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
2019-02-01
2,078,995
4,759,840
0.567163
0.660281
0.303883
0.035836
ZS
2019-02-08
1,324,055
3,863,401
0.48711
0.672527
0.272075
0.055398
ZS
2019-02-15
1,527,662
3,440,802
0.54897
0.73469
0.22504
0.04027
ZS
2019-02-22
1,052,915
2,241,456
0.511283
0.669999
0.243647
0.086354
ZS
2019-03-01
5,298,261
11,975,004
0.531414
0.773531
0.165522
0.060948
ZS
2019-03-08
3,439,029
7,952,630
0.540504
0.720093
0.258325
0.021582
ZS
2019-03-15
2,495,771
7,380,811
0.436033
0.746367
0.230395
0.023238
ZS
2019-03-22
2,059,329
5,331,046
0.532436
0.734739
0.246783
0.018478
ZS
2019-03-29
3,753,703
8,438,170
0.542315
0.766015
0.212598
0.021387
ZS
2019-04-05
3,378,438
8,922,214
0.511442
0.748131
0.225439
0.02643
ZS
2019-04-12
2,482,641
6,153,509
0.512455
0.746032
0.23922
0.014747
ZS
2019-04-19
1,385,896
4,076,109
0.495732
0.735154
0.230424
0.034422
ZS
2019-04-26
1,914,211
4,179,764
0.583964
0.717764
0.245947
0.03629
ZS
2019-05-03
1,600,720
3,917,406
0.523862
0.711182
0.238646
0.050172
ZS
2019-05-10
4,837,573
9,109,667
0.585255
0.71786
0.224712
0.057428
ZS
2019-05-17
4,340,416
7,951,271
0.612301
0.790423
0.18481
0.024767
ZS
2019-05-24
3,089,883
5,449,983
0.693269
0.74835
0.221249
0.030401
ZS
2019-05-31
5,777,171
8,701,610
0.706856
0.798762
0.173627
0.027611
ZS
2019-06-07
4,581,036
8,669,135
0.626645
0.752719
0.217826
0.029455
ZS
2019-06-14
4,639,459
8,300,931
0.628083
0.789248
0.185742
0.02501
ZS
2019-06-21
3,208,769
7,289,758
0.563298
0.728563
0.237029
0.034408
ZS
2019-06-28
3,174,972
6,020,896
0.647111
0.695276
0.255732
0.048992
ZS
2019-07-05
3,103,449
5,778,889
0.625899
0.759913
0.208298
0.031789
ZS
2019-07-12
2,936,447
5,802,426
0.541001
0.762786
0.211215
0.025999
ZS
2019-07-19
2,602,487
5,082,479
0.549146
0.738647
0.226758
0.034595
ZS
2019-07-26
2,619,446
4,897,957
0.596308
0.774116
0.197684
0.0282
ZS
2019-08-02
3,221,467
5,534,170
0.647007
0.755397
0.212978
0.031625
ZS
2019-08-09
3,305,982
5,664,763
0.663314
0.779122
0.193418
0.02746
ZS
2019-08-16
3,111,057
4,843,724
0.677023
0.803478
0.171529
0.024993
ZS
2019-08-23
5,499,248
12,254,575
0.482698
0.800008
0.163337
0.036655
ZS
2019-08-30
2,051,660
4,647,257
0.487243
0.79089
0.17284
0.03627
ZS
2019-09-06
3,375,098
8,940,764
0.454461
0.687951
0.213055
0.098994
ZS
2019-09-13
15,314,909
36,338,663
0.47798
0.756655
0.16812
0.075225
ZS
2019-09-20
9,689,054
16,532,349
0.659694
0.787286
0.174442
0.038273
ZS
2019-09-27
4,210,625
8,606,407
0.554022
0.785684
0.175325
0.038991
ZS
2019-10-04
3,725,248
6,679,653
0.614564
0.789219
0.168103
0.042678
ZS
2019-10-11
2,882,392
6,333,225
0.542819
0.771191
0.183012
0.045797
ZS
2019-10-18
4,517,609
9,215,639
0.536965
0.725489
0.179189
0.095322
ZS
2019-10-25
3,300,104
7,394,068
0.568914
0.759105
0.147842
0.093053
ZS
2019-11-01
2,573,934
6,384,697
0.512743
0.723447
0.166162
0.110391
ZS
2019-11-08
2,462,492
5,063,257
0.509523
0.752614
0.184977
0.062409
ZS
2019-11-15
1,579,258
4,375,714
0.456338
0.735857
0.204842
0.059301
ZS
2019-11-22
2,867,123
6,812,803
0.495953
0.725345
0.19702
0.077635
ZS
2019-11-29
3,762,530
7,722,708
0.564289
0.779075
0.16435
0.056575
ZS
2019-12-06
7,254,928
13,945,086
0.563639
0.770489
0.185709
0.043802
ZS
2019-12-13
2,575,641
5,625,144
0.51787
0.695991
0.20407
0.099939
ZS
2019-12-20
2,124,844
4,691,477
0.509327
0.666889
0.210941
0.12217
ZS
2019-12-27
1,030,990
2,322,630
0.446399
0.750284
0.202419
0.047297
ZS
2020-01-03
1,294,465
3,022,555
0.501231
0.6999
0.242155
0.057945
ZS
2020-01-10
4,295,683
8,725,125
0.526114
0.71253
