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
ZNTL
2020-12-04
437,489
825,730
0.561152
0.626023
0.332088
0.041889
ZNTL
2020-12-11
440,501
1,101,745
0.49976
0.608218
0.325131
0.066651
ZNTL
2020-12-18
710,985
1,677,003
0.533966
0.608351
0.337433
0.054216
ZNTL
2020-12-25
405,654
757,483
0.621116
0.617637
0.337224
0.045139
ZNTL
2021-01-01
273,454
383,130
0.693294
0.650979
0.293153
0.055868
ZNTL
2021-01-08
505,644
1,121,538
0.528589
0.653189
0.310767
0.036044
ZNTL
2021-01-15
394,939
753,334
0.646046
0.725626
0.226423
0.047951
ZNTL
2021-01-22
481,332
697,218
0.653509
0.698606
0.253045
0.048348
ZNTL
2021-01-29
393,704
997,775
0.647892
0.636914
0.311467
0.051619
ZNTL
2021-02-05
253,251
379,475
0.663234
0.68046
0.265736
0.053804
ZNTL
2021-02-12
253,687
438,708
0.596378
0.641183
0.322853
0.035964
ZNTL
2021-02-19
238,023
709,678
0.602395
0.697285
0.246561
0.056154
ZNTL
2021-02-26
359,840
758,313
0.61557
0.662787
0.237872
0.09934
ZNTL
2021-03-05
505,493
888,393
0.652129
0.629187
0.324831
0.045982
ZNTL
2021-03-12
459,871
584,409
0.807233
0.535057
0.396928
0.068015
ZNTL
2021-03-19
477,707
595,460
0.824101
0.671266
0.27057
0.058164
ZNTL
2021-03-26
476,986
666,632
0.734723
0.622198
0.297981
0.079821
ZNTL
2021-04-02
230,916
307,978
0.693176
0.597465
0.343308
0.059227
ZNTL
2021-04-09
508,911
927,732
0.564149
0.630505
0.304877
0.064618
ZNTL
2021-04-16
859,081
1,693,697
0.595023
0.67909
0.285707
0.035203
ZNTL
2021-04-23
422,629
643,988
0.679772
0.584846
0.372972
0.042182
ZNTL
2021-04-30
566,132
989,190
0.650138
0.722477
0.216865
0.060658
ZNTL
2021-05-07
686,010
1,068,845
0.670801
0.626633
0.22517
0.148197
ZNTL
2021-05-14
558,215
874,783
0.70955
0.574137
0.233334
0.192529
ZNTL
2021-05-21
568,366
817,003
0.674275
0.737318
0.22895
0.033732
ZNTL
2021-05-28
330,873
758,452
0.578892
0.604408
0.350839
0.044753
ZNTL
2021-06-04
254,479
418,623
0.589046
0.680575
0.260157
0.059268
ZNTL
2021-06-11
471,255
979,410
0.545539
0.723148
0.227681
0.049171
ZNTL
2021-06-18
325,729
810,728
0.501733
0.692327
0.256562
0.051111
ZNTL
2021-06-25
271,949
856,307
0.488844
0.646879
0.283592
0.069529
ZNTL
2021-07-02
617,821
1,445,047
0.519317
0.588614
0.317715
0.093671
ZNTL
2021-07-09
297,266
566,920
0.569436
0.607803
0.335037
0.05716
ZNTL
2021-07-16
299,721
568,280
0.600564
0.611144
0.293662
0.095194
ZNTL
2021-07-23
416,489
624,223
0.700299
0.651395
0.279046
0.069559
ZNTL
2021-07-30
425,757
581,786
0.688263
0.708879
0.242332
0.048789
ZNTL
2021-08-06
206,262
344,997
0.577169
0.685998
0.252219
0.061783
ZNTL
2021-08-13
308,347
410,970
0.761311
0.704427
0.220095
0.075477
ZNTL
2021-08-20
226,378
459,598
0.698215
0.701855
0.256868
0.041277
ZNTL
2021-08-27
346,817
689,979
0.577714
0.671208
0.280169
0.048622
ZNTL
2021-09-03
337,475
623,421
0.567563
0.679737
0.273292
0.046971
ZNTL
2021-09-10
250,724
484,396
0.686007
0.61833
0.275572
0.106098
ZNTL
2021-09-17
413,776
685,970
0.662776
0.603833
0.313213
0.082954
ZNTL
2021-09-24
513,777
768,766
0.699944
0.712783
0.236121
0.051097
ZNTL
2021-10-01
355,930
474,511
0.753069
0.718431
0.244569
0.037
ZNTL
2021-10-08
414,992
626,369
0.755021
0.725123
0.238035
0.036841
ZNTL
2021-10-15
369,245
538,053
0.709507
0.632067
0.328107
0.039826
ZNTL
2021-10-22
289,754
367,760
0.73455
0.561347
0.397708
0.040945
ZNTL
2021-10-29
171,291
287,185
0.650229
0.550733
0.317596
0.131671
ZNTL
2021-11-05
270,560
473,586
0.697544
0.602971
0.321414
0.075616
ZNTL
2021-11-12
493,783
612,733
0.793769
0.723431
0.185476
0.091093
