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
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
ZTS
2022-07-15
2,816,054
6,067,875
0.514225
0.26217
0.703195
0.034636
ZTS
2022-07-22
2,718,604
6,410,765
0.527287
0.462295
0.464638
0.073068
ZTS
2022-07-29
2,020,515
4,783,025
0.483055
0.342585
0.613143
0.044272
ZTS
2022-08-05
2,475,201
5,460,570
0.516046
0.369444
0.588667
0.041889
ZTS
2022-08-12
2,339,778
4,609,692
0.545323
0.387844
0.570111
0.042045
ZTS
2022-08-19
2,159,977
5,278,194
0.461086
0.364822
0.606272
0.028905
ZTS
2022-08-26
1,775,272
5,033,921
0.420353
0.306977
0.660502
0.03252
ZTS
2022-09-02
2,921,459
6,263,476
0.531422
0.395001
0.567352
0.037648
ZTS
2022-09-09
3,166,489
5,758,309
0.632389
0.410572
0.539169
0.050259
ZTS
2022-09-16
3,422,244
7,565,661
0.594178
0.333075
0.623288
0.043637
ZTS
2022-09-23
2,675,250
6,172,843
0.53269
0.394466
0.552901
0.052633
ZTS
2022-09-30
3,636,412
7,408,623
0.574291
0.434625
0.486411
0.078964
ZTS
2022-10-07
2,526,477
5,839,980
0.487859
0.369808
0.541612
0.088579
ZTS
2022-10-14
2,645,551
6,443,013
0.499439
0.389754
0.520092
0.090155
ZTS
2022-10-21
3,155,602
7,103,630
0.488948
0.368677
0.5944
0.036923
ZTS
2022-10-28
2,564,407
6,150,482
0.488394
0.415494
0.547585
0.036921
ZTS
2022-11-04
4,911,414
13,856,917
0.49926
0.574313
0.384923
0.040763
ZTS
2022-11-11
5,032,910
11,908,190
0.529545
0.489149
0.480185
0.030666
ZTS
2022-11-18
4,329,772
8,849,073
0.514565
0.480827
0.494365
0.024807
ZTS
2022-11-25
1,862,100
4,047,579
0.515768
0.50111
0.441087
0.057803
ZTS
2022-12-02
4,081,204
8,154,043
0.574216
0.459338
0.512455
0.028208
ZTS
2022-12-09
3,966,780
7,766,267
0.583852
0.487805
0.479488
0.032707
ZTS
2022-12-16
3,956,232
9,465,982
0.500872
0.407483
0.568159
0.024358
ZTS
2022-12-23
1,884,712
5,629,189
0.389164
0.463181
0.51654
0.02028
ZTS
2022-12-30
1,080,408
3,037,759
0.439334
0.490608
0.484961
0.024431
ZTS
2023-01-06
2,398,678
4,727,091
0.570071
0.520355
0.453397
0.026248
ZTS
2023-01-13
4,644,371
8,191,553
0.594739
0.476824
0.498252
0.024924
ZTS
2023-01-20
6,501,858
9,728,900
0.719427
0.477896
0.496083
0.026021
ZTS
2023-01-27
3,819,305
7,101,554
0.646365
0.476883
0.49251
0.030607
ZTS
2023-02-03
3,779,159
8,451,116
0.539098
0.461095
0.513209
0.025696
ZTS
2023-02-10
3,250,302
6,838,093
0.508292
0.468237
0.505121
0.026641
ZTS
2023-02-17
4,877,177
8,584,330
0.632509
0.455716
0.521734
0.02255
ZTS
2023-02-24
2,705,134
5,071,435
0.591732
0.479771
0.489732
0.030496
ZTS
2023-03-03
3,951,289
6,539,816
0.73831
0.462606
0.514379
0.023015
ZTS
2023-03-10
3,482,014
5,999,660
0.663712
0.423712
0.533708
0.04258
ZTS
2023-03-17
4,190,513
8,584,808
0.575271
0.353643
0.624306
0.022052
ZTS
2023-03-24
4,023,029
8,831,295
0.608776
0.348297
0.629552
0.022151
ZTS
2023-03-31
2,626,661
5,746,555
0.539175
0.447778
0.524773
0.027449
ZTS
2023-04-07
2,563,078
4,689,225
0.626289
0.421062
0.552335
0.026603
ZTS
2023-04-14
2,748,658
4,798,924
0.656821
0.464563
0.503985
0.031452
ZTS
2023-04-21
2,858,284
4,708,810
0.701
0.453679
0.513971
0.03235
ZTS
2023-04-28
2,661,248
4,861,201
0.654215
0.446144
0.518144
0.035712
ZTS
2023-05-05
5,931,008
10,398,281
0.646704
0.483419
0.485301
0.031281
ZTS
2023-05-12
2,859,644
5,521,405
0.604704
0.454404
0.509255
0.036341
ZTS
2023-05-19
2,761,301
5,099,929
0.609122
0.419441
0.553233
0.027326
ZTS
2023-05-26
3,834,727
8,176,336
0.525215
0.457938
0.5182
0.023862
ZTS
2023-06-02
4,133,486
8,503,815
0.610415
0.377736
0.602672
0.019592
ZTS
2023-06-09
2,615,184
5,856,684
0.508771
0.475488
0.51356
0.010952
ZTS
2023-06-16
3,091,168
6,746,885
0.616604
0.478443
0.516361
0.005196
ZTS
2023-06-23
2,090,069
5,800,921
0.451647
0.438027
0.557629
0.004344
ZTS
2023-06-30
1,827,947
4,233,504
0.532142
0.288215
0.69997
0.011814
ZTS
2023-07-07
784,088
1,926,355
0.493489
0.01788
0.973766
0.008354
ZTS
2023-07-14
929,517
2,477,741
0.496802
0.013765
0.969338
0.016896
ZTS
2023-07-21
1,733,267
3,768,969
0.432795
0.016551
0.976302
0.007147
ZTS
2023-07-28
2,073,919
3,858,762
0.628097
0.011488
0.966418
0.022095
ZTS
2023-08-04
1,574,512
3,110,430
0.555633
0.018084
0.96454
0.017376