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
2015-05-01
110,372,492
302,440,320
0.370167
0.628999
0.292373
0.078628
AAPL
2015-05-08
61,399,847
179,187,346
0.382654
0.625864
0.340976
0.033161
AAPL
2015-05-15
54,930,024
136,857,616
0.416334
0.662616
0.309206
0.028178
AAPL
2015-05-22
74,926,861
150,483,506
0.484536
0.755177
0.223732
0.021092
AAPL
2015-05-29
61,490,950
129,310,601
0.453163
0.724082
0.255398
0.020519
AAPL
2015-06-05
50,649,892
122,362,690
0.44851
0.680167
0.296167
0.023666
AAPL
2015-06-12
67,568,692
163,641,195
0.450077
0.633012
0.295215
0.071772
AAPL
2015-06-19
49,056,362
117,986,938
0.458518
0.65765
0.316769
0.02558
AAPL
2015-06-26
42,840,694
126,922,336
0.357707
0.678103
0.30219
0.019707
AAPL
2015-07-03
49,372,046
102,883,755
0.527147
0.695038
0.274246
0.030716
AAPL
2015-07-10
75,900,505
197,608,781
0.41463
0.65725
0.323031
0.01972
AAPL
2015-07-17
64,824,895
123,426,114
0.501481
0.728585
0.249057
0.022358
AAPL
2015-07-24
100,001,117
232,814,794
0.450072
0.73522
0.239226
0.025554
AAPL
2015-07-31
50,425,950
129,936,937
0.408754
0.626975
0.329967
0.043058
AAPL
2015-08-07
90,672,218
290,845,043
0.340221
0.641509
0.319227
0.039264
AAPL
2015-08-14
99,175,313
255,088,644
0.420788
0.664266
0.295464
0.04027
AAPL
2015-08-21
128,373,744
241,912,672
0.554917
0.643461
0.265976
0.090563
AAPL
2015-08-28
192,122,432
356,593,466
0.57811
0.684207
0.244309
0.071484
AAPL
2015-09-04
142,529,553
225,859,276
0.629688
0.654222
0.255914
0.089863
AAPL
2015-09-11
108,097,790
183,284,723
0.617336
0.700467
0.265539
0.033994
AAPL
2015-09-18
109,502,862
184,381,856
0.595814
0.713171
0.249894
0.036935
AAPL
2015-09-25
101,918,022
170,807,507
0.576747
0.695015
0.273338
0.031647
AAPL
2015-10-02
120,563,881
222,027,926
0.512623
0.652449
0.327665
0.019886
AAPL
2015-10-09
91,406,809
190,545,163
0.453043
0.690667
0.289349
0.019983
AAPL
2015-10-16
63,639,410
129,882,870
0.463958
0.708394
0.271586
0.02002
AAPL
2015-10-23
78,079,434
159,563,478
0.459875
0.719611
0.26381
0.016579
AAPL
2015-10-30
107,369,019
231,996,842
0.447282
0.757148
0.228869
0.013983
AAPL
2015-11-06
69,408,107
150,624,282
0.457953
0.694799
0.245476
0.059725
AAPL
2015-11-13
64,755,559
175,929,327
0.384595
0.651957
0.281038
0.067005
AAPL
2015-11-20
52,498,498
141,197,278
0.414233
0.689448
0.292424
0.018128
AAPL
2015-11-27
32,402,944
77,202,984
0.448405
0.69161
0.286106
0.022284
AAPL
2015-12-04
51,450,525
141,795,518
0.397302
0.632276
0.337623
0.0301
AAPL
2015-12-11
64,867,965
132,949,937
0.52106
0.64951
0.324228
0.026262
AAPL
2015-12-18
75,375,858
207,164,322
0.401965
0.620633
0.350882
0.028485
AAPL
2015-12-25
38,434,122
89,826,956
0.416783
0.684928
0.296669
0.018404
AAPL
2016-01-01
39,274,034
91,547,440
0.424194
0.694307
0.283458
0.022235
AAPL
2016-01-08
122,010,135
261,126,611
0.466718
0.637634
0.282066
0.0803
AAPL
2016-01-15
124,253,266
218,124,807
0.557418
0.705425
0.276379
0.018196
AAPL
2016-01-22
104,049,476
193,086,600
0.536126
0.641096
0.266872
0.092032
AAPL
2016-01-29
137,916,437
275,950,302
0.52493
0.717663
0.260864
0.021473
AAPL
2016-02-05
83,530,723
149,032,345
0.55556
0.673575
0.303408
0.023017
AAPL
2016-02-12
91,090,469
165,680,731
0.549929
0.632827
0.345676
0.021498
AAPL
2016-02-19
54,966,740
118,206,526
0.490989
0.667159
0.30674
0.0261
AAPL
2016-02-26
54,280,899
116,459,431
0.474517
0.628282
0.348479
0.023239
AAPL
2016-03-04
79,172,584
147,878,704
0.537964
0.703718
0.273219
0.023063
AAPL
2016-03-11
57,331,206
112,596,014
0.501386
0.661689
0.31353
0.024781
AAPL
2016-03-18
68,521,454
126,427,039
0.563433
0.661714
0.254914
0.083372
AAPL
2016-03-25
47,998,614
92,464,404
0.537818
0.649669
0.259201
0.09113
AAPL
2016-04-01
63,497,501
121,140,443
0.507924
0.666484
0.228082
0.105434
AAPL
2016-04-08
67,882,795
121,562,922
