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
2021-01-29
184,523,307
480,293,223
0.378448
0.761033
0.226126
0.012841
AAPL
2021-02-05
111,194,321
295,114,597
0.390508
0.756069
0.235083
0.008848
AAPL
2021-02-12
112,586,036
239,741,584
0.481502
0.767717
0.227058
0.005225
AAPL
2021-02-19
116,420,385
250,032,685
0.468212
0.757365
0.232068
0.010567
AAPL
2021-02-26
202,208,170
486,165,608
0.422771
0.696524
0.235519
0.067957
AAPL
2021-03-05
211,040,748
437,019,606
0.474263
0.736242
0.255969
0.00779
AAPL
2021-03-12
171,388,521
396,614,891
0.431305
0.744814
0.250266
0.00492
AAPL
2021-03-19
171,366,934
395,284,183
0.47186
0.752166
0.239916
0.007918
AAPL
2021-03-26
135,429,264
329,337,761
0.396499
0.785411
0.209739
0.004851
AAPL
2021-04-02
91,771,490
235,532,184
0.397418
0.750272
0.240949
0.00878
AAPL
2021-04-09
130,818,916
318,850,958
0.39785
0.811523
0.177587
0.01089
AAPL
2021-04-16
123,540,749
300,276,999
0.422216
0.803695
0.184596
0.011708
AAPL
2021-04-23
122,390,585
290,450,814
0.436903
0.776076
0.210098
0.013826
AAPL
2021-04-30
138,942,348
338,456,162
0.442869
0.774543
0.21383
0.011627
AAPL
2021-05-07
154,476,661
333,870,561
0.468456
0.672069
0.224438
0.103492
AAPL
2021-05-14
169,036,170
385,945,904
0.449298
0.663044
0.229759
0.107197
AAPL
2021-05-21
126,098,130
253,998,442
0.516871
0.717382
0.26054
0.022078
AAPL
2021-05-28
102,616,855
226,701,777
0.461047
0.752552
0.228599
0.018849
AAPL
2021-06-04
84,887,210
187,178,406
0.486989
0.755105
0.22322
0.021676
AAPL
2021-06-11
101,841,078
217,387,037
0.47579
0.771352
0.208237
0.02041
AAPL
2021-06-18
156,948,989
273,300,713
0.555087
0.762196
0.2174
0.020404
AAPL
2021-06-25
86,804,773
217,460,011
0.451419
0.745006
0.226937
0.028057
AAPL
2021-07-02
90,817,373
220,875,413
0.426007
0.713207
0.222007
0.064786
AAPL
2021-07-09
157,601,324
297,018,550
0.539821
0.773834
0.210451
0.015715
AAPL
2021-07-16
220,017,143
371,065,697
0.593525
0.767454
0.183668
0.048878
AAPL
2021-07-23
119,299,395
300,868,978
0.439475
0.739515
0.240874
0.019612
AAPL
2021-07-30
112,360,378
278,511,174
0.421405
0.745303
0.236808
0.017889
AAPL
2021-08-06
80,628,862
192,828,148
0.47919
0.718549
0.261031
0.02042
AAPL
2021-08-13
81,397,551
205,925,647
0.462362
0.714485
0.262643
0.022872
AAPL
2021-08-20
124,980,452
295,722,596
0.441716
0.739557
0.237723
0.022719
AAPL
2021-08-27
72,041,113
188,986,885
0.449143
0.726853
0.247622
0.025525
AAPL
2021-09-03
106,894,630
259,240,022
0.445283
0.745041
0.232917
0.022043
AAPL
2021-09-10
113,061,298
263,426,969
0.450571
0.742853
0.191371
0.065776
AAPL
2021-09-17
151,384,467
328,893,939
0.48174
0.722541
0.219954
0.057505
AAPL
2021-09-24
111,359,054
259,597,115
0.477672
0.742065
0.234931
0.023004
AAPL
2021-10-01
130,513,431
288,177,394
0.502758
0.7311
0.245069
0.023831
AAPL
2021-10-08
117,850,175
259,111,721
0.496342
0.717728
0.260692
0.021579
AAPL
2021-10-15
103,026,250
227,685,683
0.499602
0.74072
0.2376
0.02168
AAPL
2021-10-22
90,884,921
229,299,443
0.452322
0.761068
0.215822
0.02311
AAPL
2021-10-29
110,413,410
264,082,397
0.457105
0.679209
0.207406
0.113384
AAPL
2021-11-05
81,465,909
204,328,469
0.450448
0.725828
0.24846
0.025712
AAPL
2021-11-12
69,402,750
180,186,162
0.451853
0.670704
0.301719
0.027578
AAPL
2021-11-19
113,759,629
287,960,636
0.452386
0.706177
0.267262
0.02656
AAPL
2021-11-26
107,631,700
239,210,474
0.489443
0.722283
0.253631
0.024086
AAPL
2021-12-03
244,745,485
428,456,895
0.526899
0.725547
0.249636
0.024816
AAPL
2021-12-10
222,817,429
376,844,433
0.580774
0.746414
0.234124
0.019462
AAPL
2021-12-17
287,127,645
474,052,602
0.574513
0.7548
0.222193
0.023007
AAPL
2021-12-24
134,651,348
240,459,461
0.551314
0.724951
0.206221
0.068827
AAPL
2021-12-31
93,909,770
232,099,473
0.435009
0.771603
0.204278
0.024119
AAPL
2022-01-07
134,080,782
292,936,950
0.470952
0.72902
