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
ABCB
2012-06-15
47,624
82,097
0.59477
0.266942
0.698588
0.03447
ABCB
2012-06-22
37,539
66,858
0.682183
0.273567
0.679835
0.046598
ABCB
2012-06-29
32,296
64,239
0.571345
0.454803
0.510416
0.034781
ABCB
2012-07-06
22,541
37,803
0.648216
0.108851
0.741345
0.149804
ABCB
2012-07-13
47,531
75,644
0.716843
0.356257
0.398346
0.245397
ABCB
2012-07-20
11,700
48,301
0.355046
0.299651
0.603912
0.096437
ABCB
2012-07-27
21,572
45,164
0.389369
0.10652
0.761586
0.131895
ABCB
2012-08-03
25,176
47,630
0.560972
0.296405
0.578324
0.125271
ABCB
2012-08-10
39,434
82,937
0.417435
0.454784
0.453845
0.091371
ABCB
2012-08-17
29,487
55,353
0.46949
0.264302
0.713335
0.022363
ABCB
2012-08-24
27,303
54,812
0.487741
0.26128
0.683241
0.05548
ABCB
2012-08-31
17,145
35,220
0.324755
0.595795
0.400116
0.004089
ABCB
2012-09-07
40,428
69,109
0.500112
0.621582
0.370695
0.007722
ABCB
2012-09-14
24,101
51,640
0.458814
0.490402
0.431337
0.078261
ABCB
2012-09-21
22,723
34,399
0.641969
0.23899
0.737053
0.023957
ABCB
2012-09-28
20,615
59,136
0.43511
0.334392
0.514792
0.150816
ABCB
2012-10-05
12,452
51,749
0.249054
0.449226
0.515063
0.035711
ABCB
2012-10-12
11,839
26,408
0.569956
0.317189
0.424208
0.258603
ABCB
2012-10-19
20,681
44,376
0.543416
0.280269
0.630454
0.089276
ABCB
2012-10-26
34,163
191,745
0.281859
0.239519
0.633095
0.127386
ABCB
2012-11-02
24,090
74,221
0.533819
0.2226
0.737375
0.040026
ABCB
2012-11-09
37,444
68,826
0.671496
0.295909
0.623801
0.08029
ABCB
2012-11-16
37,161
60,068
0.583503
0.19441
0.764123
0.041466
ABCB
2012-11-23
7,691
22,226
0.573901
0.182148
0.647362
0.17049
ABCB
2012-11-30
28,801
50,205
0.474398
0.158089
0.739857
0.102053
ABCB
2012-12-07
16,689
41,481
0.440662
0.133135
0.683433
0.183432
ABCB
2012-12-14
29,267
59,225
0.54593
0.224774
0.723007
0.05222
ABCB
2012-12-21
51,343
76,683
0.577056
0.194386
0.715206
0.090408
ABCB
2012-12-28
10,707
21,173
0.691105
0.238188
0.720419
0.041394
ABCB
2013-01-04
65,056
88,786
0.784413
0.125513
0.752072
0.122416
ABCB
2013-01-11
17,431
64,744
0.543859
0.131939
0.791279
0.076782
ABCB
2013-01-18
17,520
27,620
0.531003
0.104585
0.811514
0.083902
ABCB
2013-01-25
10,497
15,724
0.617474
0.307617
0.68121
0.011173
ABCB
2013-02-01
99,862
130,669
0.642183
0.202583
0.767341
0.030076
ABCB
2013-02-08
11,905
26,068
0.593819
0.231276
0.715001
0.053723
ABCB
2013-02-15
47,769
74,812
0.715418
0.349683
0.639836
0.010481
ABCB
2013-02-22
59,381
82,732
0.557581
0.179055
0.730528
0.090417
ABCB
2013-03-01
33,931
60,146
0.619757
0.257182
0.673348
0.06947
ABCB
2013-03-08
50,039
79,928
0.560941
0.336097
0.542171
0.121732
ABCB
2013-03-15
75,905
103,968
0.794779
0.391198
0.521295
0.087507
ABCB
2013-03-22
27,291
31,997
0.73212
0.351579
0.588669
0.059752
ABCB
2013-03-29
25,620
41,420
0.616213
0.373118
0.492515
0.134366
ABCB
2013-04-05
67,846
111,832
0.65669
0.644703
0.341791
0.013506
ABCB
2013-04-12
30,399
56,313
0.673986
0.502309
0.474883
0.022808
ABCB
2013-04-19
46,600
91,949
0.528222
0.636508
0.337694
0.025798
ABCB
2013-04-26
22,326
38,396
0.62434
0.469404
0.466694
0.063901
ABCB
2013-05-03
213,506
551,334
0.450658
0.520542
0.463737
0.01572
ABCB
2013-05-10
92,178
182,477
0.500529
0.39908
0.576839
0.024081
ABCB
2013-05-17
42,459
220,213
0.363458
0.304773
0.661699
0.033527
ABCB
2013-05-24
22,689
61,511
0.452527
0.337281
0.559851
