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
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
ZUMZ
2017-01-13
779,315
1,209,999
0.644609
0.785475
0.182024
0.032501
ZUMZ
2017-01-20
413,017
653,434
0.665141
0.759747
0.18871
0.051543
ZUMZ
2017-01-27
699,938
958,405
0.724432
0.787003
0.174576
0.038421
ZUMZ
2017-02-03
803,911
1,132,665
0.708609
0.781372
0.185018
0.033609
ZUMZ
2017-02-10
1,032,336
1,261,485
0.799057
0.648145
0.1923
0.159555
ZUMZ
2017-02-17
795,639
1,116,530
0.708553
0.725392
0.176499
0.098109
ZUMZ
2017-02-24
331,737
542,868
0.605183
0.721741
0.219353
0.058906
ZUMZ
2017-03-03
849,710
1,122,956
0.759912
0.745097
0.215755
0.039148
ZUMZ
2017-03-10
2,668,796
4,346,084
0.754727
0.831948
0.144358
0.023695
ZUMZ
2017-03-17
941,572
1,405,871
0.645418
0.788801
0.18357
0.027629
ZUMZ
2017-03-24
978,434
1,258,284
0.774994
0.785714
0.181681
0.032605
ZUMZ
2017-03-31
887,534
1,134,046
0.72924
0.821297
0.155529
0.023173
ZUMZ
2017-04-07
1,267,229
2,070,920
0.653921
0.756597
0.211766
0.031636
ZUMZ
2017-04-14
385,121
563,082
0.69849
0.783416
0.175808
0.040776
ZUMZ
2017-04-21
876,337
1,147,833
0.763096
0.836835
0.126736
0.036429
ZUMZ
2017-04-28
683,217
831,237
0.82486
0.779284
0.192877
0.027839
ZUMZ
2017-05-05
762,210
1,406,436
0.656207
0.813093
0.164721
0.022186
ZUMZ
2017-05-12
805,570
1,308,383
0.597991
0.810965
0.15457
0.034465
ZUMZ
2017-05-19
835,661
1,335,827
0.64786
0.719761
0.250556
0.029683
ZUMZ
2017-05-26
905,929
1,311,581
0.692978
0.670046
0.230588
0.099366
ZUMZ
2017-06-02
1,645,104
2,637,323
0.675341
0.817914
0.160823
0.021263
ZUMZ
2017-06-09
1,515,595
2,494,410
0.631494
0.775374
0.208934
0.015692
ZUMZ
2017-06-16
843,215
1,198,036
0.645666
0.754307
0.230493
0.0152
ZUMZ
2017-06-23
1,254,848
1,788,922
0.711212
0.73934
0.245242
0.015418
ZUMZ
2017-06-30
999,995
2,121,386
0.575493
0.777363
0.206291
0.016346
ZUMZ
2017-07-07
979,143
1,874,495
0.446457
0.822682
0.160741
0.016577
ZUMZ
2017-07-14
690,725
1,186,714
0.561798
0.78404
0.188616
0.027344
ZUMZ
2017-07-21
1,109,151
1,676,847
0.583777
0.805126
0.17614
0.018734
ZUMZ
2017-07-28
419,470
792,272
0.573664
0.781587
0.197272
0.021141
ZUMZ
2017-08-04
1,272,380
2,015,495
0.598631
0.865624
0.11612
0.018256
ZUMZ
2017-08-11
631,500
1,135,156
0.603838
0.776828
0.19986
0.023311
ZUMZ
2017-08-18
628,771
1,009,602
0.623527
0.770546
0.195691
0.033764
ZUMZ
2017-08-25
1,075,689
1,648,186
0.671898
0.800719
0.176448
0.022834
ZUMZ
2017-09-01
851,970
1,790,344
0.582694
0.753824
0.228173
0.018002
ZUMZ
2017-09-08
2,133,223
4,352,932
0.564607
0.812854
0.166898
0.020248
ZUMZ
2017-09-15
1,012,786
2,318,339
0.470509
0.823355
0.15948
0.017166
ZUMZ
2017-09-22
497,728
1,175,091
0.497157
0.840793
0.14149
0.017717
ZUMZ
2017-09-29
612,336
1,499,845
0.49841
0.763041
0.146017
0.090943
ZUMZ
2017-10-06
1,873,749
2,837,345
0.618267
0.83865
0.138725
0.022625
ZUMZ
2017-10-13
1,151,833
1,778,944
0.664207
0.809406
0.124893
0.065701
ZUMZ
2017-10-20
598,229
894,109
0.622418
0.838867
0.141311
0.019821
ZUMZ
2017-10-27
441,448
692,416
0.531543
0.856972
0.107987
0.035041
ZUMZ
2017-11-03
788,895
1,183,115
0.633118
0.840742
0.138259
0.020999
ZUMZ
2017-11-10
561,329
889,407
0.642868
0.802443
0.174919
0.022638
ZUMZ
2017-11-17
485,303
982,064
0.558629
0.775437
0.179929
0.044634
ZUMZ
2017-11-24
456,191
791,649
0.557147
0.851291
0.133172
0.015536
ZUMZ
2017-12-01
1,372,999
2,971,193
0.476443
0.804128
0.179743
0.016129
ZUMZ
2017-12-08
762,871
1,542,489
0.537964
0.788899
0.186539
0.024562
ZUMZ
2017-12-15
667,931
1,151,261
0.585963
0.784645
0.204668
0.010688
ZUMZ
2017-12-22
399,677
906,563
0.486563
0.784613
0.20408
0.011308
ZUMZ
2017-12-29
268,312
480,669
0.573364
0.760364
0.225788
0.013847
ZUMZ
2018-01-05
2,077,366
3,099,321
0.582235
0.808932
0.123622
0.067446
ZUMZ
2018-01-12
356,700
924,981
0.388509
0.841902
0.140415
0.017683
ZUMZ
2018-01-19
305,020
824,959
0.397249
0.673161
0.229093
0.097745
ZUMZ
2018-01-26
381,286
674,445
0.536283
0.757787
0.208867
0.033345
ZUMZ
2018-02-02
508,157
1,090,151
0.520962
0.753894
0.219937
0.026169
ZUMZ
2018-02-09
676,015
1,452,073
0.533854
0.710012
0.246058
0.04393
ZUMZ
2018-02-16
538,871
914,855
0.608211
0.761786
0.199584
0.038631
ZUMZ
2018-02-23
272,203
398,657
0.698492
0.768786
0.203932
0.027282
ZUMZ
2018-03-02
518,619
678,224
0.705553
0.799639
0.180284
0.020078
ZUMZ
2018-03-09
614,374
902,814
0.665365
0.665185
0.2007
0.134115
ZUMZ
2018-03-16
1,231,765
2,270,941
0.625656
0.714154
0.139592
0.146253