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
2015-11-20
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
AAL
2017-02-10
11,717,819
21,136,401
0.577266
0.640887
0.184791
0.174323
AAL
2017-02-17
10,764,266
21,565,888
0.512775
0.727649
0.186214
0.086137
AAL
2017-02-24
5,261,671
11,733,675
0.461491
0.72367
0.239511
0.036819
AAL
2017-03-03
11,657,725
21,800,898
0.540607
0.738318
0.225656
0.036025
AAL
2017-03-10
13,376,015
25,983,404
0.54427
0.751262
0.225047
0.02369
AAL
2017-03-17
15,247,182
31,486,673
0.531949
0.769582
0.202769
0.027649
AAL
2017-03-24
13,322,510
26,896,899
0.540047
0.747529
0.218176
0.034296
AAL
2017-03-31
10,349,648
18,025,512
0.623709
0.810254
0.15894
0.030806
AAL
2017-04-07
10,005,005
17,831,804
0.576534
0.781506
0.192778
0.025716
AAL
2017-04-14
12,380,487
19,365,846
0.646958
0.746089
0.228759
0.025152
AAL
2017-04-21
10,560,062
17,339,973
0.661043
0.744292
0.230767
0.024942
AAL
2017-04-28
22,054,841
35,094,820
0.606095
0.765773
0.206438
0.027789
AAL
2017-05-05
13,712,240
21,855,791
0.636451
0.753816
0.220283
0.025901
AAL
2017-05-12
13,100,751
22,626,172
0.641533
0.739968
0.232929
0.027104
AAL
2017-05-19
10,990,756
18,506,291
0.619919
0.707466
0.259888
0.032646
AAL
2017-05-26
9,252,826
15,871,665
0.609227
0.675719
0.225863
0.098418
AAL
2017-06-02
8,425,835
13,682,108
0.631621
0.711424
0.26587
0.022706
AAL
2017-06-09
10,271,892
19,064,629
0.591749
0.697845
0.270307
0.031848
AAL
2017-06-16
9,681,010
15,156,083
0.668327
0.676524
0.283522
0.039954
AAL
2017-06-23
9,769,640
16,921,714
0.601928
0.732412
0.238214
0.029374
AAL
2017-06-30
8,893,285
14,590,169
0.611486
0.743872
0.22708
0.029048
AAL
2017-07-07
7,481,872
13,119,978
0.570238
0.716884
0.255816
0.027299
AAL
2017-07-14
8,832,286
15,649,870
0.581502
0.724333
0.251141
0.024525
AAL
2017-07-21
6,677,559
12,615,181
0.538336
0.706685
0.270701
0.022614
AAL
2017-07-28
10,543,536
19,575,289
0.588555
0.690485
0.282236
0.027278
AAL
2017-08-04
8,125,709
12,851,355
0.641285
0.703035
0.27864
0.018325
AAL
2017-08-11
6,665,198
14,235,036
0.497146
0.695536
0.275708
0.028756
AAL
2017-08-18
9,693,267
16,555,756
0.613965
0.695958
0.286047
0.017995
AAL
2017-08-25
13,427,039
22,324,143
0.606024
0.717917
0.260748
0.021335
AAL
2017-09-01
10,409,790
15,121,045
0.711666
0.685174
0.278978
0.035848
AAL
2017-09-08
11,270,193
16,262,525
0.715937
0.703157
0.266639
0.030204
AAL
2017-09-15
13,292,699
20,115,760
0.69405
0.704792
0.268757
0.026451
AAL
2017-09-22
7,041,903
17,321,854
0.407838
0.683529
0.297229
0.019242
AAL
2017-09-29
8,345,307
20,034,901
0.422051
0.652507
0.250127
0.097367
AAL
2017-10-06
9,770,719
18,941,708
0.539441
0.737299
0.245852
0.016849
AAL
2017-10-13
8,305,732
16,217,376
0.538577
0.667747
0.240002
0.092251