Datasets:
metadata
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:
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:
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 tospot/. Use spot for deep history. 1mis 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 (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; the raw scan is in 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.