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
AA
2011-01-07
62,699,433
105,516,503
0.630569
0.187043
0.701084
0.111873
AA
2011-01-14
75,734,977
128,094,558
0.605383
0.19167
0.686646
0.121685
AA
2011-01-21
44,390,184
71,126,962
0.65462
0.148278
0.72331
0.128412
AA
2011-01-28
44,077,962
77,146,451
0.625188
0.205897
0.667446
0.126657
AA
2011-02-04
36,972,128
74,465,853
0.568382
0.1785
0.704379
0.11712
AA
2011-02-11
31,141,789
55,777,946
0.608855
0.184532
0.697241
0.118228
AA
2011-02-18
28,397,095
56,373,274
0.571736
0.160634
0.656287
0.183079
AA
2011-02-25
34,470,856
68,071,897
0.559809
0.170242
0.718037
0.111721
AA
2011-03-04
33,191,402
62,582,874
0.583971
0.175003
0.629185
0.195812
AA
2011-03-11
31,118,457
56,615,098
0.607525
0.20712
0.672865
0.120015
AA
2011-03-18
34,992,381
66,125,154
0.59608
0.195941
0.69876
0.105299
AA
2011-03-25
26,485,595
45,642,981
0.618996
0.210912
0.679586
0.109502
AA
2011-04-01
25,960,785
46,674,996
0.608059
0.226001
0.647947
0.126052
AA
2011-04-08
32,961,561
58,416,307
0.594816
0.221516
0.667728
0.110756
AA
2011-04-15
58,233,602
92,376,434
0.646101
0.224121
0.66944
0.106439
AA
2011-04-22
26,770,033
49,771,801
0.598149
0.210771
0.668215
0.121014
AA
2011-04-29
19,350,881
39,330,781
0.539171
0.216663
0.656913
0.126424
AA
2011-05-06
55,582,661
96,523,377
0.635637
0.213544
0.685119
0.101337
AA
2011-05-13
36,313,591
56,906,931
0.694439
0.205519
0.625291
0.16919
AA
2011-05-20
29,474,075
52,166,241
0.621489
0.223482
0.664841
0.111677
AA
2011-05-27
21,754,604
40,053,747
0.601725
0.222384
0.656511
0.121105
AA
2011-06-03
19,433,895
34,666,757
0.623417
0.249759
0.643129
0.107111
AA
2011-06-10
23,491,616
41,165,950
0.617536
0.254593
0.639384
0.106023
AA
2011-06-17
26,676,462
49,846,118
0.604946
0.241212
0.636653
0.122135
AA
2011-06-24
24,012,184
42,901,785
0.603527
0.235351
0.647935
0.116714
AA
2011-07-01
23,076,452
38,851,592
0.647848
0.237039
0.656798
0.106163
AA
2011-07-08
18,664,234
33,908,939
0.601258
0.247415
0.64843
0.104155
AA
2011-07-15
36,981,169
64,969,960
0.609708
0.21969
0.683123
0.097186
AA
2011-07-22
25,690,055
53,439,477
0.533025
0.185099
0.579363
0.235538
AA
2011-07-29
22,536,597
45,470,562
0.562085
0.194027
0.651493
0.154479
AA
2011-08-05
46,381,323
84,835,527
0.581787
0.242461
0.679606
0.077933
AA
2011-08-12
53,260,176
105,610,333
0.528077
0.190973
0.695639
0.113388
AA
2011-08-19
38,149,161
64,632,857
0.637198
0.212167
0.675432
0.112401
AA
2011-08-26
38,042,212
62,832,961
0.654923
0.191636
0.695335
0.113029
AA
2011-09-02
30,842,539
53,762,412
0.639751
0.198429
0.658805
0.142766
AA
2011-09-09
30,438,453
50,744,661
0.639063
0.166993
0.565505
0.267502
AA
2011-09-16
33,452,247
61,262,427
0.598852
0.176835
0.699989
0.123177
AA
2011-09-23
56,928,230
87,569,445
0.675716
0.172545
0.580807
0.246648
AA
2011-09-30
46,900,135
77,024,372
0.643633
0.191081
0.677342
0.131577
AA
2011-10-07
62,031,092
116,218,090
0.577048
0.200419
0.694339
0.105242
AA
2011-10-14
68,184,245
123,326,507
0.56167
0.210655
0.62913
0.160215
AA
2011-10-21
48,897,032
87,530,082
0.591746
0.233898
0.664334
0.101768
AA
2011-10-28
45,937,191
90,017,856
0.546251
0.211667
0.631004
0.15733
AA
2011-11-04
44,468,356
75,757,000
0.617831
0.225118
0.677278
0.097605
AA
2011-11-11
36,201,549
67,266,246
0.561105
0.245776
0.654875
0.099349
AA
2011-11-18
42,799,962
67,789,557
0.652689
0.22347
0.656017
0.120513
AA
2011-11-25
32,262,795
50,088,108
0.659543
0.219704
0.643796
0.136499
AA
2011-12-02
32,659,351
62,003,653
0.586746
0.193274
0.671804
0.134921
AA
2011-12-09
38,860,151
67,905,744
0.605446
0.206428
0.611992
0.181579
AA
2011-12-16
41,447,046
71,239,669
