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
2012-12-07
19,281,337
33,051,872
0.599478
0.347489
0.576292
0.07622
AA
2012-12-14
15,939,119
31,688,856
0.516706
0.295885
0.618301
0.085814
AA
2012-12-21
25,382,867
53,141,969
0.489153
0.23224
0.61822
0.14954
AA
2012-12-28
11,314,328
22,607,617
0.520546
0.280265
0.612951
0.106784
AA
2013-01-04
22,735,500
44,052,716
0.544829
0.245748
0.5692
0.185052
AA
2013-01-11
38,477,814
68,383,665
0.565485
0.240273
0.607837
0.15189
AA
2013-01-18
18,380,296
39,384,380
0.508277
0.235502
0.659543
0.104955
AA
2013-01-25
13,450,234
27,428,604
0.532346
0.258586
0.618662
0.122752
AA
2013-02-01
18,912,500
34,171,414
0.586446
0.265405
0.610414
0.124182
AA
2013-02-08
17,291,505
30,913,458
0.5733
0.226313
0.611068
0.162619
AA
2013-02-15
23,154,444
41,009,568
0.590971
0.185787
0.675721
0.138492
AA
2013-02-22
23,823,016
41,128,997
0.594047
0.19488
0.648898
0.156221
AA
2013-03-01
27,321,838
45,952,387
0.615478
0.180034
0.661799
0.158168
AA
2013-03-08
19,153,039
33,840,161
0.592188
0.184874
0.617309
0.197817
AA
2013-03-15
16,674,339
30,986,138
0.583995
0.168899
0.66017
0.170931
AA
2013-03-22
17,592,263
28,661,113
0.650161
0.184739
0.65086
0.164401
AA
2013-03-29
14,712,447
24,205,659
0.635695
0.185285
0.702932
0.111783
AA
2013-04-05
30,334,411
44,430,891
0.698307
0.21446
0.650171
0.135369
AA
2013-04-12
32,842,779
57,815,829
0.591
0.226756
0.635859
0.137386
AA
2013-04-19
35,509,078
55,805,630
0.65708
0.233659
0.637484
0.128856
AA
2013-04-26
23,992,684
42,323,067
0.593931
0.226113
0.583811
0.190076
AA
2013-05-03
30,445,669
64,769,209
0.546575
0.508022
0.415628
0.07635
AA
2013-05-10
26,310,044
59,741,238
0.488992
0.515249
0.407192
0.077559
AA
2013-05-17
25,554,991
53,000,141
0.555412
0.467332
0.462331
0.070337
AA
2013-05-24
35,296,101
70,807,604
0.562133
0.481527
0.451057
0.067416
AA
2013-05-31
28,525,171
54,150,918
0.571991
0.476606
0.460263
0.063131
AA
2013-06-07
31,532,591
60,842,285
0.57203
0.543258
0.373382
0.08336
AA
2013-06-14
26,496,409
54,598,670
0.574782
0.513956
0.393842
0.092202
AA
2013-06-21
53,459,034
107,485,215
0.556825
0.528677
0.366233
0.105089
AA
2013-06-28
49,892,172
89,994,494
0.590042
0.508863
0.322004
0.169133
AA
2013-07-05
28,010,134
46,854,046
0.665244
0.530322
0.388438
0.08124
AA
2013-07-12
49,467,579
94,821,269
0.572398
0.547288
0.382313
0.070398
AA
2013-07-19
26,422,802
53,584,650
0.575768
0.541643
0.373146
0.085211
AA
2013-07-26
20,513,672
44,256,330
0.528817
0.52487
0.374054
0.101076
AA
2013-08-02
32,088,093
54,801,516
0.630693
0.543695
0.380155
0.07615
AA
2013-08-09
58,182,240
96,964,158
0.629248
0.668965
0.280453
0.050582
AA
2013-08-16
46,105,629
81,094,668
0.626973
0.514376
0.431836
0.053788
AA
2013-08-23
48,237,219
79,888,873
0.627989
0.504913
0.359682
0.135405
AA
2013-08-30
57,086,754
94,988,276
0.658581
0.555983
0.385313
0.058704
AA
2013-09-06
39,268,782
82,569,482
0.581118
0.471474
0.453028
0.075499
AA
2013-09-13
56,626,417
103,607,543
0.587801
0.610566
0.322575
0.06686
AA
2013-09-20
69,422,270
132,204,885
0.615413
0.523313
0.411594
0.065092
AA
2013-09-27
31,231,102
56,351,913
0.575986
0.595264
0.343072
0.061665
AA
2013-10-04
63,691,764
106,435,598
0.613401
0.571554
0.374102
0.054344
AA
2013-10-11
99,694,055
173,715,704
0.584371
0.552012
0.391662
0.056326
AA
2013-10-18
52,137,190
91,492,478
0.565063
0.555344
0.390838
0.053818
AA
2013-10-25
111,045,620
180,454,624
0.630948
0.55874
0.386822
0.054439
AA
2013-11-01
64,369,275
110,459,801
0.593794
0.544618
0.394028
0.061354
AA
2013-11-08
76,957,349
145,833,263
0.53913
0.559297
0.398643
0.04206
AA
2013-11-15
34,293,544
65,593,966
0.553589
0.568953
