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
AAL
2017-10-20
5,671,471
12,835,528
0.459398
0.718299
0.26036
0.021342
AAL
2017-10-27
8,982,254
20,744,893
0.476282
0.682716
0.275284
0.042
AAL
2017-11-03
5,469,267
11,640,512
0.498476
0.688727
0.271062
0.040211
AAL
2017-11-10
4,172,524
9,861,260
0.484569
0.710979
0.248052
0.040968
AAL
2017-11-17
4,011,986
9,029,186
0.480834
0.702031
0.271371
0.026598
AAL
2017-11-24
2,375,827
4,861,821
0.502289
0.741883
0.230075
0.028042
AAL
2017-12-01
4,755,577
12,227,644
0.433279
0.663134
0.315948
0.020918
AAL
2017-12-08
5,056,720
11,315,638
0.419396
0.734338
0.247341
0.018321
AAL
2017-12-15
4,242,884
10,930,527
0.423983
0.706851
0.26622
0.02693
AAL
2017-12-22
4,078,910
11,463,911
0.381722
0.731431
0.251378
0.017191
AAL
2017-12-29
2,145,205
5,602,513
0.401337
0.761815
0.218996
0.019189
AAL
2018-01-05
3,134,820
9,875,652
0.413805
0.659489
0.237407
0.103104
AAL
2018-01-12
8,519,783
19,715,747
0.455196
0.723739
0.251454
0.024807
AAL
2018-01-19
4,485,690
9,510,425
0.512102
0.612703
0.258105
0.129192
AAL
2018-01-26
9,814,198
23,760,145
0.488686
0.698685
0.255818
0.045497
AAL
2018-02-02
6,624,173
13,480,129
0.490812
0.720719
0.251083
0.028199
AAL
2018-02-09
6,686,562
14,820,477
0.475709
0.697766
0.274357
0.027877
AAL
2018-02-16
5,568,532
9,757,280
0.604135
0.676776
0.302608
0.020615
AAL
2018-02-23
5,560,480
8,170,781
0.705615
0.688339
0.295783
0.015878
AAL
2018-03-02
7,559,101
12,630,304
0.633112
0.647461
0.326967
0.025572
AAL
2018-03-09
6,915,677
11,612,458
0.591384
0.52665
0.308758
0.164592
AAL
2018-03-16
6,845,774
11,795,542
0.610821
0.543118
0.304751
0.152131
AAL
2018-03-23
5,673,157
10,505,374
0.554812
0.687025
0.281884
0.03109
AAL
2018-03-30
3,480,158
6,732,151
0.544273
0.636216
0.338344
0.02544
AAL
2018-04-06
6,359,919
9,627,106
0.699859
0.620684
0.350207
0.029109
AAL
2018-04-13
16,407,212
25,564,981
0.673509
0.706572
0.265159
0.028269
AAL
2018-04-20
11,550,743
19,274,229
0.620148
0.703162
0.26324
0.033598
AAL
2018-04-27
15,750,461
31,400,843
0.602469
0.646364
0.243796
0.10984
AAL
2018-05-04
8,558,632
14,768,367
0.637907
0.660821
0.29495
0.044229
AAL
2018-05-11
9,940,697
21,156,830
0.547639
0.670581
0.294098
0.035321
AAL
2018-05-18
10,146,969
15,850,773
0.713805
0.702278
0.273791
0.02393
AAL
2018-05-25
9,185,587
15,666,543
0.624729
0.699348
0.278776
0.021875
AAL
2018-06-01
8,451,023
14,123,103
0.636407
0.702776
0.278221
0.019002
AAL
2018-06-08
8,268,093
15,957,679
0.578221
0.662672
0.312897
0.024431
AAL
2018-06-15
7,540,796
16,495,960
0.477911
0.67208
0.308952
0.018968
AAL
2018-06-22
6,838,630
15,917,121
0.467136
0.711447
0.261701
0.026852
AAL
2018-06-29
8,578,581
19,502,259
0.489597
0.633585
0.33293
0.033485
AAL
2018-07-06
5,214,750
9,305,233
0.540813
0.699739
0.267484
0.032777
AAL
2018-07-13
15,090,547
33,476,674
0.467584
0.609821
0.354717
0.035462
AAL
2018-07-20
9,012,247
18,900,575
0.497878
0.679144
0.283285
0.037572
AAL
2018-07-27
13,101,139
24,271,464
0.590691
0.693284
0.284117
0.022599
AAL
2018-08-03
9,263,059
16,487,322
0.594523
0.684292
0.290348
0.02536
AAL
2018-08-10
7,782,212
12,637,458
0.649712
0.714154
0.253574
0.032273
AAL
2018-08-17
7,462,229
15,315,540
0.633491
0.637407
0.320289
0.042304
AAL
2018-08-24
6,739,590
18,246,935
0.423713
0.670102
0.301844
0.028054
AAL
2018-08-31
6,046,070
20,982,868
0.391741
0.642868
0.33756
0.019572
AAL
2018-09-07
6,635,573
17,025,134
0.396356
0.645771
0.312408
0.041821
AAL
2018-09-14
5,473,242
13,084,166
0.432137
0.645705
0.327566
0.02673
AAL
2018-09-21
8,014,717
21,038,241
0.410172
0.619541
0.362175
0.018284
AAL
2018-09-28
8,149,719
17,591,221
0.560144
0.678402
