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
AAOI
2014-03-21
400,163
1,199,555
0.471455
0.644073
0.295978
0.059949
AAOI
2014-03-28
417,919
1,024,503
0.431538
0.671345
0.297462
0.031193
AAOI
2014-04-04
368,328
910,549
0.431872
0.708891
0.261695
0.029414
AAOI
2014-04-11
404,961
1,039,710
0.446046
0.651368
0.314761
0.03387
AAOI
2014-04-18
213,971
416,943
0.555442
0.752067
0.209121
0.038811
AAOI
2014-04-25
422,356
694,138
0.606322
0.711714
0.260084
0.028202
AAOI
2014-05-02
340,624
520,395
0.652754
0.669283
0.306279
0.024438
AAOI
2014-05-09
464,465
1,446,893
0.442008
0.590935
0.240697
0.168368
AAOI
2014-05-16
312,662
708,541
0.460597
0.580685
0.330328
0.088987
AAOI
2014-05-23
176,632
324,425
0.614479
0.596748
0.358786
0.044466
AAOI
2014-05-30
289,609
502,277
0.613415
0.666841
0.294944
0.038215
AAOI
2014-06-06
245,625
401,907
0.674173
0.667214
0.300125
0.032661
AAOI
2014-06-13
173,661
389,672
0.447709
0.656746
0.328392
0.014862
AAOI
2014-06-20
302,541
666,087
0.5177
0.584528
0.370733
0.044739
AAOI
2014-06-27
272,849
660,893
0.451138
0.63231
0.314823
0.052867
AAOI
2014-07-04
147,048
271,970
0.569274
0.665915
0.204718
0.129367
AAOI
2014-07-11
232,209
568,411
0.447343
0.586735
0.368565
0.0447
AAOI
2014-07-18
322,432
680,463
0.519811
0.515072
0.332213
0.152714
AAOI
2014-07-25
204,465
643,411
0.418107
0.542465
0.383418
0.074117
AAOI
2014-08-01
182,051
532,370
0.425238
0.628745
0.329982
0.041273
AAOI
2014-08-08
216,839
529,213
0.433479
0.623084
0.32089
0.056026
AAOI
2014-08-15
461,334
1,264,118
0.400635
0.593411
0.388718
0.017871
AAOI
2014-08-22
286,506
707,244
0.523218
0.715828
0.267566
0.016606
AAOI
2014-08-29
451,987
1,032,719
0.468121
0.686433
0.283479
0.030087
AAOI
2014-09-05
288,008
665,097
0.48261
0.652245
0.326762
0.020993
AAOI
2014-09-12
349,006
727,866
0.523334
0.690773
0.231669
0.077558
AAOI
2014-09-19
228,538
575,470
0.473125
0.709331
0.25383
0.036839
AAOI
2014-09-26
318,548
559,274
0.650608
0.703156
0.26212
0.034724
AAOI
2014-10-03
504,716
1,085,739
0.634418
0.682059
0.274224
0.043717
AAOI
2014-10-10
319,720
685,968
0.527318
0.664972
0.289468
0.04556
AAOI
2014-10-17
643,934
1,401,575
0.496872
0.652348
0.304067
0.043584
AAOI
2014-10-24
506,395
841,260
0.647783
0.688838
0.269611
0.041551
AAOI
2014-10-31
338,244
783,184
0.485297
0.635652
0.278784
0.085564
AAOI
2014-11-07
397,874
646,729
0.639662
0.731841
0.206424
0.061735
AAOI
2014-11-14
1,465,179
4,002,431
0.422736
0.731811
0.230058
0.03813
AAOI
2014-11-21
552,928
1,279,107
0.542747
0.734103
0.207644
0.058253
AAOI
2014-11-28
651,270
1,411,751
0.514196
0.662161
0.287638
0.050202
AAOI
2014-12-05
761,538
2,024,224
0.434803
0.682758
0.265783
0.051459
AAOI
2014-12-12
373,739
1,209,944
0.320688
0.651307
0.283172
0.065521
AAOI
2014-12-19
279,383
712,833
0.397986
0.65434
0.287731
0.057929
AAOI
2014-12-26
232,967
622,662
0.408133
0.531664
0.283514
0.184822
AAOI
2015-01-02
180,664
548,006
0.462189
0.759332
0.184265
0.056403
AAOI
2015-01-09
267,852
719,333
0.478109
0.703135
0.23558
0.061285
AAOI
2015-01-16
688,434
1,204,614
0.616276
0.695764
0.194398
0.109838
AAOI
2015-01-23
244,640
422,724
0.669481
0.778013
0.169356
0.052631
AAOI
2015-01-30
393,302
590,776
0.679268
0.647811
0.275304
0.076885
AAOI
2015-02-06
229,115
455,555
0.604387
0.670982
0.272392
0.056626
AAOI
2015-02-13
300,237
574,831
0.600012
0.730016
0.222121
0.047864
AAOI
2015-02-20
231,992
387,307
0.645414
0.740571
0.216601
0.042828
AAOI
2015-02-27
710,630
2,136,612
0.494053
