| --- |
| license: mit |
| task_categories: |
| - time-series-forecasting |
| language: |
| - en |
| tags: |
| - crypto |
| - cryptocurrency |
| - finance |
| - ohlcv |
| - klines |
| - gateio |
| - trading |
| pretty_name: Gate.io USDT OHLCV Klines |
| size_categories: |
| - 1B<n<10B |
| --- |
| |
| # Gate.io USDT OHLCV Klines |
|
|
| Historical OHLCV candlestick (kline) data for **Gate.io** USDT-quoted markets, |
| stored as zstd-compressed Parquet. |
|
|
| ## Coverage |
|
|
| | | | |
| |---|---| |
| | **Exchange** | Gate.io | |
| | **Markets** | `spot` (primary) · `futures` (USDT perpetuals — limited history, see Notes) | |
| | **Timeframes** | 5m · 15m · 1h · 4h · 1d (all pairs) — plus 1m for a ~1.3k-pair subset | |
| | **Pairs** | ~3,300 spot USDT pairs | |
| | **History** | spot back to **2013** for the oldest listings | |
| | **As of** | static snapshot (~2025-05); periodic refresh planned | |
| | **Source** | seeded from the DigiTuccar `HistoricalDataForTradeBacktest` snapshot | |
|
|
| ## File layout |
|
|
| ``` |
| {market}/{timeframe}/{PAIR}.parquet |
| ``` |
|
|
| Examples: `spot/1d/BTC_USDT.parquet`, `spot/5m/ETH_USDT.parquet` |
|
|
| Each Parquet holds **one pair × one timeframe**. 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 |
|
|
| Single file: |
| ```python |
| from huggingface_hub import hf_hub_download |
| import pandas as pd |
| |
| path = hf_hub_download("rogerdehe/klines-gateio", |
| "spot/1d/BTC_USDT.parquet", repo_type="dataset") |
| df = pd.read_parquet(path) |
| ``` |
|
|
| A subset (or all) of the dataset: |
| ```python |
| from huggingface_hub import snapshot_download |
| snapshot_download("rogerdehe/klines-gateio", repo_type="dataset", |
| allow_patterns=["spot/1d/*"]) # e.g. just daily spot |
| ``` |
|
|
| ## Notes |
|
|
| - **Futures history is limited**: Gate.io's API only served ~180 days back at |
| snapshot time, so `futures/` is thin relative to `spot/`. Use spot for deep history. |
| - `1m` is available only for a subset of pairs (~1.3k); other timeframes cover all pairs. |
| - The HF **dataset viewer is disabled** (custom per-pair layout); load files directly as shown above. |
| - Timestamps are UTC. Data is provided **as-is** for research purposes, with no |
| warranty of accuracy or completeness. |
|
|
| <!-- COVERAGE:START --> |
| ## 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 | 835 | 4h · 8h · 1d | |
| | spot | 3803 | 1m · 5m · 15m · 1h · 4h · 8h · 1d | |
|
|
| **The full per-pair coverage table (every pair × timeframe, with `first→last` ranges) and the complete list of 5072 internal gaps are in [`COVERAGE.md`](COVERAGE.md); the raw scan is in [`coverage.csv`](coverage.csv).** The largest gaps are shown below. |
|
|
| ### Large internal gaps (largest contiguous hole > 3 days) |
|
|
| _5072 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 | |
| |---|---|---|---|---|---|---| |
| | PPT_USDT | spot | 1d | ohlcv | 1219.0 | 2020-06-22 | 2023-10-24 | |
| | STX_USDT | spot | 4h | ohlcv | 1000.2 | 2018-03-12 | 2020-12-06 | |
| | GF_USDT | spot | 1d | ohlcv | 814.0 | 2023-12-13 | 2026-03-06 | |
| | GF_USDT | spot | 4h | ohlcv | 813.5 | 2023-12-14 | 2026-03-06 | |
| | USDG_USDT | spot | 1d | ohlcv | 700.0 | 2023-12-13 | 2025-11-12 | |
| | USDG_USDT | spot | 4h | ohlcv | 699.5 | 2023-12-14 | 2025-11-12 | |
| | SNX_USDT | spot | 4h | ohlcv | 666.8 | 2018-08-26 | 2020-06-23 | |
| | WHITE_USDT | spot | 5m | ohlcv | 526.5 | 2023-12-10 | 2025-05-19 | |
| | WHITE_USDT | spot | 1d | ohlcv | 524.0 | 2023-12-12 | 2025-05-19 | |
| | WHITE_USDT | spot | 4h | ohlcv | 522.7 | 2023-12-13 | 2025-05-19 | |
| | WHITE_USDT | spot | 1h | ohlcv | 522.3 | 2023-12-14 | 2025-05-19 | |
| | WHITE_USDT | spot | 15m | ohlcv | 522.2 | 2023-12-14 | 2025-05-19 | |
| | GM_USDT | spot | 1m | ohlcv | 506.1 | 2023-12-10 | 2025-04-29 | |
| | GM_USDT | spot | 1d | ohlcv | 504.0 | 2023-12-12 | 2025-04-29 | |
| | GM_USDT | spot | 5m | ohlcv | 503.9 | 2023-12-12 | 2025-04-29 | |
| | GM_USDT | spot | 4h | ohlcv | 502.5 | 2023-12-13 | 2025-04-29 | |
| | GM_USDT | spot | 1h | ohlcv | 502.3 | 2023-12-14 | 2025-04-29 | |
| | GM_USDT | spot | 15m | ohlcv | 502.2 | 2023-12-14 | 2025-04-29 | |
| | STOX_USDT | spot | 4h | ohlcv | 500.2 | 2018-08-26 | 2020-01-08 | |
