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
ACT
2013-11-22
1,253,577
3,636,573
0.388329
0.5313
0.449051
0.019649
ACT
2013-11-29
1,077,112
2,874,205
0.464796
0.441884
0.528541
0.029576
ACT
2013-12-06
2,204,274
4,857,788
0.506295
0.532873
0.450503
0.016624
ACT
2013-12-13
1,773,780
4,868,934
0.443149
0.507372
0.467018
0.02561
ACT
2013-12-20
2,079,241
6,290,595
0.464903
0.450261
0.533516
0.016223
ACT
2013-12-27
675,215
1,881,358
0.366434
0.526827
0.461371
0.011802
ACT
2014-01-03
1,034,722
2,237,825
0.516179
0.446179
0.543746
0.010075
ACT
2014-01-10
2,275,084
6,024,765
0.463017
0.444652
0.538811
0.016536
ACT
2014-01-17
2,320,790
6,135,352
0.44802
0.443366
0.526534
0.030099
ACT
2014-01-24
1,860,194
5,401,817
0.420367
0.442659
0.533134
0.024206
ACT
2014-01-31
3,659,447
7,213,613
0.515211
0.485671
0.495891
0.018439
ACT
2014-02-07
2,717,068
6,488,135
0.466519
0.409957
0.565166
0.024876
ACT
2014-02-14
1,649,871
4,091,360
0.441724
0.453461
0.523191
0.023348
ACT
2014-02-21
15,024,295
24,693,222
0.636078
0.612895
0.365846
0.021259
ACT
2014-02-28
5,921,873
12,599,359
0.546669
0.476119
0.431724
0.092158
ACT
2014-03-07
5,941,749
11,511,939
0.52148
0.573686
0.408209
0.018106
ACT
2014-03-14
4,133,494
8,173,192
0.530354
0.53554
0.436961
0.0275
ACT
2014-03-21
3,887,003
7,581,061
0.572645
0.568196
0.410119
0.021685
ACT
2014-03-28
4,721,134
8,999,006
0.538946
0.541028
0.431915
0.027057
ACT
2014-04-04
4,339,914
9,255,258
0.494577
0.621303
0.359413
0.019284
ACT
2014-04-11
8,712,559
15,956,231
0.514712
0.646764
0.329632
0.023603
ACT
2014-04-18
3,771,516
6,593,543
0.581653
0.522713
0.453147
0.02414
ACT
2014-04-25
4,375,751
7,437,552
0.545927
0.626925
0.360009
0.013066
ACT
2014-05-02
5,287,293
9,762,798
0.519858
0.599721
0.379255
0.021023
ACT
2014-05-09
4,110,523
7,976,673
0.558525
0.542762
0.380878
0.07636
ACT
2014-05-16
3,865,372
7,359,225
0.550042
0.561214
0.356417
0.082369
ACT
2014-05-23
3,301,770
5,984,367
0.573792
0.619113
0.360773
0.020114
ACT
2014-05-30
2,829,523
5,189,797
0.53846
0.572843
0.407737
0.01942
ACT
2014-06-06
3,646,355
6,587,185
0.561052
0.619011
0.358819
0.02217
ACT
2014-06-13
2,713,735
5,561,435
0.510121
0.592093
0.381839
0.026068
ACT
2014-06-20
3,851,102
8,702,453
0.513091
0.564084
0.412869
0.023047
ACT
2014-06-27
4,417,376
9,451,600
0.497675
0.562185
0.410275
0.027539
ACT
2014-07-04
4,250,563
13,614,935
0.381193
0.41112
0.499085
0.089794
ACT
2014-07-11
2,644,340
8,576,146
0.359903
0.539666
0.422819
0.037516
ACT
2014-07-18
2,303,578
6,355,072
0.397369
0.461312
0.454573
0.084115
ACT
2014-07-25
1,843,379
6,868,419
0.380074
0.49511
0.455923
0.048967
ACT
2014-08-01
3,635,735
14,506,075
0.370471
0.558258
0.378919
0.062823
ACT
2014-08-08
5,868,962
17,492,023
0.389462
0.519118
0.39864
0.082242
ACT
2014-08-15
3,290,559
9,823,006
0.365744
0.490384
0.441371
0.068246
ACT
2014-08-22
2,653,683
6,931,821
0.421098
0.458071
0.483834
0.058095
ACT
2014-08-29
1,323,131
3,870,201
0.389628
0.474886
0.466194
0.058921
ACT
2014-09-05
1,855,515
4,595,570
0.421684
0.510579
0.451543
0.037877
ACT
2014-09-12
3,225,019
8,022,868
0.447208
0.529927
0.382666
0.087407
ACT
2014-09-19
3,806,347
9,238,416
0.442307
0.541336
0.40934
0.049325
ACT
2014-09-26
4,605,151
12,725,709
0.397029
0.487384
0.435848
0.076768
ACT
2014-10-03
2,805,152
9,603,831
0.352485
0.457352
0.475145
0.067503
ACT
2014-10-10
3,294,335
10,213,291
0.378878
0.475819
0.451705
0.072475
ACT
2014-10-17
5,213,542
16,204,286
0.396811
0.51205
0.436848
0.051102
ACT
2014-10-24
2,609,467
6,270,646
0.445074
