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
2019-03-01
32,149,872
62,818,020
0.533142
0.616205
0.313361
0.070434
AAPL
2019-03-08
39,641,076
66,173,162
0.635613
0.582978
0.379748
0.037275
AAPL
2019-03-15
53,483,665
84,972,753
0.66775
0.648854
0.331003
0.020143
AAPL
2019-03-22
68,854,835
109,393,341
0.639179
0.693137
0.286337
0.020526
AAPL
2019-03-29
62,514,631
105,206,507
0.651654
0.687445
0.290899
0.021656
AAPL
2019-04-05
40,213,653
64,837,227
0.661594
0.66497
0.308478
0.026551
AAPL
2019-04-12
48,147,209
82,031,530
0.608608
0.694418
0.286751
0.018831
AAPL
2019-04-19
28,038,563
55,188,696
0.544396
0.642374
0.331774
0.025852
AAPL
2019-04-26
28,791,111
54,584,876
0.562712
0.636407
0.331191
0.032403
AAPL
2019-05-03
55,412,901
107,357,512
0.550202
0.709838
0.270071
0.020091
AAPL
2019-05-10
58,348,017
108,914,164
0.600123
0.63312
0.29714
0.069741
AAPL
2019-05-17
59,980,622
104,145,170
0.631806
0.691524
0.285697
0.022779
AAPL
2019-05-24
48,613,756
88,287,534
0.613217
0.668385
0.304011
0.027604
AAPL
2019-05-31
31,267,174
57,830,070
0.630786
0.639519
0.331306
0.029174
AAPL
2019-06-07
54,919,589
86,467,967
0.669407
0.677271
0.299305
0.023424
AAPL
2019-06-14
39,381,260
63,904,533
0.650166
0.704026
0.27439
0.021584
AAPL
2019-06-21
32,670,345
58,320,963
0.592946
0.62637
0.352248
0.021383
AAPL
2019-06-28
22,417,729
55,909,218
0.425066
0.617102
0.355812
0.027085
AAPL
2019-07-05
15,619,226
41,675,176
0.399742
0.662514
0.311344
0.026142
AAPL
2019-07-12
19,282,356
59,084,153
0.340829
0.661592
0.322963
0.015445
AAPL
2019-07-19
18,582,690
48,890,923
0.414233
0.636721
0.341789
0.02149
AAPL
2019-07-26
25,820,543
49,455,396
0.553032
0.668143
0.311774
0.020083
AAPL
2019-08-02
60,088,427
136,949,927
0.459403
0.664294
0.317262
0.018444
AAPL
2019-08-09
45,999,784
102,862,415
0.492014
0.627353
0.350248
0.022399
AAPL
2019-08-16
42,086,702
97,473,483
0.493782
0.67212
0.309486
0.018394
AAPL
2019-08-23
37,348,547
86,933,165
0.489247
0.662251
0.316724
0.021025
AAPL
2019-08-30
26,946,800
62,915,829
0.476566
0.677283
0.311203
0.011514
AAPL
2019-09-06
21,577,077
50,754,760
0.442697
0.625975
0.309873
0.064152
AAPL
2019-09-13
56,468,783
113,059,205
0.507326
0.678372
0.268588
0.053039
AAPL
2019-09-20
41,902,402
68,149,574
0.639259
0.704824
0.282132
0.013043
AAPL
2019-09-27
29,877,049
65,606,559
0.459707
0.653669
0.329327
0.017004
AAPL
2019-10-04
45,715,616
99,394,363
0.514973
0.682284
0.286387
0.031329
AAPL
2019-10-11
43,838,741
94,708,060
0.470473
0.687647
0.279926
0.032427
AAPL
2019-10-18
38,604,771
67,788,965
0.610115
0.678106
0.246967
0.074927
AAPL
2019-10-25
42,237,449
66,634,845
0.661887
0.657424
0.283012
0.059564
AAPL
2019-11-01
63,801,073
111,759,401
0.593838
0.696143
0.245072
0.058785
AAPL
2019-11-08
36,900,712
68,387,658
0.496186
0.725465
0.262047
0.012488
AAPL
2019-11-15
43,875,930
75,949,072
0.5612
0.702468
0.2876
0.009932
AAPL
2019-11-22
38,855,127
70,023,643
0.557854
0.733156
0.253612
0.013233
AAPL
2019-11-29
16,213,332
40,266,093
0.438714
0.674743
0.311692
0.013565
AAPL
2019-12-06
29,725,563
72,724,561
0.420191
0.699056
0.287666
0.013278
AAPL
2019-12-13
46,116,882
98,026,263
0.47443
0.683181
0.267548
0.049271
AAPL
2019-12-20
50,406,413
90,143,263
0.549973
0.731227
0.213035
0.055737
AAPL
2019-12-27
36,976,602
65,894,791
0.538083
0.797349
0.196683
0.005967
AAPL
2020-01-03
51,160,381
90,940,121
0.547702
0.743901
0.247474
0.008625
AAPL
2020-01-10
51,708,128
117,802,899
0.44349
0.688885
0.299501
0.011614
AAPL
2020-01-17
70,393,370
120,701,010
0.547229
0.682285
0.230967
0.086747
AAPL
2020-01-24
43,044,020
75,041,893
0.540365
0.708807
0.279823
0.011369
AAPL
2020-01-31
88,868,329
164,653,002
0.531801
0.664809
0.24622
0.088971
AAPL
2020-02-07
63,551,450
113,752,173
0.563521
0.678049
0.30666
0.015291