| | DATA_USDT | spot | 1d | ohlcv | 397.0 | 2025-05-29 | 2026-06-30 | |
| | LIT3S_USDT | spot | 1d | ohlcv | 397.0 | 2024-12-15 | 2026-01-16 | |
| | DATA_USDT | spot | 4h | ohlcv | 396.5 | 2025-05-30 | 2026-06-30 | |
| | LIT3S_USDT | spot | 4h | ohlcv | 396.3 | 2024-12-16 | 2026-01-16 | |
| | BABYSHARK_USDT | spot | 1d | ohlcv | 350.0 | 2025-05-29 | 2026-05-14 | |
| | BABYSHARK_USDT | spot | 4h | ohlcv | 349.3 | 2025-05-30 | 2026-05-14 | |
| | TON_USDT | spot | 4h | ohlcv | 333.5 | 2021-05-22 | 2022-04-20 | |
| | BAS_USDT | spot | 1d | ohlcv | 329.0 | 2024-10-24 | 2025-09-18 | |
| | BAS_USDT | spot | 4h | ohlcv | 328.3 | 2024-10-25 | 2025-09-18 | |
| | LIT_USDT | spot | 1d | ohlcv | 325.0 | 2025-02-08 | 2025-12-30 | |
| | LIT_USDT | spot | 4h | ohlcv | 324.3 | 2025-02-09 | 2025-12-30 | |
| | UP_USDT | spot | 1d | ohlcv | 309.0 | 2025-05-29 | 2026-04-03 | |
| | UP_USDT | spot | 4h | ohlcv | 308.5 | 2025-05-30 | 2026-04-03 | |
| | KAT_USDT | spot | 1d | ohlcv | 293.0 | 2025-05-29 | 2026-03-18 | |
| | KAT_USDT | spot | 4h | ohlcv | 292.5 | 2025-05-30 | 2026-03-18 | |
| | CAT_USDT | spot | 1m | ohlcv | 285.4 | 2023-12-10 | 2024-09-20 | |
| | CRE_USDT | spot | 1m | ohlcv | 285.4 | 2023-12-10 | 2024-09-20 | |
| | BTG_USDT | spot | 1d | ohlcv | 281.0 | 2025-03-27 | 2026-01-02 | |
| | BTG_USDT | spot | 4h | ohlcv | 280.2 | 2025-03-28 | 2026-01-02 | |
| | OPN_USDT | spot | 1d | ohlcv | 280.0 | 2025-05-29 | 2026-03-05 | |
| | OPN_USDT | spot | 4h | ohlcv | 279.5 | 2025-05-30 | 2026-03-05 | |
| | SUPERBITCOIN_USDT | spot | 1d | ohlcv | 272.0 | 2024-12-25 | 2025-09-23 | |
| | SUPERBITCOIN_USDT | spot | 4h | ohlcv | 271.0 | 2024-12-26 | 2025-09-23 | |
| | CAT_USDT | spot | 5m | ohlcv | 256.9 | 2023-12-12 | 2024-08-25 | |
| | CRE_USDT | spot | 5m | ohlcv | 256.9 | 2023-12-12 | 2024-08-25 | |
| | CRE_USDT | spot | 1d | ohlcv | 255.0 | 2023-12-12 | 2024-08-23 | |
| | CAT_USDT | spot | 1d | ohlcv | 254.0 | 2023-12-12 | 2024-08-22 | |
| | CAT_USDT | spot | 15m | ohlcv | 253.7 | 2023-12-12 | 2024-08-22 | |
| | CRE_USDT | spot | 4h | ohlcv | 253.5 | 2023-12-13 | 2024-08-23 | |
| | CRE_USDT | spot | 1h | ohlcv | 253.2 | 2023-12-14 | 2024-08-23 | |
| | CRE_USDT | spot | 15m | ohlcv | 253.2 | 2023-12-14 | 2024-08-23 | |
| | CAT_USDT | spot | 4h | ohlcv | 252.7 | 2023-12-13 | 2024-08-22 | |
| | CAT_USDT | spot | 1h | ohlcv | 252.5 | 2023-12-14 | 2024-08-22 | |
| | PIPPIN3L_USDT | spot | 1d | ohlcv | 246.0 | 2025-05-29 | 2026-01-30 | |
| | PIPPIN3S_USDT | spot | 1d | ohlcv | 246.0 | 2025-05-29 | 2026-01-30 | |
| | PIPPIN3L_USDT | spot | 4h | ohlcv | 245.3 | 2025-05-30 | 2026-01-30 | |
| | PIPPIN3S_USDT | spot | 4h | ohlcv | 245.3 | 2025-05-30 | 2026-01-30 | |
| | TIP_USDT | spot | 1h | ohlcv | 244.8 | 2023-01-18 | 2023-09-20 | |
| | DRGN_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DSLA_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DUCK_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DUSK_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DUST_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DVI_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DVP_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DV_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DX_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DXCT_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DYDX_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DYP_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | DZOO_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | ECOX_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EDEN_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EDU_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EGAME_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EDG_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EEG_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EGLD_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EHASH_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | EGS_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
| | ELA_USDT | spot | 1m | ohlcv | 242.4 | 2023-12-10 | 2024-08-08 | |
|
|
| _… and 4992 more — see the complete list in [`COVERAGE.md`](COVERAGE.md)._ |
|
|
| <!-- COVERAGE:END --> |
|
|
