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
ZUMZ
2022-01-21
380,226
489,189
0.738535
0.640676
0.315853
0.043471
ZUMZ
2022-01-28
428,043
546,279
0.76768
0.664042
0.278103
0.057855
ZUMZ
2022-02-04
337,883
413,373
0.859258
0.683534
0.262164
0.054302
ZUMZ
2022-02-11
334,538
410,140
0.801634
0.684949
0.274145
0.040906
ZUMZ
2022-02-18
292,062
358,200
0.796751
0.684631
0.277741
0.037628
ZUMZ
2022-02-25
363,846
434,564
0.855447
0.698464
0.257264
0.044272
ZUMZ
2022-03-04
798,840
961,263
0.817131
0.709226
0.241385
0.049389
ZUMZ
2022-03-11
1,558,203
2,182,196
0.792059
0.687159
0.264335
0.048506
ZUMZ
2022-03-18
764,060
938,863
0.804967
0.623822
0.312801
0.063377
ZUMZ
2022-03-25
384,197
486,279
0.811689
0.700952
0.244619
0.054429
ZUMZ
2022-04-01
440,774
565,040
0.819636
0.669269
0.283718
0.047013
ZUMZ
2022-04-08
415,193
515,312
0.830283
0.641033
0.314845
0.044122
ZUMZ
2022-04-15
249,203
351,238
0.733591
0.690014
0.25523
0.054757
ZUMZ
2022-04-22
325,299
401,725
0.837376
0.668534
0.288048
0.043418
ZUMZ
2022-04-29
351,319
414,129
0.832021
0.710098
0.230972
0.058931
ZUMZ
2022-05-06
390,570
507,271
0.821081
0.65373
0.279161
0.067108
ZUMZ
2022-05-13
444,711
551,971
0.842623
0.661585
0.280293
0.058122
ZUMZ
2022-05-20
493,874
591,898
0.824048
0.673564
0.272319
0.054117
ZUMZ
2022-05-27
712,559
875,411
0.827304
0.627263
0.26826
0.104478
ZUMZ
2022-06-03
850,822
1,171,593
0.756299
0.686103
0.270906
0.042992
ZUMZ
2022-06-10
884,113
1,169,083
0.815988
0.609389
0.343356
0.047254
ZUMZ
2022-06-17
730,270
914,406
0.842988
0.642261
0.301709
0.05603
ZUMZ
2022-06-24
411,247
591,180
0.71751
0.604032
0.344753
0.051214
ZUMZ
2022-07-01
349,539
540,812
0.647317
0.578424
0.359232
0.062343
ZUMZ
2022-07-08
392,640
603,204
0.641598
0.626975
0.298309
0.074716
ZUMZ
2022-07-15
393,131
576,901
0.650342
0.63187
0.30991
0.05822
ZUMZ
2022-07-22
354,909
560,674
0.554682
0.65561
0.247803
0.096586
ZUMZ
2022-07-29
341,995
497,017
0.677318
0.673273
0.284356
0.042371
ZUMZ
2022-08-05
338,929
445,004
0.741923
0.633389
0.309648
0.056963
ZUMZ
2022-08-12
686,009
869,071
0.739011
0.740933
0.21633
0.042737
ZUMZ
2022-08-19
490,929
658,396
0.738204
0.734941
0.222516
0.042543
ZUMZ
2022-08-26
447,366
567,105
0.804698
0.672839
0.294498
0.032663
ZUMZ
2022-09-02
520,685
639,220
0.788002
0.695103
0.26209
0.042807
ZUMZ
2022-09-09
1,683,880
2,375,772
0.730061
0.736426
0.232783
0.030791
ZUMZ
2022-09-16
1,074,723
1,719,613
0.687705
0.633732
0.319013
0.047255
ZUMZ
2022-09-23
451,556
732,501
0.645597
0.602415
0.354428
0.043157
ZUMZ
2022-09-30
507,231
718,931
0.725505
0.621532
0.255527
0.122941
ZUMZ
2022-10-07
588,877
819,032
0.781924
0.708031
0.182934
0.109035
ZUMZ
2022-10-14
343,758
471,782
0.735288
0.566905
0.325162
0.107933
ZUMZ
2022-10-21
373,143
495,927
0.783259
0.644584
0.310559
0.044857
ZUMZ
2022-10-28
312,886
511,036
0.554059
0.630782
0.342335
0.026883
ZUMZ
2022-11-04
219,887
344,290
0.661147
0.590359
0.367368
0.042273
ZUMZ
2022-11-11
322,795
520,277
0.620881
0.586123
0.348256
0.065621
ZUMZ
2022-11-18
359,250
519,421
0.637773
0.593393
0.342847
0.06376
ZUMZ
2022-11-25
295,521
454,742
0.648363
0.719709
0.227929
0.052362
ZUMZ
2022-12-02
1,572,267
2,002,972
0.748648
0.710627
0.257971
0.031402
ZUMZ
2022-12-09
822,371
1,166,563
0.757379
0.603297
0.35195
0.044753
ZUMZ
2022-12-16
533,910
799,427
0.692248
0.559321
0.369896
0.070784
ZUMZ
2022-12-23
579,320
789,383
0.786241
0.620779
0.316435
0.062786
ZUMZ
2022-12-30
