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
2014-11-07
28,962,529
59,464,788
0.474072
0.469439
0.481963
0.048598
AA
2014-11-14
23,721,212
45,826,992
0.543234
0.530727
0.419155
0.050118
AA
2014-11-21
27,517,302
59,324,337
0.502536
0.529296
0.429878
0.040826
AA
2014-11-28
18,441,240
37,045,640
0.512472
0.566395
0.399832
0.033773
AA
2014-12-05
32,780,525
62,320,197
0.522576
0.54462
0.415509
0.039871
AA
2014-12-12
36,654,029
85,466,232
0.461048
0.539478
0.410387
0.050135
AA
2014-12-19
46,170,977
107,527,583
0.466017
0.455803
0.50094
0.043257
AA
2014-12-26
16,510,940
37,889,923
0.48184
0.419093
0.444512
0.136395
AA
2015-01-02
13,167,655
28,932,973
0.503453
0.530203
0.423507
0.046291
AA
2015-01-09
38,077,509
75,220,612
0.538586
0.556343
0.395941
0.047717
AA
2015-01-16
81,679,795
146,739,826
0.579644
0.449894
0.445719
0.104387
AA
2015-01-23
30,539,150
66,605,980
0.507065
0.493119
0.46269
0.044191
AA
2015-01-30
32,735,668
62,778,891
0.536424
0.417349
0.498379
0.084272
AA
2015-02-06
38,311,022
74,754,148
0.539023
0.478583
0.480616
0.040801
AA
2015-02-13
47,423,199
98,746,537
0.527047
0.492174
0.468437
0.039389
AA
2015-02-20
26,493,183
46,423,646
0.584525
0.509106
0.442833
0.048062
AA
2015-02-27
38,308,436
83,587,338
0.491424
0.538706
0.426988
0.034305
AA
2015-03-06
52,916,416
105,696,867
0.533589
0.506583
0.382016
0.111401
AA
2015-03-13
94,401,781
154,683,335
0.647696
0.50984
0.360201
0.129959
AA
2015-03-20
65,588,865
160,221,769
0.506386
0.534664
0.429969
0.035367
AA
2015-03-27
54,065,042
111,949,447
0.533445
0.557468
0.404198
0.038334
AA
2015-04-03
40,247,292
82,112,313
0.524052
0.566595
0.401168
0.032237
AA
2015-04-10
76,372,629
154,295,929
0.563441
0.553684
0.412608
0.033708
AA
2015-04-17
67,582,750
126,874,124
0.585061
0.567705
0.400308
0.031987
AA
2015-04-24
56,831,483
102,460,595
0.602939
0.461142
0.466014
0.072844
AA
2015-05-01
59,430,073
116,808,029
0.581418
0.459753
0.458033
0.082214
AA
2015-05-08
33,473,996
61,292,782
0.582064
0.511511
0.450719
0.03777
AA
2015-05-15
26,371,687
50,632,785
0.587856
0.526557
0.424535
0.048908
AA
2015-05-22
36,932,416
79,833,760
0.521768
0.545247
0.409395
0.045358
AA
2015-05-29
33,506,889
66,041,709
0.568179
0.52932
0.431478
0.039202
AA
2015-06-05
32,476,714
67,702,083
0.530984
0.522944
0.431548
0.045508
AA
2015-06-12
32,319,444
71,317,466
0.494994
0.541069
0.378678
0.080253
AA
2015-06-19
29,155,387
61,813,446
0.530342
0.48882
0.465584
0.045596
AA
2015-06-26
34,424,240
77,266,092
0.497934
0.4864
0.473745
0.039856
AA
2015-07-03
30,601,770
72,686,031
0.501372
0.461495
0.498304
0.040201
AA
2015-07-10
67,909,715
131,107,628
0.540585
0.554375
0.405025
0.0406
AA
2015-07-17
35,041,363
74,989,454
0.495389
0.45526
0.504701
0.040039
AA
2015-07-24
60,508,020
114,970,875
0.560675
0.431799
0.502236
0.065965
AA
2015-07-31
47,907,653
104,450,218
0.485285
0.50584
0.441228
0.052932
AA
2015-08-07
57,962,308
105,957,668
0.573576
0.484222
0.459265
0.056513
AA
2015-08-14
45,131,741
104,340,072
0.495494
0.51078
0.441329
0.047892
AA
2015-08-21
38,962,623
78,658,659
0.541508
0.498253
0.417365
0.084382
AA
2015-08-28
76,223,923
144,683,099
0.575702
0.483508
0.427824
0.088668
AA
2015-09-04
102,816,784
156,782,552
0.656561
0.507186
0.40701
0.085804
AA
2015-09-11
51,349,833
79,727,085
0.660167
0.499465
0.463646
0.036889
AA
2015-09-18
65,701,486
102,235,754
0.683647
0.480627
0.476659
0.042715
AA
2015-09-25
63,448,216
91,953,663
0.70168
0.540008
0.421807
0.038185
AA
2015-10-02
142,528,338
203,480,568
0.669046
0.545864
0.425454
0.028682
AA
2015-10-09
126,302,942
223,956,609
0.609714
0.50954
0.457361
0.033099
AA
2015-10-16
86,335,776
161,058,833
0.605722
