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date
timestamp[ns, tz=UTC]
open
float64
high
float64
low
float64
close
float64
volume
float64
2025-09-22T10:30:00
3.261
3.4399
3.2081
3.2376
712,778
2025-09-22T10:45:00
3.2375
3.2599
3.1201
3.2437
799,373
2025-09-22T11:00:00
3.2385
3.5525
3.2264
3.4221
1,245,593
2025-09-22T11:15:00
3.422
4.2555
3.3807
4.1904
2,704,052
2025-09-22T11:30:00
4.1904
5.6133
4.095
5.4674
4,850,895
2025-09-22T11:45:00
5.4674
6.5499
5.1002
5.3355
4,772,709
2025-09-22T12:00:00
5.3355
5.5636
4.7734
5.1401
3,171,126
2025-09-22T12:15:00
5.1456
5.53
4.9306
4.9842
2,298,213
2025-09-22T12:30:00
4.9842
5.8182
4.6512
5.1397
3,507,304
2025-09-22T12:45:00
5.1367
5.2879
4.9105
4.9773
1,978,279
2025-09-22T13:00:00
4.975
5.05
4.2
4.463
3,331,864
2025-09-22T13:15:00
4.4626
4.5
4.1332
4.2656
2,083,003
2025-09-22T13:30:00
4.2625
4.6602
4.24
4.5295
2,807,471
2025-09-22T13:45:00
4.5306
5.1203
4.4507
5.0133
3,206,115
2025-09-22T14:00:00
5.0161
5.23
4.781
5.0098
2,766,894
2025-09-22T14:15:00
5.0129
5.4133
4.9939
5.2304
2,678,992
2025-09-22T14:30:00
5.2274
5.2452
4.8625
4.9258
2,227,570
2025-09-22T14:45:00
4.9257
5.0497
4.6908
4.8663
2,537,973
2025-09-22T15:00:00
4.8635
4.99
4.696
4.7755
2,344,058
2025-09-22T15:15:00
4.7774
5.1
4.703
4.9919
2,063,948
2025-09-22T15:30:00
4.9894
5.086
4.8179
4.87
1,338,283
2025-09-22T15:45:00
4.8703
5.026
4.7904
5.0164
1,584,070
2025-09-22T16:00:00
5.0165
5.2097
4.9015
5.0071
2,591,867
2025-09-22T16:15:00
5.0046
5.18
4.9039
4.978
1,381,433
2025-09-22T16:30:00
4.9781
5.0968
4.5907
4.7922
1,865,747
2025-09-22T16:45:00
4.7938
4.995
4.7904
4.9113
1,006,827
2025-09-22T17:00:00
4.9093
5.1
4.8241
5.0344
1,223,800
2025-09-22T17:15:00
5.0339
5.0758
4.8671
4.8898
823,565
2025-09-22T17:30:00
4.8903
5.0028
4.8079
4.9254
783,075
2025-09-22T17:45:00
4.9274
4.9554
4.74
4.8469
891,619
2025-09-22T18:00:00
4.8469
4.883
4.6637
4.8486
959,032
2025-09-22T18:15:00
4.8469
4.8865
4.4209
4.636
1,666,445
2025-09-22T18:30:00
4.6365
4.6406
4.4492
4.481
760,658
2025-09-22T18:45:00
4.4829
4.5596
4.3146
4.339
924,425
2025-09-22T19:00:00
4.3399
4.4445
4.19
4.3917
1,228,115
2025-09-22T19:15:00
4.3915
4.6863
4.3637
4.5807
1,085,709
2025-09-22T19:30:00
4.582
4.68
4.488
4.556
953,803
2025-09-22T19:45:00
4.558
4.7364
4.4201
4.6612
979,629
2025-09-22T20:00:00
4.66
4.7568
4.5921
4.6459
606,073
2025-09-22T20:15:00
4.6469
4.7258
4.56
4.658
570,899
2025-09-22T20:30:00
4.6583
4.712
4.552
4.5915
481,544
2025-09-22T20:45:00
4.591
4.6638
4.52
4.6496
486,236
2025-09-22T21:00:00
4.6483
4.6957
4.4702
4.59
574,832
2025-09-22T21:15:00
4.5893
4.6783
4.5853
4.6494
491,552
2025-09-22T21:30:00
4.6485
4.6697
4.556
4.5664
310,623
2025-09-22T21:45:00
4.5654
4.5933
4.4401
4.5414
321,231
2025-09-22T22:00:00
4.542
4.579
4.4649
4.5073
434,218
2025-09-22T22:15:00
4.5071
4.5199
4.3288
4.3976
606,541
2025-09-22T22:30:00
4.3965
4.491
4.3618
4.4721
349,253
2025-09-22T22:45:00
4.4709
4.571
4.4352
4.5518
350,955
2025-09-22T23:00:00
4.5519
4.5519
4.455
4.4905
295,794
2025-09-22T23:15:00
4.4906
4.5063
4.4094
4.4929
377,676
2025-09-22T23:30:00
4.4947
4.7975
4.4854
4.6951
884,010
2025-09-22T23:45:00
4.6957
4.7755
4.643
4.7624
501,963
2025-09-23T00:00:00
4.7645
4.792
4.5354
4.593
947,203
2025-09-23T00:15:00
4.5927
4.72
4.58
4.6407
610,805
2025-09-23T00:30:00
4.64
4.7514
4.5319
4.6114
637,217
2025-09-23T00:45:00
4.6135
4.9412
4.58
4.8532
708,095
2025-09-23T01:00:00
4.8508
5.2075
4.8189
5.1442
1,276,195
2025-09-23T01:15:00
5.1397
5.2799
5.0089
5.1352
1,136,540
2025-09-23T01:30:00
5.1316
5.5799
5.0604
5.5511
1,434,128
2025-09-23T01:45:00
5.5506
5.7999
5.4301
5.7912
1,598,395
2025-09-23T02:00:00
5.7936
6.1004
5.4543
5.7699
2,703,849
2025-09-23T02:15:00
5.77
6.4371
5.77
6.315
2,055,537
2025-09-23T02:30:00
6.3114
6.7269
6.1351
6.546
2,729,262
2025-09-23T02:45:00
6.5427
7.0935
6.2025
6.3571
3,649,121
2025-09-23T03:00:00
6.357
6.7507
6.3134
6.6232
1,927,681
2025-09-23T03:15:00
6.6228
6.6856
5.8606
5.9549
2,789,280
2025-09-23T03:30:00
5.9552
6.1306
5.6049
5.7363
2,133,227
2025-09-23T03:45:00
5.7387
6.2
5.6463
6.0857
1,901,259
2025-09-23T04:00:00
6.0825
6.0959
5.7658
5.8993
1,432,055
2025-09-23T04:15:00
5.8993
6.155
5.7353
6.0163
1,235,856
2025-09-23T04:30:00
6.0195
6.1839
5.9443
6.0357
1,266,565
2025-09-23T04:45:00
6.0379
6.2701
5.9316
6.0711
1,198,827
2025-09-23T05:00:00
6.0703
6.115
5.8237
5.9115
1,052,422
2025-09-23T05:15:00
5.9116
6.1809
5.9114
6.1554
700,762
2025-09-23T05:30:00
6.1553
6.2903
6.0136
6.1887
961,548
2025-09-23T05:45:00
6.188
6.3
6.0165
6.0766
947,600
2025-09-23T06:00:00
6.0777
6.1559
5.8802
6.027
1,117,057
2025-09-23T06:15:00
6.0302
6.1918
6.0094
6.15
771,739
2025-09-23T06:30:00
6.1503
6.1831
6.0404
6.1697
662,041
2025-09-23T06:45:00
6.1696
6.1711
5.7292
5.8658
1,192,270
2025-09-23T07:00:00
5.8648
5.9582
5.7252
5.8111
1,090,566
2025-09-23T07:15:00
5.8109
5.944
5.7967
5.8936
514,317
2025-09-23T07:30:00
5.8928
5.95
5.5676
5.74
1,122,766
2025-09-23T07:45:00
5.7401
5.8715
5.7027
5.8336
780,126
2025-09-23T08:00:00
5.832
5.9306
5.7118
5.9008
736,390
2025-09-23T08:15:00
5.8973
5.95
5.8008
5.8602
534,111
2025-09-23T08:30:00
5.8578
6.0101
5.8335
5.9254
603,063
2025-09-23T08:45:00
5.9234
5.98
5.8852
5.9217
380,262
2025-09-23T09:00:00
5.9246
5.9541
5.792
5.7999
612,619
2025-09-23T09:15:00
5.8025
5.8068
5.6306
5.6952
962,468
2025-09-23T09:30:00
5.6939
5.7572
5.6119
5.689
519,726
2025-09-23T09:45:00
5.6879
5.8555
5.6867
5.824
476,173
2025-09-23T10:00:00
5.8233
5.9394
5.7201
5.8667
877,312
2025-09-23T10:15:00
5.8654
5.8999
5.8124
5.838
448,048
2025-09-23T10:30:00
5.8387
5.8952
5.6972
5.8556
666,876
2025-09-23T10:45:00
5.8558
5.8649
5.6875
5.7367
566,782
2025-09-23T11:00:00
5.7366
5.7369
5.3393
5.4412
1,797,433
2025-09-23T11:15:00
5.4412
5.5374
5.2533
5.3812
1,175,470
End of preview. Expand in Data Studio

