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
AAPL
2013-05-31
18,456,336
34,930,375
0.603577
0.644154
0.329984
0.025862
AAPL
2013-06-07
22,706,523
44,634,504
0.583906
0.64297
0.321331
0.035698
AAPL
2013-06-14
19,626,513
40,584,739
0.56283
0.621342
0.332742
0.045916
AAPL
2013-06-21
16,983,595
38,181,903
0.514151
0.646328
0.306511
0.047161
AAPL
2013-06-28
23,149,822
53,883,897
0.512257
0.553686
0.281887
0.164427
AAPL
2013-07-05
16,518,020
35,396,537
0.53644
0.692556
0.263517
0.043927
AAPL
2013-07-12
18,386,464
37,472,062
0.555208
0.639541
0.320162
0.040298
AAPL
2013-07-19
12,849,820
26,151,414
0.566232
0.642722
0.314867
0.042412
AAPL
2013-07-26
17,267,793
37,305,453
0.513327
0.642349
0.309135
0.048515
AAPL
2013-08-02
17,227,447
34,084,093
0.558064
0.669287
0.287428
0.043285
AAPL
2013-08-09
18,502,596
35,384,764
0.586529
0.644635
0.31439
0.040975
AAPL
2013-08-16
37,178,696
70,609,194
0.598923
0.667492
0.298182
0.034326
AAPL
2013-08-23
25,047,978
45,788,601
0.607408
0.605658
0.253529
0.140813
AAPL
2013-08-30
18,757,883
39,244,006
0.563025
0.679214
0.285602
0.035184
AAPL
2013-09-06
15,404,857
31,216,328
0.545599
0.684348
0.28775
0.027901
AAPL
2013-09-13
26,082,008
67,634,120
0.452508
0.68865
0.275285
0.036065
AAPL
2013-09-20
24,858,500
56,518,486
0.490868
0.693049
0.273606
0.033345
AAPL
2013-09-27
22,323,347
45,194,504
0.548484
0.680993
0.285178
0.033829
AAPL
2013-10-04
17,641,430
35,299,913
0.54715
0.699839
0.270697
0.029463
AAPL
2013-10-11
17,813,338
35,587,437
0.546471
0.662349
0.309682
0.027969
AAPL
2013-10-18
15,354,187
32,525,262
0.505317
0.695154
0.278573
0.026273
AAPL
2013-10-25
21,290,834
48,701,891
0.473946
0.699765
0.275222
0.025013
AAPL
2013-11-01
22,399,017
48,950,954
0.49337
0.673144
0.299495
0.027361
AAPL
2013-11-08
15,361,505
28,751,990
0.561182
0.639404
0.337186
0.02341
AAPL
2013-11-15
13,486,232
27,580,833
0.544152
0.608893
0.361063
0.030044
AAPL
2013-11-22
12,867,847
26,159,649
0.539956
0.640955
0.331583
0.027462
AAPL
2013-11-29
12,958,076
28,334,543
0.511966
0.639909
0.32972
0.03037
AAPL
2013-12-06
24,696,963
50,317,063
0.53894
0.716898
0.257467
0.025635
AAPL
2013-12-13
15,254,062
32,001,256
0.541553
0.675759
0.3027
0.021541
AAPL
2013-12-20
15,719,422
37,955,465
0.476508
0.708067
0.26873
0.023203
AAPL
2013-12-27
10,275,128
24,787,658
0.480429
0.733581
0.246364
0.020054
AAPL
2014-01-03
9,195,466
24,336,064
0.433806
0.713001
0.261456
0.025543
AAPL
2014-01-10
13,591,744
35,028,090
0.471273
0.705284
0.267006
0.027709
AAPL
2014-01-17
16,693,208
37,455,268
0.514642
0.703495
0.274467
0.022038
AAPL
2014-01-24
15,452,172
34,543,096
0.490884
0.715339
0.261001
0.02366
AAPL
2014-01-31
27,093,520
64,348,925
0.484855
0.636801
0.325123
0.038076
AAPL
2014-02-07
18,879,233
35,382,579
0.593768
0.596205
0.370205
0.03359
AAPL
2014-02-14
15,782,320
32,491,031
0.539724
0.580231
0.390087
0.029682
AAPL
2014-02-21
11,113,846
25,616,815
0.491521
0.667452
0.303712
0.028836
AAPL
2014-02-28
13,493,504
34,720,845
0.435905
0.619794
0.254748
0.125458
AAPL
2014-03-07
10,093,323
22,642,417
0.50412
0.675691
0.292988
0.031321
AAPL
2014-03-14
10,680,248
24,931,961
0.482666
0.676796
0.285039
0.038165
AAPL
2014-03-21
10,032,568
21,584,236
0.505511
0.614526
0.345276
0.040198
AAPL
2014-03-28
13,642,596
28,347,480
0.5366
0.603375
0.367638
0.028987
AAPL
2014-04-04
9,630,240
20,588,984
0.518787
0.593139
0.376197
0.030664
AAPL
2014-04-11
11,459,154
25,367,084
0.522005
0.580078
0.368292
0.05163
AAPL
2014-04-18
9,430,555
20,526,359
0.536028
0.565788
0.399641
0.034572
AAPL
2014-04-25
17,000,686
39,644,119
0.480898
0.62929
0.315503
0.055207
AAPL
2014-05-02
17,436,855
39,564,033
0.502079
0.643237
0.319483
0.03728
AAPL
2014-05-09
14,760,585
33,658,751
0.497448
0.584953
0.288946
0.126101