0.571187
0.634725
0.244593
0.120683
AAPL
2016-04-15
62,917,657
123,684,170
0.516633
0.651521
0.277881
0.070598
AAPL
2016-04-22
41,956,309
129,339,040
0.325668
0.652591
0.323889
0.02352
AAPL
2016-04-29
100,565,081
250,816,155
0.430403
0.696315
0.279671
0.024014
AAPL
2016-05-06
69,918,104
170,265,682
0.444657
0.693752
0.284401
0.021848
AAPL
2016-05-13
67,466,911
164,074,111
0.43445
0.658605
0.322078
0.019317
AAPL
2016-05-20
89,788,379
152,221,627
0.598841
0.696918
0.283488
0.019594
AAPL
2016-05-27
70,173,450
134,267,896
0.536933
0.701384
0.277704
0.020913
AAPL
2016-06-03
36,097,085
104,510,626
0.371659
0.592257
0.319345
0.088398
AAPL
2016-06-10
35,854,889
86,754,247
0.459103
0.619648
0.343082
0.03727
AAPL
2016-06-17
63,833,194
137,521,454
0.508507
0.548555
0.307951
0.143494
AAPL
2016-06-24
48,015,614
131,498,000
0.387365
0.598065
0.374472
0.027463
AAPL
2016-07-01
55,491,408
136,093,246
0.431615
0.567784
0.347449
0.084767
AAPL
2016-07-08
26,218,681
76,585,536
0.393247
0.576511
0.395125
0.028364
AAPL
2016-07-15
31,203,714
96,926,431
0.363501
0.561713
0.411712
0.026575
AAPL
2016-07-22
30,614,552
103,199,725
0.331503
0.575424
0.40325
0.021326
AAPL
2016-07-29
51,684,242
169,865,887
0.327568
0.630403
0.347799
0.021798
AAPL
2016-08-05
47,568,340
126,284,854
0.388786
0.629663
0.291501
0.078836
AAPL
2016-08-12
38,344,134
89,771,226
0.460439
0.631984
0.283266
0.08475
AAPL
2016-08-19
32,789,474
87,062,420
0.422306
0.64167
0.3288
0.02953
AAPL
2016-08-26
26,549,995
83,981,016
0.356259
0.600154
0.371291
0.028554
AAPL
2016-09-02
31,186,362
87,115,527
0.399762
0.63468
0.343826
0.021495
AAPL
2016-09-09
48,726,354
115,848,203
0.474445
0.671898
0.297228
0.030873
AAPL
2016-09-16
129,333,466
268,449,660
0.51882
0.694433
0.286045
0.019522
AAPL
2016-09-23
58,864,988
145,465,203
0.433523
0.697955
0.285779
0.016266
AAPL
2016-09-30
44,859,099
106,363,787
0.439181
0.65115
0.326314
0.022536
AAPL
2016-10-07
36,421,179
89,538,816
0.418586
0.648921
0.334426
0.016653
AAPL
2016-10-14
63,432,005
146,183,993
0.464791
0.693895
0.287845
0.01826
AAPL
2016-10-21
29,806,049
77,432,183
0.404553
0.683382
0.301252
0.015366
AAPL
2016-10-28
56,282,003
137,081,447
0.419927
0.688672
0.290107
0.021221
AAPL
2016-11-04
38,311,856
104,487,899
0.385897
0.642271
0.334282
0.023447
AAPL
2016-11-11
56,461,811
140,884,426
0.426288
0.654328
0.322654
0.023018
AAPL
2016-11-18
51,878,990
127,760,888
0.438975
0.625159
0.2831
0.091741
AAPL
2016-11-25
24,692,379
58,617,532
0.44666
0.662365
0.29927
0.038365
AAPL
2016-12-02
43,952,560
103,102,186
0.457649
0.571306
0.323214
0.10548
AAPL
2016-12-09
39,149,317
98,260,510
0.423216
0.614191
0.34655
0.039258
AAPL
2016-12-16
43,528,011
103,105,058
0.433758
0.651433
0.316347
0.032219
AAPL
2016-12-23
23,432,859
67,952,926
0.368926
0.681374
0.281427
0.037199
AAPL
2016-12-30
23,141,266
54,625,512
0.444705
0.605114
0.354113
0.040773
AAPL
2017-01-06
27,623,472
69,318,903
0.406205
0.606797
0.359926
0.033277
AAPL
2017-01-13
39,946,854
92,161,509
0.429819
0.654693
0.317192
0.028115
AAPL
2017-01-20
28,458,146
68,661,363
0.426229
0.635003
0.329406
0.035592
AAPL
2017-01-27
31,309,119
78,478,758
0.386299
0.656683
0.311671
0.031646
AAPL
2017-02-03
67,717,304
165,521,162
0.384118
0.680207
0.291766
0.028027
AAPL
2017-02-10
41,372,835
99,110,446
0.432492
0.644131
0.218162
0.137707
AAPL
2017-02-17
34,903,646
91,745,226
0.411056
0.674906
0.236438
0.088656
AAPL
2017-02-24
15,891,321
45,247,449
0.393104
0.656584
0.303174
0.040242
AAPL
2017-03-03
30,493,959
80,667,355
0.416046
0.692609
0.271273
0.036118
AAPL
2017-03-10
24,686,715
62,325,458
0.438503
0.663933
0.295655
0.040412
AAPL
2017-03-17
25,369,948
60,751,887
0.462845
0.671438
0.281368
0.047194
AAPL
2017-03-24
35,022,338
82,328,800
0.437126
0.68964
0.279978
0.030382