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
2014-11-14
20,238,600
51,163,986
0.426224
0.521441
0.43379
0.04477
ZTS
2014-11-21
13,124,413
34,683,469
0.39231
0.427655
0.508582
0.063763
ZTS
2014-11-28
4,142,131
9,685,761
0.455717
0.376351
0.555442
0.068207
ZTS
2014-12-05
5,275,699
13,702,678
0.415057
0.403935
0.522801
0.073264
ZTS
2014-12-12
6,346,186
17,680,747
0.417113
0.352981
0.574972
0.072047
ZTS
2014-12-19
8,157,835
25,660,295
0.354711
0.371306
0.562994
0.0657
ZTS
2014-12-26
2,467,688
7,127,335
0.390949
0.406993
0.442326
0.15068
ZTS
2015-01-02
2,434,089
6,650,486
0.405823
0.418704
0.533174
0.048121
ZTS
2015-01-09
4,793,302
12,491,195
0.406212
0.368436
0.552323
0.079241
ZTS
2015-01-16
4,010,074
11,112,227
0.396016
0.342393
0.579324
0.078283
ZTS
2015-01-23
2,910,154
8,092,487
0.372349
0.314133
0.640684
0.045183
ZTS
2015-01-30
4,313,135
12,270,070
0.376359
0.250289
0.67813
0.071581
ZTS
2015-02-06
5,739,166
16,095,533
0.391325
0.401346
0.561092
0.037562
ZTS
2015-02-13
9,704,153
23,150,422
0.479242
0.403004
0.565182
0.031814
ZTS
2015-02-20
2,955,818
10,539,880
0.340679
0.348755
0.604481
0.046763
ZTS
2015-02-27
3,843,207
14,993,156
0.365854
0.333673
0.631686
0.034642
ZTS
2015-03-06
5,167,895
13,336,847
0.413712
0.392738
0.499144
0.108118
ZTS
2015-03-13
5,125,142
11,441,774
0.474586
0.325407
0.549527
0.125066
ZTS
2015-03-20
4,586,789
11,774,083
0.438682
0.290695
0.673266
0.036039
ZTS
2015-03-27
3,682,405
11,908,070
0.351279
0.323506
0.625778
0.050716
ZTS
2015-04-03
3,331,756
10,361,929
0.398448
0.342926
0.611718
0.045356
ZTS
2015-04-10
3,088,872
9,971,031
0.391149
0.366246
0.595608
0.038146
ZTS
2015-04-17
2,908,755
8,425,104
0.395317
0.455166
0.499505
0.045329
ZTS
2015-04-24
4,556,184
11,065,994
0.400118
0.351352
0.567873
0.080775
ZTS
2015-05-01
5,436,861
16,658,127
0.375034
0.368574
0.54824
0.083186
ZTS
2015-05-08
5,868,332
15,973,327
0.384376
0.314896
0.648123
0.036981
ZTS
2015-05-15
4,047,505
9,150,190
0.452947
0.317488
0.655837
0.026674
ZTS
2015-05-22
3,937,476
11,447,814
0.361948
0.383882
0.585009
0.031109
ZTS
2015-05-29
5,622,001
15,503,179
0.426059
0.427183
0.545442
0.027375
ZTS
2015-06-05
3,845,986
10,610,891
0.369469
0.345621
0.613676
0.040703
ZTS
2015-06-12
3,450,362
8,372,887
0.456124
0.391058
0.540928
0.068014
ZTS
2015-06-19
4,487,356
11,405,496
0.38451
0.428555
0.553301
0.018144
ZTS
2015-06-26
6,402,548
22,048,717
0.319193
0.402743
0.571262
0.025995
ZTS
2015-07-03
3,661,846
13,383,089
0.358404
0.385828
0.518397
0.095776
ZTS
2015-07-10
3,689,154
12,423,054
0.303194
0.366305
0.606886
0.026809
ZTS
2015-07-17
4,200,747
12,963,404
0.383454
0.391447
0.576417
0.032136
ZTS
2015-07-24
4,825,928
11,658,020
0.419111
0.519124
0.462432
0.018444
ZTS
2015-07-31
3,177,513
10,258,222
0.358663
0.387859
0.569673
0.042469
ZTS
2015-08-07
4,953,609
13,114,195
0.427217
0.357933
0.605059
0.037008
ZTS
2015-08-14
3,340,314
9,656,115
0.398846
0.409097
0.552189
0.038714
ZTS
2015-08-21
4,454,326
10,617,807
0.453025
0.396647
0.530572
0.07278
ZTS
2015-08-28
6,464,814
17,237,264
0.433511
0.404173
0.526921
0.068906
ZTS
2015-09-04
6,614,275
12,859,423
0.533445
0.339045
0.596004
0.064951
ZTS
2015-09-11
4,362,651
8,936,655
0.48222
0.39956
0.580646
0.019794
ZTS
2015-09-18
8,273,794
16,355,035
0.541305
0.405712
0.565735
0.028553
ZTS
2015-09-25
4,583,502
9,909,059
0.455031
0.395463
0.580958
0.023579
ZTS
2015-10-02
9,656,956
22,051,703
0.43971
0.366938
0.610028
0.023034
ZTS
2015-10-09
7,067,539
16,502,914
0.45312
0.384597
0.595562
0.019841
ZTS
2015-10-16
5,930,972
12,011,499
0.469677
0.378783
0.594317
0.0269
ZTS
2015-10-23
9,494,957
23,558,247
0.452781
0.463163
0.513244
0.023593
ZTS
2015-10-30
4,737,520
12,662,942
0.443014
0.351508
0.625295
0.023197
ZTS
2015-11-06
9,582,063
22,593,461
0.426261
0.395367
0.55434
0.050293
ZTS
2015-11-13
5,009,324
12,450,658
0.470791
0.400268
0.541547
0.058185
ZTS
2015-11-20
6,077,562
12,293,818
0.538432
0.403292
0.570067
0.026641
ZTS
2015-11-27
2,723,997
5,845,519
0.414437
0.306941
0.671775
0.021284
ZTS
2015-12-04
4,245,611
10,891,369
0.455385
0.356127
0.607058
0.036815
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