AAPL
2014-05-16
10,271,066
23,362,554
0.498594
0.540577
0.307437
0.151986
AAPL
2014-05-23
11,471,338
26,208,480
0.515989
0.643089
0.326913
0.029999
AAPL
2014-05-30
14,135,671
35,874,005
0.480468
0.681439
0.282829
0.035732
AAPL
2014-06-06
13,911,870
36,531,688
0.440778
0.671498
0.29939
0.029113
AAPL
2014-06-13
85,442,647
208,533,117
0.447878
0.725884
0.251756
0.022359
AAPL
2014-06-20
49,982,677
125,948,306
0.412044
0.704429
0.26429
0.031281
AAPL
2014-06-27
42,341,288
129,569,400
0.35209
0.663916
0.301518
0.034566
AAPL
2014-07-04
35,343,317
101,117,306
0.362401
0.65413
0.246953
0.098917
AAPL
2014-07-11
54,174,440
158,334,563
0.363777
0.672229
0.302845
0.024927
AAPL
2014-07-18
53,769,631
175,441,530
0.338428
0.624075
0.295678
0.080248
AAPL
2014-07-25
55,492,681
183,486,732
0.327742
0.649233
0.318948
0.03182
AAPL
2014-08-01
52,492,191
160,347,283
0.350377
0.65567
0.308227
0.036104
AAPL
2014-08-08
54,180,551
146,048,662
0.411801
0.596434
0.370771
0.032795
AAPL
2014-08-15
48,231,226
121,997,738
0.40646
0.646787
0.315337
0.037876
AAPL
2014-08-22
57,401,906
170,928,411
0.39118
0.634067
0.33281
0.033124
AAPL
2014-08-29
42,750,239
142,200,983
0.330958
0.633025
0.327715
0.039261
AAPL
2014-09-05
72,075,890
232,863,740
0.343688
0.646742
0.32258
0.030678
AAPL
2014-09-12
118,998,871
350,649,308
0.372704
0.602881
0.316445
0.080674
AAPL
2014-09-19
74,501,996
191,746,690
0.405991
0.647772
0.319949
0.032279
AAPL
2014-09-26
86,302,976
233,182,142
0.395067
0.599571
0.368193
0.032236
AAPL
2014-10-03
67,988,013
164,603,222
0.447245
0.610777
0.352127
0.037096
AAPL
2014-10-10
77,890,341
188,515,437
0.423913
0.561253
0.411836
0.026911
AAPL
2014-10-17
98,344,117
232,178,918
0.445895
0.551329
0.416417
0.032254
AAPL
2014-10-24
84,603,154
235,367,926
0.37162
0.619886
0.348394
0.03172
AAPL
2014-10-31
44,225,882
139,573,346
0.323031
0.538963
0.356321
0.104716
AAPL
2014-11-07
42,658,226
127,260,635
0.326339
0.617011
0.349011
0.033978
AAPL
2014-11-14
51,119,713
138,988,381
0.378176
0.633881
0.327725
0.038394
AAPL
2014-11-21
58,570,785
145,372,474
0.401379
0.658688
0.312324
0.028988
AAPL
2014-11-28
46,275,494
118,044,424
0.427109
0.63842
0.328888
0.032692
AAPL
2014-12-05
62,627,221
174,146,075
0.373506
0.639228
0.327869
0.032904
AAPL
2014-12-12
62,971,636
167,967,905
0.397931
0.633568
0.334024
0.032408
AAPL
2014-12-19
56,957,357
182,321,990
0.343213
0.602631
0.36524
0.032129
AAPL
2014-12-26
21,795,737
82,420,143
0.287318
0.537742
0.292354
0.169904
AAPL
2015-01-02
34,039,515
101,821,847
0.332622
0.664639
0.310673
0.024688
AAPL
2015-01-09
75,728,717
187,656,166
0.447597
0.62334
0.352006
0.024653
AAPL
2015-01-16
96,773,334
205,931,526
0.496945
0.56265
0.357628
0.079722
AAPL
2015-01-23
43,613,687
123,591,385
0.411058
0.562441
0.404216
0.033343
AAPL
2015-01-30
123,551,106
327,422,399
0.409064
0.551043
0.36842
0.080537
AAPL
2015-02-06
67,470,428
187,378,841
0.350423
0.553588
0.415688
0.030723
AAPL
2015-02-13
84,211,025
209,437,855
0.396026
0.567827
0.405623
0.02655
AAPL
2015-02-20
63,367,717
136,300,881
0.477318
0.588934
0.382821
0.028245
AAPL
2015-02-27
84,094,585
259,174,933
0.331105
0.571467
0.401125
0.027408
AAPL
2015-03-06
72,943,165
193,585,142
0.375778
0.536646
0.329503
0.133851
AAPL
2015-03-13
96,045,618
261,794,896
0.365229
0.495267
0.368975
0.135758
AAPL
2015-03-20
65,922,329
157,856,580
0.40413
0.619959
0.354641
0.0254
AAPL
2015-03-27
47,602,658
135,988,725
0.346988
0.591504
0.381516
0.02698
AAPL
2015-04-03
34,917,318
102,141,605
0.355305
0.573435
0.394979
0.031586
AAPL
2015-04-10
48,527,511
125,116,641
0.402407
0.666921
0.308035
0.025044
AAPL
2015-04-17
54,357,299
111,861,847
0.484687
0.63625
0.337783
0.025967
AAPL
2015-04-24
68,488,034
150,397,737
0.457286
0.650637
0.276039
0.073324