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
ZS
2021-01-01
3,457,362
4,698,598
0.730713
0.731184
0.249001
0.019816
ZS
2021-01-08
4,117,971
7,180,477
0.615126
0.706776
0.268361
0.024863
ZS
2021-01-15
4,181,879
7,531,667
0.564005
0.654346
0.324301
0.021353
ZS
2021-01-22
2,220,305
3,875,208
0.539934
0.750875
0.23351
0.015615
ZS
2021-01-29
3,659,373
6,837,113
0.543646
0.684966
0.291461
0.023573
ZS
2021-02-05
3,220,555
5,544,019
0.568092
0.706129
0.277696
0.016175
ZS
2021-02-12
2,772,361
4,820,364
0.547399
0.672412
0.309766
0.017823
ZS
2021-02-19
2,285,752
3,849,214
0.60843
0.697208
0.272319
0.030473
ZS
2021-02-26
4,620,102
8,521,214
0.5558
0.651674
0.278624
0.069702
ZS
2021-03-05
5,008,901
8,114,935
0.657175
0.678456
0.297561
0.023983
ZS
2021-03-12
4,826,500
7,178,358
0.685987
0.727381
0.248541
0.024079
ZS
2021-03-19
4,325,313
6,447,221
0.717838
0.730944
0.245911
0.023146
ZS
2021-03-26
3,695,700
5,574,305
0.650031
0.759275
0.221616
0.019109
ZS
2021-04-02
2,783,204
4,538,957
0.612025
0.785294
0.192511
0.022195
ZS
2021-04-09
2,515,287
4,227,051
0.64337
0.744765
0.220693
0.034542
ZS
2021-04-16
3,188,012
5,081,218
0.626808
0.762248
0.212541
0.025211
ZS
2021-04-23
2,554,638
4,094,395
0.611702
0.77726
0.197186
0.025554
ZS
2021-04-30
3,043,831
4,600,541
0.599162
0.747654
0.228269
0.024077
ZS
2021-05-07
3,614,589
5,359,065
0.684488
0.658045
0.210965
0.13099
ZS
2021-05-14
4,391,396
6,723,802
0.609608
0.651044
0.217077
0.131879
ZS
2021-05-21
3,471,982
5,103,147
0.641628
0.71083
0.263703
0.025467
ZS
2021-05-28
7,063,922
11,358,373
0.568712
0.762882
0.213959
0.023159
ZS
2021-06-04
2,492,240
3,585,136
0.682277
0.687749
0.276438
0.035812
ZS
2021-06-11
4,289,726
7,057,916
0.612809
0.735499
0.234533
0.029968
ZS
2021-06-18
3,194,149
6,006,296
0.600194
0.685847
0.27878
0.035373
ZS
2021-06-25
2,704,017
4,679,975
0.602081
0.725789
0.250223
0.023989
ZS
2021-07-02
2,288,056
3,914,203
0.637057
0.641173
0.270624
0.088203
ZS
2021-07-09
2,850,525
4,956,375
0.628157
0.736432
0.239042
0.024526
ZS
2021-07-16
2,697,146
4,569,115
0.587631
0.687372
0.239878
0.07275
ZS
2021-07-23
2,189,410
3,883,169
0.6138
0.684143
0.282516
0.033341
ZS
2021-07-30
1,460,172
2,605,726
0.606073
0.663475
0.30294
0.033585
ZS
2021-08-06
2,338,917
3,908,536
0.64218
0.711577
0.264369
0.024053
ZS
2021-08-13
1,851,402
2,786,451
0.673842
0.728093
0.244211
0.027696
ZS
2021-08-20
1,788,789
3,002,526
0.639922
0.713961
0.262157
0.023881
ZS
2021-08-27
2,513,681
4,330,814
0.587006
0.704546
0.262403
0.033051
ZS
2021-09-03
2,937,469
4,706,713
0.604759
0.734721
0.230224
0.035055
ZS
2021-09-10
4,845,629
7,453,481
0.651831
0.688611
0.216874
0.094515
ZS
2021-09-17
4,610,538
6,864,958
0.696647
0.688332
0.22825
0.083419
ZS
2021-09-24
2,497,480
4,448,654
0.533259
0.767552
0.205555
0.026893
ZS
2021-10-01
3,842,359
6,196,421
0.540362
0.783954
0.194702
0.021344
ZS
2021-10-08
2,841,646
5,385,404
0.515104
0.779902
0.190507
0.029591
ZS
2021-10-15
2,416,806
4,829,284
0.539032
0.743799
0.227565
0.028636
ZS
2021-10-22
1,660,148
3,503,091
0.487384
0.728801
0.23889
0.03231
ZS
2021-10-29
2,314,700
4,398,366
0.51047
0.642183
0.237522
0.120295
ZS
2021-11-05
2,447,398
4,469,587
0.567848
0.742057
0.23183
0.026113
ZS
2021-11-12
3,314,482
5,396,627
0.607889
0.771922
0.207518
0.02056
ZS
2021-11-19
3,055,173
4,619,257
0.637913
0.751378
0.226087
0.022536
ZS
2021-11-26
2,717,312
4,228,703
0.620955
0.754598
0.223958
0.021444
ZS
2021-12-03
6,277,480
9,789,884
0.613229
0.777628
0.201199
0.021172
ZS
2021-12-10
5,542,087
10,403,869
0.543199
