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
2022-12-02
8,529,780
14,026,947
0.616731
0.775683
0.20618
0.018136
ZS
2022-12-09
5,418,887
8,856,468
0.630767
0.749856
0.233376
0.016768
ZS
2022-12-16
3,840,754
5,756,902
0.664913
0.700704
0.269547
0.029749
ZS
2022-12-23
3,652,630
5,349,598
0.683779
0.784127
0.195261
0.020613
ZS
2022-12-30
2,403,209
3,809,328
0.652388
0.773535
0.208246
0.018219
ZS
2023-01-06
3,799,402
5,749,990
0.620467
0.74812
0.235368
0.016512
ZS
2023-01-13
6,949,879
9,582,986
0.716404
0.775927
0.207944
0.016129
ZS
2023-01-20
3,998,922
6,638,724
0.611686
0.798675
0.179303
0.022023
ZS
2023-01-27
4,164,149
6,453,539
0.628786
0.756591
0.213252
0.030157
ZS
2023-02-03
3,931,610
7,269,911
0.527273
0.754453
0.218828
0.026719
ZS
2023-02-10
3,376,129
4,871,290
0.676074
0.749821
0.219535
0.030645
ZS
2023-02-17
3,130,605
5,343,138
0.590204
0.731086
0.250918
0.017996
ZS
2023-02-24
2,121,265
3,211,461
0.639386
0.725177
0.244154
0.030669
ZS
2023-03-03
8,010,363
12,827,245
0.672768
0.786502
0.189812
0.023686
ZS
2023-03-10
6,329,318
11,579,362
0.572051
0.764956
0.213487
0.021557
ZS
2023-03-17
4,427,626
7,576,702
0.576335
0.789336
0.192549
0.018115
ZS
2023-03-24
4,217,444
6,600,253
0.58725
0.776696
0.202828
0.020476
ZS
2023-03-31
2,933,618
4,529,372
0.663131
0.76786
0.210776
0.021364
ZS
2023-04-07
4,990,043
7,366,251
0.696978
0.771484
0.208997
0.01952
ZS
2023-04-14
4,920,862
6,968,866
0.720898
0.795812
0.177203
0.026986
ZS
2023-04-21
3,615,228
5,880,181
0.63269
0.809071
0.169532
0.021397
ZS
2023-04-28
5,154,599
8,852,056
0.585542
0.772377
0.203773
0.02385
ZS
2023-05-05
4,628,834
9,191,454
0.5361
0.758375
0.21585
0.025775
ZS
2023-05-12
12,360,424
21,086,271
0.613465
0.787351
0.194503
0.018145
ZS
2023-05-19
4,808,575
7,905,795
0.603933
0.794396
0.181993
0.023611
ZS
2023-05-26
3,818,461
7,001,863
0.507212
0.736009
0.242334
0.021657
ZS
2023-06-02
5,019,759
9,235,854
0.582464
0.74319
0.234296
0.022514
ZS
2023-06-09
4,298,979
6,876,827
0.574018
0.813161
0.169922
0.016917
ZS
2023-06-16
2,837,915
4,692,857
0.593141
0.805509
0.179216
0.015275
ZS
2023-06-23
1,754,417
3,307,083
0.570806
0.776583
0.200876
0.022541
ZS
2023-06-30
1,023,564
1,725,873
0.695192
0.474621
0.487114
0.038265
ZS
2023-07-07
239,183
474,002
0.556807
0.047012
0.866505
0.086483
ZS
2023-07-14
889,119
1,864,399
0.460655
0.04984
0.903609
0.046551
ZS
2023-07-21
572,859
1,240,470
0.455786
0.054752
0.887841
0.057407
ZS
2023-07-28
500,969
708,491
0.650467
0.044795
0.878548
0.076657
ZS
2023-08-04
705,338
1,140,670
0.628703
0.062316
0.861844
0.075841
ZS
2023-08-11
455,556
777,153
0.607193
0.060077
0.866558
0.073364
ZS
2023-08-18
286,284
535,633
0.546029
0.049965
0.855976
0.094059
ZS
2023-08-25
375,930
595,720
0.674197
0.052276
0.85955
0.088174
ZS
2023-09-01
405,131
592,688
0.694047
0.056117
0.876372
0.067511
ZS
2023-09-08
841,546
1,295,608
0.618999
0.030805
0.900734
0.068461
ZS
2023-09-15
360,521
548,142
0.609771
0.046901
0.909362
0.043737
ZS
2023-09-22
412,600
644,500
0.605644
0.054431
0.891344
0.054224
ZS
2023-09-29
307,888
502,839
0.585684
0.05812
0.898227
0.043653
ZS
2023-10-06
501,721
867,249
0.647041
0.038419
0.900357
0.061223
ZS
2023-10-13
481,718
768,629
0.587424
0.037912
0.866161
0.095927
ZS
2023-10-20
397,889
649,468
0.614341
0.047283
0.87385
0.078867
ZS
2023-10-27
360,464
641,330
0.610103
0.041782
0.865655
0.092563
ZS
2023-11-03
385,337
615,099
0.6717
0.050288
