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
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
ACT
2018-04-20
7,480
24,724
0.357657
0.977578
0.022422
0
ACT
2018-04-27
12,339
31,543
0.610032
0.885561
0.029789
0.08465
ACT
2018-05-04
3,669
12,702
0.196725
1
0
0
ACT
2018-05-11
2,842
13,823
0.266952
0.953052
0.046948
0
ACT
2018-05-18
7,285
12,318
0.398154
0.856807
0.126387
0.016807
ACT
2018-05-25
6,556
13,349
0.562911
0.861086
0.138914
0
ACT
2018-06-01
5,014
12,049
0.493935
1
0
0
ACT
2018-06-08
23,240
46,705
0.685744
0.82123
0.17877
0
ACT
2018-06-15
5,136
14,857
0.452284
0.950628
0.036832
0.01254
ACT
2018-06-22
6,785
17,727
0.295005
1
0
0
ACT
2018-06-29
8,127
20,111
0.286629
0.794662
0.2
0.005338
ACT
2018-07-06
4,994
11,045
0.508277
0.987443
0.012557
0
ACT
2018-07-13
4,560
9,099
0.654703
1
0
0
ACT
2018-07-20
5,760
11,951
0.458786
1
0
0
ACT
2018-07-27
7,136
17,525
0.424521
0.908959
0.032577
0.058465
ACT
2018-08-03
21,722
31,266
0.599075
0.958903
0.033032
0.008065
ACT
2018-08-10
2,151
11,875
0.247249
0.95122
0
0.04878
ACT
2018-08-17
4,668
16,727
0.335222
0.956759
0.01462
0.028621
ACT
2018-08-24
5,654
15,529
0.403938
0.992372
0.007628
0
ACT
2018-08-31
8,161
22,910
0.205316
0.983539
0.016461
0
ACT
2018-09-07
9,075
20,396
0.281027
0.846121
0.153879
0
ACT
2018-09-14
49,261
58,963
0.583624
0.968373
0.03142
0.000207
ACT
2018-09-21
80,599
104,223
0.752393
0.951649
0.036577
0.011773
ACT
2018-09-28
11,360
27,227
0.541396
0.960069
0.039931
0
ACT
2018-10-05
27,033
47,197
0.56425
0.878197
0.088035
0.033768
ACT
2018-10-12
16,464
32,214
0.670954
0.924319
0.074699
0.000981
ACT
2018-10-19
14,154
26,444
0.556495
0.960156
0.039844
0
ACT
2018-10-26
6,907
30,353
0.284843
0.91635
0.070306
0.013345
ACT
2018-11-02
3,578
15,128
0.073722
1
0
0
ACT
2018-11-09
7,670
18,277
0.280472
0.912638
0.087362
0
ACT
2018-11-16
6,162
20,667
0.425056
0.816306
0.183694
0
ACT
2018-11-23
1,521
8,719
0.189892
0.813896
0.186104
0
ACT
2018-11-30
3,114
11,011
0.173277
1
0
0
ACT
2018-12-07
3,201
11,138
0.27961
1
0
0
ACT
2018-12-14
8,912
19,783
0.283228
0.648813
0.351187
0
ACT
2018-12-21
7,731
22,668
0.303347
0.974486
0.017121
0.008393
ACT
2018-12-28
8,909
29,172
0.414894
0.659169
0.310807
0.030024
ACT
2019-01-04
3,428
10,075
0.406037
0.799847
0.165177
0.034976
ACT
2019-01-11
9,610
17,994
0.539322
0.86092
0.13908
0
ACT
2019-01-18
6,440
14,594
0.37209
0.935329
0.053772
0.010899
ACT
2019-01-25
6,455
9,954
0.450211
0.860318
0.139682
0
ACT
2019-02-01
8,771
16,136
0.56905
0.93568
0.036509
0.027811
ACT
2019-02-08
20,708
27,148
0.65761
0.877749
0.122251
0
ACT
2019-02-15
13,987
22,217
0.707018
0.877916
0.122084
0
ACT
2019-02-22
5,668
10,003
0.699515
0.893318
0.092105
0.014576
ACT
2019-03-01
12,910
24,609
0.565231
0.914456
0.077147
0.008396
ACT
2019-03-08
8,616
13,797
0.63649
0.984026
0.015974
0