timestamp timestamp[ms]date 2021-05-01 00:01:00 2026-02-28 23:59:00 | basis_open float64 -0.19 0.07 | basis_high float64 -0.12 0.09 | basis_low float64 -0.23 0.04 | basis_close float64 -0.23 0.08 |
|---|---|---|---|---|
2021-05-01T00:01:00 | -0.000063 | 0.000691 | -0.000176 | 0.000376 |
2021-05-01T00:02:00 | 0.000466 | 0.000669 | 0 | 0.000462 |
2021-05-01T00:03:00 | 0.000474 | 0.000711 | 0.00022 | 0.00022 |
2021-05-01T00:04:00 | 0.000126 | 0.000677 | 0.000126 | 0.000163 |
2021-05-01T00:05:00 | 0.000192 | 0.000589 | -0.000287 | 0.000496 |
2021-05-01T00:06:00 | 0.000532 | 0.000688 | 0.000217 | 0.00043 |
2021-05-01T00:07:00 | 0.000305 | 0.001083 | 0 | 0.000253 |
2021-05-01T00:08:00 | 0.00032 | 0.000432 | 0.000031 | 0.000201 |
2021-05-01T00:09:00 | 0.000216 | 0.000407 | 0.000138 | 0.000198 |
2021-05-01T00:10:00 | 0 | 0.0009 | 0 | 0.000434 |
2021-05-01T00:11:00 | 0.000508 | 0.000566 | 0.00023 | 0.000337 |
2021-05-01T00:12:00 | 0.00084 | 0.00084 | 0.000324 | 0.000453 |
2021-05-01T00:13:00 | 0.000584 | 0.000841 | 0.000052 | 0.000052 |
2021-05-01T00:14:00 | 0.000596 | 0.000996 | 0.000297 | 0.000439 |
2021-05-01T00:15:00 | 0.000563 | 0.001536 | 0.000133 | 0.001536 |
2021-05-01T00:16:00 | 0.001053 | 0.001219 | 0.000424 | 0.000455 |
2021-05-01T00:17:00 | 0.000341 | 0.000884 | 0.000341 | 0.000394 |
2021-05-01T00:18:00 | 0.000489 | 0.001044 | 0.000453 | 0.000495 |
2021-05-01T00:19:00 | 0.000458 | 0.000764 | 0.000291 | 0.000562 |
2021-05-01T00:20:00 | 0.00061 | 0.000656 | 0 | 0.000472 |
2021-05-01T00:21:00 | 0.000454 | 0.000609 | 0.000415 | 0.000522 |
2021-05-01T00:22:00 | 0.000535 | 0.000633 | 0.000341 | 0.000551 |
2021-05-01T00:23:00 | 0.000739 | 0.000806 | 0.000312 | 0.000778 |
2021-05-01T00:24:00 | 0.00075 | 0.00075 | 0.000367 | 0.000647 |
2021-05-01T00:25:00 | 0.000452 | 0.000662 | 0.000299 | 0.000424 |
2021-05-01T00:26:00 | 0.000368 | 0.000863 | 0.000259 | 0.000383 |
2021-05-01T00:27:00 | 0.000494 | 0.001057 | 0.000406 | 0.000406 |
2021-05-01T00:28:00 | 0.000443 | 0.000599 | 0.000129 | 0.000599 |
2021-05-01T00:29:00 | 0.000495 | 0.000729 | 0.000307 | 0.000307 |
2021-05-01T00:30:00 | 0.000476 | 0.000658 | 0.000334 | 0.000334 |
2021-05-01T00:31:00 | 0.000453 | 0.00063 | 0.000196 | 0.000412 |
2021-05-01T00:32:00 | 0.000218 | 0.00071 | 0.000218 | 0.000689 |
2021-05-01T00:33:00 | 0.000637 | 0.000662 | 0.000294 | 0.000501 |
2021-05-01T00:34:00 | 0.000421 | 0.000702 | 0.000284 | 0.000583 |
2021-05-01T00:35:00 | 0.000543 | 0.000665 | 0.000207 | 0.00036 |
2021-05-01T00:36:00 | 0.000731 | 0.000731 | 0.000251 | 0.000552 |
2021-05-01T00:37:00 | 0.000357 | 0.000713 | 0.000131 | 0.000433 |
2021-05-01T00:38:00 | 0.000271 | 0.000625 | 0.000271 | 0.000625 |
2021-05-01T00:39:00 | 0.000746 | 0.000746 | 0.000367 | 0.000367 |
2021-05-01T00:40:00 | 0.00046 | 0.000496 | 0.000077 | 0.000419 |
2021-05-01T00:41:00 | 0.0006 | 0.000774 | 0.00041 | 0.000636 |
2021-05-01T00:42:00 | 0.000663 | 0.000692 | 0.000156 | 0.00056 |
2021-05-01T00:43:00 | 0.000451 | 0.000615 | 0.000134 | 0.00057 |
2021-05-01T00:44:00 | 0.000575 | 0.000673 | 0.000468 | 0.000468 |
2021-05-01T00:45:00 | 0.000584 | 0.000649 | 0.000276 | 0.000461 |
2021-05-01T00:46:00 | 0.000524 | 0.000865 | 0.000043 | 0.000043 |
2021-05-01T00:47:00 | 0.000278 | 0.000635 | 0.000164 | 0.00046 |
2021-05-01T00:48:00 | 0.000454 | 0.000662 | 0.000186 | 0.000384 |
2021-05-01T00:49:00 | 0.00024 | 0.000476 | 0.000195 | 0.000223 |
2021-05-01T00:50:00 | 0.000099 | 0.000434 | 0.000099 | 0.000333 |
