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
AB
2017-05-05
2,150,175
3,990,598
0.544002
0.756452
0.229683
0.013865
AB
2017-05-12
1,354,133
2,215,701
0.651834
0.720964
0.270704
0.008331
AB
2017-05-19
1,461,922
2,425,197
0.617004
0.609805
0.381283
0.008912
AB
2017-05-26
1,165,731
2,779,330
0.483176
0.600748
0.333364
0.065888
AB
2017-06-02
1,384,652
2,884,954
0.534032
0.652998
0.330167
0.016834
AB
2017-06-09
822,416
1,648,282
0.520624
0.614442
0.369642
0.015916
AB
2017-06-16
702,726
1,400,007
0.567933
0.561331
0.42577
0.012899
AB
2017-06-23
548,164
1,371,357
0.497803
0.514053
0.471666
0.014281
AB
2017-06-30
557,819
1,077,065
0.554175
0.548417
0.435459
0.016124
AB
2017-07-07
371,972
767,965
0.575453
0.461264
0.531642
0.007094
AB
2017-07-14
554,502
1,041,927
0.547226
0.673796
0.31754
0.008664
AB
2017-07-21
495,595
812,581
0.607195
0.674896
0.308651
0.016452
AB
2017-07-28
618,059
1,392,591
0.478798
0.674264
0.318655
0.007082
AB
2017-08-04
540,348
1,136,331
0.555123
0.686902
0.304976
0.008121
AB
2017-08-11
529,296
1,241,102
0.489635
0.64499
0.341389
0.013621
AB
2017-08-18
338,041
832,020
0.409265
0.676779
0.314628
0.008593
AB
2017-08-25
456,038
905,653
0.448215
0.710812
0.283415
0.005774
AB
2017-09-01
324,981
656,770
0.427387
0.754172
0.241465
0.004363
AB
2017-09-08
343,174
700,023
0.472836
0.680514
0.307733
0.011752
AB
2017-09-15
476,909
1,012,487
0.499498
0.734382
0.258022
0.007597
AB
2017-09-22
392,249
799,234
0.558
0.670953
0.308582
0.020465
AB
2017-09-29
541,162
974,152
0.559783
0.682221
0.26174
0.056039
AB
2017-10-06
298,301
792,936
0.429869
0.788792
0.193461
0.017747
AB
2017-10-13
392,456
688,253
0.598823
0.700272
0.257701
0.042027
AB
2017-10-20
380,550
733,664
0.541249
0.730017
0.260129
0.009854
AB
2017-10-27
590,299
1,185,831
0.540339
0.712649
0.278629
0.008722
AB
2017-11-03
553,485
1,096,810
0.533817
0.745623
0.245135
0.009242
AB
2017-11-10
416,342
965,671
0.506096
0.658991
0.333733
0.007276
AB
2017-11-17
397,262
850,344
0.539907
0.708192
0.276702
0.015106
AB
2017-11-24
223,777
474,164
0.573938
0.638352
0.352372
0.009277
AB
2017-12-01
547,101
1,146,275
0.527219
0.593786
0.39986
0.006354
AB
2017-12-08
421,494
919,248
0.451196
0.822466
0.173622
0.003912
AB
2017-12-15
727,655
2,189,661
0.372447
0.657497
0.338806
0.003697
AB
2017-12-22
282,432
891,946
0.397381
0.784511
0.20961
0.005879
AB
2017-12-29
247,615
587,155
0.521332
0.808162
0.190339
0.001499
AB
2018-01-05
382,825
929,411
0.428686
0.77198
0.177827
0.050193
AB
2018-01-12
740,373
1,660,091
0.448395
0.630074
0.357084
0.012842
AB
2018-01-19
515,316
993,706
0.538868
0.71358
0.234763
0.051657
AB
2018-01-26
299,811
655,438
0.410352
0.752446
0.239059
0.008496
AB
2018-02-02
512,795
1,150,039
0.495059
0.707819
0.284328
0.007852
AB
2018-02-09
518,913
1,487,400
0.396083
0.686464
0.303602
0.009934
AB
2018-02-16
747,862
1,967,714
0.382482
0.662609
0.331257
0.006134
AB
2018-02-23
673,896
1,431,946
0.502514
0.701992
0.289675
0.008334
AB
2018-03-02
585,924
1,263,579
0.50958
0.712315
0.275393
0.012291
AB
2018-03-09
736,906
1,554,825
0.543595
0.659157
0.240273
0.10057
AB
2018-03-16
546,326
1,268,461
0.456582
0.679653
0.224587
0.09576
AB
2018-03-23
616,015
1,158,528
0.487711
0.691425
0.293
0.015575
AB
2018-03-30
527,607
952,297
0.555481
0.668932
0.321418
0.00965
AB
2018-04-06
594,684
1,128,415
0.518805
0.717984
0.273032
0.008984
AB
2018-04-13
659,448
1,261,118
0.560722
