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
ZM
2024-11-15
660,007
1,341,238
0.487397
0.036334
0.958833
0.004834
ZM
2024-11-22
773,291
1,559,915
0.469317
0.064638
0.933647
0.001715
ZM
2024-11-29
1,383,209
2,484,366
0.506092
0.038185
0.959643
0.002172
ZM
2024-12-06
611,066
1,085,008
0.604172
0.024519
0.918897
0.056584
ZM
2024-12-13
611,022
1,099,480
0.53078
0.033315
0.933006
0.033679
ZM
2024-12-20
529,292
1,023,516
0.6166
0.023349
0.931151
0.0455
ZM
2024-12-27
225,742
932,514
0.574037
0.022573
0.970786
0.00664
ZM
2025-01-03
254,446
492,884
0.523246
0.025619
0.949681
0.0247
ZM
2025-01-10
324,802
575,630
0.603795
0.03481
0.900513
0.064677
ZM
2025-01-17
382,567
667,186
0.476803
0.023556
0.968135
0.008309
ZM
2025-01-24
311,670
641,307
0.473941
0.051157
0.93559
0.013253
ZM
2025-01-31
443,222
863,971
0.543322
0.053445
0.93636
0.010195
ZM
2025-02-07
257,975
510,151
0.577362
0.045673
0.92492
0.029407
ZM
2025-02-14
334,348
717,336
0.512626
0.04874
0.943909
0.00735
ZM
2025-02-21
485,934
743,316
0.672837
0.060036
0.924286
0.015677
ZM
2025-02-28
1,091,843
2,354,140
0.55572
0.049675
0.936575
0.01375
ZM
2025-03-07
584,683
1,122,808
0.476404
0.031643
0.962433
0.005924
ZM
2025-03-14
453,444
861,893
0.538702
0.042369
0.950317
0.007314
ZM
2025-03-21
434,928
700,072
0.607244
0.018823
0.977796
0.003381
ZM
2025-03-28
324,152
621,453
0.59005
0.028146
0.967939
0.003915
ZM
2025-04-04
226,150
377,958
0.534077
0.024754
0.973466
0.001781
ZM
2025-04-11
679,426
1,177,704
0.530386
0.041159
0.949644
0.009197
ZM
2025-04-18
338,012
644,417
0.607593
0.025493
0.969774
0.004733
ZM
2025-04-25
363,432
588,023
0.55679
0.035881
0.954316
0.009803
ZM
2025-05-02
432,966
697,358
0.720433
0.035137
0.959664
0.0052
ZM
2025-05-09
508,343
756,125
0.657388
0.035127
0.960814
0.004059
ZM
2025-05-16
483,183
971,608
0.505127
0.026085
0.97126
0.002654
ZM
2025-05-23
1,190,504
1,921,898
0.627625
0.036945
0.955369
0.007686
ZM
2025-05-30
585,380
1,056,858
0.594897
0.03047
0.966795
0.002734
ZM
2025-06-06
475,386
775,719
0.617726
0.042199
0.957801
0
ZM
2025-06-13
354,499
621,880
0.543571
0.022952
0.977048
0
ZM
2025-06-20
343,362
568,328
0.614131
0.018991
0.981009
0
ZM
2025-06-27
456,080
1,196,119
0.412937
0.029375
0.970625
0
ZM
2025-07-04
411,136
1,296,351
0.361465
0.030202
0.969798
0
ZM
2025-07-11
332,561
1,280,184
0.287673
0.043648
0.956352
0
ZM
2025-07-18
690,971
1,838,853
0.363743
0.032907
0.967093
0
ZM
2025-07-25
456,853
1,410,518
0.275186
0.036379
0.963621
0
ZM
2025-08-01
627,914
1,253,726
0.496536
0.029676
0.970324
0
ZM
2025-08-08
494,213
1,033,383
0.43366
0.025557
0.974443
0
ZM
2025-08-15
435,517
970,475
0.435963
0.036162
0.963838
0
ZM
2025-08-22
1,067,542
2,342,880
0.486313
0.034363
0.965637
0
ZM
2025-08-29
738,458
1,391,277
0.592721
0.041476
0.958524
0
ZM
2025-09-05
463,733
1,072,399
0.426967
0.033762
0.966238
0
ZM
2025-09-12
493,949
1,218,338
0.439061
0.038359
0.961641
0
ZM
2025-09-19
449,650
1,092,365
0.360972
0.021915
0.978085
0
ZM
2025-09-26
476,655
1,113,537
0.487767
0.025482
0.974518
0
ZM
2025-10-03
375,144
914,981
0.411611
0.028611
0.971389
0
ZM
2025-10-10
376,570
1,214,671
0.381484
0.02885
0.97115
0
ZM
2025-10-17
268,150
725,258
0.463693
