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
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
ZWS
2022-01-28
1,299,007
4,231,335
0.35387
0.273849
0.691776
0.034375
ZWS
2022-02-04
2,326,162
5,627,646
0.519905
0.408818
0.561234
0.029949
ZWS
2022-02-11
1,664,346
3,109,515
0.602909
0.392064
0.577346
0.03059
ZWS
2022-02-18
3,673,197
6,250,005
0.681239
0.423904
0.547726
0.02837
ZWS
2022-02-25
1,338,883
2,260,964
0.649028
0.406478
0.566493
0.027029
ZWS
2022-03-04
1,486,268
2,922,386
0.579008
0.388404
0.569752
0.041844
ZWS
2022-03-11
1,440,237
3,169,912
0.501311
0.364995
0.592954
0.042051
ZWS
2022-03-18
2,203,032
5,110,194
0.532935
0.378357
0.599176
0.022467
ZWS
2022-03-25
1,448,736
2,933,868
0.557013
0.395519
0.581597
0.022884
ZWS
2022-04-01
1,655,093
2,993,944
0.518541
0.321021
0.657137
0.021841
ZWS
2022-04-08
1,754,098
2,968,575
0.657986
0.387473
0.588077
0.02445
ZWS
2022-04-15
1,030,647
1,916,547
0.644064
0.381641
0.591483
0.026876
ZWS
2022-04-22
2,432,323
4,546,454
0.634205
0.350694
0.627801
0.021505
ZWS
2022-04-29
2,709,960
4,586,220
0.586063
0.387126
0.58513
0.027745
ZWS
2022-05-06
2,049,439
3,492,199
0.567375
0.428878
0.552856
0.018266
ZWS
2022-05-13
2,232,028
3,957,782
0.574486
0.379402
0.597105
0.023493
ZWS
2022-05-20
1,956,825
4,198,694
0.535436
0.364233
0.617906
0.017862
ZWS
2022-05-27
1,255,707
2,723,467
0.494259
0.296813
0.647406
0.055781
ZWS
2022-06-03
1,570,581
2,941,975
0.608403
0.369507
0.603864
0.026629
ZWS
2022-06-10
1,245,934
2,111,070
0.629185
0.323048
0.650474
0.026478
ZWS
2022-06-17
2,007,109
3,614,000
0.678024
0.291498
0.685616
0.022886
ZWS
2022-06-24
1,501,310
3,925,533
0.559857
0.295772
0.681532
0.022696
ZWS
2022-07-01
1,104,698
2,297,692
0.49843
0.365086
0.609505
0.025409
ZWS
2022-07-08
2,070,836
3,549,686
0.62047
0.400691
0.565246
0.034063
ZWS
2022-07-15
1,705,933
2,951,902
0.596832
0.334206
0.65058
0.015214
ZWS
2022-07-22
3,018,270
5,436,997
0.572098
0.49257
0.474761
0.032669
ZWS
2022-07-29
3,202,501
7,768,018
0.477836
0.426764
0.554052
0.019183
ZWS
2022-08-05
2,151,034
5,023,562
0.458023
0.392824
0.595012
0.012164
ZWS
2022-08-12
1,329,201
3,142,188
0.410526
0.276215
0.705441
0.018344
ZWS
2022-08-19
1,257,157
2,643,920
0.475947
0.279036
0.70864
0.012324
ZWS
2022-08-26
925,142
2,079,514
0.443821
0.254826
0.729568
0.015606
ZWS
2022-09-02
1,290,277
2,500,183
0.522741
0.303127
0.677783
0.01909
ZWS
2022-09-09
1,159,758
2,618,168
0.463634
0.285604
0.699029
0.015367
ZWS
2022-09-16
2,981,912
5,975,054
0.52297
0.280835
0.709342
0.009823
ZWS
2022-09-23
2,957,294
4,292,954
0.691652
0.244027
0.737864
0.018109
ZWS
2022-09-30
1,753,078
2,621,222
0.680382
0.227335
0.713754
0.058911
ZWS
2022-10-07
1,836,826
3,276,193
0.588667
0.298852
0.627604
0.073545
ZWS
2022-10-14
1,805,463
3,546,875
0.516789
0.288903
0.626059
0.085038
ZWS
2022-10-21
2,807,706
6,206,333
0.638474
0.313257
0.660459
0.026284
ZWS
2022-10-28
3,819,430
10,637,743
0.365369
