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
ZTO
2025-12-19
1,249,247
2,481,181
0.662223
0.022358
0.977642
0
ZTO
2025-12-26
701,125
1,192,147
0.56798
0.021706
0.978294
0
ZTO
2026-01-02
602,362
1,350,240
0.433668
0.026449
0.973551
0
ZTO
2026-01-09
1,034,124
2,745,845
0.441939
0.03164
0.96836
0
ZTO
2026-01-16
1,827,914
3,297,506
0.584183
0.031442
0.968558
0
ZTO
2026-01-23
1,161,525
2,040,060
0.564684
0.025939
0.974061
0
ZTO
2026-01-30
1,912,002
3,636,562
0.528103
0.019034
0.980966
0
ZTS
2013-02-01
6,022,484
44,782,299
0.197108
0.09921
0.868861
0.031929
ZTS
2013-02-08
1,930,718
9,905,229
0.202536
0.269705
0.691702
0.038593
ZTS
2013-02-15
949,361
4,161,199
0.274302
0.166585
0.787966
0.045448
ZTS
2013-02-22
553,311
2,494,171
0.253813
0.168025
0.775325
0.05665
ZTS
2013-03-01
1,066,374
3,209,385
0.361381
0.148767
0.789829
0.061404
ZTS
2013-03-08
549,475
2,056,794
0.302972
0.241997
0.652879
0.105124
ZTS
2013-03-15
1,142,332
3,774,430
0.344622
0.184634
0.749898
0.065468
ZTS
2013-03-22
608,578
2,182,178
0.317702
0.270674
0.651931
0.077395
ZTS
2013-03-29
1,379,052
5,819,442
0.293141
0.31287
0.599134
0.087996
ZTS
2013-04-05
1,953,575
7,988,436
0.325094
0.677056
0.294641
0.028302
ZTS
2013-04-12
1,668,392
6,727,628
0.378622
0.630889
0.343454
0.025657
ZTS
2013-04-19
2,967,192
8,211,065
0.371952
0.671294
0.289218
0.039488
ZTS
2013-04-26
3,466,975
9,638,395
0.431146
0.585887
0.36007
0.054042
ZTS
2013-05-03
2,499,357
7,266,708
0.424706
0.595739
0.372245
0.032017
ZTS
2013-05-10
1,283,444
3,189,582
0.426765
0.543287
0.421973
0.03474
ZTS
2013-05-17
1,247,676
3,420,610
0.378544
0.41714
0.558873
0.023987
ZTS
2013-05-24
15,280,254
25,259,217
0.563686
0.557494
0.41293
0.029576
ZTS
2013-05-31
5,232,802
11,636,535
0.43712
0.634553
0.352649
0.012798
ZTS
2013-06-07
7,855,998
14,266,588
0.575819
0.60109
0.288134
0.110776
ZTS
2013-06-14
11,767,684
25,480,602
0.483965
0.624854
0.302749
0.072396
ZTS
2013-06-21
51,673,426
100,306,925
0.504098
0.587937
0.35725
0.054814
ZTS
2013-06-28
38,371,386
95,941,625
0.423903
0.491241
0.34765
0.161109
ZTS
2013-07-05
15,803,667
48,639,776
0.360594
0.556357
0.385342
0.058301
ZTS
2013-07-12
12,744,588
39,075,256
0.337108
0.569746
0.375376
0.054878
ZTS
2013-07-19
7,199,656
23,981,316
0.350911
0.561376
0.371093
0.06753
ZTS
2013-07-26
6,407,515
21,495,943
0.282302
0.591007
0.356426
0.052567
ZTS
2013-08-02
6,886,121
24,964,806
0.298443
0.574873
0.372109
0.053018
ZTS
2013-08-09
9,948,880
29,733,480
0.317353
0.516955
0.433244
0.049801
ZTS
2013-08-16
6,204,705
21,155,997
0.310202
0.583772
0.365178
0.05105
ZTS
2013-08-23
6,280,453
17,988,417
0.397124
0.44935
0.362041
0.188609
ZTS
2013-08-30
6,947,278
24,013,312
0.36126
0.448668
0.421806
0.129525
ZTS
2013-09-06
5,825,452
15,865,050
0.397984
0.431308
0.459416
0.109276
ZTS
2013-09-13
6,559,046
19,611,051
0.363251
0.560154
0.363149
0.076697
ZTS
2013-09-20
12,502,944
30,468,860
0.390805
0.384748
0.512953
0.1023
ZTS
2013-09-27
4,821,279
12,608,505
0.412489
0.446768
0.471122
0.08211
ZTS
2013-10-04
7,026,288
16,449,787
0.444009
0.497819
0.449896
0.052285
ZTS
2013-10-11
8,391,449
20,529,047
0.452036
0.524551
0.405055
0.070394
ZTS
2013-10-18
5,483,725
14,574,264
0.423684
0.487785
0.423538
0.088677
ZTS
2013-10-25
3,675,548
11,696,130
0.351066
0.516548
0.429516
0.053936
ZTS
2013-11-01
5,898,987
19,390,060
0.347491
0.493832
0.451155
0.055013
ZTS
2013-11-08
8,226,325
25,573,469
0.354439
0.534485
0.411701
0.053814
ZTS
2013-11-15
4,956,638
15,283,959
0.348094
0.503379
0.440303
0.056319
ZTS
2013-11-22
4,783,295
15,131,619
0.379336
0.41648
0.511406
0.072114
ZTS