0.686604
0.302293
0.011103
AB
2018-04-20
424,742
909,783
0.487954
0.768621
0.219385
0.011993
AB
2018-04-27
710,411
1,359,609
0.545054
0.670531
0.256656
0.072814
AB
2018-05-04
815,313
1,511,572
0.525019
0.761616
0.233126
0.005257
AB
2018-05-11
721,014
1,786,106
0.431546
0.700448
0.294899
0.004653
AB
2018-05-18
578,520
1,994,007
0.410817
0.62993
0.360215
0.009855
AB
2018-05-25
723,099
1,732,776
0.476203
0.556866
0.426337
0.016797
AB
2018-06-01
520,784
993,091
0.518108
0.677591
0.316615
0.005794
AB
2018-06-08
571,031
1,338,361
0.47949
0.706353
0.279827
0.01382
AB
2018-06-15
599,525
1,455,919
0.462836
0.681453
0.30474
0.013807
AB
2018-06-22
418,681
966,308
0.442225
0.604078
0.38453
0.011392
AB
2018-06-29
485,414
1,063,597
0.410817
0.494295
0.498705
0.007
AB
2018-07-06
311,663
711,629
0.421941
0.682233
0.302306
0.015461
AB
2018-07-13
337,780
785,092
0.466798
0.636066
0.354799
0.009135
AB
2018-07-20
420,388
798,635
0.537212
0.715037
0.275595
0.009368
AB
2018-07-27
862,634
1,671,686
0.482601
0.731654
0.264849
0.003497
AB
2018-08-03
1,104,017
2,499,066
0.478611
0.769297
0.225545
0.005158
AB
2018-08-10
484,842
1,082,791
0.478947
0.747748
0.241054
0.011198
AB
2018-08-17
422,049
1,049,897
0.4755
0.687619
0.305122
0.007258
AB
2018-08-24
540,565
1,086,757
0.608187
0.655591
0.338723
0.005686
AB
2018-08-31
491,781
1,167,184
0.51935
0.71842
0.274062
0.007518
AB
2018-09-07
366,484
671,478
0.59384
0.709998
0.283287
0.006715
AB
2018-09-14
429,175
1,027,103
0.630637
0.644158
0.345857
0.009985
AB
2018-09-21
470,238
948,673
0.59376
0.694874
0.289276
0.01585
AB
2018-09-28
371,885
774,106
0.537828
0.674752
0.317999
0.00725
AB
2018-10-05
458,849
924,591
0.524129
0.56
0.434975
0.005025
AB
2018-10-12
806,396
1,462,292
0.583441
0.610102
0.383155
0.006743
AB
2018-10-19
990,874
1,808,436
0.653062
0.643168
0.349607
0.007224
AB
2018-10-26
1,104,319
2,008,702
0.599318
0.65496
0.339014
0.006026
AB
2018-11-02
1,069,683
1,758,534
0.641514
0.639034
0.355935
0.00503
AB
2018-11-09
676,671
1,210,585
0.605177
0.517262
0.430775
0.051963
AB
2018-11-16
914,670
1,386,718
0.694129
0.49404
0.451503
0.054457
AB
2018-11-23
460,388
791,781
0.61553
0.50244
0.484589
0.012971
AB
2018-11-30
542,502
1,086,905
0.547103
0.61744
0.365344
0.017216
AB
2018-12-07
1,364,164
2,832,024
0.51577
0.575089
0.417097
0.007814
AB
2018-12-14
1,652,131
3,895,004
0.540715
0.49068
0.486036
0.023284
AB
2018-12-21
1,254,401
2,882,110
0.550619
0.42702
0.552185
0.020795
AB
2018-12-28
909,999
2,126,316
0.441117
0.486826
0.498969
0.014205
AB
2019-01-04
1,140,186
1,910,403
0.700736
0.565083
0.421615
0.013303
AB
2019-01-11
1,149,714
2,000,036
0.638816
0.543681
0.434793
0.021526
AB
2019-01-18
814,368
1,541,658
0.659721
0.559077
0.428613
0.012311
AB
2019-01-25
612,264
1,101,841
0.614294
0.557027
0.431959
0.011013
AB
2019-02-01
544,458
1,196,267
0.476299
0.621585
0.367152
0.011263
AB
2019-02-08
618,287
1,301,919
0.553509
0.575262
0.397865
0.026873
AB
2019-02-15
1,177,279
2,329,145
0.640561
0.609996
0.374183
0.01582
AB
2019-02-22
809,373
1,492,994
0.616201
0.6813
0.264638
0.054062
AB
2019-03-01
564,264
1,083,676
0.618951
0.678964
0.287363
0.033673
AB
2019-03-08
758,589
1,353,982
0.630576
0.646499
0.33808
0.01542
AB
2019-03-15
415,995
930,731
0.641695
0.648138
0.332241
0.01962
AB
2019-03-22
729,449
1,175,471
0.696985
0.670525
0.308474
0.021002
AB
2019-03-29
548,289
875,451
0.65835
0.727706
0.265225
0.007068