0.565504
0.412562
0.021934
ACCO
2014-08-22
2,890,383
9,601,733
0.467358
0.615918
0.359952
0.02413
ACCO
2014-08-29
1,404,726
4,808,315
0.473714
0.428947
0.536028
0.035026
ACCO
2014-09-05
890,573
2,482,969
0.421301
0.45974
0.500861
0.039399
ACCO
2014-09-12
2,354,616
5,939,043
0.485083
0.480029
0.471082
0.048889
ACCO
2014-09-19
1,854,401
5,545,612
0.400437
0.392649
0.55163
0.055721
ACCO
2014-09-26
1,445,489
4,428,518
0.410545
0.408976
0.52909
0.061934
ACCO
2014-10-03
2,138,217
5,406,544
0.480177
0.418242
0.504346
0.077411
ACCO
2014-10-10
1,724,604
4,299,213
0.433444
0.377747
0.56144
0.060813
ACCO
2014-10-17
1,518,293
4,983,442
0.392613
0.34783
0.601392
0.050778
ACCO
2014-10-24
1,480,129
5,486,614
0.355792
0.275561
0.66943
0.055009
ACCO
2014-10-31
3,263,071
11,196,580
0.331156
0.33159
0.589197
0.079213
ACCO
2014-11-07
1,782,450
6,598,059
0.331557
0.373425
0.577869
0.048706
ACCO
2014-11-14
1,547,140
5,892,254
0.309814
0.351271
0.570101
0.078628
ACCO
2014-11-21
1,747,507
4,181,550
0.474236
0.394015
0.558508
0.047477
ACCO
2014-11-28
1,063,376
2,793,452
0.445408
0.398652
0.55247
0.048878
ACCO
2014-12-05
1,808,111
4,496,664
0.425014
0.397735
0.553626
0.048639
ACCO
2014-12-12
2,648,157
6,686,154
0.558623
0.46046
0.480668
0.058872
ACCO
2014-12-19
2,329,893
5,322,164
0.441567
0.287157
0.647564
0.065279