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
ZTS
2018-09-14
2,554,320
7,010,444
0.399393
0.433807
0.540659
0.025533
ZTS
2018-09-21
3,288,438
9,340,733
0.378807
0.419993
0.56402
0.015987
ZTS
2018-09-28
1,717,999
6,025,332
0.361671
0.372291
0.613184
0.014524
ZTS
2018-10-05
3,156,296
8,332,844
0.416392
0.510657
0.473222
0.016121
ZTS
2018-10-12
2,996,777
7,574,657
0.455309
0.397904
0.581114
0.020982
ZTS
2018-10-19
2,762,286
6,945,773
0.454644
0.37685
0.609205
0.013946
ZTS
2018-10-26
4,646,671
8,740,481
0.557179
0.334219
0.650866
0.014915
ZTS
2018-11-02
4,561,890
11,243,453
0.459441
0.383484
0.600097
0.016419
ZTS
2018-11-09
3,619,307
9,011,703
0.51413
0.441979
0.484702
0.073319
ZTS
2018-11-16
3,122,067
8,740,313
0.466155
0.343964
0.571735
0.084301
ZTS
2018-11-23
1,590,145
5,985,137
0.376841
0.329807
0.627134
0.043059
ZTS
2018-11-30
2,969,926
7,555,177
0.480685
0.366686
0.598452
0.034862
ZTS
2018-12-07
2,714,467
6,809,462
0.449948
0.423535
0.524619
0.051846
ZTS
2018-12-14
2,746,212
6,093,419
0.470534
0.349504
0.58546
0.065036
ZTS
2018-12-21
4,180,183
11,869,902
0.41417
0.330488
0.639726
0.029786
ZTS
2018-12-28
2,389,180
5,221,249
0.500083
0.364553
0.600647
0.0348
ZTS
2019-01-04
3,205,672
6,714,893
0.508601
0.285957
0.683509
0.030535
ZTS
2019-01-11
3,429,675
7,232,491
0.504113
0.381594
0.590977
0.027429
ZTS
2019-01-18
3,663,480
10,237,529
0.429471
0.369831
0.598136
0.032033
ZTS
2019-01-25
2,491,174
7,809,473
0.437939
0.369941
0.600045
0.030014
ZTS
2019-02-01
3,475,125
7,950,814
0.538105
0.412398
0.545759
0.041843
ZTS
2019-02-08
3,381,061
7,570,651
0.551605
0.437315
0.534509
0.028175
ZTS
2019-02-15
5,658,862
12,297,709
0.538705
0.395657
0.56977
0.034572
ZTS
2019-02-22
2,957,103
5,892,664
0.564942
0.356827
0.558799
0.084374
ZTS
2019-03-01
2,908,410
6,314,351
0.528263
0.363498
0.560782
0.075719
ZTS
2019-03-08
4,978,331
9,569,380
0.560618
0.463044
0.504405
0.032551
ZTS
2019-03-15
3,826,176
8,495,219
0.521687
0.39493
0.569978
0.035092
ZTS
2019-03-22
2,416,404
5,738,026
0.49043
0.364988
0.608798
0.026214
ZTS
2019-03-29
2,468,025
6,287,877
0.43613
0.409889
0.561921
0.02819
ZTS
2019-04-05
3,299,950
6,947,105
0.503296
0.412086
0.56201
0.025904
ZTS
2019-04-12
2,100,900
4,677,300
0.540069
0.389572
0.537388
0.073039
ZTS
2019-04-19
3,484,354
7,048,705
0.54834
0.404256
0.532423
0.063321
ZTS
2019-04-26
4,006,117
7,746,029
0.564195
0.403249
0.528965
0.067786
ZTS
2019-05-03
3,796,598
8,639,259
0.513357
0.39237
0.557822
0.049809
ZTS
2019-05-10
2,708,244
5,854,656
0.518974
0.358153
0.534419
0.107428
ZTS
2019-05-17
3,039,739
6,454,960
0.58723
0.410054
0.526795
0.063152
ZTS
2019-05-24
2,491,443
4,592,762
0.617024
0.425025
0.50527
0.069705
ZTS
2019-05-31
3,429,619
6,855,159
0.561115
0.408009
0.533734
0.058257
ZTS
2019-06-07
5,720,157
10,767,114
0.554154
0.495515
0.460127
0.044358
ZTS
2019-06-14
2,832,501
6,681,512
0.482049
0.40177
0.546651
0.051579
ZTS
2019-06-21
3,516,580
9,164,138
0.484123
0.30514
0.629851
0.065009
ZTS
2019-06-28
2,404,005
6,354,642
0.392011
0.264875
0.671264
0.063861
ZTS
2019-07-05
1,142,460
3,901,895
0.305374
0.228395
0.721224
0.050381
ZTS
2019-07-12
1,597,912
6,088,781
0.30756
0.296218
0.640831
0.062951
ZTS
2019-07-19
1,342,739
4,767,634
0.335162
0.327062
0.59129
0.081647
ZTS
2019-07-26
1,700,315
6,019,461
0.302413
0.354719
0.595643
0.049637
ZTS
2019-08-02
2,597,479
6,869,271
0.379318
0.335161
0.608252
0.056587
ZTS
2019-08-09
3,928,420
9,962,550
0.461944
0.349899
0.593387
0.056714
ZTS
2019-08-16
2,577,246
5,525,444
0.499784
0.28166
0.663397
0.054943
ZTS
2019-08-23
1,901,691
5,233,835
0.439829
