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26
2024-06-24T09:30:00-04:00
DAL
49.419998
50.27
49.34
49.98
1,282,898
yfinance
2024-07-21T03:05:02.011943
2024-06-24T10:30:00-04:00
DAL
49.98
50.369999
49.974998
50.09
750,388
yfinance
2024-07-21T03:05:02.012235
2024-06-24T11:30:00-04:00
DAL
50.09
50.119999
49.730499
49.740002
354,467
yfinance
2024-07-21T03:05:02.012337
2024-06-24T12:30:00-04:00
DAL
49.740002
49.77
49.485001
49.52
401,840
yfinance
2024-07-21T03:05:02.012395
2024-06-24T13:30:00-04:00
DAL
49.525002
49.630001
49.459999
49.560001
461,167
yfinance
2024-07-21T03:05:02.012457
2024-06-24T14:30:00-04:00
DAL
49.560001
49.929001
49.529999
49.724998
555,111
yfinance
2024-07-21T03:05:02.012514
2024-06-24T15:30:00-04:00
DAL
49.73
49.740002
49.380001
49.389999
1,086,156
yfinance
2024-07-21T03:05:02.012554
2024-06-25T09:30:00-04:00
DAL
49.549999
49.785
49.060001
49.540001
1,223,935
yfinance
2024-07-21T03:05:02.012602
2024-06-25T10:30:00-04:00
DAL
49.540001
49.849998
49.494999
49.573799
557,934
yfinance
2024-07-21T03:05:02.012647
2024-06-25T11:30:00-04:00
DAL
49.575001
49.639999
49.27
49.330002
372,581
yfinance
2024-07-21T03:05:02.012702
2024-06-25T12:30:00-04:00
DAL
49.330002
49.415001
49.009998
49.099998
592,814
yfinance
2024-07-21T03:05:02.012743
2024-06-25T13:30:00-04:00
DAL
49.105
49.125
48.875
49.02
615,658
yfinance
2024-07-21T03:05:02.012784
2024-06-25T14:30:00-04:00
DAL
49.02
49.09
48.810001
48.91
936,044
yfinance
2024-07-21T03:05:02.012826
2024-06-25T15:30:00-04:00
DAL
48.91
48.98
48.674999
48.810001
1,530,879
yfinance
2024-07-21T03:05:02.012902
2024-06-26T09:30:00-04:00
DAL
47.900002
48.130001
47.150002
47.955002
2,979,003
yfinance
2024-07-21T03:05:02.012945
2024-06-26T10:30:00-04:00
DAL
47.950001
48.419998
47.865002
48.369999
932,672
yfinance
2024-07-21T03:05:02.012979
2024-06-26T11:30:00-04:00
DAL
48.360001
48.384998
48.105
48.259998
608,338
yfinance
2024-07-21T03:05:02.013017
2024-06-26T12:30:00-04:00
DAL
48.25
49.25
48.095001
48.240002
1,142,706
yfinance
2024-07-21T03:05:02.013052
2024-06-26T13:30:00-04:00
DAL
48.23
48.235001
47.77
47.865002
649,618
yfinance
2024-07-21T03:05:02.013085
2024-06-26T14:30:00-04:00
DAL
47.869999
48.154999
47.810001
48.110001
895,128
yfinance
2024-07-21T03:05:02.013121
2024-06-26T15:30:00-04:00
DAL
48.099998
48.240002
48.029999
48.150002
1,535,604
yfinance
2024-07-21T03:05:02.013155
2024-06-27T09:30:00-04:00
DAL
48.150002
48.400002
47.869999
48.25
879,362
yfinance
2024-07-21T03:05:02.013187
2024-06-27T10:30:00-04:00
DAL
48.259998
48.360001
48.110001
48.279999
656,069
yfinance
2024-07-21T03:05:02.013228
2024-06-27T11:30:00-04:00
DAL
48.27
48.439999
48.110001
48.395
386,739
yfinance
2024-07-21T03:05:02.013245
2024-06-27T12:30:00-04:00
DAL
48.395
48.48
48.299999
48.465
350,111
yfinance
2024-07-21T03:05:02.013262
2024-06-27T13:30:00-04:00
DAL
48.465
48.57
48.32
48.365002
359,334
yfinance
2024-07-21T03:05:02.013277
2024-06-27T14:30:00-04:00
DAL
48.360001
48.450001
48.34
48.360001
451,972
yfinance
2024-07-21T03:05:02.013292
2024-06-27T15:30:00-04:00
DAL
48.355
48.639999
48.319199
48.610001
1,290,193
yfinance
2024-07-21T03:05:02.013306
