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
ACN
2015-08-14
3,937,750
8,204,729
0.477959
0.277838
0.707731
0.014432
ACN
2015-08-21
4,297,778
10,155,753
0.401302
0.310251
0.637867
0.051882
ACN
2015-08-28
7,354,597
16,317,094
0.461014
0.25873
0.699696
0.041574
ACN
2015-09-04
6,216,179
12,459,094
0.483904
0.23356
0.725242
0.041198
ACN
2015-09-11
4,163,622
7,493,648
0.530211
0.26733
0.721018
0.011651
ACN
2015-09-18
4,578,904
9,166,948
0.467248
0.250294
0.727458
0.022248
ACN
2015-09-25
6,722,350
11,983,171
0.579501
0.400789
0.582038
0.017173
ACN
2015-10-02
6,428,413
11,668,859
0.557327
0.311688
0.668845
0.019467
ACN
2015-10-09
5,643,981
10,967,586
0.533636
0.351507
0.630725
0.017768
ACN
2015-10-16
3,993,856
9,429,622
0.425493
0.344594
0.636284
0.019122
ACN
2015-10-23
5,012,292
9,566,376
0.538418
0.361704
0.619345
0.018951
ACN
2015-10-30
4,052,365
8,752,690
0.47201
0.309264
0.666275
0.024461
ACN
2015-11-06
3,129,198
9,256,170
0.377395
0.324868
0.620928
0.054204
ACN
2015-11-13
2,849,346
7,526,761
0.388588
0.306125
0.641813
0.052062
ACN
2015-11-20
6,626,371
12,409,545
0.488034
0.424037
0.549787
0.026176
ACN
2015-11-27
2,186,754
6,126,558
0.418759
0.388511
0.582339
0.029151
ACN
2015-12-04
4,168,887
9,031,640
0.467344
0.343246
0.631289
0.025465
ACN
2015-12-11
4,881,497
8,714,704
0.573559
0.393122
0.554409
0.052469
ACN
2015-12-18
8,102,561
16,176,874
0.533174
0.406333
0.564704
0.028963
ACN
2015-12-25
2,172,486
4,655,523
0.482726
0.412002
0.563999
0.023999
ACN
2016-01-01
3,425,874
5,671,382
0.630534
0.450332
0.521304
0.028364
ACN
2016-01-08
6,056,785
10,537,104
0.623955
0.443878
0.494219
0.061903
ACN
2016-01-15
7,645,748
14,190,448
0.585152
0.394485
0.577265
0.02825
ACN
2016-01-22
6,472,170
13,485,534
0.494383
0.376495
0.560089
0.063416
ACN
2016-01-29
7,034,714
13,025,156
0.576644
0.399929
0.580244
0.019826
ACN
2016-02-05
8,348,820
14,784,002
0.590899
0.419417
0.562744
0.017839
ACN
2016-02-12
9,176,205
19,462,731
0.521608
0.421994
0.554565
0.02344
ACN
2016-02-19
4,895,095
10,794,774
0.52039
0.40169
0.571985
0.026325
ACN
2016-02-26
5,286,700
9,246,160
0.58814
0.458829
0.522149
0.019022
ACN
2016-03-04
4,294,679
8,198,124
0.540687
0.445056
0.522947
0.031997
ACN
2016-03-11
5,271,891
9,527,223
0.570863
0.448595
0.526462
0.024943
ACN
2016-03-18
7,793,228
15,922,754
0.538856
0.362678
0.58696
0.050362
ACN
2016-03-25
6,691,669
13,091,362
0.54095
0.397519
0.521428
0.081053
ACN
2016-04-01
6,041,933
13,557,047
0.525226
0.392425
0.51694
0.090635
ACN
2016-04-08
4,195,423
10,216,604
0.456073
0.359355
0.551169
0.089475
ACN
2016-04-15
6,208,051
11,234,536
0.570045
0.400974
0.545754
0.053272
ACN
2016-04-22
4,119,043
8,386,636
0.540589
0.396706
0.575231
0.028062
ACN
2016-04-29
4,345,977
8,235,077
0.556026
0.359439
0.612527
0.028034
ACN
2016-05-06
4,386,691
7,739,017
0.618907
0.397941
0.578152
0.023907
ACN
2016-05-13
3,101,103
6,728,048
0.520752
0.390236
0.579824
0.02994
ACN
2016-05-20
3,893,764
7,298,304
0.596515
0.396723
0.58052
0.022757
ACN
2016-05-27
3,065,009
6,520,402
0.506235
0.396384
0.577429
0.026187
ACN
2016-06-03
2,415,285
4,662,231
0.539672
0.283498
0.658166
0.058336
ACN
2016-06-10
2,495,973
5,819,899
0.459847
0.336473
0.644163
0.019364
ACN
2016-06-17
3,501,687
7,127,958
0.516711
0.354711
0.572052
0.073237
ACN
2016-06-24
7,117,952
13,768,274
0.516616
0.427312
0.551141
0.021548
ACN
2016-07-01
6,105,262
12,956,776
0.49711
0.369398
0.581184
0.049418
ACN
2016-07-08
3,041,775
6,597,190
0.476968
0.377327
0.597274
0.025399
ACN
2016-07-15
4,579,423
7,697,563
0.624914
0.370129
0.604264
0.025607
ACN
2016-07-22
4,711,152
9,172,175