0.83182
0.117892
ZS
2023-11-10
434,453
638,331
0.693934
0.040916
0.840031
0.119053
ZS
2023-11-17
396,878
841,857
0.506982
0.033498
0.808922
0.15758
ZS
2023-11-24
216,451
422,560
0.556409
0.061198
0.848266
0.090535
ZS
2023-12-01
1,355,266
2,373,768
0.624196
0.045439
0.886148
0.068413
ZS
2023-12-08
413,046
661,557
0.612554
0.037579
0.851252
0.111169
ZS
2023-12-15
767,996
1,052,523
0.715709
0.023431
0.902354
0.074215
ZS
2023-12-22
341,117
501,358
0.643304
0.037832
0.790112
0.172057
ZS
2023-12-29
137,577
222,795
0.62719
0.034019
0.814362
0.151619
ZS
2024-01-05
240,766
478,711
0.509258
0.03911
0.79462
0.16627
ZS
2024-01-12
501,182
740,977
0.668303
0.03086
0.813742
0.155398
ZS
2024-01-19
383,795
530,058
0.728995
0.04143
0.808113
0.150458
ZS
2024-01-26
452,932
676,537
0.720714
0.034355
0.765889
0.199755
ZS
2024-02-02
388,987
553,071
0.744444
0.061508
0.744232
0.19426
ZS
2024-02-09
741,478
1,186,167
0.668404
0.050378
0.767301
0.182321
ZS
2024-02-16
505,195
750,610
0.705993
0.047345
0.720884
0.231771
ZS
2024-02-23
770,314
1,636,099
0.523006
0.046978
0.835411
0.117611
ZS
2024-03-01
1,367,874
2,312,791
0.577496
0.04506
0.853047
0.101892
ZS
2024-03-08
920,988
1,690,749
0.554901
0.033455
0.852781
0.113764
ZS
2024-03-15
408,573
622,886
0.705167
0.046055
0.782735
0.17121
ZS
2024-03-22
482,351
767,594
0.649187
0.042915
0.831502
0.125583
ZS
2024-03-29
258,887
346,818
0.777261
0.069764
0.798667
0.131569
ZS
2024-04-05
398,060
691,855
0.670101
0.038482
0.842411
0.119106
ZS
2024-04-12
337,240
488,637
0.66852
0.037281
0.816481
0.146239
ZS
2024-04-19
443,841
708,920
0.591733
0.039053
0.824698
0.136249
ZS
2024-04-26
295,352
592,745
0.566405
0.04723
0.81798
0.13479
ZS
2024-05-03
410,067
609,393
0.653545
0.035398
0.853112
0.11149
ZS
2024-05-10
504,608
916,904
0.593843
0.037727
0.865924
0.096349
ZS
2024-05-17
277,510
439,881
0.591849
0.034764
0.908668
0.056568
ZS
2024-05-24
333,913
545,943
0.602501
0.03506
0.834044
0.130896
ZS
2024-05-31
946,553
1,699,696
0.570515
0.056978
0.873254
0.069768
ZS
2024-06-07
490,124
1,046,400
0.510006
0.037481
0.826233
0.136286
ZS
2024-06-14
543,376
1,208,780
0.480393
0.036178
0.882899
0.080922
ZS
2024-06-21
306,316
625,288
0.506593
0.042553
0.869619
0.087829
ZS
2024-06-28
407,127
764,462
0.5461
0.034359
0.78759
0.17805
ZS
2024-07-05
315,708
515,079
0.597437
0.036521
0.766659
0.19682
ZS
2024-07-12
398,339
726,387
0.514008
0.019717
0.761669
0.218615
ZS
2024-07-19
433,272
782,877
0.525354
0.031453
0.772256
0.196291
ZS
2024-07-26
322,010
571,351
0.497505
0.030003
0.770011
0.199986
ZS
2024-08-02
244,119
450,313
0.553112
0.03646
0.772119
0.191421
ZS
2024-08-09
246,915
506,861
0.515243
0.070893
0.803551
0.125556
ZS
2024-08-16
246,973
427,077
0.592394
0.042064
0.846787
0.111149
ZS
2024-08-23
248,160
396,095
0.604137
0.032208
0.777242
0.190549
ZS
2024-08-30
230,250
387,312
0.621389
0.051802
0.770979
0.177219
ZS
2024-09-06
1,102,409
1,744,244
0.632145
0.045438
0.892453
0.062109
ZS
2024-09-13
611,941
1,193,591
0.658054
0.034978
0.881809
0.083214
ZS
2024-09-20
560,144
742,461
0.699782
0.034934
0.847034
0.118032
ZS
2024-09-27
203,087
402,701
0.568876
0.061396
0.836634
0.10197
ZS
2024-10-04
260,401
457,575
0.565237
0.063817
0.821367
0.114816
ZS
2024-10-11
440,156
778,865
0.546456
0.055878
0.905011
0.039111
ZS
2024-10-18
155,579
348,955
0.466758
0.063701
0.927881
0.008418
ZS
2024-10-25
141,433
387,526
0.601809
0.068904
0.908735
0.022361