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  1. README.md +75 -82
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README.md CHANGED
@@ -1,104 +1,97 @@
1
  ---
2
  license: odc-by
3
- pretty_name: "Implied volatility surface for on-chain crypto options"
4
  tags:
5
- - options
6
- - implied-volatility
7
- - derivatives
8
- - greeks
9
- - order-book
10
- - bitcoin
11
- - ethereum
12
- - solana
13
- - cryptocurrency
14
- - time-series
15
  task_categories:
16
- - time-series-forecasting
17
  size_categories:
18
- - 1M<n<10M
 
 
 
 
 
 
 
 
 
 
 
 
 
 
19
  ---
20
 
21
- # Crypto options implied volatility surface
22
 
23
- Every listed option on one venue, priced, with its greeks, sampled through the day.
24
-
25
- An option quote is computed on demand and kept by nobody. The chain that existed at any past
26
- moment is not recoverable from the venue or from the chain it settles on: only trades leave a
27
- record, and most of these strikes never trade.
28
 
29
  ## Contents
30
 
31
- | name | one row is |
32
  |---|---|
33
- | `e22_options_surface` | one instrument at one moment: strike, expiry, mark, forward, and the full greek set |
34
- | `e22_options_book` | top of book for a near-the-money ladder: bid, ask, their sizes, and both quoted in vol terms |
35
-
36
- ## Reading it
37
-
38
- `iv`, `delta`, `gamma`, `vega`, `theta` and `rho` are the venue's own values, published
39
- alongside its mark price rather than recomputed here. That is deliberate: re-deriving implied
40
- volatility needs a rate and dividend assumption, and a number the venue itself margins against
41
- is the more useful one.
42
-
43
- Each asset's chain is fetched in one request and every row from it shares a `sampled_ts`,
44
- so grouping on `(asset, sampled_ts)` recovers one surface and adding `expiry` recovers one
45
- smile. `round_ts` is shared by the assets collected in the same pass, which is what to
46
- group on when comparing across assets at a moment.
47
-
48
- `strike` and `expiry` are parsed from the instrument name, and both are null where the name
49
- does not match the expected shape rather than being guessed. `expiry_ts` comes from the venue.
50
-
51
- ## What the mark costs you
52
-
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.
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
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
62
- round.
63
-
64
- A one-sided book is a real state and is recorded as one, with the missing side null while
65
- `error` stays empty. `error` is set only where the request itself failed.
66
-
67
- ## Before you build on this
68
-
69
- - One venue, and not the largest one. This is what a single order book quoted, not a
70
- market-wide consensus. Anything inferred about crypto volatility generally needs a second
71
- source.
72
- - Every listed instrument appears, including deep out-of-the-money strikes that never trade.
73
- A mark price is published for those too, so filter before treating the surface as tradeable.
74
- - Put and call at the same strike and expiry carry the same implied volatility by construction.
75
- Two rows agreeing is parity, not confirmation.
76
- - Sampled at an interval, so a move that reverses between samples is invisible. `sampled_ts`
77
- is ours, taken at observation, and carries our network distance to the venue.
78
- - A fetch that fails writes one explicit error row for that asset with the measurements null.
79
- Check `error` before reading an absent chain as a delisting.
80
- - Coverage per asset differs and changes as the venue lists and expires instruments; count
81
- distinct `expiry` per day rather than assuming a fixed ladder.
82
-
83
- Partitions are parquet, one file per collection window, under `dataset/YYYY/MM/`. Every dataset here carries a FIXED 7-day sample WINDOW starting at its own first day of collection, together spanning 2026-08-29 to 2026-09-04, 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.
84
 
85
  ```python
86
- from huggingface_hub import snapshot_download
87
- import pandas as pd, glob
88
 
89
- path = snapshot_download("dataforge-labs/crypto-options-surface", repo_type="dataset",
90
- allow_patterns="e22_options_surface/**")
91
- df = pd.concat(map(pd.read_parquet,
92
- glob.glob(f"{path}/e22_options_surface/**/*.parquet", recursive=True)))
93
  ```
94
 
95
  ## Coverage
96
 
97
- `e0_run_manifest` lists every collection window with its poll counts and failure counts, and is
98
- published in full rather than windowed. Gaps between windows are real, cannot be filled in
99
- afterwards, and nothing here is interpolated.
100
 