0.44891
0.489431
0.061658
ZTS
2019-08-30
1,322,491
3,862,721
0.43507
0.389956
0.527638
0.082406
ZTS
2019-09-06
1,507,443
3,930,861
0.419363
0.402533
0.464585
0.132882
ZTS
2019-09-13
2,388,254
8,499,246
0.338326
0.370246
0.5071
0.122653
ZTS
2019-09-20
1,985,666
5,822,271
0.382992
0.42104
0.515963
0.062997
ZTS
2019-09-27
1,674,045
4,164,964
0.427902
0.471668
0.460724
0.067609
ZTS
2019-10-04
1,665,518
4,387,547
0.414732
0.480917
0.453766
0.065318
ZTS
2019-10-11
1,921,356
4,514,172
0.485767
0.479784
0.448322
0.071893
ZTS
2019-10-18
2,004,839
5,169,986
0.408814
0.423393
0.47547
0.101136
ZTS
2019-10-25
1,485,825
5,807,685
0.316426
0.343725
0.529198
0.127077
ZTS
2019-11-01
1,686,344
5,418,978
0.355114
0.383456
0.464984
0.151561
ZTS
2019-11-08
2,417,144
10,492,091
0.279493
0.39896
0.534852
0.066188
ZTS
2019-11-15
1,443,215
6,546,111
0.283616
0.3484
0.581482
0.070118
ZTS
2019-11-22
1,903,404
5,366,538
0.40466
0.410419
0.530943
0.058638
ZTS
2019-11-29
1,511,855
3,388,194
0.423143
0.507403
0.447621
0.044976
ZTS
2019-12-06
1,946,154
5,814,714
0.434009
0.479766
0.463881
0.056353
ZTS
2019-12-13
2,100,304
5,400,782
0.463822
0.521107
0.401846
0.077048
ZTS
2019-12-20
3,479,536
6,766,616
0.559992
0.408985
0.479546
0.111469
ZTS
2019-12-27
876,776
2,037,455
0.47513
0.477886
0.458831
0.063284
ZTS
2020-01-03
1,492,091
2,771,392
0.608898
0.43575
0.511156
0.053095
ZTS
2020-01-10
1,765,351
4,690,064
0.466059
0.454669
0.505781
0.03955
ZTS
2020-01-17
2,486,129
5,594,194
0.511748
0.373292
0.46983
0.156879
ZTS
2020-01-24
2,136,596
5,148,465
0.447522
0.364972
0.568618
0.06641
ZTS
2020-01-31
2,487,244
7,693,231
0.433212
0.256974
0.621034
0.121992
ZTS
2020-02-07
1,920,252
7,382,453
0.365546
0.339528
0.59904
0.061432
ZTS
2020-02-14
4,089,220
8,728,856
0.543039
0.367274
0.564121
0.068606
ZTS
2020-02-21
1,752,814
4,782,404
0.435037
0.316871
0.633541
0.049588
ZTS
2020-02-28
5,487,196
10,999,595
0.573296
0.354627
0.600693
0.04468
ZTS
2020-03-06
6,022,153
11,389,848
0.607571
0.350545
0.57225
0.077205
ZTS
2020-03-13
7,217,360
14,366,480
0.552976
0.280958
0.65638
0.062661
ZTS
2020-03-20
6,893,225
19,888,914
0.373229
0.362515
0.597532
0.039953
ZTS
2020-03-27
7,061,524
16,579,630
0.538797
0.440613
0.520376
0.039011
ZTS
2020-04-03
4,700,092
9,394,233
0.617616
0.401561
0.548552
0.049887
ZTS
2020-04-10
4,732,292
8,412,127
0.585668
0.369327
0.58961
0.041063
ZTS
2020-04-17
3,982,293
9,519,911
0.495613
0.40107
0.535514
0.063416
ZTS
2020-04-24
3,763,124
9,358,377
0.552055
0.408968
0.486792
0.104241
ZTS
2020-05-01
4,420,847
10,202,729
0.514441
0.441094
0.456303
0.102603
ZTS
2020-05-08
3,815,680
9,071,416
0.514034
0.435106
0.503992
0.060902
ZTS
2020-05-15
3,959,838
8,400,033
0.561315
0.362206
0.588521
0.049273
ZTS
2020-05-22
5,364,367
8,917,443
0.602563
0.428098
0.524915
0.046987
ZTS
2020-05-29
4,174,085
7,326,436
0.587029
0.3209
0.631079
0.048021
ZTS
2020-06-05
3,139,014
5,711,002
0.62658
0.383677
0.541081
0.075241
ZTS
2020-06-12
3,944,671
6,969,857
0.569932
0.344912
0.533955
0.121133
ZTS
2020-06-19
3,276,097
6,397,091
0.616739
0.355741
0.584434
0.059824
ZTS
2020-06-26
2,429,242
5,176,586
0.559466
0.361745
0.542887
0.095368
ZTS
2020-07-03
1,814,916
4,657,173
0.486353
0.349975
0.582753
0.067272
ZTS
2020-07-10
1,420,868
3,859,771
0.477638
0.377935
0.53879
0.083275
ZTS
2020-07-17
1,925,633
5,236,510
0.444819
0.330076
0.608598
0.061326
ZTS
2020-07-24
1,446,868
4,003,417
0.456162
0.369897
0.551733
0.07837
ZTS
2020-07-31
2,708,158
5,771,393
0.601677
0.439373
0.485782
0.074845
ZTS
2020-08-07
2,962,763
6,274,921
0.52287
0.439154
0.490289
0.070558