OKX USDT Perpetual OHLCV Klines

Historical OHLCV candlestick (kline) data for OKX USDT-margined perpetual futures, stored as zstd-compressed Parquet. Includes delisted symbols where available, for point-in-time / survivorship-bias-free backtests.

⚠️ Under construction. This dataset is being actively built and is currently partial — light timeframes (15m · 1h · 4h · 1d) are being backfilled across the full ~408-pair universe, with 5m/3m and 1m still to come. Pair and timeframe coverage will grow. A per-file COVERAGE.md will follow once settled.

Coverage (in progress)

futures (USDT perp)
Pairs building toward ~408 (incl. delisted)
Timeframes 15m · 1h · 4h · 1d being filled first; 5m · 3m · 1m coming
History from each contract's listing (mostly 2020–2021 onward) → present
Extras mark price and funding_rate series for many pairs

File layout

futures/{timeframe}/{PAIR}.parquet

Examples:

  • futures/1d/BTC_USDT_USDT.parquet
  • futures/1h/BTC_USDT_USDT-mark.parquet (mark price)
  • futures/8h/BTC_USDT_USDT-funding_rate.parquet (funding rate)

Pairs are BASE_USDT_USDT (USDT-margined perpetual). Each OHLCV Parquet has columns date (UTC candle open), open, high, low, close, volume.

Usage

from huggingface_hub import hf_hub_download
import pandas as pd

path = hf_hub_download("rogerdehe/klines-okx",
                       "futures/1d/BTC_USDT_USDT.parquet", repo_type="dataset")
df = pd.read_parquet(path)

Notes

  • Timestamps are UTC. Coverage varies per pair; this dataset is still filling in.
  • The HF dataset viewer is disabled (custom per-pair layout); load files directly.
  • Data provided as-is for research; no warranty of accuracy or completeness.
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