0.613671
0.232773
0.649837
0.11739
AA
2011-12-23
33,442,821
57,173,558
0.625717
0.192881
0.68951
0.117609
AA
2011-12-30
16,642,257
29,271,941
0.594763
0.169864
0.718311
0.111826
AA
2012-01-06
32,426,174
59,026,289
0.588366
0.193046
0.70393
0.103024
AA
2012-01-13
53,810,221
84,989,715
0.642343
0.193203
0.712325
0.094471
AA
2012-01-20
26,758,638
44,300,621
0.638942
0.176754
0.718385
0.104861
AA
2012-01-27
35,411,924
58,106,116
0.650599
0.199347
0.703093
0.09756
AA
2012-02-03
31,591,103
54,857,167
0.620273
0.231432
0.663307
0.105261
AA
2012-02-10
36,197,325
55,436,643
0.682141
0.239273
0.600447
0.16028
AA
2012-02-17
30,631,199
49,198,344
0.651448
0.245227
0.651623
0.10315
AA
2012-02-24
19,361,097
38,537,210
0.582049
0.221202
0.685387
0.093412
AA
2012-03-02
28,080,583
48,428,792
0.624745
0.215997
0.695153
0.08885
AA
2012-03-09
31,297,989
55,449,515
0.611229
0.225411
0.676424
0.098165
AA
2012-03-16
35,147,409
65,697,400
0.595196
0.227474
0.669013
0.103512
AA
2012-03-23
28,600,628
48,137,083
0.63666
0.206068
0.686849
0.107083
AA
2012-03-30
30,428,123
53,431,212
0.589093
0.20282
0.695194
0.101986
AA
2012-04-06
26,519,701
43,004,029
0.623205
0.22516
0.679332
0.095508
AA
2012-04-13
53,383,158
88,555,601
0.627299
0.225832
0.681396
0.092772
AA
2012-04-20
32,058,670
54,655,947
0.607864
0.235596
0.665322
0.099082
AA
2012-04-27
23,308,494
39,674,508
0.610958
0.231772
0.650513
0.117714
AA
2012-05-04
27,996,735
49,101,917
0.608479
0.220259
0.622434
0.157307
AA
2012-05-11
28,150,880
46,106,362
0.642959
0.211682
0.683426
0.104892
AA
2012-05-18
43,806,621
69,695,575
0.641549
0.197765
0.643786
0.158449
AA
2012-05-25
29,658,620
49,098,879
0.617184
0.208586
0.678261
0.113153
AA
2012-06-01
34,023,842
49,778,252
0.704089
0.195507
0.599219
0.205274
AA
2012-06-08
26,004,726
45,463,906
0.598624
0.215747
0.658348
0.125905
AA
2012-06-15
27,243,206
45,452,262
0.621419
0.208894
0.680188
0.110918
AA
2012-06-22
29,509,240
50,321,687
0.62249
0.197436
0.680575
0.12199
AA
2012-06-29
32,487,602
50,622,737
0.667641
0.204959
0.669562
0.125478
AA
2012-07-06
26,538,567
45,393,326
0.578327
0.205798
0.628894
0.165308
AA
2012-07-13
63,757,594
95,735,636
0.670304
0.190719
0.614106
0.195175
AA
2012-07-20
24,778,140
42,801,969
0.602855
0.211016
0.705242
0.083742
AA
2012-07-27
38,713,552
57,899,232
0.68351
0.246197
0.635559
0.118244
AA
2012-08-03
36,988,257
52,796,379
0.674348
0.210822
0.699779
0.089399
AA
2012-08-10
23,644,131
42,149,766
0.585153
0.215279
0.694249
0.090472
AA
2012-08-17
16,061,847
24,453,199
0.669209
0.202485
0.707441
0.090074
AA
2012-08-24
16,598,078
28,770,151
0.587838
0.21164
0.706029
0.082331
AA
2012-08-31
16,896,297
27,243,968
0.63421
0.237418
0.665976
0.096606
AA
2012-09-07
15,463,613
29,805,931
0.551437
0.214653
0.673875
0.111472
AA
2012-09-14
37,822,940
67,276,908
0.579695
0.205178
0.63959
0.155232
AA
2012-09-21
23,327,696
49,725,089
0.493194
0.233029
0.688266
0.078705
AA
2012-09-28
30,912,019
53,645,796
0.586781
0.226855
0.646976
0.126169
AA
2012-10-05
28,385,014
45,118,033
0.644421
0.242013
0.701107
0.05688
AA
2012-10-12
46,258,481
72,887,313
0.616761
0.222508
0.593369
0.184123
AA
2012-10-19
18,089,662
40,140,449
0.458723
0.2163
0.724378
0.059323
AA
2012-10-26
26,248,943
42,044,259
0.638002
0.268591
0.670935
0.060474
AA
2012-11-02
13,050,950
22,437,104
0.614249
0.284404
0.63205
0.083546
AA
2012-11-09
27,876,389
49,121,677
0.596455
0.295359
0.637392
0.067248
AA
2012-11-16
21,244,381
35,364,871
0.623696
0.289171
0.648858
0.061971
AA
2012-11-23
11,185,517
22,023,061
0.510439
0.290403
0.638001
0.071596
AA
2012-11-30
14,941,407
32,593,638
0.471275
0.279077
0.657748
0.063175