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
2024-07-26
292,789
844,542
0.320374
0.016537
0.983046
0.000417
ACCO
2024-08-02
523,562
1,202,604
0.460491
0.019012
0.979257
0.00173
ACCO
2024-08-09
605,940
1,248,452
0.407614
0.009589
0.989209
0.001201
ACCO
2024-08-16
599,608
1,392,767
0.380465
0.027847
0.972024
0.00013
ACCO
2024-08-23
387,629
937,286
0.446478
0.01885
0.978278
0.002872
ACCO
2024-08-30
359,506
802,929
0.446344
0.028574
0.96905
0.002375
ACCO
2024-09-06
385,487
702,954
0.542639
0.020982
0.976411
0.002608
ACCO
2024-09-13
555,785
1,007,942
0.496255
0.018995
0.970638
0.010367
ACCO
2024-09-20
742,455
1,925,099
0.432249
0.02766
0.970046
0.002293
ACCO
2024-09-27
332,690
894,795
0.39493
0.029715
0.966496
0.003789
ACCO
2024-10-04
439,856
923,864
0.540381
0.033076
0.963511
0.003413
ACCO
2024-10-11
435,542
956,234
0.415263
0.026624
0.972718
0.000658
ACCO
2024-10-18
323,792
776,997
0.385807
0.018951
0.981049
0
ACCO
2024-10-25
354,496
821,391
0.461115
0.013589
0.985568
0.000843
ACCO
2024-11-01
516,662
1,303,595
0.385091
0.016152
0.983848
0
ACCO
2024-11-08
637,573
1,434,007
0.493304
0.023159
0.976206
0.000635
ACCO
2024-11-15
509,360
1,081,037
0.588677
0.037559
0.962441
0
ACCO
2024-11-22
353,631
860,953
0.38183
0.017161
0.982839
0
ACCO
2024-11-29
240,112
703,530
0.293196
0.007475
0.992525
0
ACCO
2024-12-06
469,640
1,173,924
0.387013
0.011495
0.988505
0
ACCO
2024-12-13
368,565
1,331,848
0.457809
0.012228
0.987503
0.000269
ACCO
2024-12-20
651,166
2,057,394
0.51261
0.007193
0.99274
0.000068
ACCO
2024-12-27
192,911
586,419
0.295652
0.009213
0.990787
0
ACCO
2025-01-03
219,444
546,111
0.444033
0.018664
0.981336
0
ACCO
2025-01-10
348,351
978,668
0.361105
0.010218
0.989782
0
ACCO
2025-01-17
356,186
1,240,676
0.355974
0.020485
0.97893
0.000585
ACCO
2025-01-24
298,355
975,960
0.416989
0.023261
0.976739
0
ACCO
2025-01-31
413,438
1,077,865
0.418283
0.012328
0.98737
0.000302
ACCO
2025-02-07
369,634
901,817
0.458556
0.016115
0.983776
0.000109
ACCO
2025-02-14
438,900
1,155,096
0.473642
0.021855
0.977947
0.000198
ACCO
2025-02-21
583,385
1,893,859
0.453832
0.017046
0.981394
0.00156
ACCO
2025-02-28
980,817
2,392,237
0.41547
0.040249
0.959436
0.000315
ACCO
2025-03-07
1,072,450
2,562,978
0.487363
0.038904
0.961096
0
ACCO
2025-03-14
932,947
2,226,921
0.614897
0.144909
0.855091
0
ACCO
2025-03-21
941,680
2,327,839
0.538441
0.029996
0.970004
0
ACCO
2025-03-28
579,176
1,430,508
0.518834
0.05797
0.94203
0
ACCO
2025-04-04
357,552
815,040
0.467683
0.031957
0.968043
0
ACCS
2013-05-10
7,964,394
21,471,328
0.359459
1
0
0
ACCS
2013-05-17
2,838,754
9,229,485
0.533463
1
0
0
ACCS
2013-05-24
308,539
927,379
0.335174
1
0
0
ACCS
2013-05-31
958,817
1,760,315
0.580296
1
0
0
ACCS
2013-06-07
181,157
326,891
0.691324
1
0
0
ACCS
2013-06-14
28,910
82,535
0.557041