0.431293
0.55314
0.015568
ZWS
2022-11-04
1,856,123
5,115,630
0.413794
0.318455
0.662242
0.019303
ZWS
2022-11-11
1,669,304
6,626,118
0.292372
0.315624
0.65745
0.026926
ZWS
2022-11-18
1,468,011
3,945,792
0.322714
0.254416
0.727948
0.017636
ZWS
2022-11-25
1,054,448
2,401,861
0.353308
0.34523
0.641706
0.013064
ZWS
2022-12-02
2,444,320
4,504,291
0.439663
0.325657
0.665916
0.008427
ZWS
2022-12-09
1,623,732
2,720,471
0.598418
0.419271
0.564931
0.015798
ZWS
2022-12-16
2,685,748
5,540,666
0.532569
0.36515
0.614246
0.020604
ZWS
2022-12-23
1,590,244
3,139,361
0.516698
0.319944
0.662806
0.01725
ZWS
2022-12-30
1,133,802
1,850,043
0.609671
0.269476
0.714241
0.016283
ZWS
2023-01-06
1,541,025
2,549,368
0.610433
0.319497
0.654122
0.02638
ZWS
2023-01-13
1,276,958
2,810,158
0.515743
0.299522
0.688311
0.012167
ZWS
2023-01-20
2,156,905
9,768,498
0.345321
0.467094
0.515972
0.016934
ZWS
2023-01-27
1,938,373
7,766,102
0.392647
0.357366
0.623899
0.018735
ZWS
2023-02-03
1,966,430
5,240,560
0.419247
0.306191
0.675299
0.01851
ZWS
2023-02-10
3,009,201
8,325,234
0.478508
0.422576
0.556406
0.021018
ZWS
2023-02-17
1,938,724
4,464,991
0.515606
0.352646
0.615477
0.031877
ZWS
2023-02-24
2,546,586
4,078,656
0.599567
0.471501
0.508063
0.020435
ZWS
2023-03-03
2,217,209
3,863,654
0.680599
0.359255
0.620336
0.020409
ZWS
2023-03-10
2,332,352
3,751,603
0.680367
0.390512
0.59227
0.017218
ZWS
2023-03-17
3,346,644
6,415,593
0.609775
0.30706
0.666984
0.025955
ZWS
2023-03-24
1,847,777
4,209,674
0.432931
0.254685
0.725069
0.020246
ZWS
2023-03-31
1,862,733
4,366,458
0.522265
0.338984
0.634282
0.026734
ZWS
2023-04-07
1,870,763
3,264,026
0.547353
0.381565
0.589691
0.028744
ZWS
2023-04-14
1,885,792
3,317,850
0.617006
0.383132
0.595655
0.021213
ZWS
2023-04-21
3,227,695
6,103,690
0.559614
0.285331
0.694177
0.020492
ZWS
2023-04-28
4,497,736
6,761,974
0.73423
0.419288
0.558526
0.022186
ZWS
2023-05-05
2,643,934
4,415,862
0.650329
0.327032
0.649255
0.023714
ZWS
2023-05-12
2,132,543
3,585,421
0.613087
0.243623
0.738153
0.018224
ZWS
2023-05-19
2,622,531
4,386,590
0.692463
0.39413
0.573967
0.031902
ZWS
2023-05-26
2,940,533
4,715,368
0.678028
0.371484
0.603116
0.0254
ZWS
2023-06-02
3,582,416
5,831,047
0.71633
0.441748
0.544917
0.013335
ZWS
2023-06-09
3,838,904
6,199,305
0.705492
0.446419
0.55253
0.001052
ZWS
2023-06-16
2,331,508
4,887,485
0.536434
0.250146
0.748535
0.00132
ZWS
2023-06-23
3,956,345
6,839,782
0.655939
0.277556
0.721799
0.000645
ZWS
2023-06-30
1,219,322
2,435,554
0.599908
0.193329
0.805048
0.001623
ZWS
2023-07-07
683,964
1,215,517
0.695459
0.012521
0.983979
0.0035
ZWS
2023-07-14
1,044,258
1,702,505
0.688961
0.015903
0.982632
0.001466
ZWS
2023-07-21
1,524,190
2,651,644
0.577496
0.012661
0.985703
0.001636
ZWS
2023-07-28
1,362,115
3,188,987
0.403601
0.029801
0.96924
0.000959
ZWS
2023-08-04
899,629
1,575,164
0.511625
0.013332
0.985976
0.000692
ZWS
2023-08-11
775,595
1,248,113
0.688531
0.033802
0.964382
0.001817