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
2015-03-13
4,197,303
6,178,613
0.669493
0.370817
0.513181
0.116002
ACM
2015-03-20
4,291,103
6,200,948
0.722575
0.408884
0.560146
0.03097
ACM
2015-03-27
2,786,295
3,982,607
0.730131
0.43896
0.525319
0.035721
ACM
2015-04-03
1,863,657
4,081,533
0.533132
0.398192
0.551716
0.050091
ACM
2015-04-10
2,936,810
4,600,043
0.677721
0.379506
0.57912
0.041373
ACM
2015-04-17
3,225,244
5,002,353
0.709012
0.481574
0.476402
0.042024
ACM
2015-04-24
1,872,752
3,187,521
0.633287
0.389656
0.528922
0.081422
ACM
2015-05-01
3,157,896
6,074,980
0.576811
0.406261
0.517324
0.076415
ACM
2015-05-08
2,659,224
4,161,104
0.682705
0.425471
0.546939
0.027591
ACM
2015-05-15
6,020,022
9,332,396
0.64715
0.472476
0.489807
0.037717
ACM
2015-05-22
2,854,974
5,862,488
0.553938
0.388853
0.585927
0.025221
ACM
2015-05-29
2,623,751
5,018,026
0.593661
0.455247
0.510664
0.03409
ACM
2015-06-05
2,851,881
4,339,844
0.677456
0.469829
0.495811
0.03436
ACM
2015-06-12
2,249,662
3,267,674
0.720344
0.432465
0.507858
0.059677
ACM
2015-06-19
3,466,921
5,428,532
0.731996
0.468867
0.505476
0.025657
ACM
2015-06-26
2,240,061
3,517,150
0.675386
0.387348
0.572483
0.040169
ACM
2015-07-03
2,047,558
3,808,826
0.598195
0.394092
0.56331
0.042598
ACM
2015-07-10
3,586,039
6,405,811
0.578503
0.43825
0.52478
0.03697
ACM
2015-07-17
2,327,962
4,095,155
0.601954
0.427315
0.533186
0.039499
ACM
2015-07-24
2,906,781
4,988,007
0.585275
0.534613
0.432394
0.032993
ACM
2015-07-31
1,930,344
3,315,791
0.634362
0.409751
0.566947
0.023302
ACM
2015-08-07
2,014,106
5,368,272
0.538553
0.429509
0.558933
0.011557
ACM
2015-08-14
5,316,937
12,124,822
0.426496
0.43974
0.531203
0.029058
ACM
2015-08-21
3,581,199
7,242,251
0.538889
0.351243
0.589097
0.05966
ACM
2015-08-28
4,423,857
7,009,440
0.671317
0.372548
0.571674
0.055778
ACM
2015-09-04
2,284,888
4,403,781
0.560768
0.322897
0.63426
0.042843
ACM
2015-09-11
1,991,181
3,920,532
0.551833
0.342557
0.634349
0.023094
ACM
2015-09-18
3,303,818
6,071,914
0.547816
0.350721
0.633474
0.015805
ACM
2015-09-25
4,129,350
7,515,543
0.576258
0.384743
0.597464
0.017793
ACM
2015-10-02
4,425,381
5,622,211
0.772355
0.356393
0.626322
0.017285
ACM
2015-10-09
2,875,446
4,745,035
0.580506
0.304664
0.679167
0.016169
ACM
2015-10-16
2,071,209
3,186,125
0.665519
0.306975
0.664783
0.028242
ACM
2015-10-23
1,917,564
2,873,381
0.63472
0.34553
0.628881
0.025588
ACM
2015-10-30
2,881,219
3,735,444
0.721983
0.361908
0.617145
0.020947
ACM
2015-11-06
2,603,201
5,311,767
0.516705
0.48535
0.461031
0.053619
ACM
2015-11-13
4,434,275
8,027,154
0.572346
0.501226
0.441631
0.057143
ACM
2015-11-20
1,727,790
4,371,218
0.445724
0.410938
0.551976
0.037086
ACM
2015-11-27
1,322,704
3,051,090
0.483301
0.36805
0.589384
0.042566
ACM
2015-12-04
2,068,295
5,749,797
0.427808
0.453843
0.521228
0.024929
ACM
2015-12-11
1,354,496
3,217,109
0.470582
0.421685
0.537306
0.041009
ACM
2015-12-18
2,032,501
4,807,440
0.486419
0.412389
0.553911
0.0337
ACM
2015-12-25
855,972
1,765,570
0.500682
0.433282
0.525491
0.041227
ACM
2016-01-01
833,521
1,425,425
0.591939
0.402104
0.569857
0.028039
ACM
2016-01-08
2,056,387
3,519,479
0.602941
0.355324
0.570326
0.07435
ACM
2016-01-15
2,983,759
5,373,762
0.539157
0.377857
0.594557
0.027586
ACM
2016-01-22
2,928,045
4,955,742
0.586468
0.41533
0.500583
0.084087
ACM
2016-01-29
1,597,801
2,550,304
0.635965
0.37525
0.597805
0.026945
ACM
2016-02-05
2,760,380
4,349,950
0.640875
0.460848
0.517572
0.02158
ACM
2016-02-12
3,370,616
5,555,052
0.614266
0.393841
0.571379
0.03478
ACM
2016-02-19
1,941,271
2,754,380
0.698905