0.30147
0.020128
AAL
2018-10-05
10,993,182
21,689,547
0.518689
0.687267
0.288423
0.02431
AAL
2018-10-12
25,251,014
49,324,684
0.508857
0.664299
0.313834
0.021867
AAL
2018-10-19
17,445,988
37,655,480
0.553134
0.657078
0.313294
0.029629
AAL
2018-10-26
17,866,640
37,756,891
0.541395
0.65524
0.317406
0.027354
AAL
2018-11-02
12,734,859
30,799,992
0.441216
0.629206
0.349388
0.021406
AAL
2018-11-09
10,904,905
28,669,886
0.437241
0.649707
0.285089
0.065204
AAL
2018-11-16
10,867,221
25,634,722
0.44418
0.587812
0.323286
0.088902
AAL
2018-11-23
6,602,828
18,457,684
0.407369
0.63563
0.339396
0.024973
AAL
2018-11-30
8,737,051
22,853,395
0.452724
0.612542
0.360846
0.026612
AAL
2018-12-07
10,832,920
24,603,583
0.461608
0.60185
0.372784
0.025366
AAL
2018-12-14
11,854,698
26,126,525
0.492823
0.645956
0.331308
0.022736
AAL
2018-12-21
11,315,043
24,515,793
0.542785
0.533484
0.439327
0.027189
AAL
2018-12-28
8,030,868
18,064,677
0.481819
0.615046
0.361655
0.0233
AAL
2019-01-04
8,907,824
22,568,959
0.467138
0.618367
0.358965
0.022667
AAL
2019-01-11
12,420,372
30,188,671
0.43068
0.660195
0.322218
0.017587
AAL
2019-01-18
9,572,912
21,010,217
0.53323
0.629216
0.352021
0.018763
AAL
2019-01-25
13,213,184
31,715,742
0.473636
0.644756
0.336585
0.01866
AAL
2019-02-01
10,880,885
26,152,616
0.456026
0.644897
0.33564
0.019462
AAL
2019-02-08
11,101,183
19,560,056
0.512153
0.698903
0.281167
0.01993
AAL
2019-02-15
8,050,680
18,054,448
0.464566
0.630102
0.332993
0.036905
AAL
2019-02-22
7,837,352
15,271,069
0.551152
0.645898
0.253367
0.100735
AAL
2019-03-01
13,423,738
22,286,205
0.633511
0.667234
0.243942
0.088823
AAL
2019-03-08
10,095,498
20,054,087
0.577158
0.647019
0.31247
0.040511
AAL
2019-03-15
12,056,174
23,553,131
0.532048
0.663993
0.301673
0.034334
AAL
2019-03-22
9,833,328
18,154,139
0.603108
0.685573
0.278098
0.03633
AAL
2019-03-29
10,374,610
18,339,253
0.61255
0.679656
0.296373
0.023971
AAL
2019-04-05
11,607,388
24,172,376
0.543623
0.659153
0.313937
0.02691
AAL
2019-04-12
10,187,563
20,442,701
0.54571
0.629072
0.343898
0.02703
AAL
2019-04-19
4,161,687
10,889,405
0.43123
0.638191
0.337904
0.023904
AAL
2019-04-26
8,286,173
17,035,655
0.507057
0.711431
0.263695
0.024874
AAL
2019-05-03
6,962,966
15,912,173
0.484439
0.665864
0.30769
0.026446
AAL
2019-05-10
7,887,437
15,755,911
0.555404
0.576745
0.33332
0.089935
AAL
2019-05-17
7,485,250
15,365,249
0.516764
0.648547
0.325126
0.026328
AAL
2019-05-24
10,614,681
21,794,296
0.587193
0.662155
0.307735
0.03011
AAL
2019-05-31
7,810,791
15,429,127
0.601792
0.677551
0.291651
0.030797
AAL
2019-06-07
10,252,025
21,702,836
0.526648
0.662475
0.30965
0.027875
AAL
2019-06-14
8,149,309
18,071,618
0.50856
0.624054
0.345323
0.030623
AAL
2019-06-21
7,687,276
13,995,156
0.567859
0.62103
0.348269
0.030701
AAL
2019-06-28
5,793,541
11,326,684
0.516425
0.656789
0.30554
0.037672
AAL
2019-07-05
3,346,251
8,464,248
0.426335
0.698672
0.263278
0.03805
AAL
2019-07-12
9,207,232
17,517,924
0.543286
0.734613
0.230366
0.035021
AAL
2019-07-19
5,859,948
13,984,087
0.48059
0.663664
0.278605
0.057731
AAL
2019-07-26
11,785,889
21,623,206
0.534373
0.6861
0.267705
0.046195
AAL
2019-08-02
9,728,686
18,575,594
0.556456
0.678014
0.278204
0.043782
AAL
2019-08-09
10,525,127
18,189,341
0.63542
0.679171
0.286981
0.033848
AAL
2019-08-16
14,145,418
29,019,889
0.580056
0.721236
0.249365
0.029398
AAL
2019-08-23
10,479,718
21,658,813
0.55472
0.677718
0.279975
0.042307
AAL
2019-08-30
11,153,600
22,496,563
0.524512
0.739966
0.231743
0.028291
AAL
2019-09-06
8,446,149
15,835,165
0.592236
0.662654
0.234182
0.103165
AAL
2019-09-13
11,042,526
21,658,116
0.543295
0.670136
0.232253
0.097611