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
2020-08-14
1,882,529
4,751,035
0.453833
0.359552
0.574767
0.065681
ZTS
2020-08-21
1,909,353
5,609,368
0.415595
0.374122
0.498944
0.126934
ZTS
2020-08-28
1,343,025
5,205,170
0.351356
0.368725
0.501384
0.129891
ZTS
2020-09-04
2,050,704
5,905,275
0.460277
0.370267
0.536251
0.093482
ZTS
2020-09-11
1,545,267
3,974,819
0.494944
0.380099
0.565288
0.054612
ZTS
2020-09-18
2,815,718
5,836,154
0.54815
0.351307
0.601786
0.046907
ZTS
2020-09-25
2,120,127
4,762,666
0.545897
0.386226
0.564993
0.048781
ZTS
2020-10-02
2,344,090
5,044,321
0.609564
0.410966
0.53786
0.051174
ZTS
2020-10-09
2,817,653
8,156,541
0.452644
0.331704
0.62428
0.044016
ZTS
2020-10-16
1,595,521
5,575,482
0.440286
0.409285
0.530885
0.05983
ZTS
2020-10-23
1,581,125
5,020,005
0.437127
0.432965
0.501562
0.065473
ZTS
2020-10-30
2,793,901
6,325,822
0.578881
0.404907
0.545836
0.049257
ZTS
2020-11-06
3,577,622
8,787,525
0.491206
0.355337
0.533092
0.111572
ZTS
2020-11-13
2,670,637
7,162,179
0.409216
0.383322
0.503626
0.113052
ZTS
2020-11-20
2,157,412
5,007,046
0.49763
0.379342
0.580374
0.040284
ZTS
2020-11-27
1,648,184
4,901,058
0.469014
0.40327
0.536827
0.059903
ZTS
2020-12-04
2,971,856
8,792,388
0.387097
0.376234
0.578847
0.044918
ZTS
2020-12-11
1,586,397
5,696,603
0.368563
0.316387
0.633821
0.049792
ZTS
2020-12-18
2,699,419
7,481,550
0.407556
0.333652
0.618362
0.047987
ZTS
2020-12-25
995,999
3,036,461
0.38919
0.348838
0.602057
0.049105
ZTS
2021-01-01
1,609,031
3,930,370
0.535517
0.308147
0.651367
0.040486
ZTS
2021-01-08
2,491,373
6,470,557
0.47262
0.373615
0.590233
0.036152
ZTS
2021-01-15
2,888,559
7,561,362
0.498055
0.385086
0.56931
0.045604
ZTS
2021-01-22
2,089,237
4,988,511
0.460873
0.289412
0.66633
0.044258
ZTS
2021-01-29
2,563,122
6,996,614
0.446748
0.373469
0.584049
0.042483
ZTS
2021-02-05
2,396,427
6,387,664
0.542181
0.360855
0.613086
0.026059
ZTS
2021-02-12
3,141,154
7,109,441
0.517599
0.378333
0.586793
0.034875
ZTS
2021-02-19
2,642,631
7,180,643
0.505187
0.409044
0.548386
0.04257
ZTS
2021-02-26
2,616,007
8,814,411
0.381229
0.327399
0.600632
0.071969
ZTS
2021-03-05
3,192,631
12,885,876
0.344454
0.364607
0.594274
0.041118
ZTS
2021-03-12
3,322,094
7,793,983
0.529462
0.39664
0.566738
0.036622
ZTS
2021-03-19
4,788,270
9,816,886
0.541651
0.366606
0.585851
0.047543
ZTS
2021-03-26
2,690,954
6,678,150
0.477443
0.420993
0.536004
0.043003
ZTS
2021-04-02
1,939,256
4,456,146
0.570852
0.39008
0.573634
0.036286
ZTS
2021-04-09
2,061,129
6,295,825
0.44268
0.398489
0.561222
0.040289
ZTS
2021-04-16
2,952,138
7,045,131
0.534599
0.361846
0.596646
0.041508
ZTS
2021-04-23
2,374,634
5,535,593
0.489289
0.337147
0.613727
0.049126
ZTS
2021-04-30
2,445,191
5,793,766
0.559913
0.384092
0.577744
0.038163
ZTS
2021-05-07
2,960,620
8,025,445
0.464724
0.345244
0.543664
0.111092
ZTS
2021-05-14
2,340,474
5,466,518
0.487826
0.346953
0.559111
0.093936
ZTS
2021-05-21
3,650,566
6,894,617
0.636289
0.376912
0.585433
0.037655
ZTS
2021-05-28
3,178,932
8,016,347
0.559591
0.287474
0.674563
0.037964
ZTS
2021-06-04
1,537,293
3,871,076
0.486152
0.336759
0.626474
0.036767
ZTS
2021-06-11
2,440,892
5,245,979
0.507339
0.40523
0.558422
0.036347
ZTS
2021-06-18
3,730,007
6,869,078
0.660417
0.302087
0.664895
0.033017
ZTS
2021-06-25
2,514,438
6,288,753
0.565499
0.35441
0.604277
0.041313
ZTS
2021-07-02
2,424,519
5,430,666
0.530576
0.342483
0.578117
0.0794
ZTS
2021-07-09
3,430,101
6,189,544
0.711062
0.33605
0.62013
0.04382
ZTS
2021-07-16
3,357,463
7,204,279
0.600814
0.368533
0.548858
0.08261
ZTS
2021-07-23
2,265,393
6,310,799
0.460438
0.321479