0.548885
0.407138
0.571717
0.021145
ACN
2016-07-29
4,801,219
9,520,744
0.5441
0.427096
0.54819
0.024714
ACN
2016-08-05
5,399,113
9,357,854
0.590355
0.371532
0.55781
0.070658
ACN
2016-08-12
3,329,387
6,170,818
0.5843
0.406561
0.530623
0.062816
ACN
2016-08-19
4,527,974
7,945,822
0.606561
0.472536
0.506495
0.020969
ACN
2016-08-26
3,972,537
7,361,035
0.577446
0.433022
0.543015
0.023962
ACN
2016-09-02
3,165,254
5,896,738
0.569513
0.371247
0.608275
0.020478
ACN
2016-09-09
3,694,770
6,887,620
0.548971
0.395613
0.572659
0.031728
ACN
2016-09-16
5,323,831
9,535,423
0.605862
0.39711
0.578624
0.024266
ACN
2016-09-23
4,559,680
8,378,987
0.551788
0.418795
0.560538
0.020667
ACN
2016-09-30
10,433,754
17,584,321
0.629698
0.483697
0.494092
0.022211
ACN
2016-10-07
6,107,503
12,379,897
0.550073
0.424742
0.556333
0.018925
ACN
2016-10-14
5,464,428
9,951,647
0.559647
0.408256
0.574486
0.017257
ACN
2016-10-21
4,167,073
8,035,701
0.553159
0.418485
0.561944
0.019571
ACN
2016-10-28
2,916,085
6,529,438
0.498324
0.443418
0.536895
0.019687
ACN
2016-11-04
6,554,491
10,880,474
0.591014
0.464527
0.518698
0.016775
ACN
2016-11-11
7,533,207
13,985,305
0.548159
0.427776
0.55396
0.018265
ACN
2016-11-18
6,048,769
10,010,856
0.599601
0.374799
0.574135
0.051066
ACN
2016-11-25
2,569,303
5,150,527
0.555874
0.449248
0.524031
0.026721
ACN
2016-12-02
3,915,644
8,266,303
0.557477
0.36486
0.573005
0.062135
ACN
2016-12-09
3,217,523
7,580,984
0.482847
0.437434
0.535004
0.027562
ACN
2016-12-16
4,259,450
9,408,790
0.523702
0.395446
0.587186
0.017368
ACN
2016-12-23
6,393,272
12,684,696
0.518537
0.464061
0.519433
0.016506
ACN
2016-12-30
2,365,252
5,330,708
0.528219
0.389931
0.59399
0.016079
ACN
2017-01-06
4,354,391
10,233,928
0.478705
0.445706
0.537747
0.016548
ACN
2017-01-13
4,148,014
9,747,274
0.496004
0.492829
0.486294
0.020877
ACN
2017-01-20
3,007,463
7,089,810
0.480555
0.438344
0.544552
0.017104
ACN
2017-01-27
3,429,792
10,355,085
0.387906
0.470521
0.506333
0.023147
ACN
2017-02-03
3,400,891
8,774,706
0.445398
0.45023
0.530135
0.019635
ACN
2017-02-10
4,039,270
9,029,770
0.487052
0.371125
0.547306
0.081569
ACN
2017-02-17
3,643,856
8,081,992
0.516512
0.372465
0.574715
0.05282
ACN
2017-02-24
1,910,867
4,307,889
0.514467
0.365697
0.611555
0.022748
ACN
2017-03-03
2,998,308
6,987,882
0.492929
0.402009
0.575907
0.022085
ACN
2017-03-10
4,742,670
7,991,513
0.633352
0.460267
0.517735
0.021998
ACN
2017-03-17
5,250,138
9,239,353
0.605914
0.355258
0.623368
0.021374
ACN
2017-03-24
9,482,275
15,376,604
0.62822
0.455967
0.524109
0.019924
ACN
2017-03-31
5,987,195
11,254,755
0.570598
0.481246
0.500147
0.018607
ACN
2017-04-07
4,445,793
8,972,372
0.529382
0.3922
0.590811
0.016989
ACN
2017-04-14
2,811,185
6,401,652
0.491129
0.416196
0.552747
0.031057
ACN
2017-04-21
5,390,371
8,853,093
0.603884
0.449727
0.533754
0.01652
ACN
2017-04-28
4,127,127
7,606,174
0.592242
0.417306
0.560078
0.022616
ACN
2017-05-05
4,027,958
7,170,701
0.630012
0.482587
0.494612
0.022801
ACN
2017-05-12
3,092,337
6,384,065
0.538763
0.408043
0.57767
0.014288
ACN
2017-05-19
4,100,030
8,026,147
0.602966
0.412996
0.567537
0.019467
ACN
2017-05-26
3,190,569
6,132,619
0.527011
0.406734
0.540189
0.053076
ACN
2017-06-02
2,495,854
5,408,210
0.530551
0.39953
0.586478
0.013992
ACN
2017-06-09
3,548,231
6,722,364
0.589301
0.394073
0.591313
0.014614
ACN
2017-06-16
4,355,301
9,297,828
0.538242
0.35106
0.63064
0.0183
ACN
2017-06-23
9,462,944
15,344,704
0.597916
0.446836
0.537585
0.015579
ACN
2017-06-30
4,879,359
8,419,975
0.630534
0.447021
0.531514
0.021465
ACN
2017-07-07
2,828,671
4,684,120
0.659773
0.385262
0.598195
0.016543