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
2024-11-01
158,834
360,983
0.492732
0.075508
0.904374
0.020117
ZS
2024-11-08
305,094
641,312
0.523871
0.034979
0.953573
0.011448
ZS
2024-11-15
337,562
579,564
0.551932
0.051676
0.93578
0.012545
ZS
2024-11-22
220,265
419,557
0.604427
0.083824
0.907014
0.009162
ZS
2024-11-29
260,303
431,491
0.615396
0.047122
0.946974
0.005904
ZS
2024-12-06
938,499
1,585,504
0.665836
0.051666
0.884527
0.063807
ZS
2024-12-13
303,450
507,279
0.707036
0.056898
0.864853
0.078248
ZS
2024-12-20
639,385
1,013,260
0.599023
0.035805
0.901622
0.062573
ZS
2024-12-27
133,789
405,596
0.48719
0.046615
0.901373
0.052012
ZS
2025-01-03
146,089
251,058
0.509866
0.044305
0.93753
0.018166
ZS
2025-01-10
299,528
429,539
0.607405
0.037226
0.917718
0.045055
ZS
2025-01-17
328,456
474,667
0.669728
0.059298
0.914323
0.026379
ZS
2025-01-24
170,308
276,637
0.652749
0.052397
0.899848
0.047755
ZS
2025-01-31
332,146
537,852
0.695428
0.052958
0.932136
0.014907
ZS
2025-02-07
256,814
446,723
0.631482
0.035575
0.945832
0.018593
ZS
2025-02-14
330,219
1,048,615
0.653339
0.041371
0.889446
0.069183
ZS
2025-02-21
379,729
535,570
0.676675
0.052595
0.93123
0.016175
ZS
2025-02-28
344,021
477,831
0.689898
0.032208
0.920527
0.047265
ZS
2025-03-07
951,815
1,459,242
0.627179
0.049259
0.921256
0.029486
ZS
2025-03-14
624,930
865,261
0.679242
0.03442
0.94642
0.01916
ZS
2025-03-21
424,201
666,654
0.643273
0.037105
0.951438
0.011457
ZS
2025-03-28
433,813
682,090
0.689015
0.043083
0.948054
0.008863
ZS
2025-04-04
332,320
464,309
0.602564
0.050391
0.941787
0.007822
ZS
2025-04-11
1,026,113
1,546,936
0.749083
0.045872
0.94654
0.007588
ZS
2025-04-18
317,831
448,721
0.666604
0.048704
0.943335
0.007961
ZS
2025-04-25
527,934
804,770
0.642318
0.035462
0.958684
0.005854
ZS
2025-05-02
521,539
1,145,992
0.52241
0.036151
0.959942
0.003907
ZS
2025-05-09
481,351
933,058
0.551997
0.055902
0.937149
0.006949
ZS
2025-05-16
697,809
1,836,194
0.517028
0.039157
0.953003
0.00784
ZS
2025-05-23
439,199
1,486,644
0.48282
0.03948
0.943784
0.016736
ZS
2025-05-30
761,580
2,011,144
0.491471
0.033014
0.940318
0.026668
ZS
2025-06-06
852,772
1,513,715
0.565541
0.026525
0.973475
0
ZS
2025-06-13
662,442
949,404
0.710606
0.022147
0.977853
0
ZS
2025-06-20
697,027
981,045
0.619659
0.036514
0.963486
0
ZS
2025-06-27
412,696
879,052
0.487225
0.038852
0.961148
0
ZS
2025-07-04
349,629
677,111
0.529467
0.04645
0.95355
0
ZS
2025-07-11
401,271
796,436
0.540962
0.063649
0.936351
0
ZS
2025-07-18
305,776
653,450
0.456256
0.042885
0.957115
0
ZS
2025-07-25
202,821
411,295
0.538163
0.049243
0.950757
0
ZS
2025-08-01
440,750
829,450
0.606251
0.036916
0.963084
0
ZS
2025-08-08
436,958
801,158
0.526271
0.051945
0.948055
0
ZS
2025-08-15
238,542
423,920
0.64165
0.052213
0.947787
0
ZS
2025-08-22
202,006
342,847
0.58431
0.043441
0.956559
0
ZS
2025-08-29
329,791
622,109
0.632511
0.054942
0.945058
0
ZS
2025-09-05
729,462
1,162,945
0.630744
0.044305
0.955695
0
ZS
2025-09-12
391,105
597,507
0.645066
0.065344
0.934656
0
ZS
2025-09-19
523,603
733,828
0.706766
0.056041
0.943959
0
ZS
2025-09-26
245,783
395,112
0.625391
0.065073