0.350957
0.615123
0.03392
ACM
2016-02-26
2,230,668
2,976,828
0.732456
0.372838
0.609003
0.01816
ACM
2016-03-04
2,052,687
3,335,455
0.609102
0.298255
0.681602
0.020143
ACM
2016-03-11
1,963,372
3,754,278
0.569001
0.292333
0.681114
0.026553
ACM
2016-03-18
2,078,645
3,608,919
0.638519
0.30137
0.63997
0.05866
ACM
2016-03-25
1,386,988
2,363,520
0.615241
0.299576
0.626433
0.073991
ACM
2016-04-01
1,501,835
2,747,265
0.575405
0.217617
0.676546
0.105837
ACM
2016-04-08
1,295,775
2,445,567
0.554734
0.253154
0.654241
0.092605
ACM
2016-04-15
1,205,514
2,782,962
0.512674
0.310549
0.635582
0.053869
ACM
2016-04-22
1,448,939
2,862,021
0.577587
0.374892
0.597678
0.02743
ACM
2016-04-29
3,445,062
5,445,199
0.635707
0.429138
0.541957
0.028905
ACM
2016-05-06
3,676,142
5,206,883
0.70765
0.504821
0.469511
0.025668
ACM
2016-05-13
2,867,958
5,863,152
0.500552
0.370646
0.598708
0.030646
ACM
2016-05-20
1,627,875
3,126,315
0.543349
0.394913
0.567483
0.037603
ACM
2016-05-27
1,305,682
3,046,530
0.494669
0.300218
0.648989
0.050793
ACM
2016-06-03
1,004,726
2,358,468
0.476252
0.285097
0.63552
0.079383
ACM
2016-06-10
1,956,682
4,456,826
0.478045
0.371944
0.562821
0.065235
ACM
2016-06-17
2,562,180
4,916,653
0.59309
0.279852
0.571901
0.148247
ACM
2016-06-24
2,500,971
4,823,017
0.554211
0.369209
0.608293
0.022499
ACM
2016-07-01
3,509,860
5,273,078
0.702185
0.375474
0.567223
0.057303
ACM
2016-07-08
1,887,227
2,751,364
0.688869
0.404272
0.573511
0.022217
ACM
2016-07-15
2,197,354
3,573,225
0.608452
0.301735
0.660321
0.037944
ACM
2016-07-22
2,243,749
3,965,916
0.599244
0.391976
0.560861
0.047163
ACM
2016-07-29
2,222,565
3,695,876
0.632423
0.366379
0.59412
0.039501
ACM
2016-08-05
2,026,685
3,717,189
0.583779
0.28819
0.6385
0.073311
ACM
2016-08-12
5,387,010
9,290,281
0.5389
0.563357
0.391247
0.045395
ACM
2016-08-19
6,815,512
11,370,356
0.557451
0.513633
0.459685
0.026682
ACM
2016-08-26
1,812,914
3,725,699
0.499684
0.458093
0.506193
0.035714
ACM
2016-09-02
2,563,587
4,062,141
0.619697
0.34445
0.61971
0.035839
ACM
2016-09-09
1,393,769
2,814,506
0.541571
0.381361
0.588444
0.030195
ACM
2016-09-16
2,344,757
4,599,154
0.518115
0.391663
0.574704
0.033633
ACM
2016-09-23
1,737,348
4,293,329
0.493511
0.374594
0.591324
0.034082
ACM
2016-09-30
2,029,184
4,148,284
0.511237
0.356404
0.607447
0.03615
ACM
2016-10-07
1,763,597
3,392,343
0.551165
0.425688
0.524565
0.049747
ACM
2016-10-14
1,662,718
5,038,977
0.41705
0.341527
0.618893
0.039581
ACM
2016-10-21
2,896,994
4,874,093
0.549266
0.467629
0.502502
0.029869
ACM
2016-10-28
2,336,578
4,608,979
0.482377
0.492626
0.481261
0.026114
ACM
2016-11-04
1,562,233
3,118,053
0.535299
0.402971
0.562872
0.034157
ACM
2016-11-11
4,059,229
8,575,023
0.456319
0.529324
0.44571
0.024966
ACM
2016-11-18
7,896,270
18,170,289
0.454374
0.462461
0.48198
0.055559
ACM
2016-11-25
1,546,185
5,493,262
0.323431
0.388847
0.570357
0.040796
ACM
2016-12-02
3,779,535
7,510,506
0.495223
0.392288
0.547309
0.060403
ACM
2016-12-09
2,861,156
7,047,807
0.420485
0.516198
0.456392
0.027411
ACM
2016-12-16
1,715,125
5,403,396
0.342325
0.389593
0.588038
0.022369
ACM
2016-12-23
1,325,975
3,341,474
0.420178
0.433743
0.533992
0.032265
ACM
2016-12-30
1,050,933
2,150,151
0.489914
0.423391
0.555007
0.021603
ACM
2017-01-06
1,504,130
3,461,418
0.42013
0.408665
0.564461
0.026873
ACM
2017-01-13
2,212,449
4,964,131
0.457563
0.445601
0.525167
0.029232
ACM
2017-01-20
920,395
2,123,482
0.449793
0.439575
0.537726
0.022699
ACM
2017-01-27
2,400,090
4,937,072
0.485901
0.449976
0.51619
0.033834
ACM
2017-02-03
1,557,329
3,355,023
0.486779
0.375605
0.606516
0.017879