Datasets:
symbol large_stringclasses 2
values | open_time timestamp[ms, tz=UTC]date 2017-08-17 04:00:00 2026-10-03 23:59:00 | open float64 0.5 126k | high float64 0.61 126k | low float64 0.5 126k | close float64 0.5 126k | volume float64 0 181k | close_time timestamp[ms, tz=UTC]date 2017-08-17 04:00:59 2026-10-03 23:59:59 | quote_volume float64 0 260M | trades int64 0 213k | taker_buy_base float64 0 104k | taker_buy_quote float64 0 148M |
|---|---|---|---|---|---|---|---|---|---|---|---|
BNBUSDT | 2017-11-06T03:54:00 | 1.5 | 1.5 | 1.5 | 1.5 | 10.83 | 2017-11-06T03:54:59.999000 | 16.245 | 2 | 10.83 | 16.245 |
BNBUSDT | 2017-11-06T03:55:00 | 1.3 | 1.3 | 1.3 | 1.3 | 1 | 2017-11-06T03:55:59.999000 | 1.3 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T03:56:00 | 1.3 | 1.3 | 0.5 | 0.5 | 19 | 2017-11-06T03:56:59.999000 | 24.356 | 6 | 0.33 | 0.429 |
BNBUSDT | 2017-11-06T03:57:00 | 0.5 | 0.61 | 0.5 | 0.61 | 253 | 2017-11-06T03:57:59.999000 | 151.66 | 17 | 0 | 0 |
BNBUSDT | 2017-11-06T03:58:00 | 1.1 | 1.1 | 1.1 | 1.1 | 85 | 2017-11-06T03:58:59.999000 | 93.5 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T03:59:00 | 1.23 | 1.799 | 1.23 | 1.7 | 280.29 | 2017-11-06T03:59:59.999000 | 438.06042 | 6 | 196.29 | 334.74042 |
BNBUSDT | 2017-11-06T04:00:00 | 1.3 | 1.3 | 1.3 | 1.3 | 90 | 2017-11-06T04:00:59.999000 | 117 | 9 | 0 | 0 |
BNBUSDT | 2017-11-06T04:01:00 | 1.3 | 1.3 | 1.3 | 1.3 | 0 | 2017-11-06T04:01:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:02:00 | 1.3 | 1.3 | 1.3 | 1.3 | 0 | 2017-11-06T04:02:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:03:00 | 1.3 | 1.3 | 1.3 | 1.3 | 0 | 2017-11-06T04:03:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:04:00 | 1.65 | 1.65 | 1.5001 | 1.5001 | 891.36 | 2017-11-06T04:04:59.999000 | 1,435.3676 | 7 | 655.36 | 1,081.344 |
BNBUSDT | 2017-11-06T04:05:00 | 1.5002 | 1.51 | 1.5002 | 1.51 | 615.41 | 2017-11-06T04:05:59.999000 | 929.164436 | 5 | 0 | 0 |
BNBUSDT | 2017-11-06T04:06:00 | 1.525 | 1.525 | 1.525 | 1.525 | 38 | 2017-11-06T04:06:59.999000 | 57.95 | 2 | 0 | 0 |
BNBUSDT | 2017-11-06T04:07:00 | 1.53 | 1.5333 | 1.53 | 1.5333 | 338.96 | 2017-11-06T04:07:59.999000 | 518.8658 | 10 | 0 | 0 |
BNBUSDT | 2017-11-06T04:08:00 | 1.5333 | 1.5333 | 1.5333 | 1.5333 | 0 | 2017-11-06T04:08:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:09:00 | 1.5365 | 1.5365 | 1.5365 | 1.5365 | 5 | 2017-11-06T04:09:59.999000 | 7.6825 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T04:10:00 | 1.5375 | 1.5385 | 1.5375 | 1.5385 | 169 | 2017-11-06T04:10:59.999000 | 259.8675 | 5 | 0 | 0 |
BNBUSDT | 2017-11-06T04:11:00 | 1.5385 | 1.5385 | 1.5385 | 1.5385 | 0 | 2017-11-06T04:11:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:12:00 | 1.5385 | 1.5385 | 1.5385 | 1.5385 | 0 | 2017-11-06T04:12:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:13:00 | 1.649 | 1.649 | 1.649 | 1.649 | 210.37 | 2017-11-06T04:13:59.999000 | 346.90013 | 1 | 210.37 | 346.90013 |
BNBUSDT | 2017-11-06T04:14:00 | 1.54 | 1.54 | 1.54 | 1.54 | 56 | 2017-11-06T04:14:59.999000 | 86.24 | 2 | 0 | 0 |
BNBUSDT | 2017-11-06T04:15:00 | 1.54 | 1.54 | 1.54 | 1.54 | 0 | 2017-11-06T04:15:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:16:00 | 1.54 | 1.54 | 1.54 | 1.54 | 0 | 2017-11-06T04:16:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:17:00 | 1.54 | 1.54 | 1.54 | 1.54 | 0 | 2017-11-06T04:17:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:18:00 | 1.5441 | 1.5441 | 1.5441 | 1.5441 | 0.77 | 2017-11-06T04:18:59.999000 | 1.188957 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T04:19:00 | 1.5441 | 1.5441 | 1.5441 | 1.5441 | 0 | 2017-11-06T04:19:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:20:00 | 1.5441 | 1.5441 | 1.5441 | 1.5441 | 0 | 2017-11-06T04:20:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:21:00 | 1.5442 | 1.5442 | 1.5442 | 1.5442 | 15 | 2017-11-06T04:21:59.999000 | 23.163 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T04:22:00 | 1.5442 | 1.5442 | 1.5442 | 1.5442 | 0 | 2017-11-06T04:22:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:23:00 | 1.5443 | 1.5444 | 1.5441 | 1.5444 | 3,519.24 | 2017-11-06T04:23:59.999000 | 5,434.132093 | 7 | 681.4 | 1,052.217201 |
BNBUSDT | 2017-11-06T04:24:00 | 1.5444 | 1.5444 | 1.5444 | 1.5444 | 0 | 2017-11-06T04:24:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:25:00 | 1.5444 | 1.5444 | 1.5444 | 1.5444 | 0 | 2017-11-06T04:25:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:26:00 | 1.63 | 1.63 | 1.63 | 1.63 | 291.17 | 2017-11-06T04:26:59.999000 | 474.6071 | 1 | 291.17 | 474.6071 |
BNBUSDT | 2017-11-06T04:27:00 | 1.63 | 1.63 | 1.63 | 1.63 | 11.99 | 2017-11-06T04:27:59.999000 | 19.5437 | 1 | 11.99 | 19.5437 |