0.05018
0.94982
0
ZM
2025-10-24
353,948
936,521
0.442463
0.042791
0.957209
0
ZM
2025-10-31
432,971
1,012,873
0.504754
0.047546
0.952454
0
ZM
2025-11-07
447,014
927,474
0.51214
0.026537
0.973463
0
ZM
2025-11-14
394,810
938,948
0.477662
0.045634
0.954366
0
ZM
2025-11-21
324,061
770,204
0.437434
0.056592
0.943408
0
ZM
2025-11-28
1,050,618
1,977,450
0.504704
0.032271
0.967729
0
ZM
2025-12-05
396,592
781,286
0.462166
0.032791
0.967209
0
ZM
2025-12-12
383,575
818,305
0.525829
0.04312
0.95688
0
ZM
2025-12-19
315,830
779,831
0.472955
0.028471
0.971529
0
ZM
2025-12-26
272,515
543,367
0.54331
0.02417
0.97583
0
ZM
2026-01-02
291,339
662,449
0.452023
0.016463
0.983537
0
ZM
2026-01-09
540,078
1,044,376
0.571779
0.044837
0.955163
0
ZM
2026-01-16
452,664
1,024,405
0.486771
0.075719
0.924281
0
ZM
2026-01-23
366,967
948,217
0.404791
0.027884
0.972116
0
ZM
2026-01-30
1,035,494
1,924,775
0.585819
0.034249
0.965751
0
ZNB
2025-08-22
756,580
1,948,784
0.613904
0.060744
0.939256
0
ZNB
2025-08-29
90,956
264,797
0.530223
0.075137
0.924863
0
ZNB
2025-09-05
13,150,075
20,460,414
0.673756
0.046943
0.953057
0
ZNB
2025-09-12
3,532,309
6,704,114
0.612583
0.045546
0.954454
0
ZNB
2025-09-19
151,343
264,892
0.666147
0.060998
0.939002
0
ZNB
2025-09-26
181,304
252,478
0.727525
0.048353
0.951647
0
ZNB
2025-10-03
61,305
133,415
0.663031
0.090215
0.909785
0
ZNB
2025-10-10
5,291,745
8,229,201
0.610718
0.043237
0.956763
0
ZNB
2025-10-17
616,137
943,624
0.616111
0.049234
0.950766
0
ZNB
2025-10-24
114,092
205,543
0.75664
0.040703
0.959297
0
ZNB
2025-10-31
141,152
179,049
0.832708
0.036347
0.963653
0
ZNB
2025-11-07
105,107
179,293
0.701501
0.055011
0.944989
0
ZNB
2025-11-14
126,586
202,553
0.633093
0.024675
0.975325
0
ZNB
2025-11-21
65,999
192,323
0.276358
0.017862
0.982138
0
ZNB
2025-11-28
18,139
111,806
0.357332
0.011552
0.988448
0
ZNB
2025-12-05
48,263
97,228
0.320261
0
1
0
ZNB
2025-12-12
41,600
79,250
0.581223
0.02822
0.97178
0
ZNB
2025-12-19
963,069
1,937,982
0.783542
0.034164
0.965836
0
ZNB
2025-12-26
105,961
230,747
0.748614
0.041354
0.958646
0
ZNB
2026-01-02
76,784
104,505
0.795959
0.012884
0.987116
0
ZNB
2026-01-09
38,008
114,832
0.630311
0.018749
0.981251
0
ZNB
2026-01-16
82,043
183,286
0.404539
0.045953
0.954047
0
ZNB
2026-01-23
80,145
268,079
0.253044
0.023112
0.976888
0
ZNB
2026-01-30
806,938
2,003,242
0.435956
0.043394
0.956606
0
ZNTL
2020-04-03
447,850
978,411
0.480219
0.676392
0.293335
0.030274
ZNTL
2020-04-10
275,767
536,444
0.430036
0.655998
0.216713
0.127289
ZNTL
2020-04-17
370,239
620,889
0.577721
0.880448
0.105838
0.013715
ZNTL
2020-04-24
441,954
914,313
0.624531
0.886831
0.060493
0.052675
ZNTL
2020-05-01
336,090
640,081
0.498646
0.797469
0.160054
0.042477
ZNTL
2020-05-08
445,340
596,790
0.624321
0.905719
0.081561
0.01272
ZNTL
2020-05-15
399,212
703,920
0.648142
0.801309
0.183464
0.015228
ZNTL
2020-05-22
251,323
431,646
0.515757
0.771821
0.198275
0.029904
ZNTL
2020-05-29
219,477
408,482
0.461431
0.738437
0.226888
0.034675
ZNTL
2020-06-05
262,852
535,102
0.478171
0.727518
0.241584
0.030898
ZNTL
2020-06-12
253,595
490,903
0.517784
0.656187
0.245663
0.09815
ZNTL
2020-06-19
400,766
647,446
0.617322
0.720844
0.243147
0.036009