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
2016-10-07
52,908,144
75,281,860
0.666654
0.489735
0.480069
0.030196
AA
2016-10-14
45,243,511
69,892,492
0.673639
0.584161
0.381084
0.034755
AA
2016-10-21
23,688,365
37,460,914
0.678652
0.510682
0.45428
0.035038
AA
2016-10-28
19,964,578
32,829,122
0.658485
0.469934
0.496912
0.033155
AA
2016-11-04
26,164,191
50,199,076
0.587103
0.498439
0.472413
0.029148
AA
2016-11-11
13,740,272
32,196,782
0.445079
0.544161
0.428745
0.027094
AA
2016-11-18
10,287,373
20,656,790
0.507047
0.579847
0.364283
0.05587
AA
2016-11-25
6,067,669
12,084,348
0.489117
0.543356
0.431109
0.025535
AA
2016-12-02
8,792,214
20,665,204
0.461526
0.532834
0.402968
0.064198
AA
2016-12-09
9,127,214
18,835,167
0.471723
0.470087
0.501999
0.027914
AA
2016-12-16
8,087,162
17,432,487
0.502528
0.531116
0.441142
0.027743
AA
2016-12-23
5,492,948
12,313,185
0.549153
0.484313
0.474408
0.041279
AA
2016-12-30
4,775,594
8,427,390
0.557616
0.55624
0.413625
0.030134
AA
2017-01-06
4,467,655
8,654,310
0.560043
0.516516
0.450802
0.032682
AA
2017-01-13
8,607,689
15,329,591
0.577085
0.547317
0.425249
0.027435
AA
2017-01-20
7,605,035
14,741,572
0.480153
0.576981
0.398011
0.025009
AA
2017-01-27
13,075,821
32,295,258
0.409233
0.608948
0.370133
0.020918
AA
2017-02-03
7,187,977
15,533,804
0.486809
0.577699
0.393267
0.029034
AA
2017-02-10
7,262,872
13,720,413
0.558284
0.500518
0.411212
0.08827
AA
2017-02-17
11,368,272
26,002,946
0.473691
0.561895
0.378754
0.059351
AA
2017-02-24
4,195,307
13,723,995
0.357927
0.505074
0.451682
0.043244
AA
2017-03-03
8,407,544
21,125,328
0.422942
0.614954
0.357726
0.02732
AA
2017-03-10
8,184,861
18,190,524
0.468043
0.5828
0.38684
0.03036
AA
2017-03-17
5,281,674
13,351,662
0.457818
0.53684
0.434486
0.028674
AA
2017-03-24
6,209,454
14,006,623
0.431208
0.619722
0.357765
0.022513
AA
2017-03-31
7,731,717
18,049,337
0.44174
0.634592
0.344097
0.021311
AA
2017-04-07
6,084,727
13,642,347
0.437266
0.558818
0.416835
0.024348
AA
2017-04-14
7,454,127
15,798,214
0.405855
0.646362
0.337741
0.015897
AA
2017-04-21
6,467,401
17,757,180
0.380823
0.601483
0.372013
0.026504
AA
2017-04-28
15,780,440
37,139,640
0.437325
0.571113
0.400433
0.028454
AA
2017-05-05
8,336,550
22,581,480
0.404853
0.564414
0.410533
0.025053
AA
2017-05-12
6,659,092
14,302,304
0.470803
0.611932
0.362496
0.025572
AA
2017-05-19
5,062,954
11,211,534
0.475223
0.585196
0.392316
0.022488
AA
2017-05-26
5,789,865
12,165,768
0.491534
0.555233
0.375825
0.068942
AA
2017-06-02
4,938,549
10,475,580
0.500142
0.564267
0.398005
0.037728
AA
2017-06-09
5,249,231
11,507,395
0.473378
0.550987
0.4251
0.023913
AA
2017-06-16
7,579,955
15,951,823
0.517767
0.565233
0.41112
0.023648
AA
2017-06-23
7,184,850
15,752,120
0.479328
0.491967
0.483057
0.024976
AA
2017-06-30
6,847,809
15,749,916
0.430613
0.461715
0.519727
0.018558
AA
2017-07-07
6,354,239
13,743,809
0.461426
0.432473
0.543423
0.024104
AA
2017-07-14
8,234,831
15,967,156
0.501778
0.465758
0.509819
0.024423
AA
2017-07-21
7,779,434
14,305,204
0.567377
0.483334
0.481597
0.035069
AA
2017-07-28
5,623,386
11,244,492
0.509306
0.476986
0.501919
0.021095
AA
2017-08-04
4,897,043
10,093,139
0.498186
0.454274
0.523874
0.021852
AA
2017-08-11
8,765,350
18,798,789
0.478658
0.497326
0.481161
0.021513
AA
2017-08-18
5,773,133
10,783,554
0.527326
0.507773
0.471513
0.020714
AA
2017-08-25
5,851,677
13,537,214
0.469269
0.560952
0.392589
0.046458
AA
2017-09-01
6,619,984
15,820,259
0.451419
0.574094
0.396124
0.029782
AA
2017-09-08
5,158,913
15,928,276
0.397767
0.5369
0.419145
0.043955
AA
2017-09-15
7,047,004
18,168,535
