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
ACRS
2017-11-24
70,029
319,738
0.422281
0.675853
0.290702
0.033445
ACRS
2017-12-01
279,535
1,026,714
0.368734
0.67115
0.302506
0.026344
ACRS
2017-12-08
346,757
1,028,697
0.431164
0.790531
0.183713
0.025756
ACRS
2017-12-15
815,228
2,157,434
0.508431
0.731968
0.247546
0.020486
ACRS
2017-12-22
401,841
1,131,714
0.493185
0.725283
0.258239
0.016478
ACRS
2017-12-29
310,914
577,820
0.639066
0.765254
0.218658
0.016088
ACRS
2018-01-05
329,607
670,821
0.603332
0.711437
0.207084
0.081479
ACRS
2018-01-12
424,662
834,502
0.583611
0.780052
0.199739
0.020209
ACRS
2018-01-19
273,826
714,869
0.421516
0.719585
0.214769
0.065645
ACRS
2018-01-26
360,307
938,175
0.46527
0.778469
0.20328
0.018251
ACRS
2018-02-02
432,103
915,776
0.579118
0.634406
0.331038
0.034556
ACRS
2018-02-09
1,165,697
1,798,756
0.656009
0.787618
0.197567
0.014814
ACRS
2018-02-16
249,667
562,476
0.481721
0.709475
0.267391
0.023134
ACRS
2018-02-23
138,179
349,944
0.374745
0.779751
0.192905
0.027344
ACRS
2018-03-02
282,124
606,129
0.480722
0.756641
0.218501
0.024858
ACRS
2018-03-09
416,152
788,487
0.575338
0.691412
0.193196
0.115392
ACRS
2018-03-16
604,989
1,407,377
0.421717
0.680843
0.214346
0.10481
ACRS
2018-03-23
183,198
532,548
0.447323
0.699785
0.277895
0.022321
ACRS
2018-03-30
354,476
688,188
0.526088
0.764016
0.211569
0.024415
ACRS
2018-04-06
344,023
584,983
0.562298
0.762373
0.210398
0.027229
ACRS
2018-04-13
261,429
561,484
0.488357
0.791472
0.184187
0.024341
ACRS
2018-04-20
231,436
554,180
0.472984
0.694062
0.285285
0.020653
ACRS
2018-04-27
246,675
394,077
0.628348
0.637041
0.216658
0.146301
ACRS
2018-05-04
172,787
364,186
0.578393
0.64815
0.33229
0.01956
ACRS
2018-05-11
218,664
625,230
0.472036
0.708736
0.26236
0.028903
ACRS
2018-05-18
289,419
496,588
0.57589
0.719716
0.260148
0.020136
ACRS
2018-05-25
213,847
494,144
0.531749
0.749354
0.236423
0.014224
ACRS
2018-06-01
180,970
423,496
0.54454
0.701271
0.274407
0.024322
ACRS
2018-06-08
240,664
572,544
0.536945
0.707246
0.273614
0.019141
ACRS
2018-06-15
278,883
1,349,624
0.428682
0.633091
0.34401
0.022899
ACRS
2018-06-22
168,879
430,027
0.495977
0.553869
0.408166
0.037965
ACRS
2018-06-29
231,855
631,408
0.480103
0.540168
0.393308
0.066524
ACRS
2018-07-06
128,491
394,904
0.503806
0.63144
0.314454
0.054106
ACRS
2018-07-13
181,747
443,467
0.491785
0.569318
0.334887
0.095796
ACRS
2018-07-20
100,245
408,136
0.422172
0.557369
0.426133
0.016498
ACRS
2018-07-27
301,113
819,191
0.373262
0.64808
0.333593
0.018326
ACRS
2018-08-03
360,882
896,494
0.413251
0.631064
0.349932
0.019004
ACRS
2018-08-10
163,437
549,843
0.502467
0.692024
0.262296
0.04568
ACRS
2018-08-17
179,716
470,358
0.446714
0.604024
0.373501
0.022474
ACRS
2018-08-24
197,759
1,224,369
0.419423
0.653815
0.324421
0.021764
ACRS
2018-08-31
337,135
1,221,697
0.422578
0.721395
0.261564
0.017041
ACRS
2018-09-07
166,131
405,577
0.461885
0.643356
0.345089
0.011555
ACRS
2018-09-14
122,736
295,440
0.472915
0.636628
0.340108
0.023264
ACRS
2018-09-21
124,389
525,454
0.532155
0.593756
0.396695
0.00955
ACRS
2018-09-28
133,752
335,214
0.482497
0.63208
0.349623
0.018297
ACRS
2018-10-05
353,884
805,929
0.459959
0.673056
0.314343
0.012601
ACRS
2018-10-12
233,392
766,984
0.499721
0.478365
0.503154
0.018481
ACRS
2018-10-19
927,048
2,637,252
0.532384
0.673988
0.316035
0.009977
ACRS
2018-10-26
386,023
1,380,531
0.431742
0.598251
0.389501
0.012248
ACRS
2018-11-02
421,679
1,752,397
0.444642
0.712821
0.277859
0.00932
ACRS
2018-11-09
