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
2014-12-26
873,374
2,540,639
0.323109
0.31625
0.530809
0.152941
ACCO
2015-01-02
921,795
2,687,550
0.347096
0.399695
0.518933
0.081372
ACCO
2015-01-09
1,505,829
4,119,753
0.416429
0.375433
0.556838
0.067729
ACCO
2015-01-16
1,691,431
3,697,381
0.454315
0.385988
0.519254
0.094759
ACCO
2015-01-23
1,053,674
2,014,471
0.543552
0.384376
0.55592
0.059704
ACCO
2015-01-30
1,035,708
2,153,970
0.5314
0.314306
0.608673
0.077021
ACCO
2015-02-06
1,828,131
3,754,440
0.495395
0.399743
0.566057
0.0342
ACCO
2015-02-13
1,850,623
5,542,571
0.352125
0.402412
0.551542
0.046046
ACCO
2015-02-20
649,168
2,845,248
0.236579
0.339114
0.612143
0.048743
ACCO
2015-02-27
1,152,682
3,318,349
0.360138
0.316674
0.64191
0.041415
ACCO
2015-03-06
1,721,132
3,587,848
0.494262
0.422018
0.433987
0.143994
ACCO
2015-03-13
1,438,439
3,509,910
0.403731
0.332833
0.494058
0.17311
ACCO
2015-03-20
1,543,761
3,322,387
0.502337
0.366484
0.533131
0.100385
ACCO
2015-03-27
1,387,915
3,404,967
0.409145
0.431728
0.500445
0.067827
ACCO
2015-04-03
1,063,548
2,961,188
0.381074
0.437815
0.513453
0.048732
ACCO
2015-04-10
1,061,202
3,134,093
0.324405
0.451728
0.503998
0.044274
ACCO
2015-04-17
1,025,257
2,724,968
0.362553
0.445651
0.472902
0.081447
ACCO
2015-04-24
902,448
2,075,935
0.404581
0.384133
0.529926
0.08594
ACCO
2015-05-01
1,900,200
3,655,165
0.51295
0.340686
0.569106
0.090209
ACCO
2015-05-08
1,493,760
2,502,382
0.578325
0.405005
0.568441
0.026554
ACCO
2015-05-15
1,466,010
2,641,194
0.552745
0.423763
0.537834
0.038403
ACCO
2015-05-22
1,321,266
2,685,147
0.500875
0.406687
0.548092
0.045221
ACCO
2015-05-29
1,202,136
2,074,563
0.610313
0.557874
0.407547
0.034579
ACCO
2015-06-05
882,401
2,204,482
0.429931
0.443193
0.526064
0.030743
ACCO
2015-06-12
707,881
1,575,758
0.438458
0.368592
0.571941
0.059466
ACCO
2015-06-19
1,341,948
2,359,111
0.57066
0.361162
0.612066
0.026772
ACCO
2015-06-26
1,246,298
3,127,723
0.449698
0.475787
0.498473
0.02574
ACCO
2015-07-03
930,184
2,037,584
0.441628
0.423668
0.55545
0.020882
ACCO
2015-07-10
722,446
1,639,057
0.420441
0.453749
0.521584
0.024667
ACCO
2015-07-17
652,969
1,466,355
0.410122
0.391472
0.585779
0.022749
ACCO
2015-07-24
640,118
1,487,040
0.410115
0.381738
0.588954
0.029309
ACCO
2015-07-31
1,642,029
4,216,905
0.365506
0.383269
0.586955
0.029776
ACCO
2015-08-07
1,020,558
2,664,895
0.375841
0.399034
0.558781
0.042185
ACCO
2015-08-14
965,903
1,929,628
0.497664
0.384392
0.570711
0.044897
ACCO
2015-08-21
1,146,738
2,530,689
0.461551
0.362245
0.554332
0.083422
ACCO
2015-08-28
1,812,304
3,890,772
0.483587
0.306888
0.600837
0.092275
ACCO
2015-09-04
965,346
1,983,337
0.459536
0.312487
0.616105
0.071408
ACCO
2015-09-11
555,324
998,982
0.54729
0.35719
0.583372
0.059438
ACCO
2015-09-18
980,488
2,166,679
0.500404
0.361726
0.570144
0.06813
ACCO
2015-09-25
1,306,728
2,416,984
0.556952
0.416892
0.511712
0.071396
ACCO
2015-10-02
1,648,253
3,402,362
0.567553
0.465488
0.503962
0.03055
ACCO
2015-10-09
1,490,679
3,063,917
0.485509
0.445239
0.495026
0.059734
ACCO
2015-10-16
823,185
1,764,796
0.467159
0.372572
0.55319
0.074238
ACCO
2015-10-23
1,213,497
2,082,832
0.583066
0.47231
0.486143
0.041548
ACCO
2015-10-30
1,769,263
2,929,823
0.575708
0.420058
0.50898
0.070962
ACCO
2015-11-06
1,143,944
2,272,016
0.503741
0.389582
0.526509
0.083909
ACCO
2015-11-13
1,109,346
2,068,196
0.540501
0.335366
0.57579
0.088844
ACCO
2015-11-20
984,790
1,929,457
0.512489
0.427376
0.534019
0.038605
ACCO
2015-11-27
452,506
1,005,062
0.446627
0.36571
0.579136
0.055154
ACCO
2015-12-04
859,268
1,690,621
0.496945
0.409417
