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
2016-10-14
9,489,017
16,073,552
0.613884
0.37465
0.59119
0.03416
ZTS
2016-10-21
5,103,956
7,729,322
0.681267
0.367427
0.607396
0.025177
ZTS
2016-10-28
7,134,436
11,883,468
0.589118
0.40612
0.560386
0.033494
ZTS
2016-11-04
10,204,771
24,969,203
0.469412
0.423637
0.54666
0.029704
ZTS
2016-11-11
8,945,159
21,869,740
0.452348
0.353356
0.618668
0.027976
ZTS
2016-11-18
7,129,009
16,752,372
0.430755
0.367579
0.565925
0.066496
ZTS
2016-11-25
3,225,165
7,027,612
0.47216
0.419252
0.56022
0.020528
ZTS
2016-12-02
6,370,562
13,591,241
0.496324
0.378037
0.563455
0.058508
ZTS
2016-12-09
6,793,128
11,974,669
0.574232
0.423913
0.54715
0.028937
ZTS
2016-12-16
7,245,845
16,525,722
0.489836
0.367628
0.605843
0.02653
ZTS
2016-12-23
4,773,283
9,078,549
0.569636
0.491439
0.484455
0.024105
ZTS
2016-12-30
2,410,128
4,232,733
0.586057
0.393152
0.572179
0.034669
ZTS
2017-01-06
4,152,226
9,689,698
0.461733
0.365325
0.606923
0.027752
ZTS
2017-01-13
3,565,226
8,266,355
0.483919
0.38592
0.562421
0.051659
ZTS
2017-01-20
4,836,424
9,782,578
0.517175
0.497083
0.474825
0.028092
ZTS
2017-01-27
5,951,164
11,216,633
0.559679
0.549142
0.425901
0.024957
ZTS
2017-02-03
5,642,329
10,772,928
0.5533
0.422158
0.554727
0.023115
ZTS
2017-02-10
4,201,752
12,513,539
0.422823
0.342547
0.548828
0.108626
ZTS
2017-02-17
13,571,766
31,715,253
0.468857
0.46364
0.460205
0.076155
ZTS
2017-02-24
6,264,910
12,797,917
0.514517
0.389226
0.573018
0.037756
ZTS
2017-03-03
5,997,823
13,801,070
0.466959
0.359373
0.597492
0.043135
ZTS
2017-03-10
4,558,184
10,009,270
0.464372
0.42976
0.544015
0.026224
ZTS
2017-03-17
5,062,439
11,761,088
0.480507
0.402499
0.561061
0.03644
ZTS
2017-03-24
5,732,925
10,168,958
0.604339
0.421763
0.549278
0.028959
ZTS
2017-03-31
5,508,258
10,577,770
0.580015
0.375486
0.593647
0.030867
ZTS
2017-04-07
5,199,347
12,150,020
0.485167
0.413477
0.560052
0.026471
ZTS
2017-04-14
3,551,007
6,871,056
0.552744
0.376505
0.599724
0.02377
ZTS
2017-04-21
4,957,033
9,809,877
0.562761
0.396103
0.581814
0.022083
ZTS
2017-04-28
5,965,591
12,738,613
0.519778
0.443084
0.534664
0.022253
ZTS
2017-05-05
10,652,973
21,652,850
0.550102
0.463422
0.516457
0.020121
ZTS
2017-05-12
6,601,317
12,585,450
0.564411
0.417832
0.551661
0.030507
ZTS
2017-05-19
4,194,115
8,019,051
0.557999
0.395292
0.576976
0.027732
ZTS
2017-05-26
6,374,997
11,705,425
0.582196
0.44358
0.490826
0.065594
ZTS
2017-06-02
3,575,433
11,147,676
0.377009
0.332909
0.643635
0.023456
ZTS
2017-06-09
4,071,307
9,792,516
0.441548
0.459359
0.507524
0.033118
ZTS
2017-06-16
3,026,593
9,655,930
0.363212
0.335323
0.634838
0.029839
ZTS
2017-06-23
3,447,185
10,382,135
0.357379
0.346798
0.619196
0.034007
ZTS
2017-06-30
2,428,098
7,346,301
0.34126
0.347068
0.620943
0.031989
ZTS
2017-07-07
1,842,729
6,125,702
0.385345
0.37398
0.604386
0.021633
ZTS
2017-07-14
2,775,549
7,456,006
0.38811
0.345666
0.635156
0.019178
ZTS
2017-07-21
2,861,492
6,715,137
0.45895
0.361054
0.6208
0.018145
ZTS
2017-07-28
4,520,424
10,663,362
0.468522
0.436927
0.543119
0.019954
ZTS
2017-08-04
2,958,419
6,534,897
0.474123
0.368128
0.604386
0.027486
ZTS
2017-08-11
4,060,182
12,406,883
0.331987
0.383775
0.595732
0.020493
ZTS
2017-08-18
2,784,823
6,603,876
0.47467
0.425764
0.549214
0.025021
ZTS
2017-08-25
2,641,290
8,290,649
0.38585
0.458369
0.525244
0.016387
ZTS
2017-09-01
3,107,444
7,654,920
0.499136
0.449037
0.536081
0.014882
ZTS
2017-09-08
3,995,202
8,021,660
0.565133
0.483956
0.497878
0.018166
ZTS
2017-09-15
3,440,459
7,382,378
0.520948
0.387079
0.58391
0.029011
ZTS
2017-09-22
2,135,909
6,666,324
