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
2015-12-11
4,425,777
9,712,399
0.51665
0.374527
0.597641
0.027832
ZTS
2015-12-18
6,942,894
15,698,319
0.49039
0.420236
0.549575
0.030189
ZTS
2015-12-25
2,550,767
6,629,765
0.459626
0.372289
0.602128
0.025583
ZTS
2016-01-01
2,052,788
4,319,802
0.504163
0.335216
0.636694
0.028089
ZTS
2016-01-08
8,012,416
16,498,237
0.507156
0.355049
0.563963
0.080988
ZTS
2016-01-15
8,966,705
18,771,093
0.512518
0.349343
0.611053
0.039604
ZTS
2016-01-22
6,025,334
13,403,779
0.448025
0.253178
0.695189
0.051633
ZTS
2016-01-29
7,551,437
17,553,739
0.522435
0.364823
0.615343
0.019834
ZTS
2016-02-05
7,371,361
16,614,424
0.445462
0.340443
0.638468
0.021088
ZTS
2016-02-12
10,663,551
24,832,002
0.483967
0.338916
0.63386
0.027224
ZTS
2016-02-19
8,802,629
17,984,535
0.478271
0.390264
0.583242
0.026493
ZTS
2016-02-26
6,402,464
12,718,132
0.482864
0.357778
0.618067
0.024155
ZTS
2016-03-04
7,793,305
16,006,335
0.484674
0.348906
0.626085
0.025009
ZTS
2016-03-11
7,326,181
19,508,555
0.422212
0.386167
0.585504
0.02833
ZTS
2016-03-18
10,110,174
24,318,070
0.445367
0.454653
0.483288
0.062059
ZTS
2016-03-25
9,792,756
19,618,867
0.494396
0.436258
0.488711
0.075032
ZTS
2016-04-01
12,723,682
20,677,251
0.613727
0.404309
0.484441
0.11125
ZTS
2016-04-08
15,967,799
25,857,609
0.625353
0.390728
0.473534
0.135737
ZTS
2016-04-15
7,614,340
15,106,712
0.499339
0.37213
0.550302
0.077568
ZTS
2016-04-22
4,959,126
10,700,851
0.457916
0.406551
0.558499
0.034951
ZTS
2016-04-29
6,585,649
12,635,059
0.500337
0.33361
0.642665
0.023725
ZTS
2016-05-06
8,921,827
16,811,882
0.551149
0.399753
0.55475
0.045497
ZTS
2016-05-13
11,765,796
26,414,255
0.461041
0.395123
0.576161
0.028716
ZTS
2016-05-20
6,561,209
14,079,936
0.475405
0.407069
0.56711
0.02582
ZTS
2016-05-27
5,804,286
13,150,140
0.479681
0.43321
0.53348
0.03331
ZTS
2016-06-03
3,786,243
8,041,312
0.468831
0.322823
0.606868
0.070309
ZTS
2016-06-10
5,610,603
10,800,248
0.520519
0.353251
0.622321
0.024428
ZTS
2016-06-17
8,227,375
15,246,374
0.563392
0.272951
0.621038
0.106011
ZTS
2016-06-24
7,270,578
13,376,545
0.5722
0.373228
0.587266
0.039506
ZTS
2016-07-01
7,855,463
15,765,711
0.530575
0.361412
0.551432
0.087155
ZTS
2016-07-08
3,890,893
9,133,806
0.46178
0.345225
0.610411
0.044364
ZTS
2016-07-15
4,298,982
9,088,261
0.480006
0.378874
0.591214
0.029912
ZTS
2016-07-22
4,815,088
9,013,196
0.530711
0.431491
0.543985
0.024523
ZTS
2016-07-29
4,831,805
12,551,391
0.396539
0.33015
0.648765
0.021084
ZTS
2016-08-05
8,627,675
20,765,081
0.434269
0.358877
0.545773
0.09535
ZTS
2016-08-12
9,796,819
16,411,805
0.578966
0.324525
0.607207
0.068267
ZTS
2016-08-19
5,907,702
10,332,040
0.570384
0.388508
0.567371
0.04412
ZTS
2016-08-26
6,580,124
14,883,830
0.476371
0.431822
0.527455
0.040722
ZTS
2016-09-02
5,649,220
11,417,274
0.539294
0.453288
0.513302
0.03341
ZTS
2016-09-09
5,686,963
13,087,443
0.485101
0.316662
0.629562
0.053775
ZTS
2016-09-16
8,439,626
19,408,894
0.484569
0.315299
0.625969
0.058733
ZTS
2016-09-23
4,915,175
9,678,409
0.522905
0.32271
0.633848
0.043443
ZTS
2016-09-30
6,737,126
12,318,871
0.58509
0.340554
0.623073
0.036373
ZTS
2016-10-07
6,953,295
11,551,052
0.62311
0.355853
0.609659
0.034488
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