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
ZIP
2021-07-30
1,560,768
2,965,605
0.513372
0.658258
0.312204
0.029539
ZIP
2021-08-06
1,654,025
2,688,031
0.583864
0.643107
0.327808
0.029085
ZIP
2021-08-13
2,116,021
5,537,607
0.506422
0.612529
0.379625
0.007846
ZIP
2021-08-20
1,912,822
4,229,216
0.471289
0.673771
0.317808
0.008422
ZIP
2021-08-27
706,024
2,062,775
0.408179
0.508302
0.485316
0.006382
ZIP
2021-09-03
549,645
1,964,006
0.389573
0.573379
0.396678
0.029943
ZIP
2021-09-10
423,862
1,417,200
0.342175
0.486305
0.43789
0.075805
ZIP
2021-09-17
1,172,759
4,472,389
0.342839
0.444653
0.472362
0.082985
ZIP
2021-09-24
1,063,710
3,337,075
0.463247
0.51461
0.431493
0.053896
ZIP
2021-10-01
737,540
1,942,248
0.480544
0.553763
0.405349
0.040888
ZIP
2021-10-08
1,238,255
3,096,505
0.484101
0.564354
0.381405
0.054241
ZIP
2021-10-15
649,653
1,952,745
0.347484
0.533571
0.423399
0.04303
ZIP
2021-10-22
577,842
1,347,272
0.417521
0.548164
0.420075
0.031761
ZIP
2021-10-29
1,557,672
4,224,409
0.415705
0.517562
0.37221
0.110229
ZIP
2021-11-05
520,325
1,858,330
0.378689
0.591507
0.365263
0.043231
ZIP
2021-11-12
2,010,579
6,904,513
0.374603
0.594794
0.366515
0.038691
ZIP
2021-11-19
1,370,599
4,117,307
0.313921
0.569819
0.393517
0.036665
ZIP
2021-11-26
554,436
2,037,283
0.301545
0.555916
0.407112
0.036972
ZIP
2021-12-03
1,158,540
3,448,049
0.409803
0.498014
0.472054
0.029932
ZIP
2021-12-10
763,434
2,286,765
0.419896
0.385342
0.547193
0.067466
ZIP
2021-12-17
1,034,137
3,047,467
0.405566
0.286579
0.684838
0.028583
ZIP
2021-12-24
888,876
2,319,572
0.461849
0.415357
0.507704
0.076939
ZIP
2021-12-31
502,553
1,600,725
0.3792
0.453846
0.510435
0.035719
ZIP
2022-01-07
1,108,467
2,398,335
0.5154
0.521615
0.433089
0.045296
ZIP
2022-01-14
1,397,236
3,124,520
0.575475
0.413439
0.550442
0.036119
ZIP
2022-01-21
867,876
1,935,347
0.461128
0.415625
0.547867
0.036508
ZIP
2022-01-28
1,312,616
4,334,683
0.403027
0.36922
0.600689
0.030091
ZIP
2022-02-04
819,471
1,973,218
0.402363
0.422512
0.5418
0.035688
ZIP
2022-02-11
791,002
1,425,401
0.54448
0.436275
0.529586
0.034139
ZIP
2022-02-18
833,296
1,513,931
0.625045
0.462049
0.507535
0.030417
ZIP
2022-02-25
749,990
2,076,860
0.499087
0.426092
0.555567
0.018341
ZIP
2022-03-04
1,964,079
4,303,848
0.540963
0.431218
0.534587
0.034195
ZIP
2022-03-11
1,118,035
2,191,268
0.528389
0.434139
0.52088
0.044982
ZIP
2022-03-18
1,226,354
2,983,485
0.46835
0.352923
0.624589
0.022488
ZIP
2022-03-25
1,196,189
2,687,379
0.541474
0.505992
0.456163
0.037844
ZIP
2022-04-01
826,630
1,779,061
0.511943
0.453143
0.514599
0.032258
ZIP
2022-04-08
1,016,531
2,150,322
0.467057
0.428452
0.544789
0.026759
ZIP
2022-04-15
547,416
1,055,549
0.518598
0.463967
0.495582
0.040451
ZIP
2022-04-22
898,227
1,983,354
0.485871
0.399003
0.561207
0.03979
ZIP
2022-04-29
814,324
1,925,760
0.455351
0.367496
0.597784
0.034721
ZIP
2022-05-06
1,192,641
2,936,084
0.478509
0.377175
0.584999
0.037826
ZIP
2022-05-13
2,100,835
5,400,536
0.397314
0.539802
0.427565
0.032633
ZIP
2022-05-20
938,292
2,939,120
0.376147
0.401697
0.56456
0.033744
ZIP
2022-05-27
891,460
2,749,874
0.340867
0.454698
0.487179
0.058123
ZIP
2022-06-03
859,140
2,228,014
0.387429
0.396525
0.572734
0.03074
ZIP
2022-06-10
1,102,433
3,225,096
0.36535
0.359556
0.616076
0.024368
ZIP
2022-06-17
2,057,881
5,734,435
0.415335
0.414983
0.555715
0.029301
ZIP
2022-06-24
4,719,653
11,826,345
0.362806
0.29745
0.67569
0.02686
ZIP
2022-07-01
2,457,464
4,477,036
0.56879
0.372091
0.599312
0.028598
ZIP
2022-07-08
1,351,355
2,278,423
0.581709
0.360997
0.612315
