Datasets:
metadata
license: mit
task_categories:
- time-series-forecasting
language:
- en
tags:
- crypto
- cryptocurrency
- finance
- ohlcv
- klines
- binance
- futures
- trading
pretty_name: Binance USDT OHLCV Klines (spot + futures)
size_categories:
- 1B<n<10B
Binance USDT OHLCV Klines (spot + perpetual futures)
Historical OHLCV candlestick (kline) data for Binance USDT markets — both spot and USDT-margined perpetual futures — stored as zstd-compressed Parquet.
Coverage
| spot | futures (USDT perp) | |
|---|---|---|
| Pairs | ~490 | ~791 (includes delisted — survivorship-bias-free) |
| Timeframes | 1m · 3m · 5m · 15m · 1h · 4h · 1d | 1m · 3m · 5m · 15m · 1h · 4h · 8h · 1d |
| History | 2017-08 → 2025-05 | 2020-05 → 2026-07 |
| Extras | — | sparse mark price & funding_rate for some pairs |
- Spot seeded from the DigiTuccar
HistoricalDataForTradeBacktestsnapshot (static, ~2025-05). - Futures is fresh to 2026-07 and retains delisted symbols, so it can be used for point-in-time / survivorship-bias-free backtests.
File layout
{market}/{timeframe}/{PAIR}.parquet
Examples:
spot/1d/BTC_USDT.parquetfutures/1m/BTC_USDT_USDT.parquetfutures/1h/BTC_USDT_USDT-mark.parquet(mark price, where available)futures/8h/BTC_USDT_USDT-funding_rate.parquet(funding rate, where available)
Spot pairs are BASE_USDT; futures pairs are BASE_USDT_USDT (USDT-margined perp).
Each OHLCV Parquet has columns:
| column | type | description |
|---|---|---|
date |
datetime (UTC) | candle open time |
open |
float | open price |
high |
float | high price |
low |
float | low price |
close |
float | close price |
volume |
float | base-asset volume |
Usage
from huggingface_hub import hf_hub_download
import pandas as pd
path = hf_hub_download("rogerdehe/klines-binance",
"futures/1d/BTC_USDT_USDT.parquet", repo_type="dataset")
df = pd.read_parquet(path)
Subset / whole dataset:
from huggingface_hub import snapshot_download
snapshot_download("rogerdehe/klines-binance", repo_type="dataset",
allow_patterns=["futures/1d/*"]) # e.g. daily futures only
Notes
- Timestamps are UTC. Timeframe coverage varies slightly per pair (some newer
listings have shorter history;
1hfutures is a partial subset). mark/funding_ratefiles exist only for a subset of futures pairs.- The HF dataset viewer is disabled (custom per-pair layout); load files directly as above.
- Data provided as-is for research; no warranty of accuracy or completeness.
Coverage (per-file verified)
Every file was inspected directly — parquet footer for the date range and row count, and a full timestamp scan wherever a file was not provably complete. Dates are UTC candle-open. A last date far in the past means the pair was delisted / went inactive.
Summary
| Market | Pairs | Timeframes |
|---|---|---|
| futures | 791 | 1m · 3m · 5m · 15m · 1h · 4h · 8h · 1d |
| spot | 603 | 1m · 3m · 5m · 15m · 1h · 4h · 8h · 1d |
The full per-pair coverage table (every pair × timeframe, with first→last ranges) and the complete list of 329 internal gaps are in COVERAGE.md; the raw scan is in coverage.csv. The largest gaps are shown below.
Large internal gaps (largest contiguous hole > 3 days)
329 pair·timeframe series contain a contiguous hole longer than 3 days (usually a delisting/relisting or a trading halt).
| Pair | Market | TF | Kind | Gap (days) | From | To |
|---|---|---|---|---|---|---|
| FTT_USDT | spot | 1h | ohlcv | 311.2 | 2022-11-15 | 2023-09-22 |
| FTT_USDT | spot | 4h | ohlcv | 311.2 | 2022-11-15 | 2023-09-22 |
| FTT_USDT | spot | 15m | ohlcv | 311.2 | 2022-11-15 | 2023-09-22 |
| FTT_USDT | spot | 1m | ohlcv | 311.1 | 2022-11-15 | 2023-09-22 |
| FTT_USDT | spot | 3m | ohlcv | 311.1 | 2022-11-15 | 2023-09-22 |
| FTT_USDT | spot | 5m | ohlcv | 311.1 | 2022-11-15 | 2023-09-22 |
| FTT_USDT | spot | 1d | ohlcv | 311.0 | 2022-11-15 | 2023-09-22 |
| TUSD_USDT | spot | 1h | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 1h | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 1h | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| TUSD_USDT | spot | 4h | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 4h | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 4h | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| TUSD_USDT | spot | 15m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 15m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 15m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| TUSD_USDT | spot | 1m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 1m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 1m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| TUSD_USDT | spot | 3m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 3m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 3m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| TUSD_USDT | spot | 5m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 5m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 5m | ohlcv | 166.5 | 2022-09-26 | 2023-03-11 |
