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
2017-03-31
34,223,517
82,207,690
0.435626
0.73537
0.239066
0.025565
AAPL
2017-04-07
32,519,617
70,336,179
0.485329
0.705116
0.268359
0.026525
AAPL
2017-04-14
22,807,839
57,545,576
0.422458
0.636628
0.332938
0.030434
AAPL
2017-04-21
21,778,860
56,566,823
0.398599
0.631389
0.333124
0.035488
AAPL
2017-04-28
21,914,294
56,822,646
0.389091
0.676586
0.289804
0.033609
AAPL
2017-05-05
49,200,777
116,380,833
0.442189
0.734314
0.245293
0.020394
AAPL
2017-05-12
57,603,411
119,108,787
0.532246
0.725606
0.253877
0.020517
AAPL
2017-05-19
46,281,513
102,076,758
0.488883
0.709407
0.27388
0.016713
AAPL
2017-05-26
26,739,431
68,076,906
0.42205
0.675195
0.254896
0.069909
AAPL
2017-06-02
17,971,800
50,819,132
0.383686
0.703355
0.280733
0.015913
AAPL
2017-06-09
51,681,792
98,944,573
0.561868
0.748965
0.237074
0.013962
AAPL
2017-06-16
67,953,378
125,784,769
0.605597
0.699127
0.281508
0.019365
AAPL
2017-06-23
29,681,450
69,548,257
0.447149
0.668936
0.308917
0.022147
AAPL
2017-06-30
32,642,466
76,535,087
0.442481
0.660139
0.321887
0.017974
AAPL
2017-07-07
18,262,283
46,626,293
0.423681
0.63915
0.343132
0.017718
AAPL
2017-07-14
25,480,126
68,916,704
0.38363
0.694657
0.290083
0.01526
AAPL
2017-07-21
21,311,376
63,242,392
0.339073
0.724688
0.262871
0.012442
AAPL
2017-07-28
23,703,229
64,357,993
0.376294
0.697384
0.289441
0.013175
AAPL
2017-08-04
40,246,688
110,424,355
0.377455
0.749066
0.237899
0.013036
AAPL
2017-08-11
37,333,853
101,158,838
0.391299
0.735493
0.252645
0.011861
AAPL
2017-08-18
35,039,620
85,195,691
0.427694
0.736894
0.253293
0.009813
AAPL
2017-08-25
25,080,397
67,238,310
0.402883
0.716081
0.271363
0.012556
AAPL
2017-09-01
32,445,281
79,864,297
0.448806
0.755178
0.23257
0.012253
AAPL
2017-09-08
25,284,400
63,188,815
0.432764
0.729659
0.254883
0.015459
AAPL
2017-09-15
54,182,968
135,102,451
0.429207
0.729948
0.257766
0.012286
AAPL
2017-09-22
45,936,832
119,501,880
0.397248
0.74453
0.243261
0.012208
AAPL
2017-09-29
39,683,009
102,748,497
0.42606
0.699483
0.242314
0.058203
AAPL
2017-10-06
25,049,413
61,449,533
0.425401
0.739687
0.250052
0.01026
AAPL
2017-10-13
20,628,665
54,972,762
0.35634
0.713446
0.227795
0.058759
AAPL
2017-10-20
28,018,652
81,157,397
0.348832
0.748963
0.241764
0.009273
AAPL
2017-10-27
24,183,593
75,175,510
0.338718
0.709456
0.280104
0.01044
AAPL
2017-11-03
65,247,887
139,814,010
0.499294
0.798052
0.191413
0.010535
AAPL
2017-11-10
42,916,454
87,714,828
0.531127
0.781847
0.209248
0.008905
AAPL
2017-11-17
24,735,627
72,240,572
0.374964
0.724833
0.263807
0.01136
AAPL
2017-11-24
16,432,951
45,605,613
0.386266
0.759954
0.230093
0.009953
AAPL
2017-12-01
31,336,750
81,900,207
0.426716
0.688657
0.293905
0.017438
AAPL
2017-12-08
41,657,643
79,080,245
0.531746
0.718285
0.269658
0.012057
AAPL
2017-12-15
32,634,881
71,798,268
0.487411
0.701162
0.284821
0.014018
AAPL
2017-12-22
30,294,752
67,756,865
0.459739
0.761058
0.225929
0.013013
AAPL
2017-12-29
31,984,038
59,365,587
0.543647
0.781006
0.202029
0.016965
AAPL
2018-01-05
30,650,020
65,273,068
0.462404
0.700652
0.222095
0.077252
AAPL
2018-01-12
28,938,134
65,519,785
0.434983
0.739412
0.249193
0.011395
AAPL
2018-01-19
35,172,036
76,229,810
0.432709
0.69
0.235081
0.074919
AAPL
2018-01-26
34,348,326
114,858,197
0.315289
0.765599
0.218954
0.015448
AAPL
2018-02-02
45,789,546
153,079,475
0.298942
0.763961
0.220091
0.015948
AAPL
2018-02-09
85,906,162
176,228,330
0.549004
0.718705
0.254544
0.026751
AAPL
2018-02-16
73,790,098
129,765,627
0.619914
0.731697
0.250228
0.018075
AAPL
2018-02-23
42,132,489
81,355,149
0.529572
0.704615
0.277719
0.017665
AAPL
2018-03-02
65,372,451
123,182,125
0.558515
0.685695
0.292228
0.022077
AAPL
2018-03-09
52,457,059
94,736,807
0.592053
