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
2020-02-21
231,360
451,642
0.616252
0.558471
0.347085
0.094444
ZUMZ
2020-02-28
318,030
671,130
0.533825
0.508708
0.401768
0.089524
ZUMZ
2020-03-06
431,016
1,005,899
0.543628
0.527768
0.323751
0.148481
ZUMZ
2020-03-13
850,699
1,882,218
0.499249
0.494205
0.363198
0.142597
ZUMZ
2020-03-20
1,113,998
2,299,621
0.526753
0.506635
0.426291
0.067074
ZUMZ
2020-03-27
701,735
1,209,607
0.621587
0.593287
0.335301
0.071413
ZUMZ
2020-04-03
870,485
1,388,616
0.681667
0.62812
0.288966
0.082914
ZUMZ
2020-04-10
858,340
1,385,386
0.685646
0.645962
0.294526
0.059512
ZUMZ
2020-04-17
691,896
1,173,145
0.609695
0.614684
0.315092
0.070224
ZUMZ
2020-04-24
472,595
856,079
0.617628
0.480294
0.353086
0.166621
ZUMZ
2020-05-01
488,825
1,065,199
0.523839
0.486466
0.342526
0.171007
ZUMZ
2020-05-08
352,930
630,434
0.6072
0.476251
0.415678
0.108071
ZUMZ
2020-05-15
441,219
651,785
0.673551
0.554299
0.358278
0.087423
ZUMZ
2020-05-22
383,687
710,732
0.622433
0.480576
0.420268
0.099156
ZUMZ
2020-05-29
530,791
826,125
0.676248
0.508228
0.404555
0.087217
ZUMZ
2020-06-05
868,115
1,537,592
0.62093
0.561631
0.37087
0.067499
ZUMZ
2020-06-12
472,201
1,199,297
0.376511
0.479804
0.334175
0.186021
ZUMZ
2020-06-19
408,165
687,351
0.529322
0.455193
0.391066
0.153741
ZUMZ
2020-06-26
339,855
571,392
0.638517
0.469895
0.406045
0.124059
ZUMZ
2020-07-03
250,824
492,165
0.539434
0.518107
0.402827
0.079067
ZUMZ
2020-07-10
407,217
664,042
0.664375
0.620535
0.295944
0.083521
ZUMZ
2020-07-17
337,436
558,894
0.65107
0.50114
0.395627
0.103233
ZUMZ
2020-07-24
437,674
703,686
0.646144
0.564732
0.3547
0.080568
ZUMZ
2020-07-31
338,858
628,423
0.613545
0.507719
0.407119
0.085162
ZUMZ
2020-08-07
428,234
766,685
0.602427
0.60285
0.310347
0.086803
ZUMZ
2020-08-14
274,045
544,420
0.510114
0.595516
0.285309
0.119175
ZUMZ
2020-08-21
573,082
885,156
0.669473
0.599378
0.264088
0.136534
ZUMZ
2020-08-28
683,134
1,032,942
0.679035
0.607124
0.243345
0.149531
ZUMZ
2020-09-04
619,488
969,937
0.675492
0.528542
0.346706
0.124752
ZUMZ
2020-09-11
1,312,261
2,412,787
0.609687
0.663172
0.297819
0.03901
ZUMZ
2020-09-18
702,981
1,474,869
0.528699
0.642374
0.291472
0.066154
ZUMZ
2020-09-25
425,038
794,032
0.5867
0.541234
0.336227
0.122538
ZUMZ
2020-10-02
426,182
747,219
0.623156
0.643813
0.26132
0.094867
ZUMZ
2020-10-09
456,764
730,441
0.700897
0.615026
0.299825
0.085149
ZUMZ
2020-10-16
373,038
656,032
0.672774
0.560874
0.348148
0.090978
ZUMZ
2020-10-23
244,542
473,676
0.581758
0.602177
0.309982
0.087841
ZUMZ
2020-10-30
198,497
380,439
0.548742
0.519428
0.414423
0.06615
ZUMZ
2020-11-06
248,948
470,067
0.542212
0.534645
0.319946
0.145409
ZUMZ
2020-11-13
454,053
798,565
0.584835
0.547769
0.299662
0.152569
ZUMZ
2020-11-20
172,527
420,151
0.561875
0.55137
0.359811
0.088819
ZUMZ
2020-11-27
288,224
474,906
0.657545
0.682704
0.246531
0.070765
ZUMZ
2020-12-04
740,764
1,404,184
0.569727
0.672338
0.282195
0.045467
ZUMZ
2020-12-11
301,020
639,159
0.559211
0.681402
0.262273
0.056325
ZUMZ
2020-12-18
256,863
504,811
0.567795
0.523205
0.383165
0.09363
ZUMZ
2020-12-25
174,880
389,348
0.556724
0.504123
0.428428
0.067449
ZUMZ
2021-01-01
149,857
300,222
0.487433
0.64032
0.281678
0.078002
ZUMZ
2021-01-08
275,327
489,058
0.523232
0.572719
0.351914
0.075367
ZUMZ
2021-01-15
241,866
504,100
0.464382
0.598646
0.326398
0.074956
ZUMZ
2021-01-22
263,702
618,936
0.55422
0.641324
0.310143
0.048533
ZUMZ
2021-01-29
428,014
881,398