BNBUSDT | 2017-11-06T04:28:00 | 1.5445 | 1.5445 | 1.5445 | 1.5445 | 6 | 2017-11-06T04:28:59.999000 | 9.267 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T04:29:00 | 1.5445 | 1.5445 | 1.5445 | 1.5445 | 80.21 | 2017-11-06T04:29:59.999000 | 123.884345 | 8 | 0 | 0 |
BNBUSDT | 2017-11-06T04:30:00 | 1.5445 | 1.5445 | 1.5445 | 1.5445 | 0 | 2017-11-06T04:30:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:31:00 | 1.5445 | 1.5445 | 1.5445 | 1.5445 | 0 | 2017-11-06T04:31:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:32:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 249.99 | 2017-11-06T04:32:59.999000 | 393.359265 | 12 | 0 | 0 |
BNBUSDT | 2017-11-06T04:33:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 128 | 2017-11-06T04:33:59.999000 | 201.408 | 8 | 0 | 0 |
BNBUSDT | 2017-11-06T04:34:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 440 | 2017-11-06T04:34:59.999000 | 692.34 | 20 | 0 | 0 |
BNBUSDT | 2017-11-06T04:35:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 570 | 2017-11-06T04:35:59.999000 | 896.895 | 26 | 0 | 0 |
BNBUSDT | 2017-11-06T04:36:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 0 | 2017-11-06T04:36:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:37:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 0 | 2017-11-06T04:37:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:38:00 | 1.5735 | 1.5735 | 1.5735 | 1.5735 | 0 | 2017-11-06T04:38:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:39:00 | 1.5735 | 1.5735 | 1.545 | 1.545 | 82.95 | 2017-11-06T04:39:59.999000 | 128.184825 | 2 | 0 | 0 |
BNBUSDT | 2017-11-06T04:40:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:40:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:41:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:41:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:42:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:42:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:43:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:43:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:44:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:44:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:45:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:45:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:46:00 | 1.545 | 1.545 | 1.545 | 1.545 | 0 | 2017-11-06T04:46:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:47:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 22 | 2017-11-06T04:47:59.999000 | 33.9922 | 2 | 0 | 0 |
BNBUSDT | 2017-11-06T04:48:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 30 | 2017-11-06T04:48:59.999000 | 46.353 | 2 | 0 | 0 |
BNBUSDT | 2017-11-06T04:49:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 0 | 2017-11-06T04:49:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:50:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 6 | 2017-11-06T04:50:59.999000 | 9.2706 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T04:51:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 0 | 2017-11-06T04:51:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:52:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 0 | 2017-11-06T04:52:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:53:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 0 | 2017-11-06T04:53:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:54:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 0 | 2017-11-06T04:54:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:55:00 | 1.5451 | 1.5451 | 1.5451 | 1.5451 | 0 | 2017-11-06T04:55:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:56:00 | 1.6469 | 1.6479 | 1.6469 | 1.6479 | 181.44 | 2017-11-06T04:56:59.999000 | 298.988976 | 3 | 181.44 | 298.988976 |
BNBUSDT | 2017-11-06T04:57:00 | 1.6479 | 1.6479 | 1.6479 | 1.6479 | 0 | 2017-11-06T04:57:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T04:58:00 | 1.6479 | 1.6479 | 1.6479 | 1.6479 | 98.86 | 2017-11-06T04:58:59.999000 | 162.911394 | 1 | 98.86 | 162.911394 |
BNBUSDT | 2017-11-06T04:59:00 | 1.6479 | 1.6479 | 1.6479 | 1.6479 | 0 | 2017-11-06T04:59:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:00:00 | 1.6479 | 1.6479 | 1.6479 | 1.6479 | 0 | 2017-11-06T05:00:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:01:00 | 1.6479 | 1.6479 | 1.6479 | 1.6479 | 0 | 2017-11-06T05:01:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:02:00 | 1.6479 | 1.6479 | 1.6479 | 1.6479 | 0 | 2017-11-06T05:02:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:03:00 | 1.5457 | 1.5457 | 1.5457 | 1.5457 | 13 | 2017-11-06T05:03:59.999000 | 20.0941 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T05:04:00 | 1.5457 | 1.5457 | 1.5457 | 1.5457 | 0 | 2017-11-06T05:04:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:05:00 | 1.5457 | 1.5457 | 1.5457 | 1.5457 | 0 | 2017-11-06T05:05:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:06:00 | 1.5457 | 1.5457 | 1.5457 | 1.5457 | 0 | 2017-11-06T05:06:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:07:00 | 1.5457 | 1.5457 | 1.5457 | 1.5457 | 0 | 2017-11-06T05:07:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:08:00 | 1.5457 | 1.5457 | 1.5457 | 1.5457 | 0 | 2017-11-06T05:08:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:09:00 | 1.546 | 1.546 | 1.5455 | 1.5455 | 2,252.87 | 2017-11-06T05:09:59.999000 | 3,482.162083 | 6 | 0 | 0 |
