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
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
ZUMZ
2018-03-23
462,951
1,248,307
0.397814
0.769935
0.21137
0.018695
ZUMZ
2018-03-30
296,921
762,429
0.40416
0.790239
0.186989
0.022771
ZUMZ
2018-04-06
454,587
1,076,994
0.456005
0.802383
0.176249
0.021369
ZUMZ
2018-04-13
395,590
843,766
0.47377
0.819242
0.161658
0.0191
ZUMZ
2018-04-20
513,027
925,329
0.523205
0.771274
0.207332
0.021394
ZUMZ
2018-04-27
491,898
953,043
0.540208
0.699359
0.171742
0.128899
ZUMZ
2018-05-04
321,981
690,674
0.498772
0.741384
0.228562
0.030054
ZUMZ
2018-05-11
472,111
1,005,729
0.491231
0.794317
0.194841
0.010842
ZUMZ
2018-05-18
391,615
856,541
0.533129
0.782119
0.200319
0.017562
ZUMZ
2018-05-25
297,048
543,135
0.600662
0.77623
0.207932
0.015838
ZUMZ
2018-06-01
300,492
551,719
0.539112
0.736191
0.252046
0.011763
ZUMZ
2018-06-08
2,720,073
5,208,188
0.570029
0.815282
0.17802
0.006698
ZUMZ
2018-06-15
1,089,225
2,181,486
0.529396
0.747121
0.232912
0.019967
ZUMZ
2018-06-22
867,529
1,711,078
0.62951
0.72621
0.257782
0.016008
ZUMZ
2018-06-29
796,212
1,077,401
0.713695
0.636523
0.349068
0.014409
ZUMZ
2018-07-06
791,062
1,164,735
0.669128
0.681201
0.296035
0.022764
ZUMZ
2018-07-13
937,942
1,406,945
0.663548
0.755104
0.219428
0.025468
ZUMZ
2018-07-20
669,374
1,004,276
0.684681
0.731672
0.24302
0.025308
ZUMZ
2018-07-27
736,504
1,163,086
0.687025
0.762168
0.21094
0.026892
ZUMZ
2018-08-03
865,794
1,331,719
0.692419
0.7882
0.184351
0.027449
ZUMZ
2018-08-10
1,073,372
1,903,491
0.652463
0.731222
0.253439
0.015339
ZUMZ
2018-08-17
863,118
1,590,118
0.636321
0.710841
0.266235
0.022924
ZUMZ
2018-08-24
707,978
1,295,518
0.643527
0.67062
0.305969
0.023411
ZUMZ
2018-08-31
603,518
917,850
0.669365
0.688613
0.292117
0.019269
ZUMZ
2018-09-07
1,122,271
1,930,367
0.592925
0.710631
0.266095
0.023275
ZUMZ
2018-09-14
737,521
1,295,155
0.597764
0.706422
0.267559
0.026019
ZUMZ
2018-09-21
506,008
809,689
0.66983
0.67963
0.296423
0.023947
ZUMZ
2018-09-28
729,806
1,114,930
0.685089
0.68371
0.290431
0.025859
ZUMZ
2018-10-05
446,679
764,072
0.564238
0.673087
0.316533
0.01038
ZUMZ
2018-10-12
599,698
1,227,327
0.51729
0.614392
0.373202
0.012407
ZUMZ
2018-10-19
437,659
835,118
0.606779
0.650702
0.329594
0.019704
ZUMZ
2018-10-26
413,520
989,298
0.514975
0.571752
0.415051
0.013198
ZUMZ
2018-11-02
577,021
1,025,542
0.574127
0.598133
0.387656
0.014211
ZUMZ
2018-11-09
1,081,491
1,906,166
0.542718
0.568619
0.359442
0.071939
ZUMZ
2018-11-16
500,468
804,233
0.691572
0.571207
0.284696
0.144097
ZUMZ
2018-11-23
548,791
888,086
0.576112
0.699617
0.270779
0.029604
ZUMZ
2018-11-30
691,797
1,272,209
0.579724
0.707612
0.252144
0.040244
ZUMZ
2018-12-07
1,029,081
2,122,210
0.528926
0.726401
0.241269
0.03233