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
2020-03-20
4,901,680
12,536,500
0.418219
0.491799
0.458618
0.049583
ZTO
2020-03-27
4,505,335
10,651,626
0.516638
0.353875
0.619974
0.026151
ZTO
2020-04-03
4,401,075
8,115,957
0.563213
0.374575
0.591859
0.033566
ZTO
2020-04-10
3,071,846
5,326,811
0.589769
0.365721
0.616804
0.017475
ZTO
2020-04-17
4,957,964
9,871,459
0.585998
0.383118
0.595307
0.021575
ZTO
2020-04-24
4,325,536
6,819,970
0.69675
0.370991
0.561945
0.067064
ZTO
2020-05-01
3,544,577
6,126,395
0.641805
0.342844
0.598442
0.058714
ZTO
2020-05-08
4,197,613
7,671,976
0.602457
0.33344
0.643905
0.022656
ZTO
2020-05-15
5,370,969
8,639,847
0.654472
0.332339
0.644395
0.023266
ZTO
2020-05-22
7,949,337
16,063,167
0.581372
0.475068
0.497514
0.027418
ZTO
2020-05-29
10,034,632
18,588,644
0.607055
0.298476
0.681289
0.020236
ZTO
2020-06-05
6,932,769
12,526,749
0.602504
0.386716
0.585716
0.027568
ZTO
2020-06-12
5,887,530
9,760,590
0.644104
0.402904
0.498755
0.098341
ZTO
2020-06-19
7,887,157
13,522,584
0.590797
0.431742
0.533046
0.035212
ZTO
2020-06-26
3,828,929
8,033,089
0.52188
0.385987
0.579689
0.034324
ZTO
2020-07-03
3,996,619
8,100,801
0.512398
0.381856
0.579729
0.038415
ZTO
2020-07-10
4,347,937
8,756,119
0.554642
0.472856
0.475559
0.051584
ZTO
2020-07-17
5,027,444
8,725,684
0.561883
0.424768
0.541835
0.033397
ZTO
2020-07-24
3,199,745
6,073,695
0.511237
0.409919
0.565743
0.024338
ZTO
2020-07-31
2,237,656
5,013,599
0.562377
0.340356
0.611481
0.048162
ZTO
2020-08-07
1,761,273
5,716,162
0.423613
0.359175
0.604518
0.036306
ZTO
2020-08-14
5,872,899
11,465,305
0.483893
0.440003
0.519546
0.040451
ZTO
2020-08-21
4,089,239
10,524,454
0.464757
0.387611
0.528523
0.083866
ZTO
2020-08-28
3,236,166
7,870,216
0.491478
0.510352
0.403219
0.086428
ZTO
2020-09-04
7,543,961
14,654,511
0.599137
0.405678
0.534335
0.059987
ZTO
2020-09-11
4,841,521
9,615,842
0.563233
0.465326
0.50178
0.032895
ZTO
2020-09-18
4,332,742
10,742,687
0.527675
0.445621
0.513588
0.040791
ZTO
2020-09-25
9,344,734
14,053,238
0.655761
0.514415
0.450812
0.034773
ZTO
2020-10-02
7,442,653
14,020,169
0.600523
0.452006
0.521729
0.026266
ZTO
2020-10-09
3,006,751
7,740,903
0.492107
0.390354
0.582587
0.027059
ZTO
2020-10-16
3,207,385
6,355,974
0.515442
0.443167
0.530635
0.026198
ZTO
2020-10-23
3,859,824
8,687,401
0.605467
0.472735
0.497248
0.030017
ZTO
2020-10-30
2,499,966
4,254,464
0.657385
0.387164
0.590137
0.022699
ZTO
2020-11-06
2,941,559
6,086,300
0.602905
0.352354
0.551233
0.096413
ZTO
2020-11-13
5,755,739
10,368,847
0.629892
0.369124
0.54126
0.089616
ZTO
2020-11-20
6,046,650
12,262,617
0.599303
0.507043
0.464049
0.028908
ZTO
2020-11-27
2,729,226
5,019,152
0.533816
0.395616
0.591327
0.013056
ZTO
2020-12-04
3,390,594
8,865,574
0.472188
0.386423
0.592522
0.021055
ZTO
2020-12-11
3,588,997
8,920,359
0.47773
0.451234
0.521012
0.027754
ZTO
2020-12-18
7,207,397
16,894,144
0.531782
0.338113
0.639717
0.02217
ZTO
2020-12-25
3,038,087
6,170,544
0.555568
0.311246
0.628079
0.060675
ZTO
2021-01-01
4,285,057
9,179,398
0.501381
0.33409
0.629099
0.036811
ZTO
2021-01-08
4,960,481
12,275,873
0.52142
0.307246
0.662712
0.030042
ZTO
2021-01-15
7,739,269
14,951,002
0.535056
0.389354
0.580041
0.030605
ZTO
2021-01-22
8,530,878
13,883,078
0.637219
0.419848
0.567004
0.013149
ZTO
2021-01-29
7,059,065
15,359,836
0.523518
0.367373
0.612435
0.020192
ZTO
2021-02-05
5,317,388
11,773,900
0.463491
0.327942
0.643939
0.028119
ZTO
2021-02-12
6,854,285
13,843,606
0.54447
0.440768
0.539079
0.020153
ZTO
2021-02-19
2,620,309
6,616,031
0.461752
0.436065
0.545107
0.018828
ZTO
2021-02-26
4,038,215
7,793,874
0.608046