322,133
446,222
0.705841
0.658738
0.299355
0.041907
ZUMZ
2023-01-06
582,434
727,697
0.784737
0.716529
0.233851
0.04962
ZUMZ
2023-01-13
482,652
786,026
0.644095
0.632824
0.318138
0.049038
ZUMZ
2023-01-20
280,829
416,489
0.71715
0.621425
0.322397
0.056178
ZUMZ
2023-01-27
439,837
600,796
0.730472
0.613813
0.315488
0.070698
ZUMZ
2023-02-03
462,983
706,019
0.603643
0.656329
0.287824
0.055847
ZUMZ
2023-02-10
509,589
676,574
0.768837
0.654134
0.294317
0.051549
ZUMZ
2023-02-17
491,390
662,924
0.741391
0.697507
0.255404
0.047089
ZUMZ
2023-02-24
460,572
617,583
0.766704
0.704277
0.244214
0.05151
ZUMZ
2023-03-03
467,132
607,069
0.802319
0.645129
0.314757
0.040114
ZUMZ
2023-03-10
1,183,873
1,567,803
0.728626
0.675769
0.288966
0.035265
ZUMZ
2023-03-17
938,729
1,590,343
0.623343
0.632354
0.322603
0.045043
ZUMZ
2023-03-24
586,917
1,145,812
0.482119
0.6704
0.290008
0.039592
ZUMZ
2023-03-31
532,961
990,392
0.567053
0.651046
0.293648
0.055306
ZUMZ
2023-04-07
339,309
613,827
0.575043
0.649869
0.294256
0.055875
ZUMZ
2023-04-14
366,382
637,278
0.599718
0.627665
0.319616
0.052719
ZUMZ
2023-04-21
309,560
571,961
0.596851
0.649225
0.294579
0.056196
ZUMZ
2023-04-28
270,500
589,386
0.566258
0.61499
0.326327
0.058683
ZUMZ
2023-05-05
318,217
654,931
0.560017
0.697801
0.254047
0.048151
ZUMZ
2023-05-12
290,103
524,279
0.549312
0.665189
0.292249
0.042562
ZUMZ
2023-05-19
316,896
575,249
0.59305
0.647204
0.283424
0.069372
ZUMZ
2023-05-26
819,529
1,243,316
0.686234
0.725231
0.226573
0.048196
ZUMZ
2023-06-02
617,914
1,564,558
0.545814
0.654086
0.313809
0.032105
ZUMZ
2023-06-09
790,063
1,951,800
0.554879
0.638674
0.358326
0.003
ZUMZ
2023-06-16
801,376
1,388,683
0.619019
0.726312
0.269399
0.004289
ZUMZ
2023-06-23
522,840
1,272,904
0.426264
0.692808
0.300697
0.006496
ZUMZ
2023-06-30
149,311
438,057
0.301612
0.467538
0.519441
0.013022
ZUMZ
2023-07-07
37,168
116,001
0.340061
0.049548
0.941127
0.009325
ZUMZ
2023-07-14
47,964
144,217
0.308401
0.135848
0.853293
0.01086
ZUMZ
2023-07-21
52,623
142,595
0.343096
0.115014
0.875061
0.009925
ZUMZ
2023-07-28
50,836
120,470
0.446908
0.096249
0.885851
0.0179
ZUMZ
2023-08-04
49,301
164,762
0.411159
0.060513
0.891302
0.048184
ZUMZ
2023-08-11
52,696
133,704
0.428257
0.069494
0.908138
0.022368
ZUMZ
2023-08-18
51,026
124,085
0.423773
0.050878
0.90484
0.044282
ZUMZ
2023-08-25
79,081
142,778
0.616764
0.099169
0.832084
0.068747
ZUMZ
2023-09-01
94,063
225,636
0.400524
0.039147
0.942873
0.017979
ZUMZ
2023-09-08
176,357
283,321
0.592255
0.064049
0.866848
0.069104
ZUMZ
2023-09-15
81,157
205,763
0.347831
0.045265
0.903468
0.051267
ZUMZ
2023-09-22
89,866
178,343
0.468185
0.050116
0.926904
0.02298
ZUMZ
2023-09-29
56,075
106,643
0.608726
0.037663
0.928536
0.033801
ZUMZ
2023-10-06
97,078
189,559
0.567984
0.026387
0.949213
0.0244
ZUMZ
2023-10-13
55,228
115,554
0.508094
0.027767
0.90515
0.067082
ZUMZ
2023-10-20
54,272
114,496
0.587948
0.022601
0.898476
0.078923
ZUMZ
2023-10-27
48,154
91,661
0.612087
0.050682
0.876735
0.072583
ZUMZ
2023-11-03
46,166
95,369
0.518431
0.053803
0.86962
0.076576
ZUMZ
2023-11-10
57,322
96,815
0.550605
0.04786
0.88671
0.06543
ZUMZ
2023-11-17
74,678
139,381
0.533607
0.032558
0.902865
0.064577
ZUMZ
2023-11-24
32,141
82,915
0.264045
0.005536
0.961948
0.032516
ZUMZ
2023-12-01
96,089
209,250
0.440334
0.048646
0.920234
0.03112
ZUMZ
2023-12-08
76,806
123,482
0.577409
0.068149
0.911711
0.02014
ZUMZ
2023-12-15
73,590
146,509
0.542181
0.057472
0.843068
0.099461