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
ACM
2013-04-12
1,406,439
3,159,148
0.478104
0.384631
0.566373
0.048996
ACM
2013-04-19
1,769,098
4,121,542
0.459791
0.349974
0.594453
0.055573
ACM
2013-04-26
1,010,041
2,921,266
0.362063
0.403074
0.521562
0.075364
ACM
2013-05-03
947,841
2,216,305
0.463436
0.38105
0.572511
0.046439
ACM
2013-05-10
1,133,205
2,997,779
0.459263
0.461616
0.496357
0.042026
ACM
2013-05-17
1,013,037
2,758,967
0.417437
0.235003
0.653117
0.11188
ACM
2013-05-24
849,288
2,534,194
0.392712
0.350986
0.600538
0.048476
ACM
2013-05-31
486,858
1,258,847
0.444878
0.304145
0.632514
0.06334
ACM
2013-06-07
995,489
2,134,560
0.475686
0.325713
0.650629
0.023658
ACM
2013-06-14
638,995
1,561,521
0.497076
0.308554
0.666632
0.024813
ACM
2013-06-21
1,493,486
3,503,352
0.456892
0.330549
0.639207
0.030244
ACM
2013-06-28
2,473,312
4,438,214
0.565273
0.322057
0.517015
0.160928
ACM
2013-07-05
736,878
2,008,208
0.420233
0.326181
0.649768
0.024051
ACM
2013-07-12
683,421
1,930,517
0.414712
0.293575
0.680265
0.02616
ACM
2013-07-19
1,258,229
2,608,454
0.526948
0.34389
0.626074
0.030036
ACM
2013-07-26
993,554
2,085,736
0.543165
0.362228
0.602321
0.035451
ACM
2013-08-02
1,005,304
2,937,378
0.537037
0.374449
0.584159
0.041391
ACM
2013-08-09
2,725,828
6,158,946
0.518302
0.471496
0.504816
0.023688
ACM
2013-08-16
1,099,739
2,108,297
0.548
0.352873
0.606344
0.040783
ACM
2013-08-23
1,380,326
2,499,720
0.614756
0.372724
0.530809
0.096467
ACM
2013-08-30
900,605
1,768,626
0.591999
0.370755
0.599772
0.029473
ACM
2013-09-06
1,296,485
3,029,138
0.487885
0.398433
0.585513
0.016054
ACM
2013-09-13
834,884
1,830,240
0.519924
0.380619
0.5949
0.024481
ACM
2013-09-20
1,357,629
2,960,841
0.521921
0.312452
0.668379
0.01917
ACM
2013-09-27
1,166,198
2,136,758
0.568705
0.314197
0.653874
0.031928
ACM
2013-10-04
1,171,723
2,424,884
0.515732
0.314215
0.666227
0.019558
ACM
2013-10-11
1,593,089
2,770,101
0.584512
0.362626
0.621187
0.016187
ACM
2013-10-18
851,471
1,929,840
0.469932
0.436675
0.541065
0.02226
ACM
2013-10-25
662,788
2,474,845
0.365953
0.383982
0.592263
0.023754
ACM
2013-11-01
672,849
1,780,636
0.431169
0.384072
0.583055
0.032873
ACM
2013-11-08
1,220,770
2,390,261
0.504559
0.336292
0.650015
0.013693
ACM
2013-11-15
1,808,362
3,612,550
0.516272
0.432533
0.551903
0.015565
ACM
2013-11-22
932,335
1,960,438
0.481642
0.357857
0.626995
0.015148
ACM
2013-11-29
505,026
1,252,969
0.446417
0.303551
0.672396
0.024054
ACM
2013-12-06
670,211
1,926,687
0.42491
0.320717
0.666184
0.013099
ACM
2013-12-13
826,218
2,429,241
0.431049
0.461564
0.522995
0.015441
ACM
2013-12-20
1,265,853
3,093,596
0.452806
0.506659
0.477325
0.016016
ACM
2013-12-27
301,280
720,009
0.458795
0.378833
0.614144
0.007023
ACM
2014-01-03
521,613
1,563,398
0.397218
0.404049
0.572782
0.023168
ACM
2014-01-10
1,337,387
3,337,782
0.492238
0.379251
0.608916
0.011833
ACM
2014-01-17
1,055,126
2,404,798
0.472672
0.43017
0.543681
0.02615
ACM
2014-01-24
704,694
1,544,002
0.503842
0.423445
0.560846
0.015708
ACM
2014-01-31
738,130
1,666,073
0.506857
0.324169
0.650281
0.02555
ACM
2014-02-07
1,582,193
3,115,310
0.568581
0.391843
0.585663
0.022494
ACM
2014-02-14
1,207,929
2,280,544
0.583194
0.376268
0.605038
0.018694
ACM
2014-02-21
856,561
1,895,089
0.504451
0.378424
0.597165
0.024411
ACM
2014-02-28
1,888,954
3,786,650
0.536678
0.429092
0.481669
0.089239
ACM
2014-03-07
1,710,853
3,392,364
0.560199
0.468609
0.51896
0.012431
ACM
2014-03-14
1,162,357
1,831,418
0.665202
0.380907
0.601223
0.01787
ACM
2014-03-21
1,095,184
2,022,482
0.617193
0.34592
0.631332
