File size: 9,500 Bytes
7facfab
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b212747
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
---
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 `HistoricalDataForTradeBacktest` snapshot (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.parquet`
- `futures/1m/BTC_USDT_USDT.parquet`
- `futures/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

```python
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:
```python
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; `1h` futures is a partial subset).
- `mark` / `funding_rate` files 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: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 | 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`](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)

_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`](COVERAGE.md)._

<!-- COVERAGE:END -->