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
ZVRA
2023-09-01
39,591
52,731
0.771408
0.099946
0.841086
0.058968
ZVRA
2023-09-08
54,909
63,016
0.895928
0.029789
0.917929
0.052282
ZVRA
2023-09-15
38,861
55,043
0.788116
0.106824
0.828142
0.065034
ZVRA
2023-09-22
62,273
65,662
0.911745
0.019974
0.946036
0.03399
ZVRA
2023-09-29
25,211
37,857
0.791177
0.107789
0.818299
0.073911
ZVRA
2023-10-06
28,339
37,774
0.816175
0.036313
0.899385
0.064303
ZVRA
2023-10-13
26,973
35,184
0.580399
0.053054
0.863483
0.083463
ZVRA
2023-10-20
16,597
31,916
0.51471
0.016835
0.976241
0.006923
ZVRA
2023-10-27
21,118
30,246
0.588394
0.124779
0.858572
0.016649
ZVRA
2023-11-03
18,321
24,610
0.655817
0.015883
0.836605
0.147512
ZVRA
2023-11-10
49,165
70,262
0.756091
0.052661
0.904682
0.042658
ZVRA
2023-11-17
92,300
105,914
0.813263
0.059005
0.897104
0.043891
ZVRA
2023-11-24
32,671
68,862
0.361425
0.031542
0.944973
0.023485
ZVRA
2023-12-01
40,891
76,075
0.382256
0.067292
0.919716
0.012991
ZVRA
2023-12-08
41,247
83,858
0.438247
0.201857
0.784759
0.013384
ZVRA
2023-12-15
43,100
67,006
0.443809
0.006364
0.974024
0.019613
ZVRA
2023-12-22
38,959
80,485
0.427462
0.022958
0.944092
0.032951
ZVRA
2023-12-29
149,056
255,257
0.460532
0.026691
0.938415
0.034894
ZVRA
2024-01-05
88,954
131,952
0.625065
0.040839
0.905633
0.053528
ZVRA
2024-01-12
63,031
95,636
0.612154
0.063538
0.911479
0.024983
ZVRA
2024-01-19
47,915
75,660
0.632491
0.067022
0.902771
0.030206
ZVRA
2024-01-26
82,058
111,896
0.764074
0.029193
0.956855
0.013952
ZVRA
2024-02-02
88,778
124,930
0.618898
0.038593
0.94376
0.017647
ZVRA
2024-02-09
77,080
100,154
0.642231
0.037123
0.93884
0.024037
ZVRA
2024-02-16
128,160
169,913
0.603143
0.027822
0.960238
0.011941
ZVRA
2024-02-23
42,287
59,765
0.630494
0.02069
0.952956
0.026354
ZVRA
2024-03-01
46,993
68,316
0.617195
0.020224
0.959786
0.019989
ZVRA
2024-03-08
71,129
130,492
0.534379
0.054072
0.899632
0.046296
ZVRA
2024-03-15
69,315
92,916
0.596366
0.011086
0.969773
0.019141
ZVRA
2024-03-22
67,092
87,441
0.688261
0.023784
0.948092
0.028124
ZVRA
2024-03-29
76,240
96,569
0.686041
0.03621
0.924266
0.039523
ZVRA
2024-04-05
67,766
96,383
0.821291
0.008986
0.923293
0.067721
ZVRA
2024-04-12
59,634
73,083
0.901997
0.025731
0.944971
0.029298
ZVRA
2024-04-19
136,824
174,438
0.715247
0.070956
0.866342
0.062702
ZVRA
2024-04-26
77,701
92,995
0.824409
0.057775
0.885785
0.056441
ZVRA
2024-05-03
77,134
87,187
0.839858
0.043065
0.900117
0.056818
ZVRA
2024-05-10
104,142
121,001
0.727474
0.010969
0.85869
0.13034
ZVRA
2024-05-17
52,180
68,794
0.637436
0.001811
0.851552
0.146636
ZVRA
2024-05-24
34,630
44,063
0.631745
0.026445
0.758825
0.21473
ZVRA
2024-05-31
29,032
39,856
0.638536
0.033853
0.825252
0.140895
ZVRA
2024-06-07
42,131
55,869
0.757189
0.053951
0.725665
0.220383
ZVRA
2024-06-14
48,986
73,078
0.561026
0.026653
0.708153
0.265194
ZVRA
2024-06-21
28,448
39,787
0.650748
0.060419
0.816946
0.122635
ZVRA
2024-06-28
57,064
73,443
0.692071
0.016475
0.814407
0.169117
ZVRA
2024-07-05
58,011
80,146
0.723659
0.064123
0.804737
0.13114
ZVRA
2024-07-12
253,708
344,134
0.6245
0.017905
0.885624
0.096471
ZVRA
2024-07-19
113,291
236,143
0.532484
0.027453
0.848353
0.124193
ZVRA
2024-07-26
124,811
159,322
0.721172
0.036226
0.795638
0.168135
ZVRA
2024-08-02
315,991
597,378
0.649312
0.031649
0.903493
0.064858
ZVRA
2024-08-09
579,795
1,168,296
0.511925
0.019635
0.940967
