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
2024-01-12
572,850
1,226,259
0.437988
0.025466
0.883632
0.090903
ZM
2024-01-19
346,305
861,632
0.484116
0.044331
0.894049
0.06162
ZM
2024-01-26
341,421
861,008
0.47926
0.029447
0.914106
0.056448
ZM
2024-02-02
467,015
1,190,932
0.424377
0.029034
0.90372
0.067246
ZM
2024-02-09
436,239
1,439,341
0.367322
0.031688
0.913459
0.054852
ZM
2024-02-16
415,026
1,134,620
0.430574
0.042672
0.892588
0.06474
ZM
2024-02-23
452,353
955,769
0.4188
0.03765
0.942547
0.019803
ZM
2024-03-01
2,080,176
3,460,524
0.624148
0.04394
0.931299
0.024761
ZM
2024-03-08
635,854
1,190,398
0.514863
0.030172
0.935622
0.034206
ZM
2024-03-15
421,108
1,292,841
0.46569
0.043194
0.899225
0.057582
ZM
2024-03-22
305,328
760,799
0.419792
0.038919
0.891763
0.069318
ZM
2024-03-29
263,162
686,199
0.417772
0.043283
0.915296
0.041421
ZM
2024-04-05
408,323
992,581
0.499072
0.026948
0.940257
0.032795
ZM
2024-04-12
467,594
1,169,762
0.456788
0.029038
0.943466
0.027496
ZM
2024-04-19
454,496
1,143,529
0.481388
0.02926
0.925437
0.045302
ZM
2024-04-26
575,199
1,180,304
0.584465
0.034752
0.910913
0.054335
ZM
2024-05-03
787,563
1,265,132
0.637969
0.025038
0.934629
0.040333
ZM
2024-05-10
648,709
961,217
0.676671
0.028949
0.922125
0.048926
ZM
2024-05-17
713,567
1,450,342
0.585401
0.026478
0.877223
0.096299
ZM
2024-05-24
1,059,513
1,752,347
0.600714
0.023026
0.902755
0.074219
ZM
2024-05-31
390,703
700,735
0.590515
0.049608
0.911772
0.038621
ZM
2024-06-07
526,538
1,050,432
0.523155
0.023608
0.923905
0.052487
ZM
2024-06-14
726,753
1,200,663
0.639721
0.024657
0.931165
0.044178
ZM
2024-06-21
697,362
1,330,702
0.59364
0.040742
0.884471
0.074787
ZM
2024-06-28
482,313
909,155
0.553504
0.033478
0.896275
0.070247
ZM
2024-07-05
282,893
601,751
0.444697
0.030363
0.894039
0.075598
ZM
2024-07-12
504,299
1,230,195
0.449938
0.041229
0.9101
0.048671
ZM
2024-07-19
357,259
920,597
0.388613
0.027385
0.892745
0.079871
ZM
2024-07-26
351,976
873,448
0.397182
0.044258
0.907329
0.048414
ZM
2024-08-02
462,261
1,013,655
0.436865
0.017761
0.945952
0.036287
ZM
2024-08-09
347,725
800,535
0.400686
0.022297
0.940359
0.037345
ZM
2024-08-16
272,101
710,079
0.369363
0.031309
0.925121
0.04357
ZM
2024-08-23
1,499,262
3,062,881
0.530485
0.053472
0.879904
0.066625
ZM
2024-08-30
870,170
1,700,666
0.518162
0.020148
0.93464
0.045212
ZM
2024-09-06
386,908
738,311
0.575035
0.027414
0.909647
0.06294
ZM
2024-09-13
393,415
720,091
0.511611
0.015214
0.940398
0.044389
ZM
2024-09-20
408,868
780,039
0.537344
0.020295
0.934866
0.04484
ZM
2024-09-27
377,680
700,101
0.566343
0.021842
0.940864
0.037294
ZM
2024-10-04
380,907
661,550
0.590078
0.015707
0.952619
0.031673
ZM
2024-10-11
835,825
1,275,976
0.632422
0.027473
0.948155
0.024371
ZM
2024-10-18
468,271
897,702
0.5152
0.022099
0.971508
0.006393
ZM
2024-10-25
558,729
885,867
0.631333
0.025394
0.965828
0.008778
ZM
2024-11-01
499,279
833,811
0.655997
0.042254
0.953058
0.004688
ZM
2024-11-08
450,380
985,033
0.499483
0.033006
0.943923
0.023071
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
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
ZNTL
2020-06-26
381,962
711,410
0.571822
0.642756
0.320683
0.03656
ZNTL
2020-07-03
164,213
338,620
0.652267
0.709693
0.251311
0.038996
ZNTL
2020-07-10
208,496
308,452
0.713227
0.673235
0.261032
0.065733
ZNTL
2020-07-17
160,865
233,511
0.741563
0.649747
0.27537
0.074883
ZNTL
2020-07-24
180,247
231,210
0.719589
0.731315
0.21744
0.051245
ZNTL
2020-07-31
520,866
1,009,326
0.65835
0.719288
0.223507
0.057205
ZNTL
2020-08-07
155,559
314,412
0.642218
0.562311
0.346793
0.090896
ZNTL
2020-08-14
152,393
248,031
0.658956
0.646546
0.274679
0.078775
ZNTL
2020-08-21
125,933
204,836
0.663866
0.574592
0.234163
0.191245
ZNTL
2020-08-28
350,129
524,699
0.584848
0.624782
0.229927
0.145291
ZNTL
2020-09-04
277,427
587,834
0.564171
0.630479
0.274084
0.095437
ZNTL
2020-09-11
98,506
173,331
0.696329
0.595242
0.353556
0.051202
ZNTL
2020-09-18
203,760
298,593
0.693851
0.650498
0.306458
0.043044
ZNTL
2020-09-25
311,947
404,505
0.809254
0.676498
0.29002
0.033482
ZNTL
2020-10-02
310,678
486,496
0.707768
0.659869
0.293112
0.047019
ZNTL
2020-10-09
210,939
388,395
0.735816
0.570257
0.364722
0.065021
ZNTL
2020-10-16
232,194
497,611
0.724409
0.644721
0.287948
0.067331
ZNTL
2020-10-23
274,183
590,568
0.746286
0.733404
0.233672
0.032924
ZNTL
2020-10-30
291,476
700,164
0.696775
0.635342
0.326012
0.038646
ZNTL
2020-11-06
305,926
721,308
0.540982
0.557101
0.34834
0.094559
ZNTL
2020-11-13
255,712
892,037
0.538191
0.602778
0.258959
0.138263
ZNTL
2020-11-20
238,819
641,679
0.537892
0.671817
0.278309
0.049874
ZNTL
2020-11-27
302,507
665,864
0.509302
0.553605
0.401017
0.045377