2024-06-28T09:30:00-04:00
DAL
48.419998
48.5
48.02
48.220001
1,489,679
yfinance
2024-07-21T03:05:02.013321
2024-06-28T10:30:00-04:00
DAL
48.23
48.41
47.974998
48.009998
662,952
yfinance
2024-07-21T03:05:02.013336
2024-06-28T11:30:00-04:00
DAL
48
48.16
47.84
47.919998
612,120
yfinance
2024-07-21T03:05:02.013350
2024-06-28T12:30:00-04:00
DAL
47.919998
47.950001
47.779999
47.825001
543,063
yfinance
2024-07-21T03:05:02.013364
2024-06-28T13:30:00-04:00
DAL
47.830002
47.84
47.299999
47.360001
1,065,237
yfinance
2024-07-21T03:05:02.013379
2024-06-28T14:30:00-04:00
DAL
47.360001
47.419998
47.16
47.200001
1,422,763
yfinance
2024-07-21T03:05:02.013395
2024-06-28T15:30:00-04:00
DAL
47.200001
47.450001
47.029999
47.450001
2,301,625
yfinance
2024-07-21T03:05:02.013417
2024-07-01T09:30:00-04:00
DAL
47.810001
47.902599
47.110001
47.23
1,372,783
yfinance
2024-07-21T03:05:02.013434
2024-07-01T10:30:00-04:00
DAL
47.25
47.299999
46.875
47
1,291,807
yfinance
2024-07-21T03:05:02.013449
2024-07-01T11:30:00-04:00
DAL
47.009998
47.009998
46.810001
46.869999
593,740
yfinance
2024-07-21T03:05:02.013463
2024-07-01T12:30:00-04:00
DAL
46.869999
47.049999
46.849998
47.035
589,903
yfinance
2024-07-21T03:05:02.013478
2024-07-01T13:30:00-04:00
DAL
47.029999
47.040001
46.869999
46.924999
808,163
yfinance
2024-07-21T03:05:02.013493
2024-07-01T14:30:00-04:00
DAL
46.919998
46.950001
46.735001
46.884998
863,382
yfinance
2024-07-21T03:05:02.013507
2024-07-01T15:30:00-04:00
DAL
46.875
46.919998
46.785
46.900002
1,853,546
yfinance
2024-07-21T03:05:02.013522
2024-07-02T09:30:00-04:00
DAL
47
47.290001
46.919998
47.139999
909,840
yfinance
2024-07-21T03:05:02.013537
2024-07-02T10:30:00-04:00
DAL
47.139999
47.139999
46.764999
46.869999
749,456
yfinance
2024-07-21T03:05:02.013552
2024-07-02T11:30:00-04:00
DAL
46.880001
46.900002
46.68
46.740002
465,980
yfinance
2024-07-21T03:05:02.013566
2024-07-02T12:30:00-04:00
DAL
46.740002
46.759998
46.610001
46.700001
388,423
yfinance
2024-07-21T03:05:02.013580
2024-07-02T13:30:00-04:00
DAL
46.709999
46.709999
46.549999
46.564999
577,205
yfinance
2024-07-21T03:05:02.013594
2024-07-02T14:30:00-04:00
DAL
46.57
46.66
46.514999
46.620998
627,118
yfinance
2024-07-21T03:05:02.013608
2024-07-02T15:30:00-04:00
DAL
46.619999
46.740002
46.564999
46.709999
1,173,206
yfinance
2024-07-21T03:05:02.013620
2024-07-03T09:30:00-04:00
DAL
47.150002
47.43
46.914902
47.428001
946,016
yfinance
2024-07-21T03:05:02.013634
2024-07-03T10:30:00-04:00
DAL
47.419998
47.465
47.165001
47.255001
584,157
yfinance
2024-07-21T03:05:02.013651
2024-07-03T11:30:00-04:00
DAL
47.255001
47.360001
47.025002
47.064999
636,532
yfinance
2024-07-21T03:05:02.013666
2024-07-05T09:30:00-04:00
DAL
47.150002
47.150002
46.044998
46.060001
1,981,746
yfinance
2024-07-21T03:05:02.013680
2024-07-05T10:30:00-04:00
DAL
46.049999
46.439999
46.02
46.259998
903,180
yfinance
2024-07-21T03:05:02.013698
2024-07-05T11:30:00-04:00
DAL
46.25
46.27
45.959999
46.195
1,007,959
yfinance
2024-07-21T03:05:02.013716
2024-07-05T12:30:00-04:00
DAL
46.189999
46.259998
45.970001
46.189999
921,611
yfinance
2024-07-21T03:05:02.013731