0.373253
0.58413
0.042618
ZTO
2021-03-05
3,767,826
7,837,247
0.559514
0.390793
0.592757
0.01645
ZTO
2021-03-12
4,374,773
8,383,483
0.525018
0.395109
0.589824
0.015067
ZTO
2021-03-19
6,099,621
16,369,883
0.485073
0.468511
0.520184
0.011305
ZTO
2021-03-26
12,010,267
22,868,756
0.580438
0.3623
0.621454
0.016246
ZTO
2021-04-02
7,074,996
13,381,135
0.512754
0.394712
0.58851
0.016779
ZTO
2021-04-09
6,078,527
10,266,467
0.602107
0.399716
0.564932
0.035351
ZTO
2021-04-16
8,604,246
12,369,040
0.679665
0.351577
0.614237
0.034187
ZTO
2021-04-23
9,162,675
17,362,080
0.599871
0.408005
0.562213
0.029782
ZTO
2021-04-30
6,569,226
13,390,076
0.555088
0.320081
0.651578
0.028342
ZTO
2021-05-07
4,011,700
8,076,648
0.607875
0.313055
0.601544
0.085401
ZTO
2021-05-14
6,672,924
12,836,587
0.520359
0.333223
0.577319
0.089458
ZTO
2021-05-21
4,937,020
9,965,167
0.565968
0.430272
0.538598
0.031131
ZTO
2021-05-28
5,605,226
11,469,005
0.478729
0.340566
0.640326
0.019107
ZTO
2021-06-04
4,056,376
9,050,366
0.524773
0.38345
0.590397
0.026153
ZTO
2021-06-11
3,781,576
6,787,852
0.628812
0.438869
0.536219
0.024912
ZTO
2021-06-18
8,257,010
25,117,668
0.631563
0.33849
0.634816
0.026693
ZTO
2021-06-25
5,054,763
10,581,584
0.488254
0.348671
0.632627
0.018702
ZTO
2021-07-02
3,503,163
8,597,243
0.457173
0.330166
0.625707
0.044127
ZTO
2021-07-09
4,810,505
11,361,371
0.480489
0.4817
0.498496
0.019804
ZTO
2021-07-16
4,143,013
7,377,747
0.60078
0.418051
0.530716
0.051233
ZTO
2021-07-23
5,803,314
11,226,015
0.500875
0.413604
0.564794
0.021602
ZTO
2021-07-30
14,112,298
25,233,325
0.555198
0.370657
0.60326
0.026083
ZTO
2021-08-06
7,740,549
18,274,528
0.457931
0.285
0.689555
0.025445
ZTO
2021-08-13
5,242,234
10,617,551
0.539418
0.33054
0.646354
0.023105
ZTO
2021-08-20
10,729,046
18,465,523
0.657696
0.354871
0.611767
0.033362
ZTO
2021-08-27
8,441,388
15,988,153
0.536846
0.340818
0.632467
0.026714
ZTO
2021-09-03
9,660,686
16,448,526
0.583163
0.296548
0.680086
0.023366
ZTO
2021-09-10
5,152,491
11,742,002
0.481694
0.303692
0.604154
0.092153
ZTO
2021-09-17
3,567,836
7,031,400
0.612714
0.301618
0.619758
0.078623
ZTO
2021-09-24
3,879,257
6,843,177
0.629041
0.348369
0.624114
0.027518
ZTO
2021-10-01
4,300,891
7,875,388
0.5241
0.244156
0.735126
0.020718
ZTO
2021-10-08
2,908,124
5,158,602
0.582955
0.311947
0.668165
0.019888
ZTO
2021-10-15
2,273,469
4,109,260
0.611661
0.417
0.564777
0.018223
ZTO
2021-10-22
3,301,916
6,531,376
0.553602
0.42413
0.558727
0.017143
ZTO
2021-10-29
2,652,157
6,108,313
0.568782
0.31449
0.598537
0.086972
ZTO
2021-11-05
3,547,554
7,283,950
0.561058
0.320004
0.655962
0.024034
ZTO
2021-11-12
2,838,828
5,020,711
0.607897
0.331998
0.649783
0.018219
ZTO
2021-11-19
7,366,662
18,908,965
0.548609
0.428927
0.541541
0.029532
ZTO
2021-11-26
2,664,288
10,359,250
0.335515
0.419446
0.548482
0.032072
ZTO
2021-12-03
8,283,659
18,783,640
0.441073
0.22217
0.760515
0.017314
ZTO
2021-12-10
3,749,091
10,531,594
0.459117
0.302491
0.662855
0.034654
ZTO
2021-12-17
3,945,255
13,304,533
0.419677
0.307451
0.665261
0.027288
ZTO
2021-12-24
2,863,641
6,618,128
0.532002
0.317281
0.612276
0.070443
ZTO
2021-12-31
2,589,037
5,175,215
0.489636
0.323059
0.647967
0.028974
ZTO
2022-01-07
3,070,377
7,034,420
0.449214
0.29652
0.680743
0.022737
ZTO
2022-01-14
5,627,737
12,624,460
0.497316
0.399791
0.572125
0.028083
ZTO
2022-01-21
2,439,670
6,960,298
0.381903
0.315629
0.657748
0.026622
ZTO
2022-01-28
4,377,744
8,071,103
0.559544
0.359078
0.622693
0.018229
ZTO
2022-02-04
2,787,287
4,983,173
0.578511
0.335542
0.640776
0.023682
ZTO
2022-02-11
2,637,159
6,426,280
0.485767
0.328268
0.652622
0.01911