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
2011-10-14
5,419,872
10,596,926
0.518739
0.131136
0.79238
0.076484
ACN
2011-10-21
4,708,139
9,895,926
0.477723
0.134415
0.812209
0.053376
ACN
2011-10-28
5,909,047
11,802,852
0.490385
0.181473
0.741498
0.077029
ACN
2011-11-04
4,629,162
9,419,992
0.521904
0.158621
0.801132
0.040247
ACN
2011-11-11
3,826,333
7,661,860
0.490514
0.159023
0.812294
0.028684
ACN
2011-11-18
4,946,422
9,202,040
0.544163
0.153738
0.812884
0.033378
ACN
2011-11-25
4,308,441
7,036,680
0.594074
0.192928
0.764184
0.042889
ACN
2011-12-02
5,637,883
9,073,505
0.659271
0.171094
0.793107
0.035799
ACN
2011-12-09
5,844,549
10,848,887
0.54894
0.174882
0.747956
0.077162
ACN
2011-12-16
8,343,102
16,790,529
0.494646
0.186534
0.763531
0.049935
ACN
2011-12-23
6,162,909
13,035,139
0.462036
0.170886
0.791707
0.037408
ACN
2011-12-30
2,694,711
5,846,158
0.459742
0.210585
0.707952
0.081463
ACN
2012-01-06
3,861,276
11,170,123
0.372974
0.191739
0.718941
0.08932
ACN
2012-01-13
5,586,933
14,249,476
0.426724
0.18252
0.777212
0.040268
ACN
2012-01-20
5,248,725
11,161,855
0.514728
0.136056
0.831617
0.032327
ACN
2012-01-27
5,217,724
9,747,998
0.581737
0.194288
0.776376
0.029336
ACN
2012-02-03
5,945,608
9,575,336
0.648387
0.197853
0.774399
0.027748
ACN
2012-02-10
4,246,676
9,475,786
0.482298
0.145426
0.760914
0.09366
ACN
2012-02-17
3,308,891
7,105,773
0.507575
0.15842
0.805314
0.036266
ACN
2012-02-24
3,805,706
6,372,711
0.555777
0.132181
0.851774
0.016045
ACN
2012-03-02
3,628,762
6,417,549
0.576354
0.194115
0.775885
0.030001
ACN
2012-03-09
5,389,414
9,035,798
0.608741
0.176646
0.784441
0.038913
ACN
2012-03-16
5,683,401
11,354,044
0.580625
0.13498
0.830765
0.034255
ACN
2012-03-23
5,437,509
10,307,700
0.524615
0.160885
0.799374
0.039741
ACN
2012-03-30
5,476,925
10,114,640
0.600001
0.141754
0.825355
0.032891
ACN
2012-04-06
3,194,745
6,200,589
0.508476
0.123118
0.840697
0.036185
ACN
2012-04-13
5,109,122
10,336,474
0.514372
0.146627
0.824127
0.029246
ACN
2012-04-20
5,593,497
11,278,764
0.505271
0.102588
0.860158
0.037254
ACN
2012-04-27
4,346,675
8,806,563
0.531939
0.147335
0.824882
0.027782
ACN
2012-05-04
3,505,852
7,826,327
0.503371
0.145029
0.73443
0.120541
ACN
2012-05-11
6,006,048
14,628,261
0.449644
0.146066
0.781657
0.072277
ACN
2012-05-18
6,260,155
13,207,297
0.507029
0.153928
0.718023
0.128049
ACN
2012-05-25
6,394,153
12,449,016
0.530414
0.136078
0.810685
0.053237
ACN
2012-06-01
6,292,490
11,269,442
0.573863
0.090113
0.789422
0.120465
ACN
2012-06-08
5,456,534
10,732,854
0.495927
0.171576
0.777932
0.050492
ACN
2012-06-15
5,102,724
10,316,753
0.501515
0.171675
0.780113
0.048212
ACN
2012-06-22
3,787,589
8,990,769
0.447194
0.11834
0.840208
0.041452
ACN
2012-06-29
5,587,984
12,846,791
0.443611
0.127828
0.841091
0.03108
ACN
2012-07-06
3,286,021
7,858,113
0.434049
0.164082
0.739655
0.096263
ACN
2012-07-13
3,830,949
10,476,427
0.38346
0.19619
0.671847
0.131963
ACN
2012-07-20
3,863,561
7,727,221
0.509265
0.157471
0.812134
0.030395
ACN
2012-07-27
4,660,276
8,852,023
0.541267
0.110869
0.871426
0.017705
ACN
2012-08-03
3,012,792
7,271,678
0.427665
0.129483
0.849299
0.021218
ACN
2012-08-10
2,488,939
6,162,153
0.427414
0.149661
0.825245
0.025093
ACN
2012-08-17
2,419,059
5,949,176
0.447679
0.173509
0.80156
0.024931
ACN
2012-08-24
3,577,442
7,253,879
0.51173
0.194425
0.783542
0.022032
ACN
2012-08-31
2,466,595
4,857,037
0.555866
0.164511
0.80877
0.026719
ACN
2012-09-07
3,110,992
6,065,779
0.533159
0.198686
0.781837
0.019477
ACN
2012-09-14
4,357,098
9,033,530
0.519003
0.174621
0.750465
0.074915
ACN
2012-09-21
3,296,481
8,532,225
0.411383
0.204044
0.77174
0.024216
ACN
2012-09-28
6,759,810
13,627,085
0.454796
0.15761
0.778529
0.063861
ACN
2012-10-05
5,221,503
11,844,951
0.459804
0.218081
0.767335
0.014584
ACN
2012-10-12
4,398,765
8,833,076
0.51073
0.174471
0.714713
0.110816
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