2024-07-05T13:30:00-04:00
DAL
46.195
46.439999
46.169998
46.279999
789,211
yfinance
2024-07-21T03:05:02.013745
2024-07-05T14:30:00-04:00
DAL
46.279999
46.349998
46.220001
46.290001
781,988
yfinance
2024-07-21T03:05:02.013761
2024-07-05T15:30:00-04:00
DAL
46.279999
46.290001
46
46.02
1,798,710
yfinance
2024-07-21T03:05:02.013777
2024-07-08T09:30:00-04:00
DAL
46.82
47.299999
46.52
46.549999
2,082,217
yfinance
2024-07-21T03:05:02.013792
2024-07-08T10:30:00-04:00
DAL
46.546501
46.895
46.5
46.749901
1,012,935
yfinance
2024-07-21T03:05:02.013819
2024-07-08T11:30:00-04:00
DAL
46.744999
46.82
46.549999
46.632702
734,654
yfinance
2024-07-21T03:05:02.013836
2024-07-08T12:30:00-04:00
DAL
46.634998
46.75
46.553299
46.669998
499,227
yfinance
2024-07-21T03:05:02.013854
2024-07-08T13:30:00-04:00
DAL
46.669998
46.814999
46.470001
46.48
518,803
yfinance
2024-07-21T03:05:02.013870
2024-07-08T14:30:00-04:00
DAL
46.48
46.580002
46.43
46.439999
546,963
yfinance
2024-07-21T03:05:02.013891
2024-07-08T15:30:00-04:00
DAL
46.439999
46.445
46.279999
46.349998
1,109,622
yfinance
2024-07-21T03:05:02.013909
2024-07-09T09:30:00-04:00
DAL
46.369999
46.834999
46.259998
46.82
1,668,807
yfinance
2024-07-21T03:05:02.013927
2024-07-09T10:30:00-04:00
DAL
46.825001
46.919998
46.709999
46.875
1,277,160
yfinance
2024-07-21T03:05:02.013941
2024-07-09T11:30:00-04:00
DAL
46.880001
47.200001
46.880001
47.174999
943,894
yfinance
2024-07-21T03:05:02.013955
2024-07-09T12:30:00-04:00
DAL
47.174999
47.605
47.07
47.404999
975,732
yfinance
2024-07-21T03:05:02.013969
2024-07-09T13:30:00-04:00
DAL
47.404999
47.470001
47.150002
47.169998
951,049
yfinance
2024-07-21T03:05:02.013986
2024-07-09T14:30:00-04:00
DAL
47.169998
47.23
46.98
47.035
717,409
yfinance
2024-07-21T03:05:02.014001
2024-07-09T15:30:00-04:00
DAL
47.029999
47.0499
46.860001
46.889999
1,468,191
yfinance
2024-07-21T03:05:02.014015
2024-07-10T09:30:00-04:00
DAL
47.130001
47.290001
46.685001
46.709999
1,700,051
yfinance
2024-07-21T03:05:02.014030
2024-07-10T10:30:00-04:00
DAL
46.715
46.935001
46.630001
46.759998
1,237,523
yfinance
2024-07-21T03:05:02.014042
2024-07-10T11:30:00-04:00
DAL
46.759998
46.970001
46.665001
46.875
1,047,408
yfinance
2024-07-21T03:05:02.014054
2024-07-10T12:30:00-04:00
DAL
46.869999
46.91
46.73
46.82
865,811
yfinance
2024-07-21T03:05:02.014068
2024-07-10T13:30:00-04:00
DAL
46.825001
46.825001
46.509998
46.5228
1,221,437
yfinance
2024-07-21T03:05:02.014081
2024-07-10T14:30:00-04:00
DAL
46.525002
46.974998
46.48
46.935001
1,569,404
yfinance
2024-07-21T03:05:02.014094
2024-07-10T15:30:00-04:00
DAL
46.935001
47.040001
46.830002
46.860001
2,418,889
yfinance
2024-07-21T03:05:02.014110
2024-07-11T09:30:00-04:00
DAL
43.009998
43.970001
42.169998
43.895
13,986,955
yfinance
2024-07-21T03:05:02.014125
2024-07-11T10:30:00-04:00
DAL
43.900002
44.240002
43.810001
44.150101
4,061,578
yfinance
2024-07-21T03:05:02.014139
2024-07-11T11:30:00-04:00
DAL
44.150002
44.57
44.150002
44.4995
2,800,638
yfinance
2024-07-21T03:05:02.014158
2024-07-11T12:30:00-04:00
DAL
44.494999
44.75
44.275002
44.389999
2,200,828
yfinance
2024-07-21T03:05:02.014171
2024-07-11T13:30:00-04:00
