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
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
ZWS
2023-08-18
877,700
1,222,000
0.779115
0.007731
0.990672
0.001597
ZWS
2023-08-25
813,683
1,303,020
0.598102
0.018606
0.980069
0.001325
ZWS
2023-09-01
748,696
1,378,013
0.617861
0.0239
0.974983
0.001117
ZWS
2023-09-08
566,047
870,041
0.657056
0.010265
0.986759
0.002976
ZWS
2023-09-15
1,097,776
2,407,930
0.698112
0.03048
0.966219
0.003301
ZWS
2023-09-22
699,168
1,164,372
0.676198
0.011327
0.983904
0.004769
ZWS
2023-09-29
1,005,754
1,666,292
0.587895
0.018388
0.978403
0.003209
ZWS
2023-10-06
1,278,840
2,181,055
0.681058
0.029544
0.96806
0.002396
ZWS
2023-10-13
1,006,457
1,680,240
0.686147
0.015876
0.981263
0.002861
ZWS
2023-10-20
1,976,049
3,051,515
0.726012
0.013751
0.98476
0.001489
ZWS
2023-10-27
1,266,040
2,040,788
0.680754
0.020968
0.976852
0.00218
ZWS
2023-11-03
1,789,199
2,921,649
0.620611
0.025193
0.971604
0.003203
ZWS
2023-11-10
1,257,727
2,311,354
0.68482
0.025349
0.969958
0.004693
ZWS
2023-11-17
1,445,635
2,423,740
0.646899
0.020631
0.976272
0.003097
ZWS
2023-11-24
1,378,285
1,895,742
0.764455
0.013723
0.985147
0.00113
ZWS
2023-12-01
1,367,828
2,611,082
0.555662
0.032778
0.966058
0.001163
ZWS
2023-12-08
951,783
1,613,258
0.546072
0.015381
0.982147
0.002472
ZWS
2023-12-15
1,543,174
3,243,866
0.543167
0.011977
0.987224
0.000799
ZWS
2023-12-22
881,671
1,940,848
0.423367
0.036185
0.962972
0.000842
ZWS
2023-12-29
565,879
1,100,139
0.591707
0.022175
0.97586
0.001965
ZWS
2024-01-05
736,559
1,293,973
0.7061
0.013541
0.983133
0.003326
ZWS
2024-01-12
825,066
1,458,529
0.534267
0.013648
0.985181
0.001171
ZWS
2024-01-19
1,011,748
1,860,787
0.64442
0.009431
0.988835
0.001735
ZWS
2024-01-26
849,957
1,744,652
0.440766
0.01018
0.988587
0.001233
ZWS
2024-02-02
1,128,940
1,739,583
0.745095
0.015104
0.981528
0.003368
ZWS
2024-02-09
2,329,158
3,469,921
0.666222
0.012387
0.981684
0.005928
ZWS
2024-02-16
1,240,341
2,200,313
0.562246
0.011999
0.984212
0.003789
ZWS
2024-02-23
755,182
1,215,529
0.523449
0.017086
0.980425
0.002489
ZWS
2024-03-01
685,662
1,232,546
0.607268
0.005125
0.991424
0.003451
ZWS
2024-03-08
597,778
1,299,190
0.399391
0.00269
0.994452
0.002858
ZWS
2024-03-15
938,521
1,966,242
0.591405
0.010862
0.986944
0.002195
ZWS
2024-03-22
557,126
1,264,130
0.476627
0.00425
0.989791
0.005958
ZWS
2024-03-29
429,207
1,160,120
0.513279
0.012837
0.984932
0.002231
ZWS
2024-04-05
655,172
1,303,114
0.636632
0.009239
0.984957
0.005804
ZWS
2024-04-12
833,658
1,416,489
0.662722
0.009262
0.985211
0.005526
ZWS
2024-04-19
1,082,752
2,048,416
0.691719
0.008025
0.984013
0.007962
ZWS
2024-04-26
1,364,085
2,502,494
0.615574
0.01124
0.972546
0.016214
ZWS
2024-05-03
910,975
1,803,994
0.579983
0.005143
0.981517
0.01334
ZWS
2024-05-10
722,197
1,295,771
0.546482
0.00407
0.990685
0.005246
ZWS
2024-05-17
659,745
1,209,402
0.487564
0.003796
0.99412
0.002084
ZWS
2024-05-24
