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
2021-11-19
746,634
2,013,229
0.394927
0.694399
0.28398
0.021622
AAOI
2021-11-26
387,150
892,085
0.455829
0.61729
0.357683
0.025026
AAOI
2021-12-03
731,322
1,523,808
0.546884
0.752938
0.21485
0.032213
AAOI
2021-12-10
494,312
1,402,791
0.476825
0.718264
0.25698
0.024756
AAOI
2021-12-17
579,043
1,156,967
0.619398
0.750047
0.224019
0.025934
AAOI
2021-12-24
417,686
1,300,900
0.454574
0.742022
0.189277
0.068701
AAOI
2021-12-31
615,538
1,600,560
0.46075
0.786081
0.191225
0.022694
AAOI
2022-01-07
780,495
1,761,751
0.505742
0.717763
0.266108
0.016129
AAOI
2022-01-14
1,185,176
2,241,812
0.549989
0.819539
0.155304
0.025157
AAOI
2022-01-21
542,433
1,099,229
0.558872
0.683395
0.275553
0.041051
AAOI
2022-01-28
622,009
1,177,350
0.494971
0.719988
0.256963
0.023049
AAOI
2022-02-04
489,419
873,823
0.541626
0.779977
0.204703
0.015319
AAOI
2022-02-11
801,992
1,543,779
0.495271
0.74788
0.239062
0.013059
AAOI
2022-02-18
1,044,896
1,848,809
0.610708
0.793101
0.186862
0.020037
AAOI
2022-02-25
1,276,665
2,253,038
0.563201
0.830039
0.152248
0.017712
AAOI
2022-03-04
579,335
985,283
0.549687
0.812522
0.167864
0.019613
AAOI
2022-03-11
299,833
686,219
0.467808
0.80917
0.147898
0.042932
AAOI
2022-03-18
395,377
918,898
0.476358
0.822575
0.14758
0.029846
AAOI
2022-03-25
370,272
765,093
0.416406
0.857983
0.122076
0.019941
AAOI
2022-04-01
592,051
1,382,360
0.426116
0.849055
0.134399
0.016546
AAOI
2022-04-08
394,898
782,228
0.405888
0.79861
0.191924
0.009466
AAOI
2022-04-15
84,937
277,549
0.45992
0.796264
0.160646
0.04309
AAOI
2022-04-22
394,269
855,229
0.459054
0.873396
0.11347
0.013134
AAOI
2022-04-29
400,924
983,869
0.43689
0.833784
0.151038
0.015178
AAOI
2022-05-06
376,051
861,936
0.482045
0.837355
0.135829
0.026816
AAOI
2022-05-13
285,602
894,495
0.369798
0.746072
0.218539
0.03539
AAOI
2022-05-20
214,732
525,228
0.496534
0.862952
0.111262
0.025786
AAOI
2022-05-27
200,623
531,646
0.420362
0.72493
0.227681
0.047389
AAOI
2022-06-03
257,004
640,404
0.523402
0.854004
0.126601
0.019395
AAOI
2022-06-10
389,501
792,261
0.520554
0.861511
0.119999
0.01849
AAOI
2022-06-17
483,790
1,011,247
0.4351
0.88853
0.102291
0.009179
AAOI
2022-06-24
446,170
884,268
0.515792
0.903885
0.083733
0.012382
AAOI
2022-07-01
527,084
936,121
0.452135
0.880945
0.104905
0.014149
AAOI
2022-07-08
199,655
556,125
0.342232
0.88092
0.11251
0.006569
AAOI
2022-07-15
135,552
385,924
0.460531
0.746122
0.212675
0.041203
AAOI
2022-07-22
251,878
642,484
0.413467
0.859071
0.101971
0.038958
AAOI
2022-07-29
195,802
509,837
0.386832
0.775254
0.202423
0.022323
AAOI
2022-08-05
397,605
894,975
0.54202
0.835412
0.148289
0.016299
AAOI
2022-08-12
451,608
1,166,949
0.41019
0.793326
0.185792
0.020881
AAOI
2022-08-19
555,697
1,583,177
0.428333
0.756889
0.223458
0.019653
AAOI
2022-08-26
286,046
789,967
0.404136
0.832289
0.156231
0.011481
AAOI
2022-09-02
215,079
517,684
0.432906
0.878483
0.11011
0.011406
AAOI
2022-09-09
156,372
342,205
0.411508
0.807633
0.178051
0.014316
AAOI
2022-09-16
40,974,975
67,926,052
0.545845
0.86273
0.12336
0.01391
AAOI
2022-09-23
4,793,913
8,326,027
0.58185
0.785766
0.196935
0.017299
AAOI
2022-09-30
682,770
1,220,107
0.577787
0.690209
0.222577
0.087215
AAOI
2022-10-07
475,696
1,209,223
0.562914
0.607265
0.250794
0.141941
AAOI
2022-10-14
333,898
750,303
0.584301
0.609317
0.239873
0.15081
AAOI
2022-10-21
344,492
624,633
0.58481
0.769055
0.210477
0.020468
AAOI
2022-10-28
303,398
726,079
0.446492
