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
2012-10-19
3,503,753
8,807,816
0.426915
0.211894
0.767664
0.020443
ACN
2012-10-26
3,834,848
9,357,953
0.377417
0.135331
0.84901
0.015658
ACN
2012-11-02
2,602,409
5,676,553
0.449682
0.165307
0.827569
0.007124
ACN
2012-11-09
4,096,155
8,259,548
0.518352
0.172117
0.814565
0.013318
ACN
2012-11-16
4,029,249
8,595,422
0.502258
0.138596
0.842678
0.018727
ACN
2012-11-23
2,195,477
5,094,275
0.494366
0.146112
0.836965
0.016923
ACN
2012-11-30
3,166,889
6,698,996
0.498622
0.129096
0.858814
0.012091
ACN
2012-12-07
4,115,239
7,114,989
0.594818
0.135876
0.848581
0.015543
ACN
2012-12-14
2,335,605
5,812,384
0.427174
0.142223
0.845777
0.012
ACN
2012-12-21
6,875,919
15,610,883
0.48821
0.16901
0.754478
0.076512
ACN
2012-12-28
2,656,884
6,672,808
0.430522
0.183622
0.800122
0.016256
ACN
2013-01-04
3,853,072
8,743,611
0.474205
0.128655
0.805472
0.065873
ACN
2013-01-11
3,514,102
7,487,760
0.537103
0.087848
0.858371
0.053781
ACN
2013-01-18
3,606,111
7,136,775
0.586055
0.127078
0.853064
0.019858
ACN
2013-01-25
3,638,773
7,435,581
0.59245
0.136379
0.844823
0.018797
ACN
2013-02-01
3,844,146
7,682,394
0.532938
0.110238
0.865535
0.024227
ACN
2013-02-08
3,556,038
7,250,175
0.543747
0.115011
0.860327
0.024662
ACN
2013-02-15
2,696,547
5,936,415
0.523696
0.116786
0.856025
0.02719
ACN
2013-02-22
2,944,862
5,650,944
0.548412
0.135908
0.839332
0.024761
ACN
2013-03-01
3,120,193
6,869,124
0.521268
0.098761
0.878465
0.022774
ACN
2013-03-08
3,283,427
6,236,689
0.561511
0.123441
0.845619
0.03094
ACN
2013-03-15
2,868,251
8,101,616
0.492078
0.163698
0.782882
0.05342
ACN
2013-03-22
3,524,099
8,148,736
0.509638
0.20122
0.7488
0.04998
ACN
2013-03-29
2,728,429
6,397,827
0.480561
0.237443
0.713707
0.04885
ACN
2013-04-05
4,976,770
9,595,681
0.578586
0.487719
0.477019
0.035262
ACN
2013-04-12
5,163,605
10,479,445
0.541327
0.454292
0.516946
0.028762
ACN
2013-04-19
9,123,763
14,848,536
0.632564
0.431334
0.544716
0.023949
ACN
2013-04-26
7,290,588
12,405,348
0.601142
0.404037
0.533258
0.062705
ACN
2013-05-03
6,082,304
14,634,071
0.442183
0.403494
0.563399
0.033106
ACN
2013-05-10
4,676,695
12,204,981
0.428568
0.406605
0.571968
0.021427
ACN
2013-05-17
3,588,074
9,295,505
0.392353
0.444627
0.536154
0.019219
ACN
2013-05-24
5,523,797
11,758,665
0.53899
0.475301
0.502525
0.022175
ACN
2013-05-31
3,479,639
8,429,519
0.476678
0.39238
0.580669
0.026951
ACN
2013-06-07
4,134,573
11,579,988
0.374867
0.365753
0.617068
0.017179
ACN
2013-06-14
3,460,035
7,473,715
0.4964
0.358768
0.616338
0.024894
ACN
2013-06-21
5,499,174
11,657,352
0.503872
0.347484
0.625172
0.027344
ACN
2013-06-28
11,776,004
35,554,933
0.46006
0.43252
0.415839
0.151641
ACN
2013-07-05
5,925,588
14,713,961
0.466061
0.421015
0.530487
0.048498
ACN
2013-07-12
7,459,786
16,935,679
0.467057
0.428908
0.517274
0.053818
ACN
2013-07-19
5,461,373
12,656,527
0.4842
0.47295
0.471044
0.056006
ACN
2013-07-26
4,777,385
11,994,681
0.473882
0.428022
0.530351
0.041627
ACN
2013-08-02
5,264,089
14,457,808
0.40658
0.532856
0.428708
0.038436
ACN
2013-08-09
3,997,048
11,662,061
0.410757
0.445341
0.528034
0.026625
ACN
2013-08-16
4,678,879
13,355,866
0.38746
0.400322
0.574326
0.025353
ACN
2013-08-23
6,087,264
14,154,444
0.494325
0.359133
0.52611
0.114758
ACN
2013-08-30
5,554,095
9,484,401
0.627608
0.383843
0.579605
0.036552
ACN
2013-09-06
3,795,068
9,043,845
0.479115
0.475545
0.482523
0.041932
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