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
2022-12-30
97,131,040
213,540,749
0.484034
0.782316
0.193289
0.024395
AAPL
2023-01-06
112,406,620
241,885,670
0.466748
0.773793
0.203346
0.022861
AAPL
2023-01-13
109,206,200
218,954,511
0.522118
0.795784
0.183404
0.020813
AAPL
2023-01-20
86,946,455
164,698,924
0.529849
0.788463
0.196634
0.014903
AAPL
2023-01-27
127,372,017
221,838,635
0.562591
0.80736
0.179066
0.013574
AAPL
2023-02-03
158,337,371
290,360,513
0.550396
0.785826
0.198461
0.015712
AAPL
2023-02-10
110,654,012
197,398,642
0.558338
0.762074
0.224954
0.012973
AAPL
2023-02-17
103,929,981
192,327,619
0.561897
0.771455
0.215456
0.01309
AAPL
2023-02-24
61,267,748
125,216,230
0.542623
0.710689
0.269936
0.019375
AAPL
2023-03-03
68,167,830
155,212,659
0.473995
0.701436
0.276331
0.022234
AAPL
2023-03-10
84,257,474
200,295,711
0.471107
0.7275
0.251047
0.021453
AAPL
2023-03-17
100,123,174
220,049,582
0.485758
0.625762
0.315912
0.058326
AAPL
2023-03-24
100,597,065
208,513,864
0.541583
0.656042
0.297773
0.046185
AAPL
2023-03-31
88,383,287
156,311,902
0.565161
0.719051
0.244751
0.036198
AAPL
2023-04-07
56,330,205
120,692,379
0.480489
0.727564
0.234187
0.038249
AAPL
2023-04-14
74,203,529
158,477,305
0.46334
0.754547
0.214197
0.031256
AAPL
2023-04-21
62,201,352
153,072,592
0.401005
0.787336
0.182676
0.029988
AAPL
2023-04-28
74,027,774
150,515,178
0.508872
0.735797
0.226849
0.037355
AAPL
2023-05-05
113,504,719
218,992,541
0.541296
0.743874
0.226688
0.029438
AAPL
2023-05-12
69,580,736
155,777,203
0.449741
0.742269
0.225481
0.03225
AAPL
2023-05-19
85,004,822
154,084,819
0.566377
0.716149
0.25298
0.030872
AAPL
2023-05-26
68,410,707
149,266,329
0.478397
0.707564
0.256025
0.036411
AAPL
2023-06-02
68,841,207
148,980,170
0.476845
0.732645
0.245536
0.021819
AAPL
2023-06-09
79,770,649
185,518,974
0.394362
0.840709
0.155656
0.003635
AAPL
2023-06-16
60,127,060
126,719,662
0.472875
0.811045
0.186993
0.001961
AAPL
2023-06-23
37,449,478
90,216,338
0.385708
0.814405
0.184084
0.001511
AAPL
2023-06-30
36,201,750
86,378,198
0.419374
0.487344
0.509958
0.002698
AAPL
2023-07-07
8,705,475
16,830,256
0.452977
0.026807
0.968257
0.004936
AAPL
2023-07-14
12,778,661
28,221,755
0.455139
0.025638
0.970823
0.003539
AAPL
2023-07-21
12,915,199
30,654,155
0.47369
0.039391
0.953089
0.00752
AAPL
2023-07-28
10,981,137
25,159,327
0.47508
0.020671
0.974387
0.004942
AAPL
2023-08-04
15,801,962
29,790,562
0.52219
0.023272
0.971299
0.00543
AAPL
2023-08-11
13,757,309
35,726,419
0.365204
0.014416
0.97915
0.006435
AAPL
2023-08-18
10,663,788
22,076,868
0.446326
0.0252
0.968409
0.006391
AAPL
2023-08-25
8,692,341
18,824,150
0.433179
0.03305
0.952608
0.014342
AAPL
2023-09-01
11,733,110
24,015,618
0.42372
0.028767
0.96539
0.005844
AAPL
2023-09-08
14,726,136
30,504,407
0.411272
0.018547
0.978304
0.003149
AAPL
2023-09-15
16,981,786
40,839,244
0.427137
0.027441
0.968299
0.00426
AAPL
2023-09-22
11,635,809
28,105,784
0.360162
0.028582
0.968605
0.002813
AAPL
2023-09-29
12,420,101
26,614,083
0.413636
0.030525
0.964875
0.004599
AAPL
2023-10-06
13,620,252
27,072,354
0.439269
0.026086
0.968468
0.005445
AAPL
2023-10-13
10,606,580
27,118,457
0.388397
0.019874
0.975434
0.004692
AAPL
2023-10-20
14,089,522
29,465,288
0.462209
0.02719
0.96744
0.00537
AAPL
2023-10-27
14,402,542
30,151,154
0.427022
0.026777
0.966335
0.006888
AAPL
2023-11-03
13,528,853
28,990,067
0.452781
0.030805
0.957799
0.011396
AAPL
2023-11-10
12,513,918
26,237,881
0.380338
0.015071
0.980443
0.004486
AAPL
2023-11-17
12,602,876
24,084,745
0.477868
0.025391
0.972012
0.002597
AAPL
2023-11-24
7,844,030
15,828,444
0.455754
0.019142
0.978547
0.002312
AAPL
2023-12-01
10,141,745
19,865,309
0.458982
0.019709
0.976071
0.00422
AAPL
2023-12-08