0.499688
0.452742
0.047569
ACT
2014-10-31
2,097,202
6,141,713
0.397164
0.449319
0.473304
0.077377
ACT
2014-11-07
4,412,979
10,551,726
0.438183
0.538687
0.412819
0.048493
ACT
2014-11-14
3,232,433
7,963,916
0.462091
0.52777
0.427341
0.04489
ACT
2014-11-21
21,839,143
36,330,237
0.610032
0.647353
0.31626
0.036387
ACT
2014-11-28
4,526,602
8,713,162
0.523812
0.524016
0.43076
0.045224
ACT
2014-12-05
5,305,653
9,914,555
0.554666
0.596013
0.372352
0.031635
ACT
2014-12-12
5,250,160
9,738,971
0.554359
0.585716
0.350158
0.064126
ACT
2014-12-19
6,085,352
12,853,118
0.522733
0.524576
0.410998
0.064426
ACT
2014-12-26
2,503,524
6,063,152
0.413263
0.520483
0.343986
0.135532
ACT
2015-01-02
2,559,175
4,691,183
0.540925
0.657553
0.304922
0.037525
ACT
2015-01-09
6,329,125
11,024,647
0.573606
0.615442
0.341459
0.043099
ACT
2015-01-16
4,285,469
9,309,815
0.501928
0.470125
0.471192
0.058683
ACT
2015-01-23
4,017,567
8,389,695
0.519416
0.519536
0.459239
0.021225
ACT
2015-01-30
5,304,707
9,594,851
0.568188
0.589788
0.366871
0.043341
ACT
2015-02-06
5,604,183
9,639,890
0.577491
0.582315
0.390572
0.027114
ACT
2015-02-13
4,430,645
7,356,993
0.612894
0.559352
0.41863
0.022017
ACT
2015-02-20
7,037,089
12,389,668
0.583403
0.553195
0.425052
0.021753
ACT
2015-02-27
12,371,631
20,935,041
0.618068
0.585475
0.39701
0.017515
ACT
2015-03-06
6,390,538
10,490,673
0.611512
0.536123
0.390468
0.07341
ACT
2015-03-13
7,555,922
12,076,985
0.613933
0.542583
0.377788
0.079629
ACT
2015-03-20
8,865,181
20,225,182
0.499364
0.447158
0.534438
0.018404
ACT
2015-03-27
5,357,260
11,810,186
0.481822
0.532262
0.439592
0.028146
ACT
2015-04-03
3,693,415
8,858,521
0.46399
0.478594
0.480009
0.041397
ACT
2015-04-10
4,109,665
11,646,032
0.408956
0.476176
0.493077
0.030748
ACT
2015-04-17
4,026,055
9,879,069
0.415998
0.481887
0.495378
0.022735
ACT
2015-04-24
3,135,565
8,876,611
0.372851
0.535301
0.40027
0.06443
ACT
2015-05-01
4,645,763
10,997,692
0.47686
0.475484
0.459087
0.065429
ACT
2015-05-08
3,180,526
7,828,510
0.448514
0.447018
0.519655
0.033326
ACT
2015-05-15
3,863,993
8,311,985
0.483922
0.535656
0.442498
0.021846
ACT
2015-05-22
2,916,040
7,929,040
0.381362
0.51037
0.474654
0.014977
ACT
2015-05-29
3,423,077
8,665,789
0.434665
0.499956
0.478013
0.02203
ACT
2015-06-05
2,967,259
6,595,028
0.497993
0.556425
0.428866
0.014709
ACT
2015-06-12
2,489,837
6,479,905
0.445133
0.467752
0.476176
0.056072
ACT
2017-12-15
115,400
125,723
0.867233
0.897444
0.102556
0
ACT
2017-12-22
93,476
104,334
0.882247
0.960915
0.034089
0.004996
ACT
2017-12-29
84,933
101,012
0.839054
0.961319
0.036613
0.002068
ACT
2018-01-05
188,445
230,769
0.726317
0.948025
0.017933
0.034042
ACT
2018-01-12
48,876
73,111
0.57704
0.95988
0.022777
0.017344
ACT
2018-01-19
44,813
62,096
0.736071
0.934872
0.031046
0.034082
ACT
2018-01-26
48,371
57,904
0.850962
0.953696
0.036375
0.009928
ACT
2018-02-02
31,322
43,548
0.793663
0.960223
0.033089
0.006687
ACT
2018-02-09
25,841
56,421
0.527613
0.933952
0.062293
0.003755
ACT
2018-02-16
10,747
23,676
0.609334
0.955941
0.017277
0.026782
ACT
2018-02-23
12,479
28,751
0.427625
0.883209
0.045753
0.071038
ACT
2018-03-02
13,753
36,177
0.394071
1
0
0
ACT
2018-03-09
10,373
29,138
0.567457
0.855226
0.079393
0.065381
ACT
2018-03-16
7,713
17,738
0.615829
0.970325
0.012293
0.017383
ACT
2018-03-23
10,197
22,063
0.697738
0.918046
0.015522
0.066432
ACT
2018-03-30
3,993
12,601
0.541487
0.968274
0.031726
0
ACT
2018-04-06
14,475
42,980
0.498514
0.973576
0.025967
0.000457
ACT
2018-04-13
6,340
14,078
0.550436
0.780403
0.208003
0.011594