2013-11-29
3,574,085
10,627,102
0.381659
0.417028
0.517035
0.065937
ZTS
2013-12-06
6,793,004
19,145,444
0.387644
0.551504
0.402368
0.046127
ZTS
2013-12-13
7,062,637
15,684,587
0.466418
0.496947
0.444588
0.058465
ZTS
2013-12-20
5,249,357
13,731,807
null
0.417184
0.496016
0.086799
ZTS
2013-12-27
1,592,577
5,101,914
0.3194
0.443242
0.485207
0.071551
ZTS
2014-01-03
2,705,623
8,202,124
0.375072
0.48008
0.444912
0.075008
ZTS
2014-01-10
3,831,931
12,773,479
0.322496
0.443394
0.490212
0.066394
ZTS
2014-01-17
3,772,749
12,264,315
0.351364
0.451107
0.488774
0.060119
ZTS
2014-01-24
5,096,652
17,145,008
0.354544
0.52306
0.418563
0.058377
ZTS
2014-01-31
6,678,701
22,149,794
0.337108
0.51127
0.412146
0.076584
ZTS
2014-02-07
5,368,634
18,431,995
0.34916
0.462394
0.470834
0.066772
ZTS
2014-02-14
15,441,426
56,020,924
0.291485
0.54532
0.39842
0.05626
ZTS
2014-02-21
5,926,796
18,647,583
0.411477
0.455939
0.491975
0.052086
ZTS
2014-02-28
8,656,031
18,903,093
0.489375
0.468018
0.36903
0.162952
ZTS
2014-03-07
6,917,473
18,635,779
0.401061
0.44163
0.499418
0.058951
ZTS
2014-03-14
4,976,685
15,798,838
0.368082
0.445755
0.486571
0.067674
ZTS
2014-03-21
7,880,533
24,827,412
0.347501
0.423647
0.506147
0.070206
ZTS
2014-03-28
6,936,210
18,654,645
0.415981
0.519743
0.414787
0.06547
ZTS
2014-04-04
6,964,455
20,813,430
0.379519
0.532903
0.411979
0.055118
ZTS
2014-04-11
7,134,345
18,968,952
0.447883
0.461125
0.462633
0.076242
ZTS
2014-04-18
4,619,721
12,131,682
0.406195
0.365558
0.572216
0.062225
ZTS
2014-04-25
8,642,939
23,083,578
0.439901
0.406059
0.531046
0.062895
ZTS
2014-05-02
6,176,180
14,653,494
0.460312
0.439008
0.50761
0.053382
ZTS
2014-05-09
11,400,079
24,492,591
0.469313
0.416036
0.420428
0.163536
ZTS
2014-05-16
6,154,838
11,828,646
0.521162
0.369635
0.478182
0.152182
ZTS
2014-05-23
5,712,528
15,545,371
0.418238
0.4907
0.467455
0.041845
ZTS
2014-05-30
5,035,520
12,837,590
0.434221
0.491633
0.475046
0.033322
ZTS
2014-06-06
6,990,991
14,076,932
0.504604
0.474456
0.451051
0.074492
ZTS
2014-06-13
8,527,093
15,791,975
0.546236
0.431277
0.513303
0.055421
ZTS
2014-06-20
9,164,726
18,598,286
0.546374
0.470291
0.45524
0.074469
ZTS
2014-06-27
4,153,139
9,225,330
0.457797
0.35629
0.578306
0.065405
ZTS
2014-07-04
2,913,693
6,907,751
0.523972
0.355949
0.501484
0.142567
ZTS
2014-07-11
4,027,456
7,474,276
0.567526
0.424127
0.509851
0.066023
ZTS
2014-07-18
5,515,499
10,928,742
0.566808
0.432696
0.451423
0.11588
ZTS
2014-07-25
4,058,210
10,071,663
0.512928
0.453883
0.497909
0.048208
ZTS
2014-08-01
6,534,620
13,422,012
0.55278
0.528499
0.399753
0.071748
ZTS
2014-08-08
9,389,062
17,551,826
0.558935
0.429486
0.499197
0.071316
ZTS
2014-08-15
7,203,637
13,974,276
0.536333
0.364832
0.567653
0.067515
ZTS
2014-08-22
6,015,095
12,261,286
0.550763
0.424957
0.509108
0.065935
ZTS
2014-08-29
4,164,601
12,226,186
0.47514
0.384827
0.555111
0.060061
ZTS
2014-09-05
4,542,782
8,998,734
0.53063
0.355241
0.572979
0.07178
ZTS
2014-09-12
5,572,836
10,248,427
0.605446
0.320871
0.567753
0.111376
ZTS
2014-09-19
6,187,821
14,210,160
0.498701
0.329692
0.610092
0.060216
ZTS
2014-09-26
5,538,076
16,977,424
0.427333
0.307655
0.629826
0.06252
ZTS
2014-10-03
8,290,909
18,643,918
0.522939
0.345404
0.60629
0.048306
ZTS
2014-10-10
9,881,397
19,402,258
0.577865
0.344811
0.597788
0.057401
ZTS
2014-10-17
9,766,841
21,204,460
0.519744
0.368377
0.570679
0.060944
ZTS
2014-10-24
5,404,595
11,824,966
0.435062
0.366422
0.567928
0.06565
ZTS
2014-10-31
4,063,723
10,112,257
0.404108
0.355415
0.534167
0.110418
ZTS
2014-11-07
16,363,734
34,271,168
0.482771
0.531262
0.436771
0.031967