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.
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: odc-by
3
+ pretty_name: Crypto options marks, implied volatility and order books
4
  tags:
5
+ - options
6
+ - implied-volatility
7
+ - derivatives
8
+ - greeks
9
+ - order-book
10
+ - bitcoin
11
+ - ethereum
12
+ - solana
13
+ - cryptocurrency
14
+ - time-series
15
  task_categories:
16
+ - time-series-forecasting
17
  size_categories:
18
+ - 1M<n<10M
19
+ configs:
20
+ - config_name: options_surface
21
+ data_files:
22
+ - split: train
23
+ path: options_surface/**/*.parquet
24
+ default: true
25
+ - config_name: options_order_book
26
+ data_files:
27
+ - split: train
28
+ path: options_order_book/**/*.parquet
29
+ - config_name: collection_runs
30
+ data_files:
31
+ - split: train
32
+ path: collection_runs/**/*.parquet
33
  ---
34
 
35
+ # Crypto options surface and order books
36
 
37
+ Snapshots of listed options on Aevo, including marks, implied volatility, Greeks and a selected set of order books. The tables support analysis of volatility surfaces and the relationship between published marks and quoted prices.
 
 
 
 
38
 
39
  ## Contents
40
 
41
+ | Table | Record |
42
  |---|---|
43
+ | `options_surface` | An instrument's strike, expiry, mark, forward, implied volatility and Greeks |
44
+ | `options_order_book` | Best bid and ask, available sizes and quoted implied volatility for a selected instrument |
45
+
46
+ ## Using the data
47
+
48
+ The venue supplies `iv`, `delta`, `gamma`, `vega`, `theta` and `rho`; these values are not recalculated by the collector. Group on `(asset, sampled_ts)` to reconstruct a sampled surface, then add `expiry` to examine a volatility smile. `round_ts` groups assets fetched during the same collection pass, although requests need not complete simultaneously.
49
+
50
+ The order-book panel covers a near-the-money strike ladder across selected expiries. Join it to the surface on `instrument_name` within the same round. `best_bid_iv`, `best_ask_iv` and `iv_spread` describe the quoted volatility range.
51
+
52
+ `strike` and `expiry` are parsed from instrument names and remain null when parsing fails. `expiry_ts` is supplied by the venue.
53
+
54
+ ## Limitations
55
+
56
+ - The dataset covers one venue. A listed mark does not establish liquidity or an executable price.
57
+ - Order books cover a subset of the surface. Check both available size and spread before using a quote in execution analysis.
58
+ - A one-sided book has a null missing side. Request failures are recorded separately in `error`.
59
+ - Sampling misses changes between observations, and collection timestamps include network latency.
60
+ - Put and call implied volatilities at the same strike and expiry may reflect the venue's shared pricing model; agreement is not independent validation.
61
+
62
+ ## Files and access
63
+
64
+ Data is stored as Parquet files under `table_name/YYYY/MM/`, with partitions for collection windows. Each measurement table has a fixed 7-day sample beginning at its configured collection start date. The sample windows in this repository span 2026-08-29 to 2026-09-04. Availability within each window depends on successful collection. The public sample dates remain fixed as additional history accumulates privately. Contact DataForge through the discussions tab to enquire about additional history.
65
+
66
+ ### Load a table
67
+
68
+ Install `datasets` and `pandas` to run this example. The `train` split contains all observations in the selected table; it is not a predefined modelling split.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
69
 
70
  ```python
71
+ from datasets import load_dataset
 
72
 
73
+ data = load_dataset("dataforge-labs/crypto-options-surface",
74
+ "options_surface", split="train")
75
+ df = data.to_pandas()
 
76
  ```
77
 
78
  ## Coverage
79
 
80
+ `collection_runs` records collection windows, poll counts and failures. It is published in full and may cover dates beyond the fixed data sample. Collection gaps are not interpolated. Use this table together with measurement timestamps and error fields to assess coverage.
 
 
81
 
82
  ## License and contact
83
 
84
+ The public sample is published under ODC-BY. Attribute it to "DataForge (dataforge-labs)". For questions about the data or access to additional history, open a discussion in this repository.
85
+
86
+ <details>
87
+ <summary>Earlier file paths</summary>
88
+
89
+ Each table is stored under a directory with the same descriptive name. The file contents and date partitions are unchanged. Scripts using an earlier directory name should use the corresponding table name below, or pin downloads to revision `before-folder-rename-20260915` to access the original layout. Internal collector IDs are retained in the private archive and may appear in raw coverage records.
90
+
91
+ | Current table and directory | Earlier directory |
92
+ |---|---|
93
+ | `options_surface` | `e22_options_surface/` |
94
+ | `options_order_book` | `e22_options_book/` |
95
+ | `collection_runs` | `e0_run_manifest/` |
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+
97
+ </details>
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