0.629719
0.048802
ZTS
2021-07-30
2,196,437
5,808,665
0.493323
0.322272
0.632276
0.045452
ZTS
2021-08-06
2,188,121
7,106,582
0.381169
0.313698
0.639981
0.046321
ZTS
2021-08-13
1,539,035
4,140,651
0.476205
0.389363
0.559202
0.051435
ZTS
2021-08-20
1,900,062
4,118,638
0.600234
0.406163
0.538606
0.055231
ZTS
2021-08-27
1,424,281
3,536,708
0.563784
0.363714
0.580208
0.056078
ZTS
2021-09-03
1,782,094
4,095,835
0.550351
0.384413
0.56279
0.052797
ZTS
2021-09-10
1,518,159
3,195,035
0.616683
0.375481
0.526815
0.097704
ZTS
2021-09-17
2,632,067
7,768,353
0.487184
0.296046
0.632995
0.070959
ZTS
2021-09-24
1,712,926
5,039,417
0.452841
0.352882
0.601807
0.04531
ZTS
2021-10-01
3,032,178
6,739,372
0.531929
0.36804
0.600905
0.031055
ZTS
2021-10-08
2,686,983
6,139,657
0.607624
0.316519
0.655126
0.028355
ZTS
2021-10-15
2,275,806
4,415,232
0.597639
0.323161
0.646003
0.030836
ZTS
2021-10-22
1,400,967
3,412,064
0.500205
0.331863
0.628906
0.039232
ZTS
2021-10-29
2,961,427
5,949,661
0.580693
0.405925
0.515191
0.078883
ZTS
2021-11-05
2,786,609
6,895,103
0.472452
0.32862
0.631435
0.039945
ZTS
2021-11-12
2,118,395
4,598,254
0.527709
0.366848
0.589684
0.043468
ZTS
2021-11-19
2,559,552
5,014,436
0.635144
0.402684
0.562425
0.034891
ZTS
2021-11-26
1,750,202
3,689,787
0.536285
0.358323
0.610364
0.031313
ZTS
2021-12-03
4,740,043
8,092,032
0.655386
0.348415
0.623381
0.028204
ZTS
2021-12-10
2,346,187
4,558,666
0.576092
0.349679
0.616768
0.033553
ZTS
2021-12-17
3,302,319
6,677,088
0.574004
0.342982
0.627564
0.029454
ZTS
2021-12-24
1,853,284
3,997,021
0.554734
0.367655
0.573102
0.059243
ZTS
2021-12-31
1,724,677
3,656,844
0.547052
0.337358
0.626724
0.035918
ZTS
2022-01-07
3,748,977
12,996,911
0.377152
0.347766
0.609577
0.042657
ZTS
2022-01-14
2,748,506
8,430,971
0.405698
0.352327
0.611032
0.036642
ZTS
2022-01-21
3,614,537
7,548,727
0.568774
0.343149
0.620388
0.036463
ZTS
2022-01-28
4,526,278
13,353,799
0.430964
0.440254
0.524429
0.035316
ZTS
2022-02-04
3,824,833
7,876,312
0.616325
0.439752
0.534126
0.026122
ZTS
2022-02-11
4,389,157
10,511,181
0.537697
0.465627
0.502811
0.031562
ZTS
2022-02-18
5,410,539
10,750,910
0.614814
0.467558
0.500481
0.031962
ZTS
2022-02-25
3,118,886
6,281,598
0.590609
0.395978
0.575983
0.028039
ZTS
2022-03-04
2,602,162
5,303,185
0.634173
0.386775
0.579503
0.033722
ZTS
2022-03-11
3,935,386
7,310,671
0.652865
0.367473
0.603914
0.028613
ZTS
2022-03-18
4,432,250
7,721,670
0.648979
0.301753
0.67848
0.019767
ZTS
2022-03-25
3,875,168
8,343,562
0.528327
0.329753
0.639631
0.030616
ZTS
2022-04-01
2,354,653
8,450,648
0.359426
0.3513
0.609116
0.039583
ZTS
2022-04-08
2,778,030
8,109,983
0.405793
0.422885
0.534244
0.042871
ZTS
2022-04-15
1,448,454
5,135,492
0.399949
0.408964
0.555756
0.03528
ZTS
2022-04-22
2,652,824
6,967,145
0.463334
0.314683
0.65383
0.031487
ZTS
2022-04-29
2,983,174
7,681,152
0.531929
0.326999
0.639468
0.033533
ZTS
2022-05-06
3,770,464
10,019,619
0.483122
0.408495
0.547222
0.044283
ZTS
2022-05-13
3,190,244
9,402,092
0.424633
0.362853
0.599288
0.037859
ZTS
2022-05-20
2,610,168
8,602,511
0.336278
0.281369
0.689709
0.028922
ZTS
2022-05-27
2,155,221
6,749,458
0.360174
0.328882
0.592881
0.078236
ZTS
2022-06-03
2,493,342
6,226,459
0.477034
0.330334
0.630321
0.039345
ZTS
2022-06-10
2,111,714
5,370,470
0.476177
0.389217
0.574683
0.036101
ZTS
2022-06-17
3,935,795
9,201,207
0.517342
0.390366
0.572757
0.036877
ZTS
2022-06-24
2,694,727
6,046,652
0.526786
0.425926
0.539284
0.03479
ZTS
2022-07-01
3,060,900
5,821,193
0.586016
0.420815
0.54791
0.031276
ZTS
2022-07-08
2,244,562
4,667,386
0.541166
0.432528
0.523749
0.043722