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
2022-08-26
1,118,584
2,393,516
0.486974
0.524686
0.452111
0.023203
ACCO
2022-09-02
1,040,796
2,253,105
0.526362
0.450605
0.523963
0.025432
ACCO
2022-09-09
806,609
2,029,852
0.504357
0.451078
0.522282
0.02664
ACCO
2022-09-16
1,655,034
3,743,054
0.612921
0.429138
0.525719
0.045144
ACCO
2022-09-23
1,129,068
2,935,718
0.526233
0.393239
0.584484
0.022276
ACCO
2022-09-30
955,551
2,462,925
0.461867
0.329422
0.585636
0.084942
ACCO
2022-10-07
1,249,409
2,867,046
0.444084
0.32287
0.601191
0.075939
ACCO
2022-10-14
1,066,003
3,430,257
0.374151
0.287633
0.637516
0.074851
ACCO
2022-10-21
1,098,855
2,676,498
0.40306
0.44554
0.543605
0.010855
ACCO
2022-10-28
1,285,913
3,865,114
0.425393
0.420792
0.562881
0.016328
ACCO
2022-11-04
978,148
2,967,462
0.386946
0.383363
0.59895
0.017687
ACCO
2022-11-11
1,383,161
3,815,419
0.349768
0.394072
0.588336
0.017592
ACCO
2022-11-18
906,015
2,470,869
0.425726
0.388139
0.593005
0.018857
ACCO
2022-11-25
572,663
1,469,575
0.444595
0.440192
0.546896
0.012911
ACCO
2022-12-02
916,274
2,552,189
0.452756
0.479722
0.500944
0.019334
ACCO
2022-12-09
987,590
2,819,707
0.45104
0.453365
0.515157
0.031479
ACCO
2022-12-16
1,140,172
2,816,453
0.480342
0.327837
0.651705
0.020459
ACCO
2022-12-23
691,923
1,715,435
0.468921
0.412918
0.565546
0.021537
ACCO
2022-12-30
696,989
1,336,063
0.539959
0.473879
0.509161
0.01696
ACCO
2023-01-06
570,536
1,153,388
0.497422
0.309495
0.666361
0.024144
ACCO
2023-01-13
625,070
1,560,696
0.523892
0.347605
0.637331
0.015064
ACCO
2023-01-20
465,978
912,303
0.589135
0.351636
0.635762
0.012601
ACCO
2023-01-27
586,775
1,110,036
0.582472
0.422088
0.55274
0.025172
ACCO
2023-02-03
775,555
1,649,574
0.611669
0.429674
0.546882
0.023444
ACCO
2023-02-10
681,181
1,326,960
0.63198
0.409512
0.566778
0.023711
ACCO
2023-02-17
1,220,839
2,336,635
0.523723
0.425148
0.5592
0.015652
ACCO
2023-02-24
928,128
1,600,118
0.563564
0.405549
0.564861
0.029591
ACCO
2023-03-03
1,235,730
2,216,553
0.565497
0.347094
0.626298
0.026608
ACCO
2023-03-10
1,243,002
2,069,328
0.543142
0.365304
0.616731
0.017965
ACCO
2023-03-17
1,763,351
3,424,643
0.5205
0.339859
0.641922
0.018219
ACCO
2023-03-24
1,139,687
2,830,614
0.468746
0.306834
0.66458
0.028586
ACCO
2023-03-31
858,671
2,376,080
0.46699
0.338645
0.610418
0.050937
ACCO
2023-04-07
709,810
2,070,985
0.49306
0.369389
0.6006
0.030011
ACCO
2023-04-14
871,097
1,890,242
0.553316
0.353118
0.618626
0.028256
ACCO
2023-04-21
441,299
1,547,794
0.40899
0.350069
0.589431
0.0605
ACCO
2023-04-28
880,447
2,205,887
0.469195
0.390999
0.568549
0.040452
ACCO
2023-05-05
1,095,444
2,306,662
0.574164
0.379928
0.581743
0.038329
ACCO
2023-05-12
837,194
1,738,193
0.526944
0.419714
0.54887
0.031416
ACCO
2023-05-19
708,657
1,656,699
0.477033
0.415413
0.543204
0.041383
ACCO
2023-05-26
524,190
1,385,878
0.445474
0.387129
0.583305
0.029566
ACCO
2023-06-02
568,447
1,376,877
0.46401
0.437384
0.545606
0.01701
ACCO
2023-06-09
510,892
1,321,678
0.404759
0.363982
0.635325
0.000692
ACCO
2023-06-16
909,375
2,391,215
0.471963
0.393545
0.606375
0.00008
ACCO
2023-06-23
609,956
1,729,706
0.472968
0.380668
0.618906
0.000426
ACCO
2023-06-30
390,481
926,599
0.418641
0.207601
0.792399
0
ACCO
2023-07-07
484,289
1,003,566
0.489105
0.010648
0.987703
0.00165
ACCO
2023-07-14
493,194
970,893
0.579986
0.038441
0.96108
0.000479
ACCO
2023-07-21
310,675
584,447
0.494827
0.012515
0.987485
0
ACCO
2023-07-28
318,654
831,785
0.330449
0.01282
0.98718
0
ACCO
2023-08-04
