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
ZYXI
2021-07-30
674,753
1,353,948
0.562421
0.600695
0.336597
0.062708
ZYXI
2021-08-06
1,034,380
1,991,226
0.53471
0.748458
0.219347
0.032195
ZYXI
2021-08-13
372,476
721,606
0.602102
0.598344
0.347572
0.054085
ZYXI
2021-08-20
439,871
735,009
0.661527
0.65967
0.295719
0.044611
ZYXI
2021-08-27
216,743
516,866
0.575485
0.653624
0.293427
0.052949
ZYXI
2021-09-03
210,256
492,169
0.535612
0.60368
0.356568
0.039753
ZYXI
2021-09-10
225,994
572,742
0.569942
0.590658
0.315574
0.093768
ZYXI
2021-09-17
233,789
570,255
0.472895
0.665647
0.268174
0.066178
ZYXI
2021-09-24
200,171
429,692
0.597752
0.688947
0.279436
0.031617
ZYXI
2021-10-01
232,138
590,611
0.473047
0.620834
0.344563
0.034602
ZYXI
2021-10-08
163,927
588,472
0.457441
0.710016
0.246478
0.043506
ZYXI
2021-10-15
356,626
878,086
0.504438
0.724034
0.235233
0.040733
ZYXI
2021-10-22
126,533
352,382
0.472596
0.690147
0.251984
0.057869
ZYXI
2021-10-29
133,260
333,789
0.495835
0.624099
0.234544
0.141357
ZYXI
2021-11-05
529,908
1,107,639
0.559522
0.612784
0.340282
0.046934
ZYXI
2021-11-12
314,765
594,181
0.615528
0.662574
0.290201
0.047225
ZYXI
2021-11-19
301,753
568,081
0.601345
0.723564
0.232019
0.044416
ZYXI
2021-11-26
254,843
482,431
0.621317
0.694137
0.265803
0.040061
ZYXI
2021-12-03
230,113
500,984
0.52939
0.683256
0.262389
0.054355
ZYXI
2021-12-10
350,721
705,691
0.504346
0.723461
0.233858
0.042681
ZYXI
2021-12-17
548,919
1,365,009
0.424182
0.646352
0.317308
0.03634
ZYXI
2021-12-24
267,825
567,869
0.426433
0.720596
0.20989
0.069514
ZYXI
2021-12-31
331,539
677,650
0.590549
0.634987
0.327615
0.037399
ZYXI
2022-01-07
473,465
883,921
0.548439
0.65532
0.311142
0.033538
ZYXI
2022-01-14
331,411
596,757
0.561143
0.641277
0.322041
0.036682
ZYXI
2022-01-21
272,774
505,284
0.644622
0.753032
0.215361
0.031607
ZYXI
2022-01-28
778,268
1,093,316
0.735831
0.633841
0.333771
0.032388
ZYXI
2022-02-04
432,387
727,407
0.559136
0.659266
0.318122
0.022612
ZYXI
2022-02-11
348,742
553,235
0.530855
0.766577
0.206365
0.027058
ZYXI
2022-02-18
1,213,229
2,326,325
0.514578
0.631518
0.344837
0.023645
ZYXI
2022-02-25
494,630
1,058,816
0.494239
0.711521
0.25614
0.032339
ZYXI
2022-03-04
554,176
1,036,573
0.613117
0.658926
0.299456
0.041618
ZYXI
2022-03-11
602,395
979,184
0.596657
0.63117
0.344008
0.024822
ZYXI
2022-03-18
381,236
798,936
0.546405
0.698277
0.270137
0.031586
ZYXI
2022-03-25
592,123
1,043,899
0.627232
0.720868
0.247028
0.032104
ZYXI
2022-04-01
458,458
809,866
0.596901
0.707289
0.257301
0.035409
ZYXI
2022-04-08
538,758
932,697
0.642809
0.699344
0.273989
0.026666
ZYXI
2022-04-15
818,191
1,574,357
0.591539
0.706362
0.281481
0.012157
ZYXI
2022-04-22
569,959
988,063
0.612708
0.665627
0.309634
0.024738
ZYXI
2022-04-29
727,284
1,377,025
0.545103
0.734932
0.249099
0.015969
ZYXI
2022-05-06
808,258
1,399,817
0.579288
0.706947
0.274598
0.018456
ZYXI
2022-05-13
1,026,096
2,102,800
0.598403
0.653295
0.324617
0.022088
ZYXI
2022-05-20
571,229
951,053
0.656005
0.588385
0.387284
0.024331
ZYXI
2022-05-27
504,699
858,432
0.648903
0.646678
0.280453
0.072868
ZYXI
2022-06-03
463,840
795,080
0.584247
0.635201
0.320119
0.04468
ZYXI
2022-06-10
731,452
1,215,270
0.675535
0.63299
0.342587
0.024422
ZYXI
2022-06-17
728,555
1,114,149
0.765632
0.672111
0.312429
0.015461
ZYXI
2022-06-24
1,493,306
2,594,613
0.586831
0.743546
0.241588
0.014866
ZYXI
2022-07-01
317,419
507,156
0.722533
0.688769
0.29576
0.015471
ZYXI
2022-07-08
300,411