2021-05-01T00:51:00 | 0.00032 | 0.000369 | 0.000095 | 0.000223 |
2021-05-01T00:52:00 | 0.000279 | 0.000689 | -0.000135 | 0.000689 |
2021-05-01T00:53:00 | 0.000652 | 0.000855 | 0.000078 | 0.000397 |
2021-05-01T00:54:00 | 0.0006 | 0.0006 | 0.000042 | 0.000158 |
2021-05-01T00:55:00 | 0.000333 | 0.000776 | 0.000328 | 0.000365 |
2021-05-01T00:56:00 | 0.000289 | 0.000535 | 0.000189 | 0.000189 |
2021-05-01T00:57:00 | 0.000414 | 0.000559 | 0.000212 | 0.000343 |
2021-05-01T00:58:00 | 0.000351 | 0.000571 | 0.000321 | 0.000321 |
2021-05-01T00:59:00 | 0.000385 | 0.000666 | 0.000239 | 0.000666 |
2021-05-01T01:00:00 | 0.000333 | 0.000468 | 0.000235 | 0.000241 |
2021-05-01T01:01:00 | 0.000352 | 0.000697 | 0.000176 | 0.000641 |
2021-05-01T01:02:00 | 0.00054 | 0.000617 | 0.000435 | 0.000594 |
2021-05-01T01:03:00 | 0.000501 | 0.000835 | 0.000295 | 0.00046 |
2021-05-01T01:04:00 | 0.000414 | 0.000669 | 0.00025 | 0.000457 |
2021-05-01T01:05:00 | 0.000741 | 0.000741 | 0.000252 | 0.000419 |
2021-05-01T01:06:00 | 0.000533 | 0.000533 | 0.000293 | 0.000351 |
2021-05-01T01:07:00 | 0.000375 | 0.000691 | 0.000184 | 0.000585 |
2021-05-01T01:08:00 | 0.00065 | 0.00065 | 0.00025 | 0.000348 |
2021-05-01T01:09:00 | 0.000334 | 0.000523 | -0.000001 | 0.000402 |
2021-05-01T01:10:00 | 0.000306 | 0.000474 | 0.000062 | 0.000474 |
2021-05-01T01:11:00 | 0.000301 | 0.000499 | 0.000267 | 0.000392 |
2021-05-01T01:12:00 | 0.000358 | 0.000475 | 0.000289 | 0.000394 |
2021-05-01T01:13:00 | 0.000514 | 0.000655 | 0.000182 | 0.000408 |
2021-05-01T01:14:00 | 0.00051 | 0.000666 | 0.000344 | 0.000666 |
2021-05-01T01:15:00 | 0.000497 | 0.000731 | 0.000322 | 0.000501 |
2021-05-01T01:16:00 | 0.000493 | 0.000649 | 0.000245 | 0.000348 |
2021-05-01T01:17:00 | 0.000525 | 0.000525 | 0.000028 | 0.000374 |
2021-05-01T01:18:00 | 0.00032 | 0.000537 | 0.000047 | 0.000364 |
2021-05-01T01:19:00 | 0.000439 | 0.000723 | 0.000267 | 0.000337 |
2021-05-01T01:20:00 | 0.000265 | 0.000681 | 0.000265 | 0.000339 |
2021-05-01T01:21:00 | 0.000357 | 0.000675 | 0.000275 | 0.0004 |
2021-05-01T01:22:00 | 0.000346 | 0.00082 | 0.000298 | 0.000427 |
2021-05-01T01:23:00 | 0.000439 | 0.000439 | 0.000237 | 0.000315 |
2021-05-01T01:24:00 | 0.000253 | 0.000541 | 0.000218 | 0.000304 |
2021-05-01T01:25:00 | 0.000483 | 0.000489 | 0.000231 | 0.000394 |
2021-05-01T01:26:00 | 0.000472 | 0.000549 | 0.00023 | 0.000549 |
2021-05-01T01:27:00 | 0.000764 | 0.000764 | 0.000193 | 0.000313 |
2021-05-01T01:28:00 | 0.0003 | 0.000654 | 0.0003 | 0.000437 |
2021-05-01T01:29:00 | 0.000435 | 0.000524 | 0.000355 | 0.000355 |
2021-05-01T01:30:00 | 0.000303 | 0.00057 | 0.000123 | 0.00036 |
2021-05-01T01:31:00 | 0.000305 | 0.000631 | 0.000218 | 0.000349 |
2021-05-01T01:32:00 | 0.000339 | 0.000548 | 0.000239 | 0.000362 |
2021-05-01T01:33:00 | 0.00072 | 0.00072 | 0.000239 | 0.000384 |
2021-05-01T01:34:00 | 0.000429 | 0.000492 | 0.000292 | 0.000428 |
2021-05-01T01:35:00 | 0.000403 | 0.000535 | 0.000306 | 0.000306 |
2021-05-01T01:36:00 | 0.000456 | 0.00076 | 0.000013 | 0.00076 |
2021-05-01T01:37:00 | 0.000618 | 0.001157 | 0.000198 | 0.000573 |
2021-05-01T01:38:00 | 0.000518 | 0.000646 | 0 | 0.000426 |
2021-05-01T01:39:00 | 0.000714 | 0.000714 | 0.000199 | 0.000199 |
2021-05-01T01:40:00 | 0.000225 | 0.00068 | 0.000225 | 0.000526 |
ETHUSDT Perpetual Futures-Spot Basis (1 2021 - Mar 2026)
Overview
1-minute premium index (futures-spot basis) data for the ETH/USDT perpetual futures contract on Binance, covering May 1, 2021 to February 28, 2026.