275,828
725,105
0.341859
0.0068
0.99265
0.00055
ACCO
2023-08-11
324,148
769,975
0.372941
0.005482
0.993413
0.001105
ACCO
2023-08-18
345,494
877,468
0.412828
0.010084
0.989826
0.00009
ACCO
2023-08-25
690,181
1,158,108
0.508788
0.024543
0.972551
0.002906
ACCO
2023-09-01
614,066
1,111,785
0.628487
0.021068
0.976387
0.002546
ACCO
2023-09-08
570,001
892,568
0.55769
0.019371
0.977624
0.003005
ACCO
2023-09-15
758,084
1,760,716
0.613255
0.019542
0.977436
0.003023
ACCO
2023-09-22
533,001
1,071,347
0.60723
0.018681
0.976444
0.004875
ACCO
2023-09-29
530,516
929,083
0.572792
0.009607
0.988443
0.00195
ACCO
2023-10-06
364,413
759,555
0.505089
0.00751
0.99028
0.00221
ACCO
2023-10-13
344,433
696,066
0.588416
0.012767
0.985734
0.001499
ACCO
2023-10-20
339,345
708,268
0.546725
0.008305
0.991309
0.000385
ACCO
2023-10-27
471,074
927,221
0.59019
0.009052
0.989955
0.000992
ACCO
2023-11-03
502,260
954,228
0.617311
0.02194
0.975361
0.002699
ACCO
2023-11-10
625,402
1,199,047
0.621819
0.012468
0.983771
0.00376
ACCO
2023-11-17
465,134
1,012,306
0.542091
0.015255
0.983623
0.001122
ACCO
2023-11-24
218,419
467,970
0.519517
0.012175
0.983716
0.004108
ACCO
2023-12-01
379,761
880,547
0.523308
0.022614
0.977254
0.000133
ACCO
2023-12-08
345,591
710,434
0.635497
0.014464
0.984455
0.001081
ACCO
2023-12-15
450,816
1,357,166
0.522924
0.015968
0.982237
0.001794
ACCO
2023-12-22
333,178
830,040
0.435425
0.011287
0.988434
0.000279
ACCO
2023-12-29
413,570
891,974
0.462076
0.026181
0.972468
0.001351
ACCO
2024-01-05
925,816
1,455,350
0.731124
0.022546
0.976478
0.000976
ACCO
2024-01-12
422,555
861,355
0.564174
0.013884
0.98503
0.001086
ACCO
2024-01-19
312,985
551,942
0.675585
0.014774
0.983502
0.001724
ACCO
2024-01-26
449,569
849,828
0.556133
0.007469
0.990762
0.001769
ACCO
2024-02-02
448,044
796,114
0.554162
0.013878
0.984919
0.001203
ACCO
2024-02-09
343,054
815,467
0.510726
0.020972
0.976943
0.002085
ACCO
2024-02-16
505,293
1,043,298
0.582204
0.013533
0.985638
0.000829
ACCO
2024-02-23
410,418
1,003,470
0.394641
0.007992
0.991636
0.000372
ACCO
2024-03-01
646,409
1,430,659
0.497836
0.00349
0.994826
0.001684
ACCO
2024-03-08
747,655
1,190,280
0.678094
0.013816
0.981115
0.005069
ACCO
2024-03-15
838,229
3,182,734
0.638609
0.01802
0.979687
0.002292
ACCO
2024-03-22
588,066
2,424,463
0.352481
0.031573
0.966964
0.001462
ACCO
2024-03-29
342,242
826,258
0.506534
0.010594
0.987909
0.001497
ACCO
2024-04-05
386,110
999,685
0.356454
0.005104
0.994896
0
ACCO
2024-04-12
426,620
871,612
0.444891
0.012276
0.986516
0.001208
ACCO
2024-04-19
324,090
827,762
0.395079
0.024652
0.974132
0.001217
ACCO
2024-04-26
390,560
1,098,663
0.311667
0.01196
0.98692
0.00112
ACCO
2024-05-03
627,373
1,257,464
0.525228
0.015894
0.982644
0.001462
ACCO
2024-05-10
391,230
834,741
0.559664
0.013244
0.979434
0.007322
ACCO
2024-05-17
370,272
884,434
0.483147
0.013731
0.979556
0.006713
ACCO
2024-05-24
331,830
776,395
0.489422
0.015482
0.983777
0.000741
ACCO
2024-05-31
353,174
1,271,547
0.625705
0.014841
0.979157
0.006002
ACCO
2024-06-07
519,711
1,167,076
0.481843
0.014267
0.981843
0.003891
ACCO
2024-06-14
369,229
882,485
0.523341
0.011717
0.983519
0.004764
ACCO
2024-06-21
356,406
2,688,956
0.492976
0.039082
0.956547
0.004371
ACCO
2024-06-28
358,922
2,364,830
0.391283
0.011364
0.98479
0.003846
ACCO
2024-07-05
230,762
799,193
0.424709
0.013944
0.976644
0.009412
ACCO
2024-07-12
233,453
794,823
0.355448
0.0228
0.974929
0.00227
ACCO
2024-07-19
315,232
1,024,600
0.450272
0.019348
0.975832
0.00482