ZNTL
2021-11-19
267,837
472,231
0.739701
0.629165
0.295507
0.075327
ZNTL
2021-11-26
235,439
308,829
0.831306
0.626496
0.322677
0.050827
ZNTL
2021-12-03
598,225
899,359
0.716906
0.602471
0.295931
0.101597
ZNTL
2021-12-10
322,843
507,668
0.67703
0.610787
0.301116
0.088097
ZNTL
2021-12-17
596,072
883,603
0.678342
0.685484
0.251315
0.063201
ZNTL
2021-12-24
247,541
535,882
0.502533
0.496996
0.322089
0.180915
ZNTL
2021-12-31
234,142
399,905
0.598587
0.634027
0.3077
0.058273
ZNTL
2022-01-07
431,183
642,131
0.704362
0.629296
0.326119
0.044585
ZNTL
2022-01-14
408,959
589,837
0.754336
0.582273
0.349091
0.068635
ZNTL
2022-01-21
364,912
512,991
0.726501
0.610822
0.349299
0.039879
ZNTL
2022-01-28
575,346
768,876
0.724454
0.579701
0.352829
0.06747
ZNTL
2022-02-04
577,685
739,051
0.773494
0.692834
0.270246
0.03692
ZNTL
2022-02-11
380,849
611,929
0.64933
0.5754
0.392486
0.032115
ZNTL
2022-02-18
561,942
879,941
0.686038
0.656498
0.273151
0.07035
ZNTL
2022-02-25
491,389
677,063
0.709341
0.594359
0.353132
0.052509
ZNTL
2022-03-04
508,591
673,840
0.706941
0.658757
0.307809
0.033434
ZNTL
2022-03-11
649,225
807,434
0.747321
0.671091
0.2719
0.057009
ZNTL
2022-03-18
791,493
1,233,167
0.731237
0.66853
0.293018
0.038452
ZNTL
2022-03-25
466,148
624,673
0.730729
0.669482
0.274496
0.056021
ZNTL
2022-04-01
563,757
827,671
0.74916
0.658689
0.296387
0.044924
ZNTL
2022-04-08
2,462,584
3,762,291
0.667484
0.723577
0.246572
0.029851
ZNTL
2022-04-15
2,026,855
3,778,442
0.526539
0.674566
0.294475
0.030959
ZNTL
2022-04-22
782,227
1,346,213
0.671882
0.629328
0.341767
0.028905
ZNTL
2022-04-29
2,184,499
3,304,677
0.683421
0.721459
0.247444
0.031098
ZNTL
2022-05-06
1,162,415
1,706,912
0.732314
0.720225
0.241095
0.03868
ZNTL
2022-05-13
1,254,070
2,018,110
0.623432
0.645036
0.314565
0.040399
ZNTL
2022-05-20
3,091,992
4,386,809
0.774205
0.622778
0.33554
0.041682
ZNTL
2022-05-27
1,164,954
1,478,366
0.813293
0.535893
0.35807
0.106036
ZNTL
2022-06-03
1,075,051
1,274,431
0.84606
0.712731
0.251571
0.035697
ZNTL
2022-06-10
924,784
1,187,690
0.775339
0.666114
0.298693
0.035193
ZNTL
2022-06-17
936,606
1,353,877
0.717302
0.646313
0.308872
0.044815
ZNTL
2022-06-24
1,050,165
1,787,966
0.754199
0.644776
0.306538
0.048685
ZNTL
2022-07-01
928,598
1,596,992
0.731209
0.613369
0.348305
0.038325
ZNTL
2022-07-08
770,412
1,864,391
0.639431
0.598086
0.362431
0.039483
ZNTL
2022-07-15
763,464
1,302,000
0.707733
0.600496
0.33556
0.063943
ZNTL
2022-07-22
508,577
1,036,610
0.693834
0.561638
0.339114
0.099247
ZNTL
2022-07-29
444,386
771,174
0.747438
0.628932
0.306263
0.064805
ZNTL
2022-08-05
874,478
1,500,891
0.718504
0.671028
0.290964
0.038008
ZNTL
2022-08-12
1,631,726
2,589,698
0.719465
0.680534
0.283767
0.035699
ZNTL
2022-08-19
952,018
1,431,898
0.724561
0.694681
0.269744
0.035575
ZNTL
2022-08-26
676,339
1,120,984
0.678501
0.660386
0.277642
0.061972
ZNTL
2022-09-02
775,139
1,198,815
0.724961
0.678309
0.265843
0.055848
ZNTL
2022-09-09
708,155
1,112,963
0.689954
0.633579
0.317061
0.049359
ZNTL
2022-09-16
1,447,031
2,433,353
0.662899
0.598355
0.343773
0.057872
ZNTL
2022-09-23
569,576
981,414
0.610115
0.57143
0.356669
0.071901
ZNTL
2022-09-30
627,959
1,325,425
0.550661
0.51108
0.331405
0.157515
ZNTL
2022-10-07
669,228
1,471,311
0.6669
0.548756
0.322871
0.128373
ZNTL
2022-10-14
623,314
1,001,750
0.736954
0.586749
0.280682
0.132569
ZNTL
2022-10-21
483,056
714,220
0.717366
0.608156
0.321162
0.070682
ZNTL
2022-10-28
486,079
602,879
0.809962
0.609284
0.305701
0.085015