0.022748
ACM
2014-03-28
1,061,257
1,914,005
0.569651
0.340326
0.634497
0.025177
ACM
2014-04-04
1,205,747
2,288,270
0.61098
0.349205
0.62726
0.023535
ACM
2014-04-11
1,893,638
2,934,018
0.688509
0.444711
0.530862
0.024427
ACM
2014-04-18
789,810
1,512,648
0.610613
0.363178
0.617362
0.01946
ACM
2014-04-25
911,962
1,606,744
0.596308
0.342811
0.634175
0.023013
ACM
2014-05-02
1,497,039
2,690,854
0.605018
0.380932
0.581467
0.037602
ACM
2014-05-09
1,891,569
2,944,534
0.66833
0.33268
0.583145
0.084175
ACM
2014-05-16
1,383,771
3,096,084
0.509437
0.375894
0.531496
0.09261
ACM
2014-05-23
1,160,393
2,447,682
0.483471
0.408661
0.572917
0.018423
ACM
2014-05-30
1,120,781
2,500,299
0.461437
0.482837
0.502513
0.01465
ACM
2014-06-06
1,101,483
2,530,777
0.483821
0.5074
0.479547
0.013053
ACM
2014-06-13
1,094,378
2,867,889
0.488753
0.533281
0.451289
0.015431
ACM
2014-06-20
701,880
1,745,961
0.481023
0.296318
0.680287
0.023395
ACM
2014-06-27
860,278
2,172,003
0.521301
0.292999
0.691423
0.015578
ACM
2014-07-04
769,397
1,978,300
0.429597
0.319374
0.607906
0.072719
ACM
2014-07-11
754,408
1,965,056
0.388953
0.382502
0.591403
0.026095
ACM
2014-07-18
12,271,618
19,244,615
0.604145
0.535704
0.406615
0.057681
ACM
2014-07-25
3,136,663
5,623,914
0.58549
0.542056
0.428681
0.029263
ACM
2014-08-01
6,160,695
8,682,400
0.726266
0.580452
0.398823
0.020725
ACM
2014-08-08
5,468,360
7,363,902
0.755359
0.483889
0.496302
0.019808
ACM
2014-08-15
4,177,093
6,136,630
0.695166
0.4633
0.512108
0.024591
ACM
2014-08-22
3,083,421
4,788,261
0.665583
0.476246
0.482249
0.041505
ACM
2014-08-29
1,866,777
2,946,264
0.637645
0.408877
0.562648
0.028475
ACM
2014-09-05
1,943,055
3,536,468
0.544691
0.471934
0.504679
0.023388
ACM
2014-09-12
1,771,766
3,585,105
0.510836
0.417572
0.514892
0.067535
ACM
2014-09-19
1,611,681
2,790,512
0.597463
0.441701
0.529831
0.028468
ACM
2014-09-26
2,140,013
3,121,171
0.7127
0.469132
0.505844
0.025024
ACM
2014-10-03
2,416,600
3,920,041
0.700488
0.448765
0.51421
0.037025
ACM
2014-10-10
2,889,563
4,892,466
0.65959
0.368183
0.589855
0.041962
ACM
2014-10-17
7,245,588
15,600,982
0.526172
0.412018
0.513113
0.074869
ACM
2014-10-24
4,145,968
9,179,978
0.509878
0.367795
0.533587
0.098618
ACM
2014-10-31
4,502,015
10,803,634
0.480472
0.358081
0.492866
0.149054
ACM
2014-11-07
2,862,922
6,792,267
0.439998
0.447012
0.45142
0.101568
ACM
2014-11-14
4,536,057
9,948,521
0.488796
0.428792
0.504794
0.066414
ACM
2014-11-21
2,711,956
5,860,822
0.49077
0.403577
0.507571
0.088853
ACM
2014-11-28
2,257,797
4,920,846
0.512772
0.375273
0.530394
0.094333
ACM
2014-12-05
4,025,869
8,994,254
0.551966
0.366889
0.472766
0.160345
ACM
2014-12-12
4,286,566
6,429,402
0.67636
0.428016
0.466979
0.105005
ACM
2014-12-19
3,871,774
7,602,091
0.542233
0.299067
0.558841
0.142092
ACM
2014-12-26
1,103,828
2,765,989
0.431288
0.310598
0.504634
0.184768
ACM
2015-01-02
955,120
1,832,661
0.581583
0.379343
0.546557
0.0741
ACM
2015-01-09
3,272,055
5,623,645
0.552087
0.4682
0.438488
0.093312
ACM
2015-01-16
6,610,231
12,238,174
0.518154
0.454769
0.451354
0.093877
ACM
2015-01-23
2,427,583
5,510,362
0.501487
0.36278
0.59406
0.04316
ACM
2015-01-30
2,544,949
6,393,515
0.495207
0.292621
0.618918
0.088461
ACM
2015-02-06
2,673,763
4,997,861
0.587693
0.352318
0.608281
0.039401
ACM
2015-02-13
3,348,095
6,762,280
0.500508
0.437621
0.515396
0.046982
ACM
2015-02-20
3,112,094
7,468,894
0.449212
0.500334
0.452595
0.047071
ACM
2015-02-27
4,572,827
7,651,454
0.593963
0.447928
0.519495
0.032576
ACM
2015-03-06
4,418,240
7,894,662
0.554045
0.479654
0.404366
0.115979