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
AAP
2012-07-13
2,428,550
4,287,874
0.528518
0.163536
0.735202
0.101261
AAP
2012-07-20
1,910,458
3,347,989
0.63558
0.172992
0.807026
0.019983
AAP
2012-07-27
2,258,813
4,436,944
0.585283
0.143622
0.829186
0.027192
AAP
2012-08-03
1,952,566
4,283,148
0.482031
0.156147
0.825344
0.018509
AAP
2012-08-10
2,097,414
4,317,282
0.480525
0.181879
0.799813
0.018308
AAP
2012-08-17
1,656,575
3,164,149
0.533068
0.212415
0.763298
0.024287
AAP
2012-08-24
1,111,070
2,356,527
0.497357
0.198738
0.773341
0.027921
AAP
2012-08-31
947,515
1,755,196
0.552256
0.195916
0.781502
0.022582
AAP
2012-09-07
958,826
2,109,365
0.478749
0.20934
0.751797
0.038863
AAP
2012-09-14
1,299,450
3,234,328
0.468366
0.202148
0.700656
0.097196
AAP
2012-09-21
1,424,309
3,297,399
0.466634
0.182821
0.791296
0.025883
AAP
2012-09-28
824,549
2,062,062
0.441019
0.163208
0.769915
0.066876
AAP
2012-10-05
826,705
1,917,894
0.439011
0.179318
0.783654
0.037028
AAP
2012-10-12
854,807
1,739,925
0.505242
0.145868
0.724381
0.129751
AAP
2012-10-19
890,678
1,750,153
0.534053
0.172639
0.805073
0.022288
AAP
2012-10-26
2,094,395
3,522,499
0.599316
0.178262
0.799335
0.022403
AAP
2012-11-02
2,179,613
4,196,918
0.521346
0.165753
0.809915
0.024332
AAP
2012-11-09
1,441,765
3,479,431
0.442175
0.183157
0.793604
0.023239
AAP
2012-11-16
1,238,872
2,811,407
0.499179
0.168502
0.796285
0.035212
AAP
2012-11-23
316,808
998,259
0.34536
0.151174
0.834573
0.014254
AAP
2012-11-30
1,467,574
4,174,583
0.384728
0.149958
0.832603
0.017438
AAP
2012-12-07
916,420
2,197,119
0.453578
0.153609
0.797158
0.049233
AAP
2012-12-14
821,184
1,829,966
0.473605
0.191223
0.784148
0.024629
AAP
2012-12-21
836,409
2,351,174
0.418029
0.169737
0.758311
0.071952
AAP
2012-12-28
419,517
942,402
0.456781
0.160034
0.795562
0.044404
AAP
2013-01-04
400,545
1,136,853
0.365482
0.144797
0.793549
0.061654
AAP
2013-01-11
806,342
1,842,960
0.474539
0.186139
0.740619
0.073242
AAP
2013-01-18
377,349
1,001,027
0.380755
0.218766
0.764301
0.016933
AAP
2013-01-25
345,078
958,500
0.384712
0.160126
0.82359
0.016284
AAP
2013-02-01
855,269
2,238,003
0.392133
0.134998
0.837683
0.027319
AAP
2013-02-08
1,804,542
4,669,312
0.42605
0.227804
0.741904
0.030292
AAP
2013-02-15
940,523
2,468,608
0.415336
0.208778
0.754097
0.037125
AAP
2013-02-22
865,368
1,968,288
0.481945
0.362092
0.609649
0.028258
AAP
2013-03-01
1,207,914
2,748,458
0.56584
0.303962
0.663718
0.03232
AAP
2013-03-08
1,168,378
2,745,441
0.458657
0.354141
0.622804
0.023055
AAP
2013-03-15
788,781
2,262,862
0.392399
0.26898
0.679628
0.051392
AAP
2013-03-22
872,833
2,219,419
0.409272
0.332128
0.63811
0.029762
AAP
2013-03-29
790,304
1,827,001
0.449652
0.195717
0.755547
0.048735
AAP
2013-04-05
932,046
2,189,078
0.41187
0.235551
0.738439
0.02601
AAP
2013-04-12
1,302,615
3,376,978
0.414829
0.215928
0.75016
0.033912
AAP
2013-04-19
1,105,799
2,439,044
0.474837
0.205377
0.768609
0.026014
AAP
2013-04-26
1,021,164
2,188,491
0.478584
0.17965
0.766048
0.054302
AAP
2013-05-03
1,061,165
3,031,220
0.369385
0.386857
0.603974
0.009169
AAP
2013-05-10
628,608
1,945,364
0.365381
0.42302
0.567581
0.009399
AAP
2013-05-17
828,981
2,186,418
0.410737
0.399377
0.586992
0.013631
AAP
2013-05-24
1,250,067
3,227,011
0.412236
0.374621
0.599723
0.025656
AAP
2013-05-31
687,171
1,849,232
0.405286
0.441774
0.545155
0.013071
AAP
2013-06-07
826,957
2,347,607
0.432783
0.447351
0.537106
0.015543
AAP
2013-06-14
700,670
1,902,854
0.403858
0.315513
0.670995
0.013492
AAP
2013-06-21
1,324,157
3,055,791
0.45801