1
0
0
ACCS
2013-06-21
41,778,481
140,660,319
0.350744
1
0
0
ACCS
2013-06-28
26,963,398
126,782,454
0.195674
1
0
0
ACCS
2013-07-05
2,109,580
7,386,463
0.341061
1
0
0
ACCS
2013-07-12
4,988,694
16,263,271
0.270053
1
0
0
ACCS
2013-07-19
3,173,177
9,648,561
0.240684
1
0
0
ACCS
2013-07-26
1,818,641
4,823,100
0.371868
1
0
0
ACCS
2013-08-02
654,077
2,346,889
0.196756
1
0
0
ACCS
2013-09-06
259,600
3,218,623
0.081213
1
0
0
ACCS
2013-09-20
470,000
913,236
0.618423
1
0
0
ACCS
2013-10-04
510,000
1,174,364
0.425372
1
0
0
ACCS
2013-10-11
216,000
1,330,403
0.162357
1
0
0
ACCS
2013-10-18
1,140,033
1,988,976
0.573176
1
0
0
ACCS
2013-10-25
240,000
1,357,793
0.209746
1
0
0
ACCS
2013-11-01
200,000
266,700
0.749906
1
0
0
ACCS
2013-11-08
8,000
27,500
0.290909
1
0
0
ACCS
2013-11-22
1,531,350
2,961,999
0.488001
1
0
0
ACCS
2013-12-13
153,500
416,000
0.36899
1
0
0
ACCS
2013-12-20
4,000
57,411
0.069673
1
0
0
ACCS
2013-12-27
1,500
1,700
0.882353
1
0
0
ACCS
2014-01-10
508,756
894,706
0.562797
1
0
0
ACCS
2014-01-31
51,342
90,284
0.568672
1
0
0
ACCS
2014-02-28
149,275
490,957
0.293307
1
0
0
ACCS
2014-03-07
60,000
348,239
0.479093
1
0
0
ACCS
2014-03-14
466,000
2,647,342
0.242213
1
0
0
ACCS
2014-03-21
177,667
610,300
0.452069
1
0
0
ACCS
2014-03-28
292,300
397,525
0.763183
1
0
0
ACCS
2014-04-04
50,000
526,500
0.094967
1
0
0
ACCS
2014-04-11
10,000
34,000
0.294118
1
0
0
ACCS
2014-04-18
171,700
279,008
0.639925
1
0
0
ACCS
2014-04-25
10,000
302,130
0.033098
1
0
0
ACCS
2014-06-06
30,000
56,000
0.535714
1
0
0
ACCS
2014-06-13
40,000
233,250
0.5246
1
0
0
ACCS
2014-06-20
10,000
30,000
0.333333
1
0
0
ACCS
2014-07-18
10,000
50,000
0.2
1
0
0
ACCS
2014-07-25
10,000
60,000
0.166667
1
0
0
ACCS
2014-08-01
10,000
129,000
0.077519
1
0
0
ACCS
2014-09-05
10,000
127,647
0.078341
1
0
0
ACCS
2014-09-12
10,000
178,823
0.055921
1
0
0
ACCS
2014-09-19
20,000
769,320
0.025997
1
0
0
ACCS
2014-09-26
1,000
2,000
0.5
1
0
0
ACCS
2014-10-10
110,600
543,734
0.203408
1
0
0
ACCS
2014-10-17
310,000
1,247,880
0.248421
1
0
0
ACCS
2014-10-31
1,019,000
3,833,700
0.265801
1
0
0
ACCS
2014-12-05
10,000
530,000
0.018868
1
0
0
ACCS
2015-03-20
7,000
40,000
0.175
1
0
0
ACCS
2015-04-17
147,000
215,000
0.683721
1
0
0
ACCS
2015-08-28
5,000
10,000
0.5
1
0
0
ACCS
2025-01-31
2,544
25,256
0.202708
0.390406
0.609594
0
ACCS
2025-02-07
3,340
8,898
0.398091
0.771077
0.228923
0
ACCS
2025-02-14
994
5,225
0.221585
0.453057
0.546943
0
ACCS
2025-02-21
899
6,732
0.177078
0.542595
0.361899
0.095506
ACCS
2025-02-28
3,840
13,973
0.495948
0.615607
0.384393
0
ACCS
2025-03-07
1,863
5,263
0.371799
0.838038
0.161962
0
ACCS
2025-03-14
598
3,395
0.2183
1
0
0
ACCS
2025-03-21
1,315
3,992
0.23853
0.717397
0.282603
0
ACCS
2025-03-28
1,118
7,696
0.163488
0.874258
0.125742
0
ACCS
2025-04-04
1,420
7,780
0.158658
0.650005
0.349995
0