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
2015-02-13
307,771
459,152
0.705212
0.667963
0.289448
0.042589
ZUMZ
2015-02-20
216,262
352,745
0.603841
0.647345
0.315313
0.037342
ZUMZ
2015-02-27
189,458
377,540
0.546866
0.609667
0.338796
0.051537
ZUMZ
2015-03-06
375,438
626,920
0.606379
0.491678
0.323732
0.18459
ZUMZ
2015-03-13
826,489
1,604,147
0.64152
0.548607
0.293076
0.158316
ZUMZ
2015-03-20
383,614
924,096
0.451416
0.651212
0.306949
0.04184
ZUMZ
2015-03-27
344,565
704,835
0.643814
0.576542
0.35539
0.068069
ZUMZ
2015-04-03
240,226
382,921
0.676625
0.507568
0.422504
0.069928
ZUMZ
2015-04-10
854,885
1,314,867
0.665277
0.51927
0.454088
0.026643
ZUMZ
2015-04-17
464,222
903,331
0.551506
0.480827
0.487291
0.031881
ZUMZ
2015-04-24
414,186
990,954
0.487986
0.474099
0.457015
0.068885
ZUMZ
2015-05-01
566,793
1,093,103
0.573742
0.546936
0.360685
0.092378
ZUMZ
2015-05-08
323,837
889,370
0.430459
0.438507
0.524621
0.036872
ZUMZ
2015-05-15
250,935
511,467
0.481583
0.499994
0.47797
0.022036
ZUMZ
2015-05-22
275,261
574,642
0.477399
0.532222
0.438912
0.028866
ZUMZ
2015-05-29
210,750
436,363
0.534084
0.54241
0.425424
0.032166
ZUMZ
2015-06-05
2,269,034
4,030,040
0.629847
0.699008
0.274297
0.026694
ZUMZ
2015-06-12
1,081,511
2,278,210
0.501534
0.590199
0.341052
0.06875
ZUMZ
2015-06-19
795,915
1,473,933
0.572398
0.623221
0.332566
0.044212
ZUMZ
2015-06-26
1,176,356
1,866,840
0.633704
0.655233
0.313141
0.031626
ZUMZ
2015-07-03
510,055
889,280
0.617743
0.570019
0.40762
0.022361
ZUMZ
2015-07-10
623,891
1,087,624
0.622437
0.558947
0.408865
0.032188
ZUMZ
2015-07-17
417,966
842,253
0.536881
0.569015
0.39848
0.032505
ZUMZ
2015-07-24
467,946
709,354
0.65817
0.60142
0.366989
0.031592
ZUMZ
2015-07-31
427,274
636,589
0.70809
0.59078
0.393799
0.015421
ZUMZ
2015-08-07
772,060
1,238,077
0.700283
0.634473
0.336205
0.029322
ZUMZ
2015-08-14
623,582
1,024,917
0.60764
0.608983
0.375671
0.015346
ZUMZ
2015-08-21
859,106
1,044,422
0.788238
0.568703
0.361094
0.070203
ZUMZ
2015-08-28
708,536
955,325
0.719409
0.634634
0.295154
0.070212
ZUMZ
2015-09-04
893,060
1,018,259
0.844778
0.608269
0.304917
0.086814
ZUMZ
2015-09-11
2,614,120
5,782,938
0.551455
0.592842
0.392316
0.014842
ZUMZ
2015-09-18
1,893,785
4,230,510
0.507459
0.641819
0.331146
0.027035
ZUMZ
2015-09-25
1,007,964
1,500,465
0.690403
0.571851
0.388192
0.039957
ZUMZ
2015-10-02
1,374,238
1,942,087
0.673796
0.596227
0.365548
0.038226
ZUMZ
2015-10-09
1,325,268
2,229,134
0.585006
0.66101
0.300912
0.038078
ZUMZ
2015-10-16
837,889
1,214,542
0.680645
0.64712
0.324387
0.028493
ZUMZ
2015-10-23
705,820
1,135,307
0.628088
0.663598
0.314034
0.022369
ZUMZ
2015-10-30
558,027
1,041,624
0.516417
0.517092
0.446329
0.036579
ZUMZ
2015-11-06
682,518
1,002,332
0.670699
0.559209
0.359135
0.081656
ZUMZ
2015-11-13
764,924
1,163,159
0.661456
0.493443
0.405111
0.101446
ZUMZ
2015-11-20
996,065
1,507,268
0.692317
0.638022
0.330981
0.030997
ZUMZ
2015-11-27
521,147
942,463
0.59374
0.600468
0.370882
0.028651
ZUMZ
2015-12-04
2,680,384
3,858,831
0.729971
0.692597
0.287543
0.01986
ZUMZ
2015-12-11
994,272
1,619,841
0.643609
0.61649
0.356518
0.026992
ZUMZ
2015-12-18
906,522
1,310,607
0.710117
0.557283
0.410103
0.032614
ZUMZ
2015-12-25
510,347
743,654
0.662522
0.5402
0.407218
0.052582
ZUMZ
2016-01-01
411,090
605,557
0.660345
0.553864
0.386161
0.059974
ZUMZ
2016-01-08
2,188,416
3,447,994
0.643682
0.574007
0.329173
0.09682
ZUMZ
2016-01-15
956,240
1,327,882
0.743165
0.565195
0.40344
0.031365
ZUMZ
2016-01-22
491,400
816,550
0.618116
0.564017
0.327372