0.241256
0.029724
AAPL
2022-01-14
113,057,333
261,617,953
0.458492
0.719268
0.24337
0.037362
AAPL
2022-01-21
97,022,082
233,955,876
0.439905
0.723686
0.257559
0.018755
AAPL
2022-01-28
180,033,177
407,533,649
0.475841
0.698278
0.28293
0.018792
AAPL
2022-02-04
131,726,940
261,624,575
0.541144
0.670949
0.30816
0.020891
AAPL
2022-02-11
152,128,665
245,206,525
0.589237
0.672267
0.312924
0.014809
AAPL
2022-02-18
127,147,394
209,553,870
0.590442
0.647738
0.33189
0.020372
AAPL
2022-02-25
101,107,731
240,941,274
0.433788
0.593406
0.388155
0.018439
AAPL
2022-03-04
117,530,028
253,901,225
0.426332
0.656225
0.329685
0.01409
AAPL
2022-03-11
152,204,874
326,963,903
0.470113
0.657268
0.31806
0.024672
AAPL
2022-03-18
144,533,281
292,132,950
0.51262
0.659171
0.31386
0.02697
AAPL
2022-03-25
173,857,355
292,891,690
0.562308
0.731563
0.253716
0.014721
AAPL
2022-04-01
170,334,384
294,055,009
0.548916
0.728323
0.256866
0.01481
AAPL
2022-04-08
114,133,699
256,996,817
0.450592
0.709122
0.269677
0.021201
AAPL
2022-04-15
88,520,046
195,241,622
0.456805
0.705364
0.271102
0.023535
AAPL
2022-04-22
133,613,403
242,327,619
0.547054
0.686752
0.287852
0.025395
AAPL
2022-04-29
182,552,637
331,008,932
0.540626
0.712141
0.263013
0.024846
AAPL
2022-05-06
192,141,269
380,802,869
0.52641
0.669301
0.295489
0.03521
AAPL
2022-05-13
180,878,375
444,731,301
0.460513
0.671451
0.300064
0.028485
AAPL
2022-05-20
169,086,210
369,609,102
0.493758
0.727794
0.251388
0.020819
AAPL
2022-05-27
206,244,108
345,156,991
0.56146
0.760999
0.183447
0.055554
AAPL
2022-06-03
137,056,814
213,931,083
0.655455
0.751963
0.237261
0.010775
AAPL
2022-06-10
149,381,830
232,912,649
0.636785
0.761095
0.226633
0.012272
AAPL
2022-06-17
149,764,281
317,669,682
0.483187
0.728733
0.256214
0.015053
AAPL
2022-06-24
107,771,324
187,139,825
0.578934
0.748733
0.238341
0.012926
AAPL
2022-07-01
143,321,964
231,852,874
0.596136
0.749086
0.24056
0.010354
AAPL
2022-07-08
114,175,394
182,596,342
0.611984
0.759564
0.228765
0.011671
AAPL
2022-07-15
144,367,327
239,869,945
0.586953
0.781503
0.198474
0.020022
AAPL
2022-07-22
133,486,304
251,369,124
0.543489
0.751784
0.191364
0.056852
AAPL
2022-07-29
132,910,267
226,331,953
0.591084
0.744849
0.227552
0.027599
AAPL
2022-08-05
120,360,677
201,884,599
0.578045
0.780645
0.198995
0.020359
AAPL
2022-08-12
87,063,229
200,334,428
0.486677
0.731856
0.238894
0.029251
AAPL
2022-08-19
106,391,151
206,550,843
0.512632
0.763901
0.213454
0.022644
AAPL
2022-08-26
105,818,924
184,007,236
0.555827
0.747779
0.228509
0.023712
AAPL
2022-09-02
101,986,825
232,995,426
0.491453
0.725894
0.242473
0.031633
AAPL
2022-09-09
89,832,550
204,508,613
0.489596
0.720066
0.248008
0.031926
AAPL
2022-09-16
162,809,689
324,243,231
0.559362
0.709032
0.254836
0.036132
AAPL
2022-09-23
140,799,724
319,174,413
0.47046
0.764914
0.219187
0.0159
AAPL
2022-09-30
192,632,431
396,081,493
0.473092
0.714043
0.190941
0.095016
AAPL
2022-10-07
152,845,026
304,260,255
0.523532
0.710432
0.192614
0.096954
AAPL
2022-10-14
117,555,845
293,133,149
0.424964
0.673073
0.229573
0.097354
AAPL
2022-10-21
122,090,311
252,281,991
0.474779
0.756901
0.223533
0.019567
AAPL
2022-10-28
170,649,516
319,153,665
0.5186
0.772569
0.213287
0.014145
AAPL
2022-11-04
150,520,816
330,861,644
0.481618
0.76343
0.220741
0.015828
AAPL
2022-11-11
114,495,216
290,070,300
0.423455
0.771625
0.204509
0.023866
AAPL
2022-11-18
137,608,631
245,299,628
0.538892
0.800183
0.186256
0.013561
AAPL
2022-11-25
81,949,145
139,740,303
0.58154
0.800642
0.18767
0.011688
AAPL
2022-12-02
127,190,193
251,071,334
0.508151
0.792418
0.194474
0.013108
AAPL
2022-12-09
96,711,438
219,223,586
0.461797
0.799146
0.188732
0.012122
AAPL
2022-12-16
151,267,068
275,688,676
0.566966
0.76402
0.22214
0.013841
AAPL
2022-12-23
134,896,629
257,871,283
0.501924
0.791518
0.190282
0.018199