0.102867
ABCB
2013-05-31
34,405
85,174
0.38747
0.624174
0.316854
0.058971
ABCB
2013-06-07
46,782
120,378
0.535001
0.515897
0.403189
0.080914
ABCB
2013-06-14
45,702
74,932
0.638405
0.52699
0.449951
0.023059
ABCB
2013-06-21
22,641
41,660
0.549107
0.419199
0.51081
0.069991
ABCB
2013-06-28
58,644
272,335
0.455689
0.420883
0.418248
0.160869
ABCB
2013-07-05
112,535
252,612
0.615394
0.601902
0.380542
0.017556
ABCB
2013-07-12
54,410
256,736
0.305575
0.641483
0.314392
0.044125
ABCB
2013-07-19
76,440
295,554
0.393711
0.744775
0.230911
0.024315
ABCB
2013-07-26
53,361
300,295
0.295042
0.624526
0.294999
0.080475
ABCB
2013-08-02
46,954
134,590
0.366131
0.567068
0.37701
0.055922
ABCB
2013-08-09
49,458
153,532
0.562248
0.481665
0.448675
0.06966
ABCB
2013-08-16
68,429
211,900
0.564974
0.506061
0.4614
0.032539
ABCB
2013-08-23
154,501
400,002
0.521875
0.7212
0.19008
0.088719
ABCB
2013-08-30
186,879
331,519
0.667439
0.594756
0.357199
0.048044
ABCB
2013-09-06
53,991
79,593
0.790235
0.498613
0.462485
0.038902
ABCB
2013-09-13
29,579
81,319
0.493855
0.49503
0.479245
0.025724
ABCB
2013-09-20
43,667
110,252
0.557837
0.46623
0.518855
0.014915
ABCB
2013-09-27
36,268
156,051
0.345885
0.61824
0.367762
0.013998
ABCB
2013-10-04
41,205
266,874
0.429281
0.551329
0.407838
0.040833
ABCB
2013-10-11
114,262
203,642
0.574513
0.519835
0.44531
0.034855
ABCB
2013-10-18
85,109
572,654
0.358238
0.714549
0.270873
0.014578
ABCB
2013-10-25
201,584
976,802
0.265481
0.397907
0.586062
0.01603
ABCB
2013-11-01
147,571
350,563
0.468203
0.635316
0.32017
0.044514
ABCB
2013-11-08
71,382
280,108
0.491117
0.732497
0.240404
0.027099
ABCB
2013-11-15
83,176
293,081
0.414635
0.789135
0.171502
0.039363
ABCB
2013-11-22
71,197
167,914
0.511668
0.672164
0.261505
0.066331
ABCB
2013-11-29
41,165
138,101
0.424375
0.699608
0.181808
0.118584
ABCB
2013-12-06
43,141
130,119
0.414486
0.635106
0.322984
0.04191
ABCB
2013-12-13
40,117
111,028
0.484728
0.48413
0.449279
0.06659
ABCB
2013-12-20
41,271
132,096
0.384861
0.525991
0.394865
0.079145
ABCB
2013-12-27
37,025
79,090
0.502668
0.601455
0.146226
0.252319
ABCB
2014-01-03
46,684
138,499
0.399945
0.655688
0.175166
0.169146
ABCB
2014-01-10
91,582
234,664
0.550698
0.75979
0.157723
0.082487
ABCB
2014-01-17
81,275
213,724
0.55977
0.642487
0.334108
0.023405
ABCB
2014-01-24
61,025
384,110
0.473385
0.616553
0.317535
0.065912
ABCB
2014-01-31
110,084
286,971
0.546425
0.573231
0.379096
0.047674
ABCB
2014-02-07
139,525
370,010
0.521566
0.721216
0.213659
0.065125
ABCB
2014-02-14
70,219
232,885
0.459455
0.631
0.314199
0.054802
ABCB
2014-02-21
32,643
95,381
0.431587
0.625649
0.316241
0.05811
ABCB
2014-02-28
82,584
186,256
0.512019
0.621441
0.186435
0.192124
ABCB
2014-03-07
101,634
187,337
0.555632
0.493689
0.489982
0.01633
ABCB
2014-03-14
157,955
362,266
0.507991
0.592001
0.389989
0.01801
ABCB
2014-03-21
87,769
313,739
0.558041
0.693422
0.284217
0.022362
ABCB
2014-03-28
100,408
223,879
0.49946
0.653042
0.307438
0.039521
ABCB
2014-04-04
107,998
258,019
0.532398
0.717568
0.265807
0.016625
ABCB
2014-04-11
72,209
144,472
0.505658
0.684476
0.291334
0.02419
ABCB
2014-04-18
45,193
127,655
0.548354
0.663237
0.321427
0.015336
ABCB
2014-04-25
70,355
149,243
0.549137
0.624922
0.359352
0.015727
ABCB
2014-05-02
85,560
235,459
0.409365
0.656238
0.325607
0.018155
ABCB
2014-05-09
141,881
410,947
0.396945
0.644494
0.227487
0.128019