0.546479
0.044104
ACCO
2015-12-11
1,662,981
3,150,304
0.529625
0.474163
0.499784
0.026052
ACCO
2015-12-18
1,717,252
2,793,305
0.538031
0.408654
0.55095
0.040396
ACCO
2015-12-25
702,347
1,546,182
0.468412
0.431958
0.533035
0.035006
ACCO
2016-01-01
716,527
1,101,776
0.635744
0.425388
0.530618
0.043994
ACCO
2016-01-08
1,814,326
3,575,941
0.520358
0.45766
0.459363
0.082977
ACCO
2016-01-15
1,328,585
3,060,768
0.433727
0.332169
0.632888
0.034943
ACCO
2016-01-22
1,249,960
2,915,386
0.451121
0.359488
0.512052
0.12846
ACCO
2016-01-29
1,370,724
2,756,399
0.498075
0.349607
0.614559
0.035834
ACCO
2016-02-05
1,303,606
2,134,010
0.587361
0.383394
0.580442
0.036164
ACCO
2016-02-12
1,753,281
3,462,127
0.506917
0.336488
0.642557
0.020955
ACCO
2016-02-19
1,118,597
2,192,718
0.505037
0.330237
0.632377
0.037386
ACCO
2016-02-26
890,216
2,135,470
0.44272
0.359521
0.600016
0.040463
ACCO
2016-03-04
1,221,450
2,589,785
0.503323
0.365917
0.602272
0.031811
ACCO
2016-03-11
1,246,007
2,722,048
0.476615
0.421402
0.542746
0.035852
ACCO
2016-03-18
1,176,370
2,525,395
0.484261
0.322187
0.600794
0.077019
ACCO
2016-03-25
1,045,711
2,234,900
0.494616
0.365417
0.541678
0.092904
ACCO
2016-04-01
1,386,984
3,255,467
0.433753
0.367224
0.518883
0.113893
ACCO
2016-04-08
1,131,462
2,298,008
0.496609
0.364277
0.501814
0.133909
ACCO
2016-04-15
1,109,312
2,276,379
0.471965
0.338036
0.564131
0.097833
ACCO
2016-04-22
694,918
1,659,021
0.399844
0.355956
0.618653
0.025392
ACCO
2016-04-29
1,986,134
4,443,998
0.428472
0.440852
0.524115
0.035033
ACCO
2016-05-06
1,149,743
2,905,090
0.400454
0.420214
0.55085
0.028936
ACCO
2016-05-13
1,489,332
2,934,636
0.493058
0.418891
0.535747
0.045362
ACCO
2016-05-20
1,163,759
2,218,006
0.50103
0.405771
0.559488
0.034741
ACCO
2016-05-27
927,036
1,880,641
0.533648
0.419277
0.526921
0.053802
ACCO
2016-06-03
1,236,882
2,281,053
0.513302
0.449904
0.480121
0.069975
ACCO
2016-06-10
1,277,690
2,566,667
0.492228
0.401731
0.56752
0.030749
ACCO
2016-06-17
1,181,117
2,668,226
0.490391
0.323111
0.555014
0.121876
ACCO
2016-06-24
1,375,232
2,903,668
0.495388
0.388993
0.580367
0.030639
ACCO
2016-07-01
1,898,102
4,236,642
0.432853
0.338253
0.604307
0.05744
ACCO
2016-07-08
693,763
1,911,810
0.376832
0.321378
0.651397
0.027225
ACCO
2016-07-15
911,572
2,343,199
0.435929
0.38668
0.561608
0.051712
ACCO
2016-07-22
764,820
1,937,069
0.42387
0.453558
0.507927
0.038515
ACCO
2016-07-29
1,162,878
2,599,576
0.434002
0.35636
0.611567
0.032073
ACCO
2016-08-05
2,918,006
5,913,435
0.481467
0.429154
0.516773
0.054073
ACCO
2016-08-12
1,215,750
2,687,203
0.443964
0.452436
0.473842
0.073721
ACCO
2016-08-19
1,053,853
2,195,638
0.478856
0.398461
0.573329
0.02821
ACCO
2016-08-26
810,199
1,793,926
0.46937
0.42316
0.544796
0.032044
ACCO
2016-09-02
968,643
2,101,802
0.43942
0.432628
0.527187
0.040186
ACCO
2016-09-09
821,647
1,618,837
0.501349
0.389404
0.567492
0.043103
ACCO
2016-09-16
1,213,047
2,556,421
0.50177
0.348644
0.617591
0.033764
ACCO
2016-09-23
747,213
1,788,312
0.490913
0.399667
0.548096
0.052237
ACCO
2016-09-30
1,371,670
3,036,266
0.441685
0.369125
0.57898
0.051895
ACCO
2016-10-07
789,631
2,258,961
0.395489
0.359547
0.606234
0.034219
ACCO
2016-10-14
637,882
1,333,819
0.46637
0.343076
0.628164
0.02876
ACCO
2016-10-21
641,874
1,587,457
0.429108
0.463255
0.513433
0.023312
ACCO
2016-10-28
1,249,115
4,019,294
0.321036
0.490319
0.481839
0.027842
ACCO
2016-11-04
755,434
1,833,393
0.365179
0.386369
0.58671
0.026921
ACCO
2016-11-11
1,333,317
3,737,685
0.395708
0.453718
0.519656
0.026626
ACCO
2016-11-18
1,318,070
3,887,090
0.383199
0.393795
0.515917
0.090288