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
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
ZYXI
2023-06-30
133,421
249,216
0.60265
0.457714
0.530466
0.01182
ZYXI
2023-07-07
52,638
85,291
0.588047
0.011354
0.971934
0.016712
ZYXI
2023-07-14
46,657
69,626
0.659795
0.027685
0.954449
0.017866
ZYXI
2023-07-21
33,851
57,884
0.472091
0.023097
0.955534
0.021368
ZYXI
2023-07-28
58,900
100,069
0.676538
0.064639
0.868296
0.067065
ZYXI
2023-08-04
101,603
187,095
0.512119
0.0091
0.963651
0.027248
ZYXI
2023-08-11
106,268
144,318
0.612283
0.027677
0.963783
0.00854
ZYXI
2023-08-18
107,139
139,902
0.749739
0.024387
0.953321
0.022292
ZYXI
2023-08-25
113,004
147,947
0.70486
0.019387
0.904686
0.075927
ZYXI
2023-09-01
135,356
191,306
0.689286
0.026461
0.945424
0.028115
ZYXI
2023-09-08
351,862
429,205
0.804835
0.131883
0.853747
0.014369
ZYXI
2023-09-15
379,340
514,906
0.76927
0.04281
0.931736
0.025453
ZYXI
2023-09-22
106,901
278,364
0.424349
0.022259
0.949471
0.028269
ZYXI
2023-09-29
81,320
207,920
0.512874
0.030218
0.938946
0.030836
ZYXI
2023-10-06
76,729
197,619
0.497524
0.015301
0.975732
0.008968
ZYXI
2023-10-13
84,486
167,720
0.445024
0.017634
0.978859
0.003508
ZYXI
2023-10-20
105,292
173,473
0.48702
0.007875
0.985602
0.006523
ZYXI
2023-10-27
195,128
289,709
0.62232
0.053813
0.928348
0.017838
ZYXI
2023-11-03
167,310
249,447
0.734607
0.02311
0.954909
0.021981
ZYXI
2023-11-10
91,791
163,364
0.54741
0.041589
0.946271
0.012141
ZYXI
2023-11-17
125,672
183,580
0.657688
0.016815
0.926783
0.056402
ZYXI
2023-11-24
80,654
132,367
0.636044
0.032593
0.946429
0.020978
ZYXI
2023-12-01
67,641
123,442
0.572728
0.056488
0.923485
0.020027
ZYXI
2023-12-08
105,975
190,424
0.534394
0.02219
0.958672
0.019138
ZYXI
2023-12-15
97,552
176,840
0.49969
0.023225
0.949619
0.027156
ZYXI
2023-12-22
102,074
168,349
0.522983
0.03352
0.942182
0.024298
ZYXI
2023-12-29
44,805
95,988
0.401983
0.014054
0.965595
0.020351
ZYXI
2024-01-05
83,708
118,852
0.672226
0.020754
0.953283
0.025963
ZYXI
2024-01-12
123,954
169,511
0.631232
0.032485
0.954477
0.013038
ZYXI
2024-01-19
83,352
129,221
0.52776
0.025821
0.949572
0.024607
ZYXI
2024-01-26
68,547
125,060
0.53912
0.013116
0.955344
0.03154
ZYXI
2024-02-02
87,124
160,701
0.526738
0.016406
0.898841
0.084752
ZYXI
2024-02-09
93,293
155,149
0.537899
0.037366
0.936273
0.026361
ZYXI
2024-02-16
91,869
151,919
0.536475
0.027716
0.870772
0.101511
ZYXI
2024-02-23
42,182
75,349
0.581581
0.02694
0.930342
0.042718
ZYXI
2024-03-01
123,327
220,918
0.669076
0.049713
0.876852
0.073434
ZYXI
2024-03-08
69,338
135,155
0.508028
0.009234
0.970434
0.020332
ZYXI
2024-03-15
41,634
71,653
0.633304
0.04733
0.884953
0.067717
ZYXI
2024-03-22
36,003
59,724
0.557022
0.011647
0.945311
0.043042
ZYXI
2024-03-29
22,454
39,497
0.501874
0.01282
0.946824
0.040356
ZYXI
2024-04-05
34,967
62,931
0.582326
0.032907
0.934517
0.032576
ZYXI
2024-04-12
27,128
54,543
0.527293
0.05091
0.897148
0.051941
ZYXI
2024-04-19
45,779
67,909
0.577134
0.025133
0.951345
0.023522
ZYXI
2024-04-26
46,530
73,057
0.652413
0.034211
0.882029
0.08376
ZYXI
2024-05-03
55,944
87,992
0.545331
0.031682
0.813354
0.154965
ZYXI
2024-05-10
43,308
57,980
0.668782
0.033716
0.759938
0.206347
ZYXI
2024-05-17
21,103
35,973
0.529165
0.00529
0.868321
0.126389
ZYXI
2024-05-24
18,344
28,150
0.635668
0.020854
0.740332
0.238814
ZYXI
2024-05-31
26,828
41,025
0.596517
0.10396
0.812266
0.083774
ZYXI
2024-06-07
70,465
96,210
0.706584
0.023722
0.894982
0.081296
ZYXI
2024-06-14
33,657
54,234
0.552915
0.015249
0.856232
0.12852
ZYXI
2024-06-21
16,195
25,326
0.596276
0.023701
0.572907
0.403392
ZYXI
2024-06-28
21,497
35,098
0.562927
0.039007
0.635597
0.325396
ZYXI
2024-07-05
14,979
27,345
0.549111
0.041646
0.719732
0.238623
ZYXI
2024-07-12
15,080
27,780
0.402572
0.012854
0.700744
0.286402
ZYXI
2024-07-19
40,849
58,283
0.630536
0.015318
0.731375
0.253307
ZYXI
2024-07-26
64,699
108,729
0.565269
0.020592
0.662449
0.31696
ZYXI
2024-08-02
49,446
92,404
0.53592
0.039761
0.766597
0.193642
ZYXI
2024-08-09
20,573
35,872
0.586335
0.030426
0.802295
0.167279
ZYXI
2024-08-16
21,270
30,082
0.597857
0.017215
0.904824
0.077961
ZYXI
2024-08-23
12,851
22,396
0.579513
0.101992
0.636977
0.261031
ZYXI
2024-08-30
13,234
26,595
0.429046
0.018327
0.845125
0.136548
ZYXI
2024-09-06
10,870
19,613
0.579042
0.108008
0.797442
0.094549
ZYXI
2024-09-13
9,501
16,109
0.645883
0.060738
0.871633
0.067628
ZYXI
2024-09-20
17,883
35,433
0.582641
0.04904
0.74692
0.20404
ZYXI
2024-09-27
18,384
35,251
0.479402
0.015548
0.743687
0.240765