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
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
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