0.619914
0.575624
0.360111
0.064264
ZUMZ
2021-02-05
305,314
512,009
0.619223
0.643563
0.313929
0.042508
ZUMZ
2021-02-12
191,307
391,739
0.608947
0.613999
0.313526
0.072475
ZUMZ
2021-02-19
130,322
259,309
0.508085
0.648331
0.288932
0.062737
ZUMZ
2021-02-26
278,978
397,374
0.637237
0.594622
0.274213
0.131165
ZUMZ
2021-03-05
448,057
717,724
0.601858
0.639004
0.312494
0.048502
ZUMZ
2021-03-12
433,003
937,610
0.531214
0.649663
0.288018
0.06232
ZUMZ
2021-03-19
334,495
564,068
0.656578
0.641453
0.297594
0.060953
ZUMZ
2021-03-26
389,888
752,938
0.593274
0.672998
0.268598
0.058404
ZUMZ
2021-04-02
210,802
328,968
0.666432
0.692592
0.23109
0.076318
ZUMZ
2021-04-09
370,528
625,529
0.656005
0.663148
0.276353
0.060499
ZUMZ
2021-04-16
152,007
313,740
0.475176
0.564656
0.370359
0.064986
ZUMZ
2021-04-23
187,122
402,098
0.576904
0.541132
0.391664
0.067204
ZUMZ
2021-04-30
113,592
221,571
0.464647
0.637194
0.30176
0.061047
ZUMZ
2021-05-07
146,885
314,074
0.502164
0.636429
0.194804
0.168767
ZUMZ
2021-05-14
204,342
358,760
0.643705
0.567555
0.256729
0.175716
ZUMZ
2021-05-21
187,855
337,102
0.562113
0.645307
0.291899
0.062794
ZUMZ
2021-05-28
212,725
391,111
0.587167
0.633964
0.276157
0.089878
ZUMZ
2021-06-04
421,954
692,287
0.701608
0.690005
0.252926
0.057069
ZUMZ
2021-06-11
422,136
665,219
0.644947
0.66173
0.270703
0.067567
ZUMZ
2021-06-18
371,274
548,635
0.683835
0.569843
0.369207
0.06095
ZUMZ
2021-06-25
192,372
371,662
0.604748
0.618741
0.302928
0.078331
ZUMZ
2021-07-02
405,428
628,586
0.690714
0.617575
0.275383
0.107041
ZUMZ
2021-07-09
231,861
373,011
0.665525
0.710454
0.243183
0.046363
ZUMZ
2021-07-16
307,386
637,407
0.582183
0.599483
0.274227
0.12629
ZUMZ
2021-07-23
332,625
543,867
0.629774
0.558297
0.38475
0.056954
ZUMZ
2021-07-30
222,899
365,356
0.685489
0.593359
0.365196
0.041444
ZUMZ
2021-08-06
434,448
636,203
0.701574
0.645637
0.30268
0.051683
ZUMZ
2021-08-13
223,192
322,721
0.745683
0.601191
0.329523
0.069286
ZUMZ
2021-08-20
290,505
426,241
0.682578
0.528606
0.418553
0.05284
ZUMZ
2021-08-27
406,596
569,233
0.729446
0.575526
0.371007
0.053467
ZUMZ
2021-09-03
407,744
564,592
0.726553
0.570479
0.366691
0.06283
ZUMZ
2021-09-10
766,775
1,288,241
0.679316
0.604282
0.293436
0.102282
ZUMZ
2021-09-17
717,558
1,164,499
0.661042
0.532979
0.366725
0.100296
ZUMZ
2021-09-24
546,283
761,522
0.770754
0.651457
0.300845
0.047698
ZUMZ
2021-10-01
374,831
540,877
0.74951
0.674693
0.275372
0.049935
ZUMZ
2021-10-08
361,409
553,034
0.74821
0.626049
0.318809
0.055142
ZUMZ
2021-10-15
398,062
575,030
0.751636
0.570946
0.305355
0.123699
ZUMZ
2021-10-22
486,617
590,167
0.829576
0.628831
0.316681
0.054488
ZUMZ
2021-10-29
363,907
492,357
0.760659
0.554572
0.294728
0.1507
ZUMZ
2021-11-05
531,851
725,695
0.81344
0.676321
0.259919
0.063759
ZUMZ
2021-11-12
325,518
478,386
0.692031
0.671504
0.220405
0.108091
ZUMZ
2021-11-19
313,732
442,333
0.716454
0.670584
0.258778
0.070638
ZUMZ
2021-11-26
385,351
674,427
0.747324
0.681045
0.275327
0.043628
ZUMZ
2021-12-03
612,838
905,260
0.678385
0.695404
0.26722
0.037376
ZUMZ
2021-12-10
421,548
567,686
0.756035
0.672669
0.268546
0.058785
ZUMZ
2021-12-17
470,905
655,908
0.729427
0.657806
0.293122
0.049072
ZUMZ
2021-12-24
438,494
690,635
0.724048
0.670835
0.219238
0.109926
ZUMZ
2021-12-31
303,388
393,228
0.745053
0.687062
0.2611
0.051837
ZUMZ
2022-01-07
370,200
513,381
0.71625
0.691671
0.269476
0.038852
ZUMZ
2022-01-14
421,348
570,109
0.753533
0.650253
0.303206
0.046541