0.448362
0.518866
0.032772
AA
2015-10-23
69,083,870
105,132,642
0.682935
0.456818
0.513537
0.029645
AA
2015-10-30
79,887,417
130,851,078
0.680814
0.544567
0.421476
0.033957
AA
2015-11-06
69,262,835
110,869,927
0.65206
0.537056
0.387366
0.075578
AA
2015-11-13
106,266,282
156,597,498
0.712262
0.567079
0.356684
0.076237
AA
2015-11-20
80,919,606
124,937,469
0.67409
0.538919
0.420915
0.040166
AA
2015-11-27
60,511,786
90,968,066
0.69817
0.551267
0.414194
0.034539
AA
2015-12-04
75,145,564
111,338,916
0.703236
0.572772
0.389836
0.037392
AA
2015-12-11
109,811,903
158,564,158
0.729362
0.578551
0.386369
0.035081
AA
2015-12-18
75,234,959
124,356,321
0.694966
0.516897
0.447698
0.035405
AA
2015-12-25
42,771,699
79,116,503
0.607843
0.555608
0.406343
0.038049
AA
2016-01-01
29,877,186
48,678,411
0.647415
0.540406
0.424509
0.035085
AA
2016-01-08
117,182,743
179,814,759
0.700373
0.552701
0.374755
0.072544
AA
2016-01-15
164,663,658
243,901,789
0.704109
0.611205
0.358023
0.030771
AA
2016-01-22
125,061,900
178,635,791
0.730896
0.544158
0.369539
0.086303
AA
2016-01-29
88,758,319
131,590,426
0.709544
0.577863
0.390121
0.032016
AA
2016-02-05
100,884,645
149,135,352
0.717136
0.559364
0.405483
0.035153
AA
2016-02-12
83,293,380
129,469,308
0.691338
0.513478
0.450477
0.036045
AA
2016-02-19
51,234,083
93,079,230
0.563874
0.567984
0.394926
0.03709
AA
2016-02-26
83,134,176
141,172,193
0.666535
0.598302
0.374916
0.026782
AA
2016-03-04
82,011,350
140,824,108
0.625196
0.551202
0.420181
0.028617
AA
2016-03-11
84,879,339
132,708,778
0.683291
0.581529
0.385957
0.032514
AA
2016-03-18
89,299,951
143,781,056
0.674998
0.574047
0.355926
0.070026
AA
2016-03-25
51,867,012
77,361,621
0.726564
0.536682
0.38409
0.079228
AA
2016-04-01
54,310,884
93,138,350
0.612497
0.509948
0.371936
0.118116
AA
2016-04-08
68,959,636
109,966,225
0.64883
0.554717
0.334398
0.110885
AA
2016-04-15
127,510,669
201,820,750
0.665583
0.570201
0.3526
0.077199
AA
2016-04-22
67,704,338
107,251,293
0.64922
0.56159
0.402352
0.036058
AA
2016-04-29
86,962,186
139,926,702
0.673751
0.573106
0.383941
0.042953
AA
2016-05-06
61,940,481
104,792,474
0.641681
0.513585
0.448613
0.037802
AA
2016-05-13
59,373,850
96,635,478
0.663511
0.567441
0.397126
0.035433
AA
2016-05-20
57,994,838
92,097,098
0.695306
0.545694
0.418719
0.035587
AA
2016-05-27
51,196,084
81,110,113
0.694452
0.545891
0.420689
0.03342
AA
2016-06-03
40,926,847
67,102,110
0.670708
0.514896
0.405078
0.080026
AA
2016-06-10
46,375,815
71,643,416
0.683703
0.548632
0.425897
0.025471
AA
2016-06-17
58,938,115
92,150,009
0.684905
0.494504
0.395518
0.109979
AA
2016-06-24
54,223,911
87,135,882
0.641277
0.543388
0.424854
0.031758
AA
2016-07-01
69,115,939
109,408,368
0.662637
0.544973
0.377927
0.0771
AA
2016-07-08
46,378,559
78,366,261
0.636368
0.547373
0.41808
0.034547
AA
2016-07-15
75,794,082
136,894,981
0.597988
0.550189
0.416722
0.033089
AA
2016-07-22
33,463,267
62,375,229
0.578005
0.528909
0.435969
0.035122
AA
2016-07-29
36,891,029
66,056,112
0.594313
0.493979
0.475916
0.030104
AA
2016-08-05
29,673,155
58,823,020
0.55698
0.470592
0.435715
0.093693
AA
2016-08-12
25,187,917
46,894,149
0.583495
0.530539
0.39
0.079461
AA
2016-08-19
27,702,171
51,596,453
0.586829
0.54648
0.41943
0.03409
AA
2016-08-26
32,199,537
60,185,228
0.542219
0.550375
0.414766
0.034859
AA
2016-09-02
35,277,914
63,015,566
0.577558
0.540917
0.426702
0.032381
AA
2016-09-09
34,904,101
64,894,283
0.52648
0.544491
0.419306
0.036203
AA
2016-09-16
34,712,555
74,106,489
0.505052
0.489009
0.474003
0.036988
AA
2016-09-23
37,933,232
69,527,145
0.547918
0.570014
0.394525
0.035461
AA
2016-09-30
39,258,444
77,078,090
0.540608
0.558728
0.404131
0.037141