DAL
44.384998
44.400002
43.760101
43.973999
2,074,315
yfinance
2024-07-21T03:05:02.014184
2024-07-11T14:30:00-04:00
DAL
43.970001
44.529999
43.950001
44.5299
2,686,056
yfinance
2024-07-21T03:05:02.014196
2024-07-11T15:30:00-04:00
DAL
44.525002
45
44.431
44.9888
4,024,416
yfinance
2024-07-21T03:05:02.014209
2024-07-12T09:30:00-04:00
DAL
44.459999
44.880001
43.959999
44.014999
4,227,672
yfinance
2024-07-21T03:05:02.014232
2024-07-12T10:30:00-04:00
DAL
44.009998
44.189999
43.82
43.965
2,310,770
yfinance
2024-07-21T03:05:02.014246
2024-07-12T11:30:00-04:00
DAL
43.965
43.970001
43.700001
43.715
1,780,589
yfinance
2024-07-21T03:05:02.014260
2024-07-12T12:30:00-04:00
DAL
43.715
43.810001
43.549999
43.665001
1,653,832
yfinance
2024-07-21T03:05:02.014274
2024-07-12T13:30:00-04:00
DAL
43.665001
43.919998
43.639999
43.865002
1,320,578
yfinance
2024-07-21T03:05:02.014288
2024-07-12T14:30:00-04:00
DAL
43.865002
44.02
43.759998
43.875
1,396,817
yfinance
2024-07-21T03:05:02.014307
2024-07-12T15:30:00-04:00
DAL
43.875
43.889999
43.57
43.619999
2,710,328
yfinance
2024-07-21T03:05:02.014322
2024-07-15T09:30:00-04:00
DAL
43.610001
43.619999
42.720001
43.07
3,262,079
yfinance
2024-07-21T03:05:02.014336
2024-07-15T10:30:00-04:00
DAL
43.07
43.330002
42.950001
43.2043
2,095,306
yfinance
2024-07-21T03:05:02.014351
2024-07-15T11:30:00-04:00
DAL
43.200001
43.459999
43.09
43.279999
1,329,568
yfinance
2024-07-21T03:05:02.014365
2024-07-15T12:30:00-04:00
DAL
43.279999
43.424999
43.23
43.34
678,722
yfinance
2024-07-21T03:05:02.014379
2024-07-15T13:30:00-04:00
DAL
43.34
43.41
43.09
43.140099
878,342
yfinance
2024-07-21T03:05:02.014393
2024-07-15T14:30:00-04:00
DAL
43.150002
43.23
42.98
43.009998
1,179,245
yfinance
2024-07-21T03:05:02.014406

BigStock

This dataset contains historical data for a sample of 79 stock symbols. The data spans a period of 720+ days, at one-hour intervals. All values are in USD. It includes full candlestick data (open, close, low, high) as well as volume data. The data (not scraping/processing code) is licensed under GPL v3.

Other Datasets

This a preview of the full BigStock dataset. I may also release a multivariate forecasting model trained on the data, likely based on Tiny Time Mixers or a custom architecture I have been evaluating.

Uses

The data is usable for the following cluster of tasks:

  • Time series forecasting
  • Financial modeling
  • Reinforcement Learning

Limitations

While its breadth is very large, the data is comparatively very short-term (~2yrs). Controlling for biases in economic data is inherently a difficult problem, because we only have one market to sample from! Therefore, models trained on this data may be biased towards recent market trends.

This dataset may have missing, incorrect, or unreliable data. You are encouraged to validate it before use.

Dataset Creation

The source data in this sample was provided purely from the Yahoo Finance website. Data was collected using the yfinance library.

The collection and processing was done on hardware owned and operated entirely by me.

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