11,251,650
25,619,005
0.447322
0.021818
0.972944
0.005238
AAPL
2023-12-15
14,235,315
33,697,362
0.465438
0.022613
0.965304
0.012083
AAPL
2023-12-22
9,629,301
20,250,477
0.452457
0.018156
0.973558
0.008286
AAPL
2023-12-29
4,657,620
15,960,266
0.365518
0.016449
0.979049
0.004502
AAPL
2024-01-05
8,413,810
25,409,237
0.329885
0.025477
0.968626
0.005897
AAPL
2024-01-12
7,537,923
20,970,732
0.375779
0.035064
0.954002
0.010934
AAPL
2024-01-19
11,069,235
23,300,216
0.472388
0.028203
0.951811
0.019986
AAPL
2024-01-26
12,294,172
22,649,763
0.488718
0.020155
0.956015
0.02383
AAPL
2024-02-02
11,543,150
25,935,264
0.419593
0.034877
0.944118
0.021005
AAPL
2024-02-09
8,417,764
19,710,520
0.397309
0.031702
0.956871
0.011427
AAPL
2024-02-16
10,672,118
23,099,680
0.416027
0.024327
0.970881
0.004792
AAPL
2024-02-23
8,628,254
17,202,053
0.442024
0.026243
0.969883
0.003874
AAPL
2024-03-01
12,309,340
28,216,945
0.415104
0.035337
0.958411
0.006252
AAPL
2024-03-08
11,627,070
33,522,469
0.304974
0.016213
0.982055
0.001732
AAPL
2024-03-15
10,326,543
31,170,968
0.344857
0.021614
0.97657
0.001815
AAPL
2024-03-22
10,903,037
33,395,928
0.326678
0.018555
0.975545
0.0059
AAPL
2024-03-29
6,160,741
16,940,766
0.346031
0.016058
0.978997
0.004945
AAPL
2024-04-05
6,714,702
19,815,416
0.323303
0.026626
0.968875
0.004499
AAPL
2024-04-12
11,063,756
28,315,852
0.355212
0.020978
0.973267
0.005755
AAPL
2024-04-19
11,700,559
28,972,854
0.430282
0.022761
0.972238
0.005001
AAPL
2024-04-26
11,760,592
22,951,390
0.52506
0.036137
0.959515
0.004348
AAPL
2024-05-03
16,888,998
35,397,301
0.44008
0.040487
0.95185
0.007663
AAPL
2024-05-10
11,158,808
23,511,836
0.447296
0.042666
0.951178
0.006156
AAPL
2024-05-17
8,411,085
29,851,719
0.363655
0.029138
0.962676
0.008186
AAPL
2024-05-24
4,941,832
16,267,754
0.347317
0.047916
0.920576
0.031508
AAPL
2024-05-31
6,695,298
16,482,403
0.439001
0.062627
0.923835
0.013538
AAPL
2024-06-07
7,644,901
16,164,800
0.455995
0.031226
0.94821
0.020563
AAPL
2024-06-14
29,689,843
58,050,250
0.523194
0.028665
0.94319
0.028145
AAPL
2024-06-21
15,258,582
28,119,876
0.568407
0.026109
0.960049
0.013842
AAPL
2024-06-28
7,889,227
22,204,461
0.333916
0.023284
0.959065
0.017651
AAPL
2024-07-05
6,428,590
17,537,282
0.395063
0.029187
0.952891
0.017922
AAPL
2024-07-12
12,738,576
25,491,093
0.458298
0.015795
0.963377
0.020828
AAPL
2024-07-19
11,096,971
25,842,003
0.408443
0.02243
0.955665
0.021906
AAPL
2024-07-26
7,828,367
23,999,063
0.318211
0.026009
0.938843
0.035148
AAPL
2024-08-02
10,949,048
29,334,440
0.383696
0.030107
0.942629
0.027264
AAPL
2024-08-09
12,798,089
31,819,216
0.415426
0.033944
0.92079
0.045266
AAPL
2024-08-16
7,827,573
19,998,809
0.442905
0.049186
0.92681
0.024004
AAPL
2024-08-23
6,609,798
15,675,920
0.477901
0.035483
0.938091
0.026426
AAPL
2024-08-30
6,827,016
17,061,403
0.418459
0.036307
0.946603
0.01709
AAPL
2024-09-06
5,583,437
12,553,391
0.417954
0.018907
0.956207
0.024886
AAPL
2024-09-13
9,434,725
17,736,262
0.485533
0.021895
0.96189
0.016215
AAPL
2024-09-20
12,089,487
28,928,285
0.372221
0.02551
0.960472
0.014018
AAPL
2024-09-27
6,880,652
13,460,036
0.496675
0.033182
0.949275
0.017543
AAPL
2024-10-04
9,262,195
17,907,283
0.49606
0.02424
0.960749
0.015011
AAPL
2024-10-11
6,715,984
12,796,643
0.503601
0.033346
0.955419
0.011235
AAPL
2024-10-18
8,207,252
18,600,581
0.418147
0.031045
0.964229
0.004726
AAPL
2024-10-25
6,014,096
14,167,241
0.435859
0.026816
0.96904
0.004144
AAPL
2024-11-01
7,365,642
18,537,544
0.382549
0.024928
0.969796
0.005277
AAPL
2024-11-08
5,932,763
19,209,966
0.335482
0.016816
0.974046
0.009138
AAPL
2024-11-15
5,009,845
17,537,611
0.357024
0.017078
0.963245
0.019676
AAPL
2024-11-22
6,591,612
14,947,079
0.410457
0.014086
0.965741
0.020174