0.419117
0.480404
0.483554
0.036042
AA
2017-09-22
8,458,452
16,852,720
0.559465
0.532808
0.441179
0.026013
AA
2017-09-29
6,579,810
14,370,375
0.508774
0.542474
0.405305
0.052221
AA
2017-10-06
6,196,874
14,524,790
0.456053
0.554198
0.425413
0.02039
AA
2017-10-13
3,936,087
12,323,191
0.387686
0.538621
0.400324
0.061055
AA
2017-10-20
7,860,695
18,563,341
0.425869
0.629546
0.3439
0.026554
AA
2017-10-27
7,155,690
16,591,675
0.428182
0.588855
0.391517
0.019629
AA
2017-11-03
4,135,103
9,281,049
0.451225
0.520261
0.461219
0.018521
AA
2017-11-10
6,277,868
14,876,635
0.459598
0.552215
0.435885
0.0119
AA
2017-11-17
8,950,800
17,624,498
0.514997
0.565726
0.422108
0.012166
AA
2017-11-24
5,887,437
12,783,812
0.487097
0.61788
0.3732
0.00892
AA
2017-12-01
6,583,840
17,037,898
0.41364
0.499009
0.489729
0.011262
AA
2017-12-08
6,534,309
14,200,501
0.463673
0.541267
0.447031
0.011702
AA
2017-12-15
5,677,864
14,663,056
0.419466
0.493435
0.490835
0.015731
AA
2017-12-22
8,260,066
17,503,024
0.504816
0.601056
0.382838
0.016106
AA
2017-12-29
6,094,649
13,746,249
0.470276
0.578851
0.409562
0.011588
AA
2018-01-05
5,304,962
11,860,067
0.447828
0.54109
0.41107
0.04784
AA
2018-01-12
5,766,458
15,820,987
0.392717
0.542477
0.43849
0.019033
AA
2018-01-19
13,553,612
29,624,417
0.463891
0.534574
0.376385
0.08904
AA
2018-01-26
5,380,386
14,087,836
0.425597
0.602073
0.382059
0.015868
AA
2018-02-02
6,961,710
15,634,343
0.474213
0.51939
0.463949
0.016661
AA
2018-02-09
6,851,707
14,296,602
0.511489
0.53449
0.454171
0.011339
AA
2018-02-16
6,662,964
16,877,405
0.419911
0.555452
0.434156
0.010392
AA
2018-02-23
4,554,804
11,168,962
0.439252
0.552094
0.433153
0.014752
AA
2018-03-02
5,227,788
15,453,193
0.408271
0.533527
0.456763
0.00971
AA
2018-03-09
5,513,028
15,606,023
0.382573
0.498759
0.403556
0.097685
AA
2018-03-16
4,820,208
11,358,189
0.432432
0.494576
0.394339
0.111084
AA
2018-03-23
4,453,138
10,412,749
0.44505
0.504066
0.480995
0.01494
AA
2018-03-30
3,282,203
9,326,418
0.335677
0.472279
0.513187
0.014534
AA
2018-04-06
4,792,699
10,829,963
0.422448
0.454073
0.531636
0.014291
AA
2018-04-13
9,847,880
22,771,321
0.421018
0.502478
0.484928
0.012594
AA
2018-04-20
11,835,590
31,027,428
0.411596
0.560382
0.426871
0.012748
AA
2018-04-27
7,795,875
27,751,428
0.294998
0.468986
0.423387
0.107627
AA
2018-05-04
4,204,318
11,519,629
0.357189
0.565581
0.422378
0.012041
AA
2018-05-11
4,083,230
11,843,096
0.357948
0.455664
0.533609
0.010727
AA
2018-05-18
4,983,970
14,187,402
0.371605
0.523324
0.460439
0.016237
AA
2018-05-25
3,003,131
8,500,643
0.403453
0.497958
0.483468
0.018575
AA
2018-06-01
2,795,009
7,485,205
0.382008
0.569054
0.422534
0.008412
AA
2018-06-08
3,028,713
9,358,399
0.337798
0.522318
0.465369
0.012313
AA
2018-06-15
3,367,233
10,764,151
0.342247
0.58375
0.402206
0.014043
AA
2018-06-22
3,587,514
9,658,177
0.355605
0.54012
0.447111
0.012768
AA
2018-06-29
3,184,663
9,105,867
0.395171
0.42503
0.556442
0.018528
AA
2018-07-06
2,825,528
5,734,883
0.522695
0.512194
0.477036
0.01077
AA
2018-07-13
4,068,206
7,066,721
0.545384
0.459796
0.528996
0.011208
AA
2018-07-20
16,358,474
29,266,420
0.4948
0.530561
0.453856
0.015583
AA
2018-07-27
13,593,348
22,056,973
0.643233
0.500325
0.484581
0.015095
AA
2018-08-03
5,922,276
10,587,425
0.61228
0.490937
0.497377
0.011685
AA
2018-08-10
9,301,878
17,498,925
0.579556
0.555789
0.425798
0.018413
AA
2018-08-17
6,540,558
12,955,161
0.544559
0.536176
0.45172
0.012104
AA
2018-08-24
5,571,375
10,677,270
0.562465
0.485765
0.502027
0.012208
AA
2018-08-31
5,251,490
10,591,505
0.532041
0.562323
0.428341
0.009336