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
2020-09-25
1,146,311
2,936,751
0.541478
0.413871
0.54882
0.03731
ACCO
2020-10-02
792,633
1,838,211
0.538443
0.294761
0.682863
0.022376
ACCO
2020-10-09
881,787
1,781,145
0.581234
0.348393
0.621857
0.02975
ACCO
2020-10-16
708,538
1,498,399
0.541784
0.332309
0.635624
0.032067
ACCO
2020-10-23
729,184
1,792,191
0.418621
0.357872
0.621362
0.020767
ACCO
2020-10-30
1,475,322
2,935,875
0.539507
0.502042
0.477718
0.02024
ACCO
2020-11-06
997,263
2,594,619
0.542037
0.359421
0.551825
0.088754
ACCO
2020-11-13
1,837,823
3,457,872
0.590925
0.376654
0.551243
0.072103
ACCO
2020-11-20
1,602,003
3,335,063
0.547568
0.45566
0.529266
0.015075
ACCO
2020-11-27
730,495
1,625,455
0.491388
0.430989
0.540144
0.028866
ACCO
2020-12-04
1,011,880
2,107,323
0.49876
0.423178
0.536225
0.040597
ACCO
2020-12-11
840,961
2,274,751
0.441987
0.48554
0.484028
0.030431
ACCO
2020-12-18
1,782,505
4,047,453
0.515242
0.414914
0.554515
0.030571
ACCO
2020-12-25
1,337,652
2,333,615
0.580786
0.360043
0.619228
0.020729
ACCO
2021-01-01
596,611
1,194,303
0.55183
0.298056
0.67492
0.027024
ACCO
2021-01-08
1,221,649
2,243,567
0.633946
0.399372
0.570843
0.029785
ACCO
2021-01-15
683,777
1,314,757
0.591716
0.366142
0.604497
0.02936
ACCO
2021-01-22
590,384
1,106,146
0.632609
0.454819
0.50909
0.036091
ACCO
2021-01-29
752,343
1,436,165
0.603698
0.319966
0.637791
0.042243
ACCO
2021-02-05
583,258
1,189,195
0.544745
0.453991
0.53082
0.015189
ACCO
2021-02-12
579,585
1,367,985
0.542556
0.547479
0.420268
0.032253
ACCO
2021-02-19
1,096,325
2,677,011
0.553114
0.512725
0.473912
0.013363
ACCO
2021-02-26
1,669,479
2,868,743
0.589399
0.423576
0.536534
0.03989
ACCO
2021-03-05
1,099,800
2,875,727
0.462609
0.476816
0.504953
0.01823
ACCO
2021-03-12
773,892
2,934,233
0.406767
0.405385
0.5771
0.017515
ACCO
2021-03-19
1,236,126
3,183,855
0.494267
0.377974
0.608878
0.013148
ACCO
2021-03-26
1,152,432
2,473,981
0.499645
0.611707
0.379548
0.008745
ACCO
2021-04-02
582,511
1,648,375
0.408072
0.53575
0.444189
0.020062
ACCO
2021-04-09
569,792
1,325,142
0.508541
0.58495
0.380706
0.034344
ACCO
2021-04-16
765,883
1,562,494
0.538952
0.532688
0.437247
0.030065
ACCO
2021-04-23
623,496
1,313,551
0.580756
0.5162
0.444195
0.039605
ACCO
2021-04-30
847,360
2,019,605
0.535218
0.594229
0.378325
0.027446
ACCO
2021-05-07
683,747
1,352,390
0.610183
0.515126
0.403118
0.081756
ACCO
2021-05-14
2,027,496
3,977,466
0.563765
0.544211
0.378782
0.077007
ACCO
2021-05-21
611,719
1,823,961
0.378328
0.451378
0.528724
0.019898
ACCO
2021-05-28
645,456
2,255,916
0.410881
0.434583
0.551702
0.013715
ACCO
2021-06-04
547,470
1,929,359
0.349253
0.383333
0.595758
0.020909
ACCO
2021-06-11
508,605
1,404,933
0.433527
0.394676
0.565907
0.039417
ACCO
2021-06-18
1,263,525
2,927,627
0.528058
0.423702
0.562075
0.014223
ACCO
2021-06-25
778,658
1,967,013
0.511055
0.510711
0.473573
0.015716
ACCO
2021-07-02
727,522
1,502,264
0.571173
0.405745
0.538131
0.056124
ACCO
2021-07-09
573,117
1,251,826
0.568326
0.509192
0.475191
0.015617
ACCO
2021-07-16
467,477
1,238,259
0.49175
0.439392
0.500295
0.060314
ACCO
2021-07-23
667,937
1,606,442
0.565752
0.507434
0.471365
0.021201
ACCO
2021-07-30
786,171
1,660,719
0.523761
0.432648
0.551806
0.015547
ACCO
2021-08-06
556,029
1,283,979
0.513033
0.400057
0.574068
0.025876
ACCO
2021-08-13
520,470
1,324,595
0.581531
0.524412
0.455882
0.019707
ACCO
2021-08-20
506,209
1,284,179
0.45733
0.347979
0.634368
0.017654
ACCO
2021-08-27
476,730
1,102,997
0.48958
0.519626
0.454217
0.026156
ACCO
2021-09-03
693,391
1,193,585
0.63948