408,569
1,189,542
0.404156
0.677287
0.26819
0.054523
ACRS
2018-11-16
406,001
1,023,837
0.475801
0.550665
0.361147
0.088188
ACRS
2018-11-23
256,061
854,541
0.427669
0.60224
0.350221
0.047539
ACRS
2018-11-30
825,349
2,368,044
0.525618
0.66517
0.29776
0.03707
ACRS
2018-12-07
460,796
891,799
0.563391
0.654612
0.31406
0.031328
ACRS
2018-12-14
566,212
1,941,602
0.461532
0.606311
0.353456
0.040233
ACRS
2018-12-21
1,018,601
2,864,508
0.42574
0.70582
0.260021
0.034159
ACRS
2018-12-28
991,792
1,732,538
0.67677
0.740706
0.221618
0.037675
ACRS
2019-01-04
474,729
850,168
0.642553
0.673943
0.28707
0.038986
ACRS
2019-01-11
586,028
1,126,336
0.636505
0.604299
0.359368
0.036333
ACRS
2019-01-18
729,224
1,467,391
0.651686
0.642792
0.312794
0.044414
ACRS
2019-01-25
637,284
932,356
0.657387
0.729581
0.239823
0.030596
ACRS
2019-02-01
485,726
771,245
0.669324
0.627227
0.325177
0.047596
ACRS
2019-02-08
399,444
669,304
0.637329
0.645718
0.296598
0.057685
ACRS
2019-02-15
484,715
1,597,060
0.555827
0.614339
0.351657
0.034004
ACRS
2019-02-22
391,566
724,502
0.595277
0.618998
0.280383
0.100619
ACRS
2019-03-01
616,391
1,666,777
0.479665
0.572278
0.313229
0.114494
ACRS
2019-03-08
940,459
1,702,108
0.533209
0.742451
0.235424
0.022125
ACRS
2019-03-15
594,258
1,167,481
0.598725
0.678479
0.283018
0.038503
ACRS
2019-03-22
1,376,846
2,515,803
0.643372
0.686868
0.278669
0.034463
ACRS
2019-03-29
543,237
1,205,117
0.550847
0.660552
0.307509
0.031939
ACRS
2019-04-05
490,752
795,908
0.631641
0.677107
0.292674
0.030219
ACRS
2019-04-12
442,019
729,364
0.625492
0.689413
0.253157
0.05743
ACRS
2019-04-19
854,139
1,473,479
0.649605
0.769459
0.197405
0.033136
ACRS
2019-04-26
1,354,721
1,991,633
0.733281
0.743703
0.204065
0.052232
ACRS
2019-05-03
1,067,502
1,762,779
0.648101
0.761441
0.184338
0.054221
ACRS
2019-05-10
1,526,200
2,928,152
0.613911
0.690011
0.201455
0.108534
ACRS
2019-05-17
702,181
1,172,555
0.690279
0.665075
0.267885
0.067039
ACRS
2019-05-24
928,611
1,998,525
0.537593
0.729387
0.211096
0.059517
ACRS
2019-05-31
436,760
771,685
0.646601
0.698538
0.225126
0.076337
ACRS
2019-06-07
660,636
1,044,524
0.671294
0.741192
0.191288
0.06752
ACRS
2019-06-14
716,297
1,064,685
0.632879
0.688719
0.243202
0.068079
ACRS
2019-06-21
799,581
1,442,808
0.568052
0.671922
0.263951
0.064126
ACRS
2019-06-28
3,610,994
8,808,119
0.48451
0.752863
0.192994
0.054143
ACRS
2019-07-05
1,143,905
2,918,360
0.614018
0.732992
0.218478
0.04853
ACRS
2019-07-12
975,115
1,946,963
0.556691
0.814146
0.152358
0.033496
ACRS
2019-07-19
483,200
983,571
0.605673
0.818521
0.121334
0.060145
ACRS
2019-07-26
537,339
1,719,210
0.498305
0.687249
0.247473
0.065278
ACRS
2019-08-02
2,703,411
6,190,878
0.545557
0.736154
0.241173
0.022673
ACRS
2019-08-09
1,654,548
4,999,848
0.470499
0.853047
0.139118
0.007835
ACRS
2019-08-16
5,075,196
12,081,236
0.531468
0.806349
0.187419
0.006232
ACRS
2019-08-23
1,288,636
3,144,869
0.528177
0.848671
0.145111
0.006218
ACRS
2019-08-30
585,949
1,303,720
0.468291
0.810887
0.142788
0.046325
ACRS
2019-09-06
1,415,192
2,716,977
0.623182
0.722112
0.206268
0.07162
ACRS
2019-09-13
794,604
1,419,803
0.552954
0.844822
0.121562
0.033616
ACRS
2019-09-20
19,286,386
35,448,764
0.545127
0.878335
0.117593
0.004072
ACRS
2019-09-27
1,644,771
3,946,143
0.458805
0.867349
0.124558
0.008093
ACRS
2019-10-04
2,246,572
4,039,822
0.629828
0.860192
0.135684
0.004124
ACRS
2019-10-11
3,940,126
8,821,765
0.644136
0.852848
0.143957
0.003195
ACRS
2019-10-18
2,271,856
3,899,003
0.649135
0.740367
0.215529
0.044104