Datasets:
crypto-options-surface: 2026-08-29
Browse files- README.md +104 -0
- e0_run_manifest/2026/08/2026-08-25T1524Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-25T1657Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-25T1851Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T0021Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T0148Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T1250Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T1845Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-26T1956Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-27T0855Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-27T1733Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-27T2212Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-28T0242Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-28T0838Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-28T1019Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-28T1108Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-28T1830Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-28T2302Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-29T0334Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-29T0805Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-29T1237Z.parquet +3 -0
- e0_run_manifest/2026/08/2026-08-29T1708Z.parquet +3 -0
- e22_options_book/2026/08/2026-08-29T1708Z.parquet +3 -0
- e22_options_surface/2026/08/2026-08-29T1708Z.parquet +3 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: odc-by
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| 3 |
+
pretty_name: "Implied volatility surface for on-chain crypto options"
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| 4 |
+
tags:
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| 5 |
+
- options
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| 6 |
+
- implied-volatility
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| 7 |
+
- derivatives
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| 8 |
+
- greeks
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| 9 |
+
- cryptocurrency
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| 10 |
+
- ethereum
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| 11 |
+
- bitcoin
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| 12 |
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- solana
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| 13 |
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- time-series
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| 14 |
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- finance
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| 15 |
+
task_categories:
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| 16 |
+
- time-series-forecasting
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| 17 |
+
size_categories:
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| 18 |
+
- 1M<n<10M
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| 19 |
+
---
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| 20 |
+
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| 21 |
+
# Crypto options implied volatility surface
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| 22 |
+
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| 23 |
+
Every listed option on one venue, priced, with its greeks, sampled through the day.
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| 24 |
+
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| 25 |
+
An option quote is computed on demand and kept by nobody. The chain that existed at any past
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| 26 |
+
moment is not recoverable from the venue or from the chain it settles on: only trades leave a
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| 27 |
+
record, and most of these strikes never trade.
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| 28 |
+
|
| 29 |
+
## Contents
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| 30 |
+
|
| 31 |
+
| name | one row is |
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| 32 |
+
|---|---|
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| 33 |
+
| `e22_options_surface` | one instrument at one moment: strike, expiry, mark, forward, and the full greek set |
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| 34 |
+
| `e22_options_book` | top of book for a near-the-money ladder: bid, ask, their sizes, and both quoted in vol terms |
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| 35 |
+
|
| 36 |
+
## Reading it
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| 37 |
+
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| 38 |
+
`iv`, `delta`, `gamma`, `vega`, `theta` and `rho` are the venue's own values, published
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| 39 |
+
alongside its mark price rather than recomputed here. That is deliberate: re-deriving implied
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| 40 |
+
volatility needs a rate and dividend assumption, and a number the venue itself margins against
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| 41 |
+
is the more useful one.
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| 42 |
+
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| 43 |
+
Each asset's chain is fetched in one request and every row from it shares a `sampled_ts`,
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| 44 |
+
so grouping on `(asset, sampled_ts)` recovers one surface and adding `expiry` recovers one
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| 45 |
+
smile. `round_ts` is shared by the assets collected in the same pass, which is what to
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| 46 |
+
group on when comparing across assets at a moment.
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| 47 |
+
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| 48 |
+
`strike` and `expiry` are parsed from the instrument name, and both are null where the name
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| 49 |
+
does not match the expected shape rather than being guessed. `expiry_ts` comes from the venue.
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| 50 |
+
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| 51 |
+
## What the mark costs you
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| 52 |
+
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| 53 |
+
The surface carries the venue's mark. `e22_options_book` carries what was actually quoted:
|
| 54 |
+
`best_bid_iv` and `best_ask_iv` give the two sides in vol terms and `iv_spread` the distance
|
| 55 |
+
between them. Across one ladder that distance ran from 4.2 to 18.6 vol points, and the mark sat
|
| 56 |
+
inside the band every time, near the middle rather than at it.
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| 57 |
+
|
| 58 |
+
The ladder is deliberate rather than exhaustive, because a book costs one request per
|
| 59 |
+
instrument. It takes the strikes nearest the forward across several expiries and skips the
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| 60 |
+
expiring contract, which was measured to have no book at all. So `e22_options_book` covers a
|
| 61 |
+
slice of `e22_options_surface` and never all of it; the two join on `instrument_name` within a
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| 62 |
+
round.
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| 63 |
+
|
| 64 |
+
A one-sided book is a real state and is recorded as one, with the missing side null while
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| 65 |
+
`error` stays empty. `error` is set only where the request itself failed.
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| 66 |
+
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| 67 |
+
## Before you build on this
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| 68 |
+
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| 69 |
+
- One venue, and not the largest one. This is what a single order book quoted, not a
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| 70 |
+
market-wide consensus. Anything inferred about crypto volatility generally needs a second
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| 71 |
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source.
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| 72 |
+
- Every listed instrument appears, including deep out-of-the-money strikes that never trade.
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| 73 |
+
A mark price is published for those too, so filter before treating the surface as tradeable.
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| 74 |
+
- Put and call at the same strike and expiry carry the same implied volatility by construction.
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| 75 |
+
Two rows agreeing is parity, not confirmation.
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| 76 |
+
- Sampled at an interval, so a move that reverses between samples is invisible. `sampled_ts`
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| 77 |
+
is ours, taken at observation, and carries our network distance to the venue.
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| 78 |
+
- A fetch that fails writes one explicit error row for that asset with the measurements null.
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| 79 |
+
Check `error` before reading an absent chain as a delisting.
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| 80 |
+
- Coverage per asset differs and changes as the venue lists and expires instruments; count
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| 81 |
+
distinct `expiry` per day rather than assuming a fixed ladder.
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| 82 |
+
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| 83 |
+
Partitions are parquet, one file per collection window, under `dataset/YYYY/MM/`. This repo carries a FIXED 7-day sample (2026-08-25 to 2026-08-31) so you can check schema, coverage and quality before asking for more. It does not advance, so there is nothing to gain by re-downloading it. The full history is held privately, available on request.
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| 84 |
+
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| 85 |
+
```python
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| 86 |
+
from huggingface_hub import snapshot_download
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| 87 |
+
import pandas as pd, glob
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| 88 |
+
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| 89 |
+
path = snapshot_download("dataforge-labs/crypto-options-surface", repo_type="dataset",
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| 90 |
+
allow_patterns="e22_options_surface/**")
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| 91 |
+
df = pd.concat(map(pd.read_parquet,
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| 92 |
+
glob.glob(f"{path}/e22_options_surface/**/*.parquet", recursive=True)))
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| 93 |
+
```
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| 94 |
+
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| 95 |
+
## Coverage
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| 96 |
+
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| 97 |
+
`e0_run_manifest` lists every collection window with its poll counts and failure counts, and is
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| 98 |
+
published in full rather than windowed. Gaps between windows are real, cannot be filled in
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| 99 |
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afterwards, and nothing here is interpolated.
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| 100 |
+
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| 101 |
+
## License and contact
|
| 102 |
+
|
| 103 |
+
ODC-BY: use it freely, credit "DataForge (dataforge-labs)". Questions and requests for the full
|
| 104 |
+
history via the discussions tab.
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version https://git-lfs.github.com/spec/v1
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e22_options_surface/2026/08/2026-08-29T1708Z.parquet
ADDED
|
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|
|
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 2121284
|