0.451817
0.530157
0.018026
ACCO
2021-09-10
388,447
722,206
0.63028
0.369022
0.592195
0.038783
ACCO
2021-09-17
780,800
1,672,376
0.652897
0.310448
0.659182
0.03037
ACCO
2021-09-24
523,717
1,069,653
0.572704
0.416292
0.564272
0.019436
ACCO
2021-10-01
455,194
1,232,862
0.449789
0.407263
0.568876
0.023861
ACCO
2021-10-08
402,362
1,097,848
0.512973
0.390683
0.584309
0.025008
ACCO
2021-10-15
451,383
1,013,967
0.52208
0.382192
0.596747
0.021061
ACCO
2021-10-22
475,945
1,403,270
0.505475
0.497985
0.482779
0.019236
ACCO
2021-10-29
1,320,833
3,288,305
0.387342
0.480435
0.444698
0.074868
ACCO
2021-11-05
680,242
2,189,824
0.380099
0.412747
0.560234
0.027019
ACCO
2021-11-12
371,325
1,280,031
0.430315
0.371608
0.595322
0.03307
ACCO
2021-11-19
458,226
1,736,696
0.364638
0.449526
0.528422
0.022052
ACCO
2021-11-26
541,333
1,796,672
0.373292
0.331124
0.637682
0.031195
ACCO
2021-12-03
922,633
2,677,276
0.387832
0.388746
0.592799
0.018454
ACCO
2021-12-10
533,330
1,524,015
0.356998
0.338509
0.636608
0.024883
ACCO
2021-12-17
652,519
2,063,052
0.398866
0.376343
0.601843
0.021814
ACCO
2021-12-24
634,359
2,067,461
0.30344
0.400102
0.55141
0.048488
ACCO
2021-12-31
281,059
1,132,641
0.351215
0.457227
0.509268
0.033505
ACCO
2022-01-07
513,935
1,230,708
0.507405
0.395395
0.580197
0.024408
ACCO
2022-01-14
558,850
1,566,789
0.458107
0.36164
0.609765
0.028595
ACCO
2022-01-21
574,662
1,353,188
0.441278
0.330377
0.643605
0.026018
ACCO
2022-01-28
761,126
2,034,791
0.445076
0.415236
0.562244
0.02252
ACCO
2022-02-04
671,989
2,006,188
0.449269
0.346428
0.621296
0.032277
ACCO
2022-02-11
687,786
1,566,988
0.517691
0.43886
0.541842
0.019298
ACCO
2022-02-18
1,175,212
2,990,624
0.407807
0.458213
0.523023
0.018764
ACCO
2022-02-25
882,417
2,208,580
0.441246
0.481092
0.500446
0.018462
ACCO
2022-03-04
1,067,941
2,978,623
0.386537
0.367484
0.610477
0.022039
ACCO
2022-03-11
654,233
1,921,475
0.424021
0.415417
0.554208
0.030375
ACCO
2022-03-18
835,346
2,211,120
0.413017
0.308949
0.67306
0.017991
ACCO
2022-03-25
821,474
1,954,497
0.492563
0.542078
0.443165
0.014756
ACCO
2022-04-01
896,897
2,014,613
0.516956
0.483819
0.493563
0.022617
ACCO
2022-04-08
968,303
1,953,761
0.558267
0.555196
0.427694
0.01711
ACCO
2022-04-15
663,917
1,550,833
0.449211
0.477683
0.510045
0.012272
ACCO
2022-04-22
609,253
1,465,522
0.500686
0.401057
0.579026
0.019917
ACCO
2022-04-29
1,227,806
2,717,179
0.499684
0.417951
0.562935
0.019114
ACCO
2022-05-06
1,650,340
3,178,378
0.608443
0.353509
0.63036
0.016131
ACCO
2022-05-13
1,323,811
3,124,156
0.518726
0.298633
0.672371
0.028996
ACCO
2022-05-20
917,899
2,004,119
0.567755
0.312412
0.661257
0.026331
ACCO
2022-05-27
1,053,847
1,815,267
0.629116
0.337146
0.623959
0.038895
ACCO
2022-06-03
1,419,689
2,658,799
0.565188
0.293533
0.672436
0.034031
ACCO
2022-06-10
1,030,991
2,192,184
0.554441
0.386243
0.587034
0.026723
ACCO
2022-06-17
2,005,014
3,085,882
0.641053
0.282894
0.690612
0.026494
ACCO
2022-06-24
1,408,653
2,370,626
0.640063
0.346795
0.625569
0.027635
ACCO
2022-07-01
986,855
1,649,479
0.637312
0.359048
0.618117
0.022835
ACCO
2022-07-08
897,624
1,588,923
0.641537
0.392573
0.583149
0.024278
ACCO
2022-07-15
896,693
1,678,810
0.632439
0.365262
0.61184
0.022898
ACCO
2022-07-22
772,079
1,408,076
0.620652
0.352064
0.589766
0.058169
ACCO
2022-07-29
622,259
1,588,777
0.467289
0.329293
0.645583
0.025123
ACCO
2022-08-05
665,262
1,401,992
0.513886
0.407513
0.565073
0.027414
ACCO
2022-08-12
968,557
2,815,880
0.529592
0.437224
0.505228
0.057548
ACCO
2022-08-19
899,990
2,432,856
0.482548
0.408615
0.556098
0.035287