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
2015-03-13
14,378,938
32,323,532
0.497023
0.519414
0.317012
0.163574
AAL
2015-03-20
43,773,946
91,009,005
0.499211
0.598932
0.338583
0.062486
AAL
2015-03-27
28,972,896
47,248,371
0.614231
0.561316
0.382055
0.05663
AAL
2015-04-03
18,119,198
32,383,788
0.556206
0.556661
0.378295
0.065043
AAL
2015-04-10
18,810,104
39,849,731
0.492722
0.593742
0.359129
0.047129
AAL
2015-04-17
15,355,101
31,824,772
0.513022
0.600694
0.35133
0.047976
AAL
2015-04-24
22,479,776
45,598,948
0.544371
0.581885
0.304484
0.113631
AAL
2015-05-01
17,705,308
42,453,621
0.414963
0.556427
0.343767
0.099806
AAL
2015-05-08
15,972,606
31,799,220
0.530773
0.595782
0.354196
0.050021
AAL
2015-05-15
10,305,946
26,599,490
0.423664
0.564205
0.393024
0.04277
AAL
2015-05-22
30,963,951
86,695,278
0.367162
0.679795
0.285296
0.03491
AAL
2015-05-29
16,874,026
40,018,755
0.442116
0.642095
0.326151
0.031754
AAL
2015-06-05
22,589,394
53,728,407
0.487649
0.600327
0.367767
0.031906
AAL
2015-06-12
28,873,200
72,038,187
0.462432
0.56836
0.351709
0.079931
AAL
2015-06-19
16,036,209
38,164,989
0.455359
0.593752
0.379191
0.027056
AAL
2015-06-26
20,518,786
35,462,985
0.612206
0.687259
0.285537
0.027203
AAL
2015-07-03
20,616,910
43,973,693
0.50266
0.592621
0.386858
0.020521
AAL
2015-07-10
20,598,569
40,001,344
0.600316
0.596507
0.383057
0.020436
AAL
2015-07-17
21,995,050
42,762,945
0.526516
0.6439
0.335708
0.020392
AAL
2015-07-24
16,637,006
40,768,735
0.44628
0.566575
0.409629
0.023796
AAL
2015-07-31
14,907,740
26,597,911
0.569486
0.643176
0.332974
0.023851
AAL
2015-08-07
15,590,618
28,154,531
0.551258
0.673944
0.30976
0.016296
AAL
2015-08-14
15,101,562
26,858,859
0.574716
0.615058
0.368495
0.016447
AAL
2015-08-21
18,245,324
34,358,256
0.510272
0.59673
0.340966
0.062304
AAL
2015-08-28
18,979,821
51,466,146
0.409833
0.564287
0.355889
0.079824
AAL
2015-09-04
27,508,850
48,503,065
0.60031
0.593464
0.329311
0.077225
AAL
2015-09-11
13,094,127
26,286,412
0.487343
0.628432
0.354148
0.017421
AAL
2015-09-18
16,536,186
28,080,059
0.609663
0.660525
0.319815
0.01966
AAL
2015-09-25
15,048,285
30,443,695
0.462059
0.641144
0.347587
0.011269
AAL
2015-10-02
19,988,135
36,852,984
0.520759
0.578824
0.405672
0.015505
AAL
2015-10-09
23,171,199
40,306,185
0.554248
0.639344
0.345779
0.014877
AAL
2015-10-16
22,164,951
35,674,558
0.635426
0.680295
0.298657
0.021049
AAL
2015-10-23
22,489,021
40,052,604
0.570868
0.661277
0.323332
0.015391
AAL
2015-10-30
14,060,272
26,322,413
0.534105
0.650145
0.335087
0.014768
AAL
2015-11-06
13,196,557
25,556,292
0.538446
0.632346
0.291812
0.075841
AAL
2015-11-13
11,050,426
20,275,543
0.548694
0.633262
0.290437
0.076301
AAL
2015-11-20
13,587,739
29,348,687
0.475175
0.673898
0.30318
0.022922
AAL
2015-11-27
6,179,300
12,868,190
0.502331
0.675702
0.311893
0.012406
AAL
2015-12-04
14,406,760
26,180,325
0.564896
0.67828
0.280826
0.040894
AAL
2015-12-11
14,239,720
29,467,359
0.51651
0.691278
0.28698
0.021743
AAL
2015-12-18
10,725,369
28,221,243
0.433306
0.623089
0.346489
0.030422
AAL
2015-12-25
7,053,413
14,568,971
0.469187
0.706263
0.277179
0.016558
AAL
2016-01-01
6,787,480
14,014,454
0.469339
0.707961
0.275988
0.016051
AAL
2016-01-08
19,990,022
38,450,681
0.544898
0.627224
0.291793
0.080983
AAL
2016-01-15
24,826,810
47,856,743
0.568846
0.633595
0.342867
0.023538
AAL
2016-01-22
16,777,105
30,616,530
0.574882
0.654599
0.261306
0.084095
AAL
2016-01-29
24,438,996
43,413,598
0.601099
0.708226
0.274192
0.017582
AAL
2016-02-05
23,138,746
39,209,301
0.604861
0.702325
0.273335
0.02434
AAL
2016-02-12
18,843,404
32,103,612
0.602994
0.689396
0.292167
0.018437
AAL
2016-02-19
13,274,605
24,605,987