0.513373
0.468855
0.017772
AAP
2013-06-28
1,658,549
3,565,581
0.479255
0.387534
0.51301
0.099456
AAP
2013-07-05
552,576
1,389,108
0.441914
0.367366
0.612267
0.020368
AAP
2013-07-12
844,232
2,625,782
0.356806
0.40442
0.572245
0.023334
AAP
2013-07-19
1,038,580
2,327,830
0.485638
0.41451
0.552818
0.032672
AAP
2013-07-26
983,328
2,715,572
0.406683
0.426947
0.545108
0.027945
AAP
2013-08-02
823,180
2,188,748
0.466802
0.372074
0.604291
0.023635
AAP
2013-08-09
1,693,693
5,113,852
0.450456
0.49441
0.46489
0.0407
AAP
2013-08-16
1,267,779
2,830,517
0.480611
0.528032
0.446902
0.025066
AAP
2013-08-23
930,097
2,442,107
0.471436
0.366698
0.44846
0.184843
AAP
2013-08-30
802,831
1,860,034
0.52977
0.448896
0.481568
0.069536
AAP
2013-09-06
1,019,959
2,121,297
0.530034
0.497361
0.487507
0.015132
AAP
2013-09-13
756,762
1,706,969
0.462429
0.503792
0.475316
0.020892
AAP
2013-09-20
1,140,242
2,301,322
0.533462
0.522482
0.455788
0.021729
AAP
2013-09-27
1,022,700
2,553,666
0.453261
0.481229
0.49592
0.022851
AAP
2013-10-04
936,267
2,271,904
0.475239
0.512268
0.469798
0.017935
AAP
2013-10-11
1,010,438
1,979,507
0.546077
0.547673
0.433877
0.01845
AAP
2013-10-18
3,477,983
10,040,756
0.43497
0.45526
0.526255
0.018485
AAP
2013-10-25
1,296,659
2,804,908
0.485069
0.46088
0.52691
0.01221
AAP
2013-11-01
1,053,841
3,470,638
0.376627
0.409262
0.568944
0.021794
AAP
2013-11-08
884,226
2,473,256
0.409564
0.394692
0.590468
0.01484
AAP
2013-11-15
683,738
1,723,153
0.453354
0.383592
0.603114
0.013294
AAP
2013-11-22
756,091
2,540,319
0.391073
0.420629
0.561111
0.018261
AAP
2013-11-29
861,486
2,973,032
0.440755
0.430911
0.541673
0.027416
AAP
2013-12-06
2,057,892
4,721,707
0.527953
0.479625
0.498541
0.021834
AAP
2013-12-13
2,175,178
4,538,883
0.513477
0.423924
0.559515
0.016561
AAP
2013-12-20
1,194,367
3,251,946
0.385384
0.438195
0.54001
0.021794
AAP
2013-12-27
509,498
1,227,553
0.533624
0.407929
0.577959
0.014112
AAP
2014-01-03
919,133
1,725,102
0.61837
0.479218
0.501682
0.0191
AAP
2014-01-10
1,184,435
3,096,689
0.468827
0.352665
0.629327
0.018008
AAP
2014-01-17
1,483,846
2,939,619
0.560663
0.42996
0.55037
0.01967
AAP
2014-01-24
847,401
2,024,044
0.455506
0.360996
0.616148
0.022855
AAP
2014-01-31
1,228,895
2,780,960
0.451285
0.460431
0.513902
0.025667
AAP
2014-02-07
2,479,198
6,476,622
0.440656
0.366278
0.610407
0.023315
AAP
2014-02-14
1,084,453
2,775,899
0.404165
0.437303
0.540092
0.022604
AAP
2014-02-21
1,245,533
2,643,823
0.526108
0.434671
0.542581
0.022748
AAP
2014-02-28
1,207,288
3,865,402
0.35138
0.393002
0.514382
0.092616
AAP
2014-03-07
972,714
2,926,611
0.383837
0.473003
0.506425
0.020573
AAP
2014-03-14
1,429,804
2,626,046
0.565789
0.476709
0.504974
0.018317
AAP
2014-03-21
1,370,518
3,487,647
0.507693
0.410928
0.562874
0.026198
AAP
2014-03-28
844,720
1,852,214
0.562603
0.259098
0.701205
0.039697
AAP
2014-04-04
1,146,520
2,419,660
0.542766
0.409211
0.557107
0.033682
AAP
2014-04-11
1,248,578
2,513,166
0.571815
0.292869
0.661113
0.046018
AAP
2014-04-18
882,342
1,757,994
0.517274
0.464737
0.499167
0.036096
AAP
2014-04-25
840,741
1,820,742
0.484931
0.354146
0.619773
0.026081
AAP
2014-05-02
692,352
1,841,845
0.422291
0.297333
0.672516
0.030151
AAP
2014-05-09
1,085,851
2,755,063
0.463646
0.374806
0.529352
0.095842
AAP
2014-05-16
2,149,505
4,783,930
0.521226
0.337151
0.546388
0.11646
AAP
2014-05-23
1,058,316
2,309,582
0.536608
0.377995
0.597485
0.024519
AAP
2014-05-30
797,296
1,628,162
0.538023
0.385216
0.590086
0.024698
AAP
2014-06-06
1,056,308
1,963,342
0.539809
0.440847
0.531774
0.027379