0.581199
0.280186
0.138616
AAPL
2018-03-16
52,241,879
94,505,685
0.588639
0.61825
0.260104
0.121646
AAPL
2018-03-23
54,788,542
101,279,290
0.576018
0.676498
0.30579
0.017713
AAPL
2018-03-30
49,627,133
85,854,609
0.5982
0.657142
0.329467
0.013391
AAPL
2018-04-06
54,766,472
92,963,835
0.612735
0.678049
0.307338
0.014613
AAPL
2018-04-13
39,700,774
72,939,849
0.549425
0.709307
0.27843
0.012263
AAPL
2018-04-20
49,251,545
100,450,890
0.500584
0.714906
0.269142
0.015952
AAPL
2018-04-27
58,840,604
108,830,948
0.554165
0.635216
0.248772
0.116013
AAPL
2018-05-04
87,158,926
156,427,853
0.55813
0.752017
0.234077
0.013906
AAPL
2018-05-11
46,985,761
95,092,659
0.474716
0.708175
0.28016
0.011665
AAPL
2018-05-18
21,509,560
57,923,698
0.39994
0.666186
0.320588
0.013227
AAPL
2018-05-25
20,542,044
52,607,116
0.416479
0.654932
0.33064
0.014427
AAPL
2018-06-01
24,292,164
50,229,862
0.470169
0.611808
0.376134
0.012058
AAPL
2018-06-08
35,607,617
70,035,145
0.565201
0.649795
0.324798
0.025407
AAPL
2018-06-15
26,922,399
62,811,556
0.435011
0.629292
0.351502
0.019206
AAPL
2018-06-22
31,490,309
60,721,872
0.517983
0.619843
0.363077
0.01708
AAPL
2018-06-29
26,816,904
61,742,284
0.436091
0.503574
0.479626
0.0168
AAPL
2018-07-06
14,245,203
38,178,761
0.358008
0.604591
0.382404
0.013005
AAPL
2018-07-13
14,733,640
42,385,181
0.366982
0.541403
0.445217
0.01338
AAPL
2018-07-20
16,550,745
45,402,060
0.354659
0.621075
0.369227
0.009699
AAPL
2018-07-27
18,845,249
53,286,416
0.370945
0.604881
0.386275
0.008844
AAPL
2018-08-03
56,222,813
139,088,361
0.416108
0.66553
0.324523
0.009947
AAPL
2018-08-10
31,030,551
74,758,605
0.423261
0.638296
0.35581
0.005895
AAPL
2018-08-17
48,480,072
85,938,442
0.560252
0.642911
0.345341
0.011748
AAPL
2018-08-24
38,611,775
70,266,962
0.572769
0.679655
0.302802
0.017544
AAPL
2018-08-31
61,853,480
102,276,281
0.590443
0.671093
0.314725
0.014181
AAPL
2018-09-07
48,274,837
81,478,592
0.61039
0.686632
0.300666
0.012703
AAPL
2018-09-14
72,112,746
122,210,934
0.617735
0.711437
0.272766
0.015797
AAPL
2018-09-21
45,718,734
95,266,452
0.539287
0.672179
0.299768
0.028053
AAPL
2018-09-28
26,409,910
69,784,416
0.416403
0.683361
0.300937
0.015703
AAPL
2018-10-05
34,378,376
87,282,953
0.420443
0.705208
0.267349
0.027443
AAPL
2018-10-12
46,363,578
111,895,489
0.413389
0.729448
0.256789
0.013763
AAPL
2018-10-19
34,640,602
84,780,201
0.429885
0.698052
0.287293
0.014655
AAPL
2018-10-26
46,075,186
108,798,153
0.459747
0.705639
0.281879
0.012482
AAPL
2018-11-02
68,574,664
155,860,764
0.482592
0.73018
0.253998
0.015823
AAPL
2018-11-09
48,623,627
119,018,286
0.462976
0.682545
0.27282
0.044635
AAPL
2018-11-16
60,822,408
154,617,475
0.433423
0.680596
0.264299
0.055105
AAPL
2018-11-23
51,973,123
103,349,333
0.560662
0.694791
0.287779
0.01743
AAPL
2018-11-30
73,353,298
129,452,156
0.588069
0.756623
0.229279
0.014098
AAPL
2018-12-07
51,311,474
99,504,443
0.575915
0.672228
0.304035
0.023737
AAPL
2018-12-14
62,967,726
141,191,424
0.490335
0.695227
0.287871
0.016902
AAPL
2018-12-21
74,930,580
161,354,420
0.551088
0.549961
0.433855
0.016184
AAPL
2018-12-28
69,244,977
119,877,532
0.594886
0.638151
0.348929
0.012919
AAPL
2019-01-04
64,308,702
135,183,447
0.525528
0.710468
0.277203
0.012329
AAPL
2019-01-11
68,749,218
127,217,613
0.570643
0.685866
0.30246
0.011674
AAPL
2019-01-18
56,416,793
93,868,340
0.610852
0.700083
0.287292
0.012625
AAPL
2019-01-25
38,769,226
65,356,017
0.600832
0.649662
0.336066
0.014272
AAPL
2019-02-01
72,978,642
121,866,778
0.638639
0.708233
0.274284
0.017484
AAPL
2019-02-08
61,448,819
97,382,428
0.663643
0.70164
0.277937
0.020423
AAPL
2019-02-15
34,907,590
63,191,262
0.573473
0.643588
0.330708
0.025704
AAPL
2019-02-22
23,590,809
48,504,605
0.502669
0.633585
0.298868
0.067547