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
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
ACN
2017-07-14
3,374,629
6,237,297
0.583247
0.389576
0.596812
0.013612
ACN
2017-07-21
3,851,905
6,865,929
0.630097
0.438646
0.549512
0.011841
ACN
2017-07-28
3,160,138
5,980,520
0.612292
0.411943
0.576178
0.011878
ACN
2017-08-04
3,182,189
8,826,852
0.577024
0.429617
0.551515
0.018868
ACN
2017-08-11
2,438,220
4,892,556
0.564417
0.379263
0.608689
0.012048
ACN
2017-08-18
2,496,593
5,454,391
0.563311
0.39235
0.589166
0.018484
ACN
2017-08-25
2,345,919
4,513,450
0.601007
0.401954
0.581245
0.016801
ACN
2017-09-01
2,647,396
5,074,186
0.589112
0.404478
0.577053
0.018468
ACN
2017-09-08
2,864,329
5,873,022
0.564273
0.421766
0.561909
0.016325
ACN
2017-09-15
4,337,401
9,793,465
0.530056
0.457686
0.525767
0.016547
ACN
2017-09-22
3,533,662
7,810,654
0.484535
0.412696
0.57313
0.014174
ACN
2017-09-29
6,943,725
13,033,870
0.582362
0.483156
0.466936
0.049908
ACN
2017-10-06
3,840,145
7,683,246
0.518316
0.459116
0.52927
0.011614
ACN
2017-10-13
3,587,334
7,356,948
0.537386
0.433084
0.509698
0.057217
ACN
2017-10-20
2,573,693
5,513,771
0.538692
0.464242
0.523862
0.011896
ACN
2017-10-27
4,054,598
7,178,574
0.581936
0.399143
0.58667
0.014187
ACN
2017-11-03
3,972,861
7,220,665
0.588073
0.45392
0.535294
0.010786
ACN
2017-11-10
2,456,733
4,693,477
0.55526
0.399922
0.58888
0.011198
ACN
2017-11-17
4,167,110
7,519,290
0.604331
0.399775
0.589215
0.01101
ACN
2017-11-24
1,866,538
3,831,496
0.495894
0.371206
0.619656
0.009138
ACN
2017-12-01
2,236,451
7,215,978
0.373618
0.286525
0.696818
0.016657
ACN
2017-12-08
2,893,211
6,170,664
0.508631
0.371998
0.614574
0.013428
ACN
2017-12-15
3,874,964
7,951,905
0.550604
0.315635
0.665577
0.018788
ACN
2017-12-22
4,670,821
10,138,812
0.488132
0.435605
0.552576
0.011819
ACN
2017-12-29
1,623,130
4,240,142
0.471589
0.394942
0.590116
0.014942
ACN
2018-01-05
3,376,357
6,672,491
0.607606
0.482673
0.475296
0.042031
ACN
2018-01-12
4,004,865
8,914,440
0.502643
0.452264
0.536059
0.011677
ACN
2018-01-19
2,722,791
6,951,769
0.428157
0.37556
0.572145
0.052294
ACN
2018-01-26
1,900,120
6,636,128
0.349182
0.348804
0.637901
0.013296
ACN
2018-02-02
2,221,164
6,429,712
0.379666
0.372729
0.612644
0.014627
ACN
2018-02-09
5,902,707
12,420,348
0.526896
0.360078
0.62257
0.017352
ACN
2018-02-16
3,073,387
8,110,797
0.462179
0.372379
0.608523
0.019099
ACN
2018-02-23
1,587,728
4,465,346
0.395684
0.388388
0.591918
0.019694
ACN
2018-03-02
3,583,645
8,576,358
0.462297
0.37381
0.611489
0.014701
ACN
2018-03-09
3,122,924
9,770,665
0.391764
0.31397
0.576385
0.109645
ACN
2018-03-16
3,569,974
9,711,216
0.427828
0.276107
0.630031
0.093863
ACN
2018-03-23
7,479,006
14,721,015
0.531534
0.449878
0.532538
0.017584
ACN
2018-03-30
5,509,059
10,176,496
0.590245
0.383868
0.599779
0.016353
ACN
2018-04-06
4,669,914
8,194,536
0.62104
0.433271
0.549078
0.017652
ACN
2018-04-13
3,431,018
6,371,439
0.639146
0.447159
0.536057
0.016784
ACN
2018-04-20
3,827,516
7,546,293
0.580695
0.355137
0.633289
0.011573
ACN
2018-04-27
3,365,402
6,167,036
0.578395
0.367385
0.527397
0.105218
ACN
2018-05-04
3,119,687
5,423,280
0.640955
0.370337
0.618254
0.011408
ACN
2018-05-11
3,526,746
5,892,016
0.610888
0.376572
0.609528
0.0139
ACN
2018-05-18
2,506,297
5,696,483
0.52904
0.355117
0.629809
0.015074
ACN
2018-05-25
2,859,588
6,090,040
0.508837
0.295417
0.690999
0.013583
ACN
2018-06-01
2,759,274
5,868,788
0.58333
0.395417
0.590966
0.013618
ACN
2018-06-08
2,702,497
6,030,373
0.499765
0.397117
0.589286
0.013597
ACN
2018-06-15
5,727,901
12,910,428
0.530459
0.319724
0.666201
0.014076
ACN
2018-06-22
5,434,092
8,293,532
0.669048
0.319346
0.672063
0.008591
ACN
2018-06-29
6,469,813
11,953,108
0.56896
0.33804
0.647351
0.014609
ACN
2018-07-06
2,606,131
5,843,023
0.494444
0.413415
0.57143
0.015155
ACN
2018-07-13
2,339,571
5,354,060
0.517625
0.359845
0.625309
0.014846