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
2013-09-13
3,863,374
11,212,103
0.369386
0.492254
0.475328
0.032417
ACN
2013-09-20
5,158,062
13,025,597
0.42775
0.432414
0.535129
0.032457
ACN
2013-09-27
7,785,588
20,718,379
0.433003
0.557719
0.391514
0.050767
ACN
2013-10-04
4,495,415
11,982,811
0.427661
0.53011
0.442674
0.027216
ACN
2013-10-11
4,523,079
14,991,701
0.363077
0.516968
0.453529
0.029503
ACN
2013-10-18
3,653,734
11,394,390
0.344237
0.541136
0.427269
0.031595
ACN
2013-10-25
5,134,213
11,811,464
0.444014
0.598709
0.377382
0.023909
ACN
2013-11-01
5,040,969
11,859,517
0.481993
0.585161
0.391549
0.02329
ACN
2013-11-08
5,041,622
13,924,582
0.397642
0.51129
0.470136
0.018575
ACN
2013-11-15
7,224,124
16,747,172
0.45919
0.496802
0.483329
0.019869
ACN
2013-11-22
5,283,880
10,619,902
0.569341
0.443885
0.5262
0.029914
ACN
2013-11-29
2,460,699
5,709,929
0.525649
0.392129
0.583868
0.024003
ACN
2013-12-06
4,803,708
11,130,016
0.465932
0.43974
0.538231
0.022029
ACN
2013-12-13
3,986,530
11,186,188
0.424263
0.43704
0.541866
0.021094
ACN
2013-12-20
10,520,473
26,046,960
0.448164
0.450842
0.516778
0.032381
ACN
2013-12-27
3,276,059
8,855,586
0.435003
0.486922
0.495946
0.017132
ACN
2014-01-03
2,505,703
6,419,505
0.446129
0.43332
0.536227
0.030454
ACN
2014-01-10
5,340,361
14,383,791
0.394285
0.483496
0.489629
0.026876
ACN
2014-01-17
5,970,894
15,541,203
0.427385
0.475971
0.498708
0.02532
ACN
2014-01-24
4,960,518
11,079,739
0.491499
0.375942
0.599902
0.024156
ACN
2014-01-31
4,882,186
10,117,251
0.531008
0.413641
0.553757
0.032603
ACN
2014-02-07
5,650,931
11,879,827
0.500577
0.395554
0.577937
0.026508
ACN
2014-02-14
3,170,843
7,805,394
0.477388
0.406469
0.566174
0.027356
ACN
2014-02-21
3,991,682
7,668,340
0.552523
0.383847
0.586688
0.029466
ACN
2014-02-28
4,511,660
8,954,687
0.542374
0.36594
0.53505
0.09901
ACN
2014-03-07
3,367,457
7,399,135
0.512797
0.439561
0.542222
0.018217
ACN
2014-03-14
3,271,567
8,103,399
0.504403
0.437583
0.541831
0.020587
ACN
2014-03-21
3,907,521
9,610,797
0.459238
0.364201
0.615913
0.019886
ACN
2014-03-28
12,003,336
24,127,861
0.549457
0.452724
0.513284
0.033991
ACN
2014-04-04
6,139,993
14,894,520
0.455008
0.428791
0.545015
0.026194
ACN
2014-04-11
8,189,065
15,174,100
0.542828
0.371588
0.594352
0.03406
ACN
2014-04-18
6,770,137
11,493,555
0.629348
0.411713
0.562133
0.026154
ACN
2014-04-25
5,222,373
9,795,307
0.577826
0.414625
0.557869
0.027506
ACN
2014-05-02
5,762,317
10,286,869
0.614751
0.400799
0.571391
0.02781
ACN
2014-05-09
4,257,322
9,918,570
0.489943
0.350932
0.539432
0.109636
ACN
2014-05-16
4,055,886
8,740,914
0.530767
0.329187
0.556884
0.113929
ACN
2014-05-23
2,876,376
5,539,566
0.594906
0.419093
0.553246
0.027661
ACN
2014-05-30
2,653,696
5,603,961
0.51751
0.400934
0.565599
0.033466
ACN
2014-06-06
5,321,378
9,580,654
0.588582
0.419314
0.544209
0.036476
ACN
2014-06-13
3,432,585
7,121,751
0.562901
0.410845
0.559858
0.029297
ACN
2014-06-20
5,183,092
9,683,670
0.571471
0.466255
0.510878
0.022867
ACN
2014-06-27
7,013,900
15,304,801
0.517098
0.47262
0.48442
0.04296
ACN
2014-07-04
3,112,351
7,094,871
0.474117
0.448971
0.490561
0.060468
ACN
2014-07-11
3,123,066
9,177,094
0.378097
0.504858
0.471655
0.023487
ACN
2014-07-18
4,280,048
10,813,944
0.415518
0.376687
0.564104
0.05921
ACN
2014-07-25
2,577,897
7,621,735
0.381394
0.465919
0.511765
0.022316
ACN
2014-08-01
4,063,326
8,225,393
0.54023
0.404795
0.569708
0.025496
ACN
2014-08-08
4,046,432
8,882,806
0.487863
0.484627
0.487267
0.028106
ACN
2014-08-15
3,299,855
8,279,390
0.455779
0.497898
0.477064
0.025038
ACN
2014-08-22
2,884,741
5,925,852