0.934927
0
ZS
2025-10-03
420,609
659,666
0.69521
0.052822
0.947178
0
ZS
2025-10-10
370,221
530,359
0.691596
0.042755
0.957245
0
ZS
2025-10-17
253,012
400,637
0.637159
0.05874
0.94126
0
ZS
2025-10-24
231,534
330,967
0.688368
0.050341
0.949659
0
ZS
2025-10-31
285,435
428,914
0.664662
0.057045
0.942955
0
ZS
2025-11-07
300,479
480,905
0.686023
0.050805
0.949195
0
ZS
2025-11-14
276,351
461,004
0.661212
0.050994
0.949006
0
ZS
2025-11-21
254,204
456,045
0.625797
0.05691
0.94309
0
ZS
2025-11-28
777,385
1,445,825
0.624816
0.051689
0.948311
0
ZS
2025-12-05
498,503
782,232
0.69368
0.054886
0.945114
0
ZS
2025-12-12
330,036
550,191
0.689567
0.06834
0.93166
0
ZS
2025-12-19
473,997
705,234
0.617585
0.046562
0.953438
0
ZS
2025-12-26
133,204
243,840
0.621994
0.044689
0.955311
0
ZS
2026-01-02
147,674
276,342
0.522327
0.039182
0.960818
0
ZS
2026-01-09
372,267
560,983
0.705807
0.045409
0.954591
0
ZS
2026-01-16
359,188
535,721
0.727685
0.05348
0.94652
0
ZS
2026-01-23
266,830
444,299
0.651666
0.048133
0.951867
0
ZS
2026-01-30
506,001
791,051
0.692248
0.041772
0.958228
0
ZSPC
2024-12-06
111,929
247,521
0.352447
0.129027
0.869487
0.001486
ZSPC
2024-12-13
13,718
32,866
0.358478
0.048001
0.951999
0
ZSPC
2024-12-20
12,957
26,674
0.515121
0.08175
0.9063
0.01195
ZSPC
2024-12-27
14,458
39,840
0.43717
0.04777
0.95223
0
ZSPC
2025-01-03
7,410
19,901
0.392108
0.040946
0.95875
0.000304
ZSPC
2025-01-10
12,748
23,742
0.332734
0.030843
0.964141
0.005016
ZSPC
2025-01-17
8,185
24,287
0.357314
0.061607
0.919893
0.0185
ZSPC
2025-01-24
13,023
23,876
0.550797
0.123758
0.876242
0
ZSPC
2025-01-31
9,227
17,323
0.586632
0.025154
0.973222
0.001623
ZSPC
2025-02-07
12,256
24,303
0.496181
0.103703
0.896297
0
ZSPC
2025-02-14
9,155
17,677
0.495309
0.037068
0.962932
0
ZSPC
2025-02-21
13,953
32,375
0.434026
0.088155
0.911845
0
ZSPC
2025-02-28
6,658
23,313
0.223217
0.059543
0.940457
0
ZSPC
2025-03-07
6,964
18,665
0.428609
0.078343
0.911278
0.010379
ZSPC
2025-03-14
6,301
15,945
0.370931
0.021901
0.978099
0
ZSPC
2025-03-21
11,662
40,063
0.345055
0.253601
0.737572
0.008827
ZSPC
2025-03-28
10,175
18,590
0.553679
0.138774
0.861226
0
ZSPC
2025-04-04
8,584
11,851
0.612495
0.006618
0.993382
0
ZSPC
2025-04-11
5,261
7,540
0.553146
0.055733
0.915708
0.028559
ZSPC
2025-04-18
3,225
4,859
0.666481
0.138709
0.861291
0
ZSPC
2025-04-25
3,344
6,517
0.61447
0.223144
0.767748
0.009108
ZSPC
2025-05-02
3,712
11,513
0.42955
0.108381
0.863168
0.028451
ZSPC
2025-05-09
3,933
6,801
0.560278
0.027111
0.972889
0
ZSPC
2025-05-16
4,250
12,681
0.327483
0.070775
0.929225
0
ZSPC
2025-05-23
2,692
5,574
0.509548
0.111284
0.886677
0.002039
ZSPC
2025-05-30
1,996
6,136
0.334624
0.132479
0.867521
0
ZSPC
2025-06-06
5,740
10,406
0.387586
0.103357
0.896643
0
ZSPC
2025-06-13
2,846
10,486
0.528289
0.062195
0.937805
0
ZSPC
2025-06-20
13,067
18,855
0.580481
0.085
0.915
0
ZSPC
2025-06-27
3,149
10,115
0.388284
0.021604
0.978396
0
ZSPC
2025-07-04
583
3,055
0.310432
null
null
null
ZSPC
2025-07-11
9,749
22,153
0.573146
0.011964
0.988036
0
ZSPC
2025-07-18
7,997
16,075
0.566122
0.025496
0.974504
0
ZSPC
2025-07-25
11,664
26,667
0.549295
0.053808
0.946192
0