| USDC_USDT | spot | 1d | ohlcv | 166.0 | 2022-09-26 | 2023-03-11 |
| TUSD_USDT | spot | 1d | ohlcv | 166.0 | 2022-09-26 | 2023-03-11 |
| USDP_USDT | spot | 1d | ohlcv | 166.0 | 2022-09-26 | 2023-03-11 |
| CVC_USDT | spot | 4h | ohlcv | 154.3 | 2022-12-09 | 2023-05-12 |
| CVC_USDT | spot | 1h | ohlcv | 154.2 | 2022-12-09 | 2023-05-12 |
| CVC_USDT | spot | 15m | ohlcv | 154.2 | 2022-12-09 | 2023-05-12 |
| CVC_USDT | spot | 1m | ohlcv | 154.2 | 2022-12-09 | 2023-05-12 |
| CVC_USDT | spot | 3m | ohlcv | 154.2 | 2022-12-09 | 2023-05-12 |
| CVC_USDT | spot | 5m | ohlcv | 154.2 | 2022-12-09 | 2023-05-12 |
| SOL_USDT_USDT | futures | 1d | ohlcv | 154.0 | 2021-02-28 | 2021-08-01 |
| CVC_USDT | spot | 1d | ohlcv | 154.0 | 2022-12-09 | 2023-05-12 |
| COS_USDT_USDT | futures | 1m | ohlcv | 61.0 | 2025-10-31 | 2026-01-01 |
| DGB_USDT_USDT | futures | 8h | ohlcv | 31.3 | 2023-04-30 | 2023-06-01 |
| FIDA_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2026-04-30 | 2026-06-01 |
| NTRN_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2025-04-30 | 2025-06-01 |
| ONT_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2021-06-30 | 2021-08-01 |
| PTB_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2025-09-30 | 2025-11-01 |
| REEF_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2024-04-30 | 2024-06-01 |
| RSR_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2025-02-28 | 2025-04-01 |
| SCRT_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2026-02-28 | 2026-04-01 |
| SKL_USDT_USDT | futures | 1m | ohlcv | 31.0 | 2023-12-31 | 2024-02-01 |
| BLUAI_USDT_USDT | futures | 3m | ohlcv | 31.0 | 2025-11-30 | 2026-01-01 |
| VET_USDT_USDT | futures | 1h | ohlcv | 30.0 | 2020-10-31 | 2020-12-01 |
| BAKE_USDT_USDT | futures | 1m | ohlcv | 30.0 | 2024-05-31 | 2024-07-01 |
| MERL_USDT_USDT | futures | 1m | ohlcv | 30.0 | 2025-10-31 | 2025-12-01 |
| REN_USDT_USDT | futures | 1m | ohlcv | 30.0 | 2024-05-31 | 2024-07-01 |
| AVAX_USDT_USDT | futures | 3m | ohlcv | 30.0 | 2025-08-31 | 2025-10-01 |
| BLESS_USDT_USDT | futures | 3m | ohlcv | 30.0 | 2025-10-31 | 2025-12-01 |
| FTM_USDT_USDT | futures | 3m | ohlcv | 30.0 | 2021-08-31 | 2021-10-01 |
| IMX_USDT_USDT | futures | 3m | ohlcv | 30.0 | 2022-10-31 | 2022-12-01 |
| TLM_USDT_USDT | futures | 4h | ohlcv | 29.7 | 2023-02-28 | 2023-03-30 |
| TLM_USDT_USDT | futures | 8h | ohlcv | 29.7 | 2023-02-28 | 2023-03-30 |
| TLM_USDT_USDT | futures | 15m | ohlcv | 29.5 | 2023-02-28 | 2023-03-30 |
| TLM_USDT_USDT | futures | 1m | ohlcv | 29.5 | 2023-02-28 | 2023-03-30 |
| TLM_USDT_USDT | futures | 3m | ohlcv | 29.5 | 2023-02-28 | 2023-03-30 |
| TLM_USDT_USDT | futures | 5m | ohlcv | 29.5 | 2023-02-28 | 2023-03-30 |
| KEY_USDT | spot | 4h | ohlcv | 28.3 | 2023-02-10 | 2023-03-10 |
| KEY_USDT | spot | 1h | ohlcv | 28.2 | 2023-02-10 | 2023-03-10 |
| KEY_USDT | spot | 15m | ohlcv | 28.2 | 2023-02-10 | 2023-03-10 |
| KEY_USDT | spot | 1m | ohlcv | 28.2 | 2023-02-10 | 2023-03-10 |
| KEY_USDT | spot | 3m | ohlcv | 28.2 | 2023-02-10 | 2023-03-10 |
| KEY_USDT | spot | 5m | ohlcv | 28.2 | 2023-02-10 | 2023-03-10 |
| KEY_USDT | spot | 1d | ohlcv | 28.0 | 2023-02-10 | 2023-03-10 |
| ICP_USDT_USDT | futures | 1d | ohlcv | 27.0 | 2022-08-31 | 2022-09-27 |
| ICP_USDT_USDT | futures | 8h | ohlcv | 26.3 | 2022-08-31 | 2022-09-27 |
| ICP_USDT_USDT | futures | 4h | ohlcv | 26.2 | 2022-08-31 | 2022-09-27 |
| ICP_USDT_USDT | futures | 15m | ohlcv | 26.1 | 2022-08-31 | 2022-09-27 |
| ICP_USDT_USDT | futures | 3m | ohlcv | 26.1 | 2022-08-31 | 2022-09-27 |
| ICP_USDT_USDT | futures | 5m | ohlcv | 26.1 | 2022-08-31 | 2022-09-27 |
| ICP_USDT_USDT | futures | 1m | ohlcv | 26.1 | 2022-08-31 | 2022-09-27 |
| BNX_USDT_USDT | futures | 1d | ohlcv | 22.0 | 2023-01-31 | 2023-02-22 |
| BNX_USDT_USDT | futures | 4h | ohlcv | 21.7 | 2023-01-31 | 2023-02-22 |
| BNX_USDT_USDT | futures | 8h | ohlcv | 21.7 | 2023-01-31 | 2023-02-22 |
| BNX_USDT_USDT | futures | 15m | ohlcv | 21.6 | 2023-01-31 | 2023-02-22 |
| BNX_USDT_USDT | futures | 1m | ohlcv | 21.6 | 2023-01-31 | 2023-02-22 |
… and 249 more — see the complete list in COVERAGE.md.