0.026688
ZIP
2022-07-15
1,076,581
1,734,349
0.642179
0.335731
0.644824
0.019445
ZIP
2022-07-22
1,149,415
2,055,044
0.552337
0.323627
0.620858
0.055515
ZIP
2022-07-29
691,604
1,462,579
0.526734
0.325085
0.651756
0.023159
ZIP
2022-08-05
840,532
2,169,093
0.452353
0.402732
0.572261
0.025007
ZIP
2022-08-12
1,451,552
2,661,029
0.542102
0.389287
0.588279
0.022435
ZIP
2022-08-19
2,361,578
5,182,343
0.512423
0.527151
0.450978
0.021871
ZIP
2022-08-26
1,092,521
2,526,622
0.497836
0.350913
0.630106
0.01898
ZIP
2022-09-02
1,274,770
2,450,558
0.603787
0.367917
0.60751
0.024573
ZIP
2022-09-09
1,671,132
2,874,365
0.535037
0.422223
0.559044
0.018733
ZIP
2022-09-16
2,782,827
5,339,462
0.597954
0.330939
0.643369
0.025693
ZIP
2022-09-23
1,883,565
3,330,500
0.659049
0.45249
0.524339
0.023171
ZIP
2022-09-30
1,250,997
2,128,777
0.627917
0.323196
0.604267
0.072537
ZIP
2022-10-07
1,257,020
2,405,081
0.591521
0.303864
0.624205
0.071931
ZIP
2022-10-14
1,160,492
1,717,483
0.649478
0.397441
0.537266
0.065293
ZIP
2022-10-21
1,161,219
1,795,609
0.660734
0.409971
0.568493
0.021536
ZIP
2022-10-28
1,355,961
2,513,974
0.565836
0.450206
0.483655
0.066139
ZIP
2022-11-04
1,603,708
2,936,131
0.55628
0.404394
0.566585
0.029021
ZIP
2022-11-11
2,639,063
4,682,626
0.574405
0.445053
0.538016
0.016931
ZIP
2022-11-18
1,350,498
2,304,616
0.568805
0.445545
0.519447
0.035008
ZIP
2022-11-25
846,600
1,351,992
0.622404
0.397633
0.57403
0.028337
ZIP
2022-12-02
2,115,059
3,598,237
0.588342
0.354624
0.621193
0.024182
ZIP
2022-12-09
1,494,212
2,573,513
0.576301
0.369569
0.595751
0.03468
ZIP
2022-12-16
2,071,483
4,305,590
0.579892
0.315512
0.661451
0.023037
ZIP
2022-12-23
1,497,691
2,936,044
0.470596
0.381305
0.605614
0.01308
ZIP
2022-12-30
752,954
1,168,651
0.616446
0.358355
0.623697
0.017947
ZIP
2023-01-06
897,887
1,411,418
0.599829
0.309876
0.672783
0.017341
ZIP
2023-01-13
907,306
1,831,604
0.514985
0.388774
0.593159
0.018067
ZIP
2023-01-20
913,075
1,571,562
0.573032
0.403975
0.585908
0.010117
ZIP
2023-01-27
1,421,623
2,322,914
0.558587
0.394421
0.591525
0.014053
ZIP
2023-02-03
1,899,602
3,439,529
0.611982
0.371645
0.610142
0.018213
ZIP
2023-02-10
1,677,003
2,776,722
0.608742
0.363974
0.623303
0.012723
ZIP
2023-02-17
1,825,257
3,065,833
0.614082
0.381972
0.600719
0.017309
ZIP
2023-02-24
5,100,285
9,264,179
0.555507
0.534866
0.450639
0.014495
ZIP
2023-03-03
1,920,181
3,050,439
0.686635
0.391211
0.588245
0.020544
ZIP
2023-03-10
2,554,786
4,022,456
0.656957
0.414498
0.562677
0.022825
ZIP
2023-03-17
3,367,941
5,342,047
0.713822
0.324306
0.656984
0.01871
ZIP
2023-03-24
2,634,079
4,028,361
0.696396
0.343731
0.638118
0.018151
ZIP
2023-03-31
1,146,502
1,806,291
0.666762
0.329646
0.645892
0.024462
ZIP
2023-04-07
981,652
1,513,187
0.733453
0.354282
0.610763
0.034955
ZIP
2023-04-14
1,355,225
2,010,277
0.674275
0.387217
0.587572
0.025211
ZIP
2023-04-21
860,736
1,443,263
0.63748
0.34099
0.626825
0.032184
ZIP
2023-04-28
1,226,341
1,543,400
0.800111
0.438207
0.541408
0.020386
ZIP
2023-05-05
1,506,736
2,034,010
0.727161
0.331128
0.643552
0.02532
ZIP
2023-05-12
2,470,759
3,450,692
0.705548
0.382305
0.600166
0.017529
ZIP
2023-05-19
2,147,553
3,912,141
0.557998
0.385008
0.596241
0.01875
ZIP
2023-05-26
1,461,831
2,693,011
0.616097
0.394542
0.592299
0.013158
ZIP
2023-06-02
1,198,994
1,689,407
0.736781
0.361357
0.62702
0.011622
ZIP
2023-06-09
1,181,764
1,615,500
0.658925
0.305086
0.694286
0.000628
ZIP
2023-06-16
1,775,759
2,716,244
0.622893
0.300207
0.698502
0.001291
ZIP
2023-06-23
1,445,723
1,932,231
0.700714
0.225104
0.773454
0.001442