0.10861
ZUMZ
2016-01-29
627,348
929,677
0.626565
0.57917
0.390887
0.029943
ZUMZ
2016-02-05
899,796
1,658,104
0.631579
0.680522
0.276951
0.042527
ZUMZ
2016-02-12
658,075
1,318,284
0.586615
0.638718
0.321623
0.039659
ZUMZ
2016-02-19
585,879
975,826
0.647608
0.682185
0.286323
0.031492
ZUMZ
2016-02-26
756,138
1,168,836
0.674679
0.650875
0.323875
0.025249
ZUMZ
2016-03-04
902,880
1,198,411
0.757593
0.619849
0.346021
0.03413
ZUMZ
2016-03-11
2,341,566
3,842,278
0.712813
0.675295
0.28378
0.040925
ZUMZ
2016-03-18
922,406
1,496,557
0.627502
0.536611
0.373741
0.089647
ZUMZ
2016-03-25
467,954
610,111
0.7408
0.533477
0.344669
0.121853
ZUMZ
2016-04-01
773,681
958,045
0.825558
0.576147
0.274291
0.149562
ZUMZ
2016-04-08
1,324,317
1,608,123
0.842503
0.56588
0.267809
0.166311
ZUMZ
2016-04-15
830,278
1,236,327
0.750641
0.594059
0.315614
0.090327
ZUMZ
2016-04-22
340,924
478,628
0.786328
0.568065
0.392299
0.039636
ZUMZ
2016-04-29
495,685
764,603
0.724882
0.685917
0.284041
0.030042
ZUMZ
2016-05-06
1,041,385
1,994,687
0.591855
0.663834
0.296313
0.039853
ZUMZ
2016-05-13
733,640
1,042,770
0.699433
0.597037
0.366142
0.03682
ZUMZ
2016-05-20
731,519
946,691
0.782451
0.609905
0.344067
0.046028
ZUMZ
2016-05-27
740,058
1,000,314
0.756772
0.629195
0.325655
0.04515
ZUMZ
2016-06-03
2,203,728
3,269,557
0.764589
0.605907
0.273513
0.12058
ZUMZ
2016-06-10
1,179,654
1,574,770
0.76813
0.667623
0.299119
0.033258
ZUMZ
2016-06-17
801,240
1,116,101
0.70799
0.525078
0.310365
0.164556
ZUMZ
2016-06-24
827,820
1,159,171
0.751298
0.610328
0.335446
0.054226
ZUMZ
2016-07-01
764,029
1,349,710
0.577221
0.548127
0.345381
0.106493
ZUMZ
2016-07-08
785,417
1,250,679
0.668063
0.584975
0.376299
0.038726
ZUMZ
2016-07-15
656,964
872,883
0.75361
0.564029
0.397065
0.038906
ZUMZ
2016-07-22
646,100
1,096,246
0.637079
0.56557
0.398491
0.035939
ZUMZ
2016-07-29
1,132,100
1,968,520
0.703272
0.541896
0.427011
0.031093
ZUMZ
2016-08-05
1,414,361
2,315,084
0.716888
0.562264
0.350858
0.086878
ZUMZ
2016-08-12
984,749
1,943,495
0.647805
0.519122
0.396118
0.08476
ZUMZ
2016-08-19
699,979
1,214,680
0.59129
0.660389
0.302885
0.036726
ZUMZ
2016-08-26
570,554
754,891
0.74282
0.672847
0.294222
0.032931
ZUMZ
2016-09-02
912,050
1,196,755
0.732799
0.689733
0.274569
0.035698
ZUMZ
2016-09-09
1,483,129
2,417,036
0.708558
0.692043
0.273723
0.034234
ZUMZ
2016-09-16
849,661
1,306,964
0.677133
0.584429
0.376032
0.03954
ZUMZ
2016-09-23
500,985
628,676
0.79777
0.596987
0.360388
0.042625
ZUMZ
2016-09-30
717,248
809,259
0.861739
0.652747
0.305076
0.042177
ZUMZ
2016-10-07
2,105,776
4,304,213
0.623351
0.673637
0.284942
0.041421
ZUMZ
2016-10-14
1,083,090
1,792,993
0.638018
0.676019
0.292837
0.031144
ZUMZ
2016-10-21
425,351
792,935
0.588657
0.760436
0.191506
0.048058
ZUMZ
2016-10-28
819,755
1,011,049
0.809996
0.763235
0.205828
0.030937
ZUMZ
2016-11-04
1,158,471
1,766,435
0.715667
0.741505
0.220833
0.037662
ZUMZ
2016-11-11
589,788
1,120,847
0.545046
0.739355
0.226127
0.034518
ZUMZ
2016-11-18
604,610
1,043,339
0.568184
0.597813
0.284813
0.117374
ZUMZ
2016-11-25
256,312
569,745
0.572783
0.722863
0.245496
0.031641
ZUMZ
2016-12-02
1,695,437
2,543,634
0.673877
0.76189
0.175357
0.062753
ZUMZ
2016-12-09
1,102,004
1,867,307
0.620832
0.63974
0.308443
0.051817
ZUMZ
2016-12-16
1,019,935
1,423,723
0.721381
0.74004
0.219929
0.040031
ZUMZ
2016-12-23
997,181
1,738,420
0.601594
0.735909
0.214899
0.049192
ZUMZ
2016-12-30
444,738
641,606
0.664522
0.783881
0.194049
0.02207
ZUMZ
2017-01-06
983,926
1,641,258
0.559101
0.806715
0.16483
0.028455