0.795228
0.163358
0.041414
AAOI
2015-03-06
673,672
1,509,753
0.593882
0.607669
0.243387
0.148945
AAOI
2015-03-13
398,859
665,285
0.63951
0.612888
0.246189
0.140923
AAOI
2015-03-20
459,721
676,478
0.679015
0.652347
0.312384
0.035269
AAOI
2015-03-27
325,779
590,726
0.608372
0.759408
0.2028
0.037791
AAOI
2015-04-03
220,946
435,521
0.577665
0.704364
0.254297
0.041339
AAOI
2015-04-10
285,041
662,889
0.450091
0.697316
0.26813
0.034554
AAOI
2015-04-17
421,752
1,176,666
0.463965
0.783853
0.186448
0.029698
AAOI
2015-04-24
230,565
527,954
0.527656
0.641048
0.283277
0.075675
AAOI
2015-05-01
489,194
1,108,135
0.539405
0.690168
0.227537
0.082295
AAOI
2015-05-08
372,458
861,268
0.453417
0.646532
0.332809
0.020659
AAOI
2015-05-15
296,057
424,763
0.730545
0.653577
0.319208
0.027215
AAOI
2015-05-22
459,500
905,158
0.566633
0.683506
0.29942
0.017074
AAOI
2015-05-29
891,384
1,784,111
0.553741
0.78895
0.192259
0.018791
AAOI
2015-06-05
428,629
828,552
0.577312
0.774488
0.193513
0.031999
AAOI
2015-06-12
368,235
621,841
0.648221
0.69132
0.232904
0.075776
AAOI
2015-06-19
496,731
938,394
0.609047
0.728198
0.251408
0.020394
AAOI
2015-06-26
614,688
1,581,409
0.433325
0.746668
0.218745
0.034587
AAOI
2015-07-03
303,971
593,295
0.525304
0.746905
0.221382
0.031713
AAOI
2015-07-10
437,506
669,162
0.697168
0.708037
0.267663
0.0243
AAOI
2015-07-17
1,272,949
2,318,501
0.62383
0.704804
0.272431
0.022765
AAOI
2015-07-24
468,670
770,464
0.595538
0.80135
0.182339
0.016311
AAOI
2015-07-31
482,655
719,355
0.693417
0.788407
0.194751
0.016843
AAOI
2015-08-07
1,176,857
2,135,377
0.670835
0.797821
0.185563
0.016617
AAOI
2015-08-14
801,849
1,764,994
0.455126
0.76796
0.205769
0.026271
AAOI
2015-08-21
643,214
2,699,440
0.422959
0.559064
0.354322
0.086614
AAOI
2015-08-28
648,469
1,567,921
0.491829
0.615509
0.298284
0.086207
AAOI
2015-09-04
357,519
739,302
0.52634
0.636434
0.271096
0.09247
AAOI
2015-09-11
445,827
902,814
0.50106
0.714203
0.251768
0.034029
AAOI
2015-09-18
731,869
1,256,821
0.621235
0.700565
0.2596
0.039835
AAOI
2015-09-25
418,395
801,622
0.581411
0.724303
0.244698
0.031
AAOI
2015-10-02
465,169
933,693
0.504878
0.720657
0.235776
0.043567
AAOI
2015-10-09
317,172
545,637
0.625897
0.760628
0.210024
0.029348
AAOI
2015-10-16
452,889
1,170,661
0.418038
0.699871
0.282569
0.017559
AAOI
2015-10-23
595,647
1,109,840
0.575424
0.806638
0.153647
0.039715
AAOI
2015-10-30
702,404
1,361,074
0.58038
0.816064
0.163133
0.020803
AAOI
2015-11-06
1,393,905
3,244,018
0.472439
0.72485
0.175436
0.099714
AAOI
2015-11-13
1,185,992
1,685,018
0.737913
0.599839
0.312657
0.087504
AAOI
2015-11-20
944,336
1,464,058
0.679092
0.738374
0.21798
0.043646
AAOI
2015-11-27
329,861
559,411
0.640864
0.580363
0.369371
0.050266
AAOI
2015-12-04
449,716
660,798
0.690982
0.60813
0.341371
0.0505
AAOI
2015-12-11
354,595
716,673
0.571683
0.581683
0.380104
0.038213
AAOI
2015-12-18
306,231
720,088
0.494329
0.586731
0.377254
0.036015
AAOI
2015-12-25
167,493
486,526
0.417935
0.645213
0.303416
0.051371
AAOI
2016-01-01
212,766
439,612
0.523817
0.724363
0.224571
0.051066
AAOI
2016-01-08
697,895
969,594
0.727113
0.659901
0.257194
0.082905
AAOI
2016-01-15
535,173
748,397
0.770159
0.674697
0.266448
0.058854
AAOI
2016-01-22
410,086
1,024,278
0.436226
0.638496
0.234397
0.127107
AAOI
2016-01-29
973,491
1,327,642
0.739777
0.696899
0.268397
0.034704
AAOI
2016-02-05
427,738
604,605
0.730044
0.649648
0.317259
0.033093
AAOI
2016-02-12
441,407
949,819
0.527221
0.688232
0.271464
0.040304