0.515573
0.404828
0.570557
0.024614
ACN
2014-08-29
3,151,849
6,912,598
0.552286
0.437543
0.527443
0.035014
ACN
2014-09-05
3,189,733
6,916,961
0.510816
0.469435
0.50698
0.023585
ACN
2014-09-12
4,903,602
8,724,938
0.582384
0.455964
0.490447
0.053589
ACN
2014-09-19
4,787,609
12,634,670
0.424626
0.416281
0.546822
0.036897
ACN
2014-09-26
8,918,414
17,858,370
0.504941
0.530824
0.431307
0.037869
ACN
2014-10-03
6,360,926
13,893,316
0.492848
0.461264
0.505275
0.03346
ACN
2014-10-10
5,314,804
13,741,063
0.465498
0.462069
0.50206
0.035871
ACN
2014-10-17
5,547,409
14,483,199
0.433228
0.358362
0.614588
0.02705
ACN
2014-10-24
3,884,866
8,610,488
0.478269
0.417327
0.558228
0.024445
ACN
2014-10-31
4,579,370
11,651,922
0.455152
0.392418
0.543338
0.064244
ACN
2014-11-07
3,784,174
9,836,576
0.437866
0.394726
0.5763
0.028974
ACN
2014-11-14
3,952,230
8,627,129
0.486685
0.351862
0.61699
0.031148
ACN
2014-11-21
3,744,614
8,058,373
0.498408
0.343574
0.621349
0.035077
ACN
2014-11-28
3,613,690
6,944,509
0.590337
0.359773
0.601419
0.038808
ACN
2014-12-05
4,264,656
8,560,602
0.561589
0.429528
0.535683
0.034789
ACN
2014-12-12
4,286,760
8,437,358
0.555362
0.384641
0.587727
0.027632
ACN
2014-12-19
11,330,857
21,399,427
0.58573
0.41345
0.547395
0.039154
ACN
2014-12-26
2,668,747
6,204,561
0.516701
0.423331
0.466895
0.109773
ACN
2015-01-02
3,018,665
5,485,459
0.617454
0.335082
0.625322
0.039596
ACN
2015-01-09
5,221,820
10,434,429
0.56969
0.393138
0.554557
0.052305
ACN
2015-01-16
5,886,696
10,144,038
0.651646
0.323747
0.591417
0.084836
ACN
2015-01-23
2,405,182
6,401,413
0.442923
0.336235
0.617295
0.04647
ACN
2015-01-30
5,513,393
12,504,642
0.474033
0.325686
0.60441
0.069903
ACN
2015-02-06
5,710,275
10,539,252
0.594001
0.301259
0.662316
0.036425
ACN
2015-02-13
4,049,902
8,248,106
0.527892
0.307633
0.672547
0.01982
ACN
2015-02-20
3,378,683
6,218,952
0.596813
0.311544
0.664813
0.023643
ACN
2015-02-27
3,352,909
6,694,291
0.542085
0.377729
0.596546
0.025726
ACN
2015-03-06
7,831,288
12,228,987
0.664478
0.453585
0.463121
0.083295
ACN
2015-03-13
6,063,280
12,883,187
0.53944
0.278597
0.62885
0.092552
ACN
2015-03-20
4,509,355
10,054,426
0.502121
0.334745
0.643822
0.021433
ACN
2015-03-27
8,920,701
15,044,397
0.637237
0.36494
0.60575
0.02931
ACN
2015-04-03
4,274,051
8,441,966
0.595113
0.336202
0.642185
0.021614
ACN
2015-04-10
5,805,134
9,685,188
0.619819
0.311084
0.6694
0.019516
ACN
2015-04-17
3,036,362
8,369,803
0.399205
0.326012
0.654235
0.019753
ACN
2015-04-24
3,525,287
9,549,205
0.431286
0.363869
0.578305
0.057826
ACN
2015-05-01
3,639,499
7,197,769
0.5306
0.330017
0.617798
0.052186
ACN
2015-05-08
4,214,105
8,681,425
0.536147
0.315416
0.665789
0.018795
ACN
2015-05-15
4,519,750
7,777,750
0.623217
0.343869
0.630318
0.025813
ACN
2015-05-22
3,484,837
7,110,531
0.572355
0.343104
0.635843
0.021053
ACN
2015-05-29
2,680,186
4,802,228
0.586096
0.357241
0.617693
0.025065
ACN
2015-06-05
3,010,187
5,361,858
0.581527
0.313337
0.671171
0.015491
ACN
2015-06-12
3,727,722
6,817,371
0.590326
0.289522
0.654569
0.055909
ACN
2015-06-19
4,288,168
7,533,080
0.62437
0.26841
0.719167
0.012423
ACN
2015-06-26
6,480,456
14,251,963
0.520419
0.375379
0.598802
0.025819
ACN
2015-07-03
4,223,776
7,579,348
0.57392
0.317576
0.665081
0.017343
ACN
2015-07-10
4,706,943
9,346,843
0.533107
0.333822
0.644028
0.022149
ACN
2015-07-17
4,164,301
8,767,550
0.509195
0.359288
0.619754
0.020959
ACN
2015-07-24
4,355,996
7,800,134
0.553687
0.401872
0.57975
0.018378
ACN
2015-07-31
3,918,277
7,628,847
0.524943
0.307903
0.66778
0.024316
ACN
2015-08-07
3,694,806
7,674,025
0.473833
0.334962
0.648131
0.016907