528,451
0.668637
0.686305
0.286699
0.026996
ZYXI
2022-07-15
330,741
616,371
0.617459
0.672214
0.304034
0.023752
ZYXI
2022-07-22
238,586
501,621
0.527281
0.578981
0.361105
0.059914
ZYXI
2022-07-29
402,624
807,202
0.671733
0.760806
0.222309
0.016884
ZYXI
2022-08-05
511,377
822,578
0.727297
0.757169
0.216617
0.026214
ZYXI
2022-08-12
513,737
759,477
0.715589
0.590461
0.39105
0.018489
ZYXI
2022-08-19
269,863
476,073
0.622333
0.513855
0.467433
0.018712
ZYXI
2022-08-26
152,216
237,812
0.61453
0.722272
0.249384
0.028344
ZYXI
2022-09-02
227,783
348,105
0.720631
0.714821
0.269132
0.016046
ZYXI
2022-09-09
187,905
282,592
0.726876
0.703187
0.270038
0.026774
ZYXI
2022-09-16
264,389
389,687
0.719519
0.613002
0.369096
0.017902
ZYXI
2022-09-23
249,272
380,389
0.766115
0.677702
0.257874
0.064424
ZYXI
2022-09-30
289,906
472,521
0.70033
0.678429
0.185879
0.135692
ZYXI
2022-10-07
234,326
373,932
0.656351
0.693672
0.194479
0.11185
ZYXI
2022-10-14
145,503
256,163
0.617085
0.713133
0.15336
0.133507
ZYXI
2022-10-21
135,668
234,234
0.613239
0.742025
0.209865
0.048111
ZYXI
2022-10-28
365,816
614,353
0.65951
0.73952
0.20172
0.05876
ZYXI
2022-11-04
666,078
1,139,467
0.608108
0.667119
0.288551
0.044329
ZYXI
2022-11-11
307,222
527,597
0.657058
0.635373
0.308671
0.055957
ZYXI
2022-11-18
413,325
719,460
0.61486
0.765786
0.191292
0.042921
ZYXI
2022-11-25
146,292
283,952
0.559904
0.659633
0.303374
0.036993
ZYXI
2022-12-02
207,931
350,014
0.565642
0.750441
0.207224
0.042335
ZYXI
2022-12-09
344,031
483,766
0.709471
0.764077
0.195683
0.04024
ZYXI
2022-12-16
253,614
427,972
0.641289
0.660913
0.280566
0.058521
ZYXI
2022-12-23
246,311
548,687
0.498831
0.693197
0.236344
0.070459
ZYXI
2022-12-30
141,445
229,749
0.613312
0.709583
0.221843
0.068574
ZYXI
2023-01-06
367,295
838,015
0.558375
0.673834
0.282126
0.04404
ZYXI
2023-01-13
374,376
845,067
0.44395
0.773131
0.19603
0.030839
ZYXI
2023-01-20
234,363
483,423
0.608078
0.719773
0.211392
0.068835
ZYXI
2023-01-27
190,489
370,386
0.563732
0.74728
0.193529
0.05919
ZYXI
2023-02-03
640,101
938,760
0.663942
0.727852
0.210036
0.062111
ZYXI
2023-02-10
623,190
1,053,107
0.641642
0.666589
0.246706
0.086704
ZYXI
2023-02-17
206,318
354,898
0.537864
0.724158
0.204162
0.07168
ZYXI
2023-02-24
200,571
313,813
0.641887
0.706874
0.22734
0.065786
ZYXI
2023-03-03
245,790
391,006
0.61041
0.70628
0.22755
0.066169
ZYXI
2023-03-10
845,718
1,357,026
0.609317
0.731086
0.225662
0.043252
ZYXI
2023-03-17
439,761
731,222
0.659463
0.667635
0.258008
0.074357
ZYXI
2023-03-24
235,553
402,636
0.637145
0.636388
0.285667
0.077945
ZYXI
2023-03-31
316,878
473,182
0.655907
0.652591
0.280384
0.067026
ZYXI
2023-04-07
221,516
352,073
0.605972
0.692614
0.256222
0.051165
ZYXI
2023-04-14
188,291
333,082
0.556465
0.709451
0.223505
0.067044
ZYXI
2023-04-21
115,668
215,555
0.551812
0.668871
0.236026
0.095103
ZYXI
2023-04-28
225,823
316,147
0.697064
0.655221
0.224693
0.120085
ZYXI
2023-05-05
4,141,182
5,399,338
0.715696
0.828769
0.130147
0.041084
ZYXI
2023-05-12
1,460,536
1,740,704
0.759549
0.79222
0.154023
0.053757
ZYXI
2023-05-19
428,812
654,226
0.628676
0.712888
0.241158
0.045955
ZYXI
2023-05-26
705,748
892,717
0.651521
0.805708
0.155139
0.039153
ZYXI
2023-06-02
268,715
394,471
0.717564
0.700643
0.237647
0.06171
ZYXI
2023-06-09
264,939
466,661
0.559605
0.789034
0.205922
0.005044
ZYXI
2023-06-16
434,893
812,873
0.612086
0.766835
0.228598
0.004566
ZYXI
2023-06-23
541,803
702,662
0.589611
0.847524
0.152276
0.0002