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
2018-12-14
875,387
1,798,057
0.551929
0.599374
0.353127
0.047499
ZUMZ
2018-12-21
553,815
1,225,351
0.544256
0.577857
0.347415
0.074728
ZUMZ
2018-12-28
275,727
598,985
0.518915
0.595321
0.34103
0.063649
ZUMZ
2019-01-04
303,661
647,584
0.572466
0.596714
0.335722
0.067564
ZUMZ
2019-01-11
663,087
1,341,242
0.570305
0.638007
0.315361
0.046632
ZUMZ
2019-01-18
629,253
1,082,735
0.643984
0.658112
0.299516
0.042373
ZUMZ
2019-01-25
355,317
713,421
0.536384
0.629012
0.304594
0.066395
ZUMZ
2019-02-01
755,119
1,148,499
0.679134
0.641027
0.315228
0.043746
ZUMZ
2019-02-08
1,406,851
1,832,553
0.692432
0.768366
0.194967
0.036667
ZUMZ
2019-02-15
318,291
615,081
0.577679
0.659578
0.269455
0.070967
ZUMZ
2019-02-22
706,754
1,012,452
0.732607
0.61547
0.276008
0.108522
ZUMZ
2019-03-01
650,535
948,405
0.707539
0.657374
0.238742
0.103884
ZUMZ
2019-03-08
1,080,049
1,494,103
0.732276
0.743487
0.209916
0.046597
ZUMZ
2019-03-15
1,749,661
2,734,360
0.666873
0.709045
0.246405
0.044551
ZUMZ
2019-03-22
787,551
1,291,171
0.605911
0.654608
0.287832
0.05756
ZUMZ
2019-03-29
537,959
940,881
0.550612
0.607263
0.33212
0.060617
ZUMZ
2019-04-05
464,354
833,036
0.633565
0.661749
0.292144
0.046107
ZUMZ
2019-04-12
446,657
748,079
0.67571
0.599965
0.289628
0.110406
ZUMZ
2019-04-19
259,389
625,677
0.502432
0.599003
0.273711
0.127285
ZUMZ
2019-04-26
384,759
726,937
0.491185
0.617413
0.240898
0.141689
ZUMZ
2019-05-03
384,188
754,749
0.510552
0.685189
0.215076
0.099735
ZUMZ
2019-05-10
305,651
654,937
0.498741
0.554904
0.247668
0.197428
ZUMZ
2019-05-17
404,637
867,823
0.512407
0.647485
0.281535
0.07098
ZUMZ
2019-05-24
300,282
690,695
0.518061
0.615528
0.296127
0.088345
ZUMZ
2019-05-31
431,274
694,866
0.614974
0.666927
0.253076
0.079997
ZUMZ
2019-06-07
1,637,613
2,457,633
0.642368
0.685231
0.239425
0.075343
ZUMZ
2019-06-14
963,861
1,723,178
0.553879
0.656864
0.267765
0.07537
ZUMZ
2019-06-21
669,964
1,114,851
0.656944
0.614723
0.298905
0.086372
ZUMZ
2019-06-28
501,700
960,907
0.534517
0.613426
0.318533
0.068041
ZUMZ
2019-07-05
242,283
396,442
0.704105
0.641134
0.292965
0.065901
ZUMZ
2019-07-12
350,148
870,181
0.501437
0.641692
0.29849
0.059818
ZUMZ
2019-07-19
419,192
756,890
0.605382
0.549782
0.365156
0.085063
ZUMZ
2019-07-26
410,336
676,221
0.600096
0.613505
0.273367
0.113127
ZUMZ
2019-08-02
367,807
608,473
0.606985
0.681774
0.250737
0.067489
ZUMZ
2019-08-09
298,786
664,290
0.490332
0.622461
0.269276
0.108263
ZUMZ
2019-08-16
538,285
790,447
0.669323
0.638003
0.274294
0.087703
ZUMZ
2019-08-23
279,787
551,432
0.501557
0.544429
0.310195
0.145376
ZUMZ
2019-08-30
335,695
706,962
0.49508
0.613704
0.241538
0.144758
ZUMZ
2019-09-06
1,367,967
3,599,811
0.478236
0.631406
0.225342
0.143252
ZUMZ
2019-09-13
984,267
2,432,571
0.436442
0.570849
0.298259
0.130892
ZUMZ
2019-09-20
1,120,353
1,590,787
0.677814
0.688852
0.233253
0.077895
ZUMZ
2019-09-27
428,103
964,800
0.421889
0.636699
0.283652
0.079649
ZUMZ
2019-10-04
495,898
972,584
0.539186
0.631443
0.300523
0.068034
ZUMZ
2019-10-11
374,726
970,571
0.484955
0.604172
0.297416
0.098412
ZUMZ
2019-10-18
457,159
1,133,605
0.496845
0.636325
0.205584
0.158091
ZUMZ
2019-10-25
439,630
1,066,943
0.493255
0.644418
0.192079
0.163502
ZUMZ
2019-11-01
263,866
551,444
0.523636
0.56234
0.258984
0.178676
ZUMZ
2019-11-08
319,092
721,499
0.502309
0.595998
0.306066
0.097937
ZUMZ
2019-11-15
307,319
579,494
0.592106
0.650849
0.221371
0.12778
ZUMZ
2019-11-22
441,265
960,738
0.516279
0.620086
0.271997
0.107917
ZUMZ
2019-11-29
788,162
1,221,469
0.654942
0.6856
0.223918
0.090482
ZUMZ
2019-12-06
1,768,262
3,379,170
0.512143
0.67343
0.251301
0.075269
ZUMZ
2019-12-13
876,606
1,991,039
0.480192
0.683505
0.187893
0.128603
ZUMZ
2019-12-20
584,447
1,175,667
0.476456
0.63895
0.218724
0.142326
ZUMZ
2019-12-27
220,165
493,701
0.46732
0.64757
0.268623
0.083806
ZUMZ
2020-01-03
401,987
849,234
0.477995
0.597938
0.312474
0.089588
ZUMZ
2020-01-10
316,014
846,095
0.424844
0.589079
0.325991
0.084931
ZUMZ
2020-01-17
624,648
1,652,102
0.437711
0.600024
0.222453
0.177523
ZUMZ
2020-01-24
507,601
1,016,313
0.529444
0.730457
0.204953
0.06459
ZUMZ
2020-01-31
362,255
819,085
0.501882
0.472137
0.317546
0.210317
ZUMZ
2020-02-07
252,974
537,465
0.522749
0.531811
0.34759
0.120598
ZUMZ
2020-02-14
298,492
568,237
0.614315
0.557717
0.316763
0.125521
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