0.789476
0.184465
0.026059
ZS
2021-12-17
5,668,664
9,256,720
0.610554
0.74438
0.234106
0.021514
ZS
2021-12-24
2,593,969
3,889,952
0.70407
0.707495
0.212813
0.079693
ZS
2021-12-31
2,154,392
3,036,870
0.667317
0.792115
0.189007
0.018877
ZS
2022-01-07
4,580,644
8,149,229
0.569497
0.73181
0.232175
0.036015
ZS
2022-01-14
3,605,604
6,022,506
0.605342
0.746621
0.224239
0.02914
ZS
2022-01-21
2,971,917
5,834,717
0.499005
0.791583
0.189345
0.019073
ZS
2022-01-28
4,662,499
9,218,537
0.527925
0.774104
0.212163
0.013733
ZS
2022-02-04
2,860,497
5,005,596
0.582691
0.792045
0.189738
0.018217
ZS
2022-02-11
3,173,915
4,863,034
0.661507
0.748344
0.233469
0.018187
ZS
2022-02-18
3,508,277
5,423,140
0.633187
0.761726
0.21896
0.019314
ZS
2022-02-25
7,501,447
13,342,479
0.60855
0.764221
0.215367
0.020412
ZS
2022-03-04
7,617,437
12,958,660
0.60143
0.793923
0.179242
0.026835
ZS
2022-03-11
5,316,250
8,793,259
0.640138
0.773108
0.202885
0.024007
ZS
2022-03-18
3,548,751
6,628,327
0.54869
0.730523
0.235355
0.034122
ZS
2022-03-25
3,377,205
5,816,542
0.630032
0.802478
0.178089
0.019433
ZS
2022-04-01
2,949,761
4,937,017
0.648281
0.739854
0.230763
0.029383
ZS
2022-04-08
3,896,305
5,542,119
0.696575
0.796573
0.183969
0.019458
ZS
2022-04-15
3,141,768
4,829,610
0.6439
0.802772
0.184827
0.012401
ZS
2022-04-22
2,963,101
4,049,940
0.691519
0.790243
0.19654
0.013216
ZS
2022-04-29
3,075,836
4,327,818
0.704626
0.778655
0.200837
0.020508
ZS
2022-05-06
3,698,494
5,605,549
0.656917
0.765433
0.216697
0.01787
ZS
2022-05-13
6,120,010
10,131,879
0.582103
0.75764
0.218367
0.023993
ZS
2022-05-20
5,600,654
8,505,105
0.637614
0.795333
0.185157
0.019509
ZS
2022-05-27
7,452,839
11,804,082
0.67334
0.743055
0.204716
0.052228
ZS
2022-06-03
3,315,640
5,866,963
0.623624
0.780607
0.199665
0.019728
ZS
2022-06-10
2,585,513
5,015,349
0.593533
0.773684
0.198664
0.027651
ZS
2022-06-17
2,760,494
5,292,470
0.552325
0.722399
0.236785
0.040816
ZS
2022-06-24
2,953,366
5,405,155
0.586406
0.76678
0.211821
0.021399
ZS
2022-07-01
3,235,746
5,449,531
0.617077
0.772682
0.205723
0.021595
ZS
2022-07-08
2,299,382
3,987,085
0.6252
0.747725
0.222757
0.029518
ZS
2022-07-15
3,120,184
5,384,937
0.591699
0.724638
0.247271
0.028091
ZS
2022-07-22
2,635,217
4,244,056
0.624705
0.753911
0.181539
0.064551
ZS
2022-07-29
3,534,975
5,759,971
0.636656
0.777738
0.200196
0.022066
ZS
2022-08-05
3,162,839
5,611,157
0.550909
0.756555
0.219309
0.024137
ZS
2022-08-12
3,308,397
5,917,449
0.602571
0.761328
0.213361
0.025311
ZS
2022-08-19
2,484,554
4,539,698
0.641475
0.755306
0.219933
0.024762
ZS
2022-08-26
2,358,113
4,659,289
0.528605
0.707666
0.26304
0.029294
ZS
2022-09-02
2,765,875
4,972,003
0.594214
0.736451
0.237579
0.02597
ZS
2022-09-09
6,913,660
11,596,936
0.629875
0.753941
0.225949
0.02011
ZS
2022-09-16
6,172,153
10,229,563
0.667182
0.701881
0.26409
0.034029
ZS
2022-09-23
3,270,037
5,892,090
0.575446
0.743897
0.229352
0.02675
ZS
2022-09-30
2,674,113
4,344,665
0.616894
0.653923
0.228151
0.117926
ZS
2022-10-07
3,449,778
5,672,611
0.652434
0.664769
0.213735
0.121497
ZS
2022-10-14
5,356,800
9,522,770
0.567737
0.671651
0.235784
0.092565
ZS
2022-10-21
3,596,910
5,532,154
0.620317
0.775202
0.199641
0.025157
ZS
2022-10-28
2,637,530
4,100,433
0.65341
0.752083
0.218742
0.029174
ZS
2022-11-04
4,357,729
6,997,336
0.617605
0.73865
0.227871
0.033479
ZS
2022-11-11
4,076,162
7,377,731
0.518367
0.705267
0.27468
0.020053
ZS
2022-11-18
3,307,362
5,343,110
0.627903
0.731813
0.236027
0.03216
ZS
2022-11-25
1,437,918
2,353,728
0.60726
0.756138
0.210387
0.033475