0.567035
0.708329
0.268688
0.022983
AAL
2016-02-26
15,147,089
25,141,479
0.608563
0.7178
0.266847
0.015352
AAL
2016-03-04
13,466,656
26,832,946
0.535396
0.685029
0.297399
0.017571
AAL
2016-03-11
13,569,643
23,974,231
0.568942
0.670734
0.302312
0.026954
AAL
2016-03-18
12,101,211
21,082,910
0.5925
0.642003
0.265959
0.092038
AAL
2016-03-25
12,777,615
25,839,681
0.52916
0.656993
0.25703
0.085978
AAL
2016-04-01
17,590,366
31,173,748
0.55567
0.665772
0.244422
0.089806
AAL
2016-04-08
16,812,426
27,596,924
0.618844
0.629185
0.257805
0.11301
AAL
2016-04-15
17,124,977
31,278,796
0.555146
0.652839
0.273212
0.073948
AAL
2016-04-22
18,591,379
33,884,124
0.573632
0.716412
0.252678
0.03091
AAL
2016-04-29
25,907,146
48,896,077
0.547812
0.711441
0.262547
0.026012
AAL
2016-05-06
21,428,639
40,030,616
0.567517
0.672121
0.284787
0.043092
AAL
2016-05-13
20,168,105
33,824,932
0.611852
0.700428
0.2621
0.037472
AAL
2016-05-20
23,018,184
35,619,905
0.651191
0.727777
0.239673
0.03255
AAL
2016-05-27
13,409,414
25,735,871
0.529996
0.669873
0.28106
0.049067
AAL
2016-06-03
14,495,658
24,753,814
0.599617
0.647821
0.243898
0.10828
AAL
2016-06-10
20,646,070
31,476,657
0.682905
0.671187
0.283343
0.04547
AAL
2016-06-17
28,623,524
46,275,672
0.669794
0.602252
0.260925
0.136823
AAL
2016-06-24
23,730,065
40,793,986
0.610422
0.679554
0.277747
0.042699
AAL
2016-07-01
34,729,610
64,484,515
0.609036
0.67431
0.229463
0.096227
AAL
2016-07-08
26,806,752
38,892,183
0.7093
0.655347
0.309432
0.035221
AAL
2016-07-15
36,431,601
57,883,594
0.658795
0.655466
0.311708
0.032826
AAL
2016-07-22
27,355,857
44,125,460
0.645495
0.636571
0.330866
0.032563
AAL
2016-07-29
17,974,353
28,284,764
0.664095
0.646795
0.318775
0.03443
AAL
2016-08-05
23,048,657
33,879,927
0.696478
0.632398
0.269343
0.098259
AAL
2016-08-12
15,000,439
23,126,125
0.676027
0.632889
0.277144
0.089967
AAL
2016-08-19
17,486,239
25,434,846
0.689306
0.671649
0.287326
0.041026
AAL
2016-08-26
11,220,211
18,364,082
0.608989
0.677628
0.280387
0.041985
AAL
2016-09-02
19,414,157
29,693,941
0.69447
0.670645
0.291622
0.037733
AAL
2016-09-09
14,823,893
22,921,817
0.711401
0.68552
0.273891
0.040589
AAL
2016-09-16
17,503,545
26,309,525
0.683143
0.706966
0.253625
0.039409
AAL
2016-09-23
12,197,247
22,568,378
0.564206
0.691263
0.263451
0.045286
AAL
2016-09-30
9,968,582
19,644,799
0.545018
0.664572
0.297818
0.037611
AAL
2016-10-07
12,648,127
20,943,170
0.652105
0.652819
0.30528
0.0419
AAL
2016-10-14
20,009,062
32,107,432
0.624679
0.689079
0.278247
0.032673
AAL
2016-10-21
21,648,637
37,517,169
0.609126
0.69682
0.274524
0.028656
AAL
2016-10-28
13,948,086
25,018,455
0.578802
0.641872
0.324919
0.033209
AAL
2016-11-04
12,873,080
22,505,953
0.589473
0.681331
0.284763
0.033906
AAL
2016-11-11
15,310,687
26,317,454
0.617856
0.628009
0.316527
0.055464
AAL
2016-11-18
20,546,396
32,022,972
0.683259
0.660632
0.225059
0.114309
AAL
2016-11-25
7,882,109
13,453,007
0.631028
0.760413
0.173079
0.066508
AAL
2016-12-02
14,635,401
24,380,395
0.629331
0.711048
0.18458
0.104371
AAL
2016-12-09
13,980,016
24,595,340
0.603969
0.773542
0.186486
0.039973
AAL
2016-12-16
13,667,138
21,421,667
0.683299
0.745438
0.216313
0.038249
AAL
2016-12-23
7,065,360
13,510,542
0.534449
0.748806
0.216265
0.034929
AAL
2016-12-30
4,878,655
9,408,964
0.548404
0.702382
0.256495
0.041123
AAL
2017-01-06
7,980,172
17,238,986
0.485656
0.690742
0.269468
0.039791
AAL
2017-01-13
9,914,032
16,410,459
0.612808
0.698677
0.253679
0.047644
AAL
2017-01-20
7,154,772
11,914,298
0.6209
0.722556
0.243985
0.033459
AAL
2017-01-27
15,264,934
29,330,666
0.532706
0.71689
0.252516
0.030594
AAL
2017-02-03
16,555,067
36,371,438
0.474873
0.694408
0.269494
0.036097