AAPL
2020-02-14
39,383,641
81,716,332
0.443921
0.676416
0.310645
0.012939
AAPL
2020-02-21
30,534,791
77,017,590
0.388476
0.660807
0.318549
0.020643
AAPL
2020-02-28
88,272,773
221,014,210
0.465958
0.617155
0.344812
0.038033
AAPL
2020-03-06
116,199,166
223,310,899
0.553207
0.571943
0.34691
0.081147
AAPL
2020-03-13
135,670,955
282,704,582
0.511397
0.518542
0.394576
0.086882
AAPL
2020-03-20
97,408,367
246,715,881
0.443053
0.610829
0.349921
0.03925
AAPL
2020-03-27
118,990,629
225,577,186
0.526182
0.708653
0.254415
0.036932
AAPL
2020-04-03
86,775,029
140,344,254
0.579123
0.735218
0.227549
0.037233
AAPL
2020-04-10
73,519,151
121,113,721
0.598368
0.712785
0.249553
0.037662
AAPL
2020-04-17
84,883,791
139,962,880
0.57042
0.724601
0.236333
0.039066
AAPL
2020-04-24
52,847,408
116,348,808
0.484156
0.644207
0.265353
0.09044
AAPL
2020-05-01
65,483,080
137,784,278
0.471607
0.646116
0.260413
0.093471
AAPL
2020-05-08
53,897,710
117,498,316
0.464281
0.659641
0.29826
0.0421
AAPL
2020-05-15
71,697,737
149,709,182
0.475194
0.667333
0.292513
0.040154
AAPL
2020-05-22
51,737,912
94,017,697
0.521819
0.6645
0.313663
0.021837
AAPL
2020-05-29
44,638,737
84,785,805
0.524983
0.620035
0.346995
0.03297
AAPL
2020-06-05
35,362,552
79,051,051
0.458289
0.644705
0.333119
0.022176
AAPL
2020-06-12
70,525,651
144,362,923
0.479982
0.615878
0.285345
0.098777
AAPL
2020-06-19
59,960,344
117,494,632
0.524998
0.645959
0.330861
0.023179
AAPL
2020-06-26
85,149,120
155,490,904
0.526057
0.720084
0.263761
0.016154
AAPL
2020-07-03
37,264,789
82,103,549
0.46388
0.664606
0.314757
0.020637
AAPL
2020-07-10
43,434,443
92,828,258
0.487567
0.690682
0.292915
0.016403
AAPL
2020-07-17
56,263,995
121,670,296
0.478533
0.680044
0.301188
0.018768
AAPL
2020-07-24
48,825,260
111,780,994
0.457465
0.664883
0.313761
0.021356
AAPL
2020-07-31
66,327,417
139,068,099
0.472401
0.719746
0.264718
0.015536
AAPL
2020-08-07
107,278,890
181,250,179
0.556656
0.789775
0.200577
0.009648
AAPL
2020-08-14
76,783,572
170,858,576
0.460136
0.763778
0.211813
0.024409
AAPL
2020-08-21
73,726,665
155,798,356
0.459411
0.689563
0.216557
0.093879
AAPL
2020-08-28
93,205,534
203,351,163
0.451575
0.703876
0.209148
0.086977
AAPL
2020-09-04
315,185,846
837,687,411
0.404143
0.716308
0.216375
0.067316
AAPL
2020-09-11
230,820,490
550,574,513
0.417593
0.750761
0.228111
0.021128
AAPL
2020-09-18
285,764,833
633,771,747
0.471549
0.767042
0.218309
0.014649
AAPL
2020-09-25
276,710,915
624,770,226
0.437962
0.799166
0.186804
0.01403
AAPL
2020-10-02
235,392,716
463,679,820
0.469464
0.81783
0.170321
0.011849
AAPL
2020-10-09
182,541,163
400,150,479
0.452139
0.764183
0.222373
0.013444
AAPL
2020-10-16
280,975,996
660,680,254
0.430069
0.787875
0.204068
0.008056
AAPL
2020-10-23
163,658,979
379,130,690
0.41951
0.783038
0.210498
0.006464
AAPL
2020-10-30
206,576,956
470,693,672
0.433697
0.74428
0.239586
0.016134
AAPL
2020-11-06
187,678,934
468,053,625
0.394101
0.696829
0.215421
0.08775
AAPL
2020-11-13
211,587,568
452,040,711
0.486721
0.69893
0.218293
0.082777
AAPL
2020-11-20
144,968,398
259,824,460
0.545781
0.759145
0.230991
0.009864
AAPL
2020-11-27
101,233,126
254,756,631
0.406526
0.747959
0.238175
0.013866
AAPL
2020-12-04
141,232,822
350,639,256
0.42582
0.774506
0.213408
0.012086
AAPL
2020-12-11
161,500,606
295,597,460
0.535518
0.784211
0.208149
0.007641
AAPL
2020-12-18
199,902,501
358,601,897
0.550066
0.777772
0.210565
0.011663
AAPL
2020-12-25
172,886,529
307,033,892
0.492996
0.825101
0.168911
0.005988
AAPL
2021-01-01
128,411,798
325,514,150
0.38842
0.788722
0.203031
0.008247
AAPL
2021-01-08
248,009,985
422,667,688
0.523927
0.806149
0.18324
0.010611
AAPL
2021-01-15
189,773,076
330,069,312
0.544233
0.814609
0.17713
0.008261
AAPL
2021-01-22
114,172,950
301,724,633
0.379567
0.830225
0.161897
0.007877