759,191
1,369,717
0.67932
0.009113
0.987088
0.003799
ZWS
2024-05-31
710,311
1,457,890
0.617869
0.007329
0.988432
0.004239
ZWS
2024-06-07
621,547
1,260,840
0.542991
0.008615
0.982831
0.008554
ZWS
2024-06-14
942,984
1,782,379
0.534621
0.005223
0.989112
0.005665
ZWS
2024-06-21
861,346
2,054,869
0.509865
0.00432
0.992284
0.003396
ZWS
2024-06-28
1,108,716
3,480,670
0.374511
0.011177
0.983258
0.005565
ZWS
2024-07-05
424,731
1,231,587
0.443582
0.008932
0.980763
0.010305
ZWS
2024-07-12
912,141
2,063,409
0.48947
0.006227
0.981166
0.012607
ZWS
2024-07-19
975,793
1,899,408
0.587726
0.011697
0.98329
0.005012
ZWS
2024-07-26
861,685
1,515,828
0.589427
0.01105
0.981773
0.007177
ZWS
2024-08-02
1,119,686
2,109,933
0.607044
0.012675
0.972916
0.014409
ZWS
2024-08-09
932,400
1,658,130
0.672142
0.012509
0.974561
0.01293
ZWS
2024-08-16
551,016
1,025,600
0.654611
0.008692
0.979825
0.011483
ZWS
2024-08-23
516,468
919,999
0.552842
0.009495
0.973954
0.016551
ZWS
2024-08-30
600,216
1,073,333
0.628452
0.008355
0.984741
0.006904
ZWS
2024-09-06
745,925
1,219,316
0.74358
0.010203
0.984643
0.005154
ZWS
2024-09-13
1,707,686
4,060,316
0.525721
0.020118
0.968326
0.011557
ZWS
2024-09-20
11,376,042
20,562,775
0.70923
0.026199
0.954055
0.019746
ZWS
2024-09-27
1,459,411
2,338,427
0.681285
0.007712
0.987255
0.005033
ZWS
2024-10-04
1,333,926
2,261,402
0.70185
0.011276
0.978288
0.010436
ZWS
2024-10-11
1,171,068
1,951,537
0.663446
0.006559
0.989507
0.003934
ZWS
2024-10-18
2,658,945
3,671,824
0.69874
0.004773
0.995028
0.000199
ZWS
2024-10-25
1,090,175
1,799,920
0.618143
0.011711
0.988161
0.000129
ZWS
2024-11-01
1,554,848
2,342,983
0.721481
0.010874
0.987399
0.001727
ZWS
2024-11-08
1,628,405
2,473,434
0.606427
0.009688
0.989746
0.000567
ZWS
2024-11-15
957,041
1,541,348
0.712002
0.010812
0.988835
0.000353
ZWS
2024-11-22
721,925
1,321,258
0.696574
0.010249
0.989557
0.000194
ZWS
2024-11-29
767,689
1,361,235
0.699949
0.017333
0.982503
0.000164
ZWS
2024-12-06
864,994
1,508,823
0.702433
0.01211
0.98084
0.00705
ZWS
2024-12-13
837,789
1,387,427
0.64938
0.009373
0.986542
0.004085
ZWS
2024-12-20
2,064,816
3,768,450
0.666405
0.004349
0.991935
0.003716
ZWS
2024-12-27
440,792
733,949
0.571444
0.007963
0.984516
0.007521
ZWS
2025-01-03
485,802
848,295
0.65672
0.00467
0.98951
0.00582
ZWS
2025-01-10
795,031
1,320,160
0.65242
0.009821
0.988536
0.001643
ZWS
2025-01-17
1,299,832
2,521,828
0.646883
0.005764
0.991938
0.002297
ZWS
2025-01-24
533,285
1,009,796
0.678177
0.006607
0.991372
0.002022
ZWS
2025-01-31
871,176
1,401,098
0.753865
0.007934
0.991652
0.000415
ZWS
2025-02-07
1,240,376
1,774,395
0.737312
0.011394
0.980161
0.008445
ZWS
2025-02-14
1,197,864
2,712,308
0.543119
0.024284
0.973053
0.002664
ZWS
2025-02-21
610,741
1,314,305
0.624289
0.011498
0.987106
0.001395
ZWS
2025-02-28
868,886
1,625,273
0.686861
0.014294
0.98406
0.001646
ZWS
2025-03-07
918,580
1,893,353
0.702582
0.019061
0.978786
0.002153