BNBUSDT | 2017-11-06T05:10:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:10:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:11:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:11:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:12:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:12:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:13:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:13:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:14:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:14:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:15:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:15:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:16:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:16:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:17:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:17:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:18:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:18:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:19:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:19:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:20:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:20:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:21:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:21:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:22:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:22:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:23:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:23:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:24:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:24:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:25:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:25:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:26:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:26:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:27:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:27:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:28:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:28:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:29:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:29:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:30:00 | 1.5455 | 1.5455 | 1.5455 | 1.5455 | 0 | 2017-11-06T05:30:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:31:00 | 1.5525 | 1.5525 | 1.5525 | 1.5525 | 83 | 2017-11-06T05:31:59.999000 | 128.8575 | 1 | 0 | 0 |
BNBUSDT | 2017-11-06T05:32:00 | 1.5525 | 1.5525 | 1.5525 | 1.5525 | 0 | 2017-11-06T05:32:59.999000 | 0 | 0 | 0 | 0 |
BNBUSDT | 2017-11-06T05:33:00 | 1.5525 | 1.5525 | 1.5525 | 1.5525 | 200 | 2017-11-06T05:33:59.999000 | 310.5 | 3 | 82.65 | 128.314125 |
End of preview. Expand in Data Studio
Binance Spot 1m OHLCV (BTCUSDT, BNBUSDT)
Official Binance spot 1-minute candles for backtesting.
Source
- Historical months: https://data.binance.vision
- Recent days: Binance REST
/api/v3/klines
This is public exchange market data, not investment advice.
Files
| File | What it is |
|---|---|
spot/manifest.json |
Coverage and schema |
spot/BTCUSDT_1m_history.parquet |
Frozen history through last complete month |
spot/BNBUSDT_1m_history.parquet |
Frozen history through last complete month |
spot/BTCUSDT_1m_incremental.parquet |
Current month through latest closed day |
spot/BNBUSDT_1m_incremental.parquet |
Current month through latest closed day |
Schema
| Column | Type | Notes |
|---|---|---|
| symbol | string | BTCUSDT or BNBUSDT |
| open_time | timestamp[ms, UTC] | Bar open |
| open, high, low, close | float64 | USDT |
| volume | float64 | Base asset |
| close_time | timestamp[ms, UTC] | Bar close |
| quote_volume | float64 | USDT volume |
| trades | int64 | Number of trades |
| taker_buy_base | float64 | |
| taker_buy_quote | float64 |
Primary key: (symbol, open_time).
Load in Python
import pandas as pd
BASE = "https://huggingface.co/datasets/MirrorMirage/binance-spot-ohlcv/resolve/main/spot"
btc = pd.concat([
pd.read_parquet(f"{BASE}/BTCUSDT_1m_history.parquet"),
pd.read_parquet(f"{BASE}/BTCUSDT_1m_incremental.parquet"),
]).drop_duplicates("open_time").sort_values("open_time")
- Downloads last month
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