0.039398
ZVRA
2024-08-16
190,482
333,056
0.60421
0.014858
0.951173
0.033969
ZVRA
2024-08-23
238,753
370,101
0.672399
0.02803
0.885759
0.08621
ZVRA
2024-08-30
112,430
148,887
0.743663
0.009002
0.90553
0.085468
ZVRA
2024-09-06
99,422
199,850
0.469537
0.016329
0.951523
0.032148
ZVRA
2024-09-13
114,587
250,660
0.494639
0.01565
0.931886
0.052464
ZVRA
2024-09-20
374,077
519,027
0.658063
0.012311
0.928704
0.058985
ZVRA
2024-09-27
414,658
625,630
0.649208
0.046972
0.925435
0.027594
ZVRA
2024-10-04
177,554
247,757
0.777727
0.049136
0.874789
0.076075
ZVRA
2024-10-11
264,109
373,304
0.693242
0.029864
0.911154
0.058982
ZVRA
2024-10-18
79,967
153,377
0.59678
0.015311
0.978133
0.006556
ZVRA
2024-10-25
65,940
148,484
0.574022
0.029929
0.968154
0.001917
ZVRA
2024-11-01
73,774
151,838
0.446182
0.013518
0.978842
0.00764
ZVRA
2024-11-08
81,103
144,025
0.511111
0.023318
0.975085
0.001598
ZVRA
2024-11-15
125,178
260,451
0.526095
0.026352
0.972602
0.001045
ZVRA
2024-11-22
128,895
242,767
0.442375
0.011928
0.987817
0.000255
ZVRA
2024-11-29
26,099
71,028
0.487668
0.038972
0.961028
0
ZVRA
2024-12-06
94,581
184,262
0.497113
0.022608
0.970687
0.006705
ZVRA
2024-12-13
72,301
108,448
0.636098
0.034941
0.960632
0.004427
ZVRA
2024-12-20
148,551
220,107
0.670553
0.020612
0.97749
0.001898
ZVRA
2024-12-27
76,007
87,143
0.764557
0.015272
0.983647
0.001081
ZVRA
2025-01-03
96,886
114,674
0.703457
0.003545
0.996455
0
ZVRA
2025-01-10
150,610
166,872
0.700607
0.016203
0.982884
0.000913
ZVRA
2025-01-17
108,527
117,603
0.797346
0.028181
0.971819
0
ZVRA
2025-01-24
76,582
88,098
0.763515
0.02318
0.97682
0
ZVRA
2025-01-31
72,960
104,333
0.76807
0.017166
0.981949
0.000885
ZVRA
2025-02-07
69,414
91,392
0.729928
0.014911
0.98295
0.002139
ZVRA
2025-02-14
90,710
153,777
0.760135
0.028112
0.968611
0.003277
ZVRA
2025-02-21
49,637
70,526
0.535272
0.014976
0.985024
0
ZVRA
2025-02-28
106,037
126,263
0.744188
0.051676
0.948324
0
ZVRA
2025-03-07
94,789
114,006
0.75163
0.028762
0.971177
0.000061
ZVRA
2025-03-14
179,393
232,936
0.765469
0.031767
0.965024
0.003209
ZVRA
2025-03-21
102,653
193,501
0.788248
0.020334
0.968676
0.01099
ZVRA
2025-03-28
88,877
111,819
0.755935
0.043272
0.953712
0.003016
ZVRA
2025-04-04
71,823
83,260
0.768631
0.00959
0.989088
0.001321
ZWS
2021-10-08
4,783,578
9,226,053
0.567199
0.511653
0.474893
0.013454
ZWS
2021-10-15
3,691,050
7,837,370
0.613041
0.38262
0.593452
0.023928
ZWS
2021-10-22
2,006,088
3,673,605
0.542479
0.328914
0.65219
0.018896
ZWS
2021-10-29
2,481,978
4,028,570
0.558317
0.347606
0.578656
0.073738
ZWS
2021-11-05
1,295,510
4,839,649
0.280734
0.332886
0.638237
0.028877
ZWS
2021-11-12
1,537,868
3,982,967
0.409102
0.519214
0.454709
0.026076
ZWS
2021-11-19
1,929,648
3,357,850
0.48359
0.478807
0.504448
0.016745
ZWS
2021-11-26
796,452
2,171,246
0.502603
0.400824
0.570336
0.02884
ZWS
2021-12-03
1,478,125
3,519,081
0.48593
0.309454
0.664479
0.026067
ZWS
2021-12-10
1,138,603
2,185,323
0.561413
0.305393
0.667077
0.02753
ZWS
2021-12-17
1,740,055
4,752,523
0.50117
0.347157
0.629556
0.023287
ZWS
2021-12-24
758,440
1,750,021
0.526474
0.335072
0.601188
0.06374
ZWS
2021-12-31
756,597
1,721,849
0.47516
0.289759
0.687945
0.022296
ZWS
2022-01-07
883,548
1,922,110
0.479817
0.314929
0.658221
0.02685
ZWS
2022-01-14
1,019,979
5,000,253
0.264481
0.325137
0.651485
0.023378
ZWS
2022-01-21
1,082,166
3,212,553
0.474619
0.333704
0.633998
0.032298