0.386722
0.044325
AA
2013-11-22
48,822,998
89,791,330
0.578421
0.564682
0.387271
0.048047
AA
2013-11-29
50,202,294
88,516,296
0.595673
0.515152
0.434075
0.050773
AA
2013-12-06
51,223,103
104,155,617
0.553739
0.506851
0.441236
0.051913
AA
2013-12-13
38,123,989
69,495,844
0.58959
0.448377
0.495069
0.056554
AA
2013-12-20
51,716,785
90,847,604
0.602332
0.535292
0.404756
0.059952
AA
2013-12-27
31,061,775
53,175,252
0.618821
0.534696
0.409683
0.055621
AA
2014-01-03
28,786,799
50,175,477
0.62349
0.548577
0.402767
0.048656
AA
2014-01-10
96,534,283
160,732,011
0.626279
0.564467
0.391291
0.044243
AA
2014-01-17
87,960,232
143,825,227
0.599384
0.56126
0.390087
0.048653
AA
2014-01-24
144,091,634
225,482,756
0.64591
0.531594
0.432412
0.035995
AA
2014-01-31
65,766,064
115,477,829
0.583634
0.506405
0.448324
0.04527
AA
2014-02-07
48,621,878
93,783,475
0.538356
0.518833
0.427264
0.053903
AA
2014-02-14
40,404,686
67,721,791
0.580322
0.593474
0.364034
0.042492
AA
2014-02-21
40,554,986
73,569,498
0.551828
0.562442
0.388831
0.048727
AA
2014-02-28
57,765,307
95,738,837
0.638594
0.47202
0.385471
0.142509
AA
2014-03-07
57,182,825
113,236,760
0.557088
0.624825
0.332468
0.042706
AA
2014-03-14
51,361,855
97,765,912
0.56026
0.552082
0.394631
0.053287
AA
2014-03-21
30,752,197
72,205,536
0.47517
0.508622
0.43665
0.054728
AA
2014-03-28
60,009,421
121,619,355
0.552357
0.527383
0.428493
0.044124
AA
2014-04-04
49,197,961
108,200,485
0.499525
0.557582
0.392176
0.050242
AA
2014-04-11
75,428,486
153,076,829
0.525383
0.575775
0.378754
0.045471
AA
2014-04-18
53,299,802
115,656,789
0.489433
0.587858
0.371137
0.041005
AA
2014-04-25
32,755,029
65,308,054
0.540007
0.540927
0.405483
0.05359
AA
2014-05-02
33,410,079
61,670,312
0.568535
0.498525
0.443012
0.058463
AA
2014-05-09
31,959,508
62,479,192
0.560385
0.472374
0.381114
0.146512
AA
2014-05-16
31,068,820
70,909,888
0.491745
0.455089
0.408973
0.135938
AA
2014-05-23
29,940,959
67,450,129
0.501872
0.525647
0.433194
0.041159
AA
2014-05-30
15,519,690
31,506,056
0.550898
0.472931
0.468559
0.05851
AA
2014-06-06
30,376,033
52,653,694
0.589686
0.545344
0.411494
0.043162
AA
2014-06-13
21,313,724
44,438,203
0.52098
0.522009
0.427106
0.050885
AA
2014-06-20
21,444,721
46,442,587
0.5172
0.519777
0.437099
0.043124
AA
2014-06-27
30,732,998
61,572,644
0.539555
0.519052
0.435484
0.045464
AA
2014-07-04
16,927,803
38,295,480
0.485657
0.491775
0.398631
0.109595
AA
2014-07-11
58,279,358
121,079,026
0.547068
0.558486
0.400323
0.041192
AA
2014-07-18
47,720,267
91,870,777
0.545709
0.554564
0.364391
0.081046
AA
2014-07-25
46,103,767
98,040,210
0.493449
0.581967
0.378827
0.039206
AA
2014-08-01
35,808,649
75,425,071
0.502298
0.575903
0.381833
0.042264
AA
2014-08-08
32,631,734
61,249,769
0.572271
0.503344
0.445291
0.051366
AA
2014-08-15
18,558,523
43,684,877
0.481825
0.476485
0.47216
0.051355
AA
2014-08-22
19,214,038
46,134,920
0.450641
0.500564
0.453692
0.045744
AA
2014-08-29
16,529,075
32,292,074
0.540883
0.500655
0.466578
0.032766
AA
2014-09-05
19,775,353
39,296,031
0.51587
0.54461
0.422442
0.032948
AA
2014-09-12
36,204,685
67,938,833
0.530318
0.523559
0.405721
0.07072
AA
2014-09-19
64,392,638
113,869,109
0.570579
0.561513
0.408398
0.030088
AA
2014-09-26
38,485,541
76,743,844
0.520729
0.531415
0.435715
0.03287
AA
2014-10-03
45,475,240
87,577,518
0.554047
0.521601
0.445234
0.033165
AA
2014-10-10
74,678,018
147,688,595
0.521796
0.585445
0.382961
0.031594
AA
2014-10-17
55,410,698
127,764,236
0.40874
0.503512
0.473687
0.0228
AA
2014-10-24
39,988,326
78,713,683
0.520857
0.508361
0.432834
0.058806
AA
2014-10-31
45,181,680
79,367,476
0.568943
0.464206
0.430807
0.104987