- Rows: 2,531,446
- Completeness: 99.60%
What is the premium index (basis)?
The premium index measures the instantaneous percentage difference between the perpetual futures price and the spot price:
basis = (futures_price - spot_price) / spot_price
- Positive basis (contango): Futures trading at a premium to spot -- bullish sentiment, longs willing to pay more
- Negative basis (backwardation): Futures at a discount -- bearish sentiment, panic selling, or liquidation cascades
- Large spikes: Indicate sudden shifts in derivatives positioning, often preceding spot price moves
Values are typically small decimals (e.g., 0.001 = 0.1% premium). The basis drives the funding rate: sustained positive basis leads to positive funding, and vice versa.
Columns
| Column | Type | Description |
|---|---|---|
timestamp |
datetime64[ns] |
Candle open time (UTC) |
basis_open |
float64 |
Opening basis as decimal fraction |
basis_high |
float64 |
Highest basis in the candle |
basis_low |
float64 |
Lowest basis in the candle |
basis_close |
float64 |
Closing basis as decimal fraction |
Statistics
| Metric | Value |
|---|---|
| Mean basis | -0.000220 (-0.0220%) |
| Median basis | -0.000368 (-0.0368%) |
| Min basis | -0.231391 (-23.1391%) |
| Max basis | 0.081707 (8.1707%) |
| Std | 0.000610 |
Data Quality
The premium index is computed by Binance internally and has small gaps that cannot be backfilled from external sources. These are exchange-wide infrastructure events shared across all perpetual pairs.
| Period | Duration | Type |
|---|---|---|
| 2021-07-01 (full day) | 24h (1,441 bars) | Premium index data gap |
| 2021-07-24 — 2021-07-27 | 96h (5,760 bars) | Premium index data gap |
| 2022-07-12 12:56-14:32 | ~1.5h (47 bars) | Scattered missing bars |
| 2022-10-02 (full day) | 24h (1,440 bars) | Premium index data gap |
| 2023-04-09 (full day) | 24h (1,440 bars) | Premium index data gap |
| 2023-11-10 03:37-04:09 | ~30min (14 bars) | Scattered missing bars |
| 2024-08-12 10:01-10:04 | 3min (2 bars) | Minor gap |
| Month boundaries | 1 bar each (x9) | Data packaging artifact |
Total missing bars: 10,153 out of ~2,541,599
Recommended handling: Forward-fill missing bars at training time. The basis changes slowly relative to 1-minute resolution, so forward-filling introduces negligible error.
Joining with spot OHLCV
This dataset complements the spot OHLCV dataset Torch-Trade/ethusdt_spot_1m_05_2021_to_03_2026. To join at training time:
from datasets import load_dataset
import pandas as pd
# Load both datasets
spot = load_dataset("Torch-Trade/ethusdt_spot_1m_05_2021_to_03_2026")["train"].to_pandas()
spot["timestamp"] = pd.to_datetime(spot["timestamp"])
basis = load_dataset("Torch-Trade/ethusdt_perp_basis_1m_05_2021_to_02_2026")["train"].to_pandas()
basis["timestamp"] = pd.to_datetime(basis["timestamp"])
# Merge on timestamp, forward-fill gaps
df = spot.merge(basis, on="timestamp", how="left")
df[["basis_open", "basis_high", "basis_low", "basis_close"]] = df[["basis_open", "basis_high", "basis_low", "basis_close"]].ffill()
Usage
from datasets import load_dataset
import pandas as pd
ds = load_dataset("Torch-Trade/ethusdt_perp_basis_1m_05_2021_to_02_2026")
df = ds["train"].to_pandas()
df["timestamp"] = pd.to_datetime(df["timestamp"])
print(df.shape) # (2531446, 5)
print(df.head())
License
MIT -- data sourced from Binance Data Collection.
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