0.333392
0.396082
0.588251
0.015668
ZTS
2017-09-29
2,478,389
7,072,332
0.382433
0.349967
0.568575
0.081458
ZTS
2017-10-06
2,427,713
7,376,988
0.414297
0.365213
0.616638
0.018149
ZTS
2017-10-13
2,765,981
6,867,572
0.445918
0.38631
0.520494
0.093197
ZTS
2017-10-20
3,232,638
7,038,819
0.499913
0.424766
0.55029
0.024943
ZTS
2017-10-27
3,533,132
8,371,081
0.485049
0.426298
0.557286
0.016416
ZTS
2017-11-03
5,893,601
13,844,070
0.444067
0.474635
0.494195
0.03117
ZTS
2017-11-10
5,095,141
12,807,607
0.468635
0.378655
0.598741
0.022604
ZTS
2017-11-17
3,595,925
8,419,149
0.483533
0.445844
0.532943
0.021212
ZTS
2017-11-24
2,198,950
5,726,851
0.41546
0.449165
0.531767
0.019068
ZTS
2017-12-01
2,990,385
7,663,989
0.428338
0.29744
0.675315
0.027246
ZTS
2017-12-08
2,547,862
8,303,769
0.40609
0.332027
0.644488
0.023484
ZTS
2017-12-15
2,562,023
6,580,954
0.477064
0.320732
0.659303
0.019964
ZTS
2017-12-22
2,661,337
5,866,002
0.556881
0.422982
0.549286
0.027732
ZTS
2017-12-29
1,540,027
3,083,007
0.540324
0.414521
0.560167
0.025312
ZTS
2018-01-05
2,289,885
7,165,822
0.359631
0.370514
0.558005
0.071481
ZTS
2018-01-12
3,918,577
8,343,892
0.483308
0.426492
0.552929
0.020579
ZTS
2018-01-19
3,495,622
8,608,823
0.445945
0.433355
0.496088
0.070557
ZTS
2018-01-26
3,568,559
10,742,249
0.465831
0.469471
0.516573
0.013957
ZTS
2018-02-02
3,971,763
12,207,217
0.372795
0.440954
0.541712
0.017334
ZTS
2018-02-09
5,320,515
12,080,130
0.470167
0.369214
0.607751
0.023036
ZTS
2018-02-16
4,262,497
13,642,931
0.35836
0.3799
0.603686
0.016413
ZTS
2018-02-23
3,681,616
8,347,212
0.477021
0.404191
0.582862
0.012948
ZTS
2018-03-02
3,682,299
8,145,036
0.473651
0.350575
0.631635
0.01779
ZTS
2018-03-09
3,320,213
9,734,079
0.436692
0.3232
0.569855
0.106946
ZTS
2018-03-16
3,423,878
8,263,504
0.443382
0.331911
0.571004
0.097085
ZTS
2018-03-23
4,269,322
10,455,419
0.406674
0.312759
0.667584
0.019657
ZTS
2018-03-30
4,273,490
9,571,814
0.452278
0.337164
0.647137
0.015699
ZTS
2018-04-06
4,375,828
10,032,661
0.468527
0.354763
0.626267
0.01897
ZTS
2018-04-13
1,977,397
6,722,726
0.380594
0.289314
0.6906
0.020087
ZTS
2018-04-20
2,694,748
6,888,319
0.423894
0.369647
0.61757
0.012784
ZTS
2018-04-27
2,740,719
6,347,193
0.425846
0.285511
0.62136
0.093129
ZTS
2018-05-04
6,063,040
15,394,888
0.437262
0.395463
0.59249
0.012047
ZTS
2018-05-11
2,953,748
8,754,696
0.41188
0.37527
0.609348
0.015382
ZTS
2018-05-18
3,519,886
8,801,791
0.420138
0.343157
0.639958
0.016884
ZTS
2018-05-25
2,714,038
5,588,262
0.549999
0.384082
0.598284
0.017634
ZTS
2018-06-01
2,456,773
5,637,002
0.449127
0.397854
0.587158
0.014988
ZTS
2018-06-08
2,537,978
6,796,155
0.455812
0.41673
0.562539
0.020731
ZTS
2018-06-15
3,927,377
9,446,052
0.455201
0.427389
0.554248
0.018364
ZTS
2018-06-22
5,637,963
16,144,560
0.529424
0.443193
0.540312
0.016495
ZTS
2018-06-29
2,597,064
8,748,003
0.301618
0.32126
0.655869
0.022871
ZTS
2018-07-06
1,606,755
4,822,334
0.387616
0.338338
0.641726
0.019936
ZTS
2018-07-13
2,988,067
8,210,828
0.436361
0.332012
0.647633
0.020355
ZTS
2018-07-20
2,345,977
6,603,799
0.466994
0.464042
0.524576
0.011382
ZTS
2018-07-27
2,532,004
9,460,485
0.349236
0.438798
0.53533
0.025871
ZTS
2018-08-03
3,846,565
12,154,018
0.399962
0.466562
0.511312
0.022126
ZTS
2018-08-10
2,181,001
7,563,444
0.353005
0.528069
0.459858
0.012073
ZTS
2018-08-17
2,221,798
7,818,808
0.396372
0.445816
0.539136
0.015049
ZTS
2018-08-24
1,980,186
5,936,598
0.368737
0.470449
0.512948
0.016603
ZTS
2018-08-31
1,559,291
6,079,360
0.304
0.342608
0.642118
0.015273
ZTS
2018-09-07
1,307,180
5,161,803
0.305866
0.378665
0.602081
0.019253