0.769802
0.195435
0.034762
AAOI
2022-11-04
456,455
878,649
0.529753
0.809366
0.164722
0.025913
AAOI
2022-11-11
317,352
600,081
0.592972
0.798501
0.172217
0.029282
AAOI
2022-11-18
277,151
437,091
0.647414
0.822916
0.154
0.023084
AAOI
2022-11-25
221,301
396,334
0.625087
0.751624
0.220219
0.028157
AAOI
2022-12-02
269,828
412,079
0.750124
0.839653
0.146303
0.014045
AAOI
2022-12-09
255,726
465,177
0.620225
0.822366
0.163731
0.013903
AAOI
2022-12-16
253,321
456,764
0.659585
0.660597
0.306846
0.032557
AAOI
2022-12-23
261,248
461,909
0.641669
0.802595
0.177921
0.019483
AAOI
2022-12-30
303,199
634,868
0.651608
0.812215
0.160793
0.026992
AAOI
2023-01-06
131,270
282,373
0.490756
0.95135
0.0375
0.01115
AAOI
2023-01-13
191,658
534,190
0.451693
0.81081
0.137757
0.051433
AAOI
2023-01-20
141,681
398,801
0.383976
0.753498
0.218359
0.028143
AAOI
2023-01-27
78,479
326,599
0.320567
0.832718
0.136203
0.031079
AAOI
2023-02-03
305,200
871,488
0.370626
0.871307
0.082751
0.045943
AAOI
2023-02-10
90,897
261,546
0.418228
0.818574
0.114641
0.066785
AAOI
2023-02-17
241,344
804,345
0.414713
0.817753
0.142285
0.039962
AAOI
2023-02-24
206,994
816,394
0.278868
0.805335
0.1552
0.039466
AAOI
2023-03-03
110,055
391,995
0.352584
0.826602
0.130445
0.042954
AAOI
2023-03-10
133,166
362,686
0.412542
0.761256
0.182479
0.056265
AAOI
2023-03-17
238,019
467,498
0.48802
0.733036
0.25308
0.013884
AAOI
2023-03-24
58,585
193,423
0.273671
0.797294
0.144339
0.058367
AAOI
2023-03-31
586,773
1,486,670
0.455067
0.823343
0.154584
0.022073
AAOI
2023-04-07
102,484
302,234
0.422383
0.785068
0.181709
0.033223
AAOI
2023-04-14
86,076
250,805
0.421539
0.813662
0.147269
0.039069
AAOI
2023-04-21
179,114
564,251
0.482303
0.784538
0.185121
0.03034
AAOI
2023-04-28
145,488
468,454
0.439549
0.835287
0.117319
0.047393
AAOI
2023-05-05
500,925
1,189,465
0.463499
0.822413
0.163582
0.014005
AAOI
2023-05-12
221,266
532,872
0.43464
0.736293
0.208953
0.054754
AAOI
2023-05-19
210,714
405,903
0.459335
0.861824
0.112876
0.025299
AAOI
2023-05-26
216,171
594,056
0.379899
0.84518
0.141156
0.013665
AAOI
2023-06-02
407,780
1,059,219
0.462824
0.76613
0.222611
0.011259
AAOI
2023-06-09
813,128
2,004,636
0.38754
0.864963
0.134606
0.000431
AAOI
2023-06-16
3,374,789
5,382,150
0.660818
0.855797
0.140744
0.003459
AAOI
2023-06-23
6,307,833
10,973,936
0.572936
0.85982
0.137414
0.002767
AAOI
2023-06-30
2,210,743
3,497,677
0.645244
0.531945
0.459037
0.009018
AAOI
2023-07-07
1,020,232
1,466,332
0.670341
0.043674
0.94444
0.011886
AAOI
2023-07-14
1,931,923
2,710,682
0.633245
0.024926
0.961569
0.013505
AAOI
2023-07-21
785,982
1,512,824
0.546787
0.035999
0.939969
0.024032
AAOI
2023-07-28
673,356
1,145,039
0.518172
0.020119
0.965594
0.014287
AAOI
2023-08-04
1,763,884
3,591,160
0.497983
0.027519
0.967294
0.005187
AAOI
2023-08-11
1,749,624
2,953,925
0.501573
0.036077
0.953404
0.01052
AAOI
2023-08-18
861,857
1,504,653
0.495301
0.027581
0.946827
0.025593
AAOI
2023-08-25
732,685
1,197,273
0.579839
0.03779
0.930606
0.031604
AAOI
2023-09-01
391,194
883,373
0.395134
0.039285
0.937636
0.023079
AAOI
2023-09-08
324,051
592,491
0.544895
0.027718
0.947015
0.025266
AAOI
2023-09-15
652,050
1,268,155
0.477298
0.041976
0.939459
0.018566
AAOI
2023-09-22
607,229
886,508
0.550937
0.034266
0.951742
0.013992
AAOI
2023-09-29
294,317
486,226
0.552177
0.051272
0.918921
0.029807
AAOI
2023-10-06
429,176
797,641
0.521533
0.035246
0.935446
0.029308
AAOI
2023-10-13
468,010
888,620
0.545925
0.039023
0.934866
0.026111