0.226155
0.061315
ZS
2020-01-17
7,206,440
11,181,509
0.723767
0.702381
0.162167
0.135451
ZS
2020-01-24
2,429,874
5,212,402
0.51251
0.744496
0.200576
0.054928
ZS
2020-01-31
2,116,040
4,728,149
0.53777
0.600025
0.233548
0.166427
ZS
2020-02-07
1,878,633
3,413,517
0.548974
0.640273
0.301821
0.057905
ZS
2020-02-14
2,273,025
4,118,258
0.592443
0.686542
0.254154
0.059304
ZS
2020-02-21
8,664,972
13,757,915
0.680085
0.716291
0.233868
0.049841
ZS
2020-02-28
4,698,109
8,238,868
0.654713
0.572617
0.375443
0.051939
ZS
2020-03-06
3,812,289
5,784,257
0.719384
0.578348
0.335962
0.08569
ZS
2020-03-13
4,825,137
9,534,328
0.4849
0.605213
0.330111
0.064676
ZS
2020-03-20
5,287,533
10,933,821
0.551958
0.633595
0.324613
0.041791
ZS
2020-03-27
8,761,400
15,082,196
0.641749
0.63735
0.332042
0.030608
ZS
2020-04-03
7,526,920
12,197,921
0.635223
0.620545
0.34729
0.032165
ZS
2020-04-10
5,042,417
8,166,309
0.676016
0.547403
0.415494
0.037103
ZS
2020-04-17
6,762,911
10,559,879
0.626196
0.652369
0.315232
0.032399
ZS
2020-04-24
6,545,838
11,219,163
0.653354
0.554698
0.370473
0.074829
ZS
2020-05-01
4,731,440
7,660,397
0.681546
0.577394
0.342565
0.080042
ZS
2020-05-08
4,184,356
6,657,529
0.687642
0.578694
0.377872
0.043433
ZS
2020-05-15
3,956,912
6,158,326
0.6601
0.591299
0.370943
0.037758
ZS
2020-05-22
3,051,997
4,989,795
0.617919
0.573806
0.377384
0.04881
ZS
2020-05-29
10,906,954
21,552,129
0.624898
0.635683
0.322082
0.042235
ZS
2020-06-05
15,489,454
27,381,050
0.603739
0.647124
0.319467
0.03341
ZS
2020-06-12
4,967,614
8,383,289
0.592591
0.566497
0.311548
0.121955
ZS
2020-06-19
5,824,243
10,136,030
0.573275
0.624573
0.335889
0.039538
ZS
2020-06-26
5,864,810
11,586,407
0.492784
0.618372
0.32723
0.054398
ZS
2020-07-03
2,453,010
6,304,065
0.435332
0.630878
0.32621
0.042912
ZS
2020-07-10
4,927,976
11,267,102
0.497658
0.632424
0.324965
0.042611
ZS
2020-07-17
4,260,416
8,418,341
0.539657
0.570909
0.388767
0.040323
ZS
2020-07-24
2,489,984
5,292,863
0.492622
0.617093
0.342659
0.040248
ZS
2020-07-31
4,095,352
7,573,940
0.517562
0.517112
0.438244
0.044644
ZS
2020-08-07
2,248,008
4,788,658
0.501191
0.567599
0.386212
0.046189
ZS
2020-08-14
3,676,397
6,859,601
0.569886
0.631407
0.33325
0.035343
ZS
2020-08-21
3,154,473
6,933,140
0.526123
0.567448
0.329207
0.103344
ZS
2020-08-28
2,483,279
5,650,861
0.46675
0.541224
0.357751
0.101025
ZS
2020-09-04
5,020,166
12,246,092
0.464834
0.605072
0.300183
0.094745
ZS
2020-09-11
4,546,208
9,421,245
0.514546
0.656977
0.307782
0.035241
ZS
2020-09-18
3,029,885
5,810,956
0.613355
0.631322
0.329182
0.039496
ZS
2020-09-25
3,226,992
6,243,414
0.547957
0.641661
0.33125
0.027089
ZS
2020-10-02
3,596,861
7,053,915
0.493522
0.580057
0.396892
0.023051
ZS
2020-10-09
2,480,064
5,320,578
0.491194
0.599175
0.376252
0.024572
ZS
2020-10-16
3,028,642
6,026,407
0.574459
0.604931
0.372441
0.022628
ZS
2020-10-23
1,912,386
3,917,484
0.509982
0.660101
0.311803
0.028096
ZS
2020-10-30
2,145,898
4,812,406
0.500515
0.698347
0.272465
0.029187
ZS
2020-11-06
2,350,934
4,950,731
0.569209
0.607955
0.287883
0.104162
ZS
2020-11-13
4,673,914
9,632,637
0.507818
0.620392
0.268742
0.110866
ZS
2020-11-20
2,257,085
4,994,485
0.502698
0.739194
0.231213
0.029592
ZS
2020-11-27
1,879,936
3,620,160
0.524892
0.672227
0.295839
0.031934
ZS
2020-12-04
8,419,840
18,662,657
0.560369
0.675754
0.301274
0.022973
ZS
2020-12-11
2,599,582
7,377,171
0.395399
0.711376
0.259471
0.029154
ZS
2020-12-18
2,785,176
8,854,184
0.387202
0.663791
0.307078
0.029131
ZS
2020